{ "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", "\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", "#### 🌌 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", "---\n", "\n", "#### 🌌 Dataset: SuGOHI VII (Jaelani et al., 2023)(J23)\n", "> #### πŸ”— [Monthly Notices of the Royal Astronomical Society (MNRAS)](https://academic.oup.com/mnras/article/502/1/1487/6105347)\n", "> #### 18,600 lenses and 18,660 non-lens objects\n", "> #### Hyper Suprime-Cam (HSC) _gri_ bands\n", "> #### No validation dataset. Partitioned 99% for training and 1% for validation\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sat Dec 21 22:57:30 2024 \n", "+-----------------------------------------------------------------------------------------+\n", "| NVIDIA-SMI 565.57.01 Driver Version: 565.57.01 CUDA Version: 12.7 |\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 L40S On | 00000000:41:00.0 Off | 0 |\n", "| N/A 56C P0 71W / 350W | 1MiB / 46068MiB | 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", "| No running processes found |\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": [ "Requirement already satisfied: transformers in /home/ia/rparlange/miniconda3/envs/jupyter/lib/python3.12/site-packages (4.46.2)\n", "Requirement already satisfied: torch in /home/ia/rparlange/miniconda3/envs/jupyter/lib/python3.12/site-packages (2.5.1)\n", "Requirement already satisfied: torchvision in /home/ia/rparlange/miniconda3/envs/jupyter/lib/python3.12/site-packages (0.20.1)\n", "Requirement already satisfied: timm in /home/ia/rparlange/miniconda3/envs/jupyter/lib/python3.12/site-packages (1.0.11)\n", "Requirement already satisfied: safetensors in /home/ia/rparlange/miniconda3/envs/jupyter/lib/python3.12/site-packages (0.4.5)\n", "Requirement already satisfied: huggingface_hub in 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"Requirement already satisfied: kiwisolver>=1.3.1 in /home/ia/rparlange/miniconda3/envs/jupyter/lib/python3.12/site-packages (from matplotlib) (1.4.7)\n", "Requirement already satisfied: pyparsing>=2.3.1 in /home/ia/rparlange/miniconda3/envs/jupyter/lib/python3.12/site-packages (from matplotlib) (3.2.0)\n", "Requirement already satisfied: python-dateutil>=2.7 in /home/ia/rparlange/miniconda3/envs/jupyter/lib/python3.12/site-packages (from matplotlib) (2.9.0.post0)\n", "Requirement already satisfied: pandas>=1.2 in /home/ia/rparlange/miniconda3/envs/jupyter/lib/python3.12/site-packages (from seaborn) (2.2.3)\n", "Requirement already satisfied: pytz>=2020.1 in /home/ia/rparlange/miniconda3/envs/jupyter/lib/python3.12/site-packages (from pandas>=1.2->seaborn) (2024.1)\n", "Requirement already satisfied: tzdata>=2022.7 in /home/ia/rparlange/miniconda3/envs/jupyter/lib/python3.12/site-packages (from pandas>=1.2->seaborn) (2024.2)\n", "Requirement already satisfied: six>=1.5 in /home/ia/rparlange/miniconda3/envs/jupyter/lib/python3.12/site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /home/ia/rparlange/miniconda3/envs/jupyter/lib/python3.12/site-packages (from jinja2->torch) (2.1.3)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /home/ia/rparlange/miniconda3/envs/jupyter/lib/python3.12/site-packages (from requests->transformers) (3.3.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /home/ia/rparlange/miniconda3/envs/jupyter/lib/python3.12/site-packages (from requests->transformers) (3.7)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /home/ia/rparlange/miniconda3/envs/jupyter/lib/python3.12/site-packages (from requests->transformers) (2.2.3)\n", "Requirement already satisfied: certifi>=2017.4.17 in /home/ia/rparlange/miniconda3/envs/jupyter/lib/python3.12/site-packages (from requests->transformers) (2024.8.30)\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": {}, "source": [ "## πŸ—‚οΈ Load training dataset (C21)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train nonlenses: 40000 FITS files\n", "\n", "train mocklenses: 40000 FITS files\n", "\n", "val nonlenses: 500 FITS files\n", "\n", "val mocklenses: 500 FITS files\n", "\n" ] } ], "source": [ "# Define your data paths\n", "c21_training_path = '/home/ia/rparlange/datasets/holismokesVI_dataset/training/'\n", "c21_train_nonlenses_dir = os.path.join(c21_training_path, 'nonlenses')\n", "c21_train_mocklenses_dir = os.path.join(c21_training_path, 'mocklenses')\n", "\n", "c21_val_path = '/home/ia/rparlange/datasets/holismokesVI_dataset/val/'\n", "c21_val_nonlenses_dir = os.path.join(c21_val_path, 'nonlenses')\n", "c21_val_mocklenses_dir = os.path.join(c21_val_path, 'mocklenses')\n", "\n", "counts = [len([f for f in os.listdir(d) if f.endswith('.fits')]) for d in [c21_train_nonlenses_dir, c21_train_mocklenses_dir, c21_val_nonlenses_dir, c21_val_mocklenses_dir]]\n", "\n", "print(f\"train nonlenses: {counts[0]} FITS files\\n\")\n", "print(f\"train mocklenses: {counts[1]} FITS files\\n\")\n", "print(f\"val nonlenses: {counts[2]} FITS files\\n\")\n", "print(f\"val mocklenses: {counts[3]} FITS files\\n\")" ] }, { "cell_type": "markdown", "metadata": { "id": "G-oBdmpE7BK0" }, "source": [ "## πŸ—‚οΈ Load training dataset (J23)\n", "**No validation set, therefore partitioned 99% train and 1% val**" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Skipping nonlenses: Data already partitioned.\n", "Skipping mocklenses: Data already partitioned.\n" ] } ], "source": [ "# Set the seed for reproducibility\n", "random.seed(42)\n", "\n", "# Original data paths\n", "j23_training_path = '/home/ia/rparlange/datasets/AnupreetaMore/training/'\n", "classes = ['nonlenses', 'mocklenses']\n", "\n", "# New partitioned data paths\n", "partitioned_base_path = '/home/ia/rparlange/datasets/AnupreetaMore/partitioned/'\n", "train_path = os.path.join(partitioned_base_path, 'train')\n", "val_path = os.path.join(partitioned_base_path, 'val')\n", "\n", "# Create the new directory structure\n", "for cls in classes:\n", " os.makedirs(os.path.join(train_path, cls), exist_ok=True)\n", " os.makedirs(os.path.join(val_path, cls), exist_ok=True)\n", "\n", "def partition_data(class_name, val_fraction=0.01): # 1% for val\n", " original_dir = os.path.join(j23_training_path, class_name)\n", " train_dir = os.path.join(train_path, class_name)\n", " val_dir = os.path.join(val_path, class_name)\n", "\n", " # Check if partitioning is already done\n", " if len(os.listdir(train_dir)) > 0 and len(os.listdir(val_dir)) > 0:\n", " print(f\"Skipping {class_name}: Data already partitioned.\")\n", " return\n", "\n", " # List and shuffle files\n", " files = os.listdir(original_dir)\n", " random.shuffle(files)\n", "\n", " # Split files into training and validation\n", " num_val = max(1, int(len(files) * val_fraction))\n", " val_files = files[:num_val]\n", " train_files = files[num_val:]\n", "\n", " # Copy files to respective directories\n", " for fname in val_files:\n", " shutil.copy2(os.path.join(original_dir, fname), os.path.join(val_dir, fname))\n", " for fname in train_files:\n", " shutil.copy2(os.path.join(original_dir, fname), os.path.join(train_dir, fname))\n", "\n", " print(f\"{class_name}: {len(train_files)} training and {len(val_files)} validation samples.\")\n", "\n", "# Partition data for each class\n", "for cls in classes:\n", " partition_data(cls)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# C21 dataset paths\n", "c21_training_path = '/home/ia/rparlange/datasets/holismokesVI_dataset/training/'\n", "c21_train_nonlenses_dir = os.path.join(c21_training_path, 'nonlenses')\n", "c21_train_mocklenses_dir = os.path.join(c21_training_path, 'mocklenses')\n", "\n", "c21_val_path = '/home/ia/rparlange/datasets/holismokesVI_dataset/val/'\n", "c21_val_nonlenses_dir = os.path.join(c21_val_path, 'nonlenses')\n", "c21_val_mocklenses_dir = os.path.join(c21_val_path, 'mocklenses')\n", "\n", "# J23 dataset paths\n", "j23_training_path = '/home/ia/rparlange/datasets/AnupreetaMore/partitioned/train/'\n", "j23_train_nonlenses_dir = os.path.join(j23_training_path, 'nonlenses')\n", "j23_train_mocklenses_dir = os.path.join(j23_training_path, 'mocklenses')\n", "\n", "j23_val_path = '/home/ia/rparlange/datasets/AnupreetaMore/partitioned/val/'\n", "j23_val_nonlenses_dir = os.path.join(j23_val_path, 'nonlenses')\n", "j23_val_mocklenses_dir = os.path.join(j23_val_path, 'mocklenses')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "C21 Dataset:\n", "Train nonlenses: 40000 FITS files\n", "Train mocklenses: 40000 FITS files\n", "Validation nonlenses: 500 FITS files\n", "Validation mocklenses: 500 FITS files\n", "\n", "J23 Dataset:\n", "Train nonlenses: 18474 FITS files\n", "Train mocklenses: 18474 FITS files\n", "Validation nonlenses: 186 FITS files\n", "Validation mocklenses: 186 FITS files\n" ] } ], "source": [ "print(\"C21 Dataset:\")\n", "print(\"Train nonlenses: 40000 FITS files\")\n", "print(\"Train mocklenses: 40000 FITS files\")\n", "print(\"Validation nonlenses: 500 FITS files\")\n", "print(\"Validation mocklenses: 500 FITS files\")\n", "\n", "print(\"\\nJ23 Dataset:\")\n", "print(\"Train nonlenses: 18474 FITS files\")\n", "print(\"Train mocklenses: 18474 FITS files\")\n", "print(\"Validation nonlenses: 186 FITS files\")\n", "print(\"Validation mocklenses: 186 FITS files\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ—ƒοΈ Load common test sample (More et al., 2024)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Define your data paths for common test sample\n", "common_test_sample_path = '/home/ia/rparlange/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": 9, "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": [ "### πŸ”Ž Inspect train and test samples" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 40000 nonlenses FITS files in C21 training data.\n", "Found 40000 mocklenses FITS files in C21 training data.\n", "Found 18474 nonlenses FITS files in J23 training data.\n", "Found 18474 mocklenses FITS files in J23 training data.\n", "\n", "--- Inspecting Nonlenses Samples ---\n", "\n", "Inspecting file 1: /home/ia/rparlange/datasets/holismokesVI_dataset/training/nonlenses/nonlens_34877.fits\n", "\n", "=== Inspecting FITS File: nonlens_34877.fits ===\n", "Filename: /home/ia/rparlange/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/ia/rparlange/datasets/holismokesVI_dataset/training/nonlenses/nonlens_35263.fits\n", "\n", "=== Inspecting FITS File: nonlens_35263.fits ===\n", "Filename: /home/ia/rparlange/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/ia/rparlange/datasets/holismokesVI_dataset/training/nonlenses/nonlens_22151.fits\n", "\n", "=== Inspecting FITS File: nonlens_22151.fits ===\n", "Filename: /home/ia/rparlange/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/ia/rparlange/datasets/holismokesVI_dataset/training/mocklenses/lens_10096.fits\n", "\n", "=== Inspecting FITS File: lens_10096.fits ===\n", "Filename: /home/ia/rparlange/datasets/holismokesVI_dataset/training/mocklenses/lens_10096.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/ia/rparlange/datasets/holismokesVI_dataset/training/mocklenses/lens_1.fits\n", "\n", "=== Inspecting FITS File: lens_1.fits ===\n", "Filename: /home/ia/rparlange/datasets/holismokesVI_dataset/training/mocklenses/lens_1.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 3: /home/ia/rparlange/datasets/holismokesVI_dataset/training/mocklenses/lens_10097.fits\n", "\n", "=== Inspecting FITS File: lens_10097.fits ===\n", "Filename: /home/ia/rparlange/datasets/holismokesVI_dataset/training/mocklenses/lens_10097.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": [ "Displaying FITS image from: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/HSCJ1938_gri.fits\n", "\n", "=== Inspecting FITS File: HSCJ1938_gri.fits ===\n", "Filename: /home/ia/rparlange/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/ia/rparlange/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/ia/rparlange/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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c1vfg9lf1Tj48q7/zaifo5E3Qycf1Tr68qHfy5tFROTsa1zt593V9LW/35+Xs8G19LY+29U7eTT9fJ/eX3AAAAAAA9JZLbgAAAAAAesslNwAAAAAAveWSGwAAAACA3nLJDQAAAABAb7nkBgAAAACgt1xyAwAAAADQWy65AQAAAADoLZfcAAAAAAD0lktuAAAAAAB6q61Hz4LH7gbZLshOguxFkN0LsqsgexBk7wfZ/SCbfN+dIHscZD8G2XGQfRdkU8n8aYLsr4Ns8vtuB9nDIPuvQTaZw6Mg+zbIfhNkk7mWrPvXQfZWkL0TZN8H2fMbyi6C7DTIJmfRJsgmczJxFWSTMf4xyCZn3IMg+yHIJvtkKllzybmc/B1AsvecBNl5kH0ZZJNxTn5b0tOWQTY5k6+DbLIHfzkuDur7YPOu3sk3bb0zNl0w1l/Xx69p6/tVt6mfzdvD+tpvN/U+sx3WO3n3m/r3vT6vd/J2Xe/ky+/rnbw5CXrS+3pnbZNtYjAYbEf1+bNp62fN+Kjeybej+u+bjuqdfHu/3snXd+udfHNSn8Ojp/X+s/xY7+Tddf3saE/rc224rq/75od6Pxg9rp8Hq9N6Xxud1Dv5+la9Zzebena4U+/ko9v1Tr4d18+i4Zt6J1+8rM/J9lE5Olgvg07+S9DJJ/VOvh7Xz7jlYb2rjdp6Jx8usk6+/ameHXZBJ/+mfi4vTuudfNTU957mXb2TD2fzcnZwXu/k6/P6OHez+m+bzOqH7eJBvZNvL4NO96HeydtgD/6P+EtuAAAAAAB6yyU3AAAAAAC95ZIbAAAAAIDecskNAAAAAEBvueQGAAAAAKC3XHIDAAAAANBbLrkBAAAAAOgtl9wAAAAAAPSWS24AAAAAAHrLJTcAAAAAAL3V1qNd8NgmyE6C7FWQPQiyn4LsoyD7Icgm75t8h70g+zbI/mmQPQ2y4yB7HWRnQXYwGAweB9nXQTZZR9Mg+yrIfhdk94PsMsgeB9lbQTb5f7tVkH0fZOdBNpmXu0E2WRvzIHs3yN4Oshc39A6XQTYZ44dB9l2QPQ+yT4JsMneSsRgF2aBuDAaDwWAnyCY94k6QfRFkk3E+DLLJOZCcn8k7JGOX9J7EvSCbdNBkr/xydE29S2wf1L/H7Kq+lrrLehdddPWOO3tb7+SLg6CTH9fnZncRdPLD+ncYTeudfPOy3smHd+udfPwp6OQX9T1lNaqvpfVh1slH43onb4NOvv5UX0fdvfpevBnWO/n1m3onn2yCTj6pd/Iu6eS79U6+vR108mf1Tj6e1vva+k/m5ezoeX1eNqf1XrV+Ul8bw/N5OTs4CfrwqN7Jt5/qPXBzL3iHT/VO3uzVx7hb1Tt597He1ZrjeidffAw6+e363GlPg7H4Q9DJv886efO+3sm3q3qPGA7rnbw9qnfy7VV9nLt1vQ93+/VzoNuvn5/Ti/o7rIb1sbte13vP5MdydDDaqXfy1bDeQYfrz9fJ/SU3AAAAAAC95ZIbAAAAAIDecskNAAAAAEBvueQGAAAAAKC3XHIDAAAAANBbLrkBAAAAAOgtl9wAAAAAAPSWS24AAAAAAHrLJTcAAAAAAL3lkhsAAAAAgN5q69Gvg8e+DLJnQfYgyF4H2S7IXgbZRzf03JMgm7gbZD8G2W9v6LnTILsXZAeDwWATZHeD7Psgm8z35Pe9DbJNkF0E2U839A5vgmwyFneC7G+C7GmQTfbVVZC9HWQvgmyy/82D7IsgexhkJ0E2+Q7jIJusoeTsHAXZr4Jssu88C7KDQbbuj4JsMna/BNnkHFgH2UTyDsnek2QfBNllkE06UvLcp0H2y9E2QSc/qJ8dF2/r+0o7qneU/Tv1Tn79bb2TD0/q86J9Xz+Thr+tP3d9Ue/k7e/L0cGmqXfy9VW9O08/1jv5dlx/brOpd/Kmyzr51VW9k+/v1ffB7qjeA5vz+ny/buu/bzINOnlTPxe7bb1PLOb1Tj7eqb/D6FW9k4/W9bFYzYJO/rzeybtZ/axbHdX31eaP9U7efFPv5OvDep/p1kEnP5+Xo6P9eidfT+qdfN3WO3lzVf8O0z+pd/LrUX0NzbZBJ+/qnXw7rXfy9a/q+07TZJ28uV1f921zVH/uvaCTd0En/xScA9/VO/kwqMPjoJOvn9cfvPy+nh2N6528W9a789Ve0MlH9ecOXz6tP/c/etZnexIAAAAAAPw/5pIbAAAAAIDecskNAAAAAEBvueQGAAAAAKC3XHIDAAAAANBbLrkBAAAAAOgtl9wAAAAAAPSWS24AAAAAAHrLJTcAAAAAAL3lkhsAAAAAgN5q69Gfgsd2QfY3QfZWkH0TZK+C7EWQPbuhdzgMstdB9k6Q/SHIJuO2DbKrIJuMxWAwGNwOssdBNlkbp0E2Gbvku70NskdBNvn/tWQOb4LsoyC7DrLvgmyylpM5PAqyyxt67mWQvRdk/xhkkzFeBNmXQfYoyO4G2VmQTfadeZBN9pJkDQ0Gg8EkyB4F2Q9BNpkTyR6cjF1yJibjPL6hd0j2iOQcSObDpyCbdJkvx2rxUzk7vqrPi53deidfntS73fJZvZNvn9T78Pii3snXbXCG/rf6O7SX9XO8+6beZ9qj+p6yberzeLNTH7fVfn3tjxb182AxzTr53ot6J79c1zv5bKe+NhY79U6+XdbHrhnVv1tzWe/kw92jenZT34ubvfoc3uzWO/l1V+9r7Um9T7Sreie/bOpreRh08r0/q5+Li+ugk8/rz92u6518OKt38uZ/1Tt5s6yP8dHdev+6PKx38svlUTk7fl/v5JvHQa9b1ved5tW8nB09re8ls3/KOvnqQdDBZkfl6GZZ7+Tbg/qc6L4NOvmyPnbdcf1MvD6tj/P4br2Tz0b1d2g/1PeIy65+Dkw/1OdDd1Lv5Kvt5+vk/pIbAAAAAIDecskNAAAAAEBvueQGAAAAAKC3XHIDAAAAANBbLrkBAAAAAOgtl9wAAAAAAPSWS24AAAAAAHrLJTcAAAAAAL3lkhsAAAAAgN5yyQ0AAAAAQG+19eivg8f+GGQvg+x5kN0Lsl2QvRVkt0H2OshOg+yrIPsmyD4Msp+C7DjIfhVkXwTZwWAwWAfZZOySeZlIvvFxkP0QZGdBNllHiUmQnQfZJsheBNl7QfZtkL0bZM+CbDLPkv0vcRhk3wXZ5BxIvu8qyCbfdxRkg6M+mr+LIJvsO4PBYLAJsj8F2aMg+yjILoPsbpBNvkMy125q/pwG2eSbJd8h2a9vap+6WW1X7+SbRdDJx/VOPvl1vZNvX9a7z/BZfS9e3693icl1fayvH9d73fq03slH43onXzX1Tj48qHfyZRecM+N6J1+e1Tt5c5118s1evZPPFvWxWyyCeRkc+7Pr+jfeNPWzcXOr3snb1/VO3hzW19H6STk62L6od/Lh/Xk5O50He3xX7zRt0MmHbb2Tb07rk2c4rnfy9Vl9no0e1fe/UfBP8fV1vZNP79Y7+cm0fg4MH9W/7+yHek9a36l/325Z71Sj9/VOtfmqPn+b63onX30fdvLX9Q7WbH4qZ7dXR+Xs6LreyUeTer/cHNU7+fq6/h1mp/W5trpfnz+T0/r8WS7rnbx9XP9m2/fBdxjX9+vp/ufr5P6SGwAAAACA3nLJDQAAAABAb7nkBgAAAACgt1xyAwAAAADQWy65AQAAAADoLZfcAAAAAAD0lktuAAAAAAB6yyU3AAAAAAC95ZIbAAAAAIDecskNAAAAAEBvtfXo6+CxkyCb3LOfBtl1kN0E2fMgez/IvguyyyC7DbJnQXYVZHeD7EWQnQfZwyA7GAwGB0H2Q5C9CrLJd0vGI1lHvwqyyVpO1mfyfWdBNtj+BuMgm6z7yxt6h2Se3Q6yyRgn32ERZH8JssdBtguyyb66H2STdZGcRcn+kGSTfXUnyA4G2dpIxi75xtdB9iTIJms5Oe+TOZGsjWSPSLpisjaSMU7mZfLbvhxN8J2H03on39yq7/Gbq3qXWB7X1113r97J9xf1Od9N62fS9LDeybur+hrdtvWzo5nXO3lzUd+3dw/q3fL053onb47m9WybdfLlm3onH9+ud8bxfr0rjX4JOnlTH4/lRX0dTZb1Tt4cBmv5PDgX/yb4vk29kzdv6518+239DO3e1dd9s673ju1p/R2uJ0Env6ifSe1RfYy78/p3GE7qnXx8We/km1m9d8z262d+84f6vrod1ntHM6+vi9GyfhYtD+r7wzjY21fb+r66Ps06+XgUdPJZMHYH9W/cDOudfLtf7+Tt22A/Oauf95tvgk5+Vl8bq2V9j5gM611xuw7Wxp1gjM+D837x+Tq5v+QGAAAAAKC3XHIDAAAAANBbLrkBAAAAAOgtl9wAAAAAAPSWS24AAAAAAHrLJTcAAAAAAL3lkhsAAAAAgN5yyQ0AAAAAQG+55AYAAAAAoLdccgMAAAAA0FtN13Xd/++XAAAAAACA/xv+khsAAAAAgN5yyQ0AAAAAQG+55AYAAAAAoLdccgMAAAAA0FsuuQEAAAAA6C2X3AAAAAAA9JZLbgAAAAAAesslNwAAAAAAveWSGwAAAACA3vo/HJiRftEzEt0AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/mock_2763.fits\n", "\n", "=== Inspecting FITS File: mock_2763.fits ===\n", "Filename: /home/ia/rparlange/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/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/083915+022632.fits\n", "\n", "=== Inspecting FITS File: 083915+022632.fits ===\n", "Filename: /home/ia/rparlange/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/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/nonlens_894.fits\n", "\n", "=== Inspecting FITS File: nonlens_894.fits ===\n", "Filename: /home/ia/rparlange/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/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/nonlens_894.fits\n", "\n", "=== Inspecting FITS File: nonlens_894.fits ===\n", "Filename: /home/ia/rparlange/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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Pvr6+Bc61W7vuumvcdNNNcdVVVw37t2nTpsXs2bPLc3ipjTbaKEaNGhW/+c1vuv6em2++eb4PQiuuuGJsvfXWQ/5bEFtuuWVssskmccopp8SMGTNi0qRJseWWW8a//uu/xp/+9Kdh8S/9dc3tttsufvGLX8SvfvWrIf9+3nnnLVAuAACvJs7a3TnxxBPjq1/9anzmM5+JQw89NPW9C3LWHnDzzTfHhAkTYr311ptrzJgxY4aduef1t3Z23XXXWHfddeOLX/xi/OIXv5hjTLfvlp4yZUqMHz8+vvSlL8WsWbOG/fvAuTxzfgd4JXgnN/CKW2utteL888+PD3zgA7HOOuvEnnvuGeuvv37MnDkzbrzxxrjwwgtj7733Trc7derUOPfcc2PChAmx7rrrxk033RTXXHPN4K8TVjryyCPjkksuialTp8bee+8dG220UTz33HPxhz/8Ib7//e/H/fffP89fSZyTSy+9NG699daIePGP+/z+97+Pf/7nf46IiB122CE23HDDuX7vmDFjYtttt41rrrkmvvCFL8z3Zz3yyCPx+9//Pj7+8Y+ncvxrHHnkkfH+978/zj777DjggAPiX/7lX+Ltb397bLDBBrHffvvFmmuuGX/5y1/ipptuij/+8Y+DfXHUUUfFueeeG+9617vi0EMPjbFjx8aZZ54ZkydPjt///vevWP4AAE3krD1/P/zhD+Ooo46K17zmNbHOOuvEd77znSH/vs0228Tyyy8/1+/PnrVf6uqrr473vOc98/xM7qyRI0fGD3/4w5gyZUq8/e1vj/e9732x2WabxdixY+Phhx+OSy65JB588MHYfvvt59vW+PHj44wzzogPf/jD8aY3vSl22223mDhxYjz44INx+eWXx6abbhpf//rXIyK6Pr8DvBIUuYFFYocddojf//73ceKJJ8bFF18cZ5xxRowePTo23HDDOOmkk2K//fZLt3nqqadGb29vnHfeeTFjxozYdNNN45prrpnrZ8QtTEsssUT87Gc/iy996Utx4YUXxjnnnBPjx4+P1772tfH5z38+JkyYkG7zBz/4Qfz7v//74P/fcsstccstt0RExCqrrDLPIndExL777hs777xzPPTQQ7HqqqvOM/aiiy6K0aNHx6677prOc0G9733vi7XWWiu++tWvxn777Rfrrrtu/OY3v4nPf/7zcfbZZ8fjjz8ekyZNir/7u7+Lo48+evD7Vlxxxbjuuuvi4IMPji9/+cux7LLLxgEHHBArrbRSfOQjH3nF8gcAaCpn7XkbKL7edddd8eEPf3jYv1933XXzLHJH5M7aA/77v/87brvttjjllFNS+Xbjta99bfzud7+L0047LX74wx/GFVdcETNnzozll18+3vzmN8cxxxwz+Eco5+dDH/pQrLTSSvHlL385TjzxxHjhhRdi5ZVXjs0222zI3+fp9vwO8Ero6fiEf4BXpb6+vlh33XVj1113jS9+8YvzjP27v/u72HLLLePkk09+hbIDAID2ypy1Bxx22GHx85//PG6++eaF+k5uABS5AV7Vvve978U//MM/xIMPPhjjxo2bY8yVV14Zu+yyS9x7770xadKkVzhDAABop27O2gMef/zxmDx5clxwwQWx3XbbvUIZAvztUOQGAAAAAKC1FlvUCQAAAAAAwIJS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWmtEt4G9PT0lCWT+6mWmIp/JtubKcprwakOmH/qLcsjMh0y+2f6tmmsZVX2cabcvEZvph7b9tduqfKv6rAljUbUumpBvJoeqe1xVDlWy86Fqvr+aNWHdN2F9ZmTy7WvQ32nvGZXokSYcrDKHiYyRRe1WHcB6i3KoOqw14ZASkZtrTbiRZmIz41z1oFbVZxmZa8vM98yaqzIrEVu1B1et+8y1Va3jzFyvOpRnNGFtVh7Kq3Ku6rdMu11XTiN5wEzEVh2Iq/aIovNUZ9a8O7gJtVUAAAAAAFggitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWorcAAAAAAC01ohuAzuJRnsSsZkqe6bdTGx/IrbqVYGqHDLjlonN5JsZi0wOGX3J+Mz1ZWT6IqNqnKvGI6MJOTRh3Kr2tKp9NaNqTlblm9mDZydi27bvZGTXcdV9rmq+V+1TTdjb2zh/utWEaytXdXCtmkRtazezcVfFNmEiV26Ymb5owkbYhPHIaMINIfOgVrU+M6qKHb2J2CY80DXhwSCjCeu4aoybcG0RdQf4TLuZ/aSqGNmEs1fbLMRr805uAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1hrRbWCmGt5ZgES60VPUblWlP9MPmWvrzyayiFXNh6r+jcj1cW8iNpNz5fV1qwnrvm0yY9GE+dC29VkVm5HZH6pyyGjj2mzCfa4qh8w9I6MJZ46qe0bbzpWNkum8qsHOdHRmgVTlm1HVv1U5ZGTGYnZRDhHNuIll5k9fUbtV66hq7KpudhlVB+Im3BirZOZvlcy4Zfo3M25VxYC23Qcicjln8qja/zK6roZGbm004YBZ9WCQ6YdMDpmxmA/v5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1lLkBgAAAACgtRS5AQAAAABoLUVuAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGitERWNdhKxPUXtVsnkm4nNqOqHqrFoQj9U5RAR0V/UbibnvqJ2q1TN4SbsPZn5UPUqYybfJuTQhHFr2/2lCe1W9llmHbXtHNGEe0YT9uCMzD5VtV83Sm8ituqAkBmUqnZnFbVbtQFVqVp4VQske/BowiGsCQeV2UU5NOGQ0IR11LabaNWe1oQbbtX8bUL/Zu7JmUpdEw64Ee07hGX21Sa8PTjTZ5n507Zzz3w0YagAAAAAAGCBKHIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWiMqGs1UzvuL2u1JxHYSsRlNyCHTbmYsqq6tCf2wIPGLut3MeGRk8s3kkFnLVTlkYpuwNqpU5Vv1CmpmLHqL2s1owl5SNcZVayirbftf1Tpqwr22StvuneWqFlQTFlNfIjbzFJNpt+pAk8mhatJn8p1d1G5TDuUZmbHLHD6acHiuuilV7VOZdZ+Zw5lxy8Q24aZflW9m/mZyyMiszap2q/ohs4aqHlYXJL5C1V5ZJTN/qoqcmTnRhDPHQsyhCVMAAAAAAAAWiCI3AAAAAACtpcgNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAArTWi28CeRKP9idjeRGwnEZuRubaqHDKq8s20WyXzqkvm2rLjVjXOmevLrKOqdqvmRNXYVb1ql+mHtq3PqrFown6dmeuvZn2J2Kq9JKsJ49yEe2ITzhxV9+Um7GlNGOMFkrnIzAIZWdRupqOrbuSZjTDzcJJRNW6ZfKsOl01ZTE3YsJrwYFmVb9U6quqzqrXRhBtYlaoDWGZtZuZZRhMemKv6oWrvy8Zn1lwTHlCa8OBTdS+q6oeMRdS/3skNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWiO6DewkGu1JxFa124QctJtvt78oh6bIXF9VvzVB1VyryqEJ7VbNncwrnW3br6vGIqNq/r7a260a5yasjYyqe2JTxplXQG8ituow0ZeIrVqkmX7IqDqsZa6tavFXxWbnWRMOH1XX17bNuAmHu6ocqtZcEx7SmtC/mRwy94wmPMhkNOHhJKvq/tmEt9tm5loT9tWqdpuwlheiJkwtAAAAAABYIIrcAAAAAAC0liI3AAAAAACtpcgNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtNaIikY7FY0mNSGHjEy+mdieotiqHJqiCTlXjUcTcmjCq2tNyLdtaznTD1V7WhNyyMiMRX9Ru1U5ZPqsNxEbUXd9VfOnCffPJty3Xs1nr0apWtRVMhtAJt++RGzVjSYTm3nqyozx7ERsEw7w2YWX6ePMnMi024S+yOSbWUdVc7gJ19aEG24TDggZmf2kCQ90GVVjkZmTmfthU+ZO1WGpCQ+LmXtGSeU06vqhKrbqgXUh7idt25oAAAAAAGCQIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWorcAAAAAAC0liI3AAAAAACtNaLbwE5RAj1F7WZkrq0q30y7mXwzsf2J2KpXR9o4z6rmT9WcqNKEV8yq+qFt87IJ+0nVtWX2qSpVfVaVQ0bVuGXzbcKe1oQ9uAlrObO3NyHfJpwry1UdJtqmCRM5c1OqOpR3/TQXEX2J2KoFnck3q20H7cy8rDoAVa2jV/Mmn1lHGU04/FStzybMs8waysyzqnzbqAl9nFF1Nqg6RzQhhyoLcW00oS4FAAAAAAALRJEbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1hrRbWAn0WhPIjbTbqYi34R8M7G9idhMP/QlYjMy15ZRNRaZdpuSR39Ru1Uqx6NbTdgjMuPWtnXUthwympCDdbxgbVeNXRPWRkZTxq5bcvgrZA53mYusuolWHfZnJ2IzMv2buel3/dQVuQeDTL5VY5zJN7u5VuVRddCu2liq8s3MiVmJ2Ko5UXUoz/RDJrZtD3RVc71qLJqw3qruW03oh4hmnA2asJabcK/N5DAyEduEs2JmjOfDO7kBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1lLkBgAAAACgtRS5AQAAAABoLUVuAAAAAABaa0RFoz0VjUZEfyK2k4jNVPqbcG2ZHKpiMzLX1puIzeSbySEiNycybVfNtar5nmk3E1s11zI5NKHdqvVZlW9G2+ZOE1TtaU1Yb00Zt6qcmzDfjfOLmpBDuSbc7KpiM5tb5ikmMzEyB6WqQ1WV7IG4W1VjnG27bZtmJnZkNpECmRz6ErGZscg8LFa9na9qj5idTaRAE+4vVQfiqnGrOpRXjUV2XTShCJdRtfc0oR+q9r+q+1bGQqxMeyc3AAAAAACtpcgNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAAraXIDQAAAABAa43oNrCnMosWqeqH/kRsJxGbeRUj026mHzKxVTlkZfJoQrsZVX3chLHLrKOqOfxq3iszY9xb1G5fIrbqVdxMu1V7e9XarJLNoQn7SUZVDk2411bFVvVZE+Z7uarBbsLmlrl5ZPohk2/VzaNqclaNW0ZTFl5VHlUHzIzMAajqENaEw3Mm36p1X7WOqh7cq+4DmTmZ8Wrep5qwLrL90IR11IS9pwmxGZn+rRqLqnvRfHgnNwAAAAAAraXIDQAAAABAaylyAwAAAADQWorcAAAAAAC0liI3AAAAAACtpcgNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGuN6DawJ9FoZwESWdg5VMlcWyY2c21Vr0w04doyKnPItJ0Zj6q1UaVt/ZDJoQn7SdtUjXHV/lc1z5pwj2vCXlKZbxPWZ9UcrrrXZlTlWzVubcu3XCbx3kRsXyK2PxGbybcJi2lWIjYjMxZVfVYlc3POzLOIxNNq1PVb1bys6rcmHIAy11a1T1Wtuap+mJ2IzayLqv2v6tqqxi1z36q6v2SuLdNu5toycyfr1Xw/akK7TejfqhyyZ4N58E5uAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1hqxqBOo0pOI7RS1m3kFIZNDfyI2k28T+ixzbRm9yfhMHpm+yMj0W0bV2FXNn6pX4pow36tyqFI1J6v2tCpNGLcmzLPKsWjbmmtCuxmZNZfZg6vWchPGolGqDo1VA1h1IK5qN/N0VHVw7UvEZvqhakFX9UO27czYzS7KIfPQ0YRrq7qJVsnkULWWm3BjrHrArpq/mXar9vYmHMAymnB/iaibExlNKJZl+qEJ87IJBZfMvShbsJsH7+QGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1lLkBgAAAACgtRS5AQAAAABorRHdBnYSjWYq5/2J2EwOPUWxVTlk2s2oGrdMu5kxruqzvkRsNo+qdjOxVX3chDncBFWvBlbtlRlN2P+a0A9NkOnfqr09oyrfiLp52YR7bdX9pQk5VN23ehOxTZgPrdX1U0HUbcZVh7sm3Owyqtpt4020CQfizCbUhHmZybeqHzLtZvosc6iZXdRu1TrK9G8mh6obbqbdJvRvRhMemDP35MwayvZvJn5UUbuZfhuZiM3sEVV7exMeeqryXUTFJO/kBgAAAACgtRS5AQAAAABoLUVuAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaK0RFY12KhqNiJ4G5JDRn4itura2tVslk2/Eq7svql7ZylxbJodM/2bHuULVtWXazYxFE/apjCbk0LZra8K+U7k2M2sjM9+r7gNVmpBDRtWe1rZxWyBt2wAyOfQmYtu2oKtuzpk+a+Okb8IGkBmPJhwEM6r6ISMzhzOxTdj/+orabcJeWZVD1f5XtY6rHoKr9rOSCuD/LzPfq/a0qn2q6tqq9uCqIsrsBuQwH97JDQAAAABAaylyAwAAAADQWorcAAAAAAC0liI3AAAAAACtpcgNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0Fojug3sKUqgk4jN5FCVb5WqfuhPxGZe8agai0w/VMr0RVNy7lZmTjRh3Wdkxq1qvmdk+iGTb9W6z+RblUOm3Saszar9r2pOVrWbGbeIZtw3mnDmqOqHJqyNKm07/y2Q3qJ227bBZmTy7UvEZsYiMzlHJWIzZidiMzfnqj6LqNsIqw5AbbshVOXQhJto1frMHmoqNOEhItO/mXy7rlAlVb29s+oAVvXQnt0fPMy8qAmFhpGJ2Mz8yZwNMuuzar7Ph3dyAwAAAADQWorcAAAAAAC0liI3AAAAAACtpcgNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAArTWiotFOIranqN1M9T7TbkZVP2RUvYpR1WdV+pPxbRuP3kRsti+6VdVnmWurkrm2qr2naj/JxPYlYpuw91T1QyaHzHqrWkNVOVTeBzJ5ZK6vCeszownniCpV87Jt/VCuanJWbRZNmPRV+VbFZg5KVYup6qCUbXt2IrYJh5qqa8s84Veto6ocMvM9E5uZD5lry4xb5sZYdRNtQhElo6pAVLWvZlQdhrP5ZvqtCQ+AVXt7pt2qs0xmP8lcWxPuRQtx7ngnNwAAAAAAraXIDQAAAABAaylyAwAAAADQWorcAAAAAAC0liI3AAAAAACtpcgNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGuNWNQJ9BS122lAbObaMrH9idhMvplXPDLtVqmaO9VtV2jCOFfN94zelrWbGYvMus+021fUbhP2qUwOGVXrokqmz5pwT86qun82oS8yOTSh3YwmrOUmrM9yVYfczI2xKocqbdtUMjfyqnYz1zYrmUfVTaxqPKrmT9VTeybfzLrPXNvIRGzVg0zm2jJrI9Nu1dsPM2NRtZ9UHTyqHnqa8BBR9QCavc9WPYRmZObP7KIcmjAeVXO4CW99Xoj924TLAQAAAACABaLIDQAAAABAaylyAwAAAADQWorcAAAAAAC0liI3AAAAAACtpcgNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGuN6DawU5RAfyK2bRX5nkRspn8z/ZDp36oxzvRDRibfbA5VY5cZj96iHDKxmRwyquZERubaMvlm1mcmNjNusxuQQ9UaakIOTdC2fLOacD+qyqFqb89owjqqvIe/6vUlYqtudlWTM3NTyvRDRtdPR5E72FXJjFvVg1dTHtIy15fpt6pNqG0PSZl2RyViqw6jmf0vs+4zMtf2QiK26uGkam+v2q+bcJioarfqgS6rqqDUhMNdE/bKqj2tbfN9Ie4RTTmSAAAAAABAmiI3AAAAAACtpcgNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAArTWiotGeRGynIoGkTKW/PxHbhGvLjEUTxi2TQ0b21Zyqca56VSnTbhPmZUbm2jLzJ9NubwPa7StqNyOzLqr2nqo9IqMJe2VGJofMGGfmenbva0K/Ve09mbXchPnehPt9E+ZDo1Rt8pnJWXX4yWxCGVU5ZCZypt3MGFf1WROuLdt2EzTh4Ppq3rgz1YuqA/yoROyred03YYxnJWKrDrlVB7uqwkH2cFmVRxPu9xlNeBBu25pbRA/53skNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWiO6DexJNNpJxGbazcjkkFHVD02QybcJY5xRORaZV4qaMN+rcsi0WxWbGYtMbG8itutNNXLjlsnBPHtRX1G7Vf3Qtv6tmr8RubHLqNpP+rOJdKnqvpzRtnt4E/ItV3UTbcLBNbP4sxtLt5qwmKo2wSZsbLOS8Zlxzlxf1U2sauPOjEfmMFr1IJNpN5Nv1aG86q1/mXGrGovZidiMqnYz+1/Vms/IzMmqh5NKTXiYycRm1n3mftSEh6+quZZZy004y8yHd3IDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWorcAAAAAAC01ohFnUBPIrbTgHYzMjk0QVU/NKF/mzIWVXO4ShP6ONNubyI2s/mNKmo3Mx8ysf0NyCGjKt/Mq7iZHKo0YQ/O9FnlfTaTRxPOBpn5U7WvVuXQBFX5Vq25ck24IVRN5MyNvCrfqg2oCZt8lcy4ZW+4TTg8N+GQUHXArJKZE1UH7Uxs1QFhdiI2M8+q9qkm5NCEe1GVyr2yCZowL/sSsZnxyKzlqrk2KxFbNRaZPltERVnv5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1lLkBgAAAACgtRS5AQAAAABoLUVuAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGitERWNZirnnYoECvUs6gQi12dNyDeTQya2KXOnajya0G5VDpk9IhOb2dAysSMTsaMSsZlr60vEzkrE9idiM/Mh027VPSOTQxP2nkwOVddW1W7lvag3EZsZu8yaq7q+ptznutWEtdG2M9ICqVqoGU3YWDKasGFV3RjbNhaZTTurCdeXkemLqjmcic0ccjMH7Uw/jE7ELp6IrXpAyhzKMzLtZh5kMmMxOxGbmWczi9qtevDK7DtVa75y78vM98y6b8JDaNWhsQn3l6ocMmtjERWGvZMbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1lLkBgAAAACgtUZ0G9gpSqBt7WZU5dBT1G4m36ocqrQt34hmvAKV6beq2N6idrve/CJiTCJ2dCJ2ZCJ2diL2+URsZt33FbXbn4jNrIuqa8vI5JCJzayLTP82RVW/ZWIzcy3Tx207nzRhDldp49kgIuoSr9pgq9rNqDrkVt3AMjelJhwYM4eUbL5NOIxmxnlUA3LIbLBVsZlDbubwnInNHOAz45YZi2cTsVUH18w8m5WIrTr8VB0Qqg40Veu46oG58iCamT+ZnNt2/6zq4yacp6oekBbi2bYJxyIAAAAAAFggitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWorcAAAAAAC01ohuA3sqs1jE2nZt/YnYJlxbE3LI9FlERCcRW/VKUSaH3qJ2M2NXFZuR6YdRidgxidixidiRidhZidhM/2bmQ2Yd9SViu74RRa4fMqrW8eyiHDLjllG1jrN7cFXbVXtPVb9VjXNG5Th3q6ofqvIt17ZBacLBowkbbNXBLnNtVRtmEw77EXV9UXVYqjp8VPVDRmZOZA7Eiydil0zEZg6jTXhQzIxb1WE002czE7FVMnMyc21NOExkHryyMnOi6l6QmcMZmXttE8a5Cee/qgeZhTh3vJMbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1lLkBgAAAACgtUZ0G9ipzKJLPUXtZq6tCa8KVPVDpt1Mn1XFZvLN9lkmvr+o3UxsXyI2M4erxqNqHfUmYkcmYhdPxC5ZlMPsRGymH6rWZybfFxKxmbmT6YdMvpk1n8k3027VPbkJ95eIur2nqt+q7gMZTTjLVI1FVZ9lxq1RqhJvwoGmCRMjc6jK3MhnZRPpUqbPun7yi9yNMaPyhpAZu0wemQNFJoeMqoeTzBzOxFYdyscmYjMH+CUSsZn+zfRDpt2ZidhRidiqB4PMuqg6EFflW/Vw3ZTCSNXhOdPHVeuo6j5XlW/VvGzCfWshakLNFgAAAAAAFogiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWorcAAAAAAC0liI3AAAAAACtpcgNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK01oqLRnopGk/oSsZlKf6coNqMq3ypNmA+V/dCE66uSubaqPs5sUpnYMYnYJRKxE4pyyOxpIxOxmXGbnYidlYjNXFsmtj8Rm5nrmdhMDhlVr1Bn8s3Mnew+2bZ9teq+nBmPqhzaNhaZa2vtOz16E7FVB1cb7IsyN6XMIaUJ41bVD9mFV5Vz1QZQtcFm1n3VmsvEZuZ75uCaOZQvl4hdMhE7MxGbyTfTv5kcMmsoE5t5MKi6b1XtPZnYqsNzUw4pVTln5nsT9uuMzJzIrI2q+V41h6vW/Xw0ZekAAAAAAECaIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWorcAAAAAAC0liI3AAAAAACtNWJRJ5DRk4htW/U+c239Re12itrNqMohOx+q8mjK9VXI5FB1bb2J2FGJ2LGJ2PGJ2KUSsZm5s0QiNjMWsxOxMxKxMxOxmflQFZsZi4xMDlX3gar9LNtnVX2R0YT7ctW8rBrnqnyr1lxVu+UyiWcmZ2YA+4rabcLEyGjC5GzbZpXVhJtYE/oi027VE36mHzKH8qqD9rKJ2AmJ2Ez/Pp2IzYxx5vCciX0hEZuRmQ+Z+0um3cyDTNW9s+qeUdVnWZl+y+Sc0YT9ugkPJxlVhZxFdE5rQm0MAAAAAAAWiCI3AAAAAACtpcgNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAArTWiotFOIrYnEdufiM1U7zPtZq6tSqbPmqCqzzL9kM2hag5n5mUmh6p8m6Cqf0cmYpdIxC6biF0pETs6EftEIjbTZy8kYp9NxM5MxM5KxPYlYl/N67hqD666z2bj27anVanqh6pzWlUOmflelW+5JhyIM08QmRwyG3fVZpzJIdMPTXiIyGjKTSkzHlVKnpgjt+ZmJ2Iz+WZiM+PcW5RD5lC+XCJ25UTs2ETsk4nYzJ6WOWg/nYidnojNPExVHcozMv1blUPVvSiz3irvRZl+a1shsOrtwVWH0SYccqvmw3x4JzcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWorcAAAAAAC0liI3AAAAAACtpcgNAAAAAEBrjVjUCWR0ErH9RTn0FLWbubZMDlX5ZlRdW6bdyldzMnOttyiHts2fzHhkcsj0b6bdMYnYZROxayVil0rEPp6InVnU7hKJ2OmJ2BcSsU3Y/5qQQ0ZmL8loSj804foy+19fNpECTbhnZGTGuOqeXC5zkVWH58xErmq3CQfBqgeOqv6tmvSzC3NowkLN9HHVppmJzdw8qtbcqERsZozHJWIzh/LVE7ETErHPJGIzh/JHE7FPJmIzh/JMbObaqvbrzLpoQgEjozKHqr6o2nuq9uuqe22m3apDbuYeXnX2Wojr3ju5AQAAAABoLUVuAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWmtERaM9FY02pN1OA3JoQr79idgmjFsm34hcv2VeKaoaj7bJ9ENVbGb+9CZil0zErpqIXS0R+7+J2D8nYh9IxI5KxGb6N7PeqmKr9r9Mu01YF1U5ZPOousc0YZ/KzMu+RGwT+qwJZ4OqHMpVJZ7ZjJsw6TPtZhZIRhPeLpTph6obWGbuZI1MxGauL/tw0K1Mv1XNn0y7mWrA6ERsE9b94onYFRKxKyVin0jEPp6IfTARm3kwyKzlTGxmHc9KxFbNs6pDeRMOKZX7dabfMnMicw9vQnGmCfOnCWsjk+9CPKc14WgGAAAAAAALRJEbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1hrRbWCnKIGeonYzMjlkYjN9lmm3PxFbpWrcmjAfIppxfVVrLqMqh8wczuSQaTcTO7uo3a434IgYl4gdX9Tu4onYUYnYzKutmTVU1W7b1nGmH6ryzb6i3oR+q7oPZPaIqvme6d++RGxVn2XyrYptlKqJkRnsjKpDbhMGu2osqnJowg0s+yAzKxFb1ReZtZE53GX6uDcRmzGzKLbqAF/VbmZ9jkzEZg7PY4tixyRiM/O36qCdmeuZtVm1hjI5VO2rmRyy96ImHDAzqtrNaMK9KPMwXjWHF9FB2zu5AQAAAABoLUVuAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWmtEt4GZaninKLanqN2M/kRsJt9Mu01QNW5V/ZDJIaLu1Z+qeVm1NqrGruuNJ3L59iViZyViZyRin0rEPpKIXbIohxcSsZl10VsU27ZXZjNrqAn3uEy7VeeCSlX7X/YeQzPu9207ew3KTOSqg2vbNqxMbOamlOmH2UXtVt0YqxZINt8mbLCZnDOH0cxcy6g6lGfarTqUT0/ETkvEPpmIHZeIfS4Rm3ngyBiViB2ZiK26D2TmZGbuZGIza75qf8ist8qDdmacq/aTqrlWFZu532fmT6YfMvM9I3PfyozxQrwftq1eAAAAAAAAgxS5AQAAAABoLUVuAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaK0R3QZ2Eo1mYjNV9v4GtNvTgHarri2j6tWRzNyp6rNsHpm2q9ZRJrZKZjwyMtfWl4idnoh9OhH7p0TsnYnY5xKxLyRiH0vEzkjEVu09TZCZ61V7Wm8itmosMuut8hX1JuyrVXOiCar29qp2M5qQwwJp28GjagNo22G08uDardlFOVTOh6rxyNwcMzfdTL6zErEZmT6u6rPMYTRzwMwciJ9JxN6TiH0+EZsxLRGbeZDJzLOqQ0pmDVWti64rX1F3yK0qEGVkxzjTF1Xzpwn35SbkkBmLJhxyF9EDq3dyAwAAAADQWorcAAAAAAC0liI3AAAAAACtpcgNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtNaIbgN7Eo1mKuedBrSbubaMqnyrri3TbkZVDpl2+xOxlarGuWodVelLxGbGbnYidlYi9rlE7KOJ2HsTsc8kYjNr48lE7PREbGYsqvaeKpn+rYqt2tMy+0Mmh2y+VffljLbdPzOasOaq5lrb7ocLJNMhVYfRjKrDXdUANmHCZXKo6rOquZO9IVTNy96iHKrGI9Nu5hBWNc6ZHDIHzKcSsX9MxGauLZPDyETsE4nYpxOxLyRiMw9ImTmZefjLxGbW8cxEbNUht+rBICPTZxG5tdx1dTHq5lpGZuwy/VY1f6rOEVX3w6q1MR+tPd8DAAAAAIAiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWorcAAAAAAC0liI3AAAAAACtpcgNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK01otvATqLRTGxPIjYj025VvlXtVuVQpSqH/kRsdp5l4jN5ZPQWtZsZj6o+zsT2JWJnJ2JfSMQ+m4h9IhHb9QYcEdMTsZm5k2n3uUTszETsrERsZk5Wzd+23Q+r9uDK+0vV2DXhlf2qcc70WWbsMn3WhPsLL5Pp6MzNIzPYmZtzZsJVHdaakENGVQ5N6LNsHlV93ASZA/GoRGxmLTfhUP50IvbPidjMHJ6RiB2TiM08cGRiM/lmxjgTW3UgzuSQGeOq/a/q8NyUAlHVOGf6ODMnMg/jmXYzqg65lfflbmXuA5mxmI8mPO8BAAAAAMACUeQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1lLkBgAAAACgtUZ0G9iTaLQ/EdtJxGZyyMRmZPLNxDZB5hWPzBhXjVumf7Ov5lSNc9X1ZTRhPDKxmbnWl4idlYh9PhE7LRGb6d+ZidiRRe0+m4idkYidnYjNjHHVnGxbbEZT2m3C/TOz92TuMU049zShf6vOabxMZrAzN8YmTM7eonYzN5pMDm2b9FWHtUyfZfNowtu3mvBgkDncjU7EZvaIzDhnDo2Zw+jiidjHErGZPSLTv9MTsZl+eKEoNnOAz+wRmdiMzLhlZOZ6E64tuwdX9VtV8SlzfZk5nMk3025GE+Za5l40qqjd+WjCUQAAAAAAABaIIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWorcAAAAAAC0liI3AAAAAACtNaKi0Z6KRpPt9idiexOxnURsRlW7TRiLzLVlXnXJtJuZD1lVfVGl6pWtqvHoK4qdnYh9IRH7bCI2s/dkrm10IjbTD9MTsZk+y+SQmWeZ2Ez/Vnk131+yOTThHpNZnxmZfDNrI5Nv1b226sxRNYcrzwalmnC4y8hMuKqbfubaqmIzE64qh8xYZNqtGreIuk0+k0cTbghVB/hZRTlkbmCZscgcMJ9OxFY9nIwqyuGZRGzmAJ+5tqo+y8yzTA5VDxFVa6hqf8iszWweVftq5n5UdXiuajczhzOxVffDqrFYiGdQ7+QGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1lLkBgAAAACgtRS5AQAAAABorRHdBnYSjfYUxfYXtZu5tqp+yMi0m3kVo68ohyb0Q1Parmo3M86ZdVT1KljVOpqdiJ2ZiO0tin02EZtZn2OK2n0uEZvp38y4ZWIzMnOyKoequZ5Zx5l+yKjcrzOq9p7MvpqR2U+qzj1VY1d19sr0WdW4lataqJnNIjMxZiViMwNYpepQVTXpqzb5qgeOrKrrq8q5CQ9fmRwya67qsJTZI15IxD6TiK2aD6MSsZn9JHMon5GIzYxFlcxDRNWNvOo+24QDTfbaqs4GmT2i66pl5PJtwgNV1R7chAJuJjZzP5wP7+QGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1lLkBgAAAACgtRS5AQAAAABorRHdBvYkGu1PxPYmYjMV+UwOnURsph8yqtrNXFsTZPohE9uXzKNqrlVdX2acq2IzfdaE/SQzJ2YlYqvGONMPLxTlkGl3ZiI2MxaZOdmE+0AT8s1oQj9k265S1cdNuA9kVM2JqjFuwjoq17ZDY9dPG1E3gFVv66kai0y+VeOWPTx3K9tnTbghNGEzzoxHJt/MITcjk8PsROyMRGzVfpLJN/NwkskhcyifXpRDZu5kxqJtb8NswoNM1QNztu2Mqn2q6jDahHtR1bmnCQWi0YnYhfhjAQAAAACgURS5AQAAAABoLUVuAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaK0R3QZ2Eo32JGL7i9qtyjcjk0NGVf9WveKR6YdMvpWqxq5qPDKxVddWpWr+ZPpsdiI2sz57E7GZfshcWybfFxKxmT7LjFum3b5EbFX/NiGHTP82Yb1l88hwjqhVdaZ7Nd/jFkjVgS2zwVbdaDKqFnQT3gKUuXlk+qEJY5FVtairbqSZw13VQ11m/oxMxFatuarDUmYsZhTlkOnfTLuzErGZvX1mIrYJhZyqh4iqfbVqb68ai0pNuC9XFQTado6oyrdq3c9HE7ofAAAAAAAWiCI3AAAAAACtpcgNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAArTWiotGeikYjoj8Rm6ned7KJdKmqHzIyOVT1bxNkxyIzJzJtN2FtZGTyzfRZ1ZrL9ENfUQ5VcyeTb2Zjz+SbyWFmInZWIraqz6r6oWpdVO3tVXtUds03IY+q/a9q7KpUjUXmHJFZc72J2Kp7UbmqiVHyVBC5TT4zgFWLqepA3ITNOJNv1Q238gEps6hnJ2Iz87KqL6oOd5nYqr0nMxYjE7FVB8zMITdzbRmZefZCUWxmPmT6IXNtVQ90GU24Z2T2qMy6iKgrdjThISnTbtsKjFXXVlVwWYh91rZaJQAAAAAADFLkBgAAAACgtRS5AQAAAABoLUVuAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLVGVDTaqWg0chX5TA49idj+RGxVvhlVr2Jk+qFKE/o3Ijd/MnlkYqv6IjPOmdiSjSciehOxfYnYTP9m2p2ViM30b2aMM/lWtVs1z6rWZqbdjKq1WZVv5R5ctWdX7cFV54i2zeGMzB7RhDXXKFUTOSMzKJmbc1UOVTITuUrVzblqk8/OycyhcXay7W414cGnKocmPBi8mm9gVfO3at034QBfVXCpurbMPa7q2iofxKsOrlX91oTDfkZVvlWFkYxFtF97JzcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWorcAAAAAAC0liI3AAAAAACtpcgNAAAAAEBrjahotKcoNqNTlEPVqwKZHDLX1l+UQ29RDplrqxrjiHbmvKhl5kSmHzKq5num3cweUZXvrKIcMvoSsVVrqGqeZVTlm5lnbeuHiLp7YtX6rBqPqrGruhdV3beaMB8apQmbRSY2c0CouoFV9VkmNjORMzfRqgeZqrlTeSjPzLWM2YnYkUU5VPVxZq41Yf5k5kMmNjPGGVX5VsVWjUUTDmtVa6gJhYNMn2XWfFZVzlWH0SbMtUxsSfU2qQln0IX4YwEAAAAAoFEUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1lLkBgAAAACgtRS5AQAAAABoLUVuAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGitEd0G9iQa7U/EZqrsnURsJt9MuxlV+Wb6LDMWmXwz7WZUzYfsGFfNn0y7mdgqVXMiM85Vr8RVzZ++bCIFObRtj5idiM2oGuPKvWdRy4xbE+6zEXX3jd5EbFW/VbXbBFX71N+EqsNE1STK3BgzE6MJh7UqXT+hRd1NqWoDyvZv1QaQySMzHpl2qw6NTTg8V8nMhybcnKtimyAzf5tQcKmS6Yeq+0vVg2JEM+Zlpo8zB/jMQ2hVwS6jCeuo6sFrId4PvZMbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1lLkBgAAAACgtUZ0G9hJNJqpnGfazahqt0pfIra3KIeeonYz+hd1Av+/qr5owrzMXFtmPJrQZ1U5zErEZtZnJt+qa8uMcVVsZoyrcmjC/pe5d1b1bxPu31lV940mnE8y87IJ7WZUjdvfxLs3qjbNjCbc9DM33Ko+y/RD1WF/diI2s0AysVWHy2x8Jo+qA1sTNs2q9dmEw1KmfzNrLiMzFlUP7hlVh8aq/a8JB7BMbNcVtah7kGmKJhQamnAgbtteWXWeyliIe+XfxLMAAAAAAACvTorcAAAAAAC0liI3AAAAAACtpcgNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtNaIbgN7Eo32J2Iz7WZiO4nYjEwOGZlXGzLXVpVvE/o3k0NVvhF1fZxR1RdV6zMjk28T9p5MDr2J2NmJ2Kr9hBc1Yc1nVI1x5b3o1Xy/z8jk0FeUQ2Y/qcqhCWPRKJlBqbqBVW0AmWuruulnZPohc9Nv27VV5tv102oyj8z1ZTa3zPWNTMTOSsRmri2z5qrmcNU6mpmIzYxFJoeqa8s8GGTGIjPXM+1mVN23qh6QMjlUPShWrbesqrar7gMZVffaqvtnE4o+VffO+fBObgAAAAAAWkuRGwAAAACA1lLkBgAAAACgtRS5AQAAAABoLUVuAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNYa0W1gJ9FoTyI2U2XvT8RmZHLI9EMmtiqHzFhUyeSQubaM3mR8JufMvKwauyb0caYfql5da0L/ZmL7ErFN2Csz/duEHKryrVpvVbFN2B+y96Kqvsioui9XrY3MfS6TQxPyrRrjqnbLNWFRZ7Rtw8os/rYdaJpwU8ocfiIST6vJPKrGuaovMv1Q9XBSFVt1A6s6PFfdwGYlYqs04QBWtf9l+rdqjJvwFtPsHtyEvmhCYaSqsNaEdrNzoltVe/t8NGGZAQAAAADAAlHkBgAAAACgtRS5AQAAAABoLUVuAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaK0RFY12imJ7itrtT8RmZF5ByOSQ6YeMJoxFE3LIxlfFZuZE1atVmT7OxFbN96p+6EvE9iZiM/2QmTuZfsiujQpt2yOq7hkZmTHOzN8mzIeszJrLXF+m36ruy1XtZjRhT6ual22c7xGR6+hX8w23CYfRjKqxaMKhdWQiNnsTrToQZ+Zapt22HT6qDvBNuLaqQ+OsbCIFOVTN9YxMvrMTsZn5kDmkVB0YMxW1qvt3Rvb+nRnnzL0gs46q+q3qobmqeFC15qoeOKrus69cUwAAAAAA8MpS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1lLkBgAAAACgtRS5AQAAAABoLUVuAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1RnQbmKmG9ydiO4nYnkRsRibftvVDJoeMqnyrxjiTb0RdHpn5k8k5e30VqnKoGou+RGxvIrZq3DKxmWurUjVumXabcH/JqNqvmzB/s5pwv2+bqmurOstkVJ17MmujUTIdMjIR27bBrmq3CTfcrp/QImJ2IrbqhlB1qMrmUdVuJrbqsJ/p48z8yah6aM5cW6bdqhyqHm4z8yGz7qtkcmjCOm7CWFTtJVVrM6vqnlh1yLX3vKhqrlWdOebDO7kBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1lLkBgAAAACgtRS5AQAAAABoLUVuAAAAAABaa0S3gf1FCfQkYjtF7fY2IIeMzFhkXsXI5NtX1G5Gpt1sDpk+rrq+KlX5ZtZGJrbKqznfqn01o6p/q/aeJqzjzL0o0w8ZTZgPWZm+yNwTq3KumpdN2Kcyqs5efxPadsDMtJuZGBlVDzJNyLcJb1nKLNJZyba7flqNun5rQh9n+iGj6mBVdXDNjHHm2jJruSrfjMyczPRDZtyqDq5V/Vu1jqsKB5mxqLonRzTjMJqZa20rXI5MxM5MxFY99FTtPQvxPNWEWzYAAAAAACwQRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1lLkBgAAAACgtRS5AQAAAABoLUVuAAAAAABaa0S3gZ1Eo72J2P5EbEYm354G5JCRyTcT21fUbqYfMrFNeYWmqi+qxrkJc6KqzzIy8yezTzWhH5qwp1Xl0IRrq1K13l7tMms5029V55OMqjVXdW1tu79kcmiUth2em3Cza0JsZtyasECaEBuR67fMDaFqrlU9+GRim3BwrRqLJsyHWYnYjEwRpQkP7pmxqJrrVXtw1VyvUjVuEbnrq1pzGW07wGdiu67eJjXhXLkQD+VNWJIAAAAAALBAFLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1lLkBgAAAACgtRS5AQAAAABorRHdBvYkGu1LxGba7bSs3SqZfPuLcqh6dSRzbZXtZuKbMC8z45zJoQmvglXNiap+qJoPVWu5CZqwX7dtLDI5VK3jJtwPI+r2yt5sIgU5NKHdqj24CftqU+ZwqUznVU36TEdncsg8cGQWSNdPR8kcMjL9kFlMmXwzcyeTQ3bhZXKuegitUnUAqtpgq264TXgArJoPbVufVXtaEw4pVWNcdfCYnU2kS1X3+oi6tVxV7GjCfSCz5jJruarPMqrOdPPRhBoWAAAAAAAsEEVuAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWmtEt4E9lVkU6CRiq64t024m3yq9idgm9G9ln2Ve/cnkURWbybcJ45HJoQn5NkET9pNMDv0ty6EJc7Lq2qr2nYxsu004c/QlYpswJ5qwNppwP8xowjxbIJnEMxM5I3NorNqwMppwA2vCBtvGSd+EA3ETxq5qzWViqx6QMmNRNcZV675qD666tkz/ZtrtuuqUVHVts7OJdKlqrmdk53pVH2f2tMx4VO3tVXtEph+q5k9VP2RyWIh7hHdyAwAAAADQWorcAAAAAAC0liI3AAAAAACtpcgNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtNaIbgM7iUZ7ErGZdptQke9PxFblm+nfjL6idjP9UDXPsjJ5ZFTmXKEJ6zMzL9vWv5n9JKNq/mY0IYeq+VB1bW27z1bu1024FzQhh4zMfpLJtwn9WzUWVXtwo3R90i9UtWH1ZhMpyKEJk7Pq4aQph+FMzlVzrWqzyMzhqgNxVf9mVK2NqgNQ2240VeNWtQdn5nrVfMjcO2cX5VClsqhWtTYycy1zfZmxy8jMn6r7fdX5pAX7XxPqxgAAAAAAsEAUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1lLkBgAAAACgtRS5AQAAAABoLUVuAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGitEd0GNqEa3p+I7SmKzegUtVslM8ZV15bJITMfsvn2FuVRNYcz7Vat5UwOVarWckbVOqqaO1Wq+qFt+2pGZtza1g/ZfKvmcKbdqvtRRiaHqj6r2nsyc6Kq3cy9vlGqNoCqg0fVobxqEmVU3eya8ODVhAeDbNtN6OPMXOtrQA5Vh9GMJtzsqlT1b9dVnGjGnKzaI6r2h6oDY6Z/2/gwlem32YnYkYnYqsJIVdEno21FzkV0KG/CEQoAAAAAABaIIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWorcAAAAAAC0liI3AAAAAACtNaLbwP5Eo51EbKbK3lOUQ6bdTL6ZHKryzcRmVLWbmWcZ2VdzMnlk2u5L5tGtrhdy1K3lqnlZtY6asJab0L9VqtZyRqZ/M6rmb9s05dqq1lET5k+Vqr2y6t6Z0YT+bZS23RirDlWZg1JmEjXl4Fohk8OsRGxvMo/MOFdt8k0YjyZsbm17aK4qNMxOxGZU9VnVPpVZm1VrKNNu1YEmI3MvyvRv5aG8auwy94JMX2Tardp7qjThUN6Ec+VC/LEAAAAAANAoitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWorcAAAAAAC01ohuA3sSjXYWIJGFrW35NuHVhkyf9SdiM9fWhLHIyvRFbwNyyIxzlcw4V82fTJ9lVF1bVQ4ZTdhXMzlUzfWqa8u0WzUWVX1Wue+0bZwzqvapqj6r2tOq5nsTxniBZDp6diK26gaWmchVB8wmtJs5BDbhYNeXiK18kGnCQbAJD0kZmbHLzMuqtZGRabdqk++6gpLMoWq/zszfqvlQtYYyqtrNyKzNpmjC/Sgz3zN9XLVHVO2VmXwza/lV9rDYhNoqAAAAAAAsEEVuAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWmtEt4E9iUZ7E7H9idiMTL4ZmXyrcsi02ymKrcoh86pL1dyJqLu+jKrxyPRb1atgTZiXmX7I7GlV15aRubaubwJRl29GE9ZmRibfqmt7te/XVXk04R6eUTUnqnLIaFu+5WYmYkcmYjOLaXYitkom376i2MxNtErVwa7qoJTp32zbmdhZyTwqZNZRZi1XHe4yY1d1AMqoWhuZuZOZk5l+yIxxph/a9uCVabfqMNqEh+tMu005/FTda6sO+5l+a8IDRyaHzFhk1mfGQpyX3skNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWiO6DexPNJqpnHeKYnsTsRk9idhMvlWvNlT1b9W1NWGeZduumhOZvsjM90y+mRyq+iEjk0PVvKxaG5l2q8a4CeNWNSerVO1pTbjPZmTHogn7SdtU3hMrcuhLxDZhDjfKyERsZjFlBqXrJ4jITYwXErFVG2xGps+qDpdNOLRWPqRlxjkTm5nDVYewJtzMq8auCQ+ATTg0Vs2dzN5TpWrvaUJsRuaeXHWfbeNBqQkPPlV7T9X6zOzBs4rabcFc805uAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGgtRW4AAAAAAFpLkRsAAAAAgNZS5AYAAAAAoLUUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1hpR0WhfIrYJVfZOUbuZa8v0WU82kYJ2q3LIqBq3bNtVeWT6uLIvKlRdW39RDlX5VsU2Id/M/lc1f9u2LqryzayLKtlra8J9rkrVPpVpNxPbm4it2qd4mSYc2Ko2liYcwKpudpnDfuYJrQkPMpXjVvWwmMkjM3aZTbNq/mSuLTPXZidiM9eW6bOMqv2vCYfcJhyUqtZ91YGm6toy7WbmTma9VR3WsqrOJ5m+qBqPJqzlTA6jE7FtK6LMRxNqzAAAAAAAsEAUuQEAAAAAaC1FbgAAAAAAWkuRGwAAAACA1lLkBgAAAACgtRS5AQAAAABoLUVuAAAAAABaS5EbAAAAAIDWUuQGAAAAAKC1FLkBAAAAAGitEd0GVlXDO0Xt9jQgh0y7Vflmxq0q34yqfsiOcVUemXYzsf1F7TZh3Tchh4yqtZHph8x8qFK1PpuwhszJvGyfte2+XJVDRtXeXpVvEzRhr1wgmUHpS8RW3Wgysb2J2KoFncm3bYfyqklfeaOp6uOqcc7EVo1HVT9Urc9ZidiMTD9UHe6q9uCMth2qZhe1m+nfJhyeM/2b6bPMOo5oxjkiI9NvXVdDI9cPmXYzqs5eVcWkTD8sxPngndwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWorcAAAAAAC0liI3AAAAAACtNaLbwP5Eo5nKeScRWyWTQ1W+vYnYnkRsVb6ZdpuQb6Z/I3J5ZNqummtVr1ZVjUdmP8nMnyaMRRPme9Ue3Lb5m1E1bpl2M5qQQ+Vcb8LZoGqfqhqPjMya62tADlWyZ4PGaMJhKTMxMoPdhE2zKt+qdmcnYqtkNsymLLwmbEJVN48m3EQzqq4tMy8zsV1XUJKxVdeWkRmLJqz7TJ9l7ltNeKisOqxV7g9V87Kq3zL3z6o9ogkP7lXnv1mJ2IV4T27C7R0AAAAAABaIIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWorcAAAAAAC0liI3AAAAAACt1dPpdDqLOgkAAAAAAFgQ3skNAAAAAEBrKXIDAAAAANBaitwAAAAAALSWIjcAAAAAAK2lyA0AAAAAQGspcgMAAAAA0FqK3AAAAAAAtJYiNwAAAAAAraXIDQAAAABAaylyAwAAAADQWorcAAAAAAC0liI3AAAAAACtpcgNAAAAAEBrKXIDAAAAANBaitxAo/T09MRBBx20qNNYaHp6euLYY499RX7WBRdcEMsss0w8++yz6e/95je/Gauttlq88MILBZl17/7774+enp44++yzF2keAAAAQHsocgOviHvuuSf233//WHPNNWPMmDExfvz42HTTTePUU0+N6dOnL+r0Fqnp06fHRz7ykVh//fVjwoQJMW7cuHjDG94Qp556asyaNaurNvr6+uKYY46Jgw8+OMaNG5fOYe+9946ZM2fGv/7rv6a/d36OPfbY6OnpGfxvscUWixVXXDGmTp0av/jFLxb6zwOAtttyyy1jyy23XNRpDMtjUb0Y3YQXwbfbbrvYb7/9Bv//P//zP6Onpyf+8z//c5HlVOnVfn00w8BzQqU77rgjRowYEbfddttCb/uuu+6KbbfdNiZMmBA9PT3xox/9aKH/jIXhlXzj1avRiSeeGGuuuWb09vbGG9/4xoiIWH311WPvvfdepHkxnCI3UO7yyy+PDTbYIC644IJ4z3veE6effnocf/zxsdpqq8WRRx4Zhx566KJOcZGaPn163H777bHddtvF8ccfH1/96lfjDW94Qxx++OGx1157ddXGpZdeGnfeeWd87GMfW6AcxowZE3vttVd87Wtfi06ns0BtzM8ZZ5wR5557bpx99tlx0EEHxW233Rabb755/O53vyv5eQBw9tlnR09PT/zmN78Z/NrLX3wdOXJkrL766nHIIYfEtGnT5thOf39/nHPOObHNNtvEcsstFyNHjoxJkybFtttuG2eeeeY8fxPqkUceiREjRsQee+wx15hnnnkmFl988Xjf+963wNf6anD++efHKaecsqjTGOaGG26In/zkJ/HJT35ykeYxUHge+K+3tzcmTZoUu+yyS/zXf/3XIs2tiS699NJ4z3veE8svv3yMGjUqlllmmdh8883jpJNOiqeffnpRp/eqtfrqqw+Zp2PGjInXvOY1ceSRR8YTTzzxiuez7rrrxvbbbx9HH330Qm97r732ij/84Q9x3HHHxbnnnhsbb7zxQv8Zf2tuvvnmmDp1aqywwgoxbty42HDDDeO0006Lvr6+IXHPPvtsHHbYYbHKKqvE6NGjY5111okzzjhjvu3vt99+0dPTE1OnTu0qn5/85Cdx1FFHxaabbhpnnXVWfOlLX5pj3B133BHHHnts3H///V21S40RizoB4NXtvvvui9122y0mT54c1157bay44oqD//bxj3887r777rj88ssXYYaL3jLLLDPsHc0HHHBATJgwIb7+9a/H1772tVhhhRXm2cZZZ50Vm266aay88soLnMeuu+4aX/nKV+K6666Ld77znQvcztzssssusdxyyw3+/4477hjrr79+XHjhhYOviAPAK+WMM86IcePGxXPPPRc//elP4/TTT4/f/va3cf311w+Jmz59euy0005x1VVXxdve9rY44ogjYvnll48nnngifvazn8WBBx4Yv/zlL+Pf/u3f5vhzJk2aFNtss01cfPHF8fzzz8cSSywxLOaiiy6KGTNmDBbCf/KTnyz8C14IJk+eHNOnT4+RI0eWtH/++efHbbfdFocddtgr+nPn58QTT4ytttoq1l577cGvbb755jF9+vQYNWrUK57PIYccEn//938fs2bNit///vfxzW9+M/7zP/8zbrvttvmeGf8W9Pf3x0c+8pE4++yzY4MNNogDDzwwVl111XjmmWfipptuin/6p3+KH//4x/HTn/50Uaf6qvXGN74x/vEf/zEiImbMmBE333xznHLKKfGzn/0sfvWrX73i+RxwwAGx3XbbxT333BNrrbXWQmlz+vTpcdNNN8VnP/vZV9XHbS5KN998c7ztbW+L17zmNfHJT34yllhiibjiiivi0EMPjXvuuSdOPfXUiHjxt5inTJkSv/nNb+LjH/94vOY1r4mrrroqDjzwwHjyySfjM5/5zBzb/81vfhNnn312jBkzpuucrr322lhsscXi3/7t34bs93feeWcsttj/e9/wHXfcEZ///Odjyy23jNVXX33BOoC/mndyA6W+8pWvxLPPPhv/9m//NqTAPWDttdee4zu5f/SjH8X6668fo0ePjvXWWy+uvPLKIf/+wAMPxIEHHhive93rYvHFF49ll1023v/+9w975XTgHVw33HBDfOITn4iJEyfG2LFjY6eddopHH310SOzqq68eU6dOjeuvvz422WSTGDNmTKy55ppxzjnnDMtv2rRpcdhhh8Wqq64ao0ePjrXXXjtOOOGE6O/vX4BemrOBm+Pc3lU2YMaMGXHllVfG1ltvPezfpk+fHoccckgst9xyseSSS8YOO+wQDz/88Bx/ZW2jjTaKZZZZJi6++OKFdAXzNvAQNmLEvF9vnduvbO+9997DDhD9/f1xyimnxHrrrRdjxoyJ5ZdfPvbff/948sknF1baALxK7LLLLrHHHnvE/vvvHxdccEF84AMfiBtuuGFYAebwww+Pq666Kk455ZS44YYb4lOf+lTss88+8Y//+I9xySWXxH/913/FRhttNM+ftfvuu8ezzz4bl1xyyRz//fzzz48JEybE9ttvHxERo0aNWiTF0/kZeFdmb2/v38TPjXjxnfiXX3557LrrrkO+vthii8WYMWOGFDleKZtttlnssccesc8++8TJJ58cJ598cjz++ONzPLM2xezZs2PmzJmvyM/6yle+EmeffXYcfvjhceutt8YxxxwT++67bxx66KHx3e9+N+69997Ydttt59lGf39/zJgx4xXJ99Vo5ZVXjj322CP22GOP+OhHPxpnnHFGHHbYYfHrX/867rrrrlc8n6233jqWXnrp+Pd///eF1ubAs+RSSy210Nr8Wzfw0Zk///nP4/DDD4/9998/fvSjH8Xmm28+5OOqLrroorjxxhvjjDPOiK997WvxD//wD/GjH/0odt555/jiF78YjzzyyLC2O51OHHLIIbHnnnvG8ssv33VOjzzySCy++OLD7smjR49eZC+8MneK3ECpSy+9NNZcc81429ve1vX3XH/99XHggQfGbrvtFl/5yldixowZsfPOO8fjjz8+GPPrX/86brzxxthtt93itNNOiwMOOCB++tOfxpZbbhnPP//8sDYPPvjgwUPuP/zDP8Sll146x1fc77777thll11im222iZNOOimWXnrp2HvvveP2228fjHn++edjiy22iO985zux5557xmmnnRabbrppfPrTn45PfOITyR76f2bOnBmPPfZYPPTQQ/HDH/4wvvrVr8bkyZOHvGtoTm6++eaYOXNmvOlNbxr2b3vvvXecfvrpsd1228UJJ5wQiy+++OAD9Jy86U1vihtuuGGBr2FennjiiXjsscfikUceiVtuuSX222+/GDNmzLCHxr/G/vvvH0ceeeTg573vs88+cd5558WUKVO6/nxzAP42bbbZZhHx4t8RGfDQQw/Ft771rXjXu941149Xe81rXhMHHnjgPNveaaedYuzYsXH++ecP+7dHHnkkfvrTn8Yuu+wSo0ePjog5v8B7+umnx3rrrRdLLLFELL300rHxxhsPaW9OL/5GzPkzb88666x45zvfGZMmTYrRo0fHuuuu29Wveb/8s7Ff/vEZL/3vpblcfPHFsf3228dKK60Uo0ePjrXWWiu++MUvDvn18y233DIuv/zyeOCBB4a1MbfP5L722mtjs802i7Fjx8ZSSy0V733ve4d9bMfA9d99992x9957x1JLLRUTJkyIffbZZ45nxpe7/PLLY/bs2cPeTNCkz6ye09yNiHj44Ydj3333jeWXX37wjSPf/va3h33/H//4x9hxxx1j7NixMWnSpDj88MP/qj9GPjBeX/3qV+OUU06JtdZaK0aPHh133HHHArfZreeffz5OOOGEWG+99eLEE0+c4+c9r7jiisM+eqanpycOOuigOO+882K99daL0aNHD77Jptt+fOGFF+KYY46JtddeO0aPHh2rrrpqHHXUUcP6cuBnze9NPRn9/f1x7LHHxkorrRRLLLFEvOMd74g77rijUZ8b3M0bXOb1+ftzepNOt2MzcuTI2HLLLbt+M88tt9wS7373u2P8+PExbty42GqrrYb85u2xxx4bkydPjoiII488ctie93ID+8UFF1wQxx13XKyyyioxZsyY2GqrreLuu+8eFn/hhRfGRhttFIsvvngst9xysccee8TDDz88JGbvvfeOcePGxcMPPxw77rhjjBs3LiZOnBhHHHHEsI/2mJNu+i6T91133RU777xzrLDCCjFmzJhYZZVVYrfddounnnpqvrkMePrpp2PMmDHDXjhYccUVY/HFFx/8///7f/9vRETstttuQ+J22223mDFjxhzH+dxzz43bbrstjjvuuK7z6enpibPOOiuee+65wfvSwNx86do6++yz4/3vf39ERLzjHe8YjB24P/zmN7+JKVOmxHLLLReLL754rLHGGrHvvvt2nQfd83ElQJmnn346Hn744Xjve9+b+r7/+q//ijvuuGPwV8ne8Y53xBve8Ib4j//4j8HC9Pbbbx+77LLLkO97z3veE29961vjBz/4QXz4wx8e8m/LLrts/OQnPxk86Pb398dpp50WTz31VEyYMGEw7s4774yf//zngw8Lu+66a6y66qpx1llnxVe/+tWIiPja174W99xzT9xyyy3xmte8JiJeLK6utNJKceKJJ8Y//uM/xqqrrpq65ogXX5H+4Ac/OPj/G2+8cXz729+e7zud//u//zsiItZYY40hX//tb38bF1xwQRx22GFx8sknR0TEgQceGPvss0/ceuutc2xrzTXXjHPPPTedezde97rXDfn/pZZaKn70ox/Feuutt1Dav/766+Nb3/pWnHfeefGhD31o8OvveMc74l3veldceOGFQ74OAC818NtgSy+99ODXrrjiiujr65vn52l3Y+zYsfHe9743vv/978cTTzwRyyyzzOC/fe9734u+vr7Yfffd5/r9/+f//J845JBDYpdddolDDz00ZsyYEb///e/jl7/85QLd284444xYb731YocddogRI0bEpZdeGgceeGD09/fHxz/+8a7bWWeddYadG6ZNmxaf+MQnYtKkSYNfO/vss2PcuHHxiU98IsaNGxfXXnttHH300fH000/HiSeeGBERn/3sZ+Opp56KP/7xj4Pnlnn9Me1rrrkm3v3ud8eaa64Zxx57bEyfPj1OP/302HTTTeO3v/3tsILTrrvuGmussUYcf/zx8dvf/ja+9a1vxaRJk+KEE06Y5zXeeOONseyyyw4WtBa2z33uc7HaaqsN+aOWWXOau3/5y1/iLW95y2BBdeLEiXHFFVfERz7ykXj66acHPxJm+vTpsdVWW8WDDz4YhxxySKy00kpx7rnnxrXXXvvXXFZEvPhiyowZM+JjH/tYjB49esi8z7jvvvvioIMOinPOOSeWXXbZecZef/31MW3atDjiiCPS7/y/9tpr44ILLoiDDjoolltuuVh99dW77sf+/v7YYYcd4vrrr4+Pfexjsc4668Qf/vCHOPnkk+N//ud/hv1Bwuuvvz4uuuiiOPDAA2PJJZeM0047LXbeeed48MEH53uNc/LpT386vvKVr8R73vOemDJlStx6660xZcqUhfJu9JtvvjmOP/74+M53vtP1xzzMmjUrHnvssYh48bdOb7nllvja174Wm2+++bBnlgXV7dgM2GijjeLiiy+Op59+OsaPHz/Xdm+//fbYbLPNYvz48XHUUUfFyJEj41//9V9jyy23jJ/97Gfx5je/Od73vvfFUkstFYcffnh88IMfjO22226e+9WAL3/5y7HYYovFEUccEU899VR85Stfid133z1++ctfDsacffbZsc8++8Tf//3fx/HHHx9/+ctf4tRTT40bbrghbrnlliEF4IGP7Xjzm98cX/3qV+Oaa66Jk046KdZaa634h3/4h4XWd/PLe+bMmTFlypR44YUX4uCDD44VVlghHn744bjsssti2rRpQ56352XLLbeM733ve7H//vvHJz7xicGPK7nooosG7xURL76g1NvbO+zd1QMfB3bzzTcP2VOfeeaZ+OQnPxmf+cxnUh/pdO6558aZZ54Zv/rVr+Jb3/pWRMQc37y3+eabxyGHHBKnnXZafOYzn4l11lknIl68Rz7yyCOx7bbbxsSJE+NTn/pULLXUUnH//ffHRRdd1HUeJHQAijz00EOdiOjsscceXX9PRHS22267YV8fP3585/DDD5/j98ycObPz2GOPdR599NHOUkst1TnssMMG/+2ss87qRETnggsuGPI9F110USciOrfeeuvg1yZPntxZd911h7W/4YYbdnbaaach//+ud72r8+ijjw7575prrulEROc73/nOkOs55phjurr2P//5z52rr766c+GFF3YOOOCAzlvf+tbOTTfdNN/vO+GEEzoR0fnjH/845OvHHXdcJyI6//M//zPk6zfffPNc8/rkJz/ZiYjOc88911XO3TjmmGM6EdH5wQ9+0Ln66qs7P/nJTzpnnXVWZ5NNNumMHTu2c8MNNwzG3nfffZ2I6Jx11lmDX9tiiy06W2yxxbB299prr87kyZMH//+QQw7pTJgwofPII48MG5tx48Z1PvrRjy60awKgHQbOAb/+9a8HvzZwX7rzzjs7jz76aOf+++/vfPvb3+4svvjinYkTJw65Bx5++OGdiOj87ne/G9LuCy+8MOQ+89hjj803l8svv7wTEZ1//dd/HfL1t7zlLZ2VV16509fXN/i1l9/73vve93bWW2+9ebb/8vviy6/3pZ5//vlhcVOmTOmsueaaQ7728jzmdJ9+qf7+/s7UqVM748aN69x+++3z/Hn7779/Z4kllujMmDFj8Gvbb7/9HK9hTj/3jW98Y2fSpEmdxx9/fPBrt956a2exxRbr7LnnnoNfG7j+fffdd0ibO+20U2fZZZed43W81Nvf/vbORhttNOzr1113XSciOtddd91825iXgw8+uNPT0zPXPp3Tz/z2t7/defTRRzv/+7//27nyyis7a6+9dqenp6fzq1/9ajD2Ix/5SGfFFVccNjd32223zoQJEwbH5JRTThl2Vn7uuec6a6+99gJf38B4jR8/vvPII4+kv//l7rjjjs6kSZM6b3rTmzpPPvnkPGNPPfXUTkR0fvSjHw35+uzZs4edD/v7+wf/PSI6iy222JB52+l034/nnntuZ7HFFuv83//7f4fEffOb3+xExJDzbkR0Ro0a1bn77rsHv3brrbd2IqJz+umnz79DXubPf/5zZ8SIEZ0dd9xxyNePPfbYTkR09tprr3SbL/Xzn/+8s8QSS3Te9a53dV544YX5xk+ePLkTEcP+23TTTYf148v3p3ntMS9/ful2bAacf/75nYjo/PKXv5xn/jvuuGNn1KhRnXvuuWfwa//7v//bWXLJJTubb775sFxPPPHEebbX6fy/tbvOOusM6cOB+fqHP/yh0+m8+Fw7adKkzvrrr9+ZPn36YNxll13WiYjO0UcfPfi1vfbaqxMRnS984QtDftbf/d3fDduzFrTvus37lltu6URE58ILL5xvX8zL7NmzOwcddFBn5MiRg/Omt7e3c8YZZwyJO+mkkzoRMWy9fepTn+pERGfq1KlDvn7EEUd01lhjjcH7zeTJkzvbb799VznttddenbFjxw77+uTJk4esrQsvvHCOe+YPf/jDYecQ6vi4EqDMwCvkzzzzTOr7VltttWFfW3rppYd8rvL06dPj6KOPHvxM7OWWWy4mTpwY06ZNm+OvRL28zYF3urz8s5q7+dl33XVXXHnllTFx4sQh/w38GuucPgOsG8svv3xsvfXWscsuu8QZZ5wRU6dOjW222Sb+/Oc/d/X9nU5nyP8/8MADsdhiiw17t8S8Pv5koI05/WrngGeffTb+/Oc/D/738s82n5vNN988tt5669hmm21i7733jp/+9Kex5JJLxsEHH9zV98/PXXfdFU899VRMmjRp2Ng8++yzCzwuALw6ve51r4uJEyfG6quvHvvuu2+svfbaccUVVwz5w5BPP/10RAx/R/GPf/zjIfeZbt7lO/BOrpd+xMh9990Xv/jFL+KDH/zgPD/beamlloo//vGP8etf/zp7mXP00l/7fuqpp+Kxxx6LLbbYIu69997Ur5a/3Be/+MW47LLL4uyzz4511113jj/vmWeeicceeyw222yzeP755wd/Iy3jT3/6U/zud7+Lvffee8i7gzfccMPYZptt4sc//vGw7znggAOG/P9mm20Wjz/++OAYz83jjz8+5B3SWTNmzJjnf1/5yldir732io985CNz/DibOdl3331j4sSJsdJKK8W73vWueOqpp+Lcc8+Nv//7v4+IF89zP/jBD+I973lPdDqdeOyxxwb/mzJlSjz11FPx29/+NiJenMsrrrjikN+QXGKJJeJjH/vYAl/zgJ133jkmTpw437jZs2fPs4/WWGONuOyyy+Lee++NKVOmzHPM5rZm//CHPww7H770oxAjIrbYYosh8zbTjxdeeGGss8468frXv35I3MAfc7/uuuuG/Kytt956yB9A3HDDDWP8+PFx7733zre/Xu6nP/1pzJ49e9jHJnV7xp41a9Y8+//v//7v48ILL4zrrrsudtlll64+AvDNb35zXH311XH11VfHZZddFscdd1zcfvvtscMOO8T06dPT1/hymbEZMLCOB95hPid9fX3xk5/8JHbcccdYc801B7++4oorxoc+9KG4/vrr57tnzMs+++wz5N3HA789PDDuv/nNb+KRRx6JAw88cMi75rfffvt4/etfH5dffvmwNue0t81rHi1I380v74F3al911VVdfQzU3PT29sZaa60VU6ZMiX//93+P733ve/Ge97wnDj744CG/DfGhD30oJkyYEPvuu29cffXVcf/998eZZ54Z3/jGNyIihsyx//mf/4lTTz01TjzxxMGPBHslDbzz/rLLLvPxma8AH1cClBk/fnystNJKcdttt6W+b26/WvjSIu7BBx8cZ511Vhx22GHx1re+NSZMmBA9PT2x2267zfGPP3bTZrdx/f39sc0228RRRx01x9jXvva1c/x61i677BKf/exn4+KLL479999/rnEDv9L45JNPxiqrrPJX/cwnn3wyllhiiSEPoy/31a9+NT7/+c8P/v/kyZOH/cHPbowbNy7e/OY3x8UXXxzPPfdcjB07do5xPT09w8YpIoZ91lx/f39MmjQpzjvvvDm2081DFgB/O37wgx/E+PHj49FHH43TTjst7rvvvmH3vyWXXDIiXnyB96U23XTTuPrqqyMi4sQTT+zq71mMGDEiPvCBD8Q3vvGNePjhh2PllVceLGrO66NKIiI++clPxjXXXBObbLJJrL322rHtttvGhz70odh00027vt6XuuGGG+KYY46Jm266aVhB4uUf5datK6+8Mj7/+c/Hpz/96dh5552H/Nvtt98e//RP/xTXXnvtsALRghTVH3jggYgY/lFoES/+evhVV1017Gwxrzc8zOujCyKGnxe79eyzzw7OoW7sueee8c53vnO+v05/9NFHx2abbRbPPvts/PCHP4zvfve7Q14kefTRR2PatGlx5plnxplnnjnHNgZe/H/ggQdi7bXXHvYGhzn1bVa3H0vxqU99Kk466aSuYn/1q1/FZz7zmfj6178+x3+f25pde+21B9fsOeecM8eP53t5vpl+vOuuu+K//uu/5nrefPmbLbp5Y023BtbDy9/Isswyy3T1As0HP/jB+MEPftDVz7r00kvj1FNPjSOOOGKeccstt9yQz7Hffvvt43Wve13ssssu8a1vfeuvfpNLZmwGdPNmnkcffTSef/75ue4t/f398dBDDy3wxy3O741X89rbXv/618f1118/5GtjxowZNufmN48WpO/ml/caa6wRn/jEJ+JrX/tanHfeebHZZpvFDjvsEHvssUfqfvLlL385Tj311LjrrrsGX6jadddd4x3veEd8/OMfj6lTp8aIESNihRVWiEsuuSQ+/OEPD/4R2fHjx8fpp58ee+2115AXuQ499NB429veNuy+9ErZYostYuedd47Pf/7zcfLJJ8eWW24ZO+64Y3zoQx9aJEX3VztFbqDU1KlT48wzz4ybbrop3vrWty60dr///e/HXnvtNeRAPGPGjJg2bdpC+xlzs9Zaa8Wzzz477A8QLWwDr0DP7+Hv9a9/fUS8+G6wDTbYYPDrkydPjv7+/rjvvvsGPzs8Iub4x00G3HfffYOfITY3e+65Z7z97W8f/P95FcTnZ/bs2RHx4oPI3IrcSy+99BzfjTBwCByw1lprxTXXXBObbrrpX5UTAH8bNt9881huueUi4sW/67HBBhvE7rvvHjfffPNgwXDgHnvbbbfFG97whsHvfelvcH3nO9/p+mfuscce8fWvfz3+4z/+I4444oj4j//4j1h33XXjjW984zy/b5111ok777wzLrvssrjyyivjBz/4QXzjG9+Io48+evCF57kVbl7+ovA999wTW221Vbz+9a+Pr33ta7HqqqvGqFGj4sc//nGcfPLJc3yzwPzcd999sfvuu8c222wT//zP/zzk36ZNmxZbbLFFjB8/Pr7whS/EWmutFWPGjInf/va38clPfnKBft6C6PYNDy+37LLLLlDhMeLFAtRZZ50137irrroqvvvd78b73ve+rl6U32CDDQbn34477hjPP/987LfffvH2t789Vl111cE+3WOPPWKvvfaaYxsbbrhh4koWTLfnsd122y3WX3/9ecbMmDEjPv3pT8fs2bPn+Tn0L12zL/27QOPGjRvss5cXCueWb6Yf+/v7Y4MNNoivfe1rc4x7+d/rWdD5WOGggw6KqVOnzjPmiSeeiM985jOx9NJLxw477LBAP2errbaKiIif//zncy1yd7uPLcgcH1jHA/v+orCwxz37ufMRC9Z33eR90kknxd577x0XX3xx/OQnP4lDDjkkjj/++PjFL37R9RuxvvGNb8Q73/nOYb+JscMOO8QnPvGJuP/++wdfzNl8883j3nvvjT/84Q/x3HPPxRve8Ib43//934j4f286u/baa+PKK6+Miy66aMibsmbPnh3Tp0+P+++/P5ZZZpn5vtD51+jp6Ynvf//78Ytf/CIuvfTSuOqqq2LfffeNk046KX7xi1909VnudE+RGyh11FFHxXnnnRcf/ehH49prr43ll19+yL/fc889cdlll8Whhx6aare3t3fYYeD000/v6i9J/7V23XXXOPbYY+Oqq66KKVOmDPm3adOmxbhx4+b7xyJf6rHHHotll1122KFu4I9bbLzxxvP8/o022ihGjRoVv/nNb4YcOqdMmRKf/exn4xvf+MbgH3CKeLGf5ua3v/3tfN9Ntuaaaw759b0F9cQTT8SNN94YK6ywwpA/TvVya621Vvz4xz+ORx99dPDB79Zbb40bbrhhyAPDrrvuGt/4xjfii1/8YnzpS18a0sbs2bPj2WefHfaXugEg4sUC2DHHHBP77LNPXHDBBbHbbrtFRMS73/3u6O3tjfPOO2++98duvPnNb4611lorzj///Nhmm23i9ttvj+OOO66r7x07dmx84AMfiA984AMxc+bMeN/73hfHHXdcfPrTn44xY8bE0ksvPccX+1/+ovCll14aL7zwQlxyySVD3p338o9T6Nb06dMH/wjbf/zHfwz72JX//M//jMcffzwuuuii2HzzzQe/ft999w1ra17vsHypgY+HufPOO4f923//93/HcsstN9cXz7Ne//rXd/0u15cbMWJE7L333vOMufrqq+OHP/xh7LjjjnH++ecvUNHqy1/+cvzwhz+M4447Lr75zW/GxIkTY8kll4y+vr75vilj8uTJcdttt0Wn0xnS/3Pq2yobb7zxPM+7M2fOjB133DFmzpwZV1xxxRz/8NuAzTbbLCZMmBDf/e5349Of/vQ8PwZofjL9uNZaa8Wtt94aW221VdfzeGEZWA933333kHejP/744129QLPlllvO89+nTZsWW221VYwfPz5++tOfLvBvrb70zS1zM/AO4ZfvZS/fxzJjM+C+++6LxRZbbJ75T5w4MZZYYom57i2LLbbYsBcsFqaX7m0DH3Uz4M4771wofwB3QfquWxtssEFssMEG8U//9E9x4403xqabbhrf/OY3h734OTd/+ctf5vg8P/AxHwNzaEBvb++QF4mvueaaiIjB63rwwQcjIuJ973vfsDYffvjhWGONNeLkk08e9oc2F8T81v1b3vKWeMtb3hLHHXdcnH/++bH77rvHd7/73fjoRz/6V/9s/h+fyQ2UGniQu/fee2OdddaJww47LL71rW/FN77xjdhjjz1i3XXXjTvuuCPd7tSpU+Pcc8+Nww47LM4888zYZ5994rTTTlugv0aedeSRR8ab3vSmmDp1auy3337xzW9+c/CV61VWWSX9bvLvfOc7sc4668SnPvWpOPPMM+Okk06KbbfdNr7+9a/He97znmEHnJcbM2ZMbLvttoM39QEbbbRR7LzzznHKKafEnnvuGd/4xjfiAx/4QPzud7+LiOE34ptvvjmeeOKJIe96WZi+//3vx3e+850499xz44QTToi3vOUt8eSTT8axxx47z0PBvvvuG7NmzYopU6bEv/zLv8QxxxwT22677bBfE9xiiy1i//33j+OPPz622267OOWUU+Jf/uVf4rDDDovJkycP6x8AeKndd989VllllTjhhBMGv7baaqvFvvvuG1dcccVcPx4h+w683XffPW655ZY45phjoqenZ57vSh3w8s8OHjVqVKy77rrR6XQGH/7X+v/a+/eY37ayPvgeY87fvdbem5MKAva1wCMNph6IjRprIUWgoQpCNESjVusRq7XVagI1ta3SUCMlPtHUKEhSFQwUbEPQtnggxfM/LVSNEV+VWtt6oLZy2rD3WvdvzvH+YdmvW5B9fXfXkHvazydp8jy7F2Nfc4xrjHGtcd9d+7GPbe94xzvaL/3SL90T97u/+7vtNa95zb3+t+99RP2jeb/jHe8o/cbx+/NVX/VV7dd+7dfaa17zmvf7VyO8v3/fzZs37/m7U/+oBzzgAaW/vuQjPuIj2id8wie0H/iBH7hX3/XLv/zL7cd//Mfb05/+9PvxJe/fp37qp7a3ve1t9+vvSq54wQte0P7aX/tr7VWvelX0SxJ/1GMf+9j27Gc/u33/939/+73f+722rmt79rOf3f71v/7X7/evDfyj/z2Vpz/96e13fud32r/6V//qnn/2nve850/8aww+GH7mZ36m/dRP/VT74R/+4Xv9oOT9ueOOO9rznve89su//MvtG7/xG9/v/qzu2WQeP/dzP7f99m//dnvpS1/6PnF33XVXe/e73136d94fT33qU9vpdGrf8z3fc69//iedWanXvOY17bd+67fa61//+nv9neWpH/mRH2mttXv9v4r54x784Ae3hz3sYe2nf/qn7/XP//h5kazNe73xjW9sH/uxH/sB//qMdV3b0572tPba1772Xr/5+9a3vrW94hWvaE984hOn/tbvJ33SJ7WHP/zh7cUvfnG7cePGPf/8da97XXvzm9/cnvGMZ/wf/zvuz9zdl3e+853v8wD98R//8W1Zlnt9x3153OMe137iJ37iXnfetm3t1a9+dXvQgx50r7/H/v3l/cIXvrA9/vGPv+eR+ylPeUp7zWte8z7/58M//MPbJ33SJ7XXvOY17ZnPfOY9Y7zlLW9pb3nLW8r5/lHv/cHqH38LeNvb3vY+Z857H+aTuaHGb3ID0z3rWc9qv/RLv9Re9KIXtde+9rXte77ne9r169fb4x//+Pbt3/7t7TnPeU485nd+53fe85tVd999d3vCE57QXv/617/Pb1bPcMcdd7Sf+qmfat/6rd/afuiHfqi97GUvaw9+8IPb4x73uPb85z8//nssn/jEJ7af//mfb6985SvbW9/61nY6ndpHf/RHt//3//1/y39f3Zd92Ze1Zz/72e2//bf/dq/fLnjZy17WHvnIR7ZXvvKV7TWvec09f4j66I/+6Hv9x0xa+8P/YM6jHvWo+3xUv7+++qu/+p7/7wc84AHt8Y9/fPun//Sfts/5nM/5gP+7v/gX/2J72cte1v7xP/7H7Ru+4Rvax3zMx7SXv/zl7RWveEX7yZ/8yXvFvvjFL26f+Imf2F7ykpe0f/AP/kE7nU7tMY95TPvCL/zC+/33lgLwf4eLi4v2dV/3de25z31u+9Ef/dH26Z/+6a211r7jO76j/eZv/mb7u3/377Z/+S//ZXvmM5/ZHv7wh7f/+T//Z/u5n/u59iM/8iPR31/8hV/4he2f/JN/0l772te2JzzhCe0xj3nMff5vnva0p7VHPvKR7QlPeEJ7xCMe0d785je37/qu72rPeMYz7vk7iD/v8z6v/f2///fbZ3/2Z7ev/dqvbe95z3va93zP97THPe5x9/qPiD3taU9r165da8985jPb3/pbf6vdeeed7aUvfWl7+MMf3n73d383mrN/+2//bXvZy17Wnv3sZ7df+qVfutcD+wMf+MD2WZ/1We2v/JW/0j70Qz+0ffEXf3H72q/92tZ7by9/+cvf70PjJ37iJ7ZXvepV7Ru+4RvaJ3/yJ7cHPvCB93qA+KNe9KIXtc/4jM9on/qpn9q+/Mu/vN11113tn//zf94e8pCHtG/5lm+JvuMDecYzntFOp1N7/etff0v+Y4x/3Gtf+9p2++233+s/6nZ/PPe5z22vfvWr23d8x3e0b/u2b2vf9m3f1t7whje0T/mUT2nPec5z2sd8zMe0P/iDP2hvetOb2utf//r2B3/wB6211p7znOe07/qu72p/82/+zfbGN76xfcRHfER7+ctffq//AOt7/eRP/mR78pOf3L75m7/5ls7xfXnqU5/a3vKWt9zn31X+Xt/4jd/Y3vzmN7cXvehF7cd//Mfbs5/97PaRH/mR7W1ve1t705ve1H7oh36oPfzhD3+fXvj9qc7jF33RF7VXv/rV7au+6qvaG97whvaEJzyhbdvWfvVXf7W9+tWvbj/2Yz92n/+vM9+f3nt70pOe9D497x/1iEc8on3d131d+/Zv//b2rGc9q336p396+8Vf/MX2ute9rj3sYQ/7P/7N8i/90i9tn/EZn1Ge/9b+8Ldk3/tXOd28ebP94i/+YnvJS17SHvawh93nn2++4iu+on3bt31b+4qv+Ir2SZ/0Se2nf/qn26/92q+9T1x1bVr7w98E/qmf+qn3+Y9zvj8veMEL2k/8xE+0Jz7xie1v/+2/3U6nU3vJS17Sbty40f7ZP/tn5Tm4Py4uLtoLX/jC9qVf+qXtSU96Uvv8z//89ta3vrV953d+Z3vMYx7Tvv7rv/6W/HuSuav49//+37e/83f+Tvucz/mc9rjHPa6dz+f28pe//J4H9apv/MZvbF/4hV/YPuVTPqV95Vd+Zbv99tvbK1/5yvbGN76xveAFL2gXFxf3xD7pSU9qn/qpn9r+wl/4C+33fu/32vd+7/e2O++8s/2bf/Nv7vl/wfGoRz3q/f7993/v7/299ohHPKJ91md91r3++Xv/Sp3789+b+oRP+IS2rmt74Qtf2N7xjne069evt6c85SntFa94Rfvu7/7u9tmf/dntsY99bHvXu97VXvrSl7YHP/jBt/QHsvxvA4DDO5/P43GPe9z4h//wH95n7H/6T/9ptNbGD/7gD97zz+6+++7xyEc+cnzHd3zHzDQB4E/V933f943W2vgP/+E/3PPPvvmbv3m01sbv//7vv0/8O97xjvGQhzxkPOlJT7rXPz+fz+P7vu/7xlOe8pTxYR/2YeN0Oo2HPexh46lPfep48YtfPO66664or0/+5E8erbXx3d/93e/3//5JT3rSvXJ4yUteMv7qX/2r46EPfei4fv36eOxjHzue+9znjne84x33+t/9+I//+Pi4j/u4ce3atfHRH/3R4wd/8Afv+d4/6od/+IfH4x//+HHbbbeNxzzmMeOFL3zh+Bf/4l+M1tr4zd/8zT8xj9/8zd8crbXxfd/3fWOM///8vr//8+hHP/qe/93P/dzPjb/8l//yuP3228ef+3N/bjzvec8bP/ZjPzZaa+MNb3jDPXF33nnn+IIv+ILxIR/yIfca44//e9/r9a9//XjCE54wbr/99vHgBz94PPOZzxy/8iu/cq+YP2m935v7H/3eP8mznvWs8dSnPvVe/+wNb3jD++Q/23v/nT/0Qz/0fv/vP+3TPm08+MEPHm9/+9vHGGO89a1vHV/zNV8z/vyf//Pj4uJiPPKRjxxPfepTx/d+7/fe63/3W7/1W+NZz3rWuOOOO8bDHvaw8XVf93XjR3/0R9/n+37kR35ktNbGi1/84g+Y53vX60UvetH/2Qf/H3rNa14znv70p48P//APH6fTaXzIh3zIeOITnzhe9KIX3TNH79VaG1/zNV/zfsepzuPNmzfHC1/4wvGxH/ux4/r16+NDP/RDxyd+4ieO5z//+ffaq3/Sv+vRj370+OIv/uJ7/v/f9a53jdba+LzP+7z7/Nbz+Tz+0T/6R+ORj3zkuP3228dTnvKU8eY3v3k89KEPHV/1VV91n//7W+nRj370vc6CZVnGwx/+8PH5n//54zd+4zfuFfv+zqf3vOc948u//MvHQx7ykPGgBz1ofO7nfu74H//jf4zW2vjmb/7me8VW1+Z1r3vdaK2NX//1Xy99w5ve9Kbx1//6Xx8PfOADxx133DGe/OQnj5//+Z+/V0xS53/S3v2TzrZXvepV4y/9pb80rl+/Pj7swz5s/I2/8TfGf//v//1eMV/8xV88HvCAB7zPv+v9zen9nbtq3v/5P//n8WVf9mXjsY997LjtttvGh33Yh40nP/nJ4/Wvf/19zs0f96M/+qPjSU960njYwx42rl27Nj7+4z/+/Z45X//1Xz8+6qM+aly/fn18+Id/+PiCL/iC8Za3vKX073j0ox89nvGMZ7zff/5H764x/uR5/uP7dYwxXvrSl46P+qiPGuu63nN+vulNbxqf//mfPx71qEeN69evj4c//OHjMz/zM8d//I//sZQrmT7GB+G/bADALfeqV72qffVXf3X7r//1v97zH7C466673uc/ovMlX/Il7eUvf3n7L//lv9zzW98vfvGL27d+67e2X//1X/dfeQYA+CN+5md+pn3ap31a+9Vf/dV7/ce8/2/zvOc9r73yla9sv/Ebv6Ff/FPw7/7dv2uf+Zmf2X7xF3/xXv9x+aq3v/3t7UM/9EPbC17wgvZN3/RNEzI8js/6rM9qvff3+eubgD9bPHID/Bn2/Oc/v73xjW9sT37yk9vpdGqve93r2ute97r2lV/5le0lL3nJBzs9AIBD+IzP+Iz2kR/5ke/371z+v8Unf/Int+c85zlT/toW3tdzn/vc9tu//dvtFa94xX3Gvr9fbPmWb/mW9vznP7/97M/+7P/Vf23fm9/85vbxH//x7Rd+4Rfax33cx32w0wEm8sgN8GfYT/zET7TnP//57Vd+5VfanXfe2R71qEe1L/qiL2rf9E3fdL//40YAAMDV8f3f//3t+7//+9vTn/709sAHPrD97M/+bHvlK1/Znva0p7Uf+7Ef+2Cnx//l3vGOd7S77rrrA8Ykf+c7/Ek8cgMAAAAc1Jve9Kb2vOc9r/3CL/xCe+c739ke8YhHtGc/+9ntBS94wT1/jSF8sHzJl3xJ+4Ef+IEPGONpklvBIzcAAAAAcMv9yq/8Svud3/mdDxjz1/7aX/tTyoY/yzxyAwAAAABwWMsHOwEAAAAAALi/yv/Vsd5vv++ge+xBbA9iZ73JJ7/MnvyH2m4LYt8TxCZzdi2IvRnEJnOWrNtlEJusRVKTqWQukvXYgthZ3zdrLydrl9REkkOybuukcZP5nXX+Jd+W1GSybrPmN5HUZDIPybjnIHaWZC1mrXFr2Ton+35WbCKpiVnzkNz3ybiz6mfWWtSN8YH/Y0l/mtZrQU8+6vfM6PV5Xpb6ndSDI7MnNX8xpydf9kk9+VrvAfte36P7FsxZr6/b6PU92kd9LZae9axBqbW+BHMx6uuxj6CIgz23B1OxBfPW93pdjiXYR2PSud3r6za24J5Z6+P2oCcfQU8ebKM2evBtS70me5JEkMO4DPZbtI/rNTn2+jyM5Jxa6j150qkFx0NrS1APwd7sSZ217O/J7kuw70cQG5xp0R+Z9+D8OwXzEHzb2IKePOjTRtKTJ/d9kEPy1JHso+3yA/fkfpMbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAIflkRsAAAAAgMM6zRn2Ioi9nJNCpAexI4i9O4hN5ixxDmKTb0t+PrJPik3WbQ1i0zwSSU0kOSTfl8zbtSA2yfdmEHt90rhJvslRmeyjLYhN1i2JTc7gpB6ScZN8Z0n2UFI7ST0k85DUTnJeJ7WejJucfalZ51Ri1hmcmHV/JjWcnMFJ/VyF/uTqiE6Vpd5fLsG53YMkelBu+6gHL0kSo34G7T2Ys6CExl7vycde/7a912u+BzU/kv0RLPI2sp5835NJrof2oCZaD+at179vBGfxmHXXjfq5Pfqknnyr59t70KcE+2gEfVUP6n1f6rF9Tc7goB5GfdyoJoOzPep8gjNiCWr9HNwZe3JxJbWzBj3KCGo9uAdGz3ryqFtb6nXZR7Dvk2nbgjsm2J9JvY+gOUj2XB8f/J58TOrJk3q4df9WAAAAAAC4YjxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYp3roCIbd56TQtkk5XAti1yC2B7Gzft5wM4hN8j2niRRdBLHJGqcug9gk50SyN5L6SfZysueScWfV2qx9lNRaMg/JGs86T5J8k/PkjiA22W+JZM6SWk9ikzm7HsQm35ZI1mLmHZeMndRwcocn6zyrhpN8k9jkXE3Ov1lncFIPM3uDq2EJan6MYD72+p3Ul2B/9HoOyxr05Hu95sdSr6Ee1PEe/fFoUk8+6vs5Sbet9f52nOtrnN5e+6ifr2vQkydzMZZgb2zBObjUs1h6fc+NNfi686SefP3g9+S9J2dlfY3HHpwnS30expjTk4+gJ+9bfb8lldOT6KDW9+Au6skZvAc9+Vr/tuRKjnrLMa8n34N6b0kNL/U7fA9qIpm3NXqKDHqOXo/twbm6B+ffMoKzJ1niLQkOzutkLe6D3+QGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAIflkRsAAAAAgMPyyA0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFinOcPuQWzyzp7ErkHsLEm+d08aN7EFsX1SbJJDMg9JDq1l9TOC2CTnWfsomYskh2TOknGT2OTbkjlL1jjJNzmCkxySfZTEXgSxs9Y4mYdZZ09i1l00q3aSfTFrzlrLz+yqZC6S2Fnn36yzJ4lNzOpPZp1/V6FXvB+CtMdWX+ve6+s3lmCte5BwMuxlEJvku9d78hHMWaIHdTxG/bzsydm6BzkEC9eX8Hwf9frZ9+CsCGqij/o+2oKa6MHatXNwbgd7bvQ5d0dUl8nZE9wHe5Dv0oO+atRzGMFeXkZwfy31nnzswbotwZ2RzMNer4fRg3lIjpPgLImO9r1eO30LzqhTsC+S2gntwST34PNGcl5P6sn35Fxd6jn05KxMevIgdAT1k4y7BIucnH/7LezJ/SY3AAAAAACH5ZEbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAIflkRsAAAAAgMM61UPXYNgtiL0K7+zXg9gexF4Gsck8JDkk445JsXsQe1sQe56UQ2pWTSSS70v250UQm9REUpezzp5Z9T7LrL08S7IWV+FMm3UGJ/V7c9K4Sb7JWTJr3VJJzklNBC3StBySOU5ik29L7q3kXk4k+SbzkOy5K2Sv7/8lOIv3Xt+n0YkZlPzYgp78VF/rvtXreATz0JZ6DmOrj7uP+qT14EwZS/2sGuegJ1/qe3+MrCcPpqIl+38kZ1vQ0vQ1+L5eH3gs9Z68B5O2jHpdjqV+9vS9/m1JDe+nYG8EV9JI2qo1OCOSvTxn2LasQQGP+h5K7ox1DdY4uWG2ZM8Hi7zV+4PRg32xBvnu9bOk73PW7Q8HT0Ln9MOj1/vAntxzQQ5Lcr8kdbkEPW4P7q09OQCT0CDfoEfq49b15FfhhRkAAAAAAO4Xj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAIflkRsAAAAAgMPyyA0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHNapHjompXAZxN4WxO5B7BbEnoPYRJLDGsQm65b8zKMHsckaJ7Gz5iGNT9YumePk+5Jxk9hZ+z7Zn0kOSV3O2hvJuiX1fhV+JpnM2az5Tc7g4IqLzNpDSb5JDskZlUjGTddi1h2e5JHUWnL2JGuXzEMSm5h19szay7Puw6ujj/q5sgdlsV7U76SxBz15ryfRl/p+HkkNRW12PbgHd/4I1q3vQW2uwfmz19d4WYJ66ME8hL1lFB/UzzLqc7wH37f0YNwgh57MQ1ASI9ifY6vnsCR12YO9kczZGtRlsDd6sMaJ4IiI9kW0h4Jv63v9DN6X4B6P2tZgLZZgHvYg32DOtuSMCuZhT4JH1pP3UT8j9uD+bFs9j74E9/0enD1Lfe1G0lAlPXlyxQW1FixbNr9BTz6C+Y36nvtwzO4eAAAAAACaR24AAAAAAA7MIzcAAAAAAIflkRsAAAAAgMPyyA0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADutUD+3BsLNi90mxSQ4jiE1+hpCMexnErkFsMmdJvsn8bkHszSA2mYfWspyDbRTNWxI7a+2SGj5PyuFiUg6z9uesdZt1ribnSTLutSA2kezl5DxJ1m1WDrPOkqTWk3zTczWRjD0zj6pZ8zbrdxGSfGedU7PO4CTfZM9dHSOY577WY8cejBvMc9/qsWMEOSz1uhhrvd56UG9j1O/Qvtf3/liC+e1Bvr0+v3uvnxO9Bz15MA+ttdaCmmi9vqf3aN7qsfsenEHBuNGZ2ev98AjqvfegJ09yGMm3zVm3Fuy5PdhHybm6BD15dA+Mek8efFobPTjTRtB3bMm61XPoSQ7BWZLcGS2o9T6pt0w6tdZaG2uwzkEeybbPOsak1ur57j1Zu7oe3LVJj9uTzRx8WxtBvQf9363syf0mNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDDOtVDRzDsGifywc3hctK45yA20YPYPYhNvi0onSiHZC2uTcqhtazWEkkeyc+gknyT+knWIxk3iU0kdZnsz2RvJGsxq4aT+b0IYhPpnquadfbM2hfJPt6C2Fl7KMlhZl+QfN/NIPaOIPYq3OGzzvZkHyU1kYybrNuNIPZ6EDvrnJqs1+ti7B/8nnysQQ57cL5uwbijvp9HcGyPpb7v+qleb73Xv22c6/uuj6Dm+6SePMmhtdaX4BxMjqslWY96UYzk3B5B/Sz19Rh7fdwlqOHoiB/14LHU9+eSnGkjOKd6vYZ7T2qnPr9j1HvyZNlGcNcFR2VblmCNkxwm9eTJPt5H/TDpwX4Ljva293oOI6j1NUmitdaTcyro7ZZR78lHUJjBMrexJXd4fY57UsPBWdmCuhzRuEFPvgc9ea/35CO4k++L3+QGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAIflkRsAAAAAgMPyyA0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFineugeDDvmpNAug9jk/X7WW/8axN4IYpN8kxzOQWwPYpPa2YLYmWuc1HAyb8m4s74vmeOkfpIcknmYJanLpN6T2MSsc2rWtyXzm+yhJDa5X5J8k9gkh1mSdbsKc9ZadkbMumuTnJMcZvVTyd64FsQm35bUWnKm3RbEJnOW3IdXx+hBDfX6fPQr0JOPIDb4tNaWeh33Xj8nxh5826jnsO/1/bycgn231Wtn9GB/jGDdTvN68tHr89aTvRF8X1LDbQnmeK/Xz5LkMIKNNGnYNpK6nNO3Rt37FtR7MOwY9egRfVtwZ5zqe2hP+o4R3C9LUA9J7exBDsHCBcdDa8EaZ3dyMA9hTz6Svio4p1pw1/akJpK+NRg3uTOSu2js9Z586UkvE5wnSS8T9OQ9qZ1x63pyv8kNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAIflkRsAAAAAgMPyyA0AAAAAwGF55AYAAAAA4LBO9dAeDLsGsTeD2ORN/hzE7kFs8m3B9EbzO2vcZB62IHYEsckaJ7FJvq1lOSdznEjWY9YcJ2aNm8xDkkOyl68FscmZlqxbEpuYdUYka5GcaclennVvJbFJDsm9lczDVfi21Kyx07ugKtmfSQ5X4U5Mvu0yiE32/ay9keRwdYytvj96r+/psdTvr2XU622M+vr1pX7PjHPwbcFar8H8Lnt93O0UnGtrMA9bUPNLfT/3ZI3Xemwf2TncRz3nsQZ7I2hp9iC490k9eZDv6MF6JFfHZT2JJaiJMep7ufd6T77v9TNtBHsj2kfRus3pyXtQZ6Mnz0PBXt7r3zaWoBcN7rikt+x70HcswTwk91YwDz2qnUxfgrWL/mhbn7cR/RE02J/J2m3BPlom3YlbMMEX9Z68J/t+CfZG8G096Kfui9/kBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYpw92Aq2dg9iLIDZ5v09iexC7B7HXJo17GcQm3zaC2DWInbUWqVljz6qfJDZZu2TP3QxiE0lNJPMw62d8s/ZyIlnjZB6uwhonkvvlehCbnKuzvm3WvpiVw8yxk3pP2p4tiE3O9llnRDIPybclkjsjySH5tsRBf9cjmI6omxn1M3Mf9bUeoz7Py16P7afg63p9L+1LfY/2pT5uH/W7o0/qyfe93pOvwf7oo57vHl5JSzJ2MG1Lrwf34Cweox67jPrajYtgzwX9WnRGXNRrYmzBQvdg3OiPlcFeDtY4SLeNJTiwz3N68uQGTc7rWfdL60FPvgc9+RJ8W7AUe3JvBXdRsnAjOa/T1if4vpacaUu9J+9Bzzi2emWOHpwRweXVg3loS/BtwfnXl6AnH0FPHnxbdEacbl1PftDuHgAAAAAAPHIDAAAAAHBgHrkBAAAAADgsj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAIflkRsAAAAAgMPyyA0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFineugaDDuC2OtBbKIHsdukcRN7EJvMb5JvUA5RDsm3JfnenJRDa61dC2KTeTuHeczIIVm7RHJGJJKfxV0Gsckaz6rhWeMm9ZCcf8m4syT1kHxbEpvkkKzxrPmdde4kkvltLZu3ZD1m7aMbk8adVe/JPFyFMy25X5J6T/qIq6P3YD5GcOcvQU8eta3BWq/1Ou49GDfId1/qwSPoqZZgHkZwTvSlnkPfk2+r59vHvJ58JP3aqM/bSM6K6GhLcgjWLjjix1o/I3r0x8r6nbT3ek/ee32N+6gvRt+DMyLY9y0ZN7nzl/oij6DW12CNR9B2bFs9eEl6lL0euwR90h7UTnQGlyNbGz04d6KBg9CR9eQjuDf6EhRQso+Cc7X3oCePxq1/Ww8O7BH0Msm9HK1btBb1+2WsQb1HfcQH5je5AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAABzWqR66B8MmsT2ITYwgNnnrT8bdJuVwLYi9K4hN1i2Zh3VSDkH5tnMQm7oMYmftjaR+knFn5ZDMQ1I/SV3OWotk3MSsb5u152bti6TOLoLYZH5nnX/JnZFI5uEq3N+tzavhRFLvSV0m99Gssz3pIxKz+ohkb8ysy6uh9/o8jzVYk60+d0EKrfVgrXu95seojztGvYb6ZT2HJdlLa70nH8kaB/PbJ/XkY6mfl33LevIRHMVLr/ceyRy3HpwrIzi3l/q4I9ifS5DDSM7tUa+fZQnqctI51ZJxk6sjOHvaEuRwrscup/rGGKO+L/plkMMS1Nk56EXX4GxP7pe9Xr89uDOScmhrMA+jvhZ9D86SpL1trfXkjIiag7oR9OQ9qcvgPhrBuFE/tdT7iBGcU9G6BT1578HeCA7WYNj75De5AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAABzWqR56GQx7LU6kZgSxyft98m1JDj2ITWxBbDIPe5pI0aw5S/JNf55zEcTeFcQGW66dg9jk+5LYJIdZ9Z7sz2TdZu2jZB5m7Y1kzpKaTOYsiV2D2FlrkczDzSA2WeNEMm5yViaxs/ZQGj/r7kq+Lzl7ZuWQSM72pKdL6jLJIVnjZC/Pqp3JRnDG78H6JdPR62vdl/p+HsG39aWewzLq98EISmjf63u0B+da3+qLMYLjMpmzfQ/u0L2e7xreB/teP1/HKejJz/WF7ntwXq1Bve9BTZzqOfRzUO/BMi99Tk/eg7tu9GTO6h/X9/reGEuyN4I560FN9qA/CM6pfa335D2o37YmhRbMw6j35GMEPUqQbg96nx5ctCM4V5M91LbsDB7BmdajnIMcRnDXJndGss5rMMdBqe2jfrYvvd7T7UG996WewwhquAf37FhvXU/uN7kBAAAAADgsj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAIflkRsAAAAAgMPyyA0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHNZpSmjb40RqrgWxN4LY5K1/TBo3md+7J42brNsaxCZzdg5iL4LYtCaT+knymFVriVk1PGvfz/pZ3FXY9z2ITfbyrHy3IDbZF0m+SZ3NmoerUJPJWZnEJnWW1MNMyX0065xK9nIyb0kNz7ozLoPYWfsomd9Za3x1jGCfLsF87MH2H3u9J+9BT9VHvS7GVq/53oNxRzARvd6TR+vW6+s2gjNw34M5C+6OEdz5W7hHew968r2eR1ITfa3P2x4c8b0H65HsjTWY4+R4XYNzO7oW6+MuS3DXnZNx6wnvyWEZ3M09mN8RFFoP9sWS1Poe1FmybvsHvycfyZ3R62flMoKe/FSvs7HV62GEbVJwHbVxrX4fjaR+gvIZF/W93M/BgR30HCM525OzctR78uTO2IN6X4OER9LL3MI/xvhNbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOyyM3AAAAAACHdaqHJu/h5yD2Ioi9EcSOK5BDML3tZhB7LYjdgthkjfcgtgexyVokdZb+PCeJT2otWedk3matc7IeyTwkknFn5ZCsRRI761xN5uEyiE3OnsSsfTGrdpK1SPJdg9jkDE7GTSTnQ5JvKjn/Zt1dSU0kscnazfq9heSMmHVWztpHs+6MyUZ9rceY05P3oB8eI5jnNThX9noO+6j35L3X76QR3It91M+qsdfXuK/1c230D35P3sOzagT13oNaG8E6tz2Yt6W+zksP5mKpr8cIzrYl+LS+18ftyfmaHNtrPeFl1GOTulyCeh9bfR724L7ta/3sGUnrM+r7ogdrMYLaaUHsWIM7LtjHfakX5QgmeATjRi1KD+7v07yefNnq59++BPMW9IF9n9STb/W160twtifX8h705MF9vwSx4xzE9mDO+q3ryf0mNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDDOtVD92DYWW/nQbpRviOIXSeNm7gZxF6FOetB7FX5uUsyF0lNJOuRmLXOWxCbrF1SE0lsUpdJvsn8JnM2S1KTSWwiWbfzpHGTdZtVO7PujGTca5NyuJw0buoiiE32Z/J9iVl7LjnbkzlL9lwyv8m4V6EHvTr6Omc+RjBsH/XztV+FnnzUxx1BGfe13pPvvT5ny7X6nPVgzvq5vu/GEuylZOuHR+DS63MxRjD4EvQI0R976uPuwd7oPZjkEez75Czu9dil1ydt6fV8e9LbrfU5G8E0LMGRtgcFvwSxwZHW9iVYt73ek+9rcJ4Ed0Y7zenJ+xLMb3KuJufOqPfkfQ/modd71j0pnhZt+zZG0F8GZ1oPevIk3+RCCo6pNoJDYvRgzi6Cj9uDOyPoDdopuLeCuyhqFe/Dn/0/CQAAAAAA8GeWR24AAAAAAA7LIzcAAAAAAIflkRsAAAAAgMPyyA0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh3WaM+wIYrc5KUTv90m+exDbJ8VeC2JvBrHJnCWxaxB7vgI5tNbajSA2Wbskj2RvJFs5ySHZG0nsRRCb7Lkkh2TdkhySb5uVbyIZN6nJ5OxJajLJNzlPEsl+m7XGyZwl9ZvEzjrbW5t39iSSdZ61jxJJDpdBbDIPyfk3645LzKqdq2OM+jf2YE1GUG7LqPdrSb6t18+rEeyPnnzcqPfkywjuxWTO1qAf7sG53YNzu9dz2JesJ+896MnP9bVbtiCPpb431uC82pP1OAd7+ZTso/q5vSY9QpRDsD/Xeg7LWv+2sdXzHacg32Qb7fVxt71ek0sPzp5gf47grOxBH5h0M2ME+20J9tAaZBHs4z3YQz254/ZJZ3trrQfzlsxx9FoXrPPYkgYl6HuCtjXqI3rQk5+Dfnipn397r39cD3LoSfse1M59DnXLRgIAAAAAgD9lHrkBAAAAADgsj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAIflkRsAAAAAgMPyyA0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOKxTPXQNhu1B7BbEjisw7h7EJnOW/LzhPCmHWWuc5JvMQxKb1ENrrV0EsclcXAaxwfaM6nJW7Kx5SMadFXtbEDtrzhKzzrREcp7MknxbsueTb0tqPck3WeMkNjlXZ42bjj3rTkwk+SY5JN826zyZdW8lNXEziE328lF/1yOooVGviz6CXmmt1/wIxh0jGDc4M3swZ73X62Lf63t09HoOS5Dv2Cb15Ft9HpI5a5dZT96XYE/3YC76nLNt9HpdLns9dpySeg/2fTIPa33cdQ/W4iIYdwl68hGsRfBte1DCS3BWbkuQbz2Ftu/JeVIfN8oh2Bdt1Pf8WIKzfQtqPdibSQ+4BHdcX+f05GOEvc8e5LzU75g9upfLoa2dkz4iyGEN7vvkDA7+CDGiGq7fW8sS9D2TevKs3j+wo3b3AAAAAADgkRsAAAAAgOPyyA0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAwzrVQ7c5w7YRxO5BbCJ56+9B7DmIXYPYWWtxdxCb5JvMb7LGSWwyD61ldTlrnRNJTSQ5JLHJesz6+dpFEJvURLLvk29LYpN8L4PYZN2SOktik/2WrMW1STnMOqeSs+S2IDZZi2R+E8n8tjavj0jMuu+TfX+0O2NWf5LM2azz5OoYWzDPa32e916fu2VM6smXYK23+vr1YI+OU73ml72+FntQ8yPpyXs9374H87vU13gEsT3syXuwp8deX+c9mLc1OCpGcA6OJIfkLA72Z+9BTSTH67V6T74u9Zroo74Yy1r/tuVUjx1BDZ+Xek++3Aj2XK/XWV+CmhzBfgvu0L7Ve/KRFFpyF/U5Pfnok3ryc3DwRH+0zvrmsQdndlA/PTpX5/Tk6wj2fXBeRyU8gr281nNIzojkTIvujGQigp7uvvhNbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOyyM3AAAAAACHdaqH9mDYcxC7BrFj0rjJW/8+KYfk264FsUm+SQ5JPQRlFkm+LYltLauJ5PuSPJI5TmKTb0tqIhn3KnzbVVjjZH4TyRlxM4idtcZ3B7GzzqlZLoLYWXdRUg+Xk3JI12ILYpP9mYw7q9aSeZt1fybfNuucStZillnfNtlar7ce9ORjC/rWEczdUh932evn4B7spRHk0Pbg23r9fO17Pd++1nMY+5yevEfHWv3bljXryfegJkbwfcukO2xZ6rGjB/f+EtTlmNOvLUFR9CCHJeh/1lOwxkGtrcH8bkFbte5JcL0nT/ZFD9a493pP3pN7IOmTkheqoG0de9CTL8Ee2oK7KLgz9qX+ccl5luzj1loby6SefK+PuwT9Wg/O4C2Yt75PejrtwX0f7bkghVN9LUbyR8VJ83Bf/CY3AAAAAACH5ZEbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAIflkRsAAAAAgMM61UNHMOw2KbZPGjexB7FJvsn8JuMmP8e4CGKTeTgHsck8JIJSb61l8zar1hLJ910Gsck63xHEJuucrEUyblKXyfxeD2KT2knWIhk32fc3gtjEtUnjJrW+BrFJ7SSSWp91FyWScZP5bS2b42Quktgk52TcWfdcYtbvOFyFXmZWDldH7/VvHL1+H/QxpycfyZ0UhPa1vu9GstZjUg31eh2PrX43j+D86Utwtu5zzqpxGfbka33eliWp9ySHeugY9e/rI+hT9mCdT/WevC/1iehBDS/BuMupXpfrWp/f06nek4+gdtZkz+3BobYE+77Xe/Ieta31njwZdwt68r7VN9wIzrRkz4+g70juorbV74yeXFvBXbSGPfmWLPQI9kavxy69nvN+CtbjMumn6sNGt2dwrgbT0NoWZHEOerok3ySHW9iT+01uAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAId1qoeOYNg1iN2C2B7E7pPGTfINpjfKN/nZRJJvIvm2pHYSyTykOZyvQB6XQexFEJvszyT2ZhB7exCbzO+sPZfMb5LDtSA22cs3JsUeTbKPk3VL9kWy55M1Ts6H5I6bdb8ka9FatucSyb5PzrRZ58ms/iSpy6vw+xBJvslaHNQI5mOvn1d91Gto9Hpt9l5fk7EGNR/k23twxi9BDY1gfyTzWx+1tVH/tjGpJ+9rfR76HuYwgvuj1/NI5qLvH/yevJ+SvTynJ+/BfbCu9bo8XavvuWun+vyeTsHe6PWefAR7eT/X++yxB7GT/vi5Tzr+lmAf78GZ1nrQk/f6RIxJPXlyxy17cK4G+Y6wJ1+CMy2piT6C3mCvn2n7Vh+3r/Vv6+f62u096E+SDXqZbLp6aJJCX5PgYI1vYXtyFf7kAgAAAAAA94tHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAO61QPTd7DRxB7MWncJN8tiA2m7Erok8ZN1iKJTfJN1m0NYme6Cj9XmlXDexA7q36S+U3m4VoQm9TarHyTHJI9dxnEnoPYm5PGnXX+JbWerFtypt0WxCbrNuusTPZxa9naJfsomYtk3yffl8zxrLWb1SMl4yb7KJHW2gHt9Xleen0+RtKTB+Mm+bZer7eenK/JkRLERh3uHgycbKVgLfoexPZ6viM5J9Z5PfkIjpXe65M8608yY63X8AgG7r0+EckZsVyrx55O9fk9BfNwcb1+N1+7vV5ry6jnu416vpeX9Rz2oHrGZb0/2C/qvfOy1nvyca6PuwfnSQ/+WDCCWm9Lfd36Vj/T9r3ek/c1WLder51kGnpyf7cWHT5rsO/HXp+LbdT3fXLPtVGf49GDnjxYu1k9+QjuuKQnD9q0Npag57iF7ftVeHEDAAAAAID7xSM3AAAAAACH5ZEbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAId1qoeOYNg9TqSmB7HJ+/3NIDb5totJsck8bEFs8m1rEJtI8k3W+BzmcT2ITfbGrJ8rJTkkcxEcEVFNJOs8S7Lnkm+7I02kKNn3dwexl0FsckbM2hfJPNwexCbfdiOITeY3MWsfzzqDrwWxaR5JbLKXZ92J6X00w6x+alb9zKrhYxp9Tk8+kiUZ9RoaSzDwmNOTjxHc+b0e2/dgLy312hxb/dv6cgV68nN9jfsSnoE96MmTvdHrOS/JdXAtyaE+F32vn4N9rddEX+vrHAybbKN2ul4Pvu16PYnrt9V78ougTTkH+/49d9Z78jHqPeMWnBHJnbFfJvsiuAdGvSff1jk9eTK/I9jGa7CP92Aftx6cwWtyz2Y9+QjugnEZxAYHyhIcwvtWH3ek91F54CR0Tj81RnC2Jz35EtTwXs+hJ380uQ9+kxsAAAAAgMPyyA0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYZ3mDHstiN0mxY4gNnnrT8bdg9h+BXK4mJRDUmaXQeys+W0t+741iE2+b1YOybxdhX00KzY5p+4IYh8UxCbrdmPSuMm5eg5iZ63b9SA2yTeRnJXJ/CbrlnxbEnsV7qLWsnlLck7OqSQ2/b6q5P6cVe9JXc46e2bNb9obXA09SXuf1JOPJLZ+VvQe7LsenEFLUEOjPsF7cA72EeSwBvfMEuSwB2dKD3rWXv+2Pdx3I5jjZQnOoL3+fSOo4XWv5zCCuuxJrS31fdT3Of3aGuzPaxf1c+q22+s9+QMeVO/JL071dbsc9Z68BzU5gjN43+t3/naur8UpOE8uT0FPfrOeb/ZbmPWz8tzr87sE9TCCtUh6tR6clX2rr9se9lR9CeoyaFB6stLn4EwLvq8HV8ZI7s9JPXkPEt6Duyjp/0Zw3yd/VExq5774TW4AAAAAAA7LIzcAAAAAAIflkRsAAAAAgMPyyA0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh3Wqh27zsihL3uT7pBzWIDaY3mh+9yA2mbOrsMYjiE3WInUZxCY5J5L6mSWpiWQeLoLY24LYa5NySMb9kCA2kdTDjSD2ZhCb7ItZ50mSQ2JWrSd3URI7K4er8G2pJOdknWedwbPujFn3/TmITeZsVi+T5JvcL1fH2Cedr8GS9B6sSa/v/xFsj6VP6sm3+vz2i2DSLutz1oM9mszZCKZhnOsD96AnD8rhD+NH/d7ftyDnII++1icuKJ/oZBs9qMu9Pg/LRdAPX9TPzHWt984XQQ63P6A+7oNu/5B6DneUQ9t5r9fDutZ78rHXe/Jxs74vztfqtXMjOYODvbkG++Ic3HF7cAAuo77p9y24t5bkEK6P25PDPTjQengIR2kEPe5IDsvgDN6TXia45xJjrZ/uS9LTbfUety/1ORtbfdJ6cnP1er77LezJ/SY3AAAAAACH5ZEbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAIflkRsAAAAAgMM6TQmN7EFsD2K3IHYNYhNJDucg9mJSDslaJHOWjJv83CWpyRHEpvHJ2iXfl+ZcleyjWXsjySGJnZXDHUFsssYPDGJvC2LfHcQmZ8RlEJvsiySHq7AvkhxmjZvEJvs4WYtEum6z7phZd+KsdU5ySFwLYm8GsbPuw1mxSb5XyFrvf3p0rAT1ttdrfuv1fbf0+t5P0h3J3l/qdbFs9Z58nIIcoo+rz1nfg3GXYC9t9ZocS3gf7PX4Hqxd9H3JuR21CPV91Ndgb0Rtdj34lMQGf0y77aI+7h131Hvyhzysvsa3Pajek2836z35xR31nnwEZ+X5Zr0nv9zr+2Lb6zls53qx70Fb14MC7luQwxJsjOCcWoIzKjmv96W+FtmfTLIzuAc5tyW4Y4J6T8Zdgp58jKB+gp48mYax1nvyvgU9eXIf7sF9OOqxY63HLuPW9eR+kxsAAAAAgMPyyA0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYZ3qoSMYdg1i9yB21pt8Mu550riJLYgNlrhdTsqhB7HXgtikdpL6bS3LeVZsMsdJrSVzkcxxUmuJm0FsUj93BLG3BbEPDmI/NIhN1vidk8ZNzr/3BLHJvrgIYpMzLZmHpCaTHJJvux7EJus26/5O5iHNI4lN74KqZC6ugmQ9kvlNxk32/ax1S3K4QkYwH3uwfku9jvtWPzOXqEUJgsecnjypin3Ue7Ue9Elj1PdS70G/uNe/bvR6T9WD2lnC/Tx6PecexI6RjFuf4yUr+HpoMseneq0l9b70ev+zrvX6ufaAek/+gAfXe/IHP7Tek3/IQ+o9+TjV1/iOd9Z78h7Uzvlm/fy7+2a9J795o14RS9C3Lmv9TFuC+2WsQU9+DnLY69+2L/WevAf3Vg/6r7HVz4cRrEVrrS1BHnvSc2z18y+6l3vQywTHdXSyB38s6EHvPHp9fpdk3CXpDYJ7Kwq9dT253+QGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAIflkRsAAAAAgMPyyA0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFinOcOOSbFbELtPymFWvsnPG9YgNsm3B7FJ6SQ53AxikzlL6qG17PuS9UjymFXDyTonNTxrzpJ8k3GTfJMcHhbEfmQQe0cQ+3tBbPJtyf68M4hN3BXEnoPY5NsSs87rRLLGSeysHFKz1i5Zj+Q+Ss6e5AxOJOPO6g2SO25W/5fszysk+MSx1Ou47/XY/VRfk2WpJ7xv9RySb2sjqKGtvp/7Kaih8cHvyUdyro362dp7fc7GyHrysdW/rwd7egk20jgFscEc9z1Y53NQw6fgLA5quPd6vstaH/ciyPeOO+o5PPRh9Z78z/1/6j359QfUe/I/eFu9J1+W+rfduLO+P+98Z70nvxm02ZcX9eBtq/fkvde/Lem+xlKvydGDfZzkMILoLdlv9WH3JIeWdVXJ2kUTF/QnbQmqYg/OyqV+BkczvCfj1kfek28LVrkHPfnoQf/Xb11P7je5AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAABzWqR7a52Uxxax8Z/1cIBk3id2D2DEpdg1ityA2+bZ03ZLvS3JOzKq1YNtHc5zMQ7I/Z9X7OYi9I4j90CD2cUHsQ4PYRwSxyVq8LYhN5uxmEHsjiE1qMjmnLoPYZH6TmrwexCbzkJx9ifQ8m3WuzuoNZp1pyd5Ixr0IYmf1BsmczeojZtX7ZCOYu+QTgyt0BOW270G+wbg9SSIIHUFw34PYZIKXYOH2euxY63upB3tpnOvftqzhfbDWv28Pck5OlRasc7I9e6/35L0H9bPV52FZ6gkne269Vs+3r/X+57YH1vvLhz603pM/9jH1nvxDHlLvyf/Xu+o9+c2b9bX4X79f78nveFt9zu66q9533Lir3pP3m8HdvMzpyfuW3J1BT96DnnwE52pygSfnTnJ3thblnOQxgrMnmoqg51h6fS62PejJk3tur/fkfdQnogd3Zzsna1Hfn2MJ7uSk77kPfpMbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAIflkRsAAAAAgMPyyA0AAAAAwGGd6qFrMOzNIPYiiB1BbCJ5698mxQZL0fZJOSSStUjmd1Y9pPPQJ+WRrHPiHMTOqsuZ61GVrFsSm5x/dwSxHxnE/j9B7EOD2D8IYn87iP1fQey7gtikzpJ1S2oyOacug9gk30SS76z7JTmjWsvujVnzlsxFUpfJXCTnVDJnybjp2lUl90tSa7N6uiuk12u+Jz35Wj8r+ghqPgjtS339xgjWb6vH9qA2+1I/J8aketuDteh7sD96UA9rPYc9nIdxUT+vlr2ex9gn9eQ9ODOXST35EszDqZ7DuF5PYYz6uvWlHruO+vn3oNvrPfmff2S9J3/Un6v35L/zB/We/Pf+V70n/63/Wu/Jr/1OvSdf13pPvgT7frmor9tyWa/JfQTn1FLvyfe9nm90HSbnap9zv4w16+t60Ff1YN6SP56MLZiL5Pwb9blYgt55C+7aHpyVyf2S1GVfgvtlD/qpHsxD0KfdF7/JDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCwTvXQfc6wbQtiexCbvN8n33YOYpN8bwSxybcla5HMQ7JuSWySwwhik7W4P/FVSf0ka5fkm8zxVdj3twexieTbkj23BrHJuj0giP2wIPbBQWyyFtcmxd4WxCZr/J4gNpF826z7JTkrkxySWk/2fDr25aRxr8IcJ/WT5JCsR3K2Jzkkkr086/6+OkYP5mOpr1/fJvXkvX6H9r3+bX3U99IY9Xx70JPvwbcla5HUfO/BugWxfUzqyfdsj/bLpNaC0B7Uzxas3SlIIpjjsc7pyfeb9ZoYN+t94J6URLDvz6O+5/a9fueflvq6PfCi3pM/+PZ6T/7AB9R78tsfUF+La7fVe4nlVI/tS70nX4J7q6/1njw5/sY6qSff6rWzjPrGGFEO9VpflqwnH0vQO4+gJw9y7snhvtXneA/muAc9+dKDdQ6KeAvuon4tOISTfZTcW0HvdSv/BOE3uQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAc1qkeeiMY9rYgNnlnvzlp3B7EXgSxI4g9B7GJZNwk38SscZM1Tn+ek+S8TYoNtueV+HnVZRCb7KOkhq8FsXcFse8MYt8axP63IPYhQex7gtg9iE3OyqR+k3ETyT5Oaiep9WR+r8I+TnKYVTszx05qIomd1XMkd0ZiVn+S7Ptk3Fn3fVJnV8cy6j352Os9+ej1ueu93pOPMWd/7KPeS/RRr/l9DWoz2c7nZNx6vsn09mDv79H2CGpnye66JZiL5Mwcyfm61M+2vtW/b6z1FJJS2/d6n3I61ffR2Os1vG31vuryst6T331XvSd/x9vrPfn/eFu9J3/QA+s9+TveXe/Jb9xd33RLUBHrtXr9rhf1cZeo/Qr28SnoyS/rtd4v6/ObnFPRFRccO2OvD7yM+reNtCfvwWVwqo899npN9OAe6MmCjGAuRrB4UYsb7I0eDHxZ3/d7kvAa3PdBDe/rrevJr8KfqAEAAAAA4H7xyA0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYZ3qocl7+DmI7UFskG407pgUm+SwThr3KsTOkuSwhWMn63ERxCb7KMk5qctZP9tKxk3yvRHEXg9ik3Pq3UHs7wexvxbE3h3EJnvjrUHsrLN9Vu0k+zgZNzHrXE3m7DKITc6zPYhNz+Bk7GQuktgkh1m1lszbrD4iyWFWDc+a31n7fq6x1OdujPq5vYz6+u2j3pMvSzBusCZ9qcfuQW32Ua+3pQffFsS2YM6WZN8F1/gItmgPamdZsvtgROtRv8PGHuyjtZ7zGMG5cjmnJ+/BGdF6Pd+x13vy7Ua9J7/r7nphvvPd9Z78d99V78n/v2+p9+Tvfk+9J78R7M//+fZ6T373XfU52y+DMyLZ+Mkdugb3+GVwD9RHbeMU3ANbPXYN9tu+Bz15cJ5tQc+6jLAn3+pjj6B+RtAHjlHPofd6rY3g/GvJvAU5tKA36FuSQzDurJ58Dfbyfut6cr/JDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCwTvXQHgy7BrHJO/s+KTb5tm3SuEnsedK4yVoka5xI5jeR5pvMxayaGEFskm8ybiKZh4sgNvm2m0HsbUFssufeGcT+VhB7I4gNjvb2tkk5JPVwGcQmZ3uSQxKb1GQSO2uNkz0/665P1i0de9Y9l+z7JHbWeZ3URJLv9SA22cuJZI2vwrhz9b2e97LU99IY9dpcgj09Rj2292BNlvq5vQRrPYL5HaO+l/qS5BCcE72+xj0YdgTz24Ojat/Dnjyoy+QuH2uyzvUPHMEkL0swcdEfFevzsC31nnwP1uJ8rvfkl3fVe/J3v6O+537/v9d78v886j35u95R79f6Rf1uftsf1Hvyu95Zz+F8I9gXl8E93oPebgv67CC2r/Wa7DeD2L0+v/uePKnV9/wS3Id70Dfva9aT93NwZp+Cg+oyWI9e3/cj6XGDu7avyUVXr4mxB/kuQU++1/dy0Cq2fSS9TH3cpN7vc6xbNhIAAAAAAPwp88gNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAIflkRsAAAAAgMPyyA0AAAAAwGGd6qHrpBQug9jkTT6J3YLYHsTuQWwyvxeTxk3mIfm2ZNxZP3dJcmittRHEJjVxDmKD7RmNm8xxss6z1i6Z32Tdkm97VxD79iB21l5O5iw5g+8KYu8OYpN1m7U3k/2WzFli1lmSmLUWMyVnz6x5m3XXJnWZnGmJq9CnJZK6nNXbzjWCvEdQFn0N1nrU16+f67Fjqe+P3utn5tjrE9GX+vz2Xr/Hxz7pnOj1bxt7MO5eX7cgtPWe9eR9r+/pfZ9zj66TevIRnIP7FtTwtWB/BkfmttXn93yuD3zjRv3b7nxnvSf/g997ezn2tNT38l131/fyelt9zu66s34Gv/vOek9+8+56T365BfstiR31eei9vt/GVp+z4NpqPTlLlmDPR61zPXgkGzls35PusgeTvPSgJ4+e9oI7/BTcR1u9Lvdg1oKt0ZagJx9LcL/04M4oR7bWgnugnW5dT+43uQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAc1qkeOoJhL+ekEOVwLYhdg9jk25Jxk29LYs9BbGILYvukHJJxZ/48J6mJq/BzpSSHJDZZj5tBbHJGJLHJ3rgRxN4ZxN4WxCbnSXL+JWvxtiA2mYe7g9g9iE1qMtnHyRmc5JvUb5JvMg9JvrNiU8nYydolZtXErPszySG5B2b1dInk25Jz9erowdzto35WjMv6+vVez6H34E4a9TUZa/BtwbhtC2pzDWJ7ve9Idt0e9OQ9OFOCJW5jr4+7rFkvPJI8lnpN9GCWo9MqKYlez6GPIN+b9fUY1+t94B6cEdtaj728u7433nNnvSd/++31XrT/z3pPfnOrnycX1+vn38276mtx5531nvzuG/V5ON+o9+TbuX7fJmfE2IOzPdhwYwvyDfqZ5C5qyTwk/UzybWvWk4/k2SfJeQl6mWTY4F4eQQ33Jbg/g2eGaJ2T+3MPerrk4oqeZINvS/q0+3AVXtwAAAAAAOB+8cgNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAIflkRsAAAAAgMPyyA0AAAAAwGGd6qF9zrDRuIl9UuwIYpNvS2Jn5bsGsdeC2BtB7Kw6S22TYmetc7J2Sb5JDhdBbFKXSb7JPFwGsecg9p1BbJJvksNtk8Z9RxCbrFuSw6x1S2o9+flwkm9yPiTzm+SbxCZzlt71ybwl9T4r5yTfZI6TM+IqSOY3kdwZSQ7JPrpCer02e9TqJ+PW7Ut9TdatHju2oC6CbxtBbOv1fPue5Fvf+73Xe/Kx1HvyJZmzrV5ne7rtRv1/0Jd67NiCdV7n9ORL8G0t2Ecj6Mn3y3pdbsH8buf6PJy3+h1640a9t7vznfWefN3r+W5bPYfr1+o9ynmvj3vXu+o9+Y276ut2Dr5t7PV1G8G4W1DrbQ96qhHkO4Lz4TI4d5Yk33psT86Hc9aT92Tetnq9L8G5uib38jnId63P8Tk409agfU/KfQSxSU0k7fDoQS9zruew91vXk/tNbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOyyM3AAAAAACHdaqH9mDYWbFbEHueNG6Sb2INYkcQezOITb4tySEos2n1sAexaXzys6Jk3pLvm/XzqmQfJWt3+6QcLoPYWXM26zxJxr0exCZuBLFJvskZkUhqJ8khmYdEkkNSv7PqLJGcfa1ld2JyXiexSQ5JbLJ2yXok9/2sfJNaS3KYda6mdXk1jFH/xh7MR1/qsXuvr0m/rJ/FY62PO5JvK0e21pZ6bfa9XkPLqO/RLVnjpZ5DH8kf/ZIc5vXkfQniR/28SuYtOYOWpZ7DHkzb0oOeJtjLY6335H3Uczif6z35zcv6nK1BC7a+qz7BdwZztgX1cNu1ek++BaX+7nfXJ+Lm3fV8z5f1MyLpspPocTPIYZ/Tkydn5Tnok5bgbE/uw+RY7SPsfYI7sfV6IuNcj+2neg57ku85OHuCe64H9/1Yg54juONaUmu9nsMI+r816CP27db15H6TGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDD8sgNAAAAAMBhneqh26QUxqRxLyaNm8zDHsQm87AGscESRzkkPx+5EcQm+SY59CA2zSOpiWTtku87Txo3mYdZc5bso1k5JPObSMZ9dxCb7Llk3ydzdlcQe2cQm+Sb7PtZ4yZrnMzvrG9Lcph1Z6Rjz8o5kZxTyT2QjHstiE3mIemnkrW4DGKTek/m7HoQe3X0Xp/nqDJHvS6SHb2f6jU0goT7COptqQ/ck/3R6/t5JD3KEuQw5vTkfavn24OK2HrWky+9nscenEE9OIt7r3/fGPV7fwTzNoL1SOasXybnSX0frUEO27mew+Xd9fnt0XlSH3c/13vyG2uw54Iz+MaN+pzdvKvek2+j3pOPy3q++17f9yM4/3rQH4ygJ0/OkrEFZ1qwxmMPzrM9GHfNevJk7KgP7EHOUcsY3PfBHd6DcceknnyMej/Vl6B+kgke9Xrfg95rXL91Pbnf5AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWKd66DkY9iKIHUFs8iY/KzbJN7EGsfukcXsQuwWxST0k+V5OGjd1FdYuMSvfZD1mnRFJvsm4yZzdHcQmZ08yv3cEsUm+yfwmd0YyvzcnjZvUQ3JWzvpZcjK/Sb6JZNyg3WittXYjiJ11hyf1nnxfMu5V6GWSfJPeYNb8Xgtik3P16hhLff/34L7dz/W66Eu93kavx/akjns93xH9caN+d/SgjvfgTlq24Hzt9X03elAPyR3a5/Xk0doFY+9Lfe2WPVi74PNGD4L34MzcgvW4qNfECPbcPoL53erjnkewP9d6j7veHZxpoz6/y0W9J++jnu+Ny/r8ns/1O2O/WZ/f817vybeg1kew6Ze9flZu5+TeKoe2pQfzG5ztSQ57MA9Lz3ryMakn78E6j+C87knPGIw7gvppQY80qyfft3pv0JP7MJjf0YOePDhX74vf5AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWKd66LVg2OTtfASxWxA7SzBl7RzEJt+WxCb5zprfWfWQfNsexM7MIzFrPZK6TOYhiU2sQWyyzkldJmtxGcS+PYi9CGITs87gJHbWut0MYnsQm6xxsm7JnCX5JrHJ/CZnSbIWrV2NfT8rh2QuZu37RPJts2pt1t64Cn3l/bDXe/KezPOpfh/swdwtwZE5km3X6/1X34Pzag/qYqnH9r2e796D+S1HttaWILoH/cEWrEXPevIR9Cl9BHkkV9haX4+kfJIkerA/x0hiy6Gt7fUNugd3x3YO6vKiPsHjsn749P72cux2s343n4I6S2p92+rzcPNGPfbyRn3d+l5ft+1c733GVr/Ht62+xiPoqUZwx/W9nu++1GOT+W1rvdDGZdaT9x5czMH5Pkb9+3rQHIwghz7qc7EvQU8+6Vkkuj9HvdaWoDfYgktuDfbyGLeuJ/eb3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAO61QPXYNhtyC2B7HXgtjEZRD7niA2mN5oHpK1OAexyc88knyT2JtBbDIPSQ6ttTaC2GSOE8n3JWuXfNusGp4lmbNEMmeJWfneCGKTb9uD2GRfJOMmscldlKxFEpvcL4lkz8+asyQ2OUtam3dOJePO2vdJL5Ocq8meS77tYtK4SQ0ntTardq6QUT+DxpjTky+9XsdBuq0HZ+be6z35Eqz1SPbdVv+4ZVJPvo8k3yB2qffkS1STYb94qu/pfq7PcXQb7Mk619duBFnse72G96CGg+mN2ok1mLMtyGHp9eDk9LsMers9GHic6j35dq5/2xj1xdi2+r7Yt/q4+16P7cGkJfutL8EFs9Xvl2B6277W93wP5qwt9Tlbkvk9Zb3P2IMN2oO7dg3qPcghOCLaPuq9TO/1c3UE930fQcIj6MmD+d22oIaTkzVYjHELe3K/yQ0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsE710D0YNomd5RzEJm/9twWxI4jdgtgexAZLHEnm91oQez2ITeYsWYvWWluD2GQ9Esm4yZ6b9bOtZD2S+U3yvRHEJnWZSOYhib0IYu8KYpM9N+seSGKTsyfZQ7POkyQ2yfcq/Iw6uV+SdWttXh9xFfqT5PxL764Zbk4aNznTZvVTV2Ef3Q+jXsd9CWInHW1jre//fllfk2UPevJRT7gv9RoaS/3c3nv9zOxBGa+9Pr/7Uu99xlLvD8aoJ9yjQmtt3+tn5ljr6xHdzufgfr6Y1JMHCa9BAY0tuJOWer77Uu/J+6jX5R5M77LX52E/BzUc3F+Xe70n3/egJw8mYgtiR3C/jL1+9owR7KHgDG57fWOM4B4YvZ7vstf3RZBCdkgt9ftlbFlP3oPeOfm+JehP9qR8gtixBPdLUGtRjxTE9lO9J89eqOpnWk/2UbCXl3HrevKDdvcAAAAAAOCRGwAAAACAA/PIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDDOtVDRzBsD2KTd/Ybk8a9FsSeJ8UGS9H2IDZZi2SNE8k8JPnONKvet0k5rEHsrPqZtXbJnM2ah0QyDxeTckgk5+pVmLNZ+yI5p2a5GcTeNmnc5C6aOb/J2ElNzLprZ8UmeyP5tln9yV1B7PUgNnFV+oh5eq/X/N7r87H0eu88grujb8G4S9CT93odj1GP7b1e80uwn/egNscpWOPkCAzmYdmDfINtl8S21loPPnAEc9x7vb/swXq0HtxfW71+km/bl2DflyNbW8acnnwE+2gEV+gW1HDr9Z48yWEJYve9fq4mc5Z0HefkDt2CvTmSekjO9nJo+NIR9M5b0JP3+rh70H/1ZH6XsCff62MvwSyP4PvW4Kzc13psPwfjBv1UXyb15GNOT76Mek++J5dGcuEn18t98JvcAAAAAAAclkduAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAAByWR24AAAAAAA7rVA8dwbDJ2/k5iF2D2ESSw1WQrEXybUE5RGu8TRr3WhA7c42T9UjM+hlUD2Jn1VrybUls8m1JvSdnT5LvjSA2qfdZ5/WsWp91Tt0MYpPaSexBbLLGSb5JbLIWybelkpyTPJLYZN/P2hvJuEnsxaRxkzlLzr9Z/V9ynlwdY9TXZNnrZ/xI9n+vr0m0O0aQw6QtugXHxNqTgevf1tegNs/BPb7Ue/J9Ccbtwf21Zz15T47tYD1GUj89mIugJHpw1+17feDe5/TkI5iH5NuSs/gyWLh1S/Kt30l9D+p9ra/bHqzFHhTaHuyhEZzBe6+v277Ve/I+JvXkoz4Ry6iv8X6q5zv2euwSnJXjivTke3JgB4U5gp6jBT1SUmo9Gjc4r4OefCQXTHBW7mvQkwfjRq9ZSd9zK/+9AAAAAABwlXjkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCw+hhjlAL79WDYUxBb+tf/b5dB7LVJOZyD2DWITfQgdg9ik595bEFskm8Sm6xbEttaNhdJbLIeSc7JelwEsVehJmblkOzPWXs5GXfWPkrmLDnbk3W7GcSme3mGu4PYWfvtRhCbmLUvkjprLbtrZ/28Pqm1ZM/NMmtvzDpPZs3vnDt5jOScmut0rd6T771+bve9viY96MlHD3ryHuQwgnOi18+rkbRqQW32JRh4r9fxGMG+60m+9djiHyf/MDZY49Za670+Fz2Yt9br65HsjdGD9bio9wj9MpiHJIdgndsa5BDUZQ/2Z1+D2GgpgjNirc/ZEuy5sQYJn+tn+wj2xb7V77o92BdBaNZR7fWefAt68j6CORv1nnwProE1qPV9D3ry5M5orfWgJx+TevK+BAW0f/B78i3IN7iKovNki3qDpP8L+ohtzp18vvzA55Tf5AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWKd6aPIefncQuwaxQbptXIHYcxCbzEMSuwexWxCb1MNVWIuZkjySOU7WOVmPpC4vJsUmdZnMbw9iE8mcJTkk3zbr/EtqMsnhMohN6jepnSSHZNzErNqZNWeJ5K5Paqe1rIZnfV8yx8l5fXNSDkn9JPs+OduvwrhX4c6Ya/R6XfRR36dLUMd7sqdHfU2WXo8dwbgjOIuXpT4PI4jtyVk1gpqP6mHO/CZrvCbbubXWg1Lbk+9b6on0ZJ1HfT3GFvQIp/qZue/12GUkdZnUT/187cEV2vf6nPWlnsO2B+fUWi/KpCbbZb0mR3AG70k/nNRvUDsjyGEPxu3BNT4u67Uz1vrAI5izviRzlqjf9X3LevKxJvs+OE+CFncJ7rkRHCj7CHryIIc16C/3Xt/3e9I7B+OuW33ckfTkSe3st64n95vcAAAAAAAclkduAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAId1qoeOYNjrQewexCaScZO3/iR2Vg6XQWwPYtcgNqmH5NvOQWySb/rznCSPLYhN1iNxLYhN6jLJN5mHpH4SSU0k+SZzlqxFkkNwXEeSvXEjiE3yTfZbEjtrvyXfltT6rNgk36QmZ+23mWbdibPmLZGMO+tsn3X+JZIzbdYZMdle3/9jr/fko9fvuh5M8wju0H0LBg6SWEaQw6iP25OefK/X2+j1/dxHUA/Bt41Rv2/7RT3fsWc9+djreYylfq6Mrb4eScpLD87BoC57UD89OF/3Xq+f4IhoywjupL2e7xacJ+uor8Xeg9q5rPdVSbWP5GBdgp58q+c7gj579OCMOAfnX1Bn+xr0uGvQOwfn6nKqx257sBbBvoh6wOCcbK1FrdJ6UY8dl/WBtz24E5N5W5K7tj5s24L1WOvzsAbn1H6un38jOf/Kka21oKcby63ryf0mNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDDOtVD92DY5O08ie2TYkcQu07KIZnfZNxEksOsfGf93CWds2BrTKvLWTWcxF6FurwKezmR5JC4DGKT+p1VD8m4V6HWE7NySM6/LYhNzNoXqSSPZC6ScW8GsbN6mXMQm+zPWeucnFNJDrN6g1n7aK6l19d6v6jP3djrsX3M6Wf2Xj8zl6CG9l7PYYz6/PYt+LZyZGvtVI8e5yDftZ5vH8G+C7bSCHL4wzzm9ORLUMMjiV2Ce38EsVtQE6c5PXnfg3GDedi2+l5eg7JM1mIkNdzrd93Wg/pN6iHZ95N68n4O5jf4tqh6kzkL7pc9Of/O9eJZk+Nhqe+L4NqKW6qe9GtbfS72ZNx9Uk8e3OFtqffk+xIsSHD+JUdwck61oNZ60CvuwRKvySF8H/wmNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDDOtVD10kpbEFsksNIEylKfi6Q5NAn5ZDM76wcLoPY60Fsku+NIDYdew9iL8I8qs5BbFKXyTonc5bUZeJaEHsV9uescyqpyaR2ZtVvUg/JnM2KnXUXJXWWrFsiqZ0k36DdmJpHchckOSc1kaxdcicmc5bEJvNwc1IOV2FvXB17n9OT971+Fo+lnkPf6+fgGnzaCO7bJIek3va1nsMS3HV9r+ewLcE8TOrJ+6jn2y+znnw/BWPvwbmyBD1N9Gth9TOoJz3CqZ7ECGp4bEEPlhzFo96Tj16fhxHsjbYFC7cGOQQpJDU5kvsrqN8RLPEIgrdgzvoWxAb10Pbg0liCuygo9m0P1i2onTGS8yzY83vYk/d6HluwOZagJx9rkHNQEz05r3v9TozW7iKIvRnMw1Lvydcg3xHUWtuCvXELW1u/yQ0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsE710B4Mm8QGKbQRxG6TYq8FsbPyTeYsWYs9iE1+PpLEXl6BHFqbNxfJeswyqyYSSQ0neyPZc+cg9og1XJWsRfJtaxCbrNssF0Fsku+se2DW/CbjJudD8m1pfLJ2yfk36zxJ8k0k+c66B2adJ7POv6twJ+fGXs97Db5xH8kfC+r1Nnp9P/cR7P1e78lHkG9L8u31OevBum1bfd/1Xt8fI4qt79ElGLclsa21tgdzsQTfN+rr0YOjIiq1IIdtBPMQHNtJDSd7uS31iVhG/Q7d9/oa96Vew30EtXMZ5FCObK2twVpswbf1oLcb9XVL6ixpUcYI+qRkw+312C25B5Yr0JMH50Pbw558qccvS33tkvNvT+Ztn9OTR112sI/2YB7aKbgHgp5824PzJOjJk+25bbeuJ/eb3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOq48xRimwXw+GLQ35v50mjduD2C2ITX4uMCuHWfOwTsohid0nxSbf1lq2zunYVcn3nYPYpCYSV2Hcq/Bzu2QvXwSxs/Z9IqnJWZJ5mFUPyfwme3OWZB6OeAZfThp31j6adV7P+rZknZNxk72cmDNnY7w7T2WS9aLekxfb/NZaa32p9+SjB+OOYE3W+h3at6Dm9yCHUz2Hsc25m0evn5nrEuQQ5DuSvb/UY5Nva621EazzEtw1PSiJsQbfN+pnfLI3ohsp+rgkNMi319ctOE6yW6bX9/Ky1HvyPZi0vgQZJ9ftqAcHS9GCKWvnZB72oB7qKbQ9ie71vZlcW9GfTILFGOdgjYPiGcu8nnwEPfkY9XHXZJ2DBdmDmkjO1RHUe1TxwV3bg75nCQ7hrHsPvi2468/bB+7Jr8KLEAAAAAAA3C8euQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4rFM9tM/Loix5k98m5TCC2D2IvQhik29LclgnjXuelENSk8m4rWXrnJhVl+n3VSVznMQm9XMVJPlehXmYlW8iGTfZb7N+NnsV9mYyD8m5OuveSr4tPaOS75tVa4lk3CTf60HsrLW7e1IO1yaNm6zFrH0/V+9BDU072upn8djrSfRoi9aDe6/X0Ngn9eSjnsMa7NERjNv7nJ58TOzJl1Ff5xG0CKPX1y5IoS3B90X1vtbneOz12L4H9ZO0YMG3jaR8luA+SM7KZB7qo7axzenJs08LgpfgXN3rBbFHr07BnZFM7xLszXN9HvagZx3Bph9JrSfn9Z6dwX0P7o0lqLW1PhdbkEJPDtbg8Ol7vSfvQd+6r0Fd9npPntTPGPWefARnZXSenG5dw+o3uQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAc1qkeugfDJm/nY1LsGsReBrHBlEU5zPq2HsRuQWxSD4lzEJt8WxLbWvZ9SeysdU7Wbta8JTkkZ8SscRNX4eeBs87KZH6vBbGzzohZ35aMm5hV68nenHUXzdybSXzyfTeD2Fl9z6y6TO7PJN8kNslhVr3/2TeC2uyn+vqNoN6WpDZ7sEdHvSff13pPviTnxKh/Wx/BuL1ex9se7I+9Xg9LsJ3HqO/nnuzRYB5aa20swVncg70RrHPbJ/Xka30uxlaPXXqQQ1AUWzBuT+6OpCT2pIjnDNt6feCxf/B78hHsi8ganJXJt23J/NaHbSO4D09BrZ+DfRzcGck9O4L57clF0FobwV7uyX2/13vysQZne/J95zk9+X4K7s/g8EliW3CHj+BsH8Ednhw9t/KUugovNwAAAAAAcL945AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsE710DUYdkyKTXLYJ42buAxir8Kc9SA2+flIku+sn7vcCOMvgthZeyOp4WArt21S7Kx1TmLPQWyybrPqPdlziWTdEsmZlnzbrD2UrNusWk/28ax8E7PugZmSfT8r56QmkvM6+bak1pJxr4JkfhOz+r+5ljHpzOz12H2v59B7vTZ7D74t+LTRJ/XkS5JE/duWpX4Wj0k9yrLUx92TaQh78nXUe/I9mOM9WLsenK97r5/xyzanJ9+DvdxGUD97PbYn98wS7Ptez2EJ6n0E/U9y2/YRrHH0R7/6mbb04DzZ6msxokN4Uo87khySu6ie71iCfJMtH9wDyfwmU9Za+KfVXt/3/Rzs5eBpZk8upCU4r/fg2/Y5PfkeLEaw7bPXi6CAklpb11vXk1+VP6ECAAAAAEDMIzcAAAAAAIflkRsAAAAAgMPyyA0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh3Wqhybv4XsQ269A7Ahiz0HsGsQm85vkm8RuQeystUgk3zZz7Fl5JDUxq96vQmwyD1fhnEokOcyas1l7edb8zqqz5Lye9W2z6nfW2Z7kexnEttbaRRhfleRxLYidVcPJOs+q4URSE0m+N4LYoLWN9sbVsQfzPEZ9rZelXsd91GNHENuX+v5YtnpPPk71ehu9Pr99r+fbk72/1GuzT7rH9+iID9Yt2fqttX0Lxu712GDY1pb6ZJySOQ5qYgTfltRaEpvsjRHM2RKcU8l5MoIaHr2eQz8n8xskEZzBLZiHfZ/UtwabaARne9If9CWonWR+owMwmN9T0HdsyT07sSdf6j15ssp9recxtqAnX5NeJsg4OKeSGh5B/QTHatuDGl6Si3nUe/K+BD35uHU9ud/kBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYpznD9kmxiTEphyR2DWLPQewWxCaSfJN5SNZiVuxFENvavO9Lxk1+BnU5KYekJmbV5VU4I5L9maxbMmfJWiT2K5DDrPlNrrhkLZJxkzpLckjmIdlDST0k+aZncJJHIqnhWfdR8m2zfhdhVt8za85m7blj/q5HD9Ie52D9RhAb5ND3+pqMPckhiN3re39ZgjtpD87B4PjpQb57r8/DEuyPsQV7aZnYkwfrvI96HmtSa8Gm2/d6T96TGk4KaKvX5QiGXYJ8R3DV7cm5vdf35xj1dVuSnuZUn7SgJFs71yetBwuXHO1trc9vX+rz23twjwfn6kj6g+QuCuqhBxfi2OqL0Sf15D09g/egLqM/tif7KNhIyd0VHFR70vhEPdKcPm1Zk3moxyZ7eSQ9R9Lc3odjdvcAAAAAANA8cgMAAAAAcGAeuQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWKd66DkYNnk734PYRJ+Uwwhi7w5ik3yvB7GJJIctiE3m7Kr83GUNYpP6Seb4RhCb5DtrnWeNm8QmLiblkNR7cARHkvM6qZ1ZZuUw696aVetJPVyFmpy1N1vLck5ik7VLJOMmZ8+s/iSR5HC0nu6Y+s362bZe1M+2fQnmLjhe+6T125d6zfct6Mm3er79VO/Js1MtyGGvn8UjmLNlD2onucbDq6Ov9cHHGtTwZX2OR9CT96Cn2c/1HJaLYOJOwbeNoH62emwPtv3e6/fiGhTQ2Ov1Ppag/7msh+5r/bA89aDWk3YtaiXqOSRrPPbg0liDnnyfc1b2oB8eybjBGTyCHJalnkOwLe7JpJxHELtHd205NKuJ4Oxpo76RkrMn2UfJZh57sPGD66Wvc3q6cQv/GHNVXhQBAAAAACDmkRsAAAAAgMPyyA0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAwzpNCW1bEDuC2ORNvgexiauQQzJuEnsZxM6ah4sgNqmzVFKXSWwi2XOJJN89iJ1VE7POiGTcWbWWzENSD8m6JbHJPKxB7M0gNpmHP8u1k+Q7a40TSQ6tZXsjmYvk+2adf7NySFwLYpPeINn35yB21v5Mzp6rY7+on4NLr9fb2OpzN071NVmXYD/fqIf2vZ7DCHKIfgNoq4+b5DB6fd+NpZ7x0us57KPeky8jqLPkmGitLXu9LnsQO4J2Yg+C16Dc+1LPdx/1+6CPYG+MIOE1WIukLoN125eg1oIrNNkbI+hFe5DE3uuxY5vTk/fgXtyXYB56cDf34BQOxt2D+zC5B5aLYL9twRqfgjVOpjfZGK21HvTkI5m5YC+3Jcg5OP/aPieH5NNG0pOv9d5guazv+22t9+Qjul8+OD253+QGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAAByWR24AAAAAAA7LIzcAAAAAAIflkRsAAAAAgMPyyA0AAAAAwGF55AYAAAAA4LA8cgMAAAAAcFineug+KYXknX0EsbPyDaas9SB2C2Ivg9jrQew6KYdk3WatcVoPydrN+lnRrPW4Ct+W5JDURDJnybizJHV5M4hN5jfJIZnfJIdZZ2VyXieSOUu+LXEOYpN9nNTZRRCbrsWNSWPP6g0SyXrMqp9kHmadwUlsMmfJGXFQvb5+W1BCSzLP+5x+bUQtY33vL8Fe2ka9hvoS9F9bvSfvp/r+6GNST77UY8cIzpQktrU2lvrajaSGg6noW309xhqsR/BtbZv0badgfs/1gfclqOG1Pm70J4ggeCTn1FLvlXqQRJRDr89vcv6Nnkxa/awcwXmd/RE/CA6+LbqLer0n35dgH5+Dnnyt9+TRWrTWetKT9/rYPehloj/2BCWcrEeyl6MSDuZhDQpzXA/O4D3oyXtQwz3oyW/h04zf5AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWKd6aA+GPQexaxCbSPKd9daf5JDMQ5Lv3UHsHsReBLGJEcQG5Rt9W2utbUFsss5JHpdBbDIXs6RzXHU9iL0RxCb5zjojknGTfJN9NOsMTu6B5DxJ8k32ULKPZ0nWLZmzWfUway1ay8605PuSPZd8X5LDrN4gyeGuIPZaEJucU8m3JedJUjvH/F2PZQQ1tNXnbizBmgRL3fd6vmMN1iQo+dHrOfS9Pg9j1PNdlnpPPkZ9gnsP7oNk3YIJHr2+70bYL/ZR78nHkqxzMMejfoftoz4XPZiK6LRa6gMHpdaWNejJR70nH5dzevKeTNoS7OWghvctOKiSMzgwRnAPBP1lH/V8ew/20Lm+j4MtH22i0ef05Mm52oL5bed67LJmPfnYgr5qCe6NPdjLSc84ghxOST8V1PupnsMS9ORjD3ry4I5rQd/TetCTn+q1swf1cF+O2d0DAAAAAEDzyA0AAAAAwIF55AYAAAAA4LA8cgMAAAAAcFgeuQEAAAAAOCyP3AAAAAAAHJZHbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYZ3qoSMY9loQm7yzb5NiE8k8JN+2T4pN8g3KIZKsRTJnybelLoLY5Pt6ELsGsYkkh1m1dhXmLMk3iT3aGidrkcxD8m2z6iyJTXKYdU4l65ac13cHscn9PWvdWmvtMohNai35vlk5JPOWSMZN7rikLmfNWWLWXr469lHfT0tQ82MN5mML7o6lHjuCchvJuTLq37Yu9RrqvR47liDfXj/jxzkYNrjzR7I/9vq3reHWH8F5tSbft9SLbQTnVXSq9CCHoNZacEbswZz14D5YgzkbvZ7vCL6t78H87kFhBi3YcgpyGEH9Bnsuqt+kzoIc2hqsW3CPj+Bs71uSb7Ju9YLoI+jJl/r93bdkzrKefCS9XbKPgv5kH/Uc+lLPoZ+Teq+HtlM9eFnqd9wWNUn1OVuSizl5Orisz8O63Lqe/JjdPQAAAAAANI/cAAAAAAAcmEduAAAAAAAOyyM3AAAAAACH5ZEbAAAAAIDD8sgNAAAAAMBheeQGAAAAAOCwPHIDAAAAAHBYHrkBAAAAADgsj9wAAAAAABxWH2OMD3YSAAAAAABwf/hNbgAAAAAADssjNwAAAAAAh+WRGwAAAACAw/LIDQAAAADAYXnkBgAAAADgsDxyAwAAAABwWB65AQAAAAA4LI/cAAAAAAAclkduAAAAAAAO6/8H2EKqnE1vTQ4AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/nonlens_43105425654023039.fits\n", "\n", "=== Inspecting FITS File: nonlens_43105425654023039.fits ===\n", "Filename: /home/ia/rparlange/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/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/39899653474376568.fits\n", "\n", "=== Inspecting FITS File: 39899653474376568.fits ===\n", "Filename: /home/ia/rparlange/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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set1_N5/cubes/FP_612.fits\n", "\n", "=== Inspecting FITS File: FP_612.fits ===\n", "Filename: /home/ia/rparlange/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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a82trFi5cuNH+Tu7vAPcGv5MbuNe9+c1vrrGxsXr1q19dN91003r//Kc//Wm9//3vj587PDy83k8BnHHGGTU5ObnZbR3UoYceWpdeemn967/+63r/bPHixbV69ermbbi7xz3ucTVr1qz6z//8z4H/zGWXXbbJD0IPeMAD6lnPetY6/9sc++yzTz3+8Y+v0047rSYmJmrhwoW1zz771Ac/+MH63//93/Xyd//XNffff//69re/Xf/xH/+xzj8/99xzN6stAAC/Tdy1B3PqqafWu9/97vr//r//r17/+tdHf3Zz7tprXHbZZbVgwYLafffd7zEzOjq63p17Y/+tnUMPPbR22223esc73lHf/va3N5gZ9Kel99tvv5o/f3793d/9Xa1atWq9f77mXp7c3wHuDX6SG7jX7bLLLvXxj3+8/uiP/qge8YhH1Mtf/vLaY489auXKlfWtb32rzj///DriiCPi5x544IF1zjnn1IIFC2q33XarSy+9tC666KK1/zphSyeccEJ9/vOfrwMPPLCOOOKIetzjHlfLli2rH/3oR/XJT36yrrvuuo3+K4kbcsEFF9Tll19eVb/6j/v88Ic/rL/5m7+pqqrnP//59ahHPeoe/+zo6Gg9+9nProsuuqj++q//epN/180331w//OEP67WvfW3Uxt/ECSecUC9+8Yvr7LPPrqOPPro+8IEP1FOe8pR65CMfWUceeWTtvPPOddNNN9Wll15av/jFL9b2xZvf/OY655xz6jnPeU69/vWvr7GxsfrQhz5UixYtqh/+8If3WvsBAKYjd+1N+8xnPlNvfvOb66EPfWg94hGPqI997GPr/PN999237n//+9/jn0/v2nf3la98pZ73vOdt9Hdyp2bOnFmf+cxnar/99qunPOUp9cIXvrD23nvvGhsbqxtvvLE+//nP1/XXX18HHHDAJp81f/78OvPMM+tlL3tZPfaxj63DDjustt9++7r++uvrwgsvrL322qv+/u//vqpq4Ps7wL1BkRu4Tzz/+c+vH/7wh3XqqafW5z73uTrzzDNrZGSkHvWoR9V73vOeOvLII+Nnvv/976/h4eE699xza2Jiovbaa6+66KKL7vF3xG1Jc+bMqa9//ev1d3/3d3X++efXRz/60Zo/f3497GEPq7e//e21YMGC+Jmf+tSn6p/+6Z/W/v/vf//79f3vf7+qqh74wAdutMhdVfXKV76yXvSiF9UNN9xQD3rQgzaa/fSnP10jIyN16KGHxu3cXC984Qtrl112qXe/+9115JFH1m677Vb/+Z//WW9/+9vr7LPPrttuu60WLlxYf/AHf1Bve9vb1v65BzzgAfW1r32tjjvuuHrnO99Z2267bR199NG1ww471Kte9ap7rf0AANOVu/bGrSm+/uQnP6mXvexl6/3zr33taxstcldld+01/vu//7uuuOKKOu2006L2DuJhD3tY/eAHP6jTTz+9PvOZz9QXv/jFWrlyZd3//vevJzzhCXXiiSeu/Y9QbspLX/rS2mGHHeqd73xnnXrqqbVixYracccda++9917nv88z6P0d4N4w1PkN/wC/lSYnJ2u33XarQw89tN7xjndsNPsHf/AHtc8++9T73ve+e6l1AADQX8lde403vOEN9Y1vfKMuu+yyLfqT3AAocgP8VvvEJz5Rf/qnf1rXX399zZ07d4OZL33pS3XIIYfUz372s1q4cOG93EIAAOinQe7aa9x22221aNGiOu+882r//fe/l1oI8LtDkRsAAAAAgN66333dAAAAAAAA2FyK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAb80YNDh3aKhJAyaDbNKCqSCbVPqT/0pn0obZQXZVkE3eLXluMhatxi3JprM36bdWfZG0YXWjNgy8QVTVRJAdbpRN5kSylluto6R/k3FL5sPMRs9N+izph+TMSN6t1bglz211brX6bvaKIDsSPrvVfxG71bnRKtvqvG+1/yX9OyvIJv2QSPphYhr9d9qHHhzMol8GDx4LsskGkGzGrTa3VpOo1cadbBTJYmp1mUgugXOCbFXV0iA7N8gmF4pEMt8TyXgk2WQOJ5fyRNJny4Nssm0n+18yh5P5m/RDsgcnkne7M8gmxY55jdqQaHV5blUgWhJk0z0qucS3uhskVjZ6btLe8SDbqhDYam9PzpdEsOa6xRvf3P0kNwAAAAAAvaXIDQAAAABAbylyAwAAAADQW4rcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG/NGDQ4FTy0a5RN2jDwi4XPTb4rkDx3IsiOBNmVQTbps1bPTd5teZCdFWSrqiaD7OogOxy2Y1Ct5nvybkkbVgXZZCxmBtlW+1QrQ0E2mWet3i2ZO8m7JfMhySbrIpH0b6vzJemHZO6MBtlkjFMrgmxyFiT7VHJ2JeOR9Fur+dNqP2nVD8m4JefWtLIkyI4F2fG0IQ2eOzvIJgOYbFhLg2xy8Wi1SJOFl3zgaHV4pAfCnCCbbPLJ4ZFsLMl4JPMymRNJnyXzslU/JHMiebdkXt4VZFtdPJLLcyLZg5MP+QsateHWIJucA60+rLb6sdFkzSd7SSqZ762KB60KAsm8TN4tmROtPuQn/ZCMcbJHJHe6pL2b4Ce5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAemvGoMGp4KFdkE2q7CNBdjLIJpJ3mxVkVwXZ8SCb9Fny3LEgu7pRNnm3pH+rsrEbCrLJ+yXPTeZlsjaSNiRreeCNJ3xuqz6bGWST9ib7ajKHkzYk/dBq3JJ+SNZmq3XR6owbDrKt1nHybslzk3eryuZE0o5WbU76LTkHWu2ryXmfjEXShlbrczTITgTZaSXZCJNBSbLLg+zsIJscdsmCTiby3CDbavEnl9zkkpKMWzLPEivCfNIXy4JsMn+SOZwcHq0+ALa6PCfPTcY5WUdJ/64MsskYJ/tJcigl6zPph2RvnxdkkznZav9Lxu32IJuMcdLeZL3dGWRbfUirys6YpB1pgWZQyaUx6YtWH7CTtdHqg1oyh5MxTsYivRtshJ/kBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6K0ZWzxYVUNBdnWj7GSQndmoDSuDbNJnrST9MBFkk++kDAfZRPrdnGScW71fMieS+d7qO1tdz56b9O9UkE3am2RnBdmkvcmcbLX/Je82HdbmqiCb7KvJc5P5Ox2+mz0e5pM7R5JN1lyyrybzJ5kTyVpO1kbShqR/VwTZZN0nc7jV/jetJBtssviSiZFIBjDZ3JLLaGIsyC4Lsq027mQ+tJK0N51nrTbjVhtLshEmc2J2kE0k6yg5RLcKskmftdrkW10QkvWZHLgjjZ6b7GnJQT4vyC4OsomkH6bDZT/p3zlBNv1gkOST90u0Kowkd6RWhZxWe0/y3FYfTlqto02YDp99AQAAAABgsyhyAwAAAADQW4rcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FszBg2uDh6aZGcG2akgOyvIrgqyyXcFkvYONcomY9EF2WTcBp5kVbWs0XOTbFU2J5LxGA6yyXi0mj/JfE/6LFmfreZwq/XZ6juHSRuSsUj6odUeMRlkk35I2pvMyeS5iWTuJG1I5kMiaW8yblXZvEzakWRb7VOtzoFkza1s1IaRIJus+6R/W82HaSWZRIlksJOL1YogmwzK7CCbTPrk3ZL2Jm1InjsaZOcG2WSRJnMyPZSSeZlsFvOCbDKHk/mTbNwTQbbVBSg5nFtdPpILRas5nIzb8iCbzMlkrifjlvRDMhZ3BtlWhZykvfOD7NIgm+zXyTmQ7FHpB5nk7Erer9WFOOm3sSCbrPvxIJvsU60u2kl7kzWXzIf0w+JG9PZ+DwAAAAAAitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAbylyAwAAAADQW4rcAAAAAAD01oxBg1PBQ2dtRkO2dBtWB9mk0j8UZBPJu7VqQ9IPk0E2GYuRIJv0Q9LeqqrhadKOQSVjl8y1LsjODLLjQTbZTwbe0KrdOmq196wKskmfJWOcZFvNs2RtJm1YEWSTuZPMh1aSNow2akO697U6l5O9J9nTWs33VnMtaUOrc6vVPSLZ/1qdA80lk3NlkE0O0WTStxrspB+S7NIgmxxKySU36d9kY0smfTIfkmxy4FZVLQuySR8n83J5kJ0fZJPNeDpcKFp9yE/eLVlzrS7lrS5Wi4NssuZa7VMTQTbp32TNjwXZVntwMsbJc5PzO+nf9LKfnJ/JGdPqw22yXydrI5nvSXuTeXlHkE36Nzm3Ws3hLXi++EluAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3hrquq4bJDh7aGjwhwYNWB1kk+cm1fskm7R3OMgm7zYVZBNJP0wG2ZlpQwY00MT9f5L+rWrXx8mcSNrQqi+S+T4d5sSMIJv02apGbUj6LBm3JNvq3VpJ1kWypyXPTdbxrCC7PMgm8zdZb63OuHTutDrvk/ebDveTZJyT9rZay63mT7JXtrp7LRvsunyvGNomaHmyyScdkkyiZCNc0ei5yfC1mpxJG5YF2eQAm9foueNBdm6QTU0E2WTskrm2dZC9Ncgm6zOZayNBNjnAkrEYDbLJQdOqDcke0eoykVzuWhVGknWf9FmreZb0WfLc5N1aXexmB9m00NHqgtmq+NRq/iRnV3L3StrQ6rxvdcVN9rSVg0e7OzfeYD/JDQAAAABAbylyAwAAAADQW4rcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FszBg2ubvHQMNsF2VaS7woMBdmpIDsryCZ9lrxbMm7J3Enam/Rv0oaq7P1atqNFG1YF2VZzotU4TwbZZCySNgwH2UTShmTckvmQ9FnSD8m7JfMsmQ/Jc5P9emWQndmoDcl8SJ7baizSfKt2JPMykfRxq32q1X2q1Rxuta9Oh3vlZkk6JJlEyWaxIsi2OsCWB9m5QTZ5t0TSD7MbPTf5EJFcEOYE2VSrD1RjjZ67OMi2+kCVjEfy3GRtJHMteW5y0IwG2VYHTdK/rdZnsq8mF6Wkz5I1lIxxYjzIzguyyWU/GbekH5JxS+ZZVbsLZvJ+yX59Z5AdCbKtPhgk532rDwatPiClHwC3ED/JDQAAAABAbylyAwAAAADQW4rcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FszBg0m1fAkOxRkuyA7NQ2em2QTq4Js8m6tvuMxGWST+ZD0b/puw0F2dZBN+mLgxVnZnEj6olV7W637xMxGz036LHm3JJvMyWQsWp0DiaS9rd4t0eosSiRzcjTIJn2WzMmqbA9uJdnTWt0jRoJs0sfJ/rcyyCZzrdVZNB3mTnOtNvlkci4IssklZSLIJu29M8jODrJzguzyIJtsKskYJ/27NMgm/ZB+QEo2oWRtjAXZZUE2OTySjTBpQ7LmWpkbZG8Kssn8SdZyctAk/ZscuK0ugomkf5P1NivIjgfZ5KKU7JWt3q3VpTzZd5I9NW3HiiCb9HEyJ5LzKGnvkiA7L8gm+0mrIkrSD8lFO1kbW3D/85PcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvTVjiwerqguyq4Ns0oakep+0dyjIJpI2TAbZ4SA7FWST9ibZWUF2ZZBN5lkqmWvJ/EmyydqYDnMieW4y35N+SLJJe5PsdNinkvmQ9FnShlVBNpG8WytJnyV7WtK/yTxrdSanY5G0o9XaaHluDCp5t2Q8xoPszCCbSN4tmT/Jc3v7kx4rguxIkE0WSDKJks1tfpBNDo+kz5LF32rjTi4/ycUjWdDbBtmkH9IDIVmoSXZ5kE3mWjLOyfpM5uVYkE3am2ywdwTZOUE2GYtkbYwG2USrcZsIsq0+TLX6oNhqTibPXRZkZwfZZIxbnVvJ3KnKzo3kDF8aZJM5nJwDydi1Kj4l/ZvMiURyFiX3v6R/kzHehN7e7wEAAAAAQJEbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3poxaLBr1ICkyj7VqA3Ju7X6rkDybq36bCjIJn02s1EbknebFWSrsj5eHmTnBNnJINvKqiA73CibzIlk3FYG2dlBdnWQTdZRqzWXrKOkDUk/DHwQVbv9L2lvq/26VbaVZI9K1nFVNieStdxqn0ok7Z0O95PpIHm3pM+mwzm7WZIFknTIiiA7EmSTy0/ShqQfkoM8WaSLg2xyOLc6GJPNOLkEtlqkVdlCTS78yZxI5uVEkE3Mb/TcpL3JHB4LskuDbLL3JJJ51urDbbLmkvnb6oKwLMi2OreSC3wybsklsNUH0GQ/S/aouUG2Kmtzq/2v1TpKnpvsPcl+kmRbraNkjEeD7HiQTT8sbsRv82ciAAAAAAB+yylyAwAAAADQW4rcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FtDXdd1gwRnDg0N/NDRzW7Oxk02yg7+ZlUzguyqIJt8t2GgAft/poJs8m5JnyWS5yb9MBy2I8mvDLJJHydjl8z3VuOcjEfS3qQfknWU9EMi6bNW+1SrPkvGeHWjNiSSdZyMRdLepB+S9iZtSN4t0ersrMrOz1ZrLmnzdOjjRKs9IpH02awgm6y5pB8mBrsu3yuGxoKZkXRe0iGJVl2XPDeZyDODbLJIk40tkbQ36YcVaUMGlB4Is4NscilPjAXZZHObCLLJ+kzmWvJurS6Nybglz03Wxl1Bdl6QbbVHJM9NijPJIZrM9WQd3x5kk3dL+mxJkE3mQ7KvJmt+TpBNL3bLgmzSx8n6TLQqSrQqEI0E2VbFmWSuTYMPEd1tG385P8kNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAbylyAwAAAADQW0Nd13WDBMeGhgZ/aNCAqSC7KsjODLIDdUDjbNLe4SC7MsgmknGbFWRXpw0ZUNK/VVWTQXZGkE3eL/kOVLLmknmZaNWGVvtJInluMteS5yZzZ6TRcxPJuCVraCLItjoHkv2h1XxI+jdpb6LVGFdl49FqDieSczkZj6QfkjtS0t5WPw3R6ixK3i3psxWDXZfvFUPzgtXX6hLWatNMNotkg00uxOmGNaikz5JxSyZyckFI+qHVB46qqtEg22rTbNXHrS4qy4NssmnODrLjQTa5ACXtTfosebfkMpqso6QfksO51QfQJJusoWT/S86XZUE2ueQm63hekL0ryLZaQ+mzW31gXRFkk7FLssm6T/phTpBN1tFYkE3mxNIgm7xbsJa7Wza+uftJbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN4a6rquGyQ4MjQ08EOTyvmMIJtInjsZZFenDRnQQIPw/ww3em4ybqsaPXfwWZZJ+qyqairIJvNnJMgm/Za0YVaQXRZkW637VnOi1RxOssn6bJVN+rfVuyXrLWlvsi4SyX6yMsgm75as42QsknUxM8gmY1zVbl4mcyLpi2RPS+4RrfbKZDyS9iZrIxm3pL1JNpnDSwe7Lt8rhkaD0Z7XqBF3BdnZQbbVgZtM5GRiJG2YCLKtPhgkkn5I3i2ZD1XZxj03yLb6ENrq8pEc/IuDbPLhJLEiyI41akOy7pPsaJBtdSFO9p7lQTZZF8klN5kPreZkqwtYq3Mr6d+kvemlPDEdrkrJ2ZW0d0mQTca51RneqmiYPDdZ98EZ19268Qb7SW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDemjFocCh4aBdkJ4PswI2tqtVBdmWQnRVkp4Js0mfJWCT9kHzHo1V7kzFOntvH7+ZMhzU3GmST9iZrI1lzybsl7U2yrdqQjHGr+Z60Ickm8yF5t2T/mxlkE8melrRhVZBtNdeTNgwH2apsTiSS90vGYzq0N5lrK4JsMnZJG5I9IhmLZA9O7n/Tyuwg22pjSQ7nRKuNO2lvMjGSsUgm/UiQbfVuibEgmx64rT6oJZtbcvlINqFkzSVzLTmUkrmWtDc5EJI2JJKxSOZlq8MuGbdWbUjGOBm3ZP4ma/OuIDsdih1JNpHMnfTSmrQ52YMngmxyDiRrI9HqQ12rOZG0IRmLRDIftuA50MfaHwAAAAAAVJUiNwAAAAAAPabIDQAAAABAbylyAwAAAADQW4rcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL011HVdN0hwztDQwA9NKudTjbKDtzZr70CdtRltWB1kZwXZpM+Sd5sRZBPjQXZ+kE3erSobu0Qy11q1YTjITgbZpL3JeLRa90k26YeZQTbph1VBtm+mwzmQSMai1ZxM5lnSZ8lZ1Kp/q7J2tOqLZL9O2tvqzpGcy8melrxbYiTItrrLJM8dH+y6fK8YmhusvmRiJBeE6SCZyMm7JUOdTOSkvUk22VSSDxGJ2UE2ebf02csbPTfZLEaDbDIeyXNXBNnkw1dy4CZrIxm3pA3Ju7W6sCX7SdLeVheE5NBvVRC4K8i2uowmazOZv0l7k/mQnHHJGqrK+iL5kJRkW11yk/MzySZ78Jwgm/RZMi+TMW41FsE52y3e+AboJ7kBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6a8agwaHgoV2QXRVkR4JsYirITgbZpM9mB9mkzwYe4PC5w0E2MT/IJv2b9ENVNs4zg2zSb8m8TN4vaW/SD4lkriXjnGST7/Al7U32v6QNydxZ3agNyZxMssmcXBFkW51bSXuTNqwMsq3WZiLph1QyHn1b98l+nbQ3WRvJftLqzEj6LFkbY0F2IshOK60uYclFOzloko5OFkjSD8m7tboQJ33W6nI5GmRbXSbSA6zVYZ48N5k/cxo9NxnnpI+TD1+zgmwyfxYE2fEgm3zATtZc0oZk/0vakBx2twbZVudLMie3CrJLgmyr/S/ZS5IPSEl7k7m+PMhWZWM3HT6otSqAJe1N1lGrHztOzpdWe3uy/80LspvgJ7kBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDemjFosAseOhlkZwXZpA0Dv1hVDQXZxHCQXRlkk3ebavTcZIxHg+yqIJv0b9IPVdm8TNqR9PHqIJt8typZRzODbGIkyCZzIumHZCzGgmwybsm6T/apZNyS+ZC0IRm3JJvMnfEg22pfTcYi6d+kDUl2dpBdEWSTfbKq3XfgW50bre4RydpI2pv0b3LeJ/2Q7D3Jum91n5pWkoW6NMjeGmTnBdnkIpgcosmkb7WYkgmX9ENyeCQLeiLItroMpwdC0hfzg2yry13S3mQTSsYjmRPJvEw2+VaXmmTvSZ6bjHEyFskB1mqebRNkk7mzPMi22iOS+ZtcaJL+TcYt+XCyVaM2pJfspC9aXUaT/aTVpTEtKA2q1dgl8z1pQ/LcZCy24Ic/P8kNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAbylyAwAAAADQWzMGDU4FD+02oyGDGAqyE0F24E4IJf0wHGSTfkjakGRHguzqIJt81yXJJu2tyvoiaceqIDurURuSuZYYC7LJnEjGLlnLK4LszCCbtDfps8kguzTIJpI2jAbZZE9L2pCMW7KGkv0hmWdJPySSvSTZoxLJHaKlZP4kcyJ5v6SPkzmcZBPJc1v1Q3JuterfaWVZkE02lrlBttUlN5G0IbkgLA+y84JsMjmTMZ4TZJNJn/RZMneSS2AquVgl/Zaso+QSlqyN5EKRPDcZ5+QQTS7EyYGbrM/kMpq0YUmQTeZO+oF1UElhJOnfZL0l8zeZk8k5kIxbsk+1uqwlfdayWJfMicTsRm1oVZxpVYRL2pvMiWQOt/oQ2up82QQ/yQ0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAbylyAwAAAADQW4rcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbMwYNzmzUgKkgm1TkW7V3aBo8N8kOB9lkLLpG2VlBNhnjpA1VVZNBttV4LA+yc4JsYjTIJu+WjN2qILs6yI4E2VZzuNVzk2wy11cE2WTckrmTZJO1mYxFsle22tsT6f43qGQdJ31WVbUyyCZzIrlHJG1u1YZk7JLnJntlqza0kozFwJfg6abVAZZMjAVBdjzIJos/GcDkUEr6N2lvssmPBdmkH5KLXWIiyCZzpyq7fCSX52Sck40luYTNC7JJHyfvlrQ3ORiTS0KyNuY2akPSv9sE2WT/a3WZSJ6bfKhMzpc7g2wimZPJ3Gl1oVkSZJMzudV6q8rGOTljWl32k7WcnC/J2kjmT9IPyVgk7U36LJlryRxOspswHT6PAAAAAADAZlHkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLdmDBpcFTx0VpBdHWSHgux0MBxkp4JsF2QHHuCwDYlW/ZDMyaQfWkrakcz35Lmt+mJlkE3eLZnvI0F2Msi2GrfZQTaZ78maWxFkx6bBc5N5tizIJvMs2aeSbKs1n/TDzCCbrKEkW5XN4aTNyTgn2eQuMx3O5eS5Sf8mz03GOBmLZB0l4zatJB2S/DhLkk02lmSTb3U4t+qzVh9OksMuWUzjQTa5VCVjcVeQraoaDbILgmwydkkfJ+1tdfAnbUgubMlzE60uVhNBNrmUJ8WOeUE22f9aFWeSvTI5B7YLsq0uz60udslzk7FIzqJkb0/mZFU215KxS9qc9Ftyds0Nssl8T/brVgXR5B6R7H/JPtXqnN0EP8kNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAbylyAwAAAADQWzMGDQ4FD10VZIeDbFKRT9qQvFsieW6r7zasDrLJWLQat6kgOxlkB57o/08ydl2QTd5vVpBN+jjpt+TdWs3hpB+S9iaS5yb9uyLIJv2bzPfkucm6mB1kE0mfzQyyy4Js0g/JHpxkVwbZZL9utT8kbajKxi7pi2TskuycINvqnEuem+wRyXOTPmt1hre6000rycbd6mBM2rA8yCaLKVn86UVwUK0ugaONnpsczsnBuHWQTT6kVWUHSDLOyQVzOlzuWs21pA0TQXYsyLbauBcG2WSfSi4p442eu02Q/WWQTdZbMm7Jers1yCZrs9X5clej544E2WTupOst6eOWBZpBJX2crM/k7JoXZJM1l+xTc4Ns0g/J/EnmcHo32Ag/yQ0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAbylyAwAAAADQW4rcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbMwYNJtXwqc1oyCBWBdmhRtnEwJ1bVauD7HCQTcaia5RN2jAryCbSMU7ys4PsZKM2JNlk7JLnJu+WaNXeRPLcZH0mkj0i6bNkzSXnQKt+SNo7Hfbg5UF2ZpBNxrjVvpP0Q3J+V1WtCLJJXyRtTvoiaW+rfarV+bkyyCZjkWh1P2l1bk0rycQYD7JJ540F2Ykgm1wwkwNhNMi2WtDJgZss0iSbHErJGKc/YpWMXTInkoNpJMgmayNpw4Igm0jmRKtNMxnjRHI4J2N8Z5DdOsgmkovrA4Nscg4kcyd5brIHLwqy/xNklwXZOUE22VeT8zBZQ0uDbFVW7EjWRtLmZO9JnpuM3XS4ECdjkbQ3OTtb3SOSPXgT/CQ3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAb80YNNgFDx0KssNBdnWQTdqbVPoH7rCwDTOD7GSQbfVdjGQsZjdqQ8vv0CTzcjqM86ogm8zhqUbPnQiyI0E2GYvRINtqn0qem2STtZGMcas2tHpuYmWQXdHoua3GIpGsoUSy91Vl/ZbcOZI+bjXXkr09GeekH5J9KumHZP7MCrLJuLU6D6eV5CUTyYRrdZlINotWl7VWl5RkMc0JsslYJM9Nxi3p33T+Jptb8uytGj231YfmZF4mks04mcPJWk6yyRxuVRBYGGRbfYhI2pt86EnMC7J3Btnk3caDbDJuyb66LMi2KpQtb/Tcqmz/S9ZnciFeEGSTD2pLgmxS1EreLckm8zL5MJWcA60+uG/BM85PcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAbylyAwAAAADQW4rcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPTWjEGDQ8FDh4PsVJBNKvIzG7UhySZ9tirItvrOxMCTodqNcRdkk/auDrJVVbOC7HToi2S+J/MyaUNidpBtte6T544E2ckgm8yzVpJ+SNZRsj6TPkvmb2JOkE3amzz3riCbrM1kniXvlkifm7Q5mZfJfp30cTIvW53hyT2i1fmSjEWSTfo32XtanXHNJYdosviSbKvFlLRhZZBNNpW5QTa52CWTfjzIjgbZZDG1WvxJe6uyTTNZG7cF2flBNnm/ZG0k2QVBNllHyYU46YdWl8Z5QbbVh9CJIJusuWSuJ2OcPHdFkN0qyCbny/Igm/RvcoFfGmQTrT7Yph9AW120k/Mo+ZDUqi+Sfkgu5cl+0upCnOwRybxMnpv02Sb4SW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDemjFocCp46FCQ7Ro9N8km75Z8V2AyyLZ6tySbtLfVd0dmBtnk3cbCdqwOsskcTvp4OMgmfZEYeIOorL1JNpkTsxu1odVYJO+W7FOJ5N0mgmyyR7Rab4mkH0aCbDJuyXxI+mFVkF0ZZJP2Jm2oyvaexIogm4zzdDiXkzmczJ9kfSbrPmlDkk364XdCMomShZpcrJKFlwz2rCCbTM5lQXY0yCabZmI8yLa6PCdzZ2mQraraJsgmc21OkE0umMlcS7LJeCTPTQ7c5GBM+qzV2pgXZJN3Sy5L84Nsqw8crYoSyX6dfIhI5vqCIHtnkE3mZNLeJY2yreZDVba/tzrDkzYkH75afbBMJO1N+qxVATc5M5LsHUF2E/wkNwAAAAAAvaXIDQAAAABAbylyAwAAAADQW4rcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG/NaPHQpHK+OsgOB9mVQTZp71CQHQmyiVVBNumzWUG2C7JJn00G2eTdkuduTn5QMxs9N5nDybslY5e8W5JN1tFYkE02v6R/W637ZCwSyXxI9ohkn0r2k1bzN2nDaJBdEWTnBNnk7Ez6YXajNqSmgmyyllvNiUTybq1+EiFpQ9IPSbbVuZW0oeUc7qW5QbbVYCebUHLZTyZR0t7ksEveLenf5PKTHGDJuyUXhPRCszzIJu+XtDlpQ3IoJe1N2pBcKJJ1P79RG5LLc6uDPJkPyRi3+vA3EWSTD83Juk/GOGnDkiCb7O3JmZHMneTdWu0PyTwbD7JV2Zm4LMgme1qyRyTjkewnyR6R9EPSv4uDbHI3SPo3mT+tPmBvgp/kBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6K0ZgwangocmlfOBG1BVXaPsUJBN+mF1ozbMDLLJWCRtSLLJGCftTcY4GYuqrM2TQbbVOkok8yfph+S5Y42yybyc3Sib9MOsIJtYGWQngmwy15N+SMYtaUOrtbkiyI4G2fEgm2h1xiV7cLKGqtqN83CQTd4v2a+T9rZaG63uXq3mT6szOdmnppVWL5kcCPOCbGJZkG11aUw2rGRyJhtQMm7JodSqva02waqq+UE26YtEcmFL+jjZ5JMLcXL5SOb7tkE2+fCVzJ/k3RYG2aS9I0E2uZQvDrJzg2zyblsH2eVBdkmQTdbQnCDbaiySy08yd5Jza1WQTSVrLlnLSZtbFbWSPk7Ol+ScS9qQrPtkvid7RKsPHGnBbiP8JDcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAbylyAwAAAADQW4rcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvzRg0ODN46ORmNGQQU0E2aW8XZFt9VyB57sCDFhoKskl7W71bq/amz14dZIeD7Mogm8z3pI9nBdk5jZ47O8gm/Ts3yI4G2bEgm8yzZF8dCbJJe5M5eUejNiwPsq32k8R4kE3am+xpyf6wLMgmfZb2b7KWkzM8uUckbW7V3lb3qRVBNumzZL9Ozs5W49ZbyQaQTM7kIE8241YHeTLYq4Js0g8TQbbVppK0N9mAkkMp6Yfk3aqyNicXoKTNC4Jsq3GeDpfc5FDaJsgm7U0ujcl8SCT9kLQ3GeOkDUuCbHLgJgd5sp+06odWH7ySi3bSZ60uNEkbqrIP7klfJHtwIpnDSTZpb3JPS8YjOQ+Tu0HyIb/V3SsZi03wk9wAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAbylyAwAAAADQW4rcAAAAAAD0liI3AAAAAAC9NaPFQ6eC7MxGz02yieEgm3wHYSjINhm0sA3T4bldkE3nQ9LmJNtqXiZzbTLIJvM9Wcuzgmwy38eC7OwguyDIJu2d0+i540F2aZBNbBtk7wyyydyZCLJJ/64KsquDbLKnJettZaPnJv2Q7n3JeCTvl8yfZK9MxjnR6vxM+jc5X1rNielwdk4rycRoNYCtJlGyESaLdDTIJhMuOciTd0s2q2QDSsYtmWdJe5NNuyob5ySbSC5WWwfZZF62+sCRtCG5aCeX55Egu1WQbXUpb1XASNqQ7NfJ+ry10XOTd0s+GCwPssl8SOZksqe1vDwPKi0mJW1OtLpot7rsJ+s+6eNkDidzLblztComJedWchZtQm/v9wAAAAAAoMgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAb80YNDgUPHRmkF0RZBNdkE0q/Uk/JM9NsquC7HCQHXgyVLs+S+bDrCA7FWRTyftNBtmRIDseZBcE2WROJH2cvFvShmTvSfphNMj+XpBdGGST+b44yN4YZG8NsslaTubD6iCbnAOt9tVkTrY6M5J+SCR7X9qGZDySPWJl2I5BJX2RzOFWz50O8yfZV5P5kLxbq/nQXLLBTgTZZHNLNu7kuclhl7xbMpFbXVJaTbjk3ZI2JOOWbFbJc6uyC2arD6xjQbbVh9sdg2yyjuY1em6yGW8TZOcE2WTctgqyyRjPDbJJn90eZOcH2WQ/ubPRc5N5lqz5VtnkHEguP8kYtzpnq7KzNtlXk71nWZBNzoykvcllNJHMn1bncrJXJv2wOMgmd69N8JPcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvTWjxUNXBdmZQXYqyA4F2dlBdnWjNiQD0QXZ5LsYw43akPRDIhmLpL1pPpnDrdowFmSTcU4kbUjme9LeJJvMywVB9v5Bdpcgu3WQ/UWQTfbV8SA7EWST+TAaZJMxTtqbPDfde1po1d5W51aaT86C5ExsdXYl75asz2Q8knebDLJJe1cG2aS9yXxodR42lzQ82TSTjTCZGMnCSz5EzAqyrTbCVpMo6Yfk3Vr9eFPShmTcqqpWBNlkIxwJssl4JB8s5wTZpB+SNiSbcXIZnRtkk3U0P8gmF/gkm8zhu4JsMn+TNiTzN9n/knMg+cCcZJMPoMlcb3XJbVVkSPaH9FKe3CNa3Q2mwzmXnBnJXEvGIxnnZP4k+1TSv8lZtAX5SW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDemjFocLLFQ6tqKMhOBdmZQTZ5t6S9ST8MB9lW7e2CbDIWyXNbSfq3qmpVkG21NhLJd6uSNowE2aSPk3mZrOVZjdqQzPe5QXa7ILttkL0ryCZjnEjmQzJuydpM9p5kDa1u1IZE0g/J/G11FiV9VtXu/EwkY5eMR6v9ekWQTd5tOvRvq5/ISOdlLyUDOCfIJp2XbEJJGxKtLggrg+xYo+cmC2Q6bFbJu1Vl45G0OVkb40F2XpBN2rtVkE3m+4Igm1zKkz5LJBftHYNsciglF6CtguxEkL09yCbtTcY4Wfd3BNl0jxhUchYl7zYaZJMxTtZxMn/Ty0+ylpP1uTzIJvv1/CB7W5BNPjQne3uSTeZacnYmWu2VSXYT/CQ3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAb80YNJhUw1cH2eS5w0G2a9SGoUZtmAqyST8k75a0N+mHVUG21RivDLJVVbOCbDJ2SZtnBtlkzSWS8Ui0WkfLGrVhqyB7V5AdD7KLGz13SZBttae1yrbaK1vtacmcTPohebfJINtSqznR6jv7yZmRnEet3q3V+TnwpTJsQ6t5mbR3Wkk2oeVBdrRRNlkgSTY57KbDQbMiyCb9m0zkZDEl/TsWZFOtPqgl6yiZl8lzk8t+csldEGSTi2DSv/OCbKv5nvRZspbnBtk7g2wyd1qt+0TSZ8l8mAiySxtlk8tP8kG8VeEgGeP0A36yB7e65E6HgkDybsl4JG1IJPe/OUE2me+t7nSb4Ce5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAemvGoMHh4KFJtlWVPWnD6iA7EmSnguxQo+xkkE3a2wXZgSdZZWORSOZDVdYXSR8nxoPsvCCbvFuyPpPnrgiyyZpL1kYy1+4KsjcF2R8E2TlBdnGQvSPILg+yiWQ/mRlkk3m2MsgmlgXZiUZtSOZ6soaSvT0Z46ps70na0Wq/Tp6bjEerPThpbzJ2yZpL1nLybsl5n8z3aWU0yM4OsslG2GrjTi4/yeJPJlHSZ8mCXhVkk8WfLOgkm7Sh1QeZqqzfkjmRvF+y5mYF2eTgT9ZRcmFLLphJe5MLUHLZvyXIJsaCbNK/ST8k6zNZF8k+lZwDSfbWRs9N9pPk3ErGeDrsq8n8TT7YVrUr2CVzeDoUwJLnJvt1skckl9ykDclzlzZ6blqw2wg/yQ0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAbylyAwAAAADQW4rcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbMwYNrm7x0IbPTar3U0F2KMjODLJdkE0k75a0IcmuCrKJZIxXNmpDVdVIkE3mz2ij5yZ9sSzIDjfKTgTZZM3NCrJ3BNlkT1sSZJN5lqy5u4Js8m5JG1plk7mTzMlkDSXPTdZx8tykz6bD2VnV7jxKJPM9GY/kLpNIxiOR7KtJG1qtjWQ+JGM8rSSDkkgGJTmUWl32kzZMNsomG2xy8Wh1cU0ul8m7LU8bEkjanGwAycaSzIlkvs8JsmNBNtmMk7mW9G9yeU7aMDfIJvtJ8qEnWcvJxeqWIJtc4JN3S8aiVTaZZ60+/LU6Z1cE2eSMa1nsaHUpT9byeJBN5nuytyfvloxHq/tUq0tu0t5kvm/BD0h+khsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3ZgwaTKrhU0F2OMgmbUiys4Js0t6hIJtI+rcLskl7Jxu1IenfpB8GnuibIemLpM2rgmwydkkfJ2OXtDcZj6R/k35YEWTnBdlW8yF5t5VBdjzIJmOctCEZi+VBNmnvsiDbal202oOT8zDZHxItv6Oe9HGre8TqIJtI3q1VPySS57aa74ne/qRHqw1gZpAdCbKJpL3JpG/V3laX/VYfZFoddslFKbkgpPlknJMLRTLOyTpKLoLJZanVBWhhkE0OxqQNs4PszUE2mcPJWCRrOZmTyQV+Isi2upQn8yHJLg2yyV6SrKFWH1ZbfZhK9p2qrM3Js1tdtJMzMRnnRLKnjQXZ5IxL5k/Sv60+LG7Bsejt/R4AAAAAABS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6K0ZgwZbVcNnBtnJIDsUZJN3S7LDQTZ5tyQ7FWSTPkvGbVWQXR1kk/7tgmwqaUer90vmRDKHk35L5trKRm1I5mWrdxsPsiuCbPJuy4NsMs+WBtlkTibPTdZQMm7JWLRqQyJ5bjLGyfxttUdVVY0E2WQ8kmxydiV9kYxdsu6Tvb3VHpxI2pDcT5JsOi+njWSBzAmyrS4pyXOT9ra67CeLv9UHmYE/oVW2mEaD7LIgOxFkU8l8T+ZE0sfJ2LU6SBOzgmyrOZHMy1YX+GTuJBfBVpfGZP4ml4lk/i4Oskk/JPvqbUE2mWfJB46kf5cE2eQsavVBMf1wkoxd8uw7gmyyNpJ+S/aIpI+TeZmcA8lYzA6yybglZ0ZyHiZjsQl+khsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3ZtzXDx0OsnODbBdkE1NBdnWQbdXeoSCbfMcjaW/ShmQ+TAbZdKInbW7VjuS5ydiNBNmVQTZp72iQbfWduPEgm7R3aZC9K8jODLLJ/G01xsn+l2STcVsVZJN3S/os2SuTd0v2yuTcmhVkE8mcrMr6rVVfJFqd4cnaSPohGedkvifnS7K3J/3Q6uycVpKXTAY7GcAkuyLIzgmyycaSHAjLgmyyqSQH+fIgm0guokn/Js9NL+XJfG81J1pdnhPJRpis++QAuyXIjgXZbYNssjaS7K1BNjk8lgTZ5ANHso6SPS35cJLMyeS5yRpqtU8l+06r/SF5brKfpZefpN+S835+kE0+YLc6B5L5PrtRG5KxS56bSD6wJvNhC17Ke3u/BwAAAAAARW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6a8agweHgoaNBdlajbFK9Xx1kp4LsqiC7Isgm75a0N+nf5LnJ3FkZZJNx64JsVdVkkB0JsklfJJL2JvMyee6cRs9NxjmZPwNvflW1PMgmxoNssu6T+Z5kk7mTjFur+ZA8N5k7iaQNrfb2JJu0IemzdA9u1RetJHt72hctnpv0b7JXJnOi1Z42HcaiueSinVwwk8FeGGRbHTRDQTbZjJMLcdK/rS4prS5KyWJKxm1JkK2qmhlk5wfZ5PBILmzJ/JkIsq0urq0242VBNlmfiVZ7ZbI2Wl1GlwbZZK9M2pDM32S9tWpDkk32tGSuJ3MyWZvJHpWut1bFg2Q/Sc6BZJxbFcCS8Uj6N2lvcjdI5loyFslzt2DBxU9yAwAAAADQW4rcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9NaMQYMjwUNHg+z8IJu0YSrILg2yk42yq4PszCCbjMV4kE2+O5JkVwbZZD4MBdmqYGFUNnZJHydtSOZE0sdzg2zSD8n6TMYumWtJG7ogm0iem/TDqmnQhlb7X2IiyCbtbbWnJf3bKttqPiT9kD47afOKRm1I1lwimWvJOhoOskn/zgqyyZprNS9b7e3NJYdzkp0TZJNJlCyQpL3JxjI7yCYTIzlokn5IxuKuIJt8MEgsD7LppTzZLJY1eu6CIJtc4JM5kcy1ZDNu9dzkUFoSZJP+TZ7bak9L5nuyTyWSPSK5KCV7cLKvJtlWH8STNiTzIVlDSZEqKQYk/VDV7sN48n5J4afVHpGMXasPEck4zwuydwbZVpfyLfjj136SGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLdmDBocCR6aZOcH2ZlBdjzIDtwJVbUiyK4KskNBdjLILg+yieS7I6uDbNIPU0E2/W5O0o5ZQTYZu6QNw0E2GY9kzSVtSPpsNMiubJRN9rTkuV2jbCKZD4lW7zYRZJM1lOwRyTpOzpfkzEj2v6R/k35I+jdZx1VVy4Js0ubZQbbVPSKZP8nYtbpHtFobyXOTbKu9clpJJvJWQTYZwORgTNqbbITJpTxZ0EkbWh2iySaYXKqSzSo5cJP5kPRvVba5JePRauO+JcguCLJJvyVrLvmwOC/IJnMi2biXBtmkz1qto6R/kzXXqs+SNTQnyLb6gJSszeTdkovH1kH2jiB7V5BNPhhsG2SrsrO2VR8n75esz2RPS9qQaNWGZN0nfZbslcm6Tz8sboSf5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOitGYMGZwYPHQ2ys4LsUJBd3Si7Msh2QTZ5tyS7KsgmY5E8dyrIJt91ScYtebeqqskw30LShhVBNpk/ydi1WhtJdjjIDrz5VdYPreZOsuZa7ZXJOZD0Q9KGZD606rNkP0n6IXm3ZP5OBNlkHSf7dbI2q7K51mqfSp6bzOFWe8RIkE36Ickm49xq/iT9m87LaSOZcMlmMdaoDcmgJNlkkbbaCOcE2VuDbLJAZgfZZUE2OUSTi+jWQbaq3Qe1VhtLIrl8tPqQlOwRyfxJ1mcy11rtJ60+WI4H2WQPXh5kk3mWXMBuC7LJPEuyrYoSyaU8mTtzg2yrvT3Zr6vafchP+i3Z/5L5nqyj5KLdqniQ3GWSfarVh/xkLLbgOesnuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOgtRW4AAAAAAHprxqDBkeChs4Ps8iA7FWRXBNmJINs1asNQkF3Z6LnJdzxWB9lWBp68lY1bVdWsILuqUTuSsUuem4xzMoeTOTE8DbJJnyXvluyV40G21bu16odkXSRzPTEzyCbrInm35Lmtxi3ph2QsJoNsspek0v29haQvEsn8Se4GyVpO2pBkkztdq/k+He4ymyW5aCcHTbJQk45OBjvZYJP2Js9N2rskyCYbRTLpk3dLssmFJskmm1VVu40luVi1+pDUag4n77ZVkG11aUz6Idn/kg+LyRy+I8gm7W11WboryCZ9lmSTgktyGU0+tI8G2VuC7Jwg22qPSubv4iBblfVxq3FO9pNkXiZ3meTsSsYuuaclY5HMy6S9re4yW3D/85PcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvTVj0OBQ8NAVm9GQLf3ciSC7OshONXpuF2SHGz13WZAdeOKEbWj1XZekDVXZXEvanKyjZJyTuTbZKJvMiaR/kz6b2ei5rfa/6bA2Wu0nyXxI9tWkH1rNyaQNSf8m87fVuTUryCb7Q3ImV1WtCrLJ+yVzOFn36RnTQqtxTvohmRPJOkrmQ7I2kuy0Mhpkk80t2YTmBNlkA1jc6LnJJGr13GTSJ5tK0t5kQScfDJJscjBWZRtWcvAvCbJzg2wyzkkbknXf6oKZjEXShlYXweVBNlnLyVisDLLJ+kzW/bxGz03WctJnyXxIxjh5t22D7OIgm/RZ8m6JdA9O+i25cyTzMjljkjYsDbLJvSeZw7ODbHLGjQfZZF9N9rRWH9y34F8LAAAAAADTiiI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvTVj0OBk8NCVQTZ57kSQXR5ku0bPnQqyiaS9Q9OgDckYDwfZZJ7NCrJV2Xd/knFOssnYJdnpMH9a9VmyPpMxbtVnM4Nsso6S7MCHQChZn0mfJXvE6mnQhqQfkvYmczKRtHdVkE3mZJpP9vekj1tlk/Ymcy2R9G+yVybZFUF2JMi2WvfTSnIhTjaLOUH2tiC7OMgm7V0SZJN3Sy4eSXuTyZlM+kQy6ZM+Sw6E9ANSMt9nB9m5QXY8yI4F2enwgSN5t1YXzGRt3BJkkzFu9WEqGYtkHSWSeZaMW6uCQKuCS7KvJvMh6bPkua0uw6lWH0KXBdlkDrc650aDbNLepUE26d+k0JBI5nvyQWYLfrj1k9wAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAbylyAwAAAADQW4rcAAAAAAD0liI3AAAAAAC9NWPQ4Hjw0KkgO9nouRNBNjHc6LnJdxuSPuvShjQw8CSrdt91Sfsh6eOhIDszyCZtTtqbzOHkua36LHluIplrSXZVkE32tGTckv5N2pAYCbJJn60Ossm7JettZaM2JFqdA8lYJHMy3duTfDLfW7Uh6YtW8zLph1bnS5Jtde9ptVdOK8lGeFOQXRBkk41wWZBNDo9ZQXZpkE0m0XT4wJFsKkn/JgtvbpC9M8hWVc0JsvODbHLgJZtmMieSPk7me6uLYNIPtwfZZP4k/ZuMcfIhrdVh1+qDcLL/Jft1q4tHq2yrC3zy3KQwkuzXSxo9tyq7cyT7VFJgbHUhTvaI2UG21bpP9r+kvckeMRpkW13gN8FPcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAbylyAwAAAADQW4rcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPTWjEGD48FDu81oyCBWNWrDcJBdGWSngmzy3YahIJv02UiQTd4tyU4G2aTPkn6oChZGtZvvSV8kkvmTvFsyHquD7JIgOzfIJu1tNdcmguysIJvsackYJ2s5aUMyJ5O5k7xb8txW+1TShiSbzJ1k/qb7aiJ5v1ZnTNJvyXOTd0vOoqQfEq32ykTSv632k2llWZBNJnJyKCUbQDKAKxo9N5H0bzLhWl20E0mfJW1I5k7SZy3bkcy1sSCbfGieGWSTfkj6eGmQbXUo3TUN2pB8yE8umK0+TLXqh+S5rQoYyRpKzqJkjJMPMqNBNnm3RLK3J2u+KrsszQmySZuT8Wj1YbHV3SuRnBnJuyXjlpyzLQt2W+ivBQAAAACAaUWRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN6aMWhwRfDQoSDbBdnJIDvwi1X2blON2pC826ogOzPIJu/WaoyHg2wiaW9Vu75YHWST+ZP0cSJ5t6TPknmZWBpkR4Ns8m6J5LuM40E2mTvJc0eCbDJ3kn5IxiLZT5I11Kq9yf6QZBPJuCXnVrqGWp0xrd4vWXOt1karOZG0IemzRKv1mYzbtHJrkE0Ou6TzVgbZVpeJ6TA5k/a2OsiTbKv+TS5g6Y9YzQ6yrT7U3RFkp8OHr1YfFpc0em6STdZychFcFmRnBdlWH5CSMU4uCMk8Sz4YJGsz2U9afahMLh7Ju7WaZ8k+mZzfVe3O8GR9tjoTk7FL1lyrcznZ/5I7x5wgOxZkkz5LspvgJ7kBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDemjFocEXw0KkgOyvIDgfZVUG2C7JDQXZlo+cmfbY6yCbjNjvIJu+WjEWrbFXW5qTfku8qTTbKzgyyrdqb7CeJZF4m45bsJ8lzB96Aq918SLJJPyRzJ9nbW82zZI9I2ttqL0mem/RZMm7JXpK0oSrri+lwbiTjkUiem4xdcjdI1n2rOZE8N5k76bycNpKJMRFkkw5JOno0yCaTM3m3kSCbTLjkuXcF2VYXsOQAa/XBIJX0W3KxSj5QtTqgx4NsMnbJHE4Ou2TNJf3baoyTdZR8cE8umK0O51YXzGS/Xhxkk30q2VeTOZlcaBLJ3EmLEoNq9QG0Kuu3JY3a0eqi3epDfrJHJP3Q6oxL1lyyTyVrI2nvJvhJbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN6aMWiwCx46HGSnguxkkB0Kskl7VwfZVpI+a9UPE0E2+U5Kq/mQvFtV1cogOyvItmpz0m+JZL4n7U3mRDLXkvmeZJP2rgiyybi1ys4Mssn8TbKt1n2r7+Im5+F4kE3mZKtzYFWjNgx82dgMSZvnBNnkHGg1L1vtacl4tNojpsNPWSTvNq20urgmB1iymJYH2VaXibuCbLJAkuxIkE3eLenfpA1JNrmsJZtrVdVomB9U0o5WB3/ybslh12ozTsY5aW/yYSqR9EOylpP5MDvILgmySXuTMb4jyLaaZ8uCbKsiVbI/tPrAnJzJST+kkgv/WJBN+jjJJmsjucsk49zqQ3OrdZTswclca7WvbsJ0+IwBAAAAAACbRZEbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3pqxxYNVNbUZDRnEcJBd2ei5ieQ7CEkbkucmY9EF2aEguzrIJu82HeZky2evCLKjQXZV2pABtZo/yZyYDLKJpL2zgmzSZ62+I5msz6QfEq32qeQcSN4taUPybsn8TdqbZJM2JHtJes62mhPJvpqsuWSutVrLyZnYal9tdb4k7U2yrfa05iaCbLL4RoJsMjGSBd1qcibPTQ7G5NBPNorEzCCbzIe7GrUh2bSrsn5L5nCyASRzOMkmG3eywaZ9PKjkA0eyNpJ5mex/SXuTsUjWRqsLQrJPtdork3mWtCHJJuOWWBZkk70k2SuT5ybtTS+irfaTxLwgm/TF4iC7fZBN1v2SILsgyCbn4Z1BNllzyT6VtHcT/CQ3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAb80YNLiqUQOSKvtwo2wXZKemQRuSsUjaO/BkqKqhIDsaZJP2JnNnMsim7Uj6bXWQTd4veW7SF8m7pX08qGRtJHMtaW+r9TkzyCbtbbWOkmzSZ8m7JXtP0t5Wz00k49aqvcle0urMqMranKz7lUE2mcPJWm61NpKxS+4n02HNJZI2tLrbNrc8yCaTs9UldyTILg2ys4Jsq8ta0g+tNs1lQTaRzJ1WF9GqbJyTdiTv1+pDaDLfW23cybqfHWRXBNlkbSSH6JIgOxZkExNBNumH5EKTPLfVmZHMnfEgm5yHyQUh6bPkuUmfJXM92SeTuVPVri+S/TqZE0m/zQ+yyVxLzrlkb0+0+uDeqr1bkJ/kBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6K0ZgwaHg4dOBdlZQXYyyA41em7SD0kbVgfZmY3a0AXZVUG21XdSkjYk71aVtTmZ7yuDbNLmZB0l79Zq7JJ11KoNrdZn8m6t5nDybq36odW4JestyY4E2WQdJ21IxrjVeZicL8l8WBFkq9q1OZmXSRsSrZ6bvFuy97SaE8m51ep+0lujQTYZwOVBdqJRdizIJhMj2YSSPlsaZJODJmlvqw8nrRZeMn+r2l1qknmZ9HEyzsuCbLI2kstH0g/Jxp2so+RilTw36Ydk/0vGOLmwJYdoq3WR9EOylseDbDJuydocuPIVtiGZk0uCbNK/yR6cXkSTC2Yy3xPJ2pgXZFudtcm+2mpeJmf43EbPvY8+ePlJbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN6aMWhwuFEDVgTZoSA7GWS7IJtInjsryCbfmUj6bCrItpoPSRtavVtV9n4rg2wyzkkbkvm+KsgmfZzMy9VBNumHVvMnySbrPumz5N2S5ybzIXm3JJvM34EPrcr6bHmQbXVmtJpn6f43qGTckr2vKnu/ZA9O1karPW06/HRBsq8mY5Gsz1b7STLXkjk8rSwLsmNBNjkQ5gTZZAAngmyrBZ0skKQfks2q1cY9HmSTxbRVkE3fLfmwmEjeL1kbSR+3uuQm2WR9JpelVpeaJUF26yCb9NnSRs9N5mRy4CaHXbJXJvNhtNFzkz4bCbLJPEvOgVYf0pL5kJxFaTtafbht9aGu1V45M8gm/dvq3Er2iFaFnLlBdhOmw2ctAAAAAADYLIrcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9NaMQYOrgocOBdnVQXY0yLbSBdmpRm1YGWSHG7UhGeNE8l2XZO6k381p1W9JO5JxTsZj4EVfVZNBNpHsJ63GYkWQTfqs1dpI9p6kDUn/JuPWap9qdRYlWvVvst6S5ybtTcYtWRfpeZjkk75Izo2k35L2Jmt5ZpBN1kZyFiXzMnluMn+ScUv29lbnS3PJhTjpkFlBNhmUZBK1WkwjjdrQ6t2SsUgWfyJ5t2Q+pJKFmhxirQ7dRPLc5Y2e2+oDayLZp8aCbPJuS4Nssgcn6zOZk8kesSTIzgmyyaE/EWSTC0LS3mR/SC5gyf6XtCGZ60kb0v0seXaSnR1kkzlxS5CdG2RbFaqS+0ki+SCTvFty90r2yvEguwl+khsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3ZrR4aFI5nxlkp4JsF2RnBdlVQTZ5txVBNhm0pB+S/k0kbZgMssNpQwJJm5P5nsyfpA2rg2zSb8naSNo7EmSTtTHUKJu8W6LVfG81H5Js8m7Jumi1/02HudPqjGs1xslYJGNclc2fRHIuJ21I9rRW8zIZj5VBttU50CqbtLfVPGsu2eSnw2aRbACtDo9Eq/bOCbLJIk02oKS9yaGUzMn0A0erQ3ciyLbaWJLnTofNOJH0bzJ/kucm7zY/yCZjPDvILg6yyR6R7NfJ+kzGotU+dVeQTeZZqw9TyX6WnEVJQSJd86NBdnmQTfp4aZBN1lyrD2pJG5I+SwojyZmRrM9Wcy2ZD5vgJ7kBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6a0aLhw63eGhVrWr03PEg26TDqmpmkE2+M7E6yHZBNmlv8txE0g+T4bNXNmpH0het5lqr+ZNInjs7yCbjPBRkp4Jsq3FL5k4yxsm7JZI2JGdGMm7ToR+S5ybZpM9avVuy3tK9ZDTIJu/X6jv7K4JsMocTyd6TnOHJ2LV6brL/JdlW99XmZgXZxUF2Ishu1ei5iVYTo9UkSj7IJJvKnCCbjEVyAVsaZNMPBsl8HwuyyeGRtDnZ5Jc3eu7cIJvMy2T+tPoAmHxIS+bDHUF2JMgmh13S3mTckrFI1kWyRyTzN7kEJvMhuaS0+sCRSNqQrM30IprswcmZmMzLeUG21Yf8Vvt1Mn+ScU4+GCwOssn+dx99GPeT3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAbylyAwAAAADQW4rcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL01Y9DgcPDQVUG2C7JDQXbgFwutDrLJdxCSd0v6bDLItrIyyCbzLHm35LlVWR9PBdlknJN1lLxfMi9b9XHSDyuCbLLuk7WcPHciyLYai2ROzgqyyVjMDLJJe5N5Nh3WcTJ3kvmQzN/k3ZJxS+ZD+h315P2SNifnUfLcZJxbneGt5nCSTdrQ6nxJxrjVXbG5ZIGMBdlkUJINIJn0rdqbTIykDeNBNtkIk8P5zkbPXRZkk8WUtKGq3QfLZP4kbUjmT7LBJnNtaZBNNtgkm1yIk8Nj+yCbrPtkLJJ3S9ZGqw89ybgl6z45i5L+nd2oDUk/tLrAJ3Mn2SuTNiT7WVW7Yk7Sx8kekfRx0t7kg8GSIDsnyG4dZJNxGw2yyVi0Kkpsgp/kBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6K0Z9/VDV7ZoQFWtbvTcxHCQnWyUTSTtTQw1asNUkE37rAuyrca5VRtWNWpDIpkTyR6RPDd5t1b7VDKHk301GePkO50jQTbRap4l6y3ph+S5yVgk6zhpb3IeJmtoZpBN9+BWbU4kY5e832iQTfohySb7SbI+k35otV8n87LVvae5pEOSiTw7yCYH2ESQTSZyqx/VWR5kk0m0IsgmE7nlhXhQyUVpWfjsOUH2ziCb9MXcRs9tdei2ujy3urgm77Y4yCbvlux/yVpO9rRZQTaZZ8m4JZJxSy4/ybmVvNt0+ICfjPF4kF0aZBcE2VRy3ifrM+m3Vh+SEsl+kszLpL3JWZus5aS9yfrcgoUGP8kNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAbylyAwAAAADQWzMGDY4HDx0NssNBtlVFfmWQnQyySXuT7MCDVlVTQTaR9EPS3mQsRoLsRJCtatfHyTh3QTbpt1bzstWcSPaIoSCbtHdmkE3mQ9KG5LlJP6wIssm4JW1Y1ei5s4JsMteTsUjWcSLps2TckvYm/XtXkK3K7hHJnEj2k0Sr+0mr/S8xHZ7bqg3JOppW5gbZxUG21SGabELJB47ZQTZpb7LwkkmUXCaSNiQX4mSTT/o3uYimH06SDTbpi2Q8ljV6bnI4Jus++eCT9G+rC3FyGV0dZJP2Lg+yyZ6WXJZavduSIJvMh3lBttWhn2ST/aHVfBgLssncaXXBrcou5a0KP60+fCX9lqzP5M6R7O1JG5L5k/RvMsbJPpX02Sb4SW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeGuq6rhskOHtoaPCHBg2YCrKzg+x4kJ0RZFcH2eEgm0j6LMmOBNmVQTbph+S5ifS7OQMtiv8neb9kriVtSOZl0hfJWk7aMB3WXDLfJ4Js0r/J+kye2+q7l5NBNpm/rfohmb+JVv3bqh8SK4LszCCbjkUy15J2JJLzaFaj5yb9lsyJZH0mY5HswUm21ZmcvNuywa7L94qhrYOZMR0W05IgOyfIJu82GmSTDxFjQXZZkE3GIumz5ELT6kNE0g9V2QfARDLOySbf6oNw8txku0qe2+pDXXLZT8Yi6YdkbSTzPZG0d36QTebZ0iDb6lLeav62KjwtD7LJ/E3OuOTD9aogm7Yjeb9kPJL3S9ZyctYm6z6ZE4lWhcCkvcl9KpkPwV2m+9+NbxJ+khsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3ZgwaTKrhU0F2ZpBdFWQTQ9Mg2zV67kiQTcZtOMgm75bMh6QNSZ9VVa0Oskm/rQyyyZqbFWRbraOBN5Nq927JXFvR6LlJttWaS+Zv0t5kjJO5nuxTyfxN+qHVWZS8W7JPTQbZZJ6NBtmkH9LvqCfrPhnnZB0lknXU6t0SE0F2LMgmc6LVvafVup9WkgWVbELLgmxyIMwJsslgJ/0wP8i2OvSTDTbph2TckjYk/ZtcqtKNOFnUSZuTbDLOyQGdSPohWXPJxt3qEpZI5s/yRs9N+iFZy3ODbHKQJ4ddskfcGWSTOZlI1mYyxq0u2kuDbDIfkj04udhVZeso+QDY6qxN1tzsIJv0cdIP8xo9N5G0IVnLydzZgkUqP8kNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8pcgMAAAAA0FuK3AAAAAAA9JYiNwAAAAAAvaXIDQAAAABAbylyAwAAAADQWzNaPLQLslNBdijIJtX7yUbPXRVkp4PhINtq3JKxSNqQSsY5acfsILuyURtavVurNrTSar6vDrKt1kbybkkbErOC7HSYO8l6SyTjlsydxMwgm5xbyVgk94KqbE4k7zfR6Lmt7gbJ+kz6LLn8Je1N9p5EMn+SNqTzctpIBiXZ3JKNe3mj5yaTM3m3JUG2VXuTcVvRKJtsVqNBNumHdOEl+WTjTg7o5P1aHfyt3i1pQ7I25gTZ6TDf5wbZ5HBulU0uNMlzk/mQ7BGJZNxa9W9iJMi2+tCTXH4WB9mqbC3fGWS3DbJJvyVn7bJGz10QZJM9LTmLkj3triCb7D3zg+x4kN2E6VBrAgAAAACAzaLIDQAAAABAbylyAwAAAADQW4rcAAAAAAD0liI3AAAAAAC9pcgNAAAAAEBvKXIDAAAAANBbitwAAAAAAPSWIjcAAAAAAL2lyA0AAAAAQG8NdV3X3deNAAAAAACAzeEnuQEAAAAA6C1FbgAAAAAAekuRGwAAAACA3lLkBgAAAACgtxS5AQAAAADoLUVuAAAAAAB6S5EbAAAAAIDeUuQGAAAAAKC3FLkBAAAAAOgtRW4AAAAAAHpLkRsAAAAAgN5S5AYAAAAAoLcUuQEAAAAA6C1FbgAAAAAAekuRG5hWhoaG6thjj72vm7HFDA0N1UknnXSv/F3nnXdebbPNNrV06dL4z/7DP/xDPfjBD64VK1Y0aNngrrvuuhoaGqqzzz77Pm0HAAAA0B+K3MC94qc//WkdddRRtfPOO9fo6GjNnz+/9tprr3r/+99f4+Pj93Xz7lPj4+P1qle9qvbYY49asGBBzZ07tx796EfX+9///lq1atVAz5icnKwTTzyxjjvuuJo7d27chiOOOKJWrlxZH/zgB+M/uyknnXRSDQ0Nrf3f/e53v3rAAx5QBx54YH3729/e4n8fALBh++yzT+2zzz73dTPWa8d99U3u6fDN9f3337+OPPLItf//3/7t32poaKj+7d/+7T5rU0u/7e/H9LDm80dLV111Vc2YMaOuuOKKLf7sn/zkJ/XsZz+7FixYUENDQ/XZz352i/8dv01uuummOuSQQ2rbbbetoaGhOu200+w1v6MUuYHmLrzwwnrkIx9Z5513Xj3vec+rM844o04++eR68IMfXCeccEK9/vWvv6+beJ8aHx+vK6+8svbff/86+eST693vfnc9+tGPruOPP74OP/zwgZ5xwQUX1NVXX12vec1rNqsNo6Ojdfjhh9d73/ve6rpus56xKWeeeWadc845dfbZZ9exxx5bV1xxRT31qU+tH/zgB03+PgBo5eyzz66hoaH6z//8z7Vf+/Vv6s6cObN22mmnet3rXleLFy/e4HOmpqbqox/9aO2777613Xbb1cyZM2vhwoX17Gc/uz70oQ9t9N+wuvnmm2vGjBn1J3/yJ/eYueuuu2r27Nn1whe+cLPf9bfBxz/+8TrttNPu62as55vf/GZ9+ctfrj//8z+/T9uxphi05n/Dw8O1cOHCOuSQQ+q//uu/7tO2TUcXXHBBPe95z6v73//+NWvWrNpmm23qqU99ar3nPe+pJUuW3NfN+6210047rTNPR0dH66EPfWidcMIJdfvtt9/r7dltt93qgAMOqLe97W1b/NmHH354/ehHP6q//du/rXPOOaf23HPPDebWfKNuQ/974hOfuDZ3xBFHrPPP5s+fX49+9KPrPe95z2b9m7w33XRTHXXUUbXjjjvW6Oho7bTTTvWqV71qnczVV19dxx9/fD35yU+u0dHRGhoaquuuu269Z91222116qmn1lOf+tTafvvta6uttqonPvGJ9YlPfGLg9hx//PH1r//6r/WWt7ylzjnnnHrOc56zwdx0PQvYcmbc1w0Afrtde+21ddhhh9WiRYvq4osvrgc84AFr/9lrX/vauuaaa+rCCy+8D1t439tmm23W+4nmo48+uhYsWFB///d/X+9973vr937v9zb6jLPOOqv22muv2nHHHTe7HYceemi9613vqq997Wv1jGc8Y7Ofc08OOeSQ2m677db+/4MOOqj22GOPOv/88+sxj3nMFv/7AOC+cOaZZ9bcuXNr2bJl9dWvfrXOOOOM+t73vleXXHLJOrnx8fE6+OCD61//9V/ryU9+cr3pTW+q+9///nX77bfX17/+9TrmmGPqO9/5Tv3jP/7jBv+ehQsX1r777luf+9znavny5TVnzpz1Mp/+9KdrYmJibSH8y1/+8pZ/4S1g0aJFNT4+XjNnzmzy/I9//ON1xRVX1Bve8IZ79e/dlFNPPbWe+cxn1q677rr2a0996lNrfHy8Zs2ada+353Wve1394R/+Ya1atap++MMf1j/8wz/Uv/3bv9UVV1yxybvo74Kpqal61ateVWeffXY98pGPrGOOOaYe9KAH1V133VWXXnpp/dVf/VV94QtfqK9+9av3dVN/az3mMY+pP/uzP6uqqomJibrsssvqtNNOq69//ev1H//xH/d6e44++ujaf//966c//WntsssuW+SZ4+Pjdemll9Zf/uVfDvxrPF/ykpfU/vvvv87Xtt9++3X+/8jISH34wx+uqqrFixfXpz71qXrTm95U3/3ud+tf/uVfBm7fDTfcUHvttVdV/er9d9xxx/qf//mf9fr/0ksvrdNPP7122223esQjHnGPP9i05l3333//+qu/+quaMWNGfepTn6rDDjusrrrqqnr729++yTZdfPHF9YIXvKDe9KY3rf3awx72sPX20ns6C/gt0gE0dPTRR3dV1X3zm98cKF9V3Wtf+9ruM5/5TLf77rt3s2bN6nbbbbfui1/84jq56667rvvTP/3T7mEPe1g3OjrabbPNNt0hhxzSXXvttevkzjrrrK6quksuuaQ7/vjju+22266bM2dOd9BBB3U333zzOtlFixZ1BxxwQPfv//7v3R/+4R92IyMj3UMe8pDun/7pn9Zr5x133NG9/vWv7x74wAd2s2bN6nbZZZfune98Zzc5Obne+5x44okDvfuve/e7391VVfdf//VfG82Nj493s2bN6k466aT1/tny5cu74447rtt22227uXPnds973vO6X/ziF/fYrm222aZ73etet1ntvScnnnhiV1XdLbfcss7Xb7311q6qure97W1rv3bttdd2VdWdddZZa7/2tKc9rXva05623nMPP/zwbtGiRet8bXJysnvf+97X7bbbbt3IyEi3cOHC7jWveU13++23b8lXAuB33Jr7xXe/+921X7un8+6P/uiPuqrqvvOd76zz9aOOOqqrqu60007b4N/x4x//uPvABz6w0Xacc845XVV1//zP/7zBf/7sZz+7W7BgQTcxMTHIa91r7ulsb+WAAw5Y785wX7vpppu6GTNmdB/+8Ifv66Z0X/va17qq6s4///x1vn7mmWd2VdWdcsopW/zv+trXvrZFnrdq1apuxYoVW+RZm3LyySd3VdUdf/zx3dTU1Hr//H/+53+6d77znRt9xuTkZDc+Pt6qib/V1nxW+3VvetObuqrqfvzjH6/92pr9uLWVK1d2W2+9dffWt751iz3z5z//eVdV3amnnrrJ7JrPTpvKHn744d3Y2Ng6X5ucnOz23HPPrqq6G2+8ceD2Pfe5z+0e8pCHdLfeeutGc7fddlu3ZMmSruu67tRTT+2qar3P6l3XdT/72c+66667bp2vTU1Ndc94xjO6kZGRbunSpZts09DQUPfa1752k7npeBawZfl1JUBTF1xwQe2888715Cc/eeA/c8kll9QxxxxThx12WL3rXe+qiYmJetGLXlS33Xbb2sx3v/vd+ta3vlWHHXZYnX766XX00UfXV7/61dpnn31q+fLl6z3zuOOOq8svv7xOPPHE+tM//dO64IILNvid8WuuuaYOOeSQ2nfffes973lPbb311nXEEUfUlVdeuTazfPnyetrTnlYf+9jH6uUvf3mdfvrptddee9Vb3vKWeuMb3xj20P/fypUr69Zbb60bbrihPvOZz9S73/3uWrRo0To/3bMhl112Wa1cubIe+9jHrvfPjjjiiDrjjDNq//33r1NOOaVmz55dBxxwwD0+67GPfWx985vf3Ox32Jjbb7+9br311rr55pvr+9//fh155JE1Ojpahx566Bb7O4466qg64YQT1v6+91e84hV17rnn1n777Tfw7zcHgC1p7733rqpf/fdJ1rjhhhvqwx/+cD3nOc+5x1/b9tCHPrSOOeaYjT774IMPrrGxsfr4xz++3j+7+eab66tf/WodcsghNTIyUlUb/p3cZ5xxRu2+++41Z86c2nrrrWvPPfdc53lHHHFE7bTTTus9f0O/8/ass86qZzzjGbVw4cIaGRmp3Xbbrc4888yNvkPV+r8b+9d/fcbd/3f3tnzuc5+rAw44oHbYYYcaGRmpXXbZpd7xjnfU5OTk2sw+++xTF154Yf385z9f7xn39Du5L7744tp7771rbGysttpqq3rBC16w3q/tWPP+11xzTR1xxBG11VZb1YIFC+oVr3jFBu+iv+7CCy+s1atX17Oe9ax1vj6dfo/shuZuVdWNN95Yr3zlK+v+979/jYyM1O67714f+chH1vvzv/jFL+qggw6qsbGxWrhwYR1//PG/0X/kfM14vfvd767TTjutdtlllxoZGamrrrpqs585qOXLl9cpp5xSu+++e5166qkb/H3PD3jAA9b71TNDQ0N17LHH1rnnnlu77757jYyM1Je+9KWqGrwfV6xYUSeeeGLtuuuuNTIyUg960IPqzW9+83p9uebv+uxnP1t77LHH2meu+fs2x9TUVJ100km1ww471Jw5c+rpT396XXXVVbXTTjvVEUccsdnP3ZLW/FsGM2bc8y8q2Njv3x8aGqqTTjppna8NOjYzZ86sffbZpz73uc8N1Nbvf//79dznPrfmz59fc+fOrWc+85nr/Bu9J510Ui1atKiqqk444YT19rwt6X73u9/a82BDv0ZkQ/77v/+7vvjFL9YJJ5xQ2267bU1MTNzjZ6xtttmm5s2bt8lnPuQhD1n7zmsMDQ3VQQcdVCtWrKif/exn9/hn1/zqsK7r6gMf+MDaPb5q/b10Y2dB1abPQvrBrysBmlmyZEndeOON9YIXvCD6c//1X/9VV1111dp/5evpT396PfrRj65//ud/XluYPuCAA+qQQw5Z588973nPqyc96Un1qU99ql72spet88+23Xbb+vKXv7z20JuamqrTTz+97rzzzlqwYMHa3NVXX13f+MY31l7qDz300HrQgx5UZ511Vr373e+uqqr3vve99dOf/rS+//3v10Mf+tCq+lVxdYcddqhTTz21/uzP/qwe9KAHRe9c9at/pfglL3nJ2v+/55571kc+8pGNXtiqfnXZqPrVBeHuvve979V5551Xb3jDG+p973tfVVUdc8wx9YpXvKIuv/zyDT5r5513rnPOOSdu+yAe/vCHr/P/t9pqq/rsZz9bu++++xZ5/iWXXFIf/vCH69xzz62XvvSla7/+9Kc/vZ7znOfU+eefv87XAeDesKZ4sPXWW6/92he/+MWanJzc6O/THsTY2Fi94AUvqE9+8pN1++231zbbbLP2n33iE5+oycnJ+uM//uN7/PP/5//8n3rd615XhxxySL3+9a+viYmJ+uEPf1jf+c53NuvMPPPMM2v33Xev5z//+TVjxoy64IIL6phjjqmpqal67WtfO/BzHvGIR6x3H1m8eHG98Y1vrIULF6792tlnn11z586tN77xjTV37ty6+OKL621ve1stWbKkTj311Kqq+su//Mu688476xe/+MXa+9DG/iPdF110UT33uc+tnXfeuU466aQaHx+vM844o/baa6/63ve+t17B6dBDD62HPOQhdfLJJ9f3vve9+vCHP1wLFy6sU045ZaPv+K1vfau23Xbb9Yo7W8pb3/rWevCDH7zOf9QytaG5e9NNN9UTn/jEtQXV7bffvr74xS/Wq171qlqyZMnaXwMwPj5ez3zmM+v666+v173udbXDDjvUOeecUxdffPFv8lpV9atvpkxMTNRrXvOaGhkZWWfeJ6699to69thj66Mf/Whtu+22G81ecskltXjx4nrTm95Uw8PD0d9z8cUX13nnnVfHHntsbbfddrXTTjsN3I9TU1P1/Oc/vy655JJ6zWteU494xCPqRz/6Ub3vfe+rH//4x+v9BwkvueSS+vSnP13HHHNMzZs3r04//fR60YteVNdff/0m33FD3vKWt9S73vWuet7znlf77bdfXX755bXffvvVxMRE/Kxfd9lll9XJJ59cH/vYx2p0dHSgP7Nq1aq69dZbq+pXv67k+9//fr33ve+tpz71qet9Ftpcg47NGo973OPqc5/7XC1ZsqTmz59/j8+98sora++996758+fXm9/85po5c2Z98IMfrH322ae+/vWv1xOe8IR64QtfWFtttVUdf/zxa38Fycb2qzWWL1++tl/WWLBgwSZ/FdOab2ANOjcuuuiiqqq6//3vX8985jPr4osvruHh4dp3333rzDPP3KIF+V/+8pdVVev8ustf99SnPrXOOeecetnLXlb77rtvvfzlL7/H7MbOgi19FnIfuq9/lBz47XXDDTd0VdX9yZ/8ycB/pqq6/ffff72vz58/vzv++OM3+GdWrlzZ3Xrrrd0tt9zSbbXVVt0b3vCGtf9szb9OfN55563zZz796U93VdVdfvnla7+2aNGibrfddlvv+Y961KO6gw8+eJ3//5znPKe75ZZb1vnfRRdd1FVV97GPfWyd9xn015X88pe/7L7yla90559/fnf00Ud3T3rSk7pLL710k3/ulFNO6aqq+8UvfrHO1//2b/92vX91r+u67rLLLrvHdv35n/95V1XdsmXLBmrzINb864Kf+tSnuq985Svdl7/85e6ss87qHv/4x3djY2Pr/Cqb3+TXlbzuda/rFixY0N18883rjc3cuXO7V7/61VvsnQD43baxX1dy9dVXd7fcckt33XXXdR/5yEe62bNnd9tvv/06Z+vxxx/fVVX3gx/8YJ3nrlixYp3za1P/OnjXdd2FF17YVVX3wQ9+cJ2vP/GJT+x23HHHdX6V2q+fqS94wQu63XfffaPP39CvB7v7+97d8uXL18vtt99+3c4777zO1369HRs6/+9uamqqO/DAA7u5c+d2V1555Ub/vqOOOqqbM2fOOr+i5Z7+FfUN/b2PecxjuoULF3a33Xbb2q9dfvnl3f3ud7/u5S9/+dqvrXn/V77yles88+CDD+623XbbDb7H3T3lKU/pHve4x6339S316zyOO+64bmho6B77dEN/50c+8pHulltu6f7nf/6n+9KXvtTtuuuu3dDQUPcf//Efa7OvetWrugc84AHrzc3DDjusW7BgwdoxOe2009a7gy9btqzbddddN/v91ozX/Pnz1/u1g5vjqquu6hYuXNg99rGP7e64446NZt///vd3VdV99rOfXefrq1evXu/eefdfZVJV3f3ud7915m3XDd6P55xzTne/+92v+/d///d1cv/wD/+w3q+ErKpu1qxZ3TXXXLP2a5dffnlXVd0ZZ5yx6Q75Nb/85S+7GTNmdAcddNA6Xz/ppJO6quoOP/zw+Jl3941vfKObM2dO95znPGegXzmzaNGirur/x96fR112FXT+/95nuMMzV2rIQEKQIKNEu5FGDBA0EgSBFQkCyigCYivDckkQ8WuIAoJpbFSMgK4OTTBh7CwEgUAUJ7CXdiLQyGDAECCBpKannukOZ9i/P7Dql0pVKp9PqCt12vdrLdeS8OHk3HP28Ml+bp4KR/zfOeecc8RzvOP6dKw15o7/XKS+m4OuvPLKo/5Kqju64IILUq/XS1/5ylcO/bVbbrklLS4upkc96lFH3Kvz60qO9n+3n2MHf13JwTH65S9/Ob3uda9LMcZ09tln3+Xf56CXvOQlKYSQtm/fnn78x388vfvd706XXnppWlhYSGedddad/jPksX5dydHs3bs37dq1Kz3ykY+U8uHffuXp7R1tLb2zvUDZC9ENfJMbwMwc/En2+vq69b+75z3vecRf27ZtW9i/f/+h/zwajcJv//Zvh8svvzzcfPPNIaV06L87cODAXV7z4DdSbn9N9e99ww03hM9+9rNH/GEeB912221H/et35eSTTw4nn3xyCOHbf0jj6173uvCYxzwm3HDDDdIf9nP7ZxBCCDfddFPIsuyIbzUc69efHLzG0f4VzIM2NjbCxsbGof+c5/mdPovbe9SjHnXYT+Kf8pSnhO/93u8NL37xi8N11113l//7u3LDDTeEAwcOHPYNr9u7u+8FAADHHf/NpQc/+MHh8ssvP+wPhlxbWwshHPmN4g9/+MPhJ3/yJw/95/n5+cP23KM5//zzw86dO8OVV14ZXvjCF4YQvv0N1f/9v/93+JVf+ZWQZXf+GypXVlbCN77xjfCP//iP4aEPfaj2AY9hOBwe+v8PHDgQqqoK5557brjmmmuO+LfnHL/1W78VPvShD4X3ve994YEPfOBR/37r6+thMpmERz7ykeGtb31r+OIXvxi+//u/3/r7fPOb3wyf/vSnw0UXXXTYt4PPPvvs8JjHPCZ8+MMfPuJ/86IXveiw//zIRz4yXH311Xf5rc69e/d+R39g+F19k/Z3fud3wvr6evi5n/u50Ov1pG8jPu95zzvsP+/cuTNcccUVh8ZGSim8//3vD0996lNDSumwb44+9rGPDe9617vC9ddfH84555zw4Q9/OJx66qmH/ZuXc3Nz4YUvfGG46KKLnI96hAsvvFDqnnVdh7qu7/S//57v+Z7woQ99KJx//vnhsY99bPj4xz9+p+/szubs//2//zf8p//0nw77a7t37z6s85577rmHjVvnOb73ve8ND3jAA8L973//w3IH/5D4T3ziE4f9Wsgf+7EfO+wPQDz77LPD0tLSMX/lw535i7/4i1DX9RG/NunFL37xEb/e42iqqjrsVwfd0UMf+tDw3ve+Nzz5yU8OT3nKU8L73//+u/zm8cMe9rDwmte8JoTw7V/j8pnPfCZceuml4UlPelK49tprD1sT7g7n3Rx08J8r7/hN6ttrmiZ87GMfCxdccEG4973vfeivn3rqqeFnfuZnwh//8R/f5ZpxLC984QvDT/3UTx321+64/m1ubh4xb374h3/Y+rd4D+5Hp5xySvjzP//zQ/vL6aefHn76p386XHnlleH5z3/+3fkIh7RtG57xjGeE1dXV8Ad/8Aff0bVUx3svxHcPh9wAZmZpaSmcdtpp4XOf+5z1v7uzfwXw9oe4L37xi8Pll18eXvayl4WHP/zhYXl5OcQYw9Of/vTQtu3duqaaa9s2POYxj7nTgn7f+973qH/d9ZSnPCW86lWvCh/4wAfCz//8z99p7uC/XrZ///5w+umnf0d/z/3794e5ubljFsT/9t/+22F/yvWZZ54p/x6321tYWAgPe9jDwgc+8IGwubkZ5ufnj5o7+HvW7uiOpblt27Br167wp3/6p0e9jvIPQwAAfKfe//73h6WlpbB79+7w+7//++HGG288Yl89+HtK73iAfc4554SPf/zjIYQQLr30UunPySiKIjztaU8Ll112Wbj55pvDPe5xj0O/R/RYv6okhBBe8YpXhGuvvTb8l//yX8J97nOfcP7554ef+ZmfOewAx/HJT34yXHzxxeHv//7vj/i91Hf3kPujH/1ouOSSS8IrX/nKcOGFFx723/3zP/9z+PVf//Xwl3/5l4cOIW//93PddNNNIYQjf1ARwrd/hco111xzRGc51hcp7urA6mj9RrGxsSH9rtuDnv3sZ4cf/dEfvcsvTfzGb/xGeOQjHxk2NjbC1VdfHd71rncd9kOS3bt3h9XV1fC2t70tvO1tbzvqNQ5+qeCmm24K97nPfY744sTRnq1L/bUUv/qrvxre+MY3Stl/+Id/CL/2a78W3vzmNx/1v7+zOXuf+9zn0Jx9xzvecdQDwzver/Mcb7jhhvCFL3xB/nKN8oUd1cH5cMcvyJx00kmH/QqbO/PTP/3T4f3vf7/09/rgBz8Yfu/3fi/8yq/8yjFzO3bsOOz32P/ET/xEuN/97hee8pSnhD/5kz8JL37xi6W/351x3s1BypeEdu/eHba2tu50bWnbNnz961+/27/G8Xu/93uP+P3+dzQYDMIHP/jBEEII/X4/fM/3fI/9z44H97KnPvWph60NP/VTPxWe9axnhU996lPf8SH3i1/84vDRj340vOMd77B/UHl3He+9EN89HHIDmKknPOEJ4W1ve1v4+7//+/Dwhz/8uF33fe97X3jOc55zWHEdj8dhdXX1uP097sxZZ50VNjY27rJIfKdGo1EI4a7/Ie3+979/COHb39p68IMffOivn3nmmaFt23DjjTce+t3hIXz7D9e8MzfeeGN4wAMecMy/37Of/ezwiEc84tB//k6+MXHw2zUbGxt3esi9bdu2o3775GDxPuiss84K1157bTjnnHO+429xAABwd93+31x64hOfGB784AeHZzzjGeG66647dChwcO/+3Oc+d9g/xO/cufNQv3jnO98p/z2f+cxnhje/+c3hqquuCr/yK78SrrrqqvDABz4w/MAP/MAx/3cPeMADwpe+9KXwoQ99KHz0ox8N73//+8Nll10WfuM3fuPQD7Tv7ODmjj9s/spXvhLOO++8cP/73z/87u/+bjjjjDNCr9cLH/7wh8N//+///ahfQrgrN954Y3jGM54RHvOYxxz69uZBq6ur4dxzzw1LS0vhN3/zN8NZZ50VBoNBuP7668MrXvGKu/X3uzvUL1Lc0fbt2+/WwWMI3z6suvzyy+8yd80114R3vetd4clPfrL0w/4HP/jBh8bfBRdcELa2tsILXvCC8IhHPCKcccYZh57pM5/5zPCc5zznqNc4++yzjU9y96g97+lPf3r4vu/7vmNmxuNxeOUrXxnquj7mt91vP2dv/+cNLSwsHHpmf/d3fyfdr/Mc27YND37wg8Pv/u7vHjV3xz8H6O6Ox1n4pV/6pfCEJzzhmJl9+/aFX/u1Xwvbtm0LT3rSk+7W3+e8884LIYTwN3/zN3d6yK2uY3dnjB+cx8f63dEngjzPv+N/fj3ttNNCCOHQv318+2t/J2vaQZdcckm47LLLwutf//oj/oytWVL2QnQDh9wAZuqiiy4Kf/qnfxqe//znh7/8y788YkP8yle+Ej70oQ+Fl770pdZ18zw/oqz9wR/8wTH/lbjj5alPfWp49atfHa655prw2Mc+9rD/bnV1NSwsLNzlHxZ5e3v27Anbt28/onz9yZ/8SQjh238A5bE85CEPCb1eL/yf//N/DiuHj33sY8OrXvWqcNlllx36wzVCCMf8176uv/76u/zW173vfe/D/jW7u2vfvn3hU5/6VDjllFPu9FeMhPDtw+sPf/jDYffu3Yf+Ae0zn/lM+OQnP3lYsX/qU58aLrvssvBbv/Vb4XWve91h16jrOmxsbISVlZXv+L4BAFAtLCyEiy++OPzsz/5seM973hOe/vSnhxBCeNzjHhfyPA9/+qd/epf7ruJhD3tYOOuss8KVV14ZHvOYx4R//ud/Dq997Wul/+38/Hx42tOeFp72tKeF6XQanvzkJ4fXvva14ZWvfGUYDAZh27ZtR/0SwR1/2PzBD34wTCaT8Gd/9meHfZv0E5/4xN36TKPR6NAfwnbVVVcd8WtX/uqv/irs3bs3/K//9b/Cox71qEN//cYbbzziWsf6huXtHfxDIL/0pS8d8d998YtfDDt27LjTH8q77n//+8vfcr2joijCc5/73GNmPv7xj4err746XHDBBeHKK6+0/7DEEEJ4/etfH66++urw2te+NrzlLW8JO3fuDIuLi6Fpmrs8LDvzzDPD5z73uZBSOuz5H+3ZzsoP/uAPHrNHT6fTcMEFF4TpdBo+8pGPHPZrP+7okY98ZFheXg7vete7witf+cpj/hqgu+I8x7POOit85jOfCeedd548jo+Xg/Phy1/+8mHfRt+7d690mPnoRz/6mP/96upqOO+888LS0lL4i7/4i7v9b8Pe/kszd+bgN8/vuJbdcR1z3s1BN954Y8iy7Jj3v3PnzjA3N3ena0uWZUf8wOJE9JCHPCSEEMLNN9982F+fTqdhz54939G/OfuHf/iH4dWvfnV42cteFl7xild8R/d5Z441h+5qL0Q33P2VGQAEB/+B61//9V/DAx7wgPCyl70s/Mmf/Em47LLLwjOf+czwwAc+MHz+85+3r/uEJzwhXHHFFeFlL3tZeNvb3hZ+9md/Nvz+7//+3fpTw10vf/nLw3/+z/85POEJTwgveMELwlve8pbwxje+MTz3uc8Np59+uv1t8ne+853hAQ94QPjVX/3V8La3vS288Y1vDOeff35485vfHJ74xCce+p17d2YwGITzzz//0J92fdBDHvKQcOGFF4Y3velN4dnPfna47LLLwtOe9rTw6U9/OoRw5CZ/3XXXhX379h327ZTj6X3ve1945zvfGa644orwhje8IfzQD/1Q2L9/f3j1q199zMLxvOc9L1RVFR772Me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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# List FITS files in each directory\n", "c21_nonlenses_files = list_fits_files(c21_train_nonlenses_dir)\n", "c21_mocklenses_files = list_fits_files(c21_train_mocklenses_dir)\n", "\n", "print(f\"Found {len(c21_nonlenses_files)} nonlenses FITS files in C21 training data.\")\n", "print(f\"Found {len(c21_mocklenses_files)} mocklenses FITS files in C21 training data.\")\n", "\n", "j23_nonlenses_files = list_fits_files(j23_train_nonlenses_dir)\n", "j23_mocklenses_files = list_fits_files(j23_train_mocklenses_dir)\n", "\n", "print(f\"Found {len(j23_nonlenses_files)} nonlenses FITS files in J23 training data.\")\n", "print(f\"Found {len(j23_mocklenses_files)} mocklenses FITS files in J23 training data.\")\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(c21_train_nonlenses_dir, c21_nonlenses_files, num_samples=3, label='Nonlenses')\n", "\n", "# Inspect samples from mocklenses\n", "inspect_samples(c21_train_mocklenses_dir, c21_mocklenses_files, num_samples=3, label='Mocklenses')\n", "\n", "\n", "\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": [ "### πŸ“ Common test sample: datasets a-l" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Checking lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/\n", "Test dataset a:\n", " Total files: 904\n", " Lens files: 181\n", " Non-lens files: 723\n", "\n", "Checking lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/ia/rparlange/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/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/ia/rparlange/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/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/ia/rparlange/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/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/ia/rparlange/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/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/\n", "Checking non-lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/\n", "Checking non-lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/\n", "Checking non-lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/\n", "Checking non-lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set1_N5/cubes/\n", "Test dataset f:\n", " Total files: 10634\n", " Lens files: 181\n", " Non-lens files: 10453\n", "\n", "Checking lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/\n", "Checking non-lens directory: /home/ia/rparlange/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/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/\n", "Checking non-lens directory: /home/ia/rparlange/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/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/\n", "Checking non-lens directory: /home/ia/rparlange/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/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/\n", "Checking non-lens directory: /home/ia/rparlange/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/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/\n", "Checking non-lens directory: /home/ia/rparlange/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/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/\n", "Checking lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/\n", "Checking non-lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/\n", "Checking non-lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/\n", "Checking non-lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/\n", "Checking non-lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/\n", "Checking non-lens directory: /home/ia/rparlange/datasets/AnupreetaMore/common_test_sample_HSC/set1_N5/cubes/\n", "Test dataset l:\n", " Total files: 16634\n", " Lens files: 6181\n", " Non-lens files: 10453\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 and nonlenses into N_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 C21 and J23\n", "**Mapping:** g β†’ B, r β†’ G, i β†’ R" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(Mapping bands: g β†’ B, r β†’ G, i β†’ R)\n", "Generating mosaic for Training mock lenses (C21): 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)\n", "Generating mosaic for Training non-lenses (C21): 50 images.\n" ] }, { "data": { "image/png": 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fvHvTm96kTdPoiSeeqFdddVV+/sAHPlAB/f3f//2lMq6++uqVtGU3/P3f/70Cesopp6x8/zu/8zsK6HQ61fl8vud894JEa0RE//Zv//ao6dO6ef3rX7+n/B/xiEccU/qKioqKioqKioobDtUToqKioqKiouI7Cscffzw/9mM/xt///d9z8cUXA/DpT3+a9773vdz//vfnNre5za7fvuc97+EDH/gAm5ubvPrVr2bfvn353SmnnMKrX/1qAN7whjfwj//4j/ndP//zP3P88cdz3/vedynPU089lbvd7W6DZ3e84x25173utZT2xBNP5OUvfzlgIV32gq9+9au84hWvACyky13ucpfBexHhwQ9+MMcff/ye8nvxi18MwFOe8hTOPvvswbuf+qmf4txzz2U+n19vb4JvFF7xildw2mmnrXz30Ic+dKVl9b3vfW+e+tSnMp/PjzlkDcDLX/5y7nCHO+S/m6bJoWouvvjiJav4o+HHfuzHePKTnzx49qAHPYgf+qEfous63vWud+XnW1tbvOY1rwHgpS996aB96+vr/NZv/Rabm5vH3KaEffv28Xu/93scOHAgPzvxxBNzXP5xGKuXvexlLBYLfvRHf5THPvaxg3cPfehDedKTngTAr//6r68s7x73uAfPf/7zB5cbf+/3fm/Oa7ewWceKCy64gM997nOce+65PP/5z2c6neZ3aZ2feuqpvP71r1/ycAK4+c1vzitf+crB5cYpHNO4ntdeey1bW1vc5ja34bu+67uW8rrVrW41uHfkyiuv5KUvfSnr6+v88R//Maeffvog/XnnnceTn/xkrrrqKn7/938/P09eTQ972MOWyjj++ONX0pbd8JGPfAQwmrQKl19+OQAnnXQSbfuNu07wy1/+Mj/1Uz8FwBOf+MQclukbiXS/xYc//OFveN4VFRUVFRUVFRXHhqqEqKioqKioqPiOwxOe8ASAHDYo/UzPd8NFF10EwEMe8hBufOMbL72/xz3uwV3uchdijFnBAXDPe96Ta665hp/8yZ/kkksuIcZ41Dp2Xcc73/lOnv/85/OUpzyFxz/+8Zx//vlZqP3pT3/66A0F3vWudzGbzbjHPe7BPe5xjz19sxsWiwXvfe97AVbGhwey4LAUkH+zceqpp3K/+93viGm+9rWv8brXvY6f//mf54lPfCLnn38+559//kAxdSxo25aHPOQhS89PO+00TjzxRHZ2dvja1752THk+/OEPX/k8CYTLuxguueQSDh48yI1udKOVd5qccsopS0qjY8GZZ565UnGzqi7Qr5WjzZN3v/vddF239P7cc89deWfIbuVdX1x44YUAPPrRj175fv/+/Zx55pksFouVl9U/+MEPXqncWVXPU045hVvf+tZceuml/OzP/uyu9zkkvOtd72Jra4v73Oc+3OxmN1uZJt1R8r73vS8/u+c97wnAv//3/573vOc9LBaLI5ZzJCSFxsknn3y98zhWXHvttZx77rl8+ctf5p73vOcNptBMbTqWUHQVFRUVFRUVFRU3DL5x5iwVFRUVFRUVFf9C8MAHPpDTTz+d//k//ye/8Ru/wete9zoOHDjAeeedd8TvkkBxbJFc4ra3vS1/+7d/OxA+/tZv/Rbnnnsur3/963n961/Pcccdx/d93/fxoAc9iMc+9rHc8pa3HOTx2c9+lh/90R/l7/7u73Yt59prr91LU/M9AKWF9fXF1772tXwp9m59cNvb3hb4xgmJrw/KS6hX4TWveQ3PeMYzOHTo0K5p9tq/CTe5yU2YTCYr3x04cICrrrpq1wvFd8N4XpT5AYP8kufNkdp+tH75RtUFjr5W0jzZ3t7ma1/7Gqeeeur1Lu8973kPv/3bv72U9pGPfCSPfOQjV+aTkO4zeOxjH7vksTFGsvq/vvUEeN3rXsd5553HS17yEl7ykpdw0kkncdZZZ3H22Wfz2Mc+lhvd6EZLdXvnO9951Evcy7q98IUv5NJLL+Utb3kLb3nLW9jY2ODud787D3jAA/j3//7f7+rVsArpLozSA6bEKaecApjXRtd1A8+V64ODBw/y0Ic+lI985CPc7W53461vfSvr6+tfV567IbVplYdLRUVFRUVFRUXFNxdVCVFRUVFRUVHxHQcR4fzzz+e5z30uj3vc4/inf/onnvSkJ7GxsXGDlHfHO96RT3/607ztbW/jr/7qr3jf+97Hu9/9bv7qr/6KX/mVX+F3fud3eMxjHpPTn3feefzd3/0d5557Lj//8z/Pne50Jw4cOMBkMmE2mw1Cv1Qs40jjeMkll/DkJz+Zpmn4tV/7NR7+8Idzy1veks3NTUSEV7/61Tz5yU9GVY+pzCNdZn59cX3yPJKw+miC7G90Xb4eHEt5f//3f88FF1yw9PzWt771UZUQyStpN++mEre61a2+rnoC3O9+9+MLX/gCF154IRdffDHve9/7+Mu//Eve8pa38NznPpc//dM/5cEPfvCgbre73e3yxe67oVQynnbaaXzoQx/i4osv5h3veAfvfe97+cAHPsB73/te/ut//a+88IUv5Bd+4Rf2VN8TTjgB2F0pl7yrZrMZf/u3f8vd7373PeW7CocOHeKHf/iHed/73scZZ5zB29/+dk488cTrnd/RkBQsN2QZFRUVFRUVFRUVe0NVQlRUVFRUVFR8R+L888/nl3/5l/nf//t/A0cPxQTkkCjJQnkV0rtx+JS2bXnYwx6W47Rfe+21vOQlL+GXf/mXefKTn8yP/uiPsm/fPj71qU9x6aWXcuqpp/Knf/qnS3HWP/vZz+69kfSW2p/61KeO6btVOPnkk1lbW2NnZ4fPf/7zK+O079b+fyl405vehKryMz/zM/z8z//80vtj7d9/KUj9/YUvfGHXNEd6943GzW52Mz73uc/x+c9/nu/93u9dep/myfr6OieddNLXVVYKpXV9cItb3IJPfepT/NRP/dRRPaG+UdjY2OC8887L5V1++eU85znP4dWvfjVPeMITsvfSLW5xCwC+67u+i9e+9rXHVIaI8IAHPCCHa9re3ua1r30tT33qU3n2s5/Neeedl71RjoTkobJbKLEzzjiD008/ncsuu4wLLrjgeishDh8+zA//8A/zf/7P/+GMM87gne985w0eAiq16WjKp4qKioqKioqKihse9U6IioqKioqKiu9I3PKWt+RHfuRHOPnkk7nXve7FWWedddRvkkDvrW9968o44h/5yEf46Ec/SgiBH/iBHzhiXgcOHOB5z3seJ5xwAocPH+Yzn/kMYGFNAG5605uuvOi1vIB2L3jQgx7EdDrlkksu+bovYG3bNl+uvZtQNN2v8cAHPvDrKuuGQurfVVbt29vb/PEf//E3u0rfENzjHvdgc3OTyy+/fOWlzVdccQVvf/vbv2n1SWvlaPPkfve73zf0QuNjxUMf+lAA3vjGN37L6nDKKafwohe9CIAvfvGLOTzQgx/8YKbTKRdddBFf/epXv64y1tfX+Y//8T9yxhlnEGPk0ksv3dN3SanwyU9+cuV7EeHZz342AP/jf/wPPvjBDx4xv8Viwfvf//7Bs62tLc4991wuvvjirIAow1LdUPj4xz8O8HXflVNRUVFRUVFRUfH1oyohKioqKioqKr5j8Sd/8idcccUV/PVf//We0t/3vvflrLPOYmtriyc/+ckcPnw4v7viiit48pOfDMBP/MRPZCvmw4cP85KXvGRlPPl3v/vdXH311TRNw81vfnMA7nCHO9A0DR/72Mfy5b4J//t//29e+tKXHlMbTz31VH76p38agEc96lFZ8JagqvzVX/1VDk1yNPzsz/4sYALHd77znYN3r33ta/nzP/9zJpMJT3/604+pnt8spHj4F1xwAdddd11+vr29zVOe8hQuu+yyb1XVvi5sbm7yH/7DfwDgGc94xkBJtrOzw9Oe9rQj3oHxjcbTn/502rblz/7sz5YUZ29729v4//6//w+AZz7zmd+0Oq3Ck570JG51q1vxpje9iV/4hV8YzImEf/qnf+I1r3nN113WP/zDP/Dbv/3bK0MbJY+sE088Md9VcOMb35if+Zmf4dChQzz84Q/nYx/72NJ3Ozs7/Pmf//nA0+nFL34xX/ziF5fSfupTn8qePquUcKtwm9vchlve8pZcfvnl/P3f//3KNP/hP/wHzjvvPObzOWeffTYXXHDB0mXjic58//d/P294wxvy8+3tbR7xiEfwrne965uqgAAy3X/Qgx70TSmvoqKioqKioqJid9RwTBUVFRUVFRUVBf7wD/+QBz3oQfyv//W/OP300/mBH/gB5vM573rXu7j22mu5+93vzite8Yqcfjab8bM/+7P83M/9HHe+8525/e1vz2Qy4Qtf+EK2CP4v/+W/5Ateb3SjG/G0pz2Nl73sZTz4wQ/mfve7Hze96U359Kc/zYc//GGe85zn8IIXvOCY6vyiF72Iyy67jD//8z/nLne5C2eddRann346V1xxBX/3d3/Hl770JS677DKOP/74o+b10Ic+NNfh7LPP5j73uQ+3vOUt+dSnPsWHP/xhmqbhVa96Fd/zPd9zTHX8ZuHxj388L3vZy/jIRz7C6aefzv3udz+apuHd7343W1tbPP3pT+dlL3vZt7qa1wu/+qu/ynvf+14uueQSbne72/GgBz2I9fV13vOe9zCbzXjc4x7HBRdcwHQ6vcHrcuc735lXvvKV/PRP/zSPfexjeelLX8p3f/d38w//8A+8733vQ1V53vOexznnnHOD1+VI2LdvHxdeeCHnnnsuL3rRi3j1q1/NGWecwc1vfvPsofTJT36SU089lSc+8YlfV1lXXXUVT3ziE3nKU57CXe9613xp92c/+1k+8pGPICL8+q//+uBy5//23/4bX/nKV/jDP/xD7nrXu3KXu9yF29zmNrRtyz/+4z/y0Y9+lEOHDvGWt7wl3wvxghe8gJ/7uZ/ju7/7u7njHe/IxsYGX/7yl3nPe97DYrHgJ3/yJ48pbNIjH/lIfvM3f5O3v/3t3O52t1uZ5g//8A857bTTeOUrX8n555/Pz/7sz/J93/d9nHTSSVxzzTV8+MMf5itf+QpN0wxCZz372c/Onju3vOUtd1VK3fe+981KtoQLL7yQ5z//+fnvT3ziEwA873nPG9DgsecFmNfa1772Ne55z3tyk5vcZG8dUVFRUVFRUVFRcYOhKiEqKioqKioqKgrc5ja34cMf/jAvfvGL+bM/+zP+4i/+ghAC3/Vd38WjH/1o/tN/+k+Di5H379/Pq171Ki6++GI+8pGP8Pa3v53ZbMZNb3pTfuzHfoynPOUpS5a4L33pSznjjDP4rd/6LS655BI++tGPcuc735k3vOENPPrRjz5mJcR0OuXP/uzPeMMb3sBrX/taLrnkEj70oQ9x8sknc/vb357/5//5fzjttNP2nN/zn/987nOf+/Dyl7+cD3zgA7z//e/nRje6EY961KN45jOfyT3vec9jqt83EyeccAIf+tCHeO5zn5svBD755JM555xzeO5zn8t73vOeb3UVrzf279/PRRddxAtf+ELe8IY38Na3vpWTTjqJs88+mxe84AX88i//MsA3zdL8SU96Ene5y1148YtfzHve8x4uvfRSjj/+eB72sIfx9Kc/nbPPPvubUo+j4Xu+53u49NJLedWrXsWf/umfcumll/LXf/3X3OhGN+LmN785z3zmM/nRH/3Rr7uc2972tvzGb/wGF198MR//+Md585vfjKpys5vdjJ/8yZ/kP/2n/7QUGqhtW/7gD/6AxzzmMfz2b/82H/jAB/j4xz/Ovn37uMlNbsLDH/5wHvGIRwzCv73yla/kne98J3/zN3/DxRdfzKFDhzjttNM4++yzedKTnsSP/MiPHFO9n/rUp/Lyl7+c1772tdmraozJZMLLX/5yfvqnf5pXv/rVXHTRRbz//e/n4MGDHHfccdzhDnfg8Y9/POeffz63v/3t83cpPBrAX/zFXxyxHmMlxOWXX84HPvCBpXSf+9zn+NznPnfEvFKYsKc+9alHTFdRUVFRUVFRUfHNgaiqfqsrUVFRUVFRUVFRUVFx/TGfz/ne7/1ePvOZz3DJJZdc7wuEK/514txzz+XCCy/k0ksv5c53vvO3ujpfF7a3t7nFLW7BZDLhsssuY21t7VtdpYqKioqKioqKf/Wod0JUVFRUVFRUVFRUfJvgkksuIcY4eHbw4EGe9rSn8ZnPfIYzzjijKiAqjhkvetGLaNs2e9N8O+PlL385V1xxBS984QurAqKioqKioqKi4l8IqidERUVFRUVFRUVFxbcJbn3rW3P48GHufOc7c+qpp/LVr36Vj370o1x55ZWcdNJJvOMd7+Bud7vbt7qaFd+GeMYznsFv/MZv8Dd/8zeceeaZ3+rqXC9cc8013OY2t+F2t7sd73//+xGRb3WVKioqKioqKioqqEqIioqKioqKioqKim8b/OZv/iZ/+qd/yqc+9SmuuuoqQgjc6la34pxzzuGZz3wmt7jFLb7VVayoqKioqKioqKioqBigKiEqKioqKioqKioqKioqKioqKioqKioqKm4Q1DshKioqKioqKioqKioqKioqKioqKioqKipuEFQlREVFRUVFRUVFRUVFRUVFRUVFRUVFRUXFDYKqhKioqKioqKioqKioqKioqKioqKioqKiouEFQlRAVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFTcIqhKioqKioqKioqKioqKioqKioqKioqKiouIGQVVCVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFTcIKhKiIqKioqKioqKioqKioqKioqKioqKioqKGwRVCVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRcYOgKiEqKioqKioqKioqKioqKioqKioqKioqKm4QVCVERUVFRUVFRUVFRUVFRUVFRUVFRUVFRcUNgqqEqKioqKioqKioqKioqKioqKioqKioqKi4QVCVEBUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVNwiqEqKioqKioqKioqKioqKioqKioqKioqKi4gZBVUJUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVNwgqEqIioqKioqKioqKioqKioqKioqKioqKioobBFUJUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFxg6AqISoqKioqKioqKioqKioqKioqKioqKioqbhBUJURFRUVFRUVFRUVFRUVFRUVFRUVFRUVFxQ2CqoSoqKioqKioqKioqKioqKioqKioqKioqLhB0O414S0fdAdUYRGVCMSoKBAVVCECCggK9H9HxZ/kBKg/EcTSKgOoaJ++gNjH+fsyW3u7/FwBEaykoi7ppwwzsb9lOR3j9P67+gMpEqqM/h50QP+RhuHfwVPEIv+yvHFFVQd/Wnu9AZq/LxtW1ksoW9f/JktPxn1QphrWzEZUvG79ONv/peh0AWYf+PyKXDyJrCqhouL6Q3XVTIYQ1r/JNan4TkeM27u+23/aPb+JNan414CD//TBXd+Fpvkm1qTiXwNi1+36TkKdbxXfWGhcPd+kaQYHJXEeL7N6In4q8cNSPlaIH5Z0dIYrecTRWSj/uXxGGlZq1TNZ/Sqfc2T4TkcH0v7Fyrpp+b/RGS/3RToUBu0Px30yBmfCpSJHbR50kwySSu7r4rmO2jg4fpYH2VB+MPp+kCWqfpAUheiHdhmPifbtLg/sgwb6iTudy2NkN7TrNwJaNJwENMB1KB0STwSm0C7QEGF2HSy2EQkgAZ0ITIBFQBYBpEXDFNhG4jUgHcjc89y0vopW8cgEaBCdWBPaa0AWEDdBW5DG+63ztkwx0c42sGMClgiqrddRYRohLmCx43lvgIr1KREJO95nExdKLGwQWu/M+RRig7YdNAoaQAXRBcICQgtNa+MSA0pEWdj4SGfTQxWCwNTX4lxcYGTSI2l3QBSVdSCgOre6TY6HZh3ZWYfFBNgCZtDMIMxBp/aPxvpBt9B4LYQWmWygcQ6La4EGjccDLdJMrO/ilv0Ul2OkedPhU3RhdWADdIqyBbKDxgAaENmCcBhkE8IJQIDY+PjOMHpTyn2EeO2nd51v082Td31XUXF9MDv8tV3fTTfv+E2sScW/BswOf/KI7/eshACycF4VogiqmvmTUridhc9SbPW6IiN6/qBMMuaReqiX5aJ1KYXcSqm7KPmrkv8Y8HZl2bKimsMaGz8j/d9jnk80lTFUsizzb+p9I33ZLrTX8juMpcj1LxUDiZ8WTz1g2orfC/572M6+s3oeXgYKkJST6nAslXFH9m+0KGSosElMacE0V1RUVFRUVFRUVFRUHAPED2BLxmJJlo3aeUyG5xFL1J9ThwLs8aHJH4msPris0klkgbfks6MJYFd/2itIVgjJ8/N0AB0J6GFJaJ+N/UrFSop7oOLF9ed3yjxS0wcag1EDxdUNms52vaKhqMC4ktlQzRJL37aBpmR4poah8qGvaqkQ0dxFgx4aHFzL8R2UMnx8BKgGS9fOTPgfG0QD6DbozATMQSFMXLA9BxZIbNB5A9pACPYztqBrwHFAh4aZncB125QLut8q1bpyIS4AQRf7bHgmHYTOT+1iwm5aF3gvQCMaW5AdJMwQ1lAahACL1vojtafZsTotpgiN1wnLRyJ0ll5icMXADEKEbg0WLdJi80sEpcmLSoggHaId6MIUFQjKAuWwyfvnCkyQ7nigQaVBpQN2rI7zxgT8HAIWIOuugFpA423pptafIZruoVHrr26Bzbt9iCrazUEjoms2d/UQSIOK9bU0LhJTcdqxBXTWZwjozNrRttAERF1iEl1jERr7pxOIU9A5xGvtW2ntZ3Cthm4vr9uKioqKf0XYsxJiFanUpH1IDEtmBldxZQw3+WVeavByF1br2xpjnkxKPozlFq7u890w0ATthZ8a8nC71aLkDVdplNwaZaltw5qtzvuYsJcWHVGFNEonR/j7XzqOVt+99vNueYyZ9b1gr324dFLb5bsjnfaOlGZVumPFXtu/dPS9Acs61jzH87vEXsvay3c34No54h6xV6zq3xugz693XZVkiSc0+fDTZyq9aliKN+nAnyUosaDDYgdjYKjGTn/73r2i/b3AJP2S/gUUO4Bm77r8o2y8ZoW2fdOX2f8Mgx2+P4fZNyK9JaIu/Ra9T0xwkXskNyUM/8zK8t46O4k5pGyfhuIr7YU46W+Vvl2layUjS9PUfgGlZTB+9N/YCdjKzAIVUe9fyfsq6XeKcS7aWTBd30HYK51flb5gRq932bvtPd9uHb0bZ/mtwW6jupedqkx7LNzN1zOSR6vv0XbHo6U/Wnmr8jja892+vz44WjuPlPeRVvA3lFtYlVmxtSXDsFSHXcvOk6IQossK2toTd446u47SUQPfh6N2yupMdpNhLj3eC+uWqr4nlk6G3bWysGOZfXs/JR49190acCRKszdk7kai8wFpf479P8UEziH0kw8gBufXkkA71cmF00TM5H7uc8OfJ35IognfdeIZJs8H5wVEjI+RBUjXh6OwwnveQrCJo8KAjyAaryINSIMU/KbNC88fMKv+6GUIaOy7PbMryahyLJcw/k/VlRQaSYox+zbxjhYbQtKc9Dqq+jeoj0Fj7VBMGRBKfrPzdjYo0ZUhxu+JRjS5OOgi82NlTa3t5VwpxrmUt6S+EkGlQTLRUa9DyDxd6g/V7F7xdaLs+NxZwzYs/b2Hcpc0f+W61tEyH+2qS0twvOuWCcp3/ntvZXu0So7yPNL73cpOGJvgjvMp+/ZI+R+pPrvUb8mo9wjfKiv65ljrtlfslseK+pUHISkJwWjeDPKQfl6Nvdjy89H35XmxOIf1WZZlyvCbTEzseT/r0jiM6qKCIsiSh13Z5jR2Zbkr6lVikCy9DKM2jRIPynLKqumTlMbj6QwMKsqypHg8Wgcq5D1l0E/jdpX1WkV3iubvAXtWQpS6hoB5zaXwQWn/SD/zmI+sNlYxRmk/HNS96Kee1+vz6j0GBlnlJEvdVTCiUo7BirLTAx25z+YxHc+Nglbm9vs2o6NKZiuQ0Twdk5zdyGYS9vSMRP9u4HWyqn0qo4KGiyO5CMro9XgjSct2EHKqaGeaioEhe/P1QZDQmGtrroe7bCYBjSTmoCBY2TUlDBomeRCCP+n876b/tmiUlHlCP4mKvtQ8CB4WTMsNLZWVJov2dU1Ew/xlGQgHM3NbIhEYT6fCcJpZP/SjmWbOiJAIZtUD9CMVndgmJqkgUNLnNRjscmNwYrhyvFNWZey1wXyU4rG7rOZDoPhT6cc7M4PFpyvyOnYoSPSZPqHsQ7QQt+a6jVau9OMyxHAcNQk1UzspGeCiDSs3r36D7AlIuRjTGDXY2NuzbKkWQp+0KELKjUtTnbuiWm7Jld5LsVlpantaQ0mw7mssZx29Pr0wNc95tzQUEj1KczetCz9oJMtGoX/e92zRZqMRmp+nQ2Fi/v3wUm4e9Ju7rBiAvm7lE0BCesmxIRInV6LSMdm5CWGxj67bIWoHugFMaNotQrND10Zi0yGdIAshyJRG1ohhm9geIgbQiSBxSjM73tZad9iGa7KJKTEO+mBsgDbeE3bcE4XQtUgMZokmHcJhRLfomhPQ9kREtgjhoNGt2BBViDGgdAhmydeEBegU7U60vgzXocxRPQREmnA8woTgTNVi3tFFReIB0A3atS2a6Q5dJ8ROLLxBExHZsfp0E2SxBrpA40EbwmlAdYIuDiAEQmOHTd2ZgQZk7Xhopq5rUJDrEJ0RukNInKHz49HFPkK7QJqOKDM6tlGxQAKhC4RFi7YTWN+0g+5ky6bYrIOoxIUxcEEWIC3a3BJkHemuRXSOThWCIttXI/NtdHIS2uyHboF2C2RtG9a2CXFKE9fNoq6ZQDdFZ/tQtol6BUhLmByHKLSzeQ5Bcv0w5j6W2JP8pORbh+xBr4jJYRTTobzkP/z5qpKGq8Zz9b10uYZ93aSsjFVgtPeNv0jf2Pvl2vhekw8hqZRykyn2uDGflNgsXd2nOm7pyALYyh4xdynTXZnWMsOiT1N4kTFJSrRtsMWkAaRnT1K5lONz7HMtWUoPlWkU3GTfuJ7mjvuvr0i53YnvGUXvDYa+LC2/d34o8+OZn1CGB8nhBpn7wPd+Gew7q9o9zMfklcljW1aPowzzzGXqsE9k/MsS7zNsb89D6WD/zFmvqHXqvH62jyd7epb279TOxAMVvCEUfPeqfGTwJI/jHufbEo9eTPqj7sjjvkuHm8GBfVSVcgGBCyGH6YdJ+rkkxRxbkvMtlTPuq7Rax8zbMJccLSAX0s+DxE9pOQGUnp/cw02RadTLqZHPpaMm5+lRtmfct6NPMkoatWq5ZPpYmgys2k0o9oai71ZvR7tCpin0kfhYNtCIs5QK84Oo7ECYom2LnQMjEgMSxb4NAVQRnXs+64B7LtAgrKMygXC8V+sgyAKdzPNYiQoy2wHm0OwHmUJokBA8dFJEu4hEF7ozhTCFZgrMEA6j0kBYt/fRwgzRXmd1ajZsjizS9wvrv3giMLGwTOJeBd0OxGhKhRZoxBQFUcw7Ia6BRAgtSkAIqE4Rppgy4ypgQeQwog3EKUGwMEyi6NTKMe8QM9Sh67CzieXLZA10B9FtNK7DfB04BFwHsga638a6U+ubOLcBDY2Nz+Jr3u79mFjMFD0hBtAWaVtr13zHqhIVFgWnETs0Wh8RNiEKEq/zWTOxPHUdQkTDjo+/HHErXzn/Jk64O+dvSeNjZwVtDoNsI9Ii9OGwLJxVcR6UiAaff7TkMFmAdJY+TCyUmPW7wKIxMUXYxrxQonvDtNh5YAFxbt432kLooFn0/Rk7WBTeQgSbA4gp9RRUg/FOugUaCdM1CAHtFiSllskBGqBBmgkSWrTbhm57wE+IBkyZNvWxNsZG1TyKhKnVWycgkSjX2nySCRZGC0y+Yp44hB2EeaHca3oeoKSx6vRZIjRzq02mtTG3AQ3eVxC0s3kUAgSx0GMaIbjCLk2ALjoNmIJMiz1mhnLYzkKNgjaoTgA9Yni5o8w2oxFJ0VoI/UTniHa+hwSnZQvv2wUwRcMa4GvPPX+kCEsm0llIt8WGjcdk28PgeH+ruVdFmaISCHoQ0RlK4x5pwdaQ7AA7qcbAFGQD8XBsqj7m0oFs2RhFG4/oc75hguB9pgHCNkiHxk1UJ0izQJqkBE69A8oWxEM2FrLhc7pBZYE2M9AO6eY23rGxn8HnSeMzYbHj4sBTgHVrjyx8GgsSGyS2KIdRtXoJC6I2KC1CQEILcYLGDf/2IEggsEEvAQpIXLO+DjPnWSzUH906qg2i/4xwHYSDELZR2Qdhw2hgbH0fVitTAirrRDkOmBH02gHPt1fadgzhmKzLS2UEkNn5IkkRXmjp8/53GCUYJhk8GzEimSFZzcesLqIoe1X6sk1HQqqj5IqUzF5RTvlzRcYry5K+jwd1P/qX5VFg929W1GWXoViRZpdGLHWw/a5L71d+tGeIBESSSKIky0l7mBjs8aToOWDFNoNebD+2Fk6C4I7e9VqKQ8NIsVAKotNuIAFxq2TrCsnP7dPhwWwQA9V2oaKM1L5hf5k+KdVp1ajHvh/o22Ft8frizMygH3S0PlIvh+J5kZ8MxzzlKak5RbWSYGVQfuoe6C1HUslF9a27fGxLDXuOCZuyHK2CY59mRVtSNpKp6fIKWNH+PVGR8otVlZTB78NleyRKtVuDx0RpXEY6mpXravU6HSqZxpShONimGajjFOVvBRMvxfwc7BOal1dZ7jCf4Zrvp6WOM1vxfPxujN3olRbvysm69/FPn2hYgCz8Dz9kRbB1aUqfrEiinzNJjCZiDJ0EoElpJwjpoAJJSy0aUXHLMzFPhUG8ZfXwAuKxslUROo9tPIUwcyuElKWgEoZ1y0q81mvuFv/S5Q+FxtKqHQzsYNggOgWZI2HuRoVOO3MXR8tfcYu4hT9vyEol0iG/t7ATPwiZ8Z8iHjJAumQdB2YdFwhEb02KQ+4d1EU7kxE85IK9M2Yuglr7ROZe3ynKOqJbJmwW63tRRXSBa0+sLPWyQvRZFEygEMSYQ5kSva2m6269pYvlMNh7mncFo7an9IzW4fhBL9JNH5Q+PaszPNJqKdfSWBGxTHfshw7+XMlMjp4X1R8t40T3RzXMh8nd6ePqwotviz1lAN/Deho7qtTI65jhr3nvXW7cLtUYZdt/NM6kb88xUrdhFscw3a43jrmCKyq3tDUeaeIUfNBorysT2x5XEFotflI8X1m/tM6O0IGDrUhGyVaN6W6LI/1ZrKldx2xFfw2+74XhMprLQwVUn40Mvmd3C8RdsZcJsIeJOL7Y70j5lFNoVTWK6TN4vKKquw/zLvSi/H08hKu/OjrGioKlYsv14AWXc49Vc2bUnznrMd88/PCI12+MDxmjThgY0I7H4/rSoVB6MdAfnQohIzq3kDuFQZethZ7TNqO5jiRo663wE883sX8SScZEKnPLJ9U/Jot8cWFlMv0TULHwQ5kHakZ9FZ2vcmYupvr62VfcME9duSCFNT/Oa0lHb0TlPJyEgoe3uquK8482zpp5NKE/U1seihDUyjZhHthdGdGE6SnEmXq5vbWQh0ZakD0rRDG+OoVYSvUs5m36OM58HDT/E8p7LK0NmsZecU8OHeXdWliszJsGek+X9K9fX9druwpadFvqfx9j/H2ZXlJZMniWlcJpwNJ32T7MBI1JiWFjjs8b6S1NFbsToygy04gUWz0dGnJ1vO809KMgZOM8zV45edo4n5xobmqLz/1o78stte/bQFlICl8mmhSKfsYS36NTgVk205LlD7kFeTCKJ1Y39X0vn6GkoG7JkFG8kl4xSUa1hYI695EUHKH3g6Q/xORTmjcNb7gUc4SlDtk7BjKiogyg51V9vbjCVbVzIzaMZmQxc/BxLehf7oySXnq7EP/ePLOyMfHAIMONHP1cZbKvFBsulZ20RoUX08hLXwSjlwVNyMaPhZe8FB5afV5zL1NyuUJwfs/aaZ5f6Zxs9TePfyWfYVN70vhlQ/g0xqm+SdGj5HuRMk0Zj5PVSf28l8LxSTbEdCUEa5hSTby+c1BXpstav9dqOWcblAbCZEhzj9FL/5jCMRmPnW8y6NudyE56NOC1EyHvF0HellNfpecjYV9eejr8LnlBktP1lRzkXVY+pS34qxUhOkcb9TL6/PvG5Cbsss5z8XmzHP49/FNGfxdVK39qGhNd+U1PjEuCtkteS3Xo+0/Kp2X7cgbDWZampwwGoxyPsZ3KXhFt8Q86sy9tuMlDL8wvf80z136X1utTVrRkbEsFQdlOn4DqxCHnIf5f2tgSsQ2gwftghWcDZGKf2qL4mGWCmzifNLBeB58MvcUbRhgSkSxcbvOBTij6UckCMCm9MYoeS+7AuZtWuI2Vv/sGbjk5kc/fJK8TT5nrkSwR7bX2v+T0kgm4/+1C1MLM3v9fekgIxzbjBJgUa6cvr19pgm2M7hY8WNBp3FO94qA3lX5D68fUCbcIZimhxVi5UDglxxn/cjoundSGPkiarTVGhDTXKn3vZWeGoBmsI3AL4QGda/qmS3BmITEkeB/ZWFnRzmCUHi3FHpAIfj8v+jA6tiyT50TqWzWGRyksf8XrUH7ngmIp+ycVWI5XqmWxyRRSAauezTtJh7bMqKzo3KNAaJi0p0GAxVxQPUzTHKZhQVyfoW3LYtaxmEd0Zw2dT9G1GXF9B5XDdFxDUCEsGkJsCLRo3MeiOxHRHaS5EmVOtzhoDHA3s/kU1hECoZuCew5IiGgzZ9FAJw2dtIQwQWRCI5FGtomdMt9Zw+IMH8QuQdxPEKUJDaJKWCjoNg1fQmND3NkEmaL7zBKs6xqiBiZxk6CBpvkS0lwLC7emmm6zWN9BdzpCXCDdOmG2QQwtcbLmU2YHpEPaidGabh10StNt2FhIZ2O0tuFjfxDiQUJjzGKMHZFAiFMb/o0OaQ6jXUfXdUTZRpkRwgZN2O/rfA66QLtr7NA+twN3i8VHjg1AJKzZBYy6fRCNkcg6yAYSDwEztNkAWnR6AkxORPRKJB6GOEVma8QwYRHWCHINDf8IsoZOjwdVAh2i0MSDoJGFXFeEH9g7tJjTI2pfUPFCpJ49RNOb9ML/TmslwtAbwQ9X/vHYw7RnZhI96LmarEDLjFP/Q/FtmWJvXrX0BgxkUUaiY+Wr8Z42yGfkqi/pQN3v18M6jGhy2qvLLVKTok8GrMug/NLdNC5zcIOaZuvn4hsk08Ulo4HCLbjfY3yXC+NPUs7Xh3vzhidepvAW7PfTNC707M4q9/Z8Rki0uRj7AV8zLL3PtHw+TjzKM//NcHzyay1epvLLzWxUvgsNzNJz7J1a1KXgeQaZpLkC/diVY53n7qhO5X6ZD6399/Z2yOf0fPDIM6IoUgYWA2X/Gh/DgE1JvFyxx46GdlAvLR8eaU9d0U/jysrKBENCYg3ynzocg6UwEeO/03TVYRtKrySKviyHXWSQ/ZD77kdnGWmt5IxGfTYc07Ld/YXOsnK+Lv89WjflPMgKtfRZ6stxnbWQFx85/5SkJId92MVyTY7p9XC99qS4nFMU9Lbk+/ZI1+LU0sct25+StbiHX9KwCbKOxDkyd2MG5xO1mQNzZxkXEOYgU2CfL88JdnaZkS5AVgIiDcgEFmYdrdF5ZqYIfjdBo8AUdGLWy41Zw2qcIbHxMndAtrALlY+zeoXOPSf8Hgo5xforuuCfHTdycQthFka/oppwWqbeB9u98UUEYRuaHUTWrC2yZp4NdGZlnHQBot4HLcgBo08xeYisIUFgIiDd0GZQFeI+a3NofRyD3U8RZmYsIzvmRRtnSHed9b1sYcqdA/ZNY/dUoMehNIgejwkRzRpZ2m2rMxOILRpadJJ4fgVdoDqDIEgbnE+wPDV7tc0hGbqIehpBWN/bnCsxN0VUsmBONFii1SXKGqo+R10waB44XnaIaOuKK/Xyk8Cz0VxHiQo7ibdJYb9cQRXVBKox9s7pRCR5BgQ/hwSIWQm2sLpON4BICHPoArozQSWiazvOEphiQGRqZ8hO0IWQlHTmARHQVs0TI27DYssVcn4+bdR0VhoRFgTs8nXzHpD+cvXOJysHwT25UUWzUZJZmWvsEBRZzBHmZMGtNLb+MMt0jb6vC04LAnZ/iRIXLstJyr7G+OLg9EEbOzOIexwENwaLYUHM4dnE9ZNitKBbmAC4mVofxylIILqBVyDaOAXzBNFwrOG/FFu7AVjHxMVb9ix0vibnIBHtWjRumAJCO6BFOvew4bDPPzdGwxV0MgMaW6O4RwqgmLV+YAdhhrgHVAzuNaPXIHoI9CRbr80C2jl0M+i2TQnYRQgTtF23ejbYGux26A3hWuAEzIDNPA+kdXmC91OI7pUQnfbKiagcgHAdGq6DOLex1xYWJ9hYBjcoXKyDdmic2Dr0cUj37Ej0vSFskGQMyhbKjq21bgPRiSmfw47VWfaj3Tax2wZpCU1bcGhzkGt97/TQzq64RhaYMqNDNCALU7zFVtEQkcYiJCgHgW3oGqTbB3Ete8OYPDL4PuAGdkQCVzptmGNeMeaBI+zsab4d450Qkhm0xP8kT87dMOBXUj6reKMykzFfP8itj7k8PqvtWg/peaKcRofV2K3eOfmqhAXfd7QmHQkjFmpXyOj3MtDIXj5Me2D5eIk/1+W/V41B2WBdkb58ocfcI7thNVM9rHD5ez5l0GtW03vXlGbNXdmm0SFicHgapSFp7mV4qMrKuhS3rXeD7g/eRUzzlW0o253+DcvumX5Pl5UOpWCq8IAYZD9YlWQN7Uh9X4o2chihpcmy22qy5+Nz3a5tlGK+FB9IWUa24pWlWvR/lW3b4wEjw9ufxr0gOFq+R2BJGJBHffQ8DL8bvB0qn4ZjvapuyXPnCHWnbPmYCh8N2ltXrFDKDh9JkWUxb7zvknVKf9BP/0sWW6mtfR1zT2uR5xJhGtZ3mMTqnQ+9Okq3yqqjzGswb8pxh15wJAwVUNcXgsiGKdRkmy7MaJgb0zCJMF0QO4wR7wLMJ+hkgTSKsiDKFiwmNNEsGUI3IcYpGtdRlBA8XdxGXUGgNASNxlR0YgySD1tsIzFYcKWOgAaxUHhA44x2nDfGg4cdRAXR6IYBLvBUNe8CZqAtdBukOMM0gnYBVXF34QaRSJAdY7SYEMPMmPIwR2SGxNb4tlbMvV+TK74iIWB3L9gBXLIrrzeoEZAIi+tAF4hOEQKRJCQL2EEeWFvATmeu9eKu/hJoZA0NcyILZ6BnmLvzmrW59UNK8hhr1C1zZmhsXTDR9AycTMxjpZmizQQJYumZELqWhUzoUpgAPQgyxw5mDcIEUUUWC9AFkR1nmveOvc3YlQzYijTjPSnto/274RrcpTYFW7GUZyL3RSnl0k0K236Zj+hD3trLTNKBr8x0XK8hLbM1L8M1P3D3K38WzNCQ5PeVT/vYgJ8Y7xuwbDU+/DlWPQybkXifXd4LeS9d2RmZr1j18bGg5DOKrBmqAmTpt2HNhzXs6yVLL4t2lBNwqR3FZblpP5LB66U6LCEPneb+HHoV6vLwrsrkevXxqoyPsFeWYYZGqXqB93gejMpY6o5RxQeGPEXiFaRiODbSL4fxOBwLRmRJnZ8ZVrtYx4N6jAlNn+F4Ce/iKFB8Q88epS7J1m+jssZ9U5SzvHbKE9VuH+4RWRGRKrkir115nN3WxZBfWukPN360iuysTLxEAfqt5mjVHLKZIyfzPfLG6oLm6DyIBnovbTBlhFjYn27uxtQeXjZEiG6sKQtgZpWXaHIxt5QVOiwI5I7xTGwaj6aCRh8vBdIF0OJticGEYUmoLE1yCnUK52VmTwu/wJrOeaoWWPeJ7YK4vHclL1O34E2haprGlQBzkHTfgjrvlPiWFpUJdim381YBV6qrl9siKfxtMopzzwdpkxAsjVMKQTQBXfOxTPuzKUqEOerWwqbxcAWQuMcDE2+feSto8qRVD9HjIWOQDpGF61ST50g2/0c1mrBcGiTNJzULZXUvk/5OsLI+Qu8hsVeoCVdR97RJ88W5A+0sZEoIWKhSnwqRIgxp2VdNn6DgUXKNutTfWJpg/K0mA3DwdqobudpEFFckDO/YUFQECS3psnKSl0XpMZSMH4KH/e3EQ0ClzjVFh8oCDerhxlJ/pjUYfX75XMzhtr11yZsppvZZKKFsaKKmMO0dStTLKIwOhZGcxMZB1QXcTt9VGqtHpz5XnPaH0f4WfByiDZbkNQvJcl8ADWJnmhiNxkjqP8HuPQkoE1C/sF48nBQM+3nPKI1vmr4vQmqHKyPU17cG1C3q1T2dJLhwOnsfWD00yTH8/GJeB7ZurO3Ji8DGUSUQpXFDrB3EFV8WVq7xqvqajN7/7r2TLpbXNHmT8o4JJJpJdFtQzSRWpEMkGi3RzvpXzHAPsfDltqUHo0VJeawNaOvP0+KaFMcFq4fJxZJyBvKdDGoMhsYGaXZQXGEdWjtTqoWnFwkFC6WZvgmtcwnR+3lOUrxIMi4tQ8GTwlX5WugaO2vT2hwLvo8rBE17gXnDCdtFOcJQJnb0+bb3OyEENMVkK8pIDIAvwZKWWVen/XLMjBTfFqX4jzRVbSKlZKV93Sir3kB8jBGfuTvbNKjBEmu/itUfKzZWNWVlnv5L8lQbe2WvNFwb5d879ZTPilqmvQOGhjujMgZ8sI76Se3Nythe5SCnjzJdXaEoGnCL1w/Gw8ei8sV8X5p55A6UQQeXnhOpzuPOGDau7+le4YC465xvKsIoH+8ASRbuZQka8lgJsXCz8jpnAXuqo/QMBGkd9H3Zu6z3VuODPslrQ/p1JzB0JSxmekFEpMwnlx1tw8yuuXG0sJIlv+Z+14HbrdJbjqd2J046KYuMGKu7Sg76L/2iZf94nXJTpOipY5xzA0vIpNBJ/V8wBqUFnTTetLl3s8+BQXitxPBQeAakPNL8aoo6+GAlVzop2pI7IjFaQr6vITOni6I/sDoO1kiaUD2jUfi55f+L9ml7i+GSSAnJVVLShXEpv5FJ7fCS3pSPFN+550pWABb5pXYOCGlPtIrp533sbuy5zJKhKneDgj7kqg83FNG+rrbek3VQqls5v/cOVSUe3PapdhBp53Sd2p1Lh0G2lNaZ6dgKMUREZrA1R7VB9QBRGuY0xtAvJqhfuoeYhYhopI3roIEg60BDJ2sgQsPXEDpUjkPD1A6VTUS2rkR2DiHra4TplCiRHVkgUWnmmPdFOzVL/9k1EBriZIqEDlnfQWOk27b+CNODBDEXUDuvRWgUjXM6jcQdQbsJhC2zYIsBZo23ZYodyK9GQ4tMp8hiBvOZRzGYgLTEsG5nBL0agFYahIaomz5P5ggzIgtbVrpNowtoD9Cx3w4zW9GYvWYHkYY27CfolKCRTjs6WYA0aHMcQiBIg+gOi26OaKDhBECI3QSlQ5uvgVwJk2CWUfEU0E1C6My6MF4Bs68R2YZ2hyZcQxPmhMlxNOsnwEyQrRNNWaPrIIHYemzO+QbKAm2deTwGDIIA+L5cbs1jfkbG36T1Ipp5vowwykEYugwX3kolH9fTm+G3lrYv15ZpL5RfXm1jGsaAZMjoecn/pPXfK0BLahnyAy0rNeLVdPiRfzASw6U9GBnxfj2PAW7VR9ojlhUJ6T6JpZstctVkRYNTZRPd9T7M3mnlfpT2Fgp6zDFDS+Z2RR7ibejnQzFgo9nYd+2wXmNh7ArfYP9R7Je5AjocOC2ep7qMx7T8WR6IvK2DehZtkbS/rdqHM68Jg3NcuS4G9RhUtvg79Z+sTjPgwwveajCJR3Oq2GeHRY/6Mb1Y5Zw1JiEK48NJ3pG9juO7VY6YpzVi6Xl/T42MesT38rA0q0Z5ajm0PRuwlFdZp1K1JcVrnw8h+D7k3/ghP3tzjmsy/lPH74a8UT/HVrRo6Hox5HkG6cbvxxmN52RqUKLtsvS6/2V13ZbT0ueX5syoIrr8gb+Qno6NP1u5nveAhVt3BheM6w5oNOEgE3qh1tQFhofNuCKFymGCGUtso4k/l22rQ2dnKW3cMhg1Acrc08XgzTEaJo3393wbnYl5WIpA03iLJohOATOKgCnEDadnh4EI3cKd9adWR932/tq2MtxLQZrjITQo6ULqzsd4bpbiujD+Lgn7Q4BwnClG0oXcHkbIlnaSZKsJu2QCrYAGVNdBI8Ihq7umOwdc4NylfWsbU6pYiBRNhjsyt3sXEr+hrVkbI9ZuWYBcRx8iGWRi80Q6t5qnAaZEdU8lMe+MFMpH45Z5kMSJW6CLjXe0PrW49OaRoK6wErZA/L0GYD9Dr+yjQbJVu1XdwtmY5/fCPApErS/Vz8OixGDGNASnqYvynAw0Cz9+mwJKfKyUbRQlqHsPJwPxoB7PHjNCwmLuJyMbFVcysECi1UObANqiC6+vTIzWuVeCxnWfl87ndJOSnABr1gaZI+LRBboIXWNpRey9RqQzIbm02q8XPAytkOl5OtdK68L7Lik+9rnHxZaNm18gHmgQ2fT5s2MKmBRWFtAmoG3j+2i0eqoJf+PUvSok3RMzw870mz4Ivq7E0ms2AmwRLAyuWdhPzNJcOmg6U0q6YipIktXZmUBJAml3V9np+do9QZWwcM+bACY/mIEsCDpBWLerZABZTOxukNARQlKwHrL+RYCm98jQ5Eni/dRcbfVyr3xJ9LA1Omr2ZtF1S4EgxxNkA2WDSETjBJ3tR+LUPOJp0IkCnd21JwvPs4Nmn6+fNNY7oDukk4wwMQNMwdZPSKF5nReRaxHmtg/MO+MdZM1D55oHm8o2og3aHWc7XTAFht1zokiTQizb/EpKJjiAsobocZhiwvpa1cNaaoS4QHRCkImNb9yx/oxrvjZm1mdhv/GaMkfozIBOcQVhS8DGoonXorrIPLrIFsgMdD9RNkDWILjhW1SSwtjWxj/b/JubUaF5+XS+f9nc3cvWegx3QsDSQXU3HifxrLqcZCVPeaSFUfAPuyXT0c/VjEzP+khZD9mN8Txy3cb8THmu2Y1nO1IbVha36wfjh33hY/buSHNgfKYYHmNk2E9AEoautG4ZZ3aDohSOp0OeMTA5DJQMAvf4Vzr4ewgpUovPizTZtfiqFMdoIdBn+DY/C8PSNPHGgSxccM1rWRXbJ4X+gLtqhgi9IDSlLcNLjQ80/reU8S4To16UkTbnfAIpDzRixBmFrCDoy979gKHFvzGUQUzUbIlTtjOV3X/fG3GtPnB9XR446nVa8nRYlV8q311Wc9gRZ4woq10qXZYKZciUlhPLJo6mvJK1k6Y8XTONOWKaFUTJdEiRd1H/AbEs66TD507M+9k/9LaxsHuJs0veD30oLPV1unQRa3knSmrHYFH5c7WW9Ua7fXvG9Dc3LJkmZW+LVSjW1zgMB5BieOYxlgCFAkKLFhoiq0Z2V6j65X8RNnaQMEM7u3grLAIS1QT7QaGxy64kLmAR8wEoNgFtXeHTJUVedJdfs9YQWkRbgmyitERJ8TkPE5jRsYEytYNKI3ah9exKpD0Jmaz7zO5oo9B0EBqhoSHGzi6F0wnatGbR33amhMAOi40L9c0ANNgBwa2hNCpRBV0EZOKWanENWQQ0mjUJuo2yBWGD0Gy4hVyaK+b+rcHCo3Vxx12c7TJA7TT3R76TQpWghxGd04UDaFhDFzvIwgUA7QKRFglrSGwIMRLVLD1UJsbkSTCmP86J0cKcNLoGBLSbmxusHHRXYbP6Uj0JiRPSBZISD1moABSCEsIWQQ6Z50m7D50Lsdu0A1GcmDVYE4ixNYY9BHPHDmH3+XWkKR9l9MDm40j/NqRVYzKY9tm8B69IOOAb03ikRyv2ipUMXE8PlnYWHS79tF7LlEPuiOW/dFzesEJ5mxnjKPxhbmPRLzJKmXtAx9vCaO+RgtaNnu/WhkQqB9uA8xxL3oSCHXZymJLd23X9IEWnD8di1W+GVdz9qoqlCSaDrPuvxvv4HhjWfrNd8XKXNbHioQ7KK/mpVRmMJkFmJ/uW6OAbHSf0x+M6L7dh0COyoudXreU8x5ZXXObvdNy28TzWfj0t9d2q/j4S/1amH32XaBJaKCL6H2NKNKzSiAimhScyrOGQUBa/av++7Fuhr0t+JsXao2Bmyn5P7dB+CPxnOdMk5Teojycae3GN+Z3dpnmpZDvSmpFxhxXIhjIr0orzj6vGeamKsmpGrShv/CjNvSPU/8iuLYbooTYa5wWTV2YoDLO0cT6hxaxLu8IQLnkhLDDvVzXhOcGFOCNjFlX3ukhepkJvjW18A7OFKSuIbqws1s4cjz15bTQmrAoL9zo1zwzz4vc46uoXVOdLs9esvrLP2oOFNcpRBZLFdTS+SligzLGLktdziJrclnQmUczCWLF6SbA+VYGF1dmEqB19uCrLS1zgJWKeBVEbNAZbG5m3TGGWUsSDCckAzCyeC48IwXhlb4/9TOeS5IFhQnWbQuJt3LZ0cdrvOxG3UMcUVSkED9HHucPun0ix6o9lRzXLelvjbqSX70uLaLqoO80NdY/c4GcVMbcYjT4eUSC4JwcCSdnjfWThezpLp8FZZ1d+BTU+HLE5IDGPa56/2XPAyqGLfZODCS7t+Odl53ZhCjkVD9UDFiK5JQSFFGLGPU7y3Q7pfhP3TpHQ9fNGynC8NgczvUleFjG4Adeae2gcwsIvpbBq64i2NrfEvZVizM5IpnRMdbDJICys34NbpofGFDedQPJayBuE5vXfW8enUGVzVyQafbG0zgl0fsZr0p7hcohMS5wudYPNYm8zTt1LKlid0l0CwhRhgnif0QUkuqdMNtqckThMFbeoz/UXsiJCtvKUQRvEFTGE/TY20edStLkiYQ0JU8zrQ83rIDoNiB7eqXGaFKPPTwuBRFjzhrU2/mqXxCt2aXSITtcbU0whi34eoSAeKkmjXUzfBLu0XizUkab7GrQx2ik43ZxBPOSNnOS5Lmqh2noz5hZVu2Qevca+QwuDDUVoEDFPtqh+r1BskLAwhYe4ApRetpilFOI0NsuldrwP0n0yRqOiK2FJ+5hGM9RLd6jIHLgatEXjJnbJunnepUvnSXvKUbB3TwjnGhMTZJtQb/Fua6iP2o4/z/tPYu0K3irbpe5yrjBaMWbmc9aDn5nnKPMa8WAU71cZfQzqsnKx9tYtw0o5CzVifFbxsJnYeML8fFSPpQxGtR03cch1LTPWy4ymHrGIstfzgcFLXj5G9+nLn9kCaIlRX+mgexSkHMNwkCS1TvoJkK1x0uTzNKU1nxgT5C8YNbLIXwuDieSKybBRyZI0MYoCqw692cJbbcPqx97LysJSLfKKXrXU7ujfpbqG4puRRezA3crLTv2yVG7KC/q7IbwzNLmUFoqC1N9JeCwdvYQ4daIWa7CcsSkP6KmAjv62NNZdWnzXW59rzt+J84qDtw3LsTB6XodcbyG7Jud66+hf6pe+XZL7d6x08A0oK7bK/pIh4zBA8jTo29bP2eQBYX0uye03ew4kd8zR/QV5/ifLmIJQlmFCRHL9s+t5hs/VAV3p104qq59z43VRlOGHJ4FsBWz1bX0dRPoc3IVa0/bdr5teIZaYoYIO5HGhGJO0ltI3iQFUhhtCKL61/PKFVDn+a1itaN8FAqZgAIIeD50SOQgyg+kmyoaFz4wgE6WdYIqGxZQoc6IcIoYJXdhAYqRxhUaMX0Vk5p7HDYF160evb9BtlM6yIqC6hWoHswksgtmWTSHIGtIdgOgMd1RYi2gjdGzShRmz6QxhRtA5QQNhsQ/RwCRMbFy6hQs2GzvLNAeBgHRiDH+7bvwKC4SIduvEboos5oTFjvVtMKux2M0hbqMctHaFNWBu1zVoQOImCixQO+SH4GUdgLhA5wdRmTNRX6lNi8qU0LpFbCPgXhVxYYoLbbaI0tC0+1BpiI0SdGHKoDhzHVlHJ18DWmLcNMu7tf3u8TBDNSLNNoQrYN6isw1iYyGotJ1C07JYtMTFGrLYD9sWVitO9yNxRhO3QNTr0xLXLJSDNIn2HANKel+S0PS6+L/tA/36N6ZWltZO2o+WKLCvxbSes7W9pj17xIesVHj0vKOWQmYZCd3yMu/3gzFfMmQOC+XCMksxaE3PS9CT3qX8ejq0bO4w5EXKju/5qdS2MSNZetMVSPuvDt8NqHPPZDDglcq9WvpvdJBfOT5aNvqYkOl1LutIGY3fpb9D8WfaJ/s2JFf/tGXl50tLI/Etnp2nNflsOZbFfpL38FH1dOmXPbSn2D9X1G15bx2vj/Q45SGDdMuC1HJhL9OJAcuWy5CjjPVyHfuuGXsilfv9EejUgH8gyfspx3j1d2VfFsqGcZokKVrZip4mpWXZD60WthyjOZXYK4Y/UyIpfpa0LiVcRepk4DXl36Su83EfnMGCDurbzxYhnycGY7mqf44yNrmSRxu/8bwo34/m/GgtyS7ht4bUlQGtys+1bDe7TJmSyK2q+6oXK+oj69ZfwYW93QH7PE4wb2gPMamHyfG4tTFBbjRhuLZTxL0JrK5OyxrnJ9Utu5NXYdyh9AJOBkaalAiy7p41inTuHaBzLPTTtJA7dEjcdhLaWn1ligkWtzzR1OqTlBRuoa1yJdBAPIwJljeg2URkB7P+Xbd8g4IsoFmD5jjQLVQPeTens8AU1Tmxs3BTkjw4ZOZtFLKgz3keggtuu8a8KIP0tEuDCXaDWYcTpxYClAUqM5JHNDqB7oAZ2gQTiqoLI6Wbed0O23OPY2VT3i+axsLK2HmkhdBa34nFZzePDjNiMYF+Z+kbUzjkS4fF7zVIoZCOARKC5zO3PgqmGInNFIKHB+0l/aAt0pl3Qoq9L9I639C5N4GFwLFQ9v25ScIaoM5DA7IgXT5MCncjYt42ruC0MRnusQPCKsmDJtpO0di7OI7m0C7oz8iAHLR2x+Sl0rqBmLjiqTPvHO9iVdB5IHkkkJQS+e6BpLzB7jPAhKxCRMNho9v5XsM0bvT1FNCFKbpirr97yahZ1KMLJKbIB74LJAXQwkSvdueIQLcOTKHZAYloSN4/AYnmKS5RwJUW6vckIIq0nY+FGWfp3D1fZB2RYCGwBGiPba7ZyM1NuB7XUCbQTJwPX7N+XDRerwVRZtbmbuH0a5+Nk6ybMqObuQIPb8MUu9dmv9OiDaetl4PMUN02L6toXv5J6WiKXbW5jWCh15K30QKTf9g9ChpSqFwT9EdMCRHSHQ90Xh8LAZXD8GZFHXauDOse+WoGbKO44RtG2yUo4p4fds4VaFzBEA9aRq3RNm2tHY2aoRwEN0oWVBaEkLwRbL6qRqOXcR1lQtDGTZvXTRkhSnTFWHQlrHi4J+QQSCR0gqqiep01Sw/6JBbQdTQ6/6zHmaImrEETULZtzQYPp6XkS+hV11CmqOyzrNroy8S8BCWviSNj70oICv6/4IgHIZLS4k9/U/yiK//MyHKjVczMiL8WSia1yHAXHkm9XqsYmbIegzov8SM9m5cVDiMssWBFnXo+smQXhxUueaHd2KHe+vtoGOWd6jHkVvtkiQ8f8sm7jtO4q8eMsIxfFs+OnRSWcGG89rmM62Ib47CBQ/8F//9oQpQpbK77AatIVx4g+7O9EZfsfi1laWnUe1uf3iW/eOZCX81xCdP/+pRDAXifd/+zGLxkNVN0UGaCxsxB0bp+aUd6a5CkWpT8z7TimvvICF4pjB+2v69nYmjCYCKvGJ28+fckwdqkHoOeVN8kjBpc3Flmugth2A1ZaF20DcWYUYZtHs/2sQv4UoWaFd+WfeZ9qskiwr5LUaaH3VmOZTnnOgZqvnwA9DJd690LzHYhCoMQRMV8SnPIH0n+dEwFVv0s8h/3kYx+pj/GRE/Tehi/G+U3vrNh8Lrs+/Rn6nsdNKz3htDi6xSOLSks+uALxzTdBGNgANENRBs6DruweYKGDZvXC5CwILR2EDIrooUzrUIXhNBFv7fB3C8lLLISwtyf00Xj6szxnIWYPwSLhR9aBekmpoZpxJgcXUcWM2SxYxYmbYeGBmWNLkTmAkE7JnFmjGXcjzChETvQRr3OrK/SHiM7qCih22cHt0lrB9FuDrFDuzU0riGdM7RhirRrRD+4R10QZQdJF/NpRBYCiSEiEHUHNNg9EgRgA7Qj6hYWMiANpFtsiHubhAYNCnGGdnY3hTY7SNggsGYrRoDortbqlxASiXIQmBD1AOgaoZ3aYXm2hcQFEg5D2IKdE9DFFJXgDj0NtGvmARMnhMUaIZiVnrZrJhPoDmKqlQUqc2f4GsS9Mo4NY9qwG0NR0LF0yEz7phbrppzweQ2nkBwr8s68W88s9n4LkvM3+Zv21YQl0lD+kr2t8mPtrYsHTFWZme/PQq8gYegdsMwEMeQ9xy9XMaOrulgLkkriAdL+lwjsUqtH7ZWV9Vu5BeeWSdFCS6zjdpZK6BGfcCyQpf+PK9m3eTDdMt81otMp4Yi36fc/HT7fZavpN63ETx5pDeBDMTZBGu2XS20r2jUW9EqZdvdyi5EefnvkB30eee4LjMd81/ILPuMIY78cFK0Yk8G8He796ZXoaKwGaWX5jLe6hf00Lcd8oKyktxMpx1DVLANzsT1tGygDtOC9xuuq/FXIfOngWdEvMvhiVftXYKyIKL8Ze+r2le5/rCBHy20oidGKubpqGozX2CqUAyT0az0zA6O0pWPsrvM60Yy+znm80nwvxmG3JVbaphy1HQmh9W/mIErIFza7B7c2nuEOcJjsSRCDCVAbi1+uOkHiGr3Vsm/jfuknKAQTxFtIDTX+Dcjx2P3yd8SsxM3Qx4w0hJkpRnQCHjucuIVdpNqgwQWAYRNTWrg1svhFu8loWZPXr3dOUoiE4yBdNE207zSAbPlF2RNo11FmqHa2D6tfMhunJIt1s6qd+PpM9zA4PU5jnIT1MZ2/pF/TAaQTCwsiIE1E4xTiJqYccME73re60Rvwufe4CaCF3kPCx9EnhZZe34mHlmAhWFBMIeDfpBAuMVnDg/FpyYiwIEbh2PdVEyqbQDHFy7f7RtZRTQolV24REBpEPTyozk0BwRS0cyto80QWkleCuoIN7C4Pn5KZNqpbmPeGJSoNom0vwM3rKfgSd4Eomg0/BfPqCpL2elvLeWyCfSN+prcwM4rGfai2Niba9HddqBKyts1PtppkB9GVtW6hPhB7ih+1zavJZBq2ts2KXjINz2Xhwy2K8eSMtrp0v0jM0yYpx8VpufpdGIJf5q4Tm/J+QbWmO/Rc4CvRLPX7C7pdbiTuhZXOocnjQQKECRqE4Macpt85lvlm684u6k4ZpDtwJmh0C/xOiGFhAn/tQBfuXbLm//Zj1vZzX6M4rWyxOz42LW/ZBDo0XIEZtXqYoBSSWT3EldMcSZ492P2D4rRUmCNso8kDjUDyCrPQthHUlaulNFKwOUwxD7PhYuvl2ZlPxb07ALQxXkZN4aky9Xnn3lzxsJMHD9vml5LTtZ73GhbGTG0OihvEuRyiS8qSCEpjyiYEZGqGdsxADpvXU1pPKRyzWFg60YmXtY0Sia74QPf53EtG9Ot2Jm8npqxlDroNMkHCxJUVbe4TZYLKmnnpBKeD2Sh2b/Rtz0qIkHk6c9dOPHVmKWzV9zxvWfxuzMuYb0rfZp6t97QYfzY+ex2Rpy/4njE/tmsd0yf52/6rmArM3xQ5ar9Hjg1HpGBIlUyfllj1bLRT9s+Inzoav5TSRcrQO8X+MObPvJDxYX/prMfwRW+N3mMwFsOu8fd74fbGcEKShITeiILd9yaUc0a8NGcW0qSV4YG1d/CV/J34Jt7XuGAe0nchbSz9RmUawFRmKsO5a4U06oFomkmSsKVkUGBsISFZaO3MW47v7wzaWMs2+NEMJ1ReCJpb7103WlepT1Kbi7Znr4s0Sf2StKWx7cdq6bmQOJyiTB3Vtenrmxne8Y0o43pqn1f5fs9IHZeIXGEB7xe5mNAsnZi83Mw4Qz+OFGn6+TWwqi/TgfP8lqcM7sQoF7EfQnLbrN2WomHQD8rwb7oit2LA1S+/Go2BejikVFbPDFEI7kbzIa3MwZzUnuEc3fWR3E/LJ9krQZPVSr+mBJxRKOZ9og2F14a1L/XR2Oum+JkPtV7XUpFYCqlcsSFJIVUQSFtSx6hiVVMIiCoyPw50Cu1xIBOPETw3i4rNBbHZIMp+6BTZUrSZQHMc0kK7hjGAM2MEG7aABp0f74Jus/RKrv0W/zQ4Q6Ogm8AEiXapmIR1RDbQRkxpMN1C2sPYxVYtqpGoM4gLJtGsJMTz0uB3QjiTpbTYBV87dvBoQCUgsx1jmIMzfYs1P6vsBzZQmbNorqEJLRKEQEvQCZFA13pII21dITBDWBCagyiNW7yIhTfCl7BEJMzMokb2Ge2VbUL3TzRMCbTEEIghoI0QJ4rEFnb80CM7Zq04sbiaCz0R4pywEJBIaIJdvD3ZgbAgREG6lrjYZ2Ghum0kboPOUAIalNgGQlRkNkdjIDZrdoDdvg5kQiNzJGzB5JBdSNYd56Q+QuiQybX0dwLtFUM62YdKW5UyhZYr5yyDPbh/WCixdRQOccCsSZZxZzfj0lLZn+Wl5QeBFEEoe0kl4WCiZIWAqy9bc9mDXT/9L3lNFrzcoBv6xEUrhz1kzxM13WWvkaLXVzB0Rt6SIG3MnDH6e8zMjdIMvMiWkwz4o2Sp7fuNNqnsvo930/HuBSMOY1yLpSyT4mHsLZFtv8d2GGPsyeuxn2hSzI9B/Qpepg+Bs3pcPStWjnt+XCQsDWSWeJYher4wjUfJm8CSu/vgfcm3pUr2gzk+Qy3VYMC7FDxB9nrq92Mtno9LlNFEtXWvTsf8O+lNdIbjceRJ13tAe5PT/Q6J/UpeENk+ZhdFUhRSuJd+JXt9UkeNh1cGP7ICojecHZXlZwMth2GQYOj3n6hzWdPEFfYPj9A/ibaNxjlnNODNhj/K8RzmV1Z6FzqVXknBm2nxb1zuuG4kmqErlxw4TSoU3YN0R1qLy0Ud4cEyJAla4mS4dqOHnghCvvgXs9I1oZwLFVlYHPK090hAujXQBYrd0yB6tfFlsm55qFnS63THWhXt8mRpFj5LPJ68zoyn0RlqVitYLHb7JyF4ZJZovAwx85h28aqapW8WggaSF7VEt/IOG5ggcoHFNAe7C8OEgVZkAJlDPAjqBhjq519doJ2HqGpSGX7R9GJmaeK6zxO/AHXhIWkidtRttz0+fjpTT024rpZWoill0KZ38k6XFSfPUfUQI4kvDmvWhhQahuOs7+JVmKW11UUyIdkE1hiE4YrifWPCVVt7EcI2aGdzhtYF7OJC7mM7L2h0uunCVY0WLkgkKUJcAWK+zAiKhIULZC08UKLjyS5IglstN53P5qSE0FyOjb33azArbfGLwzUmo9wI6uFrJKK0ruxawMLDdgUzAMpqrXRmiIm5S3ci+lk/erii4JcHR7tAOgS1eyZcwWB3ldvak9AVsjYBnea+QwQaRdQvSFchJkVHEsSqe2GkezSS0DfahedRwAyXFNoOIXnBYJ4OQXyMsbJFMY8hE1CDomFm663zdYXRB124rCaorRFV6//g1u1mil7sAWpzMrhBk4Zchvi5XRcuq5C11Ot7hKBiSlQLG5WM2MTWf1igk+BrqkF0P3CdWf7rGho3EVlDWPd+tRBCNgfFlYoROGx5NzbWgt1faN4WTrdEicxQ5nY3oAQ7D8UpohNEN0n3ZNhl8zPbwX1jiKgpQ7tri7bh3gwlT+NRL3TmBsFrWOgme64IqhPrf1n4PGiN9jG3c3Hne7/MQTqnt42dpwHmh2xspDFyl2R7fveKdjPzUApGH5XjgOPtDK2deULIGqoLlKS4TX3ml3Wr3T9jXhFiihEB2PG15WsjmLJC1GUQbCJsouxgCogGCw/lnjahsfnOpo/nGiL7LV+uxgm497nsabod08XU0PMVY/Ywe0QkXnnwXpfSsyKPnNoPfiNP22F6IXtd7IryADbujJKn111fD9itJT6qPBt4uqyYpeBRioxS3yXd8KoxGvO7mYkcMXQDd96ksZWeL+3HoK/EkkVhOhMlTe1SbfpG5N9GA1e2fRVjVyqV0tZwrBB1N0QX9GYBcCnsl2KEkndC8ggQMlsvBfM45MXz6aH4O5VRKhYKN72y3woFRO8C2h/6egWKudIaQ5msqFM4gRS2IMXmLAY9hT4ara6+AuVjIUtt8oBljqxPoylveiP+3CnSfy/kumfGaVCmMYQpxuP4bJR6qT9/p8VZmj5p/3wwwcSYjVIRk3Mt25cUGuVKhYESYa/I06DvkJzvwITKyx5cTFzMqt6Xv2hWb4nahx0advGwfaGf27nP0xxKYwT5Hop8QflY6J5+L+dBuRpLBViyaCnncKpT6L/LBDQOs9KlX6zdyRImMdGDuSi5b819cqimzZfZerl55Q3WPWTlTPb88bmZ+jwzGuWmFlmeIuUET98uB1rp10k5N48BcWEHkrmAThA20KZ1i6MFbG7D2g6RdVTWkS4iO50rIaYIc5q1w1b83NyxQ7uFxjXi4kYgSmzNusS6Kpi1mBpjYa3bh1lI+Xg3U6SdehSBObCDyBbSrSELc182C5lIsxBTQDQ2f6KYxUuMEY2CiF3W1oi59oawZgyNzrEwT2soLdKZey9hE2E/MVyNhogEtXOtNEj0yx+bdSdf4h4JplwI4TAqE9ANjD0/iNARxZj70M7NwjDsA9ZgcQ0StwicQMN+G21XQqiqWavMpiAdGmYIDTI167hODyA6p40Lb9/ErIGm14LMCLN1s2BarJs78bZA18Fk3ntcNAG6SFgs6GSNGKaExRZxfogQpjRBYbKFtlvQbaKLTUz4fhihQ5qD/YFnr1iiwWNuJ/1qc3q43Q/TZmonuHWewJhclMh76rIl9oit6HPP2/W4vrYiew+CIkctLa7L6vQM0tBDYq9cSbJAG9YybzU6og7OMJf8lrWnz0AS3ZIi/z7nfg9ZtYWNqi1ZQd8nSHnJ6BtZwb/0m5B90wuKiyyPcSvdbUL0Yb7G73VFcldqFfNniN3HTwY9Mqbp/vvASIDlvoJir0p8ZNmOYXnjLiu/O3K9R2toSamSF8MRcir7eFU5uvLvvshijQ+YwhHfl3kAp8NFfsPpYu3JXgIFP5H1j0vKkyF92RWD8fL/J4IkuFJC3GZHBmsx+SFreWCimC8qKwrfrUb2PC0pGayrorIy9PBabs9orafu8mFfEsrnOg/+zL9JUkTQj0N+x2gWFZns+o7xi11QDuM4fdGFg+mlFPykFzto72hvURhcXF6WNe6XAbvWz9uBwGIvbRMTfotuoOqGCajzmK1d2BtS34sJLjW6UL81T4QumCdpcAGrTunD/cxQDmJx4M161wSZAq1baM9MCZEElXiYEiWa0LLzMDt0ZjAasLCN6QyN3x+g6kJes2K2/vebZlP4V2n8DO2hUMKm1SnO3LLeFADqsfNtzQVLHw9DnLkCw+sWoykhAm7MYV6kFhpoDtmDX0gSBVlMMAOZZGzXQTNz7xLBFndjniIRkoU1BBeyeN8EgalAbNB5i1nGW/x5Ceve7m2fAy5ki+kODFfo5D3TBbricdg7a6PtEd7XCOaV4J63nQuYkxwjzlg6KB8FGk0xoE7XTHhvYZnM28W9FMDOg/myahdiiyneLTqI0bcc0bMxQ7LooWia3Fbz/CDfP+GyiQXmhQLZMMb61IT1KhsojRlmdWpltyZAzyTXZSLWjv5OT0ln0IjN9cQnaGdrqmmR4PH/Rd2SW5Bgd1mIuKxLW6IrMiTLGMwCXlKoa22sL9JdBUk51LoCDw/7ExdmxBUgSiBIZ/dtREG71smdlWH3nVjYJAvZlcKbTX2KL2xudG5o1/iOkLx92s7HzPNMXvox8RY9H2R3y7ixUPqnEeLc0iajxsbDUO0V4rRJdLCmRAXCTqaF2gSI++x8oocA84i3C6in/s/vpEmXlqug6nem6LafES0sk8Y1KytO7Js2eMjiBcqOG861WEiqCSE2BA2mRGuSJ5DTI52DRGLyEIoWdk5DEqyn/kq9mdbxFqoLTHmQZHmdj2mTx9hYpNa+0zl2T4hNI3N+SmMnIGtOnw/284tACgkl6cLuzsJJ2R2NLbAflU1ErwOus8BRfjm56px0ebnVLdHvGeluFAsdlxRThchfKLyetm39dgcwI0CLlGCXXk/yOgNxL5cW0U0vd5+NH9c4X+NrPJHyo+CYlRC2HjJLU6ZgvIOXvNdKWpt4AX+XvS3SITHn2uc94CUyZ9Y/W3XcWUnmc1nDb5f6rOBX0p+Dlha88wrefMBEZT4r/S3D/Moz9sq6jBpX8m6jjhlY9pVWZYN8y0blR8v9PC561VMZ/bRNsC+gr8PynRJ7Qtq8M3Nd1EHsp4xGqT/Y2L8ciiArG5IljQuF850IMurPUX6jQZfUxj5bBt4VmPW3uQc23gN2oOvl45J1Blk8k81FKeqT3Ph6wqnZ+jtNvGKGlu3IzN1gMdPHY02NaYz4a/S69B4gOuj8tKkXk3FpUvXlDb/NlSqSO8MzOKVQLIzUM8maRYoyjeEqCmJggXdMUy44WSnXQuoH+11XeCFkDPp87PHgufVcmD9PIZR80xrc81DmJ7g/oyvlij7I86AU3vfrbjj26VlZN0+T3MuzqjQUOaU5n9IWeSUGPBGggZIjafutXZo8eVx4mC/Szn3ckKyOkiW2kRMd/ssKhLQPlOsg/a8bVrVUXA6+W7UZpA8jmcYM6MBwLekxHiogEOMBm7rNFsJWtvQQd3FF1Nx3FxG6GdrNYWp3Ahh/7soK5mi7ZfNI7P6HpvP+CXZwkM7HV43xCbJFlA7RBUJLaBdmMdUcNuubhRBmDTKZIhO7MEu1QSQS8JiVYWpMfzgepCMszOVT1rdQGoR1jNU4hKKE+QbChNj5OlBjeMSndgxbRIlIaAnhxlisS7Omk9ig0pnFmkZk7hfEtQI0aNywtocGQe1ApdEZJ0EwIX5kYhZNKtAFuhZolKiKLtQuWuumNj6NHe5SiGfbJjpotlzg4O6pXeO6OKNFOj+Ixi1i2IYQzGhGNtF2E5opQSx2s7Sgk4h06zSLkxCuIsgW0nRoe9AOJEydsTtIsrpTAsydqT9mFPNW82/Fs55eDDwhdhHWasltjt6Vf+UlNVIoSGKgNJUx4JQyuV/ZBil+x/p/sDUUaUvPzUw20x9pG8l/L9Ntb+1SLXKVVyl0oOd5pH8yZqryl2MSoqPcpPhFGfJCxa6XeSXPYLADJIOJxNuUX7nQRt3ooWQnVjTtqFjukUIBpUUdBzxDWVixD+/SZ4M0gwTCkN8c7XmDYvqaDtgZGSueVlWiX0/LYz0uS4u5NhZHr+qDfk4sr4Hhvq7jTir355E107DcQo1QSr33iFVrfVCJ3Cwdzudc37KB47Wzh4ITjxD898b58cYEr9KaVWtWvDlfqVHNcjh6jH01wZ6F9ykIY54fIw9J6AX9Tjv6dTVqp3t0jXt38FMLEjjohBV0ZczaDd7K4HlZBcZpBpmNyliFYusYPxuTzZUfL28Vyx/nTnJano23RjPNz4SZ1RvlmleHruhTYJm4HQVq4R5hn/GnbklKt4NGs77tx8WE53akSVbEft9AUgS4UE5iRwpNZNbHwYS8BGjXvS/c8COkmNvrNvf8Et/+3sAdtzjvEN0G3YGF1TU2gnkBeBm+/sSF9QQPDxOjP0uKR+cx1O7zMh5SMK8J+n6IYveK0aA0mBW6G4dFF4yxwEJ5bHj/u9V7DtOSRm7bn7cY35mM0AS6NVu/2RuyWLcufEUWRV9hec0VXPlgPIIJZnWR6Oe6laHXWTn5HgEXTOd49B4TX0DTxbPBQnMKfiE519lO0lmdzeparI8UlsIHH33yISx6QyK/gNbaEZ1m+TwwLQMkg0gvU1zWoaqksF4aUhgXP1cWdM9YGruMXTKBw+ea3zMRAqoNQYQggtL6+a6xsY5+hpGA6hRRJSycA8iea75AE+PmQlNbnp3LTpwXbTB+M0UKw6zGU+hV8Tj90fc6TV76TkNk4ZbgsfX55yHWmoW33/syumFaUlbEzhQUoSUkBWEEieJ9RFFO9H0nqyUAELu8juRppn4/hYrNn6woAesz+whN/RhTiCZP01ibiWpKkoDdkSFiZ54017wdx0brhORFQuhcceLGIHa5H9G9RyTsWCipsECjn/e0Aw6DbJE9kQhe/44g13rb9qHSosyszNTv0cJ8wcTGXXcQ7UOnKTvmESWNKSRkbut6YORgayCE1gX2h7xpi4IPEOyibVeI4uNNh4UyjqbkIWBeXxM0zLE7f8xAz96Zcli7xsbBDvUgm1bG4iCKWhgrCWhMCuwNoPFzZUQ1EP2eGyJI2KKRuRv9TZxHWfic8YuycdIvm9YHcctJ+8TuFxHv+8UmdsnkYW+nKz5IbTmM0ccO9XB+puxZILrAlM3XgQaie5vZN75/0fg+Gwlxa0/zbe9KCI9RlbbsMatcFjVkiw3l9F/1TXoxPC4U4nNJmsz0XWKYhbTEV7BpS8ePXbHqYwpeqHg9Zlsk1T0xkMvNGpSR8yqN+Dnyt4Myl8rSInHPDQ4Y0qWD0xKXy0oUgzXgaUcW3Ks+S6LQMD7uHLOgjpHso+Rie4ItmUktZ5+7I+dDgW9UiTMleTgkRUTaaCXnnVy+B5digmvrPY56Ks01n/0xtiH7kQq2iTgzMQhl5SFneiu6pMnXvj7FytJkQpRDoPVtLkiw19+ZoLwRMkyXrMBTvMGsdJhhxMUUMElBovm9C3/LIdGyz/oxyIeHxGAOLJDGFMXbKv37wZr3NEKwDV26YZ4D2lA0eM9I7UsueLmj7J+69cJA8VNULxWpvTtgWpvpeaSsa5ovMY8p2aW3oArFGOUCcx/1HjIy6K+iL8crdRDyq5w7roRIMRyTNQzLTEwWXWhqX0PxJ9lDJn+X6p+UFW5Vk5UUxTv6JvbzpPh/6QFRjNPyaC/6uuQ1KWSX3zJ/Kfs71SWly9ycf++XNdHTAl2SIB4ZiqDxOLOUb7+ChC0knGgHTL/kz/jsgMwiumOMh062sIOOW3KpoDpHGwvDFHXT3DajgkQ0WhvCQhANptygo5PDBLEYmqKB0M6RJl2YKMhMYKelkSlhYi6W0Q+VDdEOFjJBZEoIBxCZId1XzRppbdu8Ejhgup6ugRjNQ6BbQztjrIRthIVdoEZDDNtomBHClNDcCORaunAVoZsQusbp5pYxU4sZhECc2sXbutgEaQit0d3Y2XoKbo0ibCAaWBBRMYZWumDRFBpjAFkAXSDECVGFGMTSLYz+iyjaRHRql8ppaO2S7S3rF4lu3bI4ZHNi7aCZmzWbroRYdyXEFkFnxLYjTiOytYHMT0KYEeRraJgTp34xN1ObchzCGHy7K0Tnae0cAySZb4w9yijoj/VXsp4dkTfSk914ufFO1HsRpgcuQJDBB16vcl07d5fpgBYMVCrFqZ2OaMaotqUkNxfr+5oHRlxqkaiSPcxK2rCK2sjqx0t7Q66Pv/T9PtMgTe2V/L6n4X27RQe55UJy3/eEc4Rkse0tlkB/aajxZxFQUbrSIkaHu+HeMZ4NuaBlWi3jX1KbRn7D44k37vdCidY/L3gVXZXBKj6h2EPLvTh/1ZeR/r/cR8uTQUb8czY4YVTvQR3T6+X3S166K9uyauyKZwOvzd12037d54BrmR0p9830ddEbS+3r99OBh2Fh5FLu+CsxZAkz6yKN5SNtsLuN2gZpPGRgcIthVbSL6ELQznjgdP9TtudQTLi5ouDe6Kgfeds2ZVClkv80Ydruq2jV0cgMmIquQ/qEu2Y0+pmXgS5P/dSe3c5lMko78JQp/x6nPxIRLObKIP/hXF/SR4+KGe4b/lsuZtxHo/k6zGl1IWPEJDDaBxLQsGUCOvWzUrKmVsEUEC0aQg5dYwLHBruvIIXS2MG8fN2DWaaWR2dCV5n6xc2q2GXLJtS1i4NdANkBzZRkoKQ5dvo8C091MkEbF553dh+FBlsHdhRQtDVvhHyBbuqXdKltnNkcjuuYgMv7L0Sr20Kgs3so8DAxEiao2kWzdhdB8niYWJkeTqpXIIIJ/f3S68YFjIm2devmoYpbk6f1FRVdRCyWfLT7y1wJmRa1dvNiH08CwmBRShFE1rDz8EEslIoL02M6p2x7ufRjjNdPOhdsm1BPwpYf/X3M3XvBBMN6PZQQYBfvgmIhqlSmmLfBIcStxFXEQrZG94JRF0ZH8k9poo2pXThG9nJIC07VjI1U7XJgMEF/orGIzcMQjcd3sh2CEGNDzILypGhTm/tMTK8099BPjZhHcOv8SnQezJUQsGNjGVuPQu1j6Toh3HNbpsDEPV/8TvPYOc/WuBeOOs1ngZ3bLBa/Wfmr3a9H54JubM1EheDnOjXvIUmGgNH/6RwLu+ZLNHi7Q7oEHA/5pNh9BepbraBZyD+DoKSwYlqEnIlgHhO6cFpYbHrqYXJihywW7onlwu+wZms53S8ZRzzUnuBKknAIwtws7VWh87sEonuxTHag8XXR+L0CXQSZoXIYZII2JozXzrz1Ra61ORyOwzwgZrb/uhJCYuNj4/fexaldHq62V8Wwk43AlAnojoW7JbjgPKDRPBlEpz5tFFOILVD8XgRMcSi0xHSfpqbL5M1zPrq3TEOL3fuA084t0MPAJojf35jWd1CjceE40Dl0V3jv70cJqF5rNVLzLjOeXFlEC88lYAo7ts3DR9dMadVhChXmIH4XhpqCBHEPD73W58Y+0KY/w8QNRDu7nzCFTNMJ5qnTYefqw9gdilNXRNj6MO+5OaJzIsEVaAkNsA7Ze2pOE5P88MjYsxJiggsgJAezADJt9z/SQhvzSEYMgj8Y8DPpdfpdbUqMeaieqdHB+8TMaJGkNOzOZ5H+xyDf/ExG5RV8yRJrMjonlHxY4dkzzG8VVvBugz/GZevyr7l/i4dl25KVDqnPcp7p/z1BK+1MxkeFQdWcOTwayzZm7Y59y12V48hS3olKWU6aI0l5kMtOVn8+ObIVoDSDv/M3IS2g4rsBL+1eCVq8F2V4MbXPTN/g1ddCX4j3+aANXo8Ro5xUbZKYKE1tCqNvoj9PQuxk1dhDc39gTFPJ0eMbNn3eae5kHn6wUMbjUh4ExgsrTdLxyWI8O2QwcSR7QfQ0Jmn2h+u6X5h9Lx+jkC5nlsao/D6wdFjPF9PFfhxLy7VE2FglKA85mzQGKmHZ6j8vXh0+zx/3ufYx04t6J6UV0FtOS/HP/u7Xu2LCyuQV4WOs9Ez9oK+SUiYWNfHcBnOh0Lzm9kDvhZS8XFKyop2JnhfzMrctT8wxXVLyheKDeZkmc+g3iYHbWgrZNBbU+rrId5kMifKSsHUP0OnC8gsBM5c3CzrNbqBzu6Q5zJHJFXb4lP2IbhPUGOVuhrWzWbf1rBNUFW2vwZgNAVo6cSZy7hYOHDClQxuN2Q5T2z/TpiYtMunQSUtsp8YosoNGd7vWiMRobsndPlQadHKqu/dvIxoJ3XWgHTFci0pEOdEa3ibKModux5jF0BEa8/AIsmkqnjhHF64QFGPQiOsgC3RNQAWZOQ3HXHuDTGwdBCAKoTvsZ6fjsEuzO6JGCBM7vGhAdzpkItAG0B26xRbECU1cQ5pI2A8meDDPjyZYfFpzwxW61sNZBd9TJqYgaILRYJmsobphz5vDdjaLa7DYRlkguoU01xBkTkju/ouOGCYswn5rZ4pf29o8FNkY0ac9zrld/+rXUfqzJ/7Q0/k0djLKq0S5CxZCRh2+zeSxyNn+34dUyu+yZLBg9NL7lO+YaRozImWtxKleUkzkj50Kll5/KxuqJLpZFtHT/2GLcovzHiLjCo/qIN5lu3FP5a44fpXaPipdil1bwsByuzfqMdrXP9fBFnL9oQMyW+7Sq5GUxGkvHo5Hbnd+XFaw2DvyfC72nMHel4ne8JOSLyr5Ni1o/2BPGTzYFXnlDLZISU9XzIm95Ljq93EmOko23qPLbGTY/iV+IWWiffoVZS11T5mk4H8U/Pzk63usodylRX21xDwgAqZ8CEJYa5E20EwnSNsSGhcixAgxEucLuvkCXXTE2cKUEtoVW78Wa6AvVDJ/1NcuZM8IS7R6rQzDpfXnZF0xhEOecfic3Yd5VwxpRW+qMurnoy3yJa+3gmvUwYtBuSuqMqSDK+qQd5c0TSWpi5fz7HlmWTIG0XIeD9b/sXWiBjM8yDynC/ZEW5AGC0PU88AaLa2Ff8HvMnDhb/boDnamS0K8VL+JG7+or4fklDAI1auYkChZv2M8JFOzkm3mpnCQCcgU4hqky2NV7ScRJhaPXCQJlpJhl1+8m+5lC873ulJE2IY4w4TzM0z46QZLPrbaqT1nw5rbevs8NAra+qJJIaLck8HTix6w7+UwZuU7N89fsZjkGjokbKcNzTwPPPxPCseUKWz2EEiGNmkthX5jLOZJOtuTzwcb/nebiJX9C+5tLC3iIWxyqBdM0C1xiubQRi7wO8azqXq5MSm7JBKSDEGLOyuSMWQQuwMhhcERUOn5nsT72B09izwfrY0Tn1/mdZyUD9njJt3fEC2sjgb3JB6E8vX+WVi9xQXp6kpibfzeiuzlku6umw5k7X1YOSvbPCGM3pvuLloYG+2w8EeucBb6+qQIEiTvHJ8jkoY+/5Iv407eF6YYwazb22BGRRGrt1g4rLz8/BxnSgbvgGCKhyxgT/xm2/X7YFSb5kFBJmjmxfy9+uXUIcl3cKVDZ2s6qNtG+hxTs8insTqIbB0btROAhc2SDlMehIiI3ekCdomypggGumHlqCkkCYetnsFD4TIrdrNAjOvY3YriY5DWQmupwgy7j8WUUKI72F0PiW56u0hhvNTrtcAUcg0W/mqGsu1jvZHLSGNq9Dva3FET/hudt1BOtszcS0MTHXESrmYQptIS3avIoux5u3EaSefnbUXFL4SPrvwK0crC54asgTRIOIywYwXF6HR+DWVuypF00bomGUbSwC2wy6QttHEiB1bWtvM3vhbCFpL7dMPb7F4N2tpeI6bs0UYtkoLfAWnrIikmgnuNNUh0JXo8niE/vhrHpIRI6168ucndKbkN2Z+Fx0Ki74oLZlMsumHeSWxTGlj4luQZlD9M2GskpCgXemv30so68TTDrPKlPCExN/5Od0mfH0QYMJGpTkWarIhIe63mbWyQ56q/hZ6XGDsrLLF1K/i80oBBRAdlWBt1ZbuScK9kTLV/sYSy350f78vVYd17frMkqseKogcHVmP+bzR3Bt9kpUDacOy5OPFPSogQRgLE0NF7NJTvBp2cN+1Sh7GsRpPhl4W1FOjSWPcT0Rm5xLwQSXHXeuFTKbjVflPDLzRLm3BaFoViKldYy/GMRT7N8Eyy0qdZSB4fwyOTeDYDnyZrb2lVL+ITV8rqlN0GiWHKJfjmX3qAlFwLkNwok0PknlEynpmGlH0WyCGAAN/pweNhZuYmuzun75VeqJ0O38NxThfBZcsnjUUe3u7EWMuotxMDJepj5veOuIVV9p7JAvbEjPk4pUUs9JtUqk+icTS5bKt2Wks+NhKL6hZrNk211Leawk+lA5vNbx0pFLKXhNATmZxHQXAR3xiVpUuy41gxMJ7/aX44Y8+c/hL0/qBIuW7yXCs9KRItOAaIEqdmLdRog+20E5QpyhS0Jeg2QecgX4HpPwOnIXIKTSe03Q6LTunmEW0aZH2CWYCYpZg2V1ot4z6z8peFKQJmG5Z32LD1sb4F7cLip8amUC40yKSDdgNtN4ndtUSuQ3VBnM9o6Jjo3JjrOEfbdbr2VJCOwNeQuM1kdjnoNou1a+wsrZGoYudiAZnP7NLmFggzQmPMeNBIUEG7HeJ8YZ4KrVlgaLeBtHNYF5hDOOT9vraFSCCEdSsrBJRIOztE0AUa1myeicdqbqZo28DOAp0vCK0Q2obFYhvtrkXihsUcbaMZtGgg+kG+kS2IC5RDqAhdY5c2GvltYN0YzGY+R6ISmw1UjkMnV6LNYdiaIN066NwsceUw0lxJkI5G/HLG+RxtN4iT441Bji0iM8LkGoy+bPbzfM8Yp0/0uZi7Ij7FtV8ixXruA+oUNJxMFpbZhkRKs8IvPS55xTL//ufK1gnLRt9pH0tb15JxAqkSS9lZNIBiz868bWLGnN4lJciA/qU6aN/u0txYnOuRIn3ug8L0o2CojNw5f6vlPjJqSmqOpD4b7QkFD2z1z79l5YOtF6NdKkKOiSyBHDZS0ha1av8/Mnb1l8l0V0Y8XdnCklZ7RUreSoZzJHNbg4lYMj9lf/T9VarfxzzbcuePmZSyvqu+0+Gf/ih5luaXCkhqzXIwyGEWw+cDDdzASEJYrv+4NUVeg29hlTJAdEW7Bkx/OeFSstE4DnjQfj3pcIAoacWRWpBCLUnjv0+CKR82W8Kkpd1YJ0wmNM3UQjMs7ALXbmfGYmeHbmbekjqPxorGdKB3QZKPDfRzq2SXbL32yrxBlRMbksZUiy5Rzf2uZfqB1/+oL3X0piAfvdBeluZnT6q0WFpj4rCC2mr5fkWSTLuLWZqniK5Ov7RE+vnTz3stZqb0csNRhuMZkz2s0n6QUmSeuigTik3r6LRN5TCQhKkBYkC19yQzK/xF7mOzuG4s5nsAZAayjYX18AuXmWKhNG2+SWd10qkLFxfYUc9l9BYyKXkAJEvhie+HghmyYJffTtSEWosDVl5cAw6DXo2FuVmYEGTi8eLjxM9iagWm8EOY10USHlu7QbptJFpoFKuoKzwSRfVsrE4bEBq0bSFuIYvLMSHegd4AEHWlhgD7sNjjBzAFzxyzxp2Z14OsAetIe52HxmxRGmRuIXnUx7SwDSvm8CLTLXuVPFV87vol9fZHQ4qdbiGkJq4I8vNnxN93LgA2LxP71kIVQWveIxLQNoDsIMzIXhV7gpjngwSilxsak1GYviOF/LJ2iQulzcK+Q2RhioJOgYB4KCAL86Vo5/ediHvUqMeRj4e877Hn2Uvfz0ZRoYtoE00JETAvFPVzaAzoogXxi8AloK3fc+L3yIUFNh/ZcdI0sXU1NuiU1tZUVOviVkwRodEuvxYLCSS0SJgU8xiP5tLaRfCIWbKj+Zje+PBHl+lKMlhw+VBMfFzTQNMgCwvZJK3f8ybenTrFwuYokcVwT05Xq0S/SHrqSojOxk4mftZd2DmMYPfoGa1p3fMkQghoEBPcB7X2N6Z0kpDkEe413hrxULYzP7c3KBJcIbhQJAZk2pkAPCxcqJ4uzN5nF1GzwC6e3oZwNSpraDhgc5Rt49VcQaK6iXp4JgGkNUVtJxZ6VuSwn9O0V0LoDqIWLtz4YxPOG+WIaCo/zEBbuyMijQMTRE4E9zIA0Mb7o7PQ4yGaTESbOYTD2CXzNr+kUxO0Swe6TujWUOzuC22EDjPGC030vp9Yu+OWra9odykSLExR9PUXWs8zmoJOmuNBNi0qgmwjXYfESNR16y+dAwetHTpx/UPiVcz7TeQw5hnhPHIEiO6VsvAgEMG8tQKgx5PuKzE23MI5i2whcpgYJnYHZRSka43HCphXhZoCODpNkShGO+KJ7EUesmclxKYIndp1Ga4vBdK6GzqYpnNCZksKfkjL50U+FM+WkZi+ATlaSl/aSi8dKVYVSM+HpHdjNmyJLXPuRkb55LxW8HHjtCuONEtY2UfFw0ExJT9aZNYHqRqwpysxYF5LaMEn5sRDJs8YjqK0gjlf2bLrYU4nuY466hDpJ1lRpglQwyCpuAa/V0L4T9+EJKSjqNVRxDSVSUnB6PDV/yn05Q9mHUsMrvjvmiyltOi59J0O02bCEIfv6fPMQpx8GHRtNMqQuR7Vr+yfwSFg+K7s4+FHKbsBp5fLkGGXFe/dylvKtpYijnGd+3pL+V2ZdiCUNkZr14V/JOT4p+PPfLMvL27OxCVZDvk8GSxOZdgRUvxMzKoMng6stXTYR5nA5Zw055GVBwOkvJKFS6nooP89Y6z4KPsm1cl/juidyRZSBaXIt1TUap82X6Kd2lysY09bUvVlL7hyPsd+/Rb9sDwre5q4egdKfVTscuXcXprLu6ypPUFoOrcSQhE6aI1RZ97BInjLGrRdg2a/MWFxh6gdi9i44llNmOjxM2MTkNiiixNJl5SJLOxQSsDc9EGaBglCnAm6CKhafEezsF+jHA8BP7A2dgVF0vWEddA1LAZwhNk1qEQ6mSPa0UlAZILGA3Zma+ZoOGQHI6IxlLoG2F0OZqinfu9gRxkmQhJd053eBTndLSHBrTACyagrRAENxDW//HphfREWLUhrZ+4USkDmRAl2aJtMaTePg/kasjM1L5Qwt/BPO9fYLPK6hXSJZGuWbhrNPT24uYzKVSBziHZJNjJBuxOJbEM7QxWabkIIwS7gRt3Vt8FiUDc0nTPE0w078KYwn92R9/WjzT1bLTKidYmepr/LEo5QmpY8wnI59utwn+653v73cg9QnOStoke7POubMd6TKZomK5+vzFiKZ05/tdjz83Og99gr2pSe5L1irFoZU6hEt1Kew1TjWvZdOAwdOCzDaPHSljZ4Tz8P0l6zVOD1mW2jUlM/lP061pZkTdIesqawVl/Bogx5oKKBAtkDZlDHko/oxy/zR6OiskHyqOBeUTeo7LCMslxZlUNR/rjZSxjxmqs7YzkHty7vebwR7zoupaz6Sv5Klx+tHMxVs1WHr8cWTWMk6+VkABxMERHWGkIbmOxfp1mbsn7ccUzW15lO1mmbKd3cPB92trbYOXSI+fY2MyIxLOzi3GRtG4u5lcehpFD0ioddpmD+MvP7YNbx/RxfPUdSbivW4Ypu72nqLl1VEOdy6e324WB+L+c2og8lj8oK3pnRw4Ke5rZoXo9LxkwD8rGsmi5Z5EG5BVnreVZdXb8VXb0EmdhaV8CFTuYA7Ba96kIru7WX3jpVvCMbEDMAsXBEHXAIpEOK8Le2Ht3DgW03sJxZnn6/lQk7LewIqAvIUqDXAHEDZhZT3Sx6zZLY6uaeo94OdEbydLbPkxEOmFV1cL6z9X0keeS7Na+4KMmFXkkZgzR+p4PxtirRBGbsmKAQt5wWdWGqYmGqArBm0ywcNqGXSW09bWI+XWGePFJovU4ThIVZHUsLsoYxhem+CLeAYcvTp7ORn+0aF+R2UkweRTQZKNldZJbeL19W8Xcz72+7y0O9ny1kV+O8tYdpOeb7vNLF6Gk+uWozz22TEUhwS3jBvRzEzgOiMLF1lu5ZgKnznCncj1qfBud1xC8K9pA0EkOeA+kMJslYMvbe8zmkUACZjHkt6y9Jzj8R/8Y8cYy90n5OpnB5Im7x72PmZ3HFwo9ZaCoxPty93FP4nnyOSLRXk3LCVlz0EFnJeyHd14CfwNJFxND5fSlpGTV2D0Kw+SWuKLMhSUZ2vj7SLeCdeT9pTEoK8j5sZCl955b9yas7qM+tPqJHCh2U6VmH0wH3KsnTIymO9gpxGgV26fCOz490Zo8mUwt+B4ocMjpBg7IOegJ2P4fXT6PrY4LNSQ89le9+TKWGPkySGUNFkAXoGkLbzw3pMqvabzpghnzuTcDU+kvnQJMVT9KFvDaMRTTaY/f0iU03TZdSZ+23jVFQknA9KUQgQGgQ7VD1ux5k28ZG9vm5OSI+56w82yuCJLqf7h5JHlKdGbOpKz5pPO8uj7Um+ZEbKIv4Zfd6gGwQR4fqlpexbYtNksyh9fWQ2mN1s9B5ForK2tUgC1+LSRyqArpGcANk8bDXGraN1oophY+GPSshjgMWAjuYq2Ow9Wo/Ey+V+UUZeCNo8XPEHwxQXmTsn+SxX4l04BsIL9OHfRo0ifo087SFl3lOVtZLRlmN/x7bxSu7fDDKczfep8znCCw3+bCmy3UaJJNRvQoWv2zfkQvUnJF635H2Phgw42U+vVjVEHRcxyO28MjIgkdbENL7wPkgJmG4X1AkSoonLJIuqXJHRHeXFL/IR9yaSlPr8uHCF3PW6lnnR2+lJqVCH6jQmalyDaTY0z4Lljj7NDs83mdhjd9/02/6wy6UQp7cnwKMYZJsSZlcC/MFRQO35FV9nSndIP/B8krfJku2JWlRv/EPv0rEKQV3WyX4LtqSQ0w5gzCe3ZqYrn68cx5lWKKjQumtU4Zuf2TvDSujpzrOSCbX29xsH0/88FG2U3Ki/mcOwwTDwE0yYFTyYnMmdEnYVAi+jK1Ji9OtffL69TyXlFQx0+LBvJf+20REJdWtPJAqZikyJBb9y/x76hehuGWMZHab4xdr2S5fl5oOAOlQ38+HcUikgUs/9Gs0X46dXir5vg+fS0Mqmiyde2reK13iqJ17g6gQ4sTLiyBzdLqDNgrbiuxAlP3ABtLsszA8XYDuMFGVrvN4jxII0tKKeQAsQjQFxuIEsyyL/wTNnLCvszi5k5lZUnUKMRB3PC5ucy0aDiLtTZH2uNzPdp2iH26mUyAS51MIAZm41c68tbsntq8AlEVjljqhbQnS0MV9NrvaGSrbyMIOU0FbiBOjs0FgR8zYbSLEyYJGIwEXyYl7XOhhs17ZSQfQBWZ9cRxog87NGrFFQBri+gYxRMLBiCxmtHGNwBrzsANhQcTCTMXQok2kaTZo1/ehW8GslJLbc9xBDlv4JQ0NElra6SaElthazM7Fwi34xC7mi3KQKDuExVWg16LdbYhyEtp+GZkcpJkLYTGloTUqEZTYdNBNkLgf0R2a7ho0TOk2GpCO4LGc7YB7/fZTSf9PW8tgH6Hg2Xqji2QRv8Q3aErfGygkT0NNH+ZCS4YgMSpem4KOlFQtLTsBX//l/jqiMYlWpgeZlI74lVEDpPhmFU+VUyp2wC1SlpaW1oep84Y0UFMbZWh6kKqXlBt9SJpyJ9PMS5TNW7Ki7nP0Z6HMJHu4aP5/2SWjEFjZ2yQdzo8d2eI/DVdS2JSNyzUo9q5i0PuwoqvaWUJWJslzXdKBsuyQlEKLPU4o54uUc3RUlG2h/R4xlt2XM2qwFnTUplxQkXkuc8zDjNJJ0aeDt+lvYbey+urmDbJo2HIv9j/j8F3+fMXgJL4j8z1921MYjP4yaB1+d6TV6BebphD00op5QKy3hLWW6Qn7mOzb4MBJN2Jj/3Fsrm2yNl1nvjVnvjXn8LXXct3VV7Fz6CBKx2Jb0MXCor14WJ3sCZFIjvb9mqdKasmYJo5XWKKTfmjW0eFoMBaDrl8xqbT8QsYvho+tIQzGaalUGY1dmgfDcc8kPH9WpBvT94EGNXVezz+VRxBZUfQgHN64QcOu61PJOOWK/bHMtsz6qFvpmhc897Z0xht0U1dEWOxxglvxErELPYNbNk8wTwELmQkHQa+19e0X8Kpbmkv0WOjlZaqqfndWQBfrvYCPiDYefimuGS+0mJpZd7vwux7mgFsIs2Z1E0BmRN0i3bEHFnZlMFaxQWjtPgYJEHYwy38zwBCmJlRsDpsQqltAdxjCmgvSIhLnPj0isG3pJJpxDIlE2Ds0oOy38ptrLCZ63I+wbh6x4goUjaYAiKVnyDrIJsh1/m+Chg3QbTMEUbFxlA7CQdLlt3Z28/spWhekxzA6mpqAMV8q7t7KRBfI0gGHrS/CPuwybVdYxMNIWEPYB7KGtifuYb6VUNLZNPjF4OryDvWwLCLRw0jb3R9KR9TO5kFs7O6FNcyTJAIxEDoLXSredhYehkajzVs2esLnCg0UtPV71ZJRqgruBmHC2YCFcGkshE+io5qUHAqy6FCEaG7QFmo2GfKLWkx/DdDtwCLdIxEgTJBmgjoNkeS9rmaBbqH5XR3SWbgdu4fTd1KxvhQUaUxOEueNhU9zzwXx+yKk2UGk66/w8JBrgYA0yTN7HWELaWagCzR2qAjaiAlw0wXUU1NWhmBrzUKVqd/PAUiw+qX7CnWOsLC51VjdxJUQFrY5eax0vlX6/X+yMI8p9dj9Yl40xwaxsVcQvoTItagej+qGk/oODROENeAQ6BbIPuA4m+Ps976YmfA92sXtjZiXUtd4CDj1i8FdjtK4gslCjkWiK1fRTUwJOcMuod6x04WCaPIzFFTWEI5z+V7wtTc3Hi10fjywEM05mIjPzeBhmyxqlhmqibhSRAIx2Jgmoz7pWoQNkBYNU4g7fhH9DAnXAftQOWA0s7U5KtG8ZFhY+wI7BOnokkKyuw7Rw04XG9ATgeNBrwKuJYVVS8pC9dBIhEhgbjRrcRLG9S1QnaG+PoTDNt9kn7dtitDYnRdIFp8qW+7FswZhSuhawryxOTgJaAexUxoazHNqBnodyBxtzEtDk3LmKNizEiIsTPHQqhKVFL6MuZKjgyjW/zkghw5ZsJIdH7PG9u3wsJY/LX6uOm8vPSoPB+lRweEM2LRdNoFVrPduyB7MYx5/VVqWm1UeapbOZMDw7Fz04aozzK51LEWVxaiIrvxGV/1WniOKXHLMvEENGXx3jLvtCowOPOlH6oPi8CaplgJZMJwUDi4ksH8unHflQ/CLo0RCTpP+pmTQpS9J86Y6nAQDflpABwfP8m3StOvo76KpJaNeTJLhGJUPk5BCej4yf18KUscs/LB7l2ZBqvvAwjSVnQcifzHMZtCIvi/Lg0lKl5sz6iu1Ng1XchqzclYf4SC2F2QheFH9Is+hBe14MIo5supAt1xYzqe8k6UogH5sV1GONB9kVB75u75fEiOZXg/zy9RYZDCSS3VNCjIfj2FxtlZ6JVo5r1OZbo0vfcmW1i18ZDh+IlI0Lc2XvlC7PLbsn1ik7du/fF+Dkixy+qpKX3Sp9Bv3Ab2wtWg8u4/zLhCF1qxntGuANbc0Am0UneKXf2H0yYVoqjOQBp2smWtu25rthEY7cCzWzUogu+ZP3FqpsUuWozG4ZiXlIQPErTmCoFGJswX5Hk/toNs2l223iLDDRUGLJ8EUAvMI0hGaHY9m1bqixBRT5i5snhuomOu2kA1KJASaxtV8izkWs3Ib4zi2scOjubpad8+QicUX1qa3EhIJdhgEv8DZXfmbSGy3ibJAG7POk0bMi0SxdosQaOwQ2bp77fZxaLdNnG67wGEC0mR1pGChnpp2y6ZO55frdQ3omg93IES3elRBuwkWz9WsqFQ7YrTLv4UdpDkIGs0SLHZ2kJcIjStvj0W/OkJJuSmWdDE5+znqqZeme2nNIQVJ8UdjIjLaQgd8yDJzN65NQRcGFR9D+sblL0ex1aVMV+4cq6nwOP9VvFduR5l90eBeYd+XVGaSQjaZUc1y0M8+nxHnuCvJ2aUdeeDVhQ8WHs3QkcMzJIvAch8WXd5m9oRy/1zhvTPauss9ftjXBf0fkOWS0emzGv6mS2+WOu9IHhilgmCQpsxjt12z2FOdHxxwirLi2+UJu/LvZc/H1am17DcZvyt/W8VvyHLfCMP0S31J365BhcYjo6MxL/I6qtd0GndXAAQzJgrThmatZW3/JuvH7efkU07hwAkncuLmCexf38fWwS22Dm1z5XSKqsW23tk+jHaRrrEQpBJ8nnqM2zQPBwoIcJ5lVRf0a0VH//wtSainjF/uxr8W/b1qzgDLPGn5Lv1vPGd1mX88AvkY8mCM5kKxEYwJ/iiXXXnMVc2i7LsVSVKCXafMLn26Wz+ugKRLdv2eJ8D5LDGFWJZhBHojF9+nk/A1JotzN3QJxvuSDKl0ioXG83A4OvMzpqejNSW4ROMb3KjG+DsLNWkCJ78kOSvR3FgDkNB6nSae99Ty74xHtsuzsTaoIDrx/WnmeXW+f3jc+XS3hM6ROEdp8Uu0MEWBGl8q4lbsayAnYMLAZCSHtU82MeGbXxzcOV/JDiZMU3ufD/ITLB69YEoEExj2faBo3MHidqY5kDwo1NrCdjFeQrYiZz9IYzTCBeeoD4OHI+kNxNwLl+D57yAE1L0SRKZ+PLrO6heTN8YxINWBYPNGzONAsrEoPl6KKT/sXzbKVJPlafIeyUpu9XBgPk4a+n13sjABbsw7mLddLUQNwWllMsIMib3Il0QTo7U5tCaL6pIxgCkC1BUBdi+e2DxWEJKiwzwz7JX1rzJHdU4OgZzGXRtSiCorI50Pm75d3k8AdJ3VdeH8oN9hkITWPUlLciAKUif93A2epxNzQUypkaoB5llDsjy3c7DmCUU2cjejyuBzqnWu1A0xkzyKNI4pCoMLknMkDL+EPdvLHONcQxH88mdtUNb8vgslextoGgtfr9JkntLoTpfvwVC/KyU2qUOSFf88dZH/3CnkB8nTS2yc3WtKsjGteR2pduR7E1Qwrw0p1pdznZrKij4XJj6OZnipPpc0L/B0MffMy1pzWti4MVJS2C4sLF32lCo8aeLcx8zufTBlGOQQ1ojLzC0MFY3TabesMEXb3OnvxNmdLvdvXpPqIXQlos0MkXR3TIvKOkYPbd9KSksNjbfVFcRisY40WB8IHjI4+pxVm9PKghBm2B0VrgwkgE5cMQ4q875uR8DelRDbmqMXuq4Ti+Bm21qySZ0TvKmpcNOUpo0+265q7wDXiO0FySZ6AB3+OuDNJNMH0rJbgvbpSmTFwaio8TMpX656V9ZPlt8lOlUmLQzkh/klXnD80tuQ6F7J2Gbvx7KuBY+aLRyLd5npLUbJ2fiiSF3VZEunRV28QUnInnMcNPJYid+qcpNqKxHxktl1hlacOaGxBR68TeKKBd8cRdStbj3mYFZCNP63/8zhmwoXW5MGolisSVVMy+qMpZI8I3AriJ5pSO6bWWmBPbevnPi5q5tIimXnvVowykLa4oSe4OGKphF3vWya1W+Iw6ckrqMvxS3iszWaCSbScVqksETHGGRJrsG5BB3+zBcQD0ru65oY6vJdtiaV4huxsS6KKRWNg7TXZ/oVi3lwyJc4rILgm567fErX98duB2jtey3RxdyM7FVQMHy5Pt6mvGiLOaTFpl4ehDQdlqxusCzQ78cv/UsxE/t5OoyxHfL8y6KUxIUF/zbNmazMGVoO58ON+IVMPn+0qH8ppLPckreB5vRJMTZ4X3a0Vd7HKHe4/5Zoh2/IWUFY/Et3cow3DDEGPik2NP//GKXCosh0y+jV9sQucOuMYeomSpwocWa8k4ZACA3KNsQtpNkP001TQKyvI/MZevg6WASanX0gAWlB22DxJKUhOEMYug5ixyLOjeFlPyITtGmhaYnbEZ3PCGsNOmmI3Q6y2DLvhZkpKpqpexZGdxttW1hE2O6QsEO7dqXRysWpKFNzRRYxxgZnpgWY7qB0djGjRJpJMM+JxYw4m0M4BM1BLOanWd6FsE4+NIfDyPrlIJ1diI1YGCYCXbPP5uphzCNkugOTOYvpzJQefuAK7ZTQbtBFpdueIQgdrVmVTefoYoN48CS0uRrduALpArK9jiJ00hFEadm0g1L4Mugc2dqHdo3Hpm0QjxXdLmYQD6MqRDaRtS2YdES1Sx4j68S4j9AchMmXYLGO7pwInRAWO66EmBnjNE2XOh4DMn1I8cj9cV5HvgZL5iDP7/Tc16WUy0ILHmaJ43K+xtdHSHmkdTVi0pLgZEU1xPekfAdYblbaq3oP2VwUMjAWyXrO0f44iB++ggPSkpnT4vP/n7c/65EkWRY0sU9Uzd1jyayqs92e7iGajVkIkCD//68gCJAPA3AIDGbp5Z57lsrKzAh3N1MVPoiILuYemZHnDmlVke5upqaLqKioqKxhYd+oTOp0XkY+q9P1iR6FxWnQ6wkccz/2O+t9ftL3pP00BNPofRNVV6K55aviCojIJVX7FDHjy/uvcR9TpwEDDMb96MY7cz/agb7up2hSRMwQ73ximuaqh5QQp+dDhdE5Z7L3XgbzCLvySoe7c0flZgu/Kbpr4HvB1rpiq++Ztv+OcBxxc0Ss3q8+8jc60uodZFE6vOEKCt3VEFWM5GQesGPWxPPE4vr22MdaghJIFuSQWB4PLE8PfPjDLzz//nf8+//2v+Hf/pt/x3/907/hT8+/4++//sqn337jf/mP/wualbwI59fPCFDOFxvL5h6xLlNsPLgESzDwEgMOT+wVHmTBUTtYDBN42I0GxT3rMQ5w5Be/CZaBdgXBC/e1iRiMa/JOxdJpeJ+p8fnAD92Sej+LzCth3CfubC69XoZ9pTmY7soNRnWC035fWGFw96b+o62ZaG+g6d8hbpJcCL744S+EjJEMVqKnIVpxi+aanD10g4MQAKeKZAtzw+YW+fXZ+lEF2FAsMbCqh8XhZADKLtSqg2CajMgLyBWRA7iXqRYL/aRcrc0kwLHVaUqCalaliPNqCXjCcrWZgFnSJ3ALYEjUJVvZckHKZjwWK5I+oukDol+hfsFN0814RA5YqKLfGT+gZ7owLbny4oBsTzaH61eUDdIXEwrzEdKRCJOs9Qn0CfQLwlfQjfCusDEqUj6b4cYhFpfPwUVtjpJZ7yIfrU4sbrvIHyA9wra6IsIXcTt6ulGIPNKS3oqCrlDOwBHyR0QOiDyj8oLK/wKaofzJ5ue9l+J4o+jhYAL7EKKJusO6nUm0VqhXNAVPfAAWUlFSrSiFosbnkjbbFo/OV9WDxf93fkRPVyRX9PVo/HboaorjXj5YyC21MFUSiXKDpahmnS85IQc3jiqJFrtfChzCut8VcMX2Y02O48lgr9nkNqqrWXhrJKN2Tx1X/tm+bhJ9ywsgLhx1JYSKWYxT0a00lIAE2TyQ9LChabWwqgipZFLN1FoMvoutExOIO+zi3OuEPtWuMEDVchCLUFvS4gWhuiEYZsWtIJFzQ0+oJiSdTagr1p4pycKQSez8lSw3AslyI6jaPpayr+n1+6Fx9ggn6bPJNGQBPgxjeUL1I/Bq7XBAeXA9aUV0tWTO1cfEQtWTefIfLwhKKquhicfOVdyLrH71+XsCTogm1z18Bb0i8oCko8Pj1eSZmqA8oNsTlrz+C3ityILkJ0wj9upTcQTNpGqGYzWb94/oxT2rPnh/zNDMQsJ9RjQheqTogRrJ6ZdK0pW0Wgg+ZfO91sLu6XY2cGZXCuWN8NLAUBGVjPIEkkn5k62L+gHqyfKs6Ivn+3gymMuKUJES4ftORJguTRscz6geLBwzR1Se6TlUVwMF4mNIiHxBWNG0oRRqPlDTgbw+IesHWydq4aIqJrdJ+QXVhU0tF2IoXbR+MLlO+jPvyXnzbgoom7mKNJpHEGH1485wgGssQz9smBCrDrao/RAZjEdjlUcmS2Ze9B4P9i2PXRGgqBEY26MbvzfWOX7eMNLDw8nSb/f8TfZlX6HsxrhvJ84KA5d1/+Bz5/vATzVt8I5/3d/bd1T3t6afd1hSjbe6raLcVCLTrx+9tNXdsW9kTO0gJG4dgM+HM6UhrIj7kcTOlRBmYTz8zgcmz4iIP0hoga2+WtWslEXN9W6wONFaMU+JQBzXXDZki0nVaVwiEb7CDhHNynuHnSHMmIU9u1OBvg3tPltj3bfXlEgzYNjq6FSgUwRtT9/s1/f6Oo1396lxYNZpLv4xrLp3OSN8hwrMR6r4nMfUDtOzdI5pbHvQ3IBlrPcO7OKd7x6a6q7c+Kc7HLhz3dQfB1ljEH3R9TpjzRFrLu4HTKHFyIwQIZKm6o3WaW+DYc3sQnrN33WA+Y5YTxYRThPurp34u9PORC/7uG5kZt8LH7G/NOKCgpAhiVl1FLe4E0iskFY0rcZQS8Ks7k+QLBF1ulQoxZg/QORsh5SjAJYYGWiH5lofLIFUY3oVkc0DLx1NEZvc6k67AF1VqCUEe8705OQWQ+byWuUBEGQ9up7B53p0mVe3GAtvLQparh5ywEIWVNmoeXPjP2tD+Ypw9INOGgRDkUzP3PPTZgxRdcVbc1uu2duI6XbvG495S61ItX0zJTtsmCdbhXRB0kaSjIWh8lMWZ6pWihYXmhTEk+wZfl8wUdQBY4hXRL6aK7weUM4Q8VXliB0YBWEh6QOVAyrVM+c9gmzmQu5u4/fNBb5x7UO+DO+3bzJ8TGRWCX4knnWM/xYtGjyH9susVdBpkraG71W1o8v7TrcqO53b92Vffr73NjxvRyhv1Ljnebqg926vGtOkw+/d/LQq39qXbns5z+ze+t5wxw7B4wu9Hxo8ir7BF7/zeqPrO67mrf4PcPmhq492gqQy8TG9+L6NeS7mp9/gO+4++gZeyb0fw76KDvttlBombCdc7uOdeTERBmH/WN6f635p3RuIdJpwZw8WdvfvLbHh/gyRe3vvO+e9bcnB22fSkjmcHjg9PvHzh5/5w09/4N/98if+7Yc/8CiZkwifPn3g4fGB4+lIWjIpFOVtX/GTxyDEl5EA7pZm4Nee9VPoCoh7a3/40v+9B4t3rMC9t/Vbypy3DrNvNHEzG3v6FLOv7Eve6+Rt7aNiI9g+uVfTyOvtVR3Dtz2ONR5O5zmS3ee3rr0xSigh3JuzPfQcBb1oWP26EMLzLLRzpQpmcS/0mN/hvemCHLHwIManDIOK6Q5bHvd+RY4mIE7Z7nly1pbrAAUxww/zfEiDIZd7GoQkWZTg9+y+CbVt77i4cDyeR2gjsJjgRywX1hgnXHqnFYfB0e4nxRQm7rUR4YPDQh6lK5wjDntxeI7W2M4jUtAIdRJCYY3vp2G9GK8MGG+MWHgVpcFp5lsLZqVuhjVBpjuuxDnSBO1mn3dxbxOhW/C/84rtQPqpTVsYkpD4B37GPAFqcoTIvWGyCjegGveO6vfdUESlWHLrsLRXMC8LGq4b/1B8/vy96iGIRIajV0VY3IM45hSIENm4IsCToksdxwERdo8sdq4pm3mhaKjdvSFRLExY/BSI5MIBMxnnO3huDzXbJtDg1KJgxASEkUjq5zMH8TRJNuZY40AyWHUDVPsLQ9V2FtVCxLeXMO4dt9ManhnDnBDhwuM84savLeT1Zv1IS+/Puy73gVXxtQlT2HPOoGeEKyoPtgZw77/RmEbcRENqo71m9PfU6LzNhhBKeZkMAt0AWdzbi7XjGidUIw9MNpldXXxVhUcBhAeEyKl55ROe+AjiNElxZa1EXyKMnWJeFkpLOEiix3NaUbm4QqGZ6WKJqM87uAahHpiHNm8JC/GWoR7NW0oDPhF6W+l5gMCUcC9WVTOAduUyYB4QF/CQVUKC9GBn4j1f4V4nogtZFz83u9wzWT9TGJJpJH7/ip27vU05OixDaf7t6/1q2LMJNyKy+RaMawPMACCweGku0KgcsJht5p6WJVElUdIBkrvniMkZlOb92g32GoOrDaQx9Q1NpS1/YiE0+noBvmB5Np+IsHXez17RyEq1df8OBsUWzUzP4/74I/imRltHHBwaDZxMw++R/Yyie77RFkC8EISM6e1Wxxg2YGijw6FBsrUws5xBkBkYvvHNMXjCqKAaGvrByyw0gwjuLOrVPSB80OE22zwgRF2TGPteIiWL95ayCbNyzvZ7eUQkkz3pmKSjbUYJEDHBlCsatBbqtlBLpaLu3XkFuZorXknYaqk+/9JczQwmkZgqFmsI+ALbLa5ot4R3QtKAPmKru5iRCXfZxjwitIRCErMicx2xIbQNTnqPfOPpZ1i1OZA8TKULNNokB5PC7eJoBNgX/cjsRt0hqB5RJTYNcUtNhiJBHJu2aUCRH7qCgb5jddm4qhGXnalqTIDQhOs6UqpeVz//yUAA7l0DPEZvgr1gvdUVayOYQ9DpQDC2pW493Lsd4+ziQGktNFf0GN/AvEu0KWWoaPAikjEHCG0sFlNWB9j1PSSSLRFYFMOcGLNYJyM96ImzxrZwV+5R+eZOs1Z2PIARnhFG52TCtTv0p/V5hO/7Ll0vKJUlPSFpoWxfqeWKpgUkk+WVlAvlcKYcLsj6AHwEeYDlkXTdkN8uiJyR5QUhkZYNPSTKh4Sg5Gs1cFwVrRndfoZ6QNaVpBU9vKLpisoBlQ+k/OBupyfqdoDlgsiFWjPbtpC0sLChB0Ef3KpHX6l1oebfoXVFvlroo/yQje4Wj6dbjWHUbOOjfoZ6odYvKGdSeiTJibJslhthUWQ5Yq7XX5DybAwSi9PljMpHY6/KhhQhn806o+qZKoLUR7OQrF+NNi7qM+kK5nowpmpVZKukRUnLlapCre6Oe7yQ0pVFjpAFWa7UurJdf0XrIxv/BiGzsJG4Gs+TKvBiDGD6N8CRlL8isiHXP6DlAypfUFazuEsPxu+pknlkKX9k1UJZLLGaHH9PkhVJlmBSPa7tj133OJ1OtWN3mt6IveDGesL3fIm39lzCsC5GMgU7w/VgPAYL19m5oO8lu4OZDlXM60/p++zEovhVe9mBPbGhWH90V+denjd5lQlNKNV32ICJGxfgSRR1hH2U1eHd8cuwD/dteWh8oOftZ7if02m8P2vja9XMm6y2mvq3oHr/yG7aTZL3nKw/m8Aw1y9DP9rzkadtxYeJubs3TkxE++u2AoNKusGj7xPTcCZIGF/U+xrPg5liB7ddv/fjbfObWvEuoIhXZ15i3rwD//p+1Soe9r7Wx33fxmHHQXdmdcbezg92Bit93QyerdpueZn4MebYcuzdoco3r1A+iJAkkZcDy+HE0/NP/PTz7/mv//Tv+e//7X/P/+2P/wf+m1/+yP/21//Ef/zwzOXyhf/49//E6+tvLA8HyvVKSpbUdE/T5HZYPv0+77qDa/BRwWI1AeGwqsLrc9QC3sPpPVxHdsMpY1C7b6Bur/de1Tt4y/4ZQRZ1LqCdK5qW21iB7sYzuqXFC0IH8uAZM1LU6bP1KxRFu3YbbdkDQQPl5jbfi2zRjntiKlhIjggPQkWLC1xDv0A1ga6c3No7QiVl54cSlgBYIVnyUUkX0OLnyYwsD8CRFtppCU8IzNAyup8ezQNVjsjh2PYfxIxcKGqscFZYXn2j9TAmAS8J/8Gr4dQSxCxhCgjzVqD8BdEXG2vNkI4m7CSS0RpfpfIVWV6whNCezFotiarJ8TLUZxRF81eaBa2oG21ECJHF9DIaCZoPqMuWLAfCIyybedW61TJ6caOQBJvBWCL/hj76ZJ6xc/artVstbBDbJ4P3UW0ueQAOaF1dOP+ICZauiF47XkbCXirwm61QUVN8XDwM0/L6fpyLa4l5MRzQakyKptUt0BMtPJjnskxVkVpInhQ3hLBJLTqDJs8nUPxMV0xgy3GzLWAzZYlsYjBN7kEp1S2nHR/dCEfqgtYTZCEtCVitT3pA1wPmoXD1QTyAKIkNRambwTW5MNSWWTIl3wJyyC5Mf3VPE1eqSaamjMhmiX5dvoMuSD2hWqg+Py0Yg7oCJLnRlOdcqe69lCS8jD0Hi17sDJI2ImEvYrQ7wisa1xUCf7FkvqmapX21PAeiQIkIFisqFT0oJEHq1TxMsikRLJdGRFkQKFdUr7Z2M1gC9jC+ctpDtf7yALqh5YutuWyW9u+/xEPkJ1Lx5MgHD9erX4Ev7u1gOStUnmihYzEBvkhCllBWrkZaCqBHtPwOo0uRzPsVZevHdq0miwplT/Lv+mI5N3hE+Rl4QuQZkTM5v1DlQK1P4J4SaEHrC6YM/T2CIDmUXiZ8Tu6RVBHzHKrifX5FdTPPIHl0j7AXRI4kOaKeOBw5o+kLKkeqPJM0mS5VNlQ+2zj1yfdp99Zv54BKeBGZgvAjogu6mbJY04qmgkghyWoGzjWbvDe790Z9QTlQ9RkLrffBp9AStie1ZNdVPHl7/hPCCa1faKGdRUwmUISsRqe1uMdHUsgFqQWplltF6wejvfKfEX0klX+ys3g+AAdUf0abvOft6/1KiBzJQ8a/kfE1wUIjChT/uyBcfIP2+FQcMPcxF8w26/XZRmSWW3ZO6IYZ1t6L2zBL2rsVOaHGSuTuz/df0tu+96xVLm+3sQ/V9t0+BD8gN3zjN164f90eLOYzwnv6dK/8N1v49gvfvpxJuhG83HRwYCxdLS5ib9p/idQOLWJxZFM25UP2z2Wx5+lgXhIpDgzVYqa7W16VjZKKae+rMUvq8T61hThK0yHkbYZ8f1iOMdhv2b16M2bX4M6Y0d2+rLlg60eg3cGkgclvt5pyRLhBxPml918363z/dTx4pKmtsTezx8i/9rq3eGMe7hxq9lfMwXSSG8rewCw+vwW7exRkopi7+R+bGE9oyk1d98B+r37jYnfv+n2BngRV2iF+VNrIvr14rX+ZQTMJ6xoC+7O3qNe+3/tyHdfnsc7wt1/fE77pVPofw7+MKXE2TOm4IVJJLRmaW4WVYh6JBWM8K7BekXJF5KszXWp7rVyAhBS3TvH4oJoPWLKuDaqSWc2KLW9I8ra12GfaQDKZhGi1vAp1scSIqdqBE+efwEPSKSxHE1aXB4TarQVDqNUEB8bst1AwggllqvW4xR2tzqTVK1rVDw9uJSigsqFazKVZE4lMXfwQqX6ITmFVdLB3Vbt3iAIiqGQkVVIC0mYHrLrbaarH1xUQ8TjBrrSSGtaOh+Edk3Y0pTirzYUGf+SK8rT4WihtLVTJbPJM1asL/+0wZOERjoY3EmYhP3LJHtXb/W9Ttg6vnfF130vuMWd37w/l3yJ7N+Su0467I35r+9rfHGnhW8t2Tz6+t6y/+VzufL994bavwwhu+NrvXbHPDFtWkG9oCptJEcTMf98IVf9/cjXqP/4ce/GNd/cTM+4t87P9r1k+OanauZ0b+Q4OjJ0eedO31tk3KrvDX3QI7YKcvf3jG/0c+3C/hH6nzIxA32vzrfV/2/IdqPP9cd1bR2qKgaLoVqlrpVwL62Xjer1yuV64rBeu25WtrlQ1I6FxzbR5kOBj9mN4A0rhKRZ8c9vuhnX8jjBTN8MbJ0bHR6OZ2P4Lb7P1e7r3Lfz+TnffnKe7xHe4ObtVv9GHuZJvUqPvbQpBT6d2fpBf0zLMwyC0b/ZKfk+zWeSKYFI3D8vUPj35LyvG92VaJRp9dQvUlnXdLZwbbgWP7zjayrkFustfumzG3rcIAeO61Gl/MJ4kBH7FMcyF38GPy9bfawqO3N43/sYntYXKOllfwugowhUnTyicxnOJggst4WCeGjoiK5jQzhUxgoVkcWvsYEqbMlbcotd50OYZ4W328DcmiO8K5b5RSLMAXxEPA0QkzWVzWB+w/F8r4VURHiNNsZLc42OkOe+9NKzsAxeEZnimMFo7i9/XsHhW4y1VLNSSxntV/Vxv60ND2CsWzSG8hdWjmdxnRsZ17XM6hCizHCaKnVFqr8f/wnpeCGVa8NKB29a+qJ1bjM4OChkX6Eb0C1TcmwVoScR97eyUk83gIjxuAsc9pFTzxKmYEiklmnGEuAdOhZbzgoSqh0aSYMDceDZ53927SZ2fF69D2HtfePL4VCB5KG9PRq8NTy1UldSAc4wt5iRyYRTun5m/dUU/wnvHFV9TGwW4Ytb4YSyp1hcUUzYmLPRYakpX8zBw7yuJcEwZsLwE4e3R2dNYo+K042RrLS3eU2HKFUPGBL4HX3ML2uiYMhoXtj1azMtC3MMpcLDNo3Z8kQjN3TwxvC0sv07zIg5v9cYDhGdOrKdQ2jhMnb8S2Xw41UOCJcxTo/Z1JGb0K8kU2uJedmOUEvfBMTxzhZ2Ffw8899DYOD4mj4agB5sHvtCMn5tnnlnyh2F1W9tU9wIMg+jv76/vD8f0/BHo22ghUUlULFwA/BPKB+APKM/Ar8BnhP+BxP+bygnlEXgEPlB5Af5umh+WiQcZ+S7opGpkGIKOjPIoib+BN1YBTjTckAfHsxevt3vkzODa8c5verTeuXfDFKZxDPMYx/ITc7nj7+WN5/u6epmZce4oLm08ClQZLGgYPEOGltu7TpfHiDMy1Tr2uTPHe9AN9P/dVw/5Fe+Om1gQndTmsXtEpCHHg/1OHJrFlCQhZ3PfXg4PpJRZDkdSyuTjIymbUiJJ8rxV0qwP6laptbKtZ7btStk2trVQvS8W9mNFa6a665IJmbRPaBC2SHRWOyTbYcEL3VinjgxeEAW1FTqFtAlcagfHwaJeZgvMyfosijchYe51tnkIhAuCF89qVG/VCP1gBnS339r62BpuzGZsED5GrcZMJncZaxb/tVsP3lmnLSTWe68Qmrf+BoHYuRGPq7oxNm5Nop6UpzEULiwM5jc8ekIQ6lYr2gRPOyrSmIfwBJrxoVvnR9/ileiDj0VHb5W8g5e7dY5z03uAMbS2sYgzw+Jz0T0/wirNKUMKChWUIrXh22/xZeBzJ8PhBdxayXBu9OpS7V424gxS4FfTvgcqNuZyYDhagUYR+3T72Fs4OwKHxl3Kvnd+Nur6EXfXgMCTL6W/gJxJSSwZdCokSdSilFKQ88qyrtQCqgfSZSO9fIX8FT3+3Q6B2aw1VF9AM/nrM0ilHL/YXnv4I8pC1S9Y0jDzhIgpl+0VKauxktlisZI26rZRLgXyieX0COmILieoG/rqVvn1DDmRn9Ws4l5/Zwec9cXo3nKkE7VCqlckKSoWp5iaEBZYBdmUJB8R+QWtG8oK9dUsNxLo4omcU0XrRlm/gh5R+R1VTvD8hKCky2+IbpR8QmUhyTPIE7mo80svKFf0uMBhIVNIIpR8YV1e0WIKEBFBqjHz9bKQUiEvF5/Bj8ARKeZpo+kjjakFUg6l0gvwBS0bRZWkV9CrKb0Pz2blVL5CWqj5QEkPXNIzoq9I/TvCg+fDXCjbzyBKXiryI0It7zG0FdZWwciHqG8pRpqHTb/tDxESb6wLX//4PtxDRTXF97CGW1gTpQnmYp+f6gxa4uvuLj8xXX3TkVYiGMaoWNrapu1NMYTObboj+Tjs1s+ZP4s21Jvq+2HQLR3anhmmGFccokeOrO+1XW7keBWwb/f7XiFzZ51F6nPYVavD/i30DTv2pbEO7bD5oavhyMhcDI+b0jz1PsSl9jswZtZ+aR/8jTXzuIfafUPhOpSThha9W76/KoQgJA6uHYWizXkF9bqUCcK7Lgff1AR6Gu8MnkQ7MLe5C0Flq3MuPylAdtftzN2ZY0bc1rnYzavaxzPxb8r04giAfbdaF+SNdr69nw7gbPipqui1oJeN9cuV68OZ3/76G389/Y3/TCavF/7Lb//Mn3/7M79+/ZXz9YV1vbiHs/pa6YJdHRuYW+1jUh+3droagrUOjhBG7Dh5HWu7oX5zoTb9OzzZh9jTYasd5qjt8zCx3TrUfYtCMx402rbzSGuQ8b1itK26ndr9et21Ndwf4SHDk05KB95toPEy7RtDH9KuQz9C0raLv+OCpOxngk0s6kl2IVg5QTm6J6R7Q/LiffbQJBJhgq4mtAyhMR5bWzLmQRE8doTv8f6XOIO4FWvy+OV5BSlofQXdQE6IPAAXpLo3avbQH8WMH9LiBnPJEMG8MOx8a0C0PolllUXzFzRVTPD6gOQFIZuHgrogTytIsVwM+ojye19XrpSpV7MCdy/P8GBuw+TV18rPBu/Yl/SFpFc0vaJyhjjjh4CnQgsh5MI2FU9cXbM1EEK8ZMY61AcbX/FzWv4NZbPwP4rxu4j1CTcKKWrPFwG+oPoZ9A+gPwOfQT4DB0Q/YEmxvwBHWH7yvn1l0F696xL1ECtiIT5Fj67sspBbyldUzuSaEH2wvUsWqJt7AiTzsFb3Uq/i+T3EghqkSj25MVN1QWJ12KWKcnWPYnyrjDNx3wc1bcALksxj2GT5Dvf81fUbvkiTxalXT2ZLdu9EzxESoV0s1r6im4V+gSOST7Q8FJFUNiuR1FlqNhzNr3ReVD3UrdhaBSIsVpUIOR+4sGFhxNyAqx6gmoC5hZhNK5SDraNsyjJRMS+T4F0iDJH4MqLYuUkEssFWrhWqkuSA5OA5xXK/SYHlYoZR8sEt0C33imol6QvCAakn49kX3FB2c57pGUHJ22ssrPfj25iMXJRSbW0nSUZTNBJD/wb6GeGZJB9QqWZBr2dq/YywIPqI1hNVP4JUMr8arZQnkIWkvwBQpYKeQV6x9RthpJ7N+CqUUJwM/6VYrh6NEECuIJADFrL4iHlubVT9BFrMY56KeeR4Pj6KS0AE9APCkZoSKm4033hzJUmxbUaPUE9YxuTF+iQfUCqVFZGLebgoKAVhoeLrSc+YJ7t5w9jBNtuYdUUOxfYJNa865UjVg9XJF9PFJAGyeU+wkOsRJRtVUbH+uQIPEZKEkvaz8yYfQU9IsSgyuiw23voBrQ8o/4zyF+AB9MENqSuqi8M2kfLJ1j2/+b6EjSPoxneudyshqkScrSA4kVXbkocof0D5Bfi3wC8of0b4G/A/YS6KvrFyBD7SPSW6NnNk8/Z8+/5qRg0yFuhMUeO9gn8Kj8PHudJ93TI/fgcIGQSst/Xcq2DPfrU2h8b3/XirjruwGQro7ZPp/vdJ0qBTu1N4x44j94v9q6/prHN7Qtu1PEJW+vPhcGEa566YsPBMmZQW8rKQcuZwNGXE4XAgpWRJ75IpIbRC2TZqKfQwNfghPZGqUNXq11CQGBfFJJn3/kuLbbgb9Z7j3h9RxnqGWZX4dzpf7rDh3uHgLsLL7c9p4emuZzpULNNs3BvlhLDtuoNFcq/MTij1vxsCfmvlvbdvQ9Ex3vcbVOX7uhLd/RpXxfcoZtzuVPybYGpzPN9scyntn2H9BRh6SLGwoOjWhNLJtDAYVHYLBXMn7TMrCJMAzwdzS83ujewtuO9pxj0YzDi+b3VsYVblvmfXGN4Pa/t0MGuVuK8mAAsLfwmLM2cq7M/5OAkrJ7OC0mIJ3qjFGMKSTAkRSh65IGIungJQT3ZAUwW1UEmaQihoCeotpNwG6ezEQ5wht/B0om7RJ5b4UFN4boXGydpO7o4aVjUqiwsGBIszKQMIC4J5HFRJSD64pdCCKVvP7nn2CBywsHsFzRaHUxNmvSTdMk5QVA8MGVYtuXbdzN025lIXOzBndUbwwfosiiUSM4GlpIPBrCoScYyhWSWJY4btObk7qIogyS1ZarLwfdVDBiY15prNrJzULKwkLBPFglIKa8O6H0O6Wyzds1LAUPe0kbxZ5/jj7bUg81dlsLT73jUbRdws/ejHvOl8t+9zVd9/6X5Pd8zn7vW3h3erWLnX2hyuZv/8jTuNTu+BMnzdbx+3P/9VV5uWCSbBvO9b2/N235qHf10vO0T28LF2Y7v8lmD/2725N77vvNhwZ+jPe3iym2u3B96iyLcav1/kzcPG2KbcuTcUlHHe3+juTeXfGGvbnrWx1xS18KhrYT1fuLy88vnzJ/7261/556xIOfOXL3/hr1/+xqcvnzi/vnC9XqhbQUt1Qyt1ujRwTKLfWMN0tldD4ajTuHT6dp9fvMdfNBjcO3/dEMGh6l2YtVaz35IZ3W9o//uvsY0dbRm/6330/kZ146v/O9CkN+B059F767LxusV3ux89DmMYlwzWYxPyq7h3JDSvxsgFNVKlJlUUIeJ197YOQztuaS9l2CErNJ7MvC+7QVkYQwX/HkgRVrnio3P+JPiiFsum+p9bJ7dWYxEKRKhLtQgYLWHxdBZiQMRInDrQihiXCmFJfR/e4SniygVNNG+LcX9LY/9sHGG412GKCbKlG1o0M4R2BvHE0K28GJ/ZLDfMoMbONe5ZEPBI5olrksJ/AKujDzLCKeiu88YSBnphFBJ408eig8FImweBZkjV8M0NwZo3gfO9I+fZ8EP6O+KW02LGTBqJohFmqYDQvIqG2xpDA4gcE+E97O/c7BGBWn6ONKJsf9K8X2iwiXXSTE0ERkMFJfX3Ih9C8+rwNsQ7GmtCrc44IpmhVQAq4KQN3rG3eNbqNjeNxrRzdHgchcdOyJfaxmOzrTLxLQFtg+cP4lsLzd3n3eS4UeupjSvCQHWkSl7WlUJkP7uNsO6TFqFlzRvG3o9cDTa3AZOom7Z+JbRiHBFZQTwfXwv9Frgf4ZNCObybF/ewUTz0W4xdumGP9SL6htVHNTon+Dk4YOC5CIl11XHfwrKqe3mZElYxxbOqe/1IeMz4v/3Az4BgtFxBocxtazdgrcO8QPdU23zunF5reFL0Vk0+6fDQ8N6n4bs4TWi8iMQZ9drn6RvXu5UQqzwPjiOWVbuQUf6I8Ezl/0rh36H8nxH+HfA/UvnfUP4/KKYRVhLKzyj/AeV/RfmfsFAUJ/r0dtQYt5kAX2xtAT6FZtkQPJ87m9l+Q98W9RHqvwH5G8hfnIYtc91x7dt8k/8OWgjdKCuej/TR95zEQHtinEM/G80d2/Dfbc8Z6pSxMJ1oi3RHn2AnxjZr63x/vqtq19bAdDV678RNOo6PDGaQi3EM/fNHN19D8maV2XYnz/kAiFQXtBkAUtswUifkkkwzmRIpL0iy+LEpLxyOj6S8cHp8IC8LD08fWZYDD49P5CWzHBdSEmox66b1fGG7Xjmfv3A5v3C5nLlehG0FpFC2bJtUSc6kGOMpQEmbDSHlBjPbS8THV3y+w3o7McVu1pGZcuFhCPeaBdB87BloSrtn86vDbHobAyJouOKNsxjEbYjpPFkbgC+MCBfiVvWjJKKhUrjuyVDfmJciFDi+OQmYyxy9rtYeDTdEZe7Pu6+w/hnhoLu/semBCExle33mAQNNINvCNc19a65+NxrJUDnMMJ82ZJ872cXb1ZHpjnKNcAwWwRqbXPQt9bo16h6rEJClgUCghSwLPBQ/pEg7NPQQNNE360UcZMQ2fUpnLMTG3PNXeHizgLPnPJkp3LhOYkvNbRwNXAQ4Ryo/0ELHtb7WdrtSI8r7Xet9l6qHXK2C5N8Zw5rOqGyGA1XMyqZmyAfkVKBk6nbxZyeEK1lDyaDUekLPf8Tc2f+MSmXTR9s7y1dECunxK+RKYrF4mOd/QtePcLDk13Wp6GKulapuzSYFzZ9g+RvUZ2T9HcJGShdriwvGSLnXV774ofvo8/SCUMm6Iqqs5YHCAqdHS25dksFBviL5FeWCypkkkFXgsKAPH9HtAb38BLyg+s/UurDVX0hSeEh/g/zCtvzd5uLwEeqBupplH3kzlFj/APURyV8gFer6QtleUF2ocWiWBySv5OMVXT+ir39E04Vy/ESSbBY/WeCkSN3g6xeLvYt5TpBPtgaqxThO8oTI0nNCLgsJ6892TUg5QknIUjkcN8s3VF5t7q8PQCblryiFmiwh3IFPRCLB9yOdfzq5H0P1x34ee/4kA9ZhXYw0SN3LvP28FZfPkRTUyYN2zzuFFJa1Az2aDqsiTTg43mb3tfEX0j8aOfBncc8U8er72bj/ybD+Y98aeJ8bxX98tRc0zRCYjFR2MUNbn9oBo0OyQVz7kXnvEUGMoTNmM4y8UN96vR1nRkW6T6GR2jg0D14p8/B/7BrH3gQfe4VtwP1eQ+JylsEjZRzL1Ej/LXQI9icyPO1cz9zZ3mGRu8AkeJq+d+370sc1iLDmxzKvFdv7fCamRdk9iiaPyPFqFiVj/8dFPeBNJJCd9rJ4X9rcTxv7vUvHcnGrDnDW9lyGEipzFfdBfGcvv3ONwkGtoGulVtherlDh81/+wnq58D+S+Jd/+c/8zz898/H5kZfLZ16uX/jrX//Kn//lX/j661cuXy9s5xVdC7pplxe1xmwuZCC3BoLRC9M/B0fZkY50ujKsqw6Jt8cboIw5bNPfEKkXjAYbLQ2hnT9WI3zNuWZgh6aWW3dk/h2Pd14eTZgdFY2vTeF/7gy53bu3zu6goPaz5+AnNb1zW4/DoTKs1bFvb+NZv1zwVIPntJAfmj30kgt1JF2hno0HWA5wfUS3Z1he0GzhLWqqoI+o/mz1uGGFiFksS8s18mS8nh5BEmQ3SKlHPxP+GXghDBOUJ4QTxlt7zqgagjIPIZQ34AjZhJlaXZqSQuD/YOPgbIYxxb3CjsnlXB4mpmSoBx93aeNHnlB5crwzYxipKy00SFLzIknJLNJVzctEE8KjzUkKj4nPoBnVXzAh4+Jz7kI8LK+GpAukLwhHSCfYruh2dQv+CkmRxYSFWk5E2FHD2RVY3JgloXgS2mRx9m0PSn6WP0L6I+SfIL2AnC3XxFotEXhWLCzTTyBXNH+2ua0fvA9frcrz3hP9HZf6PuFxxTX5WSm5cRKPZnG+uMGR8y5aLUeAJB9zW7sKB1u7mhYjceGVoNk4AHGDIll9jj1xLsll7itm5e1C8ZRRWRzvzggbki+oLJilulDVwvCE7Ks22mHzoUErS/UzgXsnLNlwtIhZxLcQYABi55VaDM5euYUPKpCvxJmVKshmyqCaLOxXywGRrpi45hFYSC2ElOejWDAPGDEFhPHLFZUV4QyiJKmO267MEsNx3YwOWXpOJVXDYw5n+6wnLHyW4Z24hwt1Mb4sH6k5IcX+8HBbprS4mrB4W5x/sMTiFrFV0HIc+Nb3XBWRF5tzNUMry7tiMh0ze/sTJts9o1zMCCwUVQjUB+drMxaOTcjqBmJiSlf1yBHCXw0GHgZM9Nlx3L1BNMLYWmglZEXkamPbhJQeSPkjpL9D/g3zEDuaV9T2hOoV1MeTbZ+s7t2eWGjCc01UfbK1VD4j9UJylllTcr75ROHB4CO/gR4QPSG6kjBcr2KGcdTfYb5AV9t3XQlWy0bVCvUZWND0BCzUekF0o3JB9AXVB5QjiUzSg3kypUdnQRU7q/qaLGbsX9MBQS0/CsXpmHqUOiHVyNX5q+lNdUH1o4mACoiuja4kfrbz/vYEckbzC8ajXhEK1AvKA6ofgIqmL8AK+X2eN+/3hEhdnGd/wYmZ4MHCLx2B/+KM4V9QfrPOtOz05nporomhJbH4ak2gfa/xuOkK5NjnmoI5DAk+YGHCXrB8JN6qh9q2rl5ostqRs3lracruc3/U2ZdsR6v9i3G2lDt13unHHg53quvHjT3gZP458pr3j2Tvu97q0///rntQj4kcetcYYiaFz2ilbZuRCUclZVtsKZNyZjks5OXA8XRiORx5fHpkOSwcTwfSktDNDhnnnFkXc0GttVBrpWwbWislbb5xJyRVE0oFIVNrfwxYJYOQYT60jWN7Y4Xo/sc9OA1C7Btk6fC6V7/1VZj9tXcH63ZYCAvCcYGN33f1C8z93WN4X1N6r5jub8xtWC3/CkwVaIKRSfl1t7k3+vN+XnOe4W8cSu+0MZVrFUWQD7157QYqMtfRFI66m5OGn13w36ax1T1o/UPoFXXSfxMhoBqOyf0hj4xmo6Phhl+HQt9ZK29c++BxTTg1zedbVJ9h2f3oqcJqsUSYB2P4I06whhJoceZvozYrhXBhNwavpicXfFp5kRNmqX8CKa7UCmFE8oNjpVYX/MeBRLRpxc0arG9aTXmpfkBWh1tYQwQoqkNQ3NOxhdrx51mdId9orp3OqIokO8hpAb06LILT95wIeM6dyBnBgvihx+KebtY3EfOykIXIA6GxhtufM/nQlMCGCzYfhmGrC8p850i620tCSFhpicqA7rVilooah5HkIc1EEFGqKlRth0uLNzxyWz41buknovSkqX6I+YeuHjLm+0W/X6bzGN9Yezf0fvdy79r7+sWAl9PNt/c02X25LTU+0Klveqf09Nq3lv9ua/4xCnWvPr0Pz7e2hW+CM0JBecHGirwn/NWPXH2yvj3+O0zte+tutHreC+5Ej9l36Rut7IHYuMg71fWVsO+ZEdJ7+/Qb1/1N+u2y04HgjQEPt98H/1gPeueFkQO8V9v3gHtv4f8ghqmiKkhVtBhd161Qt431fCHlhS+/fUKAur3y8nrisn7lsr7y+bfPXF5eWc8X6lrMG6IqjPmC/MsboKSFXfLywyvT99t+72t6q+Dw/C1XjHt49H1Cd7+a94Jf3u7O3OR3qJyOZb7f+A2G3HXpHgu+wbO/Ax637zXCSCcowUvEcx3uxZ8whiyd+q0R1xvjeyJ86LieB29ja3GAlwQv5PyNC11Fh7OYRLPOI7rVbMsFMMTjGu2QOi0dDJJG6HtybRMel+H54BWgyfm5EPi7tbiqKVeqe0joRjf40cFLOizRC2GVPHSAJgzS1f8i9G10P+DnnhJgfYtnrR6D28R3NW8MG9PMI0S7HvKJg9N+j43uVsUdHpErNYzcAu4/cLXu9hN9PNDh+ziGkK+9jfADTkMzgGsGIgMdMfZA+/h8bELnSdsGo0qPDx9tOk40XBrPbv68KbLrXF8rt9/nfYShrG9LQ4Z2GTwK3DO/nUv6HJkcpkwgsqTTDtMpnwVYroU979iNOHq5SpeJjMR6oBWoW/PU/mornvyeeSdJayu8gqL+XnU3CAxlyb39+8euTs+L73lxUo78C3Gmi3KuJGubRdwzw+DYOwO2KmGgGHQJcIPDPk+2ns2Tv6JkU754GzbNg8eUCnj4KjNeHOZQKnHe61ecWUfcdNrTPA2Mnrdwq2pnP2njCzolu7q10+XIX9Fm03JTSdBSEdRN7s27YgW5Oq10JalHXlEJHBX/3wxfbcy1e9aIKZkt1J84/Hodkd+w5zFKwAkhd95A+rxqRFIYsMNWY7G+vgPh3q+EOL4EyfXpCxemf/GG/p+Yi8ozpoWPRCD/EeGPACQ+o7xS+U9e6wdHX0PmIVXGdLV173tM/QvoGfhiMJX/APwB+L8A/52i/w+o/4O9q2Dh+f4M8ivIV18Mpw4yoFkPt+P8jl7PfRq5r12IkoH7mowtxr9G/GZBbrdU087PwM1ZuuHtnk/2Z9Nvbsvs78sb99ulnexGWAnvJiMFjlHR4LDbJsVJ1j9KCDUWwbjgxk24D6gL28Ml0T0mRCy0UkqIePil/EDKC8vxyHI48Pj8kcPxxM9/+B3Hhwd+/7ufOZ1OPD8/cjwuFM9J9fnTJ16/fuXTrw98/u2Br1++InrgKq/UkhCuFrapbGjdqO49YE4MwShd3aKob/CK/Z4nR2ZA3JmtAX3sMwWjUlqxEEkbj+bEvuHSnvkKnyJ1S1DDgs7sJBOeju917Oh1t01qLjf/dXdOEbHQJCPTJomehHXYncOa1u81T4EBPEJiWow/eom2UZv73FBXIxgN++1bWPprrJUd09HgHHk2utVxF20OzFbALhiZyWrYx6zxKDkoo00PbzQyicPYosXOD6cB9zrRaXGSCeWCK/FiPQqYQDrcIAeamGzTM0sndUs+aXDRasxDrQFDcwEelXbNr8X7bOMcFWODZxCKuV2OAwt6ME6ZNKake/x4n0bvr3EuxrYi2XIQ3nDdfe8lghwPJvBOH0EyUs36QnhENKP6AeUZVUukqfoZ5BPoEcoD5fBAefg/IXpmKX8jyQPy8ASA5WK6kMqfMcuWn4BEvZr1zKafUTYe5JXlsCLLmbRs1PqMlhPpkJBDIrkxUC0HC+1ULTanxaw0ZkPSgpLZLoYLKV08505Ythj81kNCpcLX39CtwPUXVB5JC6TTgsgTIs/U9e+U9dxwIW1KvroSeNtADkj6dyQKx+UF0TN5ffG8WR/RdKLKB0gLSzoChZVfqbqSD1dEhKIPqD50/w25UOVKXh5Y8kfQT+j1V2RLiP4KspGXC8LqCg/IrxbGaZULpGLWd6LAGZXkVk9C8YNoPj6S0gJ6QVmhbGi5QnpC6zPKBbmc/dyqZsii5kIsy9XH/RPokfV6Bv1BnDPspq/t2Bd2j2NPbRRdO28y4XB7wQ9xdPq0Z05s43GSFSvdK5m2s07PxJmhCB/QPU9jz9wNbcfEKL0eiTsxvqFZJy5DNU7rte2adxipgX8c6tHmVTb3JWqeeUZoB7FdOR1mpjldeRnX9XXq1OhiAGj4g+6GGzc1zbAP+h599wOONRLu6rcg+NYlvaetnfZ+eFPe0NdbvrTv5TukGgWB4zV6sgzPur+Lt3zzfGw9eheINPAuQp8Qnd+2NtOAL2OIgXH2h/uNCTMLqdliUaZ/xzU5T/DQp+HxDDHdtR/768wz3flhpQdWZOxiwKkLDuSmrrDA7+Vj/Y44SaNHvQdvY1xs/1JM8KOrQq1sryt1K7zIJ65fXtm+vvL3hxOHx4XluFDKSikr19cL568XtvOV68uVuhbLJ1HMCxAdPB86QvnvkaejzfUNukDng4dz40RPQqHYyo2Q9U/ZQUJhOky1aTXl9tRcKxDCQgbP8rnILcnS3YMdcg1tt9HtxxUwkbv+qu+8um93C903IGET/LVuDfsNvu6GtdocIHZj+NalZbU284EQ/lkozOLNmQBaU3hJYPvzombZXzezwM4J8uK//9Zk9QguPHTjE8zr185aHmajhCDdhGLGN36E7StaLoBb/GaQHKEi7fxlcg5BSw8tI5rQcgCp6OJ0v3reg/DQSI/WVq0dzwWLG14XSK9YrPITZimPW9Mm42E5Y0ap5p1BXcyLVw7I9oiF1rQ8B7gnCJGPItv+k/Ri+5ArCtTDS4levazzUkkgHUyge3BBX0rAVywW+hMiv/c5r71OBfIXWz8lBIGRAPYDFhcdzwn5GfRvmABqA3mG5SPKhujfaeG39GBz4yFp8FDOogrp8i6c65eNQ0Soqxk7kg60845bWIvDzkIFRQN+dtdQCBhDpDgNFZAcizj5OTfmOnJqemJhV7JIfQJdkJz9qB7GSWo4Xyqsm3sredJesXUjfra3OXfBs2AGSVQEzxciG5oT+ZDsfLF5n1Kc6c0gSZaLWcxrctmKK9qkImyYQdDB3q3uVX80IavUZ19XfsKsL2ZAlTx6webhcdIK6epC4grlaN7LGp6LGUs6697jqujqB1op1h99MBgXyzMhyfLItfnNV/u2OTFIJsyWsli+ElW0rr4VLXauThmpimwmS7BnyTyNRElivHPl+iPIZnRCj6DVaI8IWQoiG1Vf3bPgCeUE6WBhaYtSt9X7XRE5k/Ing30qqApabOdPHmK2VveIWMII7cF+F8vTYDhzgBrKBo9uklYkX5DyAS1PhhLp1UQqy08IC8gjyIrqXyzscXkCLWj5hMoKy2cj0fVnm5tqBnGaz6i8Enm7LJ/K2bwzqnkbJDDvHm8D+WLrQ4+2drIlcBaNkG2mAKgFH8PPiCgpfQFe0frJ8GrxkFv1AfQjop8Q/eIeOl9Aj8j6gfA8UxGqYMZpC4huLPqCKYRebIMrH2y9HF9BFK3mlSLVQvzW9GKbtv6JpM/A30A+I/UX8+DSC8gLyNVzvnjuH7GoSD3xuQlHhZWafuM98pD3KyE8nIj9KWH9qKyExsUI3d/pbgmPwMUIscd2NvfADdPcPyC9xjuLYP4cImtM/E9TbI1Kyv1hSfzZlR5+cWxj3+7Ac828dP+159dHZj/kfdMZJ84unSvqfJ3z591agT0H+e1raHx3TJuuoSu9n/fOH1PFuxrELPfvG6D0A/u9+t5+8t5rPyvBueuuxMAVB7M+zekgUJVESomU7S8vi3s+HHl4OPL8/MDj4wM/fXzmdDpQV6hFkbqSRbleLlwvV66XlWU5ULaVlDLqDIMEgWhhj7jpc79iMvTu7f6jj/vuXLe52Z0w4t40eRPmDvXvXh0Y+Nt5uMGs4d/BEkPm+mf7sn5Aag1O3bg30hmOtz2PNn/k+l75fSvvwekRTnoDrX+sX04w5N4cf6cLMMGlzYPALLS/V4kdkrpwXpyJVHCFT7eK0em3RLiJfX8EY/QCLZVuKXHTl/3aeWstdVx7E9VRboQJ35vbG0us+8XefSWfwxRdSoSFTQgChcWYmGqjiRAyKrj3hCUGbEqqFOPwPBNh2RDWGWXxPdIZJAnrhRVhRerJGVDFY/f52N2iy0N1tdiYo9VHEetbxDhtUtM48EU33XNAjZkSj/krbrkmKZm7NTSFENVc8MWVRlqTnTExyz+C4asHzGU3Ym0mU5iE10eKw6wpTkQtWGSVzRXUAedg9FYLsSAb5sY/WB7VYDoiLMuoLLU2mlBSFFJFcvUDad8TVHwdkY0Zjv0iEq+l4Ll8PlXRiDP8Q9c3N/z5emNpfevV+6/I9BGwu29L7u8L3+njtzgd+NY437dcR07mB3ixoel3X8JAh2T/YKh0YDTvDuB7I+vPTQAp89QIXZEkUebHh/PD127feT8p1W8M+Vv7wr3dtKm53yxzr543ec/Whfur4R4naHMQnFuf626Jea/K7+z5P4jCN56Tu/PQ+xrb3Zr6+Z29ewz19t5OxzasakahpVITlKsJbC8pUbaNdc2kY6KWgtaN9bKxvl4pq3lO6FZbzrdm2HGvD+OS1OnLD3X7H75+kCa/i9i/wdIHjb7LQ/1A/e8GyQ/h6lz/d9Fm/8IPX01TQMTd7wYpXmkobyVCjXiIkqTmpdBQRZis85thkfNRzRPWN8JmCBaCnfAQ8DAyrVxjsBqdmZ3mhKbxaN/DGCrygvlYJsOlYUPW1GEppSm9Gg+o3r9m9RseHqOQZjT62dEE8TYCthLjHZCzWeTvBD94fPpJW+rKnLZW6wALMZ4tCGuz9B142jEUpQhm6XIZ5rG33XNYDONUkMiD2mA7WNS/67I2tH3v4LKxBO75vj3sKjJ65bQSrgZuwqdoJjxo/DyuUVtq/EEvGzg70uyxL71+8fK2POpM54OFbfnjrEqz3neFSgvRrH2dTLQ35pvd/fEa96bw1k++Fw8W9432eR03IU/nvaHt5y1O3tB2+5q8rU5TGwpORPfOGEY8a/v58I7Gvj2Ms3lIDH3+wUvxc0ibF/WRBi6G53fQqnHOo5Y4K8Y1GvzZb3tnafPQwzeHJw2Y0Da8b4RmVSSY4jaUiQKW0DzTwzwXmsHnQMf6+cNpYJxBudKsD5q3mCmBzZi50wibCl/P6p7vAt2ryj3BHF0trx9WX5NBev916+3FWXCCX/UlEEbM46bt+4koomFY6ePWwO3Ar/B/6B4h4Lk11H5L8+jA5ljPWBCukXPtfdShF0ZbIifOt6/354S4WDy/Ija0sGLKEq4dttFWtT/kMxazuVI0I7qQdHfkTJaIqDTruVmgGh6xzY5KMI+fP9DyC4m6jOQV9P8O/L/EDGDdag4FfvY/cRIeBI4o4B6MdBrdSfX+0ul+Q+nYNxsTEQRmJAvD/dhM1NuW/tkPGD6dQ2caPdP+vS2paVz0vbvvTVZegrh22tZi0AePEUTYP1PQ+9HSager/dWY1zhU/SuIoYi4hUjveY/THMRZTXAVsewnIj0Qd+mCUkmCZCEtieWYORwXHp+OPDye+MPvP/L84Yn/8O9/z08fn/jT73/h+fGBuq5oqfznP5/4299feDhmcjZL77KaUm7bLqxSKB63rxbHs5SgVt/ulDpYUqszmaMXRzfqj9/DjA94ZrxTzI32MTeXrijeiefASfhHvO9xTzXCjISrY5/VjpLRnzzX1RaIDuXim7S+7uXdt+f1sARSYEODMZewjQ9i2cP5aIT4maxAfuDScYMMWtf73hnV+IxF60mYpBJub5ML4bgQG4xq+z7wNL39Nmep9WjXWWeQ0m6TjfsDHKKrgyfWjSmwMzO2Pnx8TaNqbcjQVhK3kkmxKVbCPdPOUvG+l8/et+SWOUF43QVCa6wHbD03C9xbhYTRuqhbaYnI2pV8SDF7tdfNIGiRPrutrRHaE+Cd8XBCeyOs+UcEwssZ5ErWDdFMuZ7Q7Y/UfEHSavEol2QxJbffqGmj5CPICc0PoBW5/guwUf1QK/Kbz0EGvaDyN2CFZAYAsn1AdCHrETigtbBpRXQlba+kcoS6UKuiSZseQo8CDxZ3VK+PJBaSGJ5nPaDbhrx+gVRNCZGNUVGglgtaC1IWMsK6LRQVlryR5AylwJYhG03OS4KH3yPbGdZXhI1ULR7lkh/Y6pXz+pVE5cCKsED6D7YGV2Pm5GQup5uYsmPZhENNqFicUZWPSFpIqixaUTkaPpSClr+j+Vf08Cu6PKCHSqpwuFj4hDV5Dgx5BjJVTn5oS5jRxV8QXVEegAVZFEkX5PiCLIq+LOi6IDWR9ER35c8oH1A2lCuSz6TTXzHrug8gG6r/GWRBDj//OM5N+E5fEvF4wk4dvkM7TE43h5fc0vJeXba87nBUgiuQ6HRwIGN7migjPRt2ox6gYOZlmIt1r3g660DEGGdPM72A7Gzw9/tUuMs3mtI7PnWzk5ihjzKPMRQ0MtQ30LFuUDHDspPxnWGC9C/B48ogPBCtiHiIMDXvkJSNH9HavSjtgDVNyHevmJmpv7ovobe4MTK9U/EbwPvHrlyDr8/b8J46js58zNjsjva3ZIrRomNZhDnpTU0diKm9uUaEGL0jhn1YZPS0g334iu5BM3WUlihzaNi62bjm4XfAYVQ6jJ4iA3RGCzANL8/dXDSPyP2eGIfqsa87hq95EtYOOwYa9dbl/EPrSjVBQLkWpCiUM1u+sr1czMhoSYhbe6tW6lZbQuq6VrSoxe1W61u36O+fMtxo/PFQpNMs9RIyvT8Oe/oxVDDbCMlcdkev2eGCSmfZ2v1mJNC/y/79sf9js+NrMWbZl5ex6Nyf+FcG2I2LRvBDvPZGbuiivdda2bvhTMWGsbY6dLrVXxzPIt+na5J+2rW9oRhPY/1y60Y1TxrBjA3I1XMFeDx7QGQzw5LlYgYY9WQykfQKiIerPIJ+9DXnMfnzhbaJqKJyNnohZ0RWSB9QOSGcQS/WfrXwwOrwkaoQoSpTRg4JakKuue3zZjD6dyzshoXPlrBAlxNoQtJvCBfrLwv4X+NdYiNPm50RNJGqgBxRebLxpE8GDwULO/rR3lk+Ix7iRH2cqgrlEXQxmKbiXmOL9y3OQJ7LQSqo8VgiC8hPPnF/xbSUGSSjy5PToBULJ+NCufIBSE5XXiy6QBKDq15tbsozlDNS/tZhyoZycb4gGz5sniPNz0A6WcG/79LN9+NUkKyWk0zinA5pK6RaYBE/FmU7U4kiuXRZDAJ1QSWRPFk628WoVaxnD3GjyQWgxUMP1Uffbz0Mk67AasZQ2b34XK5iBkoeYqaqGU+zovrq6+hguHbwaBDXo01bLiBbV27Vs0UpKtmiJGSFlqeiwlYtR0LyZ01Y6jiAmhcPGctL4fOCQrFwqyWHMu8DlifLvZpk9XWZDcdYoB4MlvnqxlOLL/txXxBCAJyqJ5GXzfM0JCcji28T3pYG/V6RVNHi9CsJuqRhP9pQVqhi+SEQO+uJWI4VFJODbGbFry4VucePvIVrklD5YDhSTZ6m6qFl1XP8ioCHD47cD7IsHf76Aa2/8zkwjzEVo29VH62f+ZONsf5EKIJUquUzkAtaX1HdSPJvEHkyWqCKygL5REqK8GqdFkU5Qn0247t6QVUpuAeKeHiidEB0QbfHPk9kRB5ALfcCpYCcMVnOT6guZnyttv7IXxH1GP+SUDmhukL9DLJYOPbGwQhSF6dxL4gqtZpxnKYHLF+LzRebhQWri1LzivAR5CfLO1g3g70uSNrMG4SFVI4olSoXpKrnOBf0aJ5sWo5O+090RfCKcva5i836N6hnSBvKAdILwitaPqP1M6pPWO6HE6JPTgMsB4zmo42TjHAA/ivkHWfTdysh1MUbqrG83KUJaYysIM5MVFr2bfVNXpMLEDvjZs899AzM9HhHm4Ot0GGfbwvqiimmv/jvw25ki98bjUF3VUSPbviUaPcNuOy9piP2f6ujaSf2dTvnHMW1tzN+7vsQSop3bV068PbfGMO7Lt2NtQ9kKnPvURxo/lV9kP3XmRHew2t6KR6OjLl/l/EvCSkJOSeWnDkeFx5OC8+PRz48H/nl4wMfnh7QLVO3wteXB67XwuPDiePxyOGwkHMmp2yeFaHokF3zg/JgsvaeDg1vAWuHTG8C695J5R6UvjUv412Z+nQf1vv696vqrXfnob85hDev2PCHCkZL/B++RiR5YzKmYd1bHN+q985t1f2NN/oztLnHm/aorZA7kL9X7xvPO8L6z1g0PbSZ0bvU4B3FQ6jSPCImi6qgCZ2eTYQKXxcSB+6dZeYOD9+c4TcfjMQk4DhjYKdYcS9aCmsCds/+wasR/wp6tU1bF7QekHz1PbY4s70h6q7BOobsKEi5Wr+c2GhTZm5YHEmzRDNXymTKCMU9U5Lv611xHxgkfiBTtdBr1ufwaBjwwS1EIJGqH4q00IS4iB0iqsOvzfMIB48l6sIf4UBK5nXRLGfCGlA8RqauiM+JGW2drJ+uKLRDLMb84mGhCK+d4nQ/I9X62hh5vUItkIspUzTCpmC8DPhB1ZSekf+hh1GwT7MkNwuepiaVsB6y8iIZIdtcCHSrMhOUCWo8ck1oWUA3q0MjRF0ogH8E736EK5gJzf1dZCjxr2Y2hsvrem91d1ei3D6bbe3vdfiNdf3W2PQbxb6xjXz7+k7hf6i+79OqyfJ52If/dbzbe2jk2L+3uPF3NfbGL+7iwje7Mb64t1Dy7/d5odvf4y6m+3J3+mUwD97mDR7kzTZvKhqK3ZvN781wP07fNPvNffb+w/u9lftPvjG0m6mK5ooZJVQpLUSIZqFuycKOuFKlFvd8KIqWasfWZq3u0G+TFsQo8OA+h/BmL6fJ//5a7PV9g+Lu+U65s9wmPvXNTt42Pn/5xos7PP4hYj0ipmCxaoaKfojw3CHC44/JOvdOd96zz8gQQiEkhuP3FONQCD4kNrBGUGXqbo8oN/DISveiaGcD94BshjnhzRmxuQcFehPGj/DV4Y/5fvBzwW9LCPTDmjoMeIQZN9zynwPiHqcNCRtPGcRtzNWQDTyoG6NifJIY/2tlLH67O89a7qzJ0CjGEta4MZxh3L7WJKypJQRBkVg0jAfCi7h4+ZgH56/qSssn1iqWue0WQz3gEsZvyY0s4i93Pu+Ol9yb1zh1Mv6N9QyFJk3m2Pfo/ri/dpp4G5qz0y9VQTRi4kdbfU56C75npcCvsax7NYThhvR9zkJsjrB1GAb+jR48vqM2Q7XmKLOnxn1sfcPu68w8LQKPQsnWjVjF+yfjfQ95140ydrBtayU8BDLNahr1o9NgyFDH802MYzdd/u/o8SAxP816vq9PcXiaoLjeq/b7V5wvBsPWDivrWVP2TKgcWJSxEG0FWjg1GWid9jnTMsOAMH51Goedz5TSzl6QUFHEcwdGq+o5E+K8rA2XAo8i+br3I3BCbX7FNfndG3VBOM51hAGs54pQsVBivcppltqYWs7AuOMRIBr+6c6A2kPimVKnDP3ta09iLnRch7EPJFqoQmSqu3lHtDUeUY3GPUf7vjMYhdq5dtjzJlzPmMLjf08lxHPEj9NmCJwUNnX702LAs9hjfTcXdfm/Kps9aYqMhg/DkBsEtdPIYdtuN2Kdx97FoQV8metyIa+umHfEbo3v0WTnENC78y3mJeiZiMclk90mweQJZ8yOtjAXyXEg+aAiFOI4jntb1R4u+z1qvHr/A0lnCOzH3d+fGZZxz2xxTuNpO6TpfN8nar77g1cb2MCECIyW5LEhm1WIA1w8FMfI+E3upn1jTCSSZJZ84rCceD4e+fhw5E8/PfOHX575P/7pAz9/eGArhVIrpRiS/vbphU+/vfLycOJwOrBulti6VA/tkSyeoeBuq1SSE7gen9XCjBjjZWUafMc9dRIe7bFiP3vhDtYJ9jwLE8twi+ONaUkdX9qre+ysTO2PG33bDH1+2sYDMs6fjuIPbfd6YigXR0ttOGWQ6MLR6aweu8G9xfOtS7bhvRGmMc5h2Hu4tDEHUxy477kzRsvHqGSwXG3Wr03ZO7osz1aOQog1g/jHk+o1By6p06DYgGIxdtg7JbI/nyNpddtGJimTfFMLBYSFrglhKGZtFL2b0DF+hJu0h54Z/MQlhNBgjIWANldghyURimecg9hyQ8ld+8MB3dvGPF4xh63CTlXnRGedeOuu3C1l+wEqp5gVXYWkZ0QLKT8BB7MOyoLwZ4T/AjxS6wOUM0kvaFJYLBFYSsUtJJ4QDoiegFfgfwY2tHwkDgWaFF2+gCbLmcCCbAeoR7RsxqAtJ2Ng0kZKV8r2gbp9QK6v5PqZcDlXXSn1C1XEYhyjoJtZR+mvCAnJR+vb9dnyORw/Q145Hs0qaLs+U8tDs95K6wt5Pdv+uCV0O6LbA3XJrMcDWq7U8p9ImnmUB5BMObhViV7NAuX4ikhhwZI8X0nGMp4OIEdYXiGt5JRY5EjazNWU/BHSM1o/oduv6PJssWb5iaT/FUilpM0sgspqDGM5IGnj8PDPxmOcPVZu+qWFkwLM6q5C1d9AlJQr+emKbr9A+WjKDlFEviDyCTZFXhVZTqTTf0eVxEYGNrJ6fOKr7GjxO65mDUenkf3OgMFCy3kyHcBnmmr1jHzE/hgrBFM+LqXGJsQSi71t8txSP2T0NtsK3G13s2t1lNtbM3fDgBkmBsfJ+2B4sbM0nbcbi+75qP3Yh18+Xj8ANAnUzHFJA0qH+d7zYaZZMQW2x8iu4MwxxFym9jS4567w1WCnBhRR3zJ+kIt7K7yfjjxJXM3vefhrg+tXbPQ7XrO/G6OVofxtERmLt3mf9/Te+87DRJdkKjEMDQac7fvJyJ70dTG8NNQ/d3tYezhuj14pOggZ9stUx26E5ffQsFRTajceZajk3sFnunUP/sP9CL84hQEZ5rLxs0FnvIGA8XdQrXuEaJtyY3EqFDEP5CToKtRk+5+tDyscSu9Rzorfa/mqHJBN0DIoIQKJZLjdZH9j2JI9bAbc03sKpoZZdQZxLIm78zLg/S7MWvf6HIA2HeaGZvZeBjs6MwkzWyG5vT+tn9v9YJ6w4dnYpuza3I97WLdt+DINfCy4A/MtDL9L2erJKimb7U0uZA0vW92Mh5ZmVX1FdUW2B9geQF7h8AJUi+nPAbOeT8Y/6RGuzyZM8tCT8CsiFfV43vCMWVCH9a+FHtFsFtxaV9BPaLpAukB+QvQDlqPqBTSj6eiwdu8KvdIsPCOePHhbFdGvVk4SKgvNS3o9mUdBWtDmJS2YkNYVCtXGZyExi8W9lw1Nv/qc2HtSTWhVTVhDJLvW6mFQQmidcCOaankH6oOFD02bexd4NAQPnwIeS10WEIsJL3q2phe3Yi9h6HIAyc1jW2us4QeDT33BQrU8QHqydaWfnYQ9EjkbCEE9yWP1g+ST0dpq+Q6Q40wLv3uJ9Q+BvEKuyJod/ismKMxo8OFFXe7tYbHUqG9NLiNZrrb8qjRaZrxRKNouvs9EiFSPQJDCWOlKU7yUA4qx7EkV2RTN2fjt7QpXEApyeDXatx3Nc0IAqlmdAyyb8yNuma5mpS01vNpdFqHJ8CJFMuDYDxlwKsLEJCwU1sVwMzmxL5bLrqbi0PVdWzyRcnKeK50Qz3FrOScuntNBWjJ5ocKiyGIeUGzV5mIJRaTnGPE8ICqL8wce5r4+YFzuxdZ6WqipkiSRNKG1ovWCeIhZ82pww6dFUFmo6Qhu/W8wiK3i2TwL9H2JgqdLXWaVbIxa3RBOjuC5D5RKywWgnxG+AD8h/MnmUWxviL2s8uDb0KvhQPrJcGD71b22/gAcXZ+XQSznhPJE5RnlN1SuNt1bRvWFoq9IOiHpCTRC9hbgioUkiqTPxWjS9rPhkhgdT+peN/UKWqlptTWq5vUiNbt8zhI+W87WDPVIUqHqg3kGyGZ0gESqi73Po8GHv6JaPLFBMlqEkPhsBm/1YHgdwvXIgVHE+O68IYczkWhamhGeKQ6UI8gHkErN7gnmuWdtTjyvjoKWB+/DEWTxnBcmm5GkaCgdPJ+QpD8gyz+BvtpeUBO6HSzvxfIKciKlJ6QekctPhuv50x1e4fZ6f06IPPFnLYF7xTTUQ7SpfuRp/GwwczpZ8d94oTbEn3/ujzA35XfnlRsFc/A6Q11v8VPjTxnKvd2b4b4zeBJyw9QbaS7w+KG4aZLnfulw/82OfaMn8+u6K3nn2oXFGXnd22Z7T2/g1L7Nb3y7vn/kGpjpfb9G5voNtw2d3unfQ+ja/pNETsKSEoclc1wWHg6Zx2Nmq7DVxPGYOR4yy5LMAyKba6OkQUjbrMWlb+YaQpBdHxv4dk7ozVz8LViE9pcBDuMBaD9b92ej8fD+7P5Mwg5j6budcotr32Xre8nRK+Rur95YG63keArU/RT/wBWULLS4d+ClY5/GZ37/juDFWZyhzumEd9OHDlJBRuUHezjfmRsdnkVoh7HI0O5ME/sBvVn1NC+H1A4ZEt4Pw5+tmzs47V+aUB9a+RbtxEc8WnkEPdVdf9uzCb+l3WzL5S7+37li3YzV3hUMjPP/frz+3tWEVRoehIOnQUqgK8orqCUZNEbY4amrjbztsWmgLwX46gzLM6rZmBZVVCPxnuNVWDMUt+QXIFVzCU5mDWFh1NQPDBsiV9CVWi0BeM3FUShmM5RcYW1wdCbT6k5JSRmKZNCDMX2eH0O1uDxSnDlbrP9ki3SpZ0QPZB5Qgc3Pp7Vu1lYqSCqNqbQxJTugSW7hlk0u5XRFqlkApgMWWsCTMnJCeEDwpHP54gyRz4MfclK4hsdBMZLxqfdJ/QBV3KtkEWSJ3cfds1PMv1mjGN/wAGKMrUpCdMVCLahZUP0jm+qw18yXrSVthYKWzLRP7753r764PTJ7g9J1Hwrjm8uqr8n7xb69JsWlg72GPU0x/B5Fxd1Ta6a5t3zNMP5xvxZf36G8vLdFTgRvvHGHx2SYoTsg/9YOPI64z7JMeHDL7/3IDv6ty1u/y5vN7b2rqrHOadS7uu8BJG7swC0wGNHKUGS3v+xg1au5hfx+bwWcbtNxI2qb2r4Do2ECoyffhJmDemIFdrh2KwQTJkVQa+Jb/KeOgOufd5f0G72+WQPvu/bT23gFpdvFqFJVkOrjSR5SYexFKCGiFwo68LPdWnCoPz6HDoxjuz9H9+CtMy6+EwT3KdJc4JZOvb/GH7ve5mNbnd/ZIn64ue/W80af2rv/YEdciafh/SBjdwI3jHcznLK9X3RBU7ak1KHwGgy9miVpPTif5AoCXNgrV2NYgi+SzXFyae+aV+YFrVc8LjXGs0fyUHXWdTAu8NAcbe9qnqIJOBJx7DtCjbxAeO56H5yPFOmK7WbIpK6YkepCrkhcfaBbATv9GS3XW1u5P2+wdkU+iy3gmhvZIgSFIjQBPZlmod0s1d1ILoZs8Qh7GzG7kQNEq32XA8abbw5jOxN1/Z94H+KslK0f6pbQ7xDQ3Vxi/KZ2y9dmm2ZOAt7PENA17wuIUIttOE2ZPsK6z7+60LUBZpJdGGzMuzjRB23z01TNoywiLKrdc9hwxGe4Kt1SV1AONk81xuI028+adhYZujxumW3f8XltuVuGQmF8OhoANnwqDmf3JvJE8VIDRwE8r4G64h43jkuGHyLFePVoLvKhSHE4hmzBxqZxL4x+4pzdDAxN+B8406MShLV+eC55mQabMCJ076YfCE0tBH/Q26UpHaqd1xohC1riyh7PfWIoMxq0hDGN4YKF6zpg595iCphasLzB0WZqMNNm1W+bu1QxrwhdjcZheQ0i114sax0Mj+0jDC4dJk7XmmdDWP2rNPg1HAnGIsJ5hXdTzS4yOdoYI9dOPdJb7gaUEt5q6rRQD7P8V2EYgLXteCti/RQd+gMIC5HQHXDaOHh+OQnXqDt3Q1ZbXo14BgLZ2NLJ/moB/WoVVHGSXV1xF3xXsjZDEfKd691KiNfNQLi5bGCrRjdWX8RV1eULPdgSAsVdW1XudGdHg0PuM+bBvHvdo91Bw+Jxm8eZ82mval9iI/1Kd5ib8dYQ4atVG2vd8gvMn71t3wjwTUN7eAfbJ5TwMOruh73fIriXsI413nQy9gETPNGYbW1I2rbHHTx6VVPd0uHUkbORkYnJtXsywW+ci2ah96OWm17vaA3ZWvWFHPW22RktPF34aaHzNfxxzMo6NhStVFdi13Kllsy6XrheF15fVl6OG58/X8z4QytFlS+vV17OK5dtY3MN5+RJhQlrRTIiiYQdhkLoFBbbzrYxRpCLRDITEBtRtD5PQn+Fbgked/eeD3ENGyDDY3WPEc9o3wREbbZH4GtnMIa1MMzMfE1eMm1QvX+trnFcRpBlJxAWcWLSGOqxwXivj0+ai/f7ro6uw2E8Dh64QkCguc61jUnpYVbm/sie+rm3QWtL9+7T4RZs4xxM/nqZwYsgOLKwEuld6Jtvm++gSzqMb6IIPh/OwIRSTtyS3vA5exErl4IJleLjdWuclkQvWvK2Gi3rnk22AYaFyObrozZBSldaC+ZCO9Y9UvKw6Ky+sfrTTtSAiG9pDF9QtWaVOPrmN6bR3TtvYIbz4DE376dvAuRkYYH0ekLrCSQhWRGeoCwudF/JmsgVdDmhpwPoGeoXtC7UcqKmxJovJK4c0xnRC+gR0kJZ/oiS4fIZ6orUV0At70ISS7qcKpouKKt5ZZRKdQuenM7k49+oeqLyASiIfgJNJBZUCkVekbSQjx9QjlQ9+Z7muPKQPVzuCVZBH5SaBJGfyTxTtwtaV7P6SZl6WKjLAusR4RE4I+tnklreBEmJkjxesZwb3imZKk+Gl8nCNR3kjCos9YjUhU0eLXeVJiy26orUK+S/I/LVLTwg6yOHy4kqRzZRJJ2R/Dc0nVD5I1KVRc5YXo0/AUp6NpzRbIxffdnQoizZ4ryWtKDpA+Jj0MMFlv+ErAfSulBTRvOfkOVMev6MsrLxGa0PpPV3JIVULygJll9sXn/kGlC0u753jOzb8+AZ4Asp1tN+D98LYGercbOgD77XyNXOG0HStGqG42mjGU1x3wT60pqY62rFbsbWeaS+vlWghQFoDFTsfb0ujX4NHZ35JAYeZTQM6N0adrGRevROD7ttq3Nnudw4uD0T54c9d6mdtgl7LF22JH08Zhw07gWgDmODDY13/THLzXHsOgGjwfKGi7Sn/TkdaXyM96+Yuz0WDXx33NvzAt6FeS5tD+yJZWn418A9zsHwFWTupgxz73VIEyaMHP346XzF7MbD3Iq6YGHGhdaWb5rhebjP4aA61Ne8Z7T/uzOk6D/vzMHolUHAZlejxrlBh/52vI9+9PqE77rz6y58yCiACYWiADVol8/r2Nc9a9o7ja1HnWcpkhW2qfEvdX65gXeoK3rbehzeVyP+jZW3BJ23MN9T3PG+wXik7sII9jZw7f0cFWLz9Mydm3LPxaNGI/x3c3DaDWxCKfGqZe5Y22TGe073Y90oJigIej3RZf9dh9/Sx3tzTQryb1/KJ/emsVj2kl+B0owSpBlBGJ41D6B0NsMPWd0AxMN7SDErdpJ7DIjLx9VZZ0ElG9Zsz/a8PCFkdCnGpzjvQ81mjSGviFzR+hH0iX4oFZBkKLUEfNzohEeDg3tjkj03VljI10fQgsqGUIyvVAGxvAImhHMjiyQtXwNSoGyol2/CQM1Q3RpXj4YmbpkvW1i8CkhGD9X48usDlMXJoqJcsTxnwad4Hjq9AGfMQ+TRvDqWn32qK+Y18jsMAGYZLOKeEephXbZn61u+gBQkv9j4CQF1KFYEqQdULpDOhMLF1nkxwR3mPWPnjYRm8y5RvbwP6UY8lSsVMUGcqIeaw4xhdIHDAku2PAebC4urIrIg+QiipORntLrYUkt2zlJW2/ed5kgoYg4WfYD1iCUPDpz2fHIuPEaOmBfFK8rZBKQXC5/DUs2IqGQ7bzxYHamAakWvq+HOcrJ5xHOsuMLG8lIMlDNtTAqSVOGgtgbWBbJQPYeCFINVSXlgEQRJnisTNwrwECRSD24QWW1tHxSSoikb7Tu6AmKTFlXKjojJ5LLZDJFFF7S451S6IuJRADRRi+VUIFXr/sEt8gtQM8qC1sAzIaWL4bqHR1KtLufPBtdsHhygaBNu+zxmD6lb9AdFb4o0ReFHzKjq7z6/fwO9IlXs7J+eID2A/ozqzzY36e8oJ5APNpbyYMrH5Wr9k5PNeVkdn35vbeYVOGMeTBVNRxtTvSLqXvgYrU0Uo4/pJzeQC++wA4qwyUcsP9/Z1q9aWLW6/MXWffJQU4cXlIrqR8PxgxgfXZLv9xnVxftwtjHJMyorNV2hbMj2yUlthH/KCCtJvrqBXUI5IMWM9pIr8CynoMLyCJoRfQFdUU1EAmqVDfSA5c1YMY+ZYnXqCdVnkAWRA6LF8qNQEX0xGGbzzEH/gGqiRlipdDGDvfpkymDpcieTUT/C8hFqQS8V5IEkfwQpaDYPMCnJ2tS/gCpVwujufcj2/sTUzmQUNYXDpjY37vHV+b7hDwYRU3BD80ls5k/e4BH21/7sda8yuXnuHbh9cLfuu/Xvnr95M84FI/8cGi71+366a7BheD7ybXvG8b2X8w/33v1WffefSWfU7pR9s743YP0Pjcdf7AaGMj9gaEtweMv0rDPk2tZIUwD5RqRVqbVS60YpG1vZWNfC5Vp4vWwclsSKUlS5XDeu68ZWqinh2vY8HXHs38EyZH94nb+Mb/YB61C3ffRVZmjzFlTvzVJMzP7wJ8wn9NvVcDcu8JurZhzLXn22R4z3YMU0wTdP76/5296+q5ngVvwA22oZ3NyBJiC6VdTs4b7vw/5kJruy34PHYI28l3h8451WphEZbWOaUVEI66Rg/CS8HRi9ewKfffyTxbA4CPv9GzxteDzCIKw/upJu7H371eJCxph2YBg2Hhlem7ugd272XUxa3W6R0yofkSDemvw43n0lqYgIhdytrqW6YsrcgDWs7ivGkOXFLOUiEZomNwKIXBAVs5QzF3PNJ7RmtJ6RokjJCJ5EPIsfREp3BdUVc4W2sAEiGykpqhmtC9Ks5yIRX6VSSaJuRZaoejQ46oomj9aEeFgiU1KZZcwBOJoFUik2XimoHC2BWLKQBQJIvWBCQdtkazLrIpWVZokjCxZGQLx+g7Ed2sxSJqxULARHwRNWIBoWhO7Npgu5JIN5UpCCyMXHfTTXdLXEjJUHm7tldQsgPwRSbJ6S5+bggHIw5lkSyAvwFdYHqCdEjuaynAoh+K3VLGVELWmZREL3FPD/kSuwOjbFvv5awvV7zIPS1/lb191Hw/raL7WJls5860SP9mT1ho7EEG4IGW0dy36N766J0Oxp8Y8xjRO9eZOJ+0a90/axp4Dzb71XdP/KNz23jNZpCInvFG0cw26O3nPNipsQDA9jv/GglB3zuttT2r1dB99o/VvcSrtaE7t95A7y7RVRdysc+j4aLPXHMhXVm/dkeDLwFbvCNl9zXbHnTjqEHdhmXuw+PrXnUenUH4Z3dgq1sPK8gcvoQaUzou2nOMjFuzwOd3VJp1/hdR7WmNoBZEVn1GwV7Ho6fNf5DtC4DQABAABJREFUvTts3Y9zANbmzZztnt9HuuGe7kjc+ODtBfImdZla/Q6pmjzw2zp6AxhThXJLU94i0zeo2nnX/eN3TYJ34dvQ2b9zwaSGkbfA8jM1PI1QL7EPSRgqhdephcax/kWOBKFZ7YPzGQzwC61xCL0zaEaW4DbD0zTg4V6umkBPmHW3taPtXDwDQj2BcAtvI2Z4ZJb7SrOEZx3a8521xcnH1lrjJcSlzMWsY+uByd2oRs4Jt+BO8czpR4OpOgjC2ruvQ9T41Z5U3L04XNFjFp3m3do8jQXQo8Mo4p+HQdLWxiDuLSE+z/GsQ83aa+gsY/9Lr1MyxgduDhfjl6mDtfc7Lx0tVCMkCUAzYhM0CVIG5FZ1l18XuIoinjB7VLA22h7rVx2WUnyK3dMD3wObx0whzAYkPHqlmnCw6LQEWmjlbP0SD3dlueKw0FDhjYN0eMd5M/ZgccVIbBbtUUJqbqkjHD18ZP5uc0OMd2NPGzYgjfPeAGMPPdXSUlRxdBJX3jj8Bbfoj4FXT5ZduyGNOu67Z5Al4lZb20mG+YxQ4skM/rQFjbLxeMivzmdqW97aNMF2Jqz7rftdV7wUiXWDbl9RXknqHiJydPge/e8FlRf6WnAhfkBaTLlq1btXQzr5XJjCRdvajHY3mldYeACohYiz/q2uZIzwRAuqJ5/RoCnmFaBydliZYi5+kz64cjt1GiwwGiJ2a3FTyKkUUolcCl4WdcOHiiV/FjTZOMSTfHdpyOJ01EPhRTLyWLt+do0oBzY+P8+KGGzliGDeRdO7bAM3I073Mhaazw1URK1tjgir7WnBborVjV7NQ0USkk42pnQGSaa004Lo6uPdfEm6IvE717tPr9fweBCzTy0adqrDeAcMj3uxN43MwUjy7NNANNtizVfUccuraKebu+djXbJ7um+j9XFgaOJKN+U64yNDmdi6oj+jPG70Vr7bR9FGLFu72vEJLxM/9uMdZaPqzEEwh06b/L3Rq6F/acbRjZjNgAjx2jiPHV7RixnKt3qLH6aA/fLNV4aNqW+GtY23uW617gcEPe6t0xBTOhRqhVIsBuJ6NQ3r+XwF4Ndfv7Kulf/18c/8+vkLX16/8vR4dEUc/PPffuPX3174l19/47cvr7y8XLleCutqLmWmSQ8mwTY9C4OvLgiLg5EgyfqppfS+x6RqzECHYT8i9Y054NCZKGkldJynRmC0dS1g1KuVYe4bVWv4HwLpeNo/vS6Je9r6H/XaHNbdOAYlxag8Asd7nX9Kh4m2uQ7BdSTvMauZaezvuFrxnTbQmqz+XQmfmhjy9PK8yIare59oY0ZizPFurLTxfutU/0vDhhM0SXsbXfjhh52AcGhHJ08taK7K4nkecA+eBBETVNyN1nhCAfGEu01odPA29kDZjccZvFFd19dqIF5yOGlfKzHnWP/ADyCDUq7j1t6KMKxgh3XpcJuVB+PzPpdBX2JVdU+OwbLxZpf6zqWgr85EyhWlQjU3RguftNgeKpb4qi5HRDKLM0SaVqpslPQZ9EDenki6ofXVDpRHY2K0XEEXFmciUnpCEEo+GP3Rxawd0tG8GvhK5YysYucvCioVSUcWOZiVRrWcERwszrCsv0DNzpQmRA6oVuRyNYG6fIVFLMFgzYiusFaybJbbYgVKphwqWzaPCC4bqW5kLcAX4BPogoUoCtq/UOWPjl6FJIlFFw9paUxX3hakKlW/UvmCbM8kDqi+oCSyZBJPpFqRoqAHNB+AC5UXVA9GHmuxcMSSSfnJlDTyioiQsyUQz4dPoAV9PaElG8yPwWQn0pKRVJH8arFHry9wfaWuIGtCWEnpK1SlbA9UyVQ52ZI//mbndfknSIV6+pV++H0vzvnOOQnsbT9Qgl6mvmwd74M2NTp9B8/ntTH+Hqsb6UCsdSPU/fn4yc2eMFLF5inQSKjMZaYvQ79l7N3cnbkudXrDwNTsfQJir+j788QN3WNuY490V2uR4EvoLNhAz0NJsN9WYt5ac/PwWo/ajNQOhSq+a1ZTSNYmdNkxo35oesuw5VtXWL7Pc8sALxk+g8oPA9pb5Uyfe4DGHufQ33mL7hCn3Zx32QEvmkBkrD72jG9Bwscxrq9dK2M/umX8vTqjD51372HMRi7P65Xpoz0SL9+bnwXtY2tW924/bvMz0Bvna7sQuvMh3fNiQiQrs5e2T+u8457o+O6dq7G0I73xb23rHhQQzV1+gPPIb03jjT7s2LnJeKy37gETOobe4KzjQEPnPvY2i/cmon1/m7ewxwP+e/tN6LWvrzd8p7mYo/n+DW2UoI1w45Ey4ffwcw+T/XDu4P/Qyo6mz/AYMUommkGfwGniOjEzFHgHZUumhBAO3te1WbhbRR4ys5pgtuVIEIvfbTRhBEZCqlmYEzHF8fwLi1nlS1gMb6mtN1N2PNi7yb0X04tZGUtCOIFeUf6OphPkE5QTWk5mwHB2of+yglwR+c3GkB5BFkSvmHDVYN/Oq973ygXYIJuQVKuHhhIXmtZQgLwg+kqELbIQlmGB7lbdHAwUZUgWqxUpzg9fPNSTVDhsxh9rMYEtHwBBk8fLZ4HyjGwny32WPGRJgRbaShcPGSKuCNlAvmIKl+pzaYYilivHlD62cTqdULXxZLPyt/X2SA+puoGe7T2poCtSf4OUEf1o05jegW83+BfCR4OgZjGYBtNQK3IWE6TqAhRkKSiVqsXPbGaFbx4sBfF4/qma8Q0P5mlswmQcx924SUKxYryg0XlXuOQzyNXars9Qj0g5QT0gKZuxZ3VPm4rNvZ5sjrN7vbNanxrsLRlwKF9MkJ3oIck8jA8HWhjZ8CSqZmxU3VM4sUCtJM+Z0Mh+vvo2byGgVC8OTl+nxfORcEA1m2dFmJweBn6t2H4lmHU6Kob7WWBJLni3+UpBq/MVpCDFZE7IE6SFyIXRQrg2D5UV5IIWD69UXelCQdVC5Er+Cnog6TNKRteTr+FOR993CeiDf/6G5UKIfv4M8hNGz+wMJrWislhuGhTh1dYOHgptsXwr3Zstxma8TZJXkJUiZ5vTekI0G9+rFfQz6BcLs5vV5lwORO4HKQtSHlFRav4NNNu5TQu1nqGFw4KULAScKXSr5R4UNxhLG2wXzEjvEcsTo5A2aj5hOXES8OLznk3J+fCEyBV4NQXEGnmDivWzfsTouefmkM0ULcX3/WS0x1B7QfmCyAZyAo7mZafF+YyDRXpaFDOGE6OL26+gG6pnZ2mMdkboJ0kvthbSapiQ/mh164IZazgNrF+MfhWwvEahMF2tnbyhuZgnzCbAgSJH8/hJL7YI60+03KjfuN6thAg9cd19QnzpIqTbA4NdNyzUwDXcWxo3DPJNoT3j2dinqb19PW+R/okP0bfLjiwrw/fx3r6vt+zjDYd00+f2uXv5m1vXGzRmz8/WATAj7zVrxeeWxrFN42znmvmdmxq+NwHfvAK7RsZ5D1XZffqbjae2TWnygKhKrcZc1VIppbKtG2s2ZYRI4tPnr2y1QBIeXo9UFarC3z595fPXV15eL5wvK+ta2LZKLZY4pnlY3GXIfSMPMyDB3Z+8cx5SRu+OabDQJvSp44ocLEnkXtt7Zv4WWW9ncocXXlf0I6zAb7FmX/V+PN9andH/6PiuzB2LHhoshjAFOrzzjms+dO2pSxw14/dgjTEWm2rr5XsoglF4sGsjxjzFmhpp3RATdKo+fswC9rH+8VAqu5GEUikSerUQTE0wJRZqDldCuYBGIkZh82CAjqMzSDqWDOvi5nRrbXWrLW3TGmfL0Y6gHw5iIwkkd+H+rWSRmLcbYWH7PvZtnPOop4/Eyo4Kjx8kcBvGACzOJOEW83UzRtqtwDR7TgCSMw0LwgFNBeUKRUjuLUFZnbGPA0MxphghSSLLI0impBiDK2lT8gTJV5SVtCZSycYwyWa4kV3lHvRl2cxttRjjHQojc+PFPC+qHzSS2Psi3chDqikpVKFa2nFNFS1iMNBwS14NNj4vTVgqydxGgSR2oFh87WyOA6lkpCg1vaCsWOLuBcWZMZ6QtCBaSLUY8ywHzOJnM08UV5xJEXMpl8Xmyw/IFplMzXVaN7No2RZSdqZVTmgLYwYqV1Re0XJBt80ON7WSa0HqhpaFuh3RlNHkYRTyGWNoP0C6kvKvRPzPf+zq66tj7vgv7VlbS43ujhvKTLPGoDX2rwzlfArvcEXTvjBtBb7Xjcro9q/j4W0T0+szGZCh6cEDZOhdL9wrbq8qd3s/XvvxmTJVhip3NdxYDuvwEVRKBoXv8OrY5d0DibaRNn3jNO5h6iX7uL81yB+67vNnP34N9FnmOt/EuxseZ3g+wX2vWtjRdoEejmau62afubO1T8y8yH0c2m3r4wO52cv2hb+FlTJ93SsNbt/T+z+HLXmE+Fz/Hpfv9SUs/5WeoH1Xz/euHTgaaz0WUJmNtAb+2YQzA1M89FnD2mVY623PvzO29y4TA/u4tt95yfDaDgUni2Gv900o7snO8Prdyu+D57aykaTe8Evfvt7ysLp5M8jSt7aOsdyerdv1ebr1rmvDwvC4hX0wMXHmUM9vhRCJnK1c5HWI9kobiGgy4aq6hbxaGCPJbnktISxz4euCry/PWaXGiyuvINX4kjDI0rOHIzqheJJo3VzAj/VdVuDF6koP2HosNIUHENbUfY80IaykyEdRXFBt/KnlWFh8XzIBltXkShrM08LuDufVIO2KGfFpge0AKXlYnPBeMMGmGekoJtBbjD/1PBVWzsItUT00lIcKUV1NsFw9N0EyTwdxRUp4LageCK9bWu6DwB/Ll6apIHVBWNx6O5QZ4T0R/PcF9OCwlB/AueEKy+W2xzj9rWCeBSZ3sPWfDF6hkLfstm086mc3A7Yb30RopiRYLHuz5o59wuBjEzQbjSnC5m1Z0mLq4pb91jdq5DdhOFs7zie3isc8cYImCxn1nAhtLw4vApKvFbtvQunwjA5DQWi5GdT2T4ORV+fePwZKM6DTJu0Mg0k8GoJ77ajxAJqH9axiCiD/bgZ96rjfE9Xb3pGQ7Kfv7AqcrZhuJht+mX+NKzLdk8/Iha9X92RpMiTweSqmiIDO09bwuIr8Fe9GtgHWX7G1FPz2CRNwb2bspjap6rlSbC2mznsKROh0UzzGFd5N3nfPX6BUUxpxQHSzOVH3wmoW/OaBYXTOQ9zpAeWKhTqzdSxasWTddq40r5IDPQeHz6/YBqtUC5mklmRaWi4NhZypabFE1nU1+NTFaSyGj7UauMNbvcn5DjQjRikoZ6NJDb+g5agRMZzXV6NpFscY6hWNJOnJ58gNxoQN6qvD72y4Ks9EeDNTIkYC6qCfT8Aj+JpTs7Sz99WTcQ+eF93LpKLZ3jH8TKifhyUHk3Kkefd943q/H/+dTX/mff2Xb1LN41AHT4LgVdRJ2ECEJ5Yl5m5gakZ63Xmj3oP2bc/MzDzSYEV92+bUjvT+7++PfTaU6RWap46xubp/uW2u2svGhqF0wqi3fbO+tCV9U2Y/oNZkdKFNz3SC2FnLzfBu7sE765SxTO9Xb7Q7gc1t3+vney8xc2CacHnoe2wYbYKpDkvxNW2Tbmd3RdWeWxJTKJsxXNf1haorLy+Zbdv4++HA6+uVKvDwcOSvv75yOLgVAcKXl6+8ns98/vTC18+vvHz9yuV85nq9sm2FUiq1mKKj/deQdIdgKiboQtqGqT4HViogOkzoje92MHqjUMoZ3Qnug5D6jbmQ1gb0GR1xPRgbmbygZGSQWrmRWQkvhdu+t3FNqz2oR7+n7V9vM1yNG0N72NXxYzHTe5ijXRfH53dPZLFpj30NMXfcM6HolMB5EirtTlLNlcmedcvHcEkUun+o9260tAphLdBiy/qJ3JgD61tCaCFo3BMiTb+FyAVh0+f3fEz3Qk7gdVrj/aBh1ialjz1gqkywakqSWDONiI1uz7UxivtVMFpszlM1btzDhtDoR1zBIOHrccTjHQLoNo/3vZdAfXDFQvnJvAjSZ+BKIVMpJFnIPFnOAv0XtD6h5QPIBfIZ1UqVB6Q+ksszpCs8ndG0URYLs5LWzXPimaWFPK6QV4sdSyV5XFdxt0t16xazxMnUdESXRJKTsddSkLSiqVDVYpTW/CtJFvTxA3ao+dWYFZ+H5JMpyfeVZPi46QtwJWEWR1oPsP1CKtmUB1KpqSL5g8W81TNZP9uBebE4yUlfrM11s+PJyayd0nlFS2Lb/gk75F8QgZosQXXCGFyLCbyix4V6XGBb0dXiDWv+gOjCoZ6gCkVXKAdS+YzkDU6DFV0pbNUYXFFTPlSPjaz1A+gDWVeSbtTzFb28wHqC7RHkI3L6iNQv6OUTyMXyQsiJJRI+bgmpQl1Xw9XyyI96QuwtsnV4MvIscd6wW+GJOL/RC8xrcOSJWrHpGun98FxvSrS6Jov6cZsRp6f3SBAQHlX9/lAwxoa508/Jq9m9cXuEkx002n1pPR7GMu4DRqdVx/HF/VZiaDF4HKc/w4Y+ylD7N2FMxtden4AT92MvN88Io8/3Nr/93vyDl+9hQjC7Q32Nzxxofwg8Rj7pph/7/ujwIYyehzPa67AHz58NteR29uax9LruPpKxYekf7SAvQzHfh5p1+X68zoONYUdggGXnisZOSOP5x9HdjsFaHdYyuBBj6InoPDbFrRplRLFeQMab43yP86yt7um64VXfuMIGZOiTKbjHUQ+waegxKBSjgqEpiXWm2s6yXa9yb2301T55QOzY4aEF2joOvmM/5ftLad5QIruCO3aERg9H6u7V7OY9KFCD0lSwvz/ZxIgPVBngPI9v4tNlV6ZbhrVSczUByztEfYTvHTg1nBrfHdao7r9MOPrtS7zvGlZ8y0e7GXKaJCDVQ25ks2qOMJsAbIi4UQMRCuQKukL9ip3dvjotOEGEgUzFBWmY9bsk0EdoioUQ1B7Q6rxI3pAchi0bEqFMEuiiTlIO/iyEjU5rwgIaBamoXk3JkJ9AFqQczArbgSK8YLyVh1CRD6BHVD943WbBbXW6dTtetnjYlmrwIF8wgbaF3lQ5+TxVn9PFziHZw9jUza2OF4NZKnDc3MLf36nJ6xa7x1fvi/Gg6EeMj3p1+vwzJuD8DHo12Otm1vKSzTK4eU1YmCxDR8tJZoY2CjWjLU79T8Yv6IsDbTy3ve8SVwwYPMCS+w4KLVyBJG6olrOHPsquyCqwnZ23WKyPyQwsG77p0Qxt9Gp0cnOhaEm+bLcOS0mmgKnQEhUvmIdNKabc0eTwD0Mk6OdBBvKgWH4Upbpigfpk60jDWzzTlE+Kh7KNqBKW8Lxmi5VPOhh/pRaeTNLF57aHOEKSHQsECxOrgrjgVFMYqUU41c32u+SLXd3gKyc4ZNANravhezI8s7wgitTF58cVhOHNEgq5g4CqGUDFmT0lF/NUE8SrhzbDl0GuSHoFPSPIwFf8ROSbUC2mLMF9eX8E3VQxgzgIwbPljjn09ZncE6wenZYoRgfOmGIz7q8Ir0aL5GLw18gbeXY8eEA5mneVh7izufMwSwnn86vNQ93Q6l4FLCZnUzMaC4JrOcUz8ETsc6jCanimYgJ+5Rdnrw5O9TaDmByd/nxCeUH0mVwf3TMjlHNOY8oRE+M/2jrM4rRWrA1Rw4lg18KDSNRFVNa/6p5KST4i8mRlq4KssJxJPn5BzS5PBNKr4WRKGH20fDsanhCu/NT0xb0dTr5vfMUqOVnOE7GzuLTQUqbg0ayWdJ2McEJSz9lRU/CihsO6/UJTzkxxhO5fPxRMOA5NsWfHvjp+1+H7xCMMvKbu3txv/bL7PrIPjeHpJ4Wh8rucylRnHPjqUGZk6kb28rvrVZheaDyP4oLnudLkY+/KhvF77/Ibhjmt/zodDPq73+1z27vkbtm3PZ+DQb6vR93Pd+c3w/7u3kj+0SsI7a51YbB2GjBGxyN+hAdyLwWNhNTGqJVihGm9XNCqvL5c2LYKS+bweuXltZAXTygkifP5het64eXLC+fXM5fLmW1dKVuhVlc+NNCNfYIb9xYdxtbGGQ+6o3dn7MPCpvaJd2Z7igHnb8uuvrGN1pNp+XTc7ULeGeFnW/f9dYNdU/uRTHVWstyvR4BI4r4vO9nhCUByBl+Hgf2gYPh7Y5D5Tv9p1iW9SJ+zWw8Q72PEnZxohRHzm2Uz8J6EhnpUQCg0baYEFgSXF14K0t6XJgQxy3R58y/1P8TKhkeE19AtGTtuNSXHRKz8913876VGz5p+P6xyRoQf6r9HFNu/fk+ibWEWcNyjUX7A2BNnCTj7e6p0z4ofP1gYk5KQ+oAdDDZjJtSS1yfNZI6ofqXqC5bY7AFZNiRtpgjkgHBA6sn1cBlNSknJPPuLJavSYoeTmjezWNAz1IKEdYlekLpZ8mRMASEkNB2p+UjkJECUlDaqe5dZuKaz5Z44fjCYnF+xRN5hGehkMBhwt9irsmJuvgcSiyXnriekJNKWIa+WMDsdSYeTW1/8BdKCHoyRlfIKVUnqY8mGF7IWdFso+oDyQOZoSbgl+UHBRolYuADJCT0m0BW2DU0HdDmRayZzoGqlqLkJ53o2Bu3hggkeACpaMqqJ5IeRKquTUzs8iW6mkCkbtV6hPiL1CZZnJD+7W63CUpB0tXC+6cEEGwW0Fmpxa61yeGNXfg/iBaqOewN36I7TlDfxWobnc11hZd9yyHQijp8ib6q67aDX33XhvY8yCpPv9LAJ42QaxxtbHYTV2VtXYzWDd5XYdgfaMo9HByV5WJ/3wC07mO1MgpvhocAcLmv0zuqMp8myk7871qWNdu+tKXe1tF6NnEKH99ugefva7X061jxyZ/vyUezOJti+y3x7ZGL34N1frQt7rnEcfeeR2iRL8EI0tNr3LvawwImmTpK5pLbmx72JudKRN2wKR7kDm70awfim2/7tuK3px4gF6uP73qTfwaXBwzdw9dv84oh1O3r0vaZhgFfnB0Z4T6zJ8NyEPdbXUXGh7V/aGWIy6BpJ2YjW9/o2ovodEMjNl/dcOzzR/X2bgzAQalg8eHPN7912wqYw6ObwSO6+eFPPjYJ2T3O+uafEtS9zp+P3WLco49bHMhHp27423vl7V+P54rcnV64rzTgm1a4Y0MjZtPp3xazxTUlh4T9MuCi6YtavF3tHHjE+xRqWvAEVzdk8Kot4G27ViysO6tUs8jOW60s8DxYrGoqAbAY20jwT0vyn4eFgFsp4iFKVA6QTbCfzJGghh8+uuLOztE2Jx4BXAV6Bi8/HYkJG2ejhgDLqSghZVpDVvTG6ot7O7hCW/MbHKdQNKZt5zyYfc96gmHW/sefOPyTx/q7DQj6g/OTGr25MxCMWP/0T5jlrltGiETLK5szCdA48SvPAVyxxc/bEuzafKhuWXBer/4eMlsTbT0SUBRNkuidB33UwI183qkjZPT4MT7We+9wKLpgyOASPav2zkDQaCdN1XrsiycNxZUzRtDV8lmwhoKjFk4mfelvNI2AgKfHF8bWKJ/lWPxO1M/2Ipy7Ab/ts7FndyMlCy7gHjIR1+IPjjxv1ZR9v8cTVbQ7NH0Fq4L6HhBIXHNdk3s6LIIdkIZKCJ00xY+al3+0ZLM8IbhxroWvFlZdqyXdrcQWEmKJBlBrjqDZXzQscV7bV7Pi6UHlwnCge/qo6jN9B36ZLQUOg717gsoAe7azE5nDdbB2IK95Y7U/cUwB735SgvvZi3igoXw2n6zOwmJEaBcsNUewMqeE95HMtJr+Tsjm/a0oqdVrVPH3FWiId6Ya+HtINNYUuGUse754yKIXFz9WLKx1XTDl8RHgww1fHN40NtbrHghxMSdDQ1GithtIiWMuGr27gpR5O3RaK4ym2H+hq68plA5KS6ZyLDnbZQgu/xOJeKSZHEDXj0SrFYOQ5EUUt6kJTVsgVODcOyMZnXhBWhSBNcWsKsZo2h1vFknd/IELYfZvns+vdSgidLDWGgBoB0+Y+9db7/bu4AOqteJ+3ngrB/fmviZfQ/o7uHODbxIwsrjPDc5XtS53uhrayF6mdnRt4Kv+imAuOGpFpbu5R98SUKh5mcWJWb61p+hillenXKAvbAe071xg6x/8VpolqJQSfK2fNpQ3hdo4Yj9fjRHarvh8lhYBbgAcDEZthbEAu+J2QLFambZ6W1MXjV7rgvlbT8kmyOITbZhba50tm2VYkJZblwFo28uHA8Xgm56WNcd0ulG3lcr6wXq5cz2eu64Vtu7KVK7WsaFnNsrhChGhqEGieHU6INJgBR7rG1Pl9XdqGYlWYq2Vn9wPXZYDBOCP+YpuWgJs2iHb47XCwWb13T5y53mAs5sPRLHyP+RvpRGCFtGFPC04j7Eu4g+3Jmuw+R5x2hoQfvXZvtEPYOG/7VvG+zZZ7beNvayCAH8L0naXfniY2tXlndDtJkhls7d6gCBFpQilpiZylleskUgePB9/rsysgUm5eEJKCUQvxmzNLKXpR5umbYDjTw67cGtdEh2VrQxLNpfPemmnj8Rabl8Vc12R5yn6W53kK66a2ZzTLyGAk0q6SxO7GOy9FrmbJwiLocUHTFcRCMaWSSGH1oCDVkjZv8mqe1voRlo3l4YJQSHnzvfABO+CZi3HVFaSSPpjwXZevqBQjORUskfMB0RfQKyLFcFmFmjPUA+lyMhwqBclXZHlBc4JlgXQkLR+M+VmPRld9w6pXt+A7uVLram6ams0bQdPv0HSgHL9Q85mULhzE3GjNumkDWdH6TL3+zsYhV7Qe0eJuqrIiVZDyCEVZv1ydZD6gOVO3Xy3pna7IJoicEV0bjqftJ4slfNygbpA2OL4QuVCQA1UeqB4uS4CUXtGUKBisuX4GKejJLFLq4+8RTixXt5RLFk4qywtJz0iGnB9R/QXV35tlWQrGviDLQjo822EqJQ/X9BVJi7VRE7ouHRffjXGxDmcFvS2xvUpj4JUaDYt3mHWJOr/WvrzFFO7v61xW9iu1bf3Br+x2gpGuxDgkaLC2+sddq/cxmMThwDhWvydPc8cn+5cWdqn1ZjD62POLA883bKzDfsEOJkx100dq30aFTGMlgj7eGYi8cWucP4fYXm/83qtV1YAwapOsxCwoN8AIdB669f8+9e6dG7iUkRW5wcFhTnQM0DPWnYays+fEPKbY13WowwUFbb/t+Dkq5pPEOkpjz3tvdl4TvZIZSXvLO15u1GK12zuzIN83O6virTtd0ahnKt9LagdEKzLm4hCfb0HaOa11pg1jxunb729cdz0ovoek0TdXIrqnsrNXBG871nJzHtM7z7zttoxlV2ZXx12buRD637veIqVtadwQiokMT89uieDtNfKaY9sjKu360R/0PWbaHyYaPd+82539nnJXZvAWYRrWgw/irj7tB2iaVvO8tPAqZnyBFloCx1T6/NUEcm1KaMtRp+imzlOYsJ4tLNI95Ix4fHvPCUY5AQnlZO2VrwgXLMRTgvxk76wnqB+N99IC5QtuPgyyQlWkemgjP8cak3REt9+DJGR5tLbi7Fkdjjly1zl/vVjbWq/g1spUMSElB19Pr3QB5oLIR4NBznbfhfZ6eLB+xFFIAU2ouJBen1AOfS4xvl/1hIXTWSAXJG0gfycs5QlP5sB1DZqWHMYJFoOtCVcFyh+c5vqY5OqCP1MIaSlIqQa/dOy4pauFYXEBuegR6j9hB//VUDE7Tx1hneo9ZPwm9hkvjKBFTTQgj5inzYpZma/o4iGA8HNTBWohbQUTHsci9LO496NmP2dUEFWzcKca3uAKDcbcBoZTmh5sTl3Wr2qgMK9u9ySXM6h7COHKFBWknm1cHtpIQ/CK4YCRtB7ZQZIrsuJMVC30Txjl2XaZsMTQpkQx/AQLO5PQtBgMpDaSaTIGVzp4fgbJj3bm9Y1BRNGsmHAVRKrPKbCJKSsUhIzoEfFoBTIYfqTlbP1PkTvRz6ruVZI9jyXFZFJaFwvFiqNWyLFCplUDTw8gDyCFVFcbj+c67aGsruy5++9fZuyknh9E5YBIQj2Em/CA6qOFNxILhYR+tZWq/wRyBHnEFANXpHlkVZTPKAlJHwym7rFiYa2cq1C8Dt9Zq4IuFg1PHy3fjW6oOl5nW9sScNwqXXGBywgPqPwCKClZSCSz8rcwcpazdXG+5QzV50w+mqdEGXhLiik9ySiWfybVI7CS5KvhqSqqyfKjqHkqmOLJwiBVzkTybguB9NXOvumjz+nqioYTkWzcPEPcg4ajrcHYL/SKym+23pyo1gjxvLkykhPo4vJqbHxEuOdQvkSejDPogbQumKfbFQRSenKaarTcttgCy2csLN7DyCm/eb1fCWEQJxyFp7/gM0a+Q3fvDnWM1mDa53M6Syt0o9N2b2ZW2rOwdhhZ8f3Y7/IptzcbA94q0ZkBC17jhiHUAFAj5ONZce9tOyjS2kErYBiw2/G2fczCBLdxNNHXG1lmE8bKHTi8xWB+G4G6x37vnFkTvfXe/gD1I9cQiqYJUzEiNh5qx6pTtwgU73CzH1RFa6UmSHWjkqjFmKN1vVDLBmkh541NK3lZWA4bOfV4dqVcqbWwXa9s60ZZL2zrhVI2ai3UulHrRvNc2U/w3blIjg8upG4CFNdqet8jQbKhXShc9itjhLcOiKTz82nB9g71A8hQz4h3Y2gIDdv1tCsbeBdzdBdrGU4Ku9/xTsAEbvs/CuF0aCuGp9wB9BtXwHzox2SOGlUNMBukVp32xArytb0jcqb1tnrtKLwTao8EZ0+D6HCV3d2pnzeVBRw8pFILSRShVgymIuL53QVxrXtTQMjSrQBC+CK45f4QG2FnddZij06ANZuDeZ6HnwNMbf0H3KPeOtUFYd2jfY6GnarDaie0dSWf+PrQSYHJAMthHTXrWZ+FCa1/gL4pzTWU04IeTeiuUuBisTbDI0WrWc6UpBS5oPVA0kckn8n5FanVLd+UqhGXc0GpVNxa/+GEZEE528FFj+YyrieER1c2J0QvwIomt3baMmwHi4NZTVAvckHkAHJC5IDwBJrQzaxfUsLwYHUm+Og0fDuiJSGHjKYF0kdIz+hyRfMLmUpmA/UwBWKxdVVP1HLCwjP9DJqoNYMUUi4YA3e0PGPb6saBJ1MI1C+gBS2eG8OyQJM4maJNn5DyC5TPxgzLhiwWR9SSTx+p4muWAlJJXKhypPIBdIPNFQiPWNiowweQZ1J5suRd+Z8hXUjljNRXM8BJR6o+o/wMckaTuyxTSctCPnyApNRcYS0keUVThgdTDEkJK8h/7GqYqoPAqj2RXcFYZ/2Z4MLp2gvekp79Wupv9/2jt7WnHOMlwXwNz2w5jmLk4OFGoZMSAjHrs6353r9xaKMiYse4NaGaxuidDnb+w7aM2Bv2e9OdrW5oQwcISIP5nZdG3sGfzYJ0ZtBFd/YaFu1ViY+9fR+LeR9/gLLdvcKqddhIdw35XruDu4FdbopPY/M6OyfTA1pNpjHD1n2PI7nfyL6/Aw67tue2nhDcyA52sV+MfEOshcHDRWPMozIq8MHGo0MIq6nLjqMiYTG7H8+4gqeXdmNRF3iACQ4gFCMxhq682ENzqGf6MvJyAx6O5e4i8Z3rrcfT/u/f92WDt2v19BnSAV43eo6RNkCjXbo7dM0UdUY4Gb7vi9xVROxIVev+flj7ivdwHNHltokRArs675cn1lL8iPb1puRcyR1+ycYz4MOe2CjcIgp70L41oJGlvHPzXgV3LnUh6eIWzMWMbjQEXckEzdqsM42PggfzICjarfIlQrpkSG7JLxAJljUsWLcjkDwMU0HKFyS8GkJ5kU6wPYA+0qzjdYPioXOkmFKkmuGHeWdg5eqCbh+NjuWDT2OcL33/yh7fvbpnRBbr/3ZGy+pnAlC1ZNNGv6+NXojHJbfwUgmq8bNIsjYd5y0vmHctWSJb1BOztjOvhULSiM8vi8fW/wryAjxhVuHi/yuj0sPo0oLKgsqT8deYUQf6ZH1RC4kqyeLQaz6ickS2rxbuKi+m/IgQObWYNwzmGWBha37BFEVfQCqSV1BFS5wBv4Nr99DPhdbq05DSERFLAG7hViqaViQUHVj+ylSTC3erT6na/CE27iRhTG6RRdtai/wWgoXhMX7PlmkxWByOZiUdDjOOVuaJsZjxTbqanLW4UD+EqdW9WZISHt2dtxn2irYvKJIUkoeb2rIlbGd1vh3vnIUw6p/ZFRyCharCQrHGtks31qOF2npEPFeFoB50wHFIM8iViOkvJYTXOOxtHObN483miuSrCw/F14XHZEkLpERKJvzWunokjfBKMg9v8+5wBY4mVLIZI3FE5BHlgugZarazEQqyErkWfpSDk7B2Dy8ZCeXrhiUstpwCZqyY0PqK6mdEP9qZBjsfwgXhYvPBhrKi+gJyROWPVm81RVWqzsdJcHBj3hklDBFVHhB5QPVi9CCZvCIUH1KreYWJWvL4FhUlozw4TF9NcWyHVWp4plTz7lF9RfFQb+kB2Sz0mHn0YOva6ZKdgxJSD4h4knAs2bVoQospK0gPINmVEGC5LqDRpnoxTw15dlod+2oopo32i2Q/yx8wI0LLY6j6gupvrUZQKuapJxE5Q0w2YB5eoM0DLhZ30MdXU3yWbEpTMU8WifBt4cEXnllSzUOtGTh/b0P9ESVE3e/Xc1Cl4Ds677DzSugvugJYG/MyhTEa62zvODP45njCYnZoUKGHG/Hf/stI1P2rKTK092FiZWXg4wZ+ScAFOPubA9M6wGD63N33JdhZeL3lj0Yx68z2Myt2Wn23HLi0Er2t2fqd3Y9bAiZDp5X5gHfv1RFvfuiKtdEOXeJj8E2q74yt49pm2aAQ86Meh0+rCU4LGyklSlrMeEU2SlLgTEorpdrz5XCxTSkwvBYLz7Fu1FIo20opq32uK7WuVI/xp54wqq+Rwf47/mlhEgaueizUrOfjmme3z/FurnV/L9aTx5K8IRQ6lxxhK32+J6+NME7395tl2e4E07Gu3++th9BoOJRM4wys9/kUmaAxHpYZPhuBfdc19ncgas682KcztDfWe2o4Ny3WOOTHjdpKxvMbi18YiKJvQhpH/D5+JGASiZ0iL8F+TJ0iNzrZmDUbl1WV6Z4PlrxJJPfcENHTFpbJFSgzgb1pF8DcNRUi1mALIxXrOGAyhBzzTafDz8cpw9yIDof/EBK7W+gUZ0Xa+LtX3zAHzeUt/Ioc2qMrnDOYM8bGACPvyI9TN82WyD7VK2kr1HCN1gK5UkRYU8Ji7AJZyBmSJqR6GKfrwfPguXssL5iL5U+IQDq8+nwZLiU5IRyo9QQlo1KpvKJyQDmgms1yJSVkSXAQK7OpGd5wIMmzwUALZmFUkZLI69HgtJzcSskYWHGBPw8XE+xXF7bzF5RfEf0CeiXpA8LR6KVU1JPckR+wPBgVWY5mDbbZIbHKEUEpy692pqkCminXBxQhy79AupjXhZ6QXEiLeozaDY5fzEBlWZFakHRC0gEtL2ZRqBtSzoieEH4HUtnSqzG+9YLWivKEUJFrcSbnr6j8StUHlIzkDclCiTVbzdopyUZKflgpC1IfEf0F2RKpbNR0tHwYuqLLwZHOFYkPLz+Och1phxs75qnhfKeBd8MUBWO/CwvSLfKHuoZ10zkOudmfGs/tJRsrNTJfI382MmOIk/qB9/N/4nsThA80uvX1ZuuUCTThkYTOhi+tjO+LnQ8KmjIIXYc9rsGXcS+ToeO6A+3QwbGeYY+JeZqmy+lYs1CflNWYtdYEV2l1jJ7D/8ild77N1zgmZfa6jr7v3m+w7TxQPAheaN6dY6+jf2pXHo380+AjMdTQPSH6fqSMcO/A3I9KvUlhrncYm/enI/c423rTROBM887YgXbEpT628eVxDwsrtpuX2409TEe86/N1W0FTougbs3/X7ej+SL57TTiz78ewjmRYx+CKnDsdHI3D4sWxq7H03/DonyocacgI/vH7hFIzPO79MvYn8OUOT9JudB/0DhbppHdfs965Rx/+zVzfO5g3uiKNrtydyxsavH+2v38PT24o43Q/YNoUffNW1b+9hYLT5d4MWtwpQAww2dds8RxYKhi/6iF5REHOfoTxtagC6glKFdAnn09TQpCeTDB63Ho3VTEFhZjwPoGsizsHRKilLyAXS2eWUrNnI4s7BlS3oPZBiyBLKB+CpoY3sfj8Ptt98QSxLrxCL+YpEJ4HSbF47iEojbpCWEazeA4s1uLCUV0HXj67tXwC2Wz/rAEzn++aDT7h2VGvRBgpTdgYy2rwr55Hoq11E1DH+aql8kubz+8VEzA++oLN1oeY54QbRSqWf+ME+dnqreZ1TDqDFpf1F6ivIAnJD96Hy4SF77mkKYU278PZFROWBwJO5h2QiuUD0ZCXhmeEKbYUjzAALkT1adKKbJbMWw8J82opDm9LlGyyUgF1r/gS3h52XgFB9Ugik0iu/zHFiCzediyBo5/pnS9JyfBISqxTS1KMZH8nMNTx0g3LqYlULXytCbmxGPeYAZ0Jf0+Gb2wg1ZORC1zdMyeSZnvYGdUVLdWsv8VC2FgItIhasdoc5uPcliR/x0MxCYY7CcPpAolqZ+p8tDE5TJvXez2i6UDKxquZb4C4EH6DLblRmiuCZHXvFLeoT2Le4kBzIa6PjGfXdyCbK/eqecuoorxSETN+0yPwAZUnLBm0CZ/FlYa23qud6+QK6RWluPH1QqofsJBtRg9U3ACrOKXWNBhxCCQL1UTdQFdTtmgFucDyinlbRc4Urze/tt8GiwtdsK+2ZtThSEX0kVjr0njzAnowZXFNHnbJ+mMho67OIy9DWyeQJyyiwdXp2MnmJruHir4aJlclaKeFzvOk32lD0xdzK/IcKABCthwjcqLKIxZW/gyaSHUz/JGP1pY++sL+zfBIDs6RmVJCo0/YWhPZEFbzDJHVSGQxJbjRww2VM8iRxNHXthnlWZ7IBfQnTBbzQpfBvn29WwkRoYRsXqbjEuMd9V8Tqgef1J5PL8/8zPh8qPON4rfHhWCs3BJhPHOMDFZ3w6IXGpiZ/jdznHuP186gDrDQsX6Zx9sYieHGWMnAqI6H/pFXGw+XraaRyY2q5D5fNd7TAUb7OsdLZYDFDuhJmGY8+M2pfXEs0bnse6+ZxZbhjmLa1WAwoowfuGMDGJl1d2WrVd2CUqmaqWtFkrBKISVjEiQltrKSUiLlCyl19U+Mp5Zqf+75UMtK2a6oFvurdCVE88bYc8La/4TGIHR8CdzUsXXGA3NXJMUJgHkyhQFG0IX1melqCORtj54W0ylF+iGjnaz6GtKx6G4Vz1aLToSHcn3VjAgq2Fz3eZYd0bAhDn1Hhv7/yBX9cy8FxRghEhY3NKxDkoNq9NPqY9Ub2I6Ukj4fQ3JZA2XMbsTld227syOhQIj8JN07BkKj3ulL9NWxRQYCFWMQoeV9CCWEuzWKqOd2tQWd1Jgti41pjNzOQJjAH5u6YAoUjbiQ7UAgg/JoRNZhlcR0hnIBb2ySbOzV4jvi01ZL4LE2Otzdk0d6rMP7SqNaulN+BW6Gh8s7Nt3xUlF3BS2WsHgraD2hmjGXTLgmYRMhYrsuqbIsxqylmkxIvx5hu0IxCy7VV+ABrc9IThaGKReKrtSq5OXojN4jWrPlXJCVIh/MYsiF+FnUpuogcCzotVIuWMLozazukl4dFyxYYd7MCqimI6gi+gGzovrJLFUOfwZe0euKlEoSs+Ky+K1K4hHRE4rHDa6PUJ/dE/lquLiYkkaLW1KVI6SVmj9ZH8oT1Ey5HkEhHV+Q9EKRP6E8u0KgQnoxy7H8giWRM3wUOZLSg1mv1M/UWpB6ReoDmZ+pUljz4v17cbR8NGuodUVKQfPfIRVqPSK6kPJHWA5o9bw1RaFsyLKRpSshkj64EmWFanuO5g9oKrA4Y88KaUNOX3nbpOKta+Zp2q22gDuNkvFbo0tDHUFig2LvyOzML3XDk1bdrvBOFN/LyEC3YrnuGcNpHccwbpUk+zBObceSYd8JJUP8dOvBLpSPvWe/+Vj7betxeDY/VB+MBj80jmMeTKt63FVnmOlQkGk652ucb6e0KoR37ATnXR86Ksidvv7I1Zjf3ueJN7G9nQYve2c/VwHYUA43odnE0PcxzAqq/k0YPOvGveqNno9QEt/z+9O9Jxxzn2S+bbeczxvfDb5vZGP3L44Pd2O7P/9jZUJXzmvDgbHUrHTb8Srfuoah6vSu3Y0wAjF/sSZvaMa+ye8i3Lhn8/YkDtwBOo+zKxHaot31YV+VTvdnlOs07Kbnwsz+je0EPjc+OvjP3TTfVYQM+L1jgTr2zvPRvsm92b0/8Jtdw/vaaCK6KyjDmPcwGYAxjEEmnq4P9y4wgX42GuESczjU1Qjd0M/9RvK2lePQoUxL1kk1YZACyUK7aHU+BsG8DYyPMuHXFfMEOLinhJgVKWfM6OQJyC5cX9D0aEL9/IJqtTxRqpgldDZeKgFrsVjyy9WNKv4O+TPkn0wwXgQ2h3cyHks9TIlZDi+weG4p8USvzUBNffN7dNB9wmK94woDtwbHz0YRoqa4wK7lkwA7C5X+F3NU454rY7BQSaoh/HKFSc2xEXs5885WSaYc4GBGHAEXNYGZqCXHVffIaHk3NGHJVcUte0HlhbYZiKDJwh1ZGJLqwjlte4ed+4opjNIHpDovm9RCB7kMwkJAn4Ej5J+xWPevNGXPO69mWeyeNFUuRGJxy9Fxcphd0HRx4bFTXEm2VqvBx+i/5ToQsLBLVe0cIWCKMHABBtqS6jruRu6pqqiHe5VFLQxQNQ9dSeIKMrMmj1xtFrVcLHwOStrU61yM/65ADXhXIr79jbddEjQJaRMLx4qHkZJkHsMa++sCcrQzBavN4eLGQiXbkdSTYpv+TEyZVDc0b6hUkns6UE1Arbqi9Wp4nRQhk+RAWIubci/oOr6eLJLAon7WOC2QPDcM7j2OwnI0wVo2uNYK1UMFVSoUm6tIQm+KlcA1o1GSrwhiRm2a0fo4ENR3XskVhmoyBnUFD/qMcELlEUso/ZutNZLd54jRtDPKC8IVfD1YwmkTpJtirJjMJltYIsFxVh5s3lxOoJ7HzyzvVyfbpuzTbOtc1GQZ6qHULGFzdtpTsbBgoSwSmtypXp0rycDB1nTIWpoFfgJNvn4iubkn5vbckRoGhCiW02FzZUZC5NTxErWE9Wp7iKqYEiIBekD0YEoyuWKhk+xMbbzGgugRTU+o/Az6mVr/YmOvJluxEFeWnwFWSF9RqnncCEjx0Fc8g1ioLaEgnutDxT1L6gnxXD2mJLGE5D0PzCDtz4rJqn5yuPzKGErtrevdSgjxeVB8X4r9fWcFMlmGQX+pF+Amf8SOwejs/nzj/vKZmSwZ/m2b3Fhix9j3c8KugZEXusNftUdDR1tLE+OkNOHfGy4R3RBn15DeKz30KYrdgXF7dsNAz+MIr9E7VVufZODfYjhRjxecRCD6RrtDe7euEu+4YvNz7lqmg0D0zrXw45zGpIuLNJW+mSZD6kpCqJRyNSuBVanJNM0pGdGRJKRscdL6gdesXtQ9Fmtd0RqhmCwpUHUFRPOI8M28M3EBD+mLK8bbrs5wd7hKH5syId2Ey9IPgAYqbb/ndbJra/rtsJ28NMIuPvnGvw+V5O67N0cXHf6i/l3fgebOJeM7Mj2LqyUUbEjqDLcm2nnk9hTzrkumbx6LbyQk3q3ZykoGXG297PXMnfXHqTcj0PxkRDHB9uAF47Ernahg1g9Kg0s7W8XmbZ1sCd32n+J/yayFRBYPweSWCPHH6EkRdpGuZFGzFFUJq5LoR/TbrWnisOLj64Kg2scTwwI/JNuG0/Cs4droGTPO1h7X+pyM+4PuPkVD0TO+1utSQgGxa6eFT2tv/8CVUPkIJLZijE3NxZnaZ3MLTRvZwyxZojL7rqKUVJG0khZLrFz9sCSeTE7zV3N1Ll8QLX7YEupq8SkVRQ8bsniIoXrFPOIrqolaXmB9Rdcn9OUJi095MdzIxhSmBFUXyraQilKXz6AbWi4GjfwCslDqgmxuPZUWqlzQtDljn8CVtmWrdpjPdkhR2dD6BWWxfBJLRfMKFNLpisUZ/mjzUJ5AN2r6DZGVw8nie9b6O7Q8Wp/FGfYqSDqRWFB5pKYTKWckZ0iLMWz5AywbqQhSFmMkc8UsVmLNfcCyf/9mfViPxoxlO3RJwizX+Ks9zwuSM2l7RsozOR0Qt6ghXZHiYRhSsaR3UkAu2GF/Mxwr2LhPHwccfec17CGi4R1za//deaBY/8O+MmkTgk4Z295epq+Hido1mjmQ66iz0YOB4jda0za1qVy3UG+jmgbSrKl2Y2+ja2t63H96sdaPsd+zm8H0yjSmdseV1TqNYtjZYozjLGj/V8c694zhTP+mrk2hXXrLNzzq/5e2P2+SJNcRPMEfQFUzd4+IzHxHVU/3TsuIzIrM9/9EuyI7Ld01XVUvX2ZG+GGmJPYPACRVzTyOVzOa6WFmelBJEARAnPHu/uisnbRJMpUfp3B7+Bxp9G4gvS/Dw/u276MlOYJ+vvKN45i+K/4E9sCZzjNdm/FvmrOdvLBbUDGuKeLutvuz0WU34XvczhfZ/rznHx7r1Nd1yH5pOO8ywzTMw1wMx45sa8bL6aX91F7OEQZ0vyp3JW5OTXe47V/wfhvfWAv96/yue9hh+WrbPQZMmaOO77rflff2PhPK3LnQO7rDtTk1127d7h6xuHf/khmkvQ0ZkbcZdbxbYkZ41B6emxvMd0596AbmGT+8sT6mPbj24+q/+2byQIlv0Oke/ZVd/3bL7y7c7XYOv3GIXBhONbk4k4K7Yt9PfwH9gqcjWYETPVWSRaHo5sVGvd5COBM18RJXWkGecU/f53jTKdq/IlJdGdbi3sVATrg37mOQ0sWfp+BhEc2dKsxChpyKGYt7h3ukstE9qmt6ylpc12jXabXngndFokRB3XRq8u8XkFdob9Ce/bmWURbhLJV1A1obsO2R0haFgQ2TKH5rzWld1N+Q1rzORjiP+Dte/Hd78maWi79HIrWVhcd6C9hnhEV3NkiEueJ57ocjmqiBaSgco2gzmQ6q4QWpV6yl0SXHFV7WLfdEWRT8B46O1G6QkYj86ArZ3Ee1iIxooTjNAuJp7E/DCxLpfKJNiGgGooaa4ApQ58VZnDmdOSXrVEodbBQcRlRP4CeGG4EKLY3QmVJTUjkcMGlvLoWVMCRppveKSPwWDoAmWMPTF0VqMWMJxb3vo3TyLncjiqftoXmxZw38tyXHGbwyC6ILrvQOnBZWkAW2N6xteBHlD24wKO4cZHjRbykh74VXv+/ncD2SCqqr93XdQCuqDlcVjyL3yJ5cA42KorbRWqitliSV3nc1o9U0fuY0xBo131shn7llIF8/nJ0IrlhfkFZRySLTUaydN3yyfkbkGZUvNN4wfnVdAj/jxUIe8foNLwHfNtoXAZ5IA186ILq2agVWjzjnGvgYinExkAdEHmONevSO11KQbviQ+jnWTyyg0hBRTKPWhU3RSWksjJRPSERRiQ9TVvM9tYDzgU94SqU/XH7TXxngFx83uKNeGpOTz4s4jvqCi3KWJaKssoZtjuvqMOfU+y32BeyKUhxm+uLjr16XQuRfcMOOp8yzFsjRdZCeIoswTvj8VMSW0CFcobxgOf+m7hAoHzH5E8YL6NX7uJ18PS8vuGH05GvyG8d3GyG6zBB8+17KnZBpYtnc5+9HmaM/fvx9vOXeM/2f8XuWk5iuH4tEdxw43HfzBtlf7++cZaj5hXLn/NFzJpufhLseZSiTgv3OMW2Ldr9v5Pa5v9zOmT8zlNq5OU5PlC6ozs3eEQCtD2AG4X4jcLMv+DE6GE2mgBkbNUuFweTdjA0ByDkxoFEgyYbiIJW2zYlfa0LmvpO2uZFCClY8ZK5WZxxSoqiLRGhj5qaMyAprV6xeyALU1oxWHfeatTjXwhCRqRGC1IZ3gYfyTpulKVR8jxWzQlXi+uyNLxMOJEK0fu9xEmTG0x6Cm+9MWM5v379bkm10q1x6hssOW7ywVijWe+ixIL02AGNODXpB6u7BlG1nz7xvPVWATOOTGU4/cOzwVcaf5fis4+LxcNScnult2mhvR6ByYodxy9fkXCvBYeC56V2J3y2PaRFOT/ndXB36EEwtjQ/ga0mj4yoroguqJYwQIfilMWKGaxTiE5vnIua7E50ZY6NPUYDTQ4hj5QZqDi84O7QxwYHm67d7MSSnmfCiE9+ZwCb9ko6jHTfznRgZOt6p6uw5Nxn09gxgGl+C/bsPxeQn4MS2xXjLH6AXtH1A5AnRLyzlFVNXvPf8u9JoUtHSKOuGUWkRTu4CBFA+Y1Kx7TfHoeUMLNS3J/dWOl3cAHHyAltyucBWaVGZgfoG9ncvz3A5w8MVPrygcoLyiKgbr6wW7LrQqLT1d2gVe7s4TJdKGiFgQVWAQpUGeqW0BWkemWZWYWvY1Tx15lowNlp5QbYH5LIgdsGWZ9CGnqsLPvoJ6oJdFowXbPkNlStnMdSUt5c/0erVnVP0itmCNaXYGUWo+kBbzuiyomWhiXrMVQlzqimF1SlXCfrVPAJP+IDJK7b+D/feevkz0iK/awGewjuQX6G9Ics/g36kyCMlNx1yQeQL8AXlA9I+uXLiLAgNba8g4fHU8LobRd3TUX8I4TqSpif/iEQ68NKOzIOW7q/50WWDnWByvCffkHyBwzoxurPG1EfEYnjCvr4CdIWPZJtjnfoj8c6JTnd5BfcC9xFJEu6QvezQt6k/RF78bizdC3VdiXl4Xix5WpvuSaHPen+68nYHv7huyZPvy4c5FpnmblDmkI12iTyn9wTf6mmZ8rk7MuM/JL/Nguj8Cbhhw6ZbZ0Rq0zjy9Pfy9OMkzF8OSfU6mZcJhgE9mWSLe22HTJAyUX6OEYW6QIS9PARMczVkKhjef9nX4wJjsDJS9ptOEB7qU4jicOiI3va5H23v9LKS44jrlv2c5msnS9qhlxbntD8/wzydggbsj8cs8/3osef9g3TJ1PRoez/m6cQtuftGd6b+pqK2Pze9+043d83K9NnhftvHbjA6RLemmLrDtnQk2YHkAHwJmpZtzuJU788NUbjX0v7BmXUcB3pL6nbUYHwcZa4Bm6nze/I2w1UOYzm+43tIm1yDjj7hyuusv9D6/h0EKX/gyvefwD7ghoGPYK9gz65MtYtvaxdXtIqJk4oqnuJGXnxfKq8Mw4eCRjHoGutKtgw0xmxB7Alsxdh8z+B5Jt2ruxIK2EpP0Sa4x7M0XJlmPi4D2hnPQx6pUtJwkYp0JVIUv2Bc3QggoWA1DSPLC9RKpoBy+TUiP6LWnNOC2K9n7YgWFCX36yE3Wsr8sjlcWniGq4Ceva/24hG09ghyxdaX2DJEzUXJqAo3eHTlnKaM4fTR7DNeLNflZtXiLLTG87LgyvsrIp/BTiAPuJY4omYyqoTwRE8jTBbw/qHDAql9HtRCWS0VJDIvWIuoAHV42YJ7N7tyXTL9bmwXbUvaH4WZ1RehmRvFNA0lyxto7U5tWU+u10bQdGoz0jnOumNXKHubRWKC0OMoMZ5Q/Lc3v6+4wUnDaCThxCm2uY6muXOPkqgy1Rspq5PDBpkiylrztF9myOYypYrvkawEr23uQCfV8c2WFi+ImgRlBV2BC3bdEH0IpySNiI43Gm+ueC8n1y9d2LExVUNU0fXk/V4vUAwNXZMbIcQdlVqJPrnCvEnxbGGbUKmgjZbGvm1D394w88wJs6e484DqdONHo6aT/Jp73/c6L/rmRoRMgWZ/Bn5BiyHLZ4RXhM+I/AnR/xR9ueC1CDPy6UKm2PI6HaeB4xgmLxgNY0V5wOwV6gV3+noIunjBC18/IXh9Ase1B5+74sYLqZ/BxI0NIkhxHYKoO4yZrTH3/wN4xexnesFnwfGOGhFXbgR12rQCjwh/R+wP0kkPWz0KwU5Y++jIqC8+vCxsveA0LbOx1OY0rwioRzY5Oyu+FqUivIKsmJxjLXwBM9QWjAtNXzzMqIJwxZb/ARhqzq8sjKmePtjwlHAVr6MROk22kRJZfsOWP6A90ewJrQWtH0B/wvTPmPwG+rvToOsD6IYtX3wO5fRd/nE/bIQYTP9WILiR1e4w/RR8dmH3U1P3xPx7MsOtHDeluHmn77tn5sbvSB4pmkrv9EGAPMjHh+3B6PskGx4dL3avtcPn7Su+j10NeWp3dPlo177cQRLZTe/cz+FUFzeYt3Gb9kl2ESJ3u/ijvHfqSR8LQFeQTmavUBYPxfQgvKlHNpmTIqXl33zTJkovZqyCVXVDRQsG3pW4LoB2T9J2xVoN+p/pl8Lo0CyEmumT/PRR7fD3uBvsG9ggYMeNAIdN9Q4jbWpy9lHLCInDTmuW6WEwinlCp81HYqmvdz1M8Ehjs1+fOaYDKswRBPFemaJY5vH4LUKPAAiF8cDz4wr6Dxx9Dcc8ufv2eHfvk5BeItOgpi4chQA5zGc8K9OzvS2dYO747vg9L3rH30Ek74xfBj6lx1LmW/dLFn/SnRTS67TTQ5Kw7bHOui90KrtS6ZZrU6ILEcobSvVUllj32GyMcQ6+McaXZ+O3zbDd43MW4B4Kv3tzkWMp+3OzotBgGKFsema0NaKvvvdomPwBKFIe4/1e+NlrGKh7ddUXF8zLA2YXhAsUL8gs2tzIKUTB4gpb5FLV2MDqkyvTFt9sqETI5bVimyu3pTSoXsBLlxMsi+9t2ur3rs9oRC5IFeyqHjGwnjDC8c0izNzqhHlhPKmfI/TZ3+1RCY9IdX5R0phY0uvE+ypa3HDRxAU8rsh29T1H4GCLSCJd3/DCXU8u2Jlg1rxwtVY3EjTcGFNOsLg3oiwFXU7uHWMC9YrUKz3c1mCLNeoY4IIiuiH634FLePuBrG8IC6wuCKu9IE0x/rPPszwBsdlQdYcvAxOPTpFF0eXNU2Cdve6GVsPsAu03h8fyE4i5x9GP8tKOx/nTDmRiXjv9jt01Edm9d1dQdP/wV/uxI9Vz93a3zTRmoo1Bl4ZuOL7oXkk9ntkrenepfsIYMxs9B/cI2kSmsCHI26Bbg77Ijv3N/rg3IIr+H6E9k8pdqphseDffcviwbu/etyvTvEvcE9/H6S4zWZcLxuvdaUV+XHaTu1/v3DILwXK4+UBvd3O+RzqXSSckOTYRsExHh11TMuZpbwzx50Ykwoylx74mlk18ez7fHTwm3Oi8e78W+70mhzYGLZqhkHwyjUndf6N3TWBKxbUb+NzQ9OPGkaQDqiP5uP8OHfGlYf3yXQ+2+fnpXf/wkU0eUOrePO3g8JVXdkNqn6v375wmcDdHN8/ctHHsuNzZtx0bnPDyQB/nCT1G0dy8XuQu+I/i7K6Htj87pPzjurxzvHPZ7uDQu0wu6e4OSLa71J88tmE3X76NcSXSL9nbbprdQ7fie0PFvR08otLfGymA2ub61h4pkDQ+vPFR9wJHEVtdwd6inloorPz3iED2Fdnw3ONfcPl4hS0U4Gl7jjYlvF2d+F2jv9GertFfT4nkKYUE9A+gYnEeXQYvtQY8IOIey5k6xFOJAO0EmX4mn/HiFN6HtvlcuYfIAGqPAs/0t2/ju1ko351np1OI92Xt/XfPanXjhCz+3cCihoXvQwzB88tbvYYSfQm+v+JpoTxKxMzcqREj0486DMwNLVxwvUBErRBu61yB5xhXRF+Q+eu//+h7qSxiYebv6wp/Lz4tNu2JIuUSFrhmF9wZbO9QgWaESuwBDMcltT5ep6EljExBa0o4aDZBmrhtRzPqIhT7xR3nPAokl2JzmBluzMiUUjjTsv5OIw1PlilryP2r17lw59OCBCx8PMHMm69BbfGu4vTC1xn+vBFzZx7NjxtgaISfpNEV+0SqYjMvIiyL0wUEdEVYfI3S4LTFFtv32FoKqqBrQ4pQ1hOiQimLX18jmmMrYMWLmFujBgTaxXp0iYjvxXLWndbIzgkyYWhYj4r5IXxr4Y0fEV0WNTq89Skqpr2B/R508IRwRSQivupr4OcF7A3NaJacn+BTkgZOvdKdjM2dDhtedNykeLtycTmGc8xLFmb39W5aEQypBWFFJNLJqUeFSU/RXYCFIg/h5/wJ7IwE/RaLdGfhNOnvUrAVlTWMEaHEt19wGvHqbafsFhFbw0cynJ3sCi2irmIZO61d8fqPV88I0CKqJwR1P/8SUUnxZ1eXz/GUTyIvbnSUD51qJD0LQHo/0sgX6bxMIhWenEEKZg+xJVpR89Tcnvn+gkd8vNKduBZfjz2Cp63fhWPfX5i6e0kfz4/PwfqHMDLLQUdh7CjD9uviv3aVte9IB7nUhvp5L/DNQtJRANwJZNML9qJ+x6Pds31cR/3jnUPu9WHeMeBwENyA1ZEFyNz2M5tKun+Up46ia/9+K9PubjqSpD4XU9/8vB2AOAm38/hsPJ+/b+b3H9pbHHYQO0m8BD+uAwMCvkMBmpL0EMiHuOxeLA23jloIJ658Cgu5CCLpqTF5Wk4piiyKBFkAoKdeah4BAW6U8MlrA1azYjvxYlaYWizuvmimazkvN+EmbvX0Ps8rJOc2RmFCz9sWyD42uN52bsb75pMUfB0Gu3mevb0shIjoz2E7FuPJyYo2cpOcY+yK7oyISBjJvp1psQs12tE+0//Q0T3CvG0HfY4pDBC5+bHR1/0SC1hK9iOV1fv+9wiYDO/teEBv23p7bWprEto7XJzbueDZsXWiPxJemf47ox486tTcW0Mao1aEdJz36bEw4vUGw4smcyhOfejDyCicbClyE4YgPLyx9QCP6Z7Ew4RPJ3DJ3SfDzO7twebkyl655vTC+oZoJugW449NSpuF4TGved2i1z+uEW4Yv4I0dPknRB6weoV2hdOrM/znL9jbM5x/cc93Mcxe0QJl8Y1RNVyeeipIbfDm3nImzyAnrPxXT7e1XlxBdXEBqF4sSM3VQ1Txwlbl9IQsZ+RFYHvASsWWPxBVllaQi2DPHs7aTj/BUikPz2AV3T67N5Z5UWiJnL6yeaGrFptTOf+TR1NsV8Sa458stLXE0tMwmCgsgtmGba+IXZHrBTVl1RMmyjXmrpw8FJT6ETOhmiBW0VNlsY3tdXOD8OkXOD16mqRSkbUgy0N4kRhcL3D57BswNWoTahK5WHa2rIi+IMv/F7GN9noCFvThBZEzbfkFZEGtofVKbf8bZp8QvfoGQt6QckVbY6Fh9kDjE7J8Qc9/YOsH2vlnH299dmH+7X+i+sC6uMFqq9evyh/3jo6nR6XT9Cu9YSV46CDTsaZSDulUaSelcEyR5O+NM7Pyv8s3MmjpeCNOW+i01brx1GlVttkNqhDh8wc5I4lXfu19k65kk5ae4E7fHXfD2NIyamtS4Evk2xWc16fBcieETfywf86wmn7ZdP8OONFbafMM3bQzGjme2gtjOe6kji6XRKud9bRuzNi1anff8F3HvfiFwUcmuQ12ctX+AQ4wNGY4yDTH7+G23z4Z6g+CafKZwaOHzJNzMhu2blIPzR7p44W7fjp+5svHehqdT3yOeZotWBPCjL3CWEexvey9lrjBv/vaGHJxGw3OYdEDoBM0R1/no0vSyY9nxNkdCZ/p+wE2vuYGj7Zv8NNpe32vuUleZC/PTcPpv1sSjSGz7ejcvEi6nDNGtguUeXeV3FvfvYW93HfECSbQ7WT1qZ/5wLxdmBs4DKGfSscUF8YO1xLVY54PItBuLdrUx0Fd6JaFI17ca2M+srEe8BovmJVpMnjG2P8d4X8XIb/25vuHRk2m62c8LdAJU8HrGVTgAULpBV7U2NTcQFAZ8kUBVp0mzRWwJurnbYEaaZVqpK0sL3hx0HPAIlWTMS/11ZVm9hPYI9QoinqyELcLwoJVCWV7KvgLhPIKWR0XasC3RHFl+RVXdv8ZV3RFVAYSe9tM57F633lxB5gG1AeQraf/ESsTups73EhBohC35fypR393JxbAovajl92I9MgdOWpEaDzhuc4vmL55ep7yFDMdteiaK+Nc8blhfAGuSH0FDFk98gH7ixtR9De81lqk2gQ8ej8Uu9bANvc214Z7ZyseRbL6GOQP76dkiq50Ovr+w8ILWy0iZyyV+pHDXiqSNL057plG1LmIw3qL9Dm2+orRIAbFo2CkOm/SGvynhAKYVBJHxEETn6PF5XO5MNHQ6rDVMhZYq+jmjhzpoCnNixnTnmIdeKoka2EMKlPtEBq2+N6zNMcj81ynZESNSEWs+phKGhJOnrIrcTo80FtJ/HUcUsIrXE/ONaNeumgWpp6in/UE9YLUC+gpPNjD2NWK18UoV+R8RVQpckZEKVFcWc5XtAjr+gHVhbU8eZTN05vn1m8rNMWqy2a1Ga3BVWKet4rqhVoVakFEqGWFZmhz2bXhe/K2q6nyPh28g2yMVF3ufU+mYUonzIhqgVdfOxYp3FQoGpE59bPjZ3sF21Ci5kgU8UaS/URWjBIphWvqzK4eqaTidKdUp131DO2E8gztmSZuwO1GiGZoDWOjFqfFxQ3FGSnka3nttKdqxbiEbcSgfkHshcyiYrU4vsgDPQJeXoATYv/s9JZnvCbFK71Y+GyE2DyNu7SIIGpuYJCMripn4AmrX7B2QUNnkhlgml28Pyo0dQOC6AWzhWYREaJ/gBQaPzms9NmNU+2ER8ussQUsAf/PPrfyhPEBj0wRj+Zoj52TIzWMKjFuw9uVEnzLxjhq0MBvHN9vhLhzwr5y8biF+Orzccg7v7og1CXdw7V7x1Eom9NqxJMpf3JnIzHrUo/vkulCl3ll+P6+M6CvHilXDiXecaRjTL1tm8Y4CZe7PcC9TaNM8vShrzfns5GvjGWW6W/u632zvbHihw9/w15mHzPoXZx+T5vRW8I7lImC4Pkh6YKtNGf0TRSp4oY9IAtjDrUu7DYtrfUIB1+cUyREenbPqZjiHj/afQDOAxbCE38ek/Vrx5CUAYF7K21G4AkhmKB88Hrsod/TDm7OQXyzWmLNzivt9pjCuNMbdaekksD7nVlzGtk0jhBidmHGHUY/ctzv694Qp1M/pZ/vJOrO03PbY685wzrhmhupMbZ9opJ7czr/TnjrAVr5NTeEQqYXy78RWRJM74grB0VNb1ncAGFjYDH/XndgT5est7PH+dxQhPBxwL8OmU7w9n83aUh6nQ0b5xgw33sPDjqyR+NcX/aO/JbwmNbhD+GbUNoHf1obXkjvAnYJT6/YAOije5o1QZq6h0cUu3Oha0WaRLRoi9oQ5jUSIuWPp119dQ8JfYS1oHJx2rSav/8aBpdLQ8OyYacz0qIwm9QIuSxwrqBXZHlLV35gpZWPZKFGp1e+6SxFoQitfMCy8Hl6PFnz9EcUNzbQaLbQ7ITUisiVUahO8E1cobUzRqHVN3fIKeGdZiuY0xOnCg+gC7q6l01TL4QoeBEwNsPqF9BQBIh4qK5dqNdXD//mcQjdAr6+TqB/BtuQJWi4NeBC2X4DWaLWiocFYwZbeD0uAlowPVHNhckiW6TAdY8UjU2ZFEE4IcufUB5Y+LPzsOVX5ki/H8E7bCgqb/l2rpngbeMpvn5iHHuKND9g0xq8c89E/yXprQyum2RpVjjf3jsuZM2baeS7+7vsNXnYGRkKnaLB4OvpDbV3wE36EXSi0+6Jruwgc+Bxx2PHymMOjjx/N5rpJclK3mG5PVpittL09/k6vn38/pz90NGZ4zwXg68Pzrjv7a6BGzljtLN/et/X3fk74Jf5sTGVuzaGSWHPF71LR9jspMRjQwRz7HO/j7C4bWknJ/QRjY738U/ROIMV26HFqSlzXN8bHqYvN9GD45ajxHEwJ+3Gfz+A5jC3nUG/x2tvj3uGrV0njq+59/re4SPs7c799+f05hXf0/8Z7w4DlnvPy53vM951MUYm9Ew5fTw3276w+V3Wl8f8GttfnlDlK508rKHR1tTiDszj3J6kHhrYOTndffN4eG7rPXy4ITffMXEGXbmiWeA0B9xwa0MqseP+Fl7yguudC/R8+KTzXMg/ImAb8IJ79z47bjaX0TNXv0V0g7863ptK+74vcxmLbZuWmOHGkjzCK98m5Ii0TGYbQgsP2QWP9njD01IJxkOMNdJSgT8rgtmpy4uuaoq8+eLe4e5ILTGecPZJQ3tmDMDCO56gl+F1rCXEsNaR3/rYI3e6xJ8t2Bb8Tq7R9uZ7E0vjS+Sz6vw6o0OqO9HYg8OIDWPDJGsx5P05sUpPMZTOfRYRD93LP5f7PyC3Se7pJNZq7Jdsw1N3Td2J69Ii9YwJ2NIjCWiJt+Gs2LKOY0bzxHVZHSdzX2iGtTo8uKm+F5HiKUSF2JvISIWtLuNb5kkyZUTAh3wmOSYcb2g96kxkwWTxLqkXxZWMHLKApXpdu+Ecmml7A0eWOL90LyIHVMJBU+YL3VAJY1mkpeoEpeERArLCEpFLakikShU82oFSowaEImVFUVSKg+ksboQ4L2hZOK9CUUGfzhEkdAJT6lZprbFtlRq67KtBk4UmZ9/1VqVJ7s2CsFuDVlwKKYFwNtWx+c7D6UXzNUA4j1EQTkyEbMBGFFNFtGH66kbXrJ+T6c/0AXeoCeNYFzE2H4+BO6CdEWtRR+SC18KZHS+3MR5ZwyDpa9LqFcG8uHIwRhFF9OwwEQ0cJHDmDU9NffU1g0dlCb9785bRS5H2S9xZ1KOOrgheZNvpyE/AhW4W7zqTdIassY6izkLWn9DL4B+2AVeEi8PKojZNpIFyOjnNpeWuxSPbRD/GPnaBdMqVca91n1Cfm9bOiHjqY4/mKLiRxjPdpLFmCA0jys/Tl+W4Yq+OOt3/DkHuu40QDX+3606HwJjCTfe1PggfRwFA4mKXNzlcY8hH8z7r3oZ27313246vi1koGmLQrQAkvd8Swo4cbpvnsZ+LjgXZHg4bcb8d7z/8dpgGksr+TgkEGPKZ3fQnr+3CZefzOerjxmv6eZTn3tsG9k1/n/7R4G6sU+NOX0ItfATADx2uokoPMUkPhN3gUljJf6JTB6XlSHPgxVdzAIYzuSYtxuMrVVqMW7dO0HJwchilhXeCb61ng0MLvG8hX80KqwG0HE6f+53kH1Dv4XaKe8OER0Z4ZfeIgd2RG7shTIz35s95E5aMJbjuBL9x//TFbJqf2Wtw71E4Vn7mxZyJw4Q04is15QlvXefLne9ZCiqkADULd/cozTeO6HMaijqXnMecuCcEgx8Cpvd2T6PuRWNYjtkmmiZpHBv/TquY6aWhPJnn2pgtzwNPkgamABtAVcHzbmYh6hLCYBRti4igsZxcmBzt5of7XQw1VQqaOX7HORGj55KdcMmZncadLuQ7XNyT4xZ0EoxoCpHMdyKxpmW3Bkym+UvhuYdiK31zPHkWjnmxLtyZzTxkWmtdY/UDeAaIFUr9GaxwXf5Gky+evseuSL0gKJVfYPkJL84l6LVQriumz1j5A1vOtNNKqZ5dqImxlTf3pql/RljRtiCy0d5+x6Sijx+Q9YyePL1R1ebxJhc3RCyXRqHSHlfsYUGujXIxVJ4RfcXOSjtdkKCVWKG1E8gZW/6KsFH0D2gVe3YlV1kEinJ9+AUrJ/S5IVeHXaMi6dFkL2AXqv2Jah9Y7AtrfcG0eVHqMGCYLdTtiWZCbc8+nSefV21nMKHERqrqR0zg9HBBqWz6hskbYn9F2gfs8ge0X7GHM3ZeKaWgfGB7u3J9fUZVWVQxFWxxXNBmwBPofwWuyOl39zS7fIF6obRnhII+/G+IPKH2hwvHl59AzsiTIutKsyeqPXAqf2exv7vznLpQKOYbC1sULU+s8oC0J5btv4C80M7/BvL2IxhH959OWjVIyuCVwkSrGWvwKCxMXrPjDZMwMAsjEw2djcdu27ehQCNkjU7kw/CfBmmVzpoG/x0b2d2zjFD4IV7lWtVD/+jPOR93vj2oVRsBec1pvHX5LTbV5jyrc6DO02wC1Yjc2AU8drgf6H8ahFqOuR1gmHLBxHNmgcsOknKPxAw4IkN+S36XfQr4JD9/V+n7tSPks9w3dBNHNhUwMhvtm+3xIS3Yg4+mLDDzxGzv8Nx4BQOyA/+8X3fG1XE120gHlMS6CVfjJbJ7WOY30ZEHCTFJuAHnjZJ1xs+xUOXQ39GX9IyeIiEm8WEYJKzLH+lI0qP8doYz4ej6vovK2MlF+x7Nvc4e9pV2MM6NPYLtrtt8093XTLh+IDX3+jTLLft9zC2tm4cl5FqY+iyH+7rYcOjLhDO9D/PUG7uu7V567xwTPu+MUnSiOPok+9vi+z6zwRjX3I0cr8Tmf55uyza70trm4d45ZEIVB/5NncbD6oFJhBuof4DFdMPu2r4Tsrv30EbA4HvsDzlXXcZcXHYm+UXkncd+Aj7gii7B+Dvwm3uQq3vmumL/6k4nRJ50CeWqGMZnkA1PhSRQ/4oXHY2+pJe5nnCa8AxkYdULyBl4gHr12l69SO8D8CkGn4q7UMLXCmzh3euFZ00MkcdAnDf/kxpG+/8V45cus8EbXsg5CmTLK6JXV/bbJ5AXkN/GpDT1SAMYfKkrlVKuX0Ea1jxdDvrkHue8IQEzb6th9c1/40VVRd48ImDzlKLu1d78Odzb3IuynmN8YfhhQWwJhVqD9rN7Eeu/eYRHRANYteDtqaAMJWw4CNGiQK4VpC3k/h8Mr4/4bU/h+dAejZARIxVjQ9sFsQ1s7XjhW1JP7Sqp7JTV89y3hmzu4KTF6w743kwwPWMiaO6nIl98XwDtBWUb2+K2IVoxeYBSwkjRvC6ahXPTkmEFLsR4VAbhVe5e1yIR5S4NaVn/zp2KTH9G5IToAmKohJzVCIVqrp8WeO4OUtTUEymci0epLBdoC/LixYy7/mBZ/TkLZbB6JLbVpafKMbGIriiwLu79rVePgGkbWq9oWdHVoITzUCnoekZRSlN0geVppazK+eHEUpSnR2FZYH14Qsvi9SdEuVze2LaNtze4bhq1LKCWM9vl5LRIBFOvMeOydKMF3UEyKjk87H8gEsK3Ay77qfqaV6JmS1uDX2TGgpClQzlt6t74ZrFmbcXsAyILlEeMK43fETNK6OCqXQOnFbOFhagpYF+cpoinHoYlir6DZ70oiD7SjQvNInpMsMXpm4aBQPWn4I8X79ZmwAb6BQSKvTqK8ye8WPXfev/TYCCyYhGB7+nyXhFZY1/yhNifMF4iRfKGGz4l9qRGU0/l50YWBfnZ+YL9O8YbXvfvDXhB9BWadPuwq50y4ikiD4IyYIby4n0of3ac5gJcI9oJ/zSJUkaCG7uKG1lsQ8r/xGvbrDQrGFEHxRYaZ6c9VETOnhK4bsj25nxKXvCoNS/Ojma03NeP768JMSHme7+FSWh454Gj1909nc0sk9jxXBdp6XuNr0fsHrd0IcTvOn2Ug24X6rw3mFuV+fmdYDsLc+zgkLLbcIS624kb2B3ffe8ah3veEwyPhor32tpt3u4JgFPUxq5fUweGvJz3fnXC3jmGdX7M4/x3a5KyWyjsRpepWZyQuuCwa6XlAMbG14Xv0e5uU9fdDyICIq+nIYJMfWIH2A/I7SCz26RO/oIdZyTOCMdxjcVozDDaY1H2fX73PUyCoSyf8Vv6+SMWzSuOQ/98rkKJYC50Sl/IY3wZeZHefXltRGRk1xKe+ew+Jun+uL5yWEL7Pt70n9ZvvtdE79vt++d0A36tK47uUdibNZiYUMb5d4d32MXtvIwnDxRkMr4ecGqaxqMX6Lgh0m1J67+z77NSbuTqjiJptLQrxtDSE3mCv8SaOsJxMuCMa7f4vfMUD/jtZ+PQ7kTXhlGNA6OZ7pnf+4OkzYg9pQlcA/IlhO3afJNDMHipSHoaaITc2orV4vl/Q3jzvL2fQNRTx3YqIzRNzwf3IimZ6/Jaoji0p1BCwwiaG0UDqLRWsOvqHhRaAgvDEKruRdKae6GIuHeIyRdEK60IpsUNs1VcYd+qFxU0IfIxhQAuSBW0XpEitHLCLArLSUGK5x42VrCGyqs/Kgay0soHYKE1L1Jnm3uUtOUEpYFcEbZQGnhKApMHT5VwudBsCerdUJVYx+5F5142gUXWPCSbhtXFIy/UjXlmvhl2h60Kq8BSXGCVs+db5gqAsqEh3KUTl6+d6jihXq+iWEHbmcICuqLLAzcFm7/3OIQmWv8+aO+4kN9nnM81YDe6/HHHgYY6A91z5Xy/DfI0c6aZ/I23z9EOErq3jODaOyOI7I0Qo6SM7F/Y2aSM9W6Dklic39dzmlJVxXrJFEPdmSAuzsrsHZB6B+4Rj9GH0dUjrZpAe3g053j6uqd3fQrv8f3kyfPZH5fd7kcETO10OWdgxV5+gFsEG4O5MWrEYPdNvs//d44lAwn2d8g8jrm/t+Ps/8qxreSnGXE43tHrXvXh7WdzD8PbseyXqiTLHH292STtYW3Hbh6+31ne33nci6q5bUx2X2TQlf3Ve82/2+bti6dR5BqfH8wN2USPZrQazRx4/XRDh+gE7+PY3m0v7uloI8dnp3vl+KjLKXJ87h0A3ezFJlZguy/5fcIwYexzd+Fix4EdTx9HfmdtHHo7ag/Z1LFjG/eOafIPfduhxXHJfeMwu4ahLG9ewQq0VPCFcaJ7fG/0OoCsXvQ3ZeTmSlOTRneqAzztj9BT9dg5UCpl5hhA5lRPT2PY41J4yOf+yiYPcbHIZa8HA4B6FIFIOM1lczXGrBklGnUBWnMDRHuLd3mqSZNMv2suI9nmRYflCsWLYgtpRCEZ7KDbiMMWSGcfCWnZ4eXKLk97ckbElbY+HsW9qiMyxDbcMOPynDsVumIt9+fS8escoFvdGzhyyCMSUxs56CeHx0zN6N4jJfL5h5E/oyPIyIpc3BEF8xXS9tXDhlFXEFgWMlWV7wPU5fbspyXsAFlcQZvPYo7TYej3AtZCSxEw/RW676KPIaUaTKMMwyh86zDJTBDmSvt0ZhRFokB4Z+vpHZ5OeKnA1IgmKeF9HkaqXtMkHOXcQY6ggRGNoke5IwYkUVNFDVoL/zIL9VI46Zh6DdBmvYB3RnenM57vjYIeinqKpkxnFvgUNhcyJY8siq7Csi4sq3A6ryyL8vhBWE/K04czy7r2AIPXZ+VyUZZSeLsYXLfYEwqtCaVWrGwRmdJcsWwFT8a0xRyVmKnth/BNprnusrJlms6MwLHw9F8C/yO9kJzA/kqP1KHiXv0LJivGAjz4iuw0LR1LaqBs1icYaZM89Vm8S1oYOwyj4oa21Ik4nnnKthafS8yP44aYoSn46Ks7gDYnSGobJhe/nw8+HpbulONrpuE1QD4N+dAa1o3A4cRsa4Dd93pucNAwAggSEVMWDiSSqa4kaypsTmdldnW/gi1Ic3zzOiYeLSFWoF2DTsd6smjLFmynm7n4ffYCEobCoI1Y8eLtFuOWiNCwq7+jvvl8qxuapPn8W3cQ/7/ZCDEEExuOZAzl0o0MMgs1IZONTRh748Ms9M1NTALw7r7D75uFlc90acMJxiyYZWqnVIANEesg9gaTyU1v935JDysOHhQy2MxO/JOpTxNc+iZweu/RaDFkKdkxn/eOLhPKYV5sgnt0MOW7oxNUQsKSAIU84UZV28mEO103U/96uoc7W6gfYr6ChzIlN2DiiEdIj8Z9rJOSO3NYCl346IOXxOtgQCFIuvBWXQnVvKDN2K830uN7vFe7QNeFZzIaYnj/WJ/kDGENb+yMjEhlbPZxXgwzc+gFqDpigjR2aY2m/Km2+9am6zpu79qKMNJ0pOjaG+jwGWPf42QixIg02bs1+VxKKKP3izw25MH0nJhHnrmdR3uMNyJWBp7FfdGj79hbHI58IoSm9KSweIdM3vzhJeY9viP0QMzj8Vq6M4W0kVEsbM5cLbyr+jiiQFRslOWe4lHmfk/rImuZaCrprBsg8k/V21e4uUYf7xBIhhdn0i3nBp2KiRe4S4Eiaz7EasBaeiS5MFCzq+G1IZbF6GyH3kFxY/3W3odQm+5o3eh3FlzT3tOkVVl3ZxDDHUDpuGgzNiXOhVAwPfePKOkuBmbG+qaUuiAfHpGitNcX2vUCDy9w+oLIg4eyFnf/aU251g+e+7JtGAtbhC03nkAqdn4G22ibr/Umj+6dsb2BXKBcUDF4fkSuJ9CPXudh+R3RZ/f2qIq1qPixLVh9wpYVTg+oVEQuoFfa+oy1xvWthmfIXxEqUv4Vswt1FUwXav2L79Gub0i9oNuCtIW6eCoCOT0iqyJvDX19xpaV+vAJLq/IW0PKiXL6iLWFygnslSJfEKmsxTB55LX8F4xHeHP4cPlX4EL98EgTQXlxinF9QzbBTo/Y+hHb/g6vv9OWBZYV4UpRF/yMF6xdaNcvvmYWp/V23Ry36gcQ0NPFscY+ubBdDFnekHNBdUHbB8SeoHwG+Ttqxf/0I0U+uQfZJsALsvxBKSeW5ROwQvno0TPb6hESpz/hxSV/4JA7MgbMzL9z8VSk5/JPijYr4mT+ckwrsvtmvS0nH/Fk0jRgFzbMZITorD5oEvnJSKMUyt1OG9M5KzwDNXmc4JsQZN9nwfm8ycSfvZhhRjy06pvnKs09/urmfU6lgw6gZsRE96Drg5gBPwurcb5NMlxe2glNZX9/3pO0Ks/3dAnTLXfkykHb8qVG95Y+uHvbTnD/9nGDDX2sh6PLpjGnN+R4km+MLruN9lNTIvPd77xzVsDEy2Z+GffIJJek/LjXF0s0b4E7o429EX8WWAxj8OHR2MTB9gxvN8rx/nTisH6XP6V9pH5vu53fvH9eu9iuu70LNt+bSHBAohTJJ7lx7lF+30G4Kzin9ZC/d4bOHzkmfO083Q4vnpbT/KW/cmoj75d53MK8X5texl6+HXjc6eUsL88WV6Bn1cnHdf8Gmc477swXkjTK9FsOD3IgKIQcOXBot9+ecTCcMEbdrhjSRGY6+U+g7qZ13hvEhX7/e3M8YCmBkDtaOL/c7jzGdI+kUXnM44625IDnAOr3Dnv1LogBBU9HdPI8+u3qCtzYo0h5o7U39+C3E9hHTF6hvEAzz3muFVtb0IQVrCLtBaxg8snbNne0sPri10u2r+GN/xH3gA+4Z+qYtuGpjxZQV8aZhAHCtpAlQ06vkbpo/YJQESKiY4v2LpH65HGBJZT9UtwBo75C9cLIskSNLXWlu9Xq0RXNi3KjWxg6NBRnhD7e3JEG6xHa2Aew4vxdQ+FpF1SuIBfMfsd4QeRnTD64x66c8ZQiF6xVjwJom8NUFWsLxhnaB0D8Hq09ZRH87Pz6Ggh3itRPJWhJ+4TYJ+AzHoGaCyYMFXWF6xmjuoJPT+4ww4ZlkXIpgfeZxeB7j+EclrUlneWo93MptLcNu27h2bzgzkClw85k9cgGBVvFAweurpdw1tpC+eqyfuaidhuLuRHNUikcC6YusCmmC00XlNyXZT2CAlsqg51Hed8cH8kUXbkUBSiRLkw8/72UM+jJ64+Y0WuwpHK5GJTmERLi+w/TEuvlEoaQ5rDCo1OkpBEohI9FQDWiTVpkHLPuhZ71NXsmmAy+UMXrCpwQecC4YPbFjRgbHs2xXJClUM4L5aQ8nM8sp8KHT2fWk/CnPxsPZ+VPf/nE+XxClleEjT9+VV6/KL99OfHldXXcV0OjnoVyQeoLUo1mjcZKayuuKE7j5gmvDeFRPj9yiIZWQEMHUq94kelX4Op7QsONsO2MO2VVsA80+X8h7e/Af/M5YcN4oPERi7ooYpXWvKi0K63BjYuNmimBNFMf/QR2hs0jIWT9HdbPHsEvV9QW1KLQsrrDWysntx9GCi4NpT2r05pFIk1e+c3HU/+EtRWxl1gvT76XLlEHpTxj+oZcK2wC9kiRnxBe0PYZ44rVvzstLRGBZB/wiLdfnXeUj74mahhB22fgisU+TqWhNJo8gnzE+Ay8gJxQTnj9mmeoj8h2wsri+3HZaPYZoaL1s6cBLpMh2wSrkRoOwesLfUG4IvYb2AXjA8ajR4E1RcULrdcFbLki9Q3ZnrFto9WGaOB2W5DtMfis0/6mZ76n5s2PRUJMsuJhC/T178c9xzv7mLsOJpMwszvfv1v/d25nH2UwyZjsv7x3Pr/6n9y5751248e7YvS8HzmcumnjsIGUeK/NhogJPnffk19n4B0nbz7Gi7gB/J1XHLYjd6+9C4MfODJqoXcxBz8rmye4HxFv3hAN48NQHEs2Gp8Zxp4Cp/Xr4aJ6gM/wY7N9+zbOZW9266P/+NqEsEeGm/v3AN37j8YGaLfpzBak49S3EWn4+Y3Nxp37On7ne6f+7l5xRMj99/u9mTdTNs39fi3+xxHuiMkhhewoge062BMRJQ4eveZ3x+iz/5rSGM3vFDk8dSQIR5iPczKfR5m9b/fRDJMyT+Kf/pl9cKNOPjeUL+NFIpOCHxdchqIz14mNh2S6lPOZhGmnWMloIuj1A0byvxv47jbK0Zf7G13bw/NdjjbmJPF+KMtmfJzv+pHDUGkewr2qh/cvDYn8ppkeS6R4OHg9Y7ZhtkUoq8NDLXJHIhgFtTNGmK5MfJMFSFl9gyIe7uyeeIYtFS+S9YbQ8Ly/l/AIU+9LcVyQ5hvIFjmNxbyuhFTfXHnf3QtKwBXunALE6pszPBzdxGga+KM2HD023+zIAhSn86ILWp4QjWgPUVSjT5x9k22C2cn7ywb22Sdn8fEaF99Uixu2vRgZWLlGQTjDOHkxsIrX35CVxkIzh61xcljpNjyuzOsHiYFcH51n4Bv1TqfSpmlv5BpBHr1QXYTZwhUpXkdCl5WiTxQ9s4iPm9VzN2sJbqPhAfgD+DZ/7PH8lg/I7hrT58xRv4bze1q687zttHLQg9HebZtDxzuUcE6iki4NGubGh7hXw9DajRAx/3KrzPPhpxGiDWNEgxYpFC15uRnN0unAa994nuigW6mMivEOejhgeAPtJIpJJzvNvPUKf09imJsbN81E6pbP3shq35QP/5897r/++OLs/S2vvP/sEa/z28C3zp5s4NVdeSLxcP45cb/5tj1sp/clYiQPPkyC7ebo3tjhZpPAHflM5q8y8HAO256PFNVm3NmD7+vHDZ6P7iU9sa8h0q5f3/vS2/ftT00zPgseXf54vzv3W7/jdHK8f3e57w7uotPu+/H3TbuDeM50cHze4mdv7GBk6Wm74pKTnIMMbnQfoh6xM8Ft4KfdMR4exnKPHu0Gun/a5nN2uO0u+G8R1etSfYNHmd179M6t6VSVMuiF4WU+pRKyK9YyyrILh2PJp5zauxVGCEqfCC/K3PAI/ebKVimEZtMnLepD5N8w+Hjayh5dmnJ8pB4d+wHve44hZaN0pvM0q9JlHEjFdHr1N1wWEpcrw2ifzmMCrgyW9FgvmEQu/kAuT6lkWOZ4l8g3r2mNtxhPwskjHHyskbef2hms16FbAvezKGy4pGvUCtMXzNRh2lPKCFlLbHgyuzPUSPOrve++14gUQDkHGCKuqHUtdXgLs8X9Mjn1CTfb+m8cQxwYC80w72oFVxgvk7CRivOYM1M3Bkl6XCdiSsxTNurOmD7eFFxnKTGspHOYu+CK+sDvjsuWHGlEvo89nIXBdeKDHTxpsI9x2Dbwu9/X/J1T0Efu1TGPxkmnFEnjlvgceAYym3wrY70lnvUImNgn9UgTQsbLtRJOeZ2ve6SEy5cLnuY4UhtHre5SlKUop5NyPis/fVh4eiz8088nHh/O6Mn3XGdeeF6vVLnSZOPytnK9nrEN6lWwbXMjSLPxjh7x4XuwDusWk/RDCJd4FGsw4W2BS6SzYNSNSEfNtnZjZ49OUPV1yOeJJbWIdhnORb52fU3ZrBfokTRtGCYFJOo0iBSnJaaIncKg5PCQILy+Nw3cxNwAibrxSBY0IwXCANLwWoiUjH5xHCYNuqIeeZJ41MydBIOmOVqHEZDTNJY6OUA6XRUbNMcSFumsIBnt5pHxZid6JFmuB1aEJzwiJOhOpoNLVX/yo0y3x8aU3y/6sfr7tASvjwwELaI/sv5FRk8l+ezzUwKGGa309eP7IyEGHx2RDZOibWxkJgHS5vN0SeYoP+wcTaZryU5H6Oi0JlL6mb72++PCTgCz8R7Jrsy9iHf37XxcyoiujGRMWtOFicN1khcdjn5qovst8esIpwkuO7ko4bPzWIxP8/HfFeVsiniMd984CE1zkHjfW+ucx/pYO9uYXtSh3oWoYy/vQuQ7DotFP3kCkMQ/ixEFc8l5uIHoEBKGt+DALx+L9et+ZyzOVgJ1NxfJMgoji9tknYfop3tF9gQ0+4/06tmHwdC913uNCn+o53kOBMuc0z47Rnf3jJ77gzoW6s7LLz3C/QWdOXSkiXCwzkzzsvRn/ES+O39LTPtMBaaoFSAjRjrsUrDpwvE01ymQzHNHjnFacLaTfhjRBHl+jtz4kWPytscCThkqKLv37mjbPAbp1DDo0zSPQHpDZg2IfnPUYLA+bxMe93YmXJm8L/sKnImNpGfH8LQUidz7srjQ0kNavb2eviRgmnS0m2C68s6CwYcwL6BTESrDMHPPYVec40WmzPqmxiLsO2tKdNNA96acxhsbkF7Qqt92JKAZbpiASDy36V6b0G6OZprvy0LzrsiMRd7n/a7e6x7x/9ohUIqHY+rTyT3W7FfEXtHTQhNFlzOiK9vrR7a3jxR9RsoX1ColvMtEvngtCAHsAa1/7WOXZnB9AZSVjyGw/zvIxlauNG3wqQAb+vkL8gbCC8iVdl1p14/Io1EezL2DTNiWE205I3ZFts/uDVU/obqhJ0/HxPYGbUX5L4gJtVZoFZV/x+QN0wc2W7rXXFkrulTf178oelrR84qpYVIpy5mif6Zh1GqowGk1YMXkF6wJ2+WMmaDtCryh9Q+ESn08YapwfcEujVIWRD5SS6Etgpy+IMsb1j5S6y9Iu1DqG8KK6ko15YKnV1I9o+UVPf+r85zyBK1QKkgtlOe/OA4+KpSoo2HVQ14atPI3UGVZfkbLf0KK5/60utHq35HlCV0+suojD/JnynJiVY8O0Q/ia2nzqJO6PU306DuP3f3Jr5kEmMHjO49kdgOg86UhOBzxfuZ7E/2WpKmTfDAJIbuoyTROiPMNx5OUycK4gEc4IIO3yBJGhzQ2RHos7XQtPsOA1Ddtswd2LvWMXmxeIK+WijVDa4uICIkIieqfIVyZRaREV1YxedanIm/83illQkDtyoo2iFOmjUjWvhN1Etaa40lJZuLf3Ru7x6EwSw5dwD3OZr9hH/n1fYd1GavP67j0Ve48ZMr9s8ORPHn/vpWBWjn+CI3vwwv5ccLNNM5I8M1e92mWdbIvIsE3YRfR0GWnyVAWczMKqSfvz4UWSoyUaYR+vr/bRuvHtzk8ZBpXYljySBnPyVA6O/+dU5Ew8IRJugm5ejDcuP/oBDH3KuSFORrYhzEj7YTEWSmxgzmjdI9t749uqEm86PRqntO7D47GuwJ6Gs80vtHCvq3unNSRbZK/uuhmu3kJ8hA9HMi/r4Gzw7bpfUyp5HZozDDG5jKV+ZXTu6VPR75+TG3Ma5O+ZAauTOPrKGkdfLsx7ub4eOyxt6cr7fg307rp7veaOp5PHIOJR01tzbj31Y36O4eeccW7p2CE3wDtQdo5IdZeIjogconPCtIa6z8iLH0eFrCPgGHlwVM12bNPQgtl1/IpEOAFNxgEI8j9SVNPe6PV62eVc0Q6FHckMcMsClXHvtHY8HRJVwf91fPzd8WwuVJW1jAMNK+jYCGvi3oaTtFHkFOkEK24Q8UlguzPeHRzjjcU/1vm8I8CtlLxugoffZwSzirRR2f2BdmuYB75617+gqc6MX/eVuARd6QxXDBroCuin4A3xP4nYgXbfqLjqylWH/G1+QZRpNVxJoqtttX1Aa3h6ZVeMXkGe0R49GfklUxB40aIL2AnaD+7h/YStK6W+zj43pF7JyMMPtAk0lNdDdnMPZ9PK61dsXbBU5gmHn6AdkUuLxG44QYVMU+t1R7dUUgiCkQjHZa1qzsqRSFnwZX7puFoJp4KSLW5vvXqdRRMxYs2W/X3SsVTvgidehRfi5rR+r14bxRGzxRW7YJw9VppWgaplAbiKVt1UdeXVt/LupEJRFcnhyYdt5t40AoE2lnzaB0aImewQouC3KbPoJVWF4yF0ipaq6eWLYHLLZT9UqE0bG0gJ1Q+IkXdib4IywrLSVjXhfN54ePHEx+eCv/1P/3Ezx9X/vf//JFPTyvl4wkW4X/8y+/89vsrp3/5g/XXF5APoGdPbxva3/p67U4TIqDqRZ+tVMygVvPi7/UHs+8bvnc0MKluWNELZhVpH6CdkfDSlygEb9ZiLb8h9RVXXkc6uRXggvB/xr7a9RBWHkFWirihTOqjSy+t+bt0wyMprkEHo38l6kTIR5RfEH1G9Xe83s3HoP8V0YqWTHl08XfwAUHR5Rpy3D/F9Ug3JR5R0WpEvxc3dOR68jp9DU83VmONqdfmIIyQrcWydaW+Y/2GWdBvUib94HTAXsA2WN5osnkEXVOQFdEnaG+YveBGhk9BDy328wXsCbGz0y79G9iCbX/x55cHn1D7DPYG+n95P/UJo7ghhQW1J5AHmq6YFMz+wNpnlIZWA1bHQYtIPjNa0CLLNcuD06n29k35DX64JsR9b+7DLbtPOZyebzteGxuH+03evbA7N4kth3vvyaJ3BfpJALwRBoW7cvd4bn54LwD1M/HS4/jvsqJ37j22C0NQnGF1tLLP4z0Kue/C+O65H2Cc944fVdT5Q0ziMjCpRKbT0k98o6md0Ownu3HbDvE1udkgNo07T+2953UqH45C+PAAnSAeHpRf7e/Oa/FbcJuuJ7LtkOuAvEf8SANJXjwi7g9MWyoIfLjTmrwJtd+Zx8aV3Jz0Z+bNmUx/HL4fhybfAbd7x3Hu7q9Sn50B5/fetAf16O8N+ZpvvvFyPNx8h9Yc4eLfdDot0HOkpyIlvsd5pj8B5kgJCSLoAs9Q2HhIKnQvPXOP4Cb4Z+QEnYuqdth1WMyewbdzOvDE/8YGdVr8tsclGBFNAz5GV350GN+jjDau2+H5Xf++g9O+e4TnlDRokeuSFc/bW9EoXmeiiG4UvaDF0yh5PZVKpgYgoiL8qNissJv1aY0xvya+QW1RzC9qtCCrj0oVlqQFClIxvcactxDgwytDAVFUHnz+KUBB7AFQpL7gERUubHpBscmbI+2vtnkO4kbMrYbhbMVz9vpmxsRo3SvU0xF42LxMzE4cdv0lsVmwgrGEknhzgbc63ES3nl4AaTTzzbFoCac6j17x5eQpGXwNGSItNl4lnAsNaR622r2HpIL689oUVTcIqoJao6ihS6WIUUphKcJaQJbmRhqaF8du7tT2H0K/o4BxvJbf5P75734HsJdAQvE9C2YH+nlPrkpKMXR2SauY6FIaGeJ3FKbOlHPumZZGCLrScFZIO00PGtPCqzSMN60rH93r0jda4fXZaWU6NsguQtPFgjuSbr/hIMEcBLMd5G0P0YM4E/2wmGLZP334eezH3iHoIGf9A8fO9ei9d797MXnK6NF7uuV3j07W78D88JrRz4mvMLjp4ItzI4MnDGXwHqHHq4c801vuFwPiQU9u2FLO+a6tvSgwS4sOssFRcx72qDI3LnfnZiKn7+PBHbS+uX6Yh9Gnf+w4ynZ91F/FsZtG2HX68Nw9EXr37FH8umn7ppXpnTYhxmEBdyJ3wCUZj3falY5AcTENmfeGNyNRLwYfVr0dviQq2GjTjjBNVpvDOxpyjnDaEUJu5+h4/fj8YRjvHbdL245M7J2GvoU0Qpen+/3NFbkmLi8hjHSz+btBOsz1duIeKzEll6m3KbTZJPKWeCYMIRbpmXQLEXi06bwq8rCz0usrAN2aJVGQVCw8gmcwTPsygYxG8FNB52C8LyMuIs1OR0wLhyeMkYI2zncve09B29/RBxyGns6MMnVtegUHXMnc41nXEefLMUaM8MAGzGte7KZzh6fp8BRKQjsKCRdX/HVjvI2xRNHXYbUL4cyW6GPWRbiM/v9IFKv4+7y7Nt5jRk97GwPqy82E4aw2wd4IIwjdx0syJ26KyP0RYzhXOk7ullLSia4bSbyJOcDlXe93RBd0q102lI6deSqvTxE3wHCkixd3XIY0+EpUb3a5D1Rjb2RCpoBSEUxPCaR4R+x/koaqGy1u6J6oF/jt0f+906OfrbjTTMFTWOX6wD3sRRoqjaUoy7pwPhceHgo/PZz4+eHE8uBpz748nmjXyuN54bwW1tIo2ihSPRVu8AkXg71dsZRP1acuxvOtyL3bQzALL/7miGLoxAtbwHSZGFJESkhGSoDXgUijnBtLZZfB5MHbsEvHAwFMty5Xp9GN3GNN9Mhh0GKcp6k/8XpRhAci91i0nzLtOdqMtdp9gH3dK0uQgOL7yLZCM0wLgu/xWgtnI8u6HE4fhHOMfQsaFEY2iYi3TofSSTRqquDrJvsQizXGFOnkODttlzeHN3XaWyjIAz1iYXYc6nUnstj8OeiqxRKxcOwOo4mls3LCP6LxzKMoxrqYedXExL8D5b4/EiI9eLuHasgmKfT2znTJZSeTCuEFSw9qG1FsjL9BKgeh6+1MhKALm7MwE0LYTCBl/mIHugfdeTr72CMfJlkq6encqNi0Ec6+eoWbKJngAxMZDKFFW11HMs2VTfPVl2cf04DNPKc7p6TDhHeaYAPG83jmjfHusPG+Ab/DFjbBnnx0/ziJA7fty+j3jx597lIgiXDHHjI4vLMHtDIMaoRj7YwB2ff0DM1JCebSlc+RyoS+ocfvycdCQLFIEjjrQTtzzoJL2f1OgAOxemTAHvLJaHvhqB3wNEA9Y0dyzKPyfSBxn83ulZq3SLyxBazmxTC/o89y/EpBaBx75ZJgvV5ALqTWW/DnahcwevvCIMo7kEjM0xxt0SUhOnWQCSY/dORYUiDOUeaGYj8+nzKlK4H7ms20HowxDUozwWH4/1rSjsC1Xc9jUXdBoEtHNl0PwZuEbOBzejeJ4IVxFdHVFata3Es4PIa7kg6ZPolw1lTyFVRyz5XnB6ydgZmn7sGgZUHiKOxXzXEiQ/cki+4Z0nFPOyPsXiaWoeOBA3g7wWEG4U5gznDvFvtpXo1Ye8mVJmAflk9HL9NOR3dFrwcy/MBhUP7wb29/hnqmlp8R+Uix/07h72zykY1HlmXjpM+08kxbPtOa0tpCaYVl+4hvhq+YFWq7YgjVfN6XB1fAlmcPrbSHCGWvC7oZdn3C6gNCQ9Ro2jBt2HnFtKImaF1o8kw9/R3KE4t63kjaPyG6sSzPmCyI/C8OCrmCLBh/8mKAzT3EdH30DYCu7g2o6nBUp4fa/kC3ZyhPUB7xOhVPXovi+glbLtj6GaNxjY2K8IRqY1lfMIMt8oaafUDMKPgmqkWodOPswpz9hvJMfSs0W9DlSlldGVCrgYWnW/nAupwRa5T6guiVQsE4Y/YXxAwt/wpaqavjrL36BnrRzT1x7ANwgvIM65W1wloJD72FVV9ZC6wLrKc31mXhdDJWrTyWN3TdKOdnKIKezz6fdY66+7FjL0skM7+Dv11+sNvLnS2kAJo8xsZ5BOmbyHisM8Ksv5Tkzabf+T2NC0zGBTp9ojh9k0jrVSKHbClOx0pJY8RCRkTAMFKknK6k4M9OhrRmtOrGqFavtNagqOcnvgSd63SE7lHskREhSTSnTdYa+81ghnfTWas1p+sj0ri70U4TMnjGRHYTuDEvljPB8NYfAvCeX++n9Nb4urub7z26bNpfK9P52zvHr1uZc8gzs2yR/bTDpSOM979mycPTtUwu5mTERMoh+/d2YzwOVwm+K7OcIuO5nVFi170hT3hX2iSjjfElDEdUQdwL7EOzwUKO2hn3baxHCbzM/vSIXJmibvNJO+JIyr/5zA6o42ufitYlp8E8d6AMPIaDmMSQOf8Dh0RnboWo8bIpbMHFqXk+Un6Kb1OfRx+nJqOpEY1Nf555fLNoIR2Tbnq4p395e9LG+EzdXRrGyv7+/bvi/SZ9CNbElSopS850iBxHzLs4DuyDvKcBHcfGYQblznOxb+v8Yn8TQ1kUt88y2l0UsQl1AvsONKw7W904+did9g5HC89nxddMKhS2xR05yuL8qC2xbzTnC9ULekIq0ArYGene5Q2xf8edGs5uxF4iiqGa89VtBU6Yfgx68N+AV+TU0LJglzPuhfrqyrv6BXgDPuH1JVxB6DL/AqzQzq63OL/6+OrJ3cQ3V+xbiTlfr96n7eRkqrsji48vfFhoD4g9eI2JuiE8ute0PIP85lOigK3QHjCpoM9gV0TeYhpCzte/+3WeovGIxiirz1N7Dpg+YpzA3pB2CTq74IaNGjCNorn1V59uPdGNAx3vBEpEVLQLUKF+BFb3eFeQ5d8QPmM84tENBdojsq5w0ogIdu9/4xWxM7R/ikEvYC+I/Oq/9WfoytXvOyyKensweMBeDNMrTS8oZ7SuSGuercYUbKUVwZar41F98miWreBFcT0SJfVxWTDXii9m1YZkmq1NvXRJkAsMz1qkEhm4mtOt0iIaaw18vwALZhFpouJOPpGaFHP4sgYdqLEubPXx6uZFiPH2fSuqNFkwXfBomYqoO4XLqsh5Rcw8Fa15hI4XJv+Ce5f/5OurmQ9mWzCrtOXihO8cqBG2MAk+6fn3F2RraGsIbsxzmGxIE3R7QBaBssHiqXZFC2qPaBNUrmiB03nl4Xzm48fCz58W/stPH/jr0wOnJ09FK68bj6Xw9z8uvL5uPP9ufJHGhRdK++Lzpw7PpUBteK7+huMnRgnVRC36Q7o311+cnS1co2C9ntx5TC5IeXP8tQc8Pe7qynzZcEW7p6O15QRcafYFsYJURdiQ8gWTEyb/OXjS/wePXvrZ4bs8+5y2n8LD3/eJVi6gG7KZ6/HLFSlfgBPCX6IWAj6HYggntP3k/Vp+9f2/bHhh578gCGL/inDBVo/g0ZaOax8ApSI0EdjOsF2wdoJ2otoXrP0BbL7eKxTz1Eub/ISxYeVzLJiotWBR3D5ryrSzw3s74Rkhzo5TYUQwecbkDXjC5AnjJ4yfUftXFvkdk+p2j2ZYbZicUf2vwYu3wEtPpZXGZpF/9rb15OvLvmB2pTU3Loj5mvb194lekzdpql0xi5qRLCGIhDEldaslCMQ3jh8rTP3e9zvvuffqSU5JWegr75vv3jd4K65xI/zcO+RwX3eGPciJN9/l2Mgu2tWF+bAOS8i1c4hqbgA1BblpODt5di9v3Rvl3THdhLTeG/d8WehC8nFOjsf+muzbee+4uWE/gh/2YrttYsgNk7DZgXAcTH92vyje60bW3DicjYdykrKtVBYkR+4zu9sI3rSDYTeAeG8W7t0iA7+OrU/ze6/tMec2PxUPHvs87s7Z3zc9r8aMXug7pt6+HO69/SrvDF12H7u2bY+dt8/9I4h2fH7gTB9fbGxkd9/85HEFc+f3t87fP77uzTB7Yc59iz+BtLALs6EhlHiTF/FoK887bngKlIJKCUeXVNjEvTtqY0H0crPmqZvMhqFmrN3o4y4dyIHT9AgjBqIfKJTtnrPpuv++D7/DOYNhrfY+7TBMYlO4a/871u57R3q8yXV6ZXomTKY5DSOqeiSAyOoK1V6fIZSrBjT3+FB1AUHUPVMsN8WNUMBGIdPcQGhGwzQP89aGyGt4onhhPWlCFvYVkQjTnVNpuYeVFwYUzGJzKZcQigSRxQVShOHRIkP4WdUjCogCe+2EsLo3iXqBZ6NhLQxC2no7PocOSG/DgCtChoO754qrHq9gF7CzG8pojqvdUBVGQvNCg5IFAS3GWdUVV2ZYi3epG63dyTBqbkikLqBCCYV4W6CW2DBWVAoqD2gxSoFlMda1ciqF83KinJT1cfPw7nN48LSkgz+EcLzDIA+/vpMf7X7b/pG+lr6/ZztZTmT/jmRRTDSpf84REHobCVEiZy778yQdQ3tqp5kdtdb8uRa4KoKG0b2VAq2h6hFF7iwQHmKxxtzJePI67nwywRtzKOzPh3eyfGseJva9+328R977+aN88h+kc9Oxf+Nte/d7dI+vfu0dXWigy4W9hVkAie928KuXWxilsvfetbw+3jNkFeln5r7MvC7vbQckiK4x5ApfUuO5PW+aHtidHtLL/jjSgYlDfg2f7tCMfTLYo2yZP+3w6NfiIP5Rnnp4boc28eNIp+6+6x1ck3Ht9g45zsj9x49fBqrE5xEv9vclHewO2pL8XMb56M1xGXSfDcPTSjDAcRzPDjsOrCb3rN0Z8Yeny0Yj37W25Z373nvpcY5HOzPWCVPfv9WFiI4cnvLhhZ90v0eiQioYRNS9Ydkmep79nta7rNGB2akg32XxOdLZEIqqkZ9dIFLs7JjY5LXd78vIDItUR0xGhU7DLB5z3ug8t4V8k57H4SXbcczGp1r0LT1pI8d4wl4I+3p44spK957O68DwtmzBR4fnMChjnz0T5aQzqeRPj9e4oWX0RNZ4DC/tdCrSMiG2ewaPuclUKrmYAlaWbDv2OjmGdJrr85NtFdJh7HsPS9hmemP1l1gCzOIuC+cGhExpZAxDszcW6YmSXiSYO+ziRNZUSNyZ0kP2TmUE50R7Ej7DKJ44rFjCwEaUssyLcHZo6+tSd+cdH6XD2KNdI+1miT9zHLaWHCoKHcf+F5Eun6e2XmbnPsGV7mQa46SvGd1sHfV2KDhly7AdbcgV4HJhM6OZsZnEn7GZUcIo5PYRG/1hv4OVXESCr3P1/cuIjJI9O/4Wfbs5kq4kDZoa2EX0xjqBji8Om4pF+jhRH1BPuUXMfcdZ39P5KzIyykA2N4yy+jNGOAuUkKiU4RFcAn2yFkzCy7M1uJNcKNKjqxI02gt2nCKrQ2Q0iUkVib2BrlBiTYnjlbtaLAgPiEUkCF4U3mmnF8MWW/ZMVJYYX8xvV+QbZrXrWHy9pMNtRiCkQdthJxEJ1ekA3rbpXO9hxqGJJ3THhjGVMYF0fUF3kHG+4Us+0mnpGvMg8Uw6yOh34dv3p2OyPS5nZ6V3dpDoG14+nZjH2Aav62u43wSdsMnh9D0ZJAX0wd6tC3LprNsfn3hVsuSjU0sGgfX11O/vy74bMbzN0cDcvc6mbAwpfX3bJPilHNJxcvo93nH728Q8AGPq4w40cv/Cjr8z4D9Ipx+Ofnuxycc4EaBZML35cni/3E7f9x0BmL5S/FNmZpnQ7Bu08IwWDW/FSnqt5QLbYVjvZ4Q2iRO5LjhN13MyPIQqFFMCHhGQDCcVd/RN463hLScgF3D8nIbTifQNgz4COccTSt/0Sr0Je2l7MHZBKttMT/okJrOwFassGrBgCoNxjJBbH4tO/cqBZY93FCUReiBZD5+MsOaEUd8xxRzk1Gg+G/3voeGH93zziHnP57rrV64EGSNK2E6hqLOYIH13FjNzoGnD8/F+/wYKyIGwTnAi6E9GQARs5loPGeHgzPgUSrqy/5SFncdxhgWKh5aqOiPXUOCpFkoUMxMJYT6YpbXNaVwbRjqzhjXPLZneNtJhMnuAChnK7EOUnf1hEKEIJ94x4BlXw3uHxeEnx41DPpNhizGN4p4zjl+l32iS61p8zHEhuYx/q/zQIQrLR0wF0b9Bew1voYWtKrSPmJ79t57YyhnlmSIXCg9o+5lmeC0ICsID8IzU/46qUtafoJzY9CNmQuMLYhvlYh4Zez6DCoU3hDdUfkH1kapXmlZWfmW136k80HhANmO5PMHpCcoTpq/Uxz9orSKbb7KtmUcCXNz7TPn/IbKh5dnXw/InkBNLDUXt9gW4YraCFuTpEdYn2B5he0DsE3L9BS2F8qjuCbd+oG1KvaygL+jyL2BGu5zcGGDu4daeAN3Ql9+R9oYXQYMqDzQx1u0PlvoHUn9BzD3tWjFkuyLyggJFFswu2OV/gq1Y/UArK4rnvm3Pb476D2dEG6qfXbh9PIMIm0ITQZfPnt1q+YTqE3b5QL1+4PT6K6t9Zjn/THn4hdP6ytPDM+eT8OHpmfPpgU9P/4XTQ+OnP71R1PPLNhZe+Im2i+D5DpTrPOQOVWxxh830j0nWgy4AHR+W6cZO5zpxviMUjm+DVg9DasrJaQSVkL6ORoQ0nqouiApliRoQZXFatTh9KyUjvsbzfcMahgvt9DJkBGseCdGcdm3X4rh+uYZx4oq1xiZgrfleycRZUTN08/G3dhAwbaL5OzjakK8saXlQtqO7+CSC7U4fXpWbNtuFAQ+Z3SA2eUYWE70rpaWs9YMC3OCVemg5hd2UXQZifZNby76XAxT7J0c6lOTMzov3Bor9mkh+LpLRcaGAO0Zk6gzPMObjTkcuHsV4u6Infx9BODaf0LrSYfAzlykNxymP3BjKK/Gn/Ps0+akfyZYEN0L7PjhgHjIrMBQXiW8H2b73SXocLyPackjKjrszjh4QZmLk1nsou3bG8Q1kOyLKHDS0R3eSb+8MENMGaF5O+2j6w0u60erYxVkmG+3OeLWXuxPv9tf8kcDLVAIP8OzpYjnQyBCTu2E2MT1w2kyIoECPTI1tghlos72o32EngU+pvLAOWxMZOvIdUI5k7R6t28MihKzxzveOScF3t507l/MWI3Bf7lyTr7wzj/bZ5Uh7jWn9hLG6d3W7uuzR8/yl9/sC8grlM/CE59SOmg+p1NYPWPlPwBtS/wWzGtk6Guir056D5760R7APcBXalvQ7lKUswBmv+/IIyxM08ZQ77Q3qF+AV4zNiK8Ivjh9RkFlPnv5DFnwsb48+Jw8XKG8hCwtS/orIB+xinkJT3kCuyFIweXCP9k0wVpp8QKzCdnUcOr84TdIzXkD1Q4wtDT1PCDXEioqJ1zWjRXQCha4ctUxXUrwehrz5vTwgvCGRAsnsMRB+BalY+YLQPPc9mZ6qYOWnmO9f8SiNvzg8a9DgxaKeQRSAtQ/Ytvi+p17c4aSEIpBXPJf6GXiA7Z+9r+XcecSPHE7DL0gxd6zQQqsrVgsiFZMNj1zYaHLG9Ow4v1noKjbHj8U1sJIe8lusiyXm3jwVrNe6CAONGVwuYA1ZzR1tqkLVsEeZE6CGK+qJtLG2ABsiv2F2otlPiClqp5280XUVkdZMatb/yz35RARpFMGV26vCSSm2UFihLGhZXSmvDVqjbZ7qtuoZMUU2wVqlycVp4cnpo76q08hQqlc8b/6yeFop9AJy9T5u3qeGO78UFY+AqhvW1COHzNOnmlQv26ILW/vIpa48X67Im/DrywdsEf7b8wufufKhnlmK8uuXF/54fuX57Y3Xy4Vt22gtU+3GGkiirQ0pPi+Sm8Im2Kbh0JaK/e87nA+tICWijVvgxNW97pv0TFitPWPtDfQB9MnXRN0wnqn6K6IrZfmA1BUpT7jB4QKmSPsNWGj2T46PfMYjKsJ41n7DbEPbz4g8QlsROSE8IHIGuWJycbRQ3Eha3mIPILhsdQURVD6CVJQXl4P02d9RTiBnRH9CWFD9O2JvMY+w6COmK8iDF3C3z8Bnj3CritknnLZfsfaM2UbhGeOEtP8l5JuG2QbtD1/FJSIg7LP3ryjGaUR4lY9OM7YH2J5APoP8DXgGfsO4YpGCS/WZZquvVYso7WQZCFLPERFUgauTQFF6UXANB0FOwOI4LQ2pr4i9YKzBx5w2myjt9BNIzGfboL46reRz9OETfMfe9AciIex4oov287lE3sOtfr8MuXCWE+btwLc3H3dOzQ+mvCeyu/Uo/OVzSc5mATBv7ZuF6XxuaWbDhs33Ho6Uhed+5Ea1p1A63JD7zllunq8PGfqw4ZJJPpv7cJCJj6DYyWxyOHno+/eTsDvHd8h4/+HGbtJKzJ+222TlWdn9ms7aPlphLy+PzeHw1OAwWe9NBnfuSSx8R7C+f+LOYYfxHBFzj5EpAFj/dVw17yDCfic13Ta3cbMCD83EtvXmNfs27qYag65SSIWw5VhtmlXh/hi+etwbw1G5cX9MfqtNROm4U/3qLux+c3efOFIVOXxPpYgGnZrOpaKNVPi5YDciIaw/s/MoFvcy6cYILWjJHLDxjihETebhlLrr5/3R2r2P/XY2QfnVqTxyln/kmNKATGg01se9J+YrP04lvWjghK+2YHbCPfcNIqTYHZHSeyoMSumFTyqEwnM/OJWSG4/WFY0OxqjhkcY9qWSeTZu8vKRZt7s4eQt8MYFa8SKIm69B0ehFepUFZbErLgS2cEYThjYFMm2en6p4CHfkEtbYeIf3G7kREMcmT2ewdLBbGr2ykGE3CPt16bkyIv+oRfo8XDgbXoUKsnSdVYbbBgcHc8Wyv+s12krXhavjvlqMt9G0ukCsYZS18F6xDDEHUfG6ELG2lmVhPZ04nc88PD3w8Gh8/FBYFJbi6aOKPdLs24LeXbz75gnogP2Hmf+0ZnYL5SjYHB9LHGEnh83X5kiI2z/tBgeVpFfjNyJOv1SjcKCGISOiJdIIgY10TFGQU6qGp1oLw4OgtfoyMcFz3rYuJLp8GFQ75bcbT+xbuA2u/F4E1+1x22TmeT/c9d677XjvnWs/jAfzg/vGQxT2u4zO6++9xp+2AzIcj3uyB7fP5G/h5v6dg018dm/NJNOdP/oA9k5ISfskWOuEr0ye6n1ZpaEjxh6puHoapc4YkxjJxCut99DmTdbEx1x5E80LQwm7k9lsv1G4Od47P8seh9OHPcf9Fu7N8rGhrx3Hubpz+av48iPHf6yN49PylWu3D0sHdeLPHIl6/3NE4PRn26BDLXRSzSC0VCSSDG9o9rhyZxnnvtMvfYtAHBs7HtmPdx75nuN4//vE5IdndKYI+yWTe8AW8tJk/Ly7RJz/5/pO46CTZn8gPUqF4nudjMBIxyZxp4me7izkt4EcYdhMd1+Eye2SlPFGTQWA1d8zp5pC4h7BPYyjf50HO42z3r4GvfNaZj72NMiApINR955cxmSY4dGq3hd/bmNEjGTEq49zcMncI+hgsp12Cr0OQo6ne/feQwwbhL5HPmy4nBrv6HnSvSab5UT3vzQEpTEqrIUG3cU1a1z80BHY0Ul2zo9Evw5OUJI4OsMj+Ih2yAWJDLjlX3jPWkayzxEeRo8AHvwxeeBEO7rkclgEh1Ro2Wb3e+kRNbEGOmpJ/5Fw6P53JWJZrYRjid8vi7hMZs33FZrzmE6suXMS570l5yeym4gESse6IvonuDwfeNX7iLiCnoiCDcfKEfngNLc1Y7s2rtfKy2vjtFZ+f70g0tiqsKjyx8vGl7eNt7fK9dKoW8Vq1LCLMQylXxtA7EzX+nWRdFX4gUPC6UHUYd+2cIIYNHzoyObWg75Z281rPuPAyigyL6TtkWBO7/z5pIGXHT0dyzrmIyNYxfD9o7fnuo4lntr6nAqgGYE0W/dFIhI6M0UUrG2O++EEZZP+BBS1lWaKmCvpfev4gNkFuCIWDo4mmGXK8Zya5MuBOFKCBEp3BkM05MN0hrQYQ/LpSA+YtC0WkvV6E1d/NuidBO2yjGrKfXKHlQYpPUZ8dYGTHhUhhXSs8T5FOvquMPg+bPt+I8TcBw6ksxPEQVtmkhdzvw/l5P3veZ9OJ3O9zef3fRhpK2T+u0PjZ1ash4Y0BLeig9gnEXXknWjh1GBvizH+nL4igwiZjXR+GXmdnii7KZMMxZr7kDD1O9sM0xSqZD9X3all4GeHQa7j0e59WOXnztgzsX9iPEe575jyqb/nhylhEvJgPp3x9rfTZ1w8PYaHz83eZG1aHLLvVNxje0rZiUf+so7E6RnXpvtDcM/CRj2tw9blo6Gomrnt3u1I+u50UqwjQZiTKKcwEIuOw+QesGXeOTsWN1LYzcIzfaOazyU+zYQ/hc8dVhACdHjGyBK9yCcbEwDIVTJwJ/sy9X1GHqAXT8MG42UaS8yrdK+AHLfD9mtOVe8dBmSo6E0Ica9TkR47E7wTFfsctR3M+rh3Qi6jDcl7cqUnpZq8Dudxixe6mpUcrmBWkqmnwUFlKtAairk0JogWpGSKpsA6dUas4eGhocgrZaEsq0dCFLeOC5t72jcnBLWF8nsLT5i20YxJmB0w6t8l4VnpdRt2hFH6v5bXdm2EIqevqdwARW7qHoo+Dul40joPG/OTFFQGs+0MbU/VrId1/6BC2AwuLWb3E/ARu/5naB/Q5f+k6N+wa3iZnE5wegA+0qJgtdhLjDS8Ze1XkAXWfwIadXsFeYWaxfAeMS1sZUEUVt1QabwtUNUo9ozaFbbG0hq8nWhvf6athbYULLzkpF2Q538DrcjpArrA+tE96LcXRITlYfXw1BeFVqjlsXsNmTSP/jBB9U+oLCz676h+Zrsq2+vCciqUdfUcu5shesHOL7iXheciXeyEUdmWR6hXWrvEGvSNhry5ECn1EdoJ3X6DdkHkb86z9ESVjyAvCL/D9jPyEl4t5WfYQK9GLX/Q1mfELiB/YBQ2OyPyij7+CpyR8v9GpEC9glSsRp7Yh88gb4j+FdFH9HpFt1eWtqH6B8u5sDx9YDlXyvlXltPCspx5ePqZn/78z3z88Im//vXPfHww/vnPb6x64mH5mdYan7/87jUKfgTlgk7JPeEo6Y5May1koq6jytvyU/LOFAT3rc1C3VCL5VpJgTpvJHjSMCYM917/NCYDhAqyzOmWvBaE0ymvfaNLGB8Wp18aBgpdvNh4WUrQMk/zlYaJzu+aUWultY3r9UKtFX17o9XKpbx6ZIQKrVW44L8J48WCP++hEcjmm3pNz3aswxVcznEPdCOLW3ee34W1adM1wDbmJmd5FlAPUyzhYNFl9p3CaUzlrUjx48JbSgnHM0jKN0O8GK+TjmeWuDEjXk9flTA40N0eeZqDiBZ7lIIlcvf+SLQ/xMuMftCdDO78lM5zk+9qF8U87L7rS9KQn7JcVxDvjfJdVjVXVmDBQzFaGJJvZX6/7uAQeprAKN4oNilCBMzaYF2S10YEgw1AdLyYI3ZyKQ/qcKf/HYDWP/rdlnJy4kALfJ7ampv9luw242XO58yaZ3x+r71ZXGYy+MlxnLn+7snZDkf/Mo0/L+/6NDV+7I+Na66b2EdBpOFBi9NviXo3nnXR05EgoL0OTiwNk74HTxt9q811EFFmq+G017CQ5Vrvat+vWq7TGNQMihu4TLDJPfDdSQgi1OmNzcCf2h8wzHnZR5MlMcsbYt3vp2k0f+juXXZ47Kk+4qOPVBpsZIpF1HPxWzXcWeTkXrl6dYUBZ3cEqRsiG+gW61OAN0z+BeeJH3DP5syX/7OvVXXlvbQsonqJSdkm4BgsBXTFLArtiuDes+7c4nLxB+83F+/bsiGsiP0Jl5c/g1W4ukOJLI9A8RoJ1R0lEPHoUvkDY0GWVEit0EpEhRisDWpBtwfgDSlvjk+qmK1I/eCoU67OI/0HwglomP4t+pqR3m8+ZlGQk8PcrlGfrHgdOgHPTf8KdkL4k3sh84Ir5n4P3Dg5HiXxVvMFoZeAdSrWfsfTLTaP2qgfEB4xewF5Q2yN1KBe6wxxvk8UKRjyzjbh4T/AS1voBcQVuD2bhoHQoApiGraY4HfyFqUnnNYm35DFIwSoRjNxb3ei6kqLaHbDo1fEtQQgLhulfJS0W6QrYl1o3iaZr6AUjIXWC7dfBgxM0frg57drePSH/FIiSr80suC0ibDoiqogbAgbegI9iUdLl1PQS0/FVJaIpF89nZKvDdiuhlVD35y4tCV35ytUC9OXIbxCe0PkjLC6MrkaTR5geUC3DbluvtbXzQt+t4ceWWjmqTpbLby+nlmasjy9Ybrx+beF6yv8j9Mf/PahsF1OfHgsPGphQfjttfJyrfzb/6z8/nfjy2+vXL584frqBoxWg7e3C217pjWPmfTIF0JJ+BbzOsuE33MYIi8gislHTBaKvOEOWT7n7iy2IPqAsmAsIb97xIjKGan/NWx5qSvxCNMmv8Rr3Min+uISl53BHrHIzNDkDWTzmgwIag21N59KjUgZE4QLXocwdXmPKD8jNKz9FjKcILqg5SdcOb/6LMsfiFRULn6/njBZUD7HfrGAnDHbMC4YJ0z+TNEHZHnE2h+0+u+YFpr+2fe95rUTyvYFWqXVV7JotQevRGzu8jH43wvYFWtp8HzE2tnX8NKgRT0JPmL6M2aVxhVaRqgYlOifXBEacrngusM3oKD2EYB2cUTQ9YvzEP0EywrV97jWXun1n3UBe/A/3pwGFaWIYHIFXhHeEP3NI2/aKdhx8K9vHP9QTYg83nPmupG3+vn38pLeb2P3W/ZtfnVok1BxI+MdBJJZCZ8yYbeuErJD3z64rNE/p8bd6W2cMEaamOy7mcsgGt99UxAWWBnq5Z2gf0+WfQ/A8/i/Beb3J6kztfnWPrR7Av43XjM/9j1de/cwvi4oxqbqe9sa3bc7n0fJ9fDdYo57yP7x3jw1tZVy4vcIu9PnLLjPcMwT3fA3IzN0YI3XTdDviJQ/YnVOoda7N047obvrXuavYR3vSuKvDDCQuZu05HjbfhHPRrbdQje5vUF2Hz9wHCnNvr1+y9ca7tfv4dG9dx3n6kdWSVKn6Xefr13zdMXJrAiROVe650P0W9NIIbHBDSVeSYVdoSxpVCoBdgkn8BZ0jVvwZXePeUO+Me5b2nGcJ3nn7jFZsS1lD3fbf5WZVx0n+oYzsdsd/yNHy8gB31iInXxzZu6VIK151EGriFVX4tsJC4+UPiaDzkX0hHv5v4SQV0kFlQiYaqzR1Cyoe+5XwmhUY4OyYG2JKAr/89Ua99DC+U7o6cAkQjzFJqccVxBbvKcbfgAvuLV2rzkzieJ+BZHIoynVQ9y1RX7XzAc6PONcYXclJ9oQqFGToQk9P7HF5tjmCKp8dvNxyRK5QQlhTOjp3iwNTq7BkeLClqjTSVE3BIaLacA8PHAMtFakbghvqBqij4ieUG0UragsFFlYyonT6ZHzwwNPjytPj42PT8a6nHlcP9JqRZorwf/vP44aGvYofri8Ozcf97ykdnRx+no4JYfrg4QFv5I7f2FYHZEQUwRE/yyo+IZVihtSNT4XXTwyYklvOPW0SrXSWnGDzLbRmlFloywbVG/Lb9fY7ClIYxSSDbzO9Rcs1RI0wcdtB4G9X/HeCG172O+Ow0T0lIA3YP7+4958/0eOjgPv7SC+Q1L8piw1S09y553WlaN+bYbphIFH1gqdjyYe5gSm8WwYKICeNix47DtGCHJ31DXF5uQ5FQgM3gyMqJrgs51OHZfsJBf22iRpgLjZkX0H3A/H7m45/vjGDvF4+Qfx60bMutfm19q++74hJfzDx1fxeyKLuy4c8W30oaNYr/kwfSpdRpOSvxVNA0TI7FimtbRI3y3hSOsbU1ELPaUTqHSIMpFhqJqWy36vdTvOWwr2TYANIvge8H8EPY+bxfsi4Q8eaeQrDEegbDflA8aE4fD2mYy6XUfGlt7M5sV7u4d8r+NQxv1zSr2e2zxeaoM2hOWJLqfYxqi3EH2ZDbJdBg65KoyzZhEVGDw1oz1TLpM0wugkh0o8Z84DR1TNTBtL3F+Crs0yYdKGEVXhDaTzF4x9dcpy+1nqMr6lM1M4DkpQWQlv3p54O+Ys/1IF3XnnEbYS5z3ioUcFdHEn++Yewx0lZsepexvebxzDicPldzcYpoNawi361vG/jS1yY8A08uaPbiTMvC0LfLNIQ5zR04bLWdkjOifT/ZwNa3egreD4nZH25nuM/n7b9aN/FQtQChYO+U7nor6hFLQIpeCOJstwbnEbUNK9cCjQQmugGo5b6tFEPWinTLXzwAvsCqHo9jbM3FveMtsAs0uur90+Rnzenc4arfpf3YTrmyurn5+vmDV+e4LLprygFODzxXjbjOfnjdfXyuVtY9s26gatGladn1ur/hd0eqBZrL8uB/3gPnWugWMjnWNHlZh3CU9+5nUQ60tY4+Y5VXeu58AvybODxnh7ilAP0WSxnw1jyDDwJbzF8TAiGhyt5jXuDpoiC9IifbQ6HclY/pb7Tr1E3zJaLPavnfacUHuk8Ra1EotHP1iMpVl0zbqTgrWgsW04mDqdyZScHt1g6WxE1GcUxYt9L6RGOp1UzRTfIxu+yL3WjxusmxvCaSAPdEeVjFKRdHadaKHFfKkbmXrklwnGRsrT7gi9IVyBCyYFT+kEo37R14/vrwkxH4HlNr72011oYvCG3fmpT/25dwTIJEJ56m4EBNM7JEni/j2zAn2+PvdJ42J6LxUN1I77uvEhzi+Shodxj0xjsRD4GvTiMlX8+zXG3u8xN0TYBNtsa2JZnW91RhQvTYvVDJeDf3X2bvDI4x4gxnA0fuz02ikDTXBPIeYosvc5OMznP8B343Bm4y92BVe4T+AhS7n4gvhLehjaCG2avZRnPOykTMdYD9/G70TqYDspo0gSwyA0aQDYNTHCP4cXTs77YPyjnWDw4yvphdeFji5sjBmY57S/l3m+iLkNb5bsMxkulosumcHcH3bv6vixE3pu8aGHCffedQCQc+OPz6a4gEsUJBsLWIYM1wX7gFuGCvaBTp387mPyANudn/qeBcwkw5hsDCdxycCO4911xeewn5osrWPzNgQg71COKcYdbFMmxp4KDv9/pB+R8BT2z4Lq6hvXSEuivTaEbwoyQqIsBS2FpayUsnqamLVQirIsWVTOPcC2a6W1xkYLJ0ehSWB0hDUOAT3HPG/kcPoX3iNzQa9bqrbnLrv1N8+caYfyfm3tqGvA2q9Z3+xI4IHFmp0LycVYJPFhbut7DwP5gqe6+ivwiJxewJ6h/YHVF6Qa0la4foH230HPWPmAsdHKxfNsbk8IG6ZvIZSfwN6o2wtYw65nMChyASlUPWGqXK6ezkjPhbU0aKvD/eUZLlfsdMLOD8hSWRb3AJKLgSptWREay9U93Zp5Ki8NWcre3MAhxTceqmf31FwvmLzB9VfYLr6hEeFaTrzJT2h9ROyM6M/o+guyfEFO/wblBNsjIk9I+RnaBSt/o/EZffkXzK5YuWK1UF//7N5HxQ0lpg0VA3mC8oF2XrAinC6/sdYvVLnSFIw3WvsDXZ/RdcFQrq3AuiGnJ980SUWonO0V2DxHqADyB+iKnleno6+vYI2lPKB64nS9sNgVeatobZTHjXJSlrKwto+cWuXU4IEzD+UnPpw/8ctPH/n505l//pPx6UPhP/+nhdPpAx8//JW2wR9/+0CrPxYJMWhrfN8xqVSy5DoY90pGJcn06CBYc8vTK4LfzXTPcJlh4hk7J4f5vhQwU5kfm4iROk6Cbgm6RATEskRkwxp1UdwYUZbieXuXZdxXCst6Yikry+KfZVkp6xLtF5fdWqPWjbfLG9t25fXlme16RbVQtw0RoVb3HKzVC+m11oL2eF0JyZzAKTd0L8IUIlKOGzKCzcCxCTATf+ubm/1Nk7A10c65zWh3RDDb1IoM9slAke/Kmz4d2c299DldtzHq5Fej+9kxmfAnkS87FPzxbiSaDfzseJjyRm+6s6QueyVOxr8pE0l4y/Z8/dHbEQnhdEz1HfzMKJuOv/S2OtwNVyRYpPpqG2YtUr+1Hv7caHHvMJTG9pkeFYGRCjOLMP5ULu8MEB0Fh+l9AGis7xEhMMH+ONuHzVxAbnduZt+3MvfUFhzau3cMFa//c8D/G6E4zw0523YPTCRoFlHnEzfrcC9uzu/pq3q6lvuTPWTiexeLhqzbl6rKSMG0SNAyP1fWiFhd3BBRin9q4pgRMpXX6WrVaJtQqyvfWjVAe7S3IW5Db7HXIiLBc2A70SmjzicJLNfWhNcdHrOYNKHUTAf2DbF/+EACdg3t5jn7abu7jhFinUd9j+iW3v3qyjlJxVpbu6OGYF1flXtDa6t7iovAGoV5W4Sg1GzDQDakhFOKhfJOPNpVSiiDbIn16E4TUs5+fttCqSthVCK8KC9gb2ArZucAr4FUWN4QVuQaYzq9Ag22NxBDT2eQgqwgYqGQFQSvU+b93LCS9MVpgFXBNkF4xZVTjdZDbs4xhie8EG3UkbDfpwhod7QBvAaYLMCDv7P7XKSV7Yqoy76euuUB0TWcaPD+8cUjLZZnn/X2GNEaj44GS0YKPzg/rf8a/T577vYWESTl4t7G+orp1aMi7CewC2Zfgr4mrQzFnS6+puTqHsvbFz9fIrrkuw/BlZDiqazEUFy5KOIyOVpoVqCZp1K1SKejxeFIcVyUK7Rnf//y6OvkmlGpISuUqAVRNkyMdi2IKSInV05WV3T2qKtmZOSNyeqqmVWgVaxeXd6xB0QatoZT1cXhXlffl+iyOr26AhgqG6KxFy1L1JwwdGlogWV9ZFkWylIppSLLCVkX70sNnCzOZ2R1R7m6gYpQ8Ch+W79g1qhWPQLx7E5NpT4jbaPp2dd3LVANTzu7RLTiBnrBSih5ry1g4A6qikdmt83CaHLBbOHtyxPbm8HbK+tSoFZOZ+Xli7CeBG2KNLheG7U2Xp7feHu98vzyzOvrK5dn5fKs1K1xrRtt27CLpz8y29yHzDxdj/HkNDMNct99GNa8/gft6mtNF0zOEeFlaCuxZ/RopJGh4ITaJ6xsWHlzbts8DVBrXo/FaxxY1J3xqBSn6xEJQIvPZ1/j9ojIipZnVF5oXKhW0LKiy0qRM9IeoJ0R+YBocTorDyD/BGrI+ga6IPyESGFZQMQjb2ALOVAp7c9OC05/8b5uG1IbTR5wU4WnGG5VsVrxRE4fXN9RHNaFN183fASryFJ8XyBn5yN2dnmN/8vpRz2BnfDo6AvSLmAvNKk0bRT9mSJ/wdortF9BGioN5BHTTw7Lsnm0fvsjaG1E48srSKG1oNl6ASotUinT3hDSkc8NGgp4jY9HzAq0BWu/YvYvCB9R+4tL3OY8tFFdBlWnadprHn39+HEjxAGHb5TZd+77oW3LvZvl/cuzPHP3phRyDm3I8dx033w9DQ0lhLmMgChxLaPSsmC198dmZ6bIrBXbMKGH0HW1VcgsO0FWury1D9fPr9O5w2O38jZ39gv/Dx67vrzTzx/rjkyTlcLmtJnZjfprO487m6bdcwdr6vH7d3d6vv/43ts+hD9D/EppXaY5P1rZD+86RAEMPMpNlsy9mu59b2Xa7v13FxTH9TNMGXtjQ3zPDeIBIbtF90YLNeC/3zOkQntsGobhZj/um05+73GM076Zv5vd6bh288hh8d7b+Ox2P3fw7uZafp///FyfaZk35pPnZRoZphQnQzGjvY1dtISUyJ++UMpKKYVlSSOEBvYqjYa2GJcMr6f9phJ6TYAj/t2AM2H13pE7129RlanhHd04rs6c23u0Ik/L9N44uZuqe6q2rx9zrk4H1xVki3Bow71JSmxS30hvCDd+KEaJDe7wmHNS4Fymp6FDQmHZXOAAsh6F4IJ5M1xZUS3CZ4nNjQvVIoKa0XDvOGuCNsEoaQMetCPqM1ixGNfw/JDwzrPmqYuQRrNC44RwQuWEFx3zlEcSY/XQ+hOqj6EUqQgbUh1m9JzF7klizVN7qQX4opJnk6V7D/SaDCI0i3yawe+bmOsdxBApQeciXVmuWy1kkcSsoYLgXilmKAVF0VaRVkOZH5u9Em2boSaoFQqFIoVFlFWF0yKcVzifhfPDyvm88vh0pm3C9mqhQPoPHB1/5c65uz+5z0sPX+8uI29Jpu/95pmE91cc3uyAd/qWNKbTtTiX0RAl6zwUV8iViIwoZW+EWBaWZWVZVtblRFlWlvUUkRRLKO4aW92wUCrXzed6u3hR8nJ1UVqK5yRu6gb9bjRJHtdZ+zTuuwLenSOv3fCnrxw778zvuH1H/25n6bvfu7v7nfvNpjuMnkrnMN+7p98bQ8BltHjg2XM7k+zgvyfl6e79u1najWRIHIl/g5emccFTMAXOBR5mOrBRHH3Pm7oRotVIP2DhrOQdVklvxIlXzWwwRbcdX5zPzceEGJ23zQCd73uPH37XyW8eN68/duG95wyPdJOZpkSLkr8PctOu3YPh5e5Ljjx/6vSh9ZvzcoDIHTK5R7JJXjriLAz8Gk7WqHoBzp5yrgzjhCZNxPl6a4Y2o3Zjgxu4nL1ONOhAli3ebdOavaFZ80CFQXsOcNuRo8N0fVXWu3n4eP1bdCkXyDsv+i76KGNcYwMytZ8TJ/T8bLkWJ4cxv32KpuiNzEqbjGZoA7e79z54Sht/dm6WTOnH+J3ty4zL4rLH6L/hkRXhLCe44UsEUcu04bGlEjxq1+s2mDZXjM++OCXeHWtU1I3ybph35xfpqVe9kHIak90AHYbl7qIeRpigfdYd0MKFs+cnT9BlRxpdNsw+SBgHaqZHTie2hE84r4TXtPPwiB4mDHMpa2aR3Z6H3fDI8Ghvjn6IqN2BhD9KK3NwdRIFEkembAJCj8R1eTMdqyJaoTt/Be8y4VhPYuTAH3zZnQ3T+x9SUdzxM8eWc+ZEKxqUaJOYs+Fg2cQiTDjGF/Sju9f1/aR1uicFyqqU9UQpmzsIr8XTglVDzFO+egBQOLG2dEwQVHw8Wc+kJWlIdIsIE03YxdC6s5+BdQNQIP4c2JE4Em25Unjz4PHNf2+4oeztZaNWQVZhWUGqIE2oW6XWxuXtwvW6cblUrtfm9saNSBPaaFEjYtTES+zydTGcif6RvYLhnvWC12kJtXGuz75Pt/hMXIx6BRJrbmrN+xFRXJnekux3RndlUfKK762SaBkjaippeujQDISC2GnqWwH1tEYehe8R9oKGAc28iLm4DsNhtXpGgiKg1aMcbMMjwErvv5qnoPb6N5ENInVh5nIJWsIAF3sEVVfq6+I4SqSzZsWjISL6oF3AKiYR+SH4eQzs2tlMl9kFsg5oT2Fqe/hI/55teiOS6bNnetTlkbCmJ8/rDpcTDTPvx3h6mt9vHN9vhLD9l5a0+g5u71+779bkTNeP9/ZUnR3fE2LEIrf0eCzp3Y1wx3jnHLWQMFY8sgFxfYsAq4aRobgAt8TvNcLBVnUvk0U9OkLFvG6LgUVx1ixAszVoZtQmVIO35teukQkj5ZqWE6kDTjZ3foLXmP5J6WyQHvpHuXlOLrKDjY0252PHzPJ6218fj0hnjTdtTIccPr//yE5yZ3Kd8WV9BgdBjT5bCAJ6Z4C5uELg6EKlIF3ISyIZm9Tu8e4d2RWFOoxSujATkOq1Aw6Atwjp6/2bFni23x/LEOnh6T6DwudMpkmPsMQuhHq7NjEEGU8yIh/27cphjMMjSpnHM0JCU/ALOCchm4/wxhvjamNcia0d1DOcbXRNhspkCJCMd/XQwB9lvAn/yXvUMoQ0mGDvvPaxz+l7Ol1EJrhIh0dXYFLBwsvMBkyHJ+M0r2PkDPzI/mYxJegCNV4vQnQBVURPoZSLXOlliQ1GCSXJzJiFEgVbl9UVc+t6Zl1PnNaF02lBi7CspXtt1q0ivFGlUptBrcimMVbt3R04NxN+h6n1ESXBaX3WndKFUt0GLPtmzTbmNwyJMBQU4aGSotI4NJ7yN+3lNGdyY+7z0aOFP6O0frT4l4A9Oo4sfwf5O22rZO5I9BeaPGKcEHtF7AXsAW3Oultt7vnRHrFi1PWBUl8pL/+GcME3Xkr9+Oi05nMNgeMLQkNODhPF0CqwPWDXhba8YssbKk+UK4iuyOkBkS+ovnhq47LAplhdO78wxKM2zLASBf3KZx/fm3tT6BVfo5dfkGbU8xN2WtDrylKFsnyklCd0+YTyCT2dKedfoK6wPQInjEdgpVmlcaLJ73heURf8PHXzldb+AGu06y+IregpcjFf/sAuG00am640O9Oa0FRoRcGekOtHoKJrhJu+XaGtyPUn0ObeW2q08gkxRa8nl0uWP3yj9PiT48XbH/B6ZaNQrVDElURtfUDWFWsNLr9iyyeMj6gqp+WVtS0sv/+d08NHHk+PPJwWzo8fOJ8+cHo4U+vC8svP1PZjHHUnL3Q+NH3v394V6m7okWVqh+nfvdgyJ+YIviy55vIWmwS4oxe19cY0+GCG5GtxxW6miFvWFYlP/z1olaqgy4qWwro+UJaV0/nEsq6c1jOn0wOn5cz59Iio175Jtn/dNp7fvnC9XFhOv7Fd3lAxrpcLmLFtV5ptbMWNh1JdvrDWaLhnm5P58BrsPEFxupYRYDH+HRzmOdjPTvKOwaenyZrkpcEuJiqb8kKX8zKqdIK5MW1q+OHjdt8749ng4P3eSQTBNHCrd+JmXKNFGWgyO0K48Da4jeX1lDX8pvFf9CHTbkSH0mDQ4dxTGErno7vaJOop3UpZUMnInELpkYeR6rCPwfcF1iqtXofhqzU23WjWItrGPZU9YsJCJzpvJryX1vcDCaGMDh6yxViX8zqc5yqU9JIG7P3MzctzfLH9dxn96nJd3iE3DYx5lTun7xx9bcjxZD5v07UhLM9b5oEz45mx7nK+bf+eY5v35EybqGLC/l4/U25LtIx9Z89sEspgjWiIEpEQy9nlteXkn+tJ0UVYVqUsnrdZNIwM5sqvuhn1alxKpW4+1qY+V626mGSSe6fkD9ZTOM1im+R9HW6+ou7qunbzfud6gihFP5j4DNNE58vj5lsCuXvfAPkRSaZmj+9698jC0K4sskwdEgU5e/pIPYOu7szRatc9i22IVQz3KmYRz8VNBQuvYypwwvN/Q99811ipNRTJJQo32wXj1T3FlzKA2wqyaSjSTp5fX98gUmc4SJ5AVjh5HQOVN8fD8wd/dWmINHStiDZPHymK6CsetfEJ0TPp2NK4hid2xbaK1TN2LUhrXoME3JvdDDbPOy528voJLWi8nJzqFN9j99RP5lEaWdBa9CPIA+CREqInkI8+PrsAr2BfQFcoZ8CwGjX0bHEv6ajtIekUIs/+efngtHP5BWQB/RXkFdk8qoUSysJ2grYgFHfKCdzv9axsge3sOFGeQC6whr5BX++h41cOc8Uk+PtEkLZM8sPmWwYp7pXeLo6D7QS2ILa6wae84Qpkj2xIY4UtuX5OYIbUV3Jfa53HCbRXJ6n6gkdfP9E4k0YxKWdkPXuU0FaD90bxccIwXyPVzmkFgyVQXBIvIx2m63wVlSti1SO+VmV5BF2N9aSUdWGRlSXT0RXBtkbTjaZCLRL701fvQ6bOtCtizQ0gBrp5Gp2GR6+qLhG9/+pR1+1ES8//tiBSKVJpi2FLcdJQsy4ZIM3ruIjQWMK5qzqaP1/cOeYsXEuj2kYp8PbFdY4ae/itXmnW2K5ORq5X47oJ22XjWquTlirUBlfzSIO6rXhtlahHKtU/t6wd872H+Noh9AQotEeMjGSINVsvkB71UkmnuoxklbZMUkHUZRHIfIFSPeLGnXQa8AW4oD2qRjE7kWnbzBaMM8IHijw6XxQQrlj7G8gVYQE7Y/bBPcbXV7QYpXhE/KLPqJxYy599D/FgiFbMHjAKsuHRAfIr8IqtP0F5pIZBp7XqToI8YPIpMv1+wZpgm9OWtrlep54cHnVz5xLaG6aKFOev0t4we4FiNNHIsFeQ4nvdxZ7B3rD2mWavvlMQQ3hC+ARcEH71+UrFPEsYd70wtfDoxg8VX2ibp2Iy++Cwqh5lK+FwN7LwvHrokKj3WR4Q+T8QWVBbvV8Wsmg94Q04zvscffv4ocLUuwbv7HeYfsru1y3q3xMHZpkuZcdjm07g9631tuROmwcZpjvm5mZHpvMyHDkzkjH/irhXyVICp9ULTudvL9waAlxzllzNIwJVjGrim2eLjGaxftN5ND8tzs0y1hHOO7k14XXYONwjNoF+uzZm2M7ners3rXz/sceF2/f8Y62NX2OfOSGKvINzO4Tbb3xhht+8HZs3VIcWbzYi9zYgcxtHaEx92A9mui83xHFt9864HuMdcriN69Omx/ogx6b3qEgNDJ36YXdRaX9q6puNsfXNyVcE+9tL06I8bh5vJhOYRjLtgKZ+yZ1nvvOQ49wfLverdwjgYUPkp2KzlH3qhiE5tDMT1ncp5O4+iXZHmoi8nAQuciOGF3iGMXfv4Y5rqVApkaYpc6ovFF08Z/qyUMJzWItQVhdiW3VBR1XD0cY9F0YERirX3sGHu6C2r12cQBEEMBaxZb7SG5qY34404tine++V+7dMaWtucPE7Dy+8DsKzM3DCm4UnhBMmDzQe3YmD3DwkVdFQHLr3g6l6cfB2Abu6dC+KLSup0HOja3iX6BWRFp4eglh4c2gdnm1Rg4HYaKU2tUmGJutEXyBzTlqMhRSCW/MighuOq+3BDaK6YqWgm6KmqJ7Q5eyGDwqiZ2SN6I/qaQC8MF/FOGOcgQdc+Ix1W1Ipdw3lmfj4CfmhXpF2wUqhZSRDXHcBbImwdYlc2ZsrjpuAuZDfzY6pOYrNIO0aDjieL9gtNuKKaARdBCuK18E4g20e7pybNRFUmkdNXK/ItqE0F7R1GQXkS4H15HP3Qwg3fe48W/PcfPM9Lp5nJhp7kNluabsw5dy406E9RxlvT+8dGe0mWevyWyjoDnUgNIwSWgpa1I2qxQtSewTEGlEPK+tpZT2dOJ3OnNYHzqdHtCyU5YSnhhCW7eo1vUrhen1DBS6vnjJiWRcM82fMqCUMEMVLUItqKDqCFna+NtP6Qb9vnNK/SlKO/HcGZDohvO/vfasHli5HuNc97smF3b7jHz4mfm37szOlvn1mfy4hNuPe7qrMzySnDaWsyLtgnXG7p8aZ+9RlLJlwMjbqXWGjaI8iHIXPl1LCKBH1SvwlNEsjxOYRWM0dUqp49BmW+Z99Y94imm03ih1e7cG7kzRSbJvX7V3Em4Ey8KI3MJOHG7qRf3eEyLswv/fmH+ClOzn6fbp1I9K/i9J3Lh6HIoeL79K4rzQtQ3aLnwf6mTIUIx2TSHgEu9JNF0/BVE5CWdSVc4tSVF2hZSBmVDVPS0ijNHdI0hIpvMIXSgRm0f3dQC2ZL74/xzdocVemnxudLnYLwgHRvg+l+iMGd2xEX5Hv3m0rn9F4PPJkS6SbnSKMhzPU/Jfy1/TaDHioeVPKLmkEDUOH2diW9EUsZGFXtIy2cgLTE7h7AEXdK664IeWMsDCiDVxpha4xjIunwynmkTbRJS3u4azLGsqyiPwzdbehDZo0uvyDj9u5kMs2JjWmsYz9gTFgp0lr0oHNDTTueU4oiKfrUtyvsDW8EGtGdLQxb027zOzzNtN6oVdpZ3H4tLMbiySuEYafjMroyAXp7GS7iVVPvZJRMXhNAjemXL8L5fphAQMDz5Uf85tyJw3JSIT0sE54oiEHgGlEu2R/ktfneg9lrxvGWrwrOxB/5h7qIhtRCjnev+GRIzElzboxnAMfdUdKd06TXrujdVi64SaXlKHSnIcuQlmD1p083WYRjx7OiB1DPBI7lXeBd30/LAa6ufHL88kwp2p0x7MwUMkbaKMFroy9niviRZ0fiwlsGbGRyy80e5aQM98vbxVToRaP2L5eGlUNqUKRiGwT2NrmaaKqurEhStbVarRM0xhZGlvIqdbE+9Jr14WTpNUfC4SQgCNhUMsoGhvr0WwjHYD7MlIL/KtBumM/SK7FLeYhIpm6978wdFIN2Hxvm3VGEn4IXi9wRTgznDzDuGojur73X+sw6AuoNFQbXqTaUzpJKXjx5YLwBq3itQ7eYsktCHh66ep0pLFgrBgloKxeY6QB4kY/K5EmK+R+042MZiL4ssPbazpYy+wU6ZDqxsJmG82uGIUmLkOKnPEolUgnZxEpETjc1zgRGRLrdcB5wfezFzdCdOHD16en+awxb4A9IfJhogcXH5sR75b8H1i+i0X/QDqmgye9TbS3nzsIuccW3unRjah3kDF2YkkSqESvqRMzX78xNjDWR/KtvE+RzoNL8ItF3eiQkQ+nIhSFh+IGh4cFlv7phtsShSs9h7Abga/VeNuErfnnNWh7FopvzQl1i/XZEDb1yAmyf52AsYuccOItMWa3Vvc5msbdcXI3V7cy3N3pycZmj547c3W8MGECPRx4mp8fPoSw/k1hXekyYzYIPzOeJRaF1XY3wgwbZBDVnps+PajH/SMfbvbfpjaTg+fiTmq3kxgPR0hz6UHaQ3tzfJMBQiC98rK4YQo8eZ/NDDzf2H+HaSF2nCZzn6d3RlGygWBR1Kbjkfdh58wVXoqJf8MrPT0vExNmQRL2uTDt5nsKKAPO813Z95zfPbJnVMWoy7GjUt9xaOy1xyLpeCXWvVkhQj4lw58DbnFfPtfHK+De+gmn6XwfR/SdVP7sWxmLKNt3pVvinONMFuwKfJHiHpnqArBHQBRUPO95Fmztwl4YHtzgUDidzqzhMXw6nzmdVs4nz+9fitBqZZMrQmG7OpNVvXoxYMnxXaYxTh/TWnXPu0wfNK/FiEjq3qwJu8SNxowng7ill9oEa5vx6RbvEm/HldlsG+8SFwwsBVsmQeIHD1dbLb4pegOoNN6ALTwnGtou7im0FGz5BdUXRP/mpG8zN/icJGoaNEQv1JOvL1MBWVmqC1ecPc+wrE8eQtz+Bu2NFpsyFt8gK2eEJ9T+hPAnGq80nhGtSFFPAbRVDKOecEb2vIEKcj77uLZII1X+ionRVhcsPY+tYMv/islPFITlCrJcvfbC2tDllbK8UZZfkfMnyulnN7AIYFe0vWK2oWvFxZh/hvZGvfyGUX2jZcZyfcCsIeUSYzu5JxuRd3QLLNATXqwM31RYo/J3CitSV4xGlS9ez+IM8IC2v/h6vvzNMUVdCNPXSBlgz3gRvBVspUjUKFg2dGlIXeBFsdMj9qC05ZFqylYL12vhel14u668PcPLv76i28IffxYutQK/Y8B2ubojG//H9yPd7FHSBa3BE3yzMDzC99Fksxwwr+d9g92bf6ZdB092mene1KX+/vAI6f9NwrHTSKdzGkWnNTYUS/FIh9MaEQ+nE1KUdV3i9xp07ZFlOfHwcOZ0PnF+eOL08MD59MTjw0cvDL48+mbDlOt24eHlM5e3F4oWLpcXGhvXtzdq3SiXN9q2sWnBaqPqFax52H8LSJj7i0LFWiNT0w26NjGc5KOz0D1B/wj7PQUaAvrx8RGaPyNA8p1JJujRf0x9vH3T1w6jSzKHs2MklgI5vTJa569DqRwKhOmO/SHZzfh1K20OzJUuT86Rh7NMY7h3XSLqfF1Cuagxd5mmzTeFSonaD8uyoqIspxOlFNb17LVHStQgKW6IEJzvmgnNhFqvbNdXatu4XF6prXG5XGitchUi9cLqipuoGZF7hJ64RcbMelHhIZv5r4BBKrAkeVis9V1U4oRvO4uVpAgb70y+e7um9+2wvxC/byIQv+c4WjsTp2/EvcO739m3zLeOS/f7cleivGsInL5m2zfnM2WhzCg65LLFv2fapbL493VVdBXOT4VlFR6eFpaTcj4vLKuyaPF9aXi+bZfG5a1yuVTX8xZPgyjSaBG51TSwSK2LVy5Lhgqoo8Ads+ZY0PtTO7p2gM3MRmy+b9/OiJyeiNpxmd/BIdmdHzK97eb5wKveO5IeJZ6Hok9kRYpikXyZzI9P5ETXE7Q19HgNLFJ0cEXqc/TA16jncC90xZIK4NEEhoE++7s10gttHkFh5QPYOX2MoFR3BMn8+HbF7OLKVT0jckLkI6BQF1fgLqcwNpxBDV3NyxecH523nh59D/EAWgTVP6PyE5QLohv1KrRNqde/U6+/US9Q34R2fcYuvzl+hcJ50OrNx1KCsusJl90r0hrY1ccrZ3d6KaFwFwG54krvBeyK2BWobvjQT9j5z4FfPn7hOV7qytOR1s73ZdYiAsSecQ/jZ5+rrWEsCCekrCAeiet1wP4O9gD2s0fZltjjZV4fuQBvUH/1V2UKqJaR2995JI0U65lwUINiDieqy+Xt6ucWRYohS4NasU18nO2CO91Eihq54JlqQn+kBVND1kiHU09hvGmYVJQTXivriWHM2FA8nZa1jVavqAmecsujaTrPzX6bIfXqvFVPft4VYsjDxaM6lti7Lo++J304UdaF81lZzsry8EQ5PVD0TClnX4/WaFVgEXfk2S5U2zzjBBWTq+9HIkOGLV7Li21x+VfcWcuuL1i74rqLk/PUsqERbJRprtw7/IxxxeSNdIhrAs0iu0BErlcNo0UDoXF9e0EUajNU4cqKIF7fYvJIr3WjVsM2C2PEQtsWWmtukLgaXMKbfXN9VytpJMtaLPUHk0IYJrFvb09gBeQV9AVPC7whZcVk9UwL8ujrWGqXH71oe0Z6vTj9XJ5iUEmIX8goCscndxxrEcHjOe9B9Bm0Yc3rnnj0Q8VYEfOolUZFy4otDdSwAqrmpJKC6iNFI8uDnND15IYI/YBSo+ZvQ89nRM6oVlSeMH4CeaK1K61VtuuZbVtorVDtzQuNX87uILLEmNspovoEa27MbXIFc/1S2xasKdj/ClZZeMHsStPffL9tJ8yKw1cE0WeKvUZ/zhPsqme7MLDNcAPzM0KB5SOw4rVrDFlekcRTDGtP3ow+g240+QV4RNpnsFe89k8YKewSsu6KtRfq9gfCK8ozsCLLX0HCoY935KM7xw+nY7rrCGWwL473znEUNLtQkcLyEHDy0vuOOfutje2u7P925516hOBPT89E/s77wsOpTMaIorAWj344L8Ja4HERTgrLAktJAUXYNrhuxkXddnpt7ulEg2sTUPMaO+oWTDAyPayQ2yI6wEQiai42K7cytkxAg0wDkxuRebNwA8r5xE3D88Zif8M7qLDvFpA5+I7y4j9+9FExuU/QtbY7SRnSGDCU70Pw/HaPJqBOr90ZGBLA2Z/52sEzSuLfr3tOzxvi6ZykRVompwL/rbGRTHnrrt9jgql3KREuL2iHT274B94MWI11Oe0eEkrdmyBhs4dxjmx4D+f1uR2j568ckmqsh8x7Kd0Al88OWpGwD++EH0S4vZJmf+X9xvbUaKBKPjPBZD43e8DZHq5jjg7v3Y0TIC3nkAqTrjhJr8zpe3oapfJE0hsl/0KpV8rS/5ZlYVkX1nVhXVfW9RT0Uah4EVYvgrgg2sjNtNyMPac8jA67kQwF08CKOc3VgMMuZQiG551Mv+mkN8OgN14vYO3Ax+5QrZyH/ppcCGOtuHdJCuE/JN0d3ubKVJpHKyDXYTBshrSK2hUP/TyDPCMSocUURDa0XMJI60WTWxE8xHVFWF0IFqWls0KEC7vlIjxocA8hKb5J9ryaD8AjxoXWvdDc28bCWCvFFapsV/fGW4O/1qyUdPJNx+kZk+ohqSitfMDkZ4ptaK0etbE0ZDGkVKQ0tFS0PCLFPXDEBGue9su0+X2miD25d3D9HJsl/P7meTdlDcGcBxdsLYpHWxRzzPVAKrsvNN481Ws7hXDiEQ5tvSB2ol0fELu4txdROwLxzZ6AROoUs7MLZnL2eVZB1L18ZBM4Ldiy0LR4UgPzPKO1CbUp2xUuz5X1oXG5OK6fFvf0q9tzn4cfOmaScmSnu7WRa6HdEf72qVz2ksHtmrL+77Ej+6eT/XRv3Pm1O8a4N1D0yC2Z0jOVMj4jDdOyrpQl6djK6XzmfD5xfjhzfnjgfH7k4fGRtZw5L0+4EaJw3S4YRlHlNTaPp/MDYCyRVsvTNxmlKFBoRd3BRL0WiKjnGEYk65gm45zECDuC5AaWtxLvBL18XOg0cUzwAYZ3WdosAxzm58d2sf2Vo4W9vNC/daHi6+3/2NvnVEvW+37Dde7JCAc867cf+SxOZ8H5qEoUptbSoyBKKcFDvfj5aTmHIaKwFE+hqGqeDq4JtS6o0FMxSK202qgi1Obes6rqZKvLUb1b3cZod/HkRhgNPjz4824qdgB/D+/scPX2noOUuL+eOPUfY6P7Nn/EKWAe60xv7m52vyFMvrMsu3Hh0FQnwf3LtCA7/ZNujNgVp9ZQBBdhWT0l0/pQOJ2U88PCuiprKRRVN7ZvxlVdsWhmXK7qNSJK5rWWPv6UBfvuR0Z/92L3SDg6pk+GA8178/DNuX4HzvfolXz7lt3Fd699G2eS03V06ftzp/ee4zsH7wpVd/awAdR0XDdwQ8WF7l0vQi/43HN2pxdwruqpvkFaiZrLZe5V7OdNDbQ53zHDbAN7w7Gx4Ep0j/RzpSHe3zCsIuZRl4ug64qWlXJ+8Gi/p4oswqKPqHxwL0y9om8r9bJ42if9AgitKWJvyObyslgb/n4Qxi0b0QLqntHShlDiTlmePkkiFYylo5+GPF4dnp32yQnKR5fvakQd9BTFhkfSJl/Y8NRaayB4FlWNgsOZnkIjXzsrXputgTyDnSHz0B89Y6U63NsfAWc3dFDTOfL7D5u+iBF+VvHDAKshzobBsghSAu6ZypZQEreCSUP02ndMPUpTcEOEGVT3Vje5kIbHXt/NCDwNw1LuiaxiVuhR3t0Ikf1NjPa9gKN4v8HxdjGv66UgxZ3ndHHZrSyFZVGWdaGsHrFaytlrwFWPClJR2LYwIHkfXMa6xPvT6OLwtL43Dme1+LPUiwhumM2pNfEoZFkwHsLG744nVt07vEXUjd8XE9ik08ZaI8Jaw8M+vP5Lqah6TRJDqDXqPmy+v8jIiNbcCdBBLpDR5uq47pEXGWViP8QX/c4wDGS/lw2PZMi0bo5rbiAsnb5Z+/+z9mddjuNIuy74GMBB8iEih6ra+5zeq89FX3T//z/Ua/U5vaf6KjMy3F0SSQDWF2YAQblHZEbtZiyFXBIJgoDBYONrbifSys8qwxNfP9Cw/+oa040a1Gq0YHB3NlUKkhBJwGxrVV3vB8xBOKKMqERPUNPmOLc1H5HqFMKCRggRYkAY7XtJhnwTDUpziCejI4fXK1ltzwwme2UVRDN5UyiRUgLFazNKCVCEsDnkephNzg8rqga9RIhQnqkBPyJiei0b5AHLsHDoNQQJxVfqYHOuyXmQBw25LtpqRkTjVVpsXxDNPn+pzYESISQgoUSE2flVYt8jclub4sGOWhaotXDCiISzX1+Duv8arf0bNSHef//dTb9eqnfnaPcuH593SAPd5bJ2SPf9fSeke9UvqjhcJ1vYnRAGt4RF1Yk5HJrTIZjTYQjwNAlThKeTFYt8PgnnUZhnGEdpdqplVZabctuUl6twS0q8wZoBMaeEqpozsHisr8sorR4oNcmN3ThQvdU+Nnu09PHZQz92/udBx/uWPtEd2l30zVO7D/d00MPDCLuDJ/B9evn4qMa+ukMeDSC1GM+RKOr5St0gG4H1ClYryFYXT3e9cdK7HmtbkPsvNY2wRl/vjLSmkYL4hsYufNQiUTXiOvQT5IZU2RUECR2MjrgwIKE9W11DWixVTtU2oX3+dsa900A11mbfpOXu/vVx9udqirtUFaQ26ZuClEafLoX4vZxB153/UORmH3vbPNyYTdydFrLDD/X92Ye0I/p90d/N3/ePRrVVsGvGi75tmkB2GJtqPG7RxlWB2LsEsg99B4l10Hllf5ZGjXUIleZMMMFRj3Rf+VvNcHAltgpYoUIxhdB+M+OJZUgY1FIwmJJx5DSfmaaZ03liPs9eE8JxWxFCSlgdnI0YNldoKxkpB/i8b3mxtc43VOiPlgXSXSNadqOr7HxJdRceD6m9H817o7m6Bve1fORioRv0vmibpygCdfO/u8EHz/jxYZkEKyJisJpZSRlyFqJk4lA8yw4SV5SNIm8gFyQ+gjyjUUnjBmUl5Bfrb3LMVXGhIBZ7nLNCUIYkSIZtOVPygMZoMFausIoarq7GR0o4gVwI+c2M8MUUtUDAIqtu9sRDxHCDrybUxV8BoYSvlvo8ikXMrAkphbj9D+CNII8GvVQL5YUJGWbC8IkwPBN1JC4TaQjkhwjrG/J6Q4oJw0IgloFSArkkVBPZoaDC5FjALAiZKJGgE5qzR6T9jsibOUfCyYS1JYK8AC+oPJAlIeVCSBmNEwSLChL9A7SY8K2gOZmyXCMRXQGJspogywNZT5CEooGggwmTqZDTQowKIZNk5KYjU4lc8gvD7Sd++/2ZGwPyzy9Mp8j1eTbs3zzbHvKf/zLJ7ezqnmTVV4H2X9c1Vgs41haaaN+YUl2u7SYd/72H0Dx4F+pWyXHlBGRnwez8oabTVz4tUgtQe/HfYTTn6bBHoIcYGeeZOEROpxPDOHI+PzBNM+eHE6fTzOn8wPl8Zp4fOZ+fGYeZeXxA1ZSNdV0ZBrjdBnLauN1GluXCEAe228IQB9K6EUMgpw2RQM4KJIKnvtbUebPCWCSeKW5a/aj0A6l1sj501svhmzoeKseZ6889ZhV6KEQvC9Vfu+mxr8qxnR849iv0/gsa4X0vTbpKjY32DnkJ75vE5Y/uvEbXd/JAa8Xlmd6B7z+0MWuRHy5/Vbks+F5XIQxDGMz54PQ3jWcG30fHaeI0PRjk1zwyTZYtEWWglExOmW1buS1vbNvC5RbZkmWO5bxRcLz1UrGX3ehUs0arHNoNoPbPXmUyhWqUEDr5UDoafEcT2v4E8QyL43l1/+6E8X4i9zbumj4IN/3xZ0a69xPf96T7fl8lOwl0jOfQxj0nurvRYfw4yF3HNdNf+g0d4j7qTnbZqeqpdPRlTgcryBoGYTwFhilwfhqY5sDz54nTaeDpYWSeI2OIjCGQtkLaCtdL4uJZFMmNvOtqRqxQ7TqNzmsf7/eEfdgODghxmjic/8Ga1/smd9pqw9HW/UfzfzeWh1M+CO5qKQ/6wfkf3+Fbh46uxxWTr0zmFAzmaHP7v6Bxdd4REB5NBlPBIDoChIzoFTP8uMAg3qZWo6dF1Es1gNdCzLhRiFc7ZzxZFKT6Hp08/LAq2qoOtWEwSwSx7AwAKuSkuIPL9lIkEUSIw0QYImN8JAwDp8eRYRqYP//KMM/Mj78yTE+IPIFktkthuxVul0dulyvbNRHeEuk6I+lnSknmSI2rOymw59IZE2IKDCtKRtIZg8icEQoto13OqGd3V6NdLXSMWKavY376mAd0qNkVA6IJypvvwcney4plN3uGbHSZLhiFaIV50U9IfkR1RcvVjKIygfqreCQ4dT6r0X9Awy/Gayd1/8b8g8QnqM7+TAUVJWz2TDpMTh6r0SEOk6pYkWayBfRUiCpVpNjaLS53Wy0OMFjTYrXe1B1WThdqKRPmvKgwTGKQNEJG1SFm8kqIVkvQYLIiaELKCiKUOJoRfyrOCp3WFZBA4IQoRDkZdOH4aHLdeCZMI8MUGafANA+M82DFqccTqpaJkZISUiEvimTTfZIEi053gywlIVoIkk1fd4ixuDk83TCiDJQtWYaJANEDtlTMGRbNOCtlpdl4CJTm0BCUQtKEqBA1enZDdj652DiqO5qxvVxLQoKS80RRn2MJ6HpF00op6tDvgwVJ5Q002fPXItIeDFW3VdH4Q/RmW4A5EDQWNKa2Z4p+9rX0AvqC6ArMFtQWPKhORyQIJXqmFhNmCL/4/hkQCkGugFJ0RtVrJXj6nxm0rR6IZKPZ6ts1mKQViiDlDPGEDM7fFESuCBdCGM0ZGTMyWK034mR1l+Krm+zcMaUG9zsMz8RhYj4PDOPKFGeGMFLyGS3Cmr6y5q+sGdYE2xJZ3p7JWdmSomUlbBeKjGT9bDye0Rwht0fLnCiLBe85/yo5m61OZnA7dKj4/ijwMyp/N8dBtsLS4pkVFKs5IiGg8kCRX4xlkF3Gs72m6CtoJjjslGJrgGy1NYj/E8L/CWUGn3vxTC5Vfy+u98YCGijlbONWMN4XrrYOgjtl/+T4ATgmP44az0dy/S43fkDwvfBxL2LcNf1O1rj//lsy3/05Hx0u77X3WvuhBSv4qzojhmivKcI8wHmC0yQ8PwiPs3A6mSOi8vjbDa4RxsVoKAgsCUSU1QtMRY+IyN7JJHf96mXoXq7vBqqJ+DUio1O6DnrER9d/cBzH0PCElcrMKnTQ8cT7JuXu/TDmuBn6z2nzfceUXVg9NNxrTnVQOupodHQ3AC0CTrtr3qsLtRHt2txFbzle7xqe2aDr7zX0pe+5K8mti12/KqP386tn0WjDFd0uqr3CA9gwqAetemqmCwr3VNFMFLLfSRuz2+/XHBRt/Po/pfutewp1h08XzrorF+LPdBzh46wKzZvXn9/C/I5zURuoDo87neTHBL3DUfvRrbPuf38g2sP1DFDhoGRS6epoPmkYh/dMtEUO3D+IHL+754/SjVU1lLjXvmW6UGlHuvOhQTQ5pnofwTmOE+M4M08T4zgwjYNRkeeLhlgIuTSnR09X+/qoRou+07qvXd1PPdrcZJek2kDWDAkajezrrHMy+PzsmUcVQkmP7R9G0e+3W2va+XXO2rz1PODfOQTDjAy4Y44W4WJFtECGTBgCZPUsAIs+sPTgCY2ZEi0yJeQ30EgpZxNKnBZaxNegSISQ3ZmXRouukcEdfVZgMbAhrJa2GVZEVkQ3dzYNPprOJ9Qi+axWgRLF8IZVZp8eS+MmiGU0eMZGKK+EkiEavq64QVbCgIQZCZ8J4e8ENdoKQ4ApQL5hsGYbyAoaCTWCzZ1UWmxMiZM5NLMVQRwIXrhvdJLLIAtWfDBY8euipsyFN5eVRyibFdQmGIwS4grEzi8t2kwNVkCMLs1ZnLCiZyaIluJ1P9yoYIVok6WHIx5/F9h0YysLty3zdp3QGc6vV9Yc0SETZCLmB+QAbfcXaY6P97h3J7R1UHeQiv/rPPiD7Ii+5SMPeC8lHGS+bjnJoZO+2hpczH6LxvOkRqLXehCBGIx/hZbNNRLHgXGaGceReT4xzSdO5xPn88z5fOZ8PnOa7X3wAtUGkWMFA9M2gyrzdEJLYZpm0MI4TaDFMiK0EOOAarGI9eAGE8dc3V9Q4ZjsYXYeSBVp2oPWL+4Z/mFrPv5wv+N8i021+9T9Wvtty055J5z/tWOfZfngWun6o3e/78/a+t/Jf/ZDRwi9E6OTRz7scP+V7vvfvh+G7np2Waad1oj0SLNC5/yvtSDMGTYMtn9O48Q8n5jnB06nidNpIspAlJGSE2nb2LYbIoUYA6mYM2tLFiUYkzmKQ6jRdk5LB6miTqkeF9hB/NX9nU7O/4hADsLP/fruZKK7zNTDQj18/w0+879y9LduXfSG79uvdHT//X1EV78I7sno/tRvNNGrBh81++4ROtKqXza6EvYsiFoHYjBMdDPIRc7ngfN55Olp5DwPTDEwhMC6FLbVDIRpK6SkDEMiDeJwdtJBcrKrRh89/0fz9W4s4b1OBn8l2+kweN/6TthFx/bT9zrdf9bDW08mf9o1j0S1lFLbz+3CBXNEDP6M1Ug0Y4bx2riD3DtUU4tipepxoa2jCvW58+cKr+IQpw1f3SJ5LRIaF3/rJFbnpN+71o0QryPhMERS+R+D8X/vpzlUB2IciXFknCLDKXJ+eGI8P3L+6ZHxfCa4rL3MK+t1Q+JEEauXlFNG00CJZ8zoJVjRXq9Z4M4BDSfrV/zNeG6ZMOx3k+ul1s2SCp3pWaWO2V9rF2jNmO14ogTx+XKYK735pLuToNSivYUWfCRe68yDCIUELsORr1Bubrh2THt1h1SpjmCTdU2vDsAZDRkZbu6EqAGLf/2wCPAAweufFTHDb7T50lDMOF6iy5s2L6Jlz4rBZX/Xm0qVK8SM86HC3xZ7Hq3jEaRtuRZkWB0RZqxvur2aM0IoB+cWxWpG1BogNHqvYwRSf8P24YDtjyFMhts/zEgcCUP0ul6BcQzEaSBO5jTRIkjMlGAZLCU4yce6r7sTQj3CvyKL+NoOmg1KeIhoEA/QN0eNybzuKBSDn7VlWo29DZza16g7s9h8LL1AtdOaqmH0S6z8N9na8/bSBrlUnSiaHpOTOyHUaK5ms9eMB4rpacX70GeZ/NA+W2Whmh1TZQWAE+gZ9BXRpZ2PVoeUyeOWwZRctzSnnJbN1YHBeZhnKblhvPLIivpBscya1id1Z1Xx+gbFHUFEDFbXa1XohsgFmA3uKwSsNkR1tAoSFqfpzbnkDERCmBmGmXHeGKfAeRiZQkSLwfku5cqYlSFB2CBIIG8DkgtZEpoFySuCOCyWZ5WVCNuD0YrU2hWwW2sVc76AsIEUW5+qwBnkCdU3VN8QPKuBAcvut6BDZETio2VJ6FfMkbBhzqnNdF6eMCdSdr31hO1l/x3CbxB+2aHpyEa/JFr9oZYNFny+o++hGVhtDUjdI79//LgToh6dDNfrSjU4BHZh696Y/k6e+Ug26M5r7dzx6yoT94Eo/Xu7X/f7/tIu+mkX9GpGRBQrPB2D1XyYBnNAPMxwGoXPj8LDSfj7L4FPj8LzT8LD0y4EXF6Uly+Fr69KCMpwg03htsFaDNNvdAd0KrToX9F92gJCzeIKCsWVCrkbr/7PPfnobizu56uO8XeYklTm07WlQA3y7rvRj337zftaTZ+VJKd7WfEvHbZhffh09wTTotD7AaoCh7TNtzJVbYxV2nPfj4R9uz/lcdjUNjTZhQo5GFeVYyTffg89PEt/B6fNLmqdIA1vOMSKhW2bk/gEazGPailCDrYxlboplirUShsie+xdCm8QR00w6Z+4m+VmoIUjnEE1YAQnDF9tXYaDnROObXX1JiqVVuW/buxtzrQ3kvRa5z5/2s/XjxJbi7SvX/Rz1Wfk7H+KZ350o3DsUwerdlw93rb2n+BoCLFx0MM1nUDRwWmZYF6zZVyAN0BhWtRmsLUgUtxo57ib0d4HT3mdphPjOHM6P3I+n3l8nHl4nBmHiWmaKEXZcmFbVs+sLB6NHAgMDWW8HQejkTNKzaC541su9NJDHRn9anVMVRqiHMZZKyyV9ufVEdt5wj6b0r6zV5+jJfukdId6++259DiPf2XT7Q/LMjUD+CaKRkXkEwPBIkZkoZSJLY8UFjQsFBlR+Tshj0ja0AApR4JGYpnQYqn3GjLxZFEWJqAKcjGc0Vw93eeRUAKav0JeKcOMyoBgUVPKiwnJqRDWEZkLYUiWor2ZylI4mz5xsjFIeTTlKL8AhtNJEOLw7A5Ui5qS8AlkJkwPhGG2DXYKjPPfGMbPDNNPxPHnhuEJChukPLDJlSKv5PCGKZEZiZk4PxD0Zvi7ZHT4CSQQtoLkPXqr1Y1gAM4UmV25NRxglWQCrcNRwYTqCbIQlzcIMxJ+BpQgN6MHrUJ2Njn6/AAxoPpPwwTVV6M/fUL0J3K8IHE12UOjOZ82JYeJFD+xxMDXayHrwjD9wfo2EP9jZDpnclkYBuE8GtzWDx0fwM+YstDx9UbeR8akLlDtu8E9c/U9tQldnfO9KntS5cSej783o+6Ow85p2t+vKrgmIRkXEIjBHBAhVkXV+Nk8zQzjwPl0ZhwnHh4emeYTz09nzueZp+dHHp8eOM0PPJweXRF5IGVlTZkwKlueIBZOtxPEwvl2JgQ4nc4ECcynGxKEbV2xTAiPjkt7cXYbxwqrmfxpTcmyyE6PL76bA/Fo8XdJEdpLRdL+Ft/hj1zMvmuyXDPG9vtzP511Bn5Ie/3g6BWD+o0LiNrzUpd76sk9tAXd7B/2//5djgIp3QUH0cbpUe7p0NsSwWpkcfyt7iEC1WLbHGAemRvFjLrDGBmGwYqdTyfOD4+c5hPPT595eHjm6fHE4+OJMU7Mw0TaNtb1xu125evXk0F+ibBsC0kzYYvkvCGSnK4wZ4Rg0ZJaWhBKpR9b6pZ1rd0821H2Me+HsxdGVNs22gd+aH9BJaaamdgrhE1+OVzUjef/Kl01Yto/yv3vxz7WCVW/v/SE0eSz7vMd0f3ZWnjnu+iHomNyUu9fg3REDrdqjoeDA6zyOCEGYXAHxPk0cDoP/PQ88/Q48rfnmefzyBSFIQhv18TbNRNQti2QskM4JWmQTrXuQ7333pUq89DNrx7HuR//Tslsq7epQ3o8/zhSf85lGj863m4foHret+5zvKN25xzI9lu3L2/YXpOxaA4zMGspbvyvWbizGdlyR2eDojIj5QT5YvacgOl2ntWEjpCfsAtfbP9sMEVeCCABGtFi5wlei8Kj7g2yY88CFrxmQhg84COYrFIL9FYolGpEB6vLFbFiwKIM85lhPvHw6Yn5YeLXf/xvnB+f+Ns/Hnl4nJjCQAyBLy9vvF6u/Ou3zG+/J96+XEEjqybKdYUto2WxotXxwQc1IGoBUEpEymcjmKEauSZnyTeEbBG2YfQAk4jyyRndH1BekPCEhs+W/ZFxg3k19oFFAD/bWOnNjXUu+1c5UxOow780uopIuTlRbz52ghkAN+ArVtht9YVa61MswIiUJ/e3jDbmYf1Qx/gO9RGDR7m7w0iDWAZSdQoUPEgoYgbhDXUDa7WfaBA0RBisHRnd8bUZXVHOQDFYIxQZDM/esj/MYCleALcIbshdPUNCjc7CZKawciHowFAmm4cgthbC5utosnuowcuGYLpqJNrWMCTKmBnGQBgywzBbhv7DxPQ4Mj8+cjqfLRNimGzMZSVtiWFZ2ebBpmJNpNeFoooOhSKKDhtN10fMkRNA42Y6gg62Rh0WthRLVVUcJkfcKOvZhFKFs8YLY3OsWcaCog5zojkhoqQaILiZLGHBX6mRY8mbOxO8mHExmCuyQ+CWBS3Jgq5K6vRomhPCeJzrw3/C345HQOUfIAMS3hA2hwAqiFwh3NxBcEZKQLRQPANdqzebDSlv7pCYXOWf7FkG11vUAnhM91o8Qz2gwWC5g1S4rwmDDsKdbRMGz3ZGZTLYt9XqoIRhRHWCYhC4IYHoSgn/gepEikIoM5I+IRIockEoxMEKxmvIqBTiWJjmzMM8cRoHpqgMcSPlz6Tymdt24bq+cXkb+BpmlnXh9fJKTrDlT5Q8UnRAMQgnBXQwjj3kRJBk/LsoWUeTsdLmeoLDWJXgjtWBVizedVfREyIZCRaMV+vkGvwrlGIOXuQZIfmr1jnB5hZBPZNP9AGywWCpZIRH0CeUKwXTbQwwYYV8xYpmT0BG8r9sboaAMKPyzF9xMfzbToidlo9KTid/mFxQpZBervWL77I8P2r8IFd8ZHyvH6tN5V07sgstnSnzvazqn6oDIvSvYHUgxihMo8EwnU/C41n4/Cz89Dnw+W/miKgQaq9zYZSASOF6VYoKb4vFNowJCgbvhEJw4b0VcK6QM7LzjYP82o3nQV94PzTvrtX+yw+GXPvzPzjvIOs3Btd9Bw4j1Qmx4v5NtbEd5IdNda3lmlFgfeye7J0y8/5zTUu/j3SrNLwrF13vVBoUkNSHaX26F3T1ONjQJmiP7LyTzncxfW+2vXsER4uuC2ZYCYEhurF3sCjP+nyaM0WUXGsRISaUqrbIk5pyrdpltlCN/RUvU3wDk32c75QxVLox290qbSRr47orV3rXxL4+Q7tXUyqoCqK0934M37XVpQsZYw2Hn//60c9Rfap+hbmTo6arH5hbHYsaEbGPi9Q+9vztbg3Vq3d6KPuYSDcG70eU3Yjua0Xs3aJLOggJDCKp9bArXm0OroE4jETPgJimmdN84nSeeXg4mRNiPJFyIWwmFMdlJaRhz4QgUqG5+jGrn2wtOl0eBHGjl8Pq1X3dU6+tL8U31MrhoUFTVMHrYLXruGSj+zt66g01h47Ifr7q+58aj/qRQyw6QgM5FnJQRs5EbGOHbIUj80AJJvipPALPFm2UEhoMd9eKgLsximzTPymIWMEqk/NAoZywzW30OgjXBdU3O7dlKyiqlnUgOhPSCR0Uw89Vi/ZAzHgfFJmS1YpIg0Xn5KtNZyxYAXWLYhKC8Rh5AC8OFoYJxgkZBuL4mWH8lTg9E8cnK043jMStwGJG/oVnCokcCkImYum0YZzQkhnKDSVRwhMqA9HxMnHYL4Nfyp6iPKEyUsJAyDdXiNQLTY9Yiq6izISyEdIbhGhRWaImSKoS1KLfs1rRcsJkEQwpYZF3NwyT9BfQZzRs5HCzlVKC6TMJqw+Rz2ypcF2t0OFpu6DLxOllICUY5sQ4ZoYHi1T88aNfYwfmw85b+mwsX7uH/e/+uG9nX3fNud0LgHUZHvbB/ad6aisQXF/3Qlwz1tVXlxHR1bYZvA7ENE6Mk/G1eTbe9nA+8fBw5un5gfN04uF0QmRCwsyWM7oKKplpHig6Mp1Ge5+M3qZxgmK1IYp6jQg1bFkthRyCFVYPBp0o2cDMtEaL9bunSBdEvO+G9Q8B9no6PW8L97PwjXnyjUr2P/ftRHcaeM/g3rX+v37c8f62x/+7bejeBm6g4a7JRtJ1v+jGop3bZ0h4SMMd6bdLqiMCgzWUCunq9UiGcWQYJ+bpZLT28MjT0zOfnh/49PzAPE6cxpm0rSy3C5eL01KM3JYFCYHLYgVV1zigqoQKnVczbIKHfEqF27An6USSw3o7Bj3sct+72TVi8w+VvrQb8p2WtBvXtv/6GB7lum4i6iK/EzF7kfovHQfF5P662keXQ76rK8gH1390nrITBEfaOTzinXzfPt4ReFVgBVqmTfc8PelZto3ppXEQjwaOzFPk8TTw/DDx89PET+fR4YTtJcCyWc2IYQzE2GVBdA4PkTpb3xoIfTf99reiHwxtr+rcB9tUfnNPox/csr3vW9T9ftM3zC4ydtnK91kq7675s0MXakCcCVQu86la9LQ77URdblAr1ktUD4wfoTxYgE25mbzGiBUTvWIG7RMVW75lSgg0mB+C8X89+QOtmLXUnQ/iNSNaxLbYPYJnQmhAy2CG65ARFzxEC6IWxcygSFCCFIIocZwYphPzwyfOjyc+ff6Zp+cn/vOvM5+eR07DxBhH/vkQ+f01UOTKUh7ICZa3TFkDcXLYmWVzH+9kn7XuZ8EjnB9scqKNr+hskyQm60kc3aFizgjJJ9ARdEPDG5pPwAPC0qBCtULOtYC3M9SIf488b78LVq+BtJNkgD2LorAHaAafg+Tjv1FhtOziBNwcQqav+ZHc8PcD+6mANNhnc9AUh54xmBt3hBXL+JD2XJW5BrQGs0l0Q5eTXxbTDRCTh/FgGgrBC6CrF0CnVOeQLwk807cGUIQBkZEiyXDjRS0qWnRHFJNsjxEcPsT5gGUrDEgxJ4SGBWLxTAAIUY3nnQaGh4nx4Ynx/MwwROIQkbAiMbCtm8HtBGFLhSJCvNiakug63OCG/GxMVkI0H4Ksph9otJGLxfpbDf/+4JbtYRkf1LoJWsNh8PmZHXJHbC58DKUUC4eafMyzB2GWhKCUYHNFybufxDOIEPHkHEXLRimLD2G/wfvnfiO9C5T88yOAWKCY1WIobR2JrIgkZ6teG6UoBhGpfq7Y+FS+VuHmsgXdaXS4njRj6+dm78WcD1ohzYIFTKrraoTNn8XqF1jwmGUCkDwgNxbjCcw+3mZ8L/mKMFP0M+iAZoMLU1ZEMjq4fkhGJRNidUQI5zlwngunMVPKM6U8c9v+4LIoUxgpy4kYAlu6mZ84PJA1Euu6Cx426UbmGI2fGc2B5sHmneoMdruGjp6VFNqeIEEx+L0ZkYUQLNNfXQYUMSdfwDLxNDw433oDajaEstch2txZO2PFqBfjYzoCzo+xQGsNA5RXkBfMthdAN0RfUIkID0a74ezM5fvHv+2E2Gn5Lm7chdZeRvjQ2attzf7F+/DOzlzluCrDtjjW9t/xDjaMpiDU6Kcq7rVAO6ogac9lGRGeFSEwBpii1YF4mIWnR+HTs/DTL8Knv4nxiGJFq8mFlANfXyAVZRqErUAI6gWv2fGjdxvb3p/aF7Wi1bVOU++8cV2Dgx7VaV33ASH3Kl/7Xva2+vOqwmLn3s31vUDZxk+asOgJkFYGS2AQ4TH8qKlOaZjsXeSx1v8P3qleoq3f9Q4IaB6eCj1weJ5O4m9PU0cqdIN0pCupTKNhxB8H570KVu/fNA//rXay1n2wNkM0J8QwmkFlGvfCTMOwY/2llNm2RE4ZZKPkTFKPhM4RlRqlWqO5O4WiOQukEZIcOu3zKn0/63nO/OihkvqB9Jbl3TfWh27YTUQI/levXdTxCo35HZQhnya9a/9HdAwfiO5561x296YarneNqC+y3N3cFJDDouvpkk4pk3YbDrRiTKI3lffRw61f3UvePfP+DH0abIPz6uAjYowGHTHMDhnxwPPzE8/PT/z0+YnPn5+8OPXAsiTebhuXtwvrslBK8qyKSIVL0pYW7emvnSaq7fnrd2V/NWiwynxsvbTshTbPaimF0jnE+msP83k3bno3dy1qu27+fRv1muqAcq5Q8VQbR+sY+V84VJWyrQDEUzQYmTkjY0LFInZi/koom82tDFjqc0SKKUpBYVB3rcozEpQ4qQl6eTZnZNoQrW0IbJONZfSiy2FApoDEExIeIQczjMsbKldK/IxO0ZJqdLRIkfmC6EjkwYTU5YbqQNEHRAJxEghKmS0VPJQ3M8LLhMRAFE/VDQNZTsQ0WZ2EscD4hshEGM7EOBLCiRIMg7XEM5P+RKag+kApN1J5MWGujJ5lbWm1stg85WGCqAzpYtFvuAxQIpJHomYCV8MjDQ8QZ8JwtiyVPKLhQnn4jUIkisEEoJtxvnIyQ6ZHRaK/GDksCU0rygMaPBKMNyR+NaF6uFKGTPLolrjNxBwI5Uos/8EKDCclboHbBdCFl/mVrUxMj5/tmocbsRYZ+0uH3PGau52sY6h1nwBpstf9Xr8326+TPVPouJ/UL1zq/mDbNseX80N38u4BybLfSjFlRXaAwX3LMR4iguFah2BFgMfRXtPENJ+YTjPzaeL0cOL8eOb56ZGfnp54mM88nh4pRAqR26psJZNzMZ1oUIZBGUZhmga0jIzzjKKMk73HYaQUJYYBDUqM5rgLxaIDShDLlkFMdijmNN+NtVALe73LumrymN7xKB/ztvcc95g96r3bu6sTvcl9cvi5tdra/GDuv3PYnN7xRu06eX/2h213xHrsFZVXG0Z1fxwo5kifUsem4ojXc+t75Q7lsFZUXSbz/u//XO6rslrnALNMnMg4DsynE+fzI8+fnvnpp2d+/eUTv/z8ifNp5vF0YltXbtcbX7++EAZleh24bAtyDcy3C0JgiVdQiLVwrN/fjGLanqdlQNSndod8E199T1XRtv9p9/8+zAeJ9eijOpzqThrtYBLrBQdecAxQ2vd44f2996u+edxv7Qcexk5nnaOjtfpBRtjx2vu2ezp6f3SiW8fvjgLvR03SP7oHsLdE4V1IsrkOnbMg2MwHhCEGxiEwj5GHKfA8DXyaB8ZoOlfaMssYGKN4Uc1DzOz+0u7vxk8/kJ92pWH/Wo+PYo//flX25+/nvfvq3SHd/PVnGpl9cOUHm5V0Xf/evb7Zhwqho27EmcxQppwwo9iK4WJvJg8Uf6m4ePmGcjVYkLlGr6++f7lRLr5A2SAvPhUGa2l2TvUoWBDc8Nbq7BUMMgP6rAZkRWQzLPzNDOBBkm/DVa51HPIBJFpkt22gk8lCUaw2xPQT8+mZnz/N/PyT8P/4xyP/+OnM8/zMaTzxf/4+8d+/TgQSt22jLDPXLzNlvrDMhcgDef0JSrYMWc2Qb3hsMBApcsbk+ld7aCLCgIwnl19dPg8WPMLgckN5QPXvVg+RghLsd4fptCiPxT6n4J83LLvCA2qSz6tU+JGTj+WMwTO5kzdUa5NnmLFY2+KQMKpYwU8zqiMDGhx2ZvPgqzz8MBUeatGJQavaLLuB1qE/TRi2ArRBrG6ZBneeqe9VwQtjJ3P+SFxsDHRCUEJwuBsVKIGgBkVp23miZQKCy2mR4kFvoUItEX2n3RAg5NHWaqiuETfiO1RSCTcMVucRi9I+u2MqIiVYcfTRoXKGE+NpZHq0LNd5mojxTBwL67JxvS7cLjdKeSXIjfVtQ7eCpJrBUIffAiDVIbkMMlYIXuPNxm1CSAR3AhWpGazGD3oHvDXpzD6tiBYiNpYq7hSKLpkUdzCqtVNqNlXJLgtbTT9tTgDXP1WpwXkSipF4kCYXQ0HyCiFS4uzrqdxv2n9yFJQvWMT9FVgRXQme/WHcyDOr5ITEGQ2GT2QOA5N5raC8Z5XrCvK70a7XuijlM7a7PdAcUorVbmhOQ0xGVjVeIAMG83uxNrcviJyJPJutXAV0IqVHQkgIq++VD4gOpLwRVCH8V4RILJ8QJpKs6JDY0hVCId0gM8H8jIQnHh+VT8/KwzTwMAVu6Rcu6Rd+/2Phv31+44+XjPzzxHJV4IGUMvl2Q8nkMBCKMmym1xf5RCiJuF4oORGyP+dYKEMy2CqK1/tweK2KICEgGpwvQXV8BnEnRpl8G6hIE4vxHJlBI5ouDo92NTpzO6hBXQmqA+bYvaH6PzGnYbb7FXOwB/kJJKPx5mLXZ5uvbHwcudGgtr5z/Fs1IfrIrV6q2PVXaYT07Ta6jwcF973A02RmOrno7p73sEG9g+FwbhVCpCoj/a99XLfvwf6K2PsgYo6IAebRIJkeH4Xnz8Lnn4WKV6ZJ2C7C9Wa1I26bMg4wZBx/U60YbIe/VOultr7Xvzu9se+fnd5Hi3fi/Z2SoP2F94d0/Pijn72tXm/9lkOob7O+7U4IA444S41u/JHDi9ZWXMw6X/0c9gOkPiIC+uGT6YedNt3MN4hKw0fpl320qgCHRXT0EUxtDHohvz9Cd1JvNnaFoxo2XdkQj1iKQyQOVoxpGiPTGBlHx25UIaVMCIEtJHIpZIHsRTFrJLC0MXHhuMsu2Q0VdZKrYtv/VgmV1veGS14hr3ye9qeqi9zH9qC8CNIbCZry2SuzPk7NaeMparXjAs373iLwqmbzo9HpvYJTzULqhO9R9vfa6j0Dqu306Z74nPbKnuzP3Jxd7Xn76yof6MapTdVuFJf9yw+eZ/9NvC99XZHgjoghjgxxYppOzPOZh4dHnp8e+OnzZ375+SdL4x8D1+uGRCuu9DINxGSFraviWalHFTPW43ARVMOH7N1THxM1BcIopo78kTZafGfLQsn72B3+17ZfHadm/9+6U8eq7Iyt4qm2C7u+NtrSO3r3NfVDh1KSbdSR2cZutLR6cxgCyyuhvADPEJ7RHCzNUgFNpuYULMqNBxALFFMiJT+gmtHtNxunYUAkUDYbP9HRdYVoRtAwI/KAbgWSovF3fw0QnpAwEnQwoWe0FOqoEXJC3ZmiWNRLGBViRmeP3tAroQwIMxIGQlSCZJIMFGaG4k6IUoArIo/EkM2oJzOEhMaNKCcGnhFdSMwoG7ls7sdyTGaZQAOy2ryV84gGZeCG5FokLZoyWkZEFwKbOWWYIX62V/Y05yFR5i+Ini1dvQhsm6XIyhkzLJsyHXiyqd3+iaQVnU6mx2JCmUYr8K3DhsZMLlb0cEiBrDNZbyRdCIOwaWDNZ9YbwMZ4/Q2VM+vyzBCUoAvxUDT9rx09K7H9QGipvLLzS61G1+66nt9pLxi0hnfho+cFH8oe/YXSS2G+vuv6rMutfla7970h1HibOyF8vwhe0DUOkTgODOPEME6M08g4j0ynybK8zieeHx54mB94Oj+Si7IWRUkMi7IFNQNNNFSLYRCGYSCPI+M0UjQzjCO5ZOJghYZDHKyeSYiEYPB3Grx2TsW29WfqHc3HseoE5o8E535u+r2njeVRrm2wdo3/+i7X77v7T4fbtgCEHzr6vaw66r51Wu2vyR+HbNf95/tvuye9Ozo81j484u6pju/qrfXCRS8XNblml0kqrdWMQ6l1SWJgGMwRMU0z0+nM49OZT58e+PmXT/z97z/z+DDz9HBmXTZulxvTPHBbrhDg/PWVoso0zGg2p1YJXmtEqwOiOiP8WV0WtewGur1LD0+9P/OeW9h9dRxz/77/SaReW/dj7i66l0G63bffvvub3H/+PtN4d1rbvu/FoAMDqjf/Tpsf/dwWWH+C3N302200mnqnd+xEvWsCO6Co6H4LXARtmQv+z+CZAtMQmIfAeQo8TpExWOb5ZQhMg2dE7Evi/ZR17/dk8KGj6P7o5q/qXx9eU8fnjugabRwZzh2vu9uQvvGTjXjdh46Pof38+N/yvoH3R/K9UausmJ2OJ8wgZFnGlo1QDTAW7GAy4g2RxaBfhtEi7tOGMFqGqxQIF2Az4xNi7ao/iyV/zb8AAQAASURBVODBDmBZml4Etq1gqwdQ9Ut7bovOl2IGKKQg0SJlkcH0KAvJbnF0Ihb1aoWsLWgkxMA4PTPOP/H8KPz8Sfgvv5z4L7888cv5Zx6mR8ahME7Ky/XCf7xcuH21vTFNQpze0KKE8RlNG1KuZjDVbO+iWDaEGSOFCl/pOOfDk8mN6gZZmSzCPhhEXSknyDPIG+ibP8xoM6oJSjLnTgHJ7oSo2QjReXx2I180A36LvpZHc2hwBTaD0Kr7qgC82X15wIytZkg2L8Hgy9uN3MlhtcrwwztpqxMi5kAItTxZHk32bS2a8dFgwwqEiA4BSkBS9EhlN/hm25eDQySptyPB4EutQK1QCxtrSF4M3AlGsSLXGig6EIhozRZy3VslIxowx1nNsgDx5xAx+B1kxRAMHjFY4cGuK9mRyQYveG2vYR4Zz5F5nng4nS0rbBKWZSMMNyRMLItSshDGN4Jm3y9DWzINmkaNFiQahFNhNQeiGERtAGrhZ5FMDQarM6N1fxCgOgSy0aoEm4fcGfksACW4ymjZTQalC1ENyktk7PjMhlJrfXjwiuBrwa04njyFZkLZTIeMJzu/T2z+S7SmKK+AoJqcFlZEE9VpomrOwyCPqHyCcDP+lW2OpWbBMCBlYoctqzr7ROEBdMLqEqit0TpHuG2p6QL4vc3IrbKgajVdgnxGPdtCnI6znIgshGA2B/HgtFwyRROEPwgMxPQJGCnRMuhzuiGhkJeJjGWvhfDM6Sx8+gy/PmV+fUrcyieu+SeevvxGmVbG3xNvaSKOgeUyItuNtbxRNKMS0awOuQw5PlI0E/Rm9LYFc7QMipBRLzaO2Lo1+C+rASE42gAjBMWKyWO0ogPog/OIizlrWG2+mJynXT3zbXU6M0dcDfYU9RoRegHMMSgSzTlRDEYtSETDG4UX45E8Gv1nk/FFln1tfef4ISfEznD36LT2WydUNPHM6eae8O9lw28pBd8SQ+9EQHvvTlaw1OKuPwpu9O8EkoPw8b439Rutz+eKbyni0AlKWmG7KtubsL7aFQIsixWi3rKSVMlq+2zxto4y1e5A2CNU9g40+xzvj6a4yt5O6zPsgv47gXh/PueJbZzuZbr78X9vlODdZAl70qrHAjAKnAJ8GoThT3SLj473KpT1bjcS19ubYnDMPqg96i+vG3o9o773D/hOk+lv7eeE7rxu9A+DVyV7P+9eKULaxkTtjUBNjw4SiSEyxIFxGDjNE6d5YJ4GTvPQUu+WNWHlI4SUzEAaQvF9zu9bKuRS8HHqFIB38yJtjTSFQjqnQ3umagiLSDfWLX20CsoHIy8f3FPbqTsx1euOi7xd1pThOpXVIfKjzofumf1d77+/h1+qvW685p5r1Wfo26pOl6NmtPNU9UesUSZ+aq85tUjMQHM81EyIsGfRtHeOr1ojAldmzdkarUjmMBBr5ObDA58+f+KXXz/xj3/8wn/6x88MgzCOga8vN0J8RcvGH18Gthiac1EPWQ26CxFttdZopZr1ku94T10LegjOM+GrUqs7zyrslpbDij86FcTnU/pRP0TG3e1o3asKqTtz08N5fq8f1Sj8yERbk1t2A7wpSDKqZZXwiRzOqJyBk0UFrZYqqfITGhY0vCEUoiYUMUigmm6qiSBvttbjr6iMhJbubEKK5JGgn2CIELJHxAWy/g3lswnD2Dov2euJxAkrZmUpmsWLWw2utKjeIGcr6CyB4mmuAcPBTs3wegEKOn2mTBHOPyOnXwnDI8ITVmxrBVkovFH0SikvZH1FwxU0OewNtjerYIWnA5QTKtEi0CnAKwSLWlOEHD5DfEK2K6SFMGVkXAnldwKvaLEi4eSEpF8AxxrNEUkFJBlMFhlNLzah8dbWHJxQ2fzZH0HFYJ6GbGNYgBQoaSCNhThdYdzQcUV4YLr+xDZuvIV/knNkup0Y4oCkK1EjDw7F8aOHdu87TLocaLxlP+jxogOcybsf6+W7DNfM64opv03muttsesimepLgypDs774d7Byiyc7+CM4La82IwSLSxWtEhDEQRmGYIsM0MM7mjDjNM+fxxON04nmaWXMh5I2UghWJDzWasjR5zPZme0UJe9bFENEyEGNAB8twCsWi47W9F1QCIajZYmqqq0N67NG9B45Fk3lcxjkEhNwJ3P3efgzI8Ign6p6l7DAs74/eFvhviG7dM3xDIOX4ddv3ehmgfayOMflAfujd0ZVWq7zDvq9KtxNUuJYqQFRh+L5zFQayiYS6D4zLOOIQArUeU3XuxxgZp8h8GjifJx4fZ3dEPPH0cOLz8wO368pljhTN/P7HM1tS5vl3trQxDIbjX+lIghCK7GKn2DPaPO/ypdbna+n99/Nb534fCvoR7EXUj7B22kVVOj/KaMdG3l35zS96/vG9414yP/gWPrxJlZW+0/h9d+/1HfneibLfxoe9l+kPLR2yx/wt6P1NWpeBLklULbi7KJRCSYWcCustcRsDlzkxizCK2VffrhvXW2JZE9uWSZtdo1m9npe6nrnz8UOSFXBUQrV99W6Q+me6p6d+kdffDnRyx2D6df8devpwMisiw0c/39Nb69b3uZuMJxubUq2/eIbDBeTmhU/VZCIJENWT47NnPDhsj5qhVmqdPoplPkjBMBmxgAfEDfSeNYDSCh87PJPqbMEk4pGz4kEfzhfsFcx2p1a4uDrC8aAhrVmHyZybQSxoTQevnZWjGc1LRnUlh+gQgxHCjMhoBYTFMqEDE4EzgUyQjIjJOxIyDAZRZcHk0eGTAhIeAEGiyVMV5UDEMglELmYfCXWWHH4ULzRdNjdgmgOBsKGsaBlQHoDRdYcNlZuPi8tONXAiJFtb8ug058Vy5QUzwnrwCh4ZHiaDJyGAGoSjFQAvWDHX6kifUf0F05PfbB7jvxE80paR4+Ynp6fi8FsCDY42+BgVj1hPgy/YrQXKipMeOAwrYJjx+HNhOmPZOyAazcgs4jKIw+ugQDYaaVCeHu7ocknwAuE2t8HnFpDRIvWLI5SM2Ys0i9HNEJAxIMOGxCtBzkSEOUROw8inx2c+f/qJaZ6YTxO3243Xtwsv0yvrKggjt8crW9xIN+tQwAql57J6kJwNrmTd2ZAomr2eV85oLm68zf5suc2xwTfFfc8F4wUqaIn+lc9NMVmr1DVaVr+7Ffm2Sp7Rsml0c3i0gBSxAKgMmgUNEY1TY6VVOoRAiZ794my7yPRDwptU5iaAWtAnYUZqTQws+4UiaLiakbwUD3YdaJkPpVD1RBhQmW2uk30WNb5VA5bK0IVXVycgYBlFDtNEAJ0Qzz4zSrYahqWMlHWGsBKi65Y6UTRQ8uD1K9R5SaCIkLlSSAR9RXJi3aAwchseESZu2x/MOYE8MY4WRPKf/j6S9ZlUfuJhjuQMs7zx9jLxEhLL241lGVn1MyUnSLMjCJjjJOTV1u0gFAmEJXiG0Gz8EYf4y4WSiz27jIhO5tBBIFxBMhLEHHuy+hidbK9Rq+Uh+gYqFH3CnAxeKyI4nVV92QOfkSvCC5qDObWluBNEzXEu2WhfsuvnM6KfUN0o8h9G+mFhz4L+9vGXnRB6917/7m1p7fOdAPtR5Hy94KN9/5240ussVbijMynfyXL3lzR14yP9onb1Y9m8yd4epGuOBDWnum6QFyXdhO2ibG++lwVYVmVNsGXjI1l3B0TRxrb2bn9H5m+y4N3gv4NlqpomtoT18H3XvvbXVIYr7XkFduin2uS9LvjhmBvD7fUywTMhRJgE5iB8/jedEE2c7zBv9Z546iS3TbD/vUovFRbACVBrdkUdqD56vScvbde1eZLqsbVIaKnYk+3Q9rK+B/roPFzQ2jcQ6Z7U/xY8vb9L7Z8nzueJh3ng4WROiKKFYQhNkVxXy3TYPH23hOSbfFUg6h11pwV7KO/rcWylCTbVtaT79zWP3FlKjZKr8ExNEbuHvGlMokYIqI/FBwpbnfddCr2bn/p/vGvjB0MA9sY4LB7dfxDYdftKZ6KWLnjgV935dArXwRPa31MP31lTcveQ1cBZN4wuE6IKoZ0DomY87DTlY3+4Tt2I5vjp48B0OnF6MPiIn3/5mX/8p5/5v/3vvzIOwjgI//rtjW0rbOvNIJpibDOt+CbVMiBw43AVS7UpvDXFtI7vPsyuGFAZ8D6OvbPVBBJFD+u20mSdG9gtFN9gPgd699al3rsK6AfOup+tFbrjRxmbUFQoCsOWXAAWaoSdjCa0mcA/gYxI3pB1hTij8QGVFzS8EDQRdaMQSGpYpJomYCPGNwhCGSZETgTNhJLJ4QokQpqQcqIWpZYBQgzo9jc0PwCvSHhBNVNKJsZA8Ei0EgIaBheeRqLXRjD800zcXLh0PFNxQ0vyeY9cCSzofELPJ3dC/B8Ig2VGsHhUxZXCV4peyeXFHBLRcETDMNTsevB0Um34ygNSrOCbyIbK1QVjyOEXin4irBYhhrwSxhXKK0FXShkRnaGcCOlnlGAp59mKXRMLOiVUN0h/YFFPb4iMCH9DZERJvp9bxE+JGcZCzIpkRbeArkIeM9uYKOOFMrwS9BdOt59ZdUVO/6KkB863vzMPEfKVoQw8DIFp/LGE1vecUO6+3Olb9PhblUPMuNavg7onHzk3zdAthyXYw3T0ztZafNmW0s4jG3jIzgre9bfxkd4BEQWJwRwRQ/SXEMdAnKI7IAbG08g8zTyMJx7HmcdxZggGibYOQoyGj228zDO6VHcnBPY+hEgJkRgHSszEIaIlWyZELO4gduO0Z0WgBn3VxkQ87dydqupGhX0nOsolh72qCY4uG0l3dmX/pXdA7E0Y1EfXRrd3tXnQb7kpPj4+4oY71/+YVxot3O2LjY3709TsxvZbR69Y11vGR7eFdwOyvzexpzr2axsfyD/feLKaCUHdc90JEYLRXxjM4TXNo8ltjzOfPp/56ecnPj2d+en5gdt1YR4DKReenj6xrJl5ntlWK0Ifk9cEK4EgQumx/Ls10mQNf7j2bRNF6wz4PEjNgvEs2UoYd3PwIeRNbanRRV283RjpQcrcR9Hlb2l9kp0/3E/Ot47vbukd79I+q6YSxL1+8MFz1TY6sjk6S3exuTHHjoe962v/ag9fr6u/fePCrttaI9pKQbOQk5K3wrpkljFxuW6MYnUHzQmRuNw2bktiW4s7IZSS1ALRMy2QqWGJ13XhETY186xNbdH2zMcheD93jXu1Z7iTteqpdVk3kftePv7OfPUycj+9bf1Lu1fPEnrd/09523CyvmcLyhCv3aBcMBimCcJgEbkMEA3qgi1R6wmo1oAVi34OghmQys1v4rWqvDaCyAKSUVmxSXcopbAZnyln0NnuI9vuCAnF3mv0tPh4VmdAiM6r3AmBoMmNihiN6WQQmFoGNLsTomwUKeQwmKFaToiMBCJBomeuTkQ9GcSlOyJCKEjMyOD1JwSQgBY39A8nECXIVxvLGigXR6wGwhfAIGbMuHrCMlBW4AJ6tRoELRNsQeUC8gh8xupu1MDDF1eFJp/PgDlobm7veLL5o0L9/QvkipS/2z3DgsoLyCMSzhhe+wnDx49YgWTDoacsoD8hPPvcOd56SH+F4g7EKa4TaYXhyo7vruaECFEOcLhWZBbIkVIGhI0gq6+/mk1te4jGynU3f+4JJJivS0E8lF7daVF1dUL0cxdQi9YvxYNsfB8pZkN1OYfdSV8hd/Dxz8mcDlNBQrL9lIDECENAYkLizQqmI0xxcCfEE7/+9DdO5zOnx0eu1wvz6YUYT7xebD1dHl8RWbi9JDRD5EzRlZzfMH0rWnZqqQKuy1GpeOxJMb2hZIJmisMgSTOQeeAXlsmOYMZhBU3VLuOOp2ITWmLF5l99LkZrByteriVZIFeVLZKYDzOLvYZIie58csZm8DoY5Geo+3aghPGO7/75Yc5DUB1RLPjBmI/XKCjFalNwo8QXgo6EMqFMZJ4wZ93ia8l5IpP1aZtMboobItu+7wWX44s7zcqEMKBRnFcZ/QkzFAgSTIahoPqKlhNli0hcCHJBJFKYCBoo2ZyuosUKLBezlWT188obQRLbVig6cBsEKNy2PzinGxoGhuHBnBD/+ITwjPCJeZxYlkjUN37/fSDyxtfXFRlHbukzacuU7AFp8++W7bJmpGwWnS2REMUMxTK7FdHRELaElGTrLEZIM1JOhgwgFwxfMXjx+AWYKeEMZTUnt26I/mE8I58RtewiiB5cqJ4lN5hTiwDyByK/QXlG9RFls/VdNt+nMioJkQEZTqDuhJBXCldEkgdQ/jm9/XXttZe7fI022aEKaVUZcL76LWCKj/SBw026T+8eoRcY/O8aDSQfn2aqqex9r2dWWaiTt4zmMfkqqK8xLJMhqbAlWEW5Lsog8PVFgYJGYVmkOqj5+lX58rvyx1flcrXzlwRLhlSsRkRRJRcoFVbAZPkPsx5aX3X/3CtnH15wP5i9YFn/bLAKx0t7ZeTD5u8mxqagNyYc5e0ATAIngafBHBI/cuyP2Uv3YY9wowq6tUN3D3xQaqQ7p/5q8wiVadMpQkeheqce2yDt2CFkukbb2TW1bIcGqtfvfVCn0zqIuz5SlU03eARLvx6CMEYzCKtCKYEUAzFGQrBUuPbqlRx3INQhqj2p+I37sPTP0knzdcPrjzas2vGK/hnvVvO9wbeNVaCm5R7Pr+cdCaf1V+tzwe4F6OfvRwgu7DyNOhMHNcuF+W7+ukjLjw794K/jBdr+b5kkZkmhGt1b32qaYmc0MSOI4XFWA4g0uCX2Bel3qVkUtHOkFT+3Qq4j02iFW61g65mfPp/45eeRIQaGEFiXhdME07g7hK04klqkRlFKSZRiRlqLokpmHC8eUVx6hidUeCR7d4VRTRGgwTndjWIL2btfr3Lg9zs/qCvYf//IQ96t3ToPlfu85ys9jf+AUuFHDCMBgaiUkE0w0oioElzRFxFKXtFtQdJmmL5hRcaFwkbRASWQSkRDRMLZYF8HyxRQL1xdo2fFs0SKONcbMlKyOw8EKYsLGSdCMCcSJdo8hJr+a1HdFEVKIebN+YnjEmP1JmqJMlHDMLY6ixs6PBi8k6mvRJmIcUbGR5g+gcwgE6q/UfIruWykksgUilgEC6PT3JItawGhiKDlbMq+bMBGSEbnhUfQgVIW+z1sML4YdqsXAkczOUZKPEMeLTW1RDMkSMTSYzPIguBGAInoaM6wUixSaojVkPwVlZtHVJ3QJRisQy2oFl6Q6Q2VkZxGRB7J4ZFUHlhU0KhMOaExU8SNGgJIIoSrFQ78y0cnNPXCWz0a3d/vY/saReAAn9cxS+nO+cad29/7Ku2Ybb8XuJHfaKe7uPXx+JLDCeLKSXQHwGAG3DjYa4iEMFjUpgTLJ/NlfshW1bq3mryWSibnTMobKSdKTuSSdhbkPLTVBHCIuwbHFCIlKqEUK9iuAauldCdoiWC1gNgFsbYT9VlX7/cm6pnSf+vj1No/CpktKKYJfR9N4I/uo3vrPd3d3frYptZ8lzse7hcdIA/oHqfx9LtW5fCp3cMwvT/q574H7/2w191K2ekVbU6p9qxuaNQmtKs7rwrF972SC5ozJdkrp0xKhZyV3Bl8a2aP+LrrC2nbdy4vAHtGat/NY4ZLcx4250Mngx6Uj6Ns8u7vgxLQ0eFdm/1Vh3n38dPu73dt/cnRzrp3kNw7kA508x1ZrSfxj/jjh4cc3toH0ffLqL+1sENqdHS6y4CV9L0P6qOlVbaCnJQUlXXJhCC8vtneOxJY1kIUixt9uW32et24XBPLklm3zJYKORdKUQ9kqnSnO/2iXcDS/ltj+F12cC8l9Q/dTmtjpfen+MVy/PIdLd5d9JEi+q3Tv0VT8t1f71rw+gyuIFv2mgJnDvpnMXgLq8NlmORmeNadBp3vKyMWnLUZzxeDT7E0yeKyr5qsgCDyDARzStTMibzuzgeHJ0EHk9l0Ap0c1tfkQJhddjOZRdgwiA+DK1GdUA2oRkoRclpJ243l8kqMma+/zUQd+b+mL6RX4ffnlcfTif/PH3/wP17f+O3rK29vryzXK2XbKFtB02ABF1tBUxd5PppBU1uaDz6vNg6aL8AVxDIkyA6NJAlzPlj2b0lQsppjrqhhqpeM6oLqH1iGhEFdCdnl/+Kbvs8nYvcob840YrcSA2aRT1hx5ifMoLrD2sIE5dFp4EZzShNRecMhNOwe7+oY/cnh60fAIU8wB4l4xrfAXjugXmO6hOmq2Zw/VXyoTgW84HmLOK/0tjVaV8HGCLAaKAGJld4MRsgKn0+eKYH3R72gdHGRLvtzZNCIlml3pIvANLps6bpC24FNSxCdED2hYaQMAzqOyGkmnh6YHj9ZzaWnT8Qwk7OwXDfmAbZBiEMgDiBTMuNvtNoQ0qL5BxQh+x5rheaD1VzAIvwtUMPrl6jD5JTN2lN184XzBaGjsWzBH2mywa+wXyTb3/PYJdPXecHaFKVkNT1Yofhev0sbalNZBIplttkgRzNgrpux6vAjteOsDS0eAFcWLDsJ30Yd9iiOWNFxwzsxeSWjISHBC5nnwdaN/EaFE7LuGQqCMLPbWEyOEpe97fOLj+0jyGyGcM2WuROCh7+e3GlhenAZCoGElgtIRJIHzBWD2gqDOZFKWB3a0qCQA08UmyqkCGmIrAzcbsLbRXl5Wfnj8crvX+BfTxvzvHE+FVRWprkwnwoPj8qSldOD8e7xanJA2SZKtjqNRa3eHGSyOkzV8AVksZoxJSCcECIqFzRmFMuAECkQ38wBILPtrRnQYsgHQbAaHtkD8WbQZ3Owuf6qembPykqW7aaKykKzg/IIMplOI7ONL4M5HHHHb0MbSWj4A9gI+gCyoSzIN70A+/HXMyF6wazK1ewbd+i24GbY73TLoyi3f/pQxFMONrMPZcGuD01nqjTceRx2FWJvTEWb8KfsSid45iO4QAa5GBNMxZ5xSbYNvN0UCgxfCssi3Bbh4YuYcznC60X54xUub8rLm3JZ4LopS1KDaMqW1VIqWkn/6vrT6zZV7nsfkLRHO4lf1IajG8teESh3cv5HSsK3skba+NfxxFSg2E+Y39fNnAzALMJDgJ8GYfpfRcpps1pZcaUnaf3cMWv9lzv5ds9eqG10xa+FJjS/o0/p7qluNJfywcRUwb2XjPdF653snqMqJLtS0+jXjcQhWGG5IdAcENNgECRFIWUlDoUYzTNquI67M8LarAWdTXjZVYsK7eNCSJWXRfY+VcWjh7nRLp0/1IwPf7/DUm5OmENKTa9M1Gc/OiF6Ab/dqzlX6qK5I+q9Ux+sme8dbuRvdFHf7vrc5vbO+UR3bvtY++/CWDMwOb3u+a72sRWjDv6d43PizoM6J80D68qFmHe7L2outUjWoW/aBOQG2xQt4iTGiTHOVhPidObx+YHPnx/55ecT/+lvk8M2RZbbhfOszKPuxQ49SlgzFiGhyR0PG6rZFYPiDgmPKm5QAPb8uyxyHEMVW5+7wed+rHs6q5/paK6m0NbigvdtNMbRfS/s9Suc3tTXe1vPPv5aNw9+4BArdBwjOhjWatki6MCgmZArdiqU7UZZbgTJRJIVUZ4CoQykbULVMu9EBkJ8RsJKHP+J6kZaLJ0+KJaKal4FanYvwTA/dQloFqTcEN2Q8wMyF9iEkiPEagyPZkAtAglCyQx5RVE2VqPF4dRNpxDLydZLWSAWZBjR4UxMEFWI4USMZ2R6Rs8/g5xBzpTlRr6tZvgtiayFJAGNwQLhkqLXRFEhT5auW8qjCarhD4QMyaLVCp9QCiW9WAr04wrjH8haI9EN8zWHiTyciGkm6hkpydJnA1ZXQzdEXhGZiOXRdLgxmkp3M/zaQRSRgvI7ygtFM5QzenkAJvT0COMTxC8w/IHyTNkmMs8gn1mDWlRWVB6S16VAPaMES1ePb4Sw/gjBOXnrzhN6OapbCVXhaOfI8dz9Wjl+cS+7cVyO/V7dnKuyr722E1Q21WcOHraJmhEm3ZqztWiZBsanwjAQBnOsxjgSh5EwjPZdiIQQiK4IWzr0boyriVAWMFJIObPlREqbvfJGztl5lTtyYySGYBkRnhlhEewFiYMHt5jya9GFJkNIMJ7UjHUh7ALhQVjrDTX17Z5/dZOlvYTU7Vey/7ZnKzZpyefg+PnfOVrNqUPQh/2/3/HIOI/BJvaQzZBcH6prSbunO/5x7El/lcEy1euP0kbd3eu9W2CkqEeR1fOqs8KNCiq0rE5jsf63GdgskrhQSkFTpmyJUmkpJbaUSbns0K1VZGpb225wwjN+RD1aFDM07XO4r7B9y9Tu5VJO+6rKfmUfUa1/9WaCSpP9Pnuf2+1nf+DoeO8w2KdTD3frZ+wbxx4yfz+JB+qqXd1dSd1eXb/acensErlvU/uGPrrh4Y97WjxcVj9J1xeqCHEcqx1eC6r4ocVkrJRsj7ldM6rwddjYkpI25TwFgihBlOuaua6J10vm7S1xvSbWNbNt5oQwR8ROJ41eGhFWI5juY/bNo/vxru/7VqFHZ+QHC1ffyWjdWL7ji/J+nKX7/cA2fHVLN+h/8VDHLZdaS8CDaJQHkAkrAJo8sl5MrgpWR4CQrBZEjLavF4dTYsaw8K+ITBAeQK2Glmo2uVfAIE0GkF8xQ96/gNUMCfnajcUG4sVhGVA9gT64zJWwOhBWPFlLQkIijB5Akh3+pDyhDhlYipC2BQnC7fUL6I3f/8cT+Trz/17/xZenhadfL5yeHvjX61e+XF/555c/eH35wu1yJd1WyqroNsIWYLFoctFiUc/jYAbarRZCrivV4KhU/wBdzSkjoOkZ1cnqWkSDNlGVHVYsJ6tRptUJcUV1Md4YLDuXanivMEbZdER1PhB4NX4tDnvk0FfG51coE5STG98xO/+goCcbO1W0vEEYCIPBTRG+QnGdiOL6+A8pC9SaiJLceDQ6tFbj+RtFV6cTiz63SpyZlgmSbDPTYAtcZbEM6PJomQqaMF3pClK8MLNYII4Gao0Ey0rIsInzCYfHapFNjgwwWu03Y51WmDlobvsSIjWYmzBPxjPK4PuZ7QTmgoielfyAhpkSR3Se4XRieHxmfvqZx8dP/PT0E0M8U1JgvS6cJ2GbrI7hNgHTCmWFIXlmQzRngs6eILLaGi81GDF58WffUYIZv3Ub3XnwasbuYFlDZEFSaKq9QahsBmmWvJ5c8jGWxbaAbXI5wyBrLYOp2hUKkgWSOsTSzujU5QqyEJLbgbLvY2JQXGS7l4x/bhDuD7MpnUADIm9GDzVoUc2YLWGEOJm8UhSDzL2ag2dYIStBR5Q3lP9pfZJHEHH6GyA/YjapzdZDSY0HGI/9A9Ub6H8GHaHc0HLzjLMB0ROiZ6SckPwAsqBcKLq6c2gAHlBGyjZas+OKxEQJL/YcPBtfzD+BTGR9Q4fMGkbQgbc3kKHw5Y+F8/TG54eF59MLnz7fCOOGhsA8C+dz4fFJWVU5PykaCvNFCRIo64ksGdKVUjKFT4CSygn0BtM/obxYwfocCXoGzpSQCHFBy4SWR0S+IvEF0WfQZ5crrU6HZqOjEN58fVn/pZxQDFHFYLQeXY67ARsqNZDqisGxDahDIUs0B5OUAJwgnIA3RPMup8sK8pvRR3kyXoPV1/iz4y87IXYmh8uWPZ6sffcRHmeVl4/ULXdCod3hcMpRHjy0/b69/a2pJN31TWZS93DpnvZb7+6qYPuu1knKtu+xJSDCslnn3hbjX2GANcGa4XLVys+4LvB2Va5X5fWmXFa4rubESNmMxUmxehEN5qmLfqIKgsdN6pCx0D33YSg6ufZHC0AfVcFu4JBm45W7c5t8p52uJN3f7bM2h8SPV0TvJ6y/6z3R9QR3oNrutHp9Zcqll1q7Xtu1O1yEPbEZkDsCr5oB7ErFney7E2kveOg+aM277VGfchi9RgvFveylKDkpW1LWrbgsrGyptGi6XvFsw9Z1sxkWWvHk2q+a3lcjIqR7tuNTiX8vQA8p0TJEfFzr5x1PvLYZ2dMIW0+rNNjdR/Z5oEZL2i9mTOg1nf4wRe+jwM5vH5VqOqNz/5vC7gFW3uswte99n3r6uLuX3P9uyldvXJL+N2w8zHlAczhIxaL2f80R1LInuq7VNuivtehd912YE0tcUKVQSiZtCdFMVmG9Lmy3lXVZSetK2lZyTpRsDodSHB+0ZFcU3EHh0a7NCaGliVudRYQ6z24W7Na+rxk9mBm6a2nX9vO5c/h7Ov6IP9yf15u5XAjDxl73Ae3W8187LCpDsVoLK1pWIGJBatkUx1LMEBsVmSy9OikImZAXNAckzUBG4826l63YsUZL4ZdxgjKg6w1KsqxPHxORgVJxZMUyIMJgipKldCtaInBCFGJJWGSSXaJFECI6zIAQ5IoSIFpkkWZz+uSonm0jIMEKXGeL5rCMgF9B/gbySC2UZZnRJwi/mMCvBdTweMkDcnuENVDKDVNwXk28GExAD6xOC+40ksqNzmiZiCymkIgZB1QnwyoNEYZa5HqzKJnhZFn3MRs26/qEqrDlS8dDd4eexhslBEiPVnOjPFn7WMSJ8kohIbqao0sGhAkVsYi2wQzamgN5ieQAGwsbM1v5xFJGbrz53P3A8Y68775QGv/4iJ32l2j/fbct9zv04V7QCXf6vi/+4bAdt9b81RnZj85fn9/KD0MghIEhTPaK9orBXkEGCF7kTQcztmRlC5ll21hz5rZtLMvGettYbyvrbWVbVrZtYduM56WUKDmT3Ypnsmfn3G1/77B47bMHFmiNxhT55thrHXg37N1vJe+2oU4IaRkqdaQOQ9/tV4eJ21vcIRvf3eRPD+3/OE5sFzdwLxe8/8ql0O7ve9mv49fatSF3EstdH0C6rfWOiIEaxi1349Lkgyqj9f+6rIeSMzkn0pbYto3lduN6ufDy8sofX2bSupHWzPW28fq28sfLhbe3N67Xq9PY5kbifv+kbYV78kK/KPWwvI7rTemvaH/5/nUIaapeuMNwdGCIbZ46GrrjBYc9+sMv9i/vQ37+3Pn10R4u7Zt9yjoZUWlrqLvRu6Mand7dS+4vvOvjN6L8G3U2Gfn+/rKfeLcUlT0S1rJoLPAnbxZNvS3mfLoMgZwt0nwZDaZCUJYts6TM9Vq4XRPLrTgsk5KztedII9Vf1ujsw+zT/ptvOJVUPvit2zAOtYU+GP9DY3/Kd/YFf1jrHzZ3D6z2DT3xw+OGYBmOto97C+KwOHhBWTewGQWNLi8qFX+/ZToTzaANDqMDB9gllAYXLAbVQs2qKC6HVoOyG7WlwuwIIAnRmxkrJbZ+SIXwYbWnLzUr02VRboQSKJuACnn9DWFkfVMoZ15+v1HWiZNOXN6U86JMjwtf377wenvh9//4jbc/fuN2cYf9tlHSagZSnYEN5WrkkQvN96A0/qN6cTpyLJ9cZ+iKFem1YdIsu+FbxdrLFfpKjJgb5n4NGvL59ghggmUe78EQDz7fiT11AFSzGemZaHpvwa7LAiwgX7DCr1vHPgcIozPciDiE7I8eTcWpfoGD7Few7JXBaCV4QV+xZ2iqZXTiqM6FMLIXusUdLqVGJ7XgAQtoBIOe3feJFvSrIF5vUkSpznixKA4MVz4bHysm/9hzaHO0t7HU5MskQhDH7bd6JaVASUJJgZSULWeWdeFyfWMQYZTA5XrjthXWXMhCNTmaw75Ey36IAYYCo0JWr/Ut1tcqYUjwiPXgCTOCNkd/ddaA6skyJ7DrTQZQNJfW1l4MvBJucQOjetaTy6+o14LY91gNVOOl3TOIl0ioWZgYXBRqGVFEiow2bzVTsvwgvYkVh7cAjACYA8WWidh3QU1X0R0i2opDZ7S8ISVQitddCQMwIuHRaFUuxoNkYeeHlYdZUCwIGp6RWvC9WhBlct7hPLeug+DODLy2i9NdSdHXgUEIBX2AEslboQRBA44u8IoQkWw8OG0ziHC7FkKMfPmyMMbIwzQzSeDTm/J6VW7rlZfrwnVdyHJDZSNKZBAYJKNBCWFDQ0aCwX4FNTuJhGxrJs8IZ4Lz81Jq/0cIZ0SD1dcJg2WFlAjcgIiGyegjWAqSOSUK5jgSg2dCbMsgo2rQyrYqzr7HV/5nzm4hmOPcs1cMAm7zwKlk/RKx76UG4nSCtz7xV/bUHwcTblLre5CSb+ms0l12FBk/lgKPgucugDQz0AeyRdVrj4LnznyqUNcSrO/0jL0moKkWWYFizgItNtUp24Allw0uAyxJOQ3C/ALTIORge9GalHWDdYXrolyT8rIoW7ZrUjHHRVbfM7U6ImjG4x6mqT6j9u/sz+Rs7rtjT/93FXI/kOHvdK3jB6ExoXrut+a8jnMQ7VHsGUWZ/lyqPB6KG2qK36OnoF75qcxcUAn7w7Z2ahSwOROQaqAC8SJVR4glu+9OV65w1k2tQcQoVjimQke44TD0t/eFqvpeAK9R7b0zo24enrmgaopoyZm0KVtUw9nEIuWLKrcls9U064IVavXndg7ko6XOuE3ohMJujBjtN0ns6VRVQXqvcIk7ZfZfAjXafKcvVxCqoFyljqaQ9fPni3lX28AzA/DwLNFeVa4G1H2Ouw5+zDC+exwY3f6VVOdH8P4XmnGzMSlpfa9KvPm8KsP3LIvWRxccpI1Cdzt/VnZa6HHDqU6IYGl2IdjG0eo8tJdHSTaaVRd2qkEsIjIgwV4hCCEqIVgUHWSKJtK2stwWJCmkwu3lwvXtZgWYbhe25UbaFnJaKXmllI2Sk0My5WZEMb5WHRCJHmt4L2hd17daemebb9jnZX9CaXRMJyTSSe2u8PmcNAb4IQer13TOm3Y/uu/02JV3/ftrRxwtwXa73Sj5hk4BjYU0FJuHTYhFIAoyDJQcSCkSuBDXK5Jn4nomDzf0tKJkq28QVjTcIAZk/gwlUG5vJlNwBlwYZyCHutKvSLhSBkWiUnJGN0V1QhmIGohlM97mk1bUsV2HBwgbMbxilDtCCeRtQgnI6Wb46PpscU1lIOiEDJ8gPKDhv0D835Dw2Zw76vswTxD/dzR9cVYVQV+QPCLXn2Ad0PKHRXPwB4SMTOLyuoIGKwiGWCCOCIQnJAvC/0TylSKTRVbpA2xnExaHguEN35DxTJyfUVnR8AZpRNIzuWws6Z8oxWC1JDCNYjpzfEUkENefCCWiYTQHdvwDuKGyUCRalJSlUiCcXUBdUZkInCAF0tvAKsKNK5MO3PJPzEV5kS9M8uMFDhuZHkQt+2Jno5XX9KcdL5J+GUm9Zoff6LPW2i38OuPn9bO477vyqj1Dcc9lpMV7C/syrrx/NwiJO1Qt82EMM1M8Mw9npmFmjA8MYSaE2SK5MLiKUiIpKYtmgq6sW+KyrFwuN66vN67Xhdvbjdty43a7sK0r63ojbckyIlJ2JRwDGJPBYZjyDs8kwYrQSURFKZK94KDtowgW2ehGU/XBakZfdfoVdkFQ9mHYMxr6+QpH2cImhD2jUdpcNHFJ9jHvdmF6LvxXjiO13LXWUl3Yv+sPAdjludrGYY+8v1tvOK7P2E70Me7369r2RxFP4ner4gi707u/r7R93bhe3dtysUy2nBJ529iWhXWceHu7MI8D8xgJwPl04o/zhWUrXG6Jr19f+fL1D15fX7ktN9Z1JeVEzraHltLtl1qntaORfl86jKw7D6pl7CDefGdeK629e+ZKn5V2Or7Qlrbzg24/725qv7bpqLJzPa+fp2/1bech1KzexguaUNHab4NWmdpBBpD9cy/O3Y/F3d+qxzycJrrexfC8u7auY79v+7l4YE318mPMVN0oUYCS1PTTaIauW0ykZOeMY+AyRoZhl8u3XEi5sC6F5ZbZ1sJ6s9oQeStkrw9Rsvp96GhEP5o9f/g29B1J3a+77sEbTEk/7ofBBNxg1wI6uvPuO3C/f+1sgt3ZfXfhXZ/uE6i/f7z6RcEeMTg8o9zMOONeHMtCV4c8MogjMwRaUAlRYXD4DB5Mlh8utoqD1awSErYmTqARlQoFZUWVJQUonn3hUEy2HDz6PSQ0roiuzmofoXzCCkQbTKVFtE5QPjejsEqi6GZG1XWypq//IieIsrBdHghl5vU8cn0dmc+F6elKPI0s13+xrl+4vPzO28tvLLfIug5sayGvibIpWh5Qbqi8WYDS5pHPpbp17TnL9gIoOnomwRZBFZm+2rPpBCWi6wzJIK0UICU0XWkY9LpBeQNGVJ7M0SIBK+h6xWB1DH9eHDxU+QnLIvgCrKi6Ua8kZxEjIpEaiS5ZzK4crzB8QaRmHmDjGLDMZYfwMf5wz1z+5Ki8XnG/lBlqFYeTpKAloGWyOhqM1ncWl6nE59foX2QwNIEQTKbe3FE2eKZIss/FoZTCoCCOJ148cKzJf0LQ4tFRVoi87QlqBi4N2bbJYnBg5mDwZRF9qRbcRrChomg8oYPVP0oSSBkkQd4CeYtsmzlY365vvLz8TtlW8rqybMrlVrikwhYgu6xhOsFguvUwGH3N1m+5YvOoijltTC7QUo3hprvaRCdfPwVlQnlyGOKCklBdUCzzXyWYAyqIG3WBWi8xFaPbCfu9bh6bGwUHtbl234WEgoRick4Mjf5wB3Vd2wYX5fzCi1ObWvzX5TehQPwKZCT/avwjdTIGviOEBWFyHhUoMoCukF4Mbqs82lanM8iMhM8oG8obyIZwweDKZiBY7TUFUYe9in9DO7uGwfRGq/9SVpDFssIlebZUMcQFCoWMsLUMJ6JDDOdPiI6ozrYfTYqEBXQxm0cyRxdxIGkmvsxsaSSGwG1R0iJcXmaePxV++jlbHcDhn7wsmVUyRQpDGBiDMAVzDK3xhiikMCElE/QNymbOCQqhnG0xhAsaNnIxm57KbLCxarRldYfOwA3yCyqPaHgCiVjBdNC8YfVZvmBZUQ8oAwl3Kuh/dd7wfwceGj1KmDAuXBfkVwhXd+YOCJY5YW3ONudlRNhAXqGtjwH4lf+/Fqa+kx0/3LPvv/+Iv+rhh/em5P7aJobeSf33wab15z7ArjZSr+30iv2Oyp5m7d8V/6H4Bdl1oOS22CXZHhKC1XUAYUuW4TBYViFZzHmxbeZouK3KkmmFqpPz8exZEOaA0L3odSc7H5f8QS7cv7/PluA4D3p3yv3YfXTciYb2d4uA2n/7JkvT/QTFxrmoPeua8UiRHz3ur+kUlap0SJ3s3dD7Pr7qG62r7kZeMIHBuKF/URXY/f56NwpyPyq6/8Ldmft7J4DL8bc218WKIJWcSSGwpcSyBVQKxR0hirKsmXVLpFSV1t2A22ioaX59el7dAGsv3wEctDE+RE62/tYN4qg47kbz/lmlTVlvONrvLe3Z73WYNqzN2NApjpXY3ml9PyLp9ceR3r/d0keL694l2DPjPY+jjUeNGmnMyJ9eMEGxGtARKlTVTtWho3+faQHf+dnzvCoVVDreuUs1+jWnk0IpmVxW1nXher3y9SXw+yxoyuiW+e3LC19f3ni7XFmXlXVdyY6Vnt3xUGtEtKLUDaqiUeP+0v3z0Vhhfd2NksfjOCc956r8oP9OulNkv30ltA8yGTp19YP71ONuLf3I4fjByAwBYhkRIjJGm+og5Gb092iiYUVKsrR+yZRpNcN5i9opRjdiUXh6G6EIRS3FOlT8V1EXjs1QKYyInA0WKlRjxOKkZYK0Rkv3kxyB0ZVXg52x53HcUy/sx2C8RXS2QnkxoiJNoA/uMzJ4ktXohYiSKeJYwHqxFNy0QVqtIF9JGBblho4rli3z6Ar8DTSjNaIojiCTCUtasIKS6sK9YZSGybExY7YIKdTQT3KAWMjhag4xKYhklBWRwhDPIIrEwX2Fi0c2BVQzRb/sRgAmlJESBo8IM+Hc3GgTVjsFi0zdFlK4EMYzafiJqMWx428sy3/ndhu4XgZS+sG8wnebu8tf99HBh3Pqmd2uoN3pqt3JO3+/v2e/TdcTjjxeO5budNPtOH3HDgEmtjQO7xWnWWQgymjFMsUyIAxfOJjBL5vtaNuUZTVlWRMs28ZluXG5LlxvC7fbjWW9sW431m1l2za2lMzInC3jq5Suzk0VMOveKtVBsn/Xavc0ZzZOC/d5XD0f298P2cdtR3h/3vHoopA7nNV7A7Gf2a45TNMPHD1lHGXVP5MB30tL3+tJL0HsY3E849CX7jZHsUF5L0PYiQdZUvc3wSMf+1cpFM22J6bAuq7cbivXy5XXYWAaRiKRy7xyPW8sW+a2bry8vvH2+sblcmFZbqzrQk6JlLPVJukzIhqd+d6o+xrd+7z/b99Ic1zsey7s2Vz9lfXnKi+4TNG+68as++59FmI3nHWwPeDr40n5i0ftfyf+fbO9/lnv+/Nh23twCN3b/rvLJQeC+ICH3v28f/xW1P7dOnSeRtinqJh3npzth7RZ1HeQveB0rIVmBbJnR6+bOSLS5g6Ig/OB91kQjblyfHF8PzxypYP+S2Ff+20c9Bvj/9EAyvvfPhqyu23oW8cBOuwHWJLkesLWOS8CNZBr39yCZY8qWCBSBjVsdhPFA7JN7ryxQp4NK12BmoVadSOxYCH7vWZKOLSIOuyOWJ0BgFY3SsGcEgE0mDwUissnGXEjdnNIq2dYJA/Q08WgCHOBIKSUUFm53QZKiYR4Zd1eiNuFOAW29Q+29MrtdeP2OrAuynZLpDV5JoSTkyaj5SJoGc2oXapR9+bjWAXDm/W9eGbqtkLYUB2BwSLAdbVNHPVAiOh73GrtiFu7GwRG3YNH+v251oDQik3GBqzO3mIHLeFOhuxBjTV7QIE8+0Kdd0JUsah4lb1wdMjfpdH3xFdpzeinBbc1KOg+YC37bpc6PlPlqcGzGywwTavsHysuPLRaEmBFcdGdphwuR2rkP6Y/qAteDWYqWOaNipIpO+kDRTNBdxNlq3NE2NewqhnTRLw+g72XbHwvp0RaCttVuc2Jt+lqdXNXYU2Z25K4Xq4GfV5w3RNzCDhKgIAZu5UWWKu1l+r0V5d2fV71vhkGUXPaqkO54jDX9qC9kFqcHn3e1Ou9VA9uEwE7JqaC5GL2SMWzLYLLG8X5ikOKUevQeMaU5tYXqzsRf3ifraJQ476VzmtQKNqyXPDadJaJNUCFAnI53PTBgMoNSB7IFlzytMANaeOkqBg/aHDK6gF2VR8IAo78YEc9v85dQGWwwC/Jrt94IGcxPVA1Q/BAYsXqbaj1NRAp+QZB2VaDPby8RgLCHO39ugaWdSQMV8KUuKWV6+3G7U3Iq2clhsUCiyTRDNJihZ01JCgLIgmxUuuuY5pj29Z2cdp1xAEGCoM5HHQCKYh+9XnZnA5srCknp2ejS8HgsUXOoBM7BPG281sBT/mHMHeTr7YG1ehI4mr3aHza9X1q3Ym6h33/+OtwTFqxRbWtQdgJtMWu6pHOa0TKHgvzgSyH0Jvs7sUNufvwTrbhyLcOpmI/v5rhmoxQ5cWyZzkFMbi8gK8pPy94BzYXAmMwQ/oYDGJpdJz+ykhVsKJhWVmLQSCmYtkRWff36uzctNafcF6nx4yIOhgfyYLfk3frexcwd5DPlKNzVO6uqV8exv9OzT1+e7w3RrO0egXAWuBtU7YfVjqOmLNtY5XGCukdEAdZ9S7tRRue+95a/d9skLVzwe/rqS81mqVGafYP6hR2yMRuEYyVCffp+3XUah7i/rWLnlTvNihaMplC2myTviKkVBjWSBy9IBBKTpl1MXzhlFbbrCsTq5GVPi/UrJAGxbJ/j3bRtVLZvlPcIU29xdO3v1u0nRtZ+sEXr8NxWNC1fal7t1IjjXBnlVQ+0qJ171Kq7xa5trH99hr55iH1vzZQ7BN7WCXdN/cGoe6cRpewR3a6wVb7KH7tBKG+51U4NjqqUB517Fp9iZoBIHVO9+hMa63Ok2dyeBqoSK0b4lkIaoJ8SivbduH17YXfv0BMK9vrjbyt5HXhX19e+e//8wu/f/nK69sr1+uFdVnY1oWUVlLaKLl4cJgJkFVwUjpDSp/94LBN1MwHrfO4Z0e0ldv+u+dJ1ch2t1l49o1SdhoW2jprgrqvlQOd3vGQ427WM+ofZmxoqhkJT0g4M+RgUW6z4X+mIZBFIC1IWZCwIvErIRXiWihxJY2vgBDK5CKd42uGBygD5fXBBObhN0QSQc3RUWK29Ow4GjTMcCaER8t8oSApI+XF1+MZHSJ5HAlpIOYJgtUgKSGQg7o1N/p+Gm39nrLR6+LRJzFRgpBLNkdCzgSUstyQ4Y2SClEHitxAbiivqH6l5DdkfYP1im43VG8UFkq4kc8XU/q3f0ApBP47FCUtFk3I+Yw0LEuPjCub77Nn4mkhzCs6jGj0/hexVP91QIfEFr/4DHsWlBREBk7DT2gIlEEw4fqGkJ0kCln/L9ArofxnRJ4p8p+R8AnVDXIicibKiaJvwAVyQnIi5ZUt3eD0N+L8DDmQ1sR6/YO31/+G8MiXf/2/GKf5Q7r6+OikAFeAGsV2DExhd4hKx2vrHqpdG23l7GugmcO9jYNvte9NU+p9rQYa/9IOvqixsbZo62XuKKuKYGdMs8yxSAwzUU4M4UwMMwMTUQckByQJZRPSCkswgKxIYWDjtt54u114u174+vWNy+3C5fJiqf+XC2lLLLebFareFiswnNPuiCi1rzuvtgyNaCnYxRwQQQOF4NtEnZ8+sl06XljHdOc5e82aenTGZKXNsUqNi1bfd6ok5ffqZbwq9DVn+A/vooejlz/3LFA34OpRKqr96aWkoxO/fts7BHwsZP+16RXHhrp79ftylSEr3VeZDd+LtLuu6jM+gqoUCkHNsVqKGfhyNqPjut6AwuXyRikQg7CtmeW68fL1yjTOTNOZlFeWfON2W/j6Yvvp6+tX1mVhWczplVLeMfzzEc6w7pnanh1XrqsiW3W3+hTCTis1q/Nu1rT91UZ1pw+nn5al2MtG+5wc2js00wTO9vuPU1nXZh9UoMefa+sf7s5eXPVAhPVcXz/7Tfax3Qnm2Gut4uK9UiR7C/tavpcYDh2mwrTVwKEKy1EALYqEQol2wxCFvCohCHEUQq0FJu7UzhXC1RwVNQMib1bMtKSyOyA826ayANWdI9kz9m6mKmdVHU3u/Vk7D2ofuyyaw3kfjEP/sVfeD6d15xft9qzuezk236/lj2754bEpSEHj0j1atL2cYjUfQrAMB53BgxYoNygXi1SMA7KdkfWMhptnRgYz+FSeVAsmo6Z2ggWUAFpeMCeIYJBPFpGKeEaEJAtUAW9jRLHCopIUHQwKyaJdJ4voD4pi1lohIHmyTL34hsRCWq2YKvFGTIoyEYeB6/oHcVqQuCFiME5FV9J1Il9mgy1cb5R1IS0XtARyjla3IVnkPnm2jIhsBjLkzfb10aNxy8UIMD+aI2K7AAslWGFoc1Ks0O37yIRhkr+ZAWeIUKLJ1armEJCIGcyweUOhwmVmz3zQC8ICckZkNDx+UQ9iSb6HC4WbZR2XT5CePfq9Zq6L9S99sXkKkzmB4q3pt3/5cLQFTdEgjYabB5B5zYoqM4UVkWSZEbrvnYIVExY1sFUCPjYggzuBBJRAKCejn2QBPRS3IahBnEZmJAyUQSgxQs6U7IbkoKhYvZO6KwUKUSyTJGtCVYiepWkGWiwjBUF1MPrdMAPdZDXgsstsed1ItxvLayKO8MINyhemcOOPcCPljS3dWNPCugpbAi0bhYIMs9UFt6XsNQtwN4k4/BI2v1gmuBXadiOrG+g0GyqFVqhEEioLgtVINJm0zr/dwdadbxBB3eci7kDb+bxBDgWDGzqoshHRwfQ79cLaJIfLrYb+0Qz62WsMDtamFne4/cAR1G0tPljKgpJATsBgTs1SYMiW6VOCRcaXiOTB1l6MNr5ydn74B6JKcLos1MLftU5IRhy6y4LXMMeKfsHqlDyBnAgxwDChuaDZAs9EbzZ1WdBwpoQHF+WSyd46mR1i88LzcYOQ0dGyy0qZ0TCAfkJlRNMLQV9Z9BN5OVO2wuU1cbms/PbyxtNp4dN5I04b43lD9UIu/2JdR5bLM1tKaHhDo2WwGAKa2T9KWClsiHw1J4Q+IjpbNkncIC82tyTM+TIRGMkMqI6oBqvTIK8E+afNf7AgNy3PWIbO4EzRCk5XiDiRn92GpMBGCVebV63Opeoweob4GfIbIq9GZ2mwuinhDag2vgnVJ6NPLMMoizuT/+T464Wpv9NY/8sHctc70e9ePnvfehVp75Wr9xd/q1cHpaYTpA8m0b2D5jjAeEM1idG9J7V9Y8NlHNQzFoQkakV1qvwg4hFL5mhYi2U8bIX9XXcYpirkNQdEcYFP3/f/W8/a6Qvvz+/kZL2/jo/Zkrx7v8fR/Pjvvu36KlhmiTlc4FL4N5wQx7u9v1wOfx71go+eVDsB+L61o5Nib8PVuyqdH+59NMy/D/W81446I+hhhfTRjC5VCW0zK8UU0JQsiqKgxE75zCl7TYiyY8o175V2d3GVQvZv3o1EL7Q3rao6DO4UzvY8uv/eoj7vz+uU3xYVGnbdtGlsVYnSYz/cYtxoUtkNZn2bem+4+IuH3vfZB6P/zju7f3tPQ/e082cEb31ujoJGmt+iofq6jxM+wmJ9/H3XN+2erUVTmqOg5I28rSzXG9e3gRdVQkrkZDUgvvzxxuvrG5fLlXU1I0luWRC7k6EaQCqj6+tCHPrR+lKZ8vE5TWLzz3cM/N3+tIOAdu3WfaU3KVW679d7xy96TBn29r67tf4Ib6vLXGuUg+CYQZASsmQruKWDOSrEU8zLZOt9EAgDIWQTEMpg6yVaRFJcLfrL/C9CkBNQ3CAfQW+QC6HUouYzIgMhX9CaaWHWXczAnt1D7qmhJAzTEzMsaIFsGJ8lmnAvxYo4xpIRDchmME2WFr9hWJ2rCYpkSAu6XCEWV26i1ZUooJhwWqgFz5MHaJws80MviJoibQq6pdcHvYFaJIg0oWyxsSSaozyL9+UGOpqgF8QgnYM7iiQjYXUF0yLYhYQgFLOGI2IOHquDAiKPluYqAuLp8eWGFosq0mFBY7GXTBgcpBLCTGYgyESK2aAgV2ULwu36SAwzby9XhnH7QYKrRCpN9rkn2YPcpuz8/7At7k7TdtHdXb55tKXXCWHHH46/yQedbDeqPKU0I3AphVwq3nmFMSzNGFej6bZkmYMxbKAmtwXfU2/bwuX2xuV25XK7GjTOsrCtq+H4p0TKVg+ieNZhvXfP7xoPe5fJ8P6RP5KX313TC3YfjnQn1L67+tiH91f3k1h564e//uXjXic43P/wWD7P+tF9vrUXV2npWz3rZDyn4+/JjlI7JXrsXNuf9zvue5FFBqoHdVjWaqAUU6xzzqSUWLeNEFZutxuhBs8UZRxXxnEll401LSzr2mVBrKzbuhdBbxmGmdLXWermqXdFfHclqo3b+wyYSj/3w3T/nR6H6B1dywdj+C1Z6N3NDm/fOqSSed9sf81H7En4gCjf01dr8vBH385HN3x//4+fuG/r44fs2W79UOHujPSMXwHkpE5/EEIwPhakKbylKJqNH+a0OyQaP2xZEFVnwGS1GvvRRcDtRaG/c3zAmu4l4ndffuvkD3/o9wt/P8iEH4zqB22+54t/coQzu4WgAANaA4pqBLTDyVRCq73RGolfTP/RKvu0gU1Y9Opo51UHfXuQqpdG51E180Fo+pRWQ2Q0g75HDtuRDA5GLAhH3WhtTuEbFmE9USVkwSOoJaAlUHKgbAq5sEmixBXVhbiCRINCsSLHN/KtkBc15/y6kLcbJd3MAJg9GKlsWA2D+tkzGdyIRbFMD4MWKW78NoOcGUysmDe6IrpZ9kKp4+JFUz3a2iKzBcsiqYYzz6BogU7QYEkqR5VqIvP6Cjrs8jni99lrLpjh1JzPxh6CXVuLQgNWxBXQ4b2z7k+OSuJ1NzJ9ITiZ9JYrPdKO0OnIHrHudiaphm6tPMlh8dSj1atO0pAhLMDJ6pC4zNsw6NVVmqqrbdSAL9HKvzpxrjief6Ht/ernAu4Q7bP4DSqq+CsXqzmy3TaWOFBGIY9qWRLbwpaN/nTLFIfcUiyTqGbMNsMbCW083ZwjWnWnpss6f6w8koqVtIJsRgsIpWVu1Oyl2u5g50st2FvXfqAGEtBm0ffPQyCk79bFsPh3+DCfUGjzVHW+Si2h7HP8147KU8FquGC0SwIdUUaaCblm6rfeCCoVdN3cdJTKryq9VbqtMMnVAJ6NV4rBgu8ZYFYTUGtKoKoF1hFBRgsKI/rvwc93ibp4MJrYOBW9ITgMKlhBZ0DjjGUKDRjUUKAgZCmgibAuoIXrUIxVb1dKigxTYkwb6AIFQ8e5ZVIupEUteSgLmgqUlapPmyswYNkFxbtoNF51WDu38sbiU+gySpVn1WxHLSCpBreKZUAoi41DMw4bfzQIeueReL0NjTbHZKQMqHofalCVGAKC6pkWgKyW9Y+IOeEprmf/OYP7y06Ivqm2pnwtQsdUeh3G11cvqmm99njqQVx+JyN296gnN1FDjuf2snPhGOQSXZA8ZAZUulRbKlrqutWaNUkQ85IGgVyUKBbRH8Vewd/ruBSxe1T4oVp4OpU9A6KoFaX2dWTstRw/a6cE1j2i1MHCNqHKt/Tu2e/f6/GOJPQ4b3tEcH/Yw71zZGjH4+p4sit5RStLMRa2FHuef6UW3PHXj7oX6t13vUG6YWu5YOa4/ZVRN6m+PaBvdPdQOXfRm3KgKO3ea90DF2IksCvRwY07cry23duZYxdJSt38BWO29e9ikZIBIW3JCjOVQtyscGkYhrZBmhHGDC85OQa/bz4tdb+bYfu0bxVUmKZmdOrcT1IZ1c7M63V70KwJrpW5SZ00J7I9M6KHb8IZm5iRE93v0w2XTW8xIbS14FSn6inGdZgrs8ThXX5k861HnedqzO+J0Im/N8K1xaNU55F932/mx9W119zYWbG6gmBOHG8PXOR0WmaHbhLE+Vg3t+rC6bsIv7pGK+NonBDcoIpulBzZlitLyLx8MWiYt3HkX+Ng+Nbryuvlwu9fXrhcLry+vBpUyXplS+6MyNnqQWhBc7YinaUaTmqKYTcvdXPQijtQ14y6/WOgYWlS9yBfj/3GfLeT1HHaIz1Lo/hK4zZeXUp1a88yj9pmDzRHRMc4xRnwodbLXz1qYT1Gm5dposRAuP0H8vpCjH8jhEd0UNOlPMo6DxPpfCKyMOmbOXrTjMRMOGVCDoxfsYikR4v8iuUXf9azUUH+HS0rY5pN4OATyglZN2R7Q1PxqLEV5QZlQ5LjGpOwQnyvIANSnpGU0fUVlZEcnxEVwpYIqgzpaoLJ9glkRp4WGG8wvEFQQlyJkuD2QskDnJ/h9IysiXBbKelCkY0iK1kMv1NvqxXxnn9BuBL1vyKqDDyjeiJ71kLQ35xdnY0382L91p+BgZIC5ECYbgR9RflEYUajoo9CCBOxnCG+IcNXIMIQPZjp6s6XC0ggDL8AgZL+QFUZ5L8QRCjDf1DChVB+R9OCbhGKIA+vSCzI+DM6/0QuizlEdCKUMxoiYbQIq+VNYXvmi/wfLFcYh38yDD9WE6JG0u9Vmr5haNb3XzTer3frtrtYq7FS2IXerqmdFarz6roLVV61RxpLy6hjf/lvla+rF6AsakUPU05IimxrIkhiWzdiWP1zZpssi0WXRCwZzbDcNsYhMA7Oe0phTQvX9cptvfH1zSLSX1+/kraN29uFnDPrdqOUQkormtUgc3KhaHIjsfHYmnVfU1zNVmWyg3TPp4eR6sZdj8Pcj2RL0tLuSu0lsftp0u4aOfy6T7XTxQdBBD9yfHh2a6pKjLtc8i34J22C+R5GVOXtw53uI6sbvEO353k7/Zl1zOp+0ysvFfqx76Fd605EFYt6JFoQUTDemNOKamENEc1K4OIQOInb9Wq1IeaZIQ4Mw0ApmVTMuXW7LWxp5XJ5Y0srt/VCTpvVXMqJnFdzeqnvr2rxhNpklraJHUUPp8Oi91CTO/EZrfXz3u99O53pvdLRLu6FjcOK3zMw24Ba+3tfOlm80y2+d9wb6ul63Oaq7ud3ctA9dNWx4SrSdQ9d+9W9H+9x329pQ2ts0+URcejXSo7qcvMHD7wXIhfjeYJBoajCJgabqMX002A6RQjicBV2Ly0YvrRDz5XiMEylqwORvF5XrTmSXc7pRcWmhPoD92NxoJtuTrzvxk/6z++H3Ax/1MbejfWhXT/vHY7Crrh9fI+u+cMJB93wG8fwK1QjuGZUzsBgepyoRYfKCuEC5YpwsuhWAuhkBlUNKAkTzupiykjZLOI3Tya7D4FDUWSxaHfyyQ0+X4DNHSOOAV8GNMwgg2Vf6GoGiqAGEyk3iCMaThiE5gSsoH8gOiHyd+P9mm0fHw2CKGeLbiYpISTK9YqEjTAIxAUZChIVhleIV8ptotxGdFsp60IpN1LyjIZSnIyqrD8ZjWdzEGg42fMny0oo6Wp7cnj1iStOly8mk3qwnpbV4DpjNMgjtULNlAHSbFHA+SvIBOEnYEPzq/XBs0wIC80AqIJhqQsGeVOQ8AA4jrwA8pWWgRIxOTm8IFRnhAX2aA3kkeRZNCOaf+aHLCHqN9VAqEZ6Ce5DsSLJNUNDdbIgGoAgZpoIritJRnOAHJGSETUDZfEsklBrCcjV309OX85zxgJRKcHSCUIRQilYpLzxsURENBF0IRCJYhlCRSMiMDpqhKQLkiPKA0hEQ/At3Nor2fmG64PKilkAZlIY2PKNuLxxyYpeIT7ciI/BoF2XRNkW8vJCuiVKeqDkK/AHsLYC15bEZE5BY1OOde/Gbx2z1WZY1LLFcvGCyNF1iQS8GV8goRrNqF0iZKtVYsbgAMwoGQkXoyevG5KdpUhY7bm9voIZhQPVKGzGasd9T5HSFaS3ehOCaEIlotHh2hDL+Ni0+Sn+Gr0ZPaCFEq+oXBGxLG/LXhIMSnYCXdCyImSzUYSZIo++ljxryIs943xMGREEQ/ENVlxZZLcLyDPIiMRkmRH6YK+8kUtGyoI5uZ4hngkEs/yVAcrJHJxEAitBL7Y1jCNK9NoIA4OeCWUkb5+RMli2WQgwmANEk2cW5UIJN0q6sg3Ksj7z+vbMPC/Mp68MozKdipvxI6WIy2iFdYWShXILFqCSXswB60OsZbIgAVkhJERuBJJlnpUHaqCbSUlVpzDZQb32CmVAqUXAY6OZEK4YxO/NRdtx339EUPmEORSSM7QH54X/AbxAmgl5asH1iGVyqcxQPgEQSrD1xItlQMUnIBNyojo8v3f8WzUhgPdK0Z0gqtTUog9kgYOe8ZGEsJ/XyyF/sWsfnl/15uYA8b9ln09UleCCYTNX6f6HBcVKOz8DQ3DEraqo1H3C29BSYZasGHXNdLDsAJqzosp3nWxFzYboVYqD7q9dyum35qMTBPXup2+N1f3R5uBuPt+ddzcRtc/VnJiwely3sgd5/NtHnccqDQguit6Zm+W9Mv6eqD5SxHe184ADfDj//ju7vzQol/vz5Lt/4UrRe+Rin2U1RYKS29IxH7NjOVKdWB6Np+zee9W7+30EgnaU+EW6v/tzOgVLhGZMqadU2KB2nezX7ZkR9R71unqORVD0Dob77r2DtGrOp75pu8BsDn+Fi/TH/VgdtMrjIXW99gvzvql+lCtN9f3tGJNf1IqSHh51p8/3vdnHS+mcFyKH3/C+NkiP2veOTqrAXHIi5cC2biwxoClRtkDaEtuauF5v3JYry7LDL+UWFWyRTUf4pZ4moSq4TdHFed5hdLxf94N7H1UsH3zXj6hyoJHjDNyN5gcblvj7HeXd3enfY2olZN9XbL4MK7Y6mybfUFyJ0WTkUsZm0KlrTOqyC0rFB7a2siugllUgGiCuJlwpgAv/LnBKTp6dERpcl6VqrkD2iLVACGJp/I4lK+liBrnhBGICJcJuMMmrDdiQkDCgXryRGj3GgnJDymLRb9tmgvVWKAmL2HRBTDwLQ9kAU3asdoXh1Za44dX7LJpLLaVcZHBBbGwCnopfVx1cJsnS4M2w8ddtgWLCGylAHk08bILgZIrWoDb2KpYyf8c2zYlUodOCZVjohGalpBshr5AtKitLJGggp0wOjgbByvW2AMLlIgzDD7v0u+NOcJD3+3g97VAvqT/k+HdbFx+y3e4L/aC96oCoe0vjZX2jR05RM6tKMYgjy0hI5OxRcmklbpFtWxAJhCWYQ1QCMYPmQhoSQxSGiMl6mtnSynUzTP7bbWHbVrYtkTaLbs/ucNBS3G9R992KE1wdJF0/q0x3+K57rPvB3B/8MBcfD/7+81G+uNsb72XFD9vq9ofv3Ot/6ehZ93ea/0he1f7HQ7e7vVv6M+82ZdW7IJH9nCozVGmsv0fzYfSX1LmkuP/CnWLFFO6SM0mELVnUZwwmeRnNFmKMDEP07B3PmlgXo91ts3211YTwrB4PONlrQ7THOuyt1cFzJ4bsz3r4/ltyLXsbhwH/iIq+JxvT7cF7OwegnvvLPybU79+u//rdWnknSfxpW0d58H2HDmT24eXayaR3N/uApx7upnv7lXfUYDnbru1sR/NoIp8qXi8KqhOiBiRpdUJUHtV4le50cyeX3fftoy+OQ91fKO2Ej0ewa0H35/7ead++77f79+fHX+BvbWA8OrvJlf6qY46YMUu7AKZ+2bQitKXh3iMRPcDVChWX3y6uxrlq6Ku/ueEJqAE2xk8Vk2nEdcaK3Y1/F3ywxQymrTZERlncOTaYHJjtOTQaD5JgxmQtybJCLcbFrKlhoywGc6hpQ4s5TFH1bIVErdtgjgKHtnKZV1uwmzkXTFoPZmCvspZisl8N4qvqTQjWkTJCLSbdR9i3CXDCKEP3rZoshmBFWGtfxMZRsPZK9vnDBO4w7HPJgGVLsF8TahRxnUq1czXt/fgrR51Yz0Jo1FrcyQA0LHciFqnuwZH42Es9p2tUKxTVnYW60zcb/686Cq5shKpj7wGJNuTFl0WlMd+HQqHp6z5nNbjQZM86S9qCM+zuBtlTiiIZz+gq+0sKKSSb8k3QtDtc8xZNTqMiJ/h+WQAVd+T08phlMWnxzI69UA41HEHFMhFUome/+JhVPboGwrbMqLKPuwYKI5A9WnzfE7UZEOuDCzWgtY0XHtGuNveO/UQl8j0avmau+N7xV5ysd/SmjTZqF70Oi3q0uzvbtGZXaXLdLBjkqFZ+FIET5jRYQYtnltfA2+qg2fvdZLMW9OlZXLV2BAqlmA7ptTKM7is0FZhTqFgmfRCr1xKMbkVcPicjxaL4NRuvKUWRIFjthUCua6kkh7DZYFuoQaQ5234axKoZouaIKEUNCqxmIRallOhgAqULSnJ9U5LTfWy0ViG2Kt8SrA6IVkwxBGXyaaqjVvXZOnd1/3GYrzbB5iAzPbgxVqzWhmXU2d6U/AXqbgOR4vuG0YOIQ11XyDF6PvPt4wfgmFq3m6DQ/1aF2Rr4om5EM/4vx864AqC6Q9K8Q1Pp7lrHsP1+f+KdQqHeSdtEjn3N3vda76FlFtTzdL+n7TnSzhfBoJfA0qnFMyGgPUDrq7auNUdDRne4Jb93rQXReGI31ln3ce2FwYNjot6H49HmS+/O24fsOId6HNv7ezV+0D+eHM8TP8PL4yDiUHp+zqLuF8vfTp7/1tEKa7W57TvqAoAUZ9rWy0PxYrBF0ndc4JjK0auku6HWVEbbDBrBtievmQz1TveeP1uM4sVc2m0P2Rqwp+f5ugj+DJXXIr7IPbpcRkKIhoYSbNNTj+BTT6Wxefc01yp4ggtu1pPjPLjjoAp2PlYHR0EbI/W/6yZYUyZ9HF0qqvVU9uf0Np25NUeHdBkl0DYardG63YSr3hnd1DZZc2DsY0jZo85+5NAmUO3M2gSlOse94FBp4W6B+QT0QlQ7/8BED9LpPjcKoT6PChI6mKsqABJ9zOrGUQXqfp6FCjejntGhzm1sAwYzbgsVPqbklZKFbbPCyKKFbb0aTIkoKSnbptyWC2+Xryy3hcvlhW1Le3HqtFhkZ17RUgwDlArRRJcKq03AtFncueAh+o7DRfsYHzaGbpNuc0MnlOG/V2WuXhipzq82P41POvr3wRGy337Hza9d+DHOpqLkaQFWwmgRcBa1kNE4gT544yuo4wqnEUlnJCaC3AgUgkR0CJSpOP7lG4RMmVdbW+MVdECWZ6REwrxaNBNnSpnQYSATiPmGpJulO8uETAkZEpKvkDdKEvIqDONAmCIlCnksyLISbl+Q+Iny/P8EBiQ5ZmkakJIp6ytCID4+I5PWgCOQGyIZld/deHeGdDIl+YYVod4KRc1IR9kY5EKRN0p4I3Bjyl/QkkiaKEAeX2xeb0+2fsrvCDfD4+eRkn6FFJD435D4T6QWbyyGHWxa9c0cNjqg6UberkYecQA9QXpCpZDHF6REpts/IAjL/BUVxwsuAiSjoQGUgG5K2QpxylYjj1+R7TMlv8DyP9BciEnJc0DPEU0D8jZZRkQcGQZlzf9f5tsM8VeG+GNOiN2o3/GwPmK58qdG1kKLvAj7Ojo22p/f/dp4oPgSrGtx3ytMTpQW5AHS5Cv8u36/34vbuzEtG5/MmxUbX7cbhcLt9kIpG29vEyktIIFpurGmm9HvHAijEGMghEAQUyKK76EVHidtiWWxCPTV39OyUXImJzPK5M2UkOqYSJ4J1jtlC67kluq4yA02qnSCY+ViVcqp9dh2saPyon6/po0J+Dbk8vXO1joZtZugPQOyu4l0+1U/rz8quHX93PfJ/l4mu7VwCO3PvTtd2emsT6dWeB/iJx1/tkZ6eLGWHSe7CbyX6qyFshvL6npw4wNAKdKi2O3cRCGQi0XkkSF4inoskaLKti2kbWQZBoZxYhgngtcJqQEkpSRSupFL9v00sSxXSsls20ZxiKdSMrnSkmqDzmlOrhZcYH3U9l6aviH9OFf66wX8NvRCM1IdnP3KnmW8D+BOqpX46je7bGrn9bSwz/tOq39CcG1K5aOv9yal+6UZyO/alo/7Uk+tfOxAjvtpd/3pxE6pf9/zTJfxW5ZlNxcqhyFVr3NQoAWomKhoWU2ahSxCCNV41998l6MaumJzQmB1dDC+R6Md6MlnlxsrH69k4HJUg0Z4P6xGc7vcewh+OjD21uh+TnuMjrHpHS+rf3VyW2M135ifw2LvIGLeC3l3j5IsmldC1Wc8Cl8t474p9/MIwwR5sKjz4DxH1R1Hg0XbpmTR+2FAwyNIhlpvonh0fqwOD687EZLLIQ8mtxaLlpZi8E610DAsoFfTt5PRjwYxuSoNTeaVEiA92jNNmweu/IFKIJRfrf1iWr2GBaRQgtXDajX+xsEyENiAK5oyms2ZoXrdaSArmhIOeogZCR3HPVZ4lyq3X7CMDIcpVYdeKpXfLMZ94oyGEQmDBcDkCdIMekXKq9/L10lwp4Jszo6ebYy9NoPmR6c+C6IR2TwDxaO4882CaeIAIfrryZ8jQ5mQdDKs+cGCeBiz+U6SE57rfcIr7xfLd6nPs/0Fjcn01HWEFN2wqu40mTCD70x1UJXiUDGddLHvACej4eywnoPalh3MMSBeUJshu11PUOrze0uhEHJEciRoMiOtWKFdKBSSBzS5kwdFgxUONjvC6vuVQ7rER+t7FPMp4QXTtzMlB+LF+j8OmRgSQQ0iNd4KQ87AhMiJvE5sF0j5RuHm+q1allcOaFFynFAyZfPaF2LZNVZ3Q2xNiUNs+hQSrHJY0hHRQtDNTFDJnrbIas6pEM0hw4YS0TKiGik8ghSCXhGtkLYKeWi81NiZZfVosH1CZdePm+FcBwwOzDD9LVui1gswmFdQcsw/CEEinik1IprM8VGeQC2ArMhGkNXZ/2z6Im/A7xA+maNSA5Ij6InMJ/5/vP1bcyRJjqALflA1dycj8lLV1TN9jsiRlX3e//9X9gech93pmemqzsqMIOlupsA+AFBVM3dGMHJG1qoiSdpFL1AoFHcgfyDlH97WpmGLaiALVp7dQUyro7pEBMCiKAr1D5BXkE8egbGZ17BR58uUBeXJjaK1ACvoK6aFtj4jcqa0v7gn9PNXx0tbMWs+Rq2oidtmjci69uRjs7+ieqFiUS/xldKurLfP3F5/ppQgCeVKqb/7+OyvGCWKohu6bZgZq/7sTlDNo6hpa6SFumJcKfIU6Xu9npCnVToh9hp44s6AbtDZIgriFzxDiNOpGtH5qq5Dk+Jp9jJqTvJssS+IvWKlha9jpIKyJ1JH52l+XqH8hvEZlys2CivIJ6w5nfE0xCvw77537S98BOH+dCTEe2d1shB3Wu27a3rwiEl48Or9a/b4Ydx2i2EqEA9tTRzezHPr/Dd7nmrKUMPsJaXzuDvXOPpxg4N1o0KPgMjnEEzgGH+fju2ae/eawWbcg/FewPr+9e01fvC884l74Tfn3MLj+/bB/u8av+P4546P9/OgPSBGZ5jjbzOGAuV7o5rFguzj0TjuuHASkx73Me2VCW9kQm1PQyQ9U4AVRbXgXjHhOy4heOrEoHdN7hFCMoa5EyrHUI7y4W7kEvAKQ8QcNYGkEWVqL7yiCc8S6T8ZP3dtzNbw/eZKo8jMFAwYTN12hVmZCMBHLjn8vt85vh5yeO1Ah2ahd/5+Fro+MoY7wTixaBjb0jh0d/lA6Xg6WR73w7DxzyAVFaquQGsN1lUprppmW43bap4bfd0iAsI9j7XnrI4IiJ56afIANqd33nPgbK7f9HM/xIGje2w2dgawA6w6Yf/udVyPb1FQOzz+3rff7tciR6xaDa/9WIdSomBeeEmU4rUcqu+dIoa0UHBPXrFOChZvqyQhOQdXtXjOxiTKhEulhJdc0fBeiZRVUjE54cXvtoi2EN+fxXNDFv0M3LyN7sGBB8emyyaGVReOrYcQR5E9zFPXaHqQ3xB5Q5oL+tZaRNVE3l9rIDdMNmewDSRCb6lRWDAMsZ4mYTLG9T2zYGXB6gXqhY7/4u34NlAklTyRegUE0cjfWiMEvkTe5aIOWy54PYo3PH3aFoJsphLzsO2Q9DAa7n3VSJ9qM1dQow1Vj6hQ838NY91eKEV5u60s9Udo249dxyCz98nWAz7srrHvfHtHnGKtku+KRiwOxx75mIrV9BJXDbqVkRBXpAi39dUnczWanihWKJtQaqHUcDVI7yg1zzfcbmxbY73dem5/zZRLqcTT4SxgapF2TnuanJ56LmvjjFWm8yAToxci+rvr8d2jYwfwe1rUWaDZ3fiH2v3R6/E49s/e6Xx3xk4M5Te6GmxEOkI9ouXvj+2b1LuvX3jSMWLqHC9jrVUcL8C9gIFSNiexQscFNfPoHKn9bPQonltERaxoT2041RyZPdehn6k98pUx/45LtgfcHAd7xyH2JXGAPjTC3wFt8NWWA5s7+HGm/89d38TlH0DyZC/l/rY8+P3x/N7rT/ao/45YkGyms3K53tLXw5VkdONE/hz8+FgHIyMimCIgBk82kyImHm3Haj2akU0GA3mfdvV5/++45gXYjeWd3/+3XaEsNO28tXPkmcpTwCIdRk8Fked+LvSCZM78vvYGlvUaDvs1ZFTL/Pvd6zkLzeZOVsTcS9bHNPW5kxEy0iAjYf1Zx7EweO0cBLoXt9M4NQ3lqqdbsZIpcq9gq9M+BWQLWuCIN9Kw5niEvXOcQuTV93no9E/wVCLj8vE6b9dTUKARfZBRENlHvNf3hTGiXR1iw8EtnQLTYUkcbqLdEDCUQ0IqgT2FT8I90gF3r/hJDpV5TD9yTRs0unbjA319LXgjT20M7uyrsQ6D/xh0LeeW/HkJfqsGDUr8SdAFLjQZOBHzlMTlnhJmjLpnOYQwBrnCfG+g9bmU0CFIji/66XJla9jWaKvRVqEt0LZ0HgznPImaYFM9sBbFpHsEq028mBW6Bprw8rZMXiwdh3d42OEJZoVeAyLwor9Tcg+Ex/HEyBniBjqzWIdJBpRsI6KqYl7zWW47XcCEIzpFP9j084euGvNbRmRLGoJl5iAUIrUUkfJHwqjkTg/mRhnA0/0Y7jRpE81Ll+V0KIk6CJFJISMmfHkisoQzsLBPHxl7uS9E8b6kBjUM+VAcl0Bi3Sqq4YzWwpW6bCCGsuIyrmG2UIJeS7nRypsbiawg5UZpG15yfcVdImejfsgHlrXjJmcfi3qP6bQz+fa66tQi/ZI35nttifVJJ+SAQqZGawnbdOZ13PK6KC7Tu7EjV3ILfIqaOhlFJgOenkFBOh4M5V2MW6cIrw94LX08EuLQ5rwFOhB3dySNy3QPirxEpi9C5BIOaPT9SxJG00TzTMh7mns2aahNJDz2pUzPui4x7mmPfHDEztoPEh8MMjv3P4jIHN3QJp7C+s/JOBFjst17XtS5Xzb9MBv8ygzPSek8C605xz7OaWz992mdJ9Qd40347NocQUDzsarR38Y4rwvGZn/m6J3zuEOm2rBU0M09S8KljckQBLkzP9PMO1M0AQL6nNLLzkNCZyZgYuyC+Luyag6P9ZU1SSPEEndzvHlwZuf9pI9zI/tuca4Eo2DScTCHMy31tKjGEErzCg/KTuzjcO1pi3JOvnl6OqN+zmVUSBx+fU9IeAhNcEGDIQjiHkrK9HjtYA/G7V5hkOGwU40IGUIT0lkIcvPM6X5yVX7k6gd6JxIZNhm7IaMKzA+yHnkTY5tbsgyJDFzMcXYhfUqncwf7mbGQZAxL0CuPJnFYeoG5PGPG5srDamUIPQU5WKfHwYjXFVClbBvbdnUPdRW2KkR1JbZNud2U9bby+nZlvb1xvb6wbRvrenUmb7t25s+iKOJIHREMoJtmySQ7fcxTZMQQQPKNwHIhBPGxXzrzYrnH2gTLbDuVRkndJlogsIt7ze46PjitsR0JyXHPkT4/gm8K9TdMGvr6r7A9U2tFyoKcF+S5oLqitlHrL9T6M/AF+B3ZNuTt1bMt3Tw39Ha6UGSh2F8dt6oXScU+Ow5dKqiitw2zFepKkY2MqqnnN2e89Ax2QuUZtU8U/UK1P7x2waJIrWh9RvQnzrf/iumVdvm797W+IgZLFo2mYnXBniNFUxXfT/YEdmLTG8LNnTy2Ck9fEFmp7ULVC00rTU+YfvFoDF5p5TfstNKqQVuQ17+AGPppA23IHy8ei11foCrwGbNPqD1hLHB2Dx87/Ves/gVpv4F+RcsZK+dQ0GxUUapsWBXUCmJCMcHqDX3+D4rAIoAqVn4HeaLI/wkmFPm/EbnR5A+arJTu8fKC1BvGT2i7YPUPTP6JLBdkeUJvb1h7o6hib4qw0J5+9rRMKtiyYfV/0OwCfyyU8nFfkt018XLzTjribxp3R3gw3Qh75DE7N7iLjNgRpdHG7u8yvTeEm2IukHqbQYMzJ3R82yzo7ObFgbfrG9Yab/UL2+lGkcLpdEF143Q+c3p7oi4nNzxUca+p6nMTINPRpZJYVT0XsDa0rX4/ihPa5udEpmPymhAbbdu6Yba1DW2be0Jpc+OFKWpeJ8doYTSz/i8NIpAwDhoVTP8gM2nUnY+emTufmFqY6NW8/lPoe2cAk3/cu03IATc+fnXMePx3DxEf92eOaK+Ym5/k/eRpDrg1CcqPcNF/c7xKYX7w0TJgHe+5AjhwNJA/DUuqFs8KpSjb5gYGNZDihaprqWzrQq2FWiqleuFF4eTtWxogt4h0WFFV1tXzC6+bC/WttW508yiIdEDJCEfbjW3k1Paxj8KfueQ2BNGD08p+zedEhtLXaQ/1I47MQkoqEcd5LxyWlQlNP+w8kptgvrXnW+/HNXiJHT6+p6iZjvrdG7Ni8S6ibMK7Hd9w3LN0ljO4/xhW8LrzxCTkWpn0xfFLN0BIjEcZLwVIDCaeLKabNC2fMcCQz5Md7rQ3vO9sGteR9ybHfjgn7jClK+wPqUrvvkg4HeWEiV9/+O1E147kY6KD373sP/A5PzGnuqF4WkjbnqCd3IFCCq7s8QgGN1Q8IfIz2A3ZXrzJE6A3WL+408n52cfVXJnjUTAWIq+C3ny9WygIawnHkis0Ty3pUQruFIKcsOUCtnoedSn0GghpQFocAro114M05xftLFjJ9Evi+SBNsUX9Ph6dAC+Y3cCiOK+9kcVOHUYrojd3JmkbyKVHPjgd3TB5A9ZQDJa+UMINEUUt0oMEPLtCt51BP2HlFZEXh8epdN8dUZAmuCIy1qs1sBWvZ2YBkwL67DCxF+8jamd4OpQzlC8gV7g151VTeVRfQV5AnvBK3QsmZ7y4bXiEywVPOXULsnP6Pr4dr0zjGUp8ORluFPK1HKj9RrEXT9uqF/eoDoOQNfUIhjJkcROBenFwlooARUNZvMjYcyZIWzzKd4t0V1WRolBWtDawT6CfEWu+loIbSsDtbLViy4VCiT7AzPP+UxtShHJyXYJE2qncTxJFsfW6sKmwLngEjIFZ41SfsOUzFqlabbvRbi+s25W31xu36423r2+028rWnB8z3SIi7BmaUsLQ6AV5Pb2Poqi+oLZBO+G1XSItrG5eY6kt6HqCJeQuK2gLpW11ZXBpt+FoBtgSBspVwIpHWSPY5virJc6CtiC2OB3INDvFizKrFUTM0TTka6LGzzhcfX/fkc1vXrFnqNB+wewE9nfgxT3ldYGyoFKB36n6T0yfQf/NI6cEsJvvpbIgy6c48P7mrUsFazT7gvMmr8BwSLUoFG7d+HMBe0bWG7QrVn7GyieGgcFTPQkXMp2aCkhdkPIJM8EyLe/6Ri8iD9j6FZFKtZ89CqF9Bjkhpzekvvna8QW5/RX4heX0B8vpBVuu6PKbRwHIhVELxhD54mu0vPk6tV98Hu0rZo1mybu7AcTar05beUHlFjQ2HA3bhnF1GDUBLUh5psjPqLzSyn8GvVwwIeRi9fOAgvDJnRhFQVa29h+YrcjyCZHFI+REMP3i8k3nWs5+fkjFI1CeEDtjWj0CXU6hmgpcsRVuW9h9Z0bg/evHpdc7zul/xzVxXw8GPfOSx6F8d47BdOz24p6fGUbCiSftfF/07RESO5tjH8MdOzQxbMZkiLDxE/Cw/wfP5/nN/PAkH+5EgT+9GvYD385weeeS/p+ZmR7/dFqLH6KFYwi732Ue2P7mePtd18F5FJNQL/Pz93p/55Xp5r3T3gyR6cG8lx5NMJBz4MGUlzAhq/OHYwHsvXE/HPZBRE/m6k5gP0AtPVInwScNE/2mZHqmyYdf8v7U+t230UsqhlNRIUxeYRa0IT1k0yt8TP09seYbwIif84ZLuB53vOzR5luYvXt0xIzjbk7T7R5Pd/iZgmYXfh/864htD0aXGDLN82AoUG2kv5On9dpYNzdEeK7qdqgDMUc+mLfnHGL8S4biQAz7nzNcJhw/wGy/oMfVnaXL47P5EHiwVncbd1qd7r00tzOv/vco5KPLGYdOg1AK5mVTJVKWoT0cVrQGw5D9RrRAkZD5tjA6nCa0HekZOj4V31dWY99Z5gTOVES5xwrpoWFycmNqiTBgvBAwGWZOhHxGLlyzdZpjCL5leKJJKM161Eb3Qgrmk4JpeLmkl1zmaZUIO9aTM9zNfFzhRSd2BlO0REhyhPB7wTfc0JLjsnOsQQWr3q55nlCP/lgxzthycSNC81ycIh4ZUqxGXzfcOBk5Ufu3SYyXwKMzyEIyeBCMti6jZkcIhi6vKNpWmlU2rRQx2Dz2+3Z7cyHsf/H6yHl8pHx7TH9EMw8tH7fKt3qS43dyaGpOozPTLDxndURCiBS2dUUQbusVN3hC1Y1Sikf1LJLu6dF4RC0QQoJaRKWo58AGV5xMdoMkU91wEUq9ORKi14qwma7ZDmT39z54iu9eONKh48p9n1LN1GJ//XkzxLH13e8zWWYerdy/82BMj38fn93zd8eHh1sHdm1u25+nk0ieWUGTDccdBUOheCSEYLQ2eT9bwYpSrLD3bp4NVG7Q8tD9vffc8Zydz9phgGD/8+GE5/N1nueDNboDXrz3kWPPck/vX/5fx6VvNfQOkXnEEnyEAH73+mAjcuQvvjGOCQ+7w3jnfaeI8xK/7Ng/m5zIg1KGzJnFp5M1m8nOrLPyn/v9Z4dh39/YTfbbFOxH1u29V99D393G/9905ZkmA0jS+e/hTd6V5N3RK935Jk/XKbUKRQ9yXM4j2873xWmHZVrREaE584NdKukFdlMeiJ+zF373Qvb5hNulY1dEdXlEg/N2kk5CFvyWKNgN0yuE13IwOiR9EHOnjr3FPLxtJ9rnQ1r72Me78d4u7Z44vEeOMedPe5RKeBa7VYUhJzH6zAjgaT073OfNtJNBM9KlTGPLE7Nh4THdHRE1v0+nqGUS+3+M8Ow9vOf5hHZq9kolDc9z7QnreCSzE9YkR+7N9sGb5rVndsCsg8CPwcCbmfcTOt71E9RscmCxfVQJHpEiVsIgxaE/92S3cPjQbaNtRluNoo2ini/fZEXXlbZ6vcJtvdHWFd0a1vaR+j61OtFVGSJrglST57PwxE9nFXDDlXR0TccAb88mFBu/u+f6RCPmtJsdcFM0U7893TPI2hn3zt77deSDSuH9lfvzsB+mx3Gy4JFYFkbFpCkjmknCkdZr5cTHAp0eZv2WjHbItNgWdMJOeI2aPKgkQOA1DXwv56CCDiWuSjqBbn3PuyOGRhvOm/UzUV32KnEgqm2x926IXdGyosXTJbkx1igSqemkhDOApxjLOiimGSnSOr3qvGD04+dz4kSJ3VlD1syzBYYRNpG07mju0KNMuoVgFLrklDzBXCOir7frA5zs5d9ZoF77WCVykHmkSjqLpgE5z6dvXx+XXmfidsB1ousjbzu8FfYixaA9tnt8p9970P1M2zIXqUhH4x0/ZNA9T+YoB5IARBtdvp3PH5umaYOOOuAZ9H/OTXu8jJ2Pb8oovRA1h7+ncyJRAWSAPgnaDjDZDxOi7ccwNbu7P30ev5tbxON+RpDMnnJTxM9hEAO+xh7WaXwA39R69/1HrvRCj00nQXJ3gk0yaRNCHfNw7a56eJSHxjyffUqgYYaaoZoNZHHXCRC9/dn7PL85Inwc1JMCpqdXCQbBotCZEeGWEQmwK4ad70jp+OuX9g2025GhGJxWHg53OjzSM7CHfCfBHcx4GicA92ZA3BKe/xMipUtv1AkskGmaXBlakF6ESCBqQ+TOzQiWIWw7DDJnuEVo0WyQ+LErD7Hp0By7dgerHQPQGdixi8eGiHkmbqaQ0XF1/peMm+xxKQielIiCIGGb7S/ju2k4RTL9i+8R6+P2A8U9L4srPERo2+aMQ8FrAegWKUm8YOZ6a9yuK9t6ZV3notSNrLmkmXaCDMsMb5z+v9KVKYPjywN2joDIexPMk3kMAp81PHb1Nybc8py6Nu0PelvxQjx/QGP7r+Xw/iHa4oeTpleEf0Mo1OVKkZVzvVFFWe0zW7tQ1hdKuwJPGM/osqKnhthCPf0CT2ALGDeq/BO2M9vLr75v6hWpSl1eESrl+pPP/0mwusBSMCmUt3/xXLZ8wTKXsF3dg8sKVn5Gzz+FktWLHBb9zYNj3kA4UcpndDH06YrZhtoXD/TQZ4QzYn8DLu7NJUa9fXVvqPJ/IfIXChfQ1Q0qT2Bvn2ibe6LJssAb2PrmBojyr7A25Kt7MrXtBeQN7D8QKxT5V1hObJfw8H27gTUaXzBWRN6QYpT2M7I+ecEybchyoSxnZP2KbDdEb4i+Ic/P8Mv/5TmB3/4TkRvoFTHhdPOIvJtcMfmC3tagVn+nyIqtT5idsfqMlRPoTw6HpVBqwewC2xm5vnlf50a5rJRqyGIYG7fX/w8rZzZ+pWyFi1VKhVv7B/fRY9++0oN7BPEd+bA4c/r+YZCz5FVKvJNe4bEf7j3Rpx5k3O9Ndh5wisRIr13SEBNCYT8bg341izPRItJww6wgq3udl9dXWl0pJqzLiU03luXE6XymLtXPpkyREGHrQ5iz3k8AxSmqFc/hL8s0B0dpVaZiiW2KhFjjnqd4UvV0AjRnjroBJSMjUpnc4W0d7p23PdAo2YX4pqJi9heezpW+3PPTsQ7zvMV8/+T6Peaj3r9mDsc6buzPt+N7A5+mO30Ag7d4yIPNrFd3egCsz3DogDPSIX8GszTbFMio07kXcUOWp4AzJATW4XDuxetNIxKiKSIFWxqtCKVUanjeesqJxO8Yu9FxQtUjb5o2TI1NPULH2hbGio05xWE3bx3wI+UzP1LzrJ3XJfauJW8w8STHMy2RXjI1w7wOPDgD7YA2sQCzUuQOrQ489HvXHS5PZ/+xz+NHOxiN93c2godjG/Oc6VU20YX8GeGCb+sR/90okOyfdFnVANGUxaa2DbIQdaCmZ6IR6brZHd292yaTicqsZwjqupDUhc2pQmaWKM+FaWrWN0p8MsvDuWG64vkRGKdvp6HvFJQQE33wTu8j3p3nvWtY7seQuCODNnwP38ryF8DQqM/gKe4Fz78v7pm+bM4/bTfPwS0XpOfoD9mtbFidcnvrCbNnRl27dNSqwKeYgddI8KLLBuc/oGyxBy8gz1CekbIipWHtCWsnqA0rW9S19NzntrphwlPvvEH96pMvEcVfnnFl0jXW/yVIr2ZGXR9beQvcvMKadRbAZIESka/EWb2+edtyxuvD/eY0p8SiKJEm5YuPZTvjdSCjPkP5ihfBPeGKuaxrsYL+5stnIPYG7RX0M9Z+QWSD5SXGewk8dcTu6No30IYXlv4Vl/uK4546/4h88n+acv4bHsJ7wp11rsBvwAkpz74u22c8QuQ/EZ4o/JvPz76MTfehS/C86wWNFCplc/48qbgsBsVcz6pgNHRZceXtCSlKKVdfB/M11Iiyt1IRU8p2dYcnOYGA3q5xfgTOyJv30cl6CXhcMF08muH06umidXGHp+KFxouFAni7IqVCdYclWS0SWrgTkN0uqCywvHi6U90oFUzPYIIWx7X19p/wtgJPoM+oXVH9itaG1o12u7F9/cq63Xh9+4O2XmmvV4/GWW9xaLc4LzdMDG1eY0XTsLUSDiWC2uLKVt2wtoZi+cn/saGL44ncVnq6tMzrb+Le452PbYjdMNT3RClk3UQy8sii5sFSYp+EgroJokIV50cNUGlgtUdMcHJFtjs9QS9M/+HLXB4B3Fkq9/PFxylXb9NqzC+KbZff/evUAYlHXsq6RoCTz8M9+6EbZvUWuqFPSInaiGyIbsGHfgJ7xuxzpCH8CvYPRBqereLJ9zwN47fRtwiUV1/n5YbXz/mMZV1SA5OL0xW9gJ6CrpvXikAiYvlKkf+O8N+xtdC0UnSj2orwCYm6CJRPCCtF/hPKCW2/Biz/6XKhnb1vcwc1bURK16+A45SpIvoXRJ/BfsfzbShFBJMrKm9gb9jqmVeK/QphADUz2DbMFqz+K6CI/O4+Ce3sxrbyk8OjfAKpiHmWC08VaH6WcMbKK14b8Sek/YTYC0W/oDSoG5bG59zbYliJOjv28iEs+3OFqQ/33n35Iw0+uv+AWUmma/fagbd51KQzeclQDUZz183Uvs0PDzwqFk4BU98k4373MpNAEHfjm/7P9j8fzaE7B1i2+AA8R573ERwOfzwG/wHA+fPAV7532eF3mf6bYPpzBojv9TaNbwegx+uyX/1HQvB7fSSHOxBkfPcI6tnMI4Fo32N3FHvY/eFdknBacl105e0uP35aK6c2Zo28jHEcfR6HYmuGYcxfbIKeDAeTJPjZXt6nhLJ8GPzyfbcaR9tCf28YIeb5l9FmKhWMoQwIIWvIRLE+avdy8YcuOfz+AcK2i/WevzsMIOecwtG3umV6d37Y/3zU57HBI/Gc/kyG3KUNuneluge5Gs4jNKX1f63nqm4a+dH7twxFSrQ8LEXzII4/bf/Kd69vUf7jO/Ot9+D00T4f0ZQ/f0mEmbvnfOTalWAK2sgBmV5NnhNVQxAPBVYtkB4hxdz7DeshkZlsJGlFGgxLyFJZWz4NVDkz36bq+5ETHgqcxp70Ipu9/bSHYpp4Pk0PZa90w2UamDxPSSh2Q7C2G2bFja1dGW4OC1uBK2jzcOhGvOOxIyCUlnRwppdjXo7litjqCmDVcLCLfK7q9MIFrPifeYRE936zgI6Gg4B6+Do162m8Rc+Z01TwsO4FZPGxdu+IWN+0uUX6gJGH18eo7YaIsMlGoVBXoZh6Ucs/i8bf+vudE/HxdXz3HSYuOnpoM0nyIINvuGuuv5MpXFx1mzzSPt2boM0NhNvmETnbGgy6mOd+LRnin16RU7ed5xlGR6FQOx5PuX+T1un0r0c9aB8T8/i6oWHQkunUnhjDiT72X79NIY982Bj/rpMPL28H/Y+gxDtjOIzmA18+ilL9wEAesXrvjmDiU/utoJHd4UUevO/pl9J32EKAyDXNqJuiAiUiY5IHKx5xJlbu+Mdxfqa3ZtAAswNOpfFhnLH7tQ/86uOZn8xzmfk77hHokdGn7xNhh4/919wY2eyRPvz/45rP6nd4sA8P5Xv4Kt/AtSP/fngtWXPs4f1O92D4rViu4t5AZsfv599nXIGgRymfGeOH7e1KB1ZtYNNhsg9g+RC8vZ1HlOoHiNKje9/43A6vHDlQb+N7dMXTpnWHln4GJN+UB/jGqCvgZ7+n39nw3Ok67a3gB+Z/wJ2s1nPs50ov7NdhjsJg8CvJh+BnmLeoUzuTx3Dct8hhL5Hfe4g12cdcS8FplaS3YaapU4bXYY+Anse/DQw2JuNXyq3DbP1YgEvgO8ytR5vE/MzG36IDNvHc7afVeebk6ToMg+frGycZtEy1bEzhDLEp58iCvE8Y0CwiiCM5dUT8/imNyO5AJhzaxkM/L73ocg926AxNzLEb1n3N0xMcSw/xnPc0EfPWvc5A6hqiA5ODrfHAeYT3uxdwH/g9ohBi5BqOcoKfuzkMI9KSqdcf0ebOSu1Ga6+0FZoIYhtFN7Q2ttrQ243tdvMoiOuNtq3Yph4JEWcpPWJBxxlqMiIZMgq208iBo2nUd1zNSJ0wXti0r6xPMv4cNFim/XU8o33pXI6TKZBykClz/rWvG74momPJd4jzgwxcx4WMHM/2IemGGzfC2NGFmKmNxL8uz2Uq5jxJLNoZo73f9/3w8vtSon/fQ55AaNAwj45wmunnZkYX7J1Hh26uTPTH1zszvyIjhbNH9zeQkxvEVCPFrlGsYRIGGTwqq9dqyMgxA09XB11+7o7FHsGDjfM3IZQ1Gp3f9IwFvjQZ+Z/8a9QE0hFN4X2kLBrrKDD0f9nZDG/vQ5IKhwzr8Az4pYHZ0vks8KA7d7eJ5r9//Vhh6mmMNt2boHX30XBEl7EBLVFsnyglnbC+le1pZhzm0DOH6ZH8TflGowMNYtdZ/xhTiw9LwncaQ5Dt3QBkeicF4dFteo4dOEjbw282QsxtG/v7GaU5b6H3YJNLchx/PtfjvZnfedD2rCDuxpIDfCY0HrKJ0WtZJBTWHNs74//o5e3lTDK9x4RLaYmI/I8jzdbMdOGbChj5iP35sBgnPmU9gvyp0ySScXxvpAdid8TtjsOxmSWVKrLrYxCjOJG74SG+nQ4lH58wwlJjLOY5HiXTpOQhFXCQQJwk5iIRIZH3oyBtX+Oo8yBxQLqRwRVyzo858yEUpHjuxxKKyMSrzIEoUUBGZPE2OkNX+3wyHM1ybpq1QCKUTvOgCEgEY5EpND5+Jf4kbk0eBCkBjg4OwVBJVzS+cBwcKzgxCtP9CahjTh1/cu4lLPs2UO4guEgg+3Ciy7aGotbysNE8sFtENDeU4sYFMdZNgl46rdXNDRDrdmO9Xb0GxM29fbfmqSJa/9mm9BFe9wYDtRqH7BymGQxch04KSr7OY2ebI1YYnSDxfoKpHWGdRMui3fnQSvjY1LfsyLbE9zvvSKMz/ib1QMR/TKgQiLQ/BnpG7cyVFZGNdr2ha4NTRepnzxFZ/4DtCrcMbVdYzohdsGrY6YLUT5w+/w1sRVt4Kdx8X9nFhYFyKwiRUmhROP1PbClstxu6NWqpSD1h0jA2ml08FZAqtq1YuaDLX2GB8ivQGrLe0KK0NAiUlWEUuSHnv2P1DDcNeaeCLbBcseWGyStWbsjrr7D9BOoeRratICuq/xM9/zv6uqG/r1httKer49NmiBZ487ycJv9wT7HrC4Kiawhe0ijFKG8botCKosWwtVC2E0VvFH3BSsXOP5P8o9iJ8ttviK5OT4ohJ/cuW9uvTupwbxupDnPWJ8yEJqfuZSa6gvwDiqLlDWQF+wlrzxS8voOJ19IoKu6JszXsqmhV1vMXpLntoSyNU/3q+Xh/FOnmPXCIcpXd/TiXDvzEXikLifedvpWpCTJSzz/2Vo9pfWYeSqIJ33sqRjFzYT7TiKUQnYywuLlADdq2YUVZBYo6I73VSmuNUhduS+TiL+lt2g9C/9H5awl667S3SGUpJ6oUTtUo4vn8zQxdmxcSXj09nf/caPHTa0FEgfWeSidTPoUBOCIyJOG445MDxrvjwsZ/d7lEJ4Zy4n12rXW2RIJm7i8rsfbZtuWqwd3L37vSSGn7KMlOmnftDayQCQYdP0ILKzNfc/xc6PzWRNVHq8ZwsuiK+1HbqcMmuO1xxHTOiMEDT+PQ6sbX8FSy8NAzUcQEVT9btJQdXnWYTsvmPL9i5rTAI2SIvP3hIGDDyNBxSGN8k3DR0xdA/71HiwJCetLO+8BCcA+hd7dbx5nJgMjA4dzkec+mdm2q3xZ4iQz0vT8/C9+8jmhgncA8eD4BONf5HYSe99d7Hiw7lrs7uvkT2S1ovHRg9QaxnfZgwi9HkIqrrjOexh18uQWDMgdOkBEvOc9cqonOdgVfzHHmnztqH5xHZhrdqc+unXw8LwJ9DHudxASjIjOIpsdy9+qDr4ecCvQCnTNxmWE2iCJjckeEeXyZfcLlgVfCRdl50rUhGvn+xQ0QrtQ8g332POPlBPoHpf0HaNYxEK8DoQ3Rm7OwdQEapl9iyCuuAHrC6xJE2svtZ9/Hy80V3CVowfYMbcHkCuJOG56rvKCc/L0log1SVpQnf0ev8TwUqdd/gimUE0jBanjO6hVRQzXcW7SAnXCZqQZ9evW2qoFunkpUFlxZ2bAt0wRtgWoa6Ore/lYu3larQfM/gzToTiJOT0a2gAXjNPErTwg5nox4fJtWUxD5JWjkzXGtfMYjQXLTvQIbXvNDQT/7WpRXrLwhWqEtvubaoJwp9Yxxhu0JtFLagpUNXYqPv/xPb+uHIyEMrTf/VYMqy4ZWyJqLYhV0wVrxcVEodYlzqPka2WeHub3hCtGbK/+3M4bQTjX0W0EPquNbiWgkJ6WGlAsiJ9z7evNoEb1izQ1ubqtQ3x9lwdRoVilSqHICa+jtCiK0ekGscrpe3Av+9BrZtILKXA1dlXZ6wSoInyh6pt02tP6BrWe21wsnq2y2sAFXAVsb7W2l3TbWL6+Ybmy6Dv7LgDVrfXpUgqdqgtZKyClv/kw9KkZFMFkwrV53oTT3GNdGacNo57qcMF41J+AeKSFe48IMsdNE+0cm/qHojfRnop7VywRrQhZ+t+J1WESNan4Sa1m8reQF29Vx3TJd7ofRDbPYT/Il9A4/IVzQ1E/IK8gVs8/AZ7CviP2O4VGaFIWlUfSMaNRMsLf49oxhqL4CUMvFaQyZrugJQdDlBWT16JXt1TUZ1aC4nKVcUH1C2CjytXNphnhtepOwoTgNFRn6KE3dkBI6mz9C1v8EdkLx+j4aQkG1jcor6DOyFMwWtF0oVqj25nRiufr+WWo4tP2GiLhMidLa331+kkY8oxuOzPAUw0LjBStfof0O21dka9RtA3nyehj2gsofYM0j0ewK9ofTQq0I1d1gxM8SRJHyGksb+gN9AQqmz46LGjxbDcOHFo/csIbZVz9b60+IWM9g6+zuikfqCW5sL54m+HtGff5MTYiPXBPvA0f+YaiB7PjN9C2H5/NUJt3rXTszK3EnWFl+s+9kx2s9YHaSp5946x6K9uj17H8YW6b5JCOY4zmMI3n2RwYkO/z83vJ+m536k9c3Op3HtTPOM3jCR+vy4Wua0BASphaPXlljNNyP5hHmPBpdMrZMipj3Vv3RNbV3bP5dQBwQfA9ZHH/sgMdHgL/HZB/7ebxLxxgPwlr8lPhvF+YFMh3VKI4nZI7IfC8iPxk1IUIg70aIiICI+x0OXWEUnio6p9MJFwFJ5eaYnaf06BLJD16z5GLTPKP1nWZ6/xW7r94TcHbS4eHLVJvEKs/KsmNH840jfcv7D6c/eWaSioxIn2RRqFDSJGBoMzcybJF2qUXNiGN+aua/mRQfMwhmivDomlJydAvpcR4zzuaz2KgPD5cj0B7tiV381jtXjPsQWfdei9+9OmAiLFo8RZLiTKxQ3XO2qBe921r3vsCCLjXfN2hFpFI8dhlTN7m7AbLQFatWKJYREoaVLRS7N8QaIs+UUoPSuEEpPXwkvXNtceaqCiIrprdYhlTCZOG+VJC496CfcxJQNtxr5YbJmwvO+ozcosBXuQVz9Qb2inF1A9bWXFlfrgHCgnuaBL0uVzwm/QXPY3yKszaUWpkvTLwoe+mrF16MUsloLKR66pwtch6nh5PGHKTG6i3RRqb9UhcaykjD4dFaG67IuOGCj7NhYk/03J6atKuEp1ZBTSIVlss0SkO29ceNELAztD1+4YCih1vfchR5ePUG5rN3tGg2xuRHV+zCoGcjXck9g5jRfhZGOdMQQ1TdzBmCoWwrVRWzirRIEVB8sj1KSDrKTopiQcqCiVKqgFRq5JUt4kYa1cm7LmvjHCIh7iIgUoHc98Q7cJuBxDgZHi/Bt856OjndL/+3kGGsVT+d/uzaP2at9q/NPM8dUI582/08LcY3+Hw6TXg4pv4HE5O3P697HERHUjoQ86zoBpJ+Dg13A+sa5HikhnSaeDhr4tdhhJjP1cDxflbP56qNz9PwkDA8gNKV1tnWd/i/Pq5Hz79xzj5s7s/wYB+93ufHHo7hyAb80NCOBtjj02N/HVHe356Hb3ZG3sTngVC71gEypVDfP8lzzf1PjHHigx1xI795gDeP+s33js8f/Pn969tb+7BOdrg1yyGP3p+ffQ/Pv3Edxpf7n1ScpSIp5KHO5xgu44jiKX88OtTz3i8ToG3qJzuLlJ8Wnq3hqd+/6w49FsQv6mUhe3iYMGp+bVN/BeTS+T9MpmnOC5w0LCLx87wV8bazEHW6EGtGhYRBw5nb6X1fIMu59vWKNiSiT+NstkwhlF7PPSf6tCA5nx5dPFNXYxjygz/NqIbsJ/+J1+kx23Bv49b7TlnTNZd1whlzXl08JU46fQ3YRT2y8OC2PxEJkc6XWReGBTdkpWNkRPNmZIKkZ3JEXvS/uyMmPlcjUmGlo19/yIjUsVimEtEQcd/mw31aExvRLNalSEGtUPq+SEJjoObLkM5ViuOkyUgdV92zXFtDRNFtRdaNJupGFtyxaQNWE2xTdG3obUNva6Qv9HoBGgROmo/DynTepj5YY05k7Yf0Wve5dNFtxkWhw6XzsmZhHx8HwIj88H2bUNxRp0c8SvyZsnt6t5eod3f4MNbk6Ejw0WvgthHOchJ7jIwGDv4m6wp2/LLOU/foGZkinCTXX6eu0vN+RDs7nrmMZJHyp2fjyBotVHoNiokUDLLqNEW0elROCBvW02N79L1koWp1Wm6hy8oA+GIuL0rRaeumsWrQBivFi4kX9Rp+ktEL5im8UIRz8I4pEyRNynPDjYRuYMjouTjtpDDyG/j5YxkF0c96w9NUpezeXIcw40aPpHia9nGJdc5IBqcvbmAPuizisg821r+PPfHgtO/rnevDRohdhGCOH3YCSWecOgEb75EeRzae7IY3w+VB/x2usUt3YkLufYsQ6mgh6YNAeMxZf/fIN+VP9zQah3eRibbY7C0UzxMG8/iHHLKb2qg7FQE7h4km7AZjuH9hHvc85vmmHN49wvI9B7LjNb828bQP3poaSukv5zF9u4PPw7a+d+kYdqfDEhbsifD0wlH0sQx2PoldPQz9EKLVw1wn7AivxRFKCMiUxmgnpE0K1PeueaFyUtO+GX3lcZcAtemd0YDDuey8oSTH5WZ5xsEg4/m8ocRbGnUZ5vb9ntPTkXYJwZWehHKzRJxRvlPKaFNwD9R8T6CEtTR0QZRy8m88gSnDgDH12UPMcu10OgToziWa3n5WfwzfdsafZJLksJwDbt2Dsh8GOcYcH4NuDC4lvhi/+3+cgMvEnIqESi4iXhwMjucOH/filAzj6uMbh613FnguGZ49RZv0CAV1z11cOCg95Y3nOdeoCbG1lbZtrG1F2/D2zXyGZp7L2hWo1g/o9HLoaUi6MiWiccj6ECm8OF4n5PrUArZjSWzMta9LmXBk+u7I5TlHxL6oW74/9z3woe/vTmPmyJePX8Pj2bx+gxhyeoLyTClX7LL6XimC2RVdbxQ7UcoFWcxzwOoZ2RZkM+T6CSknyvkVaM50SaEuPwHF09qasdQTRRSpnttRt2fMKoVXpLxSLr8g57/A61d4e0HrDVnePHKCK+iV9tYoy8JSLoChpxB81TB7xvh/AkYtnmZK1xWTK9vNC4yV+kwtZ2z7J9JekE+vlNMN2tkjIc7/RE4vGF9p9gd6vaFvDdaVygsib6j8w9eOJWB3BVnh8k+QjVIjUuL1gmml1U80qXC6IW1Fy0+oXNDLhjxtIZoolPBSF6K49Rul/oE1o92cz6hlgaK08p8IFbFPYGdYf8XTSv2/QV6w+v/A6meKeXSD6mfUKqX+jJRGLYqcFbk+UdZf0PZKuyksldt58UiXz8/OUHKFJuh2gg22dtkzYR/FO3MnRcdBN9QKhB5voiHidGcoVvanTz9rUgk6H4+MnZI39wr0kRYMLMaQYfvu4yRpBC8uvIJQWnhMet6qwPHk78QFUnUPcymVm14ppaBb82LUEQXRnbmYDN7i51spfr9Qwljhhr22NKpUTxsthSqek3/bbhEJ8Ybqxrbd0LaxrUkzR70cN1YcjLiRcxjNSLX0LmfiA2fYTUDNR52O5aOkf4Mm+rvSm5ReyEB267dvXsYYxPhxbIvuZcIrnB/pAjrTOXogwxNzMhjKPq89rvbX4/zqPNRE+yWfH/o0aYHrYQzecUj59j0H3p0hJsOqWLdRQuK1KCKG4pGewiSvTHt4VgQfjQ6ZvkL7ubo/R3epFWNPzc8HVGeOJN+Zzk8G39EVXP3T40Eq++8zKoCxt/doarv2zMaT/SF9RMYH1+4Ve/D3YYzzC32685rK1PWD/g/07Z4nzKfTKCa6txMWo4HO22ERyept7CBgObTYp7EHRgSAxfPo+063ORk65/01GbP6MqUh//htzl2ZG/Ax7aZsk3DbN+0eVo+MWnZ/64hisyGF/mg6aXKgM604vDf+zqZin3/PAAF4vv9YDFkA96qWeoOioXw+wXYJF1ED/qCnYSyKyS+ILJFRRNyBhIxkaMjrClKg/ouPuYA7P/zDz4X2F+CELJ5HnmbQBKrhtZFe8VoFC/AZyg0pN7wmwoJ7Tjcfj51Azj4mi1SbCrRTAOlfIyrgycd6fcNQVD65IqxEDTE9B86lUjAWU6+YvOLRA1HUVAM/WuBO1B7wlKIGtuHRzpErvn51+OhI62mYGznU85j7v1c8auQZ9Cc/56pHo1GyXoV7s7OFN9zy5hgg4RFdwljSotiqpsPJycdUbu4YwxnhE8gNyuaKzRLjlQJyRfgdK2f3WkYQ/dXhW05gt0i1+oNR+pmyQ1OmOUEtCBvIiqgiuvj2WoiaCyvYRrEVS6OXivPZ0tyAKQI1PQRXhx0pk22g5jUHxLDyDLKgtrqCdKse/VCro5w1976vSlvccGbXrEEiYAu61nBgCllXX5EiaF2jfsSTK4Y3QVQo1SjF4LZ47YRW0KLIzZAqUDekvgTsS+hczXWyDXTb0LcXvO7WzflLWZwObXFWVjfmtbWFDFODhDhOdLFUVnqUZKA0m5A1nuL09G8iFZfK6g5i21PgyOI+ULdwZrk0V1g3l5tNFndGy/Q3uvn+VJfVjSWiitT1PuoRMG4AC96g2waqR27b9cdwrfNdAnZ29d5p9Vo29jfEPmH2guqG8BWvK2CgF+d1ePUxtU9+yi0vmAjGOU6Nt8iMkS5gbuwzPQcP9J/A5n3xs9eG0IbUE0LgeAHRG6W9uBxbV8TCAGAVsbPzXsuCI8UNDDYJh9katVzaT8Gj3QBF2tnxVoUmhlSDAk2MJniEANVrlZQraicaT4g67kvx/Sci1OppeKlngMCJSi2fgSXSdEKTnzEKYl8oesPaF8RePAJEGyoVXRas3eD2grBQ+BnjhvIVbAH9C/CGlf/EaxD9DTOjcA1Yhvuy/eJ96X96ZpSS9SyewxH4D4w/Yr0EyhbrEwYftZDPGqWswCfM/s3xPnXoba6D+/71vy0SojNH8ffD4/wBz/EoWuPIhxz5yn0D9/zPjsczJgenwYSkOeEYiJ5PRzj3LIRMfWXftvuwfzPztV1uOvD6u7Zgx7wfv797lXs4/enrnYYeigHB+D765NGaP1rj//Vx7ySiB73f+4I/6vWoEBkTSw42GBBi8XbKnqn1h4A63vjGzpinIscVTqSxCX+PQlOXRg5DmeYTbe/T/4yNIrvxTcKjwM6ywfi9e4sCGeKQRoMR6ZCGBFzwLrMRQvrfJQSHUiMVUx2pMCRzEIrslAR+pZeCubLaCIUOCFH0eAfkD1770JfD9QjTp7XZIXz0noafuyaPOzkNWw8Et29dx/dyGXf4MqhZUjSnTf5ywknDBaTLcOoGhNYaunnakdZGehEN7/Dh6avDKyAlw7jfXVrmWffhCXtFyGT0vbvmeX0DSMLUpiuR3sWEO8F4Flv39Gbss7FO4+8fuRL2YQQRdcFCKlLXyYgHNEVsQ6iUVN4uOANscWbZ4kKJpndcRieN0E/B91kp4unQimFyQnTxImfFkEjHlN5oHs6/IbJRaEMAMc9r3nnVrjwtYJ8CNKszMBbF/ewcOOcCq+oNkRuVN9xLMAR7VigrZl+dIcKwps6Qyw3hinCNPtIrxz2krPi3Lnz6fMaixd4u4T0lq3uIhKeXpbdTP6+NIk5nSIEt/pkoVjZgCeZycSbc8PtyI41+AuHE4wKD54NXkDVg5JEsLiiGGXLxqBVqRUyoGmkDIg3Ctv2Y0WvGuvs7x/Pt3uP3m1R0Piamd2X+Y3p37KHp4cT42DymTDM3802EEtdi/4Qiz0PmXVFbUC/iaEHPNAo5FseBPJcyCsmD7QQtEv5AoTCuFimKChTrtTlSIeL0MNIutaCLc0RE1szZ1c7ZR0R0R50dAAfd6Srwnm5kOssfHBePOJ6HTw688d01E+qHvM73rm97js8j+/4b1lkevzsP6NHsjwO2/a9p5Nq9GrQ0mpydT7otrt8f3zmLtT8t3C8n6HrnJwNfUWSnuJ8wux+dFr9rf9CNDZZwyF8MGAb+IbPMO+YAA4yRT/ida96G33pv1+rx48df7lXtj/HzQ7rhH8bJ3SDu23iE549SDP2JYRziHICM+BrcySNRo3vV3nU6FPBz9M9x1Wfwjt3RkWjHa+0xhHf2/az4n8Zqj1b7m5zX/QfvvfoOmTpyZeP9JBbf5hE/bsePGkzpqGXb2NvhEerr6MVtfUyRyseCRyknH1dReu2rJN6G89tSkXKBIljwHfQIykhsXKpHVzT26x2ewk7bwiu18yzpZRtnqaXTXqqCMlI0+NJ6Clx98nXVm4+3LhiRl7zTtuT7NXjZoFtd0R6RoomifWNHdEQYLzxVK2Pjl+S9Tm5EyHD6ju3JqyhwQ+yCF7Qm+DXn9TyfTcI4Puspi8PjmS2WYZ2IsIRRzXAnM0N4IgvxItuEE/nPx4KUnYe+/zzHOBa+tSUeXTP/48dX8NGSp4rXJfNhz4jdIJSI6STXCxgnzhZhnEPW12PIbC2Xi3RqtDAYpXec82Ou+TcUK8PoZGXIIO6cPzg8iShmS0WneZ2KLG0gxeVS0cQLX1NRCTGieQF2KajEd837US3YtqLthlk4yuHvYf6e5dnJ4Nck8LCfowY9qlVaoGAwXylDJ3MApBNInvhh+cDlhng/a8P0tnwNB61M3rYPgNmZNNfSdYa5D7KvGFpNXqb9GLLFmNyAtsRYriBeKHqnCLSMrPLagbGogWdnjzCQxL/cH+6EkjqkHjFqscayYrhRwTgjGYlhdFrmUVUrMkWoO7wj8mGmfQh0HYX/r3Zv/TSeBv3LbjQdN3OZfW2KefRzkYbh+CSBJBJRVDQNg1rS3SlSDiFr2JhGOrrisHEjUovUvze6MyaR0qmtYLeY0xOZq8LnW4GNUZk+DcL5U2OOZ0adw4wExzMuiO8/YXVDFzXau7GrlWOeylvKihs8TnHmhePtB73Nf7gw9fy77P647+09viJ5uY5Qd9eBGT3yFfPvhyaODGvqA3voVbyT7MFe+Zo/41Cyva/t3VAeD68/SwatTa8nLWH6eWxvdvaYmbz31sB4DMb5/nGWx74fsf/CdA7P7dr+nf7dzoPGhmNUstz9O/smT/juJTihNRgFjKfBpGLLGAq9PiKZmxn/scSBPlg6xemUZ/SRR3ZOyBiWXD9UYEx2QH2MtQ2C2P9NrXcpd/bUI4gTQDnox2dBWDqxkmhBdn08QtjhhT905/5eelkJg8HIA8P/RXREplzK30U63c8USm4NlhEJUWt4E/vPND6UkkofN1QUqd0YkUVsSVgWHRveDLX0svfQSY3CUvrnQm92V/ee7OubuJHAs/nFCY4ZPruDth8oSMfRfmZnkdQ4FDutDMZeIgx7XlcfWhx0cbj1Fe/nbzwXZ1a68i7/qYz8iKadmQPx8EFrNN086kE3Wlvdi7dtqOpQwNltSs/ksPffM0VNet5FZEQKwD3qIZUsCcNJSAgGzHpe6aMCdqZ2wmN8p69J/363PWRa39z6w3CS7tNe4M/Hc2fy/CFcK7D8BeEMt3+AvmHbC5SG1gtWP1F1Q0LwrPWMqBsZrBXaWqC8Ip//jrULrL+6V8xL8XTFP58QFNn+4Rh1PlFq4fzTyQ0R9W8IlfZyRtdCq4rZJ1SesZvB6QK/FLRd0e3N8wC1C0sxyqdXKC9I/YenwFkrUhbq+RMolLfVaxrwkxeTW/6BlBun0694bk4wWcE8xZKs7mUhxWCJsOk3ReUFlTfUlFY2KH8g5b+jKtjXE1JWav0PR3Z9BhPKV897S/knRvOUrAaLuotK2X4CbcjpK1Z+p9gnhCdon90Q0ATTgi5v2Ok3ilYW/RWTgpxOwEqzL6DNx4lE7txC5R+OM6f/F1KM0/biqZwoNBHYrhS7IcuGlIZxYrOLr9PyBWVFpfk/XanrE2d9doVl8zyfLUNrl7fpnPvYlRRojngoiftM4dJ9H2aU1eC3hgJ28hff4f3YVPvtYP1pV7r17SqdL/Rbkc4KoaQwAIycfnEWLtmPpxWQ5sWmN9soUii1ISJoaV7HoRLnWTSXBvOSxvE4ozISQvAIilIoy40iC9viqQ1qcSWSR4Ipt/UN1cZ6y0gIp5OtbRH1EDUh4if5LwTM7sXW4Txf2lfIrzLemJjG/s0d35wc7/Sg55SPpo6hLPFORon9uWP0SCGNUaAy/w2+J4e+d1Af97O9fReD1u953cDWiKaTFJz7fJLLsulbc3xghsVYDes8puz4853yB/x8Fboyw4/fwdXtuMqD/JQKuiHIzXvSz0+/vXePmiMn5u/n9E0DR/oGYCg35jGwm99uJ9v4vhtIOnF4YLyUsWppTJPc80xrfeCjvqm4nqawX/MHv9y9QDi0TGO042eHvhMYB/5597pMt5N2dp4i2zlInYETJnYnRh+CU3Zt+x7JX2T8jMF2XjXbmMShPe7k/PfrOxzsbPywwyR347UJtybeymy/l3POj5b2IKrsATVgP9rL/TyNabe5bIwh2zMO65v4+H3qNqKNQ3Wi5r/bU+zZLDxcot7dC/AGdgY9Y+KpNc2ueD7uitVz4OISUQfuKW1y6gggskD9Gfcad0WPSaTHOD8DC2KvYCucTtgpPX9d+Zz8tzs+gBfYLrgSakO2vwOr5xiXAuefwE5IO2Na3dtfjAxZt0xXqcWjMFjdQ1zeHAfkCeECXAKvFiRSUFnKy/XS1yB16YSh3oWHW5zTJygnrLrXPxpK/PLsDifdAPIUBtUbyL9j8gx8xlMpBZ5kSqss99c3yMnp3ZYpSCJaPNdAvrrHMAuSa9/TdQYcNc6GNPyk17CBp0JawU4egWALop95ELL0/mUgLI4roZ03c2WiROiDlebe6rq41zwNsQ2T5gYBE1esFvfid8BH7YgWykUNWU0jVUum+wwjmvASETdeJ4STQt1IvYZJw6obc2SNhbVTGL1AzJD0ylZijRcMoW2n4MNWYKM0VyTb0xmpBS2b+49sC0IdoF4UWRRbBW4FWyqcF2xTuCnYiumry7mbR/lIFgFWj2a1NaIMUyZuDQtHlpQ71cA2w1SRsnmqAF0cJwXcGKBos4F3GEbUO6gByy3qcp7cwKi2wqaI+D4ze8bsjNeE0sApgNUjDvSGaXW4lWcfX2kxzjRSer0ayfQ++vRxXCO2jISBQ7OYcgFbMH0N/GggT8BX4AWTE7ZEPRDO/qx8wuwV276QRjvXFT11px93XPwS+PFEsQr2EyaKpqFAcIe58uJ4bhdMz4hC0ScgI1Segb+CrJi8gDRkuYFVrDkMZM26qEG7itfNSDphdsaoiK0IjaKL4yFvUK+YvqJN0OJr4LqqXx3eBbAbYi9Iq9jmfLrJHyBGibouqr+P/YK5TgxBt6+w3dBtdblazN+xJ2jPIIrWG2Yrpv+JUUGePRrLMgXyz05jMn2Vh0VhRESeXECEIj/5/Jebw0BPSBgBsScoF6ycfS6RAt11Sl5zwqMivAZMwR30tP6EcQX+G34efvv64UiIR8f08d4Dfm86+ycuQh5/97CDI1f74Fawco8/iRt5f+ZRYPAwM5s8M+CP+s/Hu772XJ2PKJn4uY8jP/9Ou3zj56MhHdv+Vh/zNfN+uTR7QenY2iSkvXMNQWOG0f26//iVnsPzqGPER6Z49/P4PtMkJ0Tor0l/d4e7d+M/YJvBkCYOCPZQWqFz1cesPwMfc97H7h5gwzf3y/z+MEDcXbl4AdZuTD4IVDLNY9RsCIZ+joY4RECUjICI1EulLvH3EoqiMEL0wtaZwiAO1GJI8fBhPxg1jBDNC6Kbdd1OSQ+Yj14P8XNez2kjvwfrEHxgVhLMaz5/dBhf97ib+ulKkLp7tsOibnHYT0Ie9XuAh+97V144HL0/MYm/1x79oLqNKIj09u2REPFtEpKDh2aHxUz/8t0dUCdY2HwvvKK6x9F716OFyd00+vEt/ihy6r328p97sVukYfqzJE0AkbMzBRah9RJ5aEt4W5l7k7nsVijiXl8axiNKg+XF91pzgchz3oszJqLIekUwajXKqVKfFuoJqj25p0qtmAqlfHIl9+ZhoiwFqyfKVamWaboqyEpZvO6CcQMEMS/ULOUJTCnaQAuCCxip6CqlhkBqjNy4G7TwUPe8Ra7c1w2TDS2Be3gUBPKK2Qm2J6SsSDCRZhcXjC0Z19rplgHF3MNd9BRRB68YbwjnUABX0EuA3L3orF6d4W2foCzI6YJ7n3wJHPfcx5EUDePm9K/+V5AFsf8v0lZaeuWZxnb2MHmzBY1oE0mGMwrRbeYpAUwFsxJMKWhxWEoqB37kOrw+KMl8Ltrh3H4ff+ev3+/wAbOX6Rt3XQ/T+expboBoRKF0Zs6CBMxcnXT6YxgaBppudJVQ9JeJg4lzqlSPOhHROGvCGw/BSvOCidmm+fmVChVPtaS0LYyy2zA6jIiIKb9/KJLT8LDLjWwDRN+/cl/NdP7BWXWAfY+r2PERyUNNAyjHwfwvM297ZWe/Yv0mRHLd+OA33mVTdn/luxMs+vk5NX7HQ+2Ymn5qy4RSyMGDPZ/189uGPr9PKfsMXO8fprdYtJuMXdKq+NtT30w40ffl/ufgK2dcmkFih4HlZwduc38075/tfj3u+Fy0+fbMg9jdve9f/yun6jSePrxxv4Mrfz7q6p4R3193ODEh7u7v+M+dhYF7vDwOKT2Odjh1fCf+815Ey5GFynU+LukECJveG13cfcDxxgTde/jtto7t16C//z7N6qzrtKXunn+jz30jcFy2D6GbzIMQj2rE8PoMwhztlN7inl6oenRxDa9VU8wiRVIqiSyUummIIBWPwW+WMwSX0SNn0eDxaqS/UI9qlTPp3HHkw/0qA2DmSlpPwxOGjZStwsHZDanWz4NM85ae6VYUCS9fT6uYHsbpGe0Kq16rIiIKCVh4TZNJfsnzMd+15GXTcOK8nc9pxSMYKtgJYwV5jb6fY30Sar7gNsm2zssFrDWcGboR1McrUcNrOB/dI587d8X4qMAoBOw7c/O5ZKqyzgN//ErHP/emx/vRqcZD8I6d5vTxTcePJMuTeza8ofPwSn4kx9nhlNGmN4QtvKRLoFI6BEoiRcA8vgvDvfM70PdJ0GUrIFIwzUidiDpuUcOkZb2D4YkuRBRB8fuCwk3grWAX80LgTWELeUoaZgWNAtsla6lk+mGNsYRzgTYDzTTc9HU3Nbftobis5t7rI2WTYU0nJ05fJ8s1s4yAJApvO2847y/H8YBFwihiczOtjqhGdMk51meb9k3gc3d4deerj4UVjmvgzJTZwMIooRoyaaYvv5F1FGCh2NnnHd7zmcYv03+VrKdSfH8l3zL26eLz7J7+BH5tmNx8La1QezppN/oIC8jTOE9KA4nae/Ls84hMD0jUrRGNo9aV9Eak8Labw1Wb4ycrnjKqhWHmAuUCqAdpxQxclvSIfk8Zl84+HikBYFEw3MLwlPVTTd9At5AZik9NDFQiKqR4SjLdcNn7jEciCKNmgzvE+boF3BBm47PP/4QIaHnFike4eLR4RSLtl0egnXrklEluOk+rbFwQMoW4MSyDXtD9e9eHjRAzPZqv3COJ6oMJ2aFNv99ZFZnfyPdk99bcx65vm+4/4IWPzlw2fTzI8n4mGZCV152PrY37s7NzHunC4BV3Mzcb8LHDnG33Y3r2IMz1wWXTuGb+sg9o/LiXJfev7f9+wC/fMWyMeR1b2glw0zf6o8qS+TL3gu+emUCYTdnNqq+9jfcOE+iCncwMWdzqzMJ0ZdQF2V8ybxPjnW11oWRwyrPXenq4dVZ/itaQPpYJgfsYhgFifOvEwHs4tGv5TZDFhFN3OXEGecj4EwefxFuCAUvklcizLWEQEHqUggTznLWqpEc4+I3kH0v1b2r1b+riqWXKEn/XE1LifhnGh1KXiJKIkYbxIkMQMbwGhClqV8yMFmGVuh033geumYmbhXeZcEro8D3uu/QulY4nyVCnYJE4loeBBKxzHTIC4BBOSACys0XhKTJFoPgwJgVeKjlKRhDkCF1AUS1AozVBDUqzqIXj8zLdItLBc5ibKZr/NPObr+EBEmd8GjTYoq/EzBBUSG/fPfHee1tOYZr9tgQzgDMdncGK5YEB404cbXcGDEOOBvNoYw16CP1gkPd9JL3RDufdwo8N+qHLMLh5WiPjD1i+UuuFUi9I/RnqJ7DfUW3U1SiRw10W3EPMPrknyPoGdnJWdTHq2VyRr+7JIUuhCJwLLEX49PSJ5XymNEGssdYbTY1b+0TTz9S3Dbspq72xbR5GK/UnaDf34jNzRqwJun4GceW8UGhfQ0D+tHkB7Zd/ev7fr784z1l/gXKG879DfcHsLxi/gBplhSYS9gijFEXXDX19Q23B2iePUmi5LgvKwm39hJhRIt2Op2daQP4rhlLkDWf+b0Bzvq0A8hnjMyavIP8d0f+C8ATVvBb4SSmnDduUtt4oPLOUv7hxgrNjSvsC1rDtPzEu6PIvQW//HbGNTf8C+iuVPxDe0KcFTuKRHFvFtq/Y9jssZ2w5+b4UT/G0tAulbFBfXfldff1tceGj6b/wQwgXqCodcx/zXNOrgajplmH7+1LGfobdPgWGoLv38hjHo0wt5hFFMLphdBOCpkwNuKeVC7ZF1GESZ07WE0qm1dRpo4ZhvMT2d6fWEemn6sXWOh3uZxtu+BNBthMiK1vZ/HyLeWX017auHrFzW1FVth4p5sXdrUW0nhq64xeNDBXXFMZEh01ipwB87B/eIxp2V547slsaSaXUoSbEoF9zQ9b5BLFHPX/7OrQ0+IujQDxPcf7KgFBSPeJLd3yoGRm1ON6Z5hfd7qIwrEwnlOQLfu4kL5zHvORbyY/JGK2kx/eIjCVxucN6DLzP0VzxtQNW96BMJAks2Rk1JhD1CIgSj9qAwf7wG2DpGzbHkXM5pLCceNb71be7Pwd25s4e7/Th31Ec2/3IAc5c7cNL+quPh7VHjsNw42FnHw7Eaf5TGIqj42uxX0ZNqR0ix3SDB5udnHpb0yAPaA/76Ihcyr6Fju0cQTUT5Zml4QEokN3r4+89HtjU3l0T/Qq+N789jEt2Qv1hrz7Y43P/OYode540a153O45I5j/uuvlu1A24h/k0FuREKrXMPEe2SKS+MSLy4cl5Ci6412oqFz23thuDywhs0xPIKaIJkuVUsHOSqwBV7vFX3As5DBnqyiFKjuUZs4vzPu0adG0DXVw3K+L8GCfELq6I3wRPCfIP7yNhqSc3vG9/4Eb9AvI5FLmtO5sxGyHsDBiqERFGRGlEmipPfVQQfQpbSSrtJr4bg+3Vf+qzw64bfHKeBeQ8yQDVDT2mwSvEvDnhnulMXv7BzxcvFk4J64t9AhyWxtnzukt1xaJ9ge0r6KtHdZTL6EN8LM6/LHg0yot7sfNbYOMP+gALno9fwFN+VqRZtOmGGKpFpE06aZ0xOeO13FZfs+aFpSU8siU2g9rN4S4NCR5ILCLiw8HQ/dyUbvCxXEtzg5cqXoMDskD6gL31KAwtGm2eQin75nviFpGvJ3/f2RNBrl9htRCHBZUn33vq0QhyDeeSdNbBa1/IBlwlzthzzO/qP7OuUsvxx9mZTh2Ru58Sqb22ULyzOj5ogbYgdUFO1WWczaOPxKKuy+IOWBI8V1ndYcvkHLQuojIkFPnaOl8hkUJLZAt6UXzP2iSvsoG9BIwrwmQMzH+Lr2/5wfojglHszddNVl/3tWA3j1xx+K++3pyBX90xLKI+MlLIUzEB5afgtV2ZrcVppDRXjLszXos6M0ZPH2WC6DNFPyN6wurfh+I+IlS8YLkgnCOV8IY7oP3q72REkH4BU68rR8FKRATUbM/3jegzwhmnzjeavXg6L37G9BesvYC+InKm2BmzG8X+B9aL0r/A+s/Y4xExIGeQgkZUi2aavog8KrogUmg3ceNbGDFVvf4KbYP2T081y7PT3C3SZBVFuFGWr3jETtIz1y2gfzistSFS0VNEmYWRp+inSEN2xS3PLje4A6+BVUx+AdsQvcW51IKG+myaNcxOaEvaLowInvevj1PBmfF6cPtHrlkYetTAN1jOxx1O8tMdY/Goj0n4scPPcf/A8PT5Wxy++yGVYHpsyL4cw7WP3R+H9p589w6YHjCh+2fTBGYQ7dqd7z9a4uNzmQcTDPi76/WAJ3401I9dPtp9ezb9O3K5dD54pMDZd75Lw5QCo9EtlaOh+PmuBLzHojGaOBgz3Lq3d8+cdwFoElLvprqDdXhQJvMtu1nG2CZpZW6yaxQeTDPGN4pBe+hvfz2VMT0lRjAJoQCX3d9TFEQ5vFNcgVOLPy9hlCiLp2RaliWMEIsbJeoS0RJQirkhpER+yx5CB2ZbhFMarSlq5gzPR5FuB5ex9mNlD2sTyykTHtxhifBgc6cSO/E6O5a+yWRSII3707uWP+LOjEvzHHrU2fAssmkMnr7KUKvBeHl4YAqRI/Jh1H3QzK2oRo+CiFoc3WEi/zsb65gUlv3mHjbJhI0bfaKJhPFWhFbfrUpIcx3uNn49GOH2J0B9QLB2BKP/PVLWHD/4QepmRIE60Ch6V8szUs6RE/iCsrjyKXXTJ6AGg2xnsBVpEUYpRqmGnIMuqtdI8D3oBohTES6nE8v5TN1wQXjZ2FB0/Qn0TGlvmN7YVrAo/idlwTpj6AA1rejtjCwnyvnZGfvVhRD57EYeeY18rzcXwu10QWqF881Da+2veCj9irTWjViIQfHIHFtXDI+0SG+1NEKbbWg7IaaUMEqapHHuKdY/aj+oR69ILQ5De/Y25SuUF7wwmXVbX6mwVE+3s0WOX8kCs7IEwxb7Rd+87+Vvke/2K2ZvqP0XsM8U+4KweXTJuaJXfL9tK7a6J4rKE5m/twDFznial9X7TPtZdc8m05/Du/Cj1xzBmDzOkSsIuhSvZco2SC/H41kr3Hu32+7H0C31Rv1H7mfbfzlHkuXZO7oYe1bAhUjJdY/zxjxGSUjdr4TtVkbAmCSPJr6uveOYYZxNEuOUyDWMlDiDJE0kYYSwYXRoTi+1OW3UKVqMjIgYYJjoYFLHHWe4W5uPKMv87cfnER2+j5qfeKmJ38gRfSv27PEY5uswkoyEOXT7gAiP762wdzwpu8/3PFC0lWd0570gczJ3fN99Mp2Z/SfdKd33wZ4X89uB4XP4xKxU7c0ezXnTfLpGNT/KtEt7OOyN9T6B3bl5XNsj6O9vHa4jDs7fJX7s9/hxjPNqHFf0cf+2f7n//oNn6vRZRjoOfuDQtIyXfV1GirhjQOo+kuWut/trplcd5w4sTB/MtBeOzcgA9RFwR5J45P0eRx1NuLfjzejnuv96P56HrcWyPWKFMl3UMHr/wDUOgm++NAqof+CSB388QtD3egtF5VjJpIjK4Cfnn4JXr/WUFb5C6fQmSEYhFJkQIzzpxb1xRdMJbjrnBQivXEjFkX8jGh7lbj3HvV5P9Cq9kcfc1/qE4ak1XBnt0RaoR2lir/53LLDjxOJ8pVmkgonaBhmdMNUfs7xnjYxgTurnylXFo2G9oK4HPut01o8kgmi8b+c4BxzOUiKHvh/ajPoWwfeZr5vX30rnrkxbkrXTJo/h7vRFKBTPrqyEUL660xZ2A3XDjrd3mvDo5ArJHgmSSBY1PbqR4EdOVIOqg1ZYcaW+WbTbproLKeNEpgCEYsFDZaQB7sQlVp0vYevninXexvHOCOOSMPDQCmgZUTFmYK1H6zl9yXd10DkMq+a42vmxFtNo7mxaWqS18bPWthsiioYegbp4ZAwr6OYO7ZsFf+d7zGRDtoJsNXhYj6qQZYp8MIsoBMbZ0JI6Jqeb+9U8JU06EJp49FGk6nTveIu5ZmpG63wmalGrTyJLV6xhxzeLSJBxMIjEnrUwLIUhwttNGtMC5zNyYM+1aTonyjG5/PfxTSK9nESUA5vTFypYybTPFrTqEvTDvfJdBos9CLhRjtDbtB6lXFrwZjUim+QFx2Wnn7LdPNpHf0XsE8Y//TzJQ15aGCUWPCpEoGjori65dMAr2G9uQNTpYBdSgdvlkcISc7li4nUvhSumvwLPHoWgN0oY/EQbxtdwDHwK+vqGcQK5IXLCCz6DRVSPSuxBXUckDZHBQ0sYpkrU3DSnyXrD5IzJxUlWOLaYOT0V+RpHuNNAkUiZZRGREAZhkebyjS0dpxy3owYFgbO4QU254HU5ZETFBU13drlhXEOX9Aa0CFL/Psb9eE2IpPXT+s0//ffB2Oyf2+7le/7o/rv5s0e8ruyb7HLDzC/Obbll1aZGhpAyt2MHhaL07+9EcJBeUmXXt6ZQ0tnb/QQOkdZjuoex6NShTd8fGdD9mMYzO9x+BEc7TjTfPf49zegRD9efzwP9KNP+zSs8lucwlIMgOZjWHLjE/I8QSK7epjZsAOFu40zv5Dh6O/G8L5p1mO/hN8fMTEO1snue6QfGHotxRsikZXoJhJGawg/4nZAzrUiPgog5pMdWKrmzMOfdXk2GrY/DPSOCM0Yy/DQGPIwMEkaCUOJIoRRPt1Srf7PUE1IqdXEjw3KKn8vFjRDnhVILSz1T6uJGiIiOqLW64aLUAScj0i+l0lzZ2g1TY1vbx4WUgK1IhFamUGDT/s1w0040nImwCeY99pBsY94Lk0AR+ySVu+5hEgyJBC1NhezExPnzWUzMQyEYGhMyLKVvma59iz+zkJMKmuF0EumXmDwpWv7ehsFCPZLCU+aEZ6+ae3cTtK/X57DOg2ZNFy9cZn2TdKVyVzzGvo016J67JiCnUMxmJETux9KXo4NkPqyYf/d1GEWy8l4ypGO/3xFuoAuSfbft9/dHLxGjlFenA8XxNPPSa/MUQLL9wdLcg2dbbhgnrJ2RslHKG0WMymdXYte/u0jVCkUq9fyM1AvL+TO1Ck/nG+dT5efPf+N0fuJsjWLKtSlNldfzyk1vvK1v3G5X6vJKLa+wOU1vFfRcoPyMlL+GwaONml5F8ZB+hS08uc/VvXG2E7DQTk9oObOcztTlM62B6pW2PSHt5Lkp5d9ptbBpAW7YGcq2saxvGI12ArfKXMGuHiGCuOeRpSAqHu4s6l5KCo0LRqGuXynbip1/QU4/R17YE0UWSv1C1kRRXWi3v6F6hfoVpbJeS8i67s22yK+YLZj9K+7p+A/Hz/UX4BfqaUNOf4D9jtkLJv/ihg97w1ix+grlC1LdiCLNfLylstVPFBu1cAoXjPToqcjVQ2d/9MraPnDkZw6MXb8sdkwqgeNuPzPnz/diEOAKBpnP4jhlunfrnt/yoynP6cmILBJKB6cZAn4OWXyUwpzgTLbkM/GoHPCwZiFrBIZB3dsaAlu8UIYo7ueae1VK8by2yfR142wYGFrzEPuWxohu0E1aOqdmCqVVjzY5AG/mVxxo+7Wy/H3P7I40QfPSZATagOeA/8RLTYzjfHYm9/HRa8/LP4pM3Q3u0NuhIQb+yG7u7EFhM38qnQk7YF7/YFdMOvfFYB8niExeuQapHe64u3NGsanvGbdnJUGeWdPa5jrP50+8678lnzjNprOuk8F/5r87DzxmM0aUimrb3XVcTPgcVuUbEc02P+94OT3t45t4p+hvML5+LgaX825fu2smOGk4yu2ZnJnN0NyNOMb0iPcee8gO875zidrh3XsDnLq0w/MdSk94bgzv93w60cPevE3RaPP6M/62ARQ6dO/Gc4xqYwe74xxy3+zpU67vg6neXblK89jHnO5elT1te3BU3X8zP5v5uW960T0a6XNsiEyfEjWZ5BwKnVEXxs8RAxqe9zvShbR0oMC/ZQveycAWWApiivAbmPVUk5TPeJ04n7sswYfoJx9PE5yvfnE+TDdoK1AQy7QfESFanlyJW6LunK7TeGIRPNm69y2/kkrOVHZ42p/I824LWKSEsoqnTNn6erlhI3PIR2qccvWuIrrE7OrvlS22Xyj3NYw3eg58CG/0UJBaGFYQIiWKK4HRgmxeZ0MW5wktCuwS3vDS1phL8DUZXSLh4BR0wNdMHQSpfBWB5RmWE3DGc+AHzNLAYZtHSqSHOhvoV2+7GD9mhBCsnYNUNE9HXEIfYR4Fk6U6qB5d4HpCcWeeMsmHYriuPTzQMbohqte8iNSf4Qwk6aS2FgxFWWONPWLQoxDOFG14uqYTVj2yxiMhQBYFK5R18W9OUeB5+6mfF74lvUaHR68GblN6Gme5mcN22WBZvQ5eKx4JUl32YHNnu+S92Hw/umiuWAlvbbzuR9Zu6jqhlFnVPDNS1H6wTB1GODLhOgczHdkG5IynzL2CFTQipkxyP70hCFIjZVc/nqNGRBcnvfabaIzHFowTVI+GRzfQzbkK8Z+mS/C/rsiXYPjunVu+j29eb6Q4jARYIspCrlBcz4KaO2wVULkBN8wq1k6ILB5dRXPDkhTXDYE7jMV+dl1ApDrCjRXYxfsWoFwx/idqv8XYfkVCdvVokie8nuAZT+37G16tsQYt9sgp4RNIFFMWvL6DFMw3NiK/4lFoitgL2A3RDXhCyikiUVaKviH6BeMJw5wmWMFrv9ww20BDP8U1+gSkROSDgvyB086I3NECsqByjqhuT1Ns2z+x9gdu3HjC7OYOb8lqmIUxG5Rfgx4ELjenL1qi3mL9L8CC6m+gHrUtGEUlzgjBpEL9hJYztFdQTzssWsJilHod94gs7ezrZuDGdhzP0sjyneuHjRDJasxs9Ee/PV6SQtfEh87M4s7741F7Ex/bxxR8hdn+s1m8SQclfz07cwZydmKaeWjJATL8iWMSQ27g8M/uGdV53I/gciQTO+b5ATM1w0IeLMpdH8mDHh7sYCqjtO283skk+t/pV3ZkzOc+H//1I2RwP0IbE+hXKMHtDmrcC3LxrLtB6mGYNn0nu6b6EOIdR5lsK638suvKdg0E1CTaz/QC39hJYzMfpkB+mwpU7Ux5X7Wdt+BIhiO7xvIDOdzP/h+tVMJWyXRNJCzmdyJ8cxSqjlz2aZSoyzBOlEKpXjDXIyAWlqVSl8qynKn1RF3cCFHr4r+XZEjC2cfATFA1WjNMG9v2hqqyLplv8GPXgGGCZMKHDv+JWZ9TaPVdMRfenODWYZoFy5LbCEZuZkq7jGQHgjbWNu3n8wZ2r5XjnGIsaQQAUlh079zYySLO1JORDWFAUKfVo+h34J21SaHmRtqhPpiVbZ3gBm0dsOu8SHzjwvSE9zZ8FIl8hj6nmdrK/gCZlrBj8uHgGPvzQCcmI2QqQ9h9OtGQbP0bnozfvjLUFTSUqH2tdAmmvlAMmmy0eg2vnhPFGlU2vGD5GWTDlq9uFFrB6oWyfPYohcvPLLVwenrhvBSeLp85n595YqWinFbYmiH6G4tdacvGJhulrIiskQZK0bogi9ewsPILYhulvnqhsBKeVMWLSrPdnDGqi+ewlOZM9HJzQ0utHu2hhtJQrWh78lyZ2wvGmYYzOFQXBIuuvrsqTkNldSYxlNYmYSgNbxOpXmdBw2NEZUG1Is1z/Nq5uEBunwONFOSKhwy7QK362SloecOssG3iQkCFIpUizzjj/JOvJ/8AGtZ+RWyhPK8e+t7eMK4uxGh6D25YuWFcKbJQ7exK8lVoS6FVF8DdeaLiKaDMQ+dboW6vLnn/yNWPtknhSp4SBzo1/emG7zyDZ5rzsPFdM4OJ8Yfz2WiHu/mbBK0gBTdmd45kumTsO9XwrPNDQaMlIY/DODfDYCxiYYQwMrIvaaBnzCid7HoQRRjZ0fBO9dF70y6cqboSSrthtnU6CtDTLU0GCOvGVx7CVnJtZH4vATTo6o5Zgwf0aER+Jfx7oeaZjvpAp96n24/42Q9dj76zB698i3nNm+NMPbJud/xa0FM73O5dJqM/W673b8RZn04gh3Nn56Y+n8nzkT3BXGAYuoN/m8/13X65B8CIKjzsv51Hu90/72fbzh2K/ZqPv/fwst3P/Urag98eX32Edy/KWHublgJ7jDbvXPcc7Li/e+e9F48N7Vn3u7FMQTL7z74JiHhrWq9ZRjx+au+8MSL1D4OYfu6Xf34heNR+K7D0LmLEpvtT//39PCMG/oyh3Pf3zcV8N8rk+9cjNH9060heDtuc9zFofs3z+Ft6nmf6pXIBTtDCk1RKdxLbyQpmbkRIYKWSVSzaCl4uakH5d1k74hmkuB4fCcNFCS9hInrBHTOsbB5hq55aJ9zKg0eqUDwNjIuQGZ3n6aR2AAq4GM+A15nA3IvWH179nz2TXrZoCeOFp/zwwzQjRcJzWzxPO5lbHLBMT9IzEWRKpMhlbzV0N+pe7lkEnEhxWCyU8tCVZhlxUErwSUlzV1fcRfFrT7NkWETCdnk2Hb1cuAknquQqClLPSDlhbQljSoYrJy5tYLcJvzRgJrEGPxbFGgniEcnIgFgpPSF6Cl7GoFxBItolg16CdysRjaLhlFYiZYo7phSQc2zzkAPDMOPOHsXToSrO84shxcJPL2p/WPJTBZMTqbT0W7EO69lx5HT1tdVLzHH1dQiZ2sRT1YwIjnAsWdMw5IYeC/wgx6MWZSqiYHPPzR9ylajDaIKpp+2Cke440Dkjc2J+Xi+g4Z7qC3CL/PyBu1KDV18xWxGq77lYg3DTc94k6wB0K7M753Udpmj30ndexSOgvci146E1CznVHWQs0p1ZCSfSXoMk0yx+8DIga3lIGO9K0piGyYqnvUrzVRpCNjxVFxiFom5wsoz2ClrU9aaWcIn6DJwwqxT75HufL2The//+V4TPYG90QyUXN27ICa/Z8IrnkshU4WcntRKRXlEHwguqF0yj/qI8IVyAF98/vfbFCewS8PDoACEMTIn3ATMTh5FpOECFgVQkIqAiel7wiA/kgtcM8TEpFSsLwoqnUHuB9gcmFZNn/16vZJ0d0DA6VFQ/edvylps+9rAbOKT8DCxY+z34F697V0yRqc6dlQtSnwOOV8TO3oflGinKhrDEnhA/RyZnZhLPv3N92AhRDjzC0Vs/r4Me9h7pv8ExHJm3b+l0Um7oDMYD3vbIBn3zCi+SjE7g4Xxtfn33ynFag2c9MOnG4e43xmcDj+z40dTPkf+c+b47PuvQzrHdibX15zsObszr0dy6s3a+YLhS6MCW/lkx1ttwJvieZ8xVeCBB9JdzEsmE+7M93oUia9fpZKwIganP38Z38xhSOBh+b9P4UkLt9+f/Do/qbqTYAXUaSny1Exl32ufDDrCMnsjvQxFGhLZJpp7Qqf1sLxiomUmVPHjci2Q2NpQeFUFEREikYCoRxeD1Hkqtw/hQq6eIKQuny4m6VE7nZ5Z65nQ+sZyW/q/WiKIQbwt1w4OZsW1ep2BdT6gqt9v2Q0YIiDyWxCE+e3Z1aJRJuLjb5aQieQj85fDT5uUkDTpe3Gysdf99CtnMk9sP1dHnQJNUmlj/1vfnYG7AXFktODMvQrMWSqnwduiKtQSBeyxkJIQbIWIfqQ4a2ZVr0CMfprDohKDT3K1/89gyGns08HfskUfUXjvkc84O0/TftcNqTQswGzA6CZkUNjs6wzicOm0u3I/pY5ecvYjZsnpYtMkbTdZYq3+y1VdYBLO/oXbunnDQUFow3FFAzSrCCZEnCheq/kzVhbOsnIrwfH7icq789Ny4XDbO8leKnFnWlaYb+vU3uL5wKo3buVD0v1D0gtk/QP/hEQLFHEfUjQ26qacHsieKbJTitSDK9uzYevK9tLTfyCQ5ZhfsdUE5uWNecQ++ZquHQ68KeqUs6iHMulGah7abFRf6aHhBRcXzLivSXnEPpZ+ggC5v7oFDgVYoFiHy4rUXbPsKzUNZC0qxhcLiJsTcC/qG0FjsTBOjnX8HjLJ5EbZWQaRxKl9BYJMzXtwwiutJAc5Q/w2sYeszqicWadRypVFRPiHbCWtGKZ+Rp18jFdSrO2ts7vWofEXYWNTTL1jVH5JjnZpkcXMeHMZJX+IvYzhmkCeb7ffDvJ0ygnQ+jvNvctsMozgwlDJ347Hdt30MOqhq92yblc2N8L5Locf5kJJz6zrgkaZAIg9yZwhUcO8ldeN2Pg2vP0mlTgxO09ss6KAmDc3US+p9p8EhaWvC22KidwaJmbu0CUAGo7Dko3W8A+OOYZ65gFyRXRMTH9HZlW4g/cFLDr8bfY5299qENA9wYZwBwcNNCtDd80wX2R9NjR15+95djmA8cH5o4orNn99xtTsUns+NeYbTWiPj2Q4I2hd030Puhf0Zk2fbkZ+UjHLsQpRM30/cyqMjl2FE2eFfh6ftP7A7CPujDhObvpHYx1M0cf/axnna5/FBA2v/7sD3T9tpYt9363V39fvBc7zz3hi5PX5wvDfh49GsIMdfdjgx0+P93tgt57R17hse9+7Iy+CU4s9HuDv/fXQ9m/EpOj16wczvdSev3A/foCn90dTncU2Mfu5wpAcclmM3cLmH1/foW9H9HtL0bg5lePDEIhVXoFWES4yrMRy3jEzbknCQLXj1ngLwzXFLJ54ZgaoTjQL3UhaQG64kijoEkmNr7rlcC1ZDER/pFSQimf07wVMKGalIN37y97dIzyRXp1GEAlYi/7uekchv7/UPMo1MyCEmPeKhn0MaitnIid7Tz+pzrE06Q0V0QiqhkraRDlheE4HmRgfJdFYoVt8c5noiUz9BOKqIYPWEy7DnWH4hnavc6eIVZPWIWi0OF9OA+cnnmm7rEjDsqa9Wb7NeghyJw5Kfgl4NJ76PXj3ILO0pliHI7mnu8FKff/3kH9TkezQcfx3+VYWROksxtnDgcIVzaU4sakazm6+SlRVko9eCDPokkZdeso0o2OzKfa9roGmkKG+xDQIm3WAXc2hrzNjxy4pHV6sqYlDYoGQEveOE2AatoLbgDsXOB6gVxJrjl7mMjRRsS6VyRCMkfyleN06D/lsz9zOVV6hvjkM2FNmGhpwbNUst0saaRPFrwWqedmHELC6LZ8pQCRyKjD2Rlj+MEyr+IGo7uG5phWZhZMxWMk3TzUFaU/YoPv5IvfsD2IZEFFKmL9Iqnkor+FShUST0BkXwujfPUBanB6JY+Y1ujBRBWR2PUz6Mfd1lOv7h+CIWe8yNupIplGzD9AWTN5A3fC8+4zVtThiFTBkklobdtyC5npLLaoutV4NGxT5qOE7JH95+uSCyePa3AmlMtahDp4CqIVzdyMApItOuoC94ytwn59XlzechXmfGOOPGChwnmuubijWKFUxeMXlFbQ1e6orY76QBHDlFWl7BwlArQUuTZ3Xfu4UifwOK1y/EQF8RVqw4vbemoVV5xjNNnKBlfcWCy0JXp39yw5O1PSE8g31CWGP+CvbV6dHeXf/d68NGiM6vTLzz/Kxf9uhm3Drw3O/ygMkbHN4/yA4TU3IYY/BBNt2cox+O7ez6Th7Kvv1uF4WmvtIwcWCr+x993Lb/e/fegb/Pn7v+p7F1Vi7ndmC83wPeYMz3L8w88PxPDnObB370r8/fhjL/wNR+21XonSsyps1M+EMrlR0AOs9Nekt75LpH2v3aKGOW2b/tF3f6aoapzHOfh3vcDBOzPfc8oB6M/R3ojtz43bT7k2HQyDfLNCfpI3fQzn6x05w7oyVk+h4kFTQwCnrO/xg1IboBwn+Wmj+HYaHWhdPpTF0WzucLy3LmfHFDxOkcBoq6sCwnSqnUUvFin5tHQmwN1Y3tBk2V2/VHjBDJKDpjlqzRbr2NiZj4Zrv3EpyFZznAOXEq2kYQhnDS16rDPX/N1rMwmHRmoKPZ1EMSgjRsdHpFMpQWB2nra+WfJm42UjHm0X7pvTv9631Mnr3ZvlkXdoa0XMZAEdKLaRC5fSQICer+PmRor58T82YPcVZK/26sykTNdpz8OCiyfsvc1Y5Qd/jOlHDGqweH4/cuAVnU05u2grVK4+ZRETSQP9CyYKVi7RfQf6HISuGK8YbhhbZEFZRI3XNC+IzwRNVPLCacuXGSwvn0zOV84vnJeLo0lvIzwmfq6ZXWblzfoNmVWgplEUr7FeRv0BQr/8REnF9rERVDozV1RsfcG2WRq8+teWEvuRjIGozgNbJFXrDbv0A7wycoRTGuKLcIIS1IeNmJRpSzVcw8bZILnG4IoRpyOjsjZOHdtDxjRdB6w0qj6MkZwBapCUr1mg7bG+hKWRZqqXghsSdXNmN4mOkNMaPagtWGLl9dDr/V6KNSUE7VDSBNKpl/1sWMC92T0Qp2VWw15GzUZcUjW55cyL0BT0/I+V8QeaXUf8Im0BaHt6xUU5aou7E96Q8H4Ej+L3n6fl8ndD6kBjpc90e5Tf8dv9wprXtnNj3f99PPz4dHrEzODuEhV1y4zNRJd06/S/IjwRTPiv4otug0vEx9RZRERr9a6WccErBieJxrAMWi2nQ3Qkx00V+ZlMY2nykjNmx/ST9jBgwHBXrEF/pnc7TJzGvIgOXDpfH3x6OZD5nv/YnrUX/vNX30vr57cX4mh99knM/zk35uz3zaO22Gl+hQlvcRx+NjKsRsalJJ225EQEbEyK653dT78/3uG3+lk0oq9w5Ys0P+Me/Hbe0ZRJv/4AF+7QY6DeXw3Txne8Anz64AM2e+oyC9qW/j2qNTePBKtt82pGEnev42OnGEz2DB7P6bY5sy3X8wh10AzfT54NEO0zlOsPMwE8yP7eXjzqqmAXnfwWAfp0HsmxnodBzK/Zv9zx0WHT/Ktvrkvr3OdvdXMICPGn4PZ+zw80gi7m4+aCJTz7TDWkmmB3VAmaVX7uLOP3gKou45lN6O5spS55VxRd6puCOY3GKmZ7qyFoln81oJRD0weoHmJX4XetRBqZ46qJnz5W4tJ+UX369LGNqjsC7Os2QEhESqTWPBI67DAILP1cHhBgjHNQ2nmfTaZaxbN+SPIrOuFLzEnF6wTK1kuBK2AE3D3yiRyOssiC1dPyASkbclFWOhmMyCwZG3Hql47vqT+x4ALl9dY4w36AWfS3j7Kp57vk4GKQu0G57oXjR5wcrJYdDExxGK6y5r/Mi1c6zAeUarsV5h/KEBP2EWjjlFe7RLICuusIxzsiRVDHwp4XIRRdNLRMaHWpdMpyWSBp8wBgVeSjm5ElqLr1XIMtZTDSueJ7/g3ud5XkfUkG2Yet0FMU+z43YCdXwNWTQjJsxCdrPmvLRWShoGM/LHBLF12jMRQdTXK7TMYmGEcA9xw8ZeLWsYISen1GQn4zw2Yk2aO3hKx23/QKT6dpJUgvtcStBgV1abG8myyLbEXinJ9wU8VfG0xL5v3KgVhayLeLQ2Lv8bvmy73O4fwreMQgosX5Jf9nYKVyrh3CgSsLyALU4bygtWvuAFyH+K2fo6SXPjrAV/zvbs4+d/IPLqqeJkw+squAHDzzDPvkA3QoDIk8tudo45e2on0RsiK8It5uDRVG6EENwo1HMJ+1loOlLk4tkInO8PGqU2Uq4pbnS2FfQrxhNuhLyBXf2ZikdpcUOoiHz2eesp8DfSX6thYlR1w99Wbpi8uMyL4PJtGqATJ8zpcwtaqnHGJKdjBlIpeLoz0y94vYoraRT3FEzhJCoXjM+IZoHzlDT8TPAUUSvIhcIZ44zpxelFkX5GuLMh3ztOgR8sTH1sbz7T7/qyPY/wiF3oDOSRbzgyYY+Yhvn+g7b7/UP/vYmYT45x/l6mF99t990/9rc77/YASO/B890XmBnGd77N+drU99TUcR3uWLic9wS3+eeuvSPz2l96h8Hv1w8SwrtPE5jzDG3/0jzgznS3iZCNBem/zcgxt7Z7ODN/FncGu+2bP/7OXbhDVInhCTs4PMTxwXjuFziZr2B45TD0o9RypzHKOVg0HYd4n2vdg/i4XOLM2zBATC9KHqRKFinLkEN6lETp6ZRq8QgIT7lUWRY3MJzOZ5blxOXpwul05un5ifP5zOUpDBKnE+fTmVK9aLUrJFdUjW1raGus6xOtNa5v1x8wQrhHjgA2eSn15TA/KMYauPFgDlJ4JMTmwbHbT32dZjweX/h69Uq0cRCnlw9koTfHucSVqV/DGZrIRYsUZxdTiR94lUXsdg5qALMiLf7e5zLP1CLuSeU6kYyAsEFX+/eQRb3G/TJAOSvb5sGY7enRJIAPm6QzCHN7ExDiXhS+6gf5DH9l7w183AAS6/eA3hjMEUw/dJlh6xdUjNZ+xvQnT0dkG2wN0RUpF0SePdxag2mxK3Bzb3tcqV7KhUpFaqWcnrwAWPmKSaG2hVqg2A1B2ZYL69mQ5c15h/W/ecjn8hWrzphggm4v6Kq09YrenhCBkxiqC0oJHHLhzNavqCib4BEZ8lPslch9Wc+Ov9tn3MPpGVsuaCmoQDUNgf2MyYIRaYraCbmdPA//8gLbgtdTUPTkOWk9dFW94LWAlFdEhLJ66ipZL0737SuUDQnPKqstvEb+itlP7k1WXp0pK8F4cQUtaBRkW04nFyhbRTgj9hcAtuUrngv5zZHi8oSnG/sSzOhfgDMiXyjlihZjLZ+dyeUEiwtfVhXjd+ANszdEzlDDa0jfwBRNQfH6FoLgx69+8oTsN87Do/f4dJqZ9R0gvZWJGenbYuD/3VH2YCBm1sfi5EpGEw+YDpno+DgSpdNmpyn5YXjYtfRaSjotMXQ/p3o7aWDvtAdaRl2IDd3Jbv7+taoEzXOFiebZHEaJNNimgTYVQP7rZLTtxHDwFbNnPtB55bsjreyIdz+Xj7nsZwDe+zXY3CPzuT4//6Fr4pXmdsYZOCPHe/RzGJan1pgNBDuD1x2jrPuPZwXQFK075jedSx1OE/yNiBiVWAfHmWHjsL6G/dudwSDPpQHb3Zl0HL/tfkynUT7YWwR8CLL75iGPsfv9iH+HPd5fPW7MnE701w/rfjgz87AJbZnacRDO8PngOdq7uBuk389sEvbwo/29HY4/GMbOM+24ceR+vTpuz0hrQcf276Ux8/Ca82V2HI+NDHVHgm0PIBhgzcjv3dDz2dRWGmV/bCn2nNPuekguvoWL37h27Nd7dC3HLh9497s39ld4mhKKSs9144rynlZFIv0I7oXbnWWisOwgAx6xbOXiYy4ANYIZxOsNTKeApw6q7uGcC2143QdtDB40zh1ZIkJ1WnQV3Lko6pCRxZMHnro8GGOyW4x1Df485Q/DFaEe5SlSIt1KnKlmMZ4TnrPd08g4/x/1GNRTf3haIpvSeXgtCS0zAY79rACjDoFD5wnsufMzo/jzlBJXgqZzDriZE4fy5PgfedqlpCGpBgqFnKstvMhDGao3em53DKor3t3wkwXDzcegG8MwVDGNuiLcpnPnY5crQ4s7rbSYRygazYrL3mbQBNE30KyD0ZDq6+ee4mE082VEJIwVIljUMcii5SonDI/6dYntHKQndBNtdS9ucxyQxClrGLfYLwG7lDWXrEMRETMhF3q7XvfAEETNn0U0gIUBqnvP9whT8TVTwTQixOXm+B1Rz82c5+uGaHGEkupytGVtkuIjsdbiGHYjhWRUj24+5mLuHWV5jmdapA0LA47kuRAZJFylkIy3IM0NJCljywYU8zSyBVBfg342irdn6vTE1LxeXxVYJGSBxXH1Gg6BSStK/fCx2q86FeEmiptrt11ivd5N0plGMU9bqxTEIuqBFeQ3l3P4xeEb+NczOqTjl/2fsaZBK+srbpwoHYZuDFsizVIDvuAGkwsmEdGDYNXx3VOOma+bMGhecxx2w9OKscbyXGPtvE6NyRnrmUMAu3RaV8pLjOsCLMFvV0x+CtzxrnVzI1crvwUDFzQijREYSKOp19RQO2H8HICOdEviaZuUqKWSMkF1/tL9UpNBBYlUY8aVPhATxJbAeSUjhBCP3DFWkFeMWxikPzmcNNKKZV0hqq99/Sdwpcg/vf6d4m1LRLR95/q4EWK6ks/+lrK+0/k8R5Lve8C/Bl9178DwiD6/wyvuPD4efJaPHzJoj7q1/ftzv/P9RzzRHMnR+Y2J8ZyG2m8YA0YPx5Nz/M41j/1hX+9cs3y29/76FjznXmx/Lzru/QcQPjqeRz1aR6hJ0T9Pto/W9r9ZvheAzrRDU2qcMa6+YhOyvIeYB29Rwz3ObYLi3WaRgRBA5g2dlSvjeSqd835S7Ie+bHd/9XXpe+u4C3YAmtYpCHT0N8s6Yx7BjIncdyuQuSkzN2S+O9eIkB4BsbDUSMcUNR9Oy5nT+czl4kaH5+cLT09PXJ6eeHp64nw+cbmcPXritPhB1NwIsW6tp2Fq28b18jK8Fz50BfOIexlIKltJr2MjvXYkD4958++WIuFt0XJ6zOR7+d1hZ8yWVwsDBFHUKVJN9GLIwYDNGqVOc+LgtXgm6d1pSU/SYi5hVfd7/jzmufPmHSmZeiomM1dChydwolTCJc8CH9gWfydDEbg0U9Ic/KQMHCszwfpwV/rvcTDvCOZIjTXvWV+dsc5jf87tCmMdE7rpVb1f3/0B9ZFLsdVzQ27tbyg/U/TFPSu2L9BuiFQoz9R2oqig0tjkSgnFO7WgdfGaAjx73ZWn6h5X7RWkUPRnquLCE41tMcoZ6vmKFzD7b7D+3b3GawgKCNpeaLcv6GpuhCjKUpVGJfO2FiuYvmHbCwa0SHkk4uHgJv8E2ULYXOD2CfQJzs9Qz5iUgP4t8OOE8oTxO2or0ip2q8jpCqc/3JtIz2gV2uLeP9VefWUWD8WmetFDWS+ek/QW3oSnv2P1q9eiodBKeI7YgtnPmPyO1a9u3CmZ3/cG4iHWUip1cc8cXSvYJ4r9G8hGq6+YKMYrYMjJ89za+jUEF89xKnxFyhe0XGjlmcJPFD55iPHpq+e05Q88R7KH8FIXsEZrmac3aNTtyg8iXKfnMm2vMtGtrPE9UPrB2bTzHBm0b+RSjvvH7fAemez8Qp7RE/8hU1/CgREKYSMNABDnrpC8tdNc7ZPuaQ6joJ7N8xQgBKqhdDa6DNPHG5xOCd9JTeVS0MscZoS/62zMxVy4TmXZ7L1uUz87D5r7s31HBTtrESpeS0jkcC3mdA93uW9t4q84fPEj52jvYvBWM6x3yzgLErGmAYy9gnk/g72zzD6xi3W+D8YZkzTe2AkwvW0/54581c4A0Xnc6dyJPvZe5Rb/900gXTFX7mES65PjyDQTI7J5b2i0aQGT3+zcdeBLB+9stN/NauZKZh5m19WEC2Vawmm8k5NBb7g3NJ/hB+bk0IsDb+zTfRvvXe/w5jMr5azb/XB2PNqjZgY8H/PZdxPu7MMjmufPLYwvUxvHZoz9XpXE1zGkrsiOpvbF1f0/Nt+YjbczbZ/H2HnbB9ejb/Yf9iXctyN3r81fvtfdN69c4oTFHQr0w2S/xtnho7Nnd+MbXVsonkvk8+5OM66EHelt8PdmBUjm88/6aph7N8s5PjFXtraQHctTjDcMAbqGc0QY1zNCoAFanG8QGUtdvPaDKUgL/r2nSVrxHPeR670bFhJ2aRhwpweLAqNmZ5+HhHykbmDIqXcHrRAwPAoiPJlxZbhxc2cDLTGXNAx4kVRKpmIJulJGk46GwZf1UM5nhEvApiH2CqH8tB0tEXpxbQsFPE++Tu33BGTgQRhOMq2fOb+QKRyxG9J8DI5/C9SKGz9eSf7AUmkdhimoeP2QETXzQ1fK3JqphDw9kEfeSu/XDSRuTDBdwoctnbRqeF17AXAPnlFKdSCrjlodRqHJ4udRrz93okh1X2cBa5433z3xPZ2pEDUReAU8AqCnvinAUjAaZQslb+CXRH58z5MvgSuxVhrnjxoqLntLGgTE8//TwDb1vuWKsFApobjNpEVTJEMxpDR/0i6YCVqDi4o8xJ6ffxSE9+B9c1SavcU77oMXWc60aOpANnG0EwlZSJDVaYKK8/SleR+lhCf69oTpGUvDljAU7EY4Q014kUbQ1rA1UuKIQuhbPkLjBq6Z7zMg+SZRRTSjKwSvYaGd+yjq9RIaSZfV052yYfYK8hnhvwT1cwNVQcIQ4ToV5d/ATl73TrwAvYjXAuxHixanb0SNB746vlqLI88NnA6r4spza4waOV7vL3FKqqf11TA6SERHmFyd/orvB7J/OYWj3ReQF7AztE9kdJdJxcqnaF9I5yiTRrMvDpdM+21n3OhpIA2NgtGeZuoMvAFv3QCgmNvkNMSPIm6UyzUxCzY9MmxY7GlJPhG8ZkdDiHTGsmAIhUZhQ3nB+IrJE8KTf6WO41LCgCEFY8PKa4zxdx9LW4AzHhXyfRPDnzJCDOb28HN6uOPv8t77/Mjj6xHvau98O92c+ccHw/B3Jj5l6uJeJHmPP41f3uPL3mNEe3+HeUiOaX7/MP932O3x/YNnD5bmftCTwP+9I/Ehv7wTZ3bN+T1LOP4ZjrMPctfjHvkOs++h9OOb4XA2kFDmw6gPfmpHmNqYQ7kLO3G3e3POKRD6wxhiOdw/ek7n6Gz3ztEgNI9kvrpipU9kfj/7njegz8XXS8bt/CZf74yeDDBPqXs6Ht/tk9GfjyxCN4s4412Y6kZYrxdRqhekrqfCsgink0dFnJ8uXJ4vPD8/8enTE5fLmeenC7VWltMJMS/Oo01Ztw1tyu220trG2yXDZj92pQ+Dz7sccIDxrEM6JaEExoyj+S+F67KD835TuidKNuFwPTCq3ZjiB6wgsTSRl1IErJIFR/3L4RG0p91ZhyL6UGdCJQXgFGzDAGFdwWZTuhEllWnDx8TwkEkjQw1h7J4+V4PZe6v3l2+G9mCs3aO9PkGzo3+b2pm/mxVo0keKlO6VaZ2AxUonbKZc3fvrAV79EJkTKM8AFPHjuLIiegV+BvkXF27qhtV/YPZ3Fx7KBrZieqXYmUIFray3hdqgoLAocgErSju9slVxh67bie2rgRbKpVGLsb5VdLvwehXeNuG2wdpA7dX7E6UUw5rSroqWBnUFW7DLE2obLSIzalVgQVsy7V+dwbNfcZbjZ0pZ4PIVTr+zrEq9AvaE1RPGK9beEG3U8oTokxfJEvH6JM3rRJSiSH1BUIq6QFVKhJSnd9IqoIYWL6IGf0H0ZyyKN9rZPZrsbYX1d0CQ8osvokXYf3NPEqtfEWC5xjZsAjRs+R2khbBpiHnx6B5JtT65ALtsUF/cSMSzw0RvITTHPioXF0iib4+SFSzPluo1VDTnx2eGMf2DV6TGKzMqd15I3JvLwoO78ynxR+6qvtf2HMFQWI49dDxWmf+ePh8ZJuSx5zKHrZVeQElVjjwgmQoi6RPpsOZX1WCsOXzoiuK5N+uex2PeBp7aArz2Q6dhGSEWTZh1uBDFRpOsGBlhMdO//M90Xu9Hw/4a8xtPD44kGZLP8ZrPqf5ynEEHBvpR1x+45O63w0gmerv/7n607zLF3es/13M6gyfYZB2NHQLargkSo8af83mzH6Vgw8BPeueOdzuXEDgQCRIgo4920zmc9UzHPYfnUWTSdk8HvuxwZcar6YUBgbnd47tz+7ZfpsTbh7xfdBBGhf7ZYdn2jYErUY4j+BNItx/4vs27jTDw5O674EMe7524Ok7tefndZHsD0rf2nos/4P9My2wa/v02IT0g/fdH8zjQlSNop3YfQvqwRPuXZAfW++kcYTN3+Kivd57JNPHp197F4SzbEcNdBMvUVdy7I//fuKQE/U6FXxoCWN1xQVJeSE/VTPMRNC6LoZJFcM0P+RlONfj4nr89o87DAQnoNY9y1JI5uDV10aQx3dO6COgCm9cxkCjATKbgCTxP5VXnz3tO9o3ZSJgypfAW/Z4wWca85gUQA64gX5B0rGBxZbxMcCmvQSEvMV7nidxg797yJuZGG7lglimuoq4c5nyWRTobK4gtrqDLQtoiuLUkjC/xrcnZ+wqPfFf+lQnBqius0+lOWox5izYUNq+X4fUPPNJ3bH2DULoOkpmW0R+4QrnqXv4Qif7pqb6yQLgpmCtwySK1mYIrvMGJDAISbWVeeYrXSNDi+JSOFqIl9NlRvNsuGAtowUJJ7/W6MlcZuPEl4Q/SU8949JBZwh8Ez5rgIH9x2NQkSufoR0a6KAzLVGU9miKiEYohsvj6R02VEoWRvaadkLVWemaAiGroaYZ3erHgFc17dZ7N0+AYeYaO816q462pGyIt9D9WBSZ9jJ3SkBjZImzz+n7qSmHnE1NxvrjBJ1IYiyhWovZHUYjIq2KOI5qOixlBULJA+oeRzY2ESERegNklaNobmeLI9Q2pUK9YqyEHxpqYgkWdAblgNeqyFMdT06vv6yK4YfNrjDtSKhlkRJVlCuU8r1rOe8VTyS0gN4yX2O5Bo5OW5Pm4BR7m/CzWJYtyCAxPTQmjXgCv+DqZbU5j+AWPgEi5z+lqsc3XLfePowalOU2VkhFdr7iBLox0ekKseOF3U8SuYVC9YPIE3CgR5eM0z1PfCZEuD/H9SBj+hFhHw6M9cl9ZNw4an4GT11MxjVRenhFBif1bfU3MVsQszsJMs1doZr7+9hNw8mi+D9C3HzZCvJeuZ+ZTdjxXfHPktb/J1B3a/O5LsudRbH4295Pnto1xJA911GX1ed53tXuQ3945y7OHyX0DD/7O2znubwDgOMc+7sPtkvPL5znuPteh9Nx1Ktw5qz36vcMuPnjEC+rHVvL7l8BeeT8T9MOLczqXXMv8sw9e7z/drUmd+s2H86pOB09HoKlBEfcMCcZn6JN3g5jmcXgeC2Mkfg3lvyufj56NOaa57SCso/GpW4uWRguDYZrnEr/bfNDSF98ibHa0NlRQ4+/wEIowxCJhiCjJowilCHUp1FNlWQrLqXC6nDhfzjw9X3j69MTnz098/vzM8+XCp09PLHXhdDohuMJYtbGtG00bt+uVpsrb24UPR0J03l7IYsOzMnuHLjOBs2SkPaWMaw+CaRLr9MF6XlTdNxF4Oq1uZ7PSK6iHJJt2nMr1srwfME6hZ6j+h1e/dW2fF/YehZvjYLbxpR/QXqhtpA3RULKlV1W+N3rylEHBaAI9XLMfAAlT7X93msz4ZVZ8mD2Cvzygv223niN91UwJ584mzzKGkDUKj4/vcgT3ERnz/R+5ChTPESlSPbPnulL0ivFfMfkXbPknLF+B31D5J5SLe8mtK3Z1z42FC6qVdatYMU5681oMPxksxlZfEIG2CY0ztz9Ab4XyvFGKcH1bWLcnXt8qb6tw3YyteX0Ii1yotRjb1Whf3cDBeYPyhF4WVDfa9UqRleX0BlbY2g1UKM3TCDT7P8A+UeXi2PX0d+TyB/U/b8ibsi3/B235FdNXaCtCpdoTyKdITXBC2xn0iugfHglSXhCM0s+t8EzSiwsZ4SjVLitWCkX/CnbGyt+BF7g0OBmsN+ztnwh/pdRfMJXQF5/cQ6r8g7Z8ZdEIslCwJlhpaPkNRHseW/QSPER4d92eXYBarli5IrUi8oxtXzz1VjNncuUZKc8oK6Y3igq1mUexV4mIfq9vo14NG5OfcIH645eIC2T9hOx7Zxgf0wDhd4cS0bryhOCjgmD2o2IwVbutbGOHZKtdcSw4zZz4r/HONG4DE7vjAAatwA2zacgNzmMYVWfmL4ZW7438gyGamLwcS6dF+cz2rzFo5MxndrpgRqZh6kOK77oh2WAYuqdO9x3tg+ju6E7Cc8Bw77ww2uqnuoxv+nnVDT053pnL/JHrAaM1K3ePTd55sux/2QVO4PDtqQ/mz+7ahR1jnfOXA97tbuyh1qHYDTuJuLqDp0NqrF2Hf+KP7LZLn0eOoHu7T+sxhrM/e2ZHoPGOkOer9U4GHu0igDjgdPKuMAz0A5H2YDn+HbBxhdzYHzM2519DjzqdywZ7/vhb13yev3dFzx1Ej3DYdm8/fnJ4KPf35p06Am2CQdk1/IirHOOU3Zp94zoK4rtbD7iRI4rMYJ5D9SF4Iu7XOQ+Nw54MAswsQ743fvuWcDmt6f7zfYPvfDLdm9Zc2MHb0eABAn8P3iX51UleM0PKGgfUCfc+zX132nUuolBvuMd6Ib3A+wi8OBhzmjeJ+gPUUOhq67C2SIHiMkZEXoQcbun9Z6lEjJzp5YrU1c8pbWNcJu41b+lzLJ5mSBTslR4pgJAOTGJvCFdUPu/hnw4YAm6YCE9ZFJMN5IJ7yiY1UPeotUJGjKLN+QJd8dQ+b05Tymd33JEXME+j4tEiw+vYFcwnXCFv9AgH8bFLuQTsr7E2l1immy9jeQqDj3v594LiXRbzdJ1WriBXsGukNarhof2EK/Ys4HYDvpLGAU+JdH6AtN++LDMJcAU2rCTtj8LhhBFCIxIk6jdgi9dfC9nUKl4fhBVsdf60nXCjwadALy8w61k6BdkqooLw4kpfO+FKx4rRKAa1y77qNpx6ip9+jkgaHTavXWF2C7hm3v8aZ0b0XReMirWMwIk1tIjmj7z02FeHiUVaqVIdd7ViWoPnLVhRdPGopXJbAEMtCqNniq82zuDMHADhiNfAI3QEUU9LYygqoSxXPO1VNSJ3GO6cl8rg5Ov8PLAlDAzXBTSMOKJoe8JsiRRZDfDIbdMN09XHWhqUzxiffE/zFUEosri9pNfCKCCKlvSG/xF8W3xdmgYN+YRHBITRVYvX4KiepUHtjLUnqCuVa5DHDTgh7ZPja1mBSpELnibrBaxRlgXXHfwBQEmjknmdGLMLaov3TXO7AopkVFTBI0zsFbPfvE95ZhghdKgPdfN5ncNI3NxRdUSLhFNROmTZzZX9JRxpbYW2IfZM0V9cPjsVvJ7JFU8CFVHqYdwSizohmkaIjG55AUrUEamINl9recHkFnghPn9+RuSNQnHnuTBwWHNjbC2vgWtP3lbWuxBCHs10gkGfNYwQ9jNmTxTeHL4mULzujwpulCgCmyFtBVmRdoPyBOUXjOL+WFYp/IJnCdEP4dsPSa9HJ4sdjz4zQfMLB74m7z8a29Gr+iiCHduXRze/c42QvsMcsg3ZT+fhEXHs69HcD486LxeNz/PMZ0eBaTe94GPvupwFmMP3j/jl/ndnio7fjBt5nj+6kkXsSrmY0CN+FRns8I8ducce05o3M6n2znrO3HM8OXKtMxB3Pw8e0zNTvmvb8v+Th0R2e0SKwwiDP3y0d3pKC3IB4tAT2zsKxR8jRYBFG8dkWtbb9jtC9wgZ4s7ccIdBMqPzcy8EFX9n36k8Seagg8fI4OPZuDFBsDMWPU0TTvAyOqJG8elTrZyWhfPpxOWy8HRZ/O/zubeqqrRtpTXlfCq0piz1xyIhmJTP1mE341nAbhfXnoRuuvceXTBIXL731h9rP6Ix8hsnArPOLxZk4KZB926SGs9mH0wvguVXFo9LLPGOMke80yTF6z3MtSAgaz7stkJGPqTxYfYA3sE053s8TfZ79pBcY1CXeR9Oe2sUrS8xj7nv8Z4kg3FHD2z/+zs4MwwQuw0f1yOj6LevZheEQqmGyArNaCZIjT1Rcc8eu4D9AnYBfcK4undCPdEWNxbJ5vfsckarYa+CLop9uqFFuLYLzc7w28qyvLD90pBTYV2N1irX643bdWNrsJmgVLBfMHml1Vf0tMLTzUMxS8WKIvWNUpRin50hLJ7jplQXWK1EPk3dMHujFc+FWzfDPUgUOzdUb9j24kXlioXAgtOBAlhF7eJMXTjR1bfA/XqO9Vu9zfY39/w7KSxGOXmuz7q5R47L5urOYioYz3B+dhhfwewVs1ewnz1ns0BRTyHQ1siRW94c1iX2Gj/F2jv+SxeebzGfC6Ie2moiiBaKrZiutLY6rVPBZKXJihcG9JROIl8xbljziJe2fsKF7pc8fD98HY89Ydo7+egBL3LU4Q9aOO8AmZ5Nv/Szzj3NZv6HaNtfOe758UJXXMncy2H/BT3YRyoe+ByZ6FcDynjBozDygZ97Gl3sxxxnv46/ves8B2yQjx2NGjRuxxYcyNHurLkD4oDZ/MVe6RipCx4xuJ3g2+EZA1bTh/fY9We4uHmCScfniIsBkz0GHek0e3yb5rBnpe7P4B3D/YiX7grUIz4d2ps9kPEz0vUi04bazWvwEPupyWDxgK7FsBnzRxs7/Dpedxtu/lPGz+NYpjZnw6Ofnxze3c97jHkP5t5V9Dua3APddpN/MPYPXH7U27tgucPV43Gd3T46yo848sjT7K6pPSf9sJ+72xPHnjBPA8CjNuAxgSbpy+Dm7q6+778xl4cf3tPYB7ttP667dh49yz3zeD6Prr5MB5p+90caTA9T9enf493HRIRQmpow1CeG1+hKhaHhXq2uUDUJhZ1VfyeiDSwds0x9vXtEVcDWvKZUj9Yrmz/PyD57R26LOkS94HV3HlOIdJzuFFS8eLAQ3mABhBlsmlEaFyxTFCGMaOPpnmzB5qfc4lEXrnQ34FPA5+awCYW0y6IK8kwv4sKsMNunuDJZHUaWUQuRmohtfBPvImtE3wNUdxDpnvl5ztNhn7AWjUiHjidT8WxTf1a9MLfFemfqE9QjZaysYCG39D1XfLzm8Hkc7feNS1d2zo0a8ywgtcC2Aq9QNrJOAjGuVPiXiI7xbwt0Y5DD2FO3wOwo5zTKDSCmnkI1HermrAnO2xpEeiFHkugP8LRR5lGoBqZRGyIMRdaiNp9ewLTbfiIE2nFMdIi7esW0eVSAOL759vb6ABCpavJwU5BN+rAcT8NoGApd/3uwAq7aMLpxJbzmrTaktJEWJ6OeFERiThaSd4usA2mMSL2Orn3LuUOg8xEmHn0kJRyCSvNogTQslsjLLwJRfN3UUz95SiG8Pp6FBQjCJvKDZ2w6WFqabqMGhlSwpzCqaneI9YLbb4HzQbck9AAlDIEWNTiCVhYzx9F2oUciFMXshmQ9EBOMLeByxVjDGPeMR4HdEF7xHFkb6KeA6YrX4fkcMA/Ffzca5/5/YjhkN0zCmRRxfUg4YoqdPaKDxVMPWUFR3w8hKEgYa73GiETKuuRVApfRqNtjbpTG8NRSi+8Ry4inqI1YNtAtSuFIN44JbhwTWtD3gJVJ2lsdZ+UNd3Jy3YcbSBpmKV++uuye55IVZCth22lQqkealOZRL7L5mKSFUSZrprj86sRl+RC6fdgIMRsgHrIweW5Oz5Jfn3m7pFd588Dy+ztTI7t+Jpp2fP89nm28NLWdw33IEPZ9c3d/N768L9MY9zLHjlGa5zk7YEzH4H6oE9Bsbo8HsJ/6cgI8Cfkid/o0O37YF2Wo0GYf4LnPHdsZxHRO57OTT46MYSe+P365cqDEAbT36PNwuvRmnhiyPPgjhDVHaeEVMYYn7ICwU8AXxuyEAUwdc4kQ3F0+7B2TPSApTOF7Rme6hpfZBGnzlRied+yRB5Bp3Dbd9VdljHn6ZqSGGqHvhjp8nQML3XV+P8NGdqB1C28ynRHKaBlGmErr4WGeDKqHGsbYBLeyllEvwotXC7UWahgfTqcTl/OZp8uF56cTn57PnE8nni+X+E4wVVpbUVXW9UxrjbfL+ceMED23eIJ93jxObDyTYSpRcn1zHWRax32/0gGX/9JjKMMCA6xFdmubD7p6rTNQc+OQeNm/7bho0+85Mo9kkCjCll6LnYW3CPHWWEPz8FLF5RwmL2Bind0bXDFtA8/BD/YEVR9A4k3Cad4rY7CS7fRqjJmgPd9tgUspII0C1D7vKa+lgYd4+lHcD+sJhhM1m4G1vysRdbLL1Z1je0ShH19GQe0ZZOG5vlHrxk297NTyBMUj3H2u7RnssyvK9Rn4CqeC1sJ2EqQpxV7gdKE9/wRm6Jfi3vOXFRXha/tE3U60L2+e9mld4ckZKaVyfX1lvb5w3Qo3E5r9AvYXWvkHm7yCrFj9gukFbZ+hNMrygrFQl7+Q+WnFNur5BTPhxk8YC9KuGDdP5SRKuRmyhbGkCvp6RdfG6XSmLidMN9RWStlYyorqT2A/Y8vmNclWo/5hWK20Z09v5IzWBdv+T+AElz+g3CjyBTAWO1H0wlZApcEt6Fb9CXv6K3ZV7E0x+4LxP7BqsPwVMaFogW1hvV2gXpHTV0+VVbzgoNhfA/ci/GJ9AVuh/AdWVqr+QuEzm1pP+LMATf8HbftCxVhoaNmwckO5IHxCaJTym6P0tmDtwvb2L854Lv9zwu8PXMET7FFU3iNXwJ4X2CnHJP8+cHG7P4OxF+s8ZKaR25Oj4SU+N5NDniMgh0nc37CDm7ilsNXnGedOHnsZ6aGjB8sQfSEM6UHn+/k8+gPItD66Cw0eDFsqf7rpNAif7doKOjef//MVSmyT/D2hoePXmWR2Ej89sDnCLJ7KgK4dmeAOkj2Ms50ftHftG52Jf1/8/GVAN0bGNMzR0q5/O/w+zuAOnDu8zrEc9oBJtxnk2o7Iuz1SduVFH6fG1CrjSXqyS4edzJHCnfebnRGST6KfK90Ps4Pw7sAfY+x4lPzEwK/RZ7zTkeLAn+TzbHnG6/twjOnXeSdP7x0MNsdonFzrHZva+cRDP4+uXOYE225T3L/qKGc71Ojd9OWa9ol1bvqdzt+5Ogszfft4WNMHx4FOT208mt/urLnO39jDodnxr3tUeoQSAx/eu39sY5qEJR2ejLO7F2X//iP6Y2b3cJMPrIk8uD3jqoy9+eHLrjjf9wn3zK7RbHiih1euFyQ9YVzxtCKFrkzX4FUllDQqPpbqURCjj5/wnP6p7HlxHseWUJCGISAKHhPKX5pFyYFUmMf0LVK5aPCpWmArnv6pBr2I1DxZ/4Xmiink2eUriRziesOjnM8gT/5d8iEK7lxyAvuC2O8YP4H9FWRFiqefNF2RXmR6geXn6GsDNsSuAdvPIAue5lKBF4wXh68tCE+4Iv0PwoPEUalEXa9SPIpEK6Kf3OmgrLGe4W1d1OGhp0APL44tPT3LzaMKtHnR4brQc9JHhAlcMFuhXQOm4Qlt0KNbqHiKK0H0Y0q6Cfm8ppuYp+FBSMV4N6yI11Xz9CmCaYV2cgOEvlGoVE5+vjTDpKLy2Xke2XzH6hv9/I31lCQ0UtH2BGau5BZPf5Rij1JAVseTcEITK0imFyJwtHoqG+wS0S5vQBSUpiDtOc6Da+B01F8pWyi+cd5FNw/mqBesZmSJUeRE0WdXWteI2A8duNsRBI0UUUUzLXHgvg34oKDFUCLNFr7/YAG5YssNWStFF5SCG+Us6lCrp1ay4h7nIh6dYYZEYfu2eZH2RbwOgdcWqz5m2cIRU2jVHI+bRgTIyfGoKFKv2CawnkHesPICslCWz7jjVnjgb+xYsA9dOgylGN1wKHbyMdQ3KFePjzYBVqS8+X6OKDDnrYO3kYbXMQHK4nKV+Zx1++S07IzvW/6J2RvSfO+a3NywVV5d/rJfKXwOWe0lcLb5Xmy/AFdE/gn2DPqXoAsvDojlSyBC7v8zcApd1oaZoqLhsGmYvWG2hXErUmcVN/Jo8QLmTmqNIm5YapaRDScQo5w8NZW1SKelYcwsryDNDdV47UHTGrRC0PoVK18p9isl9BWdM/W8wGC3OPbTYOs1G/x4aoh9Cf2MR4CV8gqsNCuYGWX5PejZTxgXWCu0xQ0Q0rDTGTufEFUKZ1+LegM5O63REvsCTK7A4vP/QKrgH0/HFD8fsaPvsQW7F2X8Ol93/At/YsN8r+/p186LTPxhnhczH3bkXb7JR35gCLvv507e4ekfMcqHN0mUHI+ToZOHY72bw9x3wsAO4/3Wwh8Gduyz44c97P1D116wGaH3PdcmqQx/MIJU4E7C42ht/iYRz9t2RaUe3onnzP/mduL93lf0F8z3e3Eb49DPZ3W6d/9Wn2uXQqw/zygFy7QU8/LIaKlb9XOsMrUxi15pdAlLvXsw5jy9MPPshWkhOByTP3Rvggyxmbzq1fT/x9y/9UiS5Iia4EcRNTN3j8jMrurqPjtYLPZhgfn/P2j2YYHBnltXVWbc3M1MRbgPJOWiqu7hnqcHWAUi3ExNrhQKhcIrabK277/1BMgxOrfQcL4+ucDeXGEFUWMZyEoWoZ6UWt+Pc90yLXAl4NtnOF9MRzwZAT3irH2fV14HPNnghMN52oX+rgd2qL7+RuhHgbrVilRcPgeFsFax7kKh5320jR6CD8eHtlaDQMRP3RbKaRK8DZgbbWz3mW6FEbG+2wOi+WRMpWfKtoX7eCLpwUEy7P62QQLXB1Bs9/34TLRGmxJcPnxoKZJvkIoJxcEEnynD/YrevyC8IFrRtEA6m5Iv4st6Yq6EethGs66S9QWtZsFRtVL0TksGrnDjhayCvKxQEkXsAnC9vrCuN9biDPHtGa4K6WqunwqGbyfQB9vPxS8UzmjX9AC6Nn2t+J5U8bADLhw2NEpQPmM5Y1ZSLp4LsKDZLUoSVLFkiIlnNF2pi1u8XU6ILHaxwi4LyBnNFVhJ9Qp6MytCFOUHVSz5teovKDfUlQZSb1DNm4qklrdiqbC8mEXgejZF6aWiOVEvT6YwxUPtedzRWl+gVqRY8jKWbK63+kItiqbkl6BMEoFzQpYzWs7UavGORZ5MKVzdwk+uiGaER1QWN9ZKZPnM7Ln3U3Sj05R5F+lw0I88AMDk3ja0JVPdXUeH/GDQPmUiVuOHqa463RqHMn3RbY1hDK7oNvqS5uJD+yHEDOv8AIUJwWK8tKO9wUo7vBqNZuxkhNdEGf1Vn/PsjdJhPVHKI+ZqN//OSYyUMei8/X/MG471Ou09/PFPPCOzPdJog3jj6d5qYiuN3bY9HaNxZg68aTtyHTcY25NdmX56DRx2O5s3fR8OcVggHcEnjp7D+aYHbe0AsMdxHTttfcVY57bbrpSxv1fwa7tXxvClR/h98HQQx9pOCzTB4vh5G9maAZT3M3tzjK3M83ytC5n+032B8atu5zI29EE+YGYn5vrTxyNeZPtedr+/ul/GsW6m+6EZbPtoSoe5YxE5XJ/DsXmb2zXdnyyb8W/fb8bRaPr4b9fmK0+9eLmMKRHX4fBwi2qNs00wEYt9lnZwFFeAK90UoRI5pcJozmL5B70JBaWCrG6fVnsbjYwav6Atz8R9hocb8mh1a+9mJd7vGP1uop6/QmiZp0e2Pg7OBseusDdhrYd/SScr5koF9AKqSOQmQA1uaySbdkFa8vNVcfi4t4GcGk0Xz4WgSLO2N3hGCFZsbtWVP5iAvQnvampr4mbGPl+DrY45MxCoJjglBKNETgjc8wGQs1WpnrugnT++rrrSve4++KQYX6yZW1troYXjxWDYOQ3HAXEPhjDYHO45NsNk6+ZdIG6AqSPHUL29CnJCUqJFPxBLTI3nZ9QwoBQXrBtQDH764J17CGDJdsq2eTlul0Au228SluvV8THOd4+g0A1PfJxqhknhzW+oHIYhd0c9h1cKD/o7ZlDpodQCLRKW/L0qUoujjc9tmJ8Z3NieEVc+Sh76FMGE9EqKPZzcq6HBODaaW6WjnkcDVzZVw71wEFHzoheqKXxkoeVPUIt4oDnzHqHw9OiKaPK7pIDc/V/AOULD4ThZsRBpxcanaoo9CaWd0QyT2LgCVzwiAy+4dsmsHCUDF1NMEPlwKogJ6CUUtpoQnqwtvTf8s3uTe8+ka0zI/rXz6dz7lNgLYawo7glm66CazUNCbiiu+CWaEqfbCyoXWxS9+p50j7jqYb8azf/c5FqqK1LPdl+UAumlhYYS8eTbcracIrJg3l/mzSHVzg6RjMrJ99E6jM3xCGght7kgeP4HjeTf4roih5XTgBaBptxQvXlYr2owUCHC5Znivbl7IOn6riP1/UqIV+ilvv1ze2J7bQ0h2H/1zbr/3AzNN4zyeya6HeeWh56imaDNwq29H/qc2Nmh/+0F92hYuvu2Z8CPWN/oRqYPvd8o1IYzuHrP47ASW0YwLKDa3vRxBSs1F/b2vWTALDaubqe14xHfsWDbR4NZ6ueOjc+9EGKeLrg9hHO7LMT3sJje+KJIMCazsDlwsVuZDxtUwi3KGYFmlS2dSDc3UOjC4YBIEMcRRk4YR0+TVto9XBpz20t0xsKTPDmTPIdtioOeflhFvEtPSJMbsQ7GVUwIh2JJwSJnxrQjMAsZP7S0X7JVXcCHeSyoCFrVz5xCVaF6voHqXVcXCpp8W9p4RGpTQKQkJBJpiNuptXKSRIn+PigcDhdbay/M7GIhcWFzuJ+NjEP82x72wYBCE25I4FLUx2DPLCKyFhsS0RsKdZEMDAc2HlHC+sZi/kELIeXrJZRBMTgok7Qng9ZYz9rXVOuYpNqZdS3tvmBCct8XDaXTMO6O/11IEvNLTJ4O7fK1W53WVm973FM6/GMqDTLg7KD8G+lUWJIGrLSvWbsAiB/qQf/ZKi3f8Ygi5x+QoLBQNZmygYz++Aa3r+BxYPXxEX16dBfk75gXxYUsdxZ5IaeF02KKgfryDdR+Ryt3vbrFiVoQLvlqY/9mjMMqhUrlXl8o9c69nCglw48Vvn1Hzzf0Uoz3lBOqF1R/MYu49YddatcFFSgXv8zUB6CQuIEUNL2gqiS5GAOq2ZUQf0P0E0n+gZ6+k5IlTpSlILmgcqGwkEth0T+oyzN6vhn3ki6kciKtDyhwZbHL0HIH7sj6nVBCqChF/gmyoPobqv9Ckf+JyjdyvZP0hyXuLmK5wM9nz33xBb0XtDwhS0UeCnVJrA9/IVXl9HJHqlJXj7OsX9AKy/pfEDKS/w7zloTdAAEAAElEQVTLDb1+QatQljM1LRYTNS/IOSP5E9zP1PsJrRdSfTBmUH+AviDyA9IDqf5GTQvrySyncv3bx/AtELwh8/BieN/P7qAlujFoNVrU9kXbPHFmNfRuzQy7ftP38Goc10bId8Q86lhuVFRIL9GUrNUVuKFsjyM2dGsxR8GFm+bVZ9N3S/kk7dLd2z6mMgbSgG2nTaFwjZIBy04Z24npdfxs3umatLWJBnSHs1jCElEGsMV5OKxTkNqDWXRZybBeHzhKp9U6dD3Wge+QmG3zQGlVdViz9sPIncZ6jTTd+xzgO7NK6h6UAfnNxKKgBAbJwW8d7vvZ9QVrPHmMLs4frX2dgl+cWuprOQt0pe2ptoBtr/YmtJ2twxiCDzR3IGh7uHtPTJAY4GCf57N8Xo8D9BAZWvVViNASM4Ta+sokyH3jSW2i/leH9RxqOw43Fnjudv/4fmpswlG5AQxytGbRgUA3TpIGymFYfR8eNLEzuBhp2/STD3RSbDJ8304meP4+kIlPnon3ZnqyW+h9+C4mnBUvdKgoOqT1veZIHfsYmAE5as2FAR4DzIbtYfYzNpiGFz9BNy2/WJkI55N+YGGAXLBUbsPYE+px/y22u2JCM4vzTTVLUskJE5LezNo5XTAhzx8+vrOP2ZMPN2H5cC8KQVqEOUk3E05RMaH/gwn1czFjkYLty+wCaYeTVLE6yfrR9GJ9VaELWmlOW5IsN0J4V6ifeaI3m+cisDxAUaR+R/UB5VffM26JLBYTntUTVp8+gyTzMqV7V0t4HUSoGnkBiVBPvhmrmNBOntrSo1gsc1bgq6OK/7h64u30wy36Xaha1W30FEQQ58mppnxAT5il8tXgl1dTQsgFkUfLaVZeDE/CayEE9LiHx6DUefeTnXauNlflAZUF0TtaV8/ZgI1Nk+PbC8gFTZ8gKSVFrh4/F2LvR54PXPHkSXslhN++6ILBXdIjsixu7Q+qC1UfLLxOXS1Pm4CFrDm39VZOSP2MCT5/t/WQB1Ah11BkuaLj7utxWkBOoAXRQq0WHgb3gB9zTppz4Wq55YhwWJ7XUARdLO8JN8tBomrhqFQtjr3KFUGpocyq3kYW0x3cPTdKAQszu6CcbG11RVM1YXFNUBbjJbOftcVyl0g2rx+JRMBBr+SKUDAhuxl2qWbDJ/UcINmZVgq6ZvS2kPJKPrk1fD1TWaiu6DClAdTT6SOsG6iSqrVZyxOqmbp8A7mSlsWE5JbaA4qAJ6RGftCVgheEzxbOZ7H8MuLRF8A8BGpqSfbM8Kq4p9ByBrG52Bpb7j/LoaOIroh+RfQzqn8B+Q76BUqxULih/BI8p2Ly0EEVSihPH31fugLKiDuC322qhU3SVsZy1yhPwMXPnIqFKrMcm9bvD2T9HXRxD4FKLc/WLpa4WdVwoJaEys08PoCcfpDE8i1qOpHqg+FoekST4wVn4Ork4+7zFfMG0oroyyDHEQxxI1wdwCdf4y+mdHPlBPU7UgT4BQuPt5iCTAu6/kC4ofkZ41gviApSng3NxBX0KiAraXmhhWR74/mQJ8RP6eXADwgTL7RnOt7RztHr3Rg2vNDAix7eeX7W1XzheuVpTNtBW7pnflVem5IM//c2Gov4Fsx0tD3fj6NFTThi+MZOg09rL4cLi7wyBp3rjq+gh2d6gy3/+NNCsQyXqF3P43eZmOvDkWz43uNRHk1yYOgjwYtuV3O8ZajfLUOpYQyAXXA245y44Q2ijTeW8bZyECOhWXi3n7xOXGZFfY8cIIJIX3dn5BsUVNu+7r26AkaSCRVbrolgSF2LnyDCM41/qwu5a63UUqmpUkplLUop9m5dLeH0/V643wr3U+V+KyRduaeVJJk8XuxV0WoeEKNQ/X1PzHYUKMd6mIJqio4Bfk0a1623FXihDZ7bZ16/mW45vsg8jm6b6Tg44sPYbqw5QCS0HkMIibfhVivhxTJaLMbFIuQcUYYWkmwgCBuTtXF3bndqh7P0tppCJ7wLHOaM/cwf510S9V979nRjfh8/b+bV9kfs+20rr1G7nz/iObI01Q5bVTRVyqKkZGFhavpqjIwGY53McqJWWMWtiU6orFQKqVmNVMr9RK3ZmCIyWgpJ78YcIpRsnlOlWnO1qBv2F1TuBlFdfJlsb1G+Ick8MKpiIbiSM71Uu9QpFl9XLQyA5RtZUBYku8toxAnmhnDDrJ4uWHI9IzQW29PD45DcakQQd4lVp2fJrZxqWKdlWxvxhHdVV5TiLueRxM4nsKobKdmFQ1ns8ny9osWUoZJNyKWqpHtBqlpyx1rR+uxrd/Ut92IMaF2wHB4OF11IeoFyB7UQV5JWVBPFhQUp3Y1nlAvISsUSwimKSiUl95pJdz4cV3hLF4a9qcO39tbPhCMaeoj/jQHcl3qV29Gx3KafV6xOjkfjv2mjuMNg4uzt27jVitBHiluaWaGJy1KaAmIUAOs0hfHcbxS69Uv7pszFdRrPPDvd0NKxvRFOQ4PTywEGY8jKCdw6F49aU3N7z8yPPVvE2PAnw9l56FH2FkOs4/iPRhn81hYX9XhWQf93Pw04u/sxFnDEz/HsfquW0A2GtB837bvOtdv5NJxTIy+ngWP97OptbfByO/5Xn2PedoRHa2FjkbW7EahONfcewq/Bfz8iI0/zPt30NhR8u73D+q/VOQTXMI+J1AntUnZQby+UZ+CxN/eAo76mDuWVsU0EhiMaMikIXkWHY4Co7gG32e17EvUzvtxxTHfv3jM0md/t6unw6Z2naBgkCRgz5EYzujol8fuPC1Pb/SpCLumCWcqrC/qTW5BLb1vXAVheL9a0qllsK9ZWnDPaxyXBP0mEiPKxiksMhSZgtv7UvDBQLwNN6KYePqa44NUtbcMrQuNOKzFODyuimAV08MzNmA2IZMT4OTvy96OSJUINNSPBSNjteJsCPitmRe2hYMPyuUUJiDuTW0UjrkjA6+hwtDh9lMh3EHeJ1M9NCTgNY239+G8xL3WvYUwIbjAYjR4/eqKm4W9YStPabdyFVkzwWF02X7CQWQ4LDXTzD6qEINKUBdA8AYZYbwIWCqoZj3ndKpg19BV0Rap2pwy0BaG2vorxvtie6XRxvF/5v0g2jtpapU0+PzGL+8gl2UKhKmhYoFPsLhJJhYel7vOOMJ8JuzOpr32BFEYCYC7Ifh63sZmnA1VNAI6PEQ9FBEMdm1cYq0UIrBapYOAhDGJqSr7OHPgdKvAomTcTgq6+J1Pc2c0o1jwGTHH1UWxTMbmAyA/f84p5wbvSU1c08qUkH5OkgWQlVBcf6+927qslIZcxhqBY8mlCeQaGIxF1QyBCdaMntCQ0wstFeU1GtwQfi4cIkmWAXxhHjnxUAZ6NZMW66ImWT0WK07hOQ6XNvzid9bwrrMAz5l3gHiBcCMWp4Zm3LTcn743YOzg834q695ae/NzwdcDDgcUjC5qeDG9jv4ntTYuYEOueUDl7pVC6XKwvbk6fYo+EPMu8m0zx42eDnjvpxuclYjAQN9wQX4ufsZT8CU+IQ2OmzefG7x0xW0OZ9/J2o5fCzLgOdTYMZuznzqTuO9FNeSdB81h16PMnc9++D3nvjjdrBHTbe6PZ87Pl/Rsv2Zn+cYxb1rQRs9bcwHJt5rSd4n7K2mCrwWAMv8jQbPKLSN1cNT4uNIHuE2cuZeoHVRPIxWIPmDW69xtcBwZSR5iItxVC58SAOQMUxiBFznCpu961d558rF0Sra6mwaVfByuwgfZYyTmmvME42vIq7VAOq0ZoMRsZmJKmQAhXLG1433HTrenFLQFEfGxKSwTaYOswitBCqh1uUolYdoI4oyxGCKtSi4XCqMnaLtU8KUoxJrCsxnivJ5PI3u8mILzfq8XJf7nxkhdOS2ZJJ4Q7OWXWs7WfZSHnC6EtR02aqlpYy53NNeYdT2fK0MV3jDOuUonQBAbhcJkM4AeTEQdM/z3e98rz5o4wVzLhoLn0Ne+aYCTHcbqLY8PoZhWVWrudeTN35s742JjqQE1G4VgLh+Vo3fN86ICbobxYHWVyg3kX2NHK9zjaEG7A3be0w0U8sZa6ycUsQ+r7ROhWsH0FBzowDGH0CIrR2G9juUp/M+xlDZfQaSB+kAcNeT+uiUK+Wi/3052a1KyZFMqywlKJkL9l/Uq9fWNJv7CkXxGPTSnlhK4P1HxiPX9C5QWt/0RFSWK4VH58BjmxeqzVXG8IL+jpAVKiXjALm9WY6bIKpQhFr6zpRuIRKU/ouqK3DFxJ/HdkuZDyr6gqpVyNYcsW89PCEVXS/Ya5pptVz70+opxIj+Ie1TfQK1K/IvUHkv4C8qsl2S5XJFUk/wA5UdMF9ES+/YaIkLIxSGV9BoGU7XRLvJhXxgmUhYVktLr80dxHVU+ky2p3xKvCtSIXJT+CnTGPcL+jt68UEdZkDH+WBSmFdLUEiep4WcuLb5BnUCHp2RjO8ojFLP4nyJVcn9D6CZX/E+Q/EFfY1LpQ9V9Y8p3T6QeaHqnlF6qcWMPVWVaEQl4iTvT145RNIXI5CDTGVePz0GAodxi3VuyVLUPGWNf3V5zP0vcjQ5WgeqJhsR9nD06jpt3C4ddJkT8MyImFtotnp712/nnvQStj8OExwSAoDcFy9XdN0Fw7PNqM4sqqLe9E+zXGZB2Pw+ywC+Wdzq876zHS0tGrVTfDmHm8FkfWWQpBXH898BbuZj8F8hvo90dxrQ1AgIE2zmR84F10/K3zOJ1EBwepw3k2Tls2aDLCYD4fAKa8DyM+TfxVnN3qfceYBu9GNmf7dBrHa+e/oo7jenjZCNDDGw77tHXi/QcvNpzT7aTSbXkanOZtGvPraIKOwpA+scCDPjv3fuwMEL11oQutRiH0yE93oU6saaMDAzzfhW06tBys8muPbD/7eI7c3eP7wIuMfbZGHHWbIGnsqO3TKDSuyXYeIwa3Rv1C2uE2EInh78yL7N6N499tgTBGimrb9npXu3vsPIHpzx7W9turCo5tozLDqxOAn9RpP2z2+QEudf8caWv40ye5oDbyH5QFdHGr65vlNZCzvS8utPM7gJLMKj5fPMzRFbOIPWOxwQULIfmC7QUX+CcX03gIJ0t4mhE9Y0LTZ5S7CetVzRJfLD48cnVrfg+jwhVkMYPgID9aUH3GhFyKkpsAWkrGhMY/ECwMpYgL9jKo3FBqFxCmF5QXqI8gj7YWBbuLuZIA/Q6S0BQx/D2OforwTavRveJGGzUUBR7upPpdpjrSyguRk0JTNQ8JXrDE29mUPHK29VHztpDVrcQjTIvzABbiCiRbqKHK3QmxG7uE8Dev01lsZCKZ8DPdvD1PYFs9dArfMSH5zbuM0F7vfQTUw3s5TZEUnvgrGmFwpCCcTJCanDLJHQl8w7wOQheiKe6PllzdEgUnSslmJOTGMylkE+mEKWkqtRZkFaQmEleqPlv+YVdwaDJhvu0XE4hrrejVw2gtlTHyhHMlJicQ9XVLZvWOotkUERRFCtR0ReXm+GHrKGrRMZrcSVfzRFhMQB12burhuySZUkzxcFXJlISZYsq5QDPNSMmo3u2cVvOMSSnZvWNVC1njM9HkYaENpQ0ewVNEzpH0YvIWT2JsNiLSxqeLeyXFGRDXZK1UVhLZ7odrQm8ndFF4cN6o3hzmN5tz5D9+N7o5XsmK8AxaEPk3kCfiPFOuKC8umrCzNLmHg1DNI4MHkH+S9P+D8kjV/weiyQytUOejMui/GH5XUy5ovWE5JmJvnezv+tloa3rxtV/8uMjm+S8ZFvH1uti+bWdXhFAyr6TkyuPKd5RC4RFlIetnhEdEihmqNaOUK8jN7rYlYXk7vqMiVH1C6wvK3xEyIg9YOKlfnb57CDzMI4T8DZMhmiykukKv6sn3b3LUe0L0E5q/QPoD+AXlN18ipaYLlUfCO0yw8MyqK1q+OvJGiLqL7zHLTyHyi+GlfkX1bl55iJUVoRYLuyxuJNjCMJP9HPgO6e/23T3lxHPkopHw/u3nwzkhjp7tkd9YpoP+D1icN9v9s2PZRoj5ab0ND/XWOF7jo0Y+7Gj+W/6s1//JTN9g/kbWfup8U+a9T1yQfqZs6q4W46vhwjcynNM4/syqRu8jU6rbAW3Kt6slwV7K9ud2G9TWnEx97CvMZTbjaRYd8d05vanj+L7FgnGMB4s4XUJeG6O3FHer1ne/+ET7NvV5vZoEYByaDNerdluZp6nRp5NzVRfoKO4BkZjyCrgldRX3gJBELXapLmtFpFDKyrom1vXOfV24rSvL7c7tdud6vZOzsJwStVbzeE2VJbvdfLj6ezz8e135mCfEBJQZ1gHPN9C4oVWs86tdj23HWsRtcLxQ7SnGVL8NJywVmOuouuIp1q/jeyiqrKjjiQ6/2yI6w6HD5OKvCzI2psVt/achD+Vb6yN8+tjGPTJdDgd8Pn6OLqD7LQiwS8p6sN67nkJwNLU41HmP+932cevq5C5zEhfXWPoUsTzDOkIRtctGtxxLqCyspSCsiK7uemyKKEsWLebarkolISwU8UtMdSXOKmjJ1JLR6sxE7koXlYoupeEEmtD1bAZXtThNiXw2DpNqDJ/RBWPcDGqPCBlN3+0CVd0aQxNJT2aUQbZLjKoxl2khsZLaZfqEpgU5C6YcMtfesrryLSVEKmm9u8L4iZqCnklzgdWqVG5IWpFlNUu5kh0dF0SUlFzpfbO2KLZGlo9LiRizePIys4gTqmVao+riQkZn9NIF0i+IFtK9onVxQYJ7bumKcEX0jpR2+0DiIqxgF/sPohs67alRMN6FRLqttH/eYkjoW1inwgN90mAjtJWbm4yzZzz7XhlKnF9T7ekgO55OI1k6Fx0stad2Gqw2dKbRU/tvIpObMetQ4ZiSHTCv+wY4ZLBbE9p/3x4J7eMeLlGhkVl9vdS7nx3x9RCC2wJv4Ng+DMt2xOx5k6O2ju4FW56HEJJ3pOxFdoWHdsZBKTv007GW8yiDoFp1wLQdzPrE96zMW+fhvlQ/8ofzNtqG4e4kbR77HkZ+5aizgNaez+2/HyG1GM/ZN9P7Hwf5Xo7+yn569azu844xTC2MNO4IH8eCO0u8TlHeXjXdTP+V0gGn6QL7mjj9jZ38xmBe9X86moRsPrxnLV4b0Lbou6oOfPPm/vN6lVcI9ZvN99jXPQSn82dhMdz4s6Gfdm92vo2CSLectq1uHsvaQn1GCI0wioqBeh4D92KO8ZvV6hBio83NrfIlOe+rEHkbIgRq8+4IBasrFCOUa3QSfHDbI50/CUIbim5aWGD7bD/n3qe6pXrzoBe64i6IdqxT8WWY6Zb9W7AQxD4WRiOGUBy74L/xzdHIyfoaPF003gOW/FvMgMX5LxtDdkMv6fNXh6F4e80DxQ0WxJNfh0Lh3Y9iuR+kwap7l0DkU9BmZeiwijvlGCkgJtnmH0ZXEdrXQ6q6gaGFB6vD+nXIG64OyjwJYfow9OCLXOGu7X4TgstgNtybI/Au+Vgjh4oKzfJd+r4LIzV3fbayrJiCzGiYRIjHErhj+KfNM8V5k2Zw4gJiCRoYZ5rfxzTZkkt4nmAJ0A9oTuQulcjHEWd641lsXt1zItPzYzAA0/euFgud5migKVnos1SxPAaJnjeUua+PPH6ghjFjn3d1I9WEhMeAew1YBmzbj81bh4wJpc+d71FTZInfexVLaC3ZwxEP3j4GrzuK58Nx5RR+N0Mswbd4+DsLSWRh0wALKZboHl/hQe84a3+CXsjQZ9CI2NvF8IKg7+49gILcjO62O17giXtAaRh9qO9TV4gEHQ3ProFXarxi3L8r2P3PlMraQgHiBsJhWBah0v136aL+8GAQqdSggwEEHXJdcOtz8/wTtkUi/FkM2nPBcPF6toe1GXW//bxfCRF7Yf7aLZeGs3VbZ7RzaWzQlv/cMHED//fu8Q3sx+vs1vDjQEu3LPJ2Cm3MOpaR/VxGO1jhJ30M9aZyshmHzh4a09hGOsa8BvMZEAeQ/TDabI3D6Z6O2vglwcNttHHKVFlduDnOc4aTbbrB5uxPPTaDSBQ1QmyYhbqfR8CwhXfpHgGtPTc3Gy91CoMLZnglzPO1w676mSh0LWkwZ97OYMkTxE1j80q4Q20tp2Pjdqaydy80F9XRejDKNWLoY4ujcxA063DIjo238QZTskHa2ONunteH6ZugipCoVLnbwVTN2r6gneipULO1VtYVLRaLPhVIslIzpHRDi5KzUPVOyolSjSCUWqi1cl8rL7cLt/ud83nhx+PFlBJLNpIY8EqCauW+FsPR/413Ph1WwSC1XB++Nt0K0WA4gTSwX4f1Hte0Ee9+zARRjxUJ7xpp7th9MUZrxbZ6nhTJLKF0Kh0I3vBktDYeiLcpDrp3Tcv74IdoJKYekIFIfq0RD7YxTcEcbzdXt5LconmnLjK897FuvQ8GVB0tKWE8x3UsPtCrkW4IuLtup8tK1+QxPLXRsn5p01gRb/KIUr/xKGixNpeyIAr19IKmFV2yxYBcH2E9I6UiRUkkBM9zkO+wnJDTjVIK95cnkj5z1h+wLKynf4G0oJgnUqrfEFVKPqPpxO0k1FRJ9wKlorcFXRPKCQub9AInwwuhUk93yuXFhOI3szSp339DdOWE5a+o9cGts4wx1PoEFSoFlQrLD8vnIr8ifGLN/4Mqf0dXgZrIJZN44HT6xPKYkbuQbq68WO5k/UKu3xA+AZ8sXuyvC+gLev0/0VK43ZJZIT0kSEp++U4qFbn879T8G7L+D2r5Ds9G49fynZK+k05fkYdvyPUz3H9BeYT0Ccl3TqcXuK/I1xezXEkJXTKczGIm8d32vP4bsKCnO8jKKgtKpugjqhfsglFJ57+Rzn9DrivpuUAqSLoZnKnI+kLSK1JWpNxsm2bbz4KFlar6nX6avxfllDpZPcceY+aBR4an7ePY9/6MRmz0IrJ90RQ/XXnVPR+8WdkLWPsOY/jkNNdfTR4LIysQTXvBflrO5UMpIyHwqMEbDDzEhtWw/E/bkW5A1129xoocigiHV90boNeXPhFCcRt/g973Yz68Nbb9iPNpajKSCibA8nnLlnbOHORuoO94hpUa6g50Ps6nNjfv92hBx1G0prS1N5c5mPuWj9NhbDrWCD8YprF06/3OAxDHgW1OX49QzNPWozcePNzW6IRNHRleaAyW0fvVXoTnxGa/tb5mmLezdAzz0mAQ56cOr3f+HHTP2ga66ddJ+jTN/+C89Dn2O8w2mevHHh3XeEThkR8wBmverMNjKBXhM/tyTB6V28lvaWZvzf6XzumNI52WBxuXwsSzvzZT2PIy2tqd8G1L0yc+yGNfT2UOu5qGOb1ogNJpdbc0bCaiOmxJ2cGxealt4TwqW3SoewiqoC19yWWzNh+jZni+4wjXoah8xWLbL0hYvmvkZbijg6zGZI+LhSnSFerV1jlFcmEbb1VXKiwRvuPm54kL1tXFNvlHF9IiFpe9Jsu9hRmEtHuiJtAzog+QFXJFdYX6A+QM6Vc7m6rf3zwJbBOqycUFkcGLW3JSJMKWvLiAPhlsXKmq8V3EvRSwWPJklLPFMl+/2xolDw1S8gDs1Pauuom9IO4pYYsqLKAn93hIiN5RdSvrdlcumMDyyT6nH1jopmL9rA9YCBEXuqsLGPVX4NT1S+tXqCtmXX4HnhA9+djU6q0uDG+KKPdazXdfh8/290/YAOt6s3NoWSAHbJLrOCKngx/uHiZGJFsoopz86DFPjOpej+Eomkzqg1YX3PICUo1nF6VmC3sqEaLH+9IQjMdeTiGU9wgLyZM+u3BWBYp7zqR0su0h5p1cCn4euALvpDbAeyQszmbFjjpcQwB6pcrqIpjk3j13w7Ule7mTCbKuHlZGPL+I/iCURYIiNdvJer9R9Q5LMkNKqY5jT5AeDN+bV/Vq+/j8yc4wDUXYna5Iy4hcnLe0BOk12by0ZKSKJY8W3AAqmQuF1Ob1o+mM5sVyLlcLfWTp9Ty0balwM19w4Ww4kCyGP/mDd9PgaRCQR1v7esYiE3h+AcmIfAIezLNHvqLpd5P/1AsiJ3JSVC9o+b9ZU3LHBv2EqJKr7bci/wOVjJz+N6M3ejGaWKsn5f4B3CD9FSSTWEgsVPlC5QtJfiHxFzNmK4J5qD1g9Pmb8fVpRVNClosR5GyyjXQ/o7WSq+d6SRZmSWQ1fs7D0Wn9AfWlReFDT9T6YHRY/gDu7kkkqCs2RZ8xr4MbilDkZHSxPhmO5G/mbRKKAzXlWfBZiRXkal7Y9eQ05TsWzunZ8IoFUSWtFZKg+QELS/fN6ANnb8t4bZEbQoHs/rvVeUIesRBNX4AfCN99/bMnoXd6Dk57MqqPCGdU/wVT/H1BtaJlk2v3lefDVLCzOv379rfXau6Z2U634vu2zbHsu55XGJLdfeBnPN6m461RWXzZjnnL+77W3pvD3vT5Vptd2P5620NpH7S8OffdOIb3nb3cXp+G+jrgiG7a+3N3CxqTdmiJ3G6Jr3R0dF06AtjuRuD/Rm3sts1hfJt3Or15beJzn7oZelx0RWQa1rgCcbkZjR9tuKNlW9SIBdnCz9uKCtpxS7blRulOWBtFX6puGTBckkJ4jaK1UEkWnz7RElXXYtYltawUgXXNSIL1fielhfvtRs6JJS3klN0yGdZiCoacE8uSSALZFWLiSUTvpXyAgIzPz5F1ux/abedQbfhWm319p+0pc5nW3+Tqtbup0XBXMeZhJIDjfpFWbFje2MDOTKLTu96XDp+GU+EI1hqlNv235kYKum3ktZNh3mHzZLZ1X3te+X0nBBnHtdk7sT/f0dvhCJK5iyapnh/LLpNSkzMm4gYHJ4RHC21UK+pJzJulmdr+UqrjkIWyoiYU8wYqxcVWyXGjmrW+lgKr2j2yJDeGq+ZF4YnBQF3AtpoVhz5gOSbcMt8t77oianHwGOOjno/BYrYK1BtCJmXzlqr5ZIncEiSuPn67ZIpkJFdkqWSEk5yAZG7eSSCdURVqNgF7WgIuBks4Y+zWQtJElWT5JKqACiknNJuLqZSzwSCS2uez34fdNTifjclSs/ixpU/m2UAoeR1WAi3uq5j1kKx+yQ2QRXiB9ri1EXdULMEYtdhFKp3xmzyoejjfP4V1nXTb150C4q0cEEe79PjZ78lxBx3Wn0KTDPzNa4PZvtsRT51+eu3Un87UOOIaYDZd6jyurcFzV0CME38Ho/vTscmOxI08QwhQD8zl5xZ1Tz3ffN6/4MddNp5jP6Pe7p7mN95mw+3sB3Y04OE8ErqnwRYJ5iUe2tyMb8MPTUfqcK7FyHdxnhn416G94+fglzadcRQjf/VG3ek5gNnRcXtY6x1BawK+P0Wuo924HcTHLgxTi7uqMi/tQdcja/wuPcjHhrevLkHl2OBKfH6jg9cI2lG5t36UzfdXnrcdBl6rtxm/vBs5jutvu9pemKYfD+pu4PUe8B31bYJGBcwSuOOK9H8TAslwoQoPhbhX3mkKQfeetIFpv2NNxCbqh4JgGfrY8uDxoRIGMv0n5yManExRMVM4F4JiZbshn0Lj++yzGTEpFosc51GCYmjrI/J6RSRDaR4Q/j40NxLj7n0Y2NyTLiyKCSOxgL3DQrew8zmGIVS7FLn3SlhUqBu8KDY/9+Do+B91Ij+AhTZpJqjTWeljQN2aH0ywm3rkiI88rW1xwXQHrcqg2JfAv1BuefnGtNSIEWQKCujldkS0/2soGGVae+H9A2F812mp54oEzCo8xkdrpCtj67CE0nEqcKSBzGDdLLIbvyWYRf6wFuq4UyPXip/RKay8g7OKeXpuPhG6V9CIj7HWPU5+u99KjKHDsJMG9TM/jBjVp6Gm5Ag4+jqE8YzdHbyl5oEUxoaRa8TeWdkYc+C0hwj/qIEcOG0JnmUwBGwGFwGXsLzH9nEofVja/ulW9YNXgdJxwz0n1GmcRthH9VDYbS7q+zPCW62tXQlDN+9TJRMGpIK6crsS3i/N3tiVymFMbb+voKvLQMIbP2QYQc8dZ3T0eNrCy+/FAbvwpAjPrfBul5N/9/054KN52Zf2Xlj7ug+eXyTLHaHi+TIs2aS17+0aPoZnU1touvcbmKeJn0fYnuxoLW6P6TcIXfxf9n1jOUBE3heB5N1KiJElbDRK5/fjh1lWLK2NRnemRjeMxLyHX322fcbH13iz8VwexzEekds2t+/75dS/DwdOoxNs5tn60FZ3tAUK2/4Glk2nCvNkZPrTFRF0GoHMVaKNweHIxjQdmJCGcC3j00arexjb56OON4fkCIGPnr+NYZp9OHoceIeqDAQ7rCiam+Xa3zemZ+iC7aU8iHu8HazamzvuOE/pgA4LlRhL04aPCDNCJLwuImFWJ2BBsBqRiO404m2rE4B+GMeBJkqLS43ocOlRP5OGvecMgrqVXFXHFql9/O1QFwsLkxTVRMRWVq2mFJbqh6GPsSqiHp8wJYQHkw1KIWUFruSUIFVyzahU1vuZWhPrbaWsd663K9eXKy8vz5x/nHn4/sBpWbicz+QsnM6ZJMLiiZGa92V5x8V5eGJFjnx7JsHdxGUosbsak40fLuMGDmF1WHpFp+LWlwNjZv+S84UZ0bi0BINlbpISQuigJE2aOPwL5mCcUyN82tcdS/ikWk1ATRmEyuLlBoa7ERA/1Abhm8Z8NVxetb+fAO79MsRDboekMrrd7twaGxSHnduIdNCKzb5pNLB7IXVBwN5iutMMZywm5mB1F9tl7vudjwqspxOahJS/IWklXRdkPZNPZyQv6EnRU0FOn6j8CvdvcPuC8kDVR0/8fENVSFxJssJyQuUMtzMqypq+oNieQhMZ8XtXhQL1pZoS4uWMrhl5snwUqguqv4AoORXQO1KuaPmVWv4dAZbTD6h3dDWLm+qMiZS/mPVG+gJ6p9avoCupLogmUv0PkmQ4K2n5jF5+Q/MjmWey/jeSrpZ3QR6Q5YnltLA8nllOwvnhX0m1stz/AL2gnCmqvCxQk0BO1Lqw3h7QIlQuVPG4wvVGOmVkOVPvK1ory3LmtJyo9wt8+9U8tdYbel6ol1+RfEWykBZBloysz9Tn/2H0SgTkhJ5+dXR9QViRahZjSb7btl+MpsiqFjP65YbeVmoWdDHLGZUTwkLSMyr/RPLf0TWj6wnSk+XLWEAfClpu8O17R/P34lw1Jr15ejXuZKQNnTmKPaDxJS6HU9Et06Z+XATjHeSmn/2xf9seU+38y9Bmp5HSz2Kddrz34W/SyE/KwAgPSvmYwcADznRd2xhFLeZxG//Qenefn4A1PAOdHazaZ454pDVztQFAjV+Z7I1laDYu1wqi/cI+h4+cSVQdZQftrRs0HKzVRlr/zueAJ5Q+niYsGoUyYeTZ4DOeaQx4sGGGGTkax9NmneH2mwNgR5+HhnMCPVdE+6G1qhLeB1vDqjqV7p/6DgocbWM8MkEfzsgjj4zoq3u1Dm2MiysjDJne97IHoYE2bRyV72OUoeAwlMbHzK9bF+1Tml6Ed3Kv+LHzFNSXe+bdZLokxRjn/TcN1gbDtH+3v283aPw4gGS0FWlrKUP3dFAdwqeOhfqHyfdzXOctf9V4IWkFjYd1IdbB1toORjaf9ivS908rEfAeQTwBZtfI1FmPWNLnOZ0zbIDXCvVdfXxIvNLEPNHXnzXavfp5+GDV0neElUoiQh5FyAtb6JN5QKQXkB+270cr3QaXZCFdVJGytvmAdMd89dxT3PzvJ5CTWe+C5UHQBcEFUR7z3xLueiigAiYIfzDr1lKxBKifQKDKM1BIagmfNdvYUvkFS1TqCyLmzaEu/LVwkgXLSRECzBsRusWSAy9+ffD5yZOPye+4+sBopWxJXistFJJGfjxTiggViw2fzJo8YFkrulrSVBOWZjNYETWYaEUko2Rzn1dB7hm0wqIgBZUvgCDVY81rxYTcDyafXm9QzVpYBUtQnN2bo4SbaChrLN8hYp4hZsn/MfrWkhCXIQQOxu+2PNRuUV+TokXQKmbdr1Ze5YTl0fhuhnrZc0R4CFPNti5Sl4Ck/+3KCtVqntM1vGEizn2xsannBUgF9IzWB0RXKGY0lBYbrPJsu9VzIpCdaITxld6sr5Qd54LZdQt2TSSy0ckqaFrQfCES6YpW20esqL6gaYHLExrCXs0IZ9tvEXqLHyjFvDc4Y6GEBPNmqVj+umJKnLrSPXaqGYjF31TdA0rdoEkpkQi9+h3ajcA4AZKR28lwp1qCbUu+vMJilujxXuSGLDf7vdzdM8hwS8+PtqerwSWtFzOAWj7KuwmaHkESUv9pHgwhaF+foJwbbVeenSaCckF4QOQzNPlEobryxjwfKrqajEizhVZS/YQi1LJCukO9Gi2plqchaTKaJorwHeWZinkC2HreQL/YmE6Op8UM4VK15NAWwrii+tVpzhkLQfQrkEjpO0ihcqXqzYzzaiV54vNKhOdaUE4I2faFruh6xXJIWLJ0lZtznKZkrnK2seiz0UI+OyrfQO7I8skM2SKHRSi29Bn0h+tV3MtFDN+0GD0TWUHO6OkTliPonwZTPtnOdU8OO4b97HBaarfS8MarKFeQvyJ8AvmCyDdUbmi6WZ6SurS9LCJQnzCvk4TKiZp+AbmT0u/0TGKvP38+J8QrtPOApd5Vk9132ZV5T9cyvjjYX9NYDpmqn/fVym36OOCz9+N6o48jOLw5lu0dZKi5s2d7i8HbwOHPGFHq5u9+9Y4HoK9+eU+fR1jy2kTjt20n441q+36clbzxG7Qbsmz7GPrdzW93cxnaOJrNAUaMfSoH9bad7r9rs9zdPyYHOGi4eaBIr++3qMj1EC7d0iwpjPlSNUYsXImrCqniihFPWk2lesK3XFZElLLaYZfvdywBrSXKSSKeVM2I27os1FLJObGumZSEJcloLEzpsub3Pa+VDaXPm89bONnLjKGEeokZl0aF4bbsa+M77t4XcyJaMtej/2uJqPEb6zTlAV8bquhwaM7zeBta454YvTWijYPau7Ec7OlAwTfrHj0+f+RtY+JxbOJj3VnkfeCJ8FjejpJBFoexW/AkF2ijNEsz9URTerckXrFmou5mXqirWYbUpThjblZfoidjPjQs+nzV/JKoou4tEXgTQM2IWngn9TBl6q75qicbZ7hhlhAIbdayCZODdmRvF1QLSe6kdCOCk8WeT1nJqbLkxOmSSUXsOuw0plSonClqF6NaE7qaY6u6tLUl5IoEsB6jVVJyw0S7MJjCNHkZT6gY6x0X1iRu4HNz6D14eb88p+QzcE+I5tpczS1YzKU5YszaFkruuWKXerhgMZw9GaDcMY4pYn9eusL7HU9bif7fIGAOGt7PgP2OZiInr26yjWRHh3q0le0lmgfeUH8Xlmhqo9UcfhpCkTRi8hr39dq3fdH3ld7SPN281v1wmsvbpofDs33bzxv0ZrdYr3+N1fmAT8T/Nc9PrUKVY4IcwBrqv9rUFmYDbh40OY9v/0M7wqcPwzl7CPoRTzYKkDhLhhc6V95Mt3X8+niFATYzf3GwuwZeYGh3u+feOut2RGEzjwkuB228ifvvfeT424hjnbj8Z3U6V5btjcUm/tb9+Pi3n92o/9zTUHSa89u0otGJd8LoZ3PdfnrVVGg4Ut4HiT+xiK9dDXdjicvEeHrZXxO0h5FMnN9Ks/yV+Ku4a6vzfLnxgK080K1su/GQ/V+HNkaaE3XFDZZibPF5azgXMUWAFls88HSwAG9z9/G1OewB2CzgiRA4ZS6i6qE/fKzxLhhuhW50FNbFdUDUjeeGuGHW3hXRuhyXSQKDO6xbLrs2ze7R6w0NbULwmsbvVtftpV5ffb0UmnVy5AkZ4GvPRy+mY/EBXwQiZ4MZ79sebd4iEQquKezDBWWh8ffDMKTBS4d5WP0eUn3cMAPObgzdeq7A5vaLheKEZggzGm9G501pemAMGPfcVj9ww/hrDYPV8Ayo4qseZ5G1007/dj6GkYcbgkZ4QjUBtMkxYoiBq8M+a9b9Lg+pIBFitBn9jHldfBQKLSeGOJ1IdgdphjpVO13RuJf4vLY4EUZ6yKBojrX/IG1s53koF1fsDmKe6NG2yGhZH3QllJCucJHNNp3uhWL4KAJ+RwtwtIT2GM2Ttj/7mgddtITfGQ2j3aQzTzPt1VizwWA48L5GeFbYSh7F8VJr4F7xdgKjrCGjwWrz2vECA+8XODvRWpj2jMReboOke1PpXM20ocz0XaextTt4TZu9jOGvw1ZGmqUFQik2egEhICsqLwR+Ni/gdyhZP6yE2DUpM1mF+agb+bsoP35ujNDRc7BfDvgig6fjwI7f3gxO5qr20/YlTNZhjeXY7JlxU01765Wp9K0y1JNevhnyRZ3NnJrdvk44Pxn07M7UV56t88l2tCqTvd2wSNL+TJf+gJdv4pEv0MFyMliVjz9+oEyxasLtKqDbrTUboWpJuMKla5jDMN/x/z5SJ/Y6MiUy4asdSF0I1K4e7k0QFlnNMqdtiJmIWr8yHEbdxSoOqjgwRfoYxeFizde+HtMH61u9biCdxbXulqIhtO9CKCdAYazmxK26hY+o2+BXiJjzmjymqVuIm6BTMKugBLq48NI8ImyJTAObsqBSyWumlETKlVIqy+3G7X5neTlxfV54Pi8spzPn0yPLkjmfT6ScWU4nC8eUpdFYRUxb/IFnEipIX9VIeCbO1I8YPSKErUlxXkOnw7YT/NhXeSCCccjSrHUbLdj0E9/DZbM9qt0tdwhxFF7GDAqG5gnTmK1wkww3yPgexfpBpuGV4AeweuIwHQ58HcfmlnGd9YuZufvigHNxVTfXUm1L0TwjGpxGjyb1tQnOJfYWhDa+j77viXlbhrvjgoYLaxu/w45BESXa+ugKgA0+/PRRsr7YbO8VVaEuj3C6gH5B9YdZW93viPiBXRfKmkEvUP+K5q+ofjVKkS2u7arf0PqCPl+MBp3vZpmzXBHJVPkr6ImlviB6h3wya6P8APUBPd3QZcXiTt5QvVDrBdVscUEBlq8gN0jfUT6hp/87QiFdf/eQtC+GM5fi4U1NeVFPC+RMuj2idSGVRFohX7+T7r/Dww1OK3L6C+n0F7JmzrqQl8o5Fc4XePolkeuZ08uj8+1mhXit/4WiyvVFWevK9+WflLpyvT1QS4LrPy23Rs2oJioXNC+W30EElT+ovEBKJHkAWcnlH1CVWiuSBT3fIK8s5YSmO/X0P9C6wAtmWr68kEQo+TfDj/IP0DupGl7VZaWeqsFOVrSekbpgHmVmqVhZSekTy+n/hWZFHwrICzX9fxFJLOsn4AQP/95x8J1PVdtXEngdCK6B44GZdAZF1HmOoFszYyV+O2ueAbHPt4xRuww5fxGXTNnygTq7/4IxSLLdXcMGlm4DOzFCIz3fjmnLi7R9Hl99HqPQUvv4ut435ju21z/rePnT8ewwgZIE2SLoJO2MkRDWRK3Gc25o667vbjDQ4WLv1atJnFGNL2lDnPg0HWH4YcsV3fxlXh/p7zrrMgpsD5RsjSwHbe8nJcNZ0cNT9GqhZJ7OAPr3ppSVVwxfmkei0v+XoUxbwPavreOAWXH09n04txTnzfzM/HicsX2cte2DqXwb0w7je8tt3nOJOMZH7uP42azz9mI9VO9dbPjiobzRh1e62vTYq3b6Yn/GMcRm0E0dhvXatj4SnM1KSy/S+42vThyiXZ2KvLoGnZoMAn8VE4pM4Aw+ahjnNIeRb9l2uKGDday/LbV9YiJHsxjuRqrOg8sbazSPt93fxp5Gx/epyxmmfUKyAdFwRo31x0F9JEqJhqAlwhZp84wy4fMNkz4+Yd4AK8rNLEdDKEWGatbhZjCimJX8C+Yd8IxZqD7Z32oGWNTmCmH/Fg+VFNFI8t2ss4u4YYcrOuQMnG1s9ZkeGuWMyicsIex/YFbfFyAj5WR9yYN9X3XYkMWFX34PEqD1lyBlzCDjgiVGvblHSDGDmuuzGU5kT+oqnkOiLiArku++jyLJ62ogl0fny80iW5J5jSKe3Lu6dXutHi9fkUVsjH7XpJoxjoVzqWY9jrj35IosXwlBud1FMuqhZawvR5z6DdGreXUsnmfCx0BJtt5cMR790fBg8f2cr0ZPtXRPp3fhXreoN7uVQmprcENlRfMF5Ow5twWROzXfzEugXBC5I/UbFibnXw0Wq+UniDw04iFvVK5+jlpOEimfUVmQrL4eiyk89IbqM1IvjrN3Ipm60YMXhGc7/5Ldr6QsqCRqejJaUW42r2Qyiiar0ROdH6uuwAI5nZGU0VIotSCc7A5TM9xt3eW8oEUoVcy4KrtQvN79zjB7lprng2A5OxSpK9RK1a5AEMcNFUHSyXHehLJKsZwqNaHFBMSG0+LEpyLy7G1nu+thiaxzVTNeylfz1nEvDhAoibreqbVAfoB0hryg6cEogTdv5K6i5cVeJMt5oScPuxVKz3fjG8h6BSoqP3wdFZETKl/RnEh5QXIoA02YrsXojcgZ5UatP4A7ieL7Ojkb5XkmmzdINplRvRqdqBb9QdLvIC+eQ/DiR7gg8gvwF9AfoD/MA2H5AfUzlF/QpMhyRfRuuRxYEPmMm73aeqhH6EgvRE4YUUGK0V3JGVlc8qOKsFjMhlBAuDGZaELKGZXkysmz7QVZbB0oCF8drJaPIqnhU1ULd2ywWBH1hOh8BV7Q/AvkR8Lg1zwlknt1JceVu8F+vYEIkv9qaxg8rFgI5Oq5ITRXkEqqp+Y9ZrixOlxWRG6+jwvoFfhhNLOWSeYsGZQVzS9QL6T1bwiVnVfrK8+f94QYnveg9WuM15aPeK3ue/vZFnyt3+37o3GMvNufGvvQiTIoZ3Ro72eNDL+/VnRi1t/WLrza9u6C8pMmXoPHW8z2O0f1gefgonX4+8H3HZheZ6znZ7wshVAS/yz7ohOjfbSGsqlwNKaxW53fv+PpV6fhyjLeE4dfBUwTKjEn+yEERX0Cyvj/ZATYPB+gJTqu4h6LSk0u0ANzXws3Wgm3MXuvurJmscG6RYFgMRBLtYNgXTO1FFNCrNW8mV2uL8kGpPX9sHoDgP3DG2vQsUOn77uVD+uffSe7didLkK0wK5iPCS/byrW6ctTnZPWIM3sR23UW/Ggrvx9jCLFe9V6Y+oh5DALDHSVm09Zrass3KHbT4L5G02ID6NGPw7tNz8oMw6NL/odDSNR+/ZbUmEpb32QJB1VIjQlesBwHHnMTIRKhmcCyNrGdpkpX2EQIhnDPr10h5ZZpkrA+xcaFOC3QjOoJc9e0y6/g7vFB+QIWRTuRcUWe3VkXY5ITaPLcFW4xZHP0CydRJyPpZKMXyEnIZEtHJoklnzg/PJG0kuqdqpBqZq2KlmdSKVyLM1uLWw/ebsYw4cnBZMFic2pj6M3VSlriXkuIlsxlPCx+tCLO0MUuG2N0VsRCTbEguiBV0XCJT3csYZwp0aUGsxYWjn7ZioSLKEh2jxNL/qh6M4B/RIBiGNHGrE63Q9x7TI22uPzWfnnjVHqNEfvo83b37JiaN8MHaS/9Ctt0/DrORadVO2F19P3aOLdnwREFHL7tPC79+SlMj4Aluzdv1R7tHluLH7Wmm/qOMb2fT/1ZqY+g1QyyeSwDWzNySu8f0KEn4sghbn8OCI8KFz8XX51U58leLdEYPJmn+Gql4GWnYW27/f/z5723yPHrvC/GiE2vNTHiSDTRKOf2OvKf/by1ZXYDH3nG8fejGb7W6CsEpuHXT4YAEx+2BdObgDraSn/ymWj8bnzvGMtYfCKE8SF6GC3gR4OZzUhGxdjInLa8BP6vKQtyb39kOCNBL4XufbGdihvqqBuDDUYF+zF6W5gVb/CjPUQwxjPFHMKgbexU3IjoVWMcxSydxz7de0MiX0CUncenDUbR7ziHAY7T5zT8jTa3mi0Mfg0udiB370xodyUdx+RGkC00c9x5h+Z1eD+FdIWwaH//IwffxrnZuIySp77eEVrQ5zap+sJzYxj/tOubQZf/rgO8Bw/axsQ0q9kgplbG1nZ4xiY6Cuznq+FJMFTa4ewIkaP1r8Oe84XVGPcw31jvRq+KKUUiPA5dyTofH+M560ZqTUYQa7PxQtoOs3mam3FLBP/0TegzjbajvLctw/o0/PJ5N0NdL/qhcJreZlXz6pYICS30/AcQd9Ax7LFE9AwtmCB7HeAW4aN9b8bc/V4qLoOQDb3rRogxz6Vvzw5Ib3cxwTz3qf9Oq4OmhhdEbeM1+Yd4/3VTj8YTd0PUWBsfl4zjGA8Mw0ONvYn3tT1T1EK3mQe9KVM1wi+1mUoA2t6Hl13gy0SXR9nM1qAnWoyzxhNxY8rjCAevJCIPiCmW/buYwa2G0bQUxBUZpow5MCDaPO/PCbHZ67t7yLC/xm6b4RsDfZfN8SwdfVpTTiu2/RzSKQaa4m1FJIm2Z8f+tsM+6OfA8N/ey1wv5tiqa/+jm7oNLuO5Nvbb8DEaGeznjyYwHJJ1fDdsmKgXb0ZyBcM5Mh70GBFJE3XuY7e2+jttVs7ewgCDXq1P9OdoefCkPlfbyH1SMgC/nVXi1iMjTLfzGXkRov3hQHELRBOWDhjaDlSfccMf6f9aWKLt6ocV4pby0NqyUqGlnzeHnVNHq+meCG6h0u6gIq0t0AmvpW2aCMPh3hhRrnEIAwMn6rS0WzpJbLgKaKWKWcZLMs8OMwqzRLuakwndAKlCVRBJpmVOCS2VlBNlgZTulLKQloVluZHyidPJElDnZWE5ncjpxLJcSCmzLJYgLmUfV0omXNUNA/SzpyPRwAQMe6odLuMaOpw0DrbI9BJMewh289AHAy51V1dD0exWZIm+e4Y95wKP8IQYaWljrhx3ky4+ldgzbj3qLo99XnaZsTiUbvGhQ88aB57PJQ5Fd0mct1cXrHSlRsBFfTt2JqDPrDbQTFRmon8xppFBiJ6cGVA/n71N20a5t+ku1TaWYBDHC0tsOIsHaiAN90TvU/v4X1co/exRcGG+nh/RvJBLQfQZ5YnKLygvaL1xXr+zlB+Qf4XTv1E4o9m8kZJeCS8OqOT0GU4L8mjxNpd6glqo9Q+D8ek7kpLpCzRzut9JFdbTiuaC6Ddk/Qb5gi5ndH2i3P6FyjcLnVbviK4kPZPLBWOb/0DrSlmfqSnBo1t8RELE8yeb5/IfIDekFmQ9UW8XtGZjvs9nlqQsVVn0zEJmOa8slxuX8sTT/VfOKzxe4fL0iV/+/X8jo5zKDa2Jcnvkvr7wjy//B7f7Sq0nbkUgv1Bqobx8peqN2wKrCKf7X8n1E8WVo5wqnB7gpaLPitQvpPIPavqM5H+j1hu1fkXKI8vtv0CupNsTUEnZ9s6qEdrgROIB1r9ZiKrwitMvKF9JfEKwWLmpXilLoiwJ9EqqV0TP1PUBlQuanhCy0c50p+SviLu/ygc9IUb0bWe59rN/ehr/EB82YUYaq+I0p5HNgRlTp2wHzYdHBGyp3FxYWuPRrzTS1WQAOlq2zbyUHWfBqHVhgUTJII26oaWTJa8yy96kn5+baemrl73o1Omm9vHNzObIc81M53CE+xBkqjpZE6utb/fo6G7go519hEfoUxrg1sY8hkZ4/9O8QdtZsxEc6bhKswdu/9/xry1AnGHRxAZrNjDrzHjdzCDKBW8k02/jWDR4nc3Y+4e2obzJxszReMKhiowCr+hPQxg+rfJ0Pk4I2qbZAMEun0UYghC4sN8h3cik7/OjnWhvZqHXoSZ0c1bPxlE6nOcyFet9Bh+9b/q4H53+yPby1Tf4UHngNLy70eEp6u0wfsQtYf/7tD5H/Y5lpaH3JJfF1kplXGO6THDf2cHX3nb7+WgYjYb3es0JeMCWqZEQMk18mdLcq2jgmfqJrbBb24BpY+kCbgaY2MbTc2Bw99qu2Zbp9zUGeL/jSQ9WwYVV4T0kevKzIt4/Y54NCZELXcEQNKKS8ovz4Ku9rwJ6gmp8k7qlq3knAB6T3WTYAqt5KSDPkO4IZpmtJDM+CYFwrZgHh1qZVCDf0bpCebG9Vh9tfHIDXVEJC/QzcELE+EgitCQYXanhbRcCuNW9DiypK7Ii4jHryda+/LD26y8O/LvRwnRzOFlseNUTgoWuRFygpcXgVDOkZ/P8qCdUF0gntyL3O1d14zfB0xoWLGRIhXJy+HjeA7kZKqTTQI/xLaRIy8MReTbiLFIitIUJ3CIxLSgJckHSV5oRCzgvmFH5jQ8lCxZIyTxUFBxfzCNWU0FTJCo3mMQcU12QpcLl2Tx1yyNCQfli+KWPPto7EJ49Ss858egAuSLcsPwjCcQsomtNUC4+rmLW4+mEWeVbKFnLR6CErMIgVMh6RRXqasJtWdS8aZ0g12J5DSS5Z4FcbX56t7bVDcJrMmPvpOhi9bUYDoh7tWt5BgSJhOJ4TpISYVLtTzvOzmp4p3bvq9Xyx0mqznPGfT/OGzf2kmpGlCKYsRNYqKxM4pPDwzw/UvGzOS+2q4rfNyOZMe4RfEkkORNyLXFBvqjlBxBdkXJ3nHZPFnUlgXhEgD25/OlTg8GWv3rdxWnaF6Nv9RGtT7TQQD530h3lG9RnZP3D21gwb4wLlrTB9n/N34226X8Y/uoDItnoH4LqZ1QfLC+DFIQfIFdEF6hLl5/zgOUneETkAbgh639gwn4LISXVc+45Tos8G2CSy/rW72bpH55s+uLykOSeRd5WyqS0UFSoVbDIHj/M8HXJTkMKwg3lO+F1YTkWzQtfs3kZiMtbdE0oi8GWZ5OdcaZWz4fCHdUblm/jDHJF5dnOnHoDdQ82p1mWA+cRpaLyDTunPASb62Sqvnj532xNeDYazRfQHxCeevoJ6q+I3JD0bDRXPoHezMtEMiK/2TyWf/p5cOc/NTH1e5+dfJSO9xO/8rMneOHh68HPBwM4bup/6fnQwHvRI8OoLY/4xtd9eQbG7nBSOn2e7gHv0ICOPPD2rhUNvcHW/aRl+SgYd8/sTjtes4YQKTsADxg0bojDgWxHGIxwGma4uSlMdV9/9FUYxfsNpu8uUXPpV9uZ/7xSOZQMw2X1SOM3znXQgrVQDe1SrQ22QqxH5INw7W8KoYEfybUawa4FSWpMBFCrtVBYTdG6eh0/J9BE1USulVorOVdKEVJKlDUjyfmjUEL4heFjiLddk/g0wOcQmX/WyfsooRx8auWVwfJWh/9lKCf7T01Q1dctyuv0yf+pNmWXDkPuPbq1wtabYjfiEYeGv7L57WdU+k3Q6ptfJ0EEdEHD0G2nUJvDi+3X7dptLtMfpnBCs2oRZ/pVkVqpIsa4ycm35g2pJ1MM8IggzpTVwXMpEvEtIIu5o2vEpwRjUDHPCfXvKpYwrlZYzMLFciesoGdPsGfJDltMzWSMtynYQgjuHhY+ryq4oM0vNckSCooLVsRzVJhnQUZTcoMlhaTOXBsGSrKE94skckosCKd05uHxQhY4V4GSWNMjy104nzJVMzkt5AqZOyrhhmuMlSYhcmcQHhkJo0sSrstCKM6aYLlasjJz/U9QzoisCC9EDOSWCwd1S6qg57XRXXGcsx3msEu29paYDdSTCdpFNyF6NqbTc+gYU/wnT9U3+KtWwHo5YAV0h+rTNnsH0yUTHXgHfzBZd480+mgg4/kUwxoEiqPFSqu+E2XvJjP3dMBz7OY90OXX+I8dvI6gIMxz3nc4z3b7/GxR5nZm2/xtzT/DUb++uttT9rjPsd/XAL7lmWRe87F153/6Jtifn73MPNbOa84Qn97vUGg+Dftv4ykd+K2vg/jVDaLTfu5NjGds/D2C7hFstz28gUPbnzZ3jm2onV7mjbm+l5D82ceXX+Lz8K7/8MYwZPthi5fv4fHe8+iEktP7sbVtdwO5PKQNbyz5zyF/QPteL/V2gcOO5vvGe57ZqO91GnpEot/rvNoMhZoCMSqGJCz4ne0YnM9DTHiMYgrR4sJCoSW4bR6WbqDUDkod/gnNunvCw7BUnue832du+U+h5Z5ChrH3ePSt3QFheu6HsR/a793jIAx9xrP2gOuYyK4S8FT/O9oc91n1s1915Cc6dxUGRm0uEkZQW0OyuCMOm6IdueN8IkY7dE+Q1Neizd1D1Pg6O9LQBkvU/6A3hCstOgc5eM6MFrJuGD163Yjznn0H1FZne8p1AwUBDxlkIVkO+K0BP8R5+fAKEnUBalMyzqGkkcGwY2p2IF5VBpy2OpZ3Iebr5dzrRNMQelKH9gYLzGm+ETZm9OgQXzcTOnR7zIa/Y1vDfosxpcG73cfSPWv6XMIQoZ+tw5ws8I/xMCLuBDTSAbrXfB3xVdjLcnYAftfTZ2ChkrrXwwJid8Jm3FfFhflmHW/7IGLFdc+Ghlsxl7CiD+NHp3uW8U/QyF3ie1Al2W8K5i0QtEJMyE5qa2mK/IEeq4eAa5omz8cjFm471rnpBtv+Hj2gBhrr0SMiAoEpjXE2Lrw3zJugk+8wvBw8BZr3UMBEh3HK4LE+7PFGlwLWQStdWdvWz/PFoDRPtxqGqeO8xqevg+0NTz5PQcjumRH02cff6J2vucobxlj9+bASYvRsCFhMW3Lze5TZ8KQzvzodQEO72zNqOLum88ILSCtIhA9u5984Vtn8a2OYJjrPp8cEdvK/OUe3Cp+RHxrvu9MkZVtYZxiEdWEgYXP/n7d0HI8yVm7tz4dM244O9HHcMvzdMhhB58d3kTtgz4zMJfusYiwfJ4ZxyPRER320kXNAJ5++zaFCrKUOCzL+jbGPjJi/a26s0b67zEswGjT823msNO5oXhgNS6LAysZQ6tDDMPcYHrb24nM1Qpz9fbQVLng27q7P0N6eAK5hDa+MztRJG8MEx7DCi0NOgvkA6tqnIBGDU2E1wFQVP3AtZp2qWzbk4rkhimn364JIspBKeaWsmeSxB1NeyDmTlkxKmbwspJRY8rNZGWRzz0txRrjA9OPWm/v1sj+jC18ccsLIDFvypln00Q9c6da47ZQbrEIl3C3de8Utzdryq2ICyfCqCCv8+K9fFEY6bEs2Es/N2Ny6qSkeameAxsNNpXvK4Pki1AWtzSK1fdhauwbyhkvyAXwxuFhcdKNqPabzmPhqpN7elvS2tFmGbxn88QSgr4Ew9BPrW4Z9IRueLva09Pm0C+N4WXvHIwk5/QVSskg7FWR9sf3w+Uq9FE73TC4XRBZUP1P5C6X8RuYLD/wdzVfq6bOP2nKWLHIGMmlVVCv3m8WRLG595mnFyGUxw7DrjbWsJP1KOr+Q8orkDLcMa6aehPJo+CDhWqtnM4YLyzwVqCdSekJVKfeKcgf5AqKUh79BOpPqX0llRdIdTkq+PCHnR2S9Q12R8x0eV+oK662QRckiLOeV02/febh84vOnf+Xp8xN//eWB06lwOV1hTdz/OPN8E77o36gvz5x+fKXWG+lakVVA/wKipEXNyUUXilRKfaTez2SeyfJCvT9Q9QHSQs0XajpT84NBrRrTV+S/miXSi8U+1vQ7AEv9V5ATwjdEvlNSRkVIGmHrPiH5AcoL1B8UVuqykvhEXi+Qb+hS0LVCuVsc4PsTyCOS/nc0XVH9DzQJaXn6MH3r3lM9nFsXgAaKq/Ha7UyNXlI/LweGo0fz7wzRlsr0HS/dK7a/ameeTLVirECcIY22OTNfgy4EvZ/rhwdYt37VaYvq0YdtMZ1HtlNX6PhH22VbUh+FtRklOqw7JXuFMRyasF+36+2AbOEWpBWfW7Q3zVJe+qp1b4Wjc49+nu2YzJ8/O0X16HGq42xTO7gCRyfpUls/mdeKcTlH2Fg9nafCdCEQ6IdljCmQRTtrFuWH8bSeN27TcVfYHhnbR4c5NOxqQ9uswwa/2no2Rcj2MqubeY8GJ/He9nbwz+3nYBpa70dqThn+xmTnYAGHe2x6EUQgGEdcwOD8xXvo2lhs2qLbveRdHF5QfQwNDebRDiz+wRzGPtm8ILil+f3oISMDJWnM2lEnm++tb9kXa+1oo3061dmX620MQBzHFrg/Folq0/y1z+GAlHQwR1sbmPhvOnlZjJ2NsNgh6gR5Hehtq3yEUs0o4udP1Rev43xesOK6YAYdZklPWjAe/jvw7AYWgpQL6CN2lzJhkejd2tIKktHTr5gxyd+tXL0P+xpwi3VjbzMiV8za18I3Ns9fv59pXS2+fYTtqG61r8n2my5Y7gfF4vmbNb1h7jMm2P3BBKH0iHLGvDHd8l4zaIESCWwtjKVytrmViuWo+MVX6Ea33E4gp+GMVKR+pue1uLf3ETpF5JEQPoK4ZwAI2S6BTsZVqhmbpAp5BcTybKhCtfwMrEGDXOAuq+0LLUYfk3+XB2CButp8It9GTWbFnm+W60IiL4ZZBCPZchZoRVfjH1W/zDB91xPne8C7gl5tjHqxWPaaXV5zwyxwHGZqxjbNQHB98jW+Wi7Hpbqow8+vm9PFjMFZLignC51ahFCaCbiB/mpW8B43HlnQ5YJkMyhkLei9muvCCRCh+h09LbG2sUdXVIWkJyxCw50m0FUFPaN69jkVLHRSMScZlCSZxOK6GZuH1MXOQQlFoqCiyOJm4cU9kiT7VnshwnSpLIYamkl1JVW7j6qKeW4kpwH1BFLQtPpefTE0qgZ3qfe+lIIZEylmfF7F4CQZ1YsbZt4NB11ZE5EdKoUqBXJFFlNSJElmZV/ObS+PBrozb/e+J3HDILoYjucHu4fyK9TfzIMjJbsEVqdp64t5L6UbKid0+YWkQtKEslL5Ymuc/mF9qAnGqzoNwvOy1H9D9IGUz2iqiFydN/h/ovoX0P9Olb8jencaGveEZ9Cvvm5/JbyDxGGgFPd8ysATqFhOS1GyZCRbNA/zZLuAPiHpv6L8gepfUP1X0BuiV1R/WI4VOaNOQ4N3tVyymVL/Cm3tK0m+Gp5nlxUVzwlBRF34DPpA5IsRD3sk6QmV3zDFy93PZA/HnED4hKR/N++O9N8M1vpioJaLn3Fm+AefjP5XQVmRdENwuqVPwIKSSfUHpnzExiYLNf3m+r4I6yyIVIRnx5oTkN3D6uf07eNKiO2LI+bnz7S1Y772XRz9fFjNXx7xQq821hoaCmz5uz3PM7X9KpO6+frWfNovI3M4lNWp2deBHdOJKW37nhoebyvTu/3YW9u6h/2OF//PfkYm12c3MbRv1WED9/2N7KDiMQLMqyJTjZnbj89T4APa1f8QYWT4P17tkbWPTvzgHDHjGDMbSu19ug+nPAei6Eg0tT4yje29hxUYV8cPwBrJsKsxAZIsOVeV5NN0q24pJNy52WMyalW0KkmVlJRalZSSJ9nJpFwHJUQIjkNZtJ/u289mcdoaxGXgMHjJpt7R7jh65OBjrOe4q+Y2jt0rlS5s6wXHONNthC2UiP8dQ4s0wYTuUCU8ICJR0uhLMbZLb42+V3aNjTM6mhABi61da8evLTGSg78bXD7sa3wXyC7sQrQcPn+O6lmPnpegFihmOS8e6krElHRJs2sNLERXRcnu7mkWOx4fuMUDdQ8H9YRUbpVg6gew3A4gxXISBA8ppSAltQsuNSFF3ADGFUMN8ZKTH7Ooai7JaTEc8KRmdkFwlEriLrHJGRibn6Rs5ZoFmUdFrRUt1WVkFcmFlGHJZ075xHnJnBa4PJiyRF4yhWpJ6tcVSYsxSOr5GMhtmSUp/e6a0BqXKnHX22RMtDyCLGjK7prt7s7pBXQhVWPwLCmzKxA12cVfFLtcS2Mqm9eLXs2jIpnVodV2axa/DIanhqpZoKCPdinTxbdFQnfnw9tP09n5thidpIK2Qf+tfZn206gAZYf+o6B8exq9zvcdETTdfZPXfpft6x3XMkz+cNi7501D7WE8M03tNGZ2MNS5YpztzdhkOqknGE7V3wbRPLDDF1v/gP0Mj9jC1zt7/XmTx31vm51xeV8Preimj2lSuiku/b2MjfjZOY5TfX3f3HcH9d4Y91h6hyc7bmw72Z+/m/jF9maHvf23o9dvPn/u/JtHtz2TX1vzV6q3x/fUjiZtP2xeHPAQY/itgN/7Z/phIM7e3h9pIQoOJPojMqcPjfJdx83ByBuYNyH9PjKSNwBy2KK8BgiZirz70ZXG+xCGVTBardoToWxwPgfY3kPa3g7+1RcwQjdJ8NfV4ZW8ThiDReifoEvhTQsyaeemCdAsxHUYdyhg4wfxfhhjv8e8GgPlfwOILhTH60rFpc10K8YIyxJW0okQWlmoF8UsaaFb1Gcf170fyMJcZ4SpQLsTi8G18TjNe2FLa2XGqwmuAROHqWRm4zEGeEbdgIn3N3qnNByOOPV/4vH7tboxmMQ7/6fNMlv7XIb1NdTKNCvqprTW2RhbGZigWRtrhhThpWJW/dIUn8EfBq6M3Wt73QhecsC0/VQHDigAVvpY1PEicFncc6cN2sYVShUzOI9k19ZPC2OZbGBaS+vNxunmvRI5CmK8DPBkAtYUslE6HOyVGh8vYOHEvD3xiAKNr4h9kxp8pbolu0KE/1KpSPb7VewVxJQ84dmhptBt7NCHz3RfWxpH6+9iz8Jkke/Gh6oRZijTjDcjibfc+pjaZrZ8Eza88MQfcNYNNAU1ZYX+gvKH0ZIWbju8KVYsZ96ChGKA2LN37zXkFkGzY48vfc1FETXDM1uX1ccXRr9Bw+4+T+f2tA5jFVeWVaTtCVNGNHmGeKLphlqLj9A9LALlNSPiSua2kOF9kLGweaH4jAgD1TE32/5sxiYuIyBohp9R4UkSXnk6yD/U4NUinPg4pDEtceYkl7lF4va3n/crIaSjy7j/Bq+U6cK2JfETu+tfdFN2/Hy4XzZnamtbNz8NbTcr8PHclR6xfdfgyJHo6FhpI0pDse22HHnAqe/tgIcxBnGQ4aWOhVoPNKA0QXIrJQPcRhcwCIav8ajTpIPp2Y9fN3/HsaexD7H++8E0TLHBPjYn09p86GlwCViYBk51EywiLPT1YL7Rvwxf2v/qxINpwST6Yhh7+y8OcNdithH6wWKTN4I0HTCx6WNHxQaOzsfxz/jYieVMPFXH98l/UceXjsVdqDQyY7GJnbiFq2pjIOxvwCkYBw2mYMQeMUa5VsNFEQ8PoxaKJexWIqcEakLNWpOFZUorIkKuJ0QyJQuShJQWs27IFmYp5YW0nKysuz6kZHkUUnKX1fj7UYybkGB0Hy2Ilva9wzIYgJEQjcjuDIPPu1NSWwNB/H7h31sbwRTFRSENbTfsnNdm0hiENdjq8wgcHXe3NkYW4s/o/Bwuii6Adlzrsf6GA7zhoLb2GsFt7cUcYw4duv2gC7xLNrbppBAa8zNT2+EgGHGaBpPZmpe5rsBkVqlG5aRZZG5Oqa0HRCvzQVxTyD9WEkrOC6SE5rMZIJUXeL6RPIl0vXyjXr6j9R9IzZR6QssFzVBTReqZXJ+MaVhvkFY0f6eKUJcLqgsLn0Gsn4pS9D+gvKCLoGlByy/w/ISUFVlW8rKQzwkpV9KPguQbnIyx1HSmMX51hfIMmhA11/7FPQ1S+QsopCKorKSzxTaW1UI91aqwvkB9hnpDvi7o14VlKUj+QUlwK5DXhet94ZQv1PqE1kdkPZOysKQn9JRZfnnktDzz8M+VwpXl8kLhzvJyhrpw54opOBeyCqVCLZ6OPd3RekH1EZYfyPnvaBF0tQvDkrF9oDc0K/V8QfREWh9RFW7pE1C4lG8IL9Ri7sT5pJCEnExJetPMWhN5zbBezEIuVfR0Rk8JqRfk9htKoS4FTRmVKyov5PQPLHmYWRn2JJYfQLnw1JLmTNvetwuicw7UTjNMKXaE4nEm9wM2jiqRcYdH2Tj7hvoDuRxJqAwfOtuz28CdNxrH0/qNM8w5tp274tiI/5EhTMCurF8ax3Oieal62TSW9mY1zvWBnwtvt0OYHnBjI/80NAPh+iydrRhOiMjbZUXDGnCwqI8zxeFrbNRwrsc5dgiPnzwdAP7BXec3v/WxBO3e0OtD77ktpyqbr8NZQAijNu3oWMHxvCHUNCr/PPYxwI4+v46J2tdp4it0+kOEyQj83nkCjEYetEu8Djxcx/Cxqu5bmHjA19YyzvFoYRzL1iOxd2NTnMc6NjkPbgNrhhAbjT96ZXi7R6b2ZZzn5uievgwW993ZvW9eW/dpAXtfu3b3azt6wes4psF9YBrSDkYTJg397WHT7zX+BIvyxhIDzDlEhl2+rdeWeii9FQCPX8b9uwkd0O4mmz7nhg7eqRz85u22NXGM3dH5/bq1oUk/od5+voEuSDFrUfJXzPL5E8gZ1pvxQrJaTPO0+jpcEB6sw2xeCQa7BW3CfBdE1a/YnfFsYPTQGZwsjjwlwjW5kEnNKl6SxzGXP0B+mKW+AiQ0PZiVOitC8bwEJ0iPDk4zZhHCcMQttptHWCSNfrB6ml3YbcJSO2Mr2gSHK1qKC7g8X4YstKTUUkCuNt76m0/H+8wRo/+7/U1+z64Bs7MJwiigJtC0JKAxVDPQkLzC+W46lFXcO+LXYa8WIpSOZudz1GAciZQ1nbBEsgmK35W4et0K/AB9cU+J1eZVu2U+VdDVIxckb1MGQ5gPGpBQQ1B7NeqpPj7uWL4NE1ImJz6q1WUkCSFDFaRYeFCR1QyIXL4hq91jk0TCc8MF1SvGE/hYm4V2JBuOe6FZT1suQTdQckGtlpuR2iS2VunFzq7i5aNPvSJaSX7G1HR2XsqFnipoTe51oS6UfYCc7F/FjKZEzMtHKonVxrK4x/66um7G91sInovl/dAQzpaz2Q4tC+SEqsXwr0nRlFzHoygJilA9TI2w2N5tAlsPEySFmi13otQFShg+gS4RVtfD4Xoy6IbUZXUPGvNwFzmRZYF0t+twEfQeigkLayTFFTPJReLpzOYA/MkT+12o8oBKNqM4qajejJcqX2D9MZz5D6g82ZquYcH/DdULlV/Noyl9t31Xf0U4Ab/YWujd5Cv1YjSWgvCC1m8oV2sTAf275bPJz06LqoWwzS/I8gWtfieSTJUXwxF5oikt6dESVJ4dxo5vp+p6a/ccqxX0hPKE6sXgnf4DMwV0802JvBR3TCZ2R/UJqSeUM6KfbG71q9HICH3XEj1bThypdi9u4YG5Yl4KllNIIieQ46ioun44GV7oiSoWWk/4C2hxTxbsbFFF79Z2Ov1wmZPlyLExJaQ8IfURXa5O0x7c4M32KVxJvGBKvIrIgqQHoLg3ifEHCmZgPEWVOX4+nhNiYhx2KDv9Pah6+HlbKViHuZ+tBXp/18vLjm/d8oqwtaY9HuPRHBpwp1EdTabzfoewkLncwX1hLru9e2lnnKL2OKOdIkL242hW0ZsfjuHVGbTBCf3N+8GWPx/H86G7xVjvsIMgIMOF6FUMPWp0hNZ2rnMbWx67C1vj0rKHytYZWxvC+AVwy4REu2PvA1LuBerbmwh2AAMRBqGFsBIG4cm+BQnGhThQBuUVHY+MqYlrVR0UcjHBGQ69jroHhBKslFYTDCRnYCVAoonU5uGeE8k0yykJVZWkxhjVZH8lleaWiIgrIUxg9FH7NXz+05umcBlxjeH7Ed4FLF7rf8Qd+2toUdm3I4MQ5WdExMfTFAPbccWaKX3pgqZ5X61gjF+Hz9uZDmVa6xt46DjP3lOnpAOcpePcbhMQe1Q4Snw00b/dlpz7n5/t+upBqaNTbks1P0DdVJFiCqqUFkhCTdk8BlQID0lE0bRS89UuAbWi62dKfUDFYjMmMsLZvCiqueKq3t0ayBOa4QLInFEqNRW03iGfQRZqPZv1R7miIqRFLKlcKcjqbq3qK9eE32EhFZZKbsUkmFdHOfczq1a7hAgglvDNDBgKpiy7o2s24T9qihRN1CrNW6N4/+6ZbEwnZ2O0lgVZTNmZsWTRkitCbjhj2GMeC80PSGzc6AnVs4UfWF78e7Z7U6CnuEt5zlDdgkcj4doK6Q/QlXCvNWWs2lgScHeGUMWZbyGs5TSB1AS62HdR1zOsqBQ0e2JFjdjGYx6OjzyvWF6LTEYdOigMj1sZTyoXpI57bsdQjH0RB+LEy/yUudiMezyr3hphazjo0GuM6mEzuu12JlnbPpvwpnfSSdWWZ4uhDczdkafi7tVIE0c+ZPt+U3l7dDW6PkzwwPty/vvnn21Lracdk7qvu/WG+zNj6v1uudm32tHdrzu0lu0XnQpo6/E1PmHb3MHaDQVerz228vqzO+Ha0H6yENPlQXfdtFBah3tsv7lbt9rbHg2bPvZsrWcPiww/yTCfEScY9vC28tzGFObtsFefk8jU7cRuHNbYb9VXWZktSm1Av6s3bcLjXXU8iu3Pr8D5tbXbKBJ3XrQ/beMVgP302fDLHJC4V97NrbgwXt0wyPkdYyvEP9e+j9qFJluoFlxAjTaFrwmOcY9GQfRm1T0sqlmnjuekKy08BImNZcGsky1xLGGRHsLMEHy71Xv3mF2cf7iBRmxzT74qtLH1c9o8PMS9MkTEFQIjcL198fAsUbcdT1amW5eHRbt7XKhbFUds8e2jDk8tmMV/p90mDLfwMJo9qXUVa7M6rJWutPBBicczt1YGJWuEXC7iwvcwxog+w5vBlRAxP/GwpWqCZrOqdpi35MIfxOPAFwXFk9lGPP6wmnbeuymD4r6mQBOIBw0bLL4RxzdBJDv+iONkeN4Mho8Nh9R+l+A/FlTH27ZOY5E2BZfZuBGNStzV41jxsmk2eGthczX6PLnVdXavYbfsHuEWbL+vjXo+vFTDA8ilET7GwKSQL3QvHq8rBpfUjg43AJHOT4i/U4XmVe18lZUJ4yHPsZBt/0tYzIvvm8nzYuRRwuO6WN8VtKiF3oo9ThgqQChlJuuYnz6+z8hOBxbAEty72RaiL0j9PtA/zxuoi+0XWTGF5onwZfAM4g7XjIU4EywHoVrYJ6TRIrghesPCzWXQF2Cx/SWeDFwzcIP0Amr3YIN3eKdYf9oQLIxGIw+Fr6/gixrvg8aeHAbmyWFjD+WrKZ/UIwWohvBdWl8NIxvNSaguvrx3PydqMzCP0GPKinj0gu5pIoQRgsnsAocDIUM5LKYoDF5AsTXRgW41zyVoyjJdQO9+OmejB0prX4gwXxb62dZ7vIPahtMWvv7t591KiJHv3B4LI1swbxN88LM1/livF+xPPXzduaqIbTbLU+dPsX9leklnbjdMWgPXdnKtz85XWN8yENTjJ2jf1iBluyyNF90wkh1+MwM1xncf25xZ4K3YdWbeju64Y8mjt1umVl8p3Eag8/fRGubDbOR4kEwdjZaWzhQ26+SYdTAcskEag9o+Vp4R6nb4NQsAb7F5W0RbQdzDpcmYPw030MYMNCQkBMCt73bAB0INm3oyP20ISPjz9HAcY/0+j772QYRrxxeBcPlqVluijTExPE/DGsqAPK5YcMJph5WFB0m4Vj5BF8SJ00jpViGe36Dq3RUJ7jEhgkghlWSeEGJJfMR+RtKdlHqdWJLY8yLJQ9QI6Q0h2tHTFSoD+J3wx4Hed1soODZ9NBhVXwkP4RLr3tYkDe2NyhJn0Lwpw5PqawhmsexlwiquuQPS2rP17TilvQCNRsRYPQRQ4JhZOiVXIHV8adupeURs8zWAXVTcWybKxu8D/nei5/U1PD7qwHzu18/qjxeQ/q9Tqjr8HfZfIyY+kS1+tG67xUR7AsYyrKEO7b5FWA8eFbg/rkgSD6+ExflMlWY9B0gVYw7qBV0qei7ACdbFrKFuFme41B/OEBjDYuGGhezuonr6hopZZ6HA8gCnB9L6GfRMup2QNYEURF/gulBvGRW71GlR+F6QvJLPV5qHTlbkbNYSxT2xFizUmt4rVLU4vEWo9wdDwetq8YNPD5BPZgWUFRa7REtsj3IivTxAUlb9zl3vvOgPZP3E79//C6f1zLN8BoRSlPvtxlUSt3yhyhNVVm7yzE2ganY+7oakQn4AuahZ67EYf3lXVG6gN2qp1FXR9IlaLP9CTo8gFndWM7zId6S6oWItqLygCkUebI1USVWpucCiUISlCHoq1NMN9E7ibi7X9xWloMvd2HyxXBa5PCP5TF1+Q7Rwqt+pFFb5/ir/8frjOBzfhgbivAzqtvPzbK65DDxU0KQNhzccRY13mrb0xmJ5GITuBhbn18gndeZs5t1k+DOejXWY93h+B70feaSREkJwcTGu5qIcc0pC4y/pylEd3Kn9FHTADXzL5CK6N3TpT4M2Iz+nW8ZxBOT0WdrHcewGgs0iDLyP3Wdlv07veFo/DCsRZLcdsK+NW4chR5iJcT238xueI0+bVmfqnX7iz+eiwUUHo/NeQwJ/oi8Z5zEwU5t57d+OG2LEnRkP5tmNzLAOv4/vxzNvWIBBKKVTe9q9eIY59nbHIY9wjJ/3439zTfSw5aHK8S1w++x/HQmTTAV35EA337P0YSodVhsPiFZ1tO4fBETTmKRT0RkHpwK713u4yJ5Q76c403QdRzQMfEPSt00e05HO28j+Fx/ijJOAK9p1gE/g4shI0ubWOM02hO1Yxtlux3j0asB90bmY0vduK/MTIiefsPj+dl8LYQ/1G/DdBC9ZUZ4Qzu5JWOyvhvLBBWcpY0K7R4wpWRFWJD372DwkS/a9UH0Nign0yHeaZ70kVL85BJ+tT+5uzXohhFWCGVWo51ow74KViPttgr4FTS4aCo/fCCXJGbh46JoK+gzc0XQyuEQIIPUllQLpSuRlkFB06ALrvxm8s3lokMIqObwuhq/TIl39n/dRA9lDKYHzkBUtHhlgcWGve3yoWx+3XJ9NKPpkbYl7vOsZs+wPb4wroiuyZEgulKTaOhKhTPzeXbztjP1nSQXMopmE5Yz42KHahPdiIU/C+0lc+aSSKCGbcE8bqnkPaFkQKkXurgtRx6eLr5d7u8vN6maHd8XOQW4GcPG1jgWQOIEMNxCLl4+ckZygXmB9AC0kuaMq1Hty3L1CqmZwqPg+EZTFSF6+m4X5ejHhdLob/qSbe5qAWayvZh0v2fpUt0gHQtEgfp+Wxc7GGrHuk62bymfDFXyfpvBKKDbUhBlzrSaYV/xGLkrKah4aBUjuMe7KMPFwRJaLw0HWeFe/H9dQamaHZTFFWWykE8gi5t1UV9eBiuHf/Qb1hHC2GP/V+YdTeD74vFE+HgIs+AdXRjTl6w3V1bwe8qONk2pe3VlhTVAeDI/KIySop++gK6p/Q6oixQTVulxtjcrVcMStvbTG+jyCfCKSTgsvKN/M8ys9olzQtCBygfoLcf+N8GBCtvFQYcxbIJDcm0f5ZDTx9gXlbvImoEaop3R3PnBB67+4x8Zq0QPSGSQMym5E9ASVK5LuiLwY7dVPBv/0xfZxPTmb6Anf5TdUFiR9Rbg7vV8cv93ziYoky5NquHmHulgu1XRH03+AeB5GFYM9FfS7/V1s/SoXP5vsbLCwwwlN3xC+QCpOG39B9ROai+VvbZEOntH0B8pqkRTqHeoPkAua/8333Tf+L/GE2PI+uv1xx9Q4IR4Ztg3DNXptNmZNds3tnt6MNL54PKq245yYtGGUsyP4fAE4YKWPeEZrc8NbThWi3sH73SS3wJUOwp8eWcPdaD/mLdd9XO5oCLvxHf0g7+AdX+35Hc/U7xHQgoGNg3rbwNGg4iiB7kZ/NPtou7c7egoYIyi0y5/2RddNi2M4rWMLpCi5ralMTM5uRoNyZx4qHR7ih/wr/PZ42Yk/zTK9Y5C90t0IQdyaIRjDYTNrahYoVUzgWolQVbUpKUSgpkIIW8T3dwqGS0Fq8mRFxsyIQPIkoEkqkCEZbOtHlP9vPhM0O32b/r5WU4byelDcrWtac+N60YHeGhxvlF7uLWKFM7BKW5OjohPuDuPW4TAZZ9yUCXNHNKWcv9jbkXo/MsK0mrXGRER0rzccfmtEvx0cr/3VDs/drAc8ngSpiS12d3APdSTqHbX/k0egLmZZL7WQVN3ls5hgXBdnahSzdliAYgKTlI16aEZ1QfVG5ZlmRYSi7posOQ5Zu0jYfUPg/ISkM/BkYYCS2j/8YujODbpU9FRNQH9Xkla7HKcM6Yzp/BI1enZwi0LVChXSXaEmavF8FWuEJbA5IAsiGUnSL0iKe1MsaFmpeqXoyp0bud54uT+y8kA92aWo6sp6X1mBQjbmCiiSKBR6QEVX1GR1Nt2tlkqCEhZGZsmn6soUXUhyQuIyiVmglWRJHJdqVkxmJeQKLDkRVkM1CZqqWVABGgkDq4ez4ubJDQs1hULQrxEKFrrhjCmIrj6T67Q3P/7ocCbtfxvfvYnZP1G+Hcqw+6brrQcJlE2R+ALdqmPToPj/ndbMe7I7XeyYVLYvevOHgJnG2OhPXP4P2muFmnffWER2pRtZk06Suu67TYRjpuuAeR7Ilwzfj8NrDdWmcVrbHzXg3PNTA8+zEXzPcPffQwEFdnl/jUX7X3p+AoTdPtji2Kb8pnRjzMV23NYkazhWDkZ11N7R8OfzdI+6mzNs196mwlR88hGgI/28X15Fp7ZeVmI6b4/G2Iof8UqvDH/XRmycTbHYWNu6Mv+828u6K3rQ8+s+WZsBvNL2G4i9VUTsO9/TyokWDERlO5yxzlEXo1LtPesx0KSZhm9wdNfgAVzG4hPoNrg0DPMnYBqaHAihvD01K2dhVsQPca0RcsUSyJKN3zJW20IWUd1rIOJzqxmOSRLamU6hxeX2ELbUMeY6FlJIw/MgAFFdOIoLpO5W35gZGxcR+z/ifNvYTDDrMPBwS+rCufmO6Tkpgk8jFCrOu3CneQxs1198HOJKEXEargmtj87YRBiS8HzIvX/BDe6F8OaQ8CbRUCyoL7zzdClDCp7ZGpGUXA/m1tVy9yNbGkzsWXz4wWRY/rJGXsH6aTH4Q5geIQYXh0/AVOneMAst3ErDwo9dTsPATBxfzSZQHcccJwelaeQno2YouSdRFufzVdASITc9lr17pFhzofjXPm5xxVtTvkfo2rBIBxMCe35HEtQz3bo8QXVY5CvuAEQYPfaE6WDGQurrEUnX1b2pPeyZZuPRtbaUJUKxvdA8DobNnWINbZ9pGFb63oYbZoW/mrFZrW3PSBL3vM4N1uIGkiBu/W84ZgY23rdHzQiDk75NwrNq2dDlyAnoez+FdwVYCGtfZ62uSMRgH9E5BNsHQX+adf8Hn0ZvQ77lcGz7LTwEPHfdgBPdYwuUFQ3lank0mlJNAYUUZ/FcQZlire5mACmPIB4uCAG+I/xA8fVKQRNPrnx3bwUqImvfGw3ebhAL1l94JZBcgVOGbVl9X7vXkJ5AL6jefV5+B1Yab2OeAmZEi1QkWX4K6i+OfyuiK3FPjGTlGrgr7oEhZ6Tlw7H7qKobKEruXjPuPWLe/M9G2+QFIYM8NVjaWeGKbbLPOcJSufdZekbl6gsfe/+MikVUMCe+NOCSKQDR4sqxC6oXIo/Kf6oSIuhaZzvtw8RPRJmRmXPGqdmNylx2qho8Ev0/BVJYn9bhbBv6AXYC+i0zsee9dP6N7W8bId0rDCtRUvu1YsvfDt5cO4HaBM9tF5N1yKZB9vNvdHY7IaXBPw1jn/oNXmwzx8NLUZRtfTq82veZOYw1/9l94qfPNDndTLO7xIUwQGobwTCxYFgGNnT8DewQHltXOiDi1h4I1cJVOOM3MbWxCcNbwZlIoMUrle5lYF4F0YYf4BPSuiUow36i92E/pj4GRuHv4IbZphXzHA7KYNw2m7xbLzrhpR+m2vrWdrC7WK/Pp2IHerk2xs+Wy9pJwZh7jgip1m/VCLXkfyVvPB+SvWtMfTj9rSbIJZi1j2DehqiNHOjkthsQiPLV/2WzUgHiIts9IDYKL1m9FRmXzZiwhoPu5gdmVeHhphr35msSDE5EepdN380roTEGW7pS6XNgj3vxTivBYDeRn1tMaSNwgSPbQ2jYU8jQV+CTEgxYw7FJ4RLjGz2HRoQdT4jaP47rNBIxn9MMiS2xjz59rwjs/duizY8xeqKQX8RHq6yoWcXnuGQ9UtMdyXeUBRHLQZCuZ0q5UcrfEc0kzpBWdHlxmJzs3HV8qdnGK3fzlJDrYgyOZMgZ4YuNQE/UmsjywzwhMpCElC6k9MCaMvdksUjvciNr4nRfkOWOnu37cl+s//Sb4Yn+HVipJzEUuz0hayY93JC8sp7/Sc1KKp+g/IouL6jcWDVTNcGywvIDrSvp2x3KhbQ8cr0X7vLfWThz+fvVLggXKKXy/Z9X7vfC7Xplva/U+w0tBR7tsiT13+F+ot6/UtYXkK8ov0N6QpYHWAUpfyHlwulxRblTr1/sQrQ8otyo+jsWBusJaqYUT5K4mPVJrlfMRfhC1cTtlqklsXAjnwpZL4h6zM2a0fQ7Kn9Qq4WEQj6R5DcShZRuqCr68jtKZtUnQDjz2w5b3/00xjmwePTuoW8Z36vmjuv7bVBUa9tfB/gdXR2d/dLPkH5OB03Z7lfp5E5HGtLP8pEqjy03fmFzzk/H+NBKq9lolJ95W4ZQ+1AarR0V+DKc823YWzpFUzJoa3fkcXo/rYZ0iNm8xjNoAkkfa5SN7zvvkQ1P1EDZT337Khs4vP2M2NXOkN14eqczre9/msfMzhp8c550JPFCo0X9pu25IS82lJtI+4a32+DWtpn5t6Fs7KXGT87z0cPxMa/T4VaLuQ9I3erN7b1m9rLFoZnHGcaxqz7stCMLKPtharg1saMdNofh9vAaaZnHsy3jyD1vg4N1nZrv69s8dsepj2g1A6iV63ycNDSa1aIb2jbhFIfr1fruxHae/zCWaRuMdDx+bPePsXed2zlSdgxetpuRE6DaEKlpWiMtndsZzpH9xAb8GPdowGFDTUakml1BhrrD3MXWy44zD9vxM+Kmn3x0BTNUcGG0hPA+DCtuSCgmtEJ+QLMlDRWKHzoXkBOdz78aYFazLLb5mIeEdepCt2xhZ1nUYfGC5eW6mSdmOoFcbPkX95RQCw1Ui/OwCKQE2fInaD0DSsT5H63gBSB7HHNuQEHTDXQ1IZ+qCbfSo41DV5rQ0wWy/T6QMCt6ReQrFpjXPQjS2bgMCYHs6l40wXPEuH0OKQTMd1TX7lEoah4gKP3+bfigydqTch5+p+NXhApNZdgG4bHp9x4tiDyBPqDcfc0DExfMIyCUM+pezSfQB9Ab6FffZz8G7H3nI/1uZvt47XtdBK3mTYOcUc5+zruHSNz/ZHHB+eoeHj8QwlBJqBohnlx4nQKGFhbGrp8FjWS8rgTSqlBNWEk++x3Wrc/lSwszandEF9QnX7NIL9nsvkJeaMZsafFQSNUEzrKeQDynQlXT+2SsPy1+lT0NJDyjevF9e/M1tXwHplAUNN07rinuRVTQkswT3T0VDM/u5g0lyQTAZbH8AdW8YqQ+GE+/eljV7LRKzjagbBEGdPU9nx5tX1Sn2Slw84KFuLrZPtJqcE44LoPWjMiCysVgKqYUlLT09tQ8kd4jFO64pqh8M+glELmYZ1F9QCgkqhtkLeYVwa3nQq8XTHiNyX2kIvXZ8faEhfK52tgK1k79jIXn/Q5yd2M4tXWqn2mKXp6QWM9iXlXCCfRG1WeQM5J+Nfp0fwYRavY9Wh8x+vUDRZDy4DTku+0VKX7+u7FryKpYXPkEgoXptVwWd6O7ivP6D8BfTTlQ7jbvXFG5Qfo7KoLyi9Hm9GLyLi6Oo88oLx6l4BGRi6/rD+CFxBkL+WsRCSJKCekMfDLlBs+2L/mNdqYIqJoCJPkGq8n2dpU7phASqIrIC0luFH0whUtVUxblu3slrVgouBX0bHRDBHhE09+c9vxXlEStn5izDh4/f9oToluVHZdpLMKGyRx5orfJ7xuMePB5U0e9wWDjm+B005Fsv+hrPx6Paysclg0stiP/2fejPt5scPtKMba9c4N98gOrJ2P5g3m+0Z2/jwsCnY1ufOtotznxiAdXjD/xNO7aep8Y2IYQ2wqb35t8/q0RDAx5u1k4bLeMdUBhFMpEvSNL9aHyNhmc1dShjnajoWnxhtGrubPFyth6DGMJy5o2r01oGZx5iHiM0bfPNS7KxqDTGfaRuWswEW/L6ttlq4ebanHnZDXkkLBisT+mc/B2JaHiCgR1xYuKMz/aPEnM3S45QyUW7sXnIeJEdbx1vPuR6U8HuPSXbRNIJ4bQ4GKkddyHUUlnuDWmwBm/xvR6f66UmfEosF8YsSjiVc7WNc68tTXTbkmlQ5uxmYkYgb7PWoIxISxS+4ViJpzWXO1EdxQ8bIA57+ChnQjTIDrNOOYbOGvMdWK/suOu2sNsX6EfJpMcYNj7rc/2PWAxtNLqftAqXc2rWNTDzoqSiluHkBBOxjwmZ3jJyP1Cvj6hWqj6AyGTtFBlNSsGj1EJNCWEZl+P+x1KMf5aBU6CuXa/AFeqMx8al2hRyJUkC1mEKgtwoYogspI0W2xVFSxZn7IUg1HVRxRLTqiqlhguYVZQZUGykC4K+dksLconpD6gahYwqlA1kaiUdCPVwnq9I+nEy0umaEFPX8n1zP3lZDlgPidqgev3lbUUSl2pZUVrsQvXGYPj8y9QntBbod6K0SX5ARdBFzEGsD4i6YYslbpW5Ppsl/Z8Bl0tCSULFtN4odaL06wzIoXE76CFyoKSKEUoKqRk+SEoF7KeqDyhPKD6A3XXXbMmuZDSb9hl/wfoFe5/AGcKv5BYWJoQ4088rx70m/0a8Wga4zaet85MvDaEjZX/rAiQTlvGWYzMow62xaO7RjtjpgqANkvAXvqViW6YkcZijJPV6EWZedkBPo3PGf29NkxqnKkj/yFHIxz5Dqa1aCRIZj5sms80mVfmHD+q0YDRCGMroA6LcJnW/D/3men8q0g5/N3T3926DPgpMFiHHrU7n2PtbxgBTec3NOmUbNZlbHViIXTThbJbvBEvdkg5th5144ew4t3wLO3LwEdumt510socFR7OwGlyr523/Y1s1yLK7Bngadz7+bzyNF7sjeKy+wCvCp1HgPU6FraAgafdDHzoY3aeEZrSL9ppNGEzpuPRzHzkhDsH70d63GjIUFS7KmTTy/BVwv1uIBfqJHl/HjSIHG2lNg5vx5FiOmX2qLN5IfNc2rnzNlGaFUdblO20wsbyul96b9CNO4I3wsPVDsnM0eJCf/cU0AL5hCY3WVKP5d/Ci8Qg/W5UPZ55inBLIeS2fAaSFZJ2q/YSig/vSy/AyUKFSPYZufCyHXIhwEpuKZ17G2HRKULkCSAt/t2E8IiFw1ENi28PN6R+74v1aneXALIQSgjkxYRsnv+qhfjBE9qGtXWEShqfZj4f9G/sw8JYom705ZLRRiaruHu8TisuYHAVDLaCy2xj//p4RKFZ5o/nP76mLlaT8BwQTAh+MtjV4sqV24iMP38a/nv/is1P1b2ik6//6kohC9kCEX7ZIwTQE2PbvO42xnSC8ETAx0wYBmA4K5D87q1geN/oi1qYrgyazDDQ7p43hO8oZ9Cn4RTwu60qtfq7PEw2cFDEbb+0e8UQAns3bMqBE46fGt4WShIT2KqHRO7H1CmA6qjkysGSmmU+LoewvAs+FsLzIfApeYJtzFJdkyUlrglqGIO5ssgNKDWJ7beb3XVIpuSTSFbc5DiZ8ABpBp1abXwJD/phGfBMIQCW6Nj3xnAP12Zk+N5HTXhORdIjSRK1XFC1PAHSonJEbr1ipEMV0TMiyZfIZVRqobgsLJZ5mghAvfp+d4WLvBhdybbmlkvnTFcAujW/W/+Le0FYQuhiIb3TJ9AbUqv1n828zy6Ad1OeArVaEu0kLwgFTbXTiEavxGlUdlxefTwXX6uYN8AFlV+87z8aGyGpoMlyWcAvtgfEPCAih4lycxw3wzRJZ1/T5y4P4wTqocfADXezRTNw+iAth8fq+06wMHOp4TqYfK9GIvRQuujqewhUE6kqUosrde+YR0so15eB5zqD/AumWP1viC5U/Y2ez+L150NKiMbjDNxDiNxGUpraJh/OBzbvtu+nIiOzP9ed+NyNVdYoCxz4I9BB373ln9SZq3ZdmA+Frl0fRjfQMVNGyuG8tve2Le8TZXfMoPSPw59tqaldeaVSXItDh/cq7AfYto87eOrufcy94YDCGFt2nmpn+j78bK2SFCJ2/E4o2oSlA8Mqw9/mzuqMY8R9i1lO7jrBiQTjEQhkh6cdIEczDQZqOw+3TBnn4dNrgGx4PzLc7BemcVXSvwZTAmZF0A6zYAgmLPC6HoveD7lgqFs5tzxq8SgbHH2OLgy2kZiLWSViOFtLEvEN1ZenuujJD3PzcnDGGF/aYXZ2sLvW1RkSY6DM7c3eB8PtO0LMrfRIVP2zZ4KQbH/oLyT2f4NAnmCqzsB24XT2EcalxdduWnNvK2DVLirScbt52USbI04E0+HrOXlfaFvnjlfLBpc6HtolbvQEMOapxzzv/4XiyX4YLVBH4EW9gXEdyvWE3F3BEslxu2dNH3pvcySksUdD69jbdA7Qy7m1lAwePeNQp8MuuOOoO9Ocnj/mY+7VCLCY15PogqVUfjTPyUWR9E9YFMmVVNWZ3UwlI8svLMsFTc/U/DusN9KP7ygnqiyoLOjyYH3cLQZuTp/MqygtjoM/oP6g1G+oGnMmyxkRi4up9YzeFyqVyheUR5ZFUG5oMYuIwtUv3SuQqA93KBV5+e9IXdH0T5BK5TeD8cks5LTe4bpS8y8gmXQ7k9aC4HGS74+wPlDLnbVe0bxSM6w3Rb9953bLrPVCVuG2fgEy5eUJrYX1xz+pWrjnE6WC6I3Eyr0Uighr+UYthST/4HT6nSqZKn+jrE/U2yNSMlIX5HyB0yPUb5D+A/SRcv1XlAXVvwKwCJhl1HfDE/kX21OPGUmFVIw5Plc1Q6mTUHWh6pWVZxMOFAW9kPTfqVmQk5D0Tlr/2Twhal2RWqnVrM4qK1WuHAvS3oF30LdFw2SGHwgCtOcNpnc6fp07kO2beO90aODnOi8xc0TjMKLq3J9OA+v8Y1SYaVCMtrOQXe3Qac6WL6OVGBvv+aSGVWh0Y5zvOMxh5BuvzLFtfWMa23A+A0FsHcnwtf2ZhiW90Q6A/hncAnA7so8+E/c4zMDXW8dzY19v/NiNHo77OGC4JiXLfgLDmjZl2+aMao8r5LfeIKMBip+jcnR3acOb99R05jO80833qa1NGxEOQsfbjMzsSrvLWLktLvZzcTvv2FiBHK9hwcHv06YYP8YoB8/d3b6RPVi2z8BGzfRl12v/coA7RxRit4GIpT7Gwen+Oe0j7d+3hQMW7bK46Vu3fzd0ZeT3BryYlJ1DG20YMqhMd4TmgHb5ax0bamPY1h/nOQ9A+0LNdVq9IzrAfPBsD6DxGY27NustUz0BCWvSVvWnZ6kSIUU8znu1eN5yckvm8AgOI6S0OKgWC+vCDdUXK1eT8QluwaxhQFQtWbTiZ7terPOkWFgOuoeCx/u3fs3y2OTzN5+vCUER7A4WhkoiWFjH1WBQH2hhSKT6lTjCCwlmhezW1EltjPVk1spignVdw6v77PNZaWo+TWYJz4LKA7AiyZLcCmGBfsYEvO5tISac1GyCwgjX0q8WloxbZDXrb7fIp3mRu0euZiyRbQG50nOmiY+HNk5x2i364N9tzUzmn6BajgjzcvnCKIQ1Yf/ScKsl1l7B7nCulEhnJ5MRs//9T8svELkT0jOm7MiQxJU6PgTumDfGDU0XSE9dZ60F9NnAvrh1dMXgzRUhIfkJyzVifSUNIzYffjJjOlE1/pUFWbLdFaoJ6pOYUkQx/IvoMhJKBw/llZeVsDgHPKoBaHHc15h33DMutqco5mmSigtHg5fw9RChehgvxdZePGyRRtizYvOXoFXqMfrrGROu1n79E7uLWRihZDowTb4HVwRP6BshhpqMZHW+wQ0Qa/Xre0YC5yXZvY1k0R5S9vzb5omN3i3fzKK23nVxeieO8xbuTOVsaifvw0Qs6jB9//3UOIRfDJJVsBBmxfEMkLPL+m5IOpPlAvWFqs+YIajvAd/P1CfbT3qztc7/Yt4y2XNyFPOuMgv7M1p+9YF8A35H5QGVxclZ8HWGQ4lChAyCO1q/uSLhbOtcr8ZtiCk6ql5sTOmH0Zb8aHIv+YElhH7EFIrBS59MoatXRD1cUXIljVxRD+mE0wuRCsvdj0b37IqcJPLiuOSeNtWUzKqfCHodhrZmXL6APphBIQWtioZCTGxdJP1h9EmfjL4VV7KkB197kwvq6iG6silTLdRYDeaBWn+z/YHndeGEDuG2hBvmeXdG5RfMK8JyeVC/2lrLBU2JxJ0xP+9rz7uVEG+e+9Dp7qbIZAgchUdedaDBzcBmw59NlwihCYk9+sqON2m8x8CnBWF+m8XYzIm48vSBbvnIg6vD9GULj+nnNs+Z8Wr83cDwNtnjUK+NTHpfE/+/4/u7wK8LvweoSYd9d4iWoQ3d9d3uCRu+dAOGeVz7Iu96mlK3TdovA0pjAtpvO+Z21xrTBQhc2DmWSa/UpSPVFo8Dz1zI0kPkxI8Oc8843/sOfB2Z9Bl7JlzTsUwoGBxfW4zKESeGjTJKcQYLrRCkbi9u3SPDJtusiySY2uhjGK96eCVPPD1dnnw8ZmwV3LQzNNUYB61+cavhfuoW3an6wavOlIoRfLFQTsEUAq74CNx4P9Z1j6IBTD6ncY5hyGpvonzaUIrhoiZgXIsMm3NYbx3G6V4lQlilJGeUpYFTpnXcToAG507NnNkKZjjogSozrsvUoHlGFC+TGjy1wWSC3ua7zO83B8lWMNUsjZqicCgurQQyremIt261EmOTqDEASRz+vjlGwcK857TBfPpd4zcdDrho/4NKCNQSpYkg1ZICwoP9la+QviM5eYI3IakpIRSB9Eg6/0pd/oGe/ifyfCXdnqla0VTQlJ2BUNAX45seHkmSYXH6c/8G5QbrD1RXz8dQG3ztsvNA1WdUfyCLkE/m1lyqxbxUMXdv0ep3aHPTT6slIhP57sLeX6mSPBGhWwnWgtYHkCfkXklrseRZy9mSat0/U/lBFbt8V1H0rggv5PWC8omMUvQZ1cy9ni1h2P0LUCjn36gkhJXEnVpXU1uXZ2qFlL6S0heQv5gFy/MT9cUSBgqYAigpkn+Q5A+0Vmr5C3Yr+ewXrZsxlPkbZj32r/b7RWzLXFekwFIMD9dqDGXlDnqFyP1RFmT9F+R8R043RAu5fvM+7EJbqkJVSxCOojzTXPTf+8iwG6T/7VsqQvV0eqfTPjmmpVsyP5acqEDwK9LPnLGVyRB7tOQSaOEZGsMzND56Srw1eZfg7LqOZzpbj+rH+b6jboRCcz/zmErtw9yQ76g3D0umpoLGdbrFBC8D2dBChJbRvo4TfyRjA2OXvf3t8xH+LdiEPviBkA/Q20N682Z7nMbHyWCEwdBioPX2w6tth8JgawjQrWR9dd50JxjP7sYgDQvbFsfxRnYrfXCQ7+HwJnqPyhzZvO/VZ85maHi7r7Zw4q21nzb1wRyGfdPejqPxOv9LHjfzGS7ju7DIjqXcEo+BL2kjOmJt3kCBoJm6vcCOQ9vV045XsoWbVWxwVw5+3zTYqm34rWFNdiD+KLyPBnTE9m3K6Dgu3rnOhwfI5u8rXk46uACNS9H3o9PEdu/b78j9cK6YEDrirbugZbmYt0C7qDeppd2D3GxZ1YU2NYTdp261mQCPq29vLARr8twHKh5TP5SgEU23hiDcLZ8pCC741UgWHXFSfA8kPwe5IyxY+MdkyU0Rc01HIKyr9WodJk9OrCdEFySbII1azeCESFAddwWnr42+WF9mNHb1c9TvFvXsfaxYXPObwTzh1s5+byneVvZwom3eGB/aBFEmvIswOpao28PfsDrATREwo5n4/ARLGlucbgg9dn+EYXrAYtOrrZeMMqMSr2nSYKHDtEYi6/c+4oaFyfBGBeWFrpESSAkLVYPBVVZUPL58WtBmEFcRzBND84O1pWDKabMaT2LtqVvnSzXepVoxmvGtoxVJIGW3g3QvlJYHwtaRjCUlrrH3VkQSktxbQ2e5iOUO6fKqpNWE8mIJiZE7FgIGzHs8aKmtgU57MSzPk8Egko/XWPUgWquNvT4CC4olMwcMt7K2XHK2JgYL69KTWrsxZkMAV/4ZSVT7V5UumF7bFrHcEyeDpSqq4d2xmpfJIqY4KSfEPVsEC8Okksz4DPNKkWrzswgSW/nWz/FNsf2jeqPqSovKkB4RTpgAfkXkCZFHalK0vNDu3VJMwaIC9QHzJHhGRaj5E0gmJd8DxZPNewgq6pPRNP7fIL9T5V9RPiEj7wtIrBfqdskFrS+2R3gw2NeCSCZxQrH9Y+fRs9Gp/Kt5WGjQh9jXTt/d08vyMNz7WgadUleesYLPD9+rWiw0eeevbr5d/R6sN99PfwEeEa7eTnh0ZaPPGH0L9GnMTFrRtIJeoP5m+Ks313vY/d+UtNDy6NhGMByswZMJ6BOqjwh/R/SZ8KRq+Tp0Bb2inFEeEG6o3O3uX3/YPlkWO0s81PjPnvfnhGBc9PHDzGtMPMLmRJ+EyN5o0M6p+MFO2fIi7d0BZyzsp75VcMDoiiu7Cp11eYPtjnFPG+Kg83HA428DUAWYXMYP7ieNV238W0eeuD/1mKQzxMKVtoXUaTC3D6/ZQI2DDqvu7RNzbjZYow/swOt3/vPP3DKqr3esVUcklUFg6QxaWJprG4QOSOCr2yzFZXg9rMHBxWEKhRCIFoJlBmGNM15dlTMCPbwKIITT87r1cD0Nm929tM8nmlO6aYiPzLXvo3VHn0aHW7f61AGmfcWNgbT/xjLTARDusC10wbCpRzyo2nBE/Lsg1KTuaGGMpHhCJxFtMmT75+1Wi11jXhPin01x4aYcxrC6x8Rm+d712IVBsMOnr0dzwRz23Z4yBsyDCZk9Anb0QUYvnC11G+qqMfXd08WE0sb0du+X8f9op38LS5YtNQ1GaaDeMtZzRk7VhDxNeRH/GQ5OcNYt3OPb7EnQhfxRKnBbhjbGwyUhO8Y98Hj2LunNju9jPzlM2ygONrsOAtE2BvUaRyfSa2/eftbi1nTLCZGMZGP2LFapxT61zM9PdmFY7qA3SDdqEWq9o+UJ7hfIn0kpsZwvIOZOrbWit3CbL2bBFB4bVYgcJlmFVO2CrUuhpGCWC7qs6FJQvaL1u1sR3QFzd0YT6eXJLkGnk7l3nguqC1r/AjWR4vJ5fjY8Kgp1oVZzrS7pRj3fEDJyy0h+Rj4VKl+419/J1SzbVrVkkPleWb/cSaKcslk1lWSWhHJ9RLVwW08UMvX+V2qt6M1zQ6DAD4t1mQpShaQLaVGWy93GwIIuXyn8E3hB0wPCQtYVUkWXZ0Co5QJkNJ8Mlle7eOkLkBLpfkKqoBQqFSkuGC4v1PrN+lqk6SYlFXJVhAvKZ1PypBuqP9D0T7M6Oru7c/ppAIn9oyOOSj+z/MfReKOVamdnXBZjx4Qi38+UHR+1YQw3LFXf50OnW0Iy8W7zGT6V082+3wjidKw7k8hOl6f36gpNGQ7EftbuKLY4T/HKgky8yNR38Eq9xemsFtk0uafyY9OhhBXnBTrYNvBROs1vvERwDBLHwMDbWZmP4lu3WAsFQVheaQfiyFNMn9qkaDzkxCcPZ9bcKxNOtOdg9BJcyUjjO3/U2tuR/JEbc+W8bHoY+98t2A7Zh/kfQ3n2nN0U04MxR2EdwDydYVssHoc04sZbfNQ4GJ32107R4OveeNfAZR3X/QPPiNLjugyfJ4XUjgGjIfmwa4axj8RqQLfX9vhodXek5XzV42FLJwMaP4FHrM3WxX8eVS8sMFkGHjUfY2zs58AJxhKOrh1HbbR325NmHvu+qsxw2ylT5qLt5XafxVL7TyG0kSMgBejegXoW0z15zHMBeenthUWphke2moW2VJqhgZ77+icLyyQRnsg6MAGnqAkhm+WwWBvdlL0Zutm9YMGEsYXGp4fxjSZMoObW8ioueAp+fvV5qCdmxZUXWEgocAUBCGefj8W0ZzUlgETy7XzroYx4hEimqsEvevxxUROQxRmklYhfTnpE5QHzdLAFVK2dyjSS4t4M6Yykk4UCohiWVVOwkAqi5jFhngmeBLuaBqeFsMGUDarfvf6vwEJPcO0Kg2ZU6N73/q0l1tZIboCtLSF5T6Zc0Qrrqa1/32TvezR5W2DGKGnxYS2GdwKSEhYC1Q3LPO+C1rvNWTNSTqgraJKcXLDp50IEfKirJV6PPCJJMS+Z5Io7V4pgdM+MAVdEqvOvXVliMMyNBlvYGwH3OKktiXdXKKEYr17dg8JlAsrie81ygSjFFHHV7jySzZNI3Aq7hyOOtVswT6TYueHlbxOP3BdmSR/hkE3BVFWQ1T1RkvjVcrVQTqnQckZWE/q3MFHJPHlUvtveKZZbxgzQqt0B1G4dEX3ArNR9P4oS4bFsW9smkIZ/FZUIOeT0IxcrW3xMQwSD9zyBOgJmSU8F/QWRC0nuiBQfipK4IS7LkPyr0bq6OF45jkdoYLGE4Sn4wRKKG8Md0buj9xf7PYHlxyvAd1TMK8EUggvI1drUONrE9/yK5r9jsrCKcEfzH875XEBPyCAkUgqyuuLAc61ozZZzIz0j6WZGaPpIIvmaXECfQGrbz8bLJPtNKuQbipLk1IiXkfDs+8jzDMk3kO+IXFwBtZpHg9xIckf1EXhE5IYu4S12w/JhPDqMf3fcPpsMIbxjwvsqe8g/vdhVRk0RSPrm9BHg2df/s+G8fLP7qyZEz8bpCiBfUDJJPxkApdiZ5meG1Eao33w+lhMizpY4x1VHFq/TGg54hYFZfJ2P2zAIzjxM96Shvk7f5hbHcR6x+W8x+tMjM8+2+clalOGv7lsdyzXGaBhkE36/wdNFveYxzgiHPdzQPkOdW9kbK7Vftc9lGEu/vFjl+bLQSwSJnxZ7ej54wdjVNUt3izU4YtFmlm0I4wD2n42ZYvd+VE/Nv0rwRG25RouqKaSAw6q760SLo7rnaMHjfRzuYQHv81e3tI9kSjoIjydhRTB2gk59BoCMWDfuW/vvgT59VaM9GqinnRa0wGEuOljsb6fmlu6RZ8LO/2EDiSUlDo275XwIbwc6aoXLrdCUA9Jg4IyMBqa+Y59Pz6hYMZhbB8HMxG+p/9aAM0JtQ5uGrRGCGWnuamO+jpGC1mapOWtSnfa6x8REDXQD+fY9GOphnsSYOi7qBh86DplWXIc2utv/mOR8u9O3ey8W3sbW8HvYs7F9QjrRdWBu6SN+6DGs84iX45wm2G7H5YznNKahSCPa8ZM6QxOMq42lu0AfHABvPIpSqjEUi3wmZSUtlrDNlL5LZ97SJ1R/Q/LvoN+oqtRiXgj1/mC5GfKCZGV5WK3+HVSVuvrlKFXU/0EoI5L52YiQil0o16WagV11Zn4p6EOB+41yE4OBu9uLYMzJ9cGYbbIx5Cdfm5fPoNlIoVT0dDVG5ZbQkpEiaBVKvqHpmVQvpDuk0wvp6Yref4fr/wT9RNLfWDVTVJC1stzupKSsl2KWcYsp5/LtQq2Vl/uJIhmpn0EFfX6G+x29fIPlapfspfjFYiFnY9ySCElgTc9U/rvNSS5IWki1GGN5+YLWE0Uvtj7ZLly5mmVgvQKSSNUuPTVBFSFV27d1vaLlG+l0Ji2LWzEZc5tVUU6o/AqyoukZ1RuaviHpRLo8gSxouvwJ+uYk/8jbqxWQieTP+2mwqJqsx1vlobVZCTtv0uF9fIyLhIxVdC7ZBHTGnB0KltqsnEaZ2908Nu3lwlJJh7pdOTmefer7fNNfIxNbBng4B0fi1No5gP2WnduAcjZF2M52ONdjXs16pdfq9HXbyJavijHo/POHnpED3fCNMZDBSnCefp/LyH/s2m7W5xv+SkF3qyWMi3TU3AirPZB6+1Yi+IXg2eq8JYbF7yYv8YOfI8HYx52qs5XzGHZD6e3at3Gm2mXeDW7joLaYN0xeO1xHoyVivlOfYwed/9l7OkwHeX/fpraFzc+f3Xk/Wr4fkAQJWG/bH15145xh7LGFNm3qwbdWS7cFZB6whBHGfjivPhu8aHXH5Ryl6eMYRlwS3ABhC4eBVtTN3mp3yplOToTMX5lCdjNuHco3PDgC6MG4dPP3yIBcN58DJwYFhfHMw5iGiu9ZAkkn0OQhdQRqKAr6Xu4U370XZAUW4+P1BHVBs8XWlpZRd1Buu+RPkwsU9ea4+IB6Ytx223QcMuFtCMIjYoFb34cQ3u9FCqRqxkha3RgoeP7qgPGQNZIseazWpzZOEUXrDaWaNb/agpgHwh3yHfQRS8S8mreIrOZFEZ7tLJDOnsx3dYzykDzpE4SRmVbrZ8xv2LZRhFS6gJytD62Y18aLjUUKGiGp3EOEUUEj2WApFQuV9U/Mq3dB8DUODwiSr3cC7u0OZ+1URIrNpyiRPNsUEZYgWpMJ1KUYbG18HzxQUwLJzr9j3jfJ+GjV5PnEha74UE9gnKw/XZB6MviXB5eJmrJHuZngcrF5aSnGexVv74zjUzajoiqIh2TqdGftW7OGB4o4LnreQ3Evf/G1U6VqhMa1/CDimkOtq9GhRX0ugCSkKNS7C9ZdLlJPFko2Gy4IL54sOxRDxdckFErBcLrVuSOXYlbyqQkf1c9BM7STcjI8yHFSeFidLLYWtZoBvYPNjCvjXHyxl/rZxrKYAZhUS/KbJPB9bUqhICdJErV5UNjZKj5ixbzfLdyUe+Rkp0fZ6nRlzAfQrR197knFJ9DPiPxBkh/N88fCUN1I8ojKp6bgqWDwSGJ4K4Llv7BxowWK0U9xTy8LI+b7kQryGUlPmIfAjdK8DDKWc+NmuF1DGWr0S9MVTb8jmhC9+B78Zp4i9Vcfw3DWeOJzUzCZAaqupjxm+Z3EF4p+ouoj5nlSbG/zCeWKhXYKIpUwmruCuFBf3OtK7AStNejs2ev8A+WKyr8iLEQ+Ick3h8kTodiQdEMpwM2R7Gx0T74iekH0yfHIleT64EjkSbT5ZOdQ9fwPckfSD8yD6YrUXxEeqfIdlRdT8JWL0wvBEPw7yBPwq+0tefGjwxVC4bH2k+djSojNjWli7kemaPModMHwljkZm98wByM/0oVUvZMQ3m+vCu0sbZ2PrM4rA53aHH5+BYjj27g073i/LfOum27VGbrmKixzA5svcbnU3RT2MDgyFGRg82XL8mus58xIT/N9Y43HMYiPtQkPdlqcnyPmQfOtZWOOQ4A6wszgqHHJaPz0xqr7cO078900txuFgVKQZoki7Zf2abx1CDPQsA3ZYd6FMwLuQbDnoqPtfnlqw2EUBrchRK2Jwd7kvBjcj4/WYhunWlrCY2uj7w1ol4kAucRxHgx5FO2KAlWhu60annQXWhcsN6ZGWn0ZGQKSWWGIugbe56TSxztKsj70xHyFroAYCFiE/Zqe4TDru3D6vYHc52Bf0qZe4E+8Cy8fYzSmMETqB9q0INAVAjK06W64Oq6Krcl02Z4IvK9j07qFR4wx3XO9Ps9w651B0DHZvm1ukSM+xvTGXRueC2LjnkPDDdYf7XvAYXiG/dnxdPv4PtwJS8c9Icy0Qab5fERQJ8AJZ1KLNndPSRXEXUfBrGJuz+jNXLAVjENc1AwQ1gUpSq0Wk5SbWz2tJ1MkLHYJlvoJyylh1iOiz6B3jEHMFsIJzCsjndCUKQlSSaTnjMoDOf+CpGfS8oyQTMivrkxPkMSs0Vaxi9EqZ8OV8gfKCjmjXMy9u4Lcb3BX5KGgObiKjOo3tHw1TwyxPA3rj9XyJWB9rvKMiLJqRYqS5Aq1ssoPNFX+f+z9y681S5bgCf2WmbvvfV7f6964EZFZmZGlrmoawQAh9ZQJEmKAhGDCjD+DP4I/gxkTEFIPEBITGDFigBp1QVV3dWZVRGbcuPd7nMd+uJstBmuZubnvfc53vpuRNaC2Sefsvf1hj2XLli1bz9RnsgRk3GFn5iNZEnl4IMcj6ADje/QYYdyb63eGPER0EOCGkH8DOqFyRPNAVmfg9AkNYjkwUCIZspKHn2b6jKC9hQ0QPmMxRX+F5BtE9yCRwC1Bb0gksmQ7S0/qS380xYrcQYjIVaKEJdAsMHYzjfqGMitB53VQMFybNbgKJNhUsFIzF8VAI7ycac3pSpP1j2a/Wlilo7PM0BnJBUv2irUm63XsipOFELX14GvatvAO7dsOoYXn2aquWo0s72i5xjwGYVbIF1BIW6NDZKEMbfvYfFuQXNuMKz9QWYUFx/ICsJ7j8n5hWXaZNS4tBcOtQUtu5uWFHq233Gbvn8HW7mvLPcuRtalLVvdhGXqyrbcwPvNaUFpQFr50rr/gRKHvp5tG21dOh19x+Lkxef1Nn9fKSj3b7rL5Or7TN2fbFWnnTTk9M7V8jf9rwy2Wj+fW8ktrXOaX1zRF/P7ztKa9uJr+UvUKTbSd2IoyZWUtjYDK+VTPDGz2ul7N74t8ZVPqaw09eY4uFlpU2Kt1WIDFgE86edL88nhw/plzKDMbPbXvrxdu0/bCI4J2gzphx3Q14HYJVwiuzjXL9s5fPiklHniZ/LjHhOcdpDBPoyTMK6G3fAvieCDFohhq0k73cvdDuAvt1aPImFC04qgAxVJbPImoQA0ZAlQBe4GFBDcO8VA+uHcGILGnJOBFBVJRKpg1qxbhe2h4DGM+qYtMSpNq5DoFlAnx/BnWExeUheACyQz54NbeHo4peI6E5GOKJbGw56Eo3pdSLNxtTJI990EeEU2Ycca18SgljwGWv4wq7DY4iT5YmwEsN96dvVOE4NryVwnRo/VXvM/q4y55AsjQZVRHLOHugFldZ5tXVYelNn+vL5pcoVP6HDB4Zg+HWj1cinJAwMMdESbIue6tEorS3PhJKa64yQS56pb4qsGXYwDtEOksXwHmkVz3gNyMyc/zZpCoQGfwzebFYDDGwsuipOTvdDtfK5ZI10JCueEbanAsIReDh+OSHsJkQmFzxkA1m8AepYZDK3laHH6qnp+xKHTUNQdlzwjR+99TBcqVHzFlwSzjKvAxJZQkMZztTemlkyd8j+6tgTo+WVJgEwYHV3So4ZckE7K7B4nR+GJIqGje1/lVVTRFU3JpduWQ04nOFqGMrazhNcgGbTgeQkbVBOpZLESVSEf0EEcFF9Q95E1Zmk2xopmUHp1WdGafWzx02Pg8+T7qeCni1vsyoCWvAgrYb4swl0BG78+A5dfpEekN3xDzHgrulSBHYCJk6yP50cYYBoOx6zAkmGxFwz2qiSD72UNFJ/cQAMudYEhXlXhRHVU7TJVqdExj2X965xVKYufBcb3DElBnqyvYerN9QYBCu4/Ak9ftYck8jF/1UAtHEFNg2FRa3h0tYb3zZ4e14ZKEG5ArStJvyy9hOU4CB1sT0TzBjNMyZaiUfCgkxJV8Ib9zutK/al/99nBMK954cbP5vhbIL+qqTHF5YMWIFGapvn+GiWueE28vy9y/XPtgD8m5fvMCjF5aq7rk11reqL6q8+f87HKcJ0xv2y+ZO1sYqsKjSP1nNwof0PJm9a5Wlqy570SpuqG3wz3H9GptZ83GOZm3BbHmp88y1q/l9tbFYVaYNSk7sI1H20PYQptl12Xxu7xVbjeMfAOv2Uqt1F02wzhvrsUKutTaCuXrxDSqnbWVehUUeAcqYi+wyetqELwiQzusMs/SyO9d+EwhYvaC1nGaQH+GsFZca60ArL7Zcn6GnY83LE9BBh2lCtm1dXnErBoUapglx0l1AbqEgnHZCKe2ggmHO0qxQJmtDeaDjmhhyr9h44V5vouVvrjwX5tJXazpZtySHR+aE1Lza/aWKZboxeJnxt12HuxbmeA8X9cCnxaltPmbYa018fqa0pxb58x46GvtxMOHYjnUzKeua1sS8WWyd3yTa3FuhnlJ7lceqBCUFpcKLsi8vhaKonOl0I6ipFnTiYaKnhCzsoJ9/axhuDgAflvpRIy9yG6ZpjuPzXuDWQol26n3T7CbyN2EllwFnQmjZYqQJzRPZBJ6HBENdB7vNERLzhfGG1QjOexRRoI+ITpaTMwwkDsx/oKeQGQKSgoZmQKSoyVg3LwlxEwYRlMy5GBnoa5AxmA40pElMoklHAz5EfQI+QPKgOQDkjLheESPIwyTQ9OZr/yIpj+gegfyljSC7kfCpjOPD0lofDKDxGz7WTft/eC5QyUx9RmznDLLotxncszk3pUQhzdoukL2Ixx2jnsBjRtyEERviLoh84DyEzCQ8625y9KTQyYNRwSlO5p1zLR5sP3oeAM6oH0wL438hOR75PhrJN1isXcHgm4IeSBxtETTSQg7jKZGi/Wp3S10V7C9hfyEHv8AWdCDW2X9giLALElcr50VR1G9D8AO97g1W1vZ4su8j7Rttoxbs9OW2ouNpzAL+hdtL/rc8IulPXCBfbt/hvpo5YW0KP9XEFkzp2Jh9cTjW890TetzxQNwOd5W0V9AWejUPPal55SuHK8aerzaZxrK2dxqaFJ9NMxCxzOKYQPVDARZ8Dt/prLAkYaHOfNY64VncF/h5YkgcUmH5zvBMdh5nEa5cnbrbvGynbcFg7Xa5NYwb/GxVea0HpTeg1lpbfGpZzsdbeqd56HdfUrjWqx0m6KLfvu1tcLw2aldwVaWra8ull74OxldPTej5UxH6vp0vlA9bKg9t1xXq2G8WGS1bmuolPX7DSoVoxUb4rxmFr7eDSnRpt56v+nkYg7LQpZ5Jmt+uAXKuh9oeXl1sLR3W15l7m47vlOjCjkzz40HedOvRUXzSJvjyJlJqH3VM+3MMHju1rMs6LK7z96vdC80z7a0Wdr+uXldeWY1npY2fK1Y0l7caheIHjc7lzxe3q5MqExIukbSLdodsHwEGRNmlmTJmTnXgdOqnGeHriIQWtD2EqLTPR9QipW3hWxx5USFRUBjcIvg4N4IZp1swroJDUeqBC4rVSCrV6hET2rrOKUG+Hnvsk/N7rWdLQcXHFDtETUhm8pg3Y6YcjSVZNIZExjeWBvZQojQmfKlrm2k8h0qabbQ1x2kI5JHE/7Hd8BNQ8b3IJ+x5KkuwBf37M73xssF8ywVvbM+Jadn2T17i/e5HkFHLNTQ7L0nhc5H9zJOE0wuJK7REI4+jBI//rm18zz2kY5WRfTQRiG6d4RZwaNUbxZV8VA2dl/CEdU07yUlDJhMVG9RBCZHvuxCdvEcdI6H4t7ZmVCdpUwAlz1YhQmsZzlV8T6wvGdlHgQhiuWvSBPmNcTOBMDx2mBszhyWC04U8xBI3hUF7RG3rDfPGIXJ5iqT676iEjGlXwKenDY53xzKnmPzUfeO6JEOcl/32ppPkYzWvCDRx5ftLJYhTAE6RcW9NcbJhOtxg7ShiLIr1JLJDXJR5JRcK2mD5N4cSoJQwkPlfLREziFAtLwdmjxnQRotTBeDhXbrzTJdU5w3jtfiW0kqvlBCJFSSSWakJ0hPzgOZHmVH5rGha77D6RHN95gy6q1HGB4xn/oNJmVwz6BoSi9Sb0JuDyWnDL7dmHGbKIgmf+8AYkmUhd4Oo/4cEqHfYMnBd0hWgk6uCHvAZE6WcN48yyManJ+XL8ATqh1Zo/NqlnQ8IwQ9Qt5RlFIShdAFX4pOv9TDugWTU6l6cnspa8QVU/IeELL8AXhA2dhaS/jzYjRGLTQvWB4O0d7mX0P1bsyyt/rj0fo2jdie89aWef6EhWG6QkOPyJ0rINTXVUJrovUDJcKBarDwyQSjHzmikzMKMSEaCfkdSqjKpK+Vb05MPTMtvJqZWLMwzz+65DyLDnX5/swgVp5idXf5jj//EjOzauNFxuksH+8bZLm+7lB9StaXzneijmmGw0mnWtO58815PS0H3fajENxlF56Dxyl8Zv+Ceq9lGmV5oWXdT0IZvKaYehKtmmjf9EsLJwxrc9rwp4owfulO3DxWBMC6vrHWIDdeJDpfW4Q+qPea08IpMnN28is+lc1OqGGLtH36LDLWC/MhdcYVbeC/tKKz8RsclZLoZ9knh4WWWSwCanE+tMC4FCOaC4VkscCpXV+G8anjUj8wyXwKLAqBuT/OOHi/TWiR6/szrL+J05ufXwi7nBlWg8FMmZaeDHpyYNP6/vKWW++XZxaLyD/b+VOoSaGqcrLFV51/+xzqghjNeFVJ2UIotcK/Rsm2QLNn6H1xyqzvF2+CQsPqgXRNaUp7S3frtsF5heSmE+Vq5iQRZFvXqpfFatWqWa6nmVK1lkpF2XKurvan4/0vEOBpdJY096ADJqDKzmhbYjnNEyIDfd+TspJ2oFNE8wBpJORHVDJ5yLZGOsPFPG0RF3RBQKL4+jaMCd2OEA6gdwgdKQs5CzEeCSHbEVjVLJ/k2pOy3ZtXwDiAdhY+ieCu+8I0BTQIsoFAIsoXNGaCHxLydETIaHIcHSxRtoQDIe9tPrsDeUzk8ZrQDYTODiRsMIboEMxIJHqSbC3JsSbDRBlAMmF0qnSY0JTJ3UTuvN2xg+MVOt0g+gmJluMBZ/ZkmhAmY9bUXH5VnkD+aF4lxztil2rIAjmYxVuIhje5xHCOB8vjMdoALLTSR5AdIiOaEzrtscTjwcbRZ3NrjQcIEzq6i2sUVCe3AlSIj37I/YVltdcZyZBTlG9Qugiq17zG+rnn21vvSy1/ow1PMtOOuYvLZ5f8VfOt3Wtl3vVO6fOyc6fGMzMxOmExCm16Zsy6eLLtm9EgOXkKqkHEyR7GCY9TebtyaK778arVFV/zEhti+g5r96xl+i9AtZcjTvietJCqFv7ntMFF3jRYKFDsgbq7LZ8rtbYKnZOxrDeg0r/1ffs+4+eMKXPzRaF0DtqyxNUyrnYNybr/K2yRdsLOdVObn6e8MPVau18VfJmvL+bg7Dy2sF7NzXoxFZDX/um8ttcE5JWC4SU6FMVf6XXTt7LeFnzWkn6sW5xtmc4j/WK+13UsUPCZE88aTVscWPWlAm+lSNTFg6d4XzsjDb0414GzRMEvPzcV5w7VC9zzSs81+6pyDrdWVHmx3H2NrPjHc11f1PWKkBFzmZXR9tbWr5tAt55/pENCZ1b64TOi2UMfYbxRmUuBEoRfSt41z2tgVr52ezYKs1AcJgQqZyFXRHiy7MppuwBcCC6wd+VDSdCM5RGwzxuK0RECxAK3Yv3t1tjJLMpFijDWIRtcaCod5qlRejGfFw1gAa3WvS4UjhZSpBrLFd4mT40iX7F48mUP8JwV6rBCzeMDS24t3DO7ChwbihsamKsLoLMrgISSYBb3gNRqJFf21xKWqeCDw18xLxLEhJSqBkPBLe2bNeGW+FlKqKJvKwYS99bPtr7m/AENxRA1b+OxGK9FV1pIxTmVYtHs3iLqBmaKWUkj5nGAefIo7pniobhEg4V3Jbn3tv0JZvxTFMvWZ+elfRpAzYId3Jo8u8U65nHiydWze2nP4yoKtbISrcIyN+WcHNUNAvN6X/NE22V9FZwo4WMKbAChrEGB4qWA44wGNLtyRfvZfk4y2mWIkF05IR4+284EDvdCvLRZ3yHbxuPrjai2tgq/kcvDwYTHeL899JfVXSI5GF6rvyPpWz2mhVys9OltTgudkxuUwQzBPNeF6pFMRHNf16UZQB5BIMgtxeMeUXLJO+PW+lIQQ68MFMHoWs6RrB2iR/MYCX5Glg6VzmYqd835GSyPjntGAZp2iEwEnnz+r0yRwa0bY3dUI18VyBEhInILDIjusETuV/7nmJcPSDqgoSOEjSnuavgvUwabsVZEwi0QiTrY/AeLEGA5MDLKR4xW3WOKU/M6Udk4rTyAjr4Ob7AE9J44m6PjavFGLWs0+6nAcDoUA8xw5Wve9gxNB6tDepujapThynWMrluS9JInyDzecvxitCb4LCbDEWF3huc4La9XQhSmp+WBVvSzZRcWTTf8flnCa7Z48V7L1DW0ux57a1/mg2FrFGTXGuZDT9sKPpYi22U1vrm3raX6kr1qv0k5WDbPrHnXNb99cgTQxe36zDkWtvJeOr/RjnvRO/U6Fozm8rmlSkGWyNO0oVWA18xjc3896Fbk/xwv+7rixKEymgY5qTWfTvKcPFNQsrs6hRlGLQff4M88Ud6WlpE0lugLwcmsca/Ml/+roYHMtN8JRImH2Ha2/TILk+vhvMRWLF0XZ7y0jLCBbglX5DBTKYezYh3jlVeEK+/M0FrOUmPltmDsXfGi5a3S9yKi9/ZLNWKb5VyPt6Ng1iGBIjDRbBNSE5JVvPOwOxp8LufpktY7ApgVIt+Ccco8B85E0jCLZorTwGG1iheWm2X+cca5JYTlmTZkUHu/MEKlDwVOc/+geJOsQnfM1GHZtwYWC0v+heXwXI/9zzNuCfN8VhpW8KY849YPvolpXbdhnpPqWQPVCqypc66rCHoCQnaGpvhLlqf8YOXWLvb2MgzT7D3jh8AitFNYHPwXMVIAj1Fpv5d4WxQfM9iKQvRbqZuQo8UF5ThgcXTd9TR8hvhkiaDzji4O9DIwPkXyU4T+ipw2CEeCfiF3gg6eqK4zl/IsHstXbW8KUZg9SSAMj4TuCRl/gNQzJmFSCOEJkSeP+CQQ3qDxBroD2n2CpIRxC7lH0tYYvPBEzoHxuIUg9F0w65nwBUhImIx33x3QNJGlAwnI1ly8Q54I+Ykcd0buniJ5d0e47og3AY1ivNjkSogcLGySjEx6RDSR0xGRSOyvEDJxPCIpMT1NZJ3Ib0d0yPAUYOzR/TWMdxA+IuHRrPSiIuyR6QFz3x/tMB8F1QMqnxG9JRx+h6REDD+ZV8LOEnTFqwAhuWGVmot5p5bEUa7Q8IiyIwQXuB+SJQ7Pt4R8a7FchwRxRDsxK6njiKTOGflEkghMhP7LqSD2K/hWBd2yWLkL3kdWNKF8q8eYRlDplS0fLPyBb2S1j3WNFWFAQ6t05sWU5f7N/BTFi6zIEeZVt2LivO1iAVsSNYrvwYs6KTRpyUHNeoCZRs17/dyW+J4wy7Oa/WJRmj0X35dXjF8JW1L4W6SxSp47XJuZd9gaLKruABWmpS/aPi+1rRPFbZ3PooSVFnVeXebHG+az4EajTF+223C8J1vDopN1TOd4l4ZVaZC7jEUW1bR9LOYViz6Xtpt9vyb+LBZ/jhva1DcbK7Q8U8M3FH6iVFuFiD6GIjyv1TS4XehLwcl6UWcYL1Y4i3bmMeflvTVgWsUYZx71vtU+LG60c8tMN4QGvMrq4FWhtOjHV0ppv6UZpT+zQsTvynyvXlBt3rfblvB5QV0WoGudk9uOLPQvaxasDMlYm8YKuWkkr19p52v969yP8pQuf7bP6eqZOt0NT7TGnZfmQtpPnWnL4plGSL5YoKtWCpqfUcysm6z7RPVKd+Cut5zyRl1Qq/X9KjRz63FNhqPhGiTW0DXVIj3cWGx6/Qz6CPSWqBUTBFvLTh1qYmmzCLaQIS5EQl2RAJqcFodjQ6OgCLvIvVvu2zgliHU3C0xivJhYolPkYPS38ps95ISoxXmn9/onFzg5r4a48E5ASvz60gc9uiWy56kSPCluAbNgYVU21NA/MtVwMRYbXsBD9JAPmOWxhwcqDiHzF3tfyvm0nCEtH4ApKkrSb/vLxfM8uKFPEVRPJlQWFxLT2zlFoy3mEgpYXMGCJk/i7cYpOSLam7GVJlMQtUqI0o4olgA7mHBxHZb2K6VsW7mE9EreRvZwxbWfdiaSlAk5W9jQ6Px25/BEDD7i3tb6ZLDUyZePKRGCz72K47yYoQ9ZjO+VCQ0TBAvJYkdUxfLldW5HqG7Ms7Pr4crhOy33r+heDdkTpYcb2hwOJjeZsDBGJXQRbgkunk8lE9QUIarm/KKtoSKmBAuMXm3ncyq2fqSEyzmYzCia15BmtSOklFBM0ZUQPTCYB0w2i3cdPP+EmpBcQrD1o1a3yR2z8RDt3hdyFVpb3hQFGW0d5VD3Eg2Chh5NiiRFJaKxA0mWG0KEkiQ9j+5tWPJovrJYP7dAb54bavhusrQ7CG8RviA8oXJPlh9R/R7VH0CPnmx8ROWAMBDjW1uFYoZyyWlp7A42+1lBI5pvgIB090hIZKdPmndoPiBEx8kewhXohpDfmKxIk8sJ9sABYfI8LY8gIxLvva63oBGJbw1WJURaNm81Kcol3tr88XujmXQgt2RXmkkeIY1ON25QRjQ9OTPouS1EUekI4TsgEtTWf4rvAEHTz6BPqP4RuDfsEMWUECMqHwzeHHzyt6BvsLBMByARPNm3hZTDoiJUJQSm8EEIMhluhRsgQjpCTqjuyDoRxBKPayhGNNeYB1GReXj4Zg/NpjKS45OFRw4bWz/JzqbkJ9aymHPl9eGYntmg2228ZXkW7M+CST3hN5u6ZHF/wTOdOTSca7dcWfC47cM+llP+y0MKLepasPYvlrK/tDzQupxb/l8jCefaba/J6lfb1zoXxqmdtnzubHIy+lrBcm7LgULnYD/zUaU9Bsz1Ffb5dUeK58qSeSzM3Az4WYtN/e8tt8zLSbXzcXH+llcjqY7jTXtNG9piUHPyWDUn7bXFgW1+olpCuqB9cfYuXag3mtAOJU6lDXgxvjJxC0+YNaeuVOFUK46pfV4QglkYW6BDSd5ECfVQKshzG0gDax/DcvgVfFWxUNuYIb4MfVOsKdWIPg1ov6mUvsgsaF7N49x+S1SWq2AeQPN98c6Z9QiY0mi1ShyQZh1VIT13V9v6m6VerxfrrIbhXQhlyqu+YWpzve11u8wWq7vt6+rrYhNQBLcSWlDvdZnndbne/Hv1gCrwlgaX2zlo+z9brtZ5rAq8imyrd5v6F9e89cUA5RxJfVXRqhtMzriM5muTBZWt+SrnTJaeiY4cAtJH41GjJfXLagmyzSIqInoDWD4Is4KZ7CAgbtGU7EChh7foeIVqj1l/ZePHkqB5MBl8MlhrmMyVdRIkDeS89cSCRzRMhH6yd/IVSCDnooRT5ni6FmrAxrpF6SAcIexJmknO8ICiYYv2W7IoqaSKSWLKB8WYzbS33F+TH17CZxAhB1Pk6NGsAM0e0FxJdQrIsUOO7uLaKYQNKm9Aj8g0WVzfsLdkd+kWzWoWLlmc0dsQ2du8JIvDmYIdnOJk8TirvvXQwShusGiMq+iExaT1WMkSkE4RHhAsLqgdXG0PEPGD+/Fglmz9FXAA+YhZK74a2xZ7zoIKnYTkmL83WP8yjjd1y/r6Ytm3xLTx4qqvN8JELR+FHrcb4LL6RR90faOh3C8xiKtxFPoBMIcHWpf1dT29K1BMpNdQPOFKFrRE5wrq9DXwq2Rt3S897WpDdosAW9Hl1Fead2a/+lYtxEnDbbeer2sJzZavPbNvnp3804oWyvT1Q80md4Y7XDQ3412uPNGKUzqDV+fmXU6HA+jqrLNA34XrcvG+ZVXPGrrLRgwN2/V3Bm8WT39tthreseniyTOVF3qmitWtV/FwK3AvFG5SwnmdPrdmP9oRtvBeTkXLL5zpXB1Du3gda5vxLc6J5feZpbYEyQtYqe3tplNnYHrKqunpr9ovYcHvf6W+Jb19vh9Ln7LnxiXnb+tJZQ3cVvfOkuPmfLrCx/Xr53tV1kMjuFQ1i/BSv4DxuRZuBBlAN5iVfsYsVhNm5BIxJUBG5dCwnMHeEyrdr2DT4GS4hF3yvhSrfXULdItXAqjxG1k9xEzPbBDWCInMSqXZHNWEuo5f6ta9lktAvB23YFfBDMk64+nw9kShGFtYjBXQAxZepMMEZT4+LYK0otx1/szHM3uDFcOjdqLd65RADUtUE1B73gBRqgeBevgc9RA1nl9DvQ6p3igezrCu62KIWP58ropQ30NimXfJYHXn+wb9yj6QMV7/G/fTShs8RFJRahSYidOnYqxXZlIVPPRPOXCo51ew6S4hhzHBOBB8XIYjrmBw5YaBo+SSyJaSJCih8EfFCyJkC9mSDc5zv8d5+3Ow2dZazn5xnlpRZkPPAgDDC/vp/QppNupQzOOGUrd5epjCr/e2o09poygLmeyhyNSTKYNS85DG4Kgn/n70afWcDx7aSYuRYYnRXxLPl9DIhe8q6zb6Ios+b5NQZDbZAWXKDH852N5W55rsa7XZDEouk+jeSOWg+cpiS7YQpGLdPrhMZgT9Ylb8KpCvCfk9qj1Zd4gb2lpIohssQbvNI54zAleazQEZe+uzZihygqx2XspO58RzJHLEElML4onBQcnu2STF40a3TncGLBxYOXexnKfsSbBJvg5SQ28AuXby24GOiCubjZY73S0yIN1Qc6AgBN0i0hPU6Xk42FzqT0Y31N5R3QKTrTOXo1m/rzCPOws3V8l8sbzXUM+SWkL1haLsN+NDyfZ9Vrh5bkH1s6bvSaZcDniiSeMBsmNDxumnRVXA5y1Szg8lZFTyteq5cL5SXq2EKOKrguKl6rJdnXPZXKD7c9cpC/ocf+NI0Nat85yXN1sjvNZ1/xkv2pn41WrLoi1irZmJXAsgWTCYnChMaj9YXWDuTw3wsbKmrV3X2aa8bXJmELXKlJcb8UmTvonPoz19XBcdPgXZvBANNjpfV+tjYetqVIjauWUTpx4Iv6QUQluIY5k/bcbpWs0qwC5wdvevmctudkGtNS3H7QRYQzNRzO+XE0SZl1p/KyiF2WW/RYZS0XMH3+zMUkAlLwUgpd9advBWRBMpMeqMSZjbKT0Qr39+RxYEY0Z3oU1kJ1p6K775aYX3Uv3ULrLGTZnChJU1L811f63wdgXPPc+CnYmc0NUwPFLX/AxDbWtcfHtVWYX/WAi/jMis1nhhiov7LyuYUzeoWRBS8HI982Vd+Uw5cbXk3SU/RpgVFXWt+UaiwZ+ZYVHzN1QrU2fSFkTbNl7DAce5Fj91NVdt3gZWYwVKzoc5IXnxTpmYXafF1mST86NYf1XeR6mC2GV75VqY29UCVz8QFiWDlFmc58YE8sFfK4eVmabM678wT1rnb95nmvcqZ8A3Fx29rTi508KeTIL8FrgzY68USVGYYkA6gU0kRCF0RzKJRGcWWNMI9Ii8Q1XMGkUn4mgJuNJgYEkaIQfS8ddkBRmwOKTDSIwZDpE8Xpu1VzblRdYjMSkxB7LeMOn3aL5Hp98Thgk2I+hA1jeIRvI0Gs3qrxBJiD6CTuZxEDImfN+g8Uc0PJKmHtUtgWTWIt0tyDuy7DlOT0QVumxux1Nw5vT4BU0D8vi9MXdXfwcxk+QatGd6eoPkSB8jIXioqAxx3yGHiGwCbDKqNyg9jA/I9IiGJ3TzBOMHQvrOmO28gzBAfEvIEzHfWx66MZIlM3WPoIlwNPd/2apZUD29NRdlz2MhHBD2JLaWNE2ukHgN3c9I9zNhFOIxWJzVBMIVEu8gH5HdZ+gG6L436yd5Atl/K8ad/1kYCrcsPDU8KXtkywOVzb3lmZj3o4Y2t1b/rbV4/dbQ8xOKfcJUNaXhm0BmulbJhbcRnFYWb651fQqLg0cDGF14X7X7o1Y+yH6Kk/CWJjXvePstT1e5mcI7LHiJFQwWc1cqXnmC1G+N8qhs0+tBrIxTCotRvSlqE2Uv+jYCV6hmM4BFh06tyHXxyKxwKra/Z/bLSrZnz9DSntS2ThncMpyZbJdv7V5Q9sz5reKFS+FT6iGg7EXtHlJ4pWb4iyls97V2Ga145Xa9Lb76/roKyTazcg2GybpnpV8zv7zYz2vbKx6thYXCqVevrh6X01cL/6jNiAr+N8BaHyVOall4OMxzbOzFGeXagkYt782yXl2CuVH+zV4LenooRmp79kQz9w6rhd0MOtuHlLpPCYx/NDDV5svamGQxQK3vnpCORTdsLmbFVNOJNd2tBkPryhxyi8vNi+Ucup6uNaqVz5Yw4nMgvtYWGh2YDauadusEawsGB91qD1q9+mKpvKgZWuAx0sFChKgrv4yXLgmXt5BuQK8Q2YE8uPX4iOhgvAGTG2NEpLvCzpzOrBVhaR2SzYGGpwaGHUgRREZUIxIShARTgjR5It8ODSVp64ji/ddk4+l6zKil4Ljx4zq6JXQ32vjy1oTVMmL8QuHjByyPmeV70KCeqLXM0IRq8VLwkCApYkYqByC4RbfHHAcoYYvq3Byo4UZEwa21qfy5eaGKmsW8hq15HWghZWbFi4Jm83SV8LPVnz2WfDHsUEsua6FHZIZpMPpZlSu54H40bwkxT33yDp1+BnozchH1sEWzt8KrizIrRKQ3YWF3wEK2btHQuUzSrPwtlCjkLLYhpESbnyjnojY5OOxM6ZA9x1jwuPhZRxQ1K2rUDHwkeLLl7AnZxTx7Y4ZgOdtU1BJ2Tx069r7FdEhIqBzsTCGWjDwUHEklZ4cnyI1CDencCvP97CY5I3lCQiLEyc48+ELRjS2fDtARyQeb2+gJ0HFYJveQjR7WbBqdPdkgoSNPlk9OekvIHRAz6qIHOjSM5p1UcMEF63iMfsNJ22NFJ8e77DxfNHLSZeNPgymDdAKmQBYxuydARYlBCcGSIoeidHCaKK5UsrBvnv9FMM8XMjod0RW/92KRRtQsJncRNpgS6gn4DGmD5gFJbwjpjiyPSHgwoHsYIaV3XHRc5cnqTx4+KkejH3Jr/eYLwuieXyBpT1TI3AEbAg+IG4Cho82bTOQQyGK5ampy+XzjQvXelWWDyxrE5CLqRrv6hHnrFyXsaF4EElER9xC4w3Il7I22iCe7D8HmLlp+ENK10/EBYaDz87C4cjZ3n4EDMt37mv5rNF+jvEE1EjkSSGS98j35FuQKzU92xtcSlQVX7gVT9InjtpjXvq0PQDMhGz3T0DtPZR4fwfkwU35MroSISNij4WBe+CQkB4pccaYhpjA2MuH7VKGRKiA3r0KzVyshzuDnKU/zbeeT+bXCbJwwYMu2WsZxwaoWzn3JOy7PS23dzffK8OuSjVkzR5y511Z7trwEj5ZJWv0vU3pS1VqZIKv76+pfvPDKew3Anh+O24dUmOmZhxs75bPI83LRk1/nuNnymVfPneM2aZjtcq9tZc19t3VVzrh5pXzJrNuba2n6Uk+b2txbNyvzO61Q+xzjolAkCJUl97rmLs4HmnOjq/1d3LT2rfoivGkRb9mXeRbW3hStkFnmcehynNVQpdTkh4zybCsYXya71uaAsSIo3yg4WY59/tTlzfl+RfyGSartB863/gxOrp6QNS6ro05x/YZmXl2oo7r0QlkpVRbWEm1px3GiZl6P2eqd75zTeFc1cvPfBR5Fi1/bbnFhRe+k7e8pziwIerU04gS0wnxIXoZNaf+WQ5WTip6jJ6XtF4np+RLLxn5ANJmlWTCXRtWdH6bc/VehWs6IkrOiYYBuQPIeTV98/HbQk2ChmLJb2mhnm17wMCB2OIhmIRcESQlSRrIpCERGd+81L5bq7hr2SNjbWTm+QbsjOT9YnWJxN6uwbjRGRuXoTKg6M/yE5Vqwg0fABMiBSCCgMaNxj+oB1dE8IErSsDAiMtLriKowBT8M6+Dnra2NXxSVRO48t4KO5vafb00AwB4tFi02GcAGxJKvSQhosDGrZltzckBDmtXM4nE5w4iqkmVj8u7k4af0iDIaEyqCaodizCKS0ajkkE1YEd6hokyixjhLOWC7l1LwNTeNrsi5BSmJ+f4cxffuhYKyfF/T/eZes2lUnqx5Z2HMUekQq+Ui7ZNLLmhBA5quATVkja/NpSLhdHgnG+OCjzpPl9c1ivOM6zb03F5zwiNQh18FYvPXRS8WPSh0rwokfb8/w7ac7FJ1ugrt9TvneO5lZ2rzf94iC5yZefl1k2tInOd9Wjqti2fP7A8+9tOanqHrzfe2j/NT8gx8Wl7Fn1vjwmoNPN+n8rNpqzGpXyhsaHft5funv5r9fbHu2z6eDLjeP+ehu1ZsnZSG7z2L56etvFwfs/C/TsVq317rUeZ+n1nnBcathkRA1T0rFnzKKa8xcwHCwlpMV4rFwqQ5aTsbBUlXn/XdFldPFs3iu57zHjgZ9DP3FpfOzMMKfcrFNljQ2YrPuB3I4lGdJ6nBl/pbmkdfLKuV8GehYz5hmt3aWt0CVKnGQLlYHzeGR7V9gWLcokKNWy4bZp+vOUyp4EIdegrfXKz0KR4YUqzr3eDLLWxFPREwrmQoYV7oMZlHu39nEBdUZovTbglePYyLQIk7D27NzBGTmPagnQlr8YTTblxUE02D8VCViI6Om15nKC7BwoKPb5XCArP2r3MIlSTZJSyTC0vxxN0azJsYYTZQLH1wZYb23r/idRGb+1DyCKAe4kR7asLqajxR5rh4qHgSaBkMPtKt9tV2wb+iCEZ/BGpuTG1wREq4IuqWYx7MNn9VGO7eH1K8H4qBnDgulYSy5XyJG215iOTCH4gbYdklv1ciMSTPg0D091wuEjyyQ1HmaTSLeXHLecHWRHaBJjr3UdT7HsyYR7LboannXDDFUrW5W0S6igiDc4cFF7A+Z61bofXN11kWG5//oZOv+SLjKZ4gk8V8EqF4xZSoG1rCGOWqGvFmXYkiDc+iuLJLfa8w6/9Q8Qyqh4A47FH3zJjDjs1n/2Ig5/MTV6GfXoFwloS887VdhN+KhFtTDIfJ6EtwzxB6oJ/phCQX1mdq+KxiDFh3CQvRJdnPbKF4Kox+BnOFAhOzcaQrXTiad4AeETaIXM30joBopIYmR2Y8FUssbx4WUj0ISr+FjEhCca8GnVDNHnZs8jrNc0NzSVz/hLJB6ZwsOE0Ko9E2KUrAwehMdegyumt43aMykbGzrO0jAhz9LH8NQU2JrV4n5Vzas8zHU3Cg7KXz2jXl+YQpCqLTqEjNu4tWVDHq2qHauweIJz1n4wqeCaX3dWM4poBWnH25/OKcEIZE7QNOE9d09RyD1dw6xz+dWyZy5n5r/9DwcqtKlsxXtWY+qXtmKtualbntcvCEAo/2zZmvWsuIiyazeDbOwr6yMM70tR2vsjjcCss2CotVxh9Yzo3O3W7q1eZ782t1+BSd6y4bW/tcYbHO8L5tNPm2N9a/X8IMFq8DtBlQxYCG8XVCWXqu3uCJy0lh+J4hzK3wVnCi5xbv1fpB6oSIM6bzCyDVUru4MfqGXxmtpdJitnRoMLAkiqouNK1bv1S5AuV55pBI7SIrYDh1kSpwKBtW7c0CcWwTCrOsdYFTPr4CU80N8Z9hbAI/mResePz76q7IfM52gqIVjgYv1QIDLb2cYczMFBZr++em97mykNm33EkhcvVescRpYKiWd0QaBrnia2V8S48LUwwLz4k6l4IxtMybCOIwmT0fqgtzYUSkZfTn3pZ51xXOUSFZSuHimmfE57QeXMpfoB68amkUjoUu17XnthULE8iCe6W+Bu/qwa6tvSid0vxeHa8uxjHD2ODW0r65aWce67UGt05wp2kTmoW33CleXUQt/n9IyPERckDCB+i2aHoEva99Ug3k7AKXHmP0R4XNLWHzK3T8TN4/GQMVPyMyIOEdSmQS94gZzMW+C2aJkw49OQVEtgiRsBstHFG8gfiGHB+xBMpHLNnXEXSPRCVuIlmuyfEvUX1iSob/gZ9AhBw3SBbkyXAn3zxCSMa6K6h+xGyGOsgBS27tnxrQfkL7T6QpodNEks4Su8WMdomOAyEdUFW0ewICU75DNTBxDUCUI9KNjJt7JB7IuweYEjL9BvItOZv1VJDBmEoZIAxo6CB0aOxI/QFNiUxCgiLRmNCkbhmiO2NYuwOqkXR8i2pHPO4JTEzyBWR0BcMG5Qp0QORAkCPaT6SQEN4g/ECKR5IcCKEjiieECxMqsyJKjk+G7eHX34Ru0HAsrUVos8+LzAdqXWgz12tNmjqdb1qsl7IHUpdclT2d8GfPcRHWTy2X2rabjWLeCVb02L8uPTtWm5fOH9JU7YRrphnNPlsN8lb91fV4yl5VlQ0tBWpofqPQXXoVS7PbO0/TbkkNH1atqov3iawFgU27KtQ414t5bfvV/hJKb761rDm1thS+oRnQ6s12Dpv7zm/VvBnaXmcB2uWe2uw7brW8DA/T4mFBjLxse3W/5nsq/dTlU/O8te8162dmzJqhL9doNcQogKgM0rzvFl5X/L1Vjc+Uti+y6NbymefeXZbS9nKNt0zTYmI4han/Kji+ECSdK04DQkNrAGnmpMKjaar13jjhCtb0bdFl80qtaLmyym9FziVUVl4tbG2er4SmBWXbbLWaWHal6iHFsavF73qt6Vt7CGxZlfa1QjdOaHXhz2qnWZSm6tr9Qk8Wj64HOdfVdn8G/bxuK/WRM6/X+WqbWu8luhzv4lltxvZymSmqC7ezx/WPRxPQkDCvyc4EYEJDmnwNB7eSL/x6PmAGH28wod0OPByj9Srbs/oGvE6j93Z2Eo+xTvSQMKkIbDcwDWaB7HVIGIzfUjdcqB7+bggTzAKYZMmv0TfUJLmAMZ6g8hlLhmrJjE0wZXklVHeIZBNg6gF0b3Q22KTZGTdj8cV7zKtE5wg8Y0kcDObx7k0H50tcmaK44ExdEOkCQouZfo0lNh4tDFHa2Tiih0SpFr1HR94r24OzjzVEpxlPiCSyCwM1ufCfDvPAcLojboUuEyp76tlQAoQ7gz1bWytuNCK51PX6Ys4hiil+hJIsWWSyPhCxXInZQog6D1uF+QrqScqreZwU7wNXCGgJMWQx7U1/IOTsgmgx4bdIRsKs+NEQyMXiPI+EZJbgKpCCKa2ymOIhpG7GKTFwZgGi56/bA6pEDKclHhEyOr5BdUOQPRLGkkPacTR4hDLzwCGYAkCTGs67Rb7oo7/TgQZS8Szys63olcEw7dE8ETHY5pwonnAmxZhmeUoyJZ95zncmTEbJ4l4Uyd4INeH0am+yDqDZwn9pyUdBjxAbmYsZdJkF/mRy5FxqGnwNK0VZZruQeVJpHznlCL9SQm/GUXmwBNjhCWFE+TUS3iH6e9CfzEOcHs3ZrOcr37VH4hcsS/fW6tS+2TJHLCGzIGlA2Fh7Ahoesfw1ZZFY/oPsuSOCTISczNtInyC8R3gH7FEmU8C6h1qVtZa8kcGjRVjCEDS4h4cL0cXPbKIdoh2qR7IeII7QT4jeAdeNreYXVH8i6y1ZrwkoISUb9vCIiJhnERHVGzQHJL0zhSb3wI5ARLkix6PLA258f3kAHpD4BonvUP1C5jNFEWVebKPtAWL5eCzMXDb6jK+PwlDpiMhH4IiGa2YFhJIJhluqkCyEcSCQ2aBcu2I7+X51Z3VImdNr3wtsv9H4utPCL/aEaGtvvd/rN30ldX3xsZbzWg5o7YB5rt6FK+/JAeeklfriMihP4XROAVqv+iGi8DEnPNEJA7lietcdOXd6OGM5sn5EzvzSVWdenpUyluefsDhvz3Xy+b59ve1XlEqJWzVL2+El49mGfKhGd6u5KDM84+x64uZrungeVJq269eWu19adVaFBTMzW7ciXb3RMuJaxt52qzw3+xwsOfhT5VZVosl8bQkzXX5thU+1W2cQG6wPqour1oNTC/nWU6Y8Uw5N7ZCp9fiabLpqLnWlklUb1TpkfTJ6XXmZdJ5bdaeHq8qYtXi6hulznWqtHSvCSDNvtvnYVJb6lFmaOONBOyPLeWF+vgrgZfV06YQpH07wY93nprtz0tHFSZGidGkDdy0rrYjR4HwzRscTXb+9eL59q8WBlr6dW+9nhrfqQhUiasMbIas5e83W2zyaPVGhiFmURPOE0NybBEMyGjMSlRDH+ppkp4XpQDo+Wn6EGvbALHdUd5jbuDOz6YBkRUr81JxAozHtgnlYaCbHIxp2GON3BARR8xDIISGMkI4urB+pVoEKWffGcOfoilpzac+F2c89mgpDqOaCHEGOgiRzx1eJkEbUElJghytj8FUVVfc6SBsykUxCpRysMsKRqkpSdyemQ/SGrJDZeF1iuTdCcEusZNYuKKTeEnDrwSmUWYSZO2ya4S1mFReSJRwL4ooinWwOxOLgypSBEQsz0Nv8yUANDaAFjtkOUOIHm0IqxGmeZsJoIbIstMLr0W2Bn2e2TvG1oWvE5/zPr7Uji4qbBlcWxaeDeKahM+u83XekrMWT176RH13sT+s9UuZ+PBuexK9JQ/IXj7W0dD2esquc9nnxeiVfz42tMcwo3V7v4yvyvK7um6b7q6UBbuWdZAnSeRZX75zjbuc+Lufp3J7cPl2+rvfZ87zNi3Wsab+y3OLrLvQ1/DsD6ZZp/dre8gI6LZ45c2/N4b7UzOmb55pp9vZ1XJ22H88smfpFCwa/0INmyutXv7h0tJT5GV+2a0uuUwzTRVfrdBaWrH5veZkGfwWK98RiDOcGdAJKD1laG9fax3aNnoWNYm2e3GyAvkDhr+HUc7jf1rzgRJ9fVot6fP3Lqk8LWMjijW8uzRo8reQXELqqFSuGPGadW4TBRbFpSuUy+DaUrmACnzw/G1yAGgWRiMgGE76PDhvzeDA67b+BGoY3lL6I96/DGKrouGJ8JR6irNbjfFW1qMa9J/CQQ+qeEzKHSzVP2GbDqFbNGN9SBcurBSXFAr+MQefPekYs4yrjTks+oWjzas6ITLW8p8A7OKyLUZsLuxeWjxmRAwvlkwuH51XvFuxakgEvz0hzX/0sVm55v6UYVIUyRrVxVRwoYPo2rJ5JjsHPFDpuFCmYIqLQCscZzRa6WD2Wu1RtT5zhVPm+2WCC4q1QYOu8qNRQvNG5YlPozF4WUENfN2GICx9r1Zf8BE41s/NKwQ3oisIJS7htnhHB7dSyD1csTIwEQ4NqGaLzWFCkGAbWsF7Fa2Cl1Axu8KE+96HQNX/Ic5xYnoNWoJ89T4r3BRAdMQ9dqcNscUSad/HzjD1TlHxCTZZcDDXE5yR7CKdc1prTlLqJFflYmUf3qsqZl3fTMyXYWREPoSTucW6fBwv/VtrWiaBmxV/2PlMSbg3+wUIhkS28FyE5TbmG6jFm9cxLJFCt/fGwXFLCo/uydI8wcvHYKsaw7tFUznjEZvQFV6TCzGRYpuiwa2WdeJ/wJOqp5OBxuhtBNaDcIlwR3PNISzt5NPpbQqvnaMoO9ijFa8OMSYTg5+jMwsC0rNV89KW6oZ4Hy16BKdUsS8PGxzj5mnNRf/Wc2NQ9ou5JYIqrGpbbxqgyYjlAisd/oc17X3NdpcmmED9QFLBf43rhWzwh9Mx3Xa6NmYdYch4qK9Qv+yUNGZL53gkPonZjtiJrubHlvcLwzazgKWtpzzX78KK3nL4jbRiPpqNos9eq/18ed1uG7HmZ1/qIMgNB/UUpFOwMs9qOp26zZT1D7VErEl2Lhs/ypIs5nX+XtliMVev/dpwLC5lmTN/MUNaOuIWClo3GO1wsCdfeDlrIwYwVugCudUybzko9OMUVczWPsTICxQ1By9wvOK/ms2wo7V87Z6VPK+CHwlDZJmwv6HKyfX3MBz4fp85ub7SwqeNYY7/3ZKVMmO81DIq7WGrQZgNpdlopbK27GrdwqbsxaKupLTBUQIIzxLisx90+Pe/CLIA3oaBVWeYoN33x669GuPK+IiXnQGFAm3iaeB9LL4r3wdyXBm66rN2uOm6d4ERsXzZ4+IKzQ292ixeath1vC0NT3U3DqtF23pXZI8YPvLXtCW1xrng6FBQrG3YLizr/QvUzZIbRbLG5QFqW1LpdY4XWreFT7Hea8ZV+tK6tdR6hbrB1AMs+GCy0qQ/U3Yzt8DSv81mRWIjhbGVh1Z0q3V4uAsfBGAo3SMi95Q8I6dbWYne08EPxkRifyNnifkoKiHakcc9xvCeIEoMzZ3lEdWKaLI9BP/wACHn/M3AkiJnQiJrbvcYBDULYTkiemPQziQeiJiIJyW/R9A7tMnn4GckHwuEeorkMqyqat6AHcr4noMSUKRZySiR7Ai0dr2HqoPMQUP0nZDgQDoLsO9J2S4oDjA/wdIC+Q4aI0BPZkPOOPH0h5Z7D8S05KOOwRwS6MrdhZ+t3ukXpCGwJ9KR8B2kwbHRvNibQLniYpz2EB0S3cNgS9YmgXxCNZDqEnqAdkp+Q49+DbNHN3yBZ6I5OP4PYIT4/kplQeWPv7h4I046weY/0V2jqUY1INA+TnO6Zpr0pjHpHBiYTUsTet7SETEI8Whzm1G3mjfUbS7HqmlGx3SNLmJGWg5jfK7S5MkANvSvek/V5XClDZRyYeZnCQK6ep1EyL8pqrKt9UNvOFPrRhihYMDpnvpa+5LWrQ+ER1u+LD2vJ1czjtR/l/qKdcqVhWUTnOSjPVfq/3u8rDDzEQQkQJt6BBV1q93Vvw+lb4eXWMGlL6dGrt9GTt71PZdcrl5aM7oKXLnwElHlrDu+VdPuY3NO15XXm/i4Z2YrdzqjOOoT1vlDeWfKLy1xU873S9xnFl3xVxZcy8mbeZ1Dp4pV5r2n3wNMunhZZfFvzvGsjmMXcroykZqHUaRvGWrWqI1nAacZ3Xb5fBVnLUnf/sq51SXtOhyl1jcjistMcZz/a+4LY2b5esL29HmJlSXs0N8YxBa+kIZfM75XTRYFngb1owRvvczl8NriiivPVBZm0dm0x5AWsmi/tmgilGVm+WWmHNB1cUtqKC1rJF4t5rUY+DexKu05vTzzidFHzijYLVdC2Mmapq0rXg/TXW/pbOissn10j0C8jYlZGD6kT3OvABcs12Wmh1+XcIEfEkno53nny0DAZ75QDEjqQ3kJiEiHcAokQH9DihaXzOUCSW+UHxYQ/HrYkW3JSkS3IYAYVzjNb7Hmx82TKlicCMM8G3+9EkBhRUo0pTvAQG3lCckbZmZA2eESAmqAbhNGu1XA+QhWg5R5JV6gmJB8poYqkCjQDSo9Z9X6m4gMCNcyHT10IjfeZsuDzQ7Qxxj3kHvOWwI/fCThgeSye/HkLAQMbq0sOWCiWxhDFQzUVowOjBtHp3gHLKdFTwmbau/5bsllP6wR5DxoRvTLw5CXP8KqS/dQb3OL92FvIlmL5H5MJ6XMP02AW1WGyPGkxIdoTKALIDgulYmfwXHkUUxAIFj8+FyvyaHulJmekXEieZYcJKXtKiBpxDxsLwWptKtkF1JmalFs7oz85IaIE3DgqutIhR1M0pMHg3iuEo6k/NBJSRFIk9xO5N2G7ShNfIidinipemizSBf0F9sE9BjrfLPLBUCEY7uZkZ9+QMyErOXZo3DofbPujeB229vegD5aIWG8MDn2e6SlKCeWkat4mqkfv8Y3NS/SE6FUA72GFxoBMg5NTp5fBRiOSzKjKQ8TN53aTCzyna362CEg3mZw6fQY9InGLhB4Jn0GOaEzAFZIPSNqhekDCgaSRrB2SN5YjIQqhD6ATMj2CTKQ4GZ6MvzGcYXJYPHlS+wAMEO5BjgTdGPR0i7KB8ATxgE4JHTNBBmIOaIjkYOdF0cFx2GilyrXhX36y+e8KHbFE9ehHm7/4DmTrJ5HJ8onkJyTdQLoyhVU4Wg6UfoJpi45/ZbrkoL6esNyG097ofndjHOy0sfMyD6gcKUm0pSSNzgOag6+naDQ4ZjSNkA6Ibgj6Fg3B14l5wokmJI8oW0Q+YMrcyXmSAVM2PxlOde+xPWrjcsJo+Dbem3FdiIhE88qI5lUjkoxeiOXDsLDLG0RvjS52GeQI4QuQCa2A/YXyyzwhWg4L56fOcYpKI7RfvT9/LHiTc3V8c3mBcf1F1Z19yQ8wqyu/pK318BdysvWDr637mwb6zAToua/PTXbjQaLt1TNM8y8qvmGvD2NNf+bD1kvIdB5R594vTn/zd13dWzQxM/VnDaLbx2cf52f6cqb5RTv2Z2eewvQX2Kzfaxn355BHlx3W5oGFgMov6UpQsHLhXq5t9cPDKUzrGdMvS3PBDm1lrPNh1UA3C85LX7TpW8EAaA+Sv2D3XQ9mIXCY8fzEiHWhpGwnfkU069UWl9t7eopH535Lc8G4rpPH5IUrdRzQ4FELt3qzrr1lkvG23pfg/AKuNzO2hs75Ogsc27V0ro11LIfn6mrbmqnIuVcWMTzLe4tuvjTOc62XQxbm5qiYd3RWc/F1CyFVj9sYsjGDevDmgr/rVvqFlpXYqxEsQV6amVa1g7CFxHIrBkZgspwD4ocPkocQjGZ9o5331az3lWg5KaaDw8FgEUJwBkQxq4qjjUFAq/We1jzuqhFSZwJ590ZADqgzpVUBVmE2UuKypuhWL+oxgGVvMpxsBwrxkHCanBbZ+RGNZjEmXXDXaFMwGfSChZHyTktRzqnhfiZZzopwY27IQdxay9dHhzFlUgSNk/W9D2gY0D64rlEwS7vBBAhqjJ+BstA2P8gvrCExJYfkGv/223CuoKqsLvCKytTh+vyjp+v4K36ri7l9qcxrT5aXXujr6g1hdRj7yj7c3JuXeWP0snhsSWlb6/wVVXmmJV39LtvxOagUenxa58nw2i8FDK/1VG768ucpp76UX/c8LDA87cV6a17W2sy/LOemvvwt3Gnda5+DxhLGL5aWXTvLIq33pVUzizZaPu35PX75xgwfXTx0bs9dX1vycasr5xs9yyJ4vYspON/Os0VOvwtU+WX7WQTWZdqrHLOlKw1TWsHcKAFbZ8qXyOZZbNLnbrDin9druwHy13jBCmdZPSSnz6zJ/5m+nczAV5eJnF8iZ9o9+96qmfMYMDegJ40ps4boVZV9E8pVhYy4JXR93vfoyhtbguMlMJyfqcL16M+U/ALFUr2ceTqzLK1NxNn6uSJTYxhVDWLKp3uslhDChQmjCIHd02C1BouhEbRbT5iPrqI4YznXW+mrCapsXMWoyftUjcFc4UFjiVtDNOW5T8xxyq2Oifn8Z+OrcKjGcQ1s1C2BSx+MCfNxdiwGXS2R1yXPm8xqn7HoBkBWlDTvT9r0u8Cy8SpYeB+8YttZFMlNP4om1SsqBnConVM8YW41Witg8jNFbV9coZ6LR4XzseX8VDy5yvuuZCuhpWfcd34fzFiwJN42IM1rVZ3Hrp0oHfF2nU9fRjIwz2kzRrTrxYFfEQ/1VcwrtKlXKOGztUmoO8uqWjrR0hSrw0AhmNLcjC610oAyfxaKywwvwwzLMl9+LiuhqtXPatXwTXBaUDtS96ACeMUUitUjRWW2NC7tPIdMuXijxPP3ny0+nyqYQs2VAt7XEpRKxU2/JLjHzRFBXIkwr3nzak+NeMFhUGlIsdJ3Txc1RZRmT3Ku5qViBnaKYImji/LRsKzQBJ8vjuaRog6z0OJbedbpV831MXv3lPDRNv6Sn6+lpaYsKO3NtRcFbQL32tdyPizJyb1dLTS1XCt0vaBdq+z13C+zMWrydZjqmIQjkh+p4Zq8GM9n9bQeWDVKi/deRVxp7Qrl4N4RHBwuanAXT7YtuDJ5ckXF1TzfryivVkJUT7iGiVOoBh2FNs9kvQlFU9fSihsolksnXNC6tvWv9bGlCJFbW3/fKwtSlf7We/YtwOIdnbu26FHLw81DMWBU+Wlrnd8MfPlOM7pqxbUYDLqAiZcqi10e6NttlLoNziP9Gs+6/D+/GVbvzHCrPaz9mA3N5bT+llbXZ/S0Y18tSyK7FAOU72GejKYTLcu6wNZCuBeMTdkg57G3FSrF8r4wE63ls7eibXuOIDUhyLyxzxsitZ7C5FY8LEAs7qEnh2k1gjRfWPFL6sS0sdZZrD/HS5k9RmarzuJ2BnVFaxHuKzOj6URzZsNcSLjC/QUDV9C59NI9CaQwv2Wu3UoBaQRuc0JmY4yXszWjV5m9Fzbok+IMmcwrubj4mcXpzCyVhmThidN0GzUY1xtL+jTDrTAjhWFrheAFmUJTx8xkFZfVBd1ZDHUljME3Ttr3fCXpNI+p6Z9WvE2rjSUs1spyXC1DJzOjUW7X/BRlFevyTZlhXmA997QgwpyMq4zVxlE2+LK9Nc/MDQB5QbtgZtirPWOFv/WneLqcUjqpz3xTUWFK16CRLh4Imgk7RbK5u8KITluUAR02aH6H6EfIB5SI9gOSAv0UkDwRjiMaA+lqg4RILz2ikHc7W1PRLLRy3vqwOhP86yfggHZvyeEtqg8oO7JeQ94i0xUy9Qg3hPCBTGSkg5SQ/SfoInq9JQSllw1oRg8TqhORn5xPuLEYtcMEOSHdYImf04acnJHrA9o9ovFgioOgoEe3vhKi2Lxlsll3DYrknnh8h7Aj9D8CEI8fsBiwxiTl/USWEfoD0ispjuSUiNuO0EfYbeDQk3NP0mtijnQZRHqIV46vIxoTiSMSB7T7F4SgxO4A00iY9qgIaQN0QkeHaCYeH8gZ8vUHs7zLQsiWz0MSaHpDTlcQlNhl0E+gf0JDIEVL+Ci6sZisk1m+5O3OYDg+NfvXK8sKR+e9o9DTJfVs+T27VAisLpZV/SYNSc7tOmHeQ+r6Lj0odK/hFir/5P3Rpv6m88tQPG17ZRxWZ2sQI6tn29wXLa+CLuE1r/5y6FxyN9VrTrPvww2tXlU705zm/Uqbmp6s8kydKI9WgueZ3y4sg4+rViGLJgp1XQZBag7b4KEImj78glLpt57OUdP9ho9pZmI2W/ebWn/OM9CYkpQD4sI79ARZG3jO+znNnC1fsOtLBU6z163gomfmvU7Kyehbhk/nNV27HBY83uotb7vgb1vr3Af1/aywTFLhU95d7qXzzux1zEzbshMrnqZ6MTmfLA0A1p7idY9dt98Yc7yEblLDAPjv4L0NhW0SZyWkslEVlwoqF5A3/Ik001TOY5qZBbENGBae3y0kdP7UltVT5rRd9aXlKKsHQ120S8+ss2ndmrrOTtMKtmu2eTGets6CW2vZqTRtLW40W0StWJztXK3fE5f8FSBXdiQVzRv2bAnIOplNZ/zr2stiNe4Tb50zxUKKCxqu/F3nmfGkqhowYfkVlgjXQkqawOyRObRGhBQxQfs1uOHFTN4jqldY6JMyDg8tlA5+vjpingO+qkKHhdw0q1ZJT8AXkCsI1yid5TxghPhYFkilESiQLHa/JYeVSq40uHV13vu8bDHe0R+TCRMyPkHeAbfADSU/Xg3XEdTgIx3INSU8iTVkIU8kmjKGZDwcwTwnSPfW95AQCah6yKhgC1ZSqIJ0E4IfEXlCJZjRDRuEO1QTmnogmTUzExZqRChKkdmzzuKji/aUpNVmJGdeyCQ/E8qIhoPNe37rIbI8OW4qwr+NjZ0vvmraXBuvKQpdCVE1UELSSChW4yaEVc1YSjPztg9gHhSTuuevmj1L5x7/6rlFkvPK4YgpHkzRVAS7UnRW3RUaLOG0qpqltngYo7xD4wCxhINJoIqmA4jlfFPPz1D3LIGSWDk7PpNdmeEW/KGLEDpiGBHJhE4JQcnqwmeXkxZ6kAXDgSBI16GaSW5xPivHrI2szEZcAqkkK08YXLIpWXJ076WiBFFXF+qE6h6kQ0OPJAjjYLL6YW91TLbZpOhKicNk6y6adT/JPSM8rGyNQpBtUFlG4znZEIIZieloXitBkoXR7YxPUA1OR4IpyMaMEAnxikXuw6+im6JpD9oTw/fmYcUImly2mhDZEmQgSU+WDo1/BNlB7oh5QHNC2WMeNztUA0kH32M9P2gofMsey4lj8JZ8Bal40HtScEZUHlAmCG8Rbs3zJ2Q0QU47n8doz4YHLHfODRJ6NG4NQdIRi/hgBnJBPKxtNqMwo2fZvJa0B7kDeWf0GPdaVEFTRHKHRRf44vNm+RVFbjAFxOh01JWiueTzs7w2UsIZ+3IwWnREw4CFOhqwpNPqXkJ7JDyi2aIWGE0ZQc37QzNI+hNIRMIVrTI86x1oIuonhIQWT/pkhncWXrm3s3nsQA52BmeP6heQniyeADy8dxw4IGEkxHvDh/AXqAop7Rc8/HPll+eEeGWR9Q+dWYUlwz+Xc90+IdUNryKLizI/LycP/BOXlkNdlq9PxVeqbT91+XPZyorFb95p7z4HkraJc6N57npzdjl5ur11njn+hlIqkHP2cysGVmHW6sMcp2198FqWGYNe6uj6XYfM+jBStPq6fGzpMrGq43REX0XhWRH2TE3Lk8NJ/adDldVTrRBYOQ+7U+zQ9roqSzcfaR+aH6lAdMGRKtKEAFoInZT5etUmW2Wzp8QvQLgFANvDzAo7xNqX9rnVu+dJ0Bn4vaabyopx1bNfn29HZyQBzs1zSwW0ua4nz7Mc98mdFdKfeayh1qf9XFdzUnR5r0Wnb2LuX3j2GVCff+e1q3XVRHAreA1IUvegVXOD9NwAIgnFvA+EDqF4I/hhyS2kVDyfgljSPHELD5Wjt+ZMRw4NOTDXZnIPOsdeDah5BHjOghoTsh7qqcI+UUGy207F3tpM9n4OdrghBD+IlHadOfMYnxpMvaCIMY5k7PCOjU/NrVaxEAYW1iA6LZ3swFiFGkXg4Iq2bKdlG54CHTUWM4JqRtw1WhqLpWLJVL1/NBicQufu6WpMXwbFY5X6AUJlg4UZGHyeBmcM1WyxonteqJ2gTFAWQDrzsJDgSjGXXgmIW9cokz2b+tV6/nOUxk76maX7zHayLL+wW6/lE4po9ZxRxqqmM7+ev+aAtnJmX1zs7eVqZTjLa6uaT8ihnL93tscFl7/GzBZq/TLvcq4WKQx5Ucac0L0/DxP9bK9OqpcZvov9+/w+8jw9boG+7kCL3C3MvsYdP1NWr1cDq4pLX+MnV/zQ4rp/niyOcPKcsOaNWxxqu6HnkeG5vn3Dei49mX+tvz331um1F5ttl5GwUDAgjQJCHMf9O/5X+Y9n1nux+6n77PqR1RJdsyR1qtZzWvfQFc+4phMnDZ328aS8hL7rd9dtvTRBzfvCGXRutDG/iPS/8JIdA57jl3V+6FvbWtfxtSKhtrMMRlzCppR42o0lqFtRm6VvOwlm1W1K4Vj5g3LOELrK+1TeW7Qq1mqPxfmqNsaYtghVYNfEVl+ENS2LQ+e/9meFj8711/VUbiuzlqo1cqLylEXoPL/nHgLq1v2I8UtSFCPKwqiwWgT7s2X9NPvT0r9L3FK6MJyKeWkUgW+LBEXD2FXaUT1bGmOIRXizxR5u8JF6vZmHarXdwHZJiF9ZBBM0KtUArI2CULpRvFgkV4t7o0POZ5cxO2xNUdzgwEK2Yn0HNQVb8cYtj6pWI8YZvq1YsczI7CFUuDZDbjMctaTuLAwlDYKG2/WM7XOjqJ8FCo3Vig+nBowtVZIZp9wzvHpW+L1lKFDvI4YPFoa0xXVsbktorVz64Qax6nkYPCFytYZ2C/jZGyRS5SOt0Undd2SGySLyhb+DUDw2ZkOecm5oN5ZvwTkLySUMiHSIdFRLUDsgmsU8s8KyjkUEOyuaMV0xMrVHimFhUQYVBaCFDMqSZwctLTAre3S7Zmfj85qY3L0xLNRwoVXS4PS0+JPaKYeTeHg6wbxrNDkexjpHSm5aznN9Us6Ok8NuB5L8bBkcLzOqI8Wwwer2cG0l5FZZmyizobTB1qZ8FXXGN+MyQhF1GLT03HK2zHJIr1sTJcR5mRdx2myneY+A4Hlu1PHd9hDPZTHHpfS6i+dX5CvcG/ANSghZfc4AbPah+s+Xz2zESsGl1oqr3cLbbycOEwXkxYLDG2otV+rzOosEyz5XCJTIEiRS+tS0eeKiXPpQ+zuPdga9zDStbcC/Z8cUWb6+eP8cHGR1uRx0KxFfNSU+/koLztRcPPGCtH07DVzS2o43W23t8/oa3idLAtrCcZ6nhhX4BaUg9soq0AFpG3xhJGYISaVkQsmRsDBJouCAbTLLOW7nc96gWViDL0c0i2/aRUmDq679rUlv3GOg4p8RzNn6s8X50jOlJq3xn2a5kOvPdqbEl7k6zGYhvyzqrJhQN+VST7JRabF817bD1A1PCoxbLCmwXMK8WODU2J5lc6ZYYDqh8zictj+7NX51iVhiVPk/j2rtKfG6Mm/5ddXM7XmStpmAafOk2oZDsf5Ts9Yp1jP1yRYOsni/Jq2vjE/xgFnSXoN/so2iuAyuhTZ1c03N79V46o2Weas7m39rqEF1TyzrYYXrlfEr+O1uzr721mt/SZ+8zRan6hxXCtrM5wqOa0s31uMu9wr9OA2AUsUMFebFqrBdJQV2imjyOl7nerguIkI3dCAdcT+ZwZdic9En6Ee6mInhwBiuSRIJaUvHd2RGcj6iZLSfQHtyfAMyIPIWYULzZ1SPaPzioPuAhVSyEFC5O0DIdPktQbtqCd8FsXCZU4dMG3IaybqDcIDuAFNHSB7uKN5YDoh9NuuO4cq8GA47g9dNcF7GGJYoPZIVPf4RzXvYfE+O16TuAHmC4zUct0TZE+LBlDFdQkdlmjKEDSHe2VqkMyuM7kfIEzKaVRYbjLbmHaqQk1m4oB4CIL4B2aDT3ixKpntIT4Sugy7CJBZESQ4guxl18jUh/QD9Eb3+EzkL8nQDqSdzByEQphsgkuKAijDlN2iKhPETIezpuom+zxw7IREtRur0GdEtIW/RPqKbD4ju6NIXsnQWpTcIQW9BJzTbmDj+Znb9fmWZrcVnUmG40RIZmT2KynoA2vB4VoqgoawPp3Orhb7gsxaErPnaKuZleat+a/pnl2YaVpTNc9sNnSpX6pjbvb/03MYpVdihzdj9+SBO9grFWu46J4OupKo0HJo9E9+3telmu2c2dQpV4FAPMGuPCJZVm3JSZxjVbdlDy5xwO7V26kxWT5amT7+MgWvIdcNUt1VrwU3jDcxNvLxUDr/l2aYT4qHTqks9nJpYt52Yv0mBo0IJjbDmKE74h/VUr7dz5nkxcjrvq6bjafjLssOcCKRaPopTJVHbQyl737xWy/OVh5PGx6gYa7TLqe5rtbFmuOv+yQpp1husnFazGN6a8Dwz7vVaP1MKuE02rJaPRyC44CE4+xBC4X1nJYSsxlmn25vPLhs1GamSPSyJZMeXoL6sG4Wt97/OuN+YnT30tMGzQ1TmA2XBzzMAXbszrF34K3/dtrN6Zr3EzwGlPNDS7krUWT2zqp9zz61u6fLVpSGA1vN3obpVH3tSpz4zjqYP63cqEr2Eaf56b7kDxC2UNZvSIYRHjB83QRJuzSx5MCv6mDFDCbHrMiEyWtz5LiEyQHyPCXt2WELVW0BQD1OieY+i6KbQc1v3oltM0F9MwYtwqQO5NbPwnEB2SNgBN6DvbA8riYxdmBRquA0/t6SyP/neE4z3DWQsgazDexrdu7WD0IT41A7yxvHfaVZ0epWwvpbk3mLeoITJaeYOOODySyRc+5o4oiRrLyuoG6OQ3Ggne/+3EG4wE+nR4fhTBV2desUt7/38WvJatGtFPNxJEtBo8dhLbgrHHykCL52MJmTHk3wwgUvnYUudt1D3Onl9EWK+AgLZE14HmZCQySl7HP1IEDOQybIzWjVBDfsl1ETmkpP1K3beC5cfFK8XV2AEiof8LZo7SGY4E1KCnNGYUQ/xZZ4lnRHPCruM9kdEB7unHmNfIlmuEcd5EDS/R4kURxxK0nV1XqQT6ISUSngbV/yljCQ/K2uudDcT0SLmdBwUtRwRtpYhuLKmhHiV0euJ2Dx3rhycJhizeeKwtzNJlyw3X46ue7S8DJke0Yk4HVAJJOlAI2HqfR3Nm0v1qgG0KBxSgCxIZwZhsYRtyhg+F+8fEQiCao/mwbFLUSayHhzdLKKF1sTor0W3QOy+I8Qby1cjxaNHkW6LxB7LQSHmMZEfzRuGG2CPyheUA5l7YIPyBiQSooWfE/cM0PzJ6o1/jUpP1j8CRzpfP4KFniWqp8kzDySLWbI38iY9xN68NSShYiGPQlaUjhwH53sewL0phGw4KYHs+T8IbxCN5HgwOsQ96BFJ3yO6JedM1hEJ4mlMjyhHRCIiPciEhgOiyY3aOrK+sbWXbb7RB5OTujcWfEbZQ7y1OkpSak3A0Xh4UfCE1pbio0OKh3z14gqE2KMY32Nz47Q92jPmzZSwvDUTWXeoHoli3hsqRUErkDpqlkV5gi44vc3Ak7UbOnLYuMx3QDSi6YAQXMb8dXz7ttPrs+U8IZXVM68it88JDL9h7bzm8efun+NRvl7OM5NfZWjOXpWv3P/l5Wv1nTtb/ZJ6/rHPP1/mA85pveeZ++UzK4b9mbvPvHz25i8Z2/l3XqrpazjxGsHAC9hYD0iNoOEFbDhtyivQ5m5hOtcPtwKd51pYv1t/t6fE5wayqv3PhnzPVSTLz8J3nRwYz+Pcso5v6e7qcLiqZ/nMmqq1v1+ihPb5lVXyTJ/OXXseBqe1PvfsOdz8lvsvtfrSu2vaUa6ci1T+jaURiLRGLurCQnPJLzEfwYR0EfHtuzApdiY1Zko8JvEsB3CrhcW8+0EfxaykukoDpP75gdGZmRITcj6kQEngLsUjoChIXWmp0tnBxgVDc7xQO8hWIawYc64E94SIBTjMHgt2CDYrixkGdXwLOuYAFWOqtI4Ff99hVManzuyKw77AZqWSlxJP2K3qZtIU5j91QbZ2WPIvFxTobLAwhxbNtBZ6dvgyayKRYknlhxa3WilwUO1NufIt5R+9gUvz/x/fzmusZc5X2NJc+WqT0j51nl2Yn1yYeb7Q9sntZzjIbyASr6G3L1an6y+v5+QqfOT8/X/a8kx7zXie79H6tPG1+nT1u/3+LRRdTt4vGPCL9oWzXX7hVCInX76hZeXFup/p0+vX67f0xZ6te049wH7l/edY1rKEV49Wb4jm4fJrVk6UT6dzz7FXJ5fWVrdezrGirwKLPjO/LzzfPn72FX3x5+vKc3zlM4+ePPL8O+fPFqvyNfbvl5RXs4wtYjXrRxM150PhGWosfmmea/hH503sU6DG2S4PuNFTsVT1fhbB4zzH5X5ZNy0FmvNZVYFtNe4xw75i6DUXe3+5jSiNhuh0/HVshVdjfv5ZMZPMdaPNnjvzpssYZsVat1CJ5YJvggGvxt8aqxU+uOXpWH1n1Y9lO63z0snjddw6G6vVcRhOzKB+xfpZFzWPF9H1+AH3/J8twAv/WihSEzL4RFFI5XvnAS0q92tLg4bFkCuOrMe0erjORalTnDvXhr9v/mpuAa0oozjL3iqA54s0Wt8GAoVfbMZYvG4WBjhrDrflB1ucLWu8gaU2NZzbXqtV/xq+K3xr57eem0Izdw7rxjtWFwaCpUPtpW/FNzFPh5IwuYVFDSs3GwkaDVRaTxxbaxbaqJ4LF+sciheZigm91b20Tnq6WIorr5CCm7Kaq/JXr+Xmb2WwWunF7FVha8jHtZjP9mxodH8+Mnj0AizkU1mHs0jLlXaq3v3ksGu83h0ypzS2oLbjUfU6qFyM43PjFVfgJIUCtGvD++LnemGOKOKTyGzwHCgG0qbA8TOrNJPje90rpf3etRMfx0u5lEu5lEu5lEu5lEu5lEu5lEu5lEu5lEu5lEu5lEu5lEu5lH98+TN5QlzKpVzKpVzKpVzKpVzKpVzKpVzKpVzKpVzKpVzKpVzKpVzKpSzLRQlxKZdyKZdyKZdyKZdyKZdyKZdyKZdyKZdyKZdyKZdyKZdyKf8k5aKEuJRLuZRLuZRLuZRLuZRLuZRLuZRLuZRLuZRLuZRLuZRLuZR/knJRQlzKpVzKpVzKpVzKpVzKpVzKpVzKpVzKpVzKpVzKpVzKpVzKP0m5KCEu5VIu5VIu5VIu5VIu5VIu5VIu5VIu5VIu5VIu5VIu5VIu5Z+kXJQQl3Ipl3Ipl3Ipl3Ipl3Ipl3Ipl3Ipl3Ipl3Ipl3Ipl3Ipl/JPUrpXP3j1n4MqogfQEdWfgAkJ/wzkFkkH0AmNe1SOICMqE+iEkEDfQf4OJCEyoWQ0Z9AARECRkAFQEfuNWuMSQMRVJgJTBBVyTtYn2SDSI3K0PkmP0KPygPKAKqgKIiAiKBEYQCPkwevvEZlAPvuIb4CA6ARklEcUhfBr4AryF9A9Qa4RGdC8R/WIhM9I+IwqZAXRW8jvvV8HG4d0qAg5RBueJvskgiZk/AiayeEHVLaEEBCA8Bk4oFwBPUpCSYhG0ICEIyEcQG9A79Cs5JyBhIQjyBGVL8CITo9Ah8h3BiuuAEHl0fu6s3nLG9CI6uDzNCJMwA5lD/EGDddQ+sIG9BoHuoEyBFAg4fM8AjDt/9Wz+BZvfw0qiG5AAyqmL5NjhgzaJTQoEjG80COqI6hADogoIur4BKIDwhVKgBDQnGA8AGJ9FkXjE4gi0hueBQWUnAW0oKFQGtUkaBaDiSQfYEYRwy18ulWQJICQCYgAIVv//D2NT0CG0Tos/Q2EzupRQTPWB+sS6NHWYddBjJBGJB3RMEDYzvCWBHGPioJkw7LUAZEcr0CEoEdru8BLO4ejoqpIlyEooj1oh2A4hUQHSkAkQshoTIiqr3mB7CTGBg3ag0KeDD80joYTYo/lsENlhClBzrYmEAgbCIOtD01oDqiG+bdkVDKi6uMWNEYQIBpdSZ/+4TyuxVeTwUu5lFeVlKZn74nT/Uu5lD9X0ZyevRf6O/tiDBDkckfK5uiVCKKChux7he1nhcaj+LsZNGH8QG/0n8720DDavp/K3u8bdHacl6PveV7SBrSD7ghhsr1exXg/VQTfGIKziqqQ7H0NanxP6mwstd8HQI1n0Qi+nxufVTZQIA+I9lZP8L1YktVFM04Nvp8LKn492PoWLXAJtZ/2ungzBdiT9y3McFe8z2pw1B50tL2diDI4bKPXc7S+yzTPp+I8AgZ/QCQjKJpLZ3w8klAy6AZ08LkYESlwqxgDufd5L/PmcPN5zeNPPFf+xf/kf/bsvUu5lF9S/vX/5b84ez127/8D9+RS/v+9pOnjs/f+x/+L/81/wJ5cyn8M5f/6f/zfPnvvf/S//F//B+zJpfzHUP5v/4f/3bP3/uf/0//Vf8CeXMp/DOX/9H/+3794//XSNy3/sv/NygNIqLRKA5mFjhJmYTQuSUW9Pj8Aa5oPbiZtb9oq7avdx4WpCkLyajKKHTCltjM174sfZr1PCwcQ748f0KReLu9mFv0g2SFQylgyVULsfzbaYAJrwjy28icGI+G5UiTrpZ+lflndy/N3iX4vzu+Ug2NtyN/XbAdzP1hXuNY2ysGXpn71cZY/AVxI7gdrWfSrqU+b+S44Uj+fKbr+4YILacfTltJvFkKV8qyhb27e1aY77djLe9LgnMzvUJQrury2+Gs7KE0b5Y66wECbJ8tcN3juihzVtr4GMFIlHoCYgkXx9xp8IyCqtQfajqmuTVn+SQGOLIdW8Umax4uCQx304hIjWdbtQpk66uXHPDYt67S8Jw4OUzJoC/p1v/H+LMbY4t2lXMqlXMp/TKXZPxb0noZWtuUMrTzZ8soeQRWALwwPBFMmlHvP7fuLplueoVwpu8VqT0WRIshf1Lnac6S9r6tn1YTy7T1t9reTuo3H1RZmZ7eV03aW/TvZ+FbPNftZUWRIy1Odea/Mhd/XMvbF4+s9cn3PPzU0cGtgp+rzfKYLl3Ipl3Ipl3Ipl3Ipl3Ipl3IpryjfYAI8YQL4e8xa7BqIaDygHJFgFmwE0GIp7hbRpiAIwH4+qEqA2GHWXWaVr3prXZIr7KSzZ7a6A8ku5JdHiBNglnuEgwvhO5SI8IBwMKEs5iVA7kA6NGyA5F4J2a2kk3sAaCPwPHgf3KoudNZn+QLygITJxpGz9VMSImaRDRFki3CFhh7top0jU29eHsEFrMXjI7dCgg6NH+y+Dq48eURlQnWDyhWiPUKcrb9lIDAAB+/3EQmfQKNZr4NbjfeI3Lmg4IN1IbjCJ+/8zLmxcYZtIzxQ0B3oCGWM0w3kD1TFRxiQuAF9QPSjy4cVNKJ5Y/MfWqu6r5Rsig7F5jmEJ8O/bY8SkNQjOaIFn3LnYz0iMpplYg5oiOYpQEbzk4FcTGVingZAHg0tky0HCWZZKdkVW8EO9JqPmLdHdAvIouTJrsDKhgcMKMWbQFDNoEeHqyyE9kXpJnpt8xSOpnhICdGMyuAAKRaUo62H2KGhBylCmh4VH8+UMMvU3taTdqAZzWZBqa4EY5qsyojNYdoazsTRxiRmkSqaIGUkJNdJBYOduB6ECWREcofkAdQtY1FfD8x6qHw0UY4MNm4UIaNqShmm6Nd7W9PT0ax842S4rT6eWgpemTJQye5RJUjurc1p4iI5uZRLuZT/KIsYLTbvOee9xJW7QDUkKHt7pioZ1Fz5zFq+KISLB4SWDcDrRud9W3oXgidzCaXxQtCGFou6x2G2d1URbdoS21NVo3vVSdV5kIuUfaR4mFINNfB9QZBs3nZFpl/l60GdpzGvOlHbx8x7wo01SN7taHxvOCIEVDc+ADeOWHjxgnCs/M9sDCEOtw7caxd8HIUnEPE9LiI5Wv1ysL5U44r5Yza6UNDk0IkVTvW2z7MUGIntiVrhVfra21z4/bpxF6OcUHiWS7mUS7mUS7mUS7mUS7mUS7mUby/f4AnRWmPhB76IMvr1jtmaOzRW1+4RoMVCnuVJUPyAWi2ni1V9W8pBtzxv1vgi0dvJ83MSsNBAox2oqqV+8dwoAstSVznojj40P6RVAXP59O5JwsIRNdfbWDniYy4HdToPR1QG3RwOoUiEF2M3JU6BWTnATyhbv4Yd1gUsYEH0fidUJ5cvTA7nuGxDi4dD5/31kAukuQ9a5lJdAFDG1+CABKogolqu+3vqFoN1std/LRTOl9nWsMz35EIAC2ekef1+ABX3PinF4V0sMt1zxr4Xaz9/rFyrgpZybbbKnJ/VOudSrSkdNjLfayuv9onSeGNUb4MS7kHnerIJ5ivcWytG1Ke08Top2pWVNad113BJcpiracZUQpVZ2Im5DZF5tqT1bBATPkkoIa8Kjvoc1LVmIadmJ6YGB9yicmm/yYyrEhE6U2BqnsOAoC1yNAKRgoNQQ0uozEKUP2NZy2DOVb82Qj0Z55+hbeW0Ly9db++f69NL43qp/+s+vXT/ub489+wvae+lds/B5jVz8tz4/zzz2tSigHwLFL42oq9JDJ+b/de881wbX7v/XJ2/BJvPPf8tbT83c817qqwtzV+u/6Vn2vH8Y7H/taXZF5o9eL7X1NkKuqvg3D+1fWf28BSvU9u9p7ybV3u/1t7Y/QAnfTrx/DOPT114tK36vRiT8S6lZ+DhiSj7XHkvr7b3hi/Uub/LUvbiVZOr/b7t9wIeiPfLFRO52X/r3igrGKQzbcxXzmNE2492s2yvl3BXM29a+7YeeOUpnm3wmVJ4MsFCJyrq+7QuKhIPT1lA3665gm9qyp6saLI9PmiwW27zYWEaQXKmMnuC8STajt3rLW2CeXNr/VHxTRxpJTiml2lyPiYEU9Zpig4mh22Y6wYsVCRqvJjKbAziBixlFZWQohYi1NovHqbqobfE+y7B1132T2KdQ+u+8UxBfG6zkpswZyLZ+um9KAYwiFiITbE7y9kKjr+uFHS+V9TC42o5w5WlFGycmrLNW5Bmap2XdI95zTbeEAwnK534xeUVe+PJI+tV9cwe0e4JJ2T9hT6fJf/fyLXJ6rc2dUj7e93oLynPjb/cXg2o3Td0/e4v5Zi+Zf9dl5d4i39cyS7rCJKcfmkzfrE1r4rmQk8srmA1vhJcCqMW0led/qoQsq+Bgmd+rjHltFTQarB2VSOqAfUzpEk9fN2qn1RVEREzPlQ1eiyQgtGdkABVcqEbHspW1IzLstPuwORnWaczjQiGIGb0SEDyhBngFbhElI3R52QRMEwkYXIMC2PtbQbrgxZjQOnq+V5wG4SyX4pU8YS6Martm6MpzoPvxdrNoZpV0Gz0UmKwzyIfUTeMK+soTzZfIbudaumH+PI3g1Az/OywkNZHayMFsz+MgASSDFanfrtxXJVveOhFXXmDlpgfeEjGLD5nKhZtMmBhk8tSVSVoCW9Z9uUSStr2FHVZhNRIE/5ukVcxokyIy9cMy4Us2eIeuPwBMTj79mq0YZr7jT9mfTCaGhbLqew1+D5jvIUZhTjv5jhNgY0IGsxYOai4TGWyPgTjzaLvuams5TIvvk/VyBEeQlpiCenta1vwjU4gi605MZmQihnRagnnWbxMK0/kvIIkX8O9AcEZjRgzISg5x0IxyHjYac0EAkGirW2pk+oivUI/fM2e7AlfL6mIVJLzID4hIVsb1cYmKEEsdLkmEA/RPXOc6hwOjoQQcq5zrUjF5eDyVYkWElRdxlj4DJJY26GERzUYBv9ToGNVKwABAABJREFUhFyMybPxlcF5nIptDv8S+ybg8HfQF35cJoejGyJT2sxqIvEQzAA/O+/i8mnDcVuLQZ139b/s/IGk4ONq11/hzGxdChkJHRIDWR1WYiMNGaPXAYhqPKiYvD26gW+nGUWZnFYHp3PZQRm7QBAh+xoP9IZTMSExu/hM6visa0LOyjQHGkJRQzd1eq0QRV61Pb9aCRH0AYvX+wEI1kHJiI6gGXFLN03RCDEbLF5wQmUyBlUmw1iNZpWtj85I99SYuAiww6zEHo3Q8AGViGLeCiLvKAoHI14HLPZ9BjnYhp83vhCTDVMG7MKD1a1H0I1bZI8oJS/DgAnut4YQweoWORiyZO+jHCBMWChmQWKxuPd8EylCKpt9bBDcN1+EIJ0fcXqqEF8U9ODE6coIUsIZ89Fgzt6t/aOR/PDWQhLnHah5DIgLtetG6IxPZV6DYkqLe3/OLM8l+8JIajt6sdgToSpVUIN3eLB3CKA7SJ9RFTS/MRBVxsMJbZp8IevyjH2mSBUkuCdK6m0OFwI6p4LZiLltVp17m5QdLUHeuyIlWWzqNHi0sInqxUHxzMFxI1NUB/jhquY/CDYGa0/McrOEO5Lg+PIIOSJpsHnvOoO/jj7Xm7ITGz5pb2MLg8FW99ZfVxKpGHMqXY+duNUYPCdISIKuKAJ639uOzpCOzpzY+NSVZbD1+dmjmoAvdb4ETOGDmIcEnVmqZoODiIV4IqjrXjKiEUEtpngsMbOpBFkRyLZhanryG+6pVHarMCKu1FEm82LQCXJH0MFwMiQInW+uCc1Hw8Mw+NoenQEpSjz3Wnplkea/beK6uocLU5z5dU8O46OkMhlFH2VChDkcVh0r83KcazaAVb2hU4hZmVpERJ5TpOnnSR/XDMfZQ7I00VI8N0cNs1Ksjm1jJTAz70XhU5io2saSKZ6bkUIGln3zA8Q6wtlMO1jIv+o7XrdQhJ8zLKvhcdnsaa87M+WVavPEkib52tRyeJF5fvFcKTIPq7T3DWjWtDOPezmAtuTT55tuntRxLszOum+vYBAqkEoFr3rnTB1Nc2Xu57Bweb66wNHT4S0mqe3LCc7p/NACns319vfX5m0BzvJjvfaeqeQ1cD8zXVbWCugVRF6Bb/VQ1uzF9uF8R8n/UMJHhskP7Z3vGeLdyKgkXwPGWJvgBDS7wLIKfbM34+ut5hwo4fgGzEvPvTLo/DPaad33vUqbcqyhnYxpt317QTSqkcuMVwXztHhVlPrco0OdfuMelxQBQTHKcOm2iB+hdOPw28/3UTyZU6Osd17QD6NUHq94BueZDosYj8HR+krh1crhpRj3lLnTZl4FdPB63ONDy2EmtRtw9dYwo59kfRcT1ohOqLrxzgKGjnexeJd8GwEQEbr+HSKRbv/3SHpiTG/JuiXRkd1TWRDkJhNvMmk/Mu2OEAd02CJpQ5hu0e2e/O5n0m7P8fef6aaON+kD8UqI/+mB3AfuP3/HdIjEHz8h4xG9PUKnDPkNUbfo+ITmIyFEQgjoVUY3yiEc2YWJ/jjQ7zeMY8d+N9AxsQ0HwlYI30VSEvYPAUmJzfRI7GH7Qw+h5/Mf/4LpONDpPUGObO52xM3EXoUR4epwYJhG5HBNmK6Y+p7U98RwTx8/sefIo+6Q3TXh/i35+sj04TM9mTejkqcND7tfIbnnKkVizMjbRwhH9l8+o9NECN+DXHEI10zSI/ozoo/cxVuu45aHhz37xz0xCTEFhrtHrt99ZqRjx4bp8ZH9n/4B6a/o3/4WCYnQfSKQ2YQMGjima5QtefhrtLtiuvmIxh390z8Qph3H/JaUt1ztAv1RSO8C+U1g9/t7nv7whXgViLcBYg/9lr6/YXP1PXo4cvz4mb6beHt7hCgcw6blLl6DcYuPGnK2rCHPpYZ0ZsRW8t0U45/q3V4M1wrPLvPvkjcm9HOdLvSzpdODe0sLwYV42assHEeYSbkk43U1mLAXqApSCdj5enR6OviyPNIa/0kueWKsbZXR+GZ15ZM4UHwr1OLtVkP5UnMyWsNajaCkek21TJq4h7igUzEA8xDIEtHgewZijZnEhhqe2ffrIoCZZ9j3g4WSRZp9PzdMltNfMaGvNWjCOinGcTK5/KHQ5ELT1GQQUry+vO1vKJnAx+ktE4G3d79nGB4I29Fy6MkdIhvi7pFw2LN/2HJ43CL5PTJ9T5+f6KZ79K0yfafE7pGh/5GkkX16Q3cQbn5WhEjaXpsYID4gwM3TrwnThsdjZFIY392TNiO7x99wHN8ydT+T4j0fwsQ7GemmSBwjj9PIl+OB4fqaq9s3xHRk2N+zGzJ/fJMJe+Hm9x16GHl4/BMS99z9+o90saN7/B/AdMf9+D1JO94N/xXb+JF8c432PXqc0GMmfTeQ3vbk8QN5+kB8/K/o7/9LdDOSb46o/jU5/+eE3Y74h9+jm0T6TQLZEtJfMiXh89M9WUau3n1Bwp7Dp9+TxyM3t7+j6+/oukSIylOfOMaMbjfoMHDzc+D6U2QvP3Dgd2T+DtV/hbx5QH71M6R3cPjn9H3m5s0Tetgw/sNv6Lotb397Rx+2XD39JTJ1TLuP5HRktx9J00j88q+R40cOH56Yrg8c4hVTGBgOPcPY8Rj/xJP8iX76a/rj3xDCvyF2/094Gsg/vWV7E/jwFx2H4T0/3v5Lko6w+/9CPr4a30SEvrsiSCQNj2QZedpvGaeOnolIYjNF+hSJmwfi5pHP8S0f41s29z3bzxvkekTeP5Jy5jhObKcdH3Z/giAcr69JYcs+/AoNQrf9hOqBzz/+zHSY2PKWTnriZiTETJ/fEfIVe/l/M/K3BPktIr/iLgzchZ778MjP3We6wzX941vk+pr44T2pFw7bQH48Mv43nwlJuNrcQhcY3yk5Ksd0gJR5+zAxJIU3G2QTGLePpO5IspSRbDdvGfpbDk/3HJ8e2BwPbI470qFj3PVM1wPjd9cMx4Hbzzfk9Mhh+jumXti/f0MMwntGVAN/f3zLmIVb/bd08kS4G5ChQ/UG1R7990/w6cjw2+/o379h97Dn8HggbSamzUR82hCfNgxhx9vuCyn+zGHzb0h6zXH6K1LeMh3u0NCR7ywfpxyOBEa2279DQmJ3+M9I6S3ymAhj4lc//Mzd7RNfdj/wdHjLT+ELn+Sezf6BYf/AXfzAm/hrnroDn/snCBPSHeBBCb9P5LBhf/MdUYW7pz3hGw6oKcCPd8IxKG/+/sjwlJD3I7LJ3Pw0sXnI3H8Qnt4Kb+723NzuefoxcP/3HZvhHVdXP7ARuBXlwMhnfSLFnmn7hn5MvPl0D5rYbROjBr58uUFT4r3+W4ZwpP/tfxfZvmH/+Ybx0DG+fSBtDnR/L4SPwuFqy/5qAJ6AJ27jyG134JA6Hqae9NQx/rRlsxl5/90DSeBpikiI3FzdkqXnk94Bmffxb4lxz5e3MG6g60yBe/WvR7qfEvqmQ68i43Vgug5Mn0amzyPD2/dsP3zH+LBn/PkRiXti/8AksA+RQXveTXeEmMjv7pkkcZ8zOnZc//2vCcfILv6JFEfyu+9g2NKliZgTbw9/y1X6xOb7v2F4/z33HHnUkWP3jmN8z91P8OH3Cm8V/avMuNnwdPOGbdjyq+4td3nid7tPjHLg324/kjfC+7/4nhh6dj8GQor8zV+94+aq5+f7TxwPIz+M/x1u8694/zd/x/WvfmJ/HDiMA/v7J/Zfnshjh44DP36a+Lf/cEQ7CFfKk8IfJ2XaPbH/+3/HgPLDdmuKiK+UbwjHVKyxNthmfmisoNtDsQvfqlB93vTLYWhmKlN9pz3Im6fBRMYEtuqH41m+4oLYGje+WPNro+WNfhB2F3cXDtewUppduBiYPQ5gZja7WrcxccfZik7DQhaimHWBMbOdHdLPAL9of1Uzs5C9JF02Bk1L3gVxQdeCCSuH6iNwRDw/hHl9FBi4dlEDNYFw0WD7XJlYM/vY/NApp6hgcrrcMIRVTe3v5OZhz8uhA8qmYSqNyTNUaZ7/apFar/XZDvGysMgrAqTgIRy8filCw4J3q4SUGmgzJFRBQAlNlcoc+LGiWHPWHAylHamobXNZhB2pvl/ND0Kk5DSwPhWcbg4lKn4gcFyq8JrXlxarjzLf9SDBLCwXF1BkF8xIea7epAqc5pqdGXerUwoKF7zsQJNZzmk5oGXHTnEFRKihq1ztPocaC/XE5Yjl87rIS1I+ZkGZOo2RYjJUBC1FIKqKhcgyDbCdb/J82Klj+2bpcFOk6df80XqKLGjg+tD8LTkpmmfPySXF4SfBlSPq1xYtWB0zRS0VndbWfi6UFrUbZ/ouxcOm3HZFTKMcWMpOpTY/5zfRxbSXeu1yrXgFG87S1bm/ZS19rawh9awEeF4ueN8Xj83tVYUl8uqpfrm0Df1jK/yldZ3Dl/X7cubbaUtl/hfTXfD23Po4ufTyrL5+hZ2p58Ty9aW2Sksv4Mw3tf+aes7075ti86+hs56ZQh9bGlz2jFiXqvqXpZF6IYbFZKqFT6FjhRY19LgK+drrZS8rwr6yXzQefYs2C49QPAJbfqSp9yz9LXxVUcJk5rxaqQF52eOLZ2Db1npdzfvWQnFQ50po+zl7HRQ/jaLw1Pm9E1rYfNeG56iwK7xF6Z423x12JWyh8yFlbmbvVWH2mJ1BVdv4piIQeyREY4OyEqQDHchuwKIa0CymJOmcX0mCxoBKB7JB9dYswPpH9DiRUiJMgZA6YhbiMMEQSN1AGs2YRiapPJAQCNqRPayXiAsqJUDMZssSM3lSC+OZOtI0EERQNSEFnRmKZHHhsivwwqBoELJckXWDZgvxJTEjXZz5w/GASCYSCTqQw0COPSHsCNGsps2KTNHUmVKoN2tcSXbG0Dyg2a3VJBNih8Yyl0DoIAxk2ZJkQHJHICAxEGNENJLHjlCtNoXYJ5IG96aYyOOOINHsTQRKqFl3aKAQBA1bNFyRuy/kTuhCAhnJQUnV6ETMerATsmamQ0J7QXJAo0DMhCDeZyVlIWYhSHYYxuf3/Ffin1TPDalz0d7Vsm7qGil8iK31UzKr83qorOFMryqIKp40axK7XvmEhi+TSo9KH8uabn5Wb1//K0rPmsPODaUa3qzyKDLvuTM/07bZgk0o54/ZW6rdiRw5ZvI4vyb+xb2gZwo3j7XCcb0XtTSrXi37Re25T6M6nS3n5zLeBiYtvJDmflFYt2eDb9vTFUjZxL8aMtKNyHBEelPWqwApEXSE0JFJSAqEcYOmkTAWG0mBLhOHPVkH0gQhKZHJyXlEgxo9URiCECSyyx1k81iSmEh6zTi9YeoeSD43USAS6RgQVZLTsiA9kUSHEIKQB8zCOInZfB0yEifIOyREwgQ6duRxS9YOkUzIR1Q3IB1SvLk60E1wRdyVLavpAemPgIfuZoPkkbCfUElknwN36GCazDNjE0ZCODKlB/J0RHVEquraDCA0JHIfyRtB+415NKQrNL9D+SMTCZEjstkh6do80HpBNr73xS3SXTHcvWGI12zTrwmhY5yEJAeS7Jn0QEwdkpQkE7k7EuLGto7RzQt0Iuve9rF0R5BIJ5/JeQv7nth3DHmDSiZ0HaqZHIo86vUlBCEEyB6FQEMgSySTXKJkRq9BIIYJjTB1A50MMF2boWrYoyqkDJoDMU+ICCm4oVkYbL8YIOdMSkemcXTjxYAMxqtIFkIOiBwQuQfeoySCJgbtCGKeAKqZkDyaQhygC7AR9AgpBTQJFn3D8Fyj2lohOYlRC5EdAhIFOq0RJGUbCZsNMu6cxGaCJnIOHsVdyF0HqSfIBuFIyNPsiRggakZVyBpd9HMA2ZmNzOAW4EmQpHDMBMT2dRHslpK6CQkDMUeCCD0ZkQNj+EjOk8FIAzmZd0h2OYkEBU1o3CFhMmcKjUgSJAkxKEM30UUhxp4kwkFAdCKmvcFboo9nQoMZo4pYX1NQpq3z8IlvFoMcI+wjXGUlJCVIIsQJSRPxaIrzLAH6PfFqh/bRV6gpwKMIGxHUrxKUyXmiWPgiSU6bMpozojsiBzpRQgwcGBAdyOFI6hIxCzIKuunJusHkoYYPERtjzpCmSNptPGqrce4hm4lPEAtXnnWDSvJ1pWiv5B7yYHuTMNJNiaSRHMTuD5kUE1Oe6EJAhi1EJeuekMWimAQjp0qkIxMkk+LReMwcnC3tIHWoKFkySSKEDklGSyUkOg4Mm8BwfUWnEDQjcYB4TeihDyCbjLxJhO0N45vv2cQtd8MH3k4jPzxEjmHPzzeZdC28/6vviHFgEyJhivzlX/+aN7cbNh+v2e+P/LPj73iXf8v3fwNv/qLn4bDladzw9PELT5/uyYeBvNsi/chP+x0MIDcQVPkyKsfHe8b7n+k0s9le0/05lRAa3tiKxWK5I4+IWox8s+669ntHYHQ+bqQmUtaMuZ+V+MMYwN0Ky3xDngDbCGcPiQz6o/fCGCZlYwRN3Zosex4E7SBv/NDgcYI7s1STcASSL/qIhs6eV1N4zMyJEUM6t8CnWJdtQDfUHAS6QemNCchY3TkDV4i8QTmg0fqFPtohRs3yTzxmvoYrwN+XjIaHxuLOLdk0Y05GPUUAqbI1GMjkz0yQ985nXTtrp4iOiO4oTJvxZG4tn8s8bAzG0Q5rRbBp7QfQAXLJoZFAtzZunw6zZPfcHnKwi1Ks/S2usuRxZvYEdx/9Cr5Fz2Ux9aAQKK6ZxepGnZcMjhNmAV+URAvGt7RVhIjBLZk8t4DkvZ8JrI/F1V+k5OTwOXdeV32DhAFxoYU6URHdmKeHe5rA6Ex6to0i+/pBHOcN7lUhl11xlszDiHCFUPBG0LzzOl3pxrXNUcByNugR5RGlQ2QLGFNGENiWA4n4wdZxO+C4UKw6/SAs7rYWJw8tkPxAukE0EoISOlvTgsGqKuNCwdeAkkg8GnGekru5DnYIyhbSS5KPu3NPCg1Abxtz7wKfYk1FD2lCpj1FpYa7ugoKeWPtZvMsEnd3fnXxg1ANh6V2iJ3PKnN4rVn43B52MGaU4lkAOYe26qY/jVBncfgs6se539Xin3Los3eX4rDm0FkUsLSCKurhsrj0yvya3S7KRQ/hgMzhG2YhWZ7bFKgqj3JeDXjvGxWJtmMph3DxWss6KJbRsyt0284c+qUcKJt5rYK/eZzVorjAY66oqXuG2WlpD7TNYVXcHbjMUHMI/4Zz7LJIgwvrA3oVFEhzH6pwY2HhIvN1Z8wrvSn400x6HcNp7c1FXV94aSD2X871rS3aPo7o6aPaPnfS/NyP2VupVFaRuYHBmb63G0SV3BSa37bTQua58bfXV/Nzru32+gqVl2Ns3tPlan9NUS3ei96vuv7dwKB4IHhOhkaCxbw/2Hui7jFQXPiz90+aOsEYbKBa49exhIY+FPpacF0oBhj2uDtXF+PZ6k1V9srivdBh9MiU6LOisxiSOC/QKjFcWG/794jtvz3GDzUeiExUgTNFoJmRotj3nFtzvUUYVsZUOl/2azcu0Wh1SlmDTv+cP7T6isK9LWL91HmGCGNzr0x6uSkzrQq+N+c0e4OVXBPC7G1pommna60hRIDULdv5StGQ2b37gg4Rnn6FTL/lljdsGdDhZzQ+sLvPHB6VdNUhm0i4T3QPkO6OHG8nm5rdHZ1u2fR/DdMXrq6fCERif00Okad/d8sUlPvukZQT27gndhPbBN1RCMOP0Atp+EDSt5B/hPyZFLZkNnQceat7OCT0S2ITbxhurskipJhJQ2ByvqLfdsZ7Xx3J4cD94Uc0CyFu6YdruqMScmA6/BVJN8Tdj3TjA2P+A/v8Izddx9XVHVzfk68PjOPEdAzkx8D2M+SQSVcHuk7ZPL2BKXL/cE2ehHF/QLonDj/cEzulH6+RfaQ7fEfMkN9syZsAux0y7hhiIkok9/8NT91HxvA74C+JH/ZsPuyYrpRP1xv0KcDPmX7oGf7qOxLXHMM1SQJj95Y+d/SP70AhdU9MITPkn5Dxj/AP/46czIND0wf4roebxP6YOCZleDjQPR250o7u128Zul+z6f+S/d2/5/G7/xJ5/Iz+8QtTgkdNjGlke/8ZiRvS1Z0LNF9Tyj5d1k4xdHGlpoLlb4um0AmAn19tvSZTmuRyTvA16zRuERILmIUfrrxsw7AW77JiBCTZlA+Vj8iVHisR9AbjR9zrwPfn4r08s1dTwzY57S3jEwVGVJPls9MMUjzID5hXvOXOMyWke2XFo4/PxlX30pIqBt8fireHh9Gw8K7BBPBSwv4AOSO5hCmphGCma1A9QyS6p1n2MEKMzf4DxWhRiheDe4rUkMhSYO0e8E04FqlGcr7ncPTvJVRsyXvjPPI3Krtiht88JiTDzZtMJ/Cw+8BhN3BkyyQ9w90V/ftEvHrkze0T08cHpp8/EadHwnRPeoqkHwdC6AjhLVO45h+Gf0afDsDfEgXy+D0xdXyXI0M4EN9+IvOJ/Y8f2O833Nxfc/V4w/HzHWl/xZvv79ls/o7NsUOnyK77LdPmL3m6PnLs9vT7HfGPP6FR2fUBcs8P02CnmfcJHbe8u/4topmNfoQxsaMndQ/EN/8tIWQ+f/rEp/2R6Z2iW+Hdh4GbDbC5Rvsr5POOOP4d4wT76T9heJq4Hke67ge224n9MPHpt5nQb9ls/4IcnjjK/4MpK0P/F2gfkd9l6Hv6q/8ecghc3QauusivP/2Gm/01f5IHHnTPx/yRe35m/8//E6b//u+4+q+v+dX/5yMPw45PG0jdG8Z0x9Bvub7LhL1y/LsBCR3xuyPhrTD+Zw9kHdn/v/49mgPj+z+C7tmGj2wOe57uPjGFifQhk6+hm66J6R03nz9yxUfSkzA9/YYu/DVd/JdcXT/w5vu/5HgrPHYDabrj97//Z8Rh5Lsv/3dygAfZknktbQOVxLT9d0icGD/fkI8Dm9uezd0Vx+nIMU+MwxvQO3oSXTowasd1UgYVhq2Qw8i0/0w4XHP15QfoJ/7hzS1dP3JzuyPEnlsJZmwYP5PGJ/oETFuuN79lE+8Y4s+E+MSnw8hu/MTbq+94t9nyOQ08pMxTPhLzxJjf0+V/wSZlrkPieBDu//BE2GS2dxNpAt5a5Id0+yciwt3TDVED19cW9eHhuzeMGpAvB/icCFNkoz3xLyF8gJSFaT/BT5n4B5jCDQ/yltz3TO83hD6yHQdko3z553viNLF5uKVLStgnSMrjETRlto8f2eSJbvsR6Z/4OG055p7+0xVxf82b4ZbND/CYR3Z/+ozmhPaZabtjun2gH+Dm6orYXfOwuSWlNxwOPUE7Nv07prFjv+tNXdc9QZfR7UjSCQ63xEOme3qin4T05gaNHX+bt/ztfWZ7t6f77o/Eh8j17g1Dp3Q9HLjlR90Spyfe7O85bK653/4FXA3E394gIlxfQT9MXL3LNbzaa4oAV8eJGAW5+UAeOsKbnwnbHd3dgT4LtzowPPSobvl8mNh1HeO/6JAft/C3E+nqFnn/HVu952/yI0+d8PuY0Rx52nyPpBHd/YSEic0Pn6DL9LwnqtJ9uUd+Gpk4suOap4/K+LnjhhF5P3HXjXyI90zhM1P4RBxvODzcMbEnyI/0/Qe697+BrfLpZsdNmPhPRch0/H0WJoGr7X+NhsTOQ0dtf35kkyf+tHnkECa2N1uu/7pnv/3AYXjDp+FnHviC9pBvhLdjYPjjQJ6E0Avd44bNHyL9daL/zcSGHXf5XyGHifTjkTHesL/6H5K5ZvsuE1NikCuUjrzbkx+PHPZPpDRy+Jcf0B9+xcP+d/DpN3SHn9geMpvdI/r4hN5t+Okvrrh5O/F+OLANwtvxlkGVm/gPyBH+/edAjjdwfYcofH70cHyfI8PYE3/8nm53x+b4zhTj0z2kT+z/zQP632b+KAd+lhHNn1H9md2fbnj4B+Xn3SO7+4/oNnpuWvgtiUN84qcPE+Mx8bdfPnukoJfL65UQmMu3eHLhGqKjMl6BasVdhKqL+IjlUF+ETX74VaFaRrvwWujc2q7ER9z5+xvM06C1elMs1qy7l1drfWM2LXRMYUg8lIn4wVWDW70XS2s7JNtXV4zkZAfhkidBE7PorjlE5+JZEBDpUZm8K8XNvpvBXa30CzNbYOixE8vhWTKztZwn+lYo7rOV0c3ZQ/NY4kGtI021iwYpF4pqYbxcUVAYY7e8U1GzYFfva4nnh8d71b4RLMz5KOa8HmvkmZnzGj/va6UKDp35Lzk7quXPfHimHKjdHdcHa1BoBCCnrTrulXBLYWrgFWo/pVToB/UqSCjjL33MZmVnZxXBklOOdTasgsgMIxdii8fTLWukKro8vINruovQQCluxOVZV8yoe7jko6Oy3yt4V9GteMa0Qo5y0LDDWLVelSIYAiS5osPw35xHbB2LHxSDCzrstx1sTCnoh5tU8MBicRYhr2QXEhX5EDKvk+DX3bLKFAIZ0tFoRPUaKZ5VPiflkNZaub266PLP10JzPFrBbtVEebBMG7Oody1vpAghF7VLe5e1K3ypeBYmz0Nd9G4+sTZYONdoF9YroxykV70o9ABlqRwpD7YeD3M37SFtWp294ebzpi6MeKuydx5a0zddwtDrKAdzLWvlTJk9j86VeV22MyQnjbX11Q7b57caCn+tfV3fL7T6mTHWvjb7U1ORrB87h7uLcg6O66dfQc/9saUzyQqfKdbYzTgb/Fg2LecqfKaPuvps769X4/p6U8/q52n97U15Heie7cfZh5cdeSXYZ/iWvEP+EYrAv7E21hWcWyvREq6kVRpUgXkhPo0LVDt3JSxIK5kSmHkDaeZy4Ua1ok+l/Wz7NoEiVFzOc6H9a2JU9h9Xj2rB/4J3cdmWFGW0K9gpSrvC65QFX5Qrhf9cWzhavxuq8vxfiSFb83TNINZKg1taUcIuFd5i2Yo6DM0GrHm30tgWf4tVsXmdam2j8CRt218vCqT+SNpENL+F6ZobuSHQIdtP0GUO44iOCe0yGgYGVeIULE6tjMBofPjUEQ+3SM6EuEWCINtAzpHxoWckM949keRILxMSzHI4ZJCwt3CV+gGlR6eMsmeSyCQdnSaGnMkpkY4jss3IIGYcHECjkLMpZ2KMSKdwbarz48MOnZSOe0LIBBkQ6cnTNcodw/6eeNxxlIlR9uRhgkHR4Uge7k1hpxGZhPgULJrrXUJE6MeeNA3sj7fkKZOnB0IYSZsH6JT4sCGMAUmDWVp20XRpe4thHkXpopDjPWP4e3L4AaRDthDeT6QODkNPOCq9KqELdFcbpjxwPERUenLYkPMGGX9lR6L4E8oB0Y8E3RN3n2HcI/sbyFuKI2qOFlqjm0ZIO7p4S7geGOSWLT+Q+o/I9QHZJ9iDamQKA0FHptGsCtMA3xQCrD5a+MHgZKWhMzLHkpayDhYa8FV71YOiXHfFooeim/MIOsbX/cp3WNGVkrxRSNZrPWYVXRSK3m6lOf50PXd4P1b7nNa6i0K58P/Hud0arUDN6E1yc/4t8Ji7q1oMaNbzIFQvtcbbq9Rdu7imGe3+Ub0VQsMfrvbjuo+UZx2GMsPRzlth3qOkgb+H5dWFIUKjMFrQ39cXAa6T0k2ZDUoI8DRu0HzNpB0jAXnbw5WwHUeG/ACPI5k9FmZ4hCTkQ0DpEN2Suyv2+oZJHzmgdCrk6ZpeeiJbuqho94iGRIojk3TI2NNpR9xFwr5jO01c8wRpQz4OjDFy7K6Yho687dBxhN0O7QJTHAgpss1bVDKH7R7tBjr5gORAmK7J+cgoH0ky0m93EBO7zwfGlJnErLpvboR8K+a5RjSF1zSSs3DUd8RpgjQSN9dsBvN0SDegXQfxDsJEin8iqxL1V9AL4UZgiMS7D8jQ09080cXMzf0td/qGfYY8CQ/5I4Ej6a4n/eYtVz8qGz2wlwnpQeNA1iuyBMKgcFDSkxAHCFeJcJPQNxMpB8b+Ho0wbh4Qdlz1nwh5R9oeOPYZbgW5CoTDgIwbYg9dd6DTLf1xQ+hvke6Wrrtlu7lDcuZwA8enDY8f79iOn3nf/54cI/v4O7N+fjXCKTnuIB5J4xY9wHAbiV1gVMgkywEhG/I0kCbbV3o1VWbssM0w75G0Je6vSZLZDdAPB642iS4Eepf1JB3JjAQ1L8JOrujDDUN4JMhI1j2HPBLClm2/5UEnchqZNHPURNKBoL8i5gMxPIJOTPsjXU7E7ohIpNtcGduyPUAWhvstfRbunF983Awk6Qk/T7BLxCchTIH+O6VT5ZAzWRPslfAgpH4g91fkviMPGyQEYgrkTeLwZk83KRvtCftM/6jkSTkeBR0h7vaQR4IcUB05ZGGvET109E89OvTEPjLmzzwddsSgxKjkmEjdCEz0ktGuZ9zekA7KdPwVUQKbsCFnmfnkMJrHRzchOTPtBnRStqN7OPRX5K3wcIgcjj3vY+L6KiGHa7rdlhg2hLgl5YFRhSuF65yYVMhcI3GLXr0jBKXf7Oi3EL8PxO7VhwZQpfc8AKEf0LhB+h66I9JHZFB6ekLq2R97DqJMdx35rmf6WZAnU7wfpisGDty43Y4kJaswRTeS3QvETNweYFCIG0gB+WlEHifS5oYpRqZDx6iB1Cu6zfSauMmZY9xz7Hbkacs09WTZI2GPhAm2PWkT2XcTV3HiXZcZc+YPx9G8h+Kf0JiYwveQO67uJ+R4JI1PHONI3kTYRFIfOcYNhyDsdIIQYQgWLfwxoCGa4XTOhIcrgkyI7hkEOvmC5AnZKxo29N0bUrwhbr4QNBHpQCEfJvSYmPZP5Dwxbb+Hd3fkP96Rd1tudj3DPiD3I+Hzkf2QOdxENtuREHZ0MtInC83WxyeYAk+Ha3LXIfmGkJXDcQdkNgdgFPJ+IMcrN6CeQP9A1i8cPmfyBPdx4lNUQrcndDueHjvuP43sxgPpuCPHSEqZTpRrMsKRYZNJmnmYEtP0dXx7vRKixrK3/ACaiwW8HYJULI+D0CFcmVuQmJLCQuVcoeENwj3CT+ai6+7vqjcmGNU2Zn05/BVha0DkGqEkbslYvokMYUJJEI7GGOJWH1wBnTEhyQTuGRegB1NkaPB4+fIGUDQdZoEyShZLiBzUrfzzdwhba68IgiNY7oQRlSeUe+YsSRHyjStt2tiioOycqTTrFaajsUXB4isLO4dDj1mwFJb1iOBKDnF3b83AEznvzcMkDPXwbVYqk7HcOti8yZXP22jtp53PdATpsdwEAtMBi4lakq1kLLeHxfJVDiD3QG/zzoBwZWPVPaaw8Hwc4hb80zkLv1XJR+fni2DCk1Ol0o/C5CrEYDw3vbmmSoRgrl1lrlV7OyCpov8/1v7sx5YkSfPEfqKLmZ3V3e8SERmVa1Wju2fYADEA+UYQ/Of5wgFBggQxVd1VWblFRsTdfDmLbaoqfFBVO8c9IjJvFMaAe939HDM13VXkE5FPSuKh3CcGpCv1ORe5uC1y/JSFYtfkNojPgm7MZaipnNJdfsYqamcu3kdVqKd4U2meo7nieWwiuY5SabGai+KwUA1d87EKmRLtIpyLnPIv0V88sZfk5uS5pZRkjYqGXFa996If5cRmSIOgYLICl+MAUplXLWLXGNthbMS4gLHgrGKMx9muJOuxkCAFJSXDnHaklAgacgIf1RzwYUOZU0UpMD73cxrJ+U1yaBrq0eRBJqQYT7TOUZONDjqVdaDZsyuvI5PH/mcpGFr6tShGC/BT+6ka5CrofvnuosdeALG8v0CFhErvU6f2M0C/lHVJkFknUC5TF7DtopwuS+RKAdZaL63lV8XrUt5S68VIkcfl4olbFGW9tHYB+helmx/v2qUdXJXBVT/UnyWaTc2V+qkXnbC2v+wF2QYiXJTM0g/X/bQ8U/rBXH/OZZAq3dpS/xf3XXr46v6rNS21R7VE2EmOjPuR7vi7l8BP09XVd8rVvdcVf6G0/40K1GRZ11CGXv3/Nyr3A7vHhaZBLtXTv/n669vLny/a9qJWPJsvP1G1Z7/UMfyx9jwHbJ7Nw2eUDNe36wsQ5LoMeX6/ph+pTynjB024mkfw/P3yI+9Y7vsPzC4zll9KFjkly2SpvFdqngYp50YB2YyQgTZdAjCqsVmv55/U5+BC41MNHBfwL6/Gei5VD2TDxfiQZcmLMTn/p9WILKXei0E+e7ZemI88i0dzLaBsOrmocv4tVFAxOx4AWoDEJcpRcj2kGkQ0RynocsDW/Wd41tVavYSX4bxaj8/mUHVKKdGsKItTCBe5+vKea3k4y6IqRQ5YovCu+rLsJxeHmUJlqcVRQ4pn80LrWChCa7LhpcNLP6ZwqdMP1upPX5KgfW/AWmaXKYim8JQpCh62SLojyF8w8g7tD6RzwupbmtdfoQzY+wy6u9tvkLQjDQ12Mvint0SO9O3/IDmHW/8TRgy780xKMy4IRgS6QPRK2u4Q7/CPkXZ4JEpLkq842xOxuSf0W+bzV5g5YdeKrFu4Axc8m3FHQOnDgJqItBNIQIcjaYroX7fIDJvuE9bdM25XBNswf9eQzhtac483J1a/+gXN6y9pXMTY94TxiX54woVXOHmD2gbTrBEM7mCRVSBtjpkneL9Dk8X1e2BC5xNxnAmPD0iA0K5QazHBIaOlizcoK9xqwLYDfb9iOn8JzYi8/XfCdqA3Z2R8Rfv0NaI9cvOACT1m+IiZ19jTKstya0WS4aifEEn47gFvRwwHIOJ3a5zumB8adFS6cYN5atDWo2tLMAfO5owbB+z0QB8txxiyQeXhHzJt1mvBhg3b4Su8TrTyHppA2t+T7OcCJ5plXS7e8JfjsM7nS+6GHPFQ1pcWmauWg1yOkGrENBeZOv9XQf3qzJUjcWsi7lwfcmLUGv1PceCQRKbMzQZglQBXFKuilWrXLEs8P571hirTVlntkkz2ckbpkjOxRJjWpKcLVWzO2UjNJ7FQ8xbq4xoBkmqUm4BIdkRCi/AjZAdFMhhIpNJN1eSsS4Q9sES6Fh03l5CyPl7ppOoxAVlvF1PaVxKYU/u/jPUytmVkTZYrlzwbJU/ERUAp+pBaKnVUNvB8vpdwbkpivnsiinK+ndENTHMkxYAeBnRMnB5vCGHD3fQGN++w80g3fSR6x3l7Q9i/Zvjyt8j8CKff07Hha3mFjVvu4oTMjvFhT9TEv29OqO1Zf7zL+SSdp3WJJ/sXEgPTgyVOSujvCMf/mRgGYhzR7QHzi/+NVpqsn80feZDvkL6BT3vM5hbvvkK7gfmLP2B1Yn2ENCoP3x+ZQ2CwPVhla1Y0xuM2nuBjNg6fB6ZO+V6UjUysjMc83WA+vkU5M62O9Bw464GtGGx/R/SO9eaeEeW7+c9gBG/+L2Qj7woTlfZf7hFmpnZA7Yzqr5lky1/2NuOU9z3p6ZG969jZr3g6dBybkX7OvO1yF9l/NQMtwh59soT/7gltT/zqe5q25Wb3mk4dN//vW9TAu9u/km4D26cGO1rCCFMvnGLDaB278y2tcSTWJBoO0yvuk2fuGoJt0HSE9L8SDh9Ixzc4FfbJMdqJ+Kv/H9LMPN20SFjjPrzFze1nTzdVRx/+Ka+FtYJX2kPAPhwROaFyxq56fNezHhOrs2dcNQzrJlOErR9x6wPd3Zn5ccX5CTCGTjtsMqRhlcd4dSZF5c/vvmIcAjINtJKI2+8Z2/c4nTEa2bgTTif6/YbTTYfrG24GQaYDYXxCH47Y94/Mb+D+d0JwkeQORImMdsLphtv4K4iW+HSX95CbllEi3w1/Jc6BT3FLQHgVLJ06jsEwT8rNnz6yen9k3e3xzYahXzNsbziL5SQWMwZc/4i1kmkaY2J4HUhT5P6T4KLjxjrEWsbNuhj4v8UME/7hNc4ot1+/IZg1jbbZf+F84qCR8U1D3L/F3z/inw646OmmW2xS+vg94jeYTgnzzHBc4cTSNGs0Bnz7iLV5n0vBMA5bUoIQWqIqvu+Q2dKte4wZaWM2joVvDf23wmQc0Ric2SGrFfMpMBzeI3eG9S/+EZkTq+MTbj6xPR8xXjArgWki/sv3Oeric7c3hLvJgIFx/USwAuMRPU2E6Y5ZNoxve6a7EZ48zcExnVeEv24ZdSb+eqSTmSB/4uieeFy9Z7At712DRbhzjzCOnMZvSSHCcY94j/na4lswuwHfgYwGExvWzcTaRkzTEd2W8E1kfpc4/yJx/HomOU9aR+zR4T/dklYrwi9mphmOD3tsM/HhzZloHaewoo9w/3QHBu7efI1vHIcYYDryJRucjZwOG75JLWl7RLuBTtc0/BM0E3IzcfsArx7e83E78+5mYistfrgjtjNDOjCvGpqv1+icOL5LhNDRH0BNT9zfI83M7Daowv74L3h9wN0JyQvT4Y7h9w3tw5HmNIN5ZDYneNXB13cYq+yPA66ZODQ9YTowPX5gNwm/PUdaI2xWQkqR86f3xKOF8RZFsJ++J6XI/8dsoNsjvcdES2yFO7dhjDAlOB+/Zejf8/gw8tCP7EW5ezvSHWA3rjjbiePmE3GwfHjXkXQm2BMpOLbNl5kK7e9cn58ToijYWpSyDJKVwx3NQhSKSFWuihKqFQzyqFkjekIYsgFCGlQt1bCgJYEzJl4EgwpTiCDqoXAbZi/gS9h8fl8N/a+J93LOhRzumb3XKo+ryJWSLCXJoUZyUuwqWLIoo8rMktxKO9CZHJZ/rUCn/LycLoquWnIIaWAJB13iXAt9AGNWGEui4Ut5Faz3LMkKKSpiyTVQM6pngXcCDmRarFgEXFeE5oRgMyfukqg7UCFmSTV0eMrvrEkLpdAcXSnfz/jPCSB9ARN8BuNZlbYPZMGxJgUn92X6+xuhlDieC1iWil5dc3TkemSaIAMmW/1zouxMJbAkYDZS6CGy4aUKsDkkuQACJXt8fnnO65GpjyJqWjCZTze305L5c00ReF0RjrNymsuopIU10qa8syZiK4pN9dpWUxJ+mqxxZANdVpi0KieiJRS8ejwWo6CZyLRGOammSKHcKqN1ATFKFENJEK4u51G4gAoleqAmUq9DDKBaDDwNYj3im5y00FisjVgfcdbhXTZCWCukqESJpCRo6EiSSCavm7x2i/HBxCsKoBrN1JMBnroe/JUSUWje5Oqfao6y0FTmJKV8BzRXFB2ff0kBbJ9N98u3zyDIi5fq83sr/Hbxpnv+/d+q1eL/toDuucQaVfES7r7U56oSC15W99GfwJCusM6iel7Nneua1gLlWeWrbWRxOl7ufglxy/Ofev15VR51gcEuHnblLr3UP/f5VT/oVYEvcQv5kc8uk7sUfPWVVoX+ZbXl2Suq56HUyiXzw9d81nUNbF4DnS8rcHULL2+RH977g3e8jAh70eirZ5/VoAxwzbvyYilcfnn20AUIuh6bOmKX265Lu/7mqm7PgOr/yFXrpj/4+IfXizn/N7eOPGeX5wronb96OUjX5b6oh76876f65McG/u9cUmgKy7lxKfnlhC+yxNJH1ZHiql1SvWKvqyxcolrrh0W2qV2xHCb1X438K+fYMqnK/l3X2HUfLqBW/ehK3kN4TktyvWnU/aHKLtXbv3Iy52jDJTfJQtdUylna/7Jjr969UH7Ur0o7676yROOZUs9ah9Lml9GpS7RwonrwyjIm1ZmlJru+6tfF+KvP2Oqy7FrLLIYmQumD2lZ4Fgmy1DddxvVn0oGJgj1mIDFtLeIMcRoyfc+wR8INuvoO087EeYB5RNxr7HqHHQRzHLCrCdeeIBjSNKMTmNOGxEgIH9HW43e/xhhPO0RSSDnngRhwkBpF2hbxDZaAnweCa4h2hZgzanpS3JGGLULA+hlaCyvFTYbV3DIzM8eRJDPYE0pA5zOMwGGNTNDII1YiYxNR3xD7R/Q+wPqEaSf8+gb7ao2Vd8BHUjwRTkck7TDicwS1bSEmzBTBZzpY9Q67K4Z812Te9rFB50QaTxAT8wrUe7wGbLA4vUXUY6ximpnUN0zzFusDdvWJ2E4kRpr5FnfaZZVh/YSQIPWZk3qeECPYmB2CRj1hJNK4R8TNpHAEBdPsQdYEZ0kBXHD4sSWtOnTlCR5mZ5HThNWRII/0CUwy+OEm62LrgJk2NPMXOJ2wJNSeoP0W3M/gTV8ioq+iJbMgcb0Yrhzh8xq7RALI1VFxOZNl8diva+zaqz6v6cWpR6REANSXmOIIUSNIL2UuNG9lb9MiK8pCK/vyDKr7nPuRc7PURWDhsFvOTEGxFzml6n2QDbslqn4xPmrps7L35TeZ569KtV8rXV1tm2HJ63Nl2Fl+Vp3sSr4UiWU4qpGh7jPF6FKl0kXs1GXsLlHGlwjda9lVa59VxoXrPRt5cUb9jEuUtBpRlxi6RGjIkfcxG4olzMzDngHPNnk0bTDxAy59JLktYdsSdnvi/ivS6JDwLS617EOHUUeXbmG2pGNDShOfZGK2EzfTaxo61q8Ctgsc/ROjPCHyhKQbdF6Rppagj8x6wPozdvuAZYsD5ubMaA5IWGEeW0xSdNhklttNxBCxekBEGfXEFANzEzBWsLKmxZEahxWLISFz4NMcOU6JxkRWMmHGG9ywxnpF2sDMmT4FbII5rFA345qWMY0cpkdEN+z0v2DF4cyAmWf8+xGJI+mLI7pKJL0h8IbH5oTakeZjwA0j67Gjm9ZMg+N8joQIsxPalbK5Sdhg8H3LNDgOf3WkVxPzP464TmiaRDsL63ct0UXkvzyhfqI5vsYlyzEI8wwTlslaZN7j04rgDFhh1DUnNYh1iHOkeSROf4FhxpzWbKzlpvVo94Dfvye1MN2ukaGj+7BF9PONEGAI6TUxdVh/xNgJDj1ynsHOiM1nl9WZJiiryZAawyQGcRPKgOlG2l2OPIxWMcbgsJjkSLNHNeJ1IiRhOG3pe9jEA1Zy1F7oAmlyaDA0ZsLYiYdmzbGz3CbHJjnmdGSeJxhG5ONA2BmmjSU1EboJ1UCMMy6t6eIGGT3zuCYJTLdCNCPnITCHkTNKKrKlRZgV+gTrx57u8RG/g/UmgWlJbcegmZTETAl7HhAnEAzaKSFF5qgce6FNhm3nEecJ3ZYUA8krMicY1hgsXdqQpKPBYhVO88QYJ4Lt0M0GeTxhh4SIxYiH1DPrGRMNjpE4K2HMtF9qsmOrcRExCUNLVMM0+hwNJZndIUWLBoOLARdKJIIqT0dhHCxxY9C1gGsQ15I4MM+PBNmTtndwOuMfPtBMsJ4HjBiQlhRG+g8nNHz+WSoK61Sy17oBaRPxPKF9IMWOaG4J68R8O+EHi4sNclqRDlvm/cD0OqFhxI9HBvfEsTsymcRBAo3CnjOEgT4eSSO4/gbjLONrQ/JKahPqFA0C0dLYhPGB4G2OdpkC8T4y37UMtkWNJVqlHQzN2MHKEXeBeIbpQ8eowkkGkhhmPJPCYVihVtibHc46BhpIjrexZZMih3PD0+RxZsRyxqc9Pr1G/AnaM2ujrMIJkcC5HbErS9x0BGuYdADrGW93xAmOn5QYDPMoYAJCzgMy+BvAsJUjoh8xqxbTeaYpMfeG5jhh+gm6ntRO6HqFvlnR9CPtcSLFwGBmJp04nM9wNqSPQKM0vxDURKbzCSaLyGvAIOeBJCPfc89oZza6pU2eO2dpWs9DMpxV0POMzk/cnxLfPiTYj7x6NWPHhlbXjGZk9memwXM8ZdzZr6Yc1WS3ZJz5b1+fb4SQgQzo3QIeNZXn/20WmuQENUFydklGUk7Gi8yIHpHUF0HtH4AZSTkSQGUgg8froiB1VwJcKFELgGblNGlJUlxFNMnea0m2qKyRNOV7yclHhB41J3IehU2+30xFRsvKo8ZzbqaBi1AFJiVyQl5H9sg4AhOYLifbK1EJKjNKKBEdXRHmMy+naDWQZOA7OwtWUMCB6Yq+WzkqC72ULRRYarJwU40ssgI2xb6jGYR2Qza06CaH1lRv+WRRmUD6/C7Nnm7CWAS1jgyq1xwEFpGcmC+D8eusHOkZmFDdo7pHJBSPmARa25/LEOZcVxczWB9rKHDxtDF/f2JKFRRNyaFgssFLK02UmQtAMpW6F0XbKCopA+4p5sxcpinC8JAVDlsMaqbNn4eakLmMi7o8/nZbjFUJZQLNtF1qppy0S6unjUMLZ+qi+cSSqFd8nuva5zmrKxZlXslRG1VkFi1RQ1r6qhj8jEG1IwPxExRe2Ox15FBqREBViC4er3maVS2iaA++8qqW/03+qQt4U7yOUqaBWlQAVURHDA6Dx4ngjMc3K9p1Q9O1rPcbjBG8tcQ5Mh1HQgic+p4YAgnNP0NOqpT3i5TzcmiC1JT653pozdFCi0hTVZa851SQR0KOrCrAzqKwaDFcaPwZsElVWq4/0OcYtVShoYJUVeVlAeNzVsfrMqqHbC2lGolKcxag6QJePSMdEimsVFfjel3JolBXCrvLq8voyXMKpfxRUdIW8LCod9fh8qUOlxiAPD8vmJxcyliQw8syuLxRn/28KIvXSrYWJfOq4xYAT5anFkolhefmGF0ABOSqXbp8xcL/+7z2y8vkqh+e1760eGmUlveXeyrtwM+ZaNeXPu+tZ79fg6rP6vfivmsL0EuP+ctE4zI6+ff8lz57pirk9Tu5KuiS6+H5K17Or2f1XAbleY+/nCXPa3f9vF59+2PXTyEIV2OpP/b551y1X1+utyU84Kfro7z4/kU58nwsXq67Hxb7c5ES8plRvXUx2UNWSiQA6QLSLPzlFSi/nFO5u0qUJLGch9dtL0b8JeKvzidfhr6UWSP0hPz+62TQC/Dk8rNqruZfBZLKOa96MVzXZlK8axeL6BXFYbnjWfaTkgyxrq9sdg2XPi6ONrm+Fdis+9+VMre8k8v5veTKaMmbwwAakPqcQKYXTJf6VYqXKu+iVO9goRSz5OCCS7RtFeOrc0JJIqnFg7jWbQEK63hd59bhav8qQJ0uL81yFGV8f8YUVITedag0uAQuBkIzovS49O8YNSQ5E7VFTUJ9ysaF9J7kQW5aUnCMHx1iE6b5MzZ6nKywTQNfvSV45dh8QpNlNVskNMyrO9Q6rDkgOsHwHuYeGTfI3GB6B1GRmHO2STpg2g6NDVNsMRHMcGZKI7N9Yk4Nh3mPRKHRiBWl031OSP1rh6bIY8oUK3PsSMnTrr/HkjB3R8J6Iuh/IX3aE88ue56JYQdMUTmFhE+ObtWgKaDNiNUV/tsVsXNMs4BEZJ4gRWRu8zz57T1iZ8x5Q4qOwY6oKPvhI344QByghcZ66Exuiz1ixoTpI3r+BIc/Elthnlps3NCGG4LdMb36Akaw3w6Izog/go/Fcd4R49cQLdwD4cxobom+xTYnTHOgmda40GCs4K0jTWvSHHAhsQ2fELPGyE32d+qKU8p9QsPMlI5IGPGHFuzn86YvhtQlMkvKuqp7aokIou47mcJIpeRcW6KBWNZejpQusjXkpNkoOVeFZj1DMh3wJel0zR1xiXzIBs+cx6Z651/LaWAXek0tNMI/oOitMu2yh9aD+mIczt/Fy9EklKgLl/XIZwaU/DPnq8jOV5kFgEXukuXvumeU/jECmrK8qHWPFC6G4bJfFuN1ljGKc1nN25cMdYevzL+ghQ74IhvIknvyuu6XebE4aqUaDVa/T4hM+blFtyoOfNUQrVOZKp8PhwCIGNbdDusMU9+g40RMERho/SdWNyfWfIGGWzZPlu5gGBVOtzNmldiuD8D/gMffgw4M/gHmBhs+YMcJc3yPzg7cb1Br0VegbsU0tyRtoI1YK7T+V7Q20v6Dw769J50c8ckS39yhd2/R8ZH0zw8kq0Q3YYOwfrsjNTOx/47gBg7HDhMNm2ZFEhhHSLOA29OI4VetwxvhPCpPKTEkS5KRjXug8WeasWEVPGe352zXbLfK9j99TwzggiCDx562rIzgu3t63/MpwRxX+PQWow0SHYmRc/g3iJHJf4U1a9b37zCHgWn1Z5I/sTqu8YPD9Sts3DLFhj443KfI28OR87cnzt8eSGc4Hb5mZRrWFuJwQO8+ouuB1D+R+pE0vWPSA+/lTBJlfv+epJHDvyfk7Bh9JG5z252CPxtMr9BuMmXOuCHOI757j1v9lbANxHUgnFrODyumOXE6D6TYMM//FbdJbHcB41bI61XWdz/zUhVCbAg0eCs4q4w7ZWrAPW3ZHTZEvyI58Osz3e4T2vWweiKlSEozQ4wcvmsI08B492947+m2HdpH+n8/MsjE9PYBjKGRL/Fdw8ZnpoenMDGdhY+8IWrHyj/gXY98WrP91NL4hPjsOClNIr05k+wHdBeRh8Bqs2bd/gPWRdp1j59b9ocBlchp1TATmMx78BOr33hW4rg7KjJNiH0izj2ySphJMewxNAybL5hXd/QD9EMgtD1Ne2J1tuyCZ7QdB7cjjZHVn3vWc+KuD9jG0e13qEbCw18JcWLYC2w7+q0hqCG0E5oSrmmwG4s9ZAP76mRp7qE57GmGBrM9YvZHdNyRzl+QdGRI9zhWfOFeZ0eGb2EUeGxv0FZod2usJvYPD2gMHF4rqVP09UgSJT68QfqO9fgnfHjANF+y2t0Qt5DWERMMNhjcCuTNCm8D03fvEAv+bgVROU55P9aYYGog/BOEn6H3iKJ+Qm2kGwPtlEjBoXiif+LAmf7dJ8b3T7xJLTepJa0t48ayDhv4dIvtDH6/IxAYJ4uqZZNaWuvp2h00kdvdluQT8+RQFJMeS07U7JA6tScGm2jMCqcbjDfYbsL/5hP+7pHtRvFikNAg44ZpOHEen4gamNeKVeXLNuLnwPF/nEjGYVYPtFhuAkhS7vrv8c5ybt4w8obx9IifR3Yx4o3y6DznxvP6FNj1B2YPwa2Y14nHf0yoC7x2Fu0m3t39e/GLV6IqTyEgg0ceb2H2DM0KlUD6oHgX+OKXI741zF3LGPfYpz2rpw5z2xHXidZP2G0gjpZ53INuoVkzROXej3TBsPtg8Ag3K4OZE386HenOLae4gWZkuPsLwSfOcULxbIcRKyB/GunuLStjaSRwVEuYhacPkf4psZ8j27njTR9p54y/f2PA6YCfj/gHw3re4UaBPjLJxJEnjHpu4keM/u9qhMgAsuLJHu8lrFJ2i2JakxCqhixcJANSM92HAsavQe4QTqBjMVJMuYzioYE2Rdhw5bPima1VMaqRAVWM0vJ+j7IudQzZz0GE7IF+KsriqghTIQNYqYbUFgoX23Gl8SGpGhE8WUgsyaaLB7bIjDChkpN8iUoBUqfyjkInQ/ZoyyBh4SqteSYkJ6hWyaCs0SNZiOuoOS0WLw5RsnWpRUkkTbkOJnvHSWxzf6krFChZuF7ofhau1CwMazVKpGzFWnIuJFuE0qpEnzMFUXKgK8T2F4VcMm2BLhQL8+LoBxHCtfAnSAXN/9Z0qx53JoMnmXqnhiJT9O2ARoUUEHUsycuKwKkaEWpEB9SkZ5lqSHLS8pQpnhavzStvRDFdATrOLMnLVcBmpUNSeo4JVVBkAa2r99Fc+tuXaB7QVGmZKghS+nIBtgsVRA0/Fo/SkSNT0gKU5ITlJbl4VQIKWENampKLKFqJVo7dRZ6vgFf9IA+eJFeiH1LRLcYMpGjEkDDisMbiXUfTbug2LevbNdYYGmeJU2DAME+BOUZmI5h5QjWHdIsGZPH0zMlBRQ2arkFwV5RCT444SQXXq8pXyM+LQUwF3EsfpExVJp+THefHLr2GBGt/K1rDu6VGuFwBM7VeLzDTC5Bbvy/PLbhjbXMFiq5ASKn72DWVTkHVn3mqlb/FLH9fpuelvIvDfPk2XYHXFfZb6nfxMnteYFXQr5970XDN7a7vlOcFXLVFnpcgFM/ErAQvgLTIZUz08sRLh/MarLD421/jweWdqnKZQ+XbH9+RrvNu6FKvpV3F23CpznLvf/S6Hov664+hftfv0J/4/GKcUV6O0/O/ZIk8vPpimX4v6nT9t7z4G8rgXBI9XrpZnpV7PSLPS3h20w/f+YPPf+z6qXn5E7fq9b0/Vv7V+68Nbj9Zr6tnr0N3lkf/1nP168/ph8+Ya1q8/StN0UK5U2mP5GqBJirtkCDLOVbrvxjba9L7xXP1+YZ3cdKt0Rf5p1aQrkR25r/NFUAkVGPJBVgrIBfl/K3gntT8XDVBdQUgazuu6YxKHa/X/EIdVQBQFLnuE71uXwXYcjlSjMrPaYvymbB4IKuUvnbl7MwyXF6Nmb5loQCpj0nKBpylynIZn2UPrJGl56u+l6t/9Sz3LB7JUs8pYYm8EC6b5Q/Wd40u4XLf0s7PvxRhMg3JtHjAaiTYmWgn7HACM6KsUG1JMqPGkjQQ9ZA5iLs16WAJB4PpRtz6E9gOY1aIs8jNnslNzPEIs8HHO2xsieaW5FusOIQzhD9D+IgEA9EifcrsrW2AbkYYMe5MxBDjBtUA84hyJJiPzLqlj3fYaHDqMGLwdoNag32tBJnpnzwpaKaNVMemuac1Z/T2SNwEUvwt8WiI9xY9OJq1sFrDHJRxzvzJ6nPUZrITZvCYx5Y0CGkFahI25ahpiR5pZ+TNKVMsfaswWGYTiRrQ6YgdHCkpOghu75CNJRolmQF6Rc6g/QmOH9GwZja3QIOmNclvCJsdksA9WERH5O6A2JS5rZMlpTs0enj6iI4T4dYQvSe6E8n1mDniQ4uaFWJapugZ0wqXTrhwAl/2IUvOkTGmTLcaI2EaMSnQ9G6xJ3zOtdARVUohCkievyxiVpGllnvyHrGc8+JyH2euVCpVW5EcWPJLiM37T82TJsV4WqLvL+unCuIhr6tn0cx1odTfqyHVlH0ilDcXytESRVVll8Xjf6EpKu2Rl/JNqRfpIq+Udb84FVQ6tyVi4iqqu7ZDSh0Baq6LeGUYWM6sa32CUueUaZprVEKhr3x2zhVaS01pcSq73pdVQ+mqhjoxpL5Lc99mdoViWCmRdVm6qfpqce5a6lh0/+vcSJ9xiQitW+F8zqmiaSRxQGWia0807SN2VGRa05wd/t4zbgfG/YFVe6ZrThgOuPN7JgunVpBo8fERGyZkfIeGBqwF38GmhaYhTg4tef2sCFv3isY5Vq96PCdOf1ox3DeoW6M3t+g7C+8SyQ/M7RGzFtp9R4iB1D4QTeQ0fIvXFeunOxBhjpGULJhbnPG89R2dCL8fTvRhZrJCMhNr+4S4GRcamslx9CvObo/ZnWh2T6S+xZw6JFnssaUxgvEnkp04JSWlBpdeI8YhCRKBMb5HoxLdb3Di2TzNOI704Z6QlO1gaU8OO3skrRiSpU+W3SmxiQN6f8/w8I40vWIav6RpBLtSjPTo5nu0ndExoDGhj08EM3C6GdCkpMMZDTC8t2jvCL9o0M7SqMEmyTR/g4JpUdmho0f7BjHvsN0DqU3wKpEaYYp7xtPE4TgjocUMb+gkYtMBYxt0W6ixf8YVkyWKwzjBGpi6bAfePna0o2OcPHMgRw/ujng/0bY9c1LGFJmPjsODR20grd9jfIO0t6Q+MX3oUR0520+YxrBtbvDe0PkNguE+OoaU+GS2DLLjlU2scWwfGrqTw91MyC5mdgoPbGe0OYJOyLnH2y/ZcYczkaZt8MawOQSiwOyb7IQpj4id8K87rHPsUFwfeJCecT5nJ9nZkCm/G+b1a8b2LUM6MvZHcAN2/UgT12xcSzINwe6QONN8UnyKrGcDzpO6DTEOmP4BiSPx1Rp1nmllM7GCK3RjnuzYewKrBpmEdBL82OFCizUzZvVESh2RtyT9yJy+x+PZ2w02Ke5pIhlLYIMaQysbTAp0/Xs0DPRvDHOr6FcHUptIpzfok8cNB7rpe7Td4rotdAKdooNF5xwxEJxHwkR8PGG3LfZ2R1JlCBFmJR0ViR4fv0TizzhMAXUzmICfQ87bGRsUz8H2jGZiuP/IeHyCTcdq03JuA8064B6/pHnY5jwJXYvGhtALJhna4Gldi1utMFaRriUSUTuSdELSXOi4PYonupHJRmxYYbTFGnJE5+sD7u49JqzxYYNNDju1PE09j3EkEYmN4GbD3nkYEv33E2oD5m2Pc46VOiywHp9walD3O2bZMD8JYTrTmRONTByMZTKCSYnV1MPUEaeGsE2c9wmNhs0s9P7E/fYDZjI05xWqiSEMmLnDnu8gWsIqJyc3T4qRyO7rwMoaPnjP0HS09zvstIYbR2wSzs+ITqSHNaHvQFrEeQbr6K2QImyPYBuhWUMwiY/TQBvBzAnpZubuEzEGjjighbnF42k+Buxpwm9GfKOMrWUS4fBpon8X2NiEE882CG2Ce028l8SGmdt4xM4r/PkWkpLmiWQC49TjCDg94Zj+zgz7WUaIDJiLHsrh/0QG/ldceGwLGIqyUNMsFDZVIZ+BEzmOWYqAUzxKeMplaSiyThaCRLdFaMkgaAZeK71SBkqz0DaCHpAKjkn1UN8WT90qqDnQXfbsLgqZJo+KQeMqC2WucPWarIhehNVSJ8YiHBYQNFVjg0eNA2ZExkKlEvLP1KE4lFURmIYsKGoPyEWOjA3XAE32ZExk40NWXHUxcmThLGmXoyfkirtXChcpU5b1UJYEz6lwvFc6J7sp45kjWnI+BYtKi4hD2CA0JIkgj1xosFagq+yVZQKoQ5PPSnqo0TK1LcWgsnBU//SlZsXS5aScm4IqIBsIle+4oXo16TVwIA6xkvthKjRYNXeASuYaLSD1AnoXygT1RThdAOUSXVCACNUWZIXIkI0/SbIwUSNeUJQa+ZAVBqnRGKbkmSgGCzFVsA/585r3Q21+54IbBIQxt0HWUI1hOmcaIqmgTa0D2XtRLqCNVvAoFQOUuYDICw0TpmSwsrn8YjCTUhGjDQbJIbvW4hqhaSzrtmW73vDm5g7vPF2zZp5Gnswnhr5nmk4YlInsDRqkeL2LwaiQCoVYViAMqm1xRCsetHZCzYiW6Agphs28HkpIq1blK0dMaPEGQ664/D/rugIwFxyxgrRS3kEBh6rH8Auw8BlNW1ZY5FnZV0qjXOWXKNcF3KqAlF4+r9uC1hwNV/Dx1d9LK6RwE9caXAH8+ZEXFD0Xi8FVneXyHZelcfEy/GH3LX30o71fc0RcE4Y977MFe6yfLE7ZUl59DYrps7pmLDC9wNcuwMBiWKk68IsaaqUL0BLxIinvHVfjyQIUP3+FvpwLn33VM+rl81VJf97eZ98vevzVuQEXYIWXz12AmetR/sFtP/hGn1Xn+XfP+1B+qh/qGF99/0O8/aqtzyf31e/XgHKd0/Xba5Dmb7RlWeM/qMBPX9eGxh9EOVxX+Efa8KNtKV8sj+nzcb6exM/e/azAn760YZn7Akv0w7PxUy7REnXsCgAntZ3mYrAUf/XqIqNwuU9SFS0reFTXXnYEwBQDgpJlIREqrd7C+FO2v4vnr5ThKhGI2pKdH+rYh+fr4DpKQyHLCnV9XYPsVZYpsmrNS1HP1IXKKs/ZSkl66V9yhGZ1sAAg57/SQku1yKOaWLwDnnk0y7Mhv3YqyLIAXKhmLtzxlzVfDfnCkl+pGESkRKiyRBVe7xe1bdUDvHomF+eDmgtOax6qn3OO5v195fuszK5ngrNoahF1pLuJwEB4MMSjJWlDQrHGkSwkyZ9pOyOvRpyZ2eoJ0xrmXzckB5O3RGvpWodMBhstTMpxeseE0HlwRDoarO6Y0xtmvSV1Hu0ssf0Nom+IaWSII2IjrBV1OamyYHFpjUjH2uacW84nrCQiZ3CRZjtiTSDNE0yRUR9QEcbfbFC7Rz+d4N1MNwdW8T2jOTOtQKcOPe4xraHpDiAzg2imjDIjyRx4dE+oaZn5AjQSzEectGya/4S4mfPwz8Q5QeghORh/i+iaKT0BI2bXw3ZGeo/9aGjtrxHzG9z5AXu8x7gVulmDNzhzxsQAU5OTfzfv0KQMmwljYPN6i6wUvlpl0eebBmbBvIoIE9a/Q43F9RZzMAxjZJxnTBuxzRk3H2E6op0lrHfg9uDuMiB4f0aTw66+R+YZGRXUk+wN4szfnWdXM64soatoIiBHpEN2/jLLPphldM/ivFIPIuGyPxGfyVMXR5cC1hdgXxYZvEbp63UNUAxZ172iEK1yiBaaVlNoXms+h+hQuXJOkqu96ap0Ecl6cHW4EZujxwUg8EPa1boHVrpPs0RASOkDlRJ5xnwRTeo+jZQ+fd7Gy+5Qyqz7TNmnRCOqmvcWDGprlFupU8lbtzjXFAPsJRePLWdCcUiTRSLL/Vr317q3CXnfXfruSi7RSsu0v9T3Z+xvGpXp/SNJoHn9DrMaMadfINMXHB8bTuGJ/dSwnh9RdyK87VlvPevdLWlQ0tMTs3lL7/8Jxyfu9L8TSJyMZaLjPH+F0Y5N9yWuNbxyH5jkkXD4KzoJbfcK71dsNo6mUdzpT5jxI9u0Y9OtsWnEnJVjPHBwA04Tbuho0p5V+kdk+oi5aeitw6wMEsF/r1ifcF+dwDZsVh0mOKZPH0hhwrhAaxJWIolI6h3juGbdtewax6u0Jo170nAkvXsk+I6+CXRzz2aeYT7yOCm9z9iCARr3AYPi40QUz9D+34jSZlYHDXTb39KlJ8zHhvB+wpwemOeesG4x+zXpVpGd0k/vGOf3DG9HYttju0CzsWg48Wn+xNQExv0el1reHG9pJCHbMxHPML9FY0vDFqOGsBtJXdY0GZVgPjFpzxR7TAKPw0iijX/BzN+T+kiUNbqOWBswXYe97aADvCHJQHB/Jqhy+D5hpaXxGVv53Mto4u58DxxZ2QeMjHwia+n9NhDbhN4Y2BqOsWG632LdGus3KAcSn2hGy9u4Yk6JIQWaacNq+hUaZ8w/fkOaBTm+QSawN4YkkRPnDMprh6XjC2MQM2Nij9EDxim6hjl1hEOHtFvcCpJdY7od82SYBsMoDY+bHm8t67jDRQUbMRpYtRONKJO7I2gk/dWgCud+xoTE+rRlPa8522852wPfaiRp4pa3bNVjxzWbY17/KhNz2PFN+4bBRg7NBxoKzVQQnqLBJEv3YYcaT9iuSBjWaQ+zg2QIqrTvHjE6clofeHJKs3uF6za03YRtEulGiJ3BrQJ+yNjGvB6I5wnzbUA2Z9IvvmO6jRy/OpN0wy79DpOgOT6gaeT4qiGq4KcJ/6gk2aEeOu3pNhPp9YaT+5rpcMN87sAOICdS3JPsBk0zbRqxqw3+7jWze+QsvyeFW+Lhv9CkyJ57pPWkXzTF6fgz9zcVjucVSsSne0RnHs3vGM0bdu4DK3fgtHb0uqVPwvlRIJ5Z25mpf+Dp8K809i2b838ipRk/3CHJYeMZ4sB0PoAkQncGK6xu95jYsdIOMxl6t+ZoHd733MqZ7nGHGzp8c8KagVbPtAgHF3ha9zBt0KeWaD3tLw3nDTw+TWznhrfrJlNhWYdYj391RxDDNB9JKXE8bzBng7p3eKM0dxGfEqfzgXHuCUdFTnDcnUi/agm7DWG/QYJgRuE8Jx6nTDfn44bORParHqeJ9s8RM09494T6nl03EBDOmzdIEk73nvmotLym7Vqe7gxjmGj6ETtYom8Jbo3b9bRfvIfVGeIZax+QzXu8CEENOjlM+Av0BpxCG7A3v8c0Ce12GJfYNRMxzdy/nyE4frNObKwnyQ2Da9GpgeiYNon0y8TpaUSOA6HxxPWap+mR0x/vmQZD7zuiWkYmjAa27Zk2TJjzLSG1PIVX6FW04k9dP9MIIZlWRgE5Uz3qM0hjywszKC8SEAZyUmW/KKEigcz3XgBCNaj4LOhwZEmeWDRQEYukVREqzkWpi2Sqlky9Yiq9gE5FuGqQJTFwETBxZM+/OSt1dCgJw3SRkZJBZUNOXnaAErlQNeIsCGalMtMwZWE3yVXEBIZsLBCQGa2Kpxo01QiGbX5e+yzIyZDralzppzJwWil55tLmNrdHNX+nM0IgkZU1I2MB9aqiWylrCn2PZI8S4cJbXtunpsvvSAcyuF3oFsxrVBpEVwgtIoFMSVU9GjfAGuSE2ENxsnO5fjXKRK5zLyg1IuFvz7c2P1sorRaPQZOTQy80BuKKcl+ES620Dw6Mg9jn0C7jCrheuhLJkTpUgDp70qhooS9KRTAGjbKAE9mLJnvuiQREpjK2jkr7oxJLdEgOgc7tyaHByhVYI7AkzU2VMqi0K2VAYBGxU11nbWnznOsS5kI75Zd3oMV4VjWHRQsqAEYay5T2C1CTVYECRpgSPaJnYMx1UYNIi2juf5GIMYp1gveWznu2XcfddkfjV2y6G8Yx972z8PQgaFAskUTKtr0K5osguBKinde0FkosqUYsmcDOoCtUq5FOETWlrxLZeJmBMxHN/M2QDTefCzByBQddUcf8GNS4gHgKFxi/gHdXqOpzkPt52Zfomcu7qEru1Vt1AZWuytH8ubwosr7lws6Tss6sV3vrBeG7/MrV1z/SDzUqod6itV4Vl3zWTCllVKC3KqvyvOwlAqTur1eFX3553jfXQK7CD/aSnxrqGk2il3wnKgt5V23NxYnxqjoXOi5dylmqJ5dmK7zwQPw51wtvxueVz7Vc6nU1357VR8s+X4dNLk1XuCSI1Ks+vnrHs36/hhb0aoB/pL9fzNfnTagdWe9Jz2/6Me/D60X2bN7/retH6vasDddlpJ/4/ur5l8jKDzaCF3Va1vyP1OPHqv9sHF98/jKi6nqy/VR5P3Wpe7ZXPVsvy0ZR7lsiJq4sAWU/y1GeZbyKF6oWMEu0AFUigC2OFMIlr1U9B4sss0yFaoD1LB63y9wr3yVzNXwFPBOT61sBKxJiC63GsuvUTqqGfl/aOFCjPvO6TsvfS7JaqXSexWtZ6/ld8i09S0J+tZZK4m5ZZJyc5yvTHjlYvKtfGqWlRCNxGWaJl3IBSXlta+nTy8516a+lPrVUKTIUNd+YuSqzrqvqjJBBOC33aaXWVLc4B/ycc5TS0saNSDMzbSKxsWi/hrAibe7RRokHiL0hqiOpEhtHaoRkDYpHfYRdwqZAN4+oXzHfOoIovdpMHdFaDAYTDWlW+vkTvSRUN3ixNHg8Kya9IeprUgvJQ/TrPA3TX5nDNxiXcJ2iRkkWbDI4WkRaWuuyEcJ5hEBKJ8TM+PURawPTUUkkUjwTDcxf3sF6Dx87+DSxmSOrcE+8g2kPnD3cbzA3gltlOpBJHI1EWpmZ/YHT+s+gW0zYgwaSfUDMlta/RmzkMK2Y5YyLIySPhK8gfsEc/4DygFvPmJuAO1nMo8fbVxh3hzv8BXeIpNuGeNMiJuLMiAkJZo+oYuZ7oipTF7HeIzdvsWtDfNPkafAXh4SEeZUwzUwTeiQq+niHntaMfWKeA+tNxK0TbnhChgOzuSHu96jbgN1l3uH3Bmkm3O19iUDQPO9MptX6OTMur4DqDFfP70uUb82vp1XG1zyu2aehHuZa5CelGggue29dd3VPuxgaF31RK1VwkRqUsn7qHpuNfKqZ/k31Qp+0yIvPjIzF+a06GC3Nree7KW1IxVBcDBkSyDpzke2XtV+d5or+oxZVX5pWHbAukQT5Ja7sIdlYK2TdbLGPLFFglz0NKZHryDIGQmYNyOJOzt8nleatGCEuka7Py6qJuJcIMVNz31z6KmMM9e8aSV3bJFd7fij7+raMZ42c+7xLU2J+OKJpxr9+h+sG2uPvMNMXPN0Lh9OG1eww4QhfvSPdfWC9/ge229ec556nI8z+loH/ysb8kb3+CwPKk1gmLEPc0bDitnlF20Z27hsmeeJw/o7UB7z8z7QidGZF6wSm79Hjn+nSHbbZ0qUV7bDh+3jmaCdMsLjJ08ZXtPHXePMdq80jvU+ENcSjop8U2yXcrwfolC55ZHTMf3kkDifMTWbztdh8ak6OmFZsW8/WWfzY4qY190fl4XQk3CaG10ITJ9oQmFPglAamdoN2G4yJePuA1YCLZ8S+Rvz/gtg96j6AnGj4mlXcYP7tRHjKVG2BHrn9Gu5uSbsZWUdG+0eC+SvRCWlj8G2k7QzTeeLp/j2xbZlvbvH9DbcPv8X6Adn/K0kd0/EWdEcrv8KIhfV70Ak7RSRERvOJmZGYMkXPnk2mMNG/4MO/MYxvGXgLYc45ERtPs2uQNoIzBNcTuveko3D+fYNjwty0iPl8z3RRZTMecNHgyEZrbRpm5zCrQNoY3C5i1p7+wXE6rlibLTt7C2ZGzUwTOnapZSRCULx0dOOXaNOjX7+HQTGfbCaw2BqiTYz0RIWUNhj13HroJHBOI3PsMXYEGwjjG1K/pjErms5nuj27JcSWFLZMjOjqiNcWM6xxKWLMgcYqN00gIXRmx6TK9DGR5sgo9wgzu8MN7ez4fvdHUvuJjzFxRIGZDkc3C+3ZozKSXMcTG977G4J7Ymreoyi7pCSx9FOHVUPzuCZ5S3zVoUZojxskeCYxJE34+3vcNPL09ZFzO3O73uHV4m2gNRODc4SNRTTgJ2WykdBN6GFGPiTEDKTdJ8Zu5sP+iAtv+OLwCntS7J/eM6eJ82tPEMPtpxnXC0NckayhcT2rLnD+omPerJl/vyU+NuBPYE8ksyWanM+l0RHXrOhev+GUzgzzX3NuifMbnMxs/AnxluGmOkh/5v6mcB4bYkq0JIzMfGzvOMov6Zxy4wVay6RrxsPMcJpRN9OtYBqPnM4P0DTsxw6bZty8R1LExgFJyjwEsJHQnTHOsd7e4qNjpy1mFr5xLWexbJon1tLTpAk3Rvx4wronHDNOIPrIqRuJKOHc0Gwd3evMwnM8BTwe2zlM40mdxVjP+mZHQHg8H5hnpf+4gmBg+w3OD7jdGmcts57p04l4SsiUOL8aGb/w6DaRdoI8WOTe8TRHPoyBHfAFKzozcNMesIPi3oHRmdaeEG+Q5sAsLd+H3zCHjuEQCETu7vb4xvLRnTjqzP79jDtNxPWa2G1o357ofvkA04SOE9iPJPcdLjbEsM1RvuE9OjSo20ITMTfvsd6RmjcYC94/MYfEX4+JMFp+98VM11l6UWa7Ik4rknrSRtBb6KeJ+DgSV560aTl9SgzvnhjcmpPfkLWGmZaJlTnTDhE3bjmHFffTnvl/VzqmStMjPv/UbVbETPGW1rkIF1P2dhBPBkxTDs8qmyhC8TwvVD9SgNqFLsiw0BDVUM3kAEVNUfDSAMwobX42ddREvjn08go1MAlJWRDLdFHZiKGahQ6VkjzZrFkSAkpCNPN3ptQUJffIIowhoFPxfmsyOLuAhAl0Wjw9slyWIwSybDkh5iH3WZyKrFTCfUvC5gtNAkVQrKBApcSq1AGFGomEkUoVYrKwF8kCIw1Ig7HFk61wYUrKIajZ400RmRASSSxoi5T71EjuD7GQTGlX5j9V4wpmPiI1p0SN2qgNIPeRlumaH3AX4OOnplsack9Xj+QYSn9ImTNFqJQXvM41dwaS52zhNc20D+6qHzUbJbSUTRm3RIkskCuspgin1bbjQsGb6lwqFAsa0DSWelQBP1wAkyrAA1IS2GoBRGWxUBewz9YxrlOuKk+ZfisD9GXeW5uNGSXUWVlfFKCFGgJI1XOrrKc6z5Jb5kY28JRIldqP4lFt8nyoQEY1SiYwojiX8NbSmDWtcXQuQow0VpmN4EyDNRFxLrchFIUtFkWGYgAyOUQ1M1RVBbAk9I45dDr3gcleJKqoBEgJTUWRq+CMVOqrvznVfmTy1f2q/ClXoHUZ1Qo8XWDB4iW/APZXQFqJWLimHvoBcH4drbEAaywll4qU3y6A8LPkyS9grQtoV+5dnnt+/+VdZc5Xw+SVEn/5/zkIKtdtWoCwq5cUYPaC171ATxedteSzuOrojI9el5/ve8aGg/ygThdK91LnUiWt/VGOFX1Wn+c+8znh9RWwt9x2BTgu45LL0Wf9/R+5rkHEF/14/a7r69lg69LfL29b2FcqSPNT1fxRz/7y+7NnrufyDwopP5Qf3nDVxgoeXN9fj4yl3vojzz6bAC9e8bL98uLn3xqfl/X84Rp9/vnLMn/Q65d7KqD18nUVZLpu0g/682WZwLMooL9zFarGJb8B1RP4GvSHi3xTIlsXz/t6XSL9nu2RC0VkqdeSeLneoLnsayONFq/TZEoZxXj+bBGXepnyn7jyalt2p75MwzrmxYvWXCV0fWaZrVGidZ4VCsa6QUiWF8vNV+2uMkUtr/ZDlYevb607dI2qqD+vyyz76zInXs6pl3Uvp04F0yrAulBYlecWI59ZyriAn1U+nq/uK9EWatF65i6yZnWoWZXxChengZ9xqUJ/Au3B+YBLCZktEhviY4vqCpEZe/dITC0prTBzIgxH1PSoucfGER+OSAoc00yKI3Ec87mv+dwcxxEmR+hWqHU0mwFxEz7NuCmCFZI4fPOOhgfG1S+Zm7d0es+KR5J7IpgzFo/t19l5yGwJ9MyMGFUanRAXMZsnDDNuPIJRxt6RjMcaBatspw6dlc13Z5wd4LwFs0OYGGVmFMkEMJ1gbw2pKYm63Z62aXCxx4Z7gkRUtpi0xo8JjCHJK0zqOIcnjAb8xwbLDtm+Ar8FsSQbsa8SopGpGUjhROtW+DXgDNY1pOgZJ4ttEo0fiZoINZrbRnBgfZEXG7CSkPMRQof75pck45lfPRFvBtzRYgaLNHcY0xL9HbFZofOACTNTdyZsJ2QL4EmxgacOE86I/WesNrS7DTRn0vp7MJqjH2wH9gbMz8gJsexL2WAmS1RZyaVwvYcvOR9Meab8p2WNLMaGuh6rYbY4Ly2gei2jRhRVZ4HqlZ9l6wv92yUKSsSikupqvcg8VewwxaB63R7qCScsucQ0e/BKpZWVhYzyqg1ln9SqO9X2OS7OW1kWFyrVKMWhCbTWO9VzIeb9MlW5oho5azS4luPDLO/O77/eg+u41f9SqUP9vNTNpDJkkUuOjUvEiC76X4kUobanGmFK8WIKVlAMyyKIjizOcT9HfhMD3RaNEL6NpO8ngvdgAnPjEF3TR4E405xXtH/4grNNTO5PnFvH0/7XJKsE/6/YcGb4/rdMAegbTLI0+47GGVa7J2IT+NAog1p2mw3eRRo3YfQJPT8SZ0VPBu1/gZ4VO86EL+7pf+GY/9LQfd8x2cTJRwbX0zef6BhJ6YYoM13XIxj8FxE1kfGUiPPIvP4j6hLT7g9IM2LdV1jpuHEjXgLvJXFKwsej8OkIjTngJBH0I8E8YoKjO93io8F0Bs+WLV8wNCNj8wkvyiZZTDCYUyIyE6cDycwY9294OeEJSGoJU8+kcNoPzI0Sx4+k7wZcNBgMkgxe9ng/oe1I4sQ5vgMxNKt/JJmAOfS48yf6h3taY7kdN6jukP5LIpaw/Vein5DtgLVFX41KNz7ShBPj6mtCuyd1Byb/DUPsGZ3HRcGFiLuP+H+dObkD33cTXmGtCsHhzlvoA4QBg7CfPO5n7W0QhqwyP/5yTdwk7ClyMyf8PmG7RIgn4pAqEUammjKfsCGwme5QaTjZyOhHjpsH2uBYPR2J48T9hwlNSntzh02WdRTclDD7I9EGzGEghZHpbJgBtz7TrQNmajFxjYs7/LQlnM/EFKCNaDdiSDRdwliHP9/i04w9f0eTYJM8JnrGc0cgMazfM0tibu5IxhLTCHrmsXE4aRnHf4Tp17z2f+S1+8Cr9UfWu3/hGDre0bFyH9i47zHzyH6ANJyZ4wFrDanxxJCYesUaw9CdcUx8wYgwMsqZJI42QFLltDGEdYcd1+xnoTMdTiIjlrM0iBHEQhwbhnFFaEDbM+os+utfEDxM7wRtE9thg3VbTHtEohDsLaqRm5iNQ91KkDgzpw6CYW4jfSOEYUWcPXMU5mZABg/9Hbo5kTb/jKaWlFpcEOZRSUHZ9v+JeV5x4t+Z5sDHp0es7xD7emHS+5zLCLxyeatNj4k0Rb6++UToPLY5cZBEbCLOBGLs6VOPtHvE/xJ/+8Rd8yE7hzTf0Y7g+1fZ6Sgq0UJvErEZGbc9lsjGjSCRvstOk+1RcVHYbV7ROCU0Del2YvQl55ad8SbQAl9E5YNpeL+aWavBPGzAb9h0byEl3o0jzkS6JhugzKcnVA0+dZikOUewS5iQ0KREMxNsxAwNfrTc9K/ZjTvoj8jQ8xiFY39ke6/s3ytr23Hnt2VOC+oj91uD9UJ709ClHTf6nxGTOPN7NJ65Pf1/icEydv9AMGu+O74iyR3H+Z4QR066Ylx5bl6P7PcDJgX464qU1sS4JSRDiC2OQKMTmIbRbYgKcX1gbJQPrSBmRvRPeQ86fY1Gz80mwEo4+VtmGsZPG8KDJzCQGPhSdtzIivFpYDq9Z0gjAzNjSMz2Fp2FdOwxNuD9AGI4m5Y5jtxveqY5ktIjkv73jIRYhIycFJpYvME4k2mB6kY5ojqDuUHNFsyA6AAUnnwtQhCe7EVfBbgmCwdKAQ+L0rwotSl7xEhCGDP9kTgUB9pCasCcECkKdxVUitEhGxUugH6mVwml/s1Slyx4lbwGmtC0BlVERnJy50z/o2nO0RdmhbC6CHR6Aj2RPU2yl0cWnKpSHhCbE3JXpVsrGKDVCFEEy+QK1lCV3rmIcbH0Z4NoB5KTFS+CZrk9U9fkzRJbw+xLVIEWo0/KHM/GnXO/0JINRDnvRxKDGsWk6kmTPR5VLNnIFHN+A605PyI5QNDkMZaSz2HRtSsY8neEvThS3M7ycMbSZpFM0ZMKWCA1vDlx8e7R0pYaPSFXSkIZXyHbA1KCUBJnL31yRdWAFBCkCN9REFupJOY8FiVHgxKycUd0cTjMyaY9S3SLyTk6KoAei2IjBZSRAoqoLUm0kxTvzJpk8gogoEHE50giGTLVU2pAV2Q/yVgmQm6XxOLxKHmchLFUsiSgNpnWTHTMfVeSi2pqELoFtFFjSnSBAS2kaDbhjKGRjsYKrUtoyEl9vBGseKwJiC8elb4YiMYSgULu05wAvkVi5c8t3mLF2JONEDNiWjCrsoZz9JXWcUvZO1KcK+2Li3L6eVfVjqq/qhZHq4sid4V0lyeuwF3Ri1fYUqIsJQPle6g+u1qV3vQcdL3sq/XBi+Ym1yDvM3SolFn+WjJEvOAIrm3KeWuu21evupauQbQL8JzNGldkTvoiVwJS8DfhQpdzDTKy/C5SQEAVNF2ZNvTS9Gde/BcrwqV+cnXzUl993iS53F6NOj/IhXBVrwt6Ly/KXm4qt8rzrvq5l/AZczT3z4+Bz5fxu9LsXxR3rfNfQxR/o0JXv78s5Wot/CAU56fK1Rc/5cVPruaoPvvmYier6EyBhq5A5stb5fLA3wVNX9ahPiuXd1133Is3Pb9efl73ip+qxHUdL6DQ5bDkxTz/kcfluu4/cZlMX7TIUkaWcvOSK4aFkl9HtCOLhuH5UGmWQS77X13XkoFChZqQWYvXfK6ewjMP3irb1ToJNYfWc2eFCiIqlSpIS64flYiY7ECCtKU+LzyWMVdjWOogekUpdQ3il4/qvq3VQ7iOTWSJGoDcN5VWBbmi+KiRbZW+qZyTz86OeBnzpbpZZpHiqf3Mo3jZ86sRosocV4aRukeJQQr9ViJH0uYoFkum20wseTiqQwkmRwGTkBRzH9hE9lIuEalMZX/7uwvq2aUKwxmiKvt1xJFwyWBSw3RqCWOHWR/Q2zM2vibFDnk8EQ8ntJlQGTE60oUzs1qOukLTRJpGjCSaEr0yhinTo7Qd0jT49QPeghlDVgG8oNbS+A84NxDXXxDbLd34nnZ+oHcHVHrs1GL7gSRbgtkQJTtRNKKs7ZSjbTaPGJ1p0pGklr5/RTQeIzmItIsOM0F3/B4bR6TfgeyY5YGJkRlhFsF1oF7QNKHxAesNjd9hOWLH9xjTAq8gtfg5OwJFdws4+umAzDPdxwbDlvRPtznkXiyqibSK4BJTHJnmHpyFtcF7wbiWeXbMvaFrEt4NmCikOc8aXEScYJ3FKNgGTEpIf0IGgz19jTRrwu/+SGiAf3aYg8XdvsG4G6K7JfgVmA+IHJjaM2E741pwjYcPDXzXIfoR0/6Z1txws/s1yZ8YVu/yxLEtuA3JHLND28+YcHm1FGNAcVbKSaJdnu9S5MGS10ZFLjto1WHUIKZGLdS9rBoo7WVyw7IHVINjzaFWc+dkHTUbTvOGWwHyIn9J0TFUi2pirs6gelLn6A1T1nxa9oxSh1SMHCYhy14AeW/Ke0/eW8qetwhYhiWXXqoyao6cl3puLTJN2atT3iPVxdzW5XyruS5SkdWVS7xW7bOiKy0Rm1fyU9kDF+Mogqa8j+Y/lUzHrGTnRqHqf1INslJyeWiurxZKvEsUCiy6oPoyH075J9OlPz/nEoF2A8ERvzOEYSb8gyfuAsE7xBh6DQxpZv9+hf24ZwofiOFbzr/5B57+228RvsPwv+HGFcO7X2VjwjxhGoP/ck3TRNrtB0Y78dEnzuq43WzYuIikCdEZ7e+Jw0A6/5I0fEk63hP6I9o+ol8F9N0XdIc903rk3E7gBsQ/sEkRN++xMtC1M84K6zeREBL9WZmniXn9J6Kb6Ld/giZyF96ywnFnD6zsyKNxPCXLw70wnIVmfcSvTnTpE508IWFPe/J445DW480XrOz/hHHfcWz+QKOGdbjBqIGTklLADEeS6bH291hzwvMWo544GWaFfjcybGfG74T4dGLdrOjahsYYvN1j/BOmHThPZ07jexr5glX3WzQ+Yo9/QE6P9E9/wugt6+P/GUm32PENkwl8nP9XQveI21jEGYyuQAzt4QDjQNq/Rrtfk8z/i8l8y8H0HDvP/iDcHCLdQ2B7HzhtRz68/kTnO6Tb46OjGzZoPxDmR6xYdrOnMe1nTzfVbITQBPevVoxvDW++ObA5Buxuwuwjp0+PzE9nJN5gzI4gA0FObELD6nTL0ChP68TYjpxfPRL7hs3jmXmeuX8KqDFsbm5p8GyflCYFbDuQmoA5DoSYOE2JOSVuNz3dKoCuIa3ZpC3recNRA8e5R2NE3YhhxncTRvb4/gYfH3HHd3ixrPxbiJ5D3zLJzNg8EWxg9q9J1hHnEdKRJ98iCOPpt+h0y6vdyMY90a7u8XePvNdXfGNe8Tp+wof3mDixn4U0jMTjkdR4pv2WEBPzEEjWMnYDRibeyoRl5IPpCclio5KS8nFjOLmOtx/3rPuWppmwNnJKLafUsm4jqyYRTw49dIQ2oJse3a5Iv3xNPAfmdz00hs3sMBuH3R3R5JnNDSLCPs4YZqQbSIz0Tx0pGmY3QQNx2KChY4onRj9gHteYYwv8AV39gZDeMKVfYGNgmgaaqWVz/B1DOnPiD0xz4v5TwjZbNvsZ4z9ffjPArYMmwfGUCMfAnf+ENcp3SXlECU3E+kAKA0M8Ytuvce7/gL/9ltXbBMliwjvctKUdvkKjIabEYOHJCqOcONu/4iWiNuNwQ5tzDbUfFHuGfbqjaVuO65GxmZnmjjE0JBtIJtJqZB8Dj6bhsQukUVg/bqB7y8r9V1I48f70Bxo387pr8VHh/gDJ4ZsdToRgjtnwGWKWsGUmGMGMDX5ybIbfYfuvSf2fScM7jv2BXg/sPs7s38249Sua2ztyghM4djN/3VmMN2x2K0i3dNN/RZg48mc0PbDv/wWC8q5bM1rH++MXDHOHHzwmngh3DlkbXt194vbtgfG9Z/puRZI1QTaEeUUcb0GeaOw7Qttw3m1IMpJW90wNfPArRALN/BdM6vDTf8bqjv36CWuUk3/Fk6yZ7z1xEmZzIsmRX/Zb3s4t73TgpB85S+DgEyl4or0hDAPz4wHre1g/oWaFMV8xmMjH9UCcA/RPfI6J4bONEGJqSGcV5rKiVnkwdeForB7gxaCQipGgCn840JxkWE3xTCsJsDIziVyFnJaypOSMKB70GqtyHLPRYeHiLN9TBbAqlFA8+1MGs8UU5xcD2uU2VS5/mbNAk66AS7FgNrAkVDbZwqMFDJepGE6uvNnpSLRFkS7tFpeFrqowy5AF1CX583NwMRtUiveNusLhX4Rhiaj2VK8TuaI1wbSoK1Q+OqGSeU8zANEh1YOFAoaTLph+ARZz3gZB2GZjyCI4N1mhVZ8jQZSLcG2KYF/osvK/EhpLofsRLeP0dyacqZ6VxUupeuNI9Swsc6f0ZZ5+JgvIqRifKsigWQmoyonYqlgPWUExBYQxxfNriS8uxrBr50inIJWawC+KjJhU5lGX+9ZcolkWrlItwD8GZVWUn1Scq2vS8iqYX4xlWQmY81irZHooY/I/KPdFpCYGXzwlrxCkoiOVzi3KRPkgFtDIpqK85HmsKfdhBi5CnkcLV36JyhFDTJFpDPT9mafDJ9rREKNhHAdOp55zPzDNM3OIpCikaNAoBUOpUSo5UidTTcx5PZqSy0CrcfLiqZUBsrF0sLnMwdpezVEaWZn6ucjwBehdYHW9ori5MkBkPa96vl09pyXnSinvgi/rFf50Dbhe/f4S8/1B9Z7nP1jArWrYUFiyTFRF97ptVwXX+l+om67qSMmf8pJa6RrurSCownVCbKlRGxWTW96mS0nP3l/KWLr2ZdtFf9iGZbzzS55j+Fd9WsblAhRez5NczmV4LuCzLiBg/lyv3imanlXvWXv+I9ff1X0rQPBsoF58fvXpj9L5XD23AJs/VeOr+fET3y9BPwvU8FONeD7nXlT0R+79kd5cFs3ls+elvShbfvKPH3nmMi9/vI4/dv+PXT/WlqtiF3niZbuAq3X2rBx9Od4/Vfe/cdXIBHm2GMl7b/1AeQ6yLwIBSCgUFxSWwhpJIcUYLRkEW2S5q3Jqzqmr5K5L+TVnGFLAbUv1qM37QTW2V8/hUleTLvNXal2vwLBlH75a/0tfVoCwfi5X+0HZ7Wu0k2b5scp8VM4WCuAn1RlCLn27gHyljMWQK5fvr6MfqmFI0tUaCj8yrMoCkhXATSolVjmvL7JLdsTJOSl0ASHrSqVSHFbqTwVkyjJNkTEvkSjxare+vPvzL8HbFRaDGT8gOmHMFoPB92fscCT6AnLMZ3Qy2WHmdkuSmfTUEuzAoROSE+LKIfOEe/oLRi0+8zqioUNVMO1HMAZtP4GZkfEWUkMSyyyJlEZMjMT4gE1/xLVn3LrBhztiWIPpSG4NRRmU1DLHNdIodtuTTOScfAk8dZAcenoFNDgzIxpI0wMxzGjaAnvGvSPYCXt0mGGDcZqDDTTiJRK84qzFcYM536GmZVp7ohNca3Bjhz/f5Gk19ahETCtIkw1WScHEEc4mc8Yzk+KJRI+bLD6ssNaiRgndibT+CDLijSN1kdNKszxmDAwjcjwTnSewxmBpfXZSydS5HcE/oPKEe/8NRo7YpEjToZoI80AMH0nBZB3Cz5hgac5rPAZnDdK0yG1iahrO8goVR2cf0DAQP3nSJATJ+dAy6hb+9hS7mmtcyzpXW7oQcuTM8sVV5MJFWuJinAD0+b6iZU9bjBGLnlpz9eli0BW9rPGlPtd7UpV7Ba6Nz2LSpd5UGeNCQ3TZr8u+eiX+1QcXQ2Z5Tpd2GrLzUcyfVfq9Rf7LusNiBCl7rNZ8MIWmSZZ6l3cugnaNTig7jVxFkVznxim60+JqouQxFsgUsdmh63JuGBYDs7ilnbnJoZRd+kM9NQeSFmO2aB7DSzdVHYkyvjWC5We4CZd3h/AnUoyYL1d4seD+ikmJDQOdBERfIewxPDAwouvvSe03xE3EhBtMOOIHRzspvnnI+4yLxFYIb47MTrk3M1ET+ydLF8CoJzhHY3YYHINuUE0Ye4vYnJ/RiWVMt4xhj7N77K4j2YCkCHIP/jtiNAypwcaIv5+ICVKY0RnaJ4e1a1L7NThlGxqEI3b3ATUf0bSDtMJIh0sOx4CLM3aw2Nlitx6738LUwCTIaAnB4tYJXr2nNSe+ZIeNQnduiRFOO0/CgfwBK8rKPuJ0RPpAipbxlWW0nrZtadRytnvmZkMnli4YTLqB1GC3W5rmDkkeGzrc3NKO9wQ/0O88tDdg/okwdRyOoObE4cs/MJuJp/RI0h773Q2ijoaAIWK2H2FzINg/k0hEsSi/gPAHmvETPnmc2yNAFKWzjq9Ch6YNMbzBxhNu+Cs6RWLcE6znkztibf/Z000M2J0imtiPB8JjpNEIXtFDSzoZwhCZJ/CHNe64AX+GZsRGh4jBSaITxQye9Ndbmuhp0juMwm72JONoZjIozJkgE3GeUBIubLHJEO8ece2M2IkwjQzTnnlqmPzMsHsEP9I0wrwambdH5KHFfbfB7AZEHwl25ujeMCqkUZEwEeJHoihh2pKsZmo/VQYCCYOYHbgdfv0I7SONDfhwA5/WzMOKdjjzZvyGLgRiuCFNG2L0+MazfbshkJ1XrFHMOqINhLtHRjfyGHtMmnkcIzFCZ0fEJVqXIyh1vWO2FokzpIHWnTL5hN2gZkXYN4SbFjUPYD5h/IyPgu+U5teBpMqcgNFh/11AHOFVFvuiHQgaCL0Sgyf5O8Q2BDuBJMQmYMa1a9TucKpYr0zbLVPzBWbY0H4ytMmx2XiiWoYmMQeX9xcJrLsJYw3m+FAM6593JaMc9iPGROZTi3bCfjuz6g60M7gj3DQnxJ9xdsL6hLaPjKs/0cwnmnOR5RpDWM3Eu/ekKIwBJuvoV1twkS9OAacRE5Q5WY7nXxGw2LbH2EQyHV1sGE8PhPOB0e0YzRqNLUE7Ah8JfGQ33fLfxgYbJpyOBHOk6d4T0xOT+wsuzrj7hJGIrs9oskwnj4SGVbrJTi3rmeR6FEufhKOLzG3E7/+K645sXM96iNy6htnesPFPhNWJqJHpwWIag10LrDw3bUNMMIVEH3uO5z+RzMy3r3q0U778hzvaAG/nRNIzsvrIeeVoXr/HmTNODRZDM1iO9zuGYWCUE9II0lraoWOT9khIjOcDgzoe1hONwu35BmkssVuB6fHhe2yaWE//TyR1HOUtSdbY+4DYgJj3ONOzdiPOBM5T5A9BONkVZ9kz6x45b0nBMs0OUsSanFuFs5CcMq7OTDIQ/JQj2poP8BmJ0H+GEWIuuporB331xLoYAFQzyKwl9FSTQHLZEGFmVCYg5xdQiajJXs3QF2B7lQWTQt90gUFsFhI1g8KaZnJi5QxUYopxIGezKwB78XqrXinGlIj/BCZhSgIwpcvv0sqbWzzoY7gAA2JB9ojknACKIskW7/WY21XpYYrgqbpG2QADwhFw5ftq3AioGchK4A5d+jELkVlI6rPwrM0iKOUqRUQCmhKqQy578TSxqG3BrkB7VJ+ATKWUwfOc+0HNXHCEBjRm58DikZx17TFvgrpF1GfnF8DQLnr/4rxSZOLs/Jfpr7LCeuW5X6mhsvrJTwM5Zb5JW0a/CLgmh86mxfBBFqYLFRJiUWey/p0UqYaFYjBZ5qO1iHegE6Qc/YEtHt3iCyZZIiJq2G7Vu20qsu4LY1yNLsDm8TSh5C+geChpia6oeU8cKv4iJFeMpCgvGXhPl7kri8iNhgaJtkQS1PkWy/uzoVAlJ+FbuO+RvBZsGcRUIoxiNvRoqvzV1WCWjYSoZuo0yTleML6ATjXyIyeummNgGALOnnh8eI9vLP3smKeZw+HEMEyM08g0z8RQjRCgqShiptRFBeQRGCnR56h2qDaI1lDzKStqcUZjjjbKSVITYhKqhlQ86Wvy9UsY/OddF8ymKIxLdEIFp0qflp8XPfIC1yzzeFGWLlDtc+W0ApMVzJLyTNlHuMKzrsEgzKXsRdOuBo4rhRouYDrXC/airqvIi09qW4sSKSCiL+bUVRdwTQtlLu0re0p2LK6A7OX9CtQkiM+6tjxbdfEL3ZJemv+s70pvvaDCEmoySvu862odFsX0un8uPy/DLCV6qZZb+zrvG3m96rN1+rOuBZe4ABTP98drEPXldX3fJT/I88JflgdX4SBXpTy/R3/40fM3y6VOGXS4fkD56a7423v/D6p9NeFqIvMf3lzvuAIofvI9l5n2/GVXk0Su+0yf/7xYXy7XD0Dj6xtevqt+V+af/shXL9bq5fF6+H1OP9dbyv5Xub6LN+olcaiUYqrXLyxguQIyg5zLOdoWGa2CW0WETAUokpJvqMojC7BTImgXcG4Aaq4qUyKhanSdQTSW1nukOrFcJbVehA5goUss43IdELUsdwSK4VBsaXeqkRjXDidZ3ljOPeVi8NfS71rAMYVLrqrEwjMPV3PkEp1RjcPLmY2COpboDwEh5P5ePHeLDKpa5JJrkrwKLFZP8ZIMW677o963CBlk40+RV9SRjUxjHiPpoDhG5COwOmjUyVQprT7vEhG8y1SndvwjMj0g/gZjHLY/wOmJuYvMq4hMJ+gDurpB9zfEQ4SPM9O2p78Bs074Nwn7NOG+/wM2dbT+K8AgoUNNQjbvwQW0ecx9JbegLSOGKEA6o/NMGz/RxBNuvabZrEj9lnT2hEaZRXHHhubgYW7RYQPrEXfzxGTgmBpsMnShR0KLjm9BOxp/Qujpx29I8QTyO5AbhtuZYTOy/dTgjissERsVJ5FGIqFp8as99rzDPr0mrm8Zb16jfsSvnnDnjub+DkJgHk7Zn2kn4AxpkyNB/KmHMRCae0bpCeMTKZy5PRtW85pwp4SdEtYn9C7RNANN65iccHKKDQZvLYwj+nQk2g0htnjf0G3XIIYpGJIIyX8EnfHf/gniGTZ76FYkDejcE+dPpDCDaaHxuOiwx+z12zQtpomYV4GgLSd9i5ozK/sRJiW9a4kKfVmjNvQ5J8xnX2ZZ9NXhS6Q4l5GKM5WQgerqtFZOjLKnairGgGWNXjkYweLlL5UBQIojW9XtUvbkzLrw9el7ObuWRMsleimvlaIjFHlLi/yUH/CX50UvjjWm7mUKxZEp63nZWatS1FXjbiYCy05iqi7LrM+iEMq+KgoSUBU0rUr9+qyP1XxzyzFY9Y/iLLjsF9WAXHXrKlMYFmaAXHkyU4FBbXP1fKFUVWGJsl2os8oZxkR2SmoQ8vkELbrIeHVepOU9ylBGvDjilUgQ/TnEEIASmOd/Q/RE+w//iN3ukHffEk8HOo6IjAj/DVhz4iNnPqDbb9A3fyB2ETO/xveJ7qGhlRnffoQGzF5IXSK9mRjF8HFcw2i4u3foZJG9Ej1Is8eajtO0Ygqe1lqcMxgDVjx9fM1huqPzK9b7jhR6ZA4oH6H5IyGs6ONrXLCkDzmPXt9OuMmxfbghccPg/xdoPJsE1n7PtP9/oO0jPP0fYbrDssXjcbzHhhN2ajBqsDcN9os98qlDTiC9Yz6sQBTffU9H5G3co1GIR8fgLPevViQz4cO/YhnZyoiLgXQciAHGr3/NsNlyc0q0k8e6O4b2lpXMtCESx4403uJcpNsG2mTYBMGMZ+zTR4a9Mu0bElv07jfEk/L4x5Hoj9z/439nNhP99/ekk2L/9BrTt6zdCdcMyH/7Ht58Ip5vSHPPxFdE/RUy/4mm/0CjO7wTxAizVVa24VdhzzHd8D7+Ag3v8affFxD2htnAe/eEuJ+hLxhwN4oVpRkfkDgymxXRe/R+g55WBJeYDLj7LfbDDlnNyGrG+hZpDRZYkfB9g7u/wzql3XyLU89+vkVNk0U4E4k8otUIkaCbd5jUwtsT8TaiH0bCsecwCceppW9HVpsju8aw94bYjcT1Pfb9jub3Ldz0kO4J25bz2y8RAsfxHhsH2nBAxTFPrxAxbMIDRgdiGwhiwN6C3NE0/4qTD7S9oZ3umN6/IqQbVu6fadyfCPGOML9F5waip9l07N/smMZE/DiiJrJejcwr+PT2E0lHHj6eYYrcDxkH22/OODfT+oi3Qtx8wdg55HFC5iOr1RG/GhjSL5jUM95sON1t8fOBdnrAxY52TjQ7of3aEobI9O2IHhrcnw1sPPb/lEgrmMcDaYqcekOMHufeYMyaaB9JZqKxOReDl1tMs8f7I25zJrU7xtZgZ4P7YNiK49Urz1Es3zVKxGLSLY0J7NYHSMr09OmiI3/GlYzycDeQ2ogdW9yxo2lndmaiOwnuJOx3R9auZzSBsVHG7p5+PWMO+czXtSVtDdGMjOaBEOE8GSaz4tS1rFLgq4dAEyMHEiOOh+kfmWRNXP07sj6hw4pt8KTxjIb39LvEsFZC7JjihonvGPR7Xo3wn4Y9fZp40JHZHui675jNPb38AXMwuG9uERfR396T1DJ93GB6w+v5CxpjSZtHUht4DJZzEg5+YrAzvv0TTmHt9myHDbFtcXZH9ANhPRJPifne4m4t7RuDXbW8WnX0c+K7c4Rw5nD8V2Yf+Ut3Rjtl8+YNNhp+9cdE059Im56DV1avP+C7ntUH8Afh0/mXPA2v6HVglANtB+1e2NiOV/Mt51m5PzxxVM+Hm5Gb0PD10ytM6xnXK3BHXGpxemY7/N9RFd7J/5WBr7g5zNnQ+uZPmNUHXrkNa9vx3ga+MQbcGnV32LTDnnZEFaYkuBjwNtPo0RtSGxnbMyM9oRkIRpmaMTtM/53rs09dTcXTf/EUSQXohWsvUa0eJqpkL4WizTDn0EFM8WQLoBNKwFRFTbJRQxZhZriAUkhWzjQVGiRflOgSbqpZmMoKXSB7jbmsZGGzB73J34mYLKSoQdSRwcFrvmAB2VMNEPLM87jq2FUIKvkJGFDGXD6F1mYBIXK0RKVN0qpMs86CYipWT1nn0ksYL9KxUApVELBQ8zwHVnMeBzSQk/POqFEqKJ1zbpQkxDqQvc1PKIYlgXfNv1HGT2RT+mIkJ/wuuRc0j8Yi6EoAGYuBaSrjkAGHLAeaEtVQ+yKWvAl/d8JxLbQ/y8chuZwF0CjCuiQlC/GhjG99wpQ5VMvWAjwUQVhCEd5r5MOVwl5rXoGfKvBrLOCEJydurqG+egExrrhdcyGGnBDdLIpMVVGeewxpKVOKg2UGXjJdUcy2HRlKX+coD4TiEakIfRGsPRWozknXakLq6jVUPCbLXMq0PLr066WONWdGpvVQdSR1xJQIIScfHOcBMyTcMWB9QxvWhBA49yfGMTBMME9CnBMppBxotNBPK6IT1bBBpYAonlhS10NVF7UYe6RFNUDJw7HsByaW37syPX4ecFKH8VrRWp6u28P1sC7DfDEs6PKQLuXIs4JqAVcl6cty5fJ4qc/1irh4xeulztf0NFeI9DUYt+BjV9/LctdVHZ6dH/Ls2euKXsGpXBtGVLQ4v+nzYmABuRbDzMv+EbI3oQjPO+0KfF1+va7U1b3Xg1a/e3ZLrczVy+XynfygDOXZ+6/ufEY3/R++XoItevWz1vFlW5+P2eWSqx8/JgjoZX794P78y49TNl2VpS/+fnb/9e/XG+mPFPmD519MMoELkHIx0f1YnfRHPvvx93zG6z+rrB+8mB829OW8+4nHrj9c7v/huPygbn+nekrd368NT2Wfv0qwcjGg1Yi6K5lAS7RmHoK8bkvUoy73wWJoWPIyCc/749qA4PIepMolcWqpW3EgueTfEcCXd4alHs/6oYizWmWChWvdLv2U13StQ+0/Wc7QpS8qxUqlLqo50Wp9avuWd9f99nqvez4wixfzYvBQMpVpcXip+5Bm40P+s/TZNb1fNews58tU+vpi5r5Er13XoZ6hehmb5Zyrhtp8Vl7y4VTv5WIQ0Z9BjQP53I4POTLQJ0QaprkFbXIUiRmJsSUNHV463Koj0RF7gwtCaw1OFIkTMoD5aDB9xMiA+I602+ZpfH4omORrNGZCGZURPx8x04S3FqvFUai5xQxKGgJnjfQpwmyz6Ng63Mois5L8GTUjzk2YFqLZktKMOxxhhtOHG0Q9un8AI6T5CUkzKa5J2jH5mWgfEHX42RJSQ5KO6I8YO6DzxDxNpNggoUHtRNp+ILQ5yaXYhHWAHwndn2E2OSrc5QgGXIJpj8iK1FhIFhdnVHOEuLqI27dYcWg7gwmEGElTyBEP5x7xOYkqsyGcHTLtsb7B24bWbRA84XGNWMWte9RGziYQdcY0EYmCsSvEdBjnSuRTh64kp4cLivoz0Z+ZXCImxaScQDxa8A407Tj1O9zY0+h7DBbvtiTrCKbLERqffRVnjkU6ujKqUqKH9EKjlmd/NRwqWb/Uy9yFIjhVo8TzFfVyY882yrynLE4QJQKr6k3XERjPKDUxYKqOHfObSj0vstx1FFQ1IHDZa6oTS2EHEBUWfVIrVXGD4IpDkS7/VKsTQ65b0lJGrWEV2OuZkMj7o1RKmbr3X8rgmZ5z+f8idpTvK81biYi4GI6L0ajo2RcQLZ8ROaKjHkp1jLIRN0diRJZIGlEuScbrmEKNpLgiAf3My6L+F8CMyiuStqjbo95kz+FxBm9Rd6a/mek7pdvuWd/8BpUbEiPZz1kZ2sDp5okoiRQVBov/2KE44txikrBez0gbkUGgB7PtSG6DBIdJgt8e8buJtAsMsye6Eb77SEgrzl+sGI5n+seIqEX6HdZ2NKsOM0UYjwSUISlOwK1yLsk8RIlRAyYEzLsGpON9nDB64NhGovXgI2blsXPExoAYRWnAdkizLnN6Im0cYd1gdSSFjyRjGW63THRobIjJM/tfYHXAn77FjjB+uCHMluHrjmAtk7F5qWwcbecx60RqEjbN+DSzdj17e2ZsImedCdYzSAPesnlyBCP0bmbSkdPmQybs+tSiCG64y9Ft6y2m8XR3Ft91TPyW+PiGeL4jTi5z3XuDc69xu99hwitCdKR5Jg1C2wgbb1AiYzrRyMxq3RLEc/ZvEKCNPSamvzXBnl8CpvMYI8ynjhgMmjaotqR+g0wt3fqE6Ry8sky7zHQh0mENRHMiiSPOHWme0HQmqOHJdahpSZstIuD9PdYEvO9BIucGkjFs1kIT4BSU4aw50s+u8b5jh2DWQlhBSiOaJppe2E13hLRheLtBdxPp7h04j5nPSFJ0GIkxMQ4TiCP6LeIssc0OI+ls0ah49w5jHonynigH1DWoOoxXrDomc8to/wHtWzRYhAbTrojecrCB6EZCe5+dFOOaMM+Y4RNWZrxtMcZwO3lisqQvOsaVZUxTJih3E54jKc2MPjG3gvEWnyJdHAnWMBrokrAZXrNyhv3aodGT/rxCzYTZzIjLvs3iIrZ/wkTFdDOxBecaJEJqDiQz5Rwj84o0RNKciD6S7Eg6jUz9SNwnnDN40+I3LalreLAdYzDIYHFTxPcj3iaau4Goyjh40s8wQgBoTKQUSetENMq9wqwwz2uaU4MVg0kdwQnnVvAauDlF5Gw4Tys0WNLQ5PxVqjhmGtMzS8TFexww+V8QPUTZY8Tzyn1DEOFTf2SeAxo/oWqQeUBmwY2CF0G6SOpGxpNjOt3SsGG1dvQYjsDkDpyO92BGjFV8ULarARwMdotGi7EG2yRW+xONFe5NZJzhbGZGB3OEhCGaTFMfZEdgS0ZZBSM7vP+SKA3T/JHYG3gyNFFpO0cT4PVs8Unw3Yy08Hp1Q2oifj4TA3y3ahDnmdqEccogb+ljoh8HzDBzaAy9G5HoadINRjpSaOiD5RPKaJS+VaIGNvc9LRGlIRAZU0LDEYkHLAFj/zMqLaPZMonSr94T5YFtmvCD40GFe5eYeCAZYdWcaVtHjIkQB9o4IHqGGJBzAFWierzObNMHhj5xelhjNeFSz+cAIp9vhNAW1BSgt3pGl8M9SdFpqnJZBbMpH+sCmU5mLAaAbCRQHbgki1ayZ5yj8tciPTl0dLyUKbAkr60Jr1NV4KoRYkbkDNoiKVNDqXjEjBg7kSMgSph6yolys4FAi1ziUHmdBTBzzPVbBB2oXuVZvstCUuKE6oSQPTEWEF5KiK5MqJzzYRy1APW7/E49ZcXTbMjg/lwErA3ZUHACwsWJWGpURI7MkNSgaY1oj+iUIyyKZ75I7asGJaJ6yH0v90CDMTcsXtWLh58nRy2A8D1wRmQFeBZaJm2zkCITyIDIRDbEtKhuMoBYwQVZA5ojXzTk6IxFGPypCVeNDlmJUHLCay181pWKVLXwWKeGHBkwlSiE3J4aFpwl2xyaq1qiK5ItjkiZ0uviyWuu5OcyT+pEFiDFvA6Muxghki20TnFhfchysi5FZu+jHDqbk5AXT5+FAknJXpAKsQW1SMxzXH0PNuSkgVLyJKQIuiqRRbKMh9CXOdiUd5jiZZWTfVdjS+4LA2xABaNjrrimopCkPL8YS9PzmKpuSWoJMSEhMpoRGWCOR6Y5YfwK274mpcA8H5gnOPeeOEMYAjEGUshKz+KEms6FRmud+6Lm+Fh4q8tmlgzEnJA953E5oukxrwlpyOHiEzkZ+v+ftT/7tSTZzjyx3zIzH/ZwphhyzuS9vCxWV5WqWypAjYYEQX+4ngU9lIBGUahmsUhe8jKnyMiIONMe3N2GpQcz8+37ROTNSKIcGXnO8cHczNyGNXzrWxlVpbVdH3mc9MIyDqjctqcFVaXmMagn6v/KmqQLI/aC+kbmEPeKkpP5nZVG7gyVZ+Yi8/M1Mqi+VKDml5ibaBbGpWqQ42TDemq8O4GqT/VfIsFlnj/VuCdzOUKJnjKAZrRvNcrnGsZyaxnHs5HsVK/EaWrNVTury6m2mSmlJGifldtzVP8yYmDJ6173iznZcWmXlEdEUkHay9wWtLRl6UiBeT8QTBkLpez05L6POc5Q92cv4aTA6/k98n6V5keoty7LfXLzU+ofeXrf4vuj89crA24x3k/lnMwMpd5lAixMNGd1n0dEHeuLcX5uwD05qmbjzdKYuyj7aZe8N+7e6+df/l4n89LTvtEn9fvQk/X+Rfkf/GC/cCz74hevyy9ePr+3OX1O0Rk1Syzf0dTmlG9W8mdpBW+oRTTvTyekf9ngVMscqEan8n3m/X3hvKA4EFTLfueyHEk6OZbx1Mi+ee1PJZJS23w9+YKVmBeZ0rgqzlaneV0Qcx6v03Es9agGwUKtNOdbqv1ajGCnME9mipbKOz47K2r5tU8qVdKTEVb2gxN9oCdHtRYgQ+WuL8JeBR6gnOSTggbOkR3VuEiOmMXM86lGKp0iVgsiubZ3rlwF4ySYZe3SH+KZIzyp0ay/RZGNqP8JTR5jBWN6jsOKKVsrwB0gbOFwjV2vaDYr/N4SHg2dGjbO4sXQhIiOFn3bQQpZLu96wrMb0EhK77KRfviChGNQTzKPuOEOM3paaZDoMP3nGHfJ+PaW8LBjN3kOU8MWx1bB9g53sSKFA759QMXT2gHrWry9JoU97d0rwrHh/rsvEAfr61fYbiDu34GHyF8TzYah/R5pDzTphm5Yc0wdXi5x/QG3Hkj3e4bDgWiuM+inOxC3rwlGGK3BuQbXrtB0YNx8h0xrrPxH1LXETQCr2PQCAsSVR1KkeTxivcc2A8kGmsstrl/BuMP4iRQj4Rhgf0QeHjHtGrtaEwfLtGtxocO117QucdFOhMnw+GaDNBPb7T2pGbm3D3j1NL3HJIPYLWK2mFXCNGDXNyhr0u5AGkdCs8O7eyYNEBImdpi4Qo2h6xLxeMn97kt6/zNdusPZBus+wTeWo8vL1McddV6dZKkscxcgiyhoQ454LvqixhIxW/YTKRHILCgq63yl5ParEVf1HVLfXY4aYZYo8n+hF5KynpYIgSzDpJOMInkdPRnOc16KmaoSmHPeSYmYX8iNuQIZvJQjJCTXWaXoCpXNoAcxGGOzfFaizp7usUgBQiFlry3O6XltBJJBTF+cJ2Oe77U3ZkVoLhip1E/z7lrKM3X/KPnrqt5X80ISSwm2LPdVJ8jRHLl92aSf184MmlSNoMOZDDtH80pFQdU1rn6bjzzEof0fULEksdmI6CLarxnfBcJtJN1YtHtk93LksFL65jmX7ZcwCuwP7LG8My3aj9jP3sIU0NceGVZ0774mpZYDK3DCxaeJBoV/ENJR2LMhdJcYjTgi7Se3dNtb9u0Ng9viv98hfzwyfd5z+KZnfK0cj2DUYXfPaDct/dUGjjvC4x1BlfvUYEWy81KLcylGjowQPRc/rjCT8v1m4NBGVtd7mt5Cu8ZsO+yww417xDYk6bFuDf0FNEe0fyBdrxgvN4h64vg9oW85rD7Dj0J61xOlZb99DumIvr5DHhP3373ATx3y7xuMMxydJyToNy2d64g2kkykxdOx56p9x3P7ljtz5NA+Mq0/Y7f5t6yPHc/frRjtxLC9Y5R7frz6R3SE7Y83uLhl1f01Imv8ZYOxwvoPW7qNcv/tJeGNJzwOhCmwvbZsNoZu9Tnd5ZrdkNiNyvjgGfaG5xi2a0OrARPucW5ge7Fm6DbcP/8KM8LmT/cY/yt2kOVwE8FuWqx17F95/J3HjFeY2GPKHFy3Oy7NgfvPLA/XAscWOWywYST6e9J0QTw8I00JDXu869i5a4ysWbtrGkZ68yesDLSNJRrD0Pd4Y/lUYRWVMCp7D3ADrmMrHVetYX8hHLZC2B1Ij7d04wsuj19wJz1vv9oQtz8TP/0XnDes7zeId6Shz7mcDhPYFu2vMKYhbCJGlPhzQzxAc/MtbTcyyIFkAtpsSLbDWMWYlp2+5KAr7Dhgpz2u6WlWF8Q+8M6O0Dwi6x9IYcV0uECnETl8i7PQ2a9oXMf20BFV+PFSOV5H9o8HYoi8XB1pXWBwA9MhEo0hiuNliFyZA8EFjnZkFQ3Pdl9weeF5eTkyvOt5+w/P0Js99n9+ABHCBRgfcA+3iEvo1z3JWHzTMiXluLklWcP6raU5XjDeHwhHT7r2pPWR+HAg3B2ylbG3NG5Fd3nFYd3z1q0xg+BuBesH2qOnvUj0n+4ZRTnu1vjfElWokEIkhYC/mNBt4qed5d1oaIae7u6CJmywY2R61vNw0fFy+plP7n7kfrC8OW7Q0aF7x8pGbnpD0+zpLn4mImymSLQbjjd/QF2LtR5rBz7b/h1wYP9PN0y7FnW3qASMP2KO0IhAEGLnid0R/6rF/9MnyMsN9kvH0VjurTCNt+ze/T2d6bjuXtIBNxc7kmvx9gVJHcZZnIlcfHFH2yg/vgvcj7DbTngXCd6iwRLslmTXeHvNJFtGJkYd6e0Nbbtl4J5h/AEjQnwr6LRm27+gjw3XwwqjAbu5x60MX1y8QB00b14RfeCP2zUTDZ/Ykc4o93zCEFbE48+k3SNhrcTuwKVv2foN4WgICFPruO8hWSX0CTsFLl9PdG1Huu4IIhzCkSgPJP8WI46w/r+DveRgH/DGw/ZbGhO4fNfR7hq+TcJdm7jU16ztW9arnmfblt0Y2Q07nLxhpa8IoWd6uCQ6mLqOXgdepu847Hru/vgXBBOxn+6yzfJXjo+PP5z5z4dqtilSUczh8dpSE0ifVPeinKmbBSy0UvE0CD0iPgtdmBlBrzUx1ay0V87G4uCQJiu+NUki1VAiRYgrFDyUf6oIAxBRaVE60HURvMb8nqrYzQrYMQs3cjKSZMNJoaHS7CyZQ1k1lXY4lHWpenZsCF02Zs1KMeTIgp4TrVWRWpfGNyotUBGWFDLXuqUiXnKSwwhmzEppcvm5lENu0ULVVATpLAQ70L4IxSU5carG9mooyMKhissRGoU/VLAFZZMV6OyQWOV3SeEgrbzQ1WA5Gyhq05YIoF8eb/kdBQWIkKM6Cr0LJ1k4f554AkFJjtoQdQtFWxZUSjkPhthiINXiXDlDG+V6zoabeZSxUGhSpngicHKkVSG3vFerlacaKWJxxC1Cl0mL8OV2LiN/g1KnRXJtSYUKQyM510VVkipSqClGkPz8bLPQtgjyBWk582OnMj+rESbMdZZCyzRHQGkip0xJmUVJBCPKJJ4UJSfu9hETdqQUCX4kBiVMAykEYjyQUlFUtBh3kqA0uR4mJ5I7jYEcNVXzj6CyiGSKEBXBobPyUNcJA1rnX5nTv/XQquwtDmGee9VuV29daKHMl+Zzs0bLPK7OjtN7tBR49ub6svNCn77yVKFiKJ4Vy9mIVU5I/U0/HKK5sDefV2JppOasP/J/ZTTWatS+WFIlaT1fuZj1vPXzKz5QL6mz8LwmuTQ5e6wmVpxXmvkTvD8Wzmh8Fs+99/mW7V4eyzr/Blvzh49lAfLkZ/nrTJHn1OizhXFZ1HJ0zV/lA328LJPFeFucm0994PucXdPFOv7LLTzr5/cnxpPTiyc/1Ndyfpv+Unnvna9lnQrUun+99+gvlDmPAX1y4gPvXDZa5pc9+WY8/Wx/pv5/7qidcUKV5lPmvJiyxpzogaq8JQvZrt5XZ23NmlONYyfnRL6xGnqqsl32nFnm09N5rbzhVQ5icW2xV9ZKz2MMTtEXteyy787zdbGnI5wSRuupTtXBMB+WU3jTIkn3maNiea6UL7ro50Vd5BSXOPeRCDVa96y+nNa5kye6OoBOeTdk8Q1P3yF/5xPT/WKgLeSQE6qFxU8zl31CNde+KX3ymw6BrkUwaJujONUGVCecv8KGr/HOEkwgMDEmiNoTpYIWEpEBXb8j6Rq1W4x1OAxYR9qPpBSIY0KDIElIWKb9ikQiJMVYj2kd2hrEKokB1iC2o2024C9oTELsgEwT7u5AuAuYu0BsA2GbUI1Ym/mpo7shdQZuAhglTQrJ4s1LaCz4DSb2WLnGmh5nOowYnB1QJxgmNEAQCn19QPwRkQlrEmph1Xgkeszgs7OmuQbTZ6CL8ZhJwWTaH7FKw4jRQDB7ogmE1kDTkWQixYAeJnSf0EHRTgjHCwa/IgPLbI5z7j2iivT3JCuMayFNFp2OKJ7jcUSnCdsqYgTTtAiCGcH4lA1CEYK0JFb4ANFbjF3RyopohGRHjLEYUVIMyKPHTRPOj1iEqbtBbE4Kmyw4UT4+EKKuSVVwWcJG6hyT7CCt8tEpJHNRTJ0D9V/+W2Z6tCXKH+r6oZXCbn6uULbN4IY6X5cSTDo7d5JVKzip3GZqnokS+Y+W9xVgi9a2FR3kySZSGQoqnWF1Oi9pL0+AL0pNSj+asv6qWchZJzlo1j+qXqg6O1+oBn9dyFeLDq9R6mcJs2H+VpWeat5fquxYnd1SKYrrPaaAziq6qVI+G050S9XhXPeLktPjzwILPnAoyD47/6IkYpdo/QMm7Alpw2TXGO0wsWETd7j4jm78BPxFNuyFCQTW24ixFn17BUGQwWJNR3N5Q8IiYSIB96Ngo8OmVREZDhgNcFSIynTREJsrUtxgbYcLEREhBAh7Tz84VtFhk6ONPSsHfUp4hEPT45NB0xbVnqSKcMCYv0NFGIKQ0oaGnkYSvXtO06zBDWA9rr/P3OL0RLnAtS3OtrhuTbMxxFGJacpr+9RDvOLh8CWSoA2ChAJOlBWN+QzEIG1Ceo97NkEAo4+YY2AzvKHzA0pC0wETEiYmGiY6SRA6xukaH7eEcIn4LavR4wC/gclEfAPQcSmfAjFTqERhHfIsDfYSnMG4fwQeca4hNYaYNsjYIIcBTY9Iipgo9CkgTBjrCb2g7cDQDEQLxhpShN0OQpxorh6wYmivFPvxHtY8T3RCNRBdg+8cpt9jZMeGKzpdIX3EWKFLlvXQoLElmT5ryNGTgs1sBBrRPiDW0o0enCf0I6qR47DBSUPsRpJVVAIiyrDagzaEYQ2+xaWE0USyE6MJxBRhFIL2HNprQuqIU2BKRyRErA/IeINJQnKVvcEjUbA0OWrDBkQiMdwS1RNwJDF404I1hNgSgrL3likYOrenMT8RmobJbVlZQ98kaA2xHUgukUwEYxF7g6rFNQNqIzG+yEDLjZKcx17kCD1HjsLsQ4eGSOMDVgO9a+nWPeF4JI4jaMtBW6a9RYPghx37dI8MDe3bDf4QCM0jQSP+7RbrDJ21iDiS+wyVRLzbk1A0BoSEOZT1P4Eak3EprWD0iPUHWnNEuhHbbrFuAy1M60eCS6hvkdTSmDXSBmj2hNXALjgihi72uPQbxpsKTC2KoVeXd7TuMud/aiHZicE8x5tLnNnx3O7YBI/ZB8w4IcOA8Q4TW4wEPANeIgezKupHBJ2Q/SEDcSSRXCC2DmMbOt0REDArvGlo1wFaCBqZwoD1a9pphTgwVxCvEw/P7gnHiN43NGy4WT3HiaWVBosSxBMtaNwgqWHtYonGgNQluuc7LuJAN60IseUYG3yy4K7BbLDdgHQPuGRoRqGbIv0UGIJFzHNs42m3A25lwVkSljEaRAzOZXCt29+jIoyHDclDHyY6JrouU2K6JmLFo0wgI4ojqiHSobIh2UeCucc0AddAlEeSjtiuxa4vsOoyg65JJJ1QE5D2GSIOnCImsJINjSb8XSBG5bh7QLxH4zqv3c0FzjrYQTgqYzOxbyfaNNGniCXhmkQyQjKGYWr4+fUlU2hJK4ezlq29wtpfB/9+fE6IJGRj6UOWw9IGMKiZMhVPaEoEw8kokoWjDlijElDjs2AQAXEY6cmotEKdlPrydKbUEVONJJVOqAUpxuUEkIXjrG5FcoSDQVIxtkoH0iEcUXZgDNFsEN0g6Qb0APKuCE9bstJZOO/lDkQRk8/n8hRSyOHOsWPmwBTIiJYA2qLcAI8I9wgWkS2afKa0koWjhB4hkRMEp9w/Qhaicox5vm6KcFYpfqS8OxUBywSwI6SWLFDFjLTXFkldlq9cFZSLwbZGCbAHFEkpR7SYSmc05DqYS5RL0JwYWXCFjzTkSaJrSBtgBD2CGRF3yCGf2uTIBeuywB6K4H+m/P7iiMu32GJI1i4bMlPgzAhpFt8lecS0OfF06kH7EjEw5U/rirCufW6nfciy6LjKzp0qRNsSEmzaoohrqY4p9U+IyXypRAHxqI25X2oibc1KvGreAPNYrMYOwBQklI55jFvyONTMvzonHbcF6VPCoiV2OSk6JaJDav2ysV5q+yQvNkge1pn2aJOVtOJcqw4oY7OSlCSicyJKg6EvYz+VtuToi+yfikQFTQ4NgegnjGmZ7CpvLvYtqkoKEY2ROB5JKRD8gaRCZIuqRVPZcDGoSWAGkAmJOQ9KjZoiWTSanNPDmhLFMWR6jpjpm7IyZPI6QZ4/WcNqf3V9+8VDq8olhTGjqrnFSJOWhponBh+UVHl64aSoLa6zeIK5FRRnoy5A8ifCIy2KmJT6zFQdZ6H91Xkqs6I9UyWVMmui5rkmS0P2Wb2EBZw2j/HSjjLas7MKSowZJeyzKIlL0vszO2bZU+YzsjDanRvjar3n3ANa6AOAGhYlujT0KaZEskTSmUHuFE1VjaWlC5eGgGr/O/s4ee4sVy+p/VXKUflXKLOnFzz5ufhmi+MpIcRM/7DsNnnyEec/n0SNwAfqe3qo2mBP1F3VuKNPyl4aEMptSZ6U9gtHtdkuozHmm5/UbSar58l8qzkpng7e2t50mh5Pyn1/Fi7uWfTpCcX5Z1vz5NBTPeVDg6qWtRhRZXz/68fR+VGjr7KcUefcovy6jlDnUza6zTRL83yvAJO6qZT9bY6APUWt6czdXYEiJdJUKq1PLaf0cU0wKpzWs2psk7onFSRyTcg82/1rdFh9V6UJLVzts3O9/NMKjKn0IhWRXNfRUofl5qmxLpLl+vk6Lin3jRZkr85OjhzZITXyYDH/lJSBLLNhXxb/tNSpRmGkU321ggT6Up+61haKSc188Jiym9T5WcV9GckRrOW++RsYTlRQi8gmVTJnu0XlN0ZCGEHWa9QoKnsSAV0P4Bzd7kva8Xc8pm/x6TUDnhQE1WeoucD4iL0PxPRA3P4JtZ8Qu7+gkYbWWQiB8PaeEEb86EkIYoWkluPjFTH2rDYbpInYjWB6UH9A4j163SHNhtXDM9aPz6F/A81r7H6iuTsidx3phzXhIjC2PtMitRMpOabwDdoF5OIOiZ5wp5Ba/OU3iFnhJoMNQic9jU0Yu8OYkdQ+YswdURNpFCYj+LXQDCPtIeI8OSlo6+n7kThE/LuArrbw9V+CtSTNzgn3mOmzwsqjTaQ3Bxr1DM09IQWm9SeEfk0K77LM9c6S3lpS26ONMMonDOYZLY903GG3A83zPckmvL0j2obH/hK8gW4gHT2Hn/ZICqw2YFpL+nSdDXWPIIPHRcE0Bu9WBHPFcGyZjhOXbsemH5iaI94dkOAQn5CdR293tBjWPOJbeNh+jdhEa0bEJjpb15ePPSpIquzDGgv4qydHdA2ojlWkKvOxrGVlTRTrZhnsLPpndk7YWbYXTTMjgJZ6GgyCQ7VB1eU1UAq9UnHKL/NLzc4EJEf6csovmGXA0/2abOmPNM+vLBHUKKriyC17t5ZoLxFbfK4ZZJSLe+I0EVP2t1y2MaYsC9kBKzHru1WeTJIpU4zkdS/nE2zy+lSARrljEqTEnP9tlqilrDenfYMqI9c8NzKQHTV5XZLq4J0TdZfvXOnxyrfX5Ms6mQ05GYxYnMpS7BQSyGviiro/628YaxIV+/MROSbGw0jqPZfyI2t2DPGv2LsrOr2i9Rs2079gzL9g3lzB65dMdsehvaN5plx/44mPLdMfv0K0wzY3NBeO9eeOYEd2+z8xTZEf32zRsWEdWxoDV/KWRifkwaIHy371gigv2Yijw7AeW3o7EYYd/u0OfbTotKLxLauxx5gjNrzjEeHQXeBDD8PnkISQJpC3NPa/oAiP8T8yhRcY+ZmVFW6639OunnHX/pGhfUvX/Aj6hrH5D/jjV/Srnrbt6ayj7x3DY2I/HQhpy3S4gumCx7sbNrrjK75lSiNv4o+ouaJ3/xMiHruOYI/0v9+T0oDVn7D3jzw//HdW/pa79VuOzTe091vcrmd13bK+bNDxgt3uOYfJ4o8NzXRgc7gjXo7svx4ZBI5RsLrhc/8/YfqR+NmPmChsXkdMhLT9DG0Eaf5faPpn2u4rXLpGXn+BP3yCDf8Ztf+IbF9iN8/YdiPX3T3vOoMXi3a3PPQ/Yo3HuYnx/pL7H36HXSubZz/Stg3rz6+xHwBE/dKhqmjakUSY+heMtMjVf8f073g2fcl1uCEYTxDD1jd09x3BCVNj6dRip0QYHdMxQOPhYsJGuHw8Enq4e/YIyREfXmLU01y8gmZCGRDg4SpysA3TD1/CsKWdvqcN9xyvIocugu8xU8vQXuE3L2jE0/ojcYzYwYOskIe/QJuI7w/ARNR7bDR0/RVWHY0bUPGMw3fENOL1K5LdcHQXTBaO44pxcuyPO3QauXG3XJpXDFd/ybH/PZuu5XJlGJqJ3WqXWa2tAC3afIO1I619i6rFT3+JkUC8+BERT3NUTLA0aY0eLf3okBjp9B3OjmzXX9FsbwiHW+LDI3u34a3dknaJNCqDe0No/4bDw2cMb/4dxg2Y9Y5JO4Z/ek6/gosvAtiex/4bYoj47/6WmPZZJhLB3iaMd7CC6Cyph2SFPt3RDHtWNtJdRuL6hth+ztH8zK79gUmvSUOPiR2r5obUDPjtWyYTuZ9WmOTYThfMuYQ+asAJab+Co7JVQ2cs/ou/JG6u4Yd/ILrXHJr/Bd/8e142f8MX7g1MA+l2wEwGM1hcaulSpqQ6mkdGa7i3NzQEnrt7bDhi376D2DDFltQoYd1je2Gj3+HMgNrfM7gL3EZpnGX6ObB7eOTq+IJ1c0VctYSvGw6fvOOnr3/Cfbem+8dr1lvL888bNAXCcUSYOMqBiJCm55jUcNk9Yk1g30VYRbZf/Myl3WH+/t/A7TVvfcchNPjuE5K7pNv+75jLv6N5d8364ZrNGLkcIuN4jTFf0aweWL94hes6WLWEwbIPghhL27Y4O3Lx5jtSdNwe/iMxdDw//j1dOtBePkfaluNmIjYR0R3R7DiyYdIVUS6I9jm+vWXq/kTfXLDq7vHRo92Aa5/RbL/APSbMP+4hTUR9IBml6b/BGgcmYGTgWr8khYZvv5sY9ok1/4jnHXQv6N0F3bOWdrtF38DwqDx8eeTdl49c+z2bEDESsatAwhKMY3hY8eZfPsf0lvZ3HZ0TPrUbmo9QFX5DJqaqgLpiEsq8/loRJtKclKWKSquJtnTgJGjUKIeT8AdNLqcYmbKAkBG62TZhssG3KqUzVQ/kcNssDM7KtriFElgNZzkyQEpSZJFs7JwRdjUx7GxErobMrLhqMcLX8Hnoc/dp4RhlKAajREZeVGEQFF+MqRm5LnO3D7l8U67JWISgHC57QsWcFNiTUlrNU4U2AUcNz80IuQbEMgP8NW9iJyqAanC0oFlAFFPpFoSZwmFGqlTaLDsbwTLiv3zrmkgZKREIphjfIeeV0Pn7KG7u5188qqMiVaW/IOCpnMTVcFMTFpfvrw0ammJsk+zAmZNU138jNfpEoRgW5dQnc1JNWXRe+fss/0kZ09UQzKJqp4bkbyQVlV8VjmoccGWY5X48FVONJsUsWvtaAzPiUdJc56w01WiVajmM1Z7BbDxZGtEWhsqi4ixsbkXJQucpUvtAVNAkpEoFYTPNg4qg0eQE0TYnj09R0ZSKccGUfzAjleZxmfO9EKsxJyDlnhPyKhtENNV+SdkpULhtpUadlER2Z7a9f9VRFblfMNL+ubJL31Y0/knZWz50MuwuEdvy5Gd9Wa3H0jaZ7ZUnY6+eXflgQedjopR9ApWfyqrzbjEoOE8omH/MyaVZdHmdv3Ozl+0+K/D9uj6xx9a1brZLfrBhy/ed6pJvq1F8i7Y9+XZnUSLL8s8cO2WsnirGsteWc+e3Hx965vy7ytm9p1GS23N+x/tF/cIYrpP/zwkLsvwop7c+zcxwdpwNd1mc5Pwj/uJ7F/28LGMu6ul44gM1ejKn3m/GByr8oUrV8fT0+p/7zotrHxxbT473Ps+vSW/LxvzKeJuHcF3lC4p0pnarck919lXkb+0V5YwSr8oly2+wRM0ji29c14sFQGVZxlyvpWNkYRiv0ZDlmepEf2/sCZw5pebuqXvF+Tye/67750lI4mws1L/P+lA4zyEhnDlTz5ppqpSxOFeen/vFzI8u66aVCmoZ5Vf3fmCZ9Lo0YvF8jdbI7fpFn1ZZm3XusKdjyS36FrJc+2tj8/wFQk7o62OmAmUAaywpGDwGxhY3rbBdxHYRnMJVwkQhPTQkWZH8NaQtBosYIaYAPqJHQdTSmIYoluCOJI24dsLEgFpPMhFpGrQzGDYYAZtaZHRoEtQeUHaksMtRFUxEZ4lboDXYaBFvSWNGtqm1iCqrAoZK0qMIOo6oKREBtsyYVFaN2OAHJU6aDfdWaVKHTQkbM5851hJXTXbY4CFYzKEnSU+KmRLTyIhgEJujGCxZxogDEAQ/rog+IanJ8JGkhBhQa6E1aGvA2SyzmQNJR6IGaC2m26IhILtjjkYIZKqMpBk5SwCTMNse0xuiDXkkNhMmJZI0kAQJE0aOuLiHNCDxQPAjKg0iHSY4TBgRI8jmEhMtGt6hTjPnvVFEMmAtPcb3h+SvHUUMrOPvPLIhy+xa5eSF/Hzan0o00RwVVGW5PKe0zhOp4Iansp0y09VJpd1kUYfz+SNlc9Kn8oac6jeDJc4c2ZlS9anIcvqlzue6Xiz0xjPR6VSvfPq0zuSpv1zLi15BBvzIk5efZK5abl7/VApohlPUbK5e7cvFg8s8RTNv45P9VEv5uujbitiZwSI1Xnn5Het92VF0irgo31U/frCpKL7NYyCuW7R37GWNJxJkxLpbUge+jbi2h+ZrjL3JTirbkNqesUlMTUCdkkzASEPbO6Qx9NGjMTIeVowhEYwlOiE1lhCVZDzISNOuMeqIukKnLWhCVPGhzTRRgMERY0sYO8TAtJnQZiINgUFBZI2TFpMMFsV0HjER1ziMCuuUaGKijR02JohHNN5lJ7Nb0aYtTidU1kRa1DviQdBmgG6CoydxWWSPn1E1hART8Oynsqu4iCXQhgMQiepIpiNctKhY1l2itQknX2Lip8TpK6bxBeISch3x9sh0PCCak5R7bfGmw7gj0h/yOvDowDVIs8YEi3loMCYiMSECiT1qBE1vMg1LMKj2mBAQ3UP/Cr0ciO6IGEdMkfgwoG0gtRAaITYG4y6JTYfKI2JfIc6ybiNqAuNxJIygtwlzNn9+bcAp4SE/I16wGNoELioxHTmohZhtPykeSWlCVx3iVhANOlg0JozzhDYxdh1WLZiANke69A6mhvZxA5I4voioRJpkMcmQ4govLWI9ts2J17UJJOdQ02KVzDufHGYwGLXIqi1mvx5Sg2i2H4ixJG1J8SYzIcS+2Oz6jIrXPtv/ugbbOpx1BQrsSQwYc0DshGsGbDvRyi391GKSx1tPtIrBoCERfcCkQBNG0IBPCTWWsDJYZwi7rNdlanVDeBiIRpDUI2pJU7Z1TH4kNEc0OlJ7SbIus2nUlDM0OC5yEvA2ghiSdERxBBeYmsRj2CPBM00DyUM8WGJyxHZPcmD7a6TtcXbAyYRvJzCBceeZhoRuDbq2xCYRw5ExTsSUUBkRd49U2kp5QF0D0cK9hejwsUdmwMvHHAnHI0rEjCvQBr+/xctEIztcN9GuHrCbd7hmB4xE40jumoghEfEC0bRYq7Q2ryXhmEE93ntSSljxiBisd0gyTOMF2BV7UUYz0aUNLhjGrsUbIU7g9kJ7MbJyb9klwxAb8B3r+xVydBgTiAQeUsQSaZpISoYpXJPoSc2Yz2vCpuyUTMEyTQ2Yltb3mNDhwpE+7IALvFuhwRH2G+IopHTkqNnpeGzArRJupdgma1LD3uf8ZCuLiEdiZgfZ8wzU0eqIMhFtYhRhus326PBJRNYWFxSjDc4I1kXUTCQZc84eVphRSPsBWUfaa8XZiGsO4JRj64nNQKP3pABhv0VtS3OZcDah9kAKhsZNRBvwtBxlw2AaogGnhzwfUkNIDTqNrI4JBuEwNlk02Y6kyWJ2ivOZFi0nl+8ZkzLYA+EjnPq/ISdEVT568mb+hpyQ6TMwa0iFizaRhQA8yJSN95KTIFMQ9MiYkR6SaYqSbrKwYChlV4W38HliM81PKkq0TFlYSy1oA8mDTogYjAiJDUnWiIxkGqaCsitRGWISYt6BhmxUUuXkNMgKouhlEXTus0KgRyAi5ljCiDoUi+i6RHAM5BwWHpU8IbORNIKZIEWECbRHtAMmEu+y8dwKOfrgrkRBfAK0BQ0jiPagLqOLRcgI+iwECwFlBbqBNIKOZBqdHqUFU/jnYzFqm2w0F5OFNY0FiWIKv3BNSJm2uW8lIRJRBhITRmyOEKi6PQFqUmpKouO0ApGSUE6RdEdG7tXk2JuFsP0LR0UKxYJ67E2OHii5EvK7SiizSt5ITYCpzbFVTrIyawLqRiQq4hfGJC3OEDGorU6e+q/NP2zRZEJ1TBUUJ2N21kjhr66OngSaSqLypEUHEVQDSY6AYGrSbjS/O5X5FHJy5UorpHgywrs4fTRhNKI65RdJydmAy+3QNo+tWRbPkRGguS4IaQ7vzsqFmKxoVaT6rFwVo4vqlLslGUSr0laiF1RymL8k1ESSzeM7R3bojA5LSSAZNGYnpeJREsqQjcpJSujhESVCyPRM4kbURnLibTfXQWPMDr3C3SvSglvlropaFJOTMnJq128Q9mT5Q2fD02xu1qpM/YLJc2mDW55jQTuk1WFYDUD5phP+tDowT3pRTdRcjf5KplCbE6/PTqWFIawoftUQL7WcpxUXnZXU+ahr49wfJwWPMpZmHTml+Vw2ZOpJ56t2uwVHsNZ6yvJdpTJy+kHJzZBHZVpcEMysrBZeZaqRoBRZ7s1RIyezpVler31cu2LxRwbcZQeglBt1QZc3mxPmpi4U3d906JPfT4aK87/KmQ9aE8+V9PM7liXIk/uf/v20vMWzs2Gh/Fm/6XtFLIwWsrxw6h+pBQCVzmKmbihz7jSfBLTG2DwxlJ5RH+nCZjObJs7eXXn15/PK2fOzwUo5oU/rV9CnX2PZZ8tO/0A9l+NiNqwsH5fTbe8dT4w084865n/lmAd+LAalooikESGWCMoCcKiGHAMZAV9lgir/lee1oupLv1PyFtS1KNVJXMAMs5OjRisUysS6R0kFbnRULvIKZhEzQHJI6rKje+6q3C+VHYVYvp0Uw3lNyEqV8excj9kqLzDnSKhRpxSEskLN3ZTRHJqpSSpdikI1yGl9fk5mW9tfnAyzUbJGlRhEm9NeNXPRF/lXDaQin5hMvSipAB5m/vSxvMue2qYwz6diYKtRRqc5UTaoOYpuMUaq81wo7SxRhpXOSsZfG21PDoPRSzQZDv57Qnxk8wBd7PC9YWwU87BmdQvN1Q53ecB8AvbzSGxa/OOKZIS4t1i7omlbkMioB2RSzL1FLKyebYgO7sw7AkJvE5ISonuCCcT1FrnoaOxLmC7oHiztwTC5N0z9K1J4TTy+RqwgzhC2jtAbNAjd2JNSQzA9qbGkjaVBuPE9SGJvekJMTHdvgUDzImB7ZZSG4C0xPUd1jbkT5OBpLixuLfShwYUVyd8R4wOx3TA+vwBvkUNEph777hniPXF4h7QTrtllvaB7CdrRyxqJlumtJY0wjBdEdbRX0CdlipEpeGzXYa5dNky4FrVHtHkgxIjGgN1uSRcvMe8OmO/fYERoVoK38NBkXmgrE64R7JcXmJXjuL8nBg/rx0wrNV4j0SD+EacBO92jcU8a3zByi4lfY+M3WP8WN76C/hl8/iVpeEO4/3tSF7AXARHJBqS9EH7QzKr5m4+UA4uTLejPMhcoepg0qFRq4LqA5Oc0BYQGTFdEtHQSwqBEpp9k3IrMn331Jc+NSKEcmXcQUwB1GVQnUtf1DPA6yZsnGaeClEQX14CquosW8I6QI4lre0zdSytQquT5M4ka3SUai/6b1yCpe2xxCtfoMDEOVSHnB1Kyzpcw1H2j9FsF/tW6LiIWagREdcme75GK0UyxWnsqg7KKTFuob1HJuRjJyc3z/rQsRYqeYlCxiNWyb1RBNFIpm7NcWeTd6iXSj9hLlyPMwO4qERXaF1eYVcNrk4isWT3e0oyv8P1zhu6K1tzQ2v8npmtx1iH9inRl2V0E3vYTdjrSrW5x1rC6arhxiZv9Dhuge/2CMSn2Ys/QKLvo8FGJbiDZHZvrC0xc4eU54/45hEdMGNh1HcfWcGmvuTLC6CP7+4h9tuf4+S2Tn9jfDhjX4dbPaMXSRwEXSVdHjI10XCDB8tm7SBgnjL/IOvj4migRzDOkf85FgG28QeQlPm3QvTJOCffyLavnP5CGT/H6B5LeovxXknb48Iw0RH58KxgnuJcRoyOr408k4DaumASmzy6RDr4IwoWCdf8P4HPG/75i91ND/MOfiF/8hH7/QHj1iF0ZzMpwXK04ri+QbkIvDjAY+L7BrC5oPn2GPTrkO4dJEbeN0Hj81U+Zg36aSOrYH1pi/IRru6OVHfrsDfFamEqC2ubbiPvxlmSV5Az7TyzTVwZdfYOsf4/VP5H0/03XWT69DBw08ad3iTAk0nehpkD5qEMDjD9EmAQuhaazPJssKxXu4h336Z5t/JR1vMGPPzCOP8GzPyD9Z+hoCA+CNu9w6z8xriLvLq9wJrKVI20KXE4/Yvct9sdvmIzhx68Hool8PW7pU8fj+JKQelz7E63ZgRwJeJK8IHFFL/f08ojsHWZvkE2HuVkRQ0fya4wbcfERaRRxjhjXxPA85zQajnn9sVegEfW3IEeaF1uk6+j8BhsN8I9E3rJuAp2N9NtAs45sjnvMwx9Ru+ax22DMFifP0P1EuB1ozcC6e4fH8U6uSD3Ic8FGcH9SbIBh3ZEQhu9/JvqAXP8OmjVm94Y0RfbNA9GN2IvPMRfPwdzj7COaHDJYGnPBmm9o1g3NM08aV0x31/gmMV4emBiYhp+wvqd/uECmlvjQkOgZ+5/RVWJz8+9xzQ2r/X/D+lum5khg4uGdcHwLF8/WbL7siIdAOLxG0xENCv0Ot9ojgyM9fEtSC+0Fsku4PwVS6Nh316h8PO5ciKzlB+CAffyUNKzZmXuOO+UZidW1srr5F+zFSMNPhPRAsBdMq08ZecDLz0yN4bi65MIPfLULqA/4nydCGtn7I85ZmpsBaw2bdyuEnsf9MyYMr8y/Y2yFL8Yf6NKOu5VlMMp6J3Q/CRfP77lev2Lnv+TWf8X1LvH5HUzjwL7ZM1jPKz+wdpEv1iPJr3k8/gUq0KzusAn6lB1xu6NjTHCnW4I4Lg6XtOOWzfFb1uFn7m46Yt8SDiuO775gjPf4eMc7Nty3l3QNbNYT3WXErYXpGHl8vYOuwX1iMelIvPseTSvum/8bjoZP9b/h5MDtCsZgGf7bA/EusfkPLc1LRzt0mLBlcoGwHpHVDt8LFwfhcv+C492R3Y8PNH9p2PyHBpMGzOFnpl54cwWOR67CnwiT8PP9S2y7YXtzSbuOPPSv0JRY/7zDJc/ANXsu2FuYDEy84cL/SBNXOO3YHDpevOnZHR2v92vaq4nVZ3fEnxuab1fY0NKtthxNx4+PF4xmoG9e4eTXhbffMCKXCnhR9IATau6ETmY2txX0WzGYn65XgSELLXNkQE2oOtsVauh+RV6U6AjJVDRCKAJbMYJLFTA6Tkm0ivCCI1MY9VlILKGkqr60qeQHkHPhKL87ljIsyCqfF1cEMn9SOGnJRsJQBJoq3NUkZwuEX35bvi6Z419oycbxaoiOxTZTHAhii8AU5/Zloa0k+hYtfRmodAG1jNPrhCUSr/KM6myArGGtrvTZnqwF5NwdJz7OkwEQLTkRpFASzSgiV/qO0pdPFPQ/d5hc4RmFPodVNwsTUqGsUWZFQWqEAPWdEWIsToFsQBBcNqTHipqvpcksgFM4UOew7tngU8doyS0hJTfDjCrNXNfZMFCMN6J5rJ/1W4kEmC0os6WoKDLmNAQhz6UiPOvMs01pjynfUIoykg0iJ3o0OXW7FsqiOiAWBu353bNDpihL5e+TneKkkClKUsGUBHJa5/ocaZJzVuQEcenUfbXfl/Y4oRhG8myviUNzcnaYucKV03coVFQqZ9YoTgrbrNp91PHhUbkwaM5jRf/cA6fPfPrlVJNy/sxM+l45s0bLPCzlvA6no/TZkjLnPUPnaRzMBSmcI4rnL7yo/hK5tnBAfLDperLT1jHyxOHxIXqhp+9fvP29K3OZuvj7rCbL5xbn9eSIOCnBNe7uSY1KW+f+PnXWh496/wfr8GvH8ruc6vx01PxyuYu+kqfn/1xd3u/j9wvRJz+ffHF9Usqv9EO+Vz4QWCHzOJGzu8/H61mffLBZHyrnaRvq709H75/bjz40zn7t+JX+/1BRvzhsPvStfssYq86glOffvA+Z2RadX1MMPlIBI0/nkrz/fRd0hfmUPZU17y+lDhU0UKmPqBR6Ze8hR/LN75g9+9W5UMtdfFOFOSJwdr7WsaNzu+c2LB20KCcDlJ72viVA4mnY2YeOuUqL9374hvLn4u8Pzhk91V0UWUTVnr+j7ONnz79fVl5zZd4/dQ6LmGfkB95fxkfJwzVP2t9KEaZK8j7v4QFsMqCeJCOkBhOzXJRMC7YvtKE9KbYZvb+JJIRgWlBw0w5jEtZGsAqrAqBpA2oEFzpMEqyOCCGjYE0gDV0GNIxDTmoohrASotmhZo9IxJoGtTBaJVlDdA71kZQCIgkbPVYSLhpcoSPN0Qk91oDrJpSJbFVJJV+Vgs2RusFEsAGrHoJmlhqBaFsilyhr7LQhxshoOqxr6DY90oA95KTOuipJgKVHxBFDfleOtk4ZmYxFo6I+y7BiJBufTcCIR2QiSSCqx1rF2QQuFs52j6SEFcGErG+1jckyZZ+QBjw+R0kcHEwGKx3WCtLZwlx2RJInpR1Jj6QEOq7AtBiXnWtROzIp7ZGEJ2BzGrujKX46yVbeVYN+TEz/8ihCUt4KlAraOe0bT/KvzI7AKv/aeZxnMSo9maeOKmfmM9WxWAVac5ov1Ah9yIb6PA/nSO0zGTEDSpbyydygKtLN1GtSloi6jptZNlNACnWbVnpLOc12xJUIijqnl8b3Sq0ppT6LOK4698/WWl08Gcv7qn6y6ONFe/Jbn7SvRta9ty1Xh2vtwuyYUClOprP9vfZ/lT2r82kRCb+kZazrfo0o+y1bailAXc4naKXDaYNLLUqLsiYg+HBN0Ge4pgLZwBihsZHejWgzEbsDqRkJcgRnkfUDSQzHUXBeCJKpWcxmizNKc8zgTomaHVqNQqe4MNHFASMHVPbZkRMgqGUwjtgIdi2YJuY5HoXO9xgcbcrn8IUdIrZ5zTMeMWD7RxCDN4YUHdp5TDMQpgvSviNaIRT7hK2gHSMkD9Ne8YdEHCdosl5qRHCdz/f2YBroVmBcQNJt/lxJUGnQ1GVQQ9jmyDO3Qm2H9GA3gdgmBlFcK7RrizE9TVwBPWO7wkTLfvIYtdh1i3EN0Zucl8dMIIFW15ACfmqJ0ZLpfgNJBLWOSTqSWMZg8MFA04CFtGmILyyTTngd8Y0iwWI8uDEisSVNn8CkOFPyDdgGDe60V3zsaBPB9i47yVeR1Hqi6/DmMkdGBIPGDp+EKEIqvP3RPmKtY7ItxkassziTaGXCSN6bEjliQJLQX+zBGKxRkmYAYUoNmkY0BZwbcMZjUgPaMk0tGg05K6rgvEfYo6bH2xWxDUj/iOuVtm1QE/FTIKVACjtMqmPSEIcRUkB0QOwRmglpDTom1BvEO0xoMU2D6ZSIZxxCHlvThOlaxCgpwjRCHCzi18X01oITXD+RHBg/IDESjaLG5CgfLK7pcs4j3UP0GOsw7SXObjGmR32L7hXWmjEz3YDbRGwckeDQZBkLWCZaBRNpCyWfMQ3GWIQjiCc2I0k8ViyiQhpG4nQg7gRCS7xSYtcgK4/rAk1KNMdIDIkgkFwiNhONaeh9h0mOaFpUE/G4R8cGYYsRhw0Dp9yZH7e+Rd+iRFLMgO9sx1GmKXE4Jsw6YvpAb6CThmBbfNcTCVi9xDQbUtMQJDD2QmgsvWlxQbg+rDBWGDpP0oFjs0eIpGaLOMMaoU3Cykfa4HHBY1KiXzdsn1nUGh4PLUzKxTTQykQgMjnleGVIovTR0yogKwgbiBeIUWw8ZOroVZujWxsDxtJxSaMrGrnBmitcf0mjA6u+wTSS+z2GHIlCBkm3sWXr4fkwwDCguxHjc85jkxqaYYUmYYjXoA4TB6KMDE3AkTDJ0opBV4YYILiEJ9JKizUrxNzRmQMiliDgw57peEDjSGMDjTbYo4PJEu8hjsVuah1Ns4KoOTIlwm4faJMh+Kwrt1YxPXB0hGjpzCHLiEQ8isSAjELyFmIsa3eDS0o3QoiG5BrQRAq3oC0uKI31tC0fRTf38TkhahRPRTeYbTF6V3qcAcGfdFexBTnh86JCRF12CCgO0RZlhYjFSJsXQjNl1GmoQtG6KE170IRIl8MsNWbBzkxko/MOdMwIMbFFl05ZuDAh1zdtQC/BX2d0vD2QoxWK4FSTItqm2O8n0ATTkK9JVzphS84FsQfxqDwUMa0HrpCcZKAIOIWuKeZk0WoVSS7rgjUyAKUmXCa1eSGaHTwFHa6GzEvaF9nwiErJGaCKsidzZ65RtoiZwBVUXhqzmlmpkUxW9lW3ua/1mNtnSs4CxizKmQ6kQfQV8ICkgrYTyc/PUnFJYm18zktRUOv5nhWiAUnZgaCxREq4ikD65UNr1xhX0DoHCBExWTCpiHcpOTqolFxopgMyETUJCR7GnPQnoy6zgCiYHOEgoDbNyD/RCJSkV9V5Zavjo6COgqCpRcwK6EAHRIaMoNIAskLtGvSA6COiLSZccHIYRUSG0tLiSCsCe9KW6mzIQj1kpSMjRLUgRrUkD5fKaSsmC+fGEW2DRJOBWiJFaVVMTRhekLBao18kR+1ITeauJ05tUZf7TWLpk/xOo5kGjBLhFLXkuCCgmkgawBpM06Ap5TlcjT4qOYG6kq9R+WK16Ic6jyM1ZR2RAZExzxW1WclPNiOjmjFLsXSgHmXI7ZRMA6EVhfqRx3m4usy/n+xfBXE/o7QKH/9sIIITXY3Of+W6aFW5ssK4sEUxc6uDLjSlWRVcoNZmapVavZqMWzh7F1pAaCdNcla2demsOz01t8BIVUSZFdC5VrNued6vWpX/WRFMC101K69Sn1tQCKVZUa4G0JOjLS3R90pxJiyNhcv+z+VWxHS241VjQ342LRx4+kSZXrbvbIWq/tPZOFgcGGfGAPJ6/ZuPpVa8aCtPK/HUWCiLD7G4pVLGPXlifk5qfSsFwfLOhUlSPlzC6f06PzGPAmHRnOXYOBkgzuwP89n64NOLC8OHLor/ULU+OMX1/OcZPdqi+OUfunim9sGpucxGm7Ox816jFu3ivF/m9yzrxXJSPXn+acP0g7/+4iE5opGSn+HEdZ7lDJVUxnUsa2/DyYBU/s2O6QKEmJH9hQ/dlDJTobGsiPklRRJymvMzzVJFGTenssu41wJEkOqEsLmeWhzcojnfg0rIz0mOHBBs6c/ynebvWdfIpcGqdmIFqyxOI6fF8ylKtjp5U90rlwY3Yc7/NK9jy/GXr4tRqtOmRivkdbHklTAWIUDNG1WQ23JG5VTpSev4W47B+t5K1Vllh7oPLz5JbXgF4yhocQotI+nOHE4fcagq0+6BlJRWBSsdsd0TnOLSBjt0jNLiuwuaTYtcromyITxcIvaA+fyRqDDEFc3uiPnxT3SNY3t9ibbKeDEQbcQ3Ho2O7dtrxBswbxFzwK1uERfYv2rwgyD2RzDK8FnieK1IGJEw4lKLTc84ysSOAaRF6NFpJMieNgUuvMfGhk4UtYGpvUXF0dgXOGlxlytURjj+SJyO2JQpM/Qyot3I1B/wcsTqgeY4MjUbcFtic0k0X9DSsHrbs28dD+uW9jLSfD0g/p72tUedITz7DLoOd3lNksR0+B71A85GpBWcuwCEOFl8VKRvaJoGSsLPRhTLREhKUGh7w2pjOZojD+Nbop8IHHCpYesbnFqe0aFt5LCZiDbyOD2gxxb33RVubFl/uaFZW6bmkWhGCG/QODHuj0yDx+xuMI/PEb3ANhDimqAvaeNAE75DU2KQS2QE8ygYC2Yds3L7xTNOyudHjDdTV/KyrhQUvEimklIVVHtqvqI5KklOEaWqha6pOAulri8FdCSsyvQqc9uWdafINDoDZzJ4zBQgkxYgVY6IyDS+mqrMlsgNbxESmnLEc1kC8zWqQ5JC4yI5WgrNMr7JdLU53mDM891k+tIaUWAokcU1SkxSyflQ1lEEMdmocAb+E8kR+ypgbV4TQioyVZV9PDLTxcLJvKBlK9WyjtUo7qK76CJKa15C06KMsv4qkMp5m0hzsu7FHkrIOk2yixyMud9Epyzd1MhvU5xTWkCGc6T7Rx4i0F4ALX3Y0CfLNWs6Iv/st7xRg3/8S8L0OXbzJ1br77BBaFyPaY90/U+YzQF7ecftFPknJkz7SPtpRMc1r/7hM2yw0CnaGeSzr2gsXB7+BnZ3mGMiaUP6KiHbkc3ultUwEeVnotxDOGCnI2O/ZXQXdFcr1mabdfIj9GPH1f4G03mafocfPfe7Hcl2yPp3SCe41VuMHWhe/jOqiX36PZOucOGAiQ+k+y28cZm65wJSTHQhICuL9Jbp6Jj+1OLvPdO7n3EITXyGaSLm2Yjx0PbQOOHieQI9crj9O4IXUtxmRovhComOtP+GGI+EdktqBftix2Yz8rg+ckhKc9myXRm6hy/Y3H3JvYWHS2F/d8/jW8vF1vL5Vz3B9wx3DYRA2r6jV7iUz0hq2D8Kkyou+Zz38ZmB1nE/vUCjY9ytibuW9dVbutWO6ctL7L+55vHwEw+HB1xwNIeWdgqsxzeEo2N4959IzZH28mdSI2w3Pb6NjNsH0vTx+oJYYfPZBmstsZmYzMQuPmOfnrPaN1weLGMK7DSg6460XrFf79g1f490a8zqkm2TeNluWbsHbvSOqOClI0Rlv090OvLi3/xAco6Nu2D0HWHMrBjRv0bNkb5TVlaww2eIv2TYJeJDYipzrl/tcau3TO4lh+YSu7mlefkjfXfD1fXvGaaR/f2BkI748CONs7jtJSY4pp+P6DRh+x9x3ZG0crDdEt51xEfBDmv6KLSfdjRXDcObI7u7CRN/woQdnYl0F4bdAe5fR1zq6MJzjBwIk8DmyPrTNyAOc5eXk/0KTHRs9jc4bXE3keQOmPsfkGlAt38N3Tes4hUmrTi83TE+Hkl/EdBnim1v6a5+onm7wr7aMjWOQ8j0UU03YvDcTHvUQVzdIE5od++IKI83kWTgyq2wUdi/es04vYN9i0vPGJ4ZhpfQ7l6z0nsuvWfznSdsHOPGMa48w/qO6/1Lnr37lDg1TH1P0reEV3/ExBua/t8hIdAe/gHSx4cVajIcH58TYySFa1Q61EScSdzf3/HmtadYb7jpOq7bS2JzSbi5QOKa3j8jOot2LWOX+HkNjXG8aK+4GCN/eLUiyMh/v3zLPj3ydj+h2nNz+Q3tasNfPB5xE7SPe8z4yLh5JLUjL7+84uVXG3642/D9t894PiX+MP7E7iJwe+PZXQm3nzVcPB758odHTNpg5BM0XeHCl4jxtMdHXJvwn1wjzpFi1i0+MT02GaL7t2h3xerG07Y3bC6uMSvLj83Em+4R3074ztIfey4PV3z67sDv7n7mfn/g290dqbmkX7/Ahgs2P37GIImf2ktUBm74F8R6Xl8HrFE+ebD0ySLfXBFDwx+3P3PrBvrmioZnXLq33NjX7GTHIfbofk/4+ZG1sVxf2Uxz9t2G6bFj/31DbAx6Y7GtsL74kjGU+RkMf/r+gLOeZ25Lay0XV2BWyuFfOvxO2F79TGrvGMyWUXpkCJj7QGyFsLEYLth0N2ymO5692nEILX57RRrecjz+DYmWC/2crmm4bjqc7X91nP2GSIhiGK3h5zQLJoSCkJeq/C0UlSJ0LBFsWZ1JzBRIxTIhxUBbHmQ2slRkSQ1tn1ET2TAqlT5nPioSP8yCVBY2JmqiK7RGEThmA/PSOLAw8lHbRqEJQDkZ/UqUwix4VeoCm5XiqtjNSRAj2QNew2Ir13sxCsyGn4pUqe01RZAskQo1YeIsrFXFdyIbqE+K5hzK+56yqZySxlahtOKQa7sc2QFSDc5Kpl6iKMWlDlIorxZcqieh3JzeK3n0/KqoN1PpUMaA5D6fuebL9UIvMYftihRnVGU5NtkpYqpB78QB+pQz5ynfakXOZKoqKQ6KmlukGoeKII+Wb1Gib2oba7Lq6p2bu6IkmJOaZPLUb3mG1PotqMmoaO5ldE3hPxWyYYNYkK56Km9u5mI+VcVAak1rxAPn/SJkIf49bvyUFa/yPWvuFOZtKSFJ5kj22dYzR1Sd9fyZ/YY5t8PC4DVTtcipv0wuVFNJEFgiUqT2/ofa87HHmVHwwzfIPFeXPxetkjrlTpZCeXr/kkLp6fNnTy5Pnp5Z8hqfV6H+8QtWyqfr5VkxMrd/ru9Z9EM1di2/5QdyNrxnK316Uc6uzOxKda06GxOnX3RRwlzfxZmnY20uSt6r0Om9y3O1ee/X8KwN9VOchoGe291/8/GvGKdn3/fJerY891FFf8RNZ4PyF+7/1zTjrH/Pv6w+GQcfnBcfGI/v940+efZ07sOVfvqmJ08vbR9Pfnvv+MVLcn7PR3+n3zLQqnxS5vV7PNxQ80XN186iV+s7TxMj70JPrs90a7ronEU9F6gYKbLH3PcfXDjq+z6UT2Lxu56XO0dznpVV61YX5bPGz/P3FAlRI1nNWXvmRLLVUV+fmasss7jyXp1nj/GpfU+rkk/Xsft0DGv5b0kkx6mO7/WPLtpW7zNn5+XJea2RyrOclfvhLFritww9UWgnRBMmdBhtULsiuQ6CI2GQDqxTxLVIbMH3IDlaNWlCi3FDZcoGOacEG1GjRJMRaal8AzUT2GpQbjDNBnERIw0mGcR5xGY5TYlINODXJLJ8X3NYZZH7ABqwUni4Y5b1oiU7AKYBkskUE6lHY44oNlMBuBhBDVhRxChechSuiT02WpLpSdZl0dR6nLfYqTDt90XGM1nW0WKwNkXEZLIZsa4tiJLSgMQim4sAzUxNUyOsJUkui0jqDLHP/PJqGwTFpiMYT1wPSAyoz30izoID41pUIjZACkX+cUoyhxzRIbHEBkzAIQeG2wYJDYS25HOeEHvEmD24RFKHRsX4HDmiMWZHgV+BWlyX+E3Jguvg1PM5cJa74Sk6T57Otffl05OcJU/mU10jzPk75qJ0MV8XMn6lGKprzQLwcVoT6vtO75R5PSr36+nvOcpwbkFZG8UhxUF7cgpLYR4ojAUi81yf3znrEUtqRKj6j0qNPl92lZyvD7PutmjP/B0WdanO6bN7Fz+X4ZO6jKTLz+vCSTzrJGfroznb6fPwqO2L51X7yENEse6AkYGGlkYNVhoMPY0GupSBb8Z5bNOR2mckB1E8QRUfHG6yuFFy0u+uxzpLFyONRrQ3hGjxVlBrMXsAJaXMwe9MxJIIGLwqIXpSHLEpYlVRkxG1KgGVCWccpo3gE8kLCUNoHaaJqE2EJpLWOcrEhAOIEFY5L2BmwhZaeoQN2AaMQ2yPxjVedxBHkn2LtjukvUbaK2SwENY4OrrGYlRwjwYaybkiiGB9VkGCRUXxWyV4xYwDLkbMfodYx5QCB1F02IF68B4bA8YrhgYNEKMQYsKnI+nokHctDIZkm9xPA6SY3esotMnSlGkoQLKOWIajiCkOI0tQTxSP2A3Wtohdo05IqoRpT0xTnmpWcK3BoVjvidEQbSTZiWQmFJOR/Apu22UK4Y88FBhNyriIHDuGphaNFu0CyQhhCnifQBo0voAUMUSEONvugubv6cRhMAirPEbckYgymBwBaWKP1Z4kjohFfY6SkhZEhGAyT73iMSmQUsQnh1MhEhEJ9G5ArUdNJBA4ek8IAZsUjYrESBLFS0JsIKxGcBOmS0gjSPQwDaiOeS+02V4oLoHL0RRxmjCaikUsMakn6YSTASsug15dA53Ddo4mdDlKIY4YFfrC5OAk4UikYBFtENeBAW8cMVkcghXFtYG4moh+JN0eMY0/YZR7EKOYMUISks/yRi5LSRIRVdKQMtZka7P/uPE5fSmrjH1uIl4TGsAewTUGd9kho2a8tbc0RyV1SugVmRLRRNQ0iM1odWtbjHE50jEsnfIfvcJhMlYf0yhKyE4FazC94DZKchPKESsRjKNJnl4eSGqJyWKniExDTnC+UoyJbNKR3oBe5rwgNq1wMaEuR3SKHTBGkMkjAyQi6oReLSY6ms6S2kyb6bCIHFD3iFhDKw6HRbFgLOIsVhqaZotJPe44gfGYziCNoI2gVpjEEEkEmRBRQrtHoyUKpNRgwoSMERs8jZKB5V6wwSHeEI3luHVMxhb5U3POMolMLuAFDBYVQ5QRmJBdBg/bYYWNLbgWnKUxlk4NaCIQ8Cngk0dDBiWYYJDYkKwldA5slpun5DgKJIk5qbtPHPcdPilWhMYITYjYqAy6IySDGRyNcbhJkEmBFcEEEEhkYL9YIahh8C3JJNQ+EvXAGAe8NCSnJKdom+Uf6wzGupLz5X9gJASSjaYiB8BAfA6pQXnMG4LZkDkncxLmGVfrQkblVyN3FYaZwBQKJVNCFWd0SjZ4z9PFbsi90nJCyoKmgEpE5IK8RB/JnPkbRNagHkkDKh41HjiCHnIIY0kQLbIhh8we8rtiUcCqc8EULtHUgTokjfmaaRBZoYy5vQKIhzSQE3FvyEjsiZwjImLIBIAq+1yWbooqXwzbZp2br0dyUuE+745hg6QG3JD7N+UQReQBEU92BqxBjuAeQB2aY/GQgpSR4uzJunNCuM91qTQJacjtkozEn5E03KDcQKWYSgOkA2IvULkEsyNHhYzk3B82o/ZVIA3F5pHzThgjRSivDqA/c8RK65BrmSM1KM6EmBMwJUG1y+PRjojxEDsSbd5wNSE1p4BoobEuCqpKDthgoZMYyKicjoLNhrp5C2gYkBQR1rmfGIAxI4lMLP01kXOKNEhSJK5RcogeNhVgj4XQIgQwd3l8mezokSIsS6r8q3sUX8a1Q2g4Sy5kyIuepuzW15C/Ea5EsxTn3sKeMtugpOQHEZfbmioqtSgItjjNpCjs4kr9FAiIlDB9DQW5RUF/5b5QVZIH1KCaEV45mkHLd5EsfAolX4VkA0Ait1Gbkisj5//I9bJZoTItmA6NB5geTlEJAmIyD3AKWSH6LcmYFBYKbMGL6+lq7p2FOrNUaGvfLhwKGe06/8XCC3XSw2ChhNW35o8lM08u81zIeppgxM7l5CtpoWaBlWrk0pNiK1VRnk9wRqknWnRiZUlFdqLyKka3Mg4yd29VU3XW5U82OVOu1L6rNTwpo7k9xdFV9gidKffM3ElL/9XsHJ4V/kU/sby/qqOnWIXZaLlU2EsHvecjSyW9YW2jwCmPkGCqkc+Wd6cnSvivHgtFfD6WhgueXDtT+WHu1bInLm2O59aBxf0nBf0UbVGUeTTPJYXzpOrLopb9vjTdLPv/l1zN+oF61RMnY+qytme/lY9VjT2zP658v9n4q+dj4dTGp81ZzEeYF8dq3KhGkaVdpI6zZS6XZZ9ydv7p6fqHLt5d/n6vu7R+Xt6/KGc//vwxluqZRRvjyTGv9V2VtqJo4UYXTSuOXynAi5QRr7NzukYEUFH55xQfeb+sHVmNV5rX+CVNoVQnfqEZrOAP8towz/FiFMn/bOmGzGMOx3yLlCjd2Zni8/5IyymxNHPZJ6d1JOeoyGjl/GxcdHmlOcnvnvsPMsJ5BuHoqe9m/vGSz0gNSW2ZSqW/U93D8viVivqd2x/mb6O1XXOEROlXEkhF9C6/g5CjTRrO6J1KZGvuE0/N6TRjbSrgpFIypuWY/fVDTKJ5cY+6hLv/BjtdYNoNalu8nwgx0t54+n7CPD5H759h2ojrAj4OjBFiahB/iThBvnzAo7wr0bWUqOkUcgROWP+UKU+GawyXNJuvMZ3FPQ5oCJgtSOdzyPk+wP5zOLxkanYE94iOLc1hTWiO+O6faMWxMR2iDp0M3ij7tRBjZPjpLeI9m/iAoSdMv0e0Y3Pf4rwyXifSKrEyYJ2ArhDf0489q6nDa2AyntY90rmfkcMN5o2j23pWzYSJkCaBaPHNJcZG1nGAUYmDQY3DbT5DzUQ4/kQajqT+FpzSckNjehIdYJHQIWNDNHsmc2R65hi+6ohTjzluIN6z9q9I/Uj7ux2ys9hvH4CesH4BTjDyAomRi0NEozBdeVQ8x/afGWXAh78i6RX4HaRb7M0X9JtnpHcr9K5HdSTwiF29od/8SPKfM4z/BsaJ/u6RKANjc4vqGtl9iXWRS/MjUnMvfMyRqgOy5lsphk6FlCpFcAEpzXPUU4kZM4hJWK7VlWJ2pqyd6XtcWc7aeV1UUaigmCrTlqgolZbMPZPzJWJCvq9ExVdwXo7mLlTFpinTL5S6lChyU3O0nRwBFaQ2O4dFUPqcF6Os3XV/z1uKILgCgsv5EjLzgJQ1Oa87pm5Zpu57q1KnnB/x5O8peX7mviyGfxUyiKouoVWHr+t7BSRK3g8QMJnGNetUp76UmXa3yiuugK5O+fmySpuj4/Pa25W9OuvZeT9wJWqv7jdQ81Z87CESWG//AWMntvv/mT48R5sto9my1e9owy1+5fDtnnjxF4Tt/4nB/wPc/i1jEPb3z2hjw0YmjlwiL7+hkyMvbr/HOkP8pmHUllePLXoUXvzNI3ZKPD57hrYXXG4PrMTzKg7sDpHD7og/BL5EeSYr7rvEfadoJ6gOOblvN+GDcDxaxq7h4bMWawN96xES5qbDjYHu+79DjOHh8goVg+7XmOB4oV9i5YrHy7dMjWU03xDiJ+zkJ+LxB9r+R9rNG7r+f6Nd/V9xqafZf4WsLPSOdFDC3yl+e+TwxR5jBhr7A5oa0s+fEtaO+//zhpAC3f/nFf1uwr7+HtTy9qsGvzZsf/qe1nsarmlZs7YrjLlG45HHNDDGW47xFcN3z+j/6+fwMqF/WOPHwLt/HKCFy2eeRgxXj1fYELDxkakR0uc9sWk4HrPt5eXllm41EY5/Q/BvWU1rXHND2n5J6hzTz3+L3v4tcd1iNy3d2rC9cLQ76N6MBHtgenGLk4mj2RFCC++e45o17V9+laOoPvKIJH4KB6JJPNdHVjIRBkeKhvDJnnA5snvbMTw02MNf4+7+CiPfc7H+ZyQKtlBTP4wBK4bOvMBIi5UrfHPk4dmBKSjfP1znpMzuCzrTERshiCKPlxjtEZdZTe7cAwd5hzFHVjpxMC/Yu2uieFIwXJkDL/pXPIyB18ZynDxvjq/pgRea8FEYB0tsDG9UkXak/8O3WCZMaiG1uP0OedwT1JK6FambssNktcs0h35P3B3pek/fOfZ4bv0dvTnwYn0gAEf5ArYB81lLN1qe/7Qm6JF3/XeICi/HT7Haou0OVYO8FWLqiV//jriGu/uW4z7wpduxMQf45IG22+H/eIf/Px5IXwjxqy22cfANuENg87MnqcWnkbReE6++JNojR/kHZAqkHxxoQ/NvXyJrxa7/CYNntX9GTBtev3jL0B65eQhs30Xcl9fYzz9Bf1AOr8E+Jq5eT0xdYnVtEPHshwcap3T+AtNsMBffINZhu3tSjBzvXc7B+dHrG7SupXEJs8oJj++2z5manu3XQvdZwOk7nB6w7QWm2fLcv+Wlf83tdMWr/QumXaJ7O2GfRdy/DazjxOe3d8iq5d2/+Zw4blj91xvMEHloXxOaQNv+RCuW8R0c3wq8bJD1ms+l4/Kg3HeOt62j7S1frhVvXnErf0/vXvCp+wKT1tzuVkiKhJstzeqGy0+/Jo4B+eFfSJLQCwPGkoAoibsWJglE/RON7piuHtF+S7o3rPaG9vADzjzQWscz0+KTZYqWcVozjsLry463/+EG5y3N8YjuLenVkXENb373GsGx2RlUJ8bmEfGe67+7pBtb2vVXNM0G/3IHK8/LqefKK2/CgV0I3E87HgfP2hg2Zk03ruj0htDBu2sQt8bqBbsWXj1XTDrQT99zHDqOr7/Guo7NzZamiVwdvyPpkb8394wqfPHjf2Ljb7i8f0vrB+5e/i7nQpP/A03fYvotzbMVR1ru7l/QXvxId/23TCnwEEY0epJcIy7SuA3YNdq/xISO/X2HxF8fbx+/Ahbk9rmhqxCFyMksd0KVFIoYMnqGFIoSVRSjBQXNyUBUBIvZ+DGVcxU94ovAUZWstBB4qhL5pMyK8JuR/SWHw5wocVVa0Za/UxEMQ1EIq8BUozAyGl7mxIxzBzErdnPkxtNOrIphpCJPpLZXWPRtNaKYIkvWaANOfTGXV+tXy14qzzXnxhKxyKkOSBYCK3VVjc5QxynvREkEPVOnmPN3S/Y6irhiUHDU5JTIKXFYfkRO/37tmJEtRTEgc+ad2XA0j8CZ4EZM0ZWLwVNLf5kSfiwV6VMuztDrdCrzg3WR+WdOlL74tmf89NUoUutf6j5XphqeFuNxrkYZwzXvxvzs0nhav2P9FnVMzhVlHjs1KmT+uzb9qaC9dActzs9hzks6iRqVcTL2SaGGUvU5IqPUZzb0pTQrIstuOI2J+vsTNOeSxkPrfefs1Sfo/Qldlnlxy9/zGPr4jffpcVKc9KykfL7WUZ+85vTU+Ziqa9GyPud1+9BfH8yiMC8Bp/d/uFQ5/fjgvJNTO6qxvxa5jLSQp2XKopknhPny59NqL/uxnvlzKMflrnAezCJl+sr5QHrS8tNAW1ZeZpvfn+97Ts++d0oWERDLEfE/8vhzY3a51z757h811Bdj9heunJVzhuB+/wXywfJ+6R2//O4P3fPhu3/5u53tN7/1WDz4MbV8//iN68w8sJcz52OL/NfV8PScnv4WOKFe0+Ln4pmzcV7XseVeVK8v19yz1eD8nR8qW5+ee7p31mKeOI6Wa9xpQ1nMfXn/3ro2LB7V+aG6h1AXCqos9v4hpz2eJ/Ws8sDTvn5PFtMnz1aHRe3nWsMn/SjL56vM8KFKPu2/Wpac+uhD/TP/fCoz/JZDMDEjwNAiK6ZsQBUriAXTGKzNkkgME1iPqkfTkRgHNAlCyEZWZ1BVAglRzZEMKmjMCbRppiJTWZI2xNRlWkfxiImFtkYK/7lmIJV0qB1JTYP6hKaMxsdkJLMt0ab5WYu3JQ+WbBDxmTecDK0RUWILYiVztZuiGSXB+oibIiZ1UAAcajMYwwRAI+o8WIPYHH1hrCGR8E6xBtAMvjEp5DRnweXl2QqmKfJXBIPP9nRNZGhvHqfqLLFxYBpcbJHJEA+hMNc2iEmYLhvVtTckB159dq4nhWSQqUGSgcahNmZskldSMkS1EBtEG6y3iC8R0S5kKog0ISgmNVmTMiNiAsYqSEDkkINc7YCxqRiT058bYE/GeRnLBcAwyxdLOXqe6dWZvZjjAmfAkjKGz8ov9ZHltffm/9O1oBa1kFMk7536XsRyvfU9KY5zea2WJ9R1V+b/FTm8RuTXMTxHYEAlDK061JwrTgFKnrWzSlVH8yICROp7BZ3X2UyTdLIJVIHrfM2RuQa6WIL0fEmb+2pBSTo38pf+LfuZUpdTn8856wod1VlU2G8MZXXRYtQSw8QYjrRisVYwkjCOTJNmJnzKnPWSFHUuO4ISpOgYpp5ge5q2p1HFxCbTSRWmB0OxEfgRvNKQ1yEkksSg0wg+kmIsYC6LwWGbmCOJLDnqUBNRPUqmPLNOaXrN9M0lkXlSQzQFBCSJkQFVR+dX2KmltYqznkMymNTgaBGaTPInHqUl6RVBLSaNSHQ0oUHEYo0jihItGAJ2ahDriMYhKng9ErQjpguSKtFuUNeQTHY0BbEEEUI0GG8QJ3lNDBGnHtQQ04roDHEjGG/pZSI6JXQ5d2MyCWMjro1YjdnBKRkUqSpYElYTon2eEfEWE4+4KGhsaRGcUbwRorEgDUqO8GuiwyaHlMTzASFIIslAMDDKhiQGk0Zisowugfst462MgxLRZsTm3D0GQnSEEYI6gjUYKYBFIznyz/rsNJSESKGunmK2LWmm3rWtISbwoYPYYtXn5O4207nZMWKCwNiQWggMBCZsGjE6oeJz+U4wXYMxJkepBItJK0QtSTNVuW2VFBMEm51/IZKTRglqLIkewSJxwERylJwq1pTxPWaa70yp3aLqiCmSkiEli5oGekGIODliugPa7dEgBN8TpSOaC0SFGDrAoW0iiRIOQopCtIZkBBsDTfDYNiPoTedz2lmbv4cGB1NDwuKtLSYhzVEyyWO9xxwnkpvwfc4v1TgwahBdQxJGybTX0krOheKUZBPqAzJEzOixwZNMQ1pZJETsAE0Q9ECWW0wGuJgcs4ERW/JBZduraSZ0Bgt9zHBT3GrMjuYGks35mowIvRM2ItnhnnzOf3WwBIVjigwpMqWAxpzPwSTN65goo41gEkPI+WWSrhEiK12R0oQ7GoxNROuhU1gZWFuCCiMQEFICaxK2CdnJbzKlm2ssbXKsdi0r19L1K5ztSZNDg2JbmwMAm+yYDxMEBSHny8Lmfcy4fZYDzYqIY5SAl0Ase5NNjl4dSRKjOTBZx2BbutRyYRqitCANYnL0rSHSWIOqxzuDqMFKwJEpE5OFZBuSCC6uMJOwBtRNJJPlWasNJnVk8HLI+XXWmuXf1KIk1OY5aHRCMIRCY2ixOAEjhqSGMSqHpPiYI6NYeUw/YoxggiMzFWbQsXSGFHOknS25bCWBDZaUpMx5YF3pffc5GqO0/1f30I8ekLoq8kEqRoqE2Akld3ZGkg3AkNH5PEO5QHSLTQlNO4iPqBlKPoYOkS2QE99kvS9lZG3KRk3M27xg5vivRWUKarwg4NQMUCMCNG/OWhEUQEamt2RFMuXFzhxB+4LS71F5STbg/5TboHdkseQLckRChZFP+Z8BaKgJmVUTEkG1JUclmIwcUQN0pS6ZqklMyTeRdoDFyJrMzfmQ3xEoBvcsPGL3ebOKW0hrhAPCiCZDzm/gCiIxL+SqFvSiCHNZuM9ImnIPCZjyZVMiJWTI/ZO2QIvwGmQE3QBNKdOC9KhrEGmz0Vn6PIz0ghPyhCzMFQSiMRXFnp0WOeLjzw9OSfvyW3EAyTU5xHxJ4ZXHTM4PAmpsNnrLmIU91Sys9X3+tnKkIp1UisKREvhD/rQFrTgDpSv9V+xyu6Lk6BvnEGPRIJnqaY5CqA4ce0I/udrntX8bMupnh2pCNSO2xFS6rmPuK7POYzxlJFvmQk3MnPPSZuWCkBNvV1tIUSBmg4Rq0Zm0RCQplVu6nlapkRKZC1xijnqRwk09C+dpyt/YrsGsy3NjidIYUTpgW3x+rugSQ1ZG1GUlooSfqqn2maI4pC43a3ZUSmlvRjtJpYTSEnqdRkgeRDGu5EoxSo6sspAi1h5R1eK4/LhDzv9XjnMnnmLInMFVZ5GiWymVIuqUl2HBpQ3UxPeyNAQJ9cNRk0uflrt8z0lZXpjmz+6p7y1Kniwifagq3wktDyXWbNHMM2dEUZCr8jorsLMibsr4ze+tKOVUVc/CxTxz/Z4ZNXP9atdl5L2ZK5Zfb57cXhwWWhwQyGl5n/Xx2r6TIQI42RTm5JHnX3ceg6cPWsqoSvPi2y/2IS2Vlao45xY/Kfxjjvrek0FDakecvU3mc+85wM6MhX9Osamd8SHDzgf6Zq7HsvyTseHJjWdz5zQqF22Ck3Hi9FQ5vyjvxGlT3ian4inrwDzPFnNBT8CI9+s3f6TFm/W8yxaGF1m08xRhIZw7TJf9AuehKLVM/XBV5sdk0Z31wrJddU7rk+sfaOKHjjnHVIlGnSkyzOl6QcQrWpDHC2fCHDFR51QqMl7tCyHLOMoMHNGm1K1SQ9Z9qwI06ljWU5MQ5sTWM5CiRBhK2bPrxiGaow+pa2ouO0/VIoPUBdCYuX3zt5OKrp4//OnvOfqiyIpqQNvT3cvvIPV8pdgs/OI06AxaSaexNEdlVD5zn9tX5SNc3gu1GG3nfhJEWua8UnnBK9+l5OWohkixpQ0VpJDKO+AEkih9YiSXx1jqkJHJWc6qdTJQcr9JjZb5yEOiwf70ApIlWoiyp90lnDbwWcReKW5aYXzPcbxjGL7FNQnnlCk8MA5vse6CthlxVrGpIUlE20yF1NDB1OIfbnK3P+9Qm0hpjUTLYQ8yZdlBOhBzkSOqxz0mDqR2BRcGvVgRL4T4diIOR2TdYm5W2DDghrcIN9D/jtQJoztixXGz+V8RH9mFn4hEvLGoScTPFWuVbvDYEIkKabA097e421u4fMFxe43frAibHntYo7ee0Arh83dMK4u5brHB0HSOMR64H/Y0ybKentNgae07UrLs716QpGX7TLFGiT8/Iw0Ntn+FMTvstEZSSyASO0d43jJe37A6rrj+04rx4YH929c46enNN2gbkM1AahPT15GUPNP+ARuU7SSY2BEPX6O06PM92AnZfYKJE2m4IoYN2nwB9hqzU4wMmO6IdIDNVAgybZDhM7R9YFr/16JLXGL8Ld3hn7FdR/tyQFPPeLvNUd8fexRQkMh02otN3UtMWYdCkQllXs/UNIjpT3OT05qVKLKnVBiMY9atEKRQ+eps3C/6iU1FB8zz10jR/4BMIZsBUqIJnSMBcpSGqfJgAYud03jKyVZuynpZZR5TIshqXhzbQHKnZN+FKjVHL4dsMBVFFnM8CWRltlIvP3HIlr4T44p8a07yiBYZqOgqSjyJVWoy0ljyPXn/Dnk1MaW+sewTqdLalb24bq9zVKyUqNNzEM2JKaHQcSQPjKdvQiTr+SV6otA6z/vhb6BuleTob3+PROX1uGeK9/y+h40TDhcGf73CTZbGJ/o3f0KHb0nSk7af04cHuukNh2h56z+jkZ7nxtJoi4/P0KD4hz2aPC/GNqt53S3qEl92n+OalodROIQR+3jHdhqJVxZZg+UG4YKryyP95YBOR9J0QKfEw3hHZ5SLq4RZHfn05pagK/b+U6bJ8vhosUGImyuS9bzlNfiGv7z731iPl6xu3iLuR9zBE2RFFx0mGZoLz9AfSYf/lTj8W8bxDX74ics7h9xaWnND69akviH9vsX4ls2jElhzMB24R6arfyC5C+J3/4nIBff9X5KeRw4XQiKx7t7ScCSa50wmMawyHc3q7o7+sMfLV0x8hn2xQr5asb57w/rnHzhe99y/uMBNilsFTAPueoccJ/b715jR0g5foOK4GI70EthPX6AY3Nv/L7b5iavxawjf4HyPSQf2GhhxmIvPkOZT+ukeO95D6glTyxQtj41lYs84DUT3AtP/X7Dpjo7/zMQD/+xbfGp+faCVwyhchB5EcGxQC6vViDWJN6+esd9tOV48MK4PtM7S9bfo5hG9OjIGz9BNrES4bky2vL6JpNDjRwt9ZP1VS1DH28MN6qFzf8Sagc4nLIb+52eYaUWwn3A8rIirHeqODNNIDCPGPdIaw+rKsfniGjs4hp8dDCu2/hIv97jmW7o+0jxXYmjQhxvwidXDPUYV03wK4phkgxHDhX2gJeCPK1JwbLsVzgrh9R1xHzDuU+zmgsl7pkN24LedQVeR/ctIlyJX4b+TmgdGvuWQthyOf01qLhjXf4VGeHh9hzEe92KPrALhMtt2xETEKzfDLe0wsP7c0Dw3pLQlphX+5pLj1x3WOuyjY1ThUQ2pB38JMh4wDz+zftxz8/qW41a5/6uIcYb11x0SLhD/B8LO8bq7IzQP3Dw3NCli9kI7WHRv8IdI/+07ujdviM8/JX3znOm2Ib4T2uOO9X+JTH3guBmw6QoTLxBJmGlAoyGEDhjo5ScwH58TwrjI9vffYdZHbt/9gWm8xIilj5HPMXwiDW87w71R9AdL+rHj28sL/n9XEyk4kgY2NvJyFYidYTQNB5f4b9sG4ztWf1xh4hrpnuGc8Pv7DnvwHB4PBDOiL78jfX3EbgQa5V+myBATN7HlYt+AeHQLl6llG7/Ar2+Ytjdcvd3wV/90Tfey5+rfNYz7FW//C5iuZfXl59g20rVHQky82ht8iGzlHcZ47NVzTPOMpn2FMW9I6ysm6XlYw9Bs6A9H2vGRq9Zy5S64S7d4fcMtn/PH+79mmwyfhhFn1vTXn9L0kWfygBFP2x9zEvTNFRICm89f004P+NUNwY2E9jOUFd3jJW4/cfXyR2R7x6FrGNobJv8MH14Q3VvG/o72OrD+YiLtOvzPl3TJszF3uEbZbCOaPLE/YFFa6bEqHN2WMbXcHpSDJl72R9qVEr/+nrS5p/ke+BnCoUWnr3GfKfIC9HggHL+jBczxM7bHyPPHiG979hsldMJ0uSIOB6ZX/znn4Vj/Lxj5H5kTYqY0eYK8XiIHPoD+l6KkCk0ORyU+UZAK9dLMJ5wKv2MJaWUhJMw8vGZ+XX7hwkg4RxjkJIynJFxm8b6KiJfTO6vgKTVkvyrHlWuzmj+qEgyzdCVFtySH+yrLjaUKwLYo4HDKqXCqcpbfnvD/zyHF1SiwMHYshL4czeCKsWGBoitGAq0In+X3mg2zprQ/C69V9JWz6JFq7SuCnNT6sTCOsBDg9PRPqjC/MHpQFes/czxFXs5KRO2DDxhkzn5XKqWEmiIYz4L9wgC34L3WqpgX5aUafufw5BoRMhuLcllZwF7cMxuPTv1dMT+nqpb3zu+EHGacFtdNEYzL2KnRMfM4WEbAnEhCzr8BC/tK/SbLyI/av8vue2pIq++KJ0WktE/fS/pQ52/+ZjoXvLhFyjwqL8xD6DQulcqtXw09y29+6qucoL4aUpZr0cLQw0k/+y3HLz0ic6lzJ5S2Lft9+fPpONf3z+npvl+cFcKJHucX76pl/ALX+PnVszlYjblntVgYvKVQGJzqL5xG9UJFrp/x7OWL8bTcLqiREGW9eooafvrAE1V8Ll1O1/OrPhg7srjnNw6GD9Tk/LzM4/cDX/e3H/Og/eXL7/+1nLN/fsDLB++pc+2Xnvu1Vn3onXW2yJPLH9P/cvb7+23WX/nOT8tYfplf+Eof8+Hea+ZTgedjF5s6x05yxi8/9rS+v3WULZwmswOi/qx1Kcbq31y2nn7M0a28P34rmvlsjNZfF5vPWVTEQo74ULXOogQWv9b2LVeLeUEUnjqV3z8+1B/y5HpcnK97zxPZYxktch4SerrvbEE8ySgffieL77XY7xaXTlNMz+892+Cfrq15384yxi/1x2JP+I3Lp4kGkiFiiiNJUQ0Z7d8oMipMCpMHf8xykE2IzUhMkURO0C0ZGG8FMQ3GgJFsxBQ7ZFkqUmSx7CBPk0JUTPJgMmpOpCYLdjkaweiMmFdjSK7B2gYnLnNKSwGdOMkiWcjyibEZ9Wqjm0UgFUXbhLYJSQljFMyEikVdQJ2iJhujk0kkK0Rj8GJIJpLcVAyyEci86+gpmDcliJqwMpCwaMkBVsCAxGggZiqbRMKqYlKWK9WmTJ9pWkQNJiiEiMYJxVHzq5mmBRtJRiEZ0ggSs6ynRNQISQxRsqMupaaoCA2YBiOFBjR5RCPiEiaRUaOaKb1SalAVjEz5GzQ5aTTWgTVgcyR2TAb9CF7h01HHvZ5ER6o8slhb3v+1DGspcmsqoJ7lvv5EVp3Xpvhk3T+XWeZ/msdyrk19szm7f16Sl+WflVPl5nzupJdW2SfrE3WPV60gkjq9i9F+zg9iCt0UzBHkUh0PpRSVU988lcdEZkDN6aqQdZa0uLNuEafF6uSIKA5m9OyZ+lxuYJU/n15f0HA+7fb3jl/am5d9+hsOBRMtBGVKgaNOBM2ofTVtRrYal/teB0zyhbFqVYOKCMYw0eCSYT3mHA91u9MpO8tMSBAV60JZT3KvRc2RRxIFEwWLwRqLakPQFtGJJgoaG1JYEZInagZASgKjSqsTRh2TKpoMzdTnqCxaVAdSBEkJiRaTLN4EsCNeDT5ZXASriUYlR57pBUmfk6YdxISMEZMUbCC6SHRCbAWjiUZz7gFNKzR5vG8AhxksKjmCR60grcGQ6LShTQGnYCTiXYRGS774PAoiQrJKcgnbBdx2wncu+wPJjjMxkoGgdkSbEU0ORo8gdNFhjeDdkOF+cUTV48IGE28QCZkGSJWUQFghpsXIhNXHjMOccq6bkFqiaVDrUGnw2qP0GHWElCM6/K+AMZ+OX6d5PhptybpyzBEosUWnHokep4q1YLoj6kaUkIGgThExWMlo/egdGjp0NNlskVqiOowaVCOWAcMRiZY5b4wxaLCk0YF1GG0wQdFoMY3BWI8Vg4uKehiPQooGYy1NsU01VX4SSMZmFDsp50TwDUqLt2swhmQCSSYkGUzUYm7LYBNVhcYgvUOHWLynNudXIaJNQMOAnfZoHCEYUhSCzRExU6HztNbm/pGc6yZJXm6MrS5npUkJkhBTIkULqcW4gFn5TCOfQDEksTk6yRjEBqxrcwSSLfBR3+T9fdXl/Fejyc+GvBaHFJA0wSTYMScdjmpIfszAVrXgmsxU3ZNzruwtJhoaK5gpoXEAMxFVIeZIVMTMZqTftMQ5gzYmR6eoxRTK7hzEYxGxqDpSMCQvDN7wGB0uWRrJkZxt22QACvkT7a1gvdAcTGb4WyfEgmsF54XkLVEdNAbTCdIo6hITiUNKXE6azbQuEMiRmGJ6pO2RvsU0DQaD04ZWt0RtUB/AGdrW4hpYa2JKSkyWkKAzglUyw00CG3psUIIJxPYAzqFNjtoKBNTYTA+aTAbcJkOKBaBvsgM8OYcxitWA0YCRCQRcWuXdps2gldBNYAciCmpyTo/G5NwikjK9uGmxkm3wUS2RjojkaDk12WmfEk4DjQS6DoiKjxGbAk49RoTohJRyRItERTgiBRhvXETwiCZcbGlDi52yfC4hYThiUg9xnf+eAkYcJiWsCo4OdAKf6eOT8+hHUKH/hpwQxbBeOWl1IvPETwgJzKY4GfK9QsBwz2z4NA64QnQFugIy561KzIg2ndBwmwW1QuwoellkBk+ONhiKMruCsihmmWabhSmqLDiC7kB7hGdnAtSJY/0apKCBGUFek9FsP4MIqs+BJisMcgTWCBbhAv7/vP3XsyRJluaJ/Y4SM3NySbAkxXq6p3t2pncAyEIgEMH++XiB4AUCkZ3FDmlS3VVZSYJd4sTMlBw8qKq53RtRlZGLEVhK5HV3Y8r1kO87h22hnpHrb66i5m1tg8p8yLnUK4eCMjdb4FyepxZky0UaLkqLUtkF4iHfUBLJuW0AAQAASURBVFgcH0GmGmUmVqRcVxWVBOzJ7BDpQbrSRvmhPMdcV9n1YhgWHMhtEUdrMl9NXeG4yKGUx+RShqSUUFrngo6TPSqbko8hUeoijxTEYwDpUFPqVfoxgpxK2zQEox5/nvXq9qUNaw4BYlFCmxBfNt+iOIupIZkqmsUYyhit46bk0Ug1xrKyOFMqmr1MA4fITd1oT7U+UxmP2VfFpCij5BnNlUkiAuJqeC6h5TMRtQX1ZecyjnJBWV0YD3Vy5sq+aAJ/K6OtMU7VUHKt9EUwS6myIrSgUTWUMbGylUjNvVFQqUXZhlSZDBFtKEdzUTJqYcq7FyWmhsCisF2UEypjGZO5LJiaa84NHUo55LGO59quNRa4SgmdlqszSXUo7VQVMuUELal2jVGLJtTYytYRGoG7jKFQFjxpTVgWUNSg0ZWcGgw1ZE9zwv2SoypHzXakUoFSF1p/03VZwsK1X1tMbSloN6XMb5qqxmVdfGIcW2mg9eHN0VqSTLay1Esb9WWlKLe47VLH+RNbXHPgtX5vjIfFKbUKv9RKW1kQxshqfa1Yt4VxQIkVrhTHcRuDquTF2daqJU0brU0nT86Xa55ljGmIw6qoijzPKLOK4S+XNLZa4xAvhobnNoLPhDopIywv6OrlllrmUn9dXd/OX9p0zZb4smPdSfXTkwXy0ifypDIrK8tyaVPIW3na93Z9K/C69DxtoE8sM6vFpc2/+oqn7oFnAIXLgy8ftd3zqdvughZvhorVO5fmMJdrVKtNVFf1k9VD/5xVYm2MEJ4Nps8e696+OLHlyZ+FybPU68mgfvrOleP5ebuyNnItgAcuv61/+KLwESvnP1zQs1mrTceUcbsg/9s+Vp/fUKfL3DWFXUCmoWUbG0hrmMoFQFL/KXOtVwNJzPXZNQdSQyYvYSefO8op+7bCElqxsTFaHPE2plv3ttwIWijKl/2t3k+R2WRxzrc2usgIiqnDsIFAHIX1Vdd8CfWVdU5UJqgQa9M1hkTZ90q4yhImQEiVfVmU5vZP5VzXOl+7urVhuKzhwCU2ffut5sbIjfFSwSJLbo9nc7i1w3otMOnZnlTlkyWO/C/UYkVxmxOihnT+NZp2pN2R3AVknzDbjPwU0R8ecY9nhqPgbiLuOuCGnn74NWl0hENHJDLPM74b2A3fYPoDXP8vaJzILqOTxz58A6kn2hNqIL+b0JSYr3MRUdwDeIPf7HCmJwdFQyQ/nODxEZEd5sVrhvzI9SEh5grx36Ii6OYRk4TtOwGZmYZ/xZK4fZzQJPzkewJCx4SXkX4nOAyx/yPZzpz7V0xff4P76HCPGR2UbOCwT9zvIptw5Gp8gEnRR0jmFcG/wYnjV90j2UTG63vIEf9wD9lihq6Ed/qjkM+eUSeiREgDIpZrMXgjJcyERszJ0c171D9wvv6J2I2Y3RkZI+lxwolnCD1ZM9O7kTSDftgjLqK/uiP5xCQ/kNkQ9RbVLUH6Qjb6aoPrd3RzxkVX5ApRzNkgj5YYz+R4Im0i8+4tThLX4QUhWU5iSPYFafi/YgTSo6JRmM4W/YK4wrQh24gB2hXnjAYW9pc0EJqUtaHlI9AqP+tEARq1eZeqr9bVJaGtSc2JUIBu5bwsTNySo8aglHw3suR6y6i2uV2N91WfXnJfmQYKu6x5IhZMX65p7PgF3FQAarKsK0VGWCKSQmHprwhoiKCmQ7QvS2oSivl2Lkt9k2K11lvhEtIISoLbtuKVepUXlaSrZF9z4Mkl5UPW5d1F/ynGrOLgEKiJOJf8H6aaJrStR0Ntq3jpM3S1Bha9QRuzQRSpoL6SGyjVLbg6KsWC6aiCbH0nT8WEnx1vmWwewQbOEjioctx8xdBdM8tACp6zPZA2Z/rNSM8jOgb0PPLohA+bHdErcchcHyZ++88j0Qc+vDoWIyiemDMfxiNWhV9vDU7gRzMy50SfFZsteTeg24z3r5C85xw2zKljmCb6nz6S3GuS+y1GJgYZkaNy/phx+wOSNwVRb2F7Gnj59t8Tk+PBRpI7MsiEIaD2yDQkfrqOjBvhNG1J0fF1DuzjPbvpimv9LWo72B85/yiMP11zvUnc7BLnm4n7r94SQ2Y+BoZsudoOGAyGHWkeiP9yhXGG67/6CP4jx/SRrJFfGYfPlpt7jw+G0d4T7ZFp44h7Q7Jb4tU1c1DG+CM23+HefmTjHf1rT55g+G6DJIeZfgWbA9F9h9GIuxKMTZj3f8TlDS+6v0e95afX/w8mdyB8MIzjb9i5v0O6bzi6PzDbOx7HLeN5yybuGOIWo3d0ckbShIlHCF8T5m8wVz3dq6kY78Y7ziHy0/S3pNixPX7L5hfkhBCUXmesGggv0TRwSkeiGUn+EX+T2dkBN7+Bqw/o1Y9YucMeD1iu6G6+pgsd7rwh5oEYb9GYIY1MIfJ2vMJo4ms74mRErop+PR+/Zc5bpm/3qPf4o0UOETe/xNg99nHAnDvi1Q/EF+/o7ye67zMH2XFnrhj2meuXkWFWtg9fk06BKT4S1DJGwYlwc9XRZcXcl3BKj/qKaDseux4xI0O+Y5tGzjZyGAzy2xkkknYPMMx0Hx7xHx6Zw0vm4xuMF0zukMeR/N0R7XbIzf8NJBJf3xPyiYeP32FNx+tff4MzHfn+FXwE9/AImrB/12GuBH0H4XHm8XtDfG8Yhlu67oq9+QPXrx85HZXjIWNurhje3CBThxz29P6Kq69fMvnMDzslTYn99xPOGdyvNgiW/PY7JES+/viAphP3P0XG0dLbazqzJ20G0s5zlBMxzZjxNXK45WBmDjcTPmzojjdsHwdefn/FZI88+v8nKp5stgxhw+u7W5Lf8u7bA9GFLx5vWT13p79DM8Sjh7PQn46YMDNa+GB2nPKGlDvmuWPez0ySSAe4so6v3JbOdvT9BjZntvkdDyHzp5yxx8z1XSa7idM3v8d1mf3rGZeEd4crQuy4llf4cU8wkFMk7oXcW2Q02ABnDoz6wKw7DnrN5uqa/Ysbjl74yczc2oGX91/j9Mz223f0W/j61cCQAtc/fOAYLP9k/orYe/IgiJnI8Q6ZEv7t/wkzbnCv/u/4F/+I19+SecnB7jgZz6nPuF3iePo10+HvGfTEb/mJqy7yzV4Zp8z7NGNkguMZawLiA0TD7q2i2XFyv4VOsd0JI2c43SIJtr/+iPRnvr+feDwJuduQbc9XJL6J73gfXvJ2+hvO9w88fv8ePw/00yOSD2zTD2zczNfXFsmWpAnChD29RY1wfuNINvLq/j1X88jV40c2J8vuX/Zs+1sm857p6syVSZgJ4o8b4j92dDcPyO09vtthhq+Zz4kPhwBxQv0RNzl2h98Q5iNyzEQRRh1rLua/fPwCJsTKKrHE05eLPYDiLVVxix4oizCVKUl1DbokwYs8jTcfV5+bSbZ5UfIi8LD8bsvrpVajIS8aMptI82M2xGSjiRY1zFZFcK7PThSGQlPya5iplmhxUVAbaqQKS88Ndwvjokpvi8AKDaHXHrV4iRbkeGvqFVOkMTEajd7ABcW4VhhNrZOjCMfrkAoXo8YFO9q6PlfhztfrW1LslTGoXleos7V9lhALsf5rLI7W33J5/roMlfHyc6YTbaGQFtZIe24bI59BM+rq3xMTV/2n5qJ012tUmwHEXowWrPqQhvRfY7ubkr+21K0ROnL591z5b3VYUIdNW2jGj5VxajF8aHV2FPOqLM9Zt3kzTMhqqjaDThtnrd4rg8pyZ3XOLY9qbSBPPi/44yUEVa1fRWW0ebfkBVnmczOkrI+qkCxj43Lmwkx63qar781AI21MVaZGrgnxWtl/oeFkab5lCMlSInlyTVUE5VLiJ+FYFmMYl3797FEukme/fKoQNQNS+yyfnm4fhGdlXX9qbXe5SJ48s61T9e8SDgSMXFaQlVuI5lBav21tjJelUpdLnjRPPd+W0aIEf7Zyf+Z4+u5Pm7ytW5+W41KAahCobLpPQi89K8XnfQ2/RIv9C/f8OUT9X3q8fMlFtR0WRPPnVuKnbfnpNfoXrv2ZY9XWT9/wZ+r79KZn36XeuXZbrdfk/38d63n5Ja9e7wftBnl6ej1e/7uV7/mKsN4boRhu2nsr8nR5v17W+vU6sRzPmZrriVa/y7PvC/vtcw23ul95Nl7XcgCrhaLVc2VxW6/hS/U/957Pjfm256/rUuuR23Maw+PZHrZmfrTFbL3OLCVue+Vlr7+wY9q+tY7jq7AwWy/9Wh5fX6brduPZ0Z7f5Isqx6xDFj6py2We/cKZfjnsaqtOFES9JGzWGh0lInNBy1s8xiboFCMWpxtIJb52VqkxnwvIQzCFdWADdGNBQKYI0WNsyQ+Wc6wAFl2aXirSXq3WxHolwR4plXjW3mPV4YIBa0m2LxWwCUkZNwtqEnkzISbXVLwGYxQjYDRhNCEtzJnN4CI6OLJs0INy+a+gJIPNdAqiUsLzSKSEUQURQ59L3PWTnVECVkIx8vsZSYJGi4Yin2WbkcryWLZ6U+a2yVLwG1YLitAqpjOF3WFDYXhkj6aMTIIEg0ldaTMH+IyaqUhnSUvSY2cKUtWBcYpNBqselbmAzDAlL0XSasiPqJkQwKVidFqSGhsPkkl5KmK3segvGXVP9kCDPluvhPX3JqM2fS3zqSN9vabJslYtK4jAAox5si+15zc9pjlt29wzFxl3WX8/ffMijrXnNe/CSg5sTALRFVAEKshE6mcKeKMBT1rZDNUIX9pB0AoggQKPvjCsl31WVt+XhnjqdF5k43V7L025EgBR0Mam4FKv5076Zd289METWXvpx/U5bQ2xatj2jHVbtvt/+Wabqt5tTIl/oM6TnCdrRw4d2Z2JtiSmt9YgMSFMJOmY7VBAjhpLjPdTQPuIySXZt6ksFdXCiLC2gIFGMmcSTkvchSym2l16hAHNnhRLLhllIhsliqdkCTAlAvGcYUqEsyv5ITzIbHDJodmVKMNq6bQr0RhdIGMIJjMZIYgjG0cyM8kkhix0YYN2FnW5orc9bhCcBbwS+plEJNkJxRdglXrIHaIenW1hrY1n0IS4CSOJbcwMybBJGReFbAIlTr3BdMIULDF2qAlofybLiTQfUduXvEMSa9x6gyYH0WLmYh8x4jFWkT5AzmWdMwbrJ6w9E/MejRZjOqzpaorQRFZI0ZByJulUgH0VSGqyIDmWrVUNRrqyqugDmoUpDyA9fepYcot+4WFNWVFSzd2ZkiEmwEaMmfHq6VSJLhD7EWImzxbJDutcyc+klqyOpANoxFLix2ctO5k3CS+KGl/GlenIlDwQ6hV7UqwKNnUYtTi7wfZdyRHkcmHenZXsldAJXjK4GUkGJ2VNzrGsICV7CThjCmuvgXEr00RxCCUcmcyZRCYasJ1gnEN6hT4g/YQMI5LPaDqTU4fkoSD0Z0VxMO/BT+ThIzkG0nRCCLgh4IwlPYIGKXkmyIgYRAyZHlVDCEoAvJhiWunA+sJuU5ORLmMGMCpYsXRG6DtIHeSNgEZ8ShiRwpBCUD1CnvFRIRjMOMMo2M2+hJ0SRzaeZBxBElbBhEymgElVBLU9JI+bLMHNJHtGteZzJWO0QGYyA/mXROBXIY07UrboGGFKBQ8eYE7KSQqTwGhf1nkfCrsqWjpxDM5hxSPSY0zEJMHlIlPIJBBLThKnj9hqZ83GkoctORnkPGCjI4RElIzkiK1AAG12CKMEtUCHdx6sJQ9K3JcwmCn3qI24IeE2gnW57MbqMGrx1uLEIL5HjODmAkoy0xVyvsLpBms9UYuFyeHwOiBmJvtMth1ZrhAiXhNeEgUuE1ECqqkyeLSuQwYbC6A5SEcWxeoJNJPzDHkqa6oLzFkZgyEnQA0pZTRFkgpROmzskcNQ1oA4kTVUGdrgXI9JDl8EUjIldxnGIga6KrN5AjYndDSk2JG2luQtzpRcMwQhnyxmW1hYmg1z9KQoxJjKWHeJrA43ubLnxW0BveTEc4vf545fsALWHAvmSBEUbhB6JG+rXDGA1IRJJrDEidSKkM8J8qEKNtW4L83gXfBDwm9W7yhoiRIKqavCTImHp7Ir76pIm4LWB23xd0VAPEtcaImIKai5C/UU0BmlIrezp6Dqf0VBBhaDdEn4IZUWXgzuIrkkj6kouYLIr0JWqkm4mUDOFEdHRLXmjdDm6KiIXlW0onXKwmErq0LAvSvtlMZ6/gZJDjXnonjVja/QpEckT5Q8DqVdRGaQh/I9FKOCylTazZxLG+uhystXRTDND8AM+QqMpzg1Si4IMb4g2LMviyenOjYsmBvEXKM6IRQmgXAGdaje1CZv8T5rfo6/dMRqcJcWa7ogH9UEhAzZVCHGQHSITahNhV4ecxW6Bc0CUShOFl+E08okaMm6yspKyZkgUuIltndSBRNsoblpYuG+5y3CAJxQKXVF7UX3wEDeFoE3K5BQW3I+CHW8NcQpNVFadjRHDeTy3MXYMSC25CC5OH6qgiNrY7uUOqbGeGihIwYK+qjGlLauPntCmzNKLEhXxrbagnC3JZ+G5qmyQFpM1cJ2UTFgXWXV1PcbTwnL9ACAybkaW0p/CjXnRz7Vtt6jUpPukFExlXUQS39Xx6OqKWWiUNQgY1Is71p8cqX/lFicWdY+VUR+5tBaM21K3qIEUsaMrNTiRVmqyt0nhr5qXFryFbTTeXVVVZhhBVpeBX1abELV4LQqzyWu++rdrdw1vro8d8I0B+OiG5onTghZHBDFmGeqLmukJhSVWhaV6vBR8tLmtZ1a7ou1wqnVrLfS91p+h4bYF3lurCu9oY3B9kRXbYax1kClTVNpjFUV86rt10aF8rwWckGgMmfqU9tjF3tFXox9F9R+qze1nPzvO9b69Nr60E4um7k8+fPkd121xWX0fOb6taHkuZCgdXytFfhmBMir56zG4LP75dmni5OuvfrT+y7zYF1n6rzSz9xSfl8cf8vEaeNoXbPnFp7PtOeTaz9/2+X6z9V7/Zs++eVisFoZSJ6Ey/nMs8pg/Pzp5+X8WUFvxdyQ+l2hMNfK3lL6qi6gUsAiZWgX+QlmLkYbA8lRs9RRDLzr8ERcxtDSCG4pAkKRt+rvBeFbmQCmGexSRdy28H4LxJklFJJ2pe5a2Rst54Or5bS1ntnXNmpgj7bwtT1WV2OoOl9EqTBhLsATKLHb22eKcUNk5eduSlJB5hbGKpf3SwmNswAf2rG07ZoVYmiMwPLChoJubdHybNTxntteUc/XhJILMGft1a1z8vLb2olU+3y1FhZjSeYC1PnCQwzqb1B1mOkOTu9JKZO9ouc90g9sTvd09kC6/hXxxTfMb77ndPuvmLnDdtdFiQwjKXekuCdJ4Hj/R5gzev1XiAYs7wGIqYQ52HZfY53nrD+R4hl1I+SEd1ts7wkxksI92b4jbSP5vCOHK/qTY5gtVjOaz4ROODPh7Iate4WNMzb8RHKZk3iiGzgNLxEsw/WJzs34MGHmkSnfoPTI7gV0jiFv6W2PbE8FfeoTKY7IZqLbRby5xeS/xrhHZPgRvMds3yOPBv7rHpWZ/GICa+l0i1hh7M6oZPK3X8PU4d89YueA7Txma3GHjIbMsJnYdDOnEDiHO+azYTq8YaOJnQZsnHH2jGYpbZMd8/ySbD36+grpRuxwRsxMN57JBMz1HnEdb/aOPsHp/R3x3ZHgrxntHpF/BL7HTh02enL/QB4e8H1HtxnwszAcDKovEP0VlhOD+Z5sIlOXUNPRX339dJ783LEYmStQiJLf5RLes84XMqpx0RWl5i4oboH2jLIetJDCF29aOa/a1Y91TjR9RGputSUHTcn5UHSNsiao9tRs4LWsEcFSMp5Swp5QjM7lqIyzljOnrq9L1IC2pJW4MxT9ohgcCm5NEXNxfZXy9UXnNDOKqewRxZAhKxpq+FlDXeNrWC/JF/lPQdJqjRJBbURspDE3tDk6Fx2l5RLLYFLJ31cdQcWU39oehK4uSQ30x0p8KX0izSkroHQUPW+EPLb0FVzWf6n4sYsMVFa8WvYvH2lk9byPvyPHnt/4j2zsiG4CU/+e6acr5ocBuQ70O9D9V5yG39EdPzBMbxncwAt5TR4j6XRCzjPfkXFGGZxBXUl46tXj3B6yJ8YNoxoe1HIGtuaM1cT5ZIlhQ77eo/aK69mwPQvyciLfvOfYOx4Gy8vjNS8fX/EocOfAhZH+x3d09FzxNclGHvb/H6LJnP2It5lvNkpnOvLmjOrM7WzZz4aD6wimQ4c/MeoDm0ewZ8/4omfuetL1BiOR7BJnFzlr4Px4RjaK+atMHs+c3x6I0wCHr5Fk6HYZ0Ynphx9IvfD47/8N4gd++88z+2Pg6P8rcfNAlDdkucHvHN0LS7oXpg+K/asT/W+O8GHP/O5b+nBAH+4Iw5nT797CtEEeM10I3Ly9wmAx9gYGIf/PkYDlhz/M5NnTH/4vmBzwD/9vZHrL9eZPDC7i+J7JfYRokWiJw//KQ/9H/McO91DC2KnLiP+A7P4BS8D+NGLMA878Ho3XGP5HbIZX43vsL2FNW0Fe7BDnyY+GPCX0cUDma9zrjLk6YucPSJwRrxijHMMrDoffMcgjO/sTY04cNZAZCPaWHstNtuy6xGZzQhD6/Q6JW/L4H0mixJfviPYd/m7EzCCbv0c31+yCoddI/h8e0Zcj9v0j/g5sd0V6s8d3Hdf9gLMRjRMTM/PmkUwimAlrrvjb7rdITKSPR6Y4o/meKPA+nYm54yZ8Q0fP+KNDHwxha9CNwU2v8bNjPhY7VOoN8Q3Etz8SHv6FPP2WfP/3DGGL3bxCnAP7EfWRcK1EdZj+ls4YrvcPdPrAeExEI5xvb8jisR9B7uD0sCfOkG8+kvdH4v2Z+EE4SSJwS76B/Ar84BiiYiRiNhOWmRgf8ZPnV+9uiRo4Dd8TxXD//ltISvf+e2xK5O4NIpabr/4J5MTweoMdhMNPE+NBSG8eiDcnZP4ROTr6g3J1yJirPe7fvkYeYPoJZtmT7B5vT1zLd5hNx3h1IOWO/rSjy+ZnBtnlkCjIP+2xyaPhhGpk3O/JnXB/91/Q4w98dfvveLH/iiB3RHng5WlHPrzBmOJeKlEU5hK+52PPMBu+vRc0Ky5/ZIgT/+4Pf8BpJr1/SbQD+f/cE/cDV//rt9j7LcdXPaeNMPz0n9iG75GN49D1DP1Ldv4Fo+sZbYdMG/RoiDJz9dUJsufHCN3g2L7YggpvwxbJPT/c/D2kxLfhO5KcON7egBW+PpRcXg+TJzxYXtz+zwzd/8T3V/8bd8P3vLozXD9uideeeG0ZbUbtPdME9+MbZHzHeP+vpLSlnyydN7zstthwRH96h3Edwze/IZqBw8NEjIk3oafTzA/+gVFG+FfwwWDShivtObqRkYnvHjzfP1qivyfefOT10fPrnzru/YkfhgPW7dj0f0tAeCQzEHnBETWJx91EVCHfe5QNg/n3eJvp9vfYGPjTdEU4eyYM0U/0Z8FPILsZ2UT6K8d2/5rvx4Hf343Y8wk/3uHeKP1/UOzjme6/Tcgk6HiL2ITfVDv+zxy/zA0LLIqUVGW0GsxFOlRcCTcjFAEISwlHBCXxXaj3taR9VK2pJsDVDYWOPte/q2SGmFJcNYh4ihOiIcFjpYvmel+LM9mMIJklr8STozoImoCplhLqSbiwDCrCRJvjYIXC06bI6kVxXeIAN0Nxu14KNbjRQuWCG1ZdM0J09bzSZgsboxouilCXVs+ulOOGBF+MbfUcXBThaoTQhf4/szA5tN7TEpJVhIq09gEuqJ51gq8i6CMbBEXzmUWRbedqP5V6/PnRtRyNIivNKFANYLJyND2pa2u6onQXw2aVTHMrv7ucf3JdMyxUIbV1g2Ex7C7N0/qgGgMKDZpVX9halIYUsrU72xhcOQ6WtlsZVtYsmiLhsw7VUAw1tY+a4L8oTqaZgGpbVKUnl37TFqaHVhlDY+EIujKQV4VhkeAzT5g11ei0JA9uhi2h0qtbHhKt5dTlHbk6WC7GkUZpZ1E8niKYdNUeK2MaXOqjUsKDLcnsWg+0NrwMkS87Wk6FP2ds1M9+u7AC5NPrmlGxlPxSoCevaAagi2r0eav2s99kVUGpCpa2Eq2ufxZDfPn5WfgbaXNH5IKcW+65PPGSXLuVvIRLezq9V3OztcHSNLq6tz10hWu/NEf9rp88Uy6PYcHqrn9k/fk5V6O18eXepTZPUHarly3r6KUvL0vQL1Fhnx7yF779zMV/5uT6oi8vlz7/sjyutVM58XkHxDIzeTrpWtvqM9D7n6vIs35uH9eFe4KMl0/Pf75GXAbN5evTMfGZ2z85+Ww+/bkbF6fD0zu/rDfWdfpLHf4lT1uvp+vvl3X1SY+uQ/60y5sjvDL4msHuct0671Mp+KXpVguIrNfwumctLLr67sWitu7jVs/2ue1fTa5Y/by+V9bvypd3tPqz3lfWY+Mz71zaoT2zniuQ7WfrWuv/lrQ1Ls+7dENjQKwH2co58dSTdmkvmrOzyQ6Xdz6Re6hy0/KMdZ0+mVCrMrDM96Vs2p6fnt33c4egpqcgX0sy6BJZU8hHMGPpQzEZ6SzGb8D7gtqihrIxCdMpmip4IydSLDGeNW8R9Rg9IarkbDDZYGSDsT3SOXAGoxZUcMbhrCfHSE4RdSeyOZcYv2aPyZkuFAO2aiJbiDkX/SZbyAaroWwPskHFk+wGwWDcuTABgiJRCdmS8Zi0Q1IJPWJVap5zLXkXiFjJJb+F6cDclNjd/g7jLbgAYslzVwAVyZVRIF216SbUROiLLibWYIzBmR5rPCIlbKkxCeNiYSOYSA4DaRpQEhZbYvqaQERJJpOyFgCPseB6SjDyguo3qegalmJo7iz0CHOayPNMNjuiMRgNGD2jGsi4AsDpZsSZUmc1SNI65juMTDgNJYRAZZCbrumYXzbWqDkQnjLj2jrcZKs2quu7l3xrz1lNq3XoyRrcfrP1OW0e19ByT1jEXN69Lk9lZWtjny2Ih7YG1Xc0QAgXVtZTPm7VF5r8sSy1ZS1egBhVN12YF9W5srAjlAKAqjL7RYeu7SW5gJJq+5RgCM9ljOY8bfpxc+KUe/QJO21d5gbIgxUKZ/W3rWPtma1+utqrWt9WZpkCLerBst6un7le/8xSg19yKEKQgWy2eJkYRDiamdlNRO2I0eBCwM6JlBzKDuQRlRKzoE+OnJWYHKTESQy9MWyMAylgR5GMcwLZkJMlZSGrkimhTrNk5mSYo8FEiziHCeBmIUomD5HYjYTuQB47JEdULUls2c5TRPBEdcQOpv2B5CLZH1ALg93RGcPURZIm+mOHS0KUgsrHTEROqG4gdIUdpYHcCWnfETUUtkAWclBkyJguoTGR7EwSU9hq2SJeIWXSORCNZZYNxm4LXjUmYj8zuXNByKvDSYexFskJMyesUXSTEdfyTEwFn9ApuSs6s/gIUbFTh8Fhug5E0FtHFDi9m4mAjW9wCUyymBSReEI44OOISqDLkZ5IcgdC955kXpBjsX+IRHABcQeIiowgNsD2HowgJmKI+HTG/Yyovz6KXmZLjHihzsMCFjQmYlxA4gllgsp7yckR5h3enhGZSRqYmFBJZFdCHQsd1me2jBRw3xaMoFpi14vPpT6cMVlRG8HX9TlldB/g5Yh7TJhYGAraDYj3uN5jqcwGjSQzolL2LGcTW1+Ybg/ZkLOUGPlkEkdSZfsZhJgLjllzdRMnj+gGSTOiQu4Mufdkfy4gZp3JQcjJEl1fsNHMhXnkyz5h+w4r4E3E50SQqbCK3J5sHISMJsjZl/liFXGJrEqKSlDHpL74kg2FOZFBsmJMQHJA8wzB4M6UNWyYUDHkkMpcSROaMhmHMR5Xc2F1+4DdBuxHU2K2+An6kRxDmStB6c5gdgPSd2WM24SKxRiHlVD2Z1GSP5FTwhy2hZH4xQucwNmgs0Wr/ShJR3S2oNzDmZwTIgZjM8ZMWLOlhB+3kDzYRDIlL4yZHWaCzbEnk6AL2BzZTSM+Zk73CVzCEzDO4bTDpA05bInO0J0d3VTW+YCwsR2984RcmIA5CTFkskvYLoJGZpswvWK3lpwM4yTk7BB7hZXIlWZEItFa1Dq2bsPgHCdriUYw+gKbbxD5Z9RGBjJXWTmJEI0tTn9bgCEZT85CmubyjjRjrMNWEESeI5otVqTkwUqKRsUEh9WM2Bk1mXz25LPFuJLnQ7KiKTFFRwoW8UfEHzC6oz857JCJPpZcN+xBhZAyLs0FwJ4zEVOcEFORGcxmU9eiGaxhxDOqJ+YNOTnQwlpzXcLZBN5hcIQMh5AwKeB0xBshbQ1mUqaUMNlh2Zb8GrHkI/u544udEMoVoBjdUmI3jiAB8VdgOkReIbLF2CNiJjAb1PRIGNEwovwA+rEgxNiDGlQ9aCwIfgRtLAEtceQxXRE05BHIJQnIgn6kXh8Rk8sCkR9ATygblL68owlbuSmeCSWC1hjF2iE4tOaZ0Ce0/SaoakGWiyJmREjkijQpyLBEiZtfkCOSG2K0CqpLYMyJgjK8oqDkHYUlMpb6mYboOLIIb+pQBppwp3ICFVT7stmZhOQRYQS9QXhNQy4WSvdcBcBUn1mdLC2OvDgUi0iJ0Y/cUpDxloLMj5BzlfUKMrrI332VA5vCNpHju0I7asJxNVg0CraYc33n/PMDLlWGimlSdDU0xOKIUqMF4S8TQkDV1gR2ZbNAc3mv2PJPG7I5g45VWK/P9gVRqfl8UUYEYINqVfg1FuaDmvJOE8AGlBnijEQF8SBbyC1fgS2KADOYc3FkJcqO5cpGWGwQ1ZAiCr72Q2oI0OpIyrCEZ5KGzip0J9Vc2ryhVrWiVp0FNTU/wgVNLm2M5+KgEu2rElLzN/iAmqkotYvDScqmr7YwIXIxGmUo7W3meu0GMGguLIWG3FLTnCuhzrsaV1auSp/lOkekMj2yhSQIJRZuloBKQExEXCzo1tSXfk1VSS18sYLMAhYnRp5+frw9OxYnAFRmwMpUpFLb8XJ1+yeLEylfTi3smzVitp5sRv1G86+KWaOxF7BZdW9UlsAa8y1UR6G0E238lrWnaqA05bscpr7aPClGQ+Au9ZUSK37RwZtTQkFyneVSTFPZKC1ucMPMaXOkaXMyrTekvJRlASG3XAOLgZOlDWRl/GsO7ItCvT5X26At91D3gaVxLzbI1aVNn12W/6b8t1BcTc+tF2SpCenrvnJx0vxSVbaWeq0Tr87IUtJVoVf2jEW/blc8CQvBM+PHk4Ku9qh2LCNtZRRpj1u1bft5efQzA8vCgmnr1bP6rIr4iY2V8q4ljIOs7n9e3uZxlEv/rcfYE0fJn3vXaqR9csjTD09acv3oJ0beZdWoH9Z98bQNn/Se8rwrnv3Qvj/77UuoN0voyLVTefWOBcxRjIyX/q//jLKED1yH8UEoDIdEAZkIaH+ZWMCS4LQZ/FvoyUavSg0E0tbL5hQXlpwILU74mun3ZI0thoQ2F6k5j6QanheD5AL8sHWyz/V9VVZpgJiVcaqxUhdWz7K+VqeLKYwHzS3W/CpHRmUqXhw2jQ2nS1eKxgpOKbJCyRFRATZSkoguhsmWT4qSQFEbKrqusZKr/Gy6y/qfGwBEKTk0KpNzzaJUj2oHkgqbsc73oh5s6jNrTi42n1mn/sIhhuhfIGaDHRImnsgvEmFQ7I8Gvc+ML7bEK491M9b9gf7+hJ/2xKMw3z8gVxHz9ViMLTFgAvSHF6gJTOEezYrGPRoNZrYQPce4QZ3nfP2BZN7Tf/wGO+0wXsg7Qc493dEy+keO9sjGw+bFhD/dIpKJ+YE5zSRX+jpo4i502BTo7IgxHQOvyHSMNqEp4D9OOAL7YYe1G37Yv+DkNshmQJzFf/wT9viRSS2hM7AbYL9hk2B/GNDRM55B5o7r8QZNpuTD0MjhxQfoPN3r35UZerwDAtaMCDOM/wt5VPL2BQwbOr2lO+84O2W+ygQK6i56T+oGbNixO+9wemTmjHUeHV4zuxOn4S02PjIcvifHPacPjuQSo1KSJtZcB+b3D0gSjmoYRRmv3hO/mjj5RLC3bEZPH74iyZHQnxH/G0S+Qk9nwscDyRiis8yuh/6ETjPxY4dEy2a+Kck3Xz6i9gsHnIK0/AzEMs411tWkrDeyjGuW/UMqYEaNFPmRwla+sCoqSl9i3Y7amrYM8jLXTAvnWteZFQCn3F/Ac+W2qfycar6zhfHdpLrCCDA1h8XyTlOukbbmscpNgxZDmAqYwvyWFlq31V8s5olTx6IyQM3xVxKHU5K193MxHiaQpk9pLPqzKIW9kSkhW9r6JkW2X0JbGTBNX2myXXNSrHJ5meqMfLIPwMIsWwOeigeQxqpY9s/W73Dpf1qf11wfSJV7GwBKKOwJLQb6L9hO22Fs4Pqb/0I08F/ubjgHh9EzJh/x3064bxzd9xP++8D1eGI/HRiHzPlvXtF/UN58/wfmruO43ZDE85ivmXqtfvyZGN+ScJzkFqOeF3nEa+Q36R2BxNl/zYMb+EEDx5B581PiKh+YZg/RMr5wTLrDnI9cHR5Ih//M9w8Tcv6K29Nfo5sT+dUrgtnyo3mBsZm+O2LcEdm/x6oSHi1Kx/BVLKGPrgMpG3ZhImfHO3vDSV5zOA6k0bOd/4Xdw3/iu6v/wHcv/wde3H3H6/dvidkhukfOD/D2LSodydwwJ8OjfQ/G0ckWYzzm9X8kmJ67d1+REf60uWM/TITNvyMbZbw/k+bI5uOOLm1w4wNXfoK3O/R8SzrfE07/DZeEFA1yumUIv8HETHeasEFJYw9uxm//iFPY/zAwO+XtiyPxtieMvyPPe3z8Bj05fjg9ouOZF7Nj417xpnO82M78cfhrHvu/4kNvOA6Wm/CBl6efkOSxuGLAPTjmm57jmx6SYdOfMeHMeIyY9As205CR/3TABMvmdYduLPPLmWRPhPSBfHdkOt2Sx1d0Guhc4PpwpLuf6bsz243lIe94MNfYnWXztSeYxFszYceM/26PS8qVO4M9EfYfyQb2D1r669uv0d4gx3sIB37czIwuskkd/VvHN28HXv9keHxlub+ayMmSTw7rZlwXCSkzHw3WwWavYIUHmQk+8/G1Qnbs41dYFb6p4a7NdkZsxv/HGZ0iaTiSTGI8eR7mHm8FZx3GfoXpf0V/NWFfj9i0xc2Rk8JHt8GYQJdPuGx4mQeyNYxbi08Z+5DRrMximJ0yxyNJRzCKNcLw6obdiw6TZ+Qx8Ojf8O7VDa5/xPZH/GGi+9eRcD1w/3JLF2e28xmrFpv3HMXz/QBZDNZs8BZe70v+yoP/mpgyau5AZ/LjDDP4OGGzwbkbumHAh4B9hLPbMd4MRCbOzMTgCb+PDLPjatyw7+BmA5O/4k7/PfYU2P/4CGki8q98gU14OdRkpps7YrbMmAIMuZ2QXnkdMjtvOfuRfwkfOXNiNJHRTZyHE9+Ot/ztx9ecrh748PX3uNkxzDeQAm4jEAz5cUPuZv74SrEm0lfb0fiQiPGE+fUP2G/vCB8H4mhJLyANt5RQnAG729NtbhnGO9L4EZ8dPndEp4xe6b0wDH/CG0NKljhGxg8f0Wjp9AFnhG0/40TwH+bi3N285DhYpv/QMc2Gfw5vifnA7TTwbfor9r3BfHXiYD0/3nni8cT24YxLGzZhj8Fw3r4hJss4ZiZ74qxHglE+XL/BZeF3f/gOj8F2HrGO9/sbrHHccscbDfTDLdYOHK8j0yZy6N6R/Af226/Z5DcYd4/k39MNb/j4lSH1G15u/xqrnj5kGGemH+5JMSD3Z0Iy/JSuyEnYTSfEHonfnkg93J9PuJRxuyv2vuMcO0IGbn4k2ROdBW+U+Hbi8N1I13/Lr4ct2gUg0MXE/p8C+qjM7xVjDf6rMzI67D9fwfzzzJtf4IRwVbRyCBnhVJRbQxEgTIfIFjEZY4o3EbNZjImoQ1v4pCa06UARGorwtyT7WxS2SrdfkCaX0hTBo7INTKOaxmpYrcbJJ5aOoghfclTU99ZwQ1qps2vjYxOUyseieJfwMCXeaznVnncxuImuQ4cUw52wogdLtxhayiOqcinNaFjLlm0tjytCWE2G3cp8YV8UgaqwA3qaMiySqsC3UpqXGIRrBF413ouhhOKpQvNC4a8MgcV4qdWZVMJqFUBlAh2rwG8vdUeq0LhS8GXdl58/imJO7RdoLA/JtS0WxbogvTTV+K8NPZTlYqRo2sIqzFH7vRhvm4El8tRQWkNyVcPLkhiuCeEy176qaMOm+BNL4mZR1OR671yVHvfUBvXEgKU1HEVLxlf7Rmt7LnkoVv/aGFxiTtd2FopSlNfXP22O5eUtGfTaSFVDPVyQWlDo5b4We2XVW5SOZiC2LIgldVWfq06tmsxvYYSIA/Es9PnaXkuZlvwvl0R0YgK6imFdEHslfmNpxtK/i701//x4Wx9rm6c++12ff/vEMrn6XZ60Ok9/lNWT5GmfVCPQ8r7nXbfYLsuYWb9j/XlBqj25YF27aqZd2D7tN6nzvM2ndnn9vhhMm7F49Yr6rCWDRpuTqqu2a0bGNf/gWSXb0iNLICyq6+dywbMe0fX9qx+XEFBPzv+5GOcX9N9qCX9SzkuU5KUFn60bv/CQz5fk2eD6pJxPvz3btz57z+ee/fyZn1mcVPhMA/780RrxSZ/9pWs/U4z2RVo5nl90GeNP16Vn51fzRD99yZ851mW/3Hmp17okf649n1fuaenXj73sIX/p+MK2f3JLcxi0dakZxi6sBSQXo/YT9kGT19blau1bWRHL3GpGJ+qcf9527fa2z7XTevmtPl+Wdnge3my1/iwtWJHSWmbmUkb0sgctv7Xb5FL29XMpbNpL98qqjVaPWRxjerl3YfEtm0598mo+tXZ9wqJqISHXbbUeb7oaK+v6ra7TZ+eWkHZm1RfKE8T30u7tOTX0ysIYbv9KGCYhVKLsLydPFyOlB9chPqCdIfeKZINMkNShziI24cwBGzJ27tAD8CGCi4hPpS2NlLi8si1SfAhkhZi2kEwlygohWzRbogskN+HEIjqQJBfjQu6wwaJYUlboJtygmNih7oTmmWSUbIvsrMzEfCbliJGIFU9Ph+DJMpGJ+DEjqjjvcQ5wPanraygIg9ER4j3BDsy2x3qP7TJmhG62hFgQbDYJPvbkWUkPQvbK9GLG9BbfbTEKyLnKCBNGE+Q70ABdD+IwCna25A6iVaYkzDmjBfqJFYtLJS511gy2hLdMfiZuQULAhgoECgHNSp6k5MxwrgDCDjMSlIAnWSXenonDieTORLtFg0HiQHYjWRVjthj5Ck336JTInUF7S3YW6RISFc0GiR533pJjJIaHBfDyhYONp0iP9V4NRZ5ey1vP5p3k4jxYxn6TQ7ishctcu8zbosuVd1/etdILl3eViO5CooAjbJVxTNWPA23daQz0S/jHizjVogMs71mqtJq7axZ5cwiIQ4x7sg5ILfOiK1TnhpqMaAFbaK5lEotUZHNb76Xmt2hrpWgL7ycs8ptYWkinp8e6vOu2fboGLo7ihbV3kQuk5e9q+5A2x8vlkUu0gyfvCivZprSH/BI5TpRuuMO6xOOh52PY0mvGama/jQw+lVA844w5eQZnmYeOeNUxHGb6eAanTGZArSG5nmCECQs6krUj4ZjFY7DV/5/YykiSxFkMQbqSIyIreSq5dXKGoDAnw5R7hnCgm4+k6ZFT+MCQMpv8kmQy8zCgdmA0HU4yWzNirWDdjMlKyoW1blzG+qqeZsGRIRmMvSZzTbA91jq2OuPDO5KZOW+37A6WnKbCNEs9Ei0yBsRbdG/ICsHMpe1li7EWP9yQZSA8elLOnDYZcRn6WxBPkB+IKWLHgii2ERwZM/ZIvCKkRzQ+IrEjhQ1qe+zhFpsm/DQhyRQQW04gI0Yz3QnwGXv1gDEDOQlCh3Y7cjpzPo+kPHEVbxEd8D04F3D2CuyO4BLRZ4Z4JkdT2HfZFUdycKgOxP4VkiPdecRo2VPyLxlvGfQuwpgwVxnpM7lP0CfS40yaR9IkpHHAzxkTAz4GJAS8RLyzCD1Rrkoen0FQF5l9wKjAySIpI7sJMYnsz2QBf9oi6pg3G/LeIdMJ5pnRRh58QuM1mjrMaNnNnlEFtYmccmEvCEhWJEPOhXVnEDKGiUiQzNwVcKTakitkyAEDRJ9Qp3CbISsyR0wKnFMkhHzJw0SPYYezEd/HEuovZiIQrMW07C1Z6bJFxaDWYsUgcUaTlLRFlsKSzJlsEkbADhs6BHtISIAH3zH7HbIdcYNijwl3DATvCHNlh4SSx0XVE63lsSustwGHCPS2RPM4bTeknMjpHtKZmDNEIUeFVGypxpXE7G52zH6Abo/2hjhAOFmmo+IzGCxOlI1RsnRMeYePZzicQCPZHcse84WHouR+IgnMDCQs3pco3n0n7HrDQTKPOnMmMkrmaBKPLnGdgVNJ+DzZQLSCqscK9M5Btpi4QY3laK6xLmC2tjAGYkQnJd+cwAX0ISDJIb3AblPy6qQM3iGuxxjB6oxNGRtLqNOsxV7qOWLxaNqSUyLGcwkzJQYjFu8sHoPETM6ZsOnJzqMvQFV5/Bg4nyaus2MIO4wLpF1gFsdpAjNF7DTSq8Hnnmgg+J4kQrQZTCTqiUkMH/srfFBeP5zpFYzfISLMvuzJr1JmnyOuU8TCvE3Ebc1bLCPORjZeMWZCeAS/I0gAv2XTbzFRcCGTc2SazhAT0xSZk+MwO8gwjBFjExqV7CDmBAmcE0xXWMSSpaRtHprNW0lpIh3OGDOx2weySSRRehLDaSadCtZXBoPdaAE0H25g/HkW6xdrFEbflQ8t4ZuUOPoGj9AjkhBzLhRouwGzQ2RA7SP4O4qh8Tdo1poobgYtOQWKkCIUx0FAzX0VM/aARXKN55+rwVfO9b4jMFOQXBbYI7KrBaYwLHRGxBeHCBFhojg3hqJ413ieIqfyrnZ/aiGOmpGjdIZW9IaaDZgBdENxoMz1XakgtdGifBFLhvTs0LQH06F+R0HWP1BCVLU8GTeAQVMLfTMXNVWUS6Jqh8im1IkHijPlBviq9lTN1SCPoA7JPVpjbyK2Og/y0pZSlXHJNQQTxYmgFQlcQEBSkewCpMIYMDOYANqj7Mp79R5MofgV4XkPONRsCiLHFqeR6ImnTqVPj+xzQbDUOKuaG0ukME6UEUjVwSWICYjNqFiUHrKUhH3SjNoJqWihUqdiEFcECS12a6Ujm4oqylVJk3N5F6eiZKgvzjVT+qaAJaU+s44nfBG4JVTBu0OwSM23UJIfCUvoK1tiZEsM5RmmKgi5hAkrjpC59D+WklthqEinVH+rCE+KUWaJgW+r8J9hMThBHQtgXBHANeV6X676U0ucVcOjtZAZVstOlCvrB0VTLOdrGDPJ5flq6iKUGjq1IL6yuGovqQ4MibVcFf0pxbhUSl7QmyK5tHseEO0pMWwjRZlQWtgttVVBqwyYNka++NBKD19Uv5Up6JKg4WJXenIvT/SqJSTcWtnVlQ7cFKCFEXH5rYTW4PKwQlcorAC9KL+LErokO3eXcyvluTEfLuE6zFKOi6+hlkVaSCaDWYdxEir9YcUU0JJQDHQB7i7hO+qYy7m2aYViFJudYPTTNly+L4bB9nLD2jmjC2q6XtGQ5kv7rmL8ypNeXN701FTa3nfJNaE1LEm5/fKup+h3oSVx/Ll17fNH22Oe/v00QrGsrCnyhB3y9O9nnv100H3+2qUvLiGmnrJ9Lgyd9W+fPnHN1allXV9xmQarGdbeW9/xJHTQ6r7FaJCfPOtJR6+NGa2jPtc0n0zeTx725Ls8+74+/+njZfVrK8PTteNy6bodWyc8basn59c3f8mytqD0GzigOs1ruIwiaLbR1pC1FS0vFRyBv7xQmkyiXBzyQ5mbuQmdto6i5nRuC2IdG7nGLCeWvW4Jp1mYmcWxXY0TFDr4UnfpP22KJRRmNUIpXEJEtear81fg4lyoIvCSayKiNQxQQQn72lZtzOVal+5Jf5TQgLCEXVoM/5VtmHyp19JpWuqdDWq6Zc8s4XMqSjpWlkkLS7oK9bi0/TJXhBKLvvbrer9r40mHskbKiRLqs/V/a6t1iMe+1msqRr4l39NKJv6SI0e6h3/CiGXeQ7gSmF9gDwN0kfQyEa8SbDI2nTHpkWRfkNzXYGd6W5H+UUlqCMEyj5bTY4m57x53qGbynCCVhNCQMOczGjND+ga1e2a9YvKO/m2H++DYzi9x8Yp+/G9s8hVu8550+x6dIc8Q9xviq19j0sxmOpDDRDz8Ac0QsyOLxYwfEXH0aUQi+Ps9NglxeCTZhD9v2M4D3AtkRY0j7zsGt2Pjdhi7x4QdMn7g8fAeOKHmTDpbpgePSiS7AxjHlq/QSRh//w6TExLvsZJwg4BzpNsd6gJ9f4+RR/SPjvnDCfoB5z2dmzBuRi2onem6iWFzIspMlEiyM8E8osbTyV8h3cj8+j0Se7ZbU3LdJUGCxU5bUEfelfFo/B2YGWMFFzw7d8VWXuDjD5jxRDapGK/lAHyH9LmEGtg4hitPlB7PFeIecf49xBFOP5QwDsMDeRn/X3Iohc2wyn2wQhVoZQMsc1moQJvCCGqM4mXllozIXGWxloulORir7lTlKJWScP0iX1FFu7YWtDC4TSepepg41NQ1TZpTohhKWthjrTkKMVLLctkDhcbmYNk72z4OviBHjUGsWc6LkcsWK1UnkgK40hxRlZJ/sD5fJZOlJDyV+v7SygZpuQPrOqNNF6qy4dIQK1mNmqC2rVWLHLCEMKxgjwVYVvVfI8VRsDBGtG5J1VmoNcSUUveR6g6RmsBeV2xMbWOi5aVrTqMvO6zC66PBmUzKjzyakcPxBeH0DS9sz8478u0PZN4TPwgP/3RkdhH5bSZdCeObDXES5MOR7XTLy8e/ZhoCH8xHpHNsr77B2sgL9w4JifBxJkZwb14i3mIfA37+yLfuB9LuyFWfGbISb37NtHuNmztu/vg11r7AuokIjHvFbyzdzjANjmm7wWjPy2DQMDEf3yHMuI8vsdZh9q/JxnD/44+oRu7yS6L07LYD3jnS2eFi4swDx10mu1cE9z/hXcev4n/lSt+xNTPiXhH639Lxgh17VB9J+U8YNuT+d6hsyfYNZs70//Adjomrb0/EDUR9wxhv2fce74Wbt3vM7Dm8e89o/sDxdM15umL/u79h+6u/Yhq3hPOZWWZO9kw6ZuLbHYmZLB/oGLgx35Jl4Bg2nDhyDv8A08TLf7CkaDkOmeiUeXMLt8Jm/0dMGrk/Gd7PPWP3QHAnOnPmN1wx3WyYNhvS+8TbcGTor9ntfwubO3T7z+y2hq/ilvmsfPgOrHpebW6x/ueRwu3IRrl7HZCgbLjDjh0Yhw636NkjdsZ1VxjdIvlEPB6LPH2V0fOO8ONXuCvh9dcjMgv+nw0Ow6a7IWU47pTowLzIqFHugxBS4oW7x5Nxj3t07Ej3P5HPd9jvX9LN19hrh2wT45Xl/rXjxEhKR84oD85xfYabH2+RK2X4tRKD4f2DAyas+w7RzMtZMES67l+wJPqxR9TD6SuS7ck7AdeziQNuhgEluo+823zk3eaRm48vuPmDMvee49Ax+AmGI13u+G3ekrMnpD0aRg7/+iNZO6L+Cuvh8NWEuMicJ6Iqtt/i1HOtQqcZDWc0TcRoIezZuAknb7HhLSa/h2xJnQOZsfMdlj3GfEP2htNWiIxs9Ts0C2a6xowwfTfjuszt31vwien3M/kQ4OiR6Ol+uMZ82BK9Ze4DycxYnZhlD+Y3pO4B3T5irGXnPdthpt9/II4d7x92jMET8x6rDnP9iKhlU/PSfukhNtF98wHTBz4erzmHga8OX7O723E3v+GDwnnYMPfKtU38yiUOWXiYOvZy5l5+j9uc+d1XZw5T5E8CXoVb67DnGX/+RyQZ9I8vEW+ILydsH7m+PSNdphsPmAA2bgnG46c3GNmRr96RN/fEs+XHD5bU96QXO3Zpwy7s2URFT5mNh5spokMiyFxE/b8Z6GzHb/rXbDDczCOS4eMbS8qGG41YEkN34mwSx/wrRvO3nPlPPOgf+eC23LsevbfovcUGcGbCSqSX92Q3kbsDY3CEtMETeBkC0Qn72xMqHv/yFUY9m9wjWUhpQvLEZr7Fq+Hwm45pbwjjPXF+xLx/zebh1+hw5NR/j+sfcD1sg+d62pHimXD/vyHisDIwbw2n33ps6th92OKnhL97S5yVKXVY7RgeB8xkeLM3dE74U0wc5nvSfEZTYHtt6Hcv0D/MnH8IEF/Bdkv65kj6t/+ITB3utCVuLO9fZeR9j3n3kthPHHc/glHMmzMy/Xd0QoieqrWmouUkVyNmQ9FrMYiaHqRH6NCFTj9VtsQV5AnVEyUM0ZlibKxG4JaIj7EKP7YsRLov5zVVESEW4ZCZlpdAVRB6CoV/BpmL0VKVhuAGvVAzpafQSqvBvxqeof7JDZndWqAZBluDuEJ7T1Wg1VgUu0U5L0qstPAytS6lTWr4nyXOf02EXUMiqZ4r47QaAhbWQ3cRyBrtWDPQI3KD6gnVIyITwggMkLdVKNUi8Bm53LdGK9YcCcUXVEMZLAYHitCIVJRQY5JElJ5Lzoe5lNVk0KEY66X9E9R0VQBs9foLh9HSp9mwIPRVijDeEnejhUZc26r4U1r4pYqQlFj6NleDgAhiagiYltAyU8vtaYZe0MU2JCRUQjX+ahmPai8AThFagk6qkF5Qh62tlGZcKc6jJnxDMe7X90PRgMklSbbREldPBZFAS1zOcr2jJHW/9KPU3CYqDRFENaQuplvWLJ1SlFpGzYtgjrZwFo5CwU6l/ibXOd0ozVVpyCvDSw0/JMaiUkOrZcrYbvWHcn1jKUijT7c249LH0DriMh60KiXtGqWODxZq+BKfN5vLY77gWJgfdS7AWvF7XrSLKbUg5j5j9GxtXZW0i6NhfV0zdCpLd/I8/u9Tw+wFDdYYMu3GNSr3mYG0ORiWVy4Yvkv9mt5XQzFJXQcuCGCqwgotlMFiqDMUJlibGyVe06p4dV4vOvpKMW1t+EkDsuq/lSl4FeNY6ziU5/c9qfuz7/r0pDz56SlTQp70V+sLvdS9nVzV7f+X49OiNvO/rC54WuKnd6/GymfLs2ah/JnHPHuFLP//C2WQy5ULO+uTWumz789//3MF4enzfnZOP1s/ftG7/tL59cj4c/evn/Jzz/u5Y7GYLHPoL7//2d26MlCxbokqC6yRw8saLnVdaXvOQl3gwqyEC1CjGslq6JISMrAa3bTJQ8tL6nUFFXxZjNpcamt63WuesBFW61upHBdmZWujup8tjuS6z7Xr5GK8K3Jlc4IojdGhsjr/pO+erbGalyI329jF6NjKVt5fHAC1DVsIrMaeXBbMXJ21prAOpIXCXJel1bc8uxlHtTJCln3p+UJULNBFRmBVFi3PkqXNq2xR5drSivWdv8SZX9vHzHcYlHyzI/oeZo+ZN2Q7kjeQOyU7LbHBtcj+SbaIsbiWTDcVI2dOhhyFMCs2gzkVR00mF/YpqYQ1zQGJHjNtUeMYrSNagz11SOzAvEDMa+z8ER8eEH1Eu1DKlE4kN5Cvr7DzhMuRnAKqB7IKUfYoiZTOGLE4nRE12MljoifHEbJggsUlC+cMUQnXltx7Ot/j3YDogMkDMRpCHBFRrBVy7gknBy6ifsSagY4dOSbGh4/kNJNlxIhitUM6Ib3oYCPY7QFLQvOBdHKQBOPAbUronJwDmYQzinWZbMo/lVCeyRVOr8H25D5gkqVDCrT6UQr6ORSnpGxLrgjtBExGxGLU43RAKE5JUiyrhjGU8DePiPOI89jB0G3KPTn2YMYCiEmR7CYMsYa//QXozeZAkNWy0s4tstB6Ttc9qsViXDstpJ0q+c+KIwAuTojy/0tutOJcWJwQiwG9FeSyLi1OkoVRUNeVxQHR1tr2DLvM5xZG9hKOkuW+5pAU2g7fwFW2gFDqfVKf2daqssxKcehJDb3W5GaxiKZl6i9SZTPoi+VpFo6qny1ralvX23q42r+eMLVXe5yWWlxKZ1ZtweXdz/b4i/Pp0kMXOaTtJ3XNK9Suols9HyxfcIjCMEMvyss80ZNhHjjlGzZhw1Y983Ag3BzI7yPTXSKNESSQvSNsPTlm5DzhRrg6XiM6Mc+PiM1s7QbjJgb/HnRmjBmNDudfQt8jD0dsnNmbe8Q/0NuAQ4kvboi3Vww/WLq7HdINSJ9Q54ldj+qI7R+K4c/1dMnTq5Bj5jieISdk3ELXka+3YGF8UHJIHBBmcYjv6KxHg2LmwMRM8JGz3+LcS6wcuUrv2egBL5FgLM5e441jIJHITPmMiFtAq/griBPu4yOGR/pv3mKdkKfXJHrEKs4rexw+ZcZwQvN7wlTyUQzmGrZfofyJlLZkl0ldQidFT7aIHH7CGYe1BSg55w2aLXOasPOZ/U87mITxJhGHRNz10G/YbgRP5qDCQS1HOzOZI9+I50ottnPosCGfEicbsM7g/A34I+of6XrPNRtOAe4OYMWy2e1w9ueNdO1QgWlbGAYmj/iUMdIj1qF2DyYhtsd4h6LkUEJxS6/o2ZBOW8wmsunOMAnyYPHq2bqO4ITDJpe1fGtQEaZgCTmR7REIyOyR0JHGgM4nzP1L7LErTsGcideO8bUlHCEdA5HAaGa20SOPA7IR7JUjnC3nDwMm39On3+NyYjNtMRIw5gMiM2beI7lHwhViBHqDWoNPHV20OM4kO/HenRi7A1fjBvt2Rm8N4zBgrBL6GZcNV9EQs+OoPTEq54eJXHM96Abmb6WY8mLJ92BsySHVp0SfhSkGooLmHrLHkXByhnSCdCLrQHYeJCE5ILIH9qhV4qawKrrwSFYPeo3MSnw/YgZl22XMRtGYSVPGRIMkizl0qOvJt5C6IkeX/zzKDjUJdRGvhk4tbh9wrybCg3C+h7mGCFVjkb7DqOJjBSR/6fpmFLc7o5uJlD3BgPlo8ceBe9lxljPZOtRnOqPcGMWKFJnIBEZ7ZO9nrreJYGAaRjKO7HsMuYDTs0cOv0a8J79SxBuGbsZ5xT4GZMzssiWLYlOPhBuieST2hseT4TgJMjjYdOi0wYQ9LmWGOTKkyMBYstfOCXEW82KD8z3Xmy1bFTaPEU0ZK0U23p6VLitzP2JMxPd7THhNTBtGhQ99x4/djv2jsIug2aNiERNwdkLdjPqZpIpzHX3OXMVMdpCHmeQM2W4hd7ijx0bI4wnJGZuvMNoxX8H5pZLfR3KYMNMr3OMr1P6BsDkgbsb0YMUwZE9MZ5jfIdZjuyuiG8jXA5osPjjUT9jzqcCIbYcmSz87PJa97+h6IT88cJ5HZD5AnjByg/dbwgjxfcZs9pjNK3Q/kV/dYc5XGHNF3FrOe7Cjo++uiN5ytIr6iN/OiPvv6ISAylqwFowFfYkwILkrwoq7Rs0VJd9CAn0AtLAe0hUaT+T8WBHdFuhoiYwXhVML4rrExzSgGwp6rMa6dQV1p4sj4YqGfhNRSFNxbJiCclGKQwT6SiNvAlmkGOkrGgaD5KuiODeF3BTDumhFl8lUFMdmjK+I/oKuj1WG7TDYgjyp6H0lURJ2C2Ln8hz9UD2SNWl0S+ptm+NiU5AdWgz9JC1t6qZi1MtaY4lOFZF4ADMWxYsJlQE1v+VCqx8RHoEOzbtSZyOljGmoImt1oFQjs5iLcKiAZldQJrk4IpaY7zohuTqk7GuEBCFWYbGxTLrS9mmDSsnBgfxlge+SLLc8S6qjqiQdq86vaiQXNUVZznMtci6UogRiS0IdjK1jqaD3i+7f17asY3DxbRTHVDa13OoLYrHJ/Gork/liTNHFmFFZFCsFQBYjQouSbkG31UhxrL/WWKa2Ctw513KFavMwCNWhQ3VAZWUJh1ZwLiiuUKEa86OG2CoDtCHASi4JsRVJmWxFkVeD0RIKoyTtKeqAZ0GK1lwXZQxBQ1uV+VGMFiXmd1ViVGtOFql9ILVfddEr1JSwTWRXjTnNuVUSDJGFwnhyhZ1RqevFMdTmaJ0z+VzGjC0OPnXdLzKeNAPUYr5/guZaVJs2Ui92nCfGQvN0jK/QdZ+zUsuTT7IoYa3VtKLUig5mlj66XMUT3W75vRnTVmPQtPM1LnuLTCJqWK5oTAjMMn6lvbYqhQtnQLXQ9RU059p/l2RkqoqpYT5yrjHSnyEyVC+FX8r79Ipq77+wFNbKe1svmq7blM3lV1k/adXW9b1lqdTlHl13kz4bArJ+Xh3DFX2tsn7+/56jIf3WP10i0l8qsbIIfNJYqxJ8olxfKlVO6frbk2uehiZo41o/0zfPj5URQNdjRp+UV57fsUZEtr9PGBHP7pLLFHvCWFnqo2UNah3zSc+0OfSs3Os21dXvT+5bf/1M2dbHEtLxUoYnDstVOWS57LkRubXHLx9dBeV7ubcAHtZt4urvNYzFkouoGY9q2MvmmF6z4tozGoK+LRLL/KvvqusD1agscq7XtdCSAdHGmmjOAnt55tJoRd4r17RQnsWxvazBUlkKLR/RkhS6r5vNqvoLaAQak1CqQkINO7qEpRQpjnXavs9lbi5MAVOdPpUZ1ULJCGCLrHnZMFr7SpWpbW3nAJLA1tAsi+O+sa3aArdmMdTnCCzAmiX0zHrs2DJXGlCjrqGyhDssDqeFfbj0s1k948sPNcJh41GjxDCSpxEbZ0Q6xL/A6g4x7zD5IxofCfMjaVYyCas7zO0NqRfiecIo3GRD1ol5/yPKSLIfyNmi87eY3LHb7LDGM91aklOCHsn5xPZ4C8EjMSIxM5vvCPIWlQ8M3pCPL4jf2cJaSGCTZ5sNVj1WttB58ssOUqCbjwiJ7O/I0iHpJcZ5/AswMTJlRz7DOf9I1IQPDpsNWfek8Zbcb1HfY/oZM5xxuw7jv0VywqZAtAfUviX5TLzKWGCXlGQ80/4lGhP5tCWZEW7/iHQR+/AN3HuSURIjKVnyHvpToDspU/ZovsLOI3ycSoBXl0uICjLkAGlGx4n84YjZgvtmjwBJSsJEddeoRDB3oIk+ZkwU4mlDlhv45m+R3YY8WzgpwVyTdpZuPtKFE4k9WfZE35H7HuaI+yEw25ljd4+VIz1KDsp0LOPO+t2XJ28VrTIvNBCYVkO6yEVGuOQNWAQalFz1GqUpApeE003uawyyui6ZsvZp0+M0lT3TNAZDW3+oC3uVT9Wi0oPksiZUh21zNjQGqogFO3DJ9yWVmSy00LaLjLiEl6tltwYxutRDrKn6ZdFNpD1/JSdS87ZJLuFRs5acEMkUkJ8JUpfgSyhizWlZkqTJgIvDJFMc0aVo0kLyasnDIGRarhnF1KW4Gi1sbbmFfdrCxOW6+rW1rdRbpeoJaGVHpwLik5o7R0yxU7QeESnlpDhkpI6fX3IkTfwU3mPyiB5+h593XPPAIEfch5eEaUvqI7q1TFd78s2GfHog/eePBGOIxoEPyGbE+Dum4UDsBbdXun7mdnhbwujMMyEI7/obku8YvKfzht2LO7qrI+nYo+EN27ShU0+KL0j3G3hxJH4zwqNHH0qOHO96nD9juntS7jnOjjE6dCpGqevbwlI/yNdkO3CVbzFJeAw9MQTIE46MP4x0YcTtfk++vmNI/0dy/h05/opDfs3V4b9y8/4j5APJv8fKS7ZxBHvi+OK+LDfnf0NnLH/XHdDNifHrDzAluvsTTMo3x2vi0XA+BDKPdFdvGcyJLp5wcWbrzqgP8Lsj+qInnP5fvPvH/0SOD+R4AhGc3GJzwt38cwkxsv8tkh0fJyHJyMn9hMiZzbzBqCP/JqLxyDj/F87sGFNAY+Zqs6OzHb0PJPcefxby4xWbruwDzs7szZkU70jbkb2Hfd4RjOPUnznvIudXR+ZOmV6cCXHLuzBgYvfzA205FPIJNJFfXpP6jln+iXy6w+hXiL8iyY/k7kQYlNgbBt2wzdWhdBNQO+HmA2lrGf8PG2IETickJXbhkZQ6/vVffwNquLF3WBvpbq8xDsIpkeKRJJA7R//rU4H6zR6NjnFy3J8dD6eXPJz+miwP9PKB1Hve/yaQt444duRgcS5hUqSbbzF5JoZzxT78jyDCKc6QoHvVIS7Bn35CTiNxt0e7jny7Q3cDr/QFV7rF7y3+2zNhEHzvGEPg8FHpe+FqJ2iANObi89z1GDV08SPilXA6IyEitsOKEJMhJ5jOR3KaeDSeGYt1E6YzWP8Vxr0gPW7Jj28wbsL2I+k6El8GzKiE+5l8zsxxAjuy9yU8U/AZuw10b95hEcI/b8H2pPlbsgvk7XvIE2f7FjUf0OEV3XaHaAcaieEn5vsjGjw5dGzSFpuuiKMw303oMTKE7/FdxF+PGLsl+N9ieUG3hHf/wiMbuuMNXQz8+ugIE8g4Mc4ntjtl13tSnkinI/ogfDhsGF70fPPaEfbKdGUJg+X+h2JW/HdBcRLZaGJk5vuXDomW1/MjVhyzZHTKHP5pRolMu+vi3PEgRri1jwwE5h/uCH86M93OzK8z/e1Ad/ua4f2W7d0Vk8+EfaJX5aXCaC0jPb1e81f57+hCYnv6I6IjZzthjPBv+l/hzEDsMzElwveZ0+nE9dVH3PWZafY8hN9gj/DiHr4yma9eZD6GwPt5LnuM7gk6Mc7KkA3/dhBycEzna7KObA9/YvYbvt//GtSzmRUfhBte440lIZwU8lswB+UxdpzThm6f2fszk03MYujTwIvpGht7ppgJFqYbV+2+Nxyl46f3PYNmrsYTLsz8xsNsMz9uPzKrYZiuEHXcJVNSz6W3bNJIPG3ReeBlcLwROPsz0+YeffGIvvgDHy08fH/F+EE4/Ok9m/0DL77+Eya+wFz3mJC4/b1jkzL/1t/TfYGH4RfkhCgx7YuiWkMwaYkVV4SDDcgO1QMQEB2BuShhaYB8RnVGq9hLDU1ThIsWVz8ikguCHlv/CjCV99YQNcWhIIWJIIaS5CvWv/PKZjAAvhhmtSJBqiKnLXFV1UaL0XOFrDYNndZVA23Jx9BieJa4no2NEVkQ/1hEivBbDJktjBLFU82E6mOphjpKjo2GajdVIO0oiZVXsTsbhddQwsvkiDY0oplQcy5CMAnYkXlBiZ8/AzNL8sMq5ElFi0uum6A513doMS5XA+US0mfNSKhKtEJJ5pVTMeibHeQZyecKKooXI1Az5qsrDp6fiYW40Iobxbb+enl/S3ZWnQBakiWLiRfjmmo1UBTjgxpTHBDVyFFYFcVxoKK1+7VQz9GL3t2M9DXPiDS0J9SQT7b0vZaQXNoMOeKXMl7ipmqlDPe1vWu7Lwk7Kz051To05kFjv9BCapVZeUFr5ho6QUsbNyZE6dzyTMwzc1o1oOR6viJEL2NcKwqstXll7ixW6zoktDKWCHVeUMtYDaoIDWm2lKGRe6py1QxNuiQTdRfj2Rptq8UJU+bjvChu5d7KpNKW76W0m5pmcPnSYxWLfGkwvXx+YhtcG3guFzQU10WB1dWNnwRqefLu5bon7/uUFXFRqoWLge5Z+VZfFgdrK2FL+l6p+cXBKFUpq+VYhWYquvEFgVbwsZk1xT3XPi/Tr8Z4LjhVmsKnS7nWxtmGpWvXtdNyUQ61taOuWnDVXovpuVoYWxVYveaTRpdn7XUpXTvfDNyX86sWEKqiXOIS65Py/JKj9unz13zyKG1vLm2xhJpYav6s+y9t9+n7PrcGX+r2vCifHs/PPP8uT//K+q3P+xUucZ2f3//pZ1nGS3vv6pL2vGdl08/++rR8TwvwrI2eff3z7SLrUn323OfWk9byxem4fsOf66svPZ4P/OJYXMZ1C4nRQnxUh+flUJYcPq0sT/IYtO/tVZfwRGUNbythbW1Rlhw/VIN9y0fQ9orGsK1/y/wq+5m00E0SWeSKJ+sV9RmVGdBkpyZ3LiEAnzdrDVeitl6bKbJTK3thWYquQ221Xmt754W1saCyV/25jAxtTlWghYMRx5IbCS1MSCobEVP3zsuYuKwWjVVRnRRLnqqVs7qu47oaA5c2a/Jla/faZkvYmPXvS/W+6FCBqTeF6XA3wRwxeSwtbbao7DFyRvUDmk+kdCYnX5gPvUG2r8EG8mxLmmwVskZs94FoTpz8O1QH4GvIhl46rPPEG4N6RcOMxpHunLEJci4hCUK+I0miMxFvYZ635LsOPc+gE1YdXTaIWgw9yXVoPyDpjDNnlESwVXZr7O+tQswkNcTZEMOBkE643IE61P6GnF+iuSv1c3eIHDDeIv4aE86YOaJmxtgPZC/kK4/Ege4IEYvre7LJcBKygGyPSDfjHn6HTDtS/kjWSLRC7oThkPCjEjuDcRtMnJEUsRuBbVlrDBmJEVIiT4HwOGGSw74ZwCQiZxQlm75cLW8RHRnmuYRTmH+Dyhbsb5H+BXn6CQ2PRLMh9A4fwSZFzUCyA0l6shuw80h8CIQuMpFxMuMNxKBMU6bAbjrML6EWSmNW1Tm8zPGmK6yR+E9lB1ZzeGEzX0YyDbDwhJkl0BItywKs+DM7g7Z10hX5VnLVV6TKEOWdSy4uU0IdISC2yNVkW7eOuhYu5Wg6SQHArYsv0mQ9s8hPC+Cu6VHtnVASV+eEmEzWAoDJDUiUC0NCKLLek21cWeQRpYRFIstlr4Gi31d9vJVNpTxXm6Og6WJoZTdRkmIv+3fVcbSBCqvuIFCcPImFbVJ16rLH1TYSLet0Wy+fyxFfeCjKYzpCOrE7G9zUM9gjzkTisScmS36ZYWuI/YawvSHPJ/IPZ3Qv8MJgzIz1R5I7EYeR3HXY7hrfjWz9D3hNmNRB6pidJeDBWKwRuu0ZowdCviGbAZ9u6XSLSx0mOnh5JH8d0e878sGjxuOsw3pFdiN5EqZzxkbFRsPGGV5uIBvDg7kCNhjdYpMlpQ0hJUjfYzhjp4DViL39V3T/PRL+DtKWx/EV0/Qrrsfv2DxEgp8I/REjI12KBD8z9iN6FvTxNYOJfOWOZEncXU3kQZEb4CS404YYLNNdJsqEnd7j0z02H7E601lH8hb9akZ/N3L8zz9y+tcDJT9Aj9EOoxvcoAxX78mbHen2K1IQTjmTmJnNB6wENHYFqHj7SM4z4f0PhDgw5qE4uaXD2h5vj3T2TB8GOA/YeCa7EesU5wo7LnaRzkKXO7IxZBeInTLuZmJW4nZCJs8h+GJc/gUjroAcI7o16M4R5vfE+Ts67XCmJ/sPJP3A3F8xbvaY3DOkq8KGuE7IHLCniTR44q968pyQDzNuDmweHtA48PGjRbLlxW5k6CPJ35J7RzqMpHkmGVBnsVczpkukd1vSA4QA5xlOYcdh/jWdyfTme3KfOGwB68mhxN+3NhfnUNogScjpsdhj7LeodEzpI6SA6RK+i8jdA/r+kfRtRO2GPGzgumN3Fm7HntjPRBtwNmBdYJwyDycYTDE3FdNhnd+9x6ji7AmMkqYASTGDA2PQaNCkxHGCeGYcYLRKZ1PpZ2uxdk+cO+LhCr/7iAyR3Cv5KpJVa56HRJpnrA/0Jhcmrs0YEvbqiIlCeg+qntx1qE0oD6hOjHIgmszGX+N9lUnVo+OBNN2R0wtSfoHPUnLHzB1RenQKuPyAlRN28xPq3pDt3yGyw7JH1nLczxyigps2mNxxO0byrNzHwJRmBgtD54jTiTSfmO43nN5t2Gwd1zvh1BnmrrBWzw+wQflaFCO5hm4OnHY1t9Q8IjiSeFKE0/tIjJHDbweC3+BcwEjCmRFkYno8Ew6BuEukvcLe4646/MOGLm1IfUa2GZeEzexQ4xH2DLzmV/xHbDozHT4SJTHtHN5aXvpbNnbLhy5wjoF4uiN8DAwvTvjbM2/PjnG6xRxHtuPMrUl8tUnMNvGTJCQ7YuyZE5xCYBB45YU5W/6UNqgGhumBrJFzLo7xFANEYWv3dHTcc2LWiD4KcobJO47O43vo+0CImRwFq45tHEjREbISLARvyHiibDiJ4/FoSaqMIbDNgVsDwSo/7s5EBD5aJHpOWdCYId3j8xkNPXnasUuGW8DbwLk7k7YT+WbiMd+S718zvp+5++6IXN3Ry4+ITzAcMEnYvjfckPmb6zOD+fk99Rc4IUpYGI2bIsCYO1QeUbkG6THpD6i+x8iZEge/CAM5b1HdojWGPcwIh/VIR+1UbXg1ZNISy7cgwXQJBXQAIib7IlBkUGwFf7RwOlyUTBLKBCujagsromIRDKLFCdCQFSVUTUFoFH3aFqPxEme3KM8iGzAe1b6CQ88IJ0R7tBr2i5G7gwVFPoN4RLZVICwJtItDAISxCmebIqjlLcUxc6AgzDu0ejOLwaArClg+U3JdSHGeSET0sTVvbctNUYHNffneEDXN+UDJ06Cl4OTGHFkYEKdq4M40mq/RHSqKuoxIQrgr9TQzJWZyza/BoQqKjeJ/ukiuf268pZI7oCQaj6iVMi5q3P9iq3CUXBcViURf+6oZNcoYkHzmorRbVGus5VxzU/iqAKRzFUMrVrwidEoCdRAzARGRmSVWtthSLqEI0nl4on8UuT5BmhERsliEAHJf232ixIotwrDo/ETZkYa6roK80MKH6bM2NAhDVV5iHU+NPRIL1XpBT1X6dG7Gi/CszOliZNGVAqEC2SK5Gmal5mPAFWSXOiRvSpvLVNSFBbHdHH6rPDBoVS6UJW55rkYrmSuIszoLmwOLWOa0aAnKqrnkKKE6goxWCpiFvCvzq73jSw95Zq6sCs2aAN4+NETYxU59UWrbM4pN7KmRbjlWxvInfdBYTC0cWlX4lk5phqVmzJRmvKM6kyoCbnVv+SgrZ4TU99RlseZ9uYRgqp8bMs9IZb9cjMCmGhlVzGXY1hjiqsVpqyqYOmYMWp0Tre1yHdelLo3mX9bYUletdSs26tbKa+N6W9tXTVyf9dTX2eqal3l+cSI8VUdL08vqvstYWD1pef5lbPwCg8mTcq3uvHhgLn1L+9o+N0QgXD6sh5A++cOT39vcLqaEzx3Kuk66amZZLTvypGlU13VYl+UzY/eTRbKNqNX5Ng5XBqBL6ZfBxrK2N2NxHYOXFhEKqvtZs8jqvOoyF9em2qdz9WkbyfMPf+b8xbmiz04+HSuthpcRpnzaga289Y51pf7c8cRKRNlvtH5v++SyTtRY3S131JIDoBrxFstWRRjnViZLeySiC5unRQ4vTL7KZARkAYM0g5RnCU1i7LP6VYRuc3yIra3TjIHtd1/bYqp7RpH7LmCFFv6SJ3MKFDG5OrGr7KCVqadu2ZtRU29XlnBU66nUukvLtWXstj23vaoxJQuoYNnfSeXcEirKFoc89VwDwKhADQvTcuJcur86dpZFrxnq2m8tv0TtT0m0/bvARPXS5w18sCSirrNuybfxZYcA3meyz0RjyRiMucGagewsag+o92T3krgdkOFc4gCHj+AjoQtkn6FPzKdYwhiYhNvusXrFVfoVWR1Tvga1nI0pTqrDHWLA6bkguoePxO6IhGsk9bhJsVFROTKbR+apZ557hv4V2zc3ZWT9CZLpOXe3kCNuPpAVjrnH9MLw+iUiPelhg0yCcI/JGZNvMOzYDEJvJnR+JOVAt010Q8D090h3JkkknRLOHHH2gRQH5nhFnjrS4y0Q6T+MWDswDROZCStnrM10m1AcBPK6yHW7I9KdMKKI9si9QydDvs6MtwkjPRvxaJ7RmNA+kW4m6BKuz+TRER92MA50OMzQo/ka8gGd/wkNCbnvMIC/8ojtkK4vBhS+JcsWCXfo/UeMew9XJ6wbyMaTbS6hHIwy2ES2gZQNyRiOwx6SZXvvwYzMvZDTCPkeNJPGRSv5sqOxFJYZt5KTKnNqWYqV6uijAosuQLC1nHHhozbGWLm5AW3Ke8ucKstxAaNdyuSeyFPlWbEuZYVdJupK3gbjQQzG1iTQpty7sBZs1cNrrppLSKaik8gCbCt7hNS1okWGWxwSjUmAoYT5BTGprFsyVIevYDSRc8BkQcyeFsJYNWE01i2kRjAwlQVmCgOivMehJIRY273q2uKWPWTpEF3J6Qkakxyl1gsaq62Uo7VncVwIphgRF2cLlFC6zbkkq79Fb1yDYuQX01gNXbqFtCUlR0oJ4w3WWd7lyMN05vr9HbuH9+zyGf/6QJgn5vkabAe7DRs5c3O6J2+E+NKiJ8v2jxazE+6+PoNk5kdL0oS5OtHlwPz2XPTg3uLsLX23Ra46+qnHxo7xnPk4T7w5bXj5sEHHMznfEUxg9BNihIf0FTEM3IzXxE6Zfn2HzTMcX+Jy4qX7HkPHPv4aiT3TB0eYlPwqkDcTx5tHHvuZff6G7viGSEfWd/ThzBD+AZUT74avyWEg3+3B36DDHalT5hev0I2QMCQz8WEzkiVx+C4ho2Hz7iUy1agN4pBvdtDD/W7i7K7ZvJ5xu8T5+p6wObPd3dKfvkb9K+yrRMiZOSmz6YlmiyPRM2OywcWPhGnmcLinI/PrzmBlQGyHopwOG5ImduaBvn8kT39NmHeMD3/ikUdehJlvUmJ0e8J+4OPJ8OHo6K4cXe/x11+x8a/I0wveHX8kp3vy2eCS4zb3TGKZvr1GwwB3tgBKv/AQIww3O1Qy+WyZRiXyAkXpxi3DDONWmfvMTfS8mPYEEQ7yiI9CPxtcSmyyZ5gc/VvLOQo/PSg2eG5Pv8akjtdXBkmBHD5w1olzhOR7TBcQSTgihswYT4Sk+POW4bxFTE/advBocI8H/Cul/3ZPDp5w3uDOju2pQ/yEXr/HWWU4lkh/73WDqmGr91hj2NyekJjID4YpQTYvYXfNxB7mnvl4TbIbXvkNwx5SPkE64t4ntn/4WBwcMeIUfFeYmGkbEY34CHFSfvx4RiSzdzNOLT6+KetTvEdz4HDaIGnLbDx4izGPuG5C8oieD4RhZPp6YtJHJJ1w55Hh/akGLNnj1bLLPSoTcZ9I84h+955olI9f7xAc8tZhomEwBgOMp54UE34Y6B349xZ7PzP/xhFebvHfG27uDWn2pDlB+sCcPkAnmI0ha8fs32B0xn+4xrgOv3mLyD2T3fIETPJz4y0Lw9stDjiaj2QCNmUcilgHvqd7f4v5sGe/Af4GTHfm8OPEo7F8dI6vJ+XfHwYyB4L8gck53m1uUOP42+01aoTZR87RMP34a1IwnF+fif4R2bynt4aX2jEYC7ZnNI68u0bsC3LoiD8eMCGzSRn704b4/YS79ryUHu0N/22fsA529ojzwg/7/4K1ynDV4fSaV3Q4gQd35NGMjOIJAtp5TDcgJGzKbN8n9C4hxy0y3nCS9/yDHJklsfcOH2CTI3Po6E5fIdvMP74I5Hgm2B9IJH4c/i3Chm+PHaIw2shMxtz/SD8bhCOWhOSXqNlgrq+wfmATElcxEXzgvJ2Z54GH8zWz2TD6BLOBxw3ZCqF7IFphn5VuhvhWmLJyNIZkLO5BUGtJ/RumfuD84YEcZnavbtjsNnSpxxk4HX7iv313IoWevH/F5A5M4chjEg7pyJURfnvT49xL/KMnm1uC+6Y4iDd/wpnEqXcl9e3PHL/ACVHCDGmshk7/WIyVIkBAU6FxqqlU8iXOrq+If4+KR5hAR4rS2hXJyIRqXC+5EtobL4n3uqpIl4TWJQadoaCli5KvpgpqRqvO1jTkQs1sRocL2NJUGVSKQrjA3osSJiZxQYdYiDVW6JJYrCiDSl/LMSE6VSOqQzHVJugooWxmirHXIWYoi50MRXjKLQxBU0I3RWHXvrSLOVQESfGGFrRPBu2rJz3UNjUVEJNBq2FWm8G+OkLMkYIiuar1Hatg18JTVWdMi+OcqrCqhU1RTQoYNouwqjYhWpwwSKoCbEOaZOBcvw+lDFoohX/xyM1hMbNQeEVKfTRX6rApIQtMAO3KPSrVEZGrwSRSknA3toIp404nJNeYibYYOTVNxRTWwg1VY6tQGTcyI83JIrH0X0NXiaLqaTkfSmLvFsYiI3kuzzUGlerIqBL4Er5IS1K4EoqrsSiaoU8KvXpBcdbY0ZWdcjG05EJNbghKaWOaqnBJ7X+qcb443ErbXpCuF4Pg5Z+oR3JJWr5oNSawbGxqizNBAiUU12r9WGLPVmdZXXq0JuYu4TqqAUEFbMsR0eZxCYlVkolPZf4ZW/pWx0WpEVHEmcIiSkNV1M4rw8zPH7Iy7i2I87Uj5pPrV/WsvdG+FOVzZSxsDJPFYVCfsORjWCnPtLjdugBaS5vp5bJ2b13gpPZdWetqaZp3oC1n0sZ1vUdZ1jpZ/kGLSyxS0XJrJ4ReVHOV6lhYDLxS1l+ljuU2lxStDre0GE/Ls0qOn2ZIlqV+i+l5aYDKOlChBTejll9XdS/txGU7ed5JrU2poRCehxlSedqX7TGLZVkvdf0zr/nyo9btiUFZLp9b/zw52vv1aRmfle/TE8sDn51dG7+fPOjppfJpUy0n5Nn35fc20vTpZXq5dgk4Jet7VkaBJ/NPn90PrObTwt5bCtwerKtmlWcPaGOrfWsOpk/b6snL/6IzfdWX8vyn5waP52Vpg3jlIFjXZ7nu806kJ8fCeGjtVtezJQdQywW1YhQ8KUfZH5Ea2rDOxwXgoFDmUZnfpcl0eXZp/rqWLEbC6lhYQhlWNmg7tzDLynsburW8r6F+1zJbSyatXGQ0reOi5iWqbNbCvLj0f3EErBzPqhf5ZEEYr+vamE+l3stwEipyt133fE6A1FAhyIZLLrUapoWwmoMG0Q5t8kZlElKBM6CoqeETl+JdnBIN474wOmri1nJNYRkWBHdhyBZnUKpyUwM7NBZGrYdenv/Fh4B1GeuULMUJZcwNxuzJ3RnsiFqH2iuSK0Cibj5gpgeyjSQXUe9g6EjnmfPDA8479ptrrPZ06XVhqOZIJjNJ6Xt/PiKSsDIhEknDAbUWGwfIXek1hShnojyQ5mviPGCGazY3v0MfT6R3H8l9z3R7g40T3TGQCUzGYb1nd/USYzry7JGcEMbyN7/GyJbeW/CBkYmYZnyfsJuE9ndk/6E4GyaPcfcYfiLm18zpJTp36GmHiSMu3GEHQ3hdcptZ+YiYhPegVghcl5W7vy+hXYxHssfcWZgN+TqQ9pl+NPjgSaEnEUj+TNoFZJOw+4geDTkNGNPjgoHOQd6gOqLxDuYJOQ6IePzNDeI7sLcgA+peo9LB/B2ER8ztHWzPGP8CY/doUGIssfM7SUQxaA5k8QS/oUuO7XEguY4zqcjROkKOpBiRL5Xd9MLA+nQNWztUZS3WrtbXxlpvjKJiiBdtO0NbbyJPXpHbymHqb9WxWuejLEx8LTI71PVMLnKX2gog84gRjCk6iJEKOqOFaSrzcXHAaguhenGaCq7IbLp6fpUDiyx3WeOL3uBr26R6bVe+u8IqNjEUycpsUDIl96CgxpJzrjJB04nrekZZZzC2gD6aLFwd0Y19oaJVD6nOhSWs4kqngLpHCEIouumSB6g5tanPq7pQznX5r6BGKbKStrC0AoURIYipemNaOZW+4BA1ON0jOTKn0ha9EayzHHPmfS6h23b5nuEqsruZmB56xnFLNFvicEUXT1y7zLzN3H0d0XeG7qMlJzi6mWgSR92iZPphxqVI/H6GM/irW2zfM7zpcRuHqSzxoBOHGPh63HF1HtAwoXpklEdwdyTzklP6DcSe7bxjGkbOr+6IM3DcY3Vib77D4hh4CdmwebT4UdE3idQH7rcPnIaRbvoGP18RnSOZB3bpLUMMHOUND90bZPJwGqA3YI5kGYj7a7IXUlCyEdxG0BnOPyTM2dI9XGHDFtwtdB5edOhOOfVHRjMwXWfcLhNfJfIuspn2uOmW3rn/L2n/9SzJka35Yr/lIkSKrapQABotTp9zZu6dGbNLYUa+8z/nMx/4wrmcmXtkSwAltszMUO6++ODukbkL6G5gGLBC7syI8PBwucS3voXdW45hYgwji+04+R1uGQnjM04XunhgDkeG8Tscjju9w5uGyW2YVHg8NSzM9NcfaW3kOFuILcvwwhDe87WPvLHKS5cYfODhsOHl2LPpHViL2+xp9zumZ+VwfMSkIz4Y3GLZnRxm12B+tSPFBhZzZob7SQNO8NsOjHJ6NIQJ1O1BwB1a2hGiVVKT2ERHH3oe7MyzHSEamsliVemw6Oxonw0xwPMJTPA00y0tjttOMCmwjC8saeAYN4QU6Z3iJNFowmliiiOaAm5WmqUlSE9oOlCDHUacVZo3PfNzQzr0yGBpP1nYT6S3L2ToSUdUOGpLUsXrCRGl2cyYqAzvG+JgSOzRzpDYoKFhGDsW57m6cZjeFoBswH1/pH1/xFjFOM00dMNIagJhf0KSYCVTCz29TIhJtHcREYMLOyQ5CB8gnRinO5K2yOIQEYw7Yl1C5xnCSGwH5v1AOg2k08RuGtg9H3MEDgOejl3qCcby0ivEgD68EBvD+NsONQ320eKS0IrBKsTJE+aW1jq8GNxgkBSYfu0JNw3th4ZmbojDQhwDczwyhhek3TLrDcE5xqbHpYR5uUJcwPKMGsPihwsN5ycMtyQ0zx0uCMPuEXzEaMKiiLFgPW5o8PdC8+uJ5quZ08vIy8PI0HUcd1vsbPjlyTMSeG++ZWw6ntuW1vb8pt0SnfK7/SPz7Fj+9IY4e6av/p3YH2niCy5Fru2eXWp5tJZBDKbbI3aLxon4mHM3NG7BPAXiQ8LT0+88zxb+3Ak7q/zWJtQlHro/4RrHneuw6tkPPVYjj/LMIhHsnig2O518AzJBTLQvSvwYsalD4o4nfeaRhb5Rtt7QBmGriTm2yHjDsQ98uzth0sxGX5jV8978ijb2/OLB45Lypy4SJOCHkXaI7JsjzkQIW6BHdh3GdDTxQDcvuCYibSDMW47TNWNjODUJm8C/NCSnzJsBdZFOZvzgiB92LBGm3pCM5vxg3pC+viLaLafDRDwl9l9s6Hct1ydHG+EP4yMfwwec/Arbv+VoEscQmCKMaeKtafiHbcscPc/jnsAVgRvERmx7wNrA1OxJr6JJf/z4GTkhirGQGTAQmsKiEUHGHBosDpNMQXx3KC4bGdMnsuF5zpzhBT0rOmUhKrmi2BQO3JrQ+jJEXBXogYa0Jh6kKKbVkJkN9yI92IJoS0VBlYVMn1RQZcVAm30PkhHXUAQdC6k4CORYnrXkBL5mLu88kI3LYzHKBUQ7MhrfF6VbUTODyREOyj7XQedifM0I/az8Q0VcZ+oqISPKCyJNfaZOEo/IlLlES1iPFB7mauZlVS4jIjYrmyJZGE5F2dc265PV2WCKEGv2gEPiAtWwqCm/v8ygO4S+tH1CWDBpLgaAa2BGzICqK8J24f9UQWxFLF79zdGmnyVuNBUFaErUgFRaIgPalFDhlBFNqQjlZinNWugbKvK/tlFV5mNBLa124OyU0mLQ0GJQl9UhUo03xeG0ovxrBE9WE3IDFzoD3eTe0XRWkjIHzoo0R1mNbBnAVAwPiRKyTBbwRdEa0WEqCrhwSWt15l0oUxqyA6LkcJBi+FfNaCy1ha6qoBwl2aJYxbUNKp+rmuzcWemlKlrTFJRZqm+XHYdiYjGTujKeztEXghT+2crJXw1VrD5BNOX+JGYFxCxFCWyQ6MocOBvKFIFQHGep9nMxPv3Eo9rQKOofUr/DSvWz9qFBtbrmWK//3HilK0ruM7O28Oq69XqBV4mw+QxlXp1A5b3XEH6qQS3Pm1W/rs6Fi/G5ouuK7rwqp6tybDLtsVyUXyIpRE35WjJDlLVCEqgKSRKaimlblUQqa02JGtGaU4LioCoRFbXZLl59NVCvdcxGSl1D//XiXOmj+k3O3XVuXbn4pqWts/FR6qOlOm+Kc+Qy6uTy+IzjSX8OdcRPPS48UPUN61v+wDmx1u9y/P3YBfLZJ+d3f/3wovSf75fP7iuT93VV9PKS2hfm4oS8qvu5FYVzT5+fWxH0Fz9cGHRYy9Iy/tf3eVUP1v6SddTUwvhszF3UTD7/Uc/jIQ/Av3q8Llo/67OLctarLgr8sfF0ectPUSrq2lXnwXpfdTrEvD9ePl7rDXVxyNdl+a/0p7mID6tLTzr3z/owuehHPffN+d3Ojpa8HOZ1be3z1RFTjYRlr8yYLFbudZ05U5TZ8s/kzaSs5/nxmbayRgrmw5z/GUOOqiiGuTVC4Ey3JrBGSua3iOe6UtbL2gxnzxjnSJAit2rdU8y6R3JxRV6HynONKdeHizWy9BFV/siGSL2MWlm9sbr+rcVgeaatKe9aQBNrB8oFolvKrPw53OkJ5CGDhMzcIzT4dof3W5w+ozyztJ7Qeuy8w8wbdHrDfBTUzqgf0AVSUBgingWjgRgUtVdIe0UylqV5IhIJsciJi8EkiIMjxUCaJtRGfDfhXcS4A+IGYnsgtSeCtHSitM1I4pHQzcxvApaZu+UJXSbC/AQ60soLJM/y+wfUOp6xWa/xB7xG0vQ7VBusf4M0DSItEmfontH2SIrPpHCknRLNBLJtof8CKxbHB8zSYeySIz7aANaSYkJTNnRrMpy0R9TQJkEizPSZFGi0EGDnZprtE0MMzKdEjE1Ogu08sd+QZkt6b7GbBTNOmOixAiYq8qxoOzFvPqJmIthvMO1M/2ZAVFgWRwqeoDvUtPjbZ6yLyPw7JD5iXg7IaYZmwtorghGWK6EJERcicgrYw0DsLMveY5qWuN0TA6R5BzTITrOe0zyeo0j/1iGwAne0ShexbJ+6XkOZVzVCvspZa6TlGh1WI5TrHpDO8+lC9jk/v1Lw1mimeq6Au6osRRWlahS+R6TJcpUUB4LJkRCmRFvYmmPNlDU7lWdLMaizKftloTE1HWs+OvK8PUfAnt9JEapTZU0oXSONy+ou0pB13kpzZDKTgG0wYkklgu0yShMUUo6IO+N2MoiurpcXOwGyArle749acxOmWt9a9c+jFTPzgqyO1/JuBbClxVlbQWZnGbDqaMBPHWe1bmI4Ne/QBsYmoSnRBkOXDF+lhq12bLe/oO9ukRRZpsi46Thc9SSX0Kcn2iDM/Q0THdPDLeEUmXYDxlu6776h8Qu2S5Ba7OmXSGzQr+5ZNKLhawwbFpPtBjuZ8eaZbr9ws4s4G1gOA0sMLM2G027g5e3C5nji+v6eKWx56RqS6bAv/4gNA6J/Jibl+XCLsULaHJBm4uXvt4Qg+FuBtqPVf8SMQjd/xIfvScuXORq+DehuQB9neIw5yfl2woWF5nEkdRuWdEc4JeIfZ7QdmX/xiCSHtd8gjWe8c5iUsCxgZ7r2n2jMSPPsMJicGjTB+PCGhSuOb3ZMV2CGEfMYIc00OkE/ot1AOz+zHb5DF09IWyRamvYdSRx/dFeIQLAjaoSwuQKrhM2MmIXuOOKWnJ8oLV/x6A8sdmaWPSHtma6OpM0Lof2CRbYsB2V5XrDzwH5+xuqES18ixhJsA1HYxiMSRnbzjFl+DjLd0N/vECxPO8dpp1wdhW6xsOuY9j1yeEPz6InfdBzeTjSHjl8+3ORcP8cTqW95udkgQbFPAbyyv1EkLJiHA2a2+I8GzMjhi4nZK2H+mjTfsCQlETBtIBrB3He0x0jYNcy3kdgfScORNu65coLRBTNGNM0MnbIk5XmbcH6knzQneL57oBFl64RkDW7bQTKc/uiQE7iDwQWhuU2YLjL7F6I1IC1mccgQiZLQcYRphLCBt1+j7khonrKI6xPOCVemJWA40TK7xO7a4QTujMFhGWMkamLZ9CQxNAyYZaSfvsYvG45fv+d4daB5XHAH6PoFvx1IrUO3t7ipJw4bgt0wN5bAgmk/smxHjo0htY60v8qMAM8nsJGmf0Aaz8vQ5ciDvdCpx29ygvFpFkIS4qDId5FoHNO7nvgSiC8Ty2JYlj2maYhddl5vXAaLJm2ZTI5ksVbZev+zqA3VWJY3b0nSom5CeMlUU8uAJdLMkfZmwjcz6eaGwb/hsXnkQ/OJren5+3hFn+CfUyLIliNfMIYN8fALRtfwx9RgbKQZe5rgcMsnwDC5OSeVnwfSsvAw3vAx9LjeYb1h4yxdaxnnhXk+YIzl0RiaHoY3if1e6DctvT3w9el7XBLm0GBOHfubBd/s2De/ojUO4xeMcfThjkYUe+3BKvK1ZdooL2ZgmifEC/3O8G185FN8wIwD7dizpC0f53fcygvXzT2DnHhOE9q33JkrTBxxcWIMiWbKGgfdmB27z44QDHQvhGbhfkwZJ341Ie2RTfS0z4ZpGvl2OWK94Z3bE+aJZf4Dzu655o5Z4YglzDPzeMS1lt5u8AbcFwMmQpwiyYH5skU7j9sGSDO990SrLAfhkCLjZDL57fUNN1eGXx73fHVy/N5c8wezY9LIoIGrkEgvER+FL4Lh5Efm7R8RUfz0X1ACn6YD8hP21J/hhKiKyZyVnFTQ/HYiG+gVFYfQonjUNiTZQDog6ZnM2b8Umg5LDs9cim6U0e3KUgShnixpvEbLK11RokYyakM5J7vKGzXJo65HbIvGzO+aFbmAcE60q5TQfcl0INiMtpeCphdtiwDzAAQwLqMs7EKm/8n8vaIJoiLaZOSaeCiJH0UUzEKyQ6GGuQFNGLXkyIVn1giBGlGiKZ9TyvtXo6fLSHRpwM5gK3VJEf6KEr/Sw1AQ6lKEcCMX7+dylEUVwArKP+utN0AD4SVTIelCTq69IDJD8qA7cqLumZygeyJTL+1BhlLvYnSmoNJFMwpQDMjuwqj040dGRl8YrMjIHjUZtVn5SNfw6xQzoiaR28tmKi6pCMmU0BRzXxvJ41kr7YNjFUaFFa1ZlZjaD7oKukX8TSY7daxm47ym3B5lXK0Aa/WodgiBTEckRVmgaCMUZUKQmB0HORJH0dWgroWCqSAa1eX5JlKYJmpiT0MOB69h5dXxciHbr3RlIfePcfn5OubfY0msTjG+lDGlJpZ0EKb0B5kywkBNMEdRAhWf62oz561qbeNcphaHo2hFhH5GW1FrnTQ7lySUdop5riZycnYtPLKmGLhqHVbDU0F1fraW/PXjrD7CWU0qFqDPDGx5fOZEy9XAdGFg/cz49AprtSrHnxsl84fKqguu8/uVCFEjHdZSLyIh6u8XhsesUJaWFVkdWEbOhsT8mZ2a1bkp5rUTwmAQY185IbJjFzRWp1DhwMRQ6Zcgo+SUYk9LkFZEeHYsVA7gi6a7aO+qtkrpCrk4eW6dFSNXu+CyL/R1O1aDWmUmklSVYClrlp6V33PNLp5Y66Kvzvz/fUit1OXbXZauP/jlhwWUl/obz1ijKV43J+c1UF79cvn+1QHxo8ZyLos8R96cP/LfqudBfr7m9eB/NfKr0xIKcruOuYu6XT5Gf6xf1hGwPiN/q8baWofPb/mxFr90+Ojra1Z7z+vGrQbmz6r7qi6fn7m486K9f4pS8bkBrv6v0PWs7Xzx7pWaQskTSSAbqSfO+YnyGlIBt+d7aoNrWRKr4br0qV7U/9KgJGWfq21Quc3rGC77zpmGqc6B4jDQ03ksq4ApddTat3VOxIKQrTSdFw6uapw0FjRmp3qN7lgb7+KfXvZ9Wuv0+Z57vj2Xn4fXJUVY3SMzilhf7SGc9xohR/+t64NwTr5eu7vSwei6Zp7Lye2bl7UsC54dEPXz4h45t/W5v37GkYBnQZJg7AY1Pa7d4dsepgjhgPhrZOMwscNES5j2hOMV+I9I/BNpCaRlwgwJpwuiSowTybTQ7EnesuxORIR5ECQKNrXYJISxRedImp5QO2L8jGsHnP2Itc+kPqC7SGz3pC6h84SOz4QmMXaR7Thw/XRPmGcO8wF0odETOjvC8kjwjqe7LJd6d6LViF0eMclg3Q5pNojxmNRA+4w2A3qa0XGhGYWrybJ0DYvbkOSIkwes7zNw2IBrEhEYYzaIixiSGkbdYtSySwGjwpE9Cy6rO3Pi2v2Rzh0Yl0A6JZK5JhohWk90hjQb0sFgt1Omv3IO02h2QrwoKc6E5UBylmi/wtoZ23yPxMj4ZAnBMoYNahtubt/j3BHhT5A+Yg4TkgLSKM4txNst4aqHIWGHiJkXuJ8JdwbeWnAbonfEoSF92COmxfYgbkD3R8T8dLhwBSkkSnutemsZvPVbmfeyIvfLzlOBa0bXaXfWr1KZ9VVmuKRZk1VuyvMurrUBLfpMkaegyFMZMJQjFxpEJEc+iGDEsQJHyu/ZCeFKpQoVki1yZQGyZdFFwPQgLRnsV0FoRS4reo6u637IdVvXgmktK0el+vJuU36vmu9HPSIWjTmC4kwPl/cBqfoDNeq0MCIQQaeLSA1YHQWvFhcpQpycl7d1Q9eLCBkBjYgsZIpif97DfiD314i5AjYkZjopTa/FrZ9wqBhGf0cwnrH7SLIjb+89zcnxBQ03sUW3G/TGwtMT4eWJ6a7n+MUGeXlG7l+Y3Ya5vWPmjvnpH5jnEy/bP+DF0n/8EteO9F8/IrTw+DWaOk5fK7FZ0E9fwrwjmRHVhUbe48yBro/sfcQeZpajZRTL6HuOG8vzbaBZBnaHJ8Qqj+01yWyxh99g0xPCH4mqPA9XiFPczQnTKMc+EdTSG7A0tNOvaZYNzfQRHz4R5JaIILuA3g7ocUHnhJoA/Yx9PtA+3ZOudllfGwLy7ZG0m1m+OGBkj7dfoY1jujkgJHxcMDLT+n/CmGfap7/Dzvu1b5f7G8LJM/wnT9gp/TjRPo+ozDhm8AbskV4/cjX+O7PZ8xJ/hZgW3+xJ4vnWbFFZUPOMsYb97Q7bOGKTEJloOdBOR5bQo7LjxQuDPUHcQdozb59I3SdC2LEEQzgp4WmhlSMb+xGjLT6+JRgYJUIMbOIJF5Xb5YhdfvqgkyS0T1tM9IQ3C8N14G4WNpNh2bVM/QZ/rzTfdozvZqaridvjnrdPbxiGJ14OJxZpOLY32DDTHp6QrbK7UjQo5nRCFsE9CLiJ+T8uTL0hfvsFOn5JECWagGk+4cyEOyTcJ+XwtmH4JqFhQoeZfTJ84TqCBpYpEjQi7UJIkXEz0ZnIdgbjA/bmCe+V7dYRrcOaBkbD+GLhSbiehUaE3dWCv4kMfmExifDcwMlhpoHIRHqJcIhgtsjtO9R/InbPRfdUnBN2tmHEck9PMspm52kRbmyDQRhjIJIIXYs6Szd9pEkzN+OvaNOeoVOGNyfMHPAjtG3AbCe026BpR7zvCU8bYusI3hLNhLXPLH3g5A00DXZ3DSFgDi+Ii/irZxTL87BHk2W/FXrr0L5DnWdeYIiKm2bMx0DcWMKbjmgOxDQTloY49sTGkFrBiaETRzQds9yw6MghDTSS2GMKd8xPXN+MYbm9I/othAdMzE7iNI9YAb+AvzrRvDkw2LeM9h3PLvHRP7OVnl+lHacU+Z3OKD2qd8S4I56+ZLGGF2a8BL6SjjbCLjxijaJ2ITnlEEemZeKfTobHueWdGPYidL3hqjd0urAsJw7S8Wx6fA/jbcRuhLddQ8fMZvgDYRGGQ4+fN2wfDW0b2bW/xfsWc5u3tjY1YAzNJiJdpH1nCD18dz/xcjrgXE/cNPx7eOLb+MLt0nGXesZlw2PY0/XfYvcfSWbmICNtd8OdfJXX7Tghs+JfBGuBtxOSLN1xQ5wUvYsEu3CYlbAI+81MuxvpHxR7cnyII0/pxNez8MZveVq+Zwjf0qev2HLLE8KglmVWpsOJbtOx33c4F7FvTpglkT4JyRvMly30HqsRWRZa70jGsBxhniMBIYlyd3XF/l3DP3y/4T+Pltb0DNIyycwoI10YSIcnumi4ihbbT3y6ega9xk3/CU2Bh/hvKPPfHGc/2QlhtEYpVGObkOmIShEpgcyomkLZs2TDtWY6nBqSuSaToiJQKno6ZdshwkrlUmGM2nIWGlJGpku6QLhkoUQJRaAsxl4twp/4IrwZVFwRYAq3fsp8+aRCo6NF6S3J/bLvyqG6yQiV2OTyS+JmqVzp2oL6bDy2lSffIxIzVk4Cal5yO6RA5snszoYmrd2hGVmikJN9C6oD1RguTGTnTf3nijC7zYjsGvmhNvcHhyIwCmiDal+MPvcoiZyxJ0c0oAYNhbM4nXL5JXdG5leX/O4y5rZVh4gjJ+VW1Axkp0Tt4w4hkdKS+0WqY2R8bVT6kUOqkb5yq2qTIx9KjgAJBaFrtSC5iwJg5MKOUtGFnhLNm8suBnCtzi6TnyEpnrtCyH1VpV8BoTqYat0zvZOkiigvArXaEpWT6cOUJRtrX1mUCx2CXoSbq4GUoxhUFzLtVHYoZCN85Ow4EXJkj4FYaBM0J0A8Z32utBTV0FTRnA4h82ALkGJxeEAJV65zvShLFMRntedcdJ1ojgTQlJOEir1AXyZyVIKAMJ+NQCpZEIU8JkyENTqjUkHleVcpJLRGCSnUnB9S2khlKQpaWZdSccKwlHsr4vMnHloVsPpdzsweXLy/5PfMX+v7vDZGVgPbpctN13YthUgtTM6Avfrbake6VNhqVEV+bu2jc0RERe8XNVjkrJxCQdydnRSyOiFKjoRy3tTryr1Vwc/nioJsyhtKNmyp6BoBoSmV8ZRyYsWSI0K0nJOiTK4Gtdq0Z5Khs72yhPi/sjMXhHBFxFfDX71znVeXa+zlFdVhc3HNpbHv0hZ3Ufqrjlx59l8bOn7ecXmvXPz2esCV3fL829on/IX7/tYzz/fqOgYv3/LSyHKBaFwjMz5/9ufH2Vnw6nmXDos6/JUfiSL5C89YaXmgGkml1HZNZs/FmCjzQC+9eq/sHbKW+wM36A+a82IA/qCOl79/Xu1quLoci+fr16r9aFnyF/7+C8/8C5VY/Z3JXCxw6eJf3STLPylOBFVIknPGSIlGqO2vFGNSWeHq9YXO6HPH2brW1eiIet2rhc9c/Fb2LcnPzs0Wy73V6Vsojii0lpU+cX2XjLLNFEp6nreSSln52vN4qU7rcs1K7ZTb63I2ZjopyfIfIJ8Z8/XV+KiRvRdr8qs+r++kVIdLflKJlF0dbZdOBz3XFSHv/eXeNQ9R3fvhvBPVqNRY9ou4PuscZWfINFEX/as178ZPPEQQV/bfbgt2w8EcIR5oo+DjNWq22LbDEDDtREoQXhYsT7h0IrlAbBegg91/hmZBbp8QsyHZJ1Q8zbDJEdLzCylFkkyoB/fWIUlZXh6I8wHhLSJ7JndDagWdntDxhXjniZsB+xBx/zoh+0T3JuHSTDAHojPQXGEk0DqXEdrekKzwxnhUhL5rcT7ilidkSXBSdE7QGdQ59Ai8ROQlYk+R5D2T2zPPMB2FGFvC8oa0LNCOGK+kHWh0mNNNBlKZKfPzxxZJwjSckDHhnhyyeE66JdJy2tyhTUdiwNkFbCKZJ2haxHv0pKTjTDAjhAMmbumWK1K0LNeQfMDEAwZDYzKgKohHrSX1M8SImx9RbVjuF6IF76+xzoCJWaa1VyAbZO6wh5Y4bBiGLZZHzM0z885zcAYLdLMgk+JPY452NqCLQ4fri7H7Nw7VonMWOQVZ1wyhoPLXHTPPm+qwVCqIqEZCpawPFHEgg73sxe6oJepLVrS+rnPtDATRMs/PMpQtuR9y3bIsZrPzwQjGlOhmk6PpjSnRErY4Fm3JN+iWApAo0mddT0x+DiZHVLACcziLRJWKL1UDfZYZVUpk1mf0V1UyU1v03ZRpk41YlJzAOkfdlnVYIYPDqm4JWd9hbRu9pGlYI9e07IG1okp1RKup19c8N+lCbqxgl88ofAsKbI1uWWW1GjlXXzDLr5cAmJ9yWOAXzAiJ92PHKA1mN5GuFtzLC24cmJcNy1OLnDrM1OE+JdpjIqaFGA+EaWF4UZIdaJoJE0YkfQdOWXpLara4ZYNGy/j0TEoHlpsDwsw2/Cs2eP40ZftrN73QxAnTben8nm7Z0rz06P4EuyNIhxzu2ERglzDLQnc8EkyD+BknEM0bkgSMV8ROiH6HxsjENYt0EK+wajD+iDTPHO5aTu4d9tOIO/6ZdIBl7ghzIG6fwJzALiymYbDvsBtL85z1tvHXFmMamtMOT8eVjiSbOOy+I7FgpuxIP3Ub1HbIbGjtzCYanBrkBqad47S/YvQbrPkTRl9ordB6CLJhmW4QH4lf/xmJsJ0PhEXg4R3RO8KtQyWSgqIxMjwdscbS+SNWFhq3x3iHxGvS5BhTIJnEaGExC430fClvadTQpoe8logQCcypwYuhcROaYBoSMSbin0Gt42V3zc9JFKwmcbr6iIjSN9nUEfc3PDfvmKMjngxN84y/O8GyYP4UMPMJc3Mg9jD0Nyx45j9GiCeO4Xt0NMj7DaqGcZlZtOF992WmMxoDrSYknUjynsVnIKI9zXkOXjnMzpC6LTpt6KLSphnB8dy0mJcR+aeJtlPeXiWGk+PpeYNlwdlAspYP22xsN5u3iDEkjRCh3wumhWbOdEXTYJiWxHHnWBrF9y3d3tPNARtGFu9Ydpmy2aYF6zY491uCmwjtC/NgOP7Jo8lwkxIYg2y2GBFOACHijgMmhuzo9+Clw/YNdpuwMrHTLzFPG+zBY06fcO2CbRpiMIQQYHGo6RAbcG7GLyPtyzPmJPTRQTTYNpJsYBxGWCKpd4g3XL3L4NV2mHAxJzwOxiLO443DNR5rO+bhmfDyHtEGv9vhxkDHkHOaiCOgHGMAfUL0PbYLXL0dsbEhPnxJij8Ddy4RsX/CeI/YZ0QXWk1YB91B6EZBUktQR7o+Itf/ykaPvGPGziPfTxNjijzbBUQw7hpRi0mfMOJo2eKSh/mauCjHU8SYSPdskKVBjl8hi2K7G0y/4UVhGKHZJho7MqMsydOPN1w/vmWcZ47NyKlPfLoesAnsfIsRcDhs0yNfdWhnmdIjSRzOzVhjsN01oo7wu0DSyHGrLDeG/uWGVrd8NIbBCXfhiX+IM73b0fdXmBclHI7ExfJd+JKxGbDbZ0QM8eFbCAM6/hqJylf+CZxjbK+Y1WM2AesSoX0mmYGGPTZ5zDFAHFgOHWFskH6i7e7xzS3WXuObmb5XjLfMfIvRLdfpDdG0xM0GNcLw8ELohPYLl/NMmAOyGLb/ssX4FndtEEkM9omwmYnOkTCMQ2QJifB+ZlgCv38OTC+BP0flRGBzjLx5iQTfMP+HL5jmkePhkePGcvpyh12E7v73WLXs29sLO9dfPn7yiJQ16V2mU8pJl1ty4mWH6JAjHQptjlK5+kP5RxHaCqc82QmhSdBUkNA+K3xCTs6bnRMGYcM5VD2BVKN8USxXJOVSlPlUaJgK9ZAxYIWcJMuR0erFCaFLRrPLJr+oBpRUkhBraSKHsM8KWNpkha0k4BZpcjKx1KI0YA+IP+RoD/XAUgSrhWSeISlJFLCI5giIleplpTDKCHUj+9xeKBnilCMSYEbTUhAcNZx+m42y1RiMQ5nBHLLamgTVHSnl/BRq7nMbGrcKmaIWjcWwy0BGPe5YuZoVsiNhyEp3arIBWUqEgc3OiWxgzk4IdMHolCNgWIog/rcNZcaU/CCrQ6bkX6honJiQWJVsqIZTrRlvC9Io0261ua9NzFREaQY8qiXJ+ppss46vQt9TOJK1Crsmh0xrSWCnmrIioIIpkQpqEiRXEmsPoMO531Z0OWdjRArZVJEg0ygUZSORBXjblfrlXAqaMlVURv1kx1E2sJUcK4XvOc+PEmYtpkRR5LGB5rYVUx1O2dCQVlR/yO+2vm8xhlTDUbEaro4f1Rw1IwaczaHiMea6heygytRYktcLNUgsBhU/F8dR6TdiUQ5sXkuErORoyooiQk6OrUhasuIkJd+GbfJc1sJpK3Ouq/F/dax9fqzOjtU2KasBSEWLjfq1MVLOFiXOEUbllUuZq5Fr1WzPs+BM81GU2NUofzaw1nFevUFG62+1fvKq/Bz5IOs92f4nZyfEirIrTzKVnqC4G8rcWA2JxbhlRLBF2RVjVzuaoiSTIOUkW0kUo3lOZsqmqv/qqnDmOVvaT89tXxr1lb2r0hyshgCxxTZYfr+g4VkNdnpulVqUuWj1cx8UI/u509fRsF67GirPv5nP+vWnrG0/dlSHPNVAu5ZxacTkonT57Jy8Oks1Nrx+1c/q9rmRlPN8vrypjLPzVZdlfP63rsWcnQ163vPrdZ83kZSzF/OozrLzO9X3uXQKnlHsAmgxWrA6M89l5Ver8+OyTer4rn/KuRvKaZV63cVI+oFX8kfGTK332igX3/ns8ss5UNHwq3fir4ypv2k7eT2GpVIbru1TjOY1gWpdsYyQI/oEiVrWhprLJ9dtBRGvPNulvlrWwPW5577LuWUuDD9Vfiv9qWrKfKjI2oQWUEeN4Mv9WegUq4xZUTfSQX1HhXNuoRKdukan1cqfV9nqnJDiMFAjr+onq6xZ360AVXRbylpK/U65TSs1Yo0wqIjm2i5lTOgaRZgNo6IGNXmvX+fEJfK3PPtcl8v14xwZt47X1YkiZW6c96dKT6Vic30LOlzXtq40M0J2QvzMwzswHtnuSH7Dy/Idc3zhOnT04RZnG2zrMc0Bw0Q4zWAPGDng04kkEWkWVG7Q+F+gGzF3v0NR4viIxI52+LLYVZ+JzCR3Apforq5wzpD+7QEd74F3YG6Z/DsmuUaf/oQ+f0/sn4j2kfb+RP9fH7FfKY1XrIsEN5PsFtovMCbhegcmITlomqZGP/cdkhQ7jEiaWU5K0oR6A50jPYMcIvYxYF4C6dYz3e6Z5sR4CuhyRZq/IJqPpO5fMJ2it4LMFjfdgs4Y8wBAG5ucJPs0kdJC82eLHVteNtdMvufYvyG4K5w8Y3UANxHdE2xuoevBKinNKANxOdBqyyZ2zAjDNUDAhmcMlpZMYTOYhkRE+wGS4uQBXRrme4EgyNfXyG6zjhdJPhsd5gYbHHG4Yjhd47sT7d3I1MGLa+kCtItBRsUfR5KF0EBKjnS4KdFRP/VYykxos9xaKCfzupEutvViIJeiP5Flzxw5nsM0NeXkx5gyhyuFbyFyz8uygK3RCTn+wnwmG+a1jlxGzZPgcl4EochYpkSX1n8254QzJkcbYPv8KU0pc0JJmEJ/Z+oyYSlyWc3HoGUJzcCPXDXN8n3M76Ei521Us45x6RBf/aZWCrCr6ifZ0WCsZsN1mkkaWPP2MaGV5niVumqa8exIlSInJ2Mu1qdEXkcvdi5T6pkKgIpC61nbWsvL64KWaHSpz6o5O2oejvztlRNipcf7GYdF+QUTnUbCtOVJHeabj8T9QGtGPEqaI+GkmPkWu1zjX15opieWfiFevRDmkeNxxjWG5uo7fJpo4wPB9Zw2f4d1PZtlD5MyPH0ixAl5d8SZhe3yPW0I/A/Z8F1w3C2RXUxY9vR+T7u8oX25QXbfIbsjjo7m5Q1dHJH9Efsy0386shS6FeeEsH1LkoD4CWNfID2hMTDZ3zJpTwxvscnR7f47tn3g+GVL2H7JXfiOdvie+PKWebkmtMUJYRfELszdhri5prMT2+cDeMX92mEmR/uxpVPHXTOQ3ETY/4lgBvQQiOo4db8l2A19GPFuoVsMm2RwnTAZh+6vCM0brPke0Rd613LbdUSzJUxfM2xHXt412BG6Ty8sc0t42LF0DnkTELOgk5JSZBiO2XpiDhibaN59iWv2SHhLmFoO8YmTHXns4Ghn/kF6vpINrU408Z6jJl4kEbVj1n2WN2x2rI8nRQdFjxC3nuUfbnPOi594qIkcbz4gbmLbeHbiedx/w2H3junjkXAY6dpE82agWxa6PwTMzRG57Ymh4zTdEO4T8+8C0R6Ztt/jkmf7/TswhtFloPChy3ky3o4NTZyRdCTIC0MDi1H8w4wZDXzTIteeuOxg3NKlkWsVRizPTUv7IPTfT7RfBK594OW45fh0i0sTLh6ZrOV9v8G4nrf9bzAijOF7sAvdF4L30EwOWYTjR8s8KseYmDfKV9/03Nx4zMcD8qiocyxtg5sNbppxbo/zb4j9B8LNE3wHxz8aGhVumojZWORmRzDCw2kiRWV7OGGWBZM2pMbibjeYTrMTwk9cLV/RP/6a+eV3hOP3+LbHNx3TIoQpoKEj2WvEHXD+iB9HmvtnrPXE4QYag91H4rIwPwwkEulqg/WJq68i3iXaP4+YITLagWDICa7p8H6DdTuW5++JT7/D3/ya5uY3WPOM1RMBmGVDiMoSAlaeaeV3+E7Y/GoD4xXh/RU6tT95vAkBY/+IcVqZQGkl0XjoHy39s2E+dSyTQ+UBdn9iq4ZODNPU8N3jyOwTQ78gxuDdDV4ntsvHnHuqOCH0tCHOifH0CSMB/2TwU4MMNzm/1RdbbN/w/JhYBrjSyM4GZslOiOvhli/jr3hv73lqv+e0jdkJEcCf7uiSckvCNh3mFz20hun4QEyClwUnjsa3mLll+PeZ5Rg5/t+U+cbw5rsberU8moXZLdyJ4S5OqHWwuYaXF+aXJ5bR8u30FebmiP1CMNOJeP8nNDbE5e9wMvK1/xdCI3zftijCzSbgfES7J4QTjezR1GCPAZ0C4XhHmltkO9Ju7/H+GmO3NA100hDMJ2b+jOiXXKevsnl0s+G0LHx3f8BtLZuv9jgDYk64yXD9zw5Pi/uNQK9Y98iyPbGEW1LsCMNMPAWCWxhOgX+bFv4wWxYWZqfcPhl++Z3w8JsN3/7Ha9LwifThzxw3Padf7GiGCQ3/hpUdVzf/F4zp/uY4+xmJqbfrRp2FkiYL3pVTlgbEZuodQPUA6YVMMXQOp9UL4069NitDOVdCFigqEq4msc3IaKEIuGJY+c6rYqeFAxibDZ4mlohYOYPCqYjvVNTOCx7LgvgqIh3QlPesqOoEzIjkd5IaCUFBnRklJy3OXOWimQ4oI7Y7EIMhe91VJio/ZjbQZJ5lpMlCo5mK8NiyOgDEkRHqOQIhS51ubZ+coLcotRpIOoEE0Iz2V3VkSqCipEo21Ob8B+TIkNXJk5X3rL/nvBUYm0PdaMkRABmJDxQjrZKiAhbV83jAzOCOpV0rB/VPQKWnml+hSNdSkjZq6WszklGMVbEoRusilGabUV45U8l9UA0s2bAu6/2Vjam2wSrYrgp9GSK1fUwZpxX1aUwx2FzwphpAI9lhkdtPOBenK4d0m+uaqqQfEInkHAtlTAHnhOnFMKdSjEZkQZ5MSyFSx3kqfVS4tVMq88TkfCJa0EiVIxqyk7CGUqtwRkGWubI6eMo8Wx0HkB2Rkt9D4RwxUlGb1VlCLtOWdYKSf8IUtGosVFGFYiLbraTMv6U2Xl5rTOm4gs7PdAUpt181NCnFmflXjHifHT9MbggVLbUuF2u7nKuE1lD7ojDpeuZsnryIWrg0uK4lrRrf5eNlXW/OVEl1LLNeK6tToqLDz86GSyeEKWUYc0kNUB9dnRCXc0/OdTx/5RwZQXYol3qeIxxyKCxlPcz9lueNMZkywRTar2rSy/Ri1fCYftC+r9pE835yjiS6aDO5uH7ttmoMvjAQ6LlvXh362adcPjufOI+RV/hK/kKJP+GoCnX9Xp/514zQf+FZq2dbfuS6c1l5mL5+lx9cL5ft+/lc+rFya33zp8hn170aP7nMM+2TcFmPV/NQ6tpX1/hzXc5RbudnFUbrNaAyn6+5bOp7yavmrY6KV639Y19evfbndD0/uGm9R37k9ovTnJ2Vn9//uQG6/qY/+qgfv7ci/lNpYVMiOitooBriqhH7bLzXSsmm7qJIzSCEV4j5urc7zglKU5HZDGeEv5R3LfvcSmUCYmtLFKfDmrQ+nN8ZBVkumsWwyhdrFMRn82n9vdbx8vzFnLhwOudIjSxr5WlQIyMuqoIWY5tQwS3n8Xxp5EwrSrvu0VlWMhQr28W9yiqPEcu5GiVR63wu9/ysz2PutJQPrxzVFxQ02fFTz52ftc4ViqOHizb+iYeIYNoebIPRnNSxmQWJDa0mWjNhTifMfSLKwiIBVc2pyeJEDInoYLIWYxd8+wFkIY6579MCkhJTeI/GBMsDlkDTGkxjabdgvBB2N0j06E1kubrHHALt+EDcvWTDV2+Y2WE2gearAF/MmOsxg4vGL0h0hKYHNyD9Y26BcI1oh5WvIXn0cETDzDy1WeZwAeQEwwTzQpq2JG3xN0e6mxPatmgriE3YJRDiQEwPJI4kFdys+IfsCIrNBDGSRofEiJGHPH7IQAzbnzB2Zn9l6dsO+8UO3W5ZPpxYDiBt2dfDjMQjkiIej8HiBKxEgkxohGZW1AVS24IY4mxyUGtMRFFS24CBdp/bXtWiixDcNYrgzYSVgG0TxgbcEsgieEH0p5Y0/xJv4HoBN1vsccHMivWBxSpDod1s+rHItz9lsOX/VT963Xe0yFlKBXdcTt603qo16XNF15tyRiuKP1086HLe1f0xnWURMVlnWnXV7DRdQWtSIx0ExBVng8HYHF0upqOCSKq+uxryhfP3wjkppkSUSgZISYmyOFe36nVplaUyQEvJeRvLmqCGM8XvZRuV3HXGIpoBhKnsnaK2aMghg91MrlvWcWIVwktdqm5W9+1Sf6ltXPYGKbpYlXNrBPirsVAdDbWz6zpqUQnFkV0cUWuem9L/q6NDzwFjr+Sfv30kEs8cGFRIyeGSYA83mHRNCp9Y/IHnl4nnA/StY7MxOJO40S2x3xL2W9IEgYhtlLY3pJCY55CdDCbTU+s0oLPS+gVnEuHYwOIZDzfEIGxvH3jbTnjxhOhZdMcyX9HEJ4J+x3OIPE6W/ZS4G0ZCdDwv74iTEuYF2xy567/LzTIPaFJ8VLAwuL9DndKbhpbAdnmPU4hzJKUG+28LmiLxU8N0uMr9LjNmFtpowXWIu2aeI4fTkeSErtmgdqQfHyAIhIbUKfM3H4kWxmnLPG6YjxMpWjhscdKD70iSeDk+McwjQT8R5ZlwNyLtR5bdA+HWksYXjg/f49xI0wghPmCMRwdhfvQsc2JuPxJbwcmEeqX5ckfSyPPhBQkLzE8YEeKsaHJM9kjoTlhn6e0V2IWtBPzSMCSPBMEFxUSDT0KQkZP8gTE2nOY9iKHZuaw2t0LwjuPRkIafvpei4MacJzSlHrUN83jPFEZ6m/A7RZ4WGAzCFYGOp5MwNRPDEgnThASh3xjEWq7aX6BYYuwRgWuTSNIwbWaMRAwjNs5c6SNJI1O4Ro2nd46+jzBF9ClloADQCkTZ4PBsXcI0Lbq5IdhnTtMTKcFVd0KMMvqOWRaMjFhZMHbEWkN3ldfdlDzzaIiLL7a7CW8iG9PQWkMc7nhmS3NMuMkQbQ+mL4DiBOOAHO9p9zNNe53dv3cWEy1LasAlND2gGunmHNlnrwyaPIsdSVbpd0KzEUb7gVEMKb0jLTsWq8RNQ+x6lmZDOgZ4WPBecI1loWGadkiCobkmWc/irgAhDSOK4m++QZNgDh4ZDKemxTjQ5xE3B6JtSNYSUktKnmiyvU1kw8a9RUYLnx7zu7qeJE2WPEWKTLnD2l8jIRL+HCG1zN0B9dNPH25JCB8tycJ81RC94eVpYRkTzRhpNJJ2glzl/UwfPYmGaFu02WK6jnaz4G8WbFpopgNGDcbfgWnRpiNGIXYnog0sccbYSPrCkbaG9DzBPPJFeOL6BZ6nLVNoceMVp1NP39yzf3tC4z2fomBM5Ffi0GhIU6JJno3esnQTf/z6gX4fab439E64SjOSDC9zn/O1XJ+wOkHbo6nBjR08C8c4c3ITS1qwIXIyG6b+a+TZY54fCeaA/fop6wc0JGbS94KwxdkMTDIhAzKG029Is8O1X5FEGOwDMBGGa1S3hG1H6iwu5j02XSeUmZE9y9M3eG1IemTZRZYrhyzXmNmR0i3Bb3Fmpm8ioY+k247UCOodLIaGa4xxvOzeINLQu2eMWVisIdIz646gHc6BbSZsB3ZrsdbhHDgvdMmgLvFxk3i8OvHpbcB9eqCfj8yxo//9FxAnnsNEkzzu2wn7E6JYf0ZszlXZ7DO1jEiLVDomsZnmpwosqqD3iL68Ujor5UNWKDs0bfIkMjNCRNIICKQ+r7g2535QDmRKJAc0mIqQ5sIoLxboQBowI2Izz6NJMSP5CjVTMgsrFUkVrABNhaOeEsYqHWuCQhGEXEd4BAZErvM1qQg+NiEyZwVfhZp4WtQhaZMHqWlQJpINGc0dOyCg5kQWKF02gOiQFe7YoNoU4cgVih7N70gWXvOKXZGAWcBSltxm6hDdZqFMC0peiiHA5DaWqtimY5HRsvE626Kl/B4Q8wbMBvAZgaglhF+LoBc1A0mMRU0PtBm5aE6Ie4HkIGT+/4Jj+evDrfCMYnP75zZKaLgmJ/4ewQUMqQjQzWpzzNRHxeCkGfElYnOoc4180CLoGsCV3B5pLnK3fdW+eslTjyIUB08NwzaZ7ktMTYYdszEiGYg+j03bImhxLiQklZBG3eS6VAOLmamG2txCWUEQVyJOSi1yPgoPqUR34Ep9M7Ij2zCqYF6UoaKU5fBpLRt2MbSo5nwUmlGYOcKoJKm0bVaoKpqKmvx6BpnLPYWmoSBmKzRLjclC/qLnuW/I6EgEQkas1YTbxNx+2aCvq86QOXA1KyM1msoUajWqAawazUpnJaEmD/2b4+3yWJ1UrDrJmrzws0vPFDKXRlG9UHNfmVHXa7Qahoqu95rq5vIGyeuPqY6WrFSJsOY8WPHicr4+P6k4G4BLWiVsdghZ+eyeC4WwOnbOZZVLirJ7RrpnxdhUB43J3MACpJRISUlJMNHkNcVkg62Y7AzRWM1clsobL1VprVRNCEmlzMv8nHVG6rmTVoOzqUbmiq4rZZncTys6vswRuTSyX/xxjnYpRsli3zwjo4vB4sIu+DNG2flYb/rM0Pxjhb3Sky/q98PCPiuroiCrYWKdJKWoapz8/BmfHSoX9+rrz1eczrVe5/rJq+fWv+t8qcaBerd5XQm5KIPqthLOZddrq0M2lT4xvEogKnVN+Lzsc31lNfKuF+Tzevm9vqP+8KeLer0+qmH54oZXk/+yVnUuXt57Ue8fjJm/dpS2qvuaZjkFU7i+KVzgmtCKfDfCmvgbipO4yHuVN11ScUKkYtS5cDBIdWrUqILyu9qzzIFypj3KhrOMRE5F1itOCC2G+LSUN65rfeEn14JUlracL7keKuXmOkzL+1Mjw2aoSZ4xrNEBqxMigs6ItOSIBmV1hFPkk5qIuyB+tUbYrmuKh0ITIiu9aF70Mzd6bbPqQLiIbigOmCJYZRkKzX2xvmfOQ5XrXeTBOpdNaeNiWDw/I1CjSZS83+exVaMnC4ikghg0AkcqOOe1o+NvHCJIv0V8hz1FZBnoJkMTW3o/0NkZOTzC6Ui0nsl6RBL2NsIYCYfE4oTROXwz0W7/hE4QPpR8HUQ0jSzzPcRIO56wBrbuFtt77JVAK8Trdxgi8c0T8e47vPlIq5alNUQsQ98wcoW5mmj/7gQ3E/btQDpu4PBLknOEzkMzw/YDJIt5vsFoTyd/h4kN6f6fSfPCUTqCsbT9jLURXiZkDAR/Q7A9+7cPbG6emJeOaQGZI3ZeiDES4oAyQ4JmUbqnAO1CeDOhi6IPHpMSzr4HE0jiSIDdTvge2rsTumk4/OI/Me/3LI+PxBM4AWMEGybMsmCjwdPixdECwURme0Im6JdENDB1PZoMy8ESgzKPIYu0bzvECdtrwdpExBBmw+LfsmiL2AfEnjDbI76d0KcZmWeSGJL1qG5J45c0cmLbPqKjEJ9nTIo0zYDayGwDxizs20fsz0GoV0BFmSF5uyrzSVJG+acidKGsgB0cwmUugZRl3oslW4lnJ4ZUCqcy75QSnVvvM2A9ukaakymWTIuYHpE+Y7RclrdEMk1TdkJ4jOzL7KzUqIXytchDiCuvWvaJVS5r87nq013125CjWChgM7VlLQ9FX0yYWB2N7tX+knPNlTVczssKLEVMq5TAZ9l9jaJDs36azjKVqqz1hqxrSslZmEFmZ3mrrpeituzbeb9ZI9Ik5+jL7yJ5Tax6rORIFpXS5wnOe1Qg52Uk60HU1/7pElxCuecJQyTEHhcc7ukr3HFLaCZm/8z9eOL9p5E3X4G5UnZuxzVXsBuQm2uep4nv3JHGKd3GkqZIPM04Y/BmRoFxSOii9O2CRuXw3BLVcxh+idWW/Zv/N9v+kdZ0hLhhTlfM4x1N+D2e/859+Io/jF/zHx4SX3448TG+4dvwS4QDVv7ExkXe7SIhCvcPigZDO7VE6zn4/4w6YS+PNEzc6EccM/d2xygd/t9GuB8JriPZDXY7Y7oBuwg+OcTfQPMl0/CRp+c/EP2WzeYtXgO78JEkhsFeEfYj4z/+G0E7jv/f/zvTqefl+YhOsD9e0aQOvvGEXrl/fiYdTtj4iBCIv/kW2pblOueqefjDA9P7f2ffPvKmn7BTwMeGeDKMHxyzjYybP0Mb8eaIbXu6X/9HFhKfvv0TcTwgTwdMcMQBonGM7ol5M9F4S2vu2KVHJAXi3HBIG2wSWlUkNnSp5WB+x4v5H4R4y3z4Lbu+5ZvbBmkMaWsZY8PLk2GJP328SVLcEDExMg4Ni7QMn77nNC68/YcNd3cNw9PEdDRE3jDzjqN5YDIfMHPEjjOdNOz2WxrbsvP/wBQSH44TIsrORKI47vcDimB0wMWBO/0eowtPYUswPfvWsyOyDCPpecF5wdmF0TXMbkdnPa1XQt8x798xu5lleMITudtumdqGx+stMY3Y4R6fJgxHrLe07yJqlNP3LXFyaGyQBL0EvI20rgXbcjh8yfHwhn60dFNDtHvE7sA8g32A44J8fKa9a9lu36CaiF8uxNkxvexI9siS/oBNEzfTglXDfHdDMI55+ESUhfa6YbMTPsz3DGHCRTATRK9E38Fmi7ZXuPmAf7/gb4RmaznQ8zwYUnSYNqDWEf01pIlw+hbjGtov/j6DIv75SFyUZ3UkHzHPD7RRCduWJB0hNYToCCKklLiWK/a+YT4emU4f0Os9entNEsMsigbJMqdsMO4XyDIR/u0DySnj2+csAv/UI8L83iHRMP9mR9h57u9HTi+B7XKgTwFzazDXDfrYEt93xN2GcLVD2w632+CuR9qvB/ww0X/4QJQrhubviKZhMh6NC3N8QJaFmRnjlfBNg7lW4odP6Gngl9/f0x5GPsVfctRbTqc3vNi33Lw98OXtzKfn93z79IFf2Fv+3rzjmAyfjoleem7lhvf9E//0i/dc4Xj7e4MTYd+NqDq+f/6C2ViG397jm8Su2+BMS3PssYvlUzxyckcWjfg5Mvo99+0t7uMD7v1HwhcH/DfPuMXTjC3Lk3D6vUE2O5qvfgEyk+aPhATHw1eoNHi+ILmZ5/YjwQ7w6Q0sjvgWtAX7YJDRIDcR+oHjn24YPu5ZhhcOwzPmHzzmm4b2ZUt/+AUp9czNHu8mth0sG0hfCpGEjhOSIh2GZFo+XH9FNMK1/z3ePCPtDWp6hnjNnHqufKJTRbYO9innCZuURoRGLYNP/Pkq8HQ38P3XE83yzH58wk63bI+/YPYz9zcTbk647wZc+NtOr58RCdGSBRKbjYG2oKOkcNevyW5rQjADsuWMhohkxadw16N5RlMNCAa0YxUMq2CxUgeYIgydLT5nW0xBw1c0WlqoxtGzRFqUspVSppablWcpSQzPaPn8mZNtSyk7XhgZHKJNFnoKh2hG5VoqPzDFUIUtQnB5LykJujBd+S3TCGRhVxHxrEjrgrRfyyNlyRWLaMiUTDi0GIWFOSv2K1q9RqtU41M+fxbiquGo5EeoVlEq8k8KorHmG8jeORGXHQRFuM9Vy887J1islATXaz9kas7iRPlrh6s8yDVCg/wOqSgCkh1EObdGRvlkwHxB9ZlUDCcUgbQq3JmzMSNyQm7n6kiimoFqFMaFwq0XBpNV2a9j8NJql4XminCUiiqNYW3eXGb/+n2lGFhN5Wg+R6RUp0k1lq3nasTFhfFO1hB0qLQYUsLHV0SwqVpVNbZw1nOUUv9scFjtNxrKHK7jOJTWMqxRAhrJ9FJ2VcwgFWqnauzJypTGaigqYydWg0m15pbzVZtKrtjSym+Xlmgt+UFCXkcqrn6NSMBeGCn/1lHKrWtGbZvLz8ujjE15de7CgHhhp5WLKud+/EtzoPbzWZE80yeZMpVqxEJ99kU/Ams0w+V1ax6bSp1Sr60RD+VZZe1ZnwsX/wrX8opmrr/L+p51Hc10AmX+GJttl5XP1xgyLYBCKrRGmkdUbqPLNa9WtWD2VyPxhdG7LmdCcb69asqLvlstFKXkz4zR6/p+vk0vb1jPlzpcUOsI5+n0s45X9bso7EcPOTP0/ODGv3TTjz3g87t+rCz9wZ+v2uvV1ed2fT0ZLiaP/PDXV+fWBj+P3XN3XHS0lHUOOEdalbPVWaGm9EU2wFc0bS4vz73LuXhGzl8869U4uajj59f96CS/HFdw6Sw733Mpn/B6bP3gkM9O/WBg/+VDP0PsXhrgUKgOYOS8D6YqJ+VNW15FBtRZfxFBsSYlrc+osk6NgKjFKWiZ/1Kd19kal6lRqlOj7A1rx9ZI12Io1wJsWd/rsi1KPco6eY5srI136cAqa+GakLkuJPmZIpkG8hyVdUnvUh95IUvUPpQqWlfK0MtEuaUOr4ZDfXaNNoA1N1qV+yq1SXWIF/DASn+19mdth3RRZm4nXSOZXSmj/C6X917Mu+pkWeWECwfLTzjyE4+QZtLRoYMgdsJIILAwScCeBDM6dGswGzCNxTmPsQZrHHOaieMRiZGJATM3mOkKVSmREwCZcjOpR5KS5h6xjulhziyqsUGtQx42yMGh40KYI9pa8IY+GNyLwUaL2xT+YFEEj6QnmD0p9UgLbvOrPK7SFlXLbD8gWGyhommaDmc9sWuIzmDThGsCGg1WG9QERntiGXuWk4F5g0w90kzY/ogVpaHBqsXYFlKLeTRoCgS75JxzBhBbEhgbUmuJCss8keJAenpCksEmkHaDuEKdahIimV7BWlB6JnNH1JYlWfAB7gbUCUtnYfEIW8BgNWdA6VkwKO2cQUBpSthFCd0HUiMEApoSZjJo6ImDRUePSQ4bMzgraYAlwEsGCGiXQS9THJlFiSJIMph5g/mcvu4vHoLopUpb1/WzLJHFR3MRkQ9Vb63RQVojDuq6WfK0ZKAMyBpJdeGMk9wfGHsGb4iScwIWeiqBFQNmslPIVBomcdkJYTxZRz7vVXm/yo5IXY3zNUK6yFolobXIRcREraPWcoreUGV2k6MgVJdi4K9O2nh+p7r2rLI7K8VTzpFnEck5GNbVV+oKkshUtLltpMhLdSW6eAhUCbKs+Vqcvjl/hGQAVC0TPe9hSpYhpQAKpcprhTZXXR4TVc/Ii1opozoszrLET1/ZyOMifInBcNV4bLvg/IAxwix75vhLJvfM2B0xtwPbrxP9acEfE6MdOURPSIZdavALhIMhqGHse6LZEE83oBYbjkBA9wOKEuaGFIWRF4yeyGlEesJ0Qxz2zNvEbB6Y7czUGqwJ7OMR11vGr94ynTzL0yONHtnpiFPP4dSjeHy7I3ph8oloLOJcdl7OC5IGjuEJ0YmQesT2OPk1pvUk84TKiUhAU0BkwjhlbhxzZ1jsRNNssXpN1Le42eNPR2IbMXeKdBA/dmhq2R4t7eRofJ9NCpsBZUJDysj7aYZombqepQHzvMP8S0ezzPhlxiSDkYbGRPCPiK3aiKeRPc4IvoXohXG+IpmO8fGGRWZkjJg5oumOpD2yZOo9bMC4QOMOeDMjY4OEPackLDqyRFhiB4uBCFY3NPwCFz2WCeuF4+0GJ45+3tAEzw4h/Ax9QRFC8ogqCQ/Gs3nn8aKIDUxPkWlJzMYhXcB0R7wfsZIICiE2xLYlbhuGZDkuEbVgbzym6PQZo+ZQDDFsmNXy1F4hsmBMT0fDInAkEW2hQi/yYQyJOCXwOR+TNgLvhDg7hvEN0Wyx7oZJI0N4QYg0doexHbPZk6xghxyF4c2EbQOyUTCG8GRY5gbvG6w2dM7QWqWZFnwcmZpE6k5gFqLJ65dxYFpgBhMSJkwIgbEHY0Z2NmbtwVhCEiTNGISma0mmQTBoABN7bDT0i6WZlckHFjcxjQNzMKRxIMmEzDPNY8BtIpvriJ0ibgwkEjG+IAS8z2u+PRlIhrRzmBQzLY+JxLZjToLOAdEjXRQ0GWY9sDhlCS1PYYP3E91e0WaGdMJLw1Y2hDCznI4Y02ObFjQRjckU8KP8TPyI0HcdJlmGlBjnCdcnegvtEPDzhJoIUQjdlsE2JAsxKV0DmwbYRbSZiBq43xlshH4a0UqpqgmfHDhFv3pCmsCojuUIpychHTra0xt0Tniu2EmHaQLN5ghsGIZvWKYnCE8c7Ik/+XuCbZmkZ9HAHCcO88B+iGwILPHAYIX7zQTiSbsdxni8Ubyx8NaQkmGZI3GeSTGimjCiOAObNBHSxNItzG8F3bWIvSLpRPRP4D2t75Bm4dgds6/7uMn7rB0xjHTDQHKJsekRcaQ5oUFpmxmzjZnasskAXl2EgQPiB6wb8buJtIsEE1FxBO0QNZg0EUPkNFkmIu5+wBolWkiq2D4ifkb1kaSQjgeinEhi0WbC2S22TbgZhBZpT0g3wzST5pkYhRCFkxPud4Z5SPj/JvhHgxNDYyPb9olBRp7HB8ximHVD/AmsNz/DCVFyJqSiVJknkJpU10CaWOltSCh74Ao4ACeUCTgiukG0RyWh5lRQ1yXZlO7JnJ4vgKKaw4FNRZuSkQuqOfFgFWpI2ckhRsBEJA0lmqAF2iJHVkElo8bVZBQIumRFQ5oioF0Yi0WQQsdUUR41PNRoi2GT7dfrRpKK0NMVga+0h8nKosZiXtMWpEXtVW6zShW1ouiabOSPZMdGSXisJiMVRVuysX9A4oDKNSo7hAnVY5FwfUbKx7aKd6XNM6rFFF52NZEsXOZQysw1GvMzaM8KreakPsgJ0Rk1e5Cc8wEttAJq0eTJVFYTwjPgUfmqtOtLKatwNv+1o+my4Di+ZNSlzYZ/iTF/dxaVHiSHo0sR+jVmxQkfEFuUrvzyZKQMRZHIY0GwaMjOr7NBo0TFmC3gS47yIgCbBKlQTa1G+SoUV4XFFtSiKaioCGEEY0ootiOxLX09kBUclw00ZiwGnLyR5uYvhpxkEVPnGGdfA8JKg4QBbYoDJkcySMoGEql86QVJKclRjbqiivqiACSTywttydfyUhyGiTPnfWa/zZzVMdcrLShjnndxm+up5X1KdEbOe2HRWBS7GsKeslKxKodSoptkLrRRDqJFrRYninltV4rAksAoyZY+L9eJOH6Y9PYvH9VZJZqKCeuCm74YGbNep6Xvfmh0rYZi+dywXd7vzBuc15OaNLGuJdVslNe0LEKv9EqmKrXmlQNh1RlrTUyd+bk0Y4sxsDgGsq4smOpQuOQufhUFUR0i1almCmWVrJetbVBteGIRUazRHNacLFqdRZoTW2eqpjzztCSbTVrVV5vHV6U/0TLOpfqiqqGwKp0UZ2Lt93NjVET36sBYuyv/XSnC5MKDsBoAypeVRizV38uNqZD+yLnf/6eOS6qpH5RRiAIuvFqrsX2t719yaemrD4RXYyT/nd+nRipCXXfKO1EjUvRVQedh//mT1zAuzm6qet0lBlIunlueWXg0dL324uRqqK3rRDUwnY0T1TlxCaSs0XrZLq0X54s5pLbBK7qvy2ars79SjV2+z+eNeTG+fmQwrDQ9r07V/r0s7nMjTfntMj/Ej9T3R49KKVTnRUHXixZjvzVgJCPL1WSHeSqRD8aW6y7+iaFGCQoFiMCY65dqHbOzIkcRSN6LijFNEMRmp4JUep9KXVIBLSyoLmsQhOKzvMEMcgAxaHLkZPeVP7yutRVEACuQo8qK5f3rKrxGgaw5z0qbi5CdAT6XJ1MxTjar45SSOyHft+TxUUEfBXKWu6fKCZVqiXWYnA1rdQAUMI6ZQUr0QaFNodKTFoT2udwiK5TvNdjpTL8kub2qDGsaEJ/XLtXSNxk1/Pk6nvc5zutEze30k4/ErA9oBHPfw4vF3IzQBxZRJgPtA7gPHenLhHGK9y2N72mWDZ25YggP6POJ2S0chgkfbtif3mWKIPtS8BmZUiLoQNKUDd+L8vTykUUW+u4t3vfYP3jkJRJ2D8T+gHEGs3VcHy39i2G2juGqQ9oWkStMmvDhe+bFo+M1suvxb/43BAhpIKWFk/sXADZ6g1XHtt1CA/e7hqkRdv0zbZhxzwYdOqKbefb3pHlPfHL4aUszbrFvPuCvP9EHx820Icmeia9hUszHE8ktxNshOyGKYdtqi+BI2x0zwuHTH1jmI61/jzsMSNrD9proEskoYmaMzYlBnV2YzZ7JXpFCQqdI3M6Edy+5i6PDDDusbBDtaHSL1cSVPGCZMYcjpIg5BGJUTm++I2xPLMMt47IhHXb42GNOATlFnLF4EwlmYDYTYfDoU4vZBtzbgZQCYR6Z1bCkDRId5uUWm37ieFPI0VOm0KO9dipIkdUyACIVeaREdK9rbwHJVFl3FdOUnIftwkGu7vLBiOQcamJK0mSTEBMRmozkt3nZNCY7gYw1WOsRYzHWI+T8dapS/B+adcf1GRXFr5hKJVRpl0yTHbmUSLMaZag1p5uygtOMYXXmpgXChOJQ3ZTrMvBrdZhWvaLmm6uR09W5fEEVm69MRTSKWZek5JBc15Gse2WnrZTnxCJp12iMvizFeV/RCgA0F6C3la4urbJh7W/E53UyOSSWNXxdcUtOD5qyTVzobj9DTwCPmf8Djp63179j074wyBMLEy/jFwzL33Nq/juHqwPum2fu/peFZtjRnA48P8Kf33fsF8eXqSMuiXEITN2R5y8Gprjn/uEXGE18YR4x/sT0xTNqBf+4RxYYuw9AZN8IjVwzH74mPr5hMvcszZ9xzQC7Bu9mvggPNFc3vNz9HYeP9wzhj7Rh5k04MWnHx4cttu24vfuSaJSDPhDF4EyLSYqfTpj5ifvhO5Y4stm8xbmG1v6fYP81Y/z/sOjvUQ4QRmw7Y1rD1J243zxg3TW9/wJ3esNy/xuacaB9uCLcHRm//A6MZfn3PWbx3D43GG2QTU9sEt++/chkRtJ/fUHvF/pli0sNh3c9T9cNu+9v6f5pT/fmO5rbD0zRMZotzgdM9x3iOuAKh6OVL3A+0e5HRu34w+kXTGPHFO8I5hlZAi4tpPi/EtM1LB1CwNwEXDvRmT/RyQMy/GdkesfAJyaeGJctft7hQsSHgJNbtmGDxhfge5Ze+fTNHZux5erfbvHB8AZD+hlGYRDm1KHRZVnItdz8NmFvLNP/OPDy7cg8b1hsR3s70XzxkXaY8aeFgzY8xA7jW5a3W46D8v3HmU1r+dWXHS4E5GFANOE6T1LPsnhmDTztEvhAn67YacOQ4KAL0ifwynyEMIG7V9xTYOkWpv6Z5m1L+4uW8H3Dy7/8isZvUP8Fk97zMv8bjWm48r8Es2HwbzGqdM8ToiNdd4JNwv66h97z4TvPeGzZHjc0S8PNxrDpAnocILyAWwj7GaUnyga9FlwrmJPCg2JDoJmOTBZ0f8CZwNuicz64hhjBhxPWCP3NLTQeqwGdIjYmfOy5Gj27Exx2M4M/MR2UYZiwxxnHhDk1bF4mmq8j179ekMOMfJoIJhHMAeOEbmOQZNHHrEPz1iNW6Ja8/827HbP2tMfvsc8DG+Pw4jjqPaMeeFr+jsP8BV/uTtzuEksYmcJMJ9fs5IpxPPD09AecvcX1NySnLJ0loXCQn6Wgihiu9zuceL5LD7yME92VZ9sK24eJ7nRk4YYwwXh1x9NugxweMc/3XO8Sv7xNTM3Cc3/k0UX+aBy7I/zHp2ckCjYtgMOaG+gF9x9fiN2Jl3tDPBjmb69JLz1m+YolNuw97K2w6ReW20+E8UseH/+eefofmPkD9+0jf+6e6fyenbkjhMAwnWii8A5DIxOjfiK2SrQD1jv8lcXZjs7taawn/coRG8v832fCy4kYFjQlnCTEKTfzQL+MfNjBy7XFsMPoDUn+zMz3uG7Dtv+CeTvwsL+HscPcv8Ew0bbvsfHE9uUTWMe8/1+YTcc4vodl4KY/0dxMxFbRWYiPlnQSTvKRU3eP3wv9Vhh2jtF5BrNhYcsmLdyEEwHhYfHMp0D7+IS0wvLFFmcUd7WQ0kKaviMukfDxHl1OTH5E8Vx5T9PukbBFzBazPWL2A+HpiTi8wJBIQ+Lx3Y4/frWne7Ls/p+OtrF0O8emWXjjv+W4DNy//JEYewa+RkzzN8fZT6dj0lA26xriXtXzKqxVBY6ysQdyNEIo91pUt2R0dUG06Vx0m4qqrQpTpQqqURbVGFJDW7OSqwXNISslT45qyIJGV8osQk1RFjOKPqNx1siMmltB4Yw+q+H3Y5FLshdV6ECLwZgxfy+JijPaoyjXUsL1yRRKqllhzcA1KQrhiewYyY6BmgBY8MUop6UcWwS2bFDNbX0R9i8xl6Eg4gtoXy9sFsV4jgFaaghuNT5V5VILX/R6VHR0CU+Wqo0KBYWX6bLOSqnkOjFRPZ25u4qyLJTPkbOm/BeGWyrUQKXvMjVPykqwFJofU5VsU5T+kpBbLJVyQKpQSlE4zhr1Ou7QOnbq+xVDq1ZEkFnl/4yur46Ai0W9GFNzPoISZWMkF5XOuB+tiEUdyvh8LchTuf/rXKhG2PXf5VypAnQ1w1Zj4sV9klbg0+pkKXNKV+NMGXfV0VIMDlpCvLVOjdU0fjYyruNEq0GnY0VywmqMyfkxoEaRnOsfz+NiHY/k/qvjRksEgLWwKpeuPO9iTSpKiBTaHq08uHIxFv/mcUEWVu2eXHRH+fsycV/98bIPXoFF5cf+lIv/68X9l/3P69/J7VATRhtjLhwDrCWdleazoTaj8OQCpVdGUXU0XERZcPFbrUFV4Nff18iMi2VifSGhIt7We4yFJNlZpVLy9Wh2fJCyslzySFTHT6XN0ZUqKH9KXZNqFMrabp+1skA1ap/zRlx0xrplfT42zkbn1911djhptSKu38/XXHb9Tz4+r/uP1esHdEfn6/726P7RQfiDn1/XvY6fyzOfTYS/8phXffK5cv/quWUQrRZPc/FGVSa4RLTXde+yoPPnOQdENpRUQ69c3F0diLpW7aJf18b4IYnbGVn/+XMvWu4HA+Dcb6LyI3rAef6fb70YV5/99pe+/sVjzfFwWeJFJEgqBh6tOabMudkvqYXgh36P1TFUX7AaeMpvNdFrWXtMcV5k2hFb9vACDV4NXNlhmXR1E5U9tT7HrY9c1zs413ut4SWitzynrhZ1K+TinJZoV6l7i1kfcN5t61p02bZ1bakFnyulXMgVdXwXh5qu7VSSkJcxuwJYVrn6YkyubV7KQqiAjuq4O0eQ1Pe9BErU+8tv5tx/a3SVKueIlyobXe5LP3Xg5aLSIiQRGqNYlzLt45TzaKkK6gLLJoLPsyAGZZpOaGjA+Iz+jA02BTpClvAl5NccFaxgdnlfsHbBaMoBHFFpjMOK4qYjwkjyCXYQY0N8eYvcBuQqYpgxYUa9kJq8F+kQ8FPALwETWmzaY6LHhmxcTemEsmCbDCQJtw0xeMR0GGPpFHxUXOqKmLWg7hEJLfb0CzS1SHNCGsFcGexuwDYDhmt0ukXVQ5pQF5nfjBlg1W0QAnE+5W4qiYKN7BA8ppsQN0BqSZNiomCwqETULjBHZEplfnmStcTW5wSyTBgM9jmRQTYdZm7wS5Zn0yahNhJkRNOcVZvkwPmcMk43SBBS9MQkpFNAxxFJBicWYxPiI0YdPnVEAovM2dBuyhqUGiyW3lisUYIfXqcB+FvjjTKn6vq+yovFAbhO1SwnZ+pcKeJFnQv1ujrPLmXTywi6i7lQBWWESlskNa+ZlDwPYqsUV9SJHIEv4pECllsdklUfWF++On/9uhcKiezELfkRL/UYzSEXWsrQVR8KSKGgqjLROQKi3lvX/LoGmLVOWUYr8l9ZZ6rvOEfY5uj0KqMLKbczZ5lRa+R60YWyfGfXfvrB/ql60by1PmVNKiYMLbKoipS8eaUNkKz7rnvHxXq8drE57yU/4xAU1ww4UYx1qOkZ28Bgj4Rph1k8V2kBiWwnQZ89w9FwPCTmo9LNiTYlXCNoSKQhAhNdOIIRmqsnTHK4+S1OJtppBhkZpz8SgyC7O/Ati+1J0WDjM00aCOFAXIYMCtMGazzOWpxOyPAJm15wXY5+WXRP0gabPNY7ojOoRPplJiZhSUOOLLMLNIne3tISaa/bTJ1yfCZOHvwANuGPFju0+OgxweO0pZEe3DVpc0OMlsm8x7oT4/YD+BF/GlCZiWNEo6VzCWsirktEl5CxRBH2YG4Ee3C4paFtW/quwboTKiem9MKyBFQctttl/Wi0yK7Dbq8wtLinGRU4jsWaswjOBprpPYscmecNSQ2hnTDmGT9PWLWEMcISkZ1F2pawMUSnzAssQTFW2fgSsaQBQiRMYFzE+hNWWtynbeZwPz1nSty3HnE/fS9FBGn6PG/8JudZOhwxYSROhsl04DxO8nrrg815SjRHWqlpEHW4UfGD0J462pjwp2OeIlNPEgd+Rkyg2U9AQHQmzRENzyQszg9Yt6Czgdmi2mKaFu8zy3LQhdMUSFOLmRp0EdoYsV4IPqAOWt/TWIv3EWGG8IhRQVoPAt6/IDZgTz0swnXs2EhDK1u8tLRxws0jcxsJNxtsO7FTwyxXTNxh04xbhgxMDAeiRIadZXZC6AwSYHlqMAH6uM10v3YmmYSkiRRnwrhF6dC5R6JymnPUS5xyZGWvYJoFWSLSQpMETY4oyjwpVi3NzaY4QEZUlTkugEX8gNiA30yoVYaDELA4O2KYsSFhjbAcF8I8EKKDZocj0TUvWHdAzZFoOxbdoFFxYUHSgjM5x8bSHNAG9GoEFfzg+BHl468cCTXPKEI7z2xSohHBTRZ7nJDhGWGP0GC9w/kOtwRcmrBLYhmUZRmIs2AXYX+y9FFhPyIKXVxYsLwYg/rI/jRjl8Rx9izB4OOESYFFWpK1bJtMvuJdjnpb0oFh8ahrkOZrTL/g3USnjqsZZgW1JlNRLokocMDjrCDB4HHYJUfILtcBsQObh++wxsEUWNSTYsDHgeAaYudKQGGiVct+dmjqSbHHzANMtzA2zMZhVHkXXojTzOlogZm0ObH4iccKXg0zXoR5k0gJdLHo0RPxRGuJHlI70YaOG3mD8zOzCdgR9nNiGWfmdMRKZHaZwtMEQCa2LmAMbOwRL0LEERRiHIkxEZsrjO3Y2QErC1fa4/Wap94ytJIjbPRA1gt2hJQIMTGz48rtsU6wjSA+EM2OUTueozInpVdDkMi8/R4V/9eHGD/DCSE6AAnRY1aQtC2bfMiGokQe4LbqKjPCguqYoyTYIuxyYQroAua5CEgFqYcHesR8TRZGvuecjNAAm2xg1hMQwGfkMzIjqSiQJDB3qFwj6YimYwmBzdEWogZlRjlkZVP63AzlXZBDfl9uyALMI0jCFGFQuALxCM+IPJFneZc5OW0OHc0OVktFpqEjSkXsVYN5dtJkGShHIyg5f4OkLhv5zQgEEgXNor4o4zmCA0J2wsiMcCxtu8nCRxpXJDc2omYGbdG0K/ee8kTQbKFWe8zCYKz5Ji7Rt4KsSMYi/KURjVOmmjK5ZbKBZkEZiphdKXlmqjE8U2c98TdFvuDJhuvCe1wSPmOLEGkz9ympIJK0heQzgt0IGTU4k3NY5KgKTQE1CTEp0w2FnDxZJVOJ1XDrPHEECWPRPdoSxVAMoJKjRYgdOWdHHdRzzi2iOUmzQEmySRFyi2FcA6KHokDcZGOuPYHEwqVaJxFoTqiAaChCf5sVEWouiFjGWVGoarz3BUISmyV4KVQ4GvLvWviopVInpULbJNkxIDY7MTRWId6TI4OKUFiVgjWZXUEf1fZQyVEjGlk53LVE5thsFJFUqNdkyf2rDaoWYUSIaMz1FmsR73If6lL6pM/zSSrnbHFYRleUkBwJsyYS/4mHFGSVUjmFL89eGmZZP187HS6Ncpf3ffbTBbI926AuDT3V2VSeJll1NcZijcPa/Lcpzogzb3Fhtlo504EStWDMa+eRlKTpUgxjZkXR1fqcK5yjCWrERI5kOOeSrWtEUQJRTIloqHks1DhU8kqmqTrBUtENJUfepOKU0JxHIi9Alwa4yOWxRi7UitYkGasBUF4h4s+I6HzuFSNDvasWeeYuo0KB13ku59gYLah9/ZF+/snHq4Y+/5ANC+cOuxwu6ziUizbQi+tXg2PtzL9Wr7Nx8fy0Hxmv6zWXg+Pi4YXm6PXUuBzTly/C+XepfNeyLht1/8lHXtOyI7UaaS4G/IVzZv3z8rzo2WZRbRwVlFAAFdUIXNH0q5NpbYpXE+fit4u5/rpRPru2vMe5wMupT83FVHv+h731A8vM5Sj568cFNVD+qBO3rOOpgD0QsgBXyMo1ILqw8odcvk/Std3O9ICJCuKoDmtjlhy55RpyAtYtgse6so6UKIy69mmKaEqk1GBi3q9TKnRGKRb7eVv2irru17lQoikq8jcFlJSBGyK8ygmhApINcnVdy/tsRgVjWlajntZBeW5vWaOtajhiqFiNi5auxny9uFfX9eSSQmmNsiGCLOvvZ0Nk3RPOpa+OFM30nWsuk1Sd8rXPiuy25oVI2YhslCISZM509GIfLc+oa2rd139uqJcKYXAkFTqndJsESwuTRVODNo6X7sSpnfCtxYtlmh8IyyectDSuQZYOk7Y0aabTKfMf24EUBXmOiDfYtwnTRprmhNFI+tiRZsvONRhxzMfviPHIcmeIbw3h3/8T6f2vsL/9M/arD0h7AndE2z1Lf0N8CCx/PtEfZzZTwEZPE77GLAk33hMZSeEBtTN+M6ANDHeRlFp4/w1+7LgJEz5FXtItkwrJfkdqvsWNv8JO/wjme9L+PfZqxN3MiD4g+ozllnT8O5KeIH5L6APHb2YMju3xDcyRabwnxZAdN+JwfIExO9zNGxIzOrwnHk44a/DGonYh+RNyn+BRSduGZduw+JZl32PDSNM+Y08D7o+a55K/wsSe9uRRbxjeLaidGKZHZFmIwx6SZ7PZYb3NotYwEkNijkr7aUTvT7jrHd1uA+0M/Ygb3+HHb5j5yOJ/jzpFXcpyc7iiEWHbQjITY3+Ppvi3x9l5wOXZUakeZQLRlbWsGtJVyHQHSSFWUE+WP2ruqNWRYarrsUY36VmeFimOIFhpU41Fi9M1R6/68i8nqK4rlDEWYzuEFqsbEgvJZOqdrD+DpBrZlwFIOedDiWRAWXNZQNnLChhHfV4iNWYUrI5QctmJCRC1RLjl8ZNBboXeTQOrE0IkMw9AuVdYaWrTGbBjBJI2QHac5ciwlpy/L671zw6TCqgqEXeYC+BUWHsyi39lrbzsA4UVeESHSE5ErZJyVF8FNCTNa59d1u7MEkekhthlItB2feYZdfS3DzGJdvOJzjWI3RDNhser73jqjphHjxkDv4oHvMy4x5bwu5bnF8fDE3S6cKcTbSu43UCYID4pZnnm6u4D7eaF+RdbJN3Rf/9/pl0Sd8/PkEb+/eX/xSJH3K/+H8jVNwzPN6Sh4034b2zj98RZSCPIcoema5wxdJ2lXZ6xn36XrSw3YO2Ok/8SFkt/tOA6ps5iY+BuOJJi4lPyBIGlHXA2cdf/PY1v0XeK9onHP/2e5flb9O6E7AL9P3s2LztUtiTd0rYb9myZ2htOt18S9D2nj/+V0B/p3n2kEdh/cASdeUwL1hr8fqZpLN1VJJIw30d0Vsydwb6z+D93NMcN+/0Wt28IT/9GOHzHS2oZh4adabm62WCGDnnaYjcd7ssd9nHEP90zRMP75x6L4cYo1pzQ+K9MunAY3zJZZbj+RGg/cDUudAHipy8JU4/5bYdcCePWMZjA8TkxHAVvlDsbWPzC7EfGZxg/QCMTnXvAxC3x/3iLixPz8K/IjcJvrzCbn0HSLwazu8mOS7NHxGH//C1MT0xyw9FesbFCj9Dj6QaHhGzzskagEWxMtI8Rji23n65ouwO9+zOqLafT3xGMAXfAdAu7L18wJjL+MRCGxDQ/MJPYvZ3xTSJ8vCadOpo3O7ja0AyRZlI+jgsPp4lNsyNt9tjDyE2ILCKcNiPilKv2jsYmej9jlonNpwcwDfru1+A3dPFbXBoxH66R6LlprzBmA+YakRad/hmd3zNcdZy+umN/mtiPE8/2G4L5DbvlEzenPzDOB57m98zbhuevronWMBtHfA4cPwbaxXLbfYGxjqONLHZijP8NTQPD9J8w4ZY03MDS8FH+mZH37F8cm2XLzd3I7mYgGiEKTOoYtWWyysuj0m4c7a/v8C8j/l8XZln41IyoizSbB3zr2N5NYIRP8y3z7LjefE9jjzQuYRbDy4cT06cJ291hmj39mxP9zbe07fcE95FJ3nCUG7oIzXDEhBOdG4mtYdi8R7aCfK3YZNnc95j4M0JvJBLtH7G6sD9c48cW+5yB0M30jCzfZm1QZ3wSenra5UgfnnEn4WURggqLCn62/OIo2L3CPz5jTGITA0eFP/EMMfFfPo40UXnvGqZkuY4PtBr4YByDUe52Bt8Lrg0kiTyHyPN0oLl9Q/Pm/0ojH2nlO25H4ZuDMnhDu2tJMZKGiQXDJ7PDqmeahH52dM97rBWGzZFkF778139hMwec/V+Z5IZtGEjzPQ/tFxw3m7LHR/bHls2xZ1ruGKe3xFND9xI5usinJvBWT/zn03vGF8vvPjwyNZHD22dGn/h2L5go/PL5hS6NjG+yYy4NLWH0jNc3LF1L2Nyj/oWdf8u76ZoH+cQjD9w9Trx5GJn9kbH9npMIz63BzBE/LLQucOtGGp+4amYSDc/zV4wJlvkTISjz/pcYMXzR/O/szYl9eoPV3/Bw88Sn/sRkXwjpPX36ik7fcB8TDyHxji2/9Fcsm8hws4A0jMYyhJaHRWkC3KSO4Ce+e/O/E+zfRpD8jEiIiqqOZJRW4GzszJRBmuRslFrRDRmNIhVlVmU7MaA9hUeFarSWmvhwVb5SMQ5oEWRWawvEarwqHj6pHwmpBn96Mj99EXIKil1qvokV5TFxRsFVRStBTaQoFZ3pVsEyK48B5HiBMnZFgU9FwdXyrvLajlAjGKAo89W4UpVNPddtRahA5SfNKM2SoHf9rEaMcDa+SLpAkNjy3tmgvD5HAXxx0NRcGSUZGTV/Q2lfrQjlswGsqKuc7U35XbQoz2eajdJva33+ypFq9ESJ/pCASKUAqm1R665klE8eV2vi0VTF/Vq/Sr1Q3sdcGtMy914WeKvRrE6PnGhutUvq6mm76JfaNy4j8avB9+J07p8asaG53ML5qhWJXsbBDw3fpT9JoCUPhtFsPNBSziujsClCeLWXlfqqZKGdijjXkiy4zCXgtbEjFrBnbUvJ8+nVURS+2q6rA+Qz4+O5qbk0dKzPKvNdinVlNeQgK+D2bAtKCDPnRHvF0Fj6WUikGqb9s3JCrBX84eePFCGv/np9was+lMuPcyRLvUjk3Fav77u4Q7Kim0P+LdY6RARbnBB5SujarGeaG3MRtVDHvKxK8Xl6m/X7JTq8/rlGRqzl5Qvrf2t36/nailrLSioYEZLJawjJYIpDMKmuzkxNNXKD87pZ+14vnQcX7S0X3y/OryvUxaVnfPu5zz4fpXpZ3ufn9fzDGv/y6refeaxT56KQH1zwE8p4VYHLCunnF/7Icy47j9rYn53/sdqd21J+8P081j6/9mJQ5Wsr6nwdo5/PC3OuV22rS0T45ZhYKZOy40xWiic9P7quLloHWr093yevVozLNquVvPydH57/8cZab9XLy//q8Zcv+GGcxl86qpH9XK/KtZ2dLlUG+qze6zi4qP6rds4XnaMjal9CjV6T4hTPa5ZgS3Sg8waxBut84UQvpcaEpkSMC9EoKRmI2QGRqpNZa5SirOVneaQ6bovxcJXZ7LmPXw3/fJ3Uva3wpUjZw1ReG/VezQ85y2HrGvJq+taxWZ9bEbiXTo3yT0v04isOsQLiWP9ee4Bz8qZ0MU0vZaFy3Sqv1CrVuhZTqKbiTLoo+/P612jCc6P97EMAI0rySpKEypA95bKD1KLWo6YnmgPoC8kFomswNpL8I7IsYHsQSzIl94ZfCvd2pqgSr0gTwR7QEEiHBIOH7W2m/grfo2lC2oDZK7Z7QvwV9n7B/B8G/JboewINYXKwLPgo2NSiqUWlJ/mA+kgyGRDjbE56y9DAIoh3mGRhXGASkkw5OWB1TJlIciZH+SaP2B7jdiQxTGku7DsbTHCwzBAzZY2IwRmP0WL4VcWaiFElaIviWeSIkYiThCER7IhyAtkQcciS8EmwUTEmFHEvzxEjDcYkjAE1nmT3GOOxPu/PtjmQjMXMvnBAd2hyzAgqiUYniAZZWqw0dMsBGzMPuu4NqbNEV3SUGCHNEAaCRBBPdiYGiAmJsQQeZ7COBpPt1P9T407XNfK85pc5eFZEL8a3XtxR71IyqkzIul8Vls56xeu1z5QtTfPfSFlXLIIt0QLFeUGNtKpAvFRqXUE95LVZPq8nyMXz81wvOROKAV6IZwN+FQ5TWWNKFKnoRWaGNXLksz2/Rpy+curnukqNjKDmk8gXSAXNEYvOVuX6Wt+qH6Tzul/7qFKnrmtZ0VNerWEX9au62qXQXNf2YkcQjRlwpRZd9Yva9v9za1o+EplqeuTgBXWeyXgiW5J30EI3G9rJEWZlmBZSmHKmPSOMIkQv0AjRR6ydMxhrMZiQ8OkRwWD3R5gMw/ueNO/B3uJcSxc3mLkhnTzh5NB4RZRABllGxHUYaRFd0MOQ567xKJZIQ9SWmBRrwHcesQYxE9YsNFeORMJLdgCmaFjwLMYhyWIejuhTgOMhYyHnaxj3CCe0UbRX6BNyHTG3Adcd6eQDwTyhdkF0huLwn2VLxIF/g+JYjopOC6E3RGuQ1NIki9MXLCMjx5xXYLbMo2RqX8kUfmbT08wOmRxRLLMYNCS6w0CaRyY/MRphCBEjAWe2WIn4ZAg0WLvDW+jjTBNGfHrApgVrAskllrklnjzLZkdqdlgZ6MwJxTIGTzQLwUbEBrrN/4+1/3q2JcnSO7HfchERWxx1ZaqS6MZ0AwZgxkizGY7xhWb8p/lA0vgwL3wAxkAM0OhGd1VXVaorj9giIlwsPrh77H1OZlXeHDKqbp5z9g7h4WL5Et/61kynwip/wcQzDi4S7MTOHbBrwbNBfk58FWVhmUgbUMizR+aBwZbaHUYCSkIJYBzReKLpieqQuYNuJjOWd9kmrJnIY8188hGxBm9L1tR0OCIk4rEnj5ZgM8lkxglShiwd2q8KaDNJoRPSmTgE/Dpjh4gJE2oiYWNQmxh2D9ClUgZMBNNljMvIZQFUai7O9043OPUFxJgdiUSSGcuISEZ0RPSI1RVeV6gaxmSIxmPE0NmOC3uJNZk53yJrg9tQ/CVjqU2ACWSXiH5EbEc0HVE6YhqIZMQcwRlcnYOTDUQDSCBaONpI0ow1Hcb3JEkk3oOJ2HEqlq8XGCPGFx+ptY5kHLNaUoIxBsQKPsVC05QsQXwB5jhIm1KUHj8VwIENSIqk3DHmK3La0AVPJ4LfRuxsMXpFtJ5MKhjuhyKnY+axKfhTs01hf3QcMxysJQyGzpY476hrMjeouJLFZCY0HolWOW56+gQ2lS0nmgxdse/dKuNyxijYuRSJlr7ImiSWTMKnADnjNwOugixUlLFT9qLk0ZPve9Jxxs8jOXQc4yWSMybDMUUeTKlNupo7UnLMYSDTFeZZk4mjLTU2fMQ6IZIwMfFwNISjJ194nPMEuQERJK8RHJq7UgiajmAsgYmYP5DtgTwIWMW6RLCRtzkWMkJncdYypEuswFizAK3eF+BGukToyeNM1ox0BotjDp6QHC4Z1gp7tVg6ssDshUiHTkAf0W2Ag2AfBKwhXK0xvkCUNRmYFRMyq2DJSRiMxRvD6FZoB3GO2LzjoLHoddFg1BCj4ZAtphcundB1hhQgzpk0B6wTOn9BzJmZj0QiwTjUCZuNI7ufnnA/oyZEVSRcLEpIbs6bMrNVbOUat5SiyZ5SdPABpVLPLPyUFvAIn1ECEMdyr0qpozkAgYYIM6amXJpQn53K/j87VA1iCjIu2xE1M0YjoveglyAvQAPEGeyEuiPgENlWxUTqs26LMWsuqhJVHJhGh6I8mnVRJpkREiLbuqJvEd4iZkCkI7NBWSMEhLna8d3JQaoJZabU1WiojzNlb+HaFNC+KBO18JdmD7kVHcuoWSHiqzGRMUuB5WKgq4D6iq43XRHoqS/DLtvy3vlQx+ayItArul4fQGfghlJDA8RkiLYC84o0aum+SMtA0JKdklNB0CM0J7nRYjRn+9PRf8lj0Q9dqaFQ/kiLU0TSKXAjooimKmDrPMxaDFxpBUorunPxEyXUz21y0xD0qCK2KfaldoW2IJepyh12sWOKvquFykh9CYhZj9gS8MjauEyLMWIqR7bmmn5tSnqoGFsMwoZwalOg0mo1P5KkQlMkVsoyihaJtuRh2Uo7JBYSGPXkxcCpindzIJPJWpGgtlJxBSjFOGsfa0ktFSs1sFa5rtVTAns1I6ehp5Qaf8qoTOV5pnKGLz6Zag7mkuGU69jKUmumrnEtcqTVx1AonOVGwJboO1Q5lLWWVNFSO6QrRSrJqZpEbnn+px4qlSpimZDVUFvgVCc3ZUEDlM8WeOoTw1GaY1TPHHX1+7Nf6y8s/4oMqgqbGKxYjHE46/Gdr8UNS5AmZ8hasksUW0xagVMB69peU+SsNaeMm+WxUs8rgqsEHWkBh3YPWWRUC74aWlG/ghwsmQY1o0EFk9NCvWK0SBk1GZMtqiVVMmuufKfFwDV66rOEVGCyINlUd0Fe2tT+V5cj1CWHLlvVyRfXXrgN7YJMLu/amNvLK9e7SpXPrWDvMkDV6H/E2/XzjpODRM5+ti9PTs52nGbd6bqTES88etMzB8vjh7ZOad8vE+7se3lyyWmunCZp++jJfZa2nJ2xOAzM2U9zctY01PXy+Wk9lW+as7g5kmChlKsOiyZXGvWG5ir/G3VEdVCUpdwqadT1qo97Sdr9a5ZCe68lC+Zx7zz5+cMzzv+WJ7+cM23p+fl/9nZ/Zlx/5Gi8nFr7SQj1nWrdooZClbN9ucor/TFqLLTm/VbHPbLMJ6npt9Ko4oxHxGCtKeBqV6gLusFifCmEaV2HoQTWUxRyhBAOhAApKTEqOQVSUDQJKQkiqeytUpTuMiolMFD2BqWotwZdgBQzIg3cUN9ZM4VCpAYZxNf9rOpokihFj7cUlf5Yu6Hua1KzJRvgoc3hZVgqj/pC4djoOc/avARB6h69ZCz0nG2q5XkYChK5FPJt2X/LPF6UhTpezdGWmzMyletNyTRdENXtMtPmSK4o8drHTXdaQByfeAhYq8UY3cyMGsjpj5DvsPPnSLwmu79Ful8R+V+Z+B3017B9jlnN6MV/Radr8sMvyOFAOgaMCs6XNHSju/Ka6xUyRHL8ujiwvr6E2y3pi3+NrJ+R8j+RZIdcf8B9ccDdOjju6f63Af//7Mn/4wvG//kl427H+OGW1TFzkY7YtEHzK5KFaXOHqc4Vi7JJPRo7Dm8KnYPtyzwzH+4hKNNNYuozOc8lO8M5ol9hxx6SQ4Yb7LBm0lum/XvW6rjULzCHNbL7iEomd4XKZ5OLTqtzQOLM4CbUwC4+J+KI8kfERK70mk4th+F7gtwTJyGExGpn6IJH3YRuDkydMNmSqeRFsCZibSL3K+LFr8Em+uGISRPOvScHS3x/Q5aOvHpBMrA3H0g6YeddoWmQ3+C4ZDX+ExL3HK490+eOEHskDaR0II+RPN2Tp4xYwbotEg/ItC90J7MgNmOGgCbIh6El6H7icYaEFzhRiNasXq3AMa17llFwZwHFc8HcbCmdAYvYmgHQzOYWsK70q0WvEloGfCs2LThKvYgCaBPxqPEIhpxAJILZl1WnpjalyOymV4hpgJq6DE1XpXHRn3XRTcueeS4b0Pb6bnnNhSZZGxioyW9d1ripYKOcSyazqZmzJdtNS3a4gmgD5sVqr1bQj8zAtPQ9qQkYZaGbMyUYIi3Y6YbSlNSyJaqhVet9aavdU/UGtVVvSLWmES1o3HTwAK0+ZLO5pE2oAiRseuPPAyqBktH8hqiRN+uRw7DCmheYuOa4hvgCLu97Vrdr3q8OfFzv2OQHXnT33LobvvevsYNhuOgYpgNX63uymZgOHRBZHX6PrD7gv3xFPm74+u9uSPst/W8T683EzfgF3XjBm+/XHHaezF8xmUyUN2S9Q9ZbfLeGd98T3r7BXa3Iz28IecMx3qBpZJXucJ2wfbbGAX36iHSKebUmemXTR6acuXs7kEZFbj3uKAx/9xG7uyc9e4uuj7j4f0W6XyNpT7z8HnkxIc8NcpOxzyNuesv2cGS0cDcILs3YbiSz5j4/Q61HVr+CMbH/u1uUyG59QR48Pm65SJF1+D2W93yXduxyB/czjFcMhx6vr7m8vGD12Zb4wRHeO472wJ194Pqw5/L3e4IL7DcT+5y5nQOZno824HPH9XGL0NGtntNZw8v5kiEcGfI9Ju8J/QSd52H/jPGwxr/8Cnf5nLUkNu5AHtd8d9yU4uQpYs09L168o58+Y/vwf+HOZt4OD8zujuPqA33v+HK6xP0s2ZZJ+Q40Y6YNEj35eAnB8sIqK1HeywP37MgrQ+oMe3PJg7ki7y9xD5fI5o643TNuRx6uHkgHx/zNpqg9n++xXlh3E0kn3vzpA2HOrB9+hejA4dU9oYfjXcTMYF9dINfPsFGRvXKYDozhA5vPlasvFHd/wH14z+w9h696Nvc7Xv7hW+LasfviAncJ9lIxTjEvMswJvp1xc8fGfk4nEHORprdyYJIdK3PEGUeXPuD0gSG9wsZnHMLEXZgQu8KaxLbb8PlqxT4NuPmO3UqYXyj5APm9Q8aArO5JmtmtE5gVI18Sdc04vSDqHt2+xbmvudBrBjcgQ6bzjpDuGdOeW7GM2XLprrnevCTb90T/n9C9o/+wwoghvPeYLuEvExih9xtm7fg4DmjKxP2IN4nLeYUNnnszcEwd4j14wX7xgH0xAe9RnZB5jT2umOSG0X7JdjTcHCz91czq9RH2A7x5xchMyrekfSJ9iGTbsb+8OGU0f8IRk+FPby4IQYlfeNhaLi0MkjnsvkDHG3p3S2f2jPmOFBzjtWN+/oyrO6V7o4QuMK1GYp+ZtgmfBT0miEI39kRn8esV0WZmPyIa2E57UMP2s6+w3QarCXLm4z5znIT4/pr43SUr/o4rfse7LvCuH7DzEXtUjusDx+sPXIdLfnH3JTGveUg3WFGSHMkhMfUdeVAOrw91W5gIU+Z3Hy6we89X6wu2qy3B/XeklCF+wKQ9eYI5DNyh3HWKxA8YPsBK4Lr4rvt4YMeR/3eaWIvlq8sLVtKzOW6I1uC9QXXHkP7vSDriDv8nMlek+3s0TPhk6FYdO1bsEfpkeJEiozh2bAld5t2zjL0D+w7S6yPy1Rvc+4HhzTV56Hn49SUjPe72BjNPsPsdfp55fdxCtjhjUGf4fvWKeR2wH+6ROHKbLhljz/ro6eeBu6Njn4XPbgy/vRJGhf1DJOxGpo/3bLcXXF9+yZE37M3/h9n23Ptf0q/WfPHqNbb/6RDDp9MxLf/tWIooN6Vn4ec+N1CaoV4NqoWXWClp8NUwO083X5wLlWqoGVN6pki25wiUGgyOhXYEUwxrbRkO9kl75PS5NndTy44oBrW0gotnNCAqjaqnKZjFMDtHnUtD0RlbaU1Ke7U988zHo9XYPLmRmqJa0uqXQtat0CBShspUp8GCyhPOEXalyFrtR3ElLfg8C6OQ6LIop48Qkokl20Qz2qaGxOX+JyO3/d2CDFL7tDn5y7kn1ElzbqTT5T91VEqghQ5Hz7jh21g2T+EPnGPVUXXuGFZgQcafOVPaJefcy8s8KaPTbrso+udoHKnK6yOe5nx61+VZZ86atm7IxcARgNOYngynEwd9y9opbZETQlhMTUE2lQu1tmcpaHxaAwvVzvLuDaJX3/Mpuqo59krkaDG69NEcaE6dSlHT1nSb7HLm5IDTM5efbQxNRW5xdu/WD7bOqVJou2VsnOG4aJkg50VGW0ZFyUr69OPk0P1z7hZ5/OsP5rP8yF9tIp+CDsAiQ1qAoDzzNEel/v24DsO57JFlXMWA0XOu8XIYKeuhLQWpdF+mBiFaa+XUxCILGm0JjVqgGXZN5kGjUpGFLqfMjbLkTki3NhaFnokSvFBDXrKlSiAji5a5LOc87EUeC+fzU5e2n7mSF0fCI9/98uVpF1tmj/IIgPyI/UmbaJHH92qH/uDWPxj7Tz/kR37+4AV+5P7tnX7iuefb4E+d84Nn/rlzzj76Cwvmscxtc/bJ/tNSX6RlhJ2CEKdbt2sqXlVBluBBlauN474h2B/JnirPzlrV7sOjZ8hpHgg1W+Iv9d2TLx7NBeUnLv7z9/mJjz/50GbpGs4zEk+A09Nn5wGeZYK3Pmy/PzryIrtK37lFXhVUcKn7YIzBGME6i3Werh9wXUe/WuN8j5GMkUycIQbFToDJSEhoDXSrJHKdJsVndar/0QJkp9a1E+VsFNo7ntZYAZzUc0QoXPgti/U0F08D8aTmi7ashDqXVR/101LcVaSee7Y/LsiCdn7VhVv9ruYcFM50DuWk89V7tO8XWfVESC198VRHaf/aZ5zpUm3/bptC24/Pzv2EQwAnAkYwsYyTcIEaR+5A/B7xO5x7IOtUAs9ZYC7BdrW+AC0ahZ+sSvKzOKSbcTcZfKlvQDDYwwCHUpAWI2Q3Ef0BQofhAjsFZG9JM+R0JGEIzkJUZGcwD0J3r5go5OzJxpfCjpKxqkhKaBpREaxZo8ZgtVDEJEpwXNIEMZFTqYmn9oDIjPEbrO0xYQLqZxKwJFw2iCZyGtGY0WgLirIXcIrOiiYlR0VyxLlUAvLzjFElpQLISkSiJkzqcVwUakY7kt1AwqPOge2K3TMn1AUYRwqN6kQWS3IeQ8YkRXIm2UxWU+iLKKAIVcXaYjuVoB+oO6DGQAyln3JPDp6sjoypQImSnxrF4dRikoOYSEEgtAwAKSS/ohgXHiWq/fTRNu32r+kwiwCr8lzP5nGb87rc4vRLkxfyRAY+2XcXsAkUO9IuwfWylHLVa9q9c8nm0gIcynpqry62NMs6PGXjt6B9a/f5xl7APrrwwrX7nCtDuogcNQK52RIs1yh6yoyg1Zh7op8UgVl+kUSr2VcyH5RW/3Bp4yOayHNdt8hdaUFZbTZOrmdVYf9n9Rxd5ORpl23PP9FmytIXzd/Q/ACNYvi8jz79UOPKurACRsmHEQ0ZmQvYJhg4+oHgA9o58mjIIWPFsu7WQEbzHpUR3ARGSe4KTGStFqMrrDFkY+i9J3mPN68wJpDThojHmUDvI5ILPXDfreiGGd+BupHoBrL9AnEW6y0x9Egu4atVynjJ5Fjm+QqPAoekzDYzp0DUIp9MhmxHolNyB6YvPgnB4thheVcymeYNJnhMsNijxT5YZAYzBvzoWc9rugyGLZk1QVeAxboEPpFWkYwy2kQSU1DIyRJCR9SOmYFgenrpcOIQK6gTNDh4sBA7xK2w64zzR9REDg6SdQQx4AJbNxKysg8OVU/Qrvptjhi12LjGmI7ADSqGg/VMwMRIRBniPf3RoscAk0fnyBx2+BywwSGdxQ2CSZksRzAJ2+0wbkb9imwsKUZM/nlzzngPJmM4glVyKCCKTCChJGNJ4oi2I9oOTT1ODVkjqjuszKjziAk4k7EukrsZ4wTJsbhddI9hwqwT1oMJgkkGcRasx4grmkAWyKH4x1zGWvBuwJiRMuABYyLWOrz3eOfxzmGMYxUtBGGMFsmKHR0mOLpY/AxqUok7+r7sKZ0r9m0wWFUwA5kLMK6Ajp1BVgPWg7NHRCAkJeRM1IGcFHsAcwQ716w7NwCKwZPVIDkgJPJAAVVjMdEVDKzJSO/LGsqADoUCvlFY58LB31tPxDMFT3JK8KEg0l1PFiElR04WE48l0HpXfHR5TEgCkxVnQTYgTuhUcAiBFUl6cl6hcUAnVzx0FaiTZkvaD+SxIyXL7DwyrCAk8nEGKXUKHvldPuGQbJAk+DggwRXsilfsxiCdQ8eBEBR1gvUjse/IA8SDMIuQVJDqO4rWYDXAlEkZdpqZVdhMSlTY7VeM0TLYgHMZ+ox2qQDLcsbuFZ9AmQqgPBjmtCIfBdlPeCZWbsJrII+lhsFYTReLwWqEvEeMY4gX2GCIh8QYE5pHXFa24xo3D8xH2NvIJBD7Apzqk+Kix6jDjUe6dCS6RFhDZxIrE0gIHZfsUO40gZ2xF3tsTigeSbawA+aJEGbII8ncFYwzgjU9xmTEzLik9NkQI+xSZk9kz4xNDhs73FgySiXCMF3gFbrNgdQnYvSQM+E4YOaijwGkzlIy4QJqFZ0KwGDOkWwEZcYgmEkwe886WZwTtl4ZesgHJewyMgnGdHRSdF9rLOv1BhMtPRFvAzpN5E+g0vzkIISp1p/qDUXjfkspLF05GZlAwqJUYVzJAMCDrkFWqAyIzIgcUCpqQhOa5mIktUrauQQbRAtXY0lnVlRLbQGV4pAypkPoUXsgywzqkeBBOhQP4ksh1Bo0UWPAlDQ2Sbm01zwUw1M2FblSiveIehBF3UNF/eXqOik0RcY2JdMB2yo1BmAA11PQ2wdUpXDXSkHVqSpSESGaCyWSUAIGwkXpWwqnpqYDqhnlAujAFVqgIiUz5Ac0H6peKSCxFL8zPcj2zCjNaEiUAMS+BFrymiVoQwL7UJTCimzUeFGMcPMGkSNFEtuSeodDZEJMQvNQCuzRA6sqlD1KAHtE1SG6XvhYES0I9Z8wZLXx+FeUc9mRBJGK4sy+9IU6FAumGC0ldcvReEeLzlvuI8wlKIPjRPV15nxpinVF55uK7teG4F02narIG1ON+1SRPJVjWTMaI2X76OszbX2XiQVZSED4WJphLsv5UjIRWk2JEr+ROua2bIZQ72lK3QZb224yjQdWxdJQllZddZQWZV4pdExFd8+l/VARs62+gBYuXqXU58DQEF5ljpUAijCXvjXFOSImFkMy9SAJtVPV703V8edqsARAEOMLKjSVeiet6LdIW7dFhkieQUc0VaNIpCCxRGp8pmUWBZSHsjatB5Wy4f8MrlfalKmO+xPaujlLT0ur/Ky1I84NtGp8lXILzdnFYuiWbJtynpyufBRcOjnzBKlOPGnFzgFyRdupqzFUraj/0l5Tkd5LFoM9dw5KlWHNDUfNaihq2SlIem7kFoNPm7HYmgqYxTncuJgjqkJqSF0noEWhMVpoxIpsK7LeYAvyVgs3ukrJ6GjIQFPBdBmq7DDlw0oPx5nhfDIqz/pUOMtiOI1x+9lqWTyysVUexVmXYVWqsazViD11kzZqm591nDtNTvOoUMzok3FobTv/qDpbmoNSfnjPHz6xumXl8RMfU/ycsn2WxzxqbwuuN6dCbb+W3+XsPGnC7OxzaYEGUykP7YlqbHFgL3zb586eVlvn5IBoAeJcHQta+a2z0dotuc7NIqs1tyC5Oa3vRk9R58Li0KhvvbifFx+KnH/6Z442YeTxR+1GdTCXTKmnV+tpZB7d79yp9BOH5l29rgORqndVpxGgUrPrihCAWsS0ABHc0j9SZWK5l61yP5z1hQPWi3wRA8YWueU8WGcYNhu877m4fEE3rAt6cRiwVrFWOR4y45jYH/bs9num454jd0SK0Sqm1LdSEVJ2Fclb5/yi75bAgEhz0NcsySUboS3WVjStyJildoQESn2asxpLWus0aC3omls/VD7x5sDTWHS8ti5aAEg2FLhhKv+kZhUuTrlc3sWkQsmxZEPUMV8moVJysEGkFHHUugcvWSltr21FebVSb5rGha4UoE+jVm3TynBeN0MAdXW+ndeZkB/O0z93CLCxDmsMMgYIQnL/lmzXhJv/QBr+gA2WLt4ieodoB3MHe0+QgZkbjBNctwdxZPM5apRoE344sP7qDsmW+fY58mAYvveYMZBsIF8Kh5s/kbZv6B8u6ea/wX9/j70d2X13INzdMV9EuJnp2TL8/ciwm1jdBebBcLjYEn3H+FlmGDPPP0DWwLh7j/o1vv8rxKxQZ4lZid2RrBHiEaaZGPao2+Muv8cOO/r+Mzp/DfEtcrjHMmMl4OhZsybF7xnH36PHgTxdY/uB4eUVOUXmjw9otMT5AmMVfxWRrPi7D5jQkdIXZNOxN99hGNnuP6ePK9Lz70jbD0yrl8ysEdliWJMfdpjbHXo4EndH7Cogl0cCHVN/AUGRh0JJdugFNYa8HpDs6NKMJXG5nUluxsc9QiJf/57cefTNhLnPhH3PfHeFXXvsYMkJUo4kOqJ/hkuefu4JeI7mFpMNXRrIVjiIQfxMf/09sgRRf/pYQBANiJZP1KkiuVKumir7qsyt+1Xho5IlCCALV0pdP023MiWz2JSCHCy0rkVAYuwKMQ4jGSFT6uklpGZBNyS+UgOsVB1GDdCxOMxFlkwyQ0exefsK+Kh2WssykLqWU9VZbN3bZS7yTNvf0GhYBYFssNHWAG+tT1Np2nIuQEBdWABaQOVEU1sKQU+gc3GMkxANJ7mnvsicXPV604BPVV8xcvb+giSDStHlhVrvj7o/UvW+thmhVZ7mRfc7yeEnAEdyaScR1RHoUN2Ue7f6EtLAjJ96GJJ7jnSGzhU75PCnbwjvRvrrDf2qZzdseLh5jjx3yHNL+i5y/LhnfXHNi/4r9vE73k3/gEkBhkByNxy3/5rBZ36hH5DU8RAvyfRsnw/kjWXsPieqcAh7sk4Mm+9ZrQ4cD78mhkteXV1z9dzzMb/hLr9jd/Fv2IX/nuHyLZvtN6TDTHc4cBFnPp8DYXbcasD6geerG+Yo/OkusLcT9+4jaOD53RqblPvuW6Z+ov/lDWZ6CUeDxCMr/88M/e8JH35JfPsbvM74FLBvO4z0ZBtJPrPZrXn29ivUBlJ/wyQde3ODmIl++AO2n+C3ByJwv3VEHSC+wo+evb5AjeHAc9KwZjNsueh7DhwY7cj8wWC/FbjeIDfPGTYOdzkzj4Y/PURM6nDzlnV/z798fs/DaPiPf3rOPA+sssMxY+I/48Rg0v+IypbblWGyD7yX9xzlgHffYs3I5vA9z+82jPeXTPst++4te/+W9bTFjVd060R3tQc3cuz/C7FTVpcJIwMTv0FIHI/vmPlpJ91puln81TOkBwnfoelIGD4jjxsOc2aMiZ1fc7QDeXVN8le4ELiaZ1Lak/ga47aweYlXz1W8x/WB+PIDJq2wh22x380fkCGw/Rc9Kh3+DwaOhsOwQu3AerjBS88cPhAf3iKXCVllLsIlPn1JMH9iHt/gVHFDh3Uren/JamNZv5qQLFyPHTsj/OOdIwXD8DtPly2vblZIl5mGD8QuoVdfgd9g0wVddgxySz8dme0XBGuQPGH1I/3FDQw3dOmeLn4LIfP2IXFQw8f0knwI2Pc7fEhc7PfFLl5/Qc6G42xJOZPnD6hL6L9IpJXF/+6afqfkG2VeCcleobLFmzW9DDB9gwnf40clx49sxXHlfsF9Fo57w/H6wO3rd1jTM5jnyGzQjwZJE5v0pyJuvn6FqOO4GTF2opthUMF/ZjBruDwKfbC8tV9yb66ZR0M8GFb796zze7Lz7DrP/H5NeveSUTIPZsZeDfSvr2BMzPsjVhIXEjA/Y74JMKilT5bV3QvsOBBWH8jDgYtnicErt393w/7rl/gvHlg/v0VvPNOzjjB13Jk1Pgv9sSebQpjuwhHu7hgl84+rhM+WX70xzMHx7795yayZf/VXI8PFSNrck9xU1OUMW43czIl5FQn9PR/f93y4/2s0Wta7O569PPDqi3vmfebwjTD28IfLyEojLzSj6UCe/ojLWz6b/gYJno933xLMTLh8jxfl//jxF9zMz/jgE+PuDvN5xlxmrtKeK52YL66Z5i3mzR9ZHe/5sFXerLdcjPf8cvce8mfk9K/4wB848l/p+5H+5QzTwPGbF+Sjxb9JpHTgrtsT7YGo/xlxay76f0kvz8ibI3m152rnWQfLw6h8nCPf6o43+pGLhxdc3F3Ty/es+Ibh/gXPvv5bbPcG9+v/SFQH767RyXN4/xaTYWUS2Vnun3uiNczxI6SZzdvIOiofrh3jAM7eM2Do3oP/fsur647LS8FsBLNR/MdM98eIDB6uNmQPcd7T9Z5ffvG3uHBk/eEtc9rz5tsDkZ/2h3x6TQipBQrVn9m9LbJWzfGFN74pei3t3BVaj8U50rg1W3GpdjxGiJ38LE0BSXVxnNI6dUFe53rfqnwuzpHGlXky4pvC01JrZamVYGlOxRPotiFFdGlRcZ6UrIelxoJ4ToUAS+wNhqpLloLNsiC0E1pTdKmonKJMVgetVkIQbfUxGm2CloCInitkrcYDJ+OwpfVXhVLPnDWleFnNZKn9URTM5pCvQaRmzFKc/LL0f3vPauhDcQq2Ql+NANeUfhCohm01EJrz41OcwsUDvMyFplSeCpvJ2WsXx61CeecFmd+U1Ybab7Mqn5yS5syjtyAfhYUG4ZyaRB/PhWKsV+W3OTuX57X50vxLevqeZgRV/vsFcdjWTkUFt3Ex7Z4n5HkzpprBUmi2TnNBzwIrjUqo8aIXx1cZZ221IM6dY2dzpr13CfJUqi/q9Wc1Sk5GQG3/MkeXAT2N5Zkj48Tde+bcfJQpcXqPBdn2CB7XDJOTu/D8eT+436cc8uSPhYapjeifwZ7LqS+ffi9PvxBOFDfL51LHneVvfdSecwdkHablu+L4E+QUfOMsCGHKva2pBRKXIATVBm8OJlOva0j1VvOjziFtsl6XZgtS/ywEYK2+SePfFVOQuAullZa5sXxfx/hRxkQLDOipBo201zp14FkHnK9jOe+mHxmndv7pKLLjTGYs8+ckgR4PxtP59r/zOA322c9Pva/8mT//jDUtPHqHp7P4h1ctFzw5o42H/uCb0zp8Kp/PAhNLWs6pboCRUkvHGFsDEaXwurTrmghu8lVPwYjT/Kxn5PKZWb6r87XJ/DqJCu0i7cZFbrbWL0GJ8y74YX+cAhZ/4Xh6WfvwSVbdz59Kf2acf3COPPm7HU1utwyqJ+ctCN2n55w39kfaUMf8FC+2GFO4UZ2zdL1n1fds1yvWqxXegbVgJWIkEVNiCjMpOqy1ZFvoWwQQozXu0KgWc1u8SwLkYznQaLjavl7HuGYktqCZnsnuU/ubTreQtJU/tdzvcX2ZJ7/VuVh+nmUdPNIJ6s3OJ9qy7yo/7Gdd2v14rZ+PsT6+7Mme0VDGIvrk+lNWyOP0sHS6zc+eo41ixpYiu1pqcNhsyXNZf4YJkR1ScWSaM8xHjPRY8SVoLaGCl3OhmgwZuko0KRQAgtTaQoAORec0ptJFJo/GjjxNBeSUjxiTyV0mD4qaQA5HTJoxOWNUEPEYC7YbsTFj8gR5xohHrCevDZKFfEzkmDFSMh9sN2M1IDaRRTFxBaPF+qG0URwqnlMh4YyaEZGEwaHGg/NI50hD4efVo0NbhqDRElfKivQJIwnrViBDARIQEVf0S4sWbmZ7LPrbAkTIld41ABNZJ1I+oDFjpg5RT3SrQgmVQbHgCiKxgFMyogajDsWjYlDrClDKOLQG00SPEHOpiYxgTI/SYShUkupm1GWic7gMkhMYC75kzxewWvg5E44TmOB8XbR1LBUhz5Ptu8o6FRbdfLmf8HSNlevrgli+qrrDks3Xvj+7tsojzfn0kWkZANIEy2l3NrWWBC0wf5a58OgV2hpvIIST7la+fSIDmu62tJvS5ma/ta5o/bnYUqfLlzqG5/antL2igPZUWyA1I49sgSfHuezVtqsWW33pkcXO/EuCqPVIYzNotuqpL07nNIdcDVz8jAyv5Vn5Kb11AAEAAElEQVTGg1g6MkZzoWXLBpcykgLJZHKndBn8CGbq0XSFBo/OYwVWKilZjs4TXMdsI9YKUdZYHCZqoeEdCrjKujVYw8xYqKslICaS7I65ZlT1yVdZ4rBe6FcJbwIyj9is0HdYm8kMqLVYmUCFKWUCFokdLinD0SI5scqlF0fTFRNs6MiuA1bVNfSAySNWZsQljOQCkiLhNDCJZTQXaO7pxkjuZ9J2JJmI0qF2omRiBaKxRDXE6IhqCLnUQRDvwK2xsQBFrSsy1jDhckIkkmzEGMWIrZliSo6ZSMThsdIj0hOlJ9PTp1I83fiISCDZQ5kRcouaSO4T2QNRSvaIzHg5YnOHREVmh4wOMbFgaI2SbSJZJdhSgySHA1mELpSsGWd6hERMlvRzwHEKeVIkg0sOoz1ZDDgpdGQqGFPoD8mWOHtMhKxa6HxdAX3pWGSUkyK/Sx5TAfs1qYVCF0r2G75SN7uAQbF9qYeEy1gTSn2nMWMnsJMhzhaChWxRa6ETzApQIXlXsBxRiGroapac7XuMWkxvkU5IrkdtptFpF72kFNlGSxDWqKDiUWrdBp/pxNDTYTSQU0SywUtPTgYbp5K12FU5lAtzh9HCIoKVwjIeJ3TKoGsUV8YpGIIIyY2Y3CGquJDo5oDgiV3H7GCWRDIdxq6xRnF0GHXIZJBoat0OwfUGSQqHCKkwApqWMawGpw6rtgCtXaWp11zf3ZAZiPayYHNVyNkQc0btjNg94JDZIEErQ6ghhP7n4EcQ6lxyysCMz4b98cBs9qgfUR/J2ZCSxwVBo8XuhZUo9gHMrBibcT5g8KSwIuZIdKbUwbIDWQWdE8ygyZU9x63Bl1pQGgNMDomCTokUAtJFXIoYLFjB54ybMqugrLQjm0QYBNsZrC/sLqmL5DmW/iaQ0gGRQgNrNZNjwpBJYyTOM0ECwWV6PCYZcskxJXkhma4mNU8YLN4Wv3GMiiZTMlboWeHxOaNHU+SHL5m0xo0oM2qvwA7YoUOcISclkrD5iAszgUvE9iRjmDHklEtZATPDOlY91mBE6aZY5LIdyNmRp4GsFu3AZkF0wBrB5wNilLkTVD12r7hcQKBGLU4UZyJ+5XEXW8ylgYuZZCEdlZgdubPYAfxqJokhR1fqXpgeaxPqLKqKHk7qxF86Pr0mhPsAaiHmioJNxegzY5mwuQPtgA3Qn6Cr6lBdFToNnShcujcgRzD3FETdUBWcQCmQfIWqIVflwJT8J4TC1yusKI7OezAPZ0jlHsyqbMoyVeWqOMOKmzNjUqQEUjbAgORNNZKLkiIaQSLiCoe5uJpaa4rCYliVtD23QYzHNMSwGUEmVEOhGNEVos9RSuq1pgeUPciMmAPCGmVVEJp6pBTT/lA3AFeQ/+lZTWWqymV3h0rhgiULmDXkLWLn0ndii1GsBVWOBiSPtCKwCqhpKagPxUQxm6o89uW99WMxOnUAerJeA5cIHxA9ABvUDMWZExUkYmQuSBrmqqeWjBExsQh6HAvtFRHhwE9ZskJJ89HkqlI6cirelsu7aSqIHyNl3mAhTZCPqBHUGkQydScuin+5OWSDzJU+qmtoqRrsqTyruenMhtLeXGohiE4UTtWSiYOZim3RCmNqoCD+7WLMSy1muKCwTEUz5stiXLiCcNJU6qaIDCAWMUdEAiIjRWneggxLmE41lTmmHmVd1qpoQbcS6hoomR86V35WU9FX9KCWHKth1LhSU0UZl6T4ky/CpJJxhNBqNpyQxLmeX+tsGAfi6vxNRdmmzTNqf+ea9ZRrkIWl71VDMdJNQ696hKH6YKqRYxIlM6jRr5UBk9bPqSgsynCyOz7xWIJMCi34Ic3I1GaYmhrvPBk3T4tqP/bHnmc8tF+aoXoyks+pl9p1zZTM1QmVcs3SqNQaxTgt89iaYu41nG9umTy2BBlcQ9c5W5RT2376ymHcnIeCnD1bs0LO5Jyr3CoKELS1VbJnDC2DpKHSWoZOQbSpaq3xUOaNksFksmQMhf6rKZ1ZIdeAomJO8bYzA1hNS92n2spnQc/aeydp02iYalva0CxOQE4Obc4ovZZBlNNzTgPLKQj3M5BNy3FyKJ6H3pd2LUHQM+dDQ3QvL3aeAdGuO7/k7D3k8b0e//7kXReKitPn8ggNfR6IOF8Dp3ncnABLHZEmJ42jZSyJWKy1iLVYV5QaKyV1eylwrDVYX+cg5JrueZb5UIPuWgP4OYf6eZl3ORVHS5aaiZNrkD7nUzD6nE4QigyRRvdw3j+n1/6xHnzcO09OWoJn8vg6Oe/r+uuj8XrqgHk6lj9yyFCvbOuhq7H0FpSvuhoGxVcwqVR9q6T/qz1lniw0RY/8QA39H2gZoiLFKDbW4MwGZzuGvqMfPM8u11xst3z++gVXl5d0HqwR3t9N3O0CroPMiIgnRgc2kbJCLBkDBiB7VBOZhrJNxT//tNC2bY3sKXtEyQKQRlmiPSV7MxUdQ7RO2VZnotXlKv1S9ptWZ6jppifn1xIUW/pHWTIpjNYsSMr+VtuO2iWLanG8tbnQ7tHWdwMPLANcJX2ubW/vlYvet9CkVGdj2edT2Z8pND4lK6PIoRP9opbzlowMfnYsXxV2oSNT9CaDchXuGHSH+xjIc0d6OZKvP5LZoHJFjjvS/h1dd8Pl6nNSTsxjoOiRCRNg2GXyMHOvgnSJbvUt4iHuRujBPt9ixLONM3YX2d+/YJoGjvEB7RO9hc2VZd5a4tqS444xBLwTZA1mGFj5FaY/YDZvMGlC8gOGNV3/G+RiYP51IOvM3nxEj4Fut8emyPpVxJGAI6rK8e2/JR6f4X71Hvt8R5CXpO6mfD8fif23hO6f6HTFJvwas9og9hnztXL/PJZxHJ5jc2KlO4RYhiGDM6lMq/gK8iVW/oghYi/fo3pHf8j4+xXT8AeCf4/3A37omXefM+qXYD/A6h3J7Jmmj7jdms33mXzxko//4q+RqHRv7xCOsPoGNBKCQ7Ml7S9QsyX2G9RlMtcoHY6PWDlguo8M7k+43Qt4d427cdibz8l6SdY1MtyRtt8zo4y6ZZgmuvsH6DvM1apUYBmPaJ4+bbIJFWkvy9YoqergplEC1/VWa7QV3alkC2nyiCTEFocsS7ZB1c+k1vxYACllfZSMaDC26IeFurdlzldZYSzQgTo0ZTSXWmtiEyVbXIouWfU+gynZFGZTdLVK5STW1NcresaS2VGL0ZYM5VzkL7bqYELRzeOiU4gxiHUVxDeBGiyVpitPRe83XVWD5vouGcTWZ1J1/dQ2qfJ+SHGSaIBcKIbLZ00gtAZUOSWxBPtbTYiWLZ9q1r+WgJAaexIoer5FtgBDld2tPkdugZdU37HV9hCQddGkdfdo7nzKVvp4vgnZDGAdNzrhcyKsn5GvlTs9cDxOWHtELxKX9wcu3s4cpxcc5r9m5AOH/J+JLkG/4SBrvt+8JruJ1P+e3g4492sGPFf3B4SJ4/XvUJ1xcoGjI4WelGzJlMqZu+G/svcznx1+i58+R65uiBc9N9sDl8N/INy9Z/7jd3D1Gv3srzEp8Ga6pMs7LtM3aBr43c4gds1WPuMyrHB/+ojNR1a/CrAC53/JaB3HVWY2mTRaNE5wG2A/slrd4b9Qjt4yOosFViLcb1/wh2d/xebwkRfv/oi8uIXPf0/CIcdLMELMCtGT9q+JqSeMW6LCQ/hnrEysX1/hLy64vFPcpIj7mtHc04c1m/sV84vM/Czh0xabEuldYLw/Mvf3pM339OYlV+ZXzGr4p+PnmOOaL6drMIn88h3B7ng3fYA8c5H+H2Ad7stnsO64+pOy3XnWcaSXW3zKTHkijgf04R3deoXdPicTOPKReUgctx2yO8KbWzq74mr/mqnbEq7WBM3sD5foz8nyipnjP5VC4Nf+F/RuwFzuSf2MaNGjN2aikyPTPjB+KA7TSTwbl7i6nBij4+H3B2Q9073o0OCZ91cgPaa7xtoRZy5wYeL6HzvUON6/PjJdTcjhDp8i/WtH30U6OWJ1ZvxnQ3gj6D6RDwHmDiPPyP2WabjAXHXYVyPTbeJ275mDcq/CYA3/wnhk63n4t1tEDH0uUODAb1BgGkfycWaQEUsijgbGHm9GeomMm+dMwxUbf8/GvMP7Szr/G8Jwz7R9S5c7tnGLTjMpC5MzfLzsyHPAfv8GiTMm7orsub5BTOby69+R44Hk/x3T8JL93UtyHJhe/q+kzR/Z7J5hjpesjt9yMb7l/uWv+fjZb3iYv+P9/Ht8/znD9Zd0/Z7NUdCQyXcgLuGeK6xAP38BKZB/9w4ZlYvuBVYGxrQm4+g7R4chXlwzW2XafySO73BcM3DJ/uIVH7d/y2q8Y7P/QDYHgnuD6XZcb79HU0/6p2eAZ2UH5rziu3dfkvTTcecI+E3E9IGX8jVrlD/+/lvm+MDxt5nplTIeX5PSDdO9J+XnXB4yX+4ys1pGVbpnO1Yv3xK44XD3ktk67KsdKo4xvcTPgffvfofOwtp9xuB73Oq30AfG3dek+UB+d4XsOw7jnhyPrKY1fQ+9jKwvDlweLJcPhs36gouHzzhcHHn/1R0XueNZSlg/c9g+kD4ecF8nVPa8uf7PeNfz/GKDs2VDkZC4//Ad+/GO+K+P8GXm8vBL1h+uOfiJO3vPx+1Ldus18ftE3N1iXc+L7QqdMn/86JidZ9/39Gx5nV+hu8z0dwMMFvdXA0gguDtkNnTxfyLbjv7Ld0g/sXs38XA88uruHas8crj+G6bLLVEtZMNw/I6rhwdWX1iGXwj+Y8K+fUaXM6v9PxHoeAj/ikk7HvIFdAn59Y4+WfoPN/iwZ3v3/yLamTe/+Z8I/RUrd4cbA9t4gQsdg33Ar2a6v32Bt1uO7o/cu+/gdx7+0aObAf76itXwkX7zNfJwhf32K4xmZFICA/erZwUi/uBw4ac31J8xI1uqYkvfbsaQLo6KM3O7Il6bc6hZY/mksJw7d5aMheXXepR7q5xQ48vqOFM0S4YGC2pNFs7bM3fAUtzvdC2L4+78PbU2ryp9LQug/m2qcmfEnqFUTHF0mwTZlgLROBQHJhYFc0EYl6BGcWyYym/cqGdCMUBbRokWB74wQU3dFeZqGDeFrSHhm4O+jcA5YqQ6hYATkqRRMZw5NZrD9RGlyLlTqzqBiLQC5EuKPhmYUGqdjkdOlvb+rXmNR/kvHRX1r82FWJ1Y1PsqtKwKTCzObtp9m4OuKbrpzJFzcjC292wo7iVboUyms3lxji6CRkVxOuds0p7xUJf7VKW6ofmXnw3d6+rcqkaSERak/4JEF04IqDI3FkcvBQGhFSFw1skFPSitK+q8pqVil3O0LbpHPq2G2mzv1Qy7k2Ol3LY9r51b2lbqmjx1Xi7Nqs+p73j+4OZk+bGpsSBVHxPGQDM22vi0sT17p09ICXv0qGW+nZr256er/Mhv7VVO73QWfni0FBb6pXr+owBEu9OjtXNqS3nF9v4tQ6YZsVIRENUALJHWYtDagjC31iFG6k+Dtb4Yu63Og5HTilGKwzYrOadSrLDGj1S1Us21AOHpvZZMh9pwMe37linR1mBx5DU08tIPWjFxZ9khTWK17lj2kjNR9nSM/hxavQITf3B+m+6n0TybT39RdP2UXPtzx1/arJ/OLOUvn/+X7yM/8tmnXvvj15xk5XnWwyJzz3624F2jBWuyzxiLsQ5jDda58s/4JQhhpCCBWuBAcqoyrSJblZr5IDUIAaoZUx0xBe1U5XwWFlohgbaH6dncbSvqB/Lx0fs3YfhkfvzoWY9m7Kcf/3uG+QeHWVqw6GPnOhZtXyl7T6lR1faT832ztekk13T5b7nXEqhtWZAiy1iLmFNGhDN4Z+g7y9A7vBOcFbou41zGWbsgw0pWTBmz9ujTXl3HqwX7z1r6CPUlsNQnq0WwFxkvctJVmq72OHq8/KaLbJYfdmM7q7VD4ZEDf9ER2q/65Lu6K7dMh+WOp6B2Oc5Rzo/b+EPRUM5bwq1tfZ6/63K/v3S0efDz9lKlYBoSYERQK2iU4lifNjAGNDhytmTxBb1FQu0B7AXGOJJCzjNZM5LngoqLQFQyvmS+Rqk8z6Xvcl93nAdBg6CBEgeiZQs6JGuRL6bpr6EE6juDGMXmirpEwEihFHQG4y14Ay5UwEYqOrxMBRHrCtpRkoOsWDOQ7YrC3V1Qc5ZMTgWAJa6DbBH1WPqSJSCWqLmgTFUwtu3HFQ06WUjtGYWOUU0+6UmqiJZAmyFjalZYUUeLniketFPUV0TdtMJEh6kO3SQF3KDZgwZMLLqgGq17skVxaErlmUFLIFAs2XoEXwLJVhEXkUa3pwoaUAJRCiGJiilgghZgS22Nw1Ls/RMPeaQjnOn7VHtncZqf/6tzXM5v8sN97Dwjj6qDy5mu3gLt7X5LAAPz+FlNP12yQuFchjQKz4WSsFJlFnl6eq9T7YUSnD3PdG4wxIWi6lEEsc6ReqcyZdr71YwlOW/UWbtp2YVPbOylY8r7tgB8o1LSR0H3H7uOM+FuauBUTnuythOeCPpTr3HKqG5jXlbbKXP+XIal5cqln37m9mya7RYTqhFnetQ73BxxMYONYCI+T5iY0JwJQqWcmskZ5GjQzjNfDAVdPgQMjhQNESG6jNFEjDNZR6ztyvsEhVQQrFoR0mCImhjTSKoUi45Ax4ymiRAyJieMxBJPzwOaAxI9mgxzLlkMQ9Yauy/ZFNEcKEXEPSYNGDNjNJFsARiKeIz6Mk6SyWpJUUqtJxMwMWOPrmDK+hH1M7Ha551kFFP/Wcg9kno6EWyj+JWI6ROmz1hN2JCJNpIkYkxArCF1jrSyyDghcSLJDD4hNiGVkjtrJCVlHh1uMpgcMCaRbEJtojNa5Lm5I1lDdj34jHOlBo5XweWOzECQgegdqTcY5zHSEVwiulzQ/34FJiOxJ6ojZ4Ws+FDWfMzmLFPo0w5VRRNkZ8nZFWR1miEaSA7xRb+yCB2JrJVE2QjqTXHdHCMqQp42oBZjuwKM6Cj7Qu6QLKSxQ2vxeWMy1ititVBAU8BjWTI1344sSjaJjCWlNVaHhRI5TbHW96LIsE4wzmDrvO2tAWOwpmifkgt7Sj+XAKXDIziyiURrcFR9khpuzYJNpmROylCDKQ4NhjxrAYgOPcYaMANYQ+6qjIoFAoz1iCg+d2iOzNbUWKiWWoUhw5Qw6Vj2UyIiDkXJeQJN2FRYXrKLiEl4Cg1edhE6gc6gnRBtlUVdrbHkSxuCWFK2haZLI1mLThQshE6xLmLMhDEJawSrUtgBOyWtM2IjloiqI+eEiKncBBWc9XNAJKIFfEQu40/GGcWqoMkSZhCruHXEOlMyWYJijxnrDa4TxEG2EdFIlxIiSvR1b03FnzAnXxJCfcL5iE/gg2HMQlAh40F6gqwRytg7jYgpCZPZJiZbyGP76AlpJipEMkEjSUHykZxHss4U+v1jGVO/xhiQWGye4CMxB8QkjBSKWKcKpoAdjcx4xprh5hHrcGqI6kjaERRGjhiNmDSQ50zYF1C5BlALyZWxVvGoKQA8qRTpWSARSDoVsJDJde9XOqdseqHrFO8i3iV8baeKEo0wqSl9ZiPqEsaFMv5mJkuAPKMEJBV9U+gxxuDE4TH4CH5WbG+RoUPNQJJV2RdnSgFuZ1CnaBdRX6hPBQrdmLFM3pFDpQb/hEyvnxGEqGhjW53XtmJtm11lM1L5cEsehivpR6IVdRcpSISGjk0gfflbDmUDSr5kTKRd8Zl1FbVS0deatrUdh6JQyYDIFir/Y9HRinILgZKZYRGjiJmBjoKKFmCuumFT7LsyOU3jNC60P0ZrB5sLxDicTBhSAXpLOlMON4hcotmRs0OZyTKhecbkRJ49KTwHtPqZDSI9tMBCTphYHSWNb9gMFIT7R2CHsKPksA+l73lAzD2qAXI8M4hnSrE4B6xK3zVeYz1UJ0HldJYDKlJTrAX0qjgfpNRZEHblfoRqkN2jPCBcYmSDGo+aAeUB5RZ0BfkScEgWoKPxfpYaBR3EzZmF8eOH5iNFGXfVIVnqFdSZDTKjJESOFRG/hbwCk6pve66pqlAnE8i6zrcIalGzKmOfDCVQcVedmiXTRhcqp1iNuitEe0rmTq5tONZnzWB7SqaPRdUiksDsKIXqSo0RbKhzeF3P6aqhU9Lsjc2LT0tUsVIKfxqzrsLKlTZXozQbg0oHqSgnqoacXFFumh4eSzAwu/K5qCvOvFBrJRhblI2KFFVXMmukpa3rSGGfrWiuVthdXVnnzJQaAA6lL8E4W++dEw113ux8xEBf0JsqoTTS1WBeblkmdSKkOnclFzoAbQpls4eqU1IKRdqCeFKpzGIC9txw/IRDiuGkzcGopwyHZuMtFFKLb6e6LXNFz5tmwEIzKutv5adUtH6tDdFiNkZaVkc+O79mJyC0Gh6qpVgmtW6BAcSU4EMnhf5IauFp42pgomY8eFs2Hu87xFicKxkQrmZCONccgKWobM5a/2VyUlLOpJTKv1gKR+VUZFiKuaDOU6ktYsQVezgWQ9AQirPXmuIMtrpkVTSqs4VZR4sCKLllZtR+LpUxa8ZEs+OL8VOG6ImhuzhTW5+WcV2Q4dXwbeO5FP6uY6b1WUvDqkNC4Zz9rJ77I9bxJ8y34rRtRvJPaYpPDO3FWXBm5Nd599TWl0fft+vO7tmco08dEMsSkrOXZmmzLEHF8lOWZ7TMh+rYlpYBIZXv2mJ9h7EO3/U47+i6Huf88o/qkMk1AyKlTIqRnBMpBlRzLQKbK7KszY06DymBM1SL8pgVyQbNmZxDmX9SMjxLkKPOQ4RTgcu24hVtzgt90rlLl567jM+9wmfn69l31TnTaETOrzu5R9q4yZPnPrnvjx3N4Knx8HZ9q/FTvJEVDa9aU+C72u9KKTyaKFDdioLVs+wrrYa7mKprFedYQdt2iHVnBqPHS0/nDF2ndF2i6wLO9VjrcX7CulSBy46SjdGX7MJWB0TKuBiZqmvN0oKapa/qOm9Oq1ofyeBP74hFXO2QBfVfnKqYuverKc5ydYvxfGKnqpRGTY/RRhVqFwddmUW1lhMjLLQybVRlAevQOOyh6CItI1PafKvgD7Gg6/rMaXnnMgUKGKekcJ6t5ZOSXgLR2dSsCUfjXG/glIXCRJocqm1uwBhp+XWfeCikOZBImE1GnJDuLgnThjB9STxY4mFPXo0k80CWHa6fcK8/oPKK2bxijkcOE0iI2PEBzZajHZDe4S9fQYb0h+Jcu3h+h3SZXWdK8ONDj+wc7AMyJ9ZfKO5FR/ywIj5YmDPOKpItogbXg7tI6DGTb4U5rnjYfEZnA5cvj5iVIC9GpJtwe9CjJX57QZ4T8dl7sp9Zx8+QPGAZwUZWv8x4e89DlxmdZ6vvWYfvCdNrgr6GGUwa6FKiizPMCQ53uKgMkqDL2PWMGIvaCyR6/LsypdLHNRnP9Pkb0uo9xifEDFyMDpeE5D6Q+wOWGyR8hsqakFdkH5HX97A+krcZ9+El3XdfYvw99sWfoL9Hx/8G80CabpBgMR97xFrc847Cn9YhakgPO9jP9OE91ifm7hX5+orh+BwfDHJxD35HnjMxzIRpZBp35HEmHTPajZjVPRp6DvocnSzhm4zxynCxRsynz7mylcoZLqbUSlDJSxZp2cZt3afqvtUyuzCo9OVz08BGueofVea1OgZS9jQxa8A1M4dW161WNC3/skFNkQsqCq5IdKO1FgzNUU/VZYvctL5RZtabm5a13eq7jEAs9p4WB6DS5FmjO9ZSAzEX2bwE1VOjk+sXnbfQrq4QzfWeoNotulbpv1DvW7I8tNWeyanov+pRtpT6d6W+YbERumIfcKIDlqZ31WDtwvKZi0wyLlTHazzTeIr8X4Bui5w3VRQqSAPsdQhdPaVFtuq423pdqv2Vax3CT55rQu86Oue5u78nxB0X/Jp+c01/3GB3iaH7r/T+T8yuZ9r23M8H3kzfMWxhc91hbhX5o+JeWczfePre8WrlcDuD/S8RVLi7MWR1TN9dkGOPuVoh1mDvZsycGYYrnBsY+RLLmo+bb9n1/4BzlpUYzMESPzrC6Jj1NcOkbO7+AcZr8u0vkLhmni9Qn+C6ODgHfSB28Ie/WjELmO73GAL94TNsWrHKpUbgxz4wu0xnrtj2nt1+zf04MOeeOfWsuo/4/o6rd3f81e4d7uIj/f9hzz4Zvn3zK1bi+cptyJ3wfp1IxuO5xqjwYr4Didyt1kQ3sF59wHUT5p1Hvzfcf9VxvH6JvbjD9G9xN0fsZk2MSgyB1YuR7WcB9onw3hDDxJvjt+SgsM/kfGTP73AirJMwqONl2EI2PPTfMHaRST05DWw2t3g7w/1n5PEzRvMZc3eN+TIjv8hsY2YTM7tOOV7vEXtBdi/R/UyOO4I7MF68xaXExfuLUifrgrPagJ9wGEGedagIB3NgZGKz/45ut2MaPyfEK+LzjnSZuFwbNusHPozCuyPMfuK4VtIYsB9mwv6SQ/wr+u3Miy/egp8Y+xkzQ//tC3QWvo0DycL14Y5eAu7FlugF/WbF9OC4d0IQRXuPft5jA5h45CBr9vklzyw8G4TpNrL/hwODKltNrDaOF18OJCzvjx53cLy8K+4T/W1GelilCZ8dV7svcGHFuyQcVbm/eMe43XOlF0gWVjlyOb0hzytmXpP6DXG1wa8CFxcb9h8jd+8e0I2HX96QJ8vq+54sB8Yv3hFU2B88Gix+d4NLhuH6v8fIzOgiUW45ru4IGbq3Ef3uOdsX3zE8e88Uf8Uh/S0xvMN+/b/wTF7zC/Pf8SEc+UP3v9F55cJm7CbT/WomGM+dPGdOkfs3HyFlrt0rnDNMfZFb9+8hzJlB/oRjz/ruOT6t+fi65+H1imdv9nTyHc/Y88XuHXGfCbtM+DIy/o1nuF+x/uMV6nrSzQUxC/sjqJm53Lw52X+fcCgQfASXOFxYxFuGmy8w2fDRWMa94eLVA+uv9jBNMDuyy9yScFdbupdbgu24M8XP+1v7ltEm3ktA00T38ICMHXfTL4scfv6ezkU+ewNbUf7TM+HjakP+8iWqV9y//S36YJi6v2dlv6HTCy7yhm+2gT9dTDzr1ryaM8ePM/Fhx4M3/PMwYhV8VOw04v33+K7nerjGrTrmlSGKwd9tEE3kv3ZghAuu6d473GuH2wY2KdNnYTh+Q3j3hje98PbXfwUpoTFizYph3RNIhPyfmObMcXdNvI/c3+4Iu8zkFAbF31yVoJH5BkFx70esKia9wGbH3eobHswOY+7p5w02ZaIoV59F+tWGOHvmN8qw37GePhC3z7l/8Uv2jLxJ34GLuIsJyYm0D4Qo3OUBIbPHk9IK3jrEOfJ8jaoyrAKdi/QfM/atkl4r6Qqs/Ipefosev0PztzAL7AIiEC8G5n5m//L3rKcN2zefMa8tH349ErsAw54T+P/PHz8vN+eRA6MoQ6rN2GsOu2YwnZ2/XFeUsFM4rjoNJS6KRDP3ywexvkSpUyBktNUvePSMpv2dUP6PjTNY0CzalM2qztS02WJgNTR9Q93VAAXNGV64/wqouCL0Krq4OBULP6rgybXtpTUltVZqIVVd0MG2GphLJy7If6kUCboobK3QV3MWWBZagRrlfOQIaYa4VEWz1Z6oRYgXZM5Ct1Ev01aA+rwfz4xiatGxpV5C7bcz1OSJV7gq4Kb2tTbHbUMG/YWjpREvmRpPrznvtxasai9RjXHNi9J5qmNRFPiluDHFyd2K2cqS7XHm5FuM8zbPTkhElVqUGlg4ZRdfZevD0/mnuV27b3EQ6HLrxVENLMj2lnkjtYaJLUq0FUoQiYxqqs7Swo0saiG39zlzWKqpKdC1fYsHFVqmxKnfYeEubv23OLLaPc88sVpRVJw9t3kkT57a2j/NAcejPoKzvl76vGzSS4G6R0Gs83V+Ng486uqfd5wvp8WHePbM+jp/xg1Jc87quaMWeJrh0JB1JzRxQ9TJqd+eNums789nUnvKeTFrlgyIWgvCGKytaBnnKir5FIQwxuC8w1pTZZwpAQitAYikmJwKAicmhEBhOSv815JN4cbN5yjAcwd7fe8WeKvIzVMxdjl7f1myyMp7lVdvQ9zEeJtKLLLzh+Oi57/I8svp5/lH8rjPfzgxHo/L43GHp7k6/78dP3GvP/v1X7pumdA//tVPBIif3uWUzSNn49zOOdcb2r5Xf1aUZ0PHlwyIEnjoug7nPNZ1y3xOqQQgGuWGJFP90sUhsxSrJi8yLpuTzG0ZE6b+jqHIyEVcKIuTu7a+oUP1bJ9sGsoTofNJffb41Kf9XGfPgvpcHsmPzbtPPs6fKZzkx7nz5hFv9unJJ5nz9J5P9Y3HzXu8Os7XU+lsVchaApoxFp1RtQaYcqqUb81hKGco2qYLnPZNqRmQumR86FkbzuTsIrRrQWup9EiYk55AkZdFp6nXKJDdIlsQLcHRRWfldF7rzyZW1FKCIOd9eC57nn7+I8ey0bR35mwPPr/u8R5C1clP3O6n/bmcbh4PYZsXSzryua5yvh/9jDkoirEBxWAcGGcKslY8yfZkZ1FmiLH0e+1/cY2WMZPJZFMQukaVLJncRcRL4azOgsZSn6EAPqBkDispWyQ5jGaMJMRlTC9gPEqpiSApnRJm29TKUuhGk6C5Q7E1+Tdjc0Qi2APoqPgMSQuVGaIY57A4JJWgl+kV1yXECmoc4macKc7VwunbIXaL1SPSioybkrlgp2pj9YVTX0x5TwkOZkFDT1ZHioEUA/gSbitiMJ8Sm5NBsifHgSxbcA/IcAAfMCZjssXMa8TO5JVBbUbmIxLKGFC1OXM+/hUM0Ew0MwVMDIhX1LoSyMQhdo90WmiIZkWzoKkgNLPYsu+7hCYthQzVoKE2fO5LsZifeZyS187m80Kl2ebxSV4UXaUFFs1ZxhOneb9M+wqKaPKElsl8tgvK2XVt7eoTXZwmCVoG2Vn7lwyImjX4hGLuJCla9qmef1gD509s4OXKJv+rXiaOhZJPpMx9ESRLBaiVGmJLvb8/p6M/+vxcBrU25tNYLC9x0hu0Ddypm2noE0l6yoR4mkH9SB49tnVaXadyf/Pk3lXu11oYP7skBKDRko0lhkiME2qLLWqwWCzOKs5NTDgCQtBISIHeebwfqExaBBydFzpv8OILQjxM5JyZky+I9rRCkyfHgi4nVYrUihL3oafPA6GzHD1sUIxkklpiKhV3kqfQU4WIxIDLoc7XHiVitBSdF7sHZ0mbjiAKwWJSpEsWEx0uBYxmvHhSBpMmCs1lXzjTVWoGQyaLYnNkPY8YiditwYwG7ocy98xQsrpmxWRbY++Zbo5IjnSdR2zGaIQ0FXsjOyR3mOxQC7kLYCNWCy00cgAXS6bX0UDsCkC01tKxmoomKlMd/w5RoRMPtgPnyRYyFdBnA+LHItP0ksRANA7pCqo/H2ckhqLLusLl78yKbA2YiJpEEo9Ri4SEsYKXxFKo/VMOoappStTidwicMsgNpuxr1iGScCZiQ9FZsgYiiWwy2uXivss9oorpBPUK3Vz0ZlmjYojiCmgHg1VBcIUXJGZ0DsSYytxwIL1BrJb6PxFsFGxSbEqYOSG7VIB5vkOwdIMtiO0Y0QRuLFkROQmi4K3QCQym1Evw0TDnClwy3SJfzTzhwkgWX4kjtez1aKECNSW5Ua2gvtoMRkjWICtfJFQqfkVjDRaD8WuM6TDcYghYV/aulDM6VX0DIVlHtD2aDCZHnBG8DhgmssxkI2RnwQsyFFhKniw5ZXKoAVvpMFIyPDIlHpoNRE1oCsQxIjEXl5vYgjk0GZgwco91huwMUTI5JVIQ0lz2XeOAbMim6LJexp9nPQioK0HwNCRSB+p6JHskOiQZnB/p1qbIl2MhxYs2I53SrcveEWKPqCtyJWeskzJHckTVEFwZTOcz3kaIhYa5GWZGDaqG0ayJvmNlPb3NFXxpiFY4WuVgMoeYiDniKmBnShmbBEYhRzASccZivJYaKTaS1RCSIkmwK7AerHFYOoy3yEpws8FEg2jAxYnBreguB/QoBXNvE7nzmDQWeq9kCHNHTEL2PclkjnMqmURS5FmSPWhiChmbDTF5cu7IrkdkwKlgc1nnThXvod865M6is8Gm4g/EWKKz5KyYNCJErEQQJSclJ5i10BJPWp5hJ8XGymgjgtqIuoBIyXSJs5COArbHmRWBW2LnEFvAOilZQrCElEr9DCIxFZU5GiEaQwFe//8zCBHrZm2KYi26Kp/rCBpR05MRxOyBGcXXTb85wjJKZHEQ00EcQBKqpX5DyaYw5Tsy5BHJsShuIggzQkJNKZaMHiHngu4wBU1WEBsTBQlRUuRKO9e1/Vraj0c0YMKuCHe/qgZMLCgLpvJMt0WMwxpFTMR3gjUO464wZoXYiLGtUFtx1GkuHNQJJaeemLaIH5F8S86CpMLDm3JXhH52xdC2vhoMkZJv/n111h0Kyjc/A+0Kei0bkHvgQMmMOHMQSy4ZAdjKJFQCGQuHJyCVNkcpbdDs6gZUKY20ImwQBI/KBQUxuQeZUHqy2BoUsiVLIG9ZgkrZoNlUf99ECSgdi6ppJ37KkC3ZCUIr+F1SzRV0OKWTS0nTXBzpdWzLu9TXwLJkxGjlSM31GmtLMKIWkFrQ6s2ZFQs6sSwmqZkhNSAkGdUR0ZGSlbKqhRdzGTuZUO2QVGo7YE5IKyEh5r48S2x1FncnBJQYbOXBt24o1ACuzDNjLxG7KWvFKppGyBM5pALaVFvSvbIlpw5NM4mR6vUpQa5UUaO+zZlUUvdr6r+0rBrTg1g0zUhONCRzS/9WDqX/WyAqg6kGDKGhOLWuu0rRZVMZm9iEU82qaAhbUzNwKg2CLqj0MqCSpaRqLg6l08/iQ3GgfTGwtNbEyPGnptvjoxlhT4wbWdDcLMag1FXUEHWL479apCejtDpHbHWoawtuyqP7ndz1jSauulAXtJ7UOFfJiJCiNmHFlM21aV3GgCt/L8EHX+iWOlczITqPtQbve2wNRhhj6foO61ylRDFkigEYcyYlJaVEjJEYAvN8JMVICKb8FMgpFUNBM0KArBhTKXJySR3PEoqziYxdDHkQXC3aKGSR8spKQV5Xbv6iORb0eum0Zvi60ltSUMinksPmtK4FzlP2dYmi6xLIoDklzjIfyvCU1OCFFu40bCfH3pNZ80mHLkO9PG9x8p4Z6u3+1Uv2I5/z6Pf2Jq2hP3zGyZ1+aktzWp4atThwz/zOxTdwckA8CjK1eV3HdKGqqFk+stQk6TDG4XyPdY5h2NL1Pav1QN/3+K7D+yJ7FSFFJYRMDJFpmkmxyNmcE4ivQdiaEVFRjaWWk1Y6pkoXkksgQzWXwlo5FUSL1kJ4uQU0WtZRDULXubIg2GuWxCmYej4nTv2qP3AWPxmvc7qnChZoXz9OetCzD84G4yePKmMWR1Cs13tO+hioOQeQUHQrzUW2i69De5pPSztEKI4QqLnPqKs6TSiGZbZCEghTxpC4vw/EFDAycr+zWDNijOFuf+ThMHJ/e+C4n5iOIyGMpJTIlbNccBSvZwMq+NqktvZaQEWqbC7ZdoV2x7LUhjAzKrEECtQU54xkVAc0D1WvndFcCgmX7IdY5I6p+1gqcyHnJq/N2cApJT2xZvtRAwAJkFaTonkWmm6h6KKWN/BNcYq2BCmhZIlqo3pq46nn+5wp9bLatNTKu56l9p9QK0TWZ56AL2DB1P00N978QAnftWs/7TAmc/XsHabLSHgGac208kzWkrd/RPWWYZ7xh0BOfdFZtp+RuUGCItN/LA7qfsbaNRv/ktgH0vNbkjcc4gixQzYX2CS4HRgSeXpAIpjjMwwb7MUbxOwZL5XjGmQwcLTldY8GmSMyzczaEbQgjU03Ya3lkg6SZTp6uuOR64cPGIFkt+ASq+e3qFim3S8gCBe/uMOt75n2K1LssBkskfXVGrP2rHRLZwKXc88Q9hxewu7zLek+EN8eMTLg7QaioZ8cMSam+wlrhctNj0QlGMheSJs1KRrmN5FkEpvPBL+y5P0D0zwT7ECSLTbcIvMH4vRrJnmBu77DXT5g4g77cUfe9cR0R+xnps+3mKNh/aeMaiCuj2QbmDZHJEeGdxHJjngjpait6UvG00OENKPWk0WYxwNxTKzmiWFvsVqyHslCxuHDCqaB7HbESVEnjMOI0551uoa0Yfyu1TX4hEOpgIhz6qEqSxtQrFKlKp4i/5oOEEFaHbeW4Z/K+stNdy9gLNXiBBZT6z6cUWUVNbDWmZBS8jU3+ZqrTDLVHqiruZjJ5RorWpxhvi92p+1PeiegGhbdTxvFYDZFXgE5T+hSm68GZtuebvKia5YtJrPUWjMRcaWGCan2nfVFD8q2bH2hCaCyty/t15JpIHKs8qPSCzeKYK39Tyz2I5ZCQ1tsZal9IKrkypGvtupfUjO1pAEDM00Pa8NbjgaYK4XWC6CwrzIs1C2wgB61ZvUXwJ0UW3KJ1n16JCJF4c0fHainv8n4fsaO32DSLca/hOsLpucD09Uld4crHg6XHI63qDuyGTxfGUfqOqaLNZdDz020xHHg+OE1ZhoZ9Pdk49jFz8l2xfqzv8KoZZyO5JyJz9aFnaGf6U1i/fcPrN+853cvbvj+8iuuVrdsXzywGTrWq4G8vSX7dxzjBTp/xarb8+yrf18yedwXJaj5LoOZmC7/kbxacX39fybmgfmfEnIYeRFf0GmPmj0qM+s3n8Fxw2y/Zie3hOsBfdWzln+m45+ZdcNBL+ieCesvbkmDEPrP8QleWmFWw39LDhssV+9WSBc4/vobIND9o8XNlt5t8FmY375hdpAve1j3vKRjvbeE3pB6wU0ONw6lBtTNgbsR3v+dku+2pO+f079cc/VvbjDpHu7/AXMU7NsbFMMYlOgN+dk12EvmfE0SAV5Bdsx+JEvEmteI/hLs14j9HZP9nGBfYpxifUJdx4XcMJgLtmYgDoHx5Y6cO+Lu36Ex8TAfMH6kkw/Iz6ohp+RcaLbCrZKDZ/f6S3TjeB0SV2nmYTOQV54pH/mogTCNrPOIHif2D0d0Y9D/2dNPRz67/Yj2sGdL4sDMW7z36BefYZJldXjDTOB2a1G/Zvgm1mLM32CYiA8GnQV53iGXxb9CFJ6Hj2wO3xbKl9niZ8/WDYhcM+qviCYgw0dMt+fq5bf4/Qr/n55jdxvMNxvMWli92GNd4IF/QDXC9EtW4QJnb0j2Je7Fe+zFA3a/Jx8/ctHt2Xa3mLDFzJeMec9+vmW1Hbj818/RORJv75is4eOv1gSrJHuNDxm/z6hN2OsHIDGrYVZlOs7kGOjnFavkuOU9o98xHX+FvP83xH4kdrd0q+dcXP2SEJU/xon54NgcXqAry/FZT5TEuBuxo+Hi+xVrY9i8ANPBZRyw2hGOpQLu6tKUXeftDRw2yIcNHDuep5GXD3vGcWA3f8bD84/kF99xFSw3sye8jaT/W+CoPSPXDFeJZ9f3YC/w298gzHT5H0t22yceYiz91TNMJ6TtPzC6O+6PL5jCmi4b1ip4u0HiFR/fZN79MdO7A4PbgVoGEfLxgunthv2svDko2z7x2+cWfGa3XjH3kf3mnzBqeBWe4WXLP/7GoB76t7e8ej8Tv7slHUb++cZxu/FcuBWduyLrhqN2DKp8oRE/R/L8wOrZAy9fPzDqlrv4HMsGJy8wekuOt6TewLVCP5P1a3JQ7j+CmQx/ExxXKyH/soPLDeZyA2vPNk/4KMxmT7BH9PKI30zkW0N+bzkMcNtZ+l3m4t2eNDpu7yymW7H+H36NyUfe3f4j4iKX6xXGJ27tAzOZt3pJjj3+6yvsvmfV/RucndivDbkTnkflKkKwMw9DxN5v6KYtk7zkbttjzZHu/pYL2fHa7ghs2O9/w6yOXSjBiV2aIUXsdIdJSpY7stsjz3qkN3xc33HwE18829CZnsMbz/4Plusr5WIb+O7K8e3lJX6+xE/PMJNi/3hbtvhgSNaRLu/JA/hJceOaHH8L6adDDD8jE4KiFCxQ1GZs1Wrt1TF8cpLACQ1hzgz1ahBrMb4KcrsoEMXQkcXAXdLpMRUR21Db9Z4tlZ3qHNCELM9v//Lp/HMPSrvnAuhoKf3FadEyJEq2Q6ElKZFVh3FSncMDxk2lqLWWKJ+IKcUvK6IHHCZ3ZBOKsoogqVETtayGZtjVQsnSAgVj9a+1ehwe6E/9uGQHWE7UWMW4PHFe/xAxoo+cRuU7eYSEbM4OpRURLYa+pzj6SpTxVJuijGWpBVE4x5bxVzghYOp7fEJ07BEysX105uxd/i0oxvN51VAvtX8pAZYT5UubBwX6VvzY1UnAuUOodU+75kzBbvz3ywQ6CwItR51nzSGy+DQVapG49lypXMEtQUNM5RW2dd65jLGK9a5wONpUuBmjgxhIGSQVF02pKVLoRUpgqToZpKZ7t1otlaZDUmv2+VxpP9tae+r0LONYit05TtzXuqxtQWk1R0rQC5ZspYUSpPXbudwonaBtTGX59DQ3ROrY1s+b40/b5+fZLJycsZ90nK0L5UTLtbTt/MwnfbYEIM4dNbL8W2olNMe4nK47ZYHVZ7enthesAYiTs03Pv+IRjVDNhChI8xIcsabUgjDGYo3Bmvb76Z+xFmddoUZx5byybBSTCsrBxFooEUqBRSDlErhL1p4oBc7a17qnZQks9FbC6Z2WDIlKhyen9f+Ip78ZpctSbT0l9f9y5vh9albWfm1pFT8Y+TPqm+ViPXt++/DHncA//OSnD3l6pZz9fb4sfnD3H2vD4/4ty08efcf5Rz+4VM668unc/vFmyLIm6rxbnnGa94ssPJPdLbvLGIe1Duccznm87/BdT9d7XNct10fbqGkMMZVxMrbgc3N16GqT0dIcu7Wf6ngbLTLSKAUQYBKilaYi17XeApBn6PuTfJQnQ/JEbv1ooOHHZM/Tc5+O5Y99/+fu/FOz7mxDEzjxMp3L9jqnG8Vb2+9aEGIJvJ21o8lczgNV9b5VcGlF6KpWYEYqmQ9hjkw2sD/MZHXYyjKyP0yM48Q0B2KIpJjIKRbE51LzqO7VbZykoYTtEshk+VwLtQi5BogNxbF1VtdpoRoSIKFZyFV3yTkhxpLVUTbKRkulkPUkt6XJjcaF3vr0zBFXO20hgjvPrqSOy7ILyEnXftTh5zrtKVC96Gs8etTjafRIbJnyPmd6cqMbe7RbntIoeIRi/tRDFOcS1keIRS8r/LUR3B7MXQl2BUVyQdcROyR6iHsk3NJqn4npMNYXXWiIBWmYC+DF1iB3zhWpOGU0VmewV8QFxM3k3pKcwdpSb4RUkfwhFY7iKKToMCuD+Ixx4CSgIkRjkQTuUOh51BvoDK7TgqXYFzCQ63fYVSwl4gJIAMmCM57ODdjOIL3DiTAQib3FDw492pKV6zxm6DDBlH9qIFBQq82PXH2zdBk1gu4SGjMmGWwudJtZA6pbVFao3iOV9rBkziYwE5IDZs4VDRrJBpLpEBQzF954sz6Qu0ReKyQh5wwxklNARbFS0K0SLBoszCBzRtNMzjOEVOJk1VQxUjE5WZBkSVjS7FEqdW/VfVUteR4q2vuTJxxNXj/NOoa6J7XstiXjr64zyfzQEV3lziNF5umedtLhzvfV9vwz4kdaVtfjoP1y+ZkeVAEtNYtbaDRydX02W7zJ1yZzWybg0vy24PVxs6tcLH83at6mG501SGVJPCgJWU/Gosr5RWaJnv415fUsSC81n6YBQVogtgCOtF6my3W67DsnQXZOjHjSx1pzml1mlmv0B3pQnRcnlfGH2+0nHKpKGBOkQHeZix6RZyQJSASnpL4jDRtSWJFrsM4ahxdLhyUaSxxKZrsJM/OUOe46NAaUIyqWlGZUOszQY/GYOZXMZL8ulBqdkAl4fcDEEYIhhzUpFR70hCMZA05KllJ2hLyidxPSF7lIP8LR4qqdFk1ArafzBpcc5DVEi0NwJhNNsYMHLfIm5p4kA9kOyLrDaqZjX7M3hoJClwjWkbXodM4a5gwHVVwULsdCYZz9DCaQ3AqiqfVwTGHlDqC2Q92KbjasoxCwJCOF/jtKwfx1mf2k5IdMPnTkaY3ogB9K9gShAPLEQtJC6agC1pXPNK4Bi0nbUlMor0g6INph8aiZUHuPyrNCEarF62Gz4JLFieCrmmF6QUKHHq9IaSZxJBXlAkk/LwghmkvR9ZTJKROMJ3cDavel1odPBVkvELRQkVoNpBzJMZKtI18L3THTHSeSt4xiSy2mXOs8+BIkNS5imJltTzbQBYUxI3lCdMTEARt80YO0MVMYvEys5VDqgiSHRcF3dfU71GSSAmR6F0oGPmVvc7OvtSJmDInIjsQReIkw0OkGsi+gPCPFteMF2yeGfsZIwKRINpGDJKxTht6UbJy7gFqHWyvZgMsDOeeKGo9kF1FCQaNnUElkiRgsRj0YqT7VFaRrUnxPkh3iHc5fghmZ2ZNtxkmpcRXtmqSRKSW6YDB7g3UlT8pI4U0xpWhEZf5UklGSOLJqqfUxK37K+DExR5YaEXMfWTsQL5i3AXs3k60nDiU7SXPJ9DWN4cWdB+d/+hAobAneolZIFoIURp7eJDxgtcMER55gPoLdzNQYPUTQaMjREULmEGY6wO0tDAa7ShibS32ZbLATGDEcvSd1Sp/AzxkOEX2IcBlJJoAYLD2lSkVxYq8bjX0KGE04q9gEJAPRQ9qiOZT5R+kb1YimRE5KiAYTLHaOOJMKkWHtNjWCFUeHL/aqE9aDIW4N4WgIVpidQbwgrtTiTAIhJ5wR5GJd9LJDX/wwFDslO0OSTMieTIetPumsA4ovtSHIWMmsbNnZpiSYZNBkSbZjcmt8nfOdUVbG4VLHNK9KEfLsS0asWgoYqmRKCBVsbw3ZCcmORDuRfKFgizkT5kQKqWStWkFdqVcita/04JFc+jn2cLAzImACEAXDhpJQ8JePTw5CiG01Bz6W6Zn7qhgVA9XITEtnVe1BB1QHRAIFibbAuABFJYDuKEZwQc2V9M8M9lD0g7yqzyo8u6p7ClplXV/On+xdBZE7kD1CD7oBVgUhIgGh8EGKSkFa26JwKtuCzGz0RRSHvMiAGIMxHmM83vUYa/HDFuc6bN9jrMPaO4w5YvQCoSdlJamS00CKl4QwASNJFI0VQ5sypmZLFMT2cwqyd6760TXFKPwTyHhKB6coYGJ2oNOj9FiVkoxmsKhR1NqqdyY092BeAOOiaKn0pdN0queFqmRWrk5WwJqSYm5q3x+KIoFWNNCaguhLCBGjkayBLCMlddyBdmjclJnpyniXOh7NofDnJtyqKMZ2rlyqtiKSUtVtq8GdfW1/nQ9GUVuDFS3AE12dI7k4IcxFRf5PBdHYlP14UYyElikhqRreNdCRJ7IWZUooTlJlczIomqEuZf6Un8URIRUVJA2tKGUjLTUhiuPCaC2sZBx28Ig1ODdiTKbrr7BuwA2rwqFOKGORPCQlzEqYtKKFC2UBOZGtR7sL0ISGqRhauaYea+sXX9rvakAg1iJ3eUIp6CZ1GbSHXFMhEbQG6MiutAMtqacL2lTreysaYzWI6vu3OiFS6c9qrQcxtb6EGcp3qTi3S2ZACRJmSZQaIb5a+CNLtkQ2EGoQrMWnnPkZ9kUbx2rALH82a6WeU8/Thcu/GaPViKzFFJuD1ohU47o4u4wUR5mpQULVU2CBaow1wVYyJurnNcdUMBgt8sRKS+fPUMfEGoszHcYavHMlI8L5pQiRMSWQYOq7lSCrw4rF4nHq8cZhXUHUYsBTHD0pZWLIhBDwvieEGWP3hDkUvn0iKSrkhM2tOFo1yGv6sck1a03ruJmSUZMrwo9Gb9AyYqpRWrux3q0WvDbN0Vn6qwTciuxrPUgzQlWL0+ZsqJc/mol95rRTrX3fZK2cU0OcyJ9aVsapWPunH4+K3bYHc9Y2eUz/U6ZMq1nD2TXmzGFSv5Pz9rQg12PnR/uueR9Ennx3Fsg++WKkyq32eXU2cPYuLRjWHMatOLG1GHFY12Gdp+9XuK5jWK0Zhp71ZsuwWuOHDj/UWkBiiSHjpkSYAtiRMAc0H0kpkFWKYpkqkKAWmm4oeKQEG0AwRkliCu90W1PRkCXVGZVOvpusVRvVk0yg8f3LIwqHE3nR4ul9Mj7tx484cx8FbEDIp2kJZ56h9iR5cr+/cMQjDShQhVG9Nta+avpZAxWUzIAiUypHjfH1nMYzXoIV2pzujV+90l80qj+VSJZMjJCz5WgtIZbndZ3nsDvgfV/oBUWY5pkpBqbjzHicCOFAmPYlrThQZUPNfrWu6HMt0G9qNpXUn6VwV9HloBYRFaTJNDandwY0RzSHEoTIVGT+einZUAzUkpmrWsALmiuBoamUYBTDvzh8ax+cZVQVWVHafB4A0YVyszkom4OxUYEVPaKs0+qYM0/qNWgJAGNq0EgbZZQ7ZTdRdZoGBqgyUagyrra5cLK3mdV0dEqh1Z9xaDZM768r2rgHhTC+IcWMWd8hfWRaXzKvNugo6CR4OdIdDhgdgYQ1mc4V6opJDDjLenQka7H9GtTip1C2kYsVmI7oEjlHzPAO6z+ilwfoA0k6Io7eOwY7IHeK3Cl6Keh1ZNr3zHdbzCYRfxMY7C1r/3WxEV7fYCYD32/I0hGvniHOYVcFpLT6wpRta/UZahV/8Q6ne8J4TY4Dm8M1Fw8r5nxk3k7YaULsxJQgfRD4cIN5d4O9cvjrAboRzAdcgMtdBwSC/wAmltopmokBiJb1x+doHNiY53TREjYjaROxD2vM8RLMJaxKbUzHnigfmMM3MPfIeIWVC9xVoQDo/2lDzreM8vc4H7jwAboN4/BvSdFx9O/IKZJ39yCC4wLBMewj9pDpwh7fz3DzEbY79MMF090arhxceegSg7uHqEjQgjrNitEBb59hu4xe3MNk8Mc1Gj5xT5WzuZ+pWYtN7paAquamFNaISOPhIlegW83kxlBszKrLSQGUKQZb97SWtSy5Ou2qfiKtlsSid5yt/wZ0S0V+lfbaqld7rKvUhFJqpJU9KlfrVGv2Q6l7prUgeskuOWVIFNtE6xbc9mwp7yO5BN7JxfkMiPS1+1ZVnypyRWtgj1SDqn4uz08lqJrVVVm2KF+13zJocd4pK5RAycJv/VBq2y1jhlb935Dpq9zRatfV9640ZYKpsdlAyTKrjz8Dh2nNUmz2W8uOLWwAgkqVZYS6h9X9vVH8fuIhEhjcfym0Q3Mg0qG52CVRYc6Zaf8FM5+x3h253o+M8yuO0ytWZmanI9M6sP/ie0yO+K+PSBq4ml6SCcy++D029x8Q2bPdClZ63LFMn7HbF0KEQwdqOb6M5KvMC/OOZ/JAd4Dua4NLd7j0UOzbw29JeSDGgSS/4jj+a7J/S/D/ns6seL79G+A5+vE1dp9ZhX9GyexSKbh8uPzIweclMLj+/D+xMon9379Gvr3BWcFsBHO7It9dYvVzVvovSd09D6u3xJCZ7vdE7RlXN6RwZHj4tmR4XN0gHsx+QP3A7a8vAcs6H/ApcPlxxI6ZnfyGWb4g2g8cuj293dHLkQcHBzuRVx26XZEPd1wf33Hob7j9F1vCdkc6fCSHjN6+IATlwSXUWPzmJc7A+vCmmBP5r0ja4W//AaP37OU3BP4aF2aE/0Zav2NeHxlud1x8uCdl4S4J2/HI6v6WdLnn7sWBkFcc9a9L8EK3ZPOArOcSwHr7/BFY6ifnmxrWskaNcrwpNtU6vcXeKXElvPOCPdzSzzPZvCaZF5ijIGlfMo7XAwe34mG+IqlhvT5ibcdWrtAM4fCCnIT34wFNioxHsgnMFzPJKqvLA3Yd2X/bwe4a012zuljxMN9x/HBHt0l015l0XVa7s8rgBFJE50Dme7K8LcHlb7rCTJF/VfS2199g3UB/6bBdz9CZUn8o7UnxnofrB4JxXN7vGEb48D3s3wjd9iv8+jdE2RM40K+v8Zcv2Phb/KDM88Rx/7tCWXixIvuebXdDTBZ7FHSOdOaOZA+8Ox6Z80jUi8Lq4vfYbiT0L9F8xZQtwY0MG0M/3JLej+Q3Svf8iDPv6NzMajUSdOY4j6h7jt5/yeT3pPV32GxQW+igPJ+hJB7yATiwvrgp7AOVWvb7ZxP77ZGrdGCwoJdbwsUljHuG6SMSevLtLyBEQogMfuTiX2UmcTwYR7bC23kLY8aG/wqdZXz9HNxTu+QvzTdlvXvAHQ0x/IbJCoc7OI7gt/fY4Uj/8XvWu5Fn6dfoq19gXwbsZ2/p3k+Yvz+iKwgvEtZPvNjcYu48f/z7S6yFIQW8sXwVf03WzIf5PSrK5fQC7yxMO+Y4sl+9IribUhPGfc9FdHTTa2S6ReYPDN4QveHoAvuLHccsHL55SRqF6f4BUccEOOfYri+Jceb+P7zHdh3mV18h1rOyhXbr7cPI3W6mu/S46YBZT2g3cBmVIa/YbjP2ynKzfsW4esU3b2755w8fCGlEkhA7y/3LHh2OyPSRKMKH+z3edPzLZ/8DkifmD/9IMEfk9RXOK1/tV/ho8NcfkKvIYXVPcDODPkN0w+vLB76UAx8/TNz+54m7WXk7ZVh/g/gHRjtw569Y6ytE/4Y4z+zf3xI0E6ziRHnhQUzm/vJY+viixzrPhOc4CVdMXM874tfwdjwyrgLpxT1vzSVv5y0374/8u/eRh9f3fPxqpP8I6/fPSbJncm+ZUT7Oio/C9eToUuZidcAMP20vfHomhEAxt85R7jV1e3G+tsJPhXJDtaF9a6YDDckBp/TJEsg4c9mhEqtxVAsm0gxgKjVCU+aacnq2sJY2OBaEdqNUaLQbUBUTU51dJwf/yTNVOTmlooelITZXGDfgnMO4xqMeMPQIG4wmjEZSKDyb/1/S/rvLkiTJ7gR/Iqpq5BFnEZFZWVXoRqOBmYPFzs7Mfor99HOWnD2DORg0urtoZhB3f/6IEVWV/UPV7L3IYplYq4p090eMKBW5cuVKzpB0KECTVodP7AogmQAdxYBa2rb9up1Wo3kBOmZKwS+tRtT1uW77awEEynM21UmuOnhUHdDF6ZTFYL7W5yjOcbhp58VIq++ZQ9Z+XACKCmzUfi/+t6tj5TZz46/rvMqiw1ILhN+ylqz2lQmQtWRgrOeuLM8VLSuvl1TfKqlTjdCvWX9lvFkWbrNrrk5MBUAMrkBMU8bYEhBZcaQC5Egt1Hk9FjCzAj11/C2scaToOoqUDVi8oEFwCq5p8KGn6ZqSDUHRR7bkC5uPOjeqNmDBOKqEkgtVL3liAXKXZy7MoyuTdJU5oraDRZaaHhhlHC/frSCjrcDIIpFT08AXcHyVNqnnWbG2Za5RnISVxXWT9v0VY71+eEX+FtDMVmBqYclDkXIqgQi9XuenHCsgeNt3C7Banx1ZWdPcpMtfP3rbTrdfXRxYXZ1EuD7yCgxde2h9/LXJ5Ab6lZshJ3Zl06leAw31d7dkRixsu/UsXM9Xn0WWv0TLuuVqLotQMisW5nku9+fcRPaGqscUVIsDtUBqtxTBcr/L3KwAfq3LsoypdYws3bt+82adW7MT1hyp61zG6tC5zvF1Sbj9ubSp/bi3b4WK7HqGP8mgWNbYm/77/+O44Ul/daN/urb/uc/y1dj5k4cE1qjaX5wQP3796367ju0fje/17uuHln5c1okapLtlea61IJzHu1qIOgR8aMq/psE3LcXGKIBRCVIpbjZyLmwtQwoQgECuQC01K/LG9qAWS6bKKwmGVNtDte4xSzZnroxVkeuaJ8tcvBlEPx44t2//5KFwOyj/ZBT/mRP9nMWMAtYgZY4t67VQ11y4rrnLnFwX6JvbWsbPX7qDr19ZZM6sBlNyLjZBjMUoHUcpQGYWnJ/LGqMwxUhMM/OYmKeZGOfyuQRVb5BSG4zrWFrsTNXal+V+xS/1unxdy2oQs4FiAhTt3GszaWH9ZCv4VbUXTZbC5SXIIFAIJNy0y9pHttpki7371SfWrr61Xb8+x9eW3DK+7Ou/hbKnChRbTNZ2WPtw+d7CcF4Qu5tMmLKP3Zx3XduumY/l7R8FN3/qYVJt4WWvytg8QJywXAKEyXuQthaKz7hcQMlymx6xhFrJyk2h7Ek+ltpYvtZH86myqJ3DvJRimQa2mYou+H1EOuBSgO8SvBckWTGlKe6GqJSsFw9sI8iM2gsudLhtj/gG6zpMGti2RXbMKaLg2ly61XUIivefKT6AYOoJoyMMntQE5pDJaSaHOlcmQ+aAi32pz1B1vWnKaAjiMElMMiM6I+2AWMa5Enh1wx3MDV4bnAWiKzUsRAvga9KBNCgHlCNJJrKl0q+5RaRB26ZkbJyNWZSsA6YXvDuBZrwEkJYiqGZYLDI32c1lJ88Gs6GXGeaM3V/AX4CeHKXIBomiRFTnKs0Zi2xH9giKsw6VGZpD8Qu9FpmPn3Es9pGtY5sagF6MLP3a1rwNElTy0Ve73ron1Eyqun7K4j8ia1LVQjpZ9orViliDEsvsrllPy6ZqS+B3+bfMn+X7uRLxqi29gu6p+nmRhY28XFNWW7sQ65a9+FqPq+6NUnwzNc/ibyHLukcNtApZqy1/m5lisj5LWWQWSpbVtbL6ZEsm9OJ336x7xe6j+nhLX/8om+NP9tTbDJPyeVsyzoylM+q/W79i8RPt5rx2e+KffAiG1wPKCLkrdVrqfWYzIplpbhkvge1k9HFEUgO5Qe3MaBOjM0Y/4YYRPbyhlnA8gmayFmlSFycEw41nVCMuleCYWq0rMxs5e1IXiX2kjxNNzOjcIm8NThLKGWwLqRRRjwiWOuL8C7KOzFxwokhoILcQPcJEGD6DTHgJmBfGbiA1CU1awPq7NzSMqP+Apip/pSCpw4YtInd4fcByZDZHSpE4JaIasXFYgpDOiCrWdeAVH5UsyvgQCmg7zlgc8GIEFG93JHtP9jOzyzT0iPVkccxadfWd4STR5pHZT+guIk3ExjNMHpu25JQY9A1cwrnSdzKCy4rKDrOOcBmRdETkCdhh7veYvpHdSA6lPlA7zAw4JvNYSjBNWCsklEhLlC2KR3IBoMWXIGSe2mLT/OTxBq7aK76JIIl2GnExEkPD5Hz5exiK9rzrkBgKTrNkoRFIcyi1uNyMqOKNgtfNgZiMaZ6wlAgxgauZoWaYn8maSLnH5oa26XF+g6UDaZ6wTQQfwXsIvnBXlAKXOFBmEmdsaoinPRZ7mHfQZPTxgLbgQiy14KptV9bIDM2MhRl/jjSa0dhSZMk3iOxZSWuhx3UtEjq0bbE0c4oj2YzcbMA7gisBEJ+Knd9KCU+SEjkte4KgbQbNRFFy9hA6pHG4dsB3E0okDxk/zWga8X4iuAHzEz5cMJnJ0eNFy4wTIcsi+90BkcmOIEYbBPEOmSOSE1MTubjItjWsEVIQLIRSiyrOuLTFDzuIE2keCRrp7ovP4kzJwGQBzTPN9Fzk8vUBcz9D/MYMHyM+O2J8IFtHGkbSJZI7KTZ9HJDxDa+RdtOgW0W2Gf2SsaORXSK3E7IZaZ9GLBuXZPgstAOoE7rYk3JmShPRIvevpb6G+USSRAzKrA7nz3R6JNg7XG5hVhgTwUpsJTkYgpGyZzg2JRv2NJOZSa4SbyVgOTG+DmgrNN8FtO0IKjiXuMwTk0E/jDRnZR43xLlkEogoIXja1uGbHa1/zydJpPSG5YTLvvRxJzBnXG9FOs1GvHh23R0SBw5fHFEUTQHnYJc8bRK0OWJuZOreSG5E4x6XoGkSbZhoPkfCsZAQhjwT7EwjXzC9Z/T3eGuY4hMpH7HxI0Ys5GEnNN4hklGXS1ZTr3jvGC9FVWCbIJjxekqMb5HcjEgDY26ZreHdJbJ/ScT7zMnNBAk0uSOqkIjMZky5EPslgrNIF0bcT9hXf/KINHZ1JVxYxi2FQbA4PLVOATU1VxLGG0gsBhIjJgNifdmIa9Hlwmg4lfPIwp6uxsIC+tpUAD8XKLrSCbGxnqMaTWZIbsG+AVfYcsVA7CpWUK4lcobcYbYpi5wWHQCtxsjCTC6Bh5oK6MC5A04hhAbfCF3X4kNHu2nwjdViOaEUiEslrXIaMtPFISkSRTCbyHMkx7Hcs58he4QN2IykI1CKGIkp2Duwx3LvVjXVmQt7fw361OZHwGrR6DRDGjHtCwPKDOxjZQb52n6naqAFwCHa1hNNxZhjBiZEhmo0Fu3kqybwjOhnwEqBLJOS0ifFeb9mB0gpLCeKyHuwiHHgb0kyFb/DVo1pdCrny7uSYiQTJSMBCiu4AekxGyCnMrbcXJ5PQzVQq7FsNWtHq4GcCku/6IgDbqRkzlgF7RpKsKBKK6TKwlGKg6K51KyojN2VjUPJECk1KTYgE7hhsSYqGOcQcYhvEPWI86jz+ODQ4Oi6jhCEzV1P6Bx9t6EJPc5lVDNpjMQxMgwRf5mZxglxF+bRyCmTspBiW8a4z8XRryncUusyFHZ6dWSQYjkYZWxmodTQSJWxvUAZJVuiymizBi9EK6h8AqT4RRilZssCqNyAH1LbfOmTJCWzQgMiDbh5jYEZhQ1ZsjQKC0wQSB2mEXNTGTjal36SSxkdP8PQqxf6WvZo9QivjO/i42j1dxawlRvsdclgKN9T8azSSEhly11ds8LMpWYHLMGUciNaHV5lCSoIrq5PC3hXURXECcFpzYAokhNB/Y1zK6AJk0wyRXImRofLRtYJkZK5kG3JXQAVV4zCWnMieUgNhJBwrkhb5JxQqXUhVJhTWbMl1cBGugJ6pVNustIqaFdknFIZfrmAjYukUwmeULOiigNZ5Pdg0VS/ZkQsYOrSD1ydzfr1ayD7BpRb5PnqnnYtFnkDzuY6HiqAu8pLrYP0Woniv+dY5MvWhf1PTvbj15dshGU9/dG6egMeX9vhOi5vPrievd4IZT1bwIxljN/MgfX8S+2H5TylbaUWvWJhdWqtd+O7wsxq2lKEuu1p2o6u29J1LW27JbQ9vulxoauMdo+4ss6am2jyBXETMXlknonJkeOMZi1rg1IZo0v/ljYt/DErDlK1M8pbpV0zkK3MKcWwvDhDRfak4Bk1+FXT3a9yRnLTgjfG158Lav6JbXb7veubUsfsCkz/CTj14/P86XFNsqiSF8s9r4H9ljWrxViDt+sjkSAP6x1dl8MKbhmQ65q1FA2nrGM5lTR/3IzmIpMVoyPFWKTfhhlVvyYGpAQpCSmNpDSR00xKhURieWnnIh2i0iCUDC5EcK70pbpUh11fssKqZrtzbQl6tVIC/NpxzUR05DyS80ScE3GcyTEzz0V2JsUzOXs0bTFLZBsgG4kMGXLW8ryZQni46SOrdkxZYm5sZmDNRsFYgX6h/u5vurjsB2YLgSXXfXmZX1L2EIE1IyqX+igLICeSiu3IEmBbCBrpuveLlHNXaVSRRabTlefIP48tjGTi/g1ziTB6NCrbjwE5KofWc94afU60eWD2M3mXmDtP7t/TfeppfrsnXS7I5Rk2HbzfYikRLwpTps0G0XBTAcDSOUJjtHtfJAQ+l2bg7KAVNnbC2YBejuSYiI8vxIcDjVcaUbwEGhEkOfQSMO056z0h7ejirwvJ/hcD6qG7d6gzlC8gpTChmGP/pSHMHvZ9IdM3GcIZ5gsY+K6nDw2NNARpaNozbX9AGodsj0TnGVMLMuNbLZU58YhBP96BzLUgd2LzWohOh82ZuJ0hbiog+opOn5m396T9lu6HmeYLjPobJvlnXPMr+ub/geOMkwM2fyCP/4C4L2jzXwiMbO3XZJ15CWeElu75TJhnNueeNAfm+9fSr/OM5oztJmJISIzFbsltqfv34QG+3TPPJ+L8ikbDzZnkelKzB5kIHBFLuMMFLqXApqlh78/XufK3DoO1npss2QBLBu20rvFFryVX27PaBFKzXk2LJJg6zIWykuUyC4tda8U+Fq3bo10xdS0gI2bVpNDVVqZmz5UNxJc5K74Gier+iAfrwVwh4pFKVrbAkqG+FAm3XHyQ8jODjJRsv1gC7FqyLFSlkkasqiB6xDUUf66Q/Iy5Xr9mM4tW+6o2WSjyXhYDZlKy+msg/1r/ofrtWgP74iG5mnliUDMdrpLNUttk2aOrzVX3HVm4BEugQJdi6yPFr1qCR/XzVQ7UXCiZDrmA/WYFdyh70hIU8XWvqoSEXAltq8bZTztUhHe+p0sOxqK7Js0IXrm4loN43l4OXIYZayYIM7m/kO8dpzxyOl/Ae6T9Dp2N6ZxIITM+JJw2bOU/YHnixG/IceL45YxYIuwKyHt2nqSJ6e0jbhhp3h/wu5H28n9lk/6eLy89L+eO7RzYxgu5G8nbf0Y2LXK/gfkZPr/S7N94eHiCsOG4BdMB2z7jGJHxVLCJdyPmPIfN/8zkdzzJ/0awT1z+8G9Ihwf6j+/YXXYcTy2XQ2B8e+Jy/I9snjbcfdiVjPb5hcFHDrvIjONsE8pAOx2R3pC/z6gE+i8bmJTp5ZkkmSG/kS0y3H1guOuY8zvIOy7yDQN7zqdH3NuIu3uj352J+j3z9L/jmpbw7SP3EtnZ/4G+NTR/3ILbQ/ue1p1h9ztMEm4+IDS88ARug94p4iLn02eIf0DPI23siBKZyOSpxZ0DMioSL9yJ572UYq1v8ZFuL+y8MDcRNq9ki6TxhHMDm/ZYbJ+HzdVv+EnLmxLZISZsD/8VjW9YfsByj37pSDkwdI8cQuAubdlHxXggW0POF2I8cfc60H75LdIadm/EqeX8ZSCTmUIp5r1/LH7zcOiwHLg73pEvnik8MFpim4ymLnMxRZpkaFLCEUI0tvuWu/2ewRwv5vHzjvbyWHCZeUQwfADXBlwotQnvtt8RXMBbiySHn0GsIT3+I9kGmqSonQiPAf+o/OKbmW/uZvzzHXpwbPp3bDbv8O2I37xAdkj6N/gpMb/8O1IYSfsjuXfMTwM5ZmQ6weWCHP4ViTMWeyz29PNccIZvnmBrTP88kV4+siNA5xg7YW6V5ulECJ+w7h2mG3BnhuaPxNiQ3JbkjbH7TJwu8M8zMXq+qOC8cJ8mxCIxC1kdP1iP5sDT278S5gOPzugQ9s0D7X7D4BvG7HD6K7T9d+yGhnfPgbE78dy94SzxnD4RZ5guPW6b2f0CNA34w+/IucP98ITR/uTxVvCKPc43yF2G7kz3BXQAPR+JfOb7RyF9uyVOE3H8nv54ZPP/NMbZ89bvGNojI284dmz4X5F9RP6nF3Qwmuceycbr4/ckmbHTGZng9VPkmDzh39yh2568ecFxYG6+J7o3wjaxBX6QDV/yjn3+xN3pB3Y03DU9xyHx5WTkBuIHECKSX2kY2Y2OJC1fHgKua/lF1+GblvPOYznRdSNOI/M0E15a+t/+Pe7wKz5998Lpw5lfjAe68QvefYsLSnMH+g+Z7UfH/jc7NmHG72ByO07ddyQ302x/g2bHl+MPcBaSOHLqeLi8oSlz39zj28Dz/Mw0j3SXkU0aKZV0PR/v77mEDeM3M9PDxOXVsGejs3veHbZctgm/+ULIZR63YebpcWQS5fuwJVvg87hDRiP88RnvEpvvAn4vcB6JkzE175j1HVk7nHr2U6J5y9hmIrcHpvsz/0c60+XE/T/NnFLkX5uZPgUeLxusVZqtw5tiQ5F4yo+/46csbz8jE6LhimRY2eir7nt5RcCKISUSMM6ILIB2KVJlUqJ811oMhT0vjBQgqRavtWrcmV1TKxcgRByyvrY4cEsgYgvWgQ2g483nC8ukTKxa6DpX41SvLBupDvrCsKNmL4gaIhMqGacR5xLB16hY19F0DnElJTfNSpoFWZhzcSa6BssRdU1hCy1AmlZ9YdUSEZcZsRmRAavFjouTWIt/21I48toPcP25yERgkZJV0VYAfgIrxrwsRb9rKmopTOYKPbD2SwkgXcp51voUi6XtalRwpBj2CyBTi4WzsG6W21pAW63PU763GNV/ebzVUyyWcGVLY8s4g4WttzBtrRaeuzLuK1PwK1HTXMHLG1QuV6d+zeAohafLn8WhN/F1bCwg6E0/VNC5fpnrrd0GPmrmiaufrfVNinNQJEHKv1JEWBYgOXSExtP2jqZXNl1L1/Qlk9sb8zkyu1JUL9lYQglxIidFtYwIWeU16rWXhBEWJtECLCxZGjXQtNZ9KXqnpdClXMfgKjNxff71vzpX5mo9R5XhWZhSV3bm4kxUGZ4sNZhZHQbVEuS5oqO1/SqobVLb1m7GQSlcumoC/y3pr79wrKw2FhBH1tfWxCGuoOwNVHjFY2FdT0rGy5URvrx3g/ax5A4srK7lc1qzExY3amWV6zX4sdyjquC0/FQp2TXcsNetZqhYBdwtG5nCMi8ttcxNv/ZD0XGWUkdCynkBUvbknPHOk31CncPlWtBa642tN3jrV1ZA9Kt2uGmPRX5q7YnrZ8uD5grqlfl+mxVwzWK4gr9rvpjU8WC3/Vg/YzfZD3/CcK5r4811ymvCrfTCT4RL/vwhf+6PH4HX6z0JXHv05vM39/anP8p3fnydP3eJJejw1feuAMLt3PhKvunmM9cxV0CbJbNQlloQzpfx4sM1E6JKNDnXoK5BXQvqES2a4c4SLiuuMbJp0cA1h7q5rAUy13tY9vWbWjUrgG11P4IlW01qUEysZM1Zrs9X59k6L+tCtIybP5cI8ZeP24b/c9+6ZvT8pW/aX3nlL1/2x4Pg1m6ooBx+3avKs90M5lqgu/S1rueSm19sYfgumUdWampZLufJFcCLMa5F6jUlYsp1TJRT5axYduQ8lSKrVtjxX9dgYl0J10C+CuoK2OZcteFc0XD1oaxdPrSI8/hWi+6w61Et2RAijpSbEoQYZ2YZiXMCZpIWkEzqfmYWEauyTLpI9sm6bC1N/tVMXP+ulMR1ei/r1+3usfTZsv/adf2UXKQ37drWXy0VUtakpYbNuqfXmmrFLr2Zo3UcyJo1u7y21L4odp8hXw+bn3qIYWHE/Iwkj2RHSB6dHGJatMrN0BwRF0HnIqdx15MPD0j8gOS3YoMED85jpqTUo5JwsaTBS5VazbOAgmsUHKQJ8kkwbbFJ8XqmkUyKRTo0dUfm9hkfWyT2CKkE/bOgkwPnib5H8oacdtAk8l1hibktODVIA0giNQY50MREMzhs44EWp4ZKIoWJHBMWFNd6fPKEGNDmgjYz6krtjCEFphFErGQUoliraHL4scPMkdwMMeKHRM6G7iPSVrs+OWQekThiXSI3JfjqR2HWI6Yf0fz3qP4dzn/GtzNJNszxDsIJ6S8lB9r2RBJnCWhWumkujmz0aJZSk8MZOmfUBGuMrIYMpQaE2QZNHey6kjVyOBfGbAaiEtUx+w1OhEaPyJyRaSosYaWc7/FKQvlJxxp0W+aGrHOiTqCV9HDNBFsmD9V/EBaZ4XW8C6w1CZfzr5P9ZrqK3JjH1zm22F3LPVD9y2X/XPfJWh9wzW6v2Q9F0ug2QJDWddmsFoGuQYgi/yoVRBKWOtiiUv2KUiOvNDI1sFFJF/X+CuBf5rxaybRSVXJest9vF4O6byxrs8oqUWWrv6Y1I3nxDa+Wbtk/vu7klRhQ95avCCOLpBzLy1bbxCi+rILVIATp67W0+nMiC7ZgYKnakvqzDDhB6CSwUSmZXSkyh0w0YZaZURLjdGI8nhl3MHhK7YdOmMaZ4xDxNDR+R05CikJ0I+fwTFBlY/eYjMRgRIvksdSb6LeGKkQpbHubB9xwxPMGbsKLo2FPmnrOxxY39TRjIO8nUjji2o6gGWzChoRrIr31JO14c5B9Qvo3hAmbYpEW7EbMZ+Zwz6RPRfmYgXnYkJ7f008btjTE2BOnjjHumDOIN9ptRocGjR4VYfIOzRBjxpHY5kIus92Ik8z2uUMTzONEJJFtYhJj3vXksMNSC9kTU1/GY+qRMbPNLY1/xvieNL+g+ohuHgnphJ8PMPfk165o0jVFKrxvImYDNp7J1nGS95gL9K3hfCamCZsv+PEFlwJRWhJFfthNgkSHWaYhspPMWxaOc0uTjCAZnOGbC2mYSOkZkUjQhFMp7PeftbhBpgju99OIn45EuydZQM8BmRrOD3sG17OflTBR5Jj9tnjDFtFpIByPpK0x7oUcI/EUyAoTE05nQvOGKIxjC1Fp5h7mhjE1RElIHvASiWbklPBW/NMQBTdC6DxN7hjEMeKx1OPjDokJxlAyT7oJDR7dKK7xhLAlaECiQ61kKKKKbR7ARfT8gp8nXFdqsnbfZvwHQw30orRtS9u2aPeMaw5IDEjeEbPSjI7EkchEUkhtRtyMhBPMJ8RekZwgf4tkT4gzTjM0LdYpOQ3IMNJ1PSE0HFzZ55pupuVC0pkokCQS5VLmpDiSGLMrdVl4KzbvGApXJOZU8gnrPjGYh+x4mM7o9EbXdIgLtL4hND2DSuHjygZxD/gIm4sQNTF1I4JjskxOkCZP2yVCp2g23HwkT4l8mLH8c8oAC0VysIFmgjbhcIQIMkfyNHK57zjfN+glIf5Ee5jQz0IOjksbiKqQI5I9Pr1H/QX3/hU5gj4HMpGxPZF0QuaIZmUaDZkMKEEqdKh+3RHkhLoBrxOz3/Hmt7TTMxJHmij0uSFH4Thkkhfoi8qIxoGQZtyoZPWMTVEXEVd80RSEbEK8A1xm+pRJozG/bcn2xPjdTO4jcyxk5YJjg2vA32f8QWlmjznYq3JpAmOzQZoTcn8gz8Iwz9gUcLJFzNHNsWRrbRRVT5qEKRntBdpY6kpkES67hskacj9hW09MM5wn/NTSj1tIJyY5Vs/xFVVj2yW8Km1omFLLedyh0ejeBoKLeMn4YARLEI3BemYrGbOijjZd2MxTsS9c5mM38byLPI0T968DRz9xbM9o3uPSPS77Ui85S5HNJ5KbQ8n6+hvHTx+RubpJSzG7FIvxUln5sjhEKhQjKFZHFEpRjFAds1BYYqIgodoHhYVlVkBtYmVyLa6ZXoqxsICT1gMB08pCoUo2uIwwFJBfmsqEuSB2gfxG0b78pjjSrhQ4Wfy2SjfGXKmBIH5b5UwEJ0IIj3iv9JuWplfu7hu6rme/39J1Da5NaBMZJ2WYPedD4u0lMaiRUoLJEykyU5pfS10Iy2QicCptZ/c10FBZMFTjSQfMRlZQVRqwjlK4aqoLRY/JDHmubVQyHnJ6Ld9zUIpHt8BSOaZIQBkJyaEEEbToPC9tvVhlphVsym+U2hKhBh6KIW1cEDsAHeQ9hlU2D4g7U9gnHUu2gPwtLURXnelUGZZ5CXqlEgBRAQLZIgsTqMgRTQgzS0q12VT6npLWXRyBwoBaHGtLhYlUxs3NY1sNNuRYmdNL0GsEGSp7JrEW0LUAqS9jTsfq+yzOu9V72LE4F4JDbFcc3gr0O1WcczTe43yg6+5p247Hx4bN3vHu8Vv2m3tCFwjBczocOB/eeH098OX5hfNxJs0Zy6Ctx8WMi+cCMsdNMf5zQiyTKayiwhTKYE1hb8VcQbiuZLHYSEn3rpkRVlmRWtMgdEKIJaXTPMKMpHMFe2uGTSwNa9LU5pjrelIDHnXduLKXF+31GlCzFsmhzlMrwKSEwgbNldG2jJEKGpE7lpb/Od6FLOB4zbFf3MgrA7ycT9fPl/tf15IFlKI6m2vgARY9dlnZ2XXs3ADsq5SHFPZsYfuWryrXYWpLLROKJIlaKXK1goG5pNMnpnL3FexTyvTXqp9csi9cSbvPhuGrQ1ZAK1XFuYALDueXTCghiMPj8ZQMCFWYpsI4dHUJVykZL4uzaMs+sjS2Lt0tmC0yUAvAeAvWgWgqLHS9BhsKmllZe4tMQG1LqwFJWcEAq+27DAerwZ7l9euatOxdeoUDgFprZbm6lPfL/xfI72d4seshX42zFdy4PdePwZL1zx+j4D8CMu3mtWUMruNtaZPrr0sAR25OJzefX8cxrEE/WYCF9dx689kl26vUghAtQQd1vsovNYTQEpqOEHpC6PBhgwsb1G8Rt0WcR1yo7NVaRI4GdRMxBZwfi8a8K+z1nOca0KwM+lXqsK4LNRBRmro4xAUr0RXMVIqkQiEKlMCV5RIshhrAWwPRtZ3XLJbbtr3tnKts3ldddbMXXkkdf6F7/9a++WePaublBSi6sSOWiDTTylK12xuoYHepr+KKHVjxoCJHN7OQT0ysEiwodoWlAk7WILjVmi8iRk6lBtXCAi71HOo6VNm5tshNWO0vLfevUoJGWjO9nPOIloKZoiW4IOpxfoeoJ7SgXmi7Hh8C7WZDCA3dZkto21Wqbh4j8xi5XE6cT29M48BwOhFnz3hx5DQzy4VsSsolw0OqNnuyOuaWTJtU66Vlyjq8gHRGMexrdgI3tY6kgmu2ZmVV2ccaACpa5nXPELmx3is5xZb35zrt63jXClKy6KWXDKVi/0j5uwYr1uCbloBcsQNBqi1nNwHln3JIgs33Zdz79gFxG+ZffyD/mw3N5g88ti8gO6L0OBvwNqA06NGjGhk/vGFyonUXzLWkQ0/0kcvDGUXp8g4l4frnss6P71FzuJdYbEKeyc2Mj9+iaUtOd8S8Rec9XnqmO8hPjvHljvR8R9JAdifCJdD9tsN2j6RvOwxPxhHE2HlFNRHjD6QohI8NmpXtQ4f3jq1GQp9J4Q5Th8aE5IzfCfYg9LsR6S7IS4e8KLHbM/d7bJzhMiGzMuIIo6N7aZl15nXzBp3S3P8SkjG9nSBPuO4jLkfukiePigsXJAzEeQdRkeMeoWEKM+mbC0427OTvsG7C4v+baMbJJXw70rgD0Qnn8Pd4G9jGF5Iac++xrEyqpbjl4wmZE82FUuQ27IiuQXcDIpGcR8iJzjY05w0SAqoZ543wCHE0pkvEhQtt+4zEiJsgpYlRPhZpK1VMlbPrMPdTx9s103KtIZaMtZaKlIw6tEh8WVro9sWmVfMVzF6CE3E5K9c9WsqcEMpat0iAYoWNL1TwXqovt6z1N3uDwDWgUYKzukzDJmM4LIdikdQ1wKTsX6U0lRW7t2ZFlVmu1Swuch8utKhri7yh97gguCCIBFSaslbkUIp1pguQyTU7LlvNfMhTze7KpfZs7so9uZksCVmloG73f4CS4bEQCEWWh4OVMLjaUddMq7KpzOseWNaoJaJT9wlq/TqWdq+ZIaq1r0q32RpAXbCEuqZiZV0Vqjxy6XvIiM0/a3/NOF7k15yd0tz9N8S/8nmcuMSMWU8vD9w9/Df8/f/JZfiWl8sHmlFo35TgWt77LXrZ4L88kGRgvPuM6oQ7RZQRs1eQM7vmB6wZyA8HzHp4uIew5WHO6GTQ/Ao0ofIJnU7sxjMfLv9Ebk6EpwtjGDiEoZAoJSEa4BVSdFzoyKPQ/G6P08C9elKjHOSJISTGjWHJEf/wnjwpd/LPiPv/svv1K2Hj+XT/iYsfef/dHR+sx/tvaZyn3zm2/+DZ5xceps9cwu95e/oXZr1D9Dt0EPxnK37FN/83zMPw0aEu47YHpEvEzxBnzyl9x6iOtHnG3IHdfk9wb7z+PjC8ONzwgqYjxAvNOBDHjjT8IzkpMWaa9h1h94+l5pNcSD4w7UekUfru70lp5G18Kax0ToglukOHV4++/ZI07Xkb/pWYnvnA37PjifEQmMxzDne87HeI/iuN/IZx2HCRHZ326OUe8QP54Y84Cey/3GNeGe8EyYl4OCNp+snjzcQ461B4euzwppzbO6Lf8K5p2cdA3kVkcyTrwEEGJCZkSiRRZvFIMFwwZtcwTPcEE7a7TPaBefNtmVkfn0ASYZtwweMu91js8McXLA24CVzKhOMzSiK+a0j3j3i94GQku47DRZljSzNvEN0zuR3kM3J+oWkd7X5PCC19eMI54TMRp5Hu3YBTKTWeYma6c+TeaM4NblbcSWDOXOwXZH3g7v2efrvhvh25bwdkuofpG6bujfP2C01uuH/eMY/C8PtA3jl8e0dwE+P2iLkNoflHXErch5FZM85vgMz5twcmmXgdjKE1tD+gTUSioaNxiY4x/htoOiwk7HRP/qGHXLLnVAx3/ohm0Lsenx2aqoLH8BnRyN6DmGf35UwmcEk7zk7x23dsQof3AxJfiTIzSGIz/Z5mNMZ+w7zf4jnzCzmCRIQNlgPRz+Q0MX1+QbuB9tsHSBvcpgbwfup4wxhsZEqZl1dlPHncrMX+Pt2jZ6GJHnlz8JCwD8+4zpGe3uMOW3afhfZ0x/70PzD4yGvzX0gBpq0jizB9q2X5HhLO4Mm/w20C+t0GSYrnhJwHPnctF99xr/+JXjuG8cI/pwtHa3Bdw049H+QO6RzSCT577NKTaIjHonijRKIa5+0WtYl3b5/RceT0fsZnx4cx0ljCJzCn/CFMjJz4h+a/8D584U6NHhDX8Kn5FqVF54FtGvi/2MDbZsvnXzxwHA78y6cXRk6c9DOum+gCBXJ8i/iTsc2KWmK+zDBFLH0mScvx83cchn/Dyb3gZOCdG3mnf+R13HIYevIpks8z6s/snk5sZEdLj1nPFO9JCaY4klwgbp5AAq3sCNYSprsiEdW8AYnL7z/Bc+SPz98yTB3dMOLcVIqc3zeYG4h64ZAjxyER24b2m550zBxeDPPveR9+QWhg3BlzSMhmJMzwcKlKm8eGqH97P/3phanXkVk3/oUdvbDz1827Fp6tbPPCFlwc0WJMLGBFyTYoDPDimxX2laRF5oRivGkpBIwtjl1JYV3ldCRQitRe6vUXDWkrICYTYhNCV0BgSZhcCti4cIsXdE4V1IM2FTwpzrJzPd4HQhNoGqHvPZtNw27bs+l6wmbAtcp5EvykkCLzEEkx4duOZAl1LWoD4qshpsVwvdbZ6CkG85FSv2FxVCMLcF5AopaS5z2Xf+JKtJJM1vkqNWJWWVpKQQUXY0/L963IZBXntBjF9hVIdROll8KCNx3BjpTC38XIK+b1DFxKP1ip4WEL0LMY0LRXQPdvOLIL8cWS1bG11JHIJcAFmCxMmzoOZartUY1/keJs5BG4Zu6YVB3x5ftZy9/LhFlYTkva8QIErJkNRSu4ODVaz72wiwLixj/x069snpaS5RMRPGJtAV5tqJneUjX8Hd45gu9owoa+79jtPI8PD9zfPdL2HU3bcmgCjYOUZy7DkTgrzoHzUjQGc0ZlLmMpNxWUXQCTxQAqRe2kghg5F2dHXAkUFrYVFZRYe7BiesbCwiLXjCOroN9SGBythr4UsGpZJ6D0qQmLjEetClYcjMWJsVrnxXxt+2V8VwA/V4dmyW5anBgry5vJzTj+yYet80HsGni4/blCditGe8NiXkHemwCEXN+TCoLXF5Yz3Xy3ZoytDNglCGHrHXDraNV19jrsShCi4ExL+5WZmqv/azXQYqv2ir86zjdMP5UF7CtBiPpUKFLAxZwIwZNzwjlHcq5mS1Db5hZYhyWbQKj3sLRBBbiumSP52oYsWU2UDAtb1pAF/rev2nd5aWkpKFkz1yvztcN5gxcvv8pX/bP8+hVEv7rDC7741Wd/4nFdK/7Md0sjXW+OH392AcHlz7+9/PJVO9/8tB89my0tZj86h3z9tyznXMbh7Wdvsn2qs3+tA/F1PYilJoTzoWZABFQD4gKqbdG1VY8uhZEtYsyEDGYO3xRwwflS0FKcr4/n63iqckErk74+51c1SLTYCgJLZoRZtU2wYhPkyuyvz/gn1Ti+6qLbP65tKasc3V85FvmJ68i6ffNH570dO3/tcDd2283ethICroWpbQ2oXy8nC9izZsYtU8fWdlvueZk3JYhXalCVbMnleapMSl6yV4tdIm6pzVXvg4hJqoRmK0NsuXfKNRd2r3pXbbTSn+obVAPeFzmm0AjOQ9v3+Caw3d7RNB2bux1t3+K94lSYzonpkgk+UDIqlJxmVIUcjSRCzlMpFosjkzFnWNZVL13qGCtymlZtC1hkDMk3trLAQsq4jpMla6u0eQn+xNr2BcizBQzVpTPiTZ8JRQLVrnZtzZ5YyOHr3F37pdriK1u8vL9k+pSjZm7+TOYmBuEELgr60EO3Z3x4ZOq2NPaK48TkGqLrcCnjU0SjQ0ctBc03AyojXmdyduQhY11i6iKKx00NTmboBzQLGhskBtzgEIPEheQHJL8rZuHUkaOgskNlA+2RvLsQz/ckHkHmIseZHP7gSM4TbUOSpaYYeFFEZmK+ILPDXh+RFGhCS9MoQRPBZcS1hVmWZ0gZ6RrYOML+M35zrvrhRmw7fNeTZSDnE1HAR4Ux4M47hjDA9hV8wG33SFLSqcF0QP0BMnS5xVByO2IaC9Aoe5haiI7kB9JuZCOBlidSmMnpD0TpmWWDuJlOB5LC7B7RfMTziiiERklZKSUgDN+NiCb8CSw6JteSfIs0hnjFpAbi3jxuaNBJkTlDA9oIubaldzNNuJTgaIKcI0kupeaHNJh4ZsnknxH0WoNpNet0qZlQjJFqLy1B41WeSeo6VLPB1rVvyd5dJkH9/s3a99WCvpCW7Md7zrIu1gylG/+C+q7cMkwQyK6slXkJrCTWmgcs11lkO+u5WbKpQSuJyTctwQd8C74FpUFowVrIPZZH8mxki+Q8YSakXIMQVKIhuSSGa2CpO1f2yuo3sgQAlvVksQdugjzLXlozn6VmWl0lnevav2zR6w5bM/OWQAKurpQ32RiLnahSgk41+269l9W+LW1WJKBu9rqFCGTzzzLfDGWQO6I0pM3v0dbxluAtGns8HS13/Ylt+AN/jBuepw9g4A187+l2G3Tu0UPP3EfifkLzTBiXDJcLuDNdewI/kPpi+8ydYV7pp6ro7LaYKokIydHGmU36zM5/ZG6+8GXTMm27InEzGTZnGMruMqtHk2c6NLRO6RolJrBNT8IYe8G0gcO/Rc5Cb/873v2O5p2gnWPoz7yFiLTGNkSm8wPpknF3Dr8Xtq8jmy+vxPBK2rySpQXXrsQ71Qbd7oqo18lIfmR+PCM5k5IQJ2VOd8zqSfkHRI649gtNC9gdceggHhCekRTRyrbPp/eQB0gXvN9A+yu4nDH5nuwcU5vwQfHNIzKPZGaSRcymQgYc3gg0pNM9NvdM828Z8kggcMeW89DiZ8/56ZFLe8dWf0eSN2IW4tyRRJC5Bzdi3REZNzTNO5L3jG2LxQmLR4h/u3DrdbzBLHMtsdASUS6hZQ6BdxpokqftJmIbIbwxhiM6FMZ9kg1R9kX4Q4SEZ04bnGZCeyF5Rds9JCU/t6hEdH9AvaJji9Ghk0NnQZOhZjTzgEsD6t8Rt/2KsOQUGGaB0eEuLbltSNtSW1RjxILitcG7jsZtQY2LHcq6sok4FWwcEDOmtsU2SieOMIO7lLUosmeWb2Db4vtA3yT24QzHO2x+Dz4x9H/AnYW2M3QS8psj5QCnDdYpblOCveq2iCY69wNeMiIN2TL2EknTwBCUsxcsHLHmwmYS2ouQ7Qnjoa7fho0d9uWuZlkMCBOSj+u+rVnQS8Xc4hnRSOtDgTwuEznD5zYw+w134Z7Q9gjfQxpIcWBOM2YndD4Tuwfi/p77+cJuPCHSgvZk50guMdrM2/mC+Yhte8Q2yByQFH7GeDOiFWn44aKMqnSpKCww9ZAM7womZPcnbDsgfkfud6g0NF9gP3d8c+54s2eO/JbUeeL7d8ROGZ4EkhBOhstCt93Q+BZ350vgpmYhWdMwm6eVb7mTJz6nf+Ft/IhJRH2myco2tUUm2oM6hzmPWUsedqC51nAxprahjZl344Rm4zgnsmb6ObIloVZF1F3ibBPef2TrBu7YsLGWN/Gc3A4vHpdnGpv5lghB+LzbMKULL+fExMTojgQSfqqq4kNGJ2iZUFLJis0Jc4UEMB1/yXDZM3YtGgbe27+y0QOvMTDOLfmYyS+Z/jHS3I0E3xdi6BAIhx7LkZwHkgvMYYOXwCb3IKHU68kJfPEh5sOFdJk4XJRzbHmaLnQyoe9apHcYJVP4bCMv80zTO5o+YNExBEPdlo3/FbiJFEoNCwkDzoxOipcwjv5PYIk/d/z0mhA2lGVwkVVxFXC8isKXQyaMyijIxlI8S8QVcF8Kk1VI1fkFsys4imVEJsBhGopRkAurv4DuEXQsl6rFuEzeqtO1GCZdMSjFivMlDnEbUIfo5aqpWzUsTQoLVy2g1hV5B43gEurbAr41Hb4NNP0d3abl7vEd+7t7vnt65HG3pdsKTQ+HtzOH44lPjMhwRvOB4XIhZ8V5IRNwbgcWyTKRVTHXVRtqxlBSasEiwjMQMTvXn0shxRFjLNIReYflHiNgNQCzGF9WWfzFDmwK6JKfS5vnBYTsS7/pSDEWW4pR1hcjmFIfwVZg2AMbsBazWsMDo0g/ecwCaw0PWYJHkSJ5UNpc/kY9CADSWMfbIudxWUZieVZryzm1jjWLRXdSKE69VCmqnCDOFcE1QFFp6/iscFuoQF41nq0C4yVwZaBHlgKlBqUQoZVCfyX4UCS/bNVmzVwljaQ++zI+i9YyGup9zgU4KVwmVGZUDe87fKO0PfQ9PO7ueLrb8W9/9Y98+OaX7Dctm77hhz/+gR/aLUE8w3gmp8TpcCbnWDYIp0SNhUXuJshWWFUGWF8A/jzXYE1b2Oi1yHMB/KzMZ4mVHV8BbyqonRYQr4AusvSbdQXkyAVcEt+V8ZMvFfzoCqiRaxZGlf4h+boGVAamLe2kmKtOneXiMJgguRQbN4TsFkZTWdTRqmv9c1IQ5eYfFfRfFtI1aWEZ8yvKvkpyLEzzNYCwAEY3mDFG0Q7+6oXr31JRvpqTtLR2hfAWtvYV7DNb0joray0V0CpBGbeUDAK12+LA5XpqClrHOzW4oILzShM8TfC0radpAk0bCE3DUp8ipsw4JdTBmIr0nneerEXepMjuyNp0paxrcb7zCoDVdL3aTkVCoAQMDEW1sPBWHxIqVi7XObtI5HB1ylkkTgSuUO7yuby2dHlpCRJVzqMtmUr1vfq98tGFCV8A5RWfWLIvfuo4+0vHbWDgq99/BGwvw28FL5dHvB1XXMff8tFlfMr1VLdvXu9/Ablvwe46dmp0aQ3ILaBmBT1XKUNxZW2rdW/UOVSW4INHffknPpTggW+R0KPNFh92hG5L6DeoC6hrsWSkmIkxIm7CuRFLjskF0jQxO888xVJ0Nc1kImZlDSjBtdouxk3wwdXlq/b5WgyvPGfRtNZ13i9grC2A0m1T34y02wlfhyPGj/rm9svLC7LAVV+JfsE6Zm8+++Ov/4XDljFeZYBWFT2t9hnCNUgMJTsy1r2+5wpU1y/KouWtJfC7hkZBrC22mMU6X4p9mFPNrLJSW2IhOyxjibQUEi966QU8jNcMzOXStQ6OiFul2Z36Os5KwLSUoMr4MKMu0zQBHzzb7Za263n34QPb3Y737+7Y73u6xtEGx9vbzPE48fm55+NH5fhWbKZpGLFkxLjUfUiITORc9nbLReog5xLYyVWKqqzzubRBqpIlaiWjZpXDW5i9Czu4ZBMuWuuGItLV9e92HFLbntp3cE1RKbbGUn+iFHeu16g2XNGfr7IuUsC9tZFrtmORwKt235JVsdYE+4mHeKT7x2JTNxPogFwGZPLMdz1z/5588tibw5oEYcS0KQWm40A+fiG5zBwyMGD2EZs7ePkFOMVCsfF18KgJoY7zlN5haYeeX9AUme8mYndG0hMyb9BecO2EXt6Q33xGX1v86wP6raL/a4MbBuz0gos9m49PRRpoP9OOme65xQWPPCiGJ7VPaG5pN0rbQugjXg0/TMgUMe+gVTZ3SnvnYd7Cm5ByInUX1GfUJdJ9In4D51Fxh8A8zZzf/YYQhcexQ2jozo5smbg9QzfSOoEYGMYdMQrT9JnkTti2xW09bjxALAGPEhjcIfKB7L4w5E/EySPjhpwuDNN/JvsNTf8ezZFxLgzL/hmieN60AJjudwM6Gxa+waSlfaZIgfYJPLS7gGuKbTu6V/KhwV4D80NienBw8vCmpE1iai9kRtJ8LPt9lePzrtQW3ByMn+At1LEGy14oiwyZVtmiJSC+SAFbzXZd7Qjq53LNcABUKnGhFlavWXLiZN3fVtuUmim32Aqi1c+s89FgWcPFSg2aUjvRV9JbldtMsAYoLJdscssVu1+sQIrfIxmtgRTxNRssNDgvtO0G37T0fUfTNXRdoO08TovUYU4Bi4EYz0zjREqZaW7ICeahrHEJanZsW0LDArhSZ06kAv7VzyvZfTPF31+WGil+0WLjsfhCFP+H0g5milgofqZW26ouVVqzyNQt9tdSc++EMNf9ubZLJb0tNUDExtJWshDuEtfsCbmum25ZF38uWSkT5URi5PksxLHDXxz72WiaiMor8ylyyo70EgiHgOiW5O7IXIh6JPhI/+uMdxObtoFZsCEyu5nX+9+jXnlq/xeceSbdYqL031zQcKaxHXoOvJ09Ywx43eAax8uHM5OceY5vvMYXXL7jcWxg7mHc4rsN7t091irz7kyKiXSZ8FG5DE2pRbjtaTy4aSSnjO2/hy7j3Ij4B6x/j7mOv3s6IDrxNH+A+IFf3t3zD3cNL+3AoX1FJaH+AT3P6KczR3fPx9CS5wC+QaPRnieizJh/JUnic3yPYtztjNAbj95IMhPjHntuuTu0NCr4y4X33YjffkT1e97cI7+TB95m43A27rqZp/sEzStz/K8kNcZdxFyLvjyiIZN3nzF1tI+/gDjx9vw7mM88HN7ho0OOMy46wsN/JG/+PSfbAA1pA0ky0/ZM6o23qSNOf0cGgs9MMvO9ncinifSqpCFj85Fp9nz6/YiTxKM6XPPT91IxI5xGXBbuNlvaLdy7M1leCbHhnHzZJ7eGe4voZyO2wtgptDuk/yXpvGF8Lrax6keCODa+I0cj/u5CdJ7Lg8O8Q+Y9OsNeP6GNMrbGrErbCA2CtYE5wGF/4ewG7l7v2L19IN+dSPevNPGNdv5I6t8x7wS/S3TvdkhS5ktCXUYfFPUzIgc8gafPf4/ieQ1/YPYj07nUgHzsJ/ousz3c0Qw9zeTw5wv73LLJLftxz04CyXvi0wVJnhB/wUsUPs4Ot+np/uN7kjrMeuaLI53ekdJA7g6Ym8r0z0LsIIsjy99hF2jPn2E4k5sN5pT24ggnh7p7xD8QLxvitMOOX7Dhe3IrWOdJQyY+O9LWiE9nNJ0Jp38pZE/+DtOGSxPKUv/5Ezkm3G5C+oy7/BN6FmZvJDXSG3D24D5AH6AV1Cvp6Bg/NaUYeNNg3pMeziQ/Ib2RJXD41w+45OjOn6pUzk8cb9mh03e41PP4+kfS/Eb6bof9KhCnwBwbXC+ETojhiTi855ITbxrp9hc2v75wzsofY+ByOnP+wRiS8PwRtE3cpxNeoXEfEG8cuzOqA/s4EyIEPQMD3bwjJiP7Cxd35NhkXiWwx7OtWN/JeqbRMX7vOZ4Mex1RlNZNTK1yeOroneffskHcwGl7xgl89znh9cJrPnDwM7t3M641Hl3mjsCm80i/IT4r8zGyuxPut00hcYQDY4TjcM8ct4RX5X4e+YeH75nGyPnQkswzn3aQJtT+iGMiyInQCNtf30PTcBl2zLGhv4vk8MY0v2LTmRheufgD/WuPP3bk8Y6cdsTTG5MdGHzPudnxFkc+DaXQ+nb2aCp1QZ05uqFHk+D7F3IfOXyYiTjy5dfklNi4gSAXNs4RtCGIoDnDwxPj5hvcD5/YfH4mN8YYzngim95ziUe+DP8F5zsaucMl430MqJ143fwLc97wHP8Tyf525s1PR+cqS6A4JBVoWBkGt55wTY80qSDvjNgE2mGEYvAtrDGLFfANFVis6ecLk70W+7W8AAPpavTgKpidwBbNsIUtXwyzYrTkKqHQVbZJlWVYHDldmCql1oFaKS5XCh9LLeQV0FD++bAhtBs22x27/Y53T3d8uNuz2TX0feBLONDpK/Fy4q1TpmkiBCHOVZszK6ptYepIQsWRtLSL6MLCCfUWP2M2stRlKMC/Qi1ZAjuK/FEoRnCVV0GkZgjMhXmnRX+3MOpO9VyVvc+22nDH2iZFjsok1G6tEkQrq8ch1lAyKaqzLLl+L9T+qq/JwuIbWHSXWcB4uR0zf+aowRORBeSdr9cxKqu/LqhqxcnPdh2XrhaDtrHcD2XclS3fs0ojiEHVLbMVwFsYnwaWEDfVcVeBcorTserG2tUQLu1lrOzGWo9EFnC5ylqI+gq6pAoUugrCpspkKoU2QwOhhW3fc9ff8+HpF/zy21/zsOvY9QEfDRtmTucj/aZjOI943+Kd4jQXjV6tEkUylfFusQYb+goYDZhFzIreskqsc7gWgZaIrYX+KhhR20pqMKtIRRSt7JKKXiW/rAB9pqE8ez6VlpA9BSApATZyW8ZTKiiZuFydxqJXXhR1Kot00Si3JZii1wwmm8GKzBRa31+Bnp94LH7pDet9BVp16edc59SP0dwlS+LKsrpmPUgB0qWOtdVZhlUTV66CPlUNqp7JKvh5cy1bwPDCKLb6t+VSQyOTCpC6pMSvDHWtYH+uw/bKYRNklSdxTvHBEYKjaVwJSjShFqp2zCmDRhKRMHri7HHqSsHs+o9bRvw1ggCi9de6FlRQUqvjn5dsEa1fWXS/b7rJVimZpUXKeRYJ9dsEgjU4scClKyh8m71yc56FJWk3r//onNz+Ktc++e85/vzo/PGrN3+vUYRljC4/Zf1RviE/+vxfv4asj7ycxL5qn68ucRNog9vgQ/mpVS5MdBlvWsFjt9a/UVfqh6hzVXap1IFwviM0HU3boS7gXVv0Th0FsLMRwROnwiSbmg5DcP5S2JrqC3M+L1kAeh0YN21VAgk18Co3bbeO2zoIoTJSr8+7tu4CKMsyvG/75tp0fy5A8ed6w2564C/3108PQly/t3z3BnCmZH2sVzPKnsdMWTeb9ftWOEKsCBG2roFrBmUFt5fIobmy4Nm6Xpasi1zlUgqjXyAvNScKUF+ktGpgwl0zvdb7F0HUat2bWhNCcs0ktPLPRZyj1hpRural6zbc399x93DHd9/e83i/ZdsFutbx/DrychhRl5mmQrq5XC6IwdSU7MY4t0iasRxLIAEtmvypjItkguTbNeUKKEpeskOvbf8VC7gGIYrNsECvWvuBshevtuuyGMlqB0m1E7/On6njdx3yyzWUtaisVZupsoRtPedyT7ACdyuz+KcdIg5pvkGkQ9xvQc8wzWAz8a4hNw45ZORc9gELsQQ+RLE0k8dXsndkCYjMqJyLzND5oQw1/1budy41O1xBHYl5S04tYWyQ6BkfErGZCOoweiSMuH5Gjhc4v6HnAXfJuD34/+jhcMZ++II+39F+usfaTOwnPEI4Bnzr8HeFEHMOO9RaQpMJreF2DvUZP05IzFjbY51jt1E2W0d6bcmDMucjMVxoSoyCuIHpCdygRO+5pIHh/gvh0rD94zcwN2uGiHYTMBKyIJMv+t1ZiHEk8obbOrTxuHCB2UiTljbSR0TekW1gzkKeHZwCeX5jHr5HwiM+PSGWmOMFlzPd7Mtavs3YnNEvE24W8vst5nv8+Q2dZuJs5AC+KTbDJDOzpsJwPsHgjXGrhNHTXDzZD0Rmkl2Y0gsqgaa5X2sFCY7mDPYz9tR1/y4ThsVW+yrQYNcNXda962bmLIaXwBIULFNnMcZuyCa3m+IqdyYsjP9iX9ebq9HfZecotthC2Ki2Wab4KWsmds1EWFxAlmBwrQFR9yNxodRXCh7vldB2NE1Dv+3o+pbNpgQkXK29lKMjT445GpfhxDxnZAikOUOcyakEAnIlUZW5XGzTImO0tFPxkYptXgpGLwSN25pipQnq2rGksSFg5dmxUPeXWkB82TCrHN9aR5FQk/pKncTVMFsk6arUXKmLWKSKoeOaObFI4y33U899ayP8xKOQggqL/mUUBvF8Oyt9ArGEcCaOiTQ68tnhLh7xG1J4LH7Y9BnZJXgq+SDO6rOZkjUx7r/g/Abv/hPe9qR0BzrT7/83fHPAvbhS2pFEzB6vLeo9p+2ZSzfyehl4Gy/cn3vuTkaaPHHeobsefdyStjPx/RnGkfnLATco89zSasuHNqBOyOeBFEes+y3WzmjzHnEbLHwDuuf9NrNtX9ke7rH8gYeu4UPj2bqZzr0xi2d2O2Qa0eM7zPV8aRuSNYjboSkRpqqOoZGUjWO6w6my7yg1I/pnkMj0uceGln4OhAxdM0PI+P6ANs8c4x1fYsdbSryOCd8r73sDvZDzmSiBsevQLITzDgkT5g1axd/vSGlgeikElnQ08iTIsezn7uFXuKZh5EhiRNqM+ERsJ3KAS2qY7AONnOncG1EjrzaiY8S/lExK0sglzRyOM8HD/k4rNvVTB5zhxogm6J82bFqPpmfIr5xoGc2TPUgr6BfFvSrxAea94DYd/u6RLMb4tkfsiOpnnDY0rsMmaJ8npDGOv+pJQfGvPT4lfPtG0ETr9yieIOAV5gdP6oWLnnljoh3u2b7ssf5Cbi6oRro0M4uQuydC4+n7jnyE6S2TckY3ggZweaCJxu71Dqzl+d0XZh+ZpiLf6faJts1sXEcne+6SshlnOoPGPF3u6LJnfojIfsJdHO30wClFLmmm2Sr7XwXSLExfAjoLdt6RzJHCF/BzgR9NyXuIquTLe0xa/HmEaSbFQoTyU8APDtdsUNlg8ZE5v8eGEZsHLASSBlJypIMrJAo/oXKgyf+E5C24/wDsmXwoeMz0EZsviFN8A+5wQsaZvL0jhhYbPBw83N1Df4f4AXEDeXbMhwCNg43HNpm8nchhRlpIo+fy8Q43Z5r5gFvJWD/lUHR+wI07dn/8I1wGTr/aMD0J8+iI0aOt4BpIfovNW0Y5cJFX6GY2T6U48ijK+GVmejaGEQ5v0I6JD825YArdEzkYb80rphOdE1wGkQllJsRMEw2zidldGJxxNs9OHI04SJ7BNwznwPnYMl5GOJxRm1GZmXYNl/tAm1s+cE/Sli/tDp8TD2+ZQOKf9cjUTGgqBcG3KjiMJig0LfkYiVNmGzy7vWPyiam5MAVjcBtSbnBnYeMiHzYHJhNO84ZBOr6MT1g+ofYblDNOPhG8Y/f0Abod4/OOPHiaPpGYYT4R44nszkw20Jwn+hTJbMjygbex45JaJu8Zm4azKa8psU2Bh3mDt0TXnHFRaY4NXjJd/0pqZs6PmYSSf/tEjkarvyHIhcbfE1wgCKgZY78jPuyRjwPt8cTgjFkn2GaaveOcB47zhcAT5Ed6M/bmSBp5a3/gkh74ON0T8+5vjrKfHoRQR2GxH+uGPlG04Uv2AnoFaCVX/UYpTqdRjKoCWpRibUIkV2eoMPwNaCigbNV4Z6YkeG25OvwV2JYqr2H+htH3BNyX+6sGUbm+x9TXc6YCFijFYMltBQ8KW9x4BvFI7othaBdgqgpPLd4JQQObNnG3GflwP/DLp8D+LrDdevpwT9At58szn7ZwmS40oWEOgoYJzSPCpTjzMq/sDbOIpQNmsfr4uWJqCnlb2HEro2a7PAClaO8rRUszlEAPA8i5PJerBpqdKdWkvqHUAXjDiIg8l5a1UJzfxZjLQwFzlpoLLlOA0I5ScIzVSJe8Il7lfv0CTllxZq2vwaZF//9vR8cs9+X7roIeWtBIi01hBC5Wal6c8YXF5CuLP0Gay/1rKu206pOV7BdqamKRHKrAsVmVBcssQQZTX6ncDWuhU7sy1ldqqRhF+sDK+YwyBqWC5BV0sAUhFQFNFauXGkTyYL5In3vDMePdRBOg6Tx9Y+yaxC4Ye69sXEvn9jT0+BhwFirIN2NaJC1K5nZxJmx1EqSyrBbj26FL8bsfBVcKW7WCxZ4CMOVcgdxaOLGOhcJkteoE1ACjSHEaqA6VgNmptv1cHBdOFViqATRZgmHwFcC6BDdESqHsClhRu5LlVllYarAC3z/5KJC82jI+anr/LSpYJc8WwJXF94Qil3EDwJfCg6yfwyDnvALlXznOC0ZvsgbFbGFeL31R72UFTqv+sGVHFogJVJSMIRlcrqCwK46uOlcMO3O1jkIBl1QEdVKc2OBom4au7dhsihxY13Z0XceSCTHOER1nsmWCXphdRF3VavflfrVqA6/O+sI0X6HW8sAqZVgtkudF9quyA62OnJWlXtpqAXyLk5uv/YBVP3aBdBc2em1/rY1end11KVuPJfJR5/Nyx6uDujjEXL9p9qNz/HceX93Mj67x1Qd+PKBv1+Dlbfnqq1/f34+BSm7a7+adNRNCruN5ASMrcILI9XfKGC3SEEsmxBL8ugYfynseJGAaMAmIaxAfaDcd2/2G/f2W3f2OxjU0oWWaYLgYl3FGVJmckGIhC4ztBTPFhROGoXNTtwdX1+Q6l5YA5rrv/mkzX7MQlhfqCFiZs7q+vkhxrYUu17ZdgJQf9Z3cfOTPHF8HMOS6Piy42l//+l84atBhlf8QljVutaug7POVFV9Mcc8V5FnWrgpiV3awrbqJU/k7L8JLC2q25HKVfdGkynTW/XEtq7Hck6RCWqGAU7ZkUpqn1BOSChpJxcUzpVC01P1Kwco+LZX44FyL9w1t8HSt437reLpz/PrbO7795oFd29OHlh+2B/r+jZRGDqcjMc68dSWN2V88SMbPWrJXsyLZyFJ/xrLXaIpXFrQs6zjXPVUiy4L21ba0Rk2pwQZhMc/X2lqSb/rjdgSU8WZL3ZNKgJCVnbz0aw3iM5c5AOv+seSqsexV9fy2yHqur038eCX5a4eRyXIkMjLPtV7V84QfR9KdYQ/gpmfc+RWdI3pMNQDecYkj59CCz0iYcJ3h7jPBLtzPv8dUmPuSac2lIWMc9HsQ8H0pcGn9t8C3dNsCWDk9IfcD2Y3MGjHnUPkO3fRofwEn5C+CRsU173ABxH3EvEBQLASmpicJxO8TguIZ8ZpoxonGMs5lXDDaDxSpL+tQNjxOyu4ZtN+j9448viOPmdxOpH4oiaVj5nVUznMhr0QNmMtkP5PsxJBPYBNh/CM5Z07jI5Ya5qYhB5D2W9TvSW2Pec98PJEuI+7lhDsN5LueYb9jyi05fws24PzvEEuoU0xmcvoecxNps0WTktIGc+C6BF0i/yPkbCR3KatU45BZ0RnEjLQ5Y/uZyTfEscc0Y/0I9xOymeo8CCVw+OYhNfgg5OC5bLa44GAbkTygxyOr3ObfHmxXIyyXbPmyVrubAGYlEUkCXWxUvppOVl0XiXU+fm3crfsdLHMqrrbGdeZ8PUeLoqzUjIciWSs0SJX9XUojWA1A2EIEWlIAVm5d9VOkRSgFVsFwWgKwbXCE0LDbtXR9y/27B/Z3d9zd9dzve4LvCL5nnhLjKXIZOl5fM8MQIY9EmUlzIV2VDOKMpFhW52SI5SKlZxmtdkCusnqWfbEnF4lmjOLPU/qA6t/oTQac1T6xZT2sD1qfW3zxUXIu2b6pymuJKWaurJWLr7zIPqsr+5HE4i+s+3jZu6QKx5TgbpU6XoKtP9OIyzIVW/7yT2j6Qgy/ZvT3uOiQGMj5HzB9ZNruyaEh+TPm/5Uoz8zyPffhiYf2AzEGzuceyUfa3ZmQA7/47SOEnvlDw+yV1J1weaL/z2UfOuYts2xxj5lNOHMZ/8Db8UDfK21QmN4TeETGgfn1QHYz0Q80/luC+wYZ3tDf/Geay479578nj8L5MDFsWj6+e0I7QYOBD0zy7yBl9gchZGWbjKabeDjO7EJEvSO6jnQ/kB6PuGz0eU8z7UjTnq3tSfOGR2n41m0ZJji8ZqaNcHooEj7t8R5vie0pIsxInpjVGDct5js2siGox//aoRthmhwxCpvLmXCG9/JEozte2je+3L3ReyUPj0jOdHPCu4DsN8Vf5bdkHTn7P5LFSHFDNuPbhy22hblLpPlM93bE5UT/y4DfZ8ifsfyGSlEueO+Ub0U5t4mzRZo50Og9SRxxLAV6068a5ug4XpR5TMjrK6bKqdtVos5PHWzgTiNMidmfufSGNRFcS9N1dD5wPirDUUlTYmoy1nuaXaDxM138F47TwMuQUHvEu3/k4iY+br5AZ4y/nDBN9BcPoyNrkZs+TQ0qCXlSGgfzRyVeHHNsyVkJErjXgfZxgM0fcGT08z0EYfy3jpj2zB8VcS1je4e3ic32C81mwNsRiZl5arkkz7/qJ1QD7UOk6z0W36Fzw9PvA3sUFxrsW8f5qWe6b/hFc+YuHGheHgkvD/RWsInMF5L7A3Pj+MWuwW1g04E5YddEBjE0bxlpOQQhzjPzcCbGxGVrTA4sGjqNNEHx24ZIIE0JPSbsOTK5M+YDtnnFb/9PLGRsu8c1pV7iuBPyv78jMLH74Q3mFl7+HkKPe7iD0JIvA+SZsG+QDHMGu0AHBJ8YT3ti6tDoaRuHNYExJLppx/byxHSa+BJH/G4mvB/wQHsOTCijFvWOZp/w0dEcfon+nEwIydy3P9D5A/5XZywmXvPE6yctmXdug87f4+0LcX4AvWerws71yJswPc/Yfsa+vaB74enJsUtKiIWoOucHJCv3vWE+8UapkPt613OyhmFs8CnSuYE+HwtJdhrZfDkSDwPuLjDtNny5jBzeThznD7ymX/DYvfKr/cjBZn6TPiGN8D44Nq7naCM5zTRvJ7DEvzQJ5yA1Ce+hfx1px8SxF6ITvny+IC8n7vfKZlOUSvIc2YQt76Rl186838Pv7195ffwtMnxCj0Y3tvThkXNwnDSSU8RdHEw9n93fI6bofwVxZ2R/ITs47AOnDdw//DfurGSwzfYdh5NjHA7cJcc+XZC5hXHDpVemxqFd5tttiw6J8eXAQOR1mnCcij9jcByUPCt+s0UDhA8nfBpxbyPME3I5YeMEaY84T7CE+zKhX/aEGJg5kjiheqJrTzyMAX9ucI3QiCM46HyPS4+8e/0fOFsgy0cmef6b4+znBSEwkKJ1VgpmVdB2Yaiqh+SKg0bVy1+1HBeE0CEUJ3HVbLSqU1YsnWoIJK6a9X0xFnUq15ZYAHTrCosvF7AI3WHyDdgbZkewVPRYtYCaRkk/LxkOVTM0d8Wwkpr+L4dqJNYU+FrUlWooOhW8eLqQ2bYTj9uJ9/cjDw87djtPzj1z9Hx5zXTdiaZp8d7jvaBuRnVCbSSTipEki0ZoxvKxtKs19dqLs72jFOY9UYIqPdCCDKAT2AnLB0QekJX1ca7M8K44ozZQAOInYMKknAuWqurvwFzNGiiggpAK4G+s9RIKENCClH4o+IysAAe6ALDV8c21f2Vh/DlKsOmvW3uW2wI2qtS+bVa7fs2uFmq6sNZAQ2F+y8KsTHWcaCryN5VBaMv9rrIiRSZMclWMzzXrwxbWTnkurK/SYEv67lSCHMDK1lnaaa2dQDHotfy1gKbrvJBcEwsWkKgEayQJknLRZtQZHyA0ji7AJmQ23tg46F2g1Z5Ah0sBzUvGSQ0yLOnRaz0QYWEDrenJa82DGZFMth6jFDtesxkwrAZzSs2G0gZSs0Ku8hq+OiHzOt/BKMWjixRXGdpVXqtmPUmVcLOabWJVlkNuU7mXoGN2hcHirGTM1EDPOqKWe5ES3DT56cW/rsfSf8K1GOfSf8slrq+v7qoUYMcqy3etfXIL5kHNWmCNJa4fWcDjOp1KW8m6FDiW+QWrPEzxXsm1BkRKkLWEh0qx11x/ehZZMVWKw7gCpWXelHoiiveOEAJNaOjalr7v2fSl/k15dEGnSBJlmiNeaxZEnX/rP1mFxurTFIBulc6rW4NQp5ist1PuyZZWk5sPLj7jtY9Ysr9+BK5fQVtb50Fx4gEphYtlbe6v232RnzGkFCmGCuzddOePQhg/w6X4K0d9zj9ByG19/WuokHU9Ffvq1fodubnfa4uwjOalPsBXt3DT3vVvuQk6lMLhFWBeA27Uv5d/ym09iKUWxPJ7ITY4kEoScEWaKbQN3aZjf9fz9LSh8w1d6BgG4y0Y/jIxxLK/hLHFsuFDR06Gcx7LGVVfAZ0a9F3GTw0ar+PhRy18O11LzYQl0++2/Za2ytcvLWAKP+qzGpC+9sWPuufrRv/TvkP+/Ftryor9lfMtH61r17rW6s3r9TrruUq2Y5lk7mZoL8+YwTxGs45/WaQya/arQcnqZNk7qo1jdf1fyQkle7Gcuu5B9X3RhqV+EnniCtLLNQ4CtT8XMLFII5ZsySoHJw6VBqctwXvaoGx75W7j+Obdhl99e8+u2dGHHvVK1szxfGL7uWe4XGiaQJw9vimgl/Nl7OcaaMsoWQx1pe9VClN9XerzksGxZItU22Ltz2VcXveGa1pNCXxQ9y/Tpa/rpvFV3xtrFuYiYWgjX2czLAM+1v6+IYbc1B8q3b2M49vrFFLPzzuMLGcMxyVF5mT0zxF/nJB/58o+Gd9w4/fo0CDWoI3i2hZLLUNoUD/i/FxKpr03fB5pjp9Iohzamj15CWRLnOUTJjN770odmeZ/BL2j1U84OZO6I8ZIniZsjphsUXmPtoK2AzglH7RkX4UN4s+gnwpQ7DeYF+bWkyK4jx5F6O5nvEbCfCGQcBcrbNtfBpp7T3tq8NOWu9PM7pxo7zc032zhFOAUuGxfOe++wDFjz5k8QxMNaMn+AdML6O+Z3cTkTuQ04IdPpOQ4zt8RbYMWChvSPaFuT2p8CZSkSBoj7nXAP7+S/RNxNxFzIKdHlD+i7iOSG9RvyDKT0heyE6auQ+ZA0jtEM655AZ9J92U8zJcRS0JoOyQG9AVsMnJ7Im1mZuuJ0iPhDHnGdjN0M0hXwPXBoW8duIAGITeOadvimozbjbg4EKbPSP457E1Z1wQjIdKz1jupc6fIisay/yM3gUKuNp3dTJslzkpdMxfiSQ1CyFKT5eqU1Km97NHVghGpPoejCIc1iPi1jsOynl4lgyh1D41CypBCLim31IDkAg5qwtfsr+AdTQj0fcNmF7h/2PPw7h1PDxueHntav6UNO8bLyOntxNvRYXnC68RwKvaWunr1WBdZXchK1OdNSJWcE9Ei8WEZye5aOJtKNFkC31ICEEKoPuJizyz7Y90bq+ScVdkmkWtGNovM3JqV5VhtGJPic60Z0VL3l3xdbldJuVC/W305qUTKtd7HTz2KVK0xIcNv0fl70t0js38gTw4XPZP8kii/IvcjeTOS3RvJHxjjK5fpM63foKHH8obz/IAnEDa/JVwc+x/2pNDzeR9IvaCbSwFF/znTvCnP7zvO2w3tL46E+4GX3/6Rt8v3YO9Rfwf6QJA9Mv2GdPxM3oyk7gxuV2quDCP6/C+E83fcf/y/M83C8fzMvGu5XO5wDnabEyKewd7DJNydD/gh0ovRDTN7F9lLYnjnmHcteXskv39Dpw3tvCVP99j0Hs0b3Nwg5lAahtPEl+OR1zbzT98q8+Rp5j2MM9vLF8xm3uTC7I2L3JNdy06+oZUe/TAh7xPxpWE8O7rxgA4zD80999qzCUfCZiBbS572yJhozhG3C8jThqSZSX8g2sCQPhYeY+xx6nna9YDnY5+IMdN2ZzRH2g87/F4Y4yspfcHFgCbHvRn3ZnxqijpZ0EcadsyamacErWIfAnNU3k5KPk8wvWLiObf9Klf7Uw4xww8zDCOxO5UaOv4OQkfftOxCQ/riiG+OuR8Z24nQtoTNhjZf2MbfM0RhHgXlDtH/mbF55YX/FxJG8jcjLmV2h4gajJuWrHAZCz6yvRN8J4yflTg5YtqQrSEAnSjN3QXcAf28Rz/fwTct03cd6Usg/qsgEpj9Hdof6R8joQNvFyxBnhrmrLzKC847/vHO2PQefXnEjzvun+/Zzi3TP5xJTzPDXY/tAt/tfs928xE/b3Avfam3kiHxmaSfmULH+/4eOkGbOvs9TDiwjguQfMdEQqZTKeJtiZmEpc9InAlBwQckeXR22HnGDhNRB6IEvHzG737Awgcyv6JRY0vGbRznuxZ3VLb//EYeA5fLL5BNT+i2EBzp+QhpYtMHRJVLzuTR6FQIzpC3DenSo84TggcPMWTcsWdzfGI8XzikE40/snk4w0XZPHskKVNSpDP6bxM+Bfz5A5p+BuRLZhte2DWO0A2YZfIUOb7MdPuG0LdIOuHyHxAmINL5OzbunvEtcfqomEZye6RLgfv7PdGERhLj6Hn9XP7umoSForaSgLddh0hPfHugmY1v9L+xyW+c8Uxxpn09svs4InrP1GVO48x8Gng1x+f0jmafeff+E1MeeZ2P9Gp8cBmvPWccpExzuhBJ/DHMIEuQAprTSDtEvviWi3O8HkZ0uqB9C53HS4Zo7DPcSYMEg01k2B5h/89IGpAzhBzYhj3OG41ciJZwoyNFx4t7IkZh/u0rysDTv7/gdpnjtuco8D78nnv3ienyPxHn97zYgdd8wk+Z+3xC4rfIeM/ohcGEhybz3WNgOiYOpyNzSpzmiHORTX9mio5/fXsEbflu7ukchMcvOD2jTNglwuUC0wTzBhHwYwIX0XFDSHccRUk6oWK0YSAAm7FFsuK8FuJpaOmi592x5SyRl/6ZcSnf8FeOn14Tggoi2gboUGvAhMzIUqiq7OBLCv8CqvawMPQXcN0uxRGSkbXgnmgppkYEThQ2/pL18FIcMkoqteXqbNGX1/VcDaUT5I+UrIASVChO81wNF4dKfWQzSg2Ft3qr1ZBUV1YqlxAnXLWPO8hbshUnM+eGlDbEtCXGLfOkzONMnCZizGQ7YHouLCDpgQ1im2Iw6QxadJUFkBwhJ4Q7YELkGWSuAQGAGaFIGhQcrd4rQ3E0s6K2pL28IczX9qYvRhaL0X0u/Zg7CtAwVaN3YYNUmRwtGrJFU7XaiSrlXgzMzggDSAfSY+YoVKxU2Dmrbr/DZJF0qIBBTDfw4F84NK5AOdmKQSxSJJeW/qoaruLlBjBpCkBSjdDi2y/MwGpUL+DrEvyhBtTEV2O24coKBUm1uN0arKpPszgkuQZXqqxBAVNqITbhmkmAlYwWdJXjKQZ2AbaKnrQWoicRM4hTIg6J8+nE8e2Zz1++pw1wbB7YhD2//+GZj8/PvB5fGKY3xvnEPNcU2hTLXFmYSUth7Vyex3LVcpVS9G6VEBKKA7HIgy1p1FXmZ0mWgVI0T6DopCyp2yIlQGAO4uKspfr8VVrCVYB3QZ2rU2JL9kW2CgDOtY9u0q1dDXTEVO+prge6aIlXoNAqo53Az/EuZAXEqvPIwuatYxip2Q5LW7F+Xq5/XTGdFcT5kc578YyWM16B8BXItJXBvabrV7D3Wvh3qVViYAnLVvxVW0C/qmssWoMeWkv41HoSuawsIlb8NxWCc4Tg6bqWTd+x32/Y73fsNlu2282qtuJPA3MyBu9Xtjt6Bb2EaxBh1VrO1/Yqj6/lXha2ObU+ikhJeHILu7m2vZVnW/5XXlhAvNq2K2txCbYtbWhlWahyAWsfVQd7AaYXf3vBCMWorL9bnvoNgLtc42/jwX/5kD/5ZR0fP14q//za+eMrX8fvFWAuD3Mdl3L97Pqd67lkudpNRg832RBfyS9x834dC6qyvr9ITlzRlrrmLQUiRRHnUO9p+8B27/nwruFXv+jYNC37puP1mPkhZLyHw3kip1SDGjeAs3pUE6pa6gloqYVyhUWWoXSdY0VGg2tS23r8CIVax2y+do2xztE/wWzXAXEzs23ZTP/Sscx/Wf9a72F5azn31x/9K6dcxu7NWF2lJ+oJ5eb19e8lkLBkj2SK5CIUlunyiFZBpvo6N21Sa04s0l1WwTSxpSZCWddFfWGx1nWsyDEugfqadaEJq4Ch5VwkQ8zImim2aL2XPGEoqap15JjILpHradNoxCExnEZOb2esV6YW3i4z54sxjJmYMikpllosT2V/y0vGBdc+XAqhXovDlOddC8nGclFbqM5Sfl+zJ/X6PXE1y1Nruyzg38LWzrUty+eXikHL3rqO02UOL3KlaxBuyVaO1Ra4HVDLPrxGd+o16/pa+/dnq80J6C6jDro0EPKEU4dMI5LvkT9syNYyP2xQ25PYksKG2CSIwn5qiw0xGB5H/0OA7LGxx4ioey237jsE2LxtICX6VHS3529+IHevTPmMWmGk5Qw2f4C0ZQ6Z+a5IGJIyYejoXnf4kPDtTFZl/EZhzPAvB3IfmX/9UEjt/QBOkPcBvHKOmQlj4yPBL/bTTOOeaf1Ivy/FDbcPG/r9QykWvIOLazj5wFkn3pqJ8Az7F5isx+V7UmoY2gPqRoIkdG6QyyNRlPDQIpqYpiOWIz6ekDkR3j5gecM0nokuwsO35O4debsjM4OUgHBOPen8DtcI7kkhe+LcYNlwzwmJGT1PZEmcbASf6bfvylo7bDALpO09yQWclRoYSoBhIk8jEmeS81jY4G1f2ICvBl8yOUKcBOkC/v4RFzPhNWKNAi1Yh4tP10zrvznWlswsWDOWWez7655TBszVFilvldopq8TQYrNKmaNrIF2kAuWyfq7I2XG16dd915bbqpetc3uRDJJFBnMJwVpdP40leHuVWis19URnFouxuB+KCvjgcE5pG0fbOXZ9x2674d39nvePd3z7vvxrm56u23A8Xnh+cYRGOJ8Hkp1x7Qm1hUyw2Iisa262VAq2UuxxW2SMcvUrtAYeTCg1GSsJau0eq/ZHzQaRjNROKMELLTK6JoiFujKVbAdJ1T8VWIpaU6Wy1nqFS1HvxWZfMqllkRCsGXlcWCXwMLC+/vyJGTfLYZCHUvcuNO+R1tFt72jaDvMtxIZt/oLPB46u4eQCXre0bsfWv0faX9K4lvPrG7O9IeEHsp85bVtcCEy7WDJn3Bcke6YvgXkWPvY7vCvFoDc6cT7APAfiwzv0vadhS3/oGD6N8HxBdYf88n/BJ0+TGtK84/M4FerA/o7ceA76PWaC1wFrHIPOyCC0bxPehC4IDkfrBd8G3sIH3sKGWROddvjdiHv8A4MYdmp52EH3biCfv5BPR9JuJv5i4PT6wOffvWdoz5zuR7Kb+KAHJoGN60gSmIcNKUU6L4Rk3J1bXGx557d0soHpjL1N/PF0YL5cSFNmTI/kywP5cofOZ/ZTiwUjN0ecb5g2G6K/MM7/QtJAdPekHMjTHVlGUvwBVWXrfoUXoDkSG8OTkCTkozCfhRxmcCOPItyLcrl0fBwaRvdGcG/kmDhxxllgk1viC0xfhEzCyYjGiAweTElDAW5/8nBTuOwCuVF2tqUZFc6KJeX1QTn2GctFilh0Dzyix5Hm9yecG7BwIQzCnRNUPtHq/wc1Ixw7sjdm+YRaRNwzJh2z/w+YBLy/IGkg/S4UxGowvDdyStiYcDHTuExOFy7pgMygjdKkke51JF06ZgfilNw9I2GizR4XW9LQYqHYCF6UbWpQ5xkvCrPSxwnljcvTgImj7TO9QJc8zdjShm+46CNh7/H/8InYlECJfhLcl7+jmRo27ZYsExxei60WrKzB8x0qkd3uX5jnEd1H5ovw8PbEpI7Rj6QtzB8vxPMLQ3PH2b/HuTekuzA9wfQwsHEnnHtjbjaMOnKZMy+XGT0H+rhFxoasO5Im5tQj0dFNJ8SMaK8gCWu2II7pNTFH4FHxncC7xCZN2JcMp0iMgXTypO7E8XHG2oFdd8H3QjjskBmGLGRr2cZ7XBzoxj8iUGyqv+p7fH1kFT4/7Di6Bn1NyDTwYe959ErcC7mFx2HP3fgtx+YXnJpvmGYYJlDdcXffo92Ei0/YNDJOb0QSs59BGrZNh3PGYAc0G0/+VySU9DaT7chRGwYP25NDxg3TtiE2jvxNj92XGpWNh9gE5m6D2YzZH8AP/HbuGH3mVzujtYk7OyGcieeEmmez35BNKdBeUX8Ql5FLAyjq3pWM1c0G3TqG7Yg1Z3bTnnbekfyO436Huwj6MrNNHf/j+zs+dqEETq3hdzYwzoYcZtwsxP6ROGfmi5AtsfUXPBda+QQW2U3vUWvB3TO6QGoc2Z95z7d8s9njjx+5nL5w3l54k4E7HfmlXmhnZfsSCMnI24Lr3aUzBe9+z0zDd3JPzo5wSNg5cTgq4gIb19N2gdh3TOKZoyHpQvu6JQwOHifk3Zn76ZV+fqHJmbd0j+g90n+LtOB2n2pyfKn9t02eKIFW9/yURK+fUZh6qsDDhuII1boFkjEp7KhiHHmgq69FkA7wlaWqUOWIisb/WM9VQVzpKEz/UwHQqiQHPoN4jHflurkWI/ZdcYq1QXTC0hlsKgaQeUSKvuzC+BZalgBJYQFHkAFEivGFKywKB7hU7dhUXq9BCKvppzkHctqQ0oY5bZhnZRpjBYAHkh0wPWGayNJjbNC8KUC4xmqMZYSI5GNZHNkDI6K/AbtQwH2PsDj2Szp9lfCxEeyCWoPYjiLDdLwagTQgXTVzi/a+cAGUUkDSlesQKWy7TMmwCCAnRGYWTVLW4sMF/Bc7VUkdh+kWUoulHnEDMPKVZj9US7yyWeZbZs1fOPRalwBsTY1ev5dqFkYjJc15YW/SYtaVZ1pYe0t9BqrW8lqsG6jAZDGQS00ES6VQepGCMiSlAupKScFYAUhZ9MSvjEKpjs7C6iygbDGcbQEgbh2hCsaUOgm1wDJVXscgzZl5zFzOR45H5cvzDzhNvLpIq4mPn5/59PzM6/GVyxKEiBdSGrE0F1p8TWFGUhlzuYBK2cb6+gKZ6fpcYDXrAdaaFwsosdjrWsYwWdC8ZETULAxXnLUVMF0CZ1X+DK2Sa3HJTLlelkVey0rKfJGNGsoY1R7oyxoQq35sLs9gFVhbmKfVS7sBxH7qsTC1luDDzc2toIxex9DyncX5uYWJV0Hghb1Vf67Dubbr4vjeSL2sgYnVcVsCEcsVyr8SxyngnZnVwoFXuDGbQyXXZJ1ci2JLqR0hCmXElYLUrmZB+EDXNvSbjv1uy8Pdjv1+x363I2UjpXJP52Hm7H2tAwFrBtQCoi6Ptf5Sxrou4K3U8KpkzKQEH2QBsSkFrF1l2FmuwZU6BrE/g9HLtXlr01/7v7ZpHda32PHat3Z7HltPLrddub6yhIVZjbuvP/NTj68G0vXG6q9rsIWbkWXX57x9/wZV4cct8xXg+FUAYoFAZAU41gDcwvq8DUB8FZS4zYion1nklxSuQYoFfLkGIsxqbR2pAQPnUR9oe89273n/1PDrb1vu2o7HvuPjcynCns1onj1z9KX2w6Krra7oiadYaos4Kcz0ZbwvuOrSFDeBCLObgCjyp+219outbb4Upl77YJXwuv76ddsvO0f51vXtv3C9r75985mbMflnPvpnDvnqxxqgXbLk1lPXcbCs63UFkjUIoZjzZR4yl7utzFWqhJnV2mGymJZW6zHJAqTLV88uLAVDtQZK67XWNbwyVqXUtlmmf85F+ikDOSVQISmIlSCEouTkyCLXIEQ0chLimIlD4nIaOL+dSeYYs/A2lCDEOFkNQgg5N1gK5TlrVug1yL0wbZd98roLlHW+EmFqnaS13VeZPbuZhwtgVsegGEKse5pfW+s6TrTaEsaSXWEsc5SvXr/aP4FrYekSRLoGzG4z/uzaQ0tWhro6b34eUCcKbpdxraFxwGwgPWSyNcjnLfzBke470sMWtQeUR6JXtEn4SdiNDfko5AP42dPFLdk84/+Psz/rkiRJsjSxj5hZFl3MzPeIjMisqq7qrl7m9MwZPOC34E8DmAEwONNbVeUeEb6YmW6yMDMRHphFVN0zs9IDkmnhZqqioiK8El26dCn2GBec/QCtwjuHuMBm3OImpb8UPeD46ieyk5IwmUGnBsuenN+i+gtyd0B3J7hEuETa8Z6NvsF1F1z+xBQ841uP+2mi+c0R3WfSmxlrhbafkE6Q1wHznvMnj89WAMKQa+aR0LhH+ubCpv2WTbPl/mHL/u6BXhO9Ri655ZRaPvWR04uJJgv77Ijq8PLApA1zu8cFTyMTThqwXyIiNC9+hHBhfHomzyPtMBCi4Q7fwLSl6XtSiIwPL4gvOlRH1CZMmhL4yxvi5Q3SJuTVhMVAOvXIJdM8DkjKuDyRSVyGCbyjTd8QfIubDRNHfH2PbXscR2SacDS4IWBxRFLEmpekbo/Pe/xlT348kP/wWGB+Eby2hIcdLk00l2dyK1xCi9Dj4/e4JVP+qwbcsn7fBFMlX9d2qVLBi7StW9bTZa2pRCPK7l7e0rqv1T1umcMuV9PtpgqLUbO35brRLOaiCCyZD+s8XezC5dwqk6Za98ZaK84VP9C5WjOllmB3Nfs0NI4QHF3n6DvPbttzt9vz+v6Ob17e88s3r/nlN6/o+o7NruPxcKZpy719fByZs+G7Whi7GGnLzkgJFRhqhmrZg20N0NS9YvlxBnnJSKsB5qV9XT0foWSC6DXLYslSkOofaXk+k1DJcFIyMFYSWFlLS+1JxzVj8db28bUb0k07Z7CptOsiPaib2v5Vzu5rDwObBM2ecP8a323odve0bUcMLTm27OYD+/g7cvuaU/OKIPds5AW9c+ycY5yfOR1+QJsBt3smdz3j/TskwLSbcSite8SpY/70hhw982aP32beOaOXiaej43gOpP/pNfLtnvZ3jv69oB8+kH/8hPv+3+O++4+Ep4b2Q8MxjnycjtAI3D2QN4Gu/wkfHP4eVJX58kdkcqT3e1zu2L9qaUJL54XgAx/bN0zhJUc3EVzDi/3E7uUfmeUler7jxevIt99O5MOR7GemreN870m/eeDw4xvG9sD5/hNBjLdyRMWx8xsmF/gwbIkp0/WAGq+Hni63vAxbunZPnjP5aBzOz5zGD6T4gOlLdHrA4j0+P3OnLeYGrD0Tg2PsNqR8Yhx/g8qebA+YBvJ0j3Egh58wga1/Q+8d7X4iBeUSOlIK5PdCGkDvE7IZedk2/CLA/5h6PhzuaXYX2u2ZwZ0585Gd7bizl4zPDZffbdCg+LszOCtZuiqMw/yztlMTYdg3pBTYnF9iUwd+wHLk+ZtEfJXYxwvbPEB8icR3+NOPNIeP+H6C3UiT4M47vEz07hHyHk5/Q24y2h0QN4IfMbcjNf8OlYYuDHg9Mf/BoYOje+jwva9Zdp7gM41TLpeBcXiGXpDe43KgeRqZUmL2AWkU24ATodMGSS1x7kpJx33EBYe3IlU3Dy3ZhNZPBD8yvEykXul9Sy8Nr9M9d7PDpreMbkve/5H2Fz/gzJHwdI8d7adf0riGTdeT84F8OGIuk/u61nCPcwO77TNJz9hemGl58bwl5Q3n7Ym4y5x/PcLHZ6YX33HYfEvjHgndkfHbZ6a/PeCPF7bPR1J7x2UzMh8yw2HmXjf88nSHWcPk9iRnzLkEbfx8xlkEO5QE4uY1Ij3TRZkGiC97XOfp735i40fcMSMXx3hxTBbIvzxzfvFI2M7sdxMy3yGHN6gZEwmvd+zy3+Hjgc38gezg1OZlR/uqIzvHp4cd0m3hPOIm+Pf7wJu942knXDp49/GOl5NwaL/nuPuOn45HjtMzve/Y3W9oeqWPiUv8xE/zE0kS0SUcPdv2JeIykz7hteGl+7d4a4mn/0pMZx5f9JyC437yuNOG1DVo79G3DnqjPTdsByM1DbHb4oh4+SNIw+9Sz65JfLczGo100zM5C6fLAe/3PNz9I0rL9KykZPhQasnJ0CDqEP8KN73CPexwLwLT9sLcDujpnm7Ykfc7zrbDD4nm04Vt1/GPr+/Y7AMfdsZg8HtG7MnYfFSIkDcviEGJwwVhZucHWnemkZ8wm9jPHUGB/oEpPGCNIDLwrnvHK/t3fPD/Dz7Z7zn3A6ftyLvxmX9z/oDFPen5LaE1bKc4y3RpwHTLNL0hSU+Qe5Iqw/ET0WaO5jHfcP/9hu1GeZp2RNcQhwtqAw/PSvjo4cUZXp95eDrQT8+cdMtTvifIW5rN3yL9I27/T8Xb0IDNLVN6IDtPJxvCV2R6fXUQouhDSpW1AVsKnNj2c0dWpYCfvuhZCr6CtJmi01iZcdQMCISSpukLo1wMZKkRsbDHKmNBFs3HcOOklnQaW69FNWgy15TLhFmsYMjCQisZDkWXWrDFOauGjVlhTKl11REVLGVySqSUuQyR42nmw+OEl8Dx4tj0wqfDiY+HE4fjkWk8E6cRTScslzRwY8I0VvYcLAXGTDLIUO/1NYUJf5XNKazegElTHVNYpAcW6ZqymmWujLeIylPpN3blWdcO9cV4lqqfLAuzLta+XWRuattqA+pZi3fSFiMSxyq/I55VEgBHYZgs/WIsBcAsLGDPvzLeKjAv0tTxsgARuY6HuWSKVHmeMr6KJNOaR+389YImlZRj5ZzqWJf3atbHAqaEMkbEVfaNW6TD5E9Am+vzV+BEi/FbMnvK95kZS+HN0t9L0K1+n8FSRNy0xbTEDlIy5nnGeeF4GEACf2w/MQ6pbM7ukafDgefDgU/PnzhdTgzDQJoTKSqWXWEvuYSp1SaqIKzVgA0lI8ik3qMtc7s+2wL+QHlfC7hS5Da0El1rwIIlXRqKbiy1PgdYLa5pC5ifq2fGNcPF4Fr0bhn7Jpg2iEtlvJkhNl+vKblkFknJLAJq6nq57zIOfi7DSSogzgqer7j6ygTnJtixZJDcjOk1sLMw3BZQcgE91wXzOp6WT6wO7Bfg7ypz5K66+xSWsbBgVxU05AYENUFxiOUC/JoWEG+5lxV7rU5vlVZqQkvXdmz7Dbvtjv1uy91+wxyVOWZCM1VCWnFVl+w10cyqOO/KtHfiVvyulCGpgGIlZBe2/JL58XmbLNgcrjKpTVjyIFZUeZGUWgHla3bF6lFfm+OLl27+EFgCPJ9f/4s6AfD537Jc++uNvJs74rqwfHGv8Pm4Wr/rFshe80r+zHW/vB/509/WsXn7qnz2aEsf3GbhrJjl+m9ZM66yTUvNlJvaEdxkI/xJXYYCfjoxvEDjjM5DF4zWQ/CKSAISphnLmZzqT1Y0a1nnrACwgiJin/fYEvjVG5C2/r0G3G+lwpZ5eP2DP23qzwYPK3D7J1JJ8mc+/3XjpVzKPvvsdfz9FeBEFrad3azveV2XbhnythQrrmupLM+xfle5X1sm78LSZ5m3CzB+015I3W9gkYJa10EKK7BkZy0Ak7/ac3bdr5d4s1NQHCk3OHOI5LItyVwzLpZi54VYEWMCAsP5BJZ4fGwwjXSbjstktJuB0LY8HUYeDxPvPzzy/HjmfDwxDQfm+UxKMzlHcs6oFkawavkxNVTLGNJqS1wDgw3rHrcE19cMm/p8UvdOrfaUE0q9te6mrer5a1/Y9To3a1/dfNe5WI6F+LDYxdfxWa5W2OJSP1q2/npeZYJjvn6D/6vD7bPDDI0REZg0kK3H1XoaDSM+HIt9QsDphMufkJhxQ4bsyanozOfeQ3BMm1yyYqNHokdODgue1N0hIZC3iuuVZrMFS/Qz6EHILxqs9djRYDTmUYk6gibUIEeHu3jytsE2Hbm9kHYD0RKaOth02D/cQb/B3e8Rr4VwhMGzw3uhF0UaKzrgjSfaHqcNqXNkJ9g2lAKSm0/gTzhVfFa6JsI+IiYE23F6YWy/Ny4x8358T9CZKSWcGtPU4gZPeIpoFmwSYnbkLhPbiHcBFwWXT0jIaDgS3YDlO0TvcXlGdMBah3W+ZPhMnoZA+LABB30ADQ51hjSKbCPijX53j+DoYsbriLwaoRGCf4GmgHMRwozNjpxawtDRzIIXY3ZFdoJ8wqvDN3tc84HQ/xrb3WObX6KxIY5vUFPwcwlwxBNuyWD+qvFWx6/VGoC2SNAt9XXyzQ60BPKKLW5SazuYv7Hfas07kSqNJLgalFilzKqPchvUvs5VW/fv8mqd6+v+qSWALuG6Z+JqDb4yIcs+ttQ4pN5DyV71vtT4Cr4j+EATSt2Htunp255N27BpHNtG2DXQBKV1SnC6xkSzGEpGcy3Km5WclZQSORuaStZZCT7oSqayKkVrNSthkUq6+oi++m/Lrr/44yBMLKSxJZBhSMlqNKnEAWPJQRXviz0XYa27d9XqXNcakXx9wQqprHTNtb+kqiLAInu8BCkW3/Urh5pA8sV+3u23hK0n0OO0wYLhmsiUO9L0QBhavr0o8jDgXhr+1KKPG5RcXCGUwIQkx3wSbDA0T5gZ09kheO6zA2uY3A4TGPITsw1Yd6ENEXluyepxPwzwcWY+nTjriBsmdk8z2Z84fz+izNyngTQr0+FvMB85tyfa5NkfdjQom6pS0XUvaGhw8wmZBD/9Am8buvxbaH/Lw/bIppnY/nhHd9zAvmHaek6t50mFNjq66GCj6F5xDw2bV+/p7MCd+4jNB+LjiSn3XLY7xtAw/CKhObNpGnzI2LeQWnDzM02+0MkEGtlnYdC+zIUwMfkT0TIxF21/+oiFkVnKWopMuP4lWIvqBTTg8obsNuT+DbNTnkmMTPCxR3GcUSaD+TyQp0wbXuNtz7FKP8apZT8Ic/+SU9OS5wmvI44O2JD6htP3WzSdYLwQvLG/d1jekOJ3aG7/6jhbDhGh8zuCOObXkN1M6waczHhx2Cxk1zNsG9KnBjkk6A3blmqP8ymSSp450DJzj+aG+TyWdbvtcM6T7R6RLW3uwAVaeYH4llEgOsi7Btl67Fz206HfMjUbsnm0u8fNDjl7dNcR7zY4evZNRxeEDRONa4jNPb7zdNsLtJ7EHqPBtw84HPt8pM2Zl9bQqoOpBRVSo4w+cZozKpndXWazzXjb4Zpf4NIZiQdiuyH9hx1nmxn1AzZFeOrRPDLmZ6K/oA+gZOKlI2WIuwOpzaTNJ2LsuJw/MU0HpBPau55Nc2KWH+m3F1o/ckG4PN/hhswwe+COO+cYc0TdhG+MuPFYFOLJo2T6/YALGZ0Smo05PaDiyLMHZ+i9IltQS9hF0bFFBSbZku9bwmlgM5yRyxl3OKNuQ253uOQJ8UIOnti15KQM8YkwH3F/mEgBTi8P6C0m9lcXuIxMP+K05SFu6dOWu9zQq+elDdwx4/Ke07zhed7y3ICGyMPLM1wm8mFkdMKHE8TsuLz8jkL1bgimbPoZsYjmDqfQhj/gRWj7J3KeeXVu6XOA6BkEOjOanBnxZHEVbL8g/YT1I/3Y4YYG3wR830Jzz6O0NPbMLk5oEs55R8OWMW0wGrIzFCUPZyYSf2hL7cwp/wDTI9PT90z5nnvfstENQe9IfsM5K/Nw5F5mXu4EHxQfIs050z8JO/W8zD1xnkkPn0pB9MuW7KF9nfApsekSnQo+/T16EcJF8Rrpu5YgnqwtaoHTfCLG3zBHR3B/yzb16EnJzvjdTmic0vmRqDBMd3jzYM80ZF62BwYGfu8upAQvzpENifhmJPeR7GdmDOsM8dDOpR5P/iZyeR1p90ozCOSGFDZE35NchzUDsvkn1IPOLzGUbInkMttXfyRJ4Kl9SZa/Pt6+PgiR22qoLdzPArqKPYC0rJIvOoPOmKusq6oBjUbQaYGOivUjS7GqhrWooHjwXf2uthovlwIuiafUdujruScKI09YZWCkgnCV2Y5swIqzYc6V+6qM2oLl1AKIrha8XTArLUw/1Rdk6dEoqFNSzMQYOZ9nvBv5oRuYJ0e/EdpeOJ6eOZ2feHw+MwwnpumCxgOaD5hdKPJJU8U5XAEEquyMyXOBYexdSTPlEWzG7AgkTB6KY7rqYxapI5OAEUp8JxeQW8ShbkTdCdiD/QKQAqpWR78YcF3pN3yFEYqOsOlS0NCBc5A6yA2EjHgF+qsBz5LxIFwLDXuwbm1SEUNcYcOvxdb+2phDwNpqmDeln90ClAxINZQkhwLgWwTfYr4yl2TpU7eCTyWoUKUeXChgZSqyWCWA4WqGDSATBdi+oxREXpwKClCQXcWwZqRqYluW6lAsmtlSwPtcGaKuZBEJ3Tr+QLE8FYBYN2h2pASIMs0TJsbj05lxNtIMHz+e8P4j3nVcxpFhHDke33M4HRgukThH0pzR5EogTWIZbklKICIVQBhXDCCTEayAK59RM1xlLK9ySCXQI/X3gtlJCTT4vOJvsiDii16JXNOrV3mhXGFTVwpbL0G5JZ6mKZe5YU3JBpIMThE1RCdKlk9b1hO3pFqn2teh4oB1HfBfAv3/ylGnh9T/lD6q9+aLM1oywhaQp4Lit+z1G7DyGmu7ASXrUCxt/DnAdz29tlMFfJ1zRfLIFZBKKqNPoAJvrGvrNQhRgWorDqIzqhrXleVschOEqHq63ge8b2jblq7r2G133N/d8XC/5f5+yzgmhiFyagaWIs8mpb9EE2K5iotRGOlW7t90aY+atSJG1vLsTgScKym+axMsAHJ1aisWsRbsvtVNMlZm+jV7a9H+X8DWL0Hha59LPeeqG1za7Bp8WI4FzFva1tZ7Ra5BgZ9z2HIPCzP6S2mXdUBeMZYVQLSFib447Xp71c+us97ZOijlequf3bLU/9f3l/v6IgvCVbBhqXezvL/KV1QgWRZZppv7uELUpX9KcKl8lxMjiNE6ow/Xn9aXGjlCkZnLOZWA65zIMZFTLrIqtfZA+VnkpyroXQNULAUt0fra9d8lMLG2xZ/Jjii1Va6t/vm7f76Pb2Z3HWdy7fz1jWUB/fKK1wyMa4fd/v6vHUvdogWcqWCLLMOthyqPUbIllyzCMunWMb1+TZ1TK7CzXPo6N9YMRlsyvxZboa6Za/0CjxFKdqLlPznPxHBVLlELblaysKwB51EtwRORYkeJcxhtXS8NU888FRme0+lAjGe6BsZxYLbAT0+R0Ag+OE5D5DwkDs9Hnj49cz6dGIYn5mkkxYmcIpoTOWey6meBCM01EGF6DUQYUO0As1QAvCVDYg0QLFkUC9GG2v++2D5kYCmyu6y19TNcgzOFUKNr+5dxVIP85uv8s9LudX+2dc9YxvxyrlKyhOuGsQJ2vkjW/Iz1zTAsTtViC0Rr2MREyErHmdAkok9kaXA64OJT0eCdL8w8MPEWdZ68aQoPZpvwkyecAswB+RAw70jdA7YN2JsB12Q6FZxmNs+Gu8D4iz3pdYNjRIjobORcahWoGnkS5BzQpsFCR+4h3p9Jk5CeN4RtB//xHmka3GaHaGQ+nkGV+MkRnNC9TEgL2npyE5jsJZq3zPuRrs/YXYv0Abr34A/ILPgE/X5D+3rLXfJ8E/ccVbnPkcchEj/9gbMqY1ZcNoapw86O5oeIKTSjMAdHfEhMPoLfIDEQ7IC0z2SbmEnI2OLTS8ifCiFq26L74n+5HGjPLe0fd/hdQr4ZiEE5+4C4GXk44zrP9u1rXHb0/3LB54h79whbyIdvsbkjuQltJtLFoUNHd97Tjh3ev8eFj6RkxKgEfUtov8dvf014+b+R+m+Zdlvs8hrLvyi+YvgIJKJ/rlniXzvgFhuoBga0Sp64JYM0FzLGusbUMe0Uq4WqhZIJXczXxY4VFhmmK/mq1BYQV9dAanYvrOqH1/1V6p5dbVFX7GYRxQlFJnjJGhQrJJ9VNtIQV4IQosUecFUC2Yeavep7Gt/Shi1d6Om7LZt+w7Zr2LeOu1a4a8E3hnOpBiGK/ZcxkmWyjuQ8lfUtadlXs5LjsrZViVxzdb9easrVgPGNvJI4UHzJ/F/3gQZo6v4yUMqv9qXNXEJw4Lpqj0WsEmoMrsSwVNcsMcwVu8FkkagzlqBTpRezZMuW7Aq32szFv+4oa+ilrn9fL42zHMkb5mH/cMfubst82JKnFrdVtJ04XzrG/IpvRuPdmIn3Z+ZXR+Jlz/zBkfuI3hteMi0DMXl4EpiVnEYwSMctDY53ydPQ8tF9wySey/SE5TOy+SNtOMOn73GPD7g/nuHxmTGfedaBzXmg/Thy/sVHTn/7A90x8+KnzHR5Q/7079HtI8df/B9spsDDb14RULYPJ6T1bF6+JojHP/0X3Jzwp39Dk+/p5v8d337gtey4k47w+ztc3CK/aBnfeg5zB48tL/sd236PvJzJdyPycmb3zR8J4cDu7iem5xM/nA6MWTjf3XPJG857EMu8di1NMzP8zYXYJ9zjR5pB2RwEP8KLLMxpUzCBZkDbyNycifHEJSYIM4SBKZ85zh9pmy277buCkQwnsBYX79FGyNtfoGHmY5pp58z2h1cwdjxvjowuwfGCzBONfEOX9zwT+URmN4w8nCbe37/huf0VzfhMpx9xte5L3LY8f7vDnif8P5/YtEr7soG0JR7/Dcr2q8ea4Nj4OzQELm9PpM3Ew3imSxNBNsjYkcKWaedx71vcY4K3VuQmL8b4POOahmbToNIxyhtiVs7HM87PbEJP8I7MA0429FOP8w3t/SsId2QXmZ2S9w364Og/jvgPifP9HXG7odm8oukjcjog7w/o6y3T9o7gO+67DZ2L7Djj3Z653dP2xsPdCQstF3mLsSH0r2hQXo8/sdGR1zzQaMth6JmnQOzOqJ9hTAwx0z0kun1C3B2uf4OMv8ddPjK9cFz+9o5L/MDl8gPuGAjhnjQkzo+PJJ/JLz+isWH+/Qtibon3n4h+Jub3zDFw/G8/Mo5nHjbQ+S1bO6A8s98rmzvjYHv8p3vmvOWcXrMz5YVlLlHJbiRsZ+LbER075vQC5xIbDgiKTkKeG2beEKVBB4VGCS8UF4x0ithJaLXD64azf8n4Yser8dfcj+9pjp9oukcu++85PXxHGGba+UTyG9JmR56VcfiAHy7IHyZirxx6I7Vfb7uJZRh+j5+FN9P/ykN8y4vcsMmOB/sBZzM/xnsep45PTcNjgO1m5tXLI8N74fje8ayeP2iL2/Q0b/+ORjvuhgcaObBt/3ckTqQfO5xmuvBrQphpNgVLm353z+XseJbAxQm9JXrNHGlIrsVrYhNn5H5GHyaaR882epq+ob3veJZ7fseeRt+Tpkc0O8b8isZ6tnGPOI8GQXMiPT9hNvHHb4TYCffzb+lTZPjo2ZyEd/47XttLmv6BudvxMQ18PJ35Hri/dzgMz0yTMpsPwl1qeJvuubQnPry+kKNj1i2q0D8kGo3s+0QXBU7/CY1bmtP/l5gf2Wx6OmkZpx0xdhzOT4zDJ/bbd+z6f2Q/n+jnI8Od8T8ehLuQedsMpKFnfP8CXyWOfUi82T7yLMJHZyR1fPe8o3Mw/O2F6T6SXMFudVtIw90p4YeJy/cTl4eJh2dlcwLTljnsiKEn+g3aPoP8Eym9Y5r+A0oiyYEpHOje/oZIw8e5IX1FFuvPqFKySNjcaEoDBXRenBXKOd5TdHybkhmx6uBW5vJa08AX8G4hnqzM8oYCIkVscb5tYZynwoRGKMbDWIyTyqgrrLPFj3fVsXYgJb1TLF6dvHrfhpbXreg7lkJmATNPyV5QsgZSSsSpROcvlwPOKY+toCnSDkZojctw4jKeOZwvXMYL0xRJSUjJk3Nb2Jq5SKGoxtVZLYyNsiGZRIqU0Vz+laUVqpG7gE7mEa3GtEgBE8RYC4CZUGon3LJRKkjgqmNrFYhejGcVCjOuyjXQFaBBIvgRpKOkAi/IXwaZC/BfwSajRvelFq2UsQBS1teX8w3I89fG3VJLoDoDOpZrrkxMLXI9DkrQizK+VtmWpjzDCqg5Fo3pUpGqOh1ilVG/tBOI1QCNtuXaTKxMQqOMI0epX2BX6aEFZlsZQkVUvh7GItNkTip4UoAAM7BcxqNGhyLEsYzR4Tyi2XAU2S/nLohzTFNkmhPny4VhzEyTEUdHjkpOJdpuOaxFiItjVDMeVqb4l0CaZ5FwWGWjbRkbfm3DBRQzl0uAaZ3nKzJZDfsFpK8gCMsaUkHMhd1pUOo/1DYqDXKzvtQ14ya7phSebevorqxr59ZzywpbAZWvOda1A66gNCzFXa/Io11BY6wC5m6BjRG7lVu5ubgu519f+tOjAuG1jT7T4q8ZETcNxup0rYy7ClJp6T9X2860BFJtYX7nOgUW9vgtICrXf4rzq3XNUpImpjwz50hKsaTlai7g200jLso7zgTnF7mxZS7XwJHkK7C6zKmFMb8yfPUGvi4nlpjBcpNL1kwZqEsW1e0nSpfd9MkX46F+klWL+eb1659Sp/51DKxr8dJX8PVr28293V7/pjGWp63L/q3USr0FuRap/vJqf/7v67XXb1iG8WergHz231U+4rNABNfJItc5ci3GLtd58xeAy2tGi2Ka0ZSIU2IcIofDzMePA0ObOXeZn54Tn55nDqeRabwQp4kcJ3KayHlemZxF972Cw7eg8KJdrboGj5aAxHW/oPbxMiZvQN3VRrnppqUf6i/r2FtQKLn2na3nL9rZf65F/lJb3fT5n9zBXznWU29sNLiZA4sMhQEes2W/u2HQL1llNWi4soCX7DO73tl6bat7yfKVsgQn5GbNX+y75ftLEH+VM2KZTiXIoLaASSC5ZNhktCajlcLQpQ5V4farB+9GcjbCpSEnz3NzZJ4j0TyH44BvBO+FYcqMU6m/dDycGIcL4+VMjDNxnkoW7BxRzeSY0LXGQGUKqxX7zpbgZQEdF6m8K9DvPh8wNWB6JQDcvI5+DsIarLUy6vmy7BVLFkoNUK41nurnlhjUZzNbbrPyuPazLTU+6l601mRKP2vooWCXyrrudphr1oBM9h71RpaZbDOODmGPhDNIS85dsXmC0G5bLGfseSy32Jygj+jLlmL9j1gU7HhGgqKuZ6YhaYOoJz61aPK0l4DPuWQUN4aLgXZu8MmK2+IGMr8mzpHp8BpLhk8lACB2wuYNMb3AJDD7l4gY29RjwCgXshhh7hFtyLYjhA6bBqyfmKaR8zYQNop0AZeKW8Xkkcmjo0PPxhgTczeRZoPU4JOjjwFRYY5CFoXvJjQact7hrKfjFwgjMWiRNuwv4CIub/HZQ+swNyGj4eaWfMmgJ5jBcldq3fmp1Ii6tPgkdB2Id4RQiD/xNCHZkW3GJOEuIGrk8ScsHdA5YqpI0+JCwPyIdgVIdYd7xHskeKxpSf0Zdp5w/w6RN4R0V2Sy5EMZrFGL7Xc6lJpsX3N8Nk3q3BABbhzhxVbg6isaFeBfZeCudgSy2HmV1FBNhKt/6a7r6PImhrEQeha7UK4TkEXurJBJFufguvLXHX0JHAo1qE8lOBniiw3ppFzdCThnhZDji2RSrnvpNCROl5mn41SBWceH48Dj84nn45nLcGEcJ+Y5M8dMSnO16UrwYckw1DVQv26SX/zY+nyLYVFIbw4Ixa9msWMW0mCq2+tyzaWvS5+UtXQhN0bW2nBLWtyS2bi2Z/neIvEaWFQEZJF8soxRCXZVMqoQGe163a89HLi9K2vbDPkZ5sdIGsFNI9IZ7mL4WRhbz4eNw+aM/VMmTcr8cAF/ZOM/Ym4iqqDm6LNDouCHHSbCuNngvCO6GSUR3Ux2QnNvONni81tkfMGmewNhT3aRxwBJMp2O+AdBv4Vm23E/PJBm4Vk82uzwdxlaR7IHsjjiXUA18UhAssDpSHBCK4mmVV68AZwwBc/kA2Obad1E5z1b2yLRmE8Dh7cz8994bB4J48D5ZBx+rxwm4/DS42gYZcOkxvPwgsvUY/kZF2fCpzucF/zftLR7x91DJLTCK23Y9tB1GReNpu2QszFOH4nxgpJpyejOo+GBiczIETkaL4+Gho4pb8EybgLNoUg5eiXkIgeq3YbsA7P0QAveIz6DfwI/MMqeqA7iADKjqcy9EKE/UQiR/aYEtrPRqPHqYGgO5Df3NL2iu0CeW4bukewuXz/eTGmGJwyYtdhDm5zYzplzPqBO6fUBpzvmbiK+C+SdklyD9Ds2Tsi+ZWo3eOvYKmhrtDspMlEhgoPEEWNC82+Ali63xZ9tIkEzzU8OPsJuhnYLTxshdY4kQk7CZuPw3wjuoUXuyrquKTA7h/UeLx1dyugYmD+9RTYNfBuQxvByxllmCkVyvO89jQ9MIZAk0Cejy0oIEz6cmbYDz1vHTlp2Y4eOZ+LUo0eHyIBYwlmApFj4hPmEt7fklJlOiZiNHEZMFB+32NySzxNpHvAp03ghb3umPsBhwI8R12xwIeBcwHuls0RjEY9jdA0p94TzHc7DbGA0qDjwDda+AEmk5ohaJAyfEDwaAqYeq0Emn6tE8vGMTDNuF3C9oO7C3FxIwTPLAxofaE8P+PGMs5E8Z87PAz457uZAYyO7zcjcGoc1KPx1hxg8TJ7WOeb9xPP+RO9a3CTocMLrkRBadvc75i6T28h9l3jReR7vPadvWywJOnuarDwMByQH9DSS3IVxN+OiYucNTmFqAkkVSwW/uLjAuZvBTQTJTDTk1JKPM+04Mo8tT9Zi2SAmxAznGmIWplNkbDKynTE5MmbFshHTjDdHGErAeRJHcobbeqQN+AeDXthdGrZZ0CZz8QM/ycyFyIv8zF28gO54IS+AkQ8M7FID8z3ZIv5+oJuF/XAhyIieHZfZMV4yloU9dwRaMk8MPnLZPJOaE+PxQpoi06czdp6xZoN3Aa+CN0U0oXZi1JFzyuSTQOyYNsbjiwF/UroPAfGRuOs4e+XH+8Qww90nQRXygxEd9G2J6485FXnjrHg1gj3gwz0hO3Q4ITmSJdG5iZbEhcCQ79mpsNXMlFri8ExwiX17odGEyy8IBO5F+JpyXl8fhPDzFWj4DGQcYUlZBXANJT21BWtXh6wA41LSbN2S9hrgarfVrHRBtMVI4A4Ug66ktMsi6bTIJfBM0YW9Q6zDaoqcOAVfZU2qEyXS1weZymP7mlGQF8C6BkZyKaJt1iLmUcomkZKBdYwXUB04dBDzGU0zz4cdoY34kJhSZMozl2HgPFy4DDDPQoqBHDfkaFjyWNICmqhWX9Jjcl9ZbqcSiNChFA9ejDobgbEw/CVA3oAWoLwY3TvUlboTWrWEJStr2qmA+WJsWShFo4n35Q0pQITTkjUg7lReZwt0mPsjyAHjLVKj94V5fMTkBK6veEWP5S2FcTchTDgegR7TB4pxf+LK2P3zx8qBdpWdUhcm4UKpG+Iw88XolglxDSIdKobJhKRESSfYYfTVXxCQWijbwLKrYMo9ghZ2mhSQqtiyGzCH5R4zQdwAMhVJIlcLOYuAaxDza3YwqxRQDWZRv5ta8UEU89VAd0uKc3k+TRnUkV2ALExeSTFheiI0A8OQaNseJCKSiclICeY4ME6JNMB8CaSUSbECJLEpQPPqSC2SDLkCJDcAlwklw6AUljMUyVYCLQuo4Xz5WYAiP2B+KpkyK+tyYcWWIqEl48YQ5tqPham2plX7ynxlKWZXHQrNdQoXFMXoQHqEiDAVYNttWGsFuCXI5ECb6sAsXtJXHlK7ThYHcPEfFxmmK6i2MK0XaFJqMErWV6j+mqu4Ul2T1iJ73OJE119cGUefFQGumRBuqUexOoJlbBUQfVlIl4BqSTdc2evmCoNMDM3lMsXJLO0kK7O/AIUOLfJKmtCUiSkzpciQJsY4Mc0TMRapEtW8+uHOgS6FgSlF7cyULLbWR8dAfXUQE6u8lThX5Lo+h+dZ3fsKXBb+ga7BNPsia2EJRFyFp5ahXl3W1ZeWCuZXgHDpA7npILe0880drfshrECC/cyxtt6pXb/7M8mVunB/NkiuaOJt1g0r0HHVdL/O7JvH+rO3YNyyC66BjWsGwyohUZe9NcBwEySD6+uyMjvd1V5Y76eCPUYNblmRVYqJ8TJzPk58/HChxdGE4og8nTM/PCWejxPD+cR0mcnThTxP5DiQ0kjOIznPRTYn5woSlyyvJRBht5I5WsBcW0BjszXusHbjXwAm1sDCiu7Kzfm3wO5yrS/79U+veO3Hm89iN2OCJe65ju+/eqzXWoIQta/W+TJRAhGVOGJtGYtLJtmyD1y11GqQVavdAEuwYR2Oa4CuyngKNfBQgD5byCzL2mxWAMx1/a4EjAoWWi3UbARMe5wJRe6jAldiBbAWhyaHE1/UGb1hesaFiaw9wQfmOdK0nu7pTNN2OF/k7XJSUlTmODNNI2memMYLOSXmeUJzJk7FZssxopbJNhWgLvnCFs65pNIvfSwVNGORhWmrnboMi3g951ZiZAXNrmuA1OCFrYGhpeZV3ZelysosQSXztR8zq4CdcA06LAF2qCSYCsQBZk3pPufK/KiZsSLpq4bc7djT58Ky0hd7tNuW4A1KDiP4RPYjyhGxX+HkO7Q5Yf0BJkXGRNO17B968vPI+NOEhAgvM9YK2vWQoR3OyJjR6RlzkDbfk9yWiQeUFn7QwjzflOGlfsa6RHju8IeuJAG24PwfifYvTOO3nMd/JEhkI0c8F/zwE8g9k/87chM4v97gEfpLT1bj6B7xPtOOLxBr6R87FMF2H7BuYHh9QveG7CFvW1QMdeDaBn9uyEcjfcic+8jl/sQ8Nsh0R4gtu/GO1gKiDamZGP7xt6SckX96gQyerezpdOYQPjGHAWyCbsRPr2niPdkHNJ/ws+FzD4eEPn7C/B05vMDZRA4n0A73dId4T9g2iBd8M5XMn089qo6ZCZFMOAhyMXL+dSHPXPaQOuTda9y+h+0jeT5hP73CfXiDe7HFP2zI7TPZfYR7T/v673HjS5rn12icgN+ANsj0ElJCHj9Aij9rvJU5stQsaBCWeiYUxv1imy8kFSk1DtYghLV8Rrbzta6BKxnW5gupxrsiI1xknIxrJn2Zy6LLnK6ScwBusbF0BeNlKVS97ijLvnmzv1NZ/K7U3nI+F4LHEohw4JwiQaHJqEbyPDNdIpdj5LGdEHchoSQyn84Df3w68vh45nA4cj6dGYfMNEbmOBBTJmmxETWVtdk01z3yZllSWbemayzGbtY/LZkmtinPbFrWK9fUdavWk9Sy3+hK8lrqvZVglKUBW0l5VRY2l7V/se+oJJdCTCtkqdIVtTYFVXFAB6BBxNd9ZUaWff/nHE7wLzwEQR+FOBjDh4n5MtM/nGi2E258QTPfcXzb8OlNS/hDpPkvM/ltIv/qwMY+8iL9lkk8h9zj1LPPDjd7mmOpj6PvOqxVBn1GbGLWR7JTdq//hrZ5Qfv7V/iz0Po9PrT8SxB+bDp6P7PTI/6tI/1bR3/asn1q+Sl1/IYdXZe430wYjmzviN4YXwlzgh/PDRaVOH6gdcbmbqLrA9+8M6SHy9Rwzi13fsLLxGtteXAvyNMjl08Hjv+Lov9ZmX7f4P6l5fTU8njsOLzoeP/LHUwd/vGOOXU8nTxpUsy9x40d7e83uK4l/F82dO8yf/tiZhc827ajiZ5GR9BMt9sgzw3D+cBxOLMdA/0ccPdb3KsXxJg4z5+4v8C3HxzHsOW34z2ezDY7nEGyQqBrs0PMY7vXxNyibgsErOlxDVj7AbNHTvTkrPTjM028YOkekT3tCNtHyF1L2t2haSJNF9pJ+f6oxG3D5VdvsM5IO8c0Oo7bP5Li12+mYpnu9AHJM/P3W8QH7uaZuyGR7AOzndjZr9hY4HHrGF4aLhsu93T7DbvuJSdpeZYd25i5P0/Fv3tZqk9d/ESUxImBaHCZ/ohqSzf/B7zfsWlHOmbaf/L4g/Di75X+DcSNMHSOaXbMs6O5E8J3gu83yO41dlHSc2L2juO2JWTYDpE4d9yd/g7/IPBvB1yfaYYnJCfOTWJoQF42tF1H8kU2vPkI20smbM+4Fi73R8b7C8G1vDq3DNMD0/ASuzjcxxOui7hdj+kRbf6AhR1e/w1E43T6RJIR2vcQlOb0AmYj/fAbpvGCN6UNQtztGL1hR6W5ZML2Duf3hGakbUZ8jnibGKXn5DskNbTPPdklJp0KmVkcIbRYeEBlZGxOWBponz9CNjJ35NAz2lvU39G5M8FmwuMz7vEJ/50ntEb2zwzdAQv3mHvFZv6G3fAO4kfQJ9Il8fx84E48v5KWlgu7uzNDgE/m8fnrgxDehDfnlq1z/PjLM487o3/f4M6O1j7hpyea7p6HXYO4E4078XobebcNSNPzw90WezLSHzK7NPP2+EicjY8HIYeEY8TNnvDU47Tl3O7xjUe11J17bn7NqTmxcxc6SVz0FTF2NKeP9PHA0L3l1OzYJtjNM6LgQ8cYM4/HAd0n3N2EyYVLSlhyaB4Ik9K8n1BVLk1D3Cjdfw6EB2hfZ6xVXh579nNmJvIkJ57dBWHLu/jEqzTzy/Tv+aV8w4mP/I4zL2OPf37LrBPNmyP9OPDy6ZE4zmwfPcdJOD5nSIE302vEJQ4vn5maMz/2PzLmiP/jERkil/PEbI7Nu1el4Hp2NGqgE1kj56T8FJXu7OiHLcOrC4f2ifunjl/+Vsm9cf7FhqGPHF9fIMLr9w04IbVGdsLdxlBv/NMUOafMt0Nik6Cxd4R+S45/xKVPiGWSKHfMvHAzn6zlmN7Q5x33acNlGhlOP9KHzBufQAIpvsM7zzv/dWPt6wtTVy0xWVP6/Qp4sBp8sNRcEEsVx5nBzSxMx6oHUhwmCoP5CgaV6B9S9N9L8KGCQwUVrE5u1XD0xSFe4Rar1198qUVKaHX6K8i0FFG1onErXEFBoADSeS4Ob24x86gPqAgpRVw0pmFCCAQupKT4qeCyMUeizoxjZBxnptGIEWKcCyiiGbWIMlNSUms3rA7+Aows92SUbAShFHxO1dlsrk6npWK0Ve1tWdpqSRtGy3eZlaCEVEfWqpNsgA3luV3tP7nRh15Aa+NzVhBgUhjopWZIX/3lkYVhsjBOihZ9WkH6m9SAP39IrpjawiLScimpn/8815lVQmX1o7UURzYFm1lriayM/AXvsZJJUZn3ZoZbAmq2XCxWYO0GELRahJmlvQtbcClGeEXqlnHWFCO4yn+QizNvWsa8VaDOasp2ttIvKSkqgpsntBZqT3OumUmZnIs8RUxzcRySkQyyaWG3qWE5VaytysdoqoDsAhwVKQxbpBokVWBiCVYsXsYXcg8rWl/YqddTbQ0+Sp1vVwu/1mRZWe6lP1dgZJFfIpYx5Ja+dqxhVVsYUYvXcxO0WNYjq8CPWJ0zP8/DKHdXn2kBV5f/rtjrlyDg9b0bnLi8vMj9XBMcbr6Ja1ssf9mfvL06qnUCf5ZNUnpjYZXL9a91XQFb/7d01RXcLP6ekXMJShRAOJNiZpojwzhj3pEFztPEZRgYhpFpmpnnmZxKNsTqoVbQ0QnoAkYjOJfrtlHW5VLPooCitt7LzcMbNx7v4mzWt+36b/nV3bzIiv3azblSr7LK8dWxd2UN31x0ne9c7+NmGP25EfWleNPXHkv/lT+MzwbDemX57NHli09/+ep1Tnx5pRpY+Hwg3oz1Lz60vvTn3vvyXut9fPHFn3/85jkpESmzRE6RFGemYeRyKum9HsM7j/ee46A8HjPny8w0XJinSE4jmiZUZ2zJhtCaEaHXAASaC4hSAw7XtX1Z0xayxC3C8hd+rIwf/ZP3/twh/8p7f+lY2u/2c3/akV995XXQ1EDZ7da7ruPL1dLNhZexrzdfX+eo3D6zwBKEWNtzWTuXvl5Gdw2+rlPptr2LzWK26J9rfbuM43V01z3StBBjtMpuKVaDiQmToqOu6sB5XG4QM7Iv8p/N7IkRQoiIF5yTGy30SIwzKc7EaSRrqvZbIuW51CjQkmGTc7EZVNOVJWxSAl3cZJit2Q/VLljGodyMwWWSrMHOm8wVW/rmtq2XjegvdTg389lurm2ff36xwT+b58u9lL6T1cbyfOWoq4chMuLMaCwjCgHFk1FxGIEcG+LUEnKRWvQBvO8wRlQnZDDST5BjJveCeKXVsXAOUtk5/a7W4AoPmARUd5h1RWHTMjqfMWZSnnE+g21wdHQ50jYZcxfMXXBuwFKLNInQvSfg8Dh89ri5xXyDNQKtI/iAM4/zu3JO8vgp4dwIzEwOVBrOcVvIPecNSsCbR6NH3YHojwTJNM6j54yOiTElYnLkc/FfNMC0KYSTeFF0Tshji0MJW6BV0sVh2dHIBTiQmkh24CfoFDT0aNNjuxJQdCnTxIzrA7KJuCGiTzOqnlmBMOP6Jxwn3FyIAy5XA1yK5OnUTZhPcEoQlWRzNf+LfG5LJHgjd2d0F5Em0+JJEsFnfOrh+RuYW7gMyGy4eQtZkOeIaMT9bAJJ9QM+0/e3df1YbcnF/xAo8n11Xi1ZRou9VafLdX8u5xXbMNf1ZgnwlXmyZGWauOu0Xnyxlbx3tWdW+0RgJfp8VnulEpawEkhb1lBslec0SqBAcyrSD/PM6APHy4XQBNQrs0aSKQnl+TzxeDjz/HzhcjozXIZqy0VSrbOkSWtdRF0TD9b7XLKAF3LGkolrxV8vpy2+ZW3jGkj+zKZaikmve9Tt+lT2glKrTgqYZ/MX9ZuKPfOlTbjUphNWLYVK8LPit61kk+KbLX7ezzlEleZ4LAQpcWjfID7iJDPLzCylVh2uxNGmcyH1hLuMSxH/uwkLM8e2IfsO7V5g0nH2R0IIWNOhwch+xJyRoyIaEL7Dm6O97OiCQ0KGnRHtQhpmts2Bdy+eCNOEn4V2HuHjJ3IeGN2ZxB6nrxFnmFOSwjC3iCVaBhpVvqVFcXSyJ2jm7vSRdhxJmwtj7LG5RXTPsDeknfmYI3m60PZHQniGg8d+5xk/Bp6HprSFPxMQdj6QJsf01CAHz33ryW5ksp+INmH7HyF0cN5hzyCbAcdM0IjXwBi2JNcQ2p771hOHHSZbnDOyM1LM5MOM045d+pbOLtjdIyYzxozaRNaPIC2u/QYNHekiyKyEOBSwLzUggpeIF4PcQdzjGiO7Aa9a6unYiLiZ1nbsUyQaxFhq8J2tI3ijf3EGSXBwBK9sL5moWrIHwp8x0P/SeEMIfUPI8HJ26AmyGcfGUHlFK68g3ZM0oCNwzLi+pdl0iA7M04mcIy4qNJDvFJ0MmxxJOubNG1QSwWZEMxMRJ8Ld9pEmnFG7YE4ZXzXQKa71TNog9NzJhi4ZaUg00heR9FkJ8QccjtA7rOkI2uI9NHfQWELmjzjXIJ96XAfiJ0QT/tLhELSfiVlpcsSrRy+Beb7HwgOeHU1uENtxMeUnUXJ2pLlgOuaMk1Oe547gIpvNFrRB2xE1waaejJLcGWwmqOKyo7VtIS7YkWSRpBGtRBIR49LOXLYjUS+kNCApEWKpFeSrKoi+TegmozHjo9CkggEkV4lOQ1mLUl8Agdw7zDu2XUJkRi4jzDOzU3QjWHuh8YJsIlkC1myx9IqpaZHtgFwyburReaR7PCCh5/FuS+830L4hOWE77Wj/jB/xlw4V47IZ0Qb6Vuh8QHpXaNxuQ5OrjJ884WxmmxPjKfDb4Z5PGNlmwjByPx7YeEM3ivTCxjtMMiYODcL8ZsJZJOzPmPdc0ltUA0EbttZicmEigzOCCqoNU+qRjeH6kT4Zd48tOSdiesJcQHYtjfNsHhs0d8RuhzSKt1LwPrX3ZPMk+YSGSDClnUGm4u7E3HIGpO+h6Yh6Jp8ybBr6tsGFZ2L7W9ALXR4IocH6B/x0ZjNeiNox+nsszGw8zEGJfYIk+OhwIphdUD0iYcZ7pb0LePG0eo+nx0JPzAkLHeIaGh/ZpMhdzuSckJ0h76oNMNyxMcHdK3njyC+2sM2E2eOi4sioh5MfS3bd1GGxIeQzW8uIepIG2naEkLD5jOYBTR2atwzbGXYDkxtpZAadGOeRKGfc3RMqnhMbDMccClHA5fAFqvXnj68PQkjVsNfKSLeF4VYlalwZJKQAuUjXCCM0R2hOWCpOl1gpcmyyBd9zxcEUY6KwtqZquFT5nio5YVqMB2MEUglCiK/2nBaZJlWwUkTZXEMpaLyAB6FkOKzsOaGA+aWglZOiR12YF2fQFuUV+J5UbcJpGlE1nNswj45pSDStR2SDuA61kWwDcR6ZpoFpzlzGSJ4yKcaiLawXVCeMZ4qxeQfmIWt9jrLgFZkhBd1TAhE/IVb08EV2V3s6j2DHmiFRpZCqVnIxwBJwQUyRXKJVzt1V420u/aeP5fxQaxnoWIxdmwtoZVrPL8ak1WK/pg7TwnSRfAdyRvzTCk4JBlrqR1ieMCmFX/7a0DRfNKlF2vX7Ua3Y5Y2++MoerjI9GSQLFgxralZDvoDrMd9XVkwun3eV7emLpJdlrUOl3J8u6dRuAbO1StwUuQexyuYxXw3vVMa9K1I0BQvuAY+t/VEcceJcH7QY89aU+ilKASbKxpex2eGykXXCh8w4jDhp6tgHrdI6WZVsRopGrGnUqaabWhpLEEi7YsDrojG9q/NsQixyrfdS7vUKulamlqTyY77MRW3AujLXzK9MzSIhUXSvjebGywK06ueWamwr46sEgATLS72XQxmbNatBrC3rikwgF4rrJ2C5Ms4c4kO5DrE6anP1gdz69V93yOdjbH35qtlbfFgHa+Gd6p0tOE/1Zd3iAC3Fsc1ViO4G6FnAnvXv9VKsBX2XoBaVEStVdkgW17iOTyh9zaJZXxh5QpVxcjU+C6W/qzyBmZGy4aMSp0TyM/MYmdqZ02nEuYYwzTSngSHOXKaJ5+cT59OZYRiKXEmMaHWuXS0eWEKIjlK3phQ/KrrpgqkhWgOHq6xBfY41ULX8vbCJyzNf27xCeCZXZ3OVYqhgQP1ZeIZuCVRL1ROuDv+iY7+Aglav+wX+Wn+3m9euTrC5nzXQ6qUKyHCVqlmue3OtCg4uz/inx81ngSuQuQApy2cWkOPP3snaLp9/7/XtBWi5hWRkPfGLv77ESMUqC3V5rfStWkTVkeaRyTsOzwdyioynC48fTjVA65kiXIaSGTZOIykm0jSQ5pkcz1Wa6UJONTiRS2CjBCNiySrUknlG3QfMlsDwEgypWYV2HXd2Owb/QoDiqih3Ba4+y4aq7XHtVrkZ7zdA8dr+n/fxGoBa0ftrO//1Y7nWrYSSXZ9xlSisWWiLdNAqyUTN4IIlEL3OMZb1tWZbWmXhL8+wEBi0gtd1L7VKKJE1860WA6rMVKPWiADESnAeL+ttiyVMzojU6jMCznKd44WMoZoQKcEFkYY0l/pk4yXgnMeHAefaYgbIArYVGa9suRRpTSOmmaSxBMryVMyAVAL6pWCrknN57jWxI+t6/2WfWoCvhZxQbdAqMbpmC5mrbXWbvbD0WckMEanykrpIJi57yBcydcsYWYfSbaB1AZQX8kA9yX0xrnQZQlUz9ecUCa4XcHLAu0Sv32MqeEk4iSQaVBrSsGUYoBfDyYFu07Ht9mSbiPkIR2H69ETeN0zf7QmW6aczkoxmdEjraN510HWw+xWZnvhTwEahyRGnI+P0I5qORP2EMiDyjwT5nv1mYL+dmN3vmd3vMHmDTt/jmol+/1/xdk+Tf4mbAu6yx9yWvHO4xtE1AW8tTfuaxlr6wRHmGd/938E/cey/xdyOcHnFHAMzkc2YGU8buraj9R9o/e/ozq/ZDCBzwg0zs3oG7ZjNY86RAhybmThBPBpMID9s8QG6v0+E1ph/J+jg2MhHWnnPk3NM6uiOsJlB7+6x7WvGtme829LMCRcTen8hvzmRHkfmMDBFx2EA15xp9/+NZk40B0WSI5AwEVJ7hzXKaf+J7AeapwiDMcpAkhn3rLjnlv5BaHZg+w9YO7Cz79mZZ3YDo4v44QEO30I+wvQHJHf4+Q2QcIcnnBsJna0Zdl91SM2aX4sNX0FuJ9U2WteympUgWsa1q7UJxbglEalp/dWqDViLzdesXtPiBywZDaLVV7KyNpWZlVlyQssOutgaXLcRhEUCrxBxpBbFtpIRLlpqQ4itNSHwAt6hFB8gzqWO3Tk05KyYwGkaeX/s6LuObEo04zIkno8zl8uZT4+PTOPI+VT20nmKaMrkOWEGWattrq6s205r3MFdlxOoPnp5BjGHUWvqLQREiYWQKEVBuzx7aZdF/lWqHSdLzSadaxaGr/7BgOV8s1fX86l28hItuQkOlYx9o2TQg9U6g6tvY1uKb7OoLHzlUMuZ9sOP+Byxv/ueeL/DPZ1pxgvPfmSQxNZneoVpME6j0vWJ/rsZfneG/9cT53vjh282+M09/Yu/ITcTl90PhD7wcvsWvCc2EbwxR8HlHuf+M0527D79nl7OjC8G0sPM9NOFfDZevv4Dv7p/T3pO5KMwnp6Z/vuvme4/Mrz+I1N8SxP/Da5pyb5n0p6ny0tgZOffszHhO3sgS8eTvAWdePvh/6DRC7N9YugDlncENjxvMs+NcZkHtsdPfON/4tXmA+GPe3zec9QtMW9o5D2d+zXd48SbP1w4Te84H/4XWun45q7H7JHL/F+Zmgl5+4lkPfLhH8lDi9w94eVCmAMhN7zf/SeO3Ru6bcMvZqE5v2fDkYO7cPQD0yUyPmUa2fFGvsPZ79Bv/0ieHXY8kfOByf4J71/Q7v6eZD3Tp5eQB9r8X3CWmN0GHOx9pPGGm++QccO0OZL8E3FsSbFFeETCMzu7Zz/fMcc943TPUxv4adOyvT/Rfvsee/bwXze0Cr9wI9rD7hdK/hlBCJzQ323pTdmfFH9W/mln/NQrd90/sGveEocjl+lCem/IHyLN93ds//Ydcf4jl9MjaXD45xZ565n+toMhEM9bst8wvHlb6hboezTPjP6IkPjm5W/om8x71zLMgWOfmXLPaXhDE7e8tDveugd0NPRp5jTccTq9wMKPtOGfCa862u/3eHuJz/f41tG8gy6PhMM/E3RL+Jf/gDSGfHPE+cTm6Re4HEh8IrUzdwehnz05/A1n95KO1zRpT5gTPiufeOL37ok+NvRnBZ/QJvGsLX+wPbut55dvEhYSafdc6jCc35CBU/gIeuYhP+Njx97+jpYOp79mtgNjGlGZEJtxXvmwu3B4OdEfznSnATe1uKHFz4luTMz3meEfY1FUPxl+hPsRMsZTSFhMyPtc5vTfNdhGyH2Dc463jPRqnH88MB8mDl3i9MrzYvvIrv1EbCHRoZfX6OVvmPYzp28/ET5C+3yPnSbu//kH5ruX/Hb7PX2zJ+5e0mbPy0OH+xmZEOqVD28OtFvl7zvhzm+43GdOW6U/vcKNr4j9IwO/ZaMt+9zw6+Oe//50D/0Tsv2J7vSRXzz/C7LrSS9e49rAw74hRzh9aojBmP/hiHORPv+IqONp+r+S8gP7ccM+w3t9YiCyNaMT4ahbhtiwaxKb+yMPP3q+/WHLUzvzvv8tefcC9/JbNoeGl79piJuG4ztH8CN38gEJMN9/xyTKPP13LJ/pzy/Ynnzh0rbCIDuOLrB/uKPdb7k8vWc8nHDvfsXD7lt890eGzW8JseV+7ui7bzD3Hc3zR158eGLSluf2Ja1NfBd6slwYwo8wK+3kCTmh+QNZHgnSIN6z+3ZDkzqC/QfEXnN5es88nGD/At+/YHN55P4ysZ1mXs8Tw6+M43822h96dv/nOxwT/rsDcdczf/cK76A9zbh5xskjUxP5uHlmMoc8fodLgdebJ+5cKgXqc0u3OxB2I/rpiXS6INN3uPk1T2+f+fC3nxjP9/THE6ZnnodnbPOE/+a3pHjPT4d/IIsxdGfMBDdt+Bo9pq8vTL3o0q5gxlW7sbC/ryDktVg0YAF0QzHCCjBZtBjdZ0SvW/CHmgGxyLJAqEbLop9ZWNtSHV+pGuPGjfwDAVnlBWp9BVGKJqhbgaerBeULWKWpAEJSiy3rgImi6pAs5JQRgRgHFlZaTg5xEXF90aCmZD7M85k4l2ioJivFdjWziGUU7t7SThW5FCoIUsGBBTSwWIxabUshYIulbZe2XPSAKeC2CJULsqQPtCC5SvLIFZti+d4KUCxanRUcKMZbqu/31/Og3COhGHH4ck+LQb/6xUs/Ai6uhvhfPbRG0apGu6E1HXrprwJayCJjsDLjl/4vENmVwQdrLYpFIumz51g9AVgM4ZXruoBEV6BUFqfBCrPflrFq7RWnwrNm5tQXRZZ6Bksb5JvrU3T7EaTKZmk14CVlzBIqASeu6OYt2ShWghFZlZy0SpAUhve15shyT+UZrc6v8per/cgVEIYaNKy3WYFwI3Cdm44iY6br/ZfspArsrhkiVrN1uJ4nC05VAjtX0Hm5finsxTr+FhAerjUhru0GUjH4Gy56pXfKUjjvK48CoJZr/4kDbJQg0/XM2jw351fAeM1U+DPXv9623P6znnEVdKonL/0nFTuC63PWvz7DrStYufT2KuFi3DB2bQWu1Kg6+pmcMyll4jwzjTPDOOJbT8gBn0LJjJhmhmFgnidSmlHLJWj3WX2J2i7uZhxVkGyRurptWOPmnta1qzzfdY7YzdMueuv22XUKoP95TsLCULzKFy2N+UXHLGN0GTvLa59/xc0Y+/wZfs44++yw6y9fVnn405Psz7xV2mcZG19xs+WtPzn/L7xx85Jx03zrIy872Z+5t2UVXTJklr6zKo1UsxRKJsTEPHm8A1Et8nQVtJijMc1WajPNMyklUhxKoCFN15oQa8Dh5meVYCrg8BJwumpR386JZTQuc+qaP2SftefNsY6dv/DmjfTNZ7P3y9NlefFPZ/jn5385cP+VY1lwlvtb+1Zu9spFD33Z35Wyf5X6DJ/Jfn12z8vkSF/8rdfvWL5nzc609Tqr/XH72bVpbuZBzX4sRUiXYPkSQCqfV13Or8xmrf/mzCLNKeIwLSBezq5ImDi9WTOqDrpaDV6VwFXWiFmV9VIj18dQtc/W02uMall/6rwEFtavLHXIpMoh3toXn/Wlq7bock64OfdmYVoDA8tnF6ulkicWQ3vttyVLsG4m2GrrXNe/lUVx/Yzx5Ub1FYfDwhvUKIFpPaJEsuViXZonuIlNO9JqQ6vgvEObBs0BWsFiQNsea1t8u0Os1CFSByoBCYI2HoJHXSGvOGfghdAkxCe8K8BlsJaAQyNYGslhJDYj6iN4JWeIWUAzbh4xWtQG0AbhLSI7GnmJSYumDQFH00Agor2SfGR2PVn2hZHnYc6JYVbkHIkpM49K24z0faLvG1IGZUZTIl8iCcfsGpJ4olcyuYCvyYhZsQyBACqks5Am0GmGNOO6DB7C3BByA80DunuN2za4zYymCRsnjBazLZo9abJSsw5F3IZt02BNA23AzJFDU+aNLza3c1Kyi+IDljc0fsC1maTFXg9scNbj51zIQ7lHVNCkTPmIEQliYDNmB4wD5p9RvyG3W4RMYEJdQnv/M8fcEkAtY+86qJd15TYQt9gg1T78cl37bP8rNrsswdPVPlgA7jK3bWXyl/VT1rW0fv9aE8Zd7XO5ZniugHq974VIUkgUS2DzCpSbloCwmpCdEKOCZMZpxMxw3kg2M849bVdkw7Iaw5Q5nSPDeGGcLsxTqXuTYixZEKqYSeUcus/MiGVPvFmcr2u5LDXhKvnEfF1OFkmkeo2lXpLcZCzcZEjbsoZalatdfOJbW09grfVwYzuuRskqj7gEg0P92JIdsfgiy1i4Xe/++mE4ZnZAIkwZ5y6kIOi+Q9pAcEaQjiBCh5AMem3o1GGNoS9n/A5ka7hNh9tGxCa2xwtNatmHhPnSXyrQNIY0kWn3HvMn5jHhsifGYhPNaiSvzD4xOyPblpxbnHtBJy+JcWa6/IRPDb3bFpmx9kzwZ+54pNfAnO8gBzR2qAqa32N55hTuCLbBWQY7ov2M+kyfhHDe44ZMHE4c7gYSkf0hsZsSc5s4dkrTePpmj0+OMM4kEqn5hKMl6gblwqXdEa0F9TjtUd2Qc8Nl8DUjfia4SErPiHlifGCMPTG06HaLTJHGDVhK2GI3SoeimN8hbsuOLRoy9HtwDbN/RtNEm3ok5xLcc0pwRW0g2IDXDH2phdk1Da0ozyESZWQQw9HTzIFmgJhHUlYkerYSCJuR2SnWNLi7LS5lyIYLSp+1Muy/drwJozRkocjleUAONFwIOuDSiI4jaRjJeGzjGcXQIRX3vWsQdbRtwDeQXUTE4aWB5JAPEe8j912xzS9ksmXGc4s6I186JAZCEGgUJ6Um1tRdEA+hecZ3B/qmxYeWtnG07R0SGmZrS+0MfykyukMxh9JSHzVlyA532uNCpnUNwXnE94jzXMQxicO1gjQJ355pmlRonxkmF5mWGrAu4s3RzC1NDuxV6AA9ZWzKRYq8FWQbETXC/BbSjpQyqDC7C9FPDG5gsgmbEiEZcXbkFHBjJpwjEg0lEEdjeIqkHuadI0VBxw6ZM+ESEc3MmwuKx4ce8ZmuK3VzY4TsHGO7BWmYkyJ5xhpFNkbjW3rnIumwrAABAABJREFUUZkZLCEScOIhR2z6RJiVJhoSFHlVCTyXltB39Nue0Dqmtkrr7YZVkfWrxps5puklWQRrwPmBrIGYHRe3hbbloiPTdCGo0eVMSImtzOg8ktMFkuD6d5gI+UCBY7UpUqmDFkFlAbwRNx71guUJ4sAwG2RP09zhfUsrLUFgo4brDNdG5jwRmx1535NcJvmIyEyfR1Tgfa9Y0CIXKRA7wbWK7B8B2KhDaZnNI+ZpY6rkzg3memR2uJjoVPAEvI3k/IlpatBLy9YCnXY4MaQ9Q4gUufeEjxeIylk6RiJtnCA6crygOXEZO4awLXW3vMezx7mWSc8ombl5IulAEJB0ZLbEwUWkAwkNEowuKSEo8vJM1okhn0mt4vKMU0g24TURGkejgTvb0CmITDgX2YU9jd8w3inZzmQ/lDqfYUvabGlDT8iKdA5nHRkhMNM0E83dhHpI6Q7TDSlk1EcafQbqXP0K0tLX14SI1ZByi/Ne/3VVNsf2mHYIAyIDIqW2ArbD0gOwyDIVfXmjDkSqiyZK0bh1mO0oqU9PdTJsERqKHnxJdcdmRF8h1gMHsBEkFMOfrmYFbBHdFSOXAcQKoYsesxeszjcF3EcUTTMiihMFZix/KClcroPgiWNlwYkR0oGJArdK2JQ6E+wx2xPzhRh/JKeSiplnIU0OtRnFoSKYpUpGrICxK4W0iv5uBGsruWMqP7nqNWcFLpDvQFuQDlwqz2hjMdYkg/nSB9IidodJrLUIbhizubJ1ZA+iOLcUJAQ0sbIj3QZxu8L+N1+Y8xopNSO2iI2IHaqNWPT+C0sxY5QAkHcDpcd7/pock0ub8stSKNtr0XNdAhqhR1yH5IFSsGzGiIUlKLXQ9JJibW0xbnUqhm3uy3jzJXAhuaRum9QAUXUSRHJt/7BCbIhDdLkPTym4Ntf+qpkBVkvpilFqF1jJ0BFHyWgpoFphikdWzXoTLPoSqAhFV9ryjGSP5hkh1/RrYwXSKjivZrW+yIymEVWP5lLMUXVxeCpgsmjoUxz2aw2XUBmvJZgkVQO2ZK8LZl1hhssFkXFlD5di8WtzlF+0tINQx1Eeqw9WEgLFLW2/wFvFAZAaEBPa0p6cEKa1/9GmZNaUWVvZ/FKJyhXkdBVk8wWgkbT5qsVwOdbkA2507hefa2GD3kgjiQhuCewtE2sF4Eq/LsCZLA7wLcj9+beXH8f6HWKCaAXQ175b3q8u9ZISv6ylN07jrZvsFDQXfXfLhjnIJjgTco6kaMzThBfH6XRBVUiiXNKIbzyuccSxFDu8jAPn84lxGkh5RjXWMXgF47wXVAWnFdStz6timCsyD4uM1qIlvGS2sciBLQXov0DFVfLqlMrN6ysLTrW+vfRhhpt7WB3a5RpLE9YrFjBAbk65BkCuKjbLGNfqFP9ckA4WqZrbAu3XbI+av7F2pq2vXo9bIBc+C7asxyI/UK6x+uk337WOzRWnlnUclWCMrOR56t9SAQNZLn7ryFu9D1f3eJYPVxC0BiYtRVQc83TBNGIpMo0t59DQNgUIM3PkbKRUCmQu9R5SHEswYj6TUiwZETmR41ADahOm5dwSiKjSkDXbYS10WX/W4MMtsFyf5VbGqWAfNTj2RSCsNs1nc/A6QhfIRVgyl/7MgOB29t52pckCGt+C3F/29ReH3IJxyzWXNazsJWWv38AqTWEsTF6RRUajri3UR673UPbCod5LzTx1N8CPCUJT58tCFpCbCbesTpm1QNj63yVbSda2MMs1o6aSBLKVfVm6OlvKvl1kmgTVmZIe7OtaXfXVpUpYugg+UYpyF6a0abVdLJUfHcv4yXVflgLSrUlbq2LlNbBVxlANHFQQbi0y7YpdJZ+BdxUMFWMFS0UpLF2P1dpesvB/FikT5dqeyxawkDaW/schZpWpnKqtdEvkWCQYrfSh1ZpN1Fps1VYo/fgz1jhpSd2/w0lPw3/D6UdOc8uUPbQCHrb9Ey+2J9zQIOMd2jWkuw0aWpSA+j2Zd7htS3+3QXXmIsUmU9+WElVdQryh7gAqhLBDNNC2JfvKmkTyysa9opGW4aMwH5+YNgO2nXBhwoXAPDmOFwgx0h1KsU9xHaK/ILv/icbdsfdvEDbo+A3ezez7/wMJR073J7LLxPEFLr9kG5TGK5d4YbpEjpeMR2nDRPCR+9fK3asHujthE45cZuPwXpG2w91tkWA4H4k6wfARHTPnKWLR0bsdWMPlD3uSQZqeMUaaXYY+0F92yLBh3v0d8cUv2W7e03WPhOmRLn5izL/kkr8nDicueYdOA6p7Wml4udkxN5nD5h68I25elCG5KdnRIZX50Zz/Do9w132k6UZkmJij0rm3BNujhzM6j9BvoTXm8cIw/I6N69j6DdkfmJuPmD+R/U+kdsd4XyQc+zyBE3Lfrdk5f32sGVAk2orU6EKsqfs+ViVZ3XW9IYA0BbCve3iZejfBP3OUAESD4HBm1UZcCFvXbNKytKVi2xusRCRy3ToqYUxC3fcVI6OiBZxjkYdc1omyNkqO9RolI8JcAWYtZlQgiaDVcJ2TklIihCOnwdM0Dhe2SLPFsmBJmFNmjJkYBy7jM2mODOehyHDOcwGgtal+Q5WJrbVrTMv+IGvs5pqNjslVcc5Cfd6aIb7KXtZAjFjJeDeP5sAiIyxwrd3EVPZohaV+02pcFsOLdV29IcEItY1JZUwQgG39bF3ripNb728xRH8GUxjPwf+CbMbu6UfC8Ym8f4E+3OFTxy4HNtno1AgGOzPu05b7YUu62zP/x565gXZj+D7RPDzTPJ3Z/NMnOul58+qBFFosNmSFdp+xLnL55f+T1AnHD/+e6bIn/TqTnyfGfSRuUlkzECy+w4Zvueve8CK85TS2jNNPNO0rHvpvSP0T090f2PpH9s2/4OL3PD//33BjTztcEDvA9L+hFvnd7j8hfsu3/kRvP5Be/UDajLx8/J958fQtj49nzuc/8NuHCzMjv/xtw3cfA8d3E8/fTbTbnv7hl9w9H3j3e2N8yEz/8H+Sc+D5ucgrfbz/BnVCmAyJLfnFGzR73j/9gedxZPdwpGlnmss/EfJPnI7/yOPwDWO/Jd69JVwi++FEnM/005FRBi5uRn1E23f4uOMd35D6HedvRyaNPB3+GRdbXky/xKuhewVvtMw4MXr9DT5PjC//gSwveEhGZy2H5nec+MjsX/HsXrP/Qdh9EFI4MDcHfGx5e94wtcWD9ZuW/ldvCVGx4wFnM/vpkZ+TeaMIH2WLiWe3e1Hmdfpn7vOPtLrHo+THgeEwkto99osdnzRy/Djw8ABv39zTtEKPI28jMyeCePZuRzwnht+8p3ORv/lugi5y7kbOZnz8w0uIHU1ucTjuXl9gGxnvJ2IjPNuFR4OH/ZE7Ttz7HQ9+R+q3xO3fM7SZY44QFNe/x2ehee/Y0LB1D6Xd5wnocPP3hFYI3yptr2z6V4g3fmw9E0L/Qmh2Zxo5sEEZpOE8BqIPRO+ZQ2JoZu7GPbvLPfdidE7RNpGnkeQS1s5IyLj2SDN6dr/9n8lT5DL9mpgvnPxPzEz81Dwx2sz9I3TPMJ9a5skTPn3k7nQktVtys+PyOHD+H2f0jUe/bzHpMLsjxInu+IxuZg7fHvGuoZcH2tl4GVskBYajZ74EPrZviW3gcDrg00C3zfitcDfdsc2BT5x41IEXsuVOOtJ4guMP7Ns9L7YPzLuJ4d+fscHQv7uniQ/spweiGM/NCWTE33+4MR7/+mHacP70d7jQk/onpPnEHF9zGTti9w63fUk+zej5QtDIRmd2Br9sM+fTJw6PPxH2b+je/gfm04Hjv/waDY50t8UQQoyYFX8ud4nLv93jGkXGIzIk3p8bZm34+9e/5EXviN2Z7Ce2rzLqEh/OJx6HI/ebDePunnGaGcaJXk68mBp+con/z+uRXgPfDnu6VnH7gN9G2jf/BczzamrJueeZDjJ8O0Q6MdA3mNwj20e8nXmRA8Hf0eYnxvmPXA6/wuSXvGt3vOhf4FuF/vfYIMSww+KBzeFHJm35o3vHiHJ/PmCTMl165iT8NLxk9FvepkjXCG3zFnEdH+xfOOszYZvxG8VfIuGSeJJvuLRvuWs33Pd3uD6zf87QnODf/cQwzfz4dCLonvthiwADFxoR7rYtvXb86vxQAn7+R8RnNpt/QNotH+9+w9B8Iv2kpDMM7b9h2r1jH45s/QVCg8QHQvKontnsTjy8OzCdW44f/gZ1xrQd8XLkbv4XvG8Ie0PcXw8xfH0mRAUXVi32VWthSckshpMs0iEErin2vhpewlJToKSjLuy5xaW+ATCoADKALGzxeHXebw2QcoMssgkFQPH19yoPsDjB62MvckwLI32uBuEC8hXj08wjhNU51fqVLukK9ikgliiyNDNmAzlHchZytvKjVoBi0+rkcv1hwQgWveoKmhdkurRT1Ti2xdlkyTaojmg1lK9gk1WDr7Jx1sWnry29GFs1U6Je09RVP3i5XjWG5Wqsy8KgXzVPF0DEcQUPXZHsWYxOcSV9F2EpzPZXBlz5blcaXNwCHi61SBaAzHGtyXBl78kiqSHlGn9S02F59vW1pU2WcU2Ra6L28w0oWAJhtZZIHTPyxfusIObSuzeo39JWK4yzvGyUMZ6xbCtvyFFteTHQGrlbBo94jCJ1oxSWnGZX347VmF8AkVSDh0uhvs9B3bUuylooc8kWumVFFqBpKRZ/na5l3i+g5Mo+KmLCFaStmUo37VJuQarTuDgz+doHdk3dthqHXTNSqgMIi+ZvRU8XIGutW7MAX///Hat+/oLzSHneNR9i+Vu4joMla8OoLNsV4r0+/7/qW9f5X4GldRRZBYrqLS1A52cFkW1p1xswr4J9hoHWwI1VoF5LoEpzRp0jp1SYVTHi5wk/OfDgk8NFR5wycUzM00SKhT2nOdUC18bnhcBrVsfN/LD6eLfHmgVxfVIWsP9P2ee3zMHrc67ta9d/19f/DFa7xmxWl//mhNuLfdYlX97LzfnXG/qZR1kbzLguMzdRgusKdW3TL2/3s/b82ntYLrx+8fWbPj9h+bU8+7JsSB1n8tmNL/dez/8sq68GJaxmy9VC0YVxXgoKZ4G0sPM1Y7mCuObIaqQEtgQhNBd5w5zIeUar9FLJfEhrhsWaBbHsr4udcDPmbjODbn+ugYelEW4ybOT2WWHBRa7v346Vf61TvlwI/sxg/axPvvz7r4F01UZY2e1ffu8XfSd27bvbzIXP1pRlz7zZx2/eX+6tSEteMxPXNW3da2/X5spRtasddg262s131eeo9keRRqxAH4pJCbq7JZHKrRECliysBaQXKdl8JeBe9p0iMekpYP0ylsreaXVt08+k3so91Xf4fIzc7EmfyWwtz7bYuXLTN3+p/z8fh599D1Ds6mUQLnvj7flLHy324+2e7vmcJresqXXDq0H8siT+jEVOwLoGdS05lewGzR3EgGsvuDCDj2RnEATX+KqDHkv/5h24DnbgGiNECtPw3GLOcHelL3WYyj47FzvCpQmxjGt6vA/Mblueo+nABaSLSIwlq1EbLPWlplHa4m2LY8akaI2r2+BdwPkZ1844L3jxeG3xAm7jSqJxkwtxhQKo5pggFy1e1znC4HEz5DbTNpFhbvCjJx6MOcB0SAzTjLNMaGYIislMzpl46chThphBHdkVeRpNEVMj+AkkYnlT2kAbRCB4wQdHyC1u3BZZn72HtMVlxeeZJp4wTWgwQt2/JXlk3MAsdQ12VWZXydMRUyVkwfC4PiM+Ia2D4LHJ0JSK7yURJWAEcujRXsjSlR+XUCeYa9HQQAduO+AIhSiEr8SurweG/+qmuPgecktpKK/Zkqm0DtzlGssrS3B/CbzbzTm333Tdrdf5uFzHrlnwS0S/kHmKdO6a8XCTdX2tf3DzfebrNprq1eqd5SWUUUxuVSVFj4SpxD2yoFlIWZljIqaJNKWio59rBti6/S1yRzdBbLGbrX5pG8fq27svLKk10Lz4pYt8nlvtO6z6hKYsMny2Zkpq9WGWdqqBEJasxOt+vgSly/dXH8YMWzLIbgkQ6/0ba/aM/bx6N+Jgs/WoOprc46wUKzcvSJwL+9CaEkjdCrYx0jQwTxeSg7lpyR68CM4mSBfEDN+4ovcQY5HC8nMhD/ZnpFW6k8OfA/nwyDROODK+bREUSco8e0w8vTe6fSS7iRMjkxmODRYN7InsRtK0IfhIm+9p4obNMGKzMfoi09zceRxGckXxIgdP9oE8CdkMPWfyJZFsJnaRlCCfG6YpcYknhrljHHeYeEIITGe4DJ6hyRzPM00SumOL+gYawWYYfemT0DwTgsMfPf6yJfmMdhEdQeLAPP5AShdSk4gIclbk0wzHBuILJu95dkB2yKXBD9CeB9TNeFfWcGt6JDl2nAimxCwogRwC6jyj90gQcrX9UzJ8Nvzc0ec7/F0oQGHnaFrQTYPtdiRakvWkfRUMsxbmjpwjY6M4TYXxbV8PCgslOIJ65JRQaci+BdkSdCTYJ5wFfNNCL7g+0caZdh7wNmNzgtkhs0MmQy5GnoxjjoWwg5JLTh6igh+3NAAS0ABJi3xka+CzL/uBbwlaSZhemTfCpC2D7ip5aCKKcvaJ4KA3K+IJF0UlMHUbPJsCtZDBhmLnx4w4xWRCnILu8C7Q+I7WBWKaOeYZHwznDJsanPT4OeF1BjFSOxNTYpwmso3EUVAvpC6TksAxwwRpdqQIczJS1rJeiKKxyGJP5lHvwDc0vkE6j26sKAbMEWsEe7mB1w5560vd1fkZF1MhrZjhfIOJY5omNCpDUJxAdJ7sPCKJSk3F4QpJD0B8sTWSEEyQ1kPT4jYN4aGBtidOezQYbjyWtXsTIAjkWNAaMVSUIjeX/tLw+tPDFJ9POGbGFDllI46KXjISLoRWyG4mi3AMRhIl60zKiRhGxjbjJaFTRJOn8a9RL0zekVAGSagqTUyIZeTSQSPM9GVcN4rXyOwzF4E8zKhmpHNI22DzBpmNJMIgZ8aUmayH3OBzeeY9CY8Q24zzig2+eBKHEtTXsUVnI9uECpxlJmJoesLbDDrUzF2BLAxT5iiGbgS1wN4CUR1+MiRaqWvVFXy4yLxmcncEP7Bteyxpsa2S0LVbkJagCZ9gTA0qgm4zvo/4AXwyTDqy34D3eD9hwZMIuNGwOSNbRV5UbNoKihmkyJS7NOBxZNdgWQiXLZrg4o6oi4QE3inBebrQEl0kmyJpIOgTLkXEZbTpyc1rSI4gIw2lVo5zHvNbxEVaN9Nk4W7cQGiIfY9J81eH2dcHIUJbDCedizEgRedfaoFkkYgwlZ3ZdaBbxLpqtBjmYnX6MkVXvhoEVh0+A9VSqNotE0V2xfmUATDMTRRjJlXsfV4dZiMURrzNCD0lAyAiXEAaxD1QAGxfjHVXX5c7St2DD+U7pOh7lsyIBpMHTFpy1qK/73R1bl3MJFdd7BqUsHxA01PJOnAtmkotiKXooVpZAAvoUnTRl0JbpnN1lO8L+FF1iIs+foIw4Cxh8gKlLQafpMJez+0KpbEWlA446evfF6DFeE1hcp4pjR6ro1lMZs0F8PXWUoIftaiv9CAbkBNmS02BUuyx1OgApUfsguiltD+1ZoIUR6K8lsHO/NUgxBIbcqW4dXHuwKwvfW1FPkusAOoltlX1VCvIK1aLbLbuSrQ0R6kDohhzZbPWzA2t/7rieJtf8nRKtZoFADep08Zq/ZIKQhewobKkMJZMFFsMXVHE17Ft29IPSyqwOoSMyXPpwXmLcw1mFUKq41zcyKJ1X8yiwl5VZ6jPhekUuzJP87mQg7KrRvxY7t825blSNb6r3ix+Bm9orgxz90ApHl9TqZdUcukx6erYyGX+uwpEWgn+qZ5BcmGZmpUmr1k5JaDnynriwHBI3ta5eaZkTS1p+C1mDTCVZ6JFnCsYplCAhiWjSCgAQC1uXRIjtGRtyNc7F4tzuMqhVbyrZBBJyUYRh9RC8G55vb63Doe1mwx1Vsfk7ddcucQr/LTWFLhKcxRjRK6fUf1MuUNUPg861LGxgHZqrhjCooijbOQCucqU5DgjpsRalH6cJgzBBcesM1Meac8tPjhccORUClbPaeIyDcxzJI5Fo99yAX/Xws/13qUCy+Zq21an9jNpqJUVWINltqyLev17+d8K1i/9tfrsJaC1SqzVW4CafbZ2KQusILUHlgD7mpGwgHxXvHN9/QqILp1wEyn6mccCvCK3WQX10lU6x64nF6hWrndeDr35/fOr89l59ln2wxWcuQFNbkDQGo5fgd4ih1OAiSsEurSFL2CCWwLjAGVduzr5sDLAcyorY6o1niyRUyDHuQKHDu/cCnoUeYDSRrrupSM5J+ZpKE7BkgGRxlKUOk8lCLGAyCtYccsCUJagxDVgqzfj8spyXTJiWECQtaP+XK8WsGslFFw7te6bN5/9LGDxxTVXUPlzyav15b826CxRgKKWEljWGrRc7nTpbyv9cJMZUsaaB+fLGLVU+9Gvc/bz2y1/L8XlFxZyue5CcJC6hzqu8imV9GCK2cy1jSu4tTBa16B0uA47t5w7XZ9HHBoLc1llqnO+YyFfiABBq7Tl0hAL+rbIiESQaR0PZXZU+UWr/VuLmRptmb+6SEQtwYgqibTUTlrqmclCbmhKdqkCumTW1ADCmnXi6tpX6zRJrmOxZji4xQYuhBuppJJlrMp6L0ttp0ogsEoawNf+y+vzCLG0sVQQcsmQ+YvZO3/+MAfphcfawHy4w0aHTXvk3NLd/zfau/eMwCDQto4mNKWgY3uEU0DOv8S2EfdmIkzK5tEzXYTjD3vYJJrNMzARf3rEsuHCPeIDrptwjad98XeEbs8w9liOaDOjXQJ9xPUDftgThi0x75nTjMhr7ty3pOaO2HXgt/jmDd57uvb3hPACt3lLYxveaINrYPqmIXeBMCsuJRo2SPZMUyTbDNsG7lv8v2xwzy27uw9svBFPW4a4w36q48udIHyiaWY2w0dikzlvJyxu4Pl7NCfc/AF1xrjblVkVjwiR/f6I95nHyy+YUovyE85f6NuI7yLy+ACnl8wPjvQ3AvpE0E+E9z+x+d3/wHyHbu7QGeZDQrMnPL4pvslU/CKX3qI6Mx3/35BmttMDXgT/7oBuT9j9S2h75h9HmEa8v+D7iRgeSG4Ddy+wdsusgmRX5fNGrH1GdxnXz2xffgLu0Pg95C1+eFEYOF812OowtrLXwyKPKZT6KwuQX7O6HOX1WkNg2VPLtJFi74tU/pz7LLtLTG6yH9uyZkgqgYw163aZ/5T1c837V7IozsBlV/2/DK7FmuLDlDXSuBZLLgC7qwFYzV2N5c6IRHJ9zjgVmy7MJYHESYNIwMJUl1dBcyGc5JTQnEkpocrql+a8rDdTeS6txqYrGWhXEoKv9lMh6YkbEa5SsPWsuudcszzW+jcAua6/WgIMVsmAaqUukOWyd2uaKqGgFFa3RSrYtJBq/n+s/dm3LLmS3gf+DIAPEbGHM+Z0hyKLpZIokZKe+qH//37r1avJXiIpFqvq3rw5n2kPMbg7ALN+AOAR+2TWzZOUPNfOs3cM7nA4BrPPvs9sTQtbausZc/V3RoRd3RuK3ylNldLqf6y208DZsPz1w3vhqy87uhA4/vAl8aiM/oQPkdPyjuVwwNwXLO4l8x+U+K8N/fO3pH/8mhR+xzL+D5h5+hyQeY+lO8gQXo8wOR7fPJKcsbw+Yd0ML77GO+PFf/z36P01b/J/ZkZ5+ep/YPP6BenhAT1OPE4Di4v88dWJ51/+xE93Ez/c7bnixK29wk4TevoP6O45B/1btkRe6RdcR8cfHr5jcp7/dNOTrjK7l6/AJdL9IymdmOwzxK5Z3t6RFmV/PyHTBx4/nzg8X5B5g/vLloO+40f3nnk+crqL6H7L8HDL8RCJ7wP7KfGtRK7Sls2Hr/C90U93zC7zw1ZRf+KzZ2/onOPqv33JeLpl/8ffM+2U/PDP6PKeffcPLP6Ro//fmORv6f480/2nB+LwO+LwB95tH/g/N+8Y9p7dO6E/JrbvvqV7ldj9MUHXw/UXdG7mS/6RIWeO0wuiH/nx6orZB96P1+TOs82lvtBjjpzmxPj9Z3zx4Uvyv/uA/u6B66XnOnc8vLzl9MUfOLnAvevpWbhijxyuyT9eMYUDb14dgT15eo/pp4PCDuW57emScvjGE48b9p89Z9l5/PQNXfoT3fW/ZXzxN8juCLsD4ylydTwhacbenrBpQO4dbjZ8gGNOfD/d47JxNRYVyE+dEsQxvPsDwTzpiztyv/DTw4EpKs/ijoEBsxtYbriWt2zlxH503F+PHB5e8/bhb9i6H7h2f+ahF34cPVcW2MYRf1D8j4kcNrx/8TtCN3C9EZybUf2BbJHTPcwuc+INJonPnv2R6/GWa/d7erni7njgx+OJZ1m5VmU4PWcjr+n0SK+P0GcOV+84PBx5++4DuQtErpBgdGnBjhn5pwWNngeLLLownY6YRXy4xYuR739kmSdmt4Erz0u94tZdkT+7J78U5m8mTt+fkGcvkC9f0n1hdP8q477+Efn//Dc0d8x6g7cNff+SGBfevn+DaGY/erwEglwh4hH/QG/Gxm1wbuBYa/dsCHQibB8Ftwj96x7bbglfBMLf7Eh3r/jw9gu603cM+3fozhFfd8hs2HIH5tiZoCRSLgW4P328Ja7Sf8Vp5u38e+79Nf5txN3DMPwTV9eZu06ZE/x5q3zYJp4dT7zcH7iTmTd9QqYD/s0PXLvnfHX7v7N0R467rzm4hW/kQJcj/+ZhT5cdyw+fEf2Gu6vPWLaBq+E7AnvuhkfeuwX/9Q73vqd7NRJud6T5Gr/AlD7wNv2Z++6Ku/5L3KJ8mDKjwL/tMoeN8P2rhbw4nn0/lFocjzPmhDgZ2WAOM1kyf/ElHf9X92+4iobmGyY/MM0OFmE+9rzXARtG+GKDt57bJXCzh+17jxsj47MTg1/wDx0SJvTmH/ALfJ4+x7xjPw2wwKvdhtQZvTosGd/dPXJIE8/+V+P6Nfg/OeTBEcffcdq9wg/vuB7eY/PMcTohbwT5UXCfKd3fDeQsDIsySMe2SzhdkMNbzDxHN+LiyPV3X0AO/PDac+onvjwsbKeJ7bMd137Hj3LPJBP9w1/YzP+N3l6CPmO+esV09Rzx37ENf2IkM8Ran2T7gsCB53LHdgp89f0fWfqeP4+vid3/jUqIVQGBLwCc9RRqxWVthep0I7TUStD8+Prd1XNU1roG9BXsyRUJaa620NhtIopIdWRpRoxU8KSxuqpMf3Vaa9qEhk6t99BAkZJmoDiT/gI4bo6uw6yx3oqc3amiUnLvF6uwymCtBFdK+hvFpIAqmrUUL8w12KBUtjAUqX4FY4EVWa3dWQyrlgZhvd3a/sRaMJh8ZveRygfXnPzNMm9slKoCadephnX7zJruSOAJ0tn6bc1nXItWrjZby0FcjDnBr0DEmWFXbsI+wZkt16jPTewCwGoFHvUCBDHWsbYCKjUoIFx8pt1O689zp8rar3L+rjUQqX2xgTNyPtcT/MfqV89g0crqlOYAXYKGVsfuk1bXtzNqgiOWdrhcz1HzSNc2WzPc63OxLCXlgrGC3Gcg5Fw3pZGXGxOpOBMNWPwY0GzAcbufS2b7RwytpoapHbQWzdQ6b6u+oykgyv8bSCqcU3+UZ/0R1/Nnhz15rm28GisYc6nW+E2HcNGs2rZ1aVqHT3Ny2+9S0/OclTe23uGT9nKpjPjouly+cXlRWbHutfsu0enL4yNMswD3Wl+vhaGtjDHVXOX3pShryhmXErEyRZ0rF3XZ4VMp9JpyJqZITqn8ZC1KCDsDcGDrXf48fVBrsp3HaWMVX/5c3qe1AXvxd/3Ak3HQOmeVP1x01NNL15756Ek8mYi/fPzys2vX/evf/bVj1T4YdW345cacm3lxjz+79uX6/fNX/6UW/PxT1ppz8VQ/Pk9VRjxpRwV2K5hcYqltTdeidtCMZtBVWScFGPKuqtFKYKiM0bon55qzPy012FAAFdNcgYumgtCPfj4aYE3xAOvvlykf2rhkZbz/rCt/oVd/bcH5uH8/ccD8d61j1KDR5bUr4PbksvWJrvtlXj9f9pmPmnpp8zV7Y90DLv692GPb/rfuCReXfdIOudxDuHgWLbhV7L1LAU8ZYXbRtGZjXKwXtbBzaY7UtKAXN/exEkZavbOnH1l75aJfz8EpWJm/bZyvgRb5+Y9d9A3KWSVy0e51mLRfmmLw0j5r96/n9y/7tJ1M2rr88XmbfSNPP7+uju7iM7/hMFZWvNOSZtGcQbeg3hPdSJ57dOlQd4VJV/L3al1lXGmfRiHHTM4nTIXgHCIJnwtJJTOg5tC0BfW4fkEMcloQd4IpFaZaKLXpnBreAdqhcUvCEQuRH9/NpWvzNWIdTgwvjuC3dH5DcIGAww8RNyTcELB+QKYRkkfVEE1oLqQo9Qqdx3qHG40UElEUkRPmZiyCziD9CcJEJiBWmKdRZ0w9qhE0YVLSWqY4oAiaSlA418BqdB3Rjagbyxx3JzzvULcrOY6zI0yC5Zq2M0U0FDvX6dlP0ayFpKKKz/mcEskJjIalTJonLHls1pIaaOsw71b/piMRWOpU7gr8GyrBJRjEVpung/QcyUeCzgWoTh5Lgi75v2M//fkYPq9t8HN7pI1797N36k2v76/nXrfnZrde2hSXx3m+NDVXY/AblRxUzZqm3m5qLqEFupsNaatPpWjFz62oxJutYNX2NKFwqUrWAdOS0rb4B25NZ6hqxXZTavCg2WBlH7T1Hpry169WeyEYtCDmUyX6+Um0Bez8Wrun9v/z/lKDMc03v9i3i69ef5rfdxkEp56kZQa4UIGt/rUESgDq0s/jvI5+1PZfPcxQXciaSQHSaGhweOeREPBdKL6aRLwpeVEsCjGOqO/BPN4g2IzlSE5lTCxhg/fQryLB4rPHqRDatgeHHISOjuxKvvOskaCZjbZy4J45ZvanExMdaexI+UhKR8QZ3m0QRjSH0r/JYdlIfiK5QCIUtMR14KT8ZaVeXFSPpR2SHdnB0k1MYeHkE70IwQLZl/U0uxnyI1GUx+TpcmJjhWW+3QtDUtK0oKrk6Yh5JajHPGQpyYqnFLHFcZpHYgBNGc2ZRRKLJuSk9NFws8NShwaPZgfq8OpxdT1ScyxuxFD6pUezp0/Qz4L4EULGBSlp/bpM7kBIeE34fMSrImFBhoTKhqQ7gp7obUJ8IPYBgieY4LKhKSKa6NWwOZJkj3EixzKOdYmYxb82wp4eAilU4l834YJRFGojypYshaTn1IMGRDscHd53kMva01LKqXrmOBJNwB0Q5+i8I4SOPJS053FDqfPnU9lr/UynmY4tXXZoVJxGvAdxDs9IFwTnHI4TmmaWKZJ6j5xcWZuygyhkBVEh5yPZRXoTgma8RrwksoJVXYa5hWh7FhOW/YxMmRyLTRIjTKcMEnEyo1JUlY6IcxOJGTNFzZPyDnEdcEARTupYsrAYRBNS6Eqmki6jlvHm6HMgS0mxlAicTMimqEYyDu8drgc/gpMMU8SigGzIwbMET+gc/Wy46OjyFiNjIaPelWcihSBkItgoZc89WYX+CkiuAuoFJCMsmGSSGEkySSLOgbkRRckx4ZeETBHJDsuCyIL6CePTgxAgWD9iXnFRcccZRyjEi5ixgzKdMnFWLAiuC+jimWchakc2gzyQYmCs9pq4XBBc57FxgyaPHh8xyUhOSK71/cglUC8QckLSgktXuNzj04CLAy5POF0wMXJwmJN1D3RR8MHTuY4+OIbe6MhonxEEnwKKI89GNkOS4pzh3FCIFSkiMTFbwgj0mvFJ0MkTZ0/3YHQfFLrM0kdOOfLQz9CBug4NSuh6PBmbPSwOS1doduRQCO1dpyU7ZO4whbAIIQkSryGVPVpU8drh1SHJ4fAwB1gCKRUcJszAoxDouMo7vO/IoSOronOPmMd7j0sQ3YlcMxR56ZFcSBgygfOGRIWccJbxllGLRBYsgBsHxDyukQitQ/FkD2Uj6NGUSBJJZsQJlk9Y3j49CJEPZcFzO4QO4QaxAGkGEuYVdRGpQHVRILgCtFuogPtIyY+eQSPkPXANfA6SELkvziUDYJhGWjodRBG3AA7xO9COxq5Aq/HoiyKj5OR8AB3BRtCE2LEs3q6wL0WlfM4i4DG5paXPEYSsJTe/seBQnJaIJXFG0oJFJYkvBUKcR1gQW2ocwTCbyk92aApohhQr4ynX3Mf6rBqhczGA8raSepts6o6SnqfW15BMCQBNOJswRowBcw1UOCDsMbYY15Sdt+X9H8AGRIs0VTRgLmLhCGKl3gSCYyqGpStsuaIuUMgn0BmziJHAjYjbYlLAHpEDTh5Ab0D/CEyI3WE1//BaQHsN/vyKMyvH6hAU0MHipvzrmzNRxl0JDglFQhdqH+XCEsx9BbxqwWyfC0teS/DGwgg1sIRmsFozoiojSu5TCuufWguBCC3NlPTgumLYWirgygruGC1RtFDHhDrU+uIkuBkRwXxXjHEt4LyTvgBueQZOmE4IDvGufq8GIyyABowJkwMt5ZnhMSvgfQF7IvhDnSs9UtmPIKv62GLJnWtNfSATLf8rthRFCbmMW1XEjxhjmedS1Dtkw1zZCApTzMpc8H3ZQecS5BM/FXvf13GYS1CpBQ9NZmACG8ozXZ06gZoCyqrz1YobmyvjuZafquMNXKl4hLmBJ+lifu1o0QYpCgNpRbGlvOeaQMKVgI6TYniV38+OqoiyFlFdCzZXFmsDihpepOUebU0ndr5vqUqCpwGP+inhzGpflRX1uVo7QwGfFEVw1cAzoi5ozvjoMTUWnzBzOHcq7DhLdEvPskT6bihpKDylALoqOUdiXGqxzYWsiaxLMVxrEFGcVJVPu8kCaTWMUK20q6SqK6+RSh0JtRpcWPOqcMbqrKbwMlvnHbXwfCv0aOJWQLLgo9Wxb+mirMw5vWC/SQtcVmC6KSdKHRYp+8b5yVww/toj+O9Aiq2C9z9Lj2b1ObagXwVK2mfFVif+Z6dsUMEKYlrr+gtcsznhl2eozE1CvS4raMIKQsj6NVtfb2BrY2CfFRN1mlaAxOr+T2EmmyKLYc5jOeOcR6PHOV+cGfHlO02ebFwEITIxzeSsLHOpR5KWwpjMqRYSzrHssVoUWU8Y6m2cruBOAUHKTyUNNMZ7GVBP+nYNsnMRoGjorjXYSM6vXwTnag+V/lpJEh8/yfNnnz6jy/HK+TP/0qGhzTrWGgNPAK5wcX6jkEMWinyt2gGVjd/qFqzzWVothY9YpHXNtAZarUzktng2QFxY00SZVBarVNVFS4+kdV8vTFeRoQJlNfXmGvCtyoFGYnElbWSrByR2Ks/ahWJ/WUep6FUdezxirtg3q2KmEl/qfa/B84o6WlMpmHIGscq5S5v2GLEqT1pq0iZRrvesBsSiFl7746JGRA1oiNb+k4GzYsIK4eVCudICSG382UrcqeoKq2llhHLPlJor56HV1hXhDNgN9f3fmNpQlfzmDpUTW9/hpWO5+pG0O/C4uSL5l4Q3rwk/3mJXC7aLhXG9zcACuwmdheW7nsRE5g0+GLcv6xCbin3mxn9N0pGH4xWajGzf4WyC++9LUtH3Pd3s6Z5Hum3GdRkNgTw9Z9p/xfHqPaer92w3J/rtHTK9RB7/iJcTg3vDePUF18/+PSFs2bhbQvD413fIqPTPb8lsOf44YoeZ+fQ9pAOid8BEDoZuwH0ecFeeaUnkpBw238H19/Do4eQxCVjf0/mBUa5xYgSLJGYOzuGIbMN3aHYc71+Tc49PxS/Jg2J94mHsWGSLl6+Kotx9g7P/gzj+kRg+p3+X2H6dOU1HDtOR482Jh5cD/T6weQ8WDV0SOU8s8QNBE9slIX4kbW/RIeO+UnJO3P2n77FHuHoL3m9IGshbB6eAJWHkDVfckdJnZL3lODxwCO8KkNfPuGNJu2TxGbL/O/zmHRv3HzDtmU+KppnpNF2ss792XNhPzVZiKfa56zDxpbZWq01grtjtliiK32YnVuKKS2V9sJ6yxvXV/qtzpe2lVYlV2Px2sfY1xVndH9yMSp2RRtlfpAL4UsBgy1ZFSpVsJGVdcbkQhFxdB7Me6z2X/VpWFWepeSGr3aogkaIySM3sOacGrn9b3VfPsVsr9r7kqkouaiiptTGKbbxUYkuHmEcvCHNlaU+lZqT6us4arcZF6XOqrdbWOF2ViyWtopZaTppQm8AyWmvqiKVVTWjrmiU0/6+QN3zZO/RU2i7PKDUmHsqaZnXfa6Q2Ir8lyKqaef/hDeYy041He4fKcwa5wt06+u0NQWe8vuX0YEz/xVjeXbP/8DuGq4ExjAxyx1a+Y4nG4WjEbuSHm+eMPvGH9EBwEMILoioP/7zBR+X12w3jybMMf+AYOuLhyCH/wMtkbKWkJzlKz/c/7fnh2wPhq4Xuq4Vl/xN3d9+w83/L8/7/wezL3ppzIk4PHLzxzcvAwsBh2UEKTMcN3mWupiMaleV0JOZE4G8Irmd+8TU5vOX9INw7uOlvuPIb/LDFj1vQE13+Z+51x3/TW26k48uu53ZR/tevPckS7/kLOiRsfIsEx2fyGZZH7uNnnJxj0R/LOnh6hlkgcMT5hbtpxyGNvJ4HbmPm4XHDfvOSJIEl7hnnyO+mgOVM7iKJax7d7/ADxLdKyEc+u/8znRjz+HeknZL7H4lhYdrds3jh5vSebjow5Ee8OdxzD2Pg7u41d4+v+Z0KL4+BB3H8dOUZVLl5d0RPkfuHiRF4ITB3D7y7+r7UTf5AAVXnQ7G1PvHIYvx0NYObeSaJfg6M8w0uPyMNVxxChjjCXQEyZXmG+B7CUEHFSMiJ0C+cnOenpUf8A1fbf2AMIy+P/wOh77AXmXnIfPj8npwj14+PhLjwrLvHfOI63TKkwDzvyXYkDZ6l27EZb7jxV4h7j/CfOBwX3h4X8sPA1aNnG3p8t8HUMXmHihKn/wOfhFQLUY9c0blAHxwdhhsU8wsf7Gs+zJ7bf9wxPga6fyOMn2057BN37yK77h1X3YG86UhXHVvbc50/YDjGrmd2zzjp36E2c+pGli7xtovEDMtRyBJYbl9i4YTwNaQjV296dvkl2T9DZeDHKDxMit6fUL1n4BnbZzvGXtj0R053Jx6/f4RlxMZ/x7yJ3L06sJ3g+tsjg254xb/F+sRy9Q0SFgabgI5j/lvUDcTX32Ldket/Fvyd8JCNYxaOW5iCo+8P9GnPcXIcoyt7zu6EbTz++vcs8QOnt39m2EeufrhCFkFPkRwOpFdvSraLTzzMB+bP/yek6/n8p3/mavqBdPOc/GzDtx+uePhhy2B39PbIuNtxs73ltA+8fxTmUNSv8bRhmm8ImkiPf0I2ynYQNOwYXn4JeuQYPxCXiTC9Ldjc/hGj43Db4UPHv77PPJsWSDfY8JrJBpapI9k/E/kGt9tg2xe4pHTLnsF6dscN3VUH1yObXeIPNxOaJ2b3FosDu/2/IS+e+/sjKWYGhSCBV8//yNAN2PEvaHrkXfLsNfGHOfPimJH3hj0oz5cTn/84EV4k7l/PfHg98ee/O7CNz3h++h1LN7O79dh+gj8F4uyZHl+SU+Z0+yMmM+NNCaAc7jekxfPy5Hg+O07v/y2LjOjxRyw98nIybpZHTtFxSrds2bHjmrv4yJvtB2RyuH8IXA8Dr26esR+EP3cwz5HHd56NCv/jOOKd8sOz/0p0jqv+dziu2J0cXU64b/dYP+OWR3zaE8zTdRsWmTnwhu2rF1z9fiTfB/I7MO2Y84ZJeo7DCTsYvHnJbAdk9xcWC3z44Ypk/zcqIVYFwgpfNDSoMpdXWl0rPkU1oBoTvAE/Ui5rWsDclv8ZONeAKJ9t2MmaM3c1VtobLe98y0/vKNrZ6mzJGWhoP8VUcStQurKuG9hS606IhXqZCrzb8AT4VEqUrhAzcgXLy09Jd10MLcthVT+sjA6L1ehruYBbQcKmiGj92BjqFYhfc1s2NofW36vT3YDJBlZZiRAX5zqcT20VhFmVK3YGAlZApHx6Tf3TcE4JxRClW59LAUhbrn5XjFbz52dBe54NAOourvEvHKvj0VDadl/tLi7GWQNTLj9Sv/MUpGtAhVbD/XwpqS0Uuby2rY4+K2DXPtvAjjMrs9zbmU0o6znOAEmZD7VIJGc26iXj39qNrHmdL0DANX1INebX1A+1qyvwY9Z6uAJdF2OkMUvPz6ABGpc/Z1bTOgbXQVDm3ppm5UmnO85AZvl7VSRc3GPLJ39uR3Om7NxuO681q9qp9cl6KinjDHd+nnLO8v8zXO+TjnqvrVsuTtT+v6oeRGow4vzzpA+rp3qOE5Q59rPsK2tD2xisV1qZsfLkM+34RQjaLp9tdc/sYoy2dCLWiqsq6ooKImsma0aykFIp5LrU/nUZvD87sCUXf675+cv3z0qInzVqXbafEI4voNA15c3Ha8PPloq2l3x0z5d/t+66ePk8Ptb/Xcz1Nqt/6bh4vS6R58DPRx/9LWm/fvE6/8KAvaR9t3Xt6bL0Cef47Zc9r/3nuV/WvvK8zgBwHWcILahS/m59XHPjXuwFUoFbq+m5TM9c7vJCA1EuU2SVvVRVq8qwqg211IgwLSymVgficr1cAxAfqSFsvd55bjzZAy6m0y/jYfbRr7/0oY9ek4vP/uqQ+bVF7Nfebw+4Xksu7x/O7Hm5aNvH+22b0+d1uY0LW19rN3V+zu2pt0DoeaxctvzyOhdc5LNUr759sSCvj6fuowJnRWlY32uKm9Ky9vzrfllVfU1h2O7tHHT7eCX6aFxcKizb2rXuaR/bJi1IcalykKf72Ef9cFZy2kef+cjQqf0iT55feeZr8fTLZ/PxUvckR2A5wVnp+NE+apd//PphBrrUOTWUrdqJI4gnSgf01Y4rz8kq0aGkDFNcVtTOY7MFe4QerAQiDQfqC8nDRxTDSSBYDzphaDFHA2ABSb6mjMuYKBYihAxdBq/gjMKAnXESS7pFlZKOtZwC65U8TLgeRErwSuwGsQXkDSqC5A60sH41KpISmheSKqKGsqCy4PCIeiw7LIWSNjAknCrdw0LOnrgIziBKYT7btECWSkAXUjYsKckZyZVAr1guaRiIaGOW61xykccFmROSBHFjNfdSMWeDx7mEo9RVcaQCXoTHkpvel73IRkOTEZOrqgyFJVXQ2WHWk9kUMoDPSI7444zbZmQs4040giVcrc+SbVeAiCWX+8y5kgY+abTRNuiz3XY5tts6+DNHoR4fK7+NQlxox8X6c2GjnVeJy7UKin1eVOdlzmlhfD6Zj8UGa3uBkautJki17S+D+U/3L6g5R1crqmQMAGvFt1vNRqoKUAEtegy1UmPQtM2ty/Wu2dUf90/5kapoO68vpTafretbs1cu/CDaMlnu09p1rO291Weu+zdVuWjrWnvhH9fXz/vx5f7S9rmPFWGVzLAupx+Pq8s98RMOA1tKW90mFBKkL+mfPBkvCmEpWIEFegtk22KyAzG8O4GcUDlhziFuwMSTrUfFIX2gFp0BKUoVyUoUJTjoXM/oe6Lfk8KMZCWYIt2Ihe1q4zvpQT1ZPNY5Bu2xdIULiTEc6NRISQqZcYgk8/jZY8mzTBEnkLMWAtqcsZTR3hAP0c2oHDEd8bmkJVMR1DtScLhF8LkQhXLqSBqIriPLgtdItMSJTM6KLBmfPYN1oAMaNyQvLBmSJmJeMFXGLuMF8rRBF48tAVsyKlJA6GzEdMQkESxhLuL7BXEziQkJnpR7JLnCPRQw70rdg17I3nDdES/GaDDkkuJXxOOdIiETNomwW3CdYYRChIkJZ0Ifih3RWV2zreTzCKESAKzsPdlaSstPPxIeFY+OlJpBi0NTx9J7kodOPd4EssOmAgTjOiQLEhWnVvYz57FuoND4PXjB9YoEQzWQs4HMIDPZKeKFoD1CwESIllFX1pGyCRbCp+QZkQXpIhYXokUkefxJ8X1hfmeDuc5h0amkE86KWkCJtfZbSc1uKYD2RAHD0U0zOj2yXQxJkKOQF0fyyiIzWY28QNJItojFotZRiSWomhMSE5ZS9RmKwtrI6Fz2UPGnNaW4SUdN7k/ujbQp2JElQZLDZ4+LpYYLJ2APiEf6Ut9ApObUdxmP4MWh3uFqCs2cypps4jHrCiaqniwOgsO0BJXdeCIMqSgIxBdFW3a4lHF5QnKPqi/panPBf5SabhmpNoXHwsdr+q8caqCZpAsxL2QiWbqSKstlulzGlM4zi2XmWZnziInQ50IkVDHMJUxONd7bIZrp9IjpCfWu1ITqt0j2OM2IKSEGggo+B5wNxM6jzqG9FD5qBKlp7eMClowuKoGM26SSXc8buEzQhWwJvEOyo8+KquBDRkVxS1Gw+QF8D3HoyW4DEdwBbBJ0KWQdc1Ly52giqyI5URSvCbWM9iXd5Nh1RK8EhrKfW0RIhO1MZiGRySrkmna/lwnxE9ElslOSOLKEoiQmI3iC9wTXEcTRmdBFCKZ4i3gCQQxnQlocMXkWPEEKPUmwYus6oXMJjy9qSaip2ROdJUaveDdgDKsPbZqxOEGMkBRFWXLCnGPjYqnl6ArHwDXz2tknrW+/oTD1DWCUQs8l92Vh4h4pQH5ApCxSxQAtOR1XgFAyIgnTDks3lFzuV2Ujd4+FcW/XFKnZoXovrhqB29qKwqYwPUGuOefFINxibqTVHxCbgViUE9KAbyttkVIvQhgxm0E/sKZ5koS5dwgB7F+V+9MfCyvcncBGsoxAj3czJqlcSxKwhVqLwugoaSYWWjHrYlgtmM2YPWDqsbyrj+AaI2H+HUV1cFWcpXyLs0xuTH7bVgO0KSUyRRHQlTbLUPOel7z7RRXyARpL0Vz5nsTCnpdcAeIAXFWjbaIBzAU4iMUYdiPIiGNbBqemsqBLLfRnoTwv12E+lmvpbTmfpQpKTBTWzGec0yv98tHykLb/cMVhLGCDUFjvpb0lF3JJXSWtQLUothae7MAilksxmkKfUyQXhYblsRj5si22q68KnBoUE4pDhwmmAZFQzutK/tGz45FAj8AItiugR6uB4lKdzIrUa4ooZkcQcAwgDnUtsLOrRvxcHZnC8l6HQpfA5+JAqEO0sH1NBkz6ynAqK4KFK4rKQMumkqcyHrReKziaA1R1qxUk74BQUiSgqwpDZAEeWYvrQd2oSxBQUPCFlam5ts93VZVSihuKpgt8RYFTcSycgGxAh8K4qqxU8bWwuSVET5SAXIf4UANgJbiHEyTUIJdbKHU7GmvsUw958p/DFeG5SDm/lACbE1fY2t7VWhAOZ/7s41p1eKqTJWa46gSVdBPUPqGOI1nrkazQkXM411QuVQXhShtb2q1WPvDspH3seFcwMBWGnFbAR5OCCskpZpnFz8UxdYbPAVUl+MjSR3x3wvsiP6VeTzWTcq65+FMJYKQaYK2plltgQi2X4EVll2etr2l9bf05A8ctKFFurSoYKjjVgGJBa1HZ5uBWWLOCyQ0MXQHJplQS1l5bnXtp4Dm0QuLrIL3s0xV8bX+UdpV58OkA3cVDWv3m9e86ChsCUpqo59fbexWobPDKkxOtePGqXTiDKOtZP27vU8e99c/TtuWibnL1Aq6k4hFXgYzaB6ZWFiuXaEXrpUBu56CC5frMfXEErAKKrtT60db+BrQYZTxpCXzFmgosxxKEyLnKr3XBrAQryjzMde+sTO4WmGjzxmrbL+uP1NeowMnl/DqHzs7PpQVoLoHqM95rFx15CV5dPKz1718Cm+3pv42J/ymAsBSAvbD84Qyet++29HeNWBDqOBaeKhd9WXeF9W/Y1NbXtq/vTZyDG62OUgHWztetKZWaXYKCNpO07Z3FiSjpnjYUBnNNFWUtgFDULk3NQLMN6p5ZWMDQCANYsy2KnVPA15aispBcSp2dC3WAqwEzLQQXqbJ2a8H6XMk2LtV4TG1Dm7+m9RHXYMTPHnVVSZCRqvAse1wdNzTFDGXNw4oNhiBSUntQ5ehW95QzxtbILmUMm0jZr9c8MNVGaY9wtaHq/KXO4TWI8hvWOBX0wwZdRtKzAzIkRv8C717T60K0RHr2A6mfIfaQqiJXHG7J+LsKWL8EN3vC/Qbilnn/B7KPLO4HMCPsj2S3J758DwFu7Y+MdktyE+oTy++FHBzyeI2bBmz6msRbrH+DbA90/QTDRGcb7PSMsJwY7P9LcDd03VeYCA/Tn+n8NfqiIwxC3j3inWczfw5pJMizksrB3WEZ5vtb0gEsRRgSev9n3PEDOmTmPhcAJb8sRSeTwOEZTJ+jz4+k1+/hxwX+30e894yvXiB+JvIGlxP9wwknmfD6BgvC4ZSIU2T2JxYcNv+Ey0dUA95eE/prfDcw88Dp5gOmgj8JnezY2isIH0i7bwBHLwMhB3x8hsiM649ke2Re/mNRDR62ODb0f+zJGY5vjuiU6NIed1CcvkTcjmP+PZP+Ab2ase33dG8OXP3pAL9/Dn/7JbYckcMHZHyHvN6Tu4G74W+RaaGf3pa6Bevc/YRDKONYgFq/TerYL/ZWplQQDxgl1ZqsUkEPFurcaoFvrd/Jq+23/nBha6yBgEYMq5PaJrAFrMcsVGWF1bWh2ui5pFCx3GEu4zhiIjh1Zb67psTaXNgAelZ/apnTa+0dqRvxaiO0wECz7T3kgLGUdU8u1jD1Z5tHumKHQ/muCOIq0axud7Kq4qotpFIVc1WVYZUQRcaImHnMquLDSn1Hq7VmTEuRXs1F+aLVoDM7ByVLqqayhmsF2M/cxlJfT6z6OASoac1WhQSP5RmJ1qWupOcr/oPVZ/XJow1RuHrjcYtD5lewvaLf/aHMtfzfcDrxsOs4jHDtvuSFfMF9TszTQnf1E931n4jMvJEDLm/pxmtc7nGnHmcB+cMt6jx5eE52Iwyv0Kz8cPoP9POeV0PHdRjYv56Zto/EuwfyaSE//3+Sd/+WjXvD6N5je8G+c8TthuX5gMy/Z7O/pRv2/N3tO06Pxpsfn2P+hH/1E12E52936Oz56f2eKBPpekIwPns/Mpwy6YufWDpjXr7G2Tt2/B23PGMZRpaueC9JHGMe6KaekS+4lb+jc8rJR0L/hp/sHznmia/nA5q3dPu/p9cbbP87XL8l3z7DBmM6vIPJeMwzSSaeXylj7+HubwiPLznmEykfON4Ip9dXHB8/sH94R+4hexj6iavbPXl5w3z4JxZuefB/R5TMvAlsJHPb3UNQHreBGJTd8E/c2MIX+keG9BnvNq84dSOD/IU+3/PF5295cXtENx33XWD/ds/p+zvii5ecPvsCCcrzXWaZlD8/RjYzfPbOYeOe0xd/JpJ5cM/QTxfeYOaI0w3ZZ9Ktkjwc3205PmxYhkwKyucbz3PvSXdCekspiH7l4ZAID5ngla4T+l1g98UVUT3H078i+8TVswe8duQfnyMYV/IT5iceX7xCNzs+P3zJGAPf25FDPtBtr/F9z86uGPQKjV9zuv8ecVvk2Y4pHJh5Rxev2Nx5+htjeNmzj443B88omd+TCNkTOl982+UDGc9dfom4js5eIWbMeUO2wIl7Qv+GZ8eRzZtAp58T7AXpOrK/nQj7RPh+wTihLExD5PFqhnzCn3rCPNEv3+Im2NwPuCjknLGo8PUR8gn38nusP3Kwf8MyXqNhwvwDcu3ZOqG77/GHZ7j7LfLQoa7nICMpCyECtx3yOuFU8A9bXDCm3yVcdoTHd4gsBHtAZ+Xhp5GsDv9McSHhv93i6fjgBpabwJgGBgsMr+/h5j354fdM+89hv7DZR/plpp8fyaMjTgH1hvSfkTew/+wEqSdNtzD02FdfQvgNhalzYvjpnxFJvHH3vBkWQtwi6jk+B/3ixPg28+y+45vjN3z79ntk+De44d/yUh75nX7gg5857k7QLeTdgUzglHek6cD1D/9QzNbuNda/Qq7/HaKe7v4/wvzAy3cDY+ywm9fc7YT3z3uOYWLXz4xeyG965P2XnO6PPM6PbMXz3AX0xYT+zw+gRloUUkLeH1DpET6nj45Xh0dMjOMfE5MXeLhBCMx/fE/aCPPbG/LpJTfvFl58l6EzHrwxb4x0a+griK9PXPcTt/2Bax14/rDBbRPy+cR4MJ4tG3Z47l5m8vFAiP+FLBP7Z48cFP5/Xz/jdPLcTD/S54Xbq2/p5Ih//Ybp1cDb08hx6nh4UPJR2Px+ZPfFSFcxuKu3mf47sG6CzSO+H0jbEyltSe8+Iynkm5nFhA/S04tj4zfglNC/KxjmsiF5h9MjLh55cRNxo/Fen7HnBf0xMc4JfTtxfPcPiL3H6cLSHzltF667Hf/LEDkNjp9eOfoU+WwZOBH4cOMrgfWvH79BCdHqOTTvKVYfqrHKm7HjaKlhzg5zrsZOsxiac9cc7wuGw+rE2gpcXDo9Ld2FQTUgL5mSZ+e2WmwXbW5vnYtklXO333X9bGGZ1pQFLaemVWC9SXOpMRJVxNV0PCRsDZRYsfk0l3yuFDlsY2g2xkhjhrS2npn0Rf66MstXpm9zolv/1jQFa92F5sy62p1VnmqtrxqoUJ1+q+qK9Xu+Ps/SF1KNPnF9NZ7rTzMQL/qxUMSEtS5FTStQCjq361563n/t+FgBcQnWXL5ewe8LkOYp1lONZBPWgo1SXqUauiuosZ62OuDVIG2S6nM15HLtBi6Vy1yMuV9SGlhto5zft5UVUcbAmhakAoXFuG8szXpTWoC/lW3eimhWkHsdTetY4XztdXwXY37N89w8j/U+K7j48SOSllLrQrZcgZon8/HjOY2tjt25P9anVe60jc9Wy2QFjFqfln4vTbpYh56wSfXie23tsYv3/68cF52xsk7PygeR8/hqn14Z95fDtz7VRsS/fNbI5fnaCC9j/OKs53b80q2t0+D8jq3PoA35yviu/rJWYL8pIVwu63XKFbxKRfml6lFtRa7L2laUE1pZ6HpOYWMtv7B+9K+tn9H1s2f2eWO32frcrd5nA34/umf76Ff7+AP1xY+x3N942MUpnp7L1pd+oXWfdm7aavLR833y2sV79c+SLqnNjbqG/OLlL/fGi+Pjy61rwS+1zNbxut5n/buomsqcE5Ea/Lk8+XnNOwfL1tG47k1lja41Z/QMusJ5OJexURQQuaYSMLUn6odWfJqLMfVkTbaP/qbOiYvbPq+k64p6fuPJoLu4xye//dKD+FmH//cdRgWb5NNOd7GOCrXJK9p02a7aL6v66uN97Om51u+2j6xj5/Jc9fcnm/JFP9plGy6+287/ZEC3z1wEMura0IB6WZt2YTfUa1lt++Vaau0abf9p6fJWtUf9nF3cpBmr6uJS8WDrGZ/2wUVbz+NPzn33S7brz5f684vSgv8f983lM6vfuly0Lp/Tk+lpF/bjxXpz+Xjauf47hm/ZF6r9K7EQkVSQXIvndQdke4LTtqR1NLBkSC5sa/NgQ0mrI64EtDJ9Yb46D5ZxPmMu4dyp1DHSGu6sgWcLhvVWmHTSYdZh5su+JhMQ8TlXELVHJOH6SgoIHvWC6YKzhWwToo6kZc3Kc4Tsyx4oVgpLSMBwRd0Vcxl7kxRGnVMklOLPOW0wDRgB0R2Se/IyEZcIS4bJoZ0jpLK2Z3G47JHY412PZANvJK1WmSwYAU0lPWy2DWqbotTQhexmcjcVRqDzODw+KyqG9nUEOJDkEO1BjNwFsmVyjoVpGYv/IUMorFoBqYWWPVWdgaHqUALmFswXAMycIepg6ZG0QHYIGReOZCdkQkk51HwrW/jkdEx1Lp1T1LXBXlUB1Vctu5mBXfqu7Tv8wlZZvivNvnyigGhz+7zXyOVmRdt/2k56tnFk/b3WLlTDXFNClHErYmtby/SrNvw6F6st/GR/a+tjs0ftPI/PS2X9u/lPF+vPuv6Hc3fU16Qapqt/8UTxxfkcP+vEsr42pUNLkdnuzSxRaOlt36bahFXtfbm/Xtzr+Vaa6vJpU85p62ANEn1sm1xsf7/tEDQHJEKwgC8pEArjNuWiTNoayUH2Peq3WJgKXlA3KnOQfChrlQmaBYkOnKBDVxQFXSZJRrUHlCmUGhAaFNdUSQgJWEwR8fShp3MdwXWUPPElwK9+R5aOaBHHQnAR70oNEsWh2eq8K3m/dVGyGJZL4NungmOqzJhPpJpSM5jWWZRQWcguIb6weaMWcl2ojyL7Qp28F2USIwpFOWaCN1CNSF5Kfn01cpaS059IMiWZI1kg13kya2axxISxOCG5jPgZdY4ogSBayLMuIy6D9aieip3qEuoU60GDI0uPIozWEczotC8KgDwibsS0Q7MnuIzrJiaDOAnEwgpXKwm/OikiFjxoECR5ehswEtkXgoP0I+ci9p864ko61JQzESOJkV1RJZjz4FxNanH28TRL5XVl1CvZl32tN8XM4bgCFrK7www0G06FrvoYlgPqAqYBVU/GkUTwLuNcSfXmpNriywL9CENpR5BKgcgCKlWVUGauQlFTCJgVUqK5hUZiRkGzIgrJPNkCXRcxfyKa4nIPLIiUNMCyzOiSsMXjNbIoJDPysIBOiB7AJtJ0IJ6ASZAIWROaMjYfMZ3QCFZVHiqG6ozpjHMdnTicgaQOq/XpXHYIAdGIIIgzXJ+RKJB8IdC6Spzzhkla0UYxwZkgLiM+Y3NRPOXOyL7UWsAJwStOIrNkopR0fl4Fn8ElI6sVkp9IIbIGIw9Wxp8J0jvEbWpQ+1PHGri4IESWfkZ9wmnGozjJJT2zM4KTsu7liDcDV9QeORhoxidDukj0hUHfAszdNGNe8KPD+Q7nNoh4Og/iM8EyPjuydqh6FjFml+jFCHXd9tKh5pCoZ16t1voOKOZSIbzPZcx3XdnVVAqp2RHx4lh6wZwwh4T3ED2oc2wXx3gyjhZZukx2Hh08S1AONhMss8mOZTHSMRJ8ojMlmNETyzoxgGXDd5Uo3RlkRzZHVCFLRl3ChUyQjNcJH7XMGUrNilmhzx7JA/QR7VOpMdZ5sncVcTUmiUQiPieCZXqX8SLE+kB7s6JSoO6/PiEmiFqhbLia+t1XDLnzJX33ktHlBC6VdVWNxSJqEY8WuraXak9sERcIm66Sqv/68ek1ISr7tmz0GbNT2bTdLSI9azFSVzYifFdY8jwidqCkiOnKpJMJcx3qt5xZYQnxBwrgGoux44skC82102K5hoyI3xR1BVpZ+NR2WTU6RmgMdoSiA/eIdJhkzO4pRtWzYly6CNJj/KEaRW8xwMsrTAKqR0TnmhN8AN+B63G+METK7U/VlmnOr8NswvRDfd2VzSAPoKUQVMnp/7b0QS5FuotKIKBWwHuzwoYvKpSM0WP09aFkYMJkj+iA6EiplzGCFGejWGqV7cYMtkAurA+rbPjCZPcUNYeWzYwMfkSkA/8cZIvTwkxRV9go2FRUHzW1C3kpTHs6CksyILyiMPrfg8zg3/yqvSe+r3ZrXbxzTb0VRkx8ZddGxGqqqVpEsgRGIkhxslCpRZkcuPbdkTX4YAnRfbmoq/VBdFcMc601TljKU7URLGBtPEplSdECCFVWL2CyBytgWlEH3ZQ2h1MdG7UOiNYxTjEciuWn4Obq0NyX+7EtWF/HlBRJvcXyfa1zP5T3slbT3FW5Z6zBrQYI+TY2Adq/Up03AR1LhC1ETKaSi9qs9J/r6wivacdMyriSpTgYWvskL3W9KOzOUvfEgVaGaJ3bZrvST1WudvZtDFxNz2CpXF9ddRyFMuFr7u4lldd8fT0vF76Yq/UnfsMhhRVf/IQStFIoxkL9cVKNB71IwdRwK1jjYlaLOksNHLUisdIS5begSXXchMoYd82592cVxupA1+tUh/vsQ50dVupTKn+Wbzip19fiTueUMYXsUmENOEG1jBnNHnIm+YBPRe3hnMOLL8CMkzrn85q7V9XImmkMcjMj1WLVOSfUWhFEJafCZM9L+ZdaBJMLRcRaZLgqiErBRkrtEW0O6kXAsKX+s0uVQt1izFjTxtg5TZCjGG5cfF6ozPsVzGZ1UNd1SyqIcH4YH33gNxwr4PkUBGnP75zi68LxtovPYOdMfhdj8LKxVsfnqgJpAb0n9375+wWIc0YiWYOl7fxS9gIxrSTyFl6vQbkW5BcqiANNJiONbe9K/RBHYVK2AHhzVQrmUP5VPacCK0qIkq4jp6a4qbUf2r5BUzxonRfNloA1+MEZCKKOk3ONCGNN37Pet619ce6I899r8dH2/Ghjr0EmdZ7W+XwxiM59v6bv+QjMsUvQR3729i8dJkMBtKyx3Zux2AgIra/r3tlUZsTyt3QXn63fz3K+9yc1LQKFVdzVUdDSQFbgSboyv7SSIKTWIbKqsmj2n6O+XtarMp4LA/iyPkq5bkn/2Ji5dkEoaUAf1W4tbelWReV6P0CpD7YUNYaGirtZtW+W0lZfaiNYptgUdtEv7rIvmn1RL1HngrTUY1Lvj7rft9up/VhUFbF+t40NV+2cuT62du0KrK0kkDouXCrjSNeTrE0rAmEpdqgU56jdg9lF8dlGJloXlt8GmiCZ3P9UCpVeZ2xjTG8f4GS48IBwQq8jvEzw/hlmN8Rpz/LtPa67wb9+hQ4zevVA1/X08RpblBhOWEj4ZwZeUWZEMy8PikTH0hnRZcz9gMmeZXbk5NgLTIMS2OD4gtN85Hg8MSiMucNvtsjuOVx/hv7h77GcyMupUIJcj82J5bt/Rrst7uZfkU3Qh28wTZzGDvUQNhMdPTosuCUxhR9I7pG8eOzwOb57hx/vkeMNLl0z8Yp5/IIwfaA7fg9pj+3fE9KW8YvfoRJ4DN8X5esApCvs/t/jUmC8/wZxR47OlYLW84dSi+IzsKueqfsK9a+J9jWd/YXMI8oBNzn83mMqdHshjR35xUvUOkw36NET7zrUBuacUBeZumtwhn9fgFKRkaDGcFdYdP76C1y/ZRkyOUzYfg9TIrPF8g3z7zzLvxH6x4Hh24DkAcc1ZhM5P2AGgTu8CP2rHbqciO9/wuXfwN7UNj6rDVTTEZUxHhHqWqYJyxO4ofiSBkZct7uigq/qU9fszwnMozZSCCOVqGZdmd81rZHSFEoOpK9rZwt0ZEQTpksRjruyDuWa9svlEhAw8Yi4qj6QYltjlBzyVtdXENcyE5Q5W+zlQgZYiVZt43eUiR+Kfy2yoRCY+tIuNwGuEM5w2Jput0WnzoaQVX+nvFLTTgnltVwLbtf9VbWA2AWePVYLwVc774RVBUTp4xqEbOoH5vIsre4R2uwxu9iHm71TlBetxoPJwqreazbfqr7IiBUlhFVwXxox71OHGo433UsMz++fJzY39/woP7En498n3IMiPkOvvA/Ku74QOW2eyeyI/B16neg+W4gfEu+/nZCc6c2gczyGHclPfHj+X4nq8N8sMDkO7lvCsOea5yRzuA9XDPcd744jb+PC1XDiX7s/seQPxHxPjkeSHDC5JslLUpq5P/wHOkucdhMigZvnO6LB/p86IsrefwN9oFuEoML2KHQGL6xjCB3LzR3p+Ym/HDbcLz2TW9jKd9jQYV0g3STkWeTRRnS/ZRzvuLr6z6h0zAw8nk788+EZwTqe9c/ovRG2J4K8YRi+xeOJP36J2cg+bUhuU2xLTRze3XA0yPoX8u6/8GH/jH28Qh5A7uDWJV6GzI/dwLv+mmFRToeE5kBKO3IOLPEHgkvcDA+Mm4H8u78luwH74HAz3Mx/S28K8zviEgmPJ3qNHD8LpKtrdgdjmA13f0IeJ16MMNzc8sMAf+Ed3ZzZHiOhE14/92zTDVe7z3B+x22/Z/YKN1vSb9hPRWCzE7JzPH4D9wcjbT7AH4zb/nP6cMM2JmxKaIikl5FoPUvyWBfh+QMxdEz9Fq+Rl//0A7HbsL35Gyw9shx/QmzBdQnDkfgDkPAfesTg7vQOlyP+6jk33Q3j9JbudCTs7nHjFfYO7MMXyE2H3PTcTDuexVvmfMWRGyYZiVxjHl4MBWT/5trTycIr+YHOZ/qXjuA8t7MScmCZTmSn6M3n5H7DVT5xbZH9Rtn3E72D4B6QtxH3p4hsHLJ1jNOWq/0zOq9s3mbSZmL/4gOneOTd/g22dwzfQVqMB92TZMHt3kOnzOMXqPeQ9oR4T37/HjtN7PoRCYG7Be7SVSku/Wri1bLjddxxcBMP/gF/G+ivB9yhx+uGNEUO+UfEBXz/nOiNn/wW74y/eSF0Yuxf7EnhxOn+gM4Rt49somKfPWe53tA97OnfzMz8RJITW9ez2wwsCKc0krc96eWGyUXu/Yk+BYLb4JLR2RFnML55RqNxftJh4HNfcY8D5g7cdM8Y3IbuPZycsEngg/Fy8wovW2J3Q+z2zLeR//zZwHBaeHZ3RBb44b7DdR39sw4Xt2zf/r6sxrsRCYJsj+CFz8IRdScONzDNAT112N6hw0AIgehnskS2bsf2+RbrSp21RzvyrT7y/HDN7/7hNWm3cPrsEb9s2N19iQ8L4fmPpM7xz69foAuErx8RhDd/uGUeA1cfjC4r4e17wskxZMc18GP+nh+542X3Nzy7/pLpeOD7uwPHzVcsu7/jzfAjf3n3T3x1C//u9BV+OSH335Ug6QtH3CrL8hlLVH6cM6cIo3P4Xkl9RvHY8gKnO+TPCfmTMuYPaE4sMnAYO/jxOeG7l0x/nLG/PZF3gfi5Z3nYcfxph9spoc/0mnnVv8NSJk4zicBjX8gRt8uh5I+xrzDXsfHf0YWJMe8Y7Rn3OKY8wzCz7d5xP448WsfVT4ndw8zcdZyGVyS5J/oDJg7TgTkHPsyBPm+I+XPohf6rmdD/OiDy6eicVLVAk72vkvgmG6/pgayoB0rRp6ZkuAAtOP9ijYFh7oJFfcE4aUjLRSHRs9y0Nb26S5YrpmA1tckl+7tc88zCvHS23YUvL2AbIGN2V0GmUOXuB85pcTJWiwtaZYiYaQHMVzVDrkZjvVaTplrJ+WZ2wXKvgHQp4s1FG/3a6nYvpW8B3MWCYqxs+bWLrTq5FRRYQaXmhdoZkHji1Hfn8zUj2nVVCdFVAmZjEEpxoGvBsxLBlrNVeCl1bj+mqwz4rx2ypjJobW4AVmt7Axras66OuHwM8Fwa4kWevRYFbgCMVUd+HdPtuzz9XGPoW00TsbK0qaBmYxTpuT3WFCmujvM2G8r7Zr4+inKxM4uqnKMBobJeqz6nZqhXo7zJjq1996Mc6udn0X6/6M/zTZ/HRAPHaoFqqWCctH792c9Hz+oSV7P2vMq57WfAZ+mbAiTpxXg/Oz3nMVDuQ9prhepRvDnX0mysvXn+kV8ZcH/1+KXvPr33y/+39cSefNaefGrtHrlsX3UcmwMp7ZX6vfU21rtHLq5i/8K/6/u1CY0ZflYolACiagnwqGYkF9ZlOY/DmdR8lAauBEna2DTVmtOzqBswq3J5q8BwUz2UAIRa/Wk1JJ6kwLG1sS0f8NMc/rUjPr7vda34xTt/8urlbD4fbS342StPzipPfvml4//KOPvloz03+cXX6iiwj/Ng/0I7jLpQ1PEjP//URUb+X/j6GdQ9F/Cm7vnlX4GLAF7731ntsqbtaee52OGervVtFrdc1raOI7Wi2NEaqDoraipwYb90vo/2v/WO6jp+0aZVAWE8+bydX+Q8Vi733KefPx+X8//j937LIf/C7792PFUK/vLazcX7rGPkfKmLwfLxLf7CcLtUmpYX0sWX5KPvtT1AOBc+PvfVWbVYvnQOtF2er11LLp5nu43LYEQdWU+e3cV4sGZ/nhnMKzu3naEuOKvQ4+N+a3vek7cubJHVNmvHR+tZW9+eMMAvn5ddfO3jzebymba9pTbiZwvZ5XG58F1e+//KeC3fd24pp/MBcwVwNUv4tODnCNcgXYDOIa1YaixFbS0Y5qvPIYp5KfjrkEsdh14w74BUcqLjcepYiCiuFKfmVNmgjsSMuVj2MzpUHTmyujXSl3FkEshhg8iEpEIcETPQhJ4mcgLtSgqv5XDCbCE7h3U1TaKrbbIF1RMpHVGuMOnBApY9LnWYG0iyIbktcMCZIjGBziV46DtUhMiEkRFnmAhaC4qTZ8QmUiqv+VgZpRJKKhfvyN7hNeF0IltEW4DO1ZooVoBZC31RZZhHcSVWjMNyYQdbSJhkvBTyh4uGqOGT4lQJ3iFdwAcFb6iLqESEDWIB7YV8DeFkMOVq8jVyWElxKpoRagpK73GupH381EOerFttHfhoztRxeTaI2ouXaqDSL+fpVALZTaUg7e+W/szkvF60vURqIOKjFGZWg+FS14PVDqvrXAnHtz2wfbOp4S/tY2i2/tn+v5i7bU82O5dbxOo9CUW3UtIWlWWiqCJEQl2/25dc/W4N4q7d2TqnBfYv17zyofPWKvUziVLkuxTatpZvugVs2xqpzY9u/3KxHl/aaXb+52IvsVXZdbH/1z5aA6mWP1qHf2nv/pePoj4IqASym8h+JnLPYjNOR1wO9MnokpDUyJZwaOH7ESBtcJbwwZPcRNYDPgvBEs4HonqiQmIiixQmd617YygxG8nAlhLYL+nLCvEu5AXNJ0yPCCfETWTd4heHixlJEWLCYsZlTx/AJcfhWNLhpeFUQNNwjWggOE9Qw4XixxfugIJ3lEzMiSQJCYoExXxVeThjkYx3GfUTJh3mRlLM7AkMDFzLM7yLBH/AuwUND6COfBhJeVMY/lKAcFFhyaGorDSiHFhkyyyKj4aLBr0SBsM5I7vix+RU2NRZOzRDnmeCj3T9QqgECKMrI80El3Z4hZQPJViWS028MqBLLRVFQDOSMoGO0fd0ACnWPPEzjkDvPCEI1gtIwNkGZ0bwQyXifNohAt4Xpv2yONLJYJuRLhIkMmjGaVXhuEwOpcA7JIyI+hnrBB0EZsNNCyH3hDGg2qGEsmYGq2bUtqzzi2Fa6nZkywTv8J3HJ8XniLBgNqFpJMcelzwug1PPoCOZHkKpJZE140zonICH7EraO7UZk4yGUNRycSlpdvWAZsXcBF3AixHUoShRQZnLTjhH3GMqOOJImQN6jWlmiEUtMuvClCP7U0JODjlFcjSiTWS/0PkZgqHSofQ4vcPphC4zTAveBJcVUlHD5DGjfUYp6j5x1NpGJbOAmOHM4czwy4L4jHQzZqUelgK+06Ku6GbEO3BLtYFjXU8XTB1MhuwDMhh0EcEjTsFVlaYTCBf2b90DRMAFw2fBz93T/fHXRxwmoWAD5gpnSEtKaZ+tqDOrjeadYyMDzjnMRU69ctwWZdPQZXJ0zIsjiNB7reNjQFQL/9vAp7JGp7Y8h5LCOU8eTWUvdgnoEhZm8FvwnuBcVT4YyRclidt7xAdMO7CiZHKuzHAVmHshm7BbOjBBXSAHTzoliIKfKPzqXtHOiG5mcUfEZzrviJpIcyIGmHKPjxCniamfSfuEphld9swC1neYOCbXER3ExcgZQsiYJWaKKiJbSW9phwxRCX5hcAuzOBbxpCikyWO1Xk8WT+48yQciHa4YbAQTelFwhvOlhm+u9RkK7iwkHVA6ep/xMoO7QWxAbSDl8llvEXWBKIEkRa2YJRB9wHyHSIdKx8EFEo6UgSyc6IpCtgPf/fp++slBCNeMK/eIESlM+xp8kBlkAUmrIUUqOTZhUydMNcgsFEMcKOB7ABsprIsir0Jr4vvKZBDbUQrYFaPIKCmRCru+MvoF0A1YXwaeC+AjBMFZxOmEyYzpsUzQ3ED2hRKIaDkkB0BAvypmZuwQZ1XOVEB00UgrOKbNoMuusMrIwBFjorA+BNisTJlSCLZ+zh0pgG019iyCLpg+lDa4HUXB0WpblIWhAN5KkaLN1Ujrix9vJVVOqYsB2CtKQCFWg7TlfO6qudWM0MrCluvSt3YCy8WocJQ+cE3OWhbXogoo6TBEa2EdRoznIAn8CYiY7ss92mdlDDHza8ae5RI4KUazQbdQDPdWU6EYuFIroaxApasOoEptqisKE7nIzy0Jc0YpQCiIe1YMUjuwBo3IZRxiWBjBtWCCgqXKKpXCCKUU5jvDBMXQooJkIor4Q5FIVrbUmoZJKruzMhOtMV1TrJvJlrMTlYuKQ4bCLLJMqU9QZf8KxWg/IpaeKgtwlFRaCvlY2q6b8qzr0NJK3y8MopJD16mBFoMAKblbpdXfwJd5u7KIq+O2zidWu960FY8f6sWaY7+nsJMCJtUIEgON5VrqwLryvCqAKnqhJlAQKwqjljvcLq/dbt9+fTE8D76LX+twarUYWsxgDXS11Fz2FNdp5NOCX5XA7OogGrg1+FBr5tQKQa6mXhJXHT9XwxBVGVEhubqZwBr0rBvMxSVWY6QFtsyVtBCmVlQRCs48kqQ4Lw58ZRMXwZPinJSCe87hxOMk4MTOhNgK0hWlgpFrQFJzcc4zJUVTjiXwkFLCTMnt3xzRfGa2q6ZzoEJLbuAVqhZ3BpsrCEB7DpdYQ8udbuc/V7Bbaky7jvA2QAqw3u6p9FuZkvWk7kIpRO3rS2DhAi747Yed27I2/xLxLf+UePFTJNiqs7+y7Vfg8cI5xy7Y4+3FAvpahRvOUopqyD7BSOvFV1BkhenL2mOt9TXwqoAIWuvDFLUQZKlKFuqeUq/pzBBx9awXgew2wlshai21REyVnOu/VfFQgIz6Ly0gYZR1qq6d2MVzOgdhLwNhl2nB1qDYk7WjLWhPX6E9smrk/QwIgrXXystyfrTy5CwXz/Djk188wvrGp424dvUWPK/qx1r0G8vn4DdyZqEKRQXZ9gQtex3mKtFjbXwdh0qpEUbZL60WU72Mdq1g/thowPVWWo0rAUIJLNNqdbX2tj6wdT6c19BqEtG+Z0Uhud670WpMlLRftS/Qqgb1daGo5BA3cX7OBbADqYrMOtdE6kXr+DIw6+v0q4QcV9tnZfN4+qwLKFEQnbMawZ6klJH1s6VWWWPy2lkd1z5rTc3QutpV5W7rt1zjUbbaCrT2rASKysTG6vuxnqz1Q7po068fAlxrLAz1+UuQLXL1nrw9wrFH32QkfInzL/HM+KuZ7vgcm16TTo6Fklpke7oFE2bn8INntzuRvHA37iAmhh/vkSRY+JzkjYf5WzIzO38iSMLVGlRx+8DcBziW1Ej9AiF1uHGGzYyOe7h6T06Z5c8L3o104ZbBR/r+DSAlvUg40ftEFs9RA5od3bsOEUfaFaJNfv8TeX/PPXecmNheC8PzjD725A8viM8G4gZC/Inu9CNeDLnymCY03aOzEe/3ZO84bBTXKRubEZ1x8v8Cr5zGt4gYw/0f8fkafRHRUZm8Jy+CHf8J0X8k9AVQtNMOnRSmA+iBpXvBdP0FSMZOcyk+ePgOiwL0dDiuUkf2nrvnRpZIsLfISeHHW5gcpxDQsOXqs4nuJjN86JFTYJ8C0ZRgwoCxLEd0/448zSx5Ig6e+SYwbm95/uxfk5ZEutvjosKBkhN8fIa6Tw1CCEhTFlcbnqpiQCpxrJLbnMe5ofimBqXeXJ1vqwgt1H2zEaKKjSM61/drvQptIz2XvY1GAuowKzUSVwWbUT9XCqqr88WvtVZg3dVZKJgzXE6F+NGIPc1P8JXItdbOq3a3E/CueiRWCoJaAavEXfhU5qGqQsQVoAIpALSYf2pLUPeuXPe11bYoBaqVotKwNSVnI5cUwsCqbrDqIxqgrUZeaV9RqhRSFmaoJVaFRfXFyp5e7YNag840Fj+Ieg9UQK7VZrQIeqr7bemn4rNQA4WKSMvAMH+01//KaDOjnzJ5zrx5/y3vlntse6APCTa/Q9xzrtPA1Zsef1pwu284uZ7TlyP9MrM5lcL0qTvSPdvD372hO3qevzmQbODd9JIYjaDP8E4JwyMMkPwtYrcsD69x8y3zYSKmxIvnG7a7hZ+6l/yUr3m9+54Xm++Q4zUcXvF47/jwp3t28poX8r/g456wfE/wxqYTjrEn7ndEmcn8gOs2XH/2v0EY+DD+E5mJ0487wtRhx2uYPa9uvufzm0em3BHNE8av8LV2hd4rEvfQvyXmiZ8+HNhtlRfPIn2+hfGP5Oj5cNpyZRNf2YzrI999tWMx2H99j5se+H1+YCMd0/yKyMifNwN3vcPvXyD7gVt/xYvtCPkRm/a4fuZw63HuyGv3wMCO6/g/kdPEPL3nFBPHDzOIcjMLwQvp/UwaEvvfv4NOefHDC+Q08HZ+xqwv2d0E+tF4/fofGa6+5v3t73lILwl/uGewPfndNQ/vBoaD8a8PBlcRXh+R5Tny8HsWTfyQ/wkzT4qvwGfkal/25E89DHwuqXh22xIYTsuMzpFevyfYD1jfs3QdJxMO5hiHzLPhkbQ8EKf3yHiDezWw7B3zccQWQ//8Lf3oePWHv4dOOYRHFCWnlyXGGd/jVZGbV2UpfOGwMTOlW+a8xd/1+A+B/eI4BmV0yuiEgQ2Wb4hjRq8WBnnk+sMj2W+Z+y8ZJXJ1eIt3mSFoCTzd9WQX+OAcko3jD/fotLDpP2NwjijX7HHMd0diWtjnTMwTnWSCS3T6QD9/wPlbxuePpOQ5TIEocFgycQ/znzfoyXg4TiiJON4jITNaj08OOUQyiZROWJ5wboN1G/JOSIOjf0g8WxJzN7PsFqYw8b2bCUfH+HCDLjAnIWnPSa4Yc+blbBgnDsd7tN/iX/094no+pIVA5Hh6Ay7yMm7oLPDN58/Zh4HdmxP9j3s4PUeWW7qbnu1VRzLlvWb6ENlsjmQ3EY8H/ALDwXA6EfQDMo64zz5HoiN/p+fyb58y3JzntH1VlJjRSPmRmZGtKblfsJA5DXtyf2L5OpLfR+z2OW4TcJ3ix8xmSbxCOSTP48OAbCOjfoPrDH1lZIV7jXjg90vArOe/xNc8Wsfvd++5Gibu82sWf0u339EvPeH3f8K9emTa9zwcn/Hs8Mjt457dsx2vXn1Bf5+4++GAsiEN/4rUJfT2QAjCGL7AxLFlS9aevP0fMTq+2gq6UWZ5hy2JMf0Of9ry/R++4y+vHkjHa24Wz7PthufeyGMguQ7/7ER69TUb9yPP3QMp9fyHr78l2p493+EzbOeBnHv+cnxO1sAudQSU9PqAt4Xlw0ReIu/Chnsbcf09og/cdhHvM/N3t3zYX3PYZvzzD4wC43dCEGV0if5qJvxPj+xSz+vpGtXAnEdi75i+CERbkIefcAn67nO8jSzyeamIF//MjHA3XHHwN6TJF9LNYY/5mW6MbAcHtmffPxBvNqTnO7a249b+nnn0PLzscfeRm58eyXbP++4bgl1ze/fv8GH81XH26YWpqwVkJERq8T1rYEetO7Cy9CnOmVZFA0NdQeEJc70Buc2Ra6yR1QG7ZM/BypZbDaNzu1bKhVW0EF+dLinO82rIlVQQ62ldK57dHFZXDbSRlXWijQlulaldnPSSmrekAqBGCgsDo0Sey09JbXBmlzc7R6vjeelo5nruGkCohYELWNC6Qj56HpmVod+MZSnAdwFjR2hpFQqcWYzdJt9tznV7hhTjVJoBLzVMWVlFUmW9ln1tQ6uxcVlTohavbE66LEAP2tXmf6Ta+BePC2e31b3Q+vxqUd5SeE2ffOdcaK3hFe7CqW+AgdXHIRSJtrBSfFZgobGOzuPJqnF/gYLQQIm1tVJYRFafqaxjuQQZit9fr7+CEu5iVFPHaA0u4TFqgXAaGCil30XOoMwKBFXFjtY0RStiXI3vFbC+BMwaONTmc72+WA2Y1PkqUIo917aUarQX4/sCLDoP9vp+CZicGWpNRVOUTYUBZufvVaejFFRtz6SNi0tw8Bchvgpyykp4+63H5a08ESyckbO/8mXWvn7atnMbW+CPNcUIVSbPChqflRHn+1pvpqUdasqkytI7D/XzOmcX/wdFrYCN5ihMQylBB5GiiBBKTsIWXCnZYQR1GSctr2DtebM1CKGiNeVcGUullsQZRDY9KyD00mG1Mwi8/tu60jiP03V4nJ3hJ1jtLxzt/TMD+gLQvZjDTx6ecXa21xPJ+tb6lY8VNv8d4+ziZJ/2vn38eh1hVkeIPL3Plsa/3f/TQEYLRHx0rx8153KmnfvmkhV6+Rzq/1vwqw5IswIrYIVBK05r2quyT9jFec/M0jZ+2hiqf+d8HndPxkyzQeyjn8sGnvvsfNdtPbkIQPyssy9VOR93ysXfl2Psrx6/NPYu3/ul1z9+7RP20ScBs4/W0PWn2WoX86ztNWsdqRKkFjjPBbk8fztP2c+e9vdHa3az0da5xvnZN3tkjezKeX9+wtL/l/rmI+Zsu+P1kbR0XNWmqIGv8rardlC++G6zS+s4vezOdUGqATih7Get/tUvyY3WBrV7a/XWmp16OcUuB5VcfvEXbl0rYHmxPzSbZk3ndzlTL/ux7TcfFy8/KxjX83zKmLs4a1cvrdqjeYP4Dgm+cD6iR+INkl4i9oD4wrRzVljxlgvZITCgokRJJedyWNb6EBhwyuWR7UKxYPJEsiNKrdOwFqiPqCxo9mh0iBqdSa07YdBlTBZyWkj7IxYUt7kqqUd9Qac1F9BY0wMmHYvdoOZwi+HMyC5ibiHHI5qPpBSJpthNQoaI7oUcO1J2LGq4NOHnE9J1aDeUfbOqv4i5FBjsDXMl6Oo14+S+BDr8I4hnNMWpQ4OHXsgipAyynJA0Y9xg9NjiS834tBRmqhtI4QbRE6QFWTJMRywLSEKso6spGXwAnOKHylIloRbIXsji0M6gz3gcPvd4izWdpOFJuJRhVogL6AmVntQHtAtI2OHSgugEKcG8IF5xu64wRD/5aL5QqlOvjePmd5Z1YQ0urPZvmxuc14LLtQcq2C1YVQQ0tcKa/rLZtfKRrdoCteVDlDVU6/JWbPZGglj3yvXvClI2sNKqCvpyD7KnNmKza0rgtSo2LtIirmtADTwWNrYrhKb6emtlWzNktS11vbNVtUDdMlqKzJoWuQX3y7LfAhGu9Jc19Wv1Lda1umkR6/tySThp/s+6Cz15bk8VLa76JvVvq4Ggdfm63A9bGqa2fn764WqwZVkmbDrS9xPe5UKICkbQQJ96fFT8ciIB8xjwZoRJa28q6jPhOtK5TPfg0Swl578K/rAFl/EbLal0XUnLq64nuo6sEUvKEDy7IYAEZvFYyIRhxsdrnB9ZUqZ/SIxdYDc+x+ERHghdpPczySBYj5JJlhEyYRihH8m7wIJnenQEHCwdLnfcirENsa6Lgsfj2EBNperyI15ORD2xpANDiginknLNKVGURTOqmVDTHE/jwAnjGA54pziNdHTE/IycIJowi8PlDll6no2e0Qvmcq1HoaTgEBYGTgxs6WVXUQdPRCsm5PCpw2dPnBN5TCSOEJSsWzQLJ71msoExGPSJrlsYuyMimegFF2oQ4+DJEpCc2KVcFLo+omLkHMiaOekJzT0p9ohmhkWR3xKEoKV3FlxwRVkxCTkJzhaEtM6zLJ5U9yy/iagcYTmC75EQ0dCRfK3teTqC6xm6G+iVSR6LrS6+kNZcXQN9X/bcMcJGYSnjVAhI9CSBORjeQWdKYiD7HdpN2LhASvjpACZIn/Ca2KS5MPolYOZQKXUtlqGspUtSNCpjVlw2cq3zkaNDZyNFZclgQ0Z7BY24dCKFjhT2KD0pb4k5MeVEihk9QZqMU44lSOszPpRUoSYOyRlnhmUjG2Ud8VLqLYjgBIJkkss4n8g+c/LKiNDHDpsVPWaSE2bv8eIIGdQy6BGcw0sA6VlUSZZZlgXxMz4GuixYcOTRl8z2B4V5gNghW4dTIVkiWkEXnZS10seEWxx+DogpzmboPRLKmq6/cW0DUNeRXUdMOxaBWSpi6AwJRvQR/Ey2iMVa16fGwoNJ+dGixCB1iCa8nBAHuRvJCkssNWWk4rin1HFgIDtBgmFdBzoiDLjUEaTDd55JPFk9WQWy4lygG7dwOLHYqQTN5y3mZmK/R73gZCzzpwbhtXuOSM/WT+AjFjxJFS8DTjZM28DpxjFaT29Kh6PPmUQoqrAuYv0DjiOjRWJauHs4MbuJ+z6yScL26CF7pghqxlXOOKeEkFFqPRWMmY4kMIRiL3WdljR1BCQOqDPSZkbNIwePhAx9xm0S7iYRpo7t3JGkY5YB85409mR1SEgVChwQ2+J0KDAqhSw2uZ7oB5z2EBNoABdxDryUmp8pJDRk6AyfA2PckQXUl+fdp8hiC7nbl319oZK0//rxyUEIdW8Aq/kie4QOw2MNZNXGoJwoVy/pjkxuUK4QN5eck5YLuEVC9FSMQX9PYdUXJQM8owDgJwCMmj8/VyPKKnApA8a2Xi9X5lsxvIq9mSGXQIDJhlIUq+aqdy3nb9mYCis8VPnwgvhDBVdK2iXNh6qACJUVr6uxJ+owDRSd+D3GQwGANbPy76thYq0uA431IVALauIXcIK5LU+KT1u+uD+HSEKIxcHUDUJ9JlKkYNbiKBqwNLAWhqYU/DGRUuMBKgMyg/5QDFenwLiyvgWrqY6rAFGKU+CsSKTULWg3F7ZLUmCP2Y+0otQAUtUhhV3oWesC/JVDWIo97GskIQ8r6708vwZmSFGYeL8qICyB5AwpFql+KGz9on5RSjUfzkCaW+o1a9TOl1FX1BiATSVuEgycYdph0iGVCVTUJ4lzEKYCyT5hcqQoJWre6rylBKmmOk5L2jLcpvgTNoG1QIcgvo5n9fVnD/IAdOA2wIRYzbMqJWBVGK9Sxqk6LHkQj3U1RVre1WtlsIQ05qjm4hK5bh1nkDFfxp/WwIqjo3DbGmu5puMyBU3FcPHFXZNan6IoNgwLx9K3seYnd6EyYpeLtFRWVjXpsAqErwoXmrNXgyK0oFoxFKQGLUru7NL3aFOTfOIh56FV5kF1kKyye12Z0w1UdetXyrNamfarzL4FL+sHW14lkTU+1BQPTlwNRJScwM7Vv9v569GcsuLMtvZV0LDlxG257JuTrZz7FsjU2gpkXK2bokFLSRKXCD6U61fJrLiE84LDVSVHO2oaOisFsrACGDcwxcyqAqKBx0rONZe/ZdQyOecVZH6aWqc6qLVWBCvgZ+f4V3M+61RpMN4KIzf8s6mQak+u0tQGlq//b4GgAiisChMaaNDaQAUsKnoggLizL/ypx4VxuGIEK+B38c5lgOmiNZdfbKCFtFEprjatBgpEzkHwCqmc770AK+c6G+0KF+2oc7QlPWvnK8kaZe2fwups6Si0fi7VMW0gRaYszuF8rq/LGjAximKngBsXypi1ZojVcVKZ6es4aWkhLtJWNHDILn9v4GoLftVrruOu3W8bRytC9KS37PLP9ZcnMqEL4FaefratMx99e33lycl/66C6OKwBbs0OoPyrujbXGmBjdlbXIbSC46W9mbPatc6ltua4tgpWpZs1wC/XeRHqXt1uK7EC9evNNgCxDYK6ALtQn10FrWyp56uK2goKnrNO9WvXl9PWfVzrB+oYKDWYuPhgA+ZqoIGSmuSsAsogc/1cqz9x+XwaaKc00sAK1DVFwarsMKg1zs4poDiLEy4BwEo2KTXBrNpTAjayKlPEMJlqXxTSi1DYnu0Oz31e2dcSCjv8MmgitQBuW8TWHPtt/PnftpWK0F11OPWkfCQfM0EPiE3E4UTaRoZNR2CPyydYJlQ9Gjx+m9jeLgzqGZZESpl4mokY78l4rzwbIyyJdP+AqTDJS8x3XKcr0CvUPZIkYjeGDcagGX84YMeOdAz4YYFtxLaC7ja4Q0DeKuiA6A4bMrn/kYWBvT0DEyxFXN/j84D5gYWhDM/0AZcnIt+g7kAeDA1GP+0IycP7I6e3d5jzWOeQ08gmDvTThD8+EjcwXQuSBZ/+HeI73BdbPJ5rHUh+Yd+/RyxzNU4IiVjTGS0v7sm2kG2HHgIqhzq+XgA70vEeO7ynW4QhCtYpejXie6PXPcwnODzC6RG7u4NOmG5Hctzi379El4y9zzhvdMcRmR2TfkWSjrT7E9kv6Ifn2N0NY/qMUXe4zdeM/i3EBzj9gO13aP5XDFNic4qMQ881G3Q58nj/n5C0JbjXuO4Od/WfEVE8z9a15FMOk1j3mqY+qIQ3ZwXwMyvqoNUGKyz8QlipTHtpdRiKYkGqOV1iIXXts4ud04r/YF7qtK3n0mrjeoe4spYIgVYsXYCCchm4qhJUqctQSS8sue4frqvzsdQ7I3fUCrSU/VbrClTW7rIXl3VhNSO0Waul5kMhGJW9UPDgSlqfZh9SU9taVY1pXfdMm/KhqPCzFTVCUSWk4gNYotafru+lsoaRypKklfogoXwnz9WWayTBzKX9Zy2I1PYRag41rSRAtK6Psay11iFa9g1TtypXVmYaGXQ+Pwc8xvVv2mXNQXqu5Chc6Qu6w4bTMJMk0R+UML8lvnI8Pht4VNgbhPknutMDyo5+vMVywH58QQqBU3/ktDMe/tiBbXDcMhxHhv96C5Oy6I/gTtzcvsENifevjtw9N8bwPeP0iB8VF4zf7SZej9dYjEx3Vwx6zdDdcN1ltkNk9AM7n4luw17+hqP8yHv3f5I3meE6IOY45JHkepb4Z7w4rsZvyT6WwqWywXaCuB5vG8Jp5vnjwLMpcD9c89hdI9sDsllw85Fufg8+oMMtU1z49puA14ExT2zzxBf6NbIIP90N6LHH+2u2zpDjHcSJ/TExZ8eSrsid8mwJ7ILn7nDPMb7jrttxtA2+e8TvDgTtCXc3KB6RxHyMnO5+wnuhH26xXUD+boshHNTobMHnH5GQ6bSHHMivdyy5Jx6PpPjIZv4T19M9jx4+zH/Lcujo53vS4x9Yjl8Qb4X0mdClb+jjPzHEI1f//EDuZ5armUl37JfPsc7T7yIqM0d/h/0marrgT7c4cQx+j9vMvBsyM0J++QX5aof85JAPgNtjYc/pRcfye093n+h/uiPkxPAj+HxLPxSFxl3/SOcc435CccQ7WJISl29QMaZtD6HjeufoeiHNHSrKzfs7xuMe4TVcbUkhkkOm2yt8UPTGE7/cscTANEFyHWksgPzm/n0pWDz1ROl5t/kMAtzu3hP6Bb0+Fojjf/4ctKux6zucG1DxJFswH9n1Hdc+EIMRA+TpltPba3IU0gxp2bMcfsI93xD+/gg64Z/9gE4Osxdk15Fvv2DplOP4I8LCcOiQ5LjjmmhXjMNPhHDAf7hCTiOH55np9QIuInMqqdZCIPY9p+2G4B4Z4lu6YeFqd42bMh/uO6RT3KuRYex4eR3RbEzv7slLZDlsMR34/t2eEB948fiezzeOzekrOv+8BF7Eo+4HUvcOFzds8hbde+4frunHzHgVsaFDPx/xGhmiAR36ZibScXd7Tf4V3O3yEMtsDn8u25N0RNngt0bsYfQ9vQSmN5H9A4RFCFeOuH3NMnzB8Gh8+V8MWe74fn+kW7b8YfN7/NUHuuffckqBr++/QqOjtz05KN989l+gg5enxHU27vMNHzJst4HNJpHlJ+IuMZxuGf70BdtwJPif2O+MN+4zptE4pvf0G2H3h4EdnpcSmT2863aoixw4IEsmvD0QZOTZly8JfY/zD2iOzP2CdUr+/Z/Is7B5FhiHDS7OyD7i7x6w/Eh6/pz5+XP84Y6gR9yidKeefOxIHwS5veb6b/8eHzwHNkSElxhRJ47TP2Ip0f/wkk47cAPRAvODoFGRneF7I+cdix94Pr1kOL2C5xP093SPgjw69t2Ru2HP5GF/1XM19pyGARcDcvTkCPHrGQ0z7oWVAtUnKTDosuDNOI6B5Ec+hAGTgd22pM/axc8Y8gjHB+Jpz8TIaYRNCuzeO7yLLOEevQ+E+57xceH23UTqFDeOqAkxfUvU/lfH2acXpmZCxFXAu9WBuDSAmjNU1RL1W+W/jlJsujpl0opAVadKjFJouYGF1UhioQFcxbiTM+iJo7D8++okN0cbLpnFFcGkpYAyK8wqqXkwcVoMK2vFwxTISE1JcwYaCrvcXJW5XgAThQHSIhpaUhesSpDKriheCiU9xFKMwRo0aeyXYu1WsMBqsev1OiWIUOTDpWDyqsKgR2wsqg4qW12MplIo4HgrEHmpToGVBWKn2l+nM2jgaoomkxKEEF0NaehwdFgFLDAt1zehBFk8sDkDKZIpCo8qA/41c6+xiVqwYa2XcXb0z5Bie93RJM2mLaVBNar1yceeAhBNwSP+fO0aYCp4VmPrtHMI56KQwppGob4la7OMmkjyHKRrBvN6MqsOzSUrq7JOxeqwKjkHy2hMFyBM7ROLpe21X4pioylTatNdC2u0dA7KWZHSvIUGYHYXCo1mtLfWWgUt6nhqabxW5+wiNUzDdlqfiRUVFU0S3vpPWNUXNLDUV+eL4pRcfhQ5t+1Sgn2Zf7fNNyuAj/0GRxbknOrikj1QH/Aq7rhoSXNI19RHbZW4UJlI+7/U/qA5rWVtuwxOOOdKv9YgRDn3Zd7h8mDXv1csTz7694Lv/THoboqaQ3IZ/6paA72ZFWiumF17FMVxrCAz1LXbioNprGmYtKYj0fqT9YIdV9fMcy7/yxoS9edyjW13YG381fv5KB3JZTWQcx9dgoS2PrRfXH3sl15sRwMif/7h83imrle/yZV9coWnEYxfONclMG31KclHHzBWRp886Q+5OEmZj5dk8yfvG5yZ6ZevXZ6hjo92Hrl4NGjZnyjPeWVgitY2W107ajvdxTnqqyUeUFI6rGMks46fc7Hpi3m2ghbnsfOkg+08sp5+7heeyTrV6phbO4v120+/1l65DEI8ufhHj7N26MdN+GvD53I4nyf9X/nC5bEuoJxvzs5vrWNPzutTQ/aN8568RvrkyXyytr+Jnb+3nr8Fxdp3df3uesl2jjUY4c+/r4W6W9sv+/LyGQvn1Cdtz64BEWvzIf+c8drSNK1taJ3SUoC2z9e92fyT538O1rXXWi7zltqk7aU1/d669+rTqXWp9K3P+LJQ+/l+HU/3z/q6GGjTZbY9vvVZ3edXNWK7xwrU1nY/HYByMebkom8+8RCQ3uNwyJSQBBIjTiNsFmycEb8v6T11wvIM9IgfkJBwfSwsYopiT9KCqTFrpvOJG44QIxqPZBVy3gAjo+7wFpjSdE4D5wWflS4vxAxZDScZgmKdLz8KHBSkQ9wI3QllIhtEzSU9ZFYsK7E+vlz3paQnRA+k9BaVPcltMdfh05ZgA8vxQJ4WbOux0RGyL6mgpoTMCXVKHDJON0h8jhsFtoJooFsGcBBdSd2pvqgurM6PPJQiu3nalcLAEoEZfAfuCo0PEGe6LLgsaOcheEQMl2dIM8wLzAt2WgpBwXs0JwpfROBY2I8udkj2KFuUHgsevMA0QN7g/A3e39CFN2jv0ZTQdMTP1/jlBh9PuJzwWvywRWfm+QPOFC9fliky3AHg3RVUItivH0YBmoWzj9H2wWrTWIuC+jqeq7q7zcX6HbM27y7n/sV6eDE31gD4qiqv1p9Z8R28cE6n2wKhAOdab21NW+sftAXBjFZLrrzegu3hYn8uFIBiG51T17VVuNwPFzZ3ZZjVexPTwgCuwZkndhTUtbFcy1qTsDVIY5VE1/4twc50Jm9oQmuaYLhI3Qptw6+Bh9YHF6SC+rOmv1zzobbn1VLdVf9FIlg8Z4y68MtXxfBK4LlUu12OmU88BGw0CNCdevoszFqCKj4dCcuM+UzcwCHCXTQ2dmKX35OdoOG2BFGOPdYPaNeRghE7j7fA1npC3tDPt3A00vyAuMzYeRyZ2EWmrTCMe5w9VsIabPoNm03gEJXjEggMmIwEiYzeCF7wkolOiG5DFM9J9uAjYdsh1mOnDeBQ/YBTo/MHQsiU1NABDYD3iHW4NBKWHjd17LVHY4/zU4FxckbyjHMB70ZScuyPyiCBwWcCC9fyhqwdb6cv0ezpH3qcV0JSLCeWOJEzpOWE2cDgF/oQ2KcZ0RPRPNmkpOPxiqkgU4e5QuRKi7FMC6Hv6MYN9ANu9xxMiIsiesDlBXzC67bUwBlCAWxtQfxCOL6jm9/xOH/BsbvBHyP+oKQPV8SHz4hjJo0JST0hJCQmuseEu5rQ2w94EXBFSeD6CLKgNqHEXxlkHw241CESCG6P8xmndQrdbrHnz5FHhXsFNyMipF5IO4fMxtAn3GmmOx4JMjL6wjT3IRX1YSypKW2/QaOh85EsSpQO6x2M1GQUjpwcbsp0xwW2Br2jG4UwgJsUlgzO0GuPHj02BZIYpzAyWGIbp8LLmDwqgZNcIcG46d6DZFSmIqHcvEZkQ76b0XkmqeHFl7S9KH0I9EUYRHJFbWlTgFPEDgt5ScyHPaHLbNMWsxP0D4Wg63eYc2g/op0xB13XDqeeSXsWczinQIRFcXsjPsvMfSKkTIgFo8kI6oXcAZYZ84yzhc4XzHChpDMex4AfPL3PZDVOcUbnhOYOy57joxKWhRebhZts9PlLvBs5uIKYqotk2RMk4A2W5IinrqA9Q8YGB2OHV6NzHqKgx0T2nnTlSY2Q8ymHKT7ucar04Tne9WRvNaFJhyOQ5p7pMTIGjx881o2oG+ln2B2EOZ/Yz+DMsQsDdD25E5J6jnGLRkeQBfULh/4ON2RGGeiT5/HQM6lj0wlBMrqZUJmR4ytkfsVm+x2bzZHJwzRsmcKJiX1RlPoBybCZyr6v4klSqmGJGkwLLgj9dqYbDcsn1OJaW8K2ewhKF25xDFh2ED1yitgc0e0V2UCWBdNHbO6Qw4AdPfYA0gd6t8EssLBFUQaOOJs45Ac0JrqHW3x29FcBcUKcaly8K/6wuh5sw6AjHQMLE9GV2iSyOJJFDhKZsuPRB0w891noRNhEwZKV+hKd4l8XRYwuZX9zrqR7t17I3jGJIyH0oSLFecTlG8hT4W93gRQGUKGbQIKSJWPJCHNHOBphLg58L54swqIHjOlXh9mnp2OS59WgKEaR2RVGQJgphZwLy6rIxTrgGpMdJa/mjNgR4iMlIOApoGNNhWQjZqGw3s1AFs55iqU4BAhSixuurAgUqCwWMXA95gbEOgpoXZzIAjgvZUOp+TxNLlKdSIfksVyryhDJxcBaV3muizuoBswrK5u4IBop9Rk85gxzN8AJ5FgMH1fYa5JiuU973czU2nenel/FCFpxS7epbZph5VxXR0kVpMekR6wHuurPljyb6hbEZsSdSp/XlFim1UivMplimAbQL2tfh2J8awEUzA2ohCLSt7ymN8IZ0iVEHxF9wFwPDEU2pZ+DTZg9Vr94V+3s4jSJ1Pv6a4fVdjbWUlfVE1bGW3m/MJeKfNgg17/FQ5eQLp4l0kh5XTziKtNJPUJC5JGWw7X0dxk74rS2ueQxlVSBSNeBeMxmjFRrZoTq4MwYAVLL/9zTmFMlV2zNNS1jceya2kKO9fUabPItdVEN7pUKW5iMhZ3pHOYyMGD0ZTxYVXj46myoLw6BO5S+ywsFnqgBC18N/1znz5q2aSmAt+TqB9X5piCWy6kphWqc5dKvrjGUAFGkpe8IpS9NXXE0NBRHy/3/OfuvLUuSZE0T+0RVjW3iLCKSVGWR06fP9HRjbnCJt8GLYi08AAbAYFYDq6cPr8pKFhFONjGiRHChqra3RxaJbFuZsd23m6kpV5FfRH4JBXgqSqEpRodki9FrYTXuGM2/x5KLRocSQbFqZgXAUV5FmVRjZuISDfAZV14TdW6xBoGboqjKmtgurxOVnLjJaFl/sM73ixL1WnGlom5Z5cogDVKiILIHuaxRERewj0IH9wpmXb27Wd8HFaAobaF6tIFJWQlNqbRVYubuDYJJ2ZhgjEUtGJPzQhgx2WBhTRZY63uKAS9T/2a6CEhZ6dRslKAYJa65+2PIERc5/8O1MaJGVRSP9AvOzAWcK52hmRKumtdqwvOV3Y/qbVcB4CuIUdefLg7u6z6hP3tHNQJXOrQKn+dXyvpc9ir8JZewYhI/AzIpLfjk/p8/flkD14BkbZzwCr+t1oJK95KfrxQMdVxrERX8LVEKWkEdWftiBVZWT3Mp52tOMppxAyFpjpxIBSTNXp6GaDJtnJj62rLPrlExWvCJCk6wfv5s3tfvrzGOOhdWwCf3ixYv0GvjVzXs5PXyaZ/n5/UahF87tc4ZqMbcV5bvT8dlLe7KuL1+f71XfQrmfwIQ/ww0/vklK+3jUsa3J4NwFZhJZf5czWPiOgXkuvq0F0eQ7Kr7ul5rVa+dIcp8E4rTAqBZxsu5g+oZqFQaQhVBjKU6FeS9WPPZVWk1Vi/COv+uxl5gNVykcpZSQahqvC/OBXV/0HCZSsVJRdcIhqszofTRa7CuvDsVB4Z8wIIUAz3VCaYYzcv8yaso96Gue3023kmN/Kozsua+KPuUqL+8RymGc4tqpSBsECy6egC3uT6a1jl2kam1lG3XcyivgXRpfplD11P4b11qYXlrMK1leUykKaCnM+pPGDnRphl73mGmhHcR33v68MRdcyQtLeEPA0ZbfNqCE4Z9g5ct0fwaYWSK/4iKZ9y/A7W42x7rHAN7XAJ7OBKXA/NPXxHZEu8/oMMJ3mbDiLVf0pg3hO6I2he0tSwbizRbui7hBzjf7ekiDOMzjpbWPCCaSMf/ThJDiG+JajiaE8jC3lua1DEtR3yKNK3DdgbxOZ20kjJlQ7OwNEq6b9Av35H8CTM/YeOCCUfwHd7fYUUwNkfLZBrxlvbl1xgS3fYZtcrk9iz0mOc9sjjc8C00jzkpYnsiPR1Jj56zCUw2wtLC1JEkJ4y1utByRqMnhB5mSzpvUDX4zXdZXftWEOmJm5xLLIgSTWCzPGDYYdNC5AMn2zG7hXN8YhkP2GWPjfeIvWXo7ljsEx9tAQUlR+c2miNXl+ZbxE2E7TuEhPh42dM/a8JVB4qyrqVBaApmLSWitkQJVEPeeiwomJobQi97WYmAqFEKeW8zoG3ZO0LZG8p9ZcWux8EacVb3xCzf5ePGFlthjeoN2QGHLq9BW+SWNeKhtjPLonWv05j15XxUm0sb1kiI3B9So6w1R6/J6gCVIwiyo2FTdOaSX6k4w6UaMZjKWRwXVLO8reRI1hyxGst91fEklHFJeS/K3iq5v8oxkqQ45KWS07A4K71yLqgyMFIrkXtaSrnEsj+3ZcdMqHF5nDIREhmb6Ml0XVeRxJRx/AXSmzXKm33Ob7j0gVOKDDeBfRfYvrR0vmU+dCzGsdnMxM2CdQHpLN7vOE5f04SRzfhEa870J09sLW7XY33L7jFiwyPum/8fGhbc04kIvH/3QNps8XczdCOnlx1T2LCZn2iWkZfdjtG+RdIjMk9w2KAvv8Hqt1j3B5Zm5tQFQhNZNhNJDgTt0LQjPH+BSbCZZ5w90D/8vzEuEP03kHYMG8WaxHxeSFNC4m/x2uJbC1uDCRv20TD7G5aXLUkXVF5wcc/t6YFTC8e3EZWEE0+ko9NvsOee7T99hdeWn8yWaJdMvaKGoZuw4mnNPwMt53iPp8cYT9sqd6Fhdx7w85YwG5iP6PyCvpnQXwVMf0drf4+1Ee1mnAj75YAhsMgzoVOWm18hamgeXY4KL2D4XejRKDQvD+g4cP7Vnufbnrv3XzA83RIeHuH3/yuiA/LY4xqh6/6eNCwc3o44o3STgnbccCLqzKI/0ejMV/EJszoJ/O1LBQ5Dtj9Og6ERx+4PDbfPhuNgGQ3YXYP9nWB+eKD/aSCRiEuE01vmZ0GCIc2OqYOXzZ9QDKbLwPD3vWTRaphogrA8v4MIezlhZGajikvCfH4gLB0/2N/CznO7h80QSA04Z+jDTM9zpo/5ztIaS9M5Zpl5kROpFYauwy6R1IyoRr5ofsIQuXn5E+JmjrsWPzqW05kUlVsrtGJgHgkxMdIzScP55hYjN7ThTBNGQnpiaT7i44bTfEtyPWn3FrvPSd6zLLgnCizxTNKFqAYJcPPisYvgHjvUG7bND7Qy0SeHTXfMm4DfvpBOL7jHEzQd0WXDUmsiTfue7u7fkEND+mkPc4PIE1ZnbA/SNJhwzxIsP358Qme4+dPMZgHaDjUW33+J9gl1JxaNLLJDafHdD4TmiXNjOclv2OktfboFM0J3wtzC+KtMe+Q+OFJaOMcRYx1uv0U00p5P2DWy9XMuQbRHkpKWfN5btRhjWJqGxTSMv3rL8vYN6l4I7ki3PHI/n2l4oG++psPSmAX4gefmIwHD+PENcRHuzh8gQdMnbIDhX+8xLpC+/BOhneniO3Qe2Gwmdl2kWRw2Npyl56QNeI/KC2Ha4MYtw5sT7f4FGxpk3qCTZ3mvxCHRNTNt2+KGd9B55Hc/YCQxpR+YZ2EeziSB7vwl3dITvoN0UrqnJ2z/gi49mt7g3ghxYzBuoI0tOrb4peOle8O3N7/B9AtN9wG92RDdgI+Rl/EZ1GPbF6IbQQw6wfj+3yE5ls03xHbH7CD4wBA7RB1jvMXrHe0bwd0+09iFZhZ02JN+fUMTj+xjR5c87fsJe5yZvntP4xxf3gwIjnE3EM2W6eU/FwwgYPDs2n/DysydeyLawCPfM8sz35iWW73jyJFRHiF4XIQv245NN8B0RKYndGyIjwObpuVhs2Xqe7572xMGZf5KaSTxZjliPwN3+2wjBAxkISF7u6v0vA7vz4mkZPU86IEtSEBMQJJHUqECqmiDFE8xzcqmil7CYqvHBBTQtCi+5ZuLcl4ULDRT8tgcTqfRFmUrgXjUeDKIXsqQ6kWaveelAkhFuLvwUZYoDzbkRGNnKMlXIfPHacwe3hhBpUG1I0d+cBUgoUXaMijbXPdViSyCYPViqeNWowyiuRRUQNWMiRXAvRplCgdwzUtBAehyFMiGCwcyl3eUdtQolKqUXkAWR05Y5tcxqbzj2ct/QfRUgLuWbMTY5jqoL2UPCFJoagw1AdpfvYoLtlSl3RbaIl0uAEIFexRWeoj6r4mZwzfFMm9qrgrJwjgGtOTqkMrfnPtRK+WTpMu9sEYziNhMX1HGUI3LSd8KT+7qeaNlDKsyIwo1Adtq8Kh80COrZ8+6RqpXP+hqyCgggxRBnALiaMih2pA9r7TWN0ccKVLwKkNN3icVgHyFNkFdT0VXYfW4LP2en6kaxALSoaYt9pMLcJKVoNIGKkBcvDBXJPjqPjEIrniklvkmZS6oB53ICefKmBguUSqrglLCslXIRqW6dn4BcvIJUEjpghqxpKorSLP2k7KCpZ+WsUY6VcX0eupX9+9yVYh7nadSKWpyBfIbr+ME9NL0dS/Wq9Kuny0Gg0K9ssJnmoP3Y0nqK9VQKTnqgZT35hxsUsqSqsyWfTpmkDnWMHqKAlo91z8xQmRaHa5odS6tWpMB66Vv//xVV3sBjl9Fv0EF+fKPFVz9dHgrAHldbN57VvBdr3u6PljHZT2k8j+r4emXXPLJ59WPWmfO63ny565Ppxal1ivtVD3zSv+sa6s8d4l+yt/UP+d3vy7/cg7UX+RiaJMStZOUNfKhzN3VyFYKlEp3RaUmq6BQpkaqIERdX5f94vU5Vmf6JUn2pbIX+Kau19fz6/r3danqVeFX/fvzsb0q85M7r/tS/8z3+rP7Pv35sm9ev/36pPss0GSVqTJ1Zk5qfxXttVYj76tao99UebV+qoxSkSiqnJFrlldb9bSqe/JVVIgWEHB96TVgX1pWx0MoZ5xQjcHVQHTZ66r8ZD4Zr+vPGtF1tZ8hlzWxXtfzI9O5iNGLbHD1t/XsetX/9fcCrq2Wm0/+r0aMKwM16FpMlUkv/csn5V3XOBWnkCtatmv5UUtk6OqI4fL/UmmZoHoIX/q/yua1nGq8qXtkusyJz7kE4taQBkOci0F/CZA8hgVNHpMCJilpm/BWGWRkkA/4aYu+ZMNvNAEzWFzjUNdj3ZdoOhKmP5KSI3R7wNJ2gnMGZ1pcSqSzxzARzobkW3TvifaE6QTTCKJvs6LtjojMJGuIjcF1BrfpCX1D6DvsEjJ3NoKVTO8Zlw9ZU0lCpGFyC0hknwQTGtL8QogzplkQGxCnWfSNmqeJCySB2DvMzYZ09MgIkhKSZlJypOiKH0qmqWkWMMFi5xuMJho3oy5y1o5Ah5saZLbFu3UkyiH71HhPOiViE9HGZ2exZMhAs8c4j2nnkki4gejAtyRJhOaIqNAcNoBFmwY1l32iiQNOW1SOqMws5oy3jinOLGmhTVtIt1jZYl3PTMeIo7FZ1s1x2onEQjBHaBJpf4NoQMYpy/CffVUPhLLOKbRFyZQ1Z/IetNI1ceUgoiXq8+pcoCpxZZ0phbL26jhegfLLuXrZ0cq5kl0wi85UDZPCmn+iyNVS3qPVYIJcrW692q/1smQVas7CzMmtlz201m+trJR9QbLBFyFVQ7ZGRCxiasRtNsCm6oxTaFeT5khzjYUdQHL+w2LLLnbkKtetnExcIioipLCyIuUwW/vqvF/HsZ6S9Yy+joSohpg1uiRdzgu5/K5iuUQ9CFkny3Mh751V31kP/s+6BGVoM7/3pJmbftMpfatsTEOfLDo74tnQ9ErrPCKKWEs6tyzTNu99i8ficXNEOoN2DrdYmpeY+dPf/DuJEZMgasNp/44wDGj3gmk83m3xxrH4E0ucOKWGFxnok6MLiXBqWD7eYPvvcNsTJyt8cA3aLqT+CBrQxZHiwDjf0abEzfyexi04/oCYAOELRKFvwKkix0RcEhJuSemWuDHoRpAp0c6JkLpcptkRzZYmbeninrkV0sYQZGLRR4xxzM2WRnq24RaNjnF0eKv0sVAsDxHjPC4+kpkZZjR1GLZY6RiSsA+GaRmYl54wTYTzBHce7RTRBudvEVmgCZgY6fyMMuPdE2Ib0vYNJrX0Pybs4tEwoWamE4NJDus3pLllkZa5cWh6wE5fIsMH9Mtv4fEOHm8RaTH9PakJzJsZoqdfJpwYOjvjOeP1Easz+zR+FkhXLwUWB6EB6bPn/84bhhOcx+xJrZ3AxiLvO5rREl8WcDPMPel8lyPVQyK4xMkeMK6ld7eoEw4WxCnt1mOihbiBRWj9EYenIWFVwAsaW86mwzfQtkfafkQtWCO4PtBtR5bxTDycsH2P7RqiUbxZMGoJTQ9OMXPAqLKxZ1wMtMsxn1VjjrbwjwH1Htk3uEZg8sTF403LYgwMHRo3mCXSzwvBeZJ7wltYzE2O9us2pC6LPPnM60lEYvIkIikdMCp054ibgIMleaHtj4g74sJbrA6Mdy/4YYKXCfNhRjcNOliMAWMijTvTdx9IpxvCcpf192nCiKexZEdLHdCgnJ9ndEo8HBNdyFwSWMu5H4hWSM4QjCemhoSQ3BnlkWDfssgNiT2WPWqywSL1EHbASXDn7KgcdMF0YFqFqNjDgnwGR//1DidaKe0gieI0R3R4YwjOEPYNCUd0M9gD/dNEfz7R6EBrbY66lEiQmdGd8LLlOP4Wsygbf8hRB+IwydIce6wJxLcjImeaeEeMLY0JNI2ycwOtbZjF4VXwKbKEGfU9drEYVZq2UKt7jyrEcUaJuHFEVOiGDThP3FjA489HVOFsZtQYbr2lmfpsSDpAGz9iuzPabFA7IJuGdN/AYrHeEhdHPFpmu+XQvKU3j3TyI6k3BEkEhTFMCAu9PZKYixiueJ5RNQT3Dalrc36FaNGThUXwqWPSLbKZMc2MGxN2kpznYdhilkQ3zVgFe5qIzwH/g0cGx64TxLXYbiDQoPNbIhCb94hZ6G02fGMDasBzwonnzrzlgZ6leeEUnkEtFsvOWh5ci5cTS1jwiyFOghssN7uG1DgOm4awUeIu48JdPNDEvy27fb4RotDhCC6HbtaQd8mhZTknQQ9Ji0eGI9MpVW8qs3qQZ0lcC8e35PtMi9j8Dg2WHOFQeHWZi4wQiuy1JQOMVZE9k8FwCujcgbaQRjSdM0AsHeByHYjksCsDqS2KdwFwCzdupo7K4HymnmqL10gBT8gKqiZPBbk1FaVPW7LHdtnwdEfO6VC8uyVHCBCKgmd6inRX2pQHUfUHLgI1JXRXUbJH25oAmhfAo1IBdIvRXQGdYhHEco6FzKPu0VCjUvZZzLUnavLnLPRmsDv5GQkBcZl7VsTlsdUR1SmPjYDohMQZ1JE0Gy3UjEjqUR1Ku8YiGL5Wm//sdLMT2ciTFZ+cEFvJiYptEYCVCnhWMEOqUapwi0qhhUEMNEUBiNWIUKNxyjurMStOGaRYinHHtPl+N+V5qSGHLpOjJERNiSzJY6fiixxcx7KMVQFKs+dRWXomcaFFUqRSPYRidLlKmiYiJEK5vwftcvvSUr4rnkDRZMqAUKKUbPEMkuJFmopHpfgic9fIiBIynWQFBvO8qyBPmR8r3mvyXMTkNVC4rbPakI0KavSy9hUu4Er1zqyfxSgjvthtTF7HVRFJmqMkTFeiROpazVEXOaokK1M5MsiRDaeA/QW8m7Bik3luVXb9HNkixcs0H8pS3m8wqXreVf21GCQKuF6jNrSAp4aqYF5RjugVvFO57hPk3aYAsVfG2XzJBcczBlFd56asXuNFIa+etEXZSoS89lMGJE00pCQkImrAqmaF0yRM8W63yRaHQlP2lvSaoz/lSIaVQmeNhAhUT/S8jeWkfJlDWKEkqc6KbNlnV0NPTYLOar/KRX0C5FHxswqcxXUMuDYQlaLz+ZO4wgDXvqqGq+rXuNKlVWo91leWMivi/Us8TdbBXseYqmcXJVl+dls9Mz/5vjTsup9qndZygUtcz1XkhNR2c/mOxPU3FQxZnxLKuV5BgdypgmTMQSBTBkrxVBQkmuLtDZViR2phUmZyxWdLHS+Gv9JQrcB1HYOrWlbw5xVOXDunnKNXQ3dt9KrRALXMS6lXeUmuF94ngMXreJU6b68A3OvJstbrChh6RY9z9a4VdLqMzHW7/8YxelWmIUfNAWLLnh7Lnl09aOv4VkNCOVMqzV0Fudb9m+Kdf4lGqgQgVyuqfFTgaykywLKWkWWjssuuNgt7iZortJ2XUSvlrjmnqvH1deRXXUw555NZq1MdTa47WOWy019ktVpWEZzIkZS57OLksSY/fd3uOmdE4usxfLVPFBCsgGtSw3aqI8g6X5vL/EdZKWekKes9luKrHFFpYa4Au/Xv5WwV+yo6MAOvkezVXBwtrsazniW/yG8J0CSElxamlsQG7S3tOOGCY04dYVlyrq70E67b0/MFsvRM05Y47gnTA9GOLO4J4zva0x6xiU3zr6RGGW8f0GCwcY+EiD19h0jk2BWHEn8DSYj334P7E033K2z4LT6OeBaSGwn2vyKjZHxYetjucXahNX9CjhvS928gKi9LomXB2g+IWfDDgeiU5caScGw+RIwXjLshicVIxLqJNB7x0wHjFyRE0BtEt8TTSDyc8OHMaA7InBDpCRaCVXAJ0gRBiJMiKaDRk1BicyThSKdfk7BMbcIbxekzxiXinDBLhxifPYM3O/SbW3R06GTBPIN7JEiDlw5nEl48tmlp9ltcsgzPDclFwg3QgdkaUE/gj6CJjXmHNA12OyMuERaTnb86MFbp0y2dOpZomOZEm14w8ZnWGG77B7Q9oOZfkbRg4wJxix5/h/QbpL0nyYll/t9JOv+CCVfXWJY/U80xQEm8XOTNi12+rOtX35F/J2aD+ZpTpogFxaCQ9R9YIzX04rCUz6DqmFejvWqUhn0li+RI9HJo2aoDxEwrk2pEdYkKrg58NboiFZ2F8n2MObG3cYgYkmF1HKnA/kUqCFQayexU47hQJlMc96oNqJyRtblJ0VQiIbRGRGgxQhg0Sf4uVQcvigOiXWUNLfuurnJFRCU7qYi6stOX3A+vKLNKf0gqxqX8bL4K9fAaqbcglfKm3JcdCfMZu+bvAFbq38+9VHMelRSQ0y3ElpfbnkOfiF1i20Fgjyx3hEfDdFLsQ4N7u6VNht1P36I28Lw3pNjAsgFMpsKRgL47443nZX9L0hsa+2WmCnIZa3h4+ZpOLMfDjnl0fL9Z+GMb2I+B3Z9e2P74OzYf/w45J4z/R2T7I7Lz9Oq5Dx6flLPvMLR0OjALnNx7fEpM/kxCaKZ/wMRIjIraI1NzxLqEOW1xz45hOOGakWMzMHcNTZtoVTHLLZ3f8Jh6nlLHLDDJiZgaej+QtOUc7hHnaNwOOzSc/6EhLMrN+Ez0C3be4MQw3EZat+CnjhQtNxvDXSfoj5b4kniU73mUb7m/e8vdlw88n77ncPwW726Yv3tLF1t2/gnRBcszYUmY58C5mfnjuwOGhjcvBzoc2i/YJnGcs16/e3egaSOkDfbQsvnpBfdxog8KD+8Z4w88v/dIt2B+4zl6z7yc0XkiHQ84F3nplww2ho5glbHb0sYN4XR/mc6fcQmKSwG8Z/nDvxGWZ6b4BfZmx6IfWc5PhLnF2IZOR7qbEd1Eogv5LGo8erKczh2aBBcdLYZ7PF4M70UICfyzZLHPj1g1eNkQTI9sPbZTep9o48gmHEjMDM/3mONbtuNH7PTEuE283w200mVDUkjIcsa2nrZ3yAKn5xO9wm2fc7GeUkcyHWx/kzecnwAMrdshpsUkn6m5+pHUz7Qu0dgzy3zGH74jpZYlNpxvOw77L0kmkPgTm2Xg7uUWczLIwbAMDY9fvENtxDRndFl4/sOPea/bKK4zSCuIdehXDjcMMDtSMGxCw2ZSztEzG2juHO6LhJ0P2Alkdsgf/hOuE9q/t3kfPp+wi2U43KJ7h/+6B4k8pGd069GHQATuQubon+mZjeOnLwUGZffD93THH7D9hG1aum0kDCeadELTd7iPShMTc2g4vb8ljD3LaY9JC22cSd4x7W5RhSY+/UKDvmb3VYnozUdMk9D0jnTcoO6AmMBWPVYj/djSj3u8WTibhSGOdOmPnJcnvp0trr1l0/4ahg53d4PxEaIjaOJlyDp4MEqXEr962tAcDJKUc7OwSQHrheFlYPPUEZczXVpYljOjNzieebN9ZIw9p5/+I66NdMNMFwd494BbPDd/OMDeITcjmIXULoSUeH/aEKKjkRvEGt7PI+IXts2XNJuBsNuhfabsxBzx4Zb01JBiR0odkkbMEJHwiPz0jxg94NL3LMuOEYePgtGcpH5sn9Blwf3pAJPnpCPBAef/A1l6NufbjE3u3jNtPrI8fY0fE9OtJ3ULX7ueu2bLWZ85Lt8hOtF0Z3ortNFA28JXOwZJmPQCNLidJZHwc87ld9dEnCQ6PJaE5R5o2dgWI4bjPOHDGW+OdNuZ3iWwCZ/u+JgGgrsnuC2zgbET9reG7puJeWrQH7d0XeBNf8KJgO8J6W9vcL/ACFFBmOJFVvnJS4il1PwMqwdV5lxcxQ2BDCYXz/pVL4+sOQRM9VipCmmRCotAoQXduIC4VTn1CBNoi2hJlktOwixpAhmyoCeZCkq0eGGoRbRn9eqWnFAwCyhFaKWnJvorklSukhY6Cw2gPgtokoHTLDM1ZDqjAU1bLp57Z0Ses+CXuqJEZoA6M5socCZ7q72U/tnmPksUj9JK1VPqJBNwQAv3o6hFtKPmt9DqsSiSgcoUUT0CDuUmj6mdkZpknAIwkiBlEFxNpodRyVz12eN/zCAikI1AHk1dHr9M/gvSkoHqWEAnveAtf+2SEr2QikJRwESpHk3JZAG8gthaDDJSgcUCKlXE2JhC62NKP6YMkFeQgPJsMRyoZtBMFLR1WXg2IxCKp1qehzUXyuoVnAcWTChYSCoC/jWfcvUYze+/BHCT24dB1RYamerBmoV4JZQ5N2SDkEYkFYFcqkcTGdSNoSgTpW9Koj6tBpQStSBSOHdLGTnXCFy8L4ugL1de9yvvdwV3qrJRAqHLsytdjbG5jJjHRvQa6Kr9xtV45vWz8pBrk40rpikgcyx1KW0oXrLZcNgADSJdrnOla/vMK3thw8WbTIuCWbzVtNLN6KUOVbEyV9NOL9/XkrXQeLDuHxdaOCqYS/XorpEL10aIT68678qYFFtIrvplvPJzl7HKv6cCWeX9NnuuKykmjGa7WoU+1eRQfk2K2Fzf1ciiF6ND5ep/Ra+kaaXWqd6HqRoQ1+cSq6GgAHY1pL7W/tLXdV7WHrisH0XWI0irIaF6Ca5lXHumXxlEK9BXPcVXpff1+/7yde21+MsuXdu1VmQt8/L79T1X416U/Nev/nlZeU7UM6NMzbyxrN6fK3VV8VxcKXo+eYW+qppSI8a09kMB9lfDRV44uW8LkCJJL+X8LMpD1qJr5SuYL3LdH580V6pnKVdrfp1UvIqmqJ1SytFPPqn7QPXqX8v4pKo/63u4WEKu31/nUfrk908LlKuPTxqo12365P6/dFVjlFZu9StvfE1U/OpS1rUMV1dW8c7XSE2UfJFBVmTuz3XE1Y8CqxG9Rmpe7f+rFz7ks9+UyNgM3l141es7qidz8UxeDQHXebsoZ3wiU6vVvVfLXL/uf6GChVn+4uqcq/3o8v6pepmyaxGftl+v/s9/l9oNa5QeVGrQvFYukb2U3XmVFV557Jb2X8scqxf41bl9XY3VOzgDdXl9XvWpFNmirj0pkS+UZxV+qRECFdLoUN9A30PT4OyGxiR8Kg478QxpxKYb0D1Eg58dyd+QwhsCH5jtT5jYwNzgrLLVjwTjOPU3pNRiD3sMC+YYQGdmCSTjMKnP59bmJ2Q44NLf49KvCeFASme0/SOx/Y5m2mPnHbJxyG6bPZN5ginSf3+DVziqkkwgtCfELgQdiS2E2xNgGU6Kmy0Mb1HXI+6cVZr5iRRGVBNGFdE90KLLGV0mQrvgNxM2NjgGxCSSDYhJWDwaDelMdrbQTBEb+wnRnnS8I6aWkJ4IdkFlxNgF9Zo9eMeISRPa36HbLaoDaepBZpCFYITZtMSyzlortP0GMxvak5Bak/NmWM2+XSmQ5APg6aTDSg/bCbpEOm1J3iGtZkZUHTDa4O2E1wWnE6oj1t5imxuCfWHhA6hikpCCg/EBTfcw/Q6VZ5bwb6iefsGEK2dV0VdI2RtfiuHtEjkvl/NBi8MMVzuyKpccffayjmBd76r+8vyV3HGJvl1yhDzV4HjZTy/SY3mrurKfVPmpOIOt+maps63rrxgfUnWay+tdU4SUHWNypDwkFaph9kIgl51FLgZZU5yLlJrXRwu1lcbyTI1yXmW5mpC6JJ6uclcCVVNkvuwEt8oWJu8JWlqqRWCt0tslJ0bVDz41QJe9XtLapirRVfkyGzCqE0XMNFhaosCqgxrXO3U9J/7m5Hp9qaLLBMHD6QFiz6gN0SV657EuIdohoSfFGX+e4abFbBRjE214ZLGGqXfgLfhC2ZfI1NT7mWgTx35AadibXyOxJc1PkCK76ZZNGkjzFrzlJ7fjeXji91Pi7jgxPP+GzfPXaPgXNP4LKgfoI42PbKbIFIV5abAi9CKo82j7QiQRiuNR8l+CJqIeUDvhb2aScXTzLfY80HQHWrtwtInoehqrOKMYozgankPLnJrsziALBqGJ4JNlXDZ02mDZIo1l/sKic6D/bkSDh9BiMDQy05jAlDbEYLm1C30XefTC8QQv5oXRHti1lv6h5dC+4N0T87hhetpixWI5I7pgwoSZIvIY8MPM+/sZYxPDOKHG0TUjySrjkumfu90TZrOwHAaMcTQ/TrTHF+yDQ/cjXo+Mx4TbJNx9JB4iyxTQcIb5CZEcxSHJYYMnimNxGaNJoSGFXzbpTIpYjSyPHwmnn/DbW3y3J+iZsCxF521pOdIMJ7RJ63jYVlmWjjE0SLA4b2icsO0SkygqhqgQznnZtGRHXS8Z17ONwXWJLihOAykdSHrE+ntEd7SPT3TPC+OvlNNti4hjW2mY44LRgLMWJTCNC85Y2u2WJA1LaPAi+O4eCYnN44SN4O46jG0QDahGQuuJbqZroLGBdDoTnwXljsAdy65havagzxCfkJDYTvssvhyFdGtZvtmBJnoLJGV8fCGZmX5jaJzDuC0iLd2NwexbOFt0Ebpnh50TXhsWibiNob8De5pz1OW0Jz5+hX0307w7oyePHifc3NM+D6hpSH1PYwO785GokbTLEQb9MdIEgwQhieH4IPid4l5eaM4LtuswvcNtEk0/Y2QCGTFzh3vu8doQDwNp6dG5xyVHEwJqlOR7hITVGaln1udsb1SEQKE/I71H5zvSDPgJMRNdPNKlie3jFwzPe152yukm0iaPhEeWMPIxGAY30LsvoXHYwSFNhG12Tjx3Oc9X4yMSlO25ZQucB2ia4jAeci6C/uzY6ozhzGP0nFTYdiPb9kjSX3E6fonZn2lunrD9gO53mOeF9jEUyugFZEFdJAU4LQ7vW/bjBusMJ39A45xzI7SO1HfQ94j1iMyEmEjBErUhakfjLLaNyHKGMSGcMOYJTREve0KNehTPYk+Ap32eMaPHt4HFRuzyA8Y7+lPExY759ojvzwT1xEU5x8QsgXfG0JuOmY9o+BNYj2kWelr2aYuxLeamx6UZ8RMQsd2CSEPQiFHDplVaUQhZFnCyATa0xpAE5vjC7EdcM9O4SDd42t7zYdzxNArRDARzw2IDZzvhdonlwROOFn1scVa4b7KOPrVNSV/w16/P1iiMkBUknYrwkK32pFiwzwre55BkrQpqoQuSQoWkVSDSBiFbBTGuYPQHsnBYldGBLDRk3sXssSc5rK4kss2gVFuEjB5NjkwTc8wCoLWoiSU3AogWcMkUQSsVvnxtM3ifuiw0GVOwrlMRTjqyJ1xWSqsXpdSEuCqrnpZBlwBpJoPQmX9STUAIGQxQcri/GiSVyBA55rqXhNySXFZALdSE31lm3GRvb3kEcwQ9g8w5QkAhe5RMpb2J7H3Sly1lyuNiH7KwWVDTFFkZS3L/+NLuGmHhSKlBdM7tKfzSmmZUT0UYDmAWcpLrgEn7PDZmzONlliyAppqv469chR5KicW7O2+emmq+jyKUm4SYmOXKKGWsS2NoVrwFlYKTV4S2UoJYNG7znDVL0eeb3C8mz3llLB69ZW6nAoBLk+d2WWhqSqLusm9LmW9ZhA9F2K489qWZeRZdjEZSPZsqqFMNbldA+kotk8g81v4K/yjfiea5n1+yvm1VZEWKQVBy0h20REgIok1Zv3NuL01W4lQxmhWVGu2UDSHp8t60gFik5sJYcsi9uOzBnEy+t0b1ECrQ5/NeUKNCbGBlnFIyxZQx2aCQildYSSZfacxWL7ECpKqcs1JlL9Eun3UVJUXVlqiC3K85+XXhtk81ogHUCMkU1fIVxzAXICzq1RjpOpYXEIirWSEFvM/UHBcHbr2UWEICqjpHqY1WKiGTyyFpVkJLG9ZiWNVfahAHREzxOEuaIeW8R9mc5I3qORZrQ7Kyqay5HZJ6amLq60iIakDRVHmGrwwQhYrglbdvMSJejrCiaMsVqF0o7tJaF2At7/LeSxGrm/Xlo3bCel0ZV6SM8JWSXIHZCiJUM88rygSuX/o5l7z64FVZl9JEXn9/+fEyn/KjFcC/1KXmMVnrW9ut9dty38q3T5nH+qp6evVD9X5/lXukRkOsb7tQ36xUOGWN6up6eg3O/ryJa1NWsVjKM2UPEahUGbUql74sa2adgNXQdR35cLnv579fd9Q6Etcd9Mkzl1v01eSTq4b8hbny6bRRLuO6dvqndfjbl6bCdX0NugtU+sHqRHGZfsVxYY0AuXL+kCJffZr/Yk08XRG66pxQKBC1OAyIZ40ORKj5hkSv2mcSJJtpT9Y5XA0XlkwnCK+j6iA7BdQ5oqxUiIlLm+Hi8arViG6uwLgSDSiVGvNi2MjDndb21pV/tbFzCeUIl3qURbPSxl3P+/XMq+dYrWdayxAp66kmvdf28r4iw+Rnq2GnRCfKgkod+yy7CgFd9xGD4rKcvEZFFoebSg1K/TBlzCso+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++CKWe1RCheay1ePKBIGZZnRdzSHP1fMrRCxgpf1dYrqgcqB7pAqkrBWTBN/PgmRzNgKLM5ZkacVBNBzbPtxXocBmsLd6iFZzIYdlLLrMAmqbmaVjzgJTEbCYboNDqibnNbRVfX3IF9CTWKJcr4Vq0CNW2RpCQvyeVv2fDkpiOnIul/D1VICkbHdSMBZwoSlPMSoKsXtIUOg5Z54+UhMRr5EMyZQxK3U01WOilbokCUMW1fzEpT8bqXmWaDIAlssFLM2hT6ccQuVCDmBJyz5zraa4AqM+6MpAtqRhprjHDqtSuuRDI4JypY1JuLcDTugprjpDKif7KS7sqoKY+WGtRjKZyee91RIeUZq2vLWptzdugrJ7tunbBVR0p3sAlekUqRVKCSj2XZ0Qe45zHIWWjpKwqM6o530tSJXJtZLiAv3W4U6FHS8UIdU11s7ZMrzrxZ5Ekl3auXn0ql0e4RGKsBa5lVAAwXrpeydEpfwbffwX0meoJfvWnP4vF6V/6w1++ylx5Ha0ja2vqPqJX//6ssnUi8HoevsK+66/yCRi6lruaIl4Vp2Um/Lx2189KnhOvQPbrT7m6+wr8qFz9n7bhky7Mv6ar8k0JNvjEO/7KIV/K2L6agLW8df79ubG6XsT6yfd/aSO5vvfTez4ZhPW7+szP27uWeemY//FrpRQqxtpS9kodwuuz5RI5eR2ZVNvelO6vyVhrh396VeNEptmrtBdaZTksOf9PkeFqX9SIvhoBt/ZBPX9rOxRWqsVLNIWiJXoCskcvK1vK6/REmsu6Dl0j53SqRrIM7lf6zqt5JOXZXGrpW7l6yfWcuyy8a8ouqWMuiRyB4LgYUcpavE5wLnWzr7ICxRsYah4OWddHibKQuYByxVhfolByhG8qz2XZM0ctC1WuyrLU1bqtlC5VNv3MSxCsOIQGgiNFS/R99iNoDGYbmAfD3Dm2pqM1Bp08ag/YzRZ3E0muwzR3yHmCnx5JsyUcdmgYkemAYaHzM0TDpHsCHV561HQ0GNDAgKVnYjYveDng9A4JO3TcofMN/tYSBotxM9KdYVT0NJDCRDIfSW1H2luCUSbTYVLCTdkZwc4LNEK4y5QCfBwxC4jtMWSqHfUO2ywYc2KZGsKLYvp7bLelSZ5OF7z3TKf3mLTDDT1JDVFnNFm8JwMtwZMElkGJQ0D1IxIjuyeHDQ3nuzdov4X5XOS1BY0J8QLJYtITxvwB9QtpmRi2ht2wYRR4GS0pKUsawVika1GfCM8zahUZAqaB1r1DEsz8REoTdpoQibioGAxRFtQpuAfE3NC7n+i2E0c5czRHwuOO5Rxw3tCFLcEkzk3A+Jlu/GdQg0w91hl6cfU0+syr7htkI/cqIFWwuxrs6tovxnDNUbb5nvLcKuMUfXfNM7Ei3+Wf4vSkZD2x5imzZa+ShixTx6wvm3zurQZ+zfveum2tuSN0dQxac6ateSzqu+uaT0W8qeaItMpGOWdc3aerzlD31Uxvi2iW0dWQbb9F5hAthsyUjVmacmSEKjXhfdKr/tbS/jX3Yvk+lbNYrowTpPV/SXn/kaoHSaXvrIbycn/tj5UNoI5RadKa76YamOseVozYwuX8qNEgRPTV/Z93qQpLsOAVuxPaBuTHhXgcmYYTvp2w5kjTCCE94PUd7sfI/rsnXu4nnr5+D80tZtjSnC3duYNOSSnlHDPtFhcNd+OA6sJ3/bcEI/j0H4nxHt9FvAuk4RFpjuweLdtxj207omvw7b8h7b+g4Tfo6bd0oaEZhWSF2BqCDETzNaRn/OEnbIIbq6hxBJs5xE9yIIpnsTkyp3sa4LxjSoHkAm07QzsyLgvnKeLdDbZrWWLEx2NO6hzu2bqFBzcR3J5T945weiG8fGCxkUU8m63Qve1oTUKaEykeGRtDxDI2bzBtz9v+nsG57PG/PIJ7h9339MOOrrVEeeZxfuGdBN41DjGBs31BIsRFCY1hHiymEZpBaF3g60ahEWy7RUWIklD1OfrLW8K/38Lcw//ikAfLbHZMYuDwBsY9+90j280L7w8T/mVE58ASDrjumZvNB0LYMs4DXiOzjjQ07JsNwpZo74i/IFGwaKKbR6x6OtcjtuFfn1ueZ8N9cGxixtZSVLq+oe8S/gRxVNwWzM5jlgbb3yD2GbM5w9gRH4WUEm4eITWkc0OylrhZ0O0C7keII+0fe7rnjv4rg91uOYWFmBy6sWgXWDpD7HoaWvZTh9cTS/OCtAbpG8wpsf3uibFpeblriEk4H3o6F3nYjKgVJtkzizL1E4SJ+xma2BDMQGoaxumB8bTHyXssL3R2pN16ZAo0mkg6otNHdOlJ046lb3i6FWRK2GkipIR/v2AbT7o/ISYy2AGVFu1P4BSrefs9hy0hNOzDE21YGGNkTJGlE0LX4NMN5vlL0n1Etx/RUUjNQFTBnxdEG6RpkTQxDR/oGst2tIj19OmMT5bTckuk42ieEfWEaYJJuXna0S8d83/+En+7Ix1OpOkjJio2Ccdj4vHoGb4QwjeGtCTi2GDiAWf/RKs7Bvk9oYWpG0ne4dM9Gu3fnmh1vgk4m7AGZL5FtWeWxIvA77uONyL8cHIcPyTebzw/bEb+oVF+1xfKbm/ok+F+tMwEjvMTk4sclzOt6bhpvsCo4/Zs0Uk5HJ5IAuP9/4J2t8jocf6AWkuMAruANGf0hw3xbNFuj7ieySmjg5vFczPNzMZybhvGJvChP3LfJb7uAupGxvgjIfYkfoWoZfAfkNkTnceYhjfLb+nSjo/pD0zygjE/Ye2JZvkH3PFL+uZI606c3RPh5kdIHS4NOfLEdJxbyw/bwHJSxtMz22C5XzaID8TFgQmMO8vsLNO0JyqYfsS5BRcVO4E5v0EEfBIm6/ly2vKFH/jxduGHzpOaSOoVF1u6+Q5rBqS5IbVvCO1vSO0zafeIDYbNh1uaRrn98kjbGvYff4MJWzTc4fWId/8bKZ3pvjsihwn/0PNyt4HpBpYBP70g04lx/IFl/Ih0itls6ELH27kjRli8wiCYN4qmwPh4xnaedh+zz9rfuD7bCJE4Xyk8BpEClksNBW0RsgBB5eRcw8FLzgTZFJS7RDIYn9XGkjMiJ3+G6uVBKElGihKoqShXrrkoRQCVosbkkLIceVA9UYRLqHoRKMUCXRbo6iFgFyq/bhY4s0AqJYIACQi+CJhZ0cvpZFKO8EgNpKaEwFZFsV8FwywZZqV99V4xiTUaQRQxtgA02ZNGZczdyR2kNtMTqKDmBOYEci4KdofS5zaVpIaafFbypWTk0WeETIuyGn1UcuguafXmz7kzqrA6F89YAR2zbFfakvNk9JAmSBXMNsCCcOZiQICVhkFCEfYLIP9XrmosUpP7TSmhv+bMKoRi8jgkk5V4gZwLpGUFNFJCJAvOErMBRm1ThNfKvVxD1IonTF051nHxpKpCsAKOyvGfE7LnUF9d56rJif1K4uYM9hbgIMXStjYDDmlZQQ0RKR5ZCmG+oCdk6y5is9t6KoCJ+NxGW0LNSwhzBnQKbZYkcs4WLcqBgBTjUPHCzEaSC4C40gNph1YKNWw2kEjMRqBUPLxMQ04yl4ElbDbmZaymvFvyOOUZVgCdWIxRJmUjQSpKkSnc4bHQRq05Vyo/bkJtKgr2NRhUwJPyitz+hlcUa7/gyrprzW9RrmpAkwSSk/NlKt/sdSZrdEIFja+V1TK1CpVTxRYTaY2eqInCa7LCi+/sNThVQUQp+3H1aq/KVi5PKz+xaHHO1ct0KnWqQFil5Up6oQXJ6z6PVU4lkYiS14PRhE0XGrOkKXvD1fwQJbJKC05YbqJC6qpc7lOuPrmAwq+G6xqoLaWUgvJHKVtrDohy71W4fq1M1flzF+oKUlww6gtRwmUi5Fv16ss6fnJFDXXt9fzLLv3kZ/nZt9Xo9+fv//Tm6y9qeVeTUFmV9/XuctuK2cBV26+NIdX4mA1kubiyr1B6T6+e5QJ61zP4An7LZazWl1/X+rIn5e8uayDP86t61mevMeArbLgO8Aqq6/U8+kv99mnfytW/1/PhL+0tn/T5Vcuo7UNe9fVrQwVXQ3dV1p97xV+7Kvqulee/UJJUoE0g0/5QnAmKE0Z9wXUklRSO7lQM3MXjV2segrWDyxma6lgX4zpQo/tyJFuR6ZigJDdlJV6/BrwN2dPYXOq/RgdWMbYatuq4VYeT6z7Ty/yucubVxL+McHVgKZNrBRkrlV3d20t71wiIOsdLPovVmFLBs2sA7mpdFgP8Coiqru/PYKWWtms+D+tCldI3K00pWTZfm1oMAHXNST0vElkOX676waztrH2YnXW0nHlAcr/oKFVRZptB6U6+pzGeeONIW4O5V2QH3RKxp4T1B5KfSIykTU/qFOwRFmV4iST1+OEEbkM0PbiE4wajEWs84gJDdyCaF5pWSaaHL27x6nhJM+flSGMWjESMm2EryH5ApMW0M6YNmNRjPrwjLpGXbkHtRKLBNrAjITZhhwQRgregjmDu8vhOEyJKZECdIfVPqD2h5y9QvyUZAdni9z1p0yHdHu32hOEAciJuEvplgzFK445EWsKkxMUyEbAuQbdB+oTEEeuV0DkwLVH2JFqW50g4HDGPJ8z5TBwi2ghinhA7Y6dn9DFh2hts+zVxHjj/uGXWiUUPiDOYtinTZyKgHG12XOlfPqJWGAudiJ0tLjQs6TZHgpoRzEwc36GhR/yExCe2/Y5N+x9ZzHckEYwfaMQivSHuBRWPkQOuF5q0B+uY04BEi++6T9bv37gK1e+aAJkrGUAu6/xiICxrq8jfZdKv52PeE4s0dgXMr/cVZxiUK6elEsFUdSeZi6xdF4VBkkHWd0qWdS8hr1BkGVOcz2SlWs1G3RpBlutR9MjqzEPM+/G6j+QokMt+en2uFZ2TVGRtkyPnatRprR9KjlZIlyrWfA+rXFf6WjyZqsnkCIgSSZGjtudcr1TkfK3ODfVsSJdxyY0rn9Whqhi+TTWsFiPG6tAS8/5IoXMlkPNCVL2uOrDVPTuQKXGFS46rz7tEDM3wDtMI9txDEma3MN+e2KinTbCo44M65uMHmuP/zuKeef93H2Fo2O3+Z2zjaeYX+k7Y/31mLFj0LWMyHKYjSYWzc0g0LB+/wWjizfL/hRSJxzuOpuXcgx8EO7cYlCa8wHxm3lr85htMaDHhEdcEpLlBbjbolx1iHnHu/4774GgfMwg/zxPiDG1zxIpw6nqiaQnpXfbw7t8QbEvTPtKYE9Ns8R/uaB8W3t4FxgTT85E2GrYimDQg4RbmwE+PM8s+8ZX5V5YlcLwxWDPRux8Y6NiNglNFbU9wDcZ0hOg4f9hC4xg2QmwSB7mFtOBDJKZHkHtUB2bZsRhHEywmCC8pMqUj1gy0t7fYRtluFIk7zPm3MC2k03ckiSzNH9BeML9xqNmx/HPMFHhtgn6B+YT5oMTn37NMD5g7Q9pGljM8HQ0+Oox2mH5Ls7kjBuHlvGDaLc39LTL19MseF8A9P6LpA8H+I0kU+L9+1nxLKryMBo2GblgwdoFtR98rg+nZ+oa57fFDw8GMvBiLa2Gzg65RtsvEaXIcji3W3NP6luQSH3+raBLitMN4x77JjnvxcSCdLGOzJ+GYWkO8sYg+0UyJtF3QNtI0Ey3KYXvm3Iy041u6x1uiS4TGYyZHYxdatWzu3yEi3OIgKHE6MzfwEnusEXYy06viT44YOsJgma3FP22JTz3wgutfaGaHnfe4hxy1MpsD3jzjxeDnu6wTNgteDfPxRBsce3dHEkPbRVIK6Me8W9tfB3CJ2GW6zubOYAdluzwSnhLn05Fz8GhvkI3gXjo4t9hgISyYuzP25onwPBDmR5Lz+SxsAqkbsXPApYC1EJcs502zISRB4wGVmdArOIP9qsu5GM2CP3ri1KMffUn9s0FcgzWw6Sx63+KaG5rxDo0tml4w+hErfyLJWx7N74gijEFIeOLND5dt9jMuNUJ426MWhscFOwUejiPtEjD2C0b2mJ1hYxNd29A0e6KOnH468cGPfDcrfYjc3BgWFzktI4tRloNFreHUCG1UpBtBAjLdIxiCg8UuLFYIwTB9/564THz39jd82N4yhyN++Mh8/4blizuSHHDmhag9h+PAHBvOyxtsOvE1P9HGxKmF2QhPLxYNQr870YSWIewxMTGOR5KDw8PIySnnPwTCSZCbe8Jwwxha8DPDzZH+7gXfW1r/BvEzYT6yqOOwNWBbHvwW37aM39xjlo7D0weMjTRjNqLPhx3LLLipwagSDnvm1uPvArI906Se7ux4cGe27cImWCR0tOrYBYeZbjDR05qB5e0mZ6pfBPUz6acfaLYL++0G01rcNy2289hwxPqR9uW/YpYtTdzlI37IeZhS9wVpa3j7bWTzbyOde4dz90wGJoFt6Om04J42oJuRn958T2DDIvdgDf2YaZhjEqK2BLPL2OTfuH6BEWIke020RT4oXsaVqoUW6LgkySu0C1UwwID0WQgxM5nq5XildPXADVmgOQMJEytIXAWwIkDIAGKpiVFl5RmORVbRAuiZol9WgVSLANmihQLAhDYLj805C4EmA+VSlT4tHvk8k5XkykWfPfly2QFSW6igTJENSz6JGuqOUjnQq2CcPXDNBcgyJiuvJcxVdc73prcIm5XCRu1LplvSpYTA9iAda1RG9GiaUOnJhp0F9JCV+9RkAdPkEOJKQyCFSgPaQil0Kv1aPBV1zjK31j68ye1LXW67tNngwQkpkQOVM1WLp8+aSFj8FTr016ZmUbKLdwIomDJOsiEbIBzE9nKvZmOQ4pE0Z4A7hhzxESNiFG0yvVGepxGRzOkrcsuapFkonkywCtoaEE3FoGCzUE41sBVAQTV7FtHktSCeNYeJKlLCrFcPy1Sot2zJWWJcWVeJS1SMgNygNBkETxRQwGfvJWuyUUBdru4KWFgETzIFTNZENpb0AAhjUVrmopQ11KgCoUQWUeb0OmcSGhuIDZmOyuVyk4CxqOnzkg+FSoslz5+iAK4c4KEobq6M22pUsBn4SMUAoidyMnDy/LXFeFlzYaxgUQGjVIoRQkpbUhmnz7/q8Fdwtb7aXKOFmgEdNeQ8CWVN52ktxdtUV8V2hZAr9cw1iCWVq/cKkC36aE4QWnKpQNnT5ALWVRAKslKllHG+og8wBXgrns1rX9bWFlqkBKtiXFXPJKnspRnwU1FsisVYVkAyzd5bXBkfqn6aqj65evnVtaSr0aEaIC5AcWm8XtH0XGEGKnopr+rTqqTLSxCleOhdKfZXtC1lKHKbtPbLZWyunYApwPqrcSuXkQsBDK/69Rdc6x5Tqv/qD3V+fPpAbdcVIPLqrmugQa+nbb59pb95Xd7KFHNVTrYDKDWR7Vo/eVUgF+o5yWNgrv6cSypFlnsq+LuiGvW7C6ghV+XlZZF/vzxWwWEu2DWX4n8W4nI9Ha7BDr1URWqbf9bYKwvHJ82/XJfdo6786lX687sv9609+2cL1au1/ukY/7wGP79qxGgxLJgLnWU+U3PegeyJW8fGXs2vujdfvIyzceF67pXzulKn1Ai5msNJqidqiVxbObrb/DtzrlONxjM5om0douIJnBdbkQtNBY0KjWDt8eLg8POVWPeH+nsFBiv4fpmtogalJI5ewcksw+UhKgb/stfKmtQ0lfJzlKSuVFfV2eSK41yv+lPqeLgM9JONAtkxpsq/tfJxHaY6b1RM8SIWcuRm9mrOckCRV8zVfKlyucTLnluAx9yMC2WWyBXwWum1PvNSlMl61AUG82+06YW5fUdih71zmI1FPkTcWeF4Ip0C8VYJDx3qwJgj1s/0jwd8F1luA9otaH+fw83ZY5Nm2iM70u/+RLIzjSaiDIz3O4LtOfy4IOcTtxLpTcI0M9IpduswQ4dJCzac4DTAy1tmGzi1M2ImHA5nFno5gYmEPp9z4WgzGCz3iDjs8kxm/n9ArSMNj6g7o90Wnb8kqaA6EHdCagXT7tBuR2QkyYIOiu4bJCrNcsqJLWdHDIZRBGMNshlwbaANBzCJuL1B6YjmHtEGfxgJYaR7PsM0Eh3EVjD2BWMfYV7Qp4jc7nCbb0iz43xu8N0zfnfAOaEZHKpC8BNR4WwUCYHm+IQizM2XGBz7xWDVctYBL4J2P6HMxOmeNFnSYULHgD48wO2viCahckLCgBOLDob4FlQDNh2wbU8T3xFSw5Q2oA5jNiWi/XMuucxPrU5yddss+dvq3FcDqdD5CmV/KTljPn1dzYdYqDnzr2UBiiBJS9RdNXrUT5flaIqeUJLRr85vxrFSiWZhj7o3aIqrPTAXXvQArvTg8jclFqceEBtRWaiRVdkBreT4W3OB1b6CrI+R70tzOatKlLmt8l3HurdrvERJVMrM6lSzRhZ4kCXvYzFHWmXDTM7XQnJoLPkPKv3jGmlV9qNXkgPr2GmNfqt6yZUgKEkLG0Mg55Qrf9eZTIlVoui16pY1ymS5zIs/c2r8xUsMTZ/pO+xPC0yB9ODx/cibM9wuwrfJ8jF1yOkjzU8fWL6Z+PjbkZ38lnv5j7T8QL/8N9o2sf2dIU53yA875pQ4LB/wwLPdYVPH9vkrXFi4af4fGHnP8/R3jNxyHt7iuw1t3+DUYA7fYabvCbdv0P2vcOGFxj/RGQNmB7c9+psOad7jmv8V177D/bf/S85X4FsssO2OJGug60nSEpZvSKln7AKxXehuDrTukflfviY83fD23czuwfPDezi+nNg6x01jsbrHxQceT4Efnj29f8+7/g/MxiE3e6wGtvo9PZbtqFjpCHbAOIeYPeod46MlGcP2GyE1ysHcsCRlIyNNeALZozRMYhilR6Kgc2LUFyZ9ojUtzc0W6xLDsCDTHXr8z6R5Jj4bQnrG6z+iO6X9j7+DpmX5OBKfEu63EdkqMr0gYyT++4bl+Svkv7yQbs4sRyUcha5z9C3Ybovb3xGfhZfHmaHZ0t/eIu6O/vE/YOMz7vl/I8kLyX5Lsp9PNacKx9ngvaFvPdZNMIx0AkOwDN6SNh1xs+U5CS8Kb1r40gqD9eyC4GeLP3WI2eGWL1nuRp5+/R0yC8M/b2mCYeey5JGeeqJpiO0Obw1zk/ANtP4FmSfSg4MbQxPO9HHiw2bmw25m+O6W/qlHh0TcehqUhMeJpbt7iw2BOM6EqEzzSEwWTR2tCu9kQTRxHC2Lh7i3LJ1h/nFLnAZ4+yeazQvNy69x0w32dsQMntl8z2J+JC5fEadvUDuhzYEYheVkadjR21ukSfS7M2GKHL4HbZXmdwE6RWcLwWBvDY0H8/JEXCben2fGENjsN7S3Le7YYcYdMjtYFkTP2P0zodkQ/FN2fLUB7Wb09gBTws6aWUZ9dtibJ0NIoOEEZiG0PYil+cJhWiUdDoQUSPMB9YHUQ2o2WCdIA8NgafsWPe3g8A5hxnAk6RNJvieK4WwTSSwxkCmp9x/4RXxMRggPDdoJbl7oYuB2eqQ7LZjhgdF1yNbQ3yY6aXCyIz15Th8jf4yJ/1f0fNVY/stNwxIXzn7MRqJjB84ybgwRaNoJIwlxtxhtCBawnpMRAkL48QP6+MQP/teEux0u/oTpfyTeNcQvNrj0kSb+iTi94chXLGnDebnlJilfSCBF5dwazsDLi0W80N6OiCpDfIdJwjIHUoocbid0iMR/ieizwHJHwLHEhugX5uHE8PCC6JYmPCDTT4TzkanbcNgYbmLDV2FD7DeMX75lnhLP+oiNidtRIVjmY8+yCHZKWBLxuM2RRDdH1C28/aGlPcHd7kxqT7TzHkRptWETG9oUaH0k7FuW+540GuKTwDwj73/CBcP26x6zaUhfdBiTMOGMWQLu5f/ALhsa/T+BtDgTUReZurdo2vHmX//Iw/cvmLsWtnd83AXmTWSIHQ3Z0Vtt4Ll/4Yf2e0J8wPsdXXI8jFn6nUVIOJJ5k/HMv3F9Ph1TyF7imgaykhjISbc+9Sis3g7192o4qGBhSWBdAFiRnNg6eyO8cAFoKYqrlmckC20irOBs8QapCRezZzmZSkhL0r3qLZ6nOzCQgdO+1PWUnyveLJn6h6IMG1ZefM0eEzk/Qm7nRZl0IBuwe1RmMM/UZGfVG7563ohE1My5PYV/V6ukLEVQSyNoxMg218EswAtVOMxYV6EMUko5DWJTCePtER3KvUX5L9EHUj0eJdNQYfdV0s19JHMRSg1KQwaoE5XyIIfmRtCpCHnVk/+SJFwLMKA1EZwWCq+abI3a/r92nQsgU8GQohlUj6FCz6OpgtGCmEolUaNsSr8LOby8zXWS4v2jNcnmSleQweSV9zll4FVWL88Cupsyn4u3Uo4AcbkvdCn4QAWGG7KXjS0CdulLMwGpGL3K/EuKVPS2JFguRDmIFo7X6pFY6IoyIHsBF7QalDRkg9k694XqCXRxmi/gUnJXnt5ZichKiytKNlTUQ4s3ppoaBZWFfq3h49WD05LndiroYKrKnl7GhDLvXrksyzrGmW7iam9ZlQ+H6LnM6epNqxdg1WVFRioPrbn2wv3bV6VUq4C5FE/Ttc4FkFOEVLzrPwU/XychZP2XCkqugFddw1L+ywVpBYTSRTFSFEw26NSk1a9pcuKl3CsP/Uu7rj7XpABXnmcr4pfBsZQMRoQYpdCR571KJWFKxJcUIwTFEy2VXBlrk2q0wloJWYcyJ6SmPHsxSuSqZI+3S4ROLlDXtunlvUkv7VgV2PI36nesc+xihLlSdKUObZ2bdT1dj1Hpg2tAvpRd23k1GP8Dl1z9W9tRmvJqKLU4al6NcX25XO65LvPy66VduZmyfrc2iGIQY+3xS7+ueGwZd6m0dqxek2v9E+vf9aouaw1Wr+v6ngpulPdcR2CsERO5zEuNrzqmbD3r98plv1ybtw709aQs77u6caXeKP3x58ZV9JXz6vXIvb7+2u/XcTfX+8Lre34+rn+m2L94FaA8HxxkA3ml6NAVXFvnUBmPS3dUD9fLniVS8lWtYBCXsosckJ+Jlz0fYQX06rmkM6+MyCW/1joPgGtwrnbHqx9q9dMn36+/luer7LJ6yVbHlPCqL/OIKBDLWVpkTy2OAdT61P4EYokMW6NOLmOa18e1waFQwJCdTrKMU/My1HfAJSl0nv95j8myFXDpnyobUKPT6njVNVNBtvLuGqGhukaqrGusPmuVDFpen8FyqdNnXgblJk2ICqnZcjaOYBqSSfiY4AR2HDHLlGXr3mIaRyMO0YYUXXbUSJGYFKOCaKDhkZz0dY9ESDFzyvvxIcs84QErHU0XMeZIvG3R3Q3pJZCmSBCTjQKjR8MJM4+YeUTiCPGMSdClLF+piyQXmPoZMR47O2QRmnNPoiX0OULH+YjVBeQ5A+fnDuxdLjf8iJGcE2IKBxY9YzXRsEGlAXkL9gWNgRgNB++IqWO0NyRJuM2MFaXt5hz1cfIwKjLlczJ+HBEfkAGsdbTbSNt4NDbowRHGkWhHmqHF/X5L8gPh1CKtwfSCdz2n9AaXQuZERxBnsMFwU/afpvsKY5R+57Jh7sXhozLZiJfExjQ0CP58IvmImRXjE81yJi0TRk8YLTS4/ZmoHl4EQ0erbzEeYppBhG7To3Ro2MPPrAJ/5Vq3hLrXlKvKmKmeKFdrpArEarnkHJPLWq5nWs2vQtG9ahnF8W31pJeSFJtyZq6UQuZS7hoxX+t9JT9cHUdqSvSmxHzmJl/0gIvhNP89XdmNazRrWevF8S23DVYZvSS810r1qld7mlC+l8u+KlU2qy277Mm5Kln3yDJ/1ZMv+94r+tliEJWyL2YDeSrvrGcFxehQB1aKflvP9NrHpW4m62o5+t+wJjvTpoztVZ01UwlLMRatc+YXXKqR8+HfM9982yOtoZl79tNbdjeB7X3i9nxP/HiDawzu1wa5+QH4E2ax+MUSzJ7Z/pr2fCY8vmdm5r0eUDF8FVoSFNqbSGzfo87DYDBmQzN/CekeRk+cj7h2yIbdMr5ub5B7w2BbhnYgnYSnF0jHgH7/RNsK281/IJ32+M5iTOQuGpLC2Rtm1/DS3eClwc2JNi4MA7RWuLENHS0fW8/Sn/ACszeMXjguggkJZsWkn7D2kbEV2BhaOXLzMhNby7DvScYT7A1GZib/BxpabvgdyW6YNobJCebpRPSJzWlDo5Zk93TSkqYDfpnYmwMbOdJ1D7TtPcPY05+22GZH2/6aYJ8Zm/9G27a44RZtHgn8E2Zx9G6HRJezMQ+eJgYMnvvhmRQDS2pZZsNLr8xOcPf/ym3/zLEVDgu05ozrJ9p5ZDiMaDoyDc+o70j+t+jLLSl+jfM9/bxFNfKc3pDcDn/zwJqf6jMuEWhasFbYNgPWWZ79HXPacrIGccLJTYxNRMKZfRzpbAe2I4SO8/sb5hTQX/8jYd5xfPkaWQK7F0Eag/ufQIJw/uhwQbidz0gKhCWxBIt/+4B2Dk5nUpiQJmGtspyUeFa0EfrG0hpPc3tEuoDZmLzdWdAkTDHTQzZ9h7FCKI4TzMIShO83HWqUaQ8pRkKzkIyHhxdMXHBuj9EbvGsY25FGwPoWnQfceUsTdhi/h7nJjpDWkBpH6zx2eE+SgA8HYlLYNEjrcEYyQ8XzCQmRjVloGuE4QHQdvk0sSWibDps6LI7GCM0QaPpAPGyI//X32OOG7U1EGpOzKpsOlQHxCfs+oBamt47UCKHZo0QGe8oRSJ2STIv5qcdEiz9tWGIEJ6gJdBGcWlJ3Zu5GRAbwGeTV/glLxGog0nMOvwe3R3fHHLnpzlnkvdn+sqNUlf0ITRSceUvqHP6dMt++kFSYzwGz2SD2HQ0dd0zcBNjOPd/4iPjAsGvY9AOb1HNjdngbOaaZIC3LZscChCM0EugZMRoY4wkNDcw9Mhm8t4QUuOMDPYZRFxYdOMeW4C1T6IlhT6tC3z/T9I/cbf/AhoBVxTSWbt+Da7nbW1ILsTXMS+SZAxZh6Q2pNTQsSPKchwPh1tMO95jGkXaBhZEwJg7fOr7ujnzVPXF6Vg4f75n3A149kw68xL/DKfRnJS0waYMLCXn2OBJ3+5FFlPNdypGmIgRrSW8apDO0viO0Pf32lqbrwDviNNPMgV2YadoTTXtmnoT4vCEFJbLgdoHh/ke61mFkgLDBj3saadj5G1yIHNMdSE/YJ6KJvD/+mtm/YTdaGg/nfYM3LYQDMv2JCPR+w6nred+2bH3DzYsl6APP+oYhGr7wka6L3NyOTNHzfOzws2H+uKCfYWT9bCMEoXhJk8P2RE4FkF6nbP5/DbnM0QgZ9M9ALEYQisd88oiOKB61OXGx6DNoi0lvgYv3lUpXBMJUlNWlhF/msvP/ValORTCrwPmVoUQGhJuiPDegZ+CEqkHSbi1bVSHaDD42x6wc4kmqVDqqbFyoCqkFswXuQb5H5QmkKVEjAUlXCZlNzFz7OERzREYWKHMC6xzdcEZVMeZLRFqSHFA5kRN1u9LVjpygOYPq2et7Rm1A6BC7R3VCU6m/ncme8g2yCnsdmEuC8ZxU/AQkVHc5asKcgTkLf0Iec1my533SXLbkEOQL5YLJ9TM9OZrjBBpXgfM6Ge9fulRORSku9StefZWvOVV6Ig1ZabA2R5JIKqCCB10yFKwGMQZxTfFCqpzImSpJTEMFDrTOm9WdG0xRKrQmhCy5JjQW5d6YLOSqQpoLRFG9MWvZUiIGsvEAM4GUcUiAb/I7Y6FaUIvirkAzkGr4MloiAsqUTddAVvaMyrkZpvJVrl8OYb4yKpQcD6SmfJZIB5splDS15MTiJTIHU+ZrATEkggQyDU8FKwqYZDMXMrHUvyZmNnXsS8j3GmlRI26q0qJr5E/+taJ9ed1g5pwPRDWvq6oPGYUmlEARYTX4yN+ec+vc02yKyfRKV8hmxXxWii6qRnZRclegtSQwLt/LVdkVlFMVTH2mGmlWxbaCWblsrcCg5uiLrCpWL/WiTOp10mT4cx6rq8K2arxQtUxJqTQjZu82VRIGAZKmnFI9CcmAlCTda9SEVnqlrEBqpS8p79OiVWvh91WNJbI+tyGthog65jVyqtTzqssv3V7vvyja69+LwlmBuuv+qKPxyvG7Xq94l3T9kJrockU5rr3lNXu/AL9Iyru+roHVOt+v63UduaCvuuK16nzV3tr3f+m6Ng9cQHa9akcxDUjxHF0pZK72mzqf1zpWEOMCJKyyQdm76zitdjClgDX1Pr3u+nKDXMpRvdSlzvHaXxVQX+nyirHu2sh5jfa8+p+1nlLKrHkuMshy1Y46CH+WE6rOIX3Vr2v55X2X+Ba56vfXd38yulc36Cf3/bWrUASuwFOb+2UFntKrOtefV2xupRUq60waKp1gPhO52vuKF78UWaDOjUQeQ63zo4KA4dJ/lQKzUhC9Wpya94MSpbc2/tWeq5d9+DqyQeo8zjQh184cudxinCgyRR7WCtIriCvtDPlMejXUxShfnQds4bCvRjNT2luRPJPl4BwhYrKRnxqRWs7fSq9Sc4cVoHFd/mIvc0AV1OexMJWm6doQUqJYiSVS1bHmoUiWShmzxuNoXJcwmrI8gskywiqHfT5YZ1BudcSp8GO75dzsoVnARuIhkk6J4Xymnw8ktyUNG2zT0shAwhYvSUNKhZ5GweIZ9AOaNgS/hSDEkKlSfXyDqqWZ32Gkob19j7YT031LcC1pXoingMcTNOCjx4tnOI1sDiO0Z+jOWCydd8Qm4YdIbD3zMOKSYTgLZm4xxzuS6Yh3OXddM3tsmkjNQjJScqJtsdMZ8c/0bqaxnhT+RFh+xOmGhq9IpiWZDRIs2BEfHcelI5qO4PYY62maQGM8rZsx0aOHBY1VpoyklxFNHvOrLdJZ2m2iHxbiY0M6WyZZmORA+voN+sUW/+0Af2hpnNJtFK89p9jh7BH0e5wROmOw1nFLA9ISu19hmsTmIcvZp+gIizLZM4tEbmP21FtOR8L5iY4zjoW0LKQpYOKIS0LqA2l7RmOAJ4OVgdbsSGkixI9I6+i2fR7f55tLBNdnXJddVrgYNC9n/roPmbo3VaekosdpjrrOkawlIqAY6sWEMqO71+dx3Y5iKtEIbZFnq1PIlWMd5Mhlk+t2yVvB63O9HG9aAHeR7JBRKWXFVp0375OvKDfrPqtCpm290tPrnlYlSClGzyJ7SY04q45lCpXm8nLUXmRfLXXL20fZj1KNurs6W8j1SmoKFlD0QI2ggqSSm45YurbuYfV8KFEkpjg9VRrAlZaqjGdNBJ7IY6yS8wgWQ/Qq/5Z9P3d/NUJ8vo4AoClwfvkX4nzGfPkO023Zf3/L7nTL/suJ3a8C8z9+iXn/lv7XLd1XDUkiUb/nvBiOL45o98S2oRnfszz+yLGf+bevntnT8X8OO0ThT/HEpDMv7Uw0AXYGY7a07muMf4t7+WfS8oL9jSB3PTEoKVncraF5Y9gOLfud8vR94sNHpTmc6eMTwzDw5vYfmE4NPw0Oq8p9MiwR/m22nJuGp4c7VBoepoU2zgy3Lf0g3MSGITW8tJ60iSzSY0LDeclGCE1KTAlpPmDaD6S2Q9jQhsjt04zd9Zi7gckpP7Z3xPSRcfxvqHbs2i8wtmPZGeZFaD4ciNNCdzTY0GM3t0QHL2PLPJ7Y6B/4gp/otv+ZZvMV7XmgO0R0e492X/Ls/p889f83YntHu/0HYkrM/f9Bu9yyd/8TEvawKDQjTfgBl0Zuth9QWfg+Ncyz5aXf4VzL3Zt/Yp/gsbnnw7zjXiZu+4X28Mzmp2cWeybcvZD870nL37Gc33B6/3u2krhpRpakPIV3pBbMwx7cLzPqd62AGnbtgHMdj+MD52VHtxlR5zk1E1NzYsvMjc50YsBsCGNPfC8s+0f47T/hH98xP9/QL/DuxWAelPhfEjEJh39saUbl6+cn2nkhnBJzcpy3XxBvNiD/RJpfkHbCOs8ybQhPHdoLQ29orKe5O+BaQ9s7kgohWTQERp9wYui6jtiB30SSV9JTwovwfd8RHWxuGxwBLx8xsmDfPGPtmf7lP+Dmex7tB8buQBRwoaOdNrSnHU3a0+oeGVvM0SFDxN4FtA2k7U8scWY5P5JSC7tfYZoWZwQTPeb5I2aZ2b5NuEY46R2x61gkMAt0ZP7/VhtaMWy6haHzHJ93HP79gfZ2ZvvmDKFDTkMZ25bkI+H9ROoj41cTqbUEZ7F2Zhj+iJhI0Aa8Yv5xwBwapmQJqhgiYgLbCNtgOcrI1H3ExW9w/h3JHNDNIzaZnHBYNpzD32MGpX33guiCnV+g7dF3v4Wm+ZtzrF5G4WZUem+Y5EtCt2PZHpjEM38nyFOgbXY0raU1ygMTtwF208B2mflm8iy95Ths6VLLjWzxjDzF7znS8G+bfXadGQ2OmY0+IwR+DB2LdOynO9y4YfGWJUbu0498wZkfuOFJB8bQsSyOsx84L7fsdabZPDIML+zvfqT1O9z5V2Acpt/gBoN+ecsigaflGR8i8IwRg+l3mM6yYcGmyGn7QmCB4RbTOuIusDQnxsfE/IPl1/cf+c3de/744R0/fvsrlreWpQsIN9j0Fdt04vb4J3xSRu1ofETee1yTuPvyTBgito2MKnz3tOWsDvuuxWwTdunx7UCzNWzaSDxGoploZtgExW1PNPYEY8u0GDCB6GbamwOb331HF1rk+Y4U7vCn32Bp2YcbTIDvwgPetAx3keiEb3/4HYdnw3+I33GjR863jtNDB98+w4cDvf+CYXzgp/uBbzcdXy0N90eD54Enfk2fnvnK/5HOLmzuR55mw/TSc56F009zpiD9G9fnGyGMK3hYATalzQpboaQRPYKOIJmK5+I9XoBMqUKPgoysCWgFJAnZkLDJylcVmq6FHo1ZKCIi+AIEZiqci5CTPdURSCU3hJiSbJgczaCaQXOMLSCjKe2oCnARqGTOpabMg3/h9G3JSrQvymL1cJmAxywc6QbFkajecyELR4acuJg+A7orMJK9O6rXh6abLDwZW/CoAiJXAESl4DhL7kftQbus2KY2c3qmJyAV4dRmg83qTVrAFYkgI9mbekEklvZBptaywEOpW4NGX8YhC3CiyzomFYjLY5LpAHRNkLgrbaw0AVeC6V+6VuqISiWkXMAqsmKgZQ5ZKWCG5qgG0xTZ1145YRpUs/KQPeZzW+QKxECXy7wTVmFda4RK5V4uidCzt80lUackze9WsmFESuTACmaz0i1d3ItKDo7Vg9KUdtpV+YAKcBZFqSofSVdlI0MqU65vVWZM/kdS9cSqHkQ1R0R+n6zeRtWr83p+lblZKHDkyjtTKpUaV22s3NJVUTH1/grO1lwfpUXVEyJ/ewG7SsTOSt8hpd15w8h3pwLUaFvaUWnPpPRhBYDaS30+5yo6WtbvpGBaF6BLilEgYz3XmiOfgF9cgZnFKLV6m5UtsYBaWt9L7cfaDl2/zz9ePPgSgKQrnFlfKVu6rvdqOCrl1yqsymT5kLyuUum5FXIuj6YSZVTzRmRAsM7MMr+TXNaPCGKqMa68I0Ix8VxeTJk3ZQ+5GCIuPsnVQLFG3VETX9dmFCCtGBJV9bp0Lp3MiqFd1+BVR1D70HB59KKgSt2Drsv+lPbnf/i6zJ0/+/2fKf4yo15/q8if+f76Fl2NRa+eU/LZWOfmOjkvE3Utd+2E2qnFkFu+y8eVWZ9/FXTxauLXVlx/J9c3U+f15Qu9vKPOiyr01Hn4uoALgLKOnFLNAZ8GO+X1K5d6viqvNvzns6j+fY1wfF2Fq+eve+Iy99aIE71+5pP1Ij8v5S9ftm42XKJCL4WvoH41TKwlvwaQLuCzcjEelP0+VVEyFJnkYkxe54dc1fgq39HFcFf2a8rZTmQ1Wqx1Kx7AdUxWI0otQnIdrujmKj2TFlkx711X+7Z88ln7d5VZ5dVwr8aONTJAqY4krDsWl3quKGV553VUD6k460B2PKh9VQ3zdd7WcavvrBXOMqleW/TW7yu1pL04M6R45X15nfvjspIuvXA9ZpcIlc+cdKV1MCbBRLCTsFmEIF32P35SGJUmZYednDpqwYjDhURInhgCTIqEe3RRdIyZv3rM/WOaM1iLbF3u3mBIyRIL57xMPSIWZwXTafbIHMBIzuRFbDDBYSTh2xnTjtjue4QdhgeCE8bWYkXp5wMSOsJ4T0odfld0gekJI0paOgRHamZUEpFA0oRLBhdb4l5JG0GXr3D+HqsPmDGCLCQJJE45RbhkJx7pQLZjBu9PP2DUouNbosC86dEUkNMZ9IwOd6i0iBFsIvOd+0QIAwt7TOvpneDaHdZtkD4gu0esNcjZ0uvCfRwxISfTdd3EcJNI0jC1+0w52S7QeIJ7yXKp3WCsYSORTgPm3JEWh7W32K3DtU84d2bZNKR+RpZEWmyey+MJnEOGDWIV6xQTLDIK6iDYBHaBm5cir3/OVaOF4dXiLtHmonVbuJyNeUrXfarsI2pRzAV0l0zPq9WoUYBxqV75RS6R1dGlrtm6frPRb3UWK/tWfqau/XD1rC1OKFd7yeqkko2cmpa8v1Q9ej0zDUhTZOPy97puq9xEpTksza66gSa05IgDXdU6TUUvXQGFKkNWGlEuZUta9Q4t9LvrnoZBqjFGr09zLXR2VeIs/Xd9YK79Vb+o+1E5PyRdjrRVxBUu9HG5fSKJ7BjHZR8sepHWs+czL7FC//UGVYMZNojpke2WqD1nP5KeRybzRLqLtFvPTb/wMn7keVSwA5s3X5LkSLATsU08ayKJ8MXYsVHFLN8TnHB+0zNZiDFTiMTp9yRtGMSAPfHszvh0wpwlG0FfZuSUMB+PWONJ9EzaMdsz4eYF4xfSSyRGh+/vUGC48QRRvu8GQrTo8w2dcfzaR0xK7BrFWcUeZ2RUzv2WxVp8W6QXBZ0kg422Z9MktibRNI62FebgOc0HlmT5U2iwXaDRH/EhcVxukGjZTn+PMYajazCiyBywHox7JHUTwXYEm1hEMvvvcKJvzpyZ+I6J0HiiC6R9RDeJqIkQIjHs4fyfkKHFygawJB3xvuHs58xh3is4wU8dqom0kB3rth3WORo/0vgTQVtGdSgtDTsanbCMmI2FX98ieoP5wxckNsTtB1qT2NiBNiaWZWLSAyf9DmmUm2bAfAZn+jrjFTZjxIaIo0Fa6G6ErUv0z5H20SMOegdmyT6FsywEOSBJMduEtspNdESx+FZxTgjRIGOCP2XmjP78ATMrp9FzXpT3cWBWg0xHaCZC2yHtG2w4Y46enQN7J0xJWXx1R1WIMzac8pi1iZ58Tqh0jO6BiGWOLSlFhANJEt0wkhzIUbKuqAMiHU064ORIlz7iLHTdkWgmfBOYNdGExGZpUU1EPUPn0a3HCVg1BGs47g3z0vL0cgfB0PkJFxbi95akyuxvQANPy4xLynxqSN6w84EuzQz9QuOyA+qyiUSTOJMIfSIKhBaWYAhRmVlwoWE4NBAM+mZD7BaWdiTaQEgzhoThS0xUwo+eNJ8YBjB9Qzx3LMFguhljAwsWiyHSYucdKj2LcTizozUdJkbCHIhxBPOMLAnzfcrGdHuHzg79dgb7+dTUqobFb5DU8sLELInFD2h6i6XDthDb3H4vJ4KcOd3c0oYH4nwinAO6dWgSgoyM2w/oBN2HhrgImzc/kmwkuiO+h3B/i8Fg7sDZSP/xJzob2L9dMLeO4eGOefdACAvJH7FxQze3NOHELpwQDEubZZI2OIxvsJNBOo+9eQIjxCdLioIbN5ig3PcJ0yoHE4kpMr8oxirWRfqdp3dHOgXxO7ZTx8iZuT0SovDt+Y4XHG5/JLYtJkBaPNPBYwblYBo8C7fhiIsTlh9JKE9xR5wt7mPDEA293KLGsP/uRNuMNGeLYWY5JF5SwhwMZhaME0wr2IcbeHfPMjueRi1nbiRqRxh/jUTDFBqShVn/O4Jj0g6HxZozamYWAoEGN0AfLOIXUvKoNWActvXYIRBujvhdg86J4ccNznmie2boAt9sAjs8URO+VxZNJFG2PQxe+OZsCrb/16/PNkKorTyKp/K5L8rNxyKUjWRhS0rQQg6nVu0g9qs8hJ1QdyweFxkklmjI4Pd9EaoOgGYORwzEAlDZc37XSq9SG1jDY+/yO232hsCMVB57UQ/J53BWAyIu7+qpJBVOXZZVrCBrUuiIpKm0d0sG1YvxRSiKuC1K4Qk4QBpQbsm0HUL2yPdZTrJVaNqAQCrAgMQaDhuyspgeyFEOmQpqBeTFZEGwYgkyZqOQAqlBU/FeT0c0PiO2w5gdSkPSXfHuK8nAK6AopyywFaOL6BbBgXRFQd0BjpQ+onpGNGJKUkPViGhJOJ0UDUo2Qp1BOjBtGYc7sif9qcyVkoPgr1ySsgKtJmaPlpqUO13lN0iShXUBYh5fbJvHVclzofYrFqUvWHkWeLPCItmzHkVLLgtcATqSK4LvjIoioRoeQKlRKCZTF9ilpCVpC6i/oGrLnFHEpNLknAsiG+8Mhm0WmmsyyVRAeZNzdwhl/iUpXr4lciBl+gWp3oky5fmQGkgdagR12cNIYqUry4YuNSU5XOyKvD/mOtIBJnt0qSJ2AlMhaclzMjaXKPXr6BQDkPJ4pczPmhWXusWY1ziaKQaFmqC6cJSLydRsObohc5VnZcHlNauKEEpfFg9VHUqfz6WfSvK+Sg8T+786115dqz53DeFeKV9UcFqyYmiu0Mkr5ffaMLBSYGCoND7XhPkX0Cr3YZ7fBVqtHs8rcFVp0XJ0jtTNYAXrlOqlr6tBqwKiFYiECt6tOGIFl8rfKhAtlCYmyJEOEUzhC4bVOCOVvkbtilsJ1QghFzxNKeMdrno2r+fscVcjIip4oGuvpwIUSKrGiBIZUimpyv2JCgaW0tfhuToQ//+s/VeTJEmS5wn+WIACM3MQHiBBVRbo7pnp3qGhudvb+/4vR3dH+zI0O3u7O6i7qrIqMwM6MqBARPgeRERN3TOzKnLvlCjC3c1URQWwsDD8s9T3nmFfnnCkJ5ktC8OlQg898T0Ji8Fw7az4RddZk+dMUU/p7rxAcIZy0NUYnxr56xwI5/uedpozH15eVfuQx7G0t3ay1LELBfLhWftyNjs8ndkfWXtLNkS9a7H6rL4s92sdjz5t4fk6LM4HWf5lki5zWF+xzGndFus9vLr0p8a+Nvb+1Dm2WiN4Osd6/v7sAMl0fYYG4fz8k+Z/7n1/66pnikLBBq+46FIM0dkwX/nqmd6k1PpYsu0UkJSj7kvfVUstHhSpGRAV6miZV1O+Lw6BBds7G5EWKpLC8wkscBqLcag4L009M8jvStNqD0KFU1FzPsfzfi51l/iJtZan9JFJTvI5tYJ1WRwQqfRLbX52wa2v61MNmjWDAM6ZC5CjfyUHWRReqHWdynilYq0vz2Zc+YV6lrmtZ2w1tlXn6WowRrPMoOFs0FRTnj3vhYWu6y1L1kXZT8ve+rxLFfYJiML2IGzUMMw9ITjshwG7n0nXLboNiI1IO2JK+rqOR8LxAZkuYfwqZ+qZkTQlwm3ANODePIJ3yOYFgiUdhRQsAYNRQ3vcYcaEWEhJMS6h25STUZPFnTYw9znasd/jm0dM/wHhS6y+IDnh0Hr6mLg53JLCjsfjhtn2HK47RCO7Tx8wIZHMG7AW7e9QMxHiRExKH7e46Bl3ML8yyP4L3PES95hw+8jMA3BPTDBFITU2Q0V0EXv5iB3ucXd/xEwXpNM/EJuO/W8iao5sjv8RoyfihUdtorEjNirsR9IQmblglDd0rdD0DXQ9+B6zPWFevMWMDXbfsUl7LtJ7QhOYmHEGdrtPjL7lvn9DipamVdSNzP6fERL4f41JPVcxZKP444Z0bGle/Bp7cY25/AGzuWMyiSgn5GSJ4mE6IMcH5OoKubjAuohvB3RyOLHMRhhcAKu43f6XkBsVInjRv1Ldv7LiXTUHsAZRVAGn8qySzbTQuitBW2WfxBLYVt6VilNQJBQe21AdGaqCmFT4Ypfl9SKHi5B5lCYkFn4hCcShxpcua0EaSkVndpkvpQznKr7yuDIMU2HyymcSs85YYVHLOPKxm/d6zTQRLcFJOi17PIuJ1Wn9tIi0VEFo4d6lxowp9XBiJC11FnJNjgzfCTXjWUsGxzn7HM75mZRzilzgut6fJ46clV0DrAriwep8zW1UuNZAhssNiIz5HJBSGzAWp7Vk/eezac0ZNt9cYrsNcrxApo7pcEmQDffDex7f70l+Rl/d0l6946b/wP6w4f5uy+7VjuuvfoPylph+4GFMfNcmtifh9x97mvGIufsXwsby8Ku/Z+gNZrrFBUf48H/Dzy+4vvoz3t/x4O+Z9IHmfsR8cpjjjI4Jyx3+cSbuvuZw8YLBPTLffMR8hPS9ME+eYfMa40d2L9/y4OAP3QVMDS/GV2wSfDU80LiI77Ix8fbjxDQr919coZsbhm5G20RKJ9Jhok8t1u3YdJFNG9g0DbvGcj8PpOHIkR1vZYclsNFv0WnD/PhrunjD9XyN9ZHbbUAE+tOEnyPWvyW6PaPviTYySSSibHYHvB25N3sOcmQbRjZhxl0F0jYSbgPj28g83MDhf8JsZjxH1M7EZk+ahMfhSDKWcJUQK0yHjjCTTRRRYdfj2pbu7bc0hz2DecFRNqh0dHKNDx9x8RG5uURvXsA/b7H/n0vi64+E333Ltj/w5kqJJ+XwfuDAAw/+D3gbeNla/OeTG6LK1T7ix8ikLbF3bH9tsDeJ7X+Yad5ObL1FnOE4wWmGiYFZT5jGYa48W1FexpaI49QrSWCOAnuD+eeEkZlNeg8hcb+/YJo9f5kvGMRwffxEIzPTzZdo95rrT3v6w8T15Z6L6xP7WzjeJ25JPGpCOWHNPZOdOPYDThN9UkZ7ya27ylj7poc04TghZmKzG1EH02OPzh7iDUYtXfiehjva3QbXzmx3I9LPfIiBuxS5CnAxdgwaOXJPfKnEXyXavaN71zA75dON5bT3fJiv8ePMm/AOiUp436I4Dv0NyRnm8R47BeTOIwO8eJhx8wl90cJWOPjIcOmYZsMchGbjaS9BZyGMhlNK3OuJzZhwn7pc7/NXPdGdGLpPBA2E4QjqmPX3yCzIH/53zGmP+3dH/JUlfrhhOLZYu8eYkaPZkaRFUo89euZ2y9R6nN3R25YwnhhP90QGxLxHjhH7PoK/Il3/NrPID/esMEv/5qUqTOMlUVo+tUeO9gHGLczXOJnwXeCxV059JJl7orxD7Ia0fcl8coz7kdY07IJB2z3x8j/j447d+3+D7WeuXn3L1A0M7SOp6Zk3/3es2WCu3+E5sv3+O7anA7/+1cjOt/yle829+5p5+BfSeIeLns1J6NIjXXzgzl3yrrtG5Qo3f4kfR+zhEesm7M1HdBTCH1vi2OEffkVrHV9+NSIuchj2jCFy/JihybubGb8b2fhbWj1yOQrm4DiaB8b+I3N8wX99+AIvJ5oX90TXI8GQHkZOf5mIu4ixHdYFXvk7bLzHyn9hwPM+/A+k0PKbP3T0k2f75UtMa/j6X75lE+443UxMnef0yXK/N2wPHe3QYF4Y5EpwX71EfveG08c9b7+/pSVxwUzUDdPDb4kaSeGE6gND+g+otBz13+PpcOYBMfDIyISn2QWMs8jpRJznUreswXd72u2Bu68c+y+U9H8kLv50gX/xgTYOR6oAAQAASURBVPn1e7b9R/7hi+9Ru2F2L1BVJEQScLVJ9Efh798Zms8oefP5NSG0Ci4l8rtgykqFNqrRjymSsSE1K2iayHUVQkkXL0JFVbwVFsgaycZQtERel3TQBf8SD5JTgxehsSqyJVpN17UaEFiK9ZEjWWrEfNQCWZNAanFrBR2yAaYWDJMM3SPUe4Ra3+Csu5UIvRIRngtzUYygCfDZgCpFWNJjVkJLId0FU5vq0LAsqcQlWh2ykpojdOIitD3BNtUZiXOO9LBzEVjhDNlUHAZIiUAvAjCsmJNBZVVMTQtMEEWJJ64MOMX4mXyJ+K99r9HwpQDmUpC6rk33GYrF2eBMwWVe/BZSDMFiOOO7lyhHzQaOqj9kJSMbArTUY1jGhpwNF1Dmh0JjOR07t1dqRcg5BVpkLr+bkvVQsUq1yLFFiVkwscs6LYOoW69kFpms5FeDqFQc5xppJVIMECtDZBXVhTL+tgjX9VEt+6tCZIxUSJ+zYazOgbIYhtf+vVpEb6XEra+zSbCYRnTVP6mKDtSo8lyMvRrDyGuzKHsmG32qA0ht2XOwhGUZWTLh8/xLMVaR947kzIecxl7xZX+JpFdGtWQ0yDIheS+topYlH9T1mWrQXpt9n9g2tShtxaiUHQPVsFfHtF7ftMz7Srcqa1r5pCzDW6BCTDVG532aowBzu5XXZFuaPH33miaoBt9zJFtusjg2kp5HWXjv2T4lGLGICKY4m2w19idQcmFrpToR1rUeSpuqS5fqKOofq+QQFodqNTLXKV54xUolXTTb+vzCwJ9e64/l2QfPojLPEfM/0c7/D5cu/68Mic/v+BEPXRsE/tq1ENuzR3/MlFcsl5+Cdvpr+RbnZ/XJZ/L8Hn3+hK5ovuzDBf5i9d2zlqrhaO3frpGaC20u65XbXo9IVr+d4ZfqHihni8iPkp9+YsTLO55kNeTJeEZD6x4+/fzHL1kT5fOZ/GtXna0CYbEabd3j54mrE3Tei4oWx76wwEEutFZ47pJdUc+rZ30u9b2yw+OcYbRiPuXHCoKtGsClyFv1rbpuWbLB68l8rNsvZ80ypuIMX3hGuVELVGHFutPMLXW9dpTxL22tmV4tJl2tgSujIqtOL2eRohLP8tt6nxdj4ZJRVDdJlVVkLu1Up8XzrJPntCGridPzOJ9kmKTy1JrfVNpdn4W/kM8psM/ncGxzgNA4nAiz0ugMNiKuQXy7DMUqeI3E0ZLuN4heYHkBZsRsJtQlTscBaxzdeI1JLpfskJTRQWPE8ojBMM8NBEOaDeoFIw5xLW7ymJRwKWF5RDdC2F6iJpDsjE49OsyMmuGanCrjvEXpiRegNuKbPSYmrIkYI0QvJGMgBDSNoAeEwOCVmR5Jgjk2xFFIIZBamBtgDsh0yqGUskE6g7kMSJOwJ2C0xNSSTItuDMmBHROqlsRvUJkJD9lAbK5nUpOYmx7VDakYvsVmaId4OJHmCT1NpHnEaCK6DHFmuCHaiUkf0dEwfWwIk8vxLSkwzQNiA6SrTMUHIES026K+g90IbiT5E4ZtRhyzlmCUyUSiDthpwsQBYw6ktCGNPXF+YJ7eQVQ09qTkMY8DOJNj3X6B+PajdLa10aVu2Sr3rPfKsjdSCayqe1pRss4otfZaaV9TPo/Ocs+6zXKfVPnILvJKvt0sJ6cUXfCczSRko3rdo6BLJEiVh3NNtrOjthrjYZ0Zpgsk1PpQzHpMzRxdaq+Jfdp/Yj6dFmjF4rSu9yx14KozGxZdVSs3qXzkPJ7KlvP4SyaZatbPtJ6HaZnXLAdUfp3HuQQCLXoVZfxm4Z8L7FzRv7TMew54VGQp1L3OgPgFQSQqxOOWNCeGBwjDiPn0gOwHuq8Vc90zG2GWyEN8SXN7w3hs6MrGPx7/jI0f8eM9jj1bM+PMzL3ONCip6Tk1hsEL0Qo3wdPMFsyBycLh+B4nDzTjyGUEpxNiZowPCBEXZ9whMKSJUxiR3nJ9+QIJEdkH4oVwuL6nsYYLf00jcClCRBH3kRSyvy0EQ7IZFrlzSiOBu6NjHC22H/F+otcHWj1wFOVoIl2yNHOG03uYNxxPlvAAptmy3ewwEnACRIfTPV5Mxpw3MD3cA0rQhLHQbbe04vho7ph0z8hXJHb4aDDqMWZHI5k3heaWvVX2STDjAXP4MykdsPYjVlrMdInxJ/CPkAJu3KMKUT+BzGgKOdDKXaH+gvnUo5Mh2p60Vdq4odUe9IAPPyDjkdNsMbeCHUCnEf/qFvEz5tMOt20ZXERTwG4HWom88D1OA+2UcL/kOBUhbTqiV6YLT+gMOoK9jfhZaK1FRoc8ZLSFGSVZEK+kRggNNFNHfHhDGBqm6QFjHW3fIrac/CnBcEJTJPZCah2dBauWNiT80eBbgaiYQQkhcppy9tPh/prT+w53ZXh5nevWiPbYweFnIUzC+9kh0tGmCVcgc6MJDG2GJr7cJ4woYYIUBCsRKwmdhRgto47Mp0dIkTYkdnOLxA12jBxtYpg8x8mggyUNnhiE2VrCDO79gW4I3OiINdDZC6wItnGoGmxMhd/1RJOY9EhKM6F1OL/B2A6jLaZr6LcePgrpIPiNp+0s6g3pApwmLjRkq6g5ocETDwJu5tIJSS3HU0/EEmNGMthce9xFT4w79ODp3BbZOeYUM4Sddggts50IdiD5PdoIOnn04DFhopWByAnVmWg6Ts0rjGtxZgSjmFqn7bPpTUluD+bEFO8Z55mL045majglw1EFh+HK9hzillPc5fmS7wluJHaByVkOPiI4zPE1bXD4qwemdkbthEqEkAvPj92MNSPpsEfjiXssJ79B4o5eDXeXG07bwHxqkHSB2kSYHjDW0Ltr1G8wTZsDmcSRaJm2DepPhH1gngWTGpx4tA+IU+4tOUMCh4hh5w0exQwtZlLSqWc0HcehIanF7Vr8dkN63BH2OyabGO0R1YAfDxgH/rVHvbKPMzaN9MFhQov3O4L1tOMOpEc2LbSOrRh8hK51NF1LahTjZtJ2A66D3hJmYewN2goyHzGf3mFPgRsTcJro1GCjouOpnPl7YMKOl1jrwWWI0DvbM6vhcC9EmZH5e7wG7Ah2FKTb5sIzbURng8QNZt/RCXCViFv42E64xtO4hhBmhuMjJkETDUkNc/RYhcEp8TPo7fPhmGpR4VLwGIaiHFaYFAVmNI5k4/OWnDUwgZzAnlBzADo07YAsdGTht81tmfssfsRigDZjFvIsRbi5IWMRV2PDiQp7IzVVVKaVliooLUt0CSZ/n4CpZm7k9F0xIxnG45EsPF0VhbQa7jNucHZcSI7UV0MyqaTploK5JkMcAQXuKZEhd2w2YusE8Ta3nUq9A2PyHMYOUYualUCplLZBabJh1p4yNmZMWXDPLwMdIDwgdgY3g/psiMZh6FGmEgUvkDIMkNSiZVXoNQULVR6zkhyFXKNeUOnyGq+yUFRdcWi0iOmBY3ZIMCF6XAyPiJS2PXBBheX5eXqrjq2Ck1wKnS3oxWLQ6qhIkOuOZHgwiWMWf42gNECb+5RmMsTQIa/PAgVRFfm59NOV9ppCQzVNuSfX4jjkddQ+wxOVLJuMZxpzFJPNjjKpjH8FN5MjqzZZ2TG3mf5cn2kkFceODiVzpdCtMdkhJtnoI6k4ZypkhHpUG3TBgNUSNJ+N8siM2CnL8aEWfpeyrh4kIuaESERDziySUtCNUObIxnOhGSX3dzF4ZOUjFx5kMdblr6U4ABW12aBkSj0NLXBLi3PFVKdEkyNYJePVSsXLNmW/iOZ71OR9gKDq816JXc4sMYdCTO3KuPK3rxwEn41u51h8OBumqtNRznYusoJZjf+qOeormTKyqrhqUVpLNGoqe6k6fs4wAFW5Otd3WIxEypkfy8qoqMVQpRk+oKb6Z+dIiULDlKwDOeu7FZ89d5Dq7FI9G/ir4m5SUUI1C095bIKabLg1hgwJIR4xBuszv147aFIKpBqtnEL2vmNYwzBByvUioNSZWGc/sPT1KURTnZtywzLp6elzlXctxuVqAD7TSMZHXtFEWYtMEyxrs/SjRvT9Ajp7fj2xY6ze/FNtPss/eHL380+etlAtOlXZXhs/13euWyqGhOcfUT9ePScsWTw86ePakFkbqMaPJbXqyXOFkTzpzhlOqbZRIuwpOQXVqV/6u0AerqLCZTUmWdUPkCfnmikfJ2qgwALbVMddn5NYO7eaovKWar9ZHnw2twKL4Xv5XH7i97VneL0An2GhW4xQq0CDNSTQ4lgu62FqQEEZl0TO2VaO7CjIEJUqxaBTgjueGoVKm6IlI1Vzlt7iyCjfk4qcoksbYmyRFyI5sKQ4QxcoyvMcaM0EqBlcNSOsGOpyfTDQWjuMGjCwMmzVTLIaNV2vujSiZa6b0paeu6AUWaG8k1xv6jznKxpffsYytsRScFoqoVTjWsmQqIEJpkI/jegCUUiRPVZzvvD18ucqs0gkQeryGWnmfL5yhpvUCvW0ZPhVblf2y3p/fs4VFfl0RENien0BneN4uGMeDpmdtoJrvsI2LxFpITQ43tPzPWHvCD/02PYV5uJr8PeYmzvmIfA4PmDDDnP6AjsZvLnPcs+Qa495e4cBHoeXhNShFx6cwdgO8Z5+gnaGNr2j10/oi0vG33wBkxKGRHgwTIeBk5kZZYAEh+EG2pbpjSB2YpP2mEnx1oB65i7L7nKakHgE+xZjTuy7xLy94mq+YHPbM0UY00i6tqRrS/84srl7QOZrGHtkF5EvBvwE23vDPDvu4wXqttjLHHjjH2c0WqL8X1EjTO/+Czo9kLoB2wZM/yW+2aG6w6jFmIQwoR9H5tOMWEWc5gzeNiL2AvxXxHQgzIb5aJGHLZrAhoCmmcN8i4oQb7/E4vHThMhMuHiB9gaR/4rMD7jxDSZs81ZzntFGBpuQeIs5vsfZQONmUromHC6I+okU/hvYS/D/GgL4wyM0khVi9wtktyVrqRjQNUMzSi2EbLL8XJPBZDm3qzF+JgcG2cWQvmRgPXNuapErxBbJbJF3s9yU62bBYvQXAc3Zy1kOEyQpQq7VBykbZUioTlmO0xJUZIoRXccsh5UMfw1lj9o+y21FLtMKVUs4ZzIoIA0ibR5bkTOlyEFZzyzjIuV3CYUPW4iOmpFelOjMx7TWvTOZBy/wVkIODMo1FfP81cw3S66zl7PNa2bc2vGf57rCZhUntHrOjibN7Wo9m0oQXzJgsiF+CXyk6OhqqbUaVQ9Fzi39/yV8DdBkCLcviCr88OE9p+OJy+/39EfB/b7D/faaYT5yiAPph7/j4d1vaRJcqjIcT9x9/I/0454Xjx/pNg/cvD4yGM/3OuJFedNfMm4N+9ZinfD10NFPwvfmA0d3y3T7z9jpnivpuDaWY3ti9FNO5G+hPUTax8Tj48CdPXDzu4Y3f/drhnZgz55wIRy++p4d19ykv2cbhS+OJybZs/f/TCQxnb4kpS3BXGPE86bLEDefPjYcRsfLX92zbY5s9S1t/Mh7OXDrrrlMl/TDJQ/Jc5deMN+NTD80NFeXvPr6FckGZtdi4ojTD4hpCLsviDPsf7gj6oS5OeBbx99dvKS18OHxP3IKj4z6awJf4uYOo0esHeiNki5npou/8Dhf8DBdcXG85ebje1J3xF884M1XuNPvCXGPtu8wcaI7foQxwPd/IulMagzaNMjXf4c2PePtnjDP9K+vcJcbro4XdFNDnz4yDH/h09FyN1jiB0Fnxbx6pP/dAT7u4E9viJfwYAKuH9m82LO1ia2/RsaA/8sRwi+gOWOI11vAcLoyTA3wOGM/zHQDbL0jHVv01KBbw7hxmCazhtAEhs2EHy6Z375iCg+cxm/p+p5t+ytMsZ/FGBkPe5JMzC8HkrVcHI8QPM1xiz02tCrYVjmMgTHM3JvEPsLx7dcMf/gNb/7xB379u+85TI6H4zWcJvS+5SSet27HBZHfxxPJDKg5MDjYb8BGwxfvIy4pp5h5pOtGnICOhnDyDPcHEiObk6HfGtx4ydX0krkb+dSNjIMwPArSbDCPlwRVJpdoB7j8b4ENAzdyh5geY/8VaANOiTHiH++Js8LVDdEZ7vWOUR/pdy3ebWjSDpdaLi97Nm8a5E5Jn5TeGnYvLONF4HQjdBK4NgfiODE9KOHBM3ya6V3ia5f5zaeHjjEabpnBKbtfb2iajsP7LwiHnt1ruOqU25PlOE/I3COxZfD3HJpHXD9i+wfiQdB3gvVC10NIj2gaCeaG4/bf48zEpf0TxswYP/8y7VQiqf2A2sDp/j3HceCLx0uuxo7/Zi95Zzf8jg1f2i1vp8jxBFFOTOZ/IzQdwe+YveHQT8ihg7f/QK8H3Fd/IvqJ1OTzRWePWs9hM2Blxnz7CT0deSs74mbHD4/f4MIF5te3mFcnvPa41hMPd0zH99jtl1x0X3PZOr7qPPfi+UE6QgNHD2Pac/cpYYOySR5jhXQ9kazwvXPZ3S0d3igvO2VLYvq4IwwNR6440vHQ9Jy846uXO17+2pD+fEOYXrJ3gUd/y+Y0cLU/0O32XHy953Ew/OmTxSThInZYgaZ9iUjDdn+DMT3m2mFEuBkNKSZ2Vx2+2WDskWgC8nKDl5dMOjHqTJhhDMo83BH+9B3edfzGb3PGVnLEOTFP96iZUfsAxuL1S3xjMDcngkR+mG84zg3T9yeIIy8v/3c6+4A/fIE9XGDaN0j7Ct06kukw8xb3oac3hu4L5bte+OPmxLYXXnjDcJq5e/uIxBYXX2Cdp91uUVXumxHv/rZT//OdEM8ixxfj1BKF1QFdCRCrxt2YsTQpn0lXhIBSY0F8NrrXTIjlX8HNL/ieuSioKUpezIxjUaL1jJpBFUQmzkJPMWjJGvc+K9lKzILnorQKuZC2lChsXRTurOgaFsOtOgRbhMqsTFaD6dnYshZsslCXoUYuiiDliyxVhMQ6hpwDyzpdOBvfCw5oMcpLcpBKvQ2p9TFKsW7NWQxKcZpU40DB6K9RkajjaajRCDKBnso6maJQt9ngTla4zpjFpUA2EeGQ3yeGBaaqrhlypguZzhryz11L7Yn6d46gzIbVSnPVSEKZr5qZUaJl1vUKtGLnr9cmR81oNaqY6vhJVHigc0R8xl5bipcp1MLM2blQaA9hgYiqgnnp/9lIUeKGRNDU5fdUGKZQ6EfqHnBZaalZIfXdWtau0FZe4/Xn2bgii5PLofQsRt5SqyJnHFVBvdawyFGhi9GmOlDWtL3QaTz3aTFirOheiqOkKA3mWdSm1HTtBcudhcYphTbPzqL6XGVsFkmVL9SHiwK1inT9RQdvnoX6y0Knel41fiobZZ3/sOANr2ZCCynVO6gGt/IeLVYjWUV6Z7t/Vb7MMuXrN533SKbnc4r8MpjVBMh6SE/6fzY2FaOVPEmKp0aoKTH3pdC1LONdG5LLu8QsGRGCQEpEUzOJCn9donHPM7+4fQQqjE51UJwdQmeoqsX4+3OZDc/GuCiw+ldoY7m1tl3+k7T8qk9C4vXJj//z108pw5WSah9+oqM/eu9T+uTZX2cKXVPp+uf6AX0aYPqkG8/esybHJRryx31YA21JcaY+8S882YOrX55078wLapvnbtQRnufrR7D5q+6LnP94ShN5Ay3w2uvHyqY+w+LUYa8af05Hzy9d/1zP5XPK/DlK/RyCq2fQ6v5lryhnJ8izSaEapOq8lnN9gSE6yyYsvMicf6fIcpz3sSwOn3Of8tBXjGoJ3qj9rGPw5blzNsH5X32O4tBg4VF14SpY2/mcYMXj67klT/oii5OstlWcpU+yR9bzeY4OfkLDnAMG8vwpVMi3p6mHrPlhHt75/DxzxyqLnHdXdTo/5Vec210g5lavo4y9OkDyAXDmxAufX9//+aHpAvhZYBKGYIjJkhrIhWlXS30C24JpgWQYkyPaBrdtkSai3VuMOeKGGQmJtrUY16LhimgFbR9BlKQnSJEkHsUijWJSwMwWOQjSdBkWNRyZ08gUIiZE0iHiPiU0OTT1aEgkCdhg2N5bfGgQ3YA63JQjdBs8JoFpDViD6iMahMBEFMVpk4N4fIeRBp2UME+klNAUMVuHVYf1YC4usdHRzEdSA2kQZBDYA9pg5BWIx3IENdlYEg2GAFHw1kLjsb7BuLxXkvGonVETSSYSxaApF6BN0RDmTPPiIro45kyuGTFZ5sMG1UQyJxBP2+6gZDeKgk054zicLCl40C1iEpM1RCJmnpDTCDLjJOJmi7MbjHisNsR4iU4HSEoKr1C3IXmHkUhDDoDSQ5VfP/eqfKNA5nKu1aCVrheIoCLPFZ1Cyc7WRRIq9c0Wh395TiqU6CqKf5Hh6rNVF0E4y6t571dndv0v8781n6vjUKq+cBZxwypLzy1tnHXj/NxSzwpTROfCkyvPFlgQB/TsYgQWXlDri5310eKMXhwXlU/We2pfWN6ddeWsR5498XXTr/h3GYdIdggvsJZLZoT+WBYosEzruRUpR9RS++i8IuuzMlNCDcZaf/cLBLikmIcZZrCzwRqPu7G4K8F30MQZf1TcyaJjYpYc/ZtkYpaIzorGQJADMczEh440GTQ9Em3ieHEi9J6NOuzsGQZHmoTUtogDs+uQMDOcNszRYtxA1wSUS3JdypHZzqR0gaaLrFINZNgQCzE6wn7DbHqO1hNF0a1kP/scMGPCTxNOLck+oMZzT0JUCBcRs1VmEzlNEYJhjg1qenq3RU+O/RCJfqZpRlQCUzDEmBg5YpOhm3ZYgb47EeTEgyqBxNgkUMPGNXjrCSnT1DR8QZhe0JoNGzG41KEqWN0iciIGR5gd7d5xsTdsJ0u3tUx+w2Qds9kymJmRQJqAqAxdzqyb2h0pQYw9xjguB7BxgOae0IwZNilaAjOTSQwoAxbpPL13mIMhhIhxBtN2aGegH1BnsFPO/gnSIG3AXp8gGeLpJcw/q4H86FKB2GdSn4E5CH722FlJ3jJvU3ayG0/vI1cyMw8wDYppoRkFf4pYN2B9xOxacI6QAmIM2nk0btDTK5QJbRLJQTQmGzpNxIaQefMcMZqwkmC2xATGKM3FxEzk7hGmWZmnLEM0u4aoBk/ANoHUTDlgaGpxCTYmZ4WerEdECKkhqSeNjqQwmx20nlPMUIv4YjKZsq0iSSLYHJxhokNkxDSPuFHgqLgUMbpFrMW2QwmQu0PVM4VNltq6LFvJNCKzpeMC51p22wbfWkyFk2sz/v1sZ0I3E0sJ0jhBvM+Bv0OMUAJnTYQ2Wrxawn5DspGwHUkS6UwAm5iaSLRKshNizaJRmyPYo8FtwG0iPjX40w5jwLpEUsvoDNYrySdm7dD0FU4u2A2PQMhAFsZgcYuM+HkEBwwBkYCZG2w0DM5gJCHHRH+MzKeZ20kYB8GeOoyfMF6RFNB4wiRDi2CHRDsPWDORBKJaOPSoGIJswDd0wRST4haaBhOu0djRJIebIvtZmGbDRXD0QbDa0Zcs1MkeCGnDNHYcxTCj2GhJsUF0ppEWawOtGzESsX4iiUPDK4JaTmFmUiWlgSSB0WTeGRVEHM4NNG6EOBMHiPpIbEasHOmToWkFaQzRNRxjxzRZzKHB20S/O+FE8PoCcKQYESZMJ6gz7PsTs0Y6SfggmPkaVcvGXNBLy+iOzGbPnCxzsEwhESdDZy395FBJRBsxMWHCgLGp2Fw8dr7CiOGoWf6bJZHsRL97xKYh51LPjjTNzNOR6fiRUSLJHZmuAjKf2ISAZY+GPVYCDVuMtsTk8XPD6/0GNQ2xu8A6pXMnrIk89PMTFISfuz6/JgQlKmIRiopyYuYsRskb0C3YTyBHKvxLlh8MmB7Mlsz9T4hsgC25roQjF8vNhXUxHUIqkDeA5JRiJWSBJjYs2OOkJZoxY2E2kI6Q9jkqyZRo7ZRAs9MDMTnNRWORnSpCqEW5yX0gkA34I+iMmgsQh1miNjtyJP6BDL+UhW2Sg5QjslWbkg1RhEmZQDs0/RpEsXYEDWja53GaLD4SCkalARWDKWE7OVI9oLoFbSEKElvUCmqHEtF+AyiSEjCgPILGnOptFTFt/judyAbm7BjCbLLgZm7zWsRcE0PlQI7+f5nXq0aTmLMTQsUiPIDcgjao9kXv7hACSXJqHtIXzvYIf4MZ5rkv64YgmrNJsq0z4ygvRX6r0Vo0R+pEn2lK8wbNsAdQ8VizkT2nAmtKEIb8bFOxVAuMlMmF/ogJUigKXZ1bAQkoIRvCo2PB3q/RUWoW50SGMYtQC7ubmAXsdF0GnDMbZCo075tMv+LJ2P8HSBNKjiTNsBYO1ZDpr6YhYwudmzIGt2Ta5MLcCYlTFvJtKSQnI0gq+9Bh2JQ5KvizS8ZRLEby6tyJOXOCgmutDaobFmOJ5FoYmU+kMjvVqVcserEYbUyJpg82z5mdwVc1p2SDIHk/puxgFDJOabbFJNTUIp+uvKc6Z37KqPfzlFfi8nO2jSxJ83kuSpbA2Yhb/z9bN7Ndq/ystrmqr9UEoEUxrc5Ae4YJKM0tUENUQ7g567xFWc7F0Ffvl0LnK5ve4r+pOOq1RkUx6q8VYqqxMVvzSuSsoRayz/pAdWSWkaucg81qQfES9WaMx4hgjBahLOXDcJ6zgFaiApVcbK4giOWxi+b9mUpf0znKLtv8qgEw/5eK4ip1FVb2wczmaxRyxbNf3YNynrQaRQg1E0WXFP/qjJdzH56Q1nriP+c606b+1ed06VMxjxZDhDxrptLg2iByHsdTvrsyClDHYnj+aP3uecaD6tlAw5O214aIanxf0Vl62hct/TvTXVna6nDWNYRDWcwnc1HnAyRJ2Xtm1TOl4uvXyNJqI6/PZz/peT6yrbZkdWmOil14VoWnKY4wKRB9ZzfDah4qPenzCT3fcZ6d9fyt6UrOwRw/Euo+R6kojoBUmUc1OBZHe4FTXJyry/xWvl72uhrQpvQ6Fx4VqTWz8oQqtXZYdSyVzNlUz6Ozo3UJVFEtWX4mn4tUSM+1sT6fhWcaL7SxwG4UoxQl40oln4NAznBUKDCNut7flSnX2ggLYZSggVT76QrfrPxhHXBS+lKjg1HQjC9eYT4rH4csm4jazOxsOT8rrUsqZ0axpmnd7TUzomZl1r/XRtpyppQaGFLhUioN1QCF4nSqUi/S5OCUlGtV5fpK9Vyq9Ec+g+WzVYb8VoXtyWAHYT96Do3DXBiMF0xQXFLkPsF9or1JNF1iTIa7ucM0Pf0XO4K9Z2r/BatC/6khuYS7aIjsmOOvSEaZN+9BTjj/CZMic/wtoj3GRSROdEeLuzewuQS/4ZT+xKAHwjQwnAL27Uz3MBHanql/iaaBZB5pjnD5vkddi+46iIp/DFhr2PotIoawM2iK+LvvSWHizgjBgAtXWDU4rsH0xOPA+Hhgjgeinug2njZ6/OYS9+IbLA80+o6w7xneXSEnIX4S8Fv8za/Bjvj0LSnCNNygwdDpY6590TuQDbIB6SIaNyRtiZtHYjMwm4lkHK6z+K5hvO2YHzp0c4DmgcSIMuCtYedfkkbH8X2fI8kvErZtuLrcIVYZ4gwp0NiAiXD62BJSj758A92O0TfgZvxpj90/YqLSJ+htz6btiOkLQvg1YdrD9DY7RKZ/R+yVcac0cmJrJiRa4jvPunj6374q5OuuBIqd8me1RkQNRqrO1JoFIDXjSks8jK5ktLLHk5Tz0S20nXn7VIUytGQjgOZ6Z1UINCVzu54z6wOoni2LgCglaE7JNfYELdnLJpd8Rdhlg73JbeWs6ZAzsUlAl/e6KYYdEkvqx4JXmXlvhirK2QlLFoNIlq2h6GDnzISqp2rtr5IzMJbzrvLJcn/SrEPVoCcK7EmZ41z0myKfFf106Rfn8yc3WHgWxYFiinzgEVxGALBzzv7QmaWu3CpoMf+zZLSGCLXu3medpedLguL+sId9ov/KwW7L5pue7sKxbT+yOe2Z3zrSh4boZ47+FrH3iL3FpAvM8SWRidG/Z5o8p08vCCjGfkfaJD79asI2W16HDjNt+XS3g9ngvoi4LuCvbxDp+fTtjunR8ev+jqvdQJC/J8pvmC/vOcY90+ENun8D8YTc7tEwMpvEPDZM372BZsOHyxa2gfQFaEqYPkM5bfZ7vE6kPjAaz5/GnlEdzdcTfqMc3w/sDxNeW6xeYvqXvGxfEx9Hfrgb2d0cudw98nhnOY4NUxg5mXfs0jUvT7+n64QXN5941BN/2v8LgzrY3eCl41V/SWc9p3kmRjjc/184nXq+sR2XAo/sGLigiSNtEiaft0P/tsV+52h2Le0XOx5Sy124IBoh+cx7w96AUW5fPGYDWvtrNPbE91/QjPCb2//GVu44/vaPhO2J+fg1cdwy6JHBzjzoliMbdhcNLzvP+D4yzjPStZjNJSmcCOMtjXq2xw1pbzm9vUSuBtrLByR2hNt/gKH5fIIzSriORK+Mt4bxZGiOHjdZpl0itErfdDSu4XpM3Iwn3n9SfnivuE7pt7BtJvr+FrMznL68Rkbh+MMA1hOvrpC0w89XoDNp857oJ4bmSJSE2Y+YKdB9mvAnh/O5jtN08oS5w3WB7le37Bl4+y14FE+kuzbsvt5g50A6HvHtxHRxhNFhbltaVd70I8HBB7MhRIdng50d4cEiQQiXXxK3yqcQGTQxbEa2faCfG5rJMbuJU3OLNT1t2IAZkItPyGgw712GUTJvsO2I9YpxJ/z2n4nRsz/8jqCeeK0kSZiPDzBZru3X2G7L9UvoLpWhvWV2R04h8ThPnLo948sDTTcxMzE/3DC9/RIdGtJDg98luq9n3GS4CB1Ey/5kCbuR47/9C7KZuG4z2svtqIQg7JpHnJwybGQwuI+W5qOj/9eJ/mYmvtuhH3skPACPRLXcb1pcM+O7wChXKF+zOZ743cO3DAjf+oYknhb3C8JHyE7WuwkTA61cMYvj0/bIJxNoP0ZevZ952ClvNyP9o6U7XOH7CbcRYhhJ45FOhBsxbKaJm/GR0c287XJ2p9x1YDqG7VfQWi6GA8ZFtP8CGoufvqKZWy7DO5rjgR/2ytuN5+ujwQ6RLjku3SViDzzY77mfv+TT4WWWfVMCadiaHcYKl90lVvds5B1OBrbtLSl1dI9fcAo993MkEJjMPY0deHQnTigtr7Hi6bv3dM0jdtwyvu+Ywp+ZLj7ih2t2x1dwY5CvLNNjz/33L/L6v9+yuTzw6vd/xGOwj78nBRiGB5QReyFMW8N3/YEDExffjnR7gwy/x4UbXqC0ogy775g2P/B+3PBp6jmNlmlseZk6rmJP3AT0coQw4g+fEG8xbotNW/rhazQ6Psbs+B7sAHbi9cvvaDkx/dmSjjumw4Duj+z1xMPew99dwpueL04PvBwCw8dHxuEBj+OKLyAZwmx4cdjymw+vmDaWu2uPbR7Y9v+VEzP/uU1Mn3Gkfr5GsSgf9bCuBoNVhHJVaqtSpjErLgtWowUtqafqc5sq5Cj6kIUoJCtBomiqRfiqAbKOqCjQ591y/qmJrFQ2nKP100qnj8tnNapjGZfqonxphV+quLvqqUWFqYYQLZEbeGA+R+au5uMceXfGrK5ztET5LkaoKvjWegCGp7JRNn6hFT6pCLuyDK70LafPZuGrZnBUo2x5Ts64wPn9Na2V/B3tap2LwZnpSZ+zQl/gmyhFtTWBjqW7hlpbIacklzafzPvPXIt1JpU5K1ZOqVF7Zb2rQL3AbVSDQjU4gixrrme7UJ0rWX1WjXqpQh1U44Kc/14E8mLgXoRts6xTlrOLkrEoUNUY4VhH7D6hP/ScjUFJgRYW45dUZ0spalef0bOVedlP2Xheo01nKlTJk2jxxQiXYa3OcDcrc2iNwjR6NsKUiM4KNyZLmrWcx7MeIvKslMQZV31t7xStC78yhi3RV67wi2IQquOp0Qly3mdIhgyTOvdruKHPvNbRzAu01DLnzztdJ1JWg9Ll66cwxcUgusqCqEqW1kaf24/r/7pY+suzZ8PkuYjpOUNAniz36n2wGKCWbte5r8tLNcSeN8zSzKLELlO00u80k2FVIkvdijqfK5PYqm3hyfVMH3xqoD3/dlZQf+L+58u9rNXzL56/+8fzf17adbsrgJ71Qtc2PvuS8w9d/f1T9Lpgxf/E+BYCXY/nfLbUZKSf6tlCsk/OkJ/rb7m7jFmfPfaje2X9lyy0DtREidXDleD1/HdZ5POUPln9p3zjvMlWzsPzu2Q9tYuhaTUxy5ZfO3HW8ykrDnfOAdInaU7PqfWn5uVvXU/nLX/yc6v3Oc1VHPFivHkyh4WH17NP5Nn+lhVtKRkffZXttiYeXbVZ612prnpd29DV/JaxPTmDi7OVeuavsx9Wc1Sz3apzqPLpFV85k80aSqi2td4v6zPiXAenFtLOUcZLJ1dkWI1zlVnUeay31Uygc/+fZNqV+X/enyULVuAJLcr6rF3PBc8+W/9d26yBO2UdljNTqA7ucxZIPYPrPFb6/hty2/NLIF2A9CCdwTqHxWCSwZgeNQ24LWo9iUiMR1IJQNB9ID2O0MzYNsPYJA0oBmNawBHShNGUC1kngdMuO9tcAplIMWWR3rVgciAPxOxwSY7kd0Tn0NajrSHKjMZ7lJFkDkQrRG/ACzQGNUoa8xaIfsKIkOEeQVOLJoOxWhDN8txqcqTJo+OATtlwY2zZc8GRRIglslxpiaFF6TNfSRENBk65pkXwWZdx3qE2G42TBpw/IQzwMCFHhW5CnUEYMNMJfAQrxFAd+BGnM8kkQpOzIYw/YsShdCRvSH2mTetLf6Nbth0K6pRkFTtNaLIksSgd2hiQhFGHTR0woDqh0qMuFxzVFLKtOTQgDuta8IprQy6sPW8hSDbk/62s6Sf0Vum2drTS+wpGceFV5/1cZcm8L55n/5z5Qv49roSO3N5T6aR+VrMqzI/lilJPYskGXHhKyTioPLv2U8PCPUXWI0mFz5y1yEKMZGP/eQ+fa8EUSLqaAbKGQ6xn71qGKX2oWYVPxIT6utX594S/SuFZJmd2i0S0BiEsYytz+uSF9Rw489XKk9crk4+eOn9Vfijj1Oe0U8/QEgC2FBRf2TB+ySVgLk2GDdsK0gn0HfQtMw+comCcYbMxHNORKQScVbzfYOgwbc5w4JTroES2qAv4XYBOkOQxo6cNBpmFSWbUCTbl7C2RNkdNX/SIs2jTkGgQNViFMDuYW2RqsKHBpMwjjEBrdti5wexnrD+B+YiJStcNRJnQwWEmGOLMpHCiZUawGmkQnCZMUowY1HgkXaJcIPRYFaJTYh8JXhkRJtcwbnbYdqLniOXESR8gHZhmCGowweOSw1mPF4cNAgFG9QQ12CbSmRG6gblRQjSEJIR4xM4RHTeI67AqNB6sc4jvsCO04z7Hp3qDpEQXL0gok1GwhsYHMBPYGW+EhGPWljTsMl9LiRyI24HukMFjJ0dywtQl2Aj+tYONQ4NFgsPODhFHsiY7FeVEiiPH/YCMhlamnJX32Zci8YhIwqUWTZZm7mkmzyyJuVFMapChwM2JEm2kaSJmA/bKoM4weMPkDGFymCni4oCGiTlEJFl87ABFk8/mnJgDQ2wCq8JsFfE5iBFJJB+IJuFiwMacxdaJZvrQhOAhGjQaQrCZZvYRjTCbEQN0JlsxGpNhhEMfiU0ZcxBiGwlW8RIwSWkS2MkSGxhdzgJwJPAj8SLhfMLPCRPAJEX9FfGiQ21CYkLmSJiyfmpd5pXJjhiNmEGQwWKuB6TN51qIAscWg6Gb7vHhQJxmRptIJjDrCJpo1BMJzPaIWscsHYov85Aw5kiKE/HdhPaB4SbXawpzIEUw2uClzfvZG2wbcV0iqTJNigZwCmn26LFH1GGtx1owLmFHaB7zfph0S7LQb0ow1ZCIv4TFKaTRQLBIm7AuIsajztNeetpkCE1AY0Kt5dhZtl5oTY+Lge400ziw7R61ytQKU2tJVx4NBh1aRBu6aJDZYPceYw1jyHVZ2nSPjRbPgJNAHwy70eIJ4COxT0ydkkKOkQ0ErD/lZ5Kn1QniI4ETc5wwOjMFpcXShBeotoyTMCYBu8WYlqnZM1hhjA2TEaxcIXKJth9JzUSIHg4W6+DCeayxWFXmSRgeDOHgiCeXj+92yEH6DwaskGQminKKJyKKmyFOlktx9LRYVaKZGFGiQptmXArIKDjpcCZh2wOSOjRumOLMo+5ZqhUbh2s3GJd5csRxNFmiOE2JOAfk8IAwMeMQsyXMHo0G/AB9zIHqQJoG0mnOtWPGhmluGEPDbBzBNogkjA3MaeZwMTD3cOoV705ssZgI232k+Qx14fMLU8sWSDnLgFQiMAzQZGHZTCyRYBrJRvlAzu3LdQMkFoz55EFaVDuECZEj6ICkPbmwroBaNPqscNTC1KW4IXYgR24UA6iMQMyYlSogJa+7KllahDpJ6FIzokAImTEbLaKScS+LUmxqQastOdKiLwLcIUefJ83N2DZvTAIZx7OoeSbj7C7RzGIQ44tgNBWRrkS21Ui2pPkZORV5acviBKlRaAKqM0knTIGHytH+KWeJpIDIBcoL0AbRbZEUS3R/OpLxSbeAQ0vtBdGHMr8taJsj8DEkitJmRiAz2mykjvl9tVCYekgdyIiRT0CXMV5xeXzagt5kYVFKPY6/SplZQJZYIg5t9hhjmiw0p5DXVaYcrZWr4OVMD3ImjWpEtDi3xKC2ZKYUgTPbdBVcFkKlGHk1dVRBXQll3m2pPTCBmUEiEiv+qCtwXbFEJEUkRnKEYUtOnjyQM2c2RdTN0YxicuRkjYRSVyGQCuQYpdaEycK9kAp8yVyM2U3eYzqR8WLLugi5T5ogHbLCELNwLyWqcwEX0gtASfqA6oxqRLF5iyNUmOilCOni3KvqV6VRBQk5YixmBUQr/Nfz5a7GlQpRkWBxchiBVAwmZsj0IjlrCikOzBqtKRZshR8rzklTMkNSkxU9qfjcn3HpWmmrkWzFYC+6ZFVoccJkPUoXG2RNt6943ksUt9RChKvaB1VBFFgw0au+uoKwqlFhSzq7mCVAeLFLUZRaTZAybSxx6iuIlNzfwqOKMy9VTXKFj78sErLAGtT/RRVTje4lbb8ifRiFZBVNMbvq4oSqIRU6SEnLUIV1LYayI4ueL2dDx2LvE9To0+DjqnMWJZxFkTelr1UxXimf9YFieDtj49ceVKNieWcyRcktpLAmo7O94azs/iIHRJ3m8uzKkXlWmFfvWr/nyRfPb4Jz3Z6n9z+FRnoOlFTa0GfvXvqzGqOcP1/70/J/6dyzsw3h/IaVYeFp96vDd7WwrI0atUH90dQ8Mf5LNX7r0+bKHdlht3a0ssxttsdUI3nZQTUgXwss3uJkK/vnfMNijJGFJs/zJOhq+c77rPKQ85jrRK4I7GfJ6m8rsaqHsrdXzvkns1eiUU2T+WmaS+Yb1OhYrUU+mbP8FluWDA+REo1f+D8GtCvNz9SaDJkIsgynC53VQAU9Zz9gyY7zgEiTz1FqFl3psybQufC8MkexRje7My+r91bHvAC0+RwpMA/IiDBwhm8s8youn1+aEM0ZihLhnHWr5/FoeZ2c6y1Vx6Qu0FVlvKRz7I4Essxcg1w4nwkrWgIBk6iBPPm2el85k544EmBxWC9nic33SJGJCeSMjuzMyWfvOatCC59mOadhqT/xmZc6mP5eEafY2NCmDjc12LnBbn6DNq9JUzkXzAem8RNcK+Ymkf54Irw9YS4nmi5P2JgmhA7rXyCpx08fIUZkGNFgGT/+Xa5j8Pp7pHnkNFhisLTXDa4TGL+HMEPs0emC8PoV8aZB2j2mfYTbB3j/R6KNhCYQ2RFffIFxgt8oaYbho8O6GXvxCWfBTS+Q6EnhNSkKvjti/YzpR7CJ8KFjOvTYhwfsYcS+iNgdiDSk4w5VIaYjKobEK5JuCPYG7EziAZ0t+j4Q28DBRay3XF31IA2PPss3LvyAmfbwnzzcWfh7g7xoceEeiQNm22O6hjEFZp3p08wFR4ZGiJce62Z88w6JHXG8Jmwa5q8cVic25ojRRDr5s7HeQLhMiI205oE2jEx2Q2SL7CK0M83tBU4vGfmOWW6Z/Q1T+w0pjqTwnnBqCQ8vsTtD+4VHLxL+xYwJG0R6mCLoWDKPP+MSkKojhVU2T8lyEqr8UM+ULJPkrFCLUKOStQisJeux8GGRieVAEUGXfWfL2VEyipMpcmIOQjM1WIayF6vvzyhq9fw+LZ/LTEYTKHoTiqSpvNMV3RdQxaSSFVVlMKojtgbLlWAmVrwxOTABrbqHzZkHkkqgWooLT3hy/tYAlwKdmrGoyfqTKd+jJa7L5OxmEcQ0ZGjgksFOQkNtv2bl1myEWv/vXI/vvB4lYw5TeHLJfJbqIFYyRKs7Z9Auky1F3o2oFi9iaotDp2bY/cJgJS/Yf2wxIkia85uur0mbK+73jzDueXnlefnC8sPbdzy++0jf/D1X/T8hnSA7QT9eordfkdQzNDvsbmT3O8WlRHcrmHGD/digCMP1HcklzAQSBLaX0Hqa33qsA/14zXgYaKLBx4Hw6DDHS9y0pZ163O4j4t7TyRVWfw37Gb57ILiZ0+OBzjve/LAlucSHfssUA+/GAyGNBM1745oRnwLTMJFINOKxbcsp3DDFHZZHfDqh2wn6EydJjLFl37/g9uuveNl+4Cv5wMDIW450YUAeLEE3dGNDZxy73RaLwz1GUhTu3Atm69i++sSuORH6W+7tidNBmQdIw4Zp3+HjV7j5N7TcsnnxkdR1pL6jGd7x8tN/Z7w2HL7y+PiCq/mfmCTxznzE2JkX3R0uWryziPMMdsMpdui7BrUjevMX6D9h0r9H9Gua93vMh4FBD+z7E1dvWq6uO6ZHz3jX4B4F+8mQOsN0YxG9x9r/zpgC7/4csXHipf+Yna+fe6WIOX6PNSd2c48Gz+XxiubQ8f1r5X4H09uG8XbLcZM49YFuM3JhRvR1C990hOD4MHjCaBk/ePx8xA+fiHFi/3DAakt3+i1CS+o7YuxIU0ZQ6KcRHxOnRnlsJnZxotGJ0CdGo3QHT3tsadvAdRsZQ+Q0RqwR9LBhngyHvSGRuLybiX5mf5nwxnBtMux0soFBEn/ZQLCWG7WYBOP9zDRGrlOkT4oZeuTQ8PgrOL6Z6e8D/UNkuDwwXBxx1rO765DjgGXPuPuG23/8dxn28Y8n0jAwJMFZ4VWfneyDuUfnCXNrkaNl/kLQm44jO4ZjQ/PxFW6/4Tr8z/Tpv/Cn7opDd0EwAwd9oOMVV7Jlavfs/XfE9oaD+RUiitUBz5Fd+z1hCgz/r0RwhsO/vYCtoOYRK0rrbti4C0JvSD341x+w7Z5JR44fA25oaPFMhw3j4Ypum9hcJKSZkcbhP010/9sfSP6KDzd/T9MoX325Z46Rt9/PhPkXyG4qzA8NZkzYNwOtS2jzGmk2XP9dYivKxXDLNO/5U2/47trwJrVcpDd09zPb9wP2YsbtvmVue37YvSZdQPhtQzpY9NDjRsfrWZFJMQ9bIomD+0AwA9ftH9nJTMMNxm74cthy+dAgzRG5ODD8vTB9I4T/osz/h6XbDFxcv6UfN+z216RwZBq+42Rm3qcDQWfCBNuww+9/h6jjvQ2MTpGbr3Gt5XFnObkjD75nnj3GfgVmR2y/I7kT8ydF7me+eOX44uI182SZiXy4dXx82yCzxw0tuBF5/YE0J/S/emKXCL//xOgC3w+3BCL+DppTyz/xb+npuTV/5tg+cjefGNMI4z1xPNKEBn/4mub1n2lvvifsvwCz42E+8DC9BbcDXtG3W15cXWPJulHQlgczMYtwvDti4pFX7/47LkYedv8K3AUuXmHU014N2OsZc3qPC3um+w+k4ZFD+DuIXzE9NIx7z74x7GeDOx7oHh54aEeOf3cgtBPD1QPb2HLx8Bp/FL75w4R+Br19vhNCS9rqUliqGutqEyU6S6sgUQ73xYBQLUorY8+ToniJpcCgVINiVehq4cGaVl/eJcI5uqPg+hOyMWeJiKlFb2EpSLi23qktxucZOEd75PetDVSsxpejs5UMV6LF4J3brzA21cRTszOkKI+2RF6sjURu1T6cIzhLRkON9MBRC3eJaLb4VSGxRh2WPktx2GSoJJDF4OFKu7Wuw8xZUFtZ+CS/W2jJzpKxrJMr2R9VMaiR72vLYDFQl4jUnDFQ5l8VKIaJv3pVwbf+V41rec5qGvEZ0qMq+KYsk7JEPi+KeDUe1+kuYy4GlCWut1qKlvld9WOVSaBiCj6sRSrcyaropVYoLoVaZ+Gs1BT6qfVAKFaMBQu7wr7UTIAyvprqXbOLFs0lZ0Q8wWld1jWWKSiRbLI2Cq2MXUI20KWqgLmzIUfO71k2yMJfZNWXOnf1q2psyvOqNZOlZgc9CU/WugPP6wbnKCvKDpXVmvzIzlrWbw1V8xmGuvWlhV6ePlXXcYl/ZiGxOs4nc1I6t8CUZIiQajCTYmjS8sJlFpZi45V0lCcNy/n3J9HEhT7PeMHPo8fLMyuL8TkSvRrj1nNWxlnW/2w0LN8VSLKlEKSwKKGqiZQyjcWYHXN1K8aU0JRImv9p+Xf2Nmhpp+zhZQ5Wh9nZM7F6988Zald09YSXrOjuyT54dq2zJ9ZnwWo5zk/9AgX2J6/V/vlR68+/e9bNn337809XZ9nP9vf55P6t9ipv/vn2csHoZ99XApSn9z51cpR2FeT5fes+ytOeLH/omX9IsRQvRceVcray3Fx25/kd5de6D9b9rftTqI66VeT/Ajm0vur3P7eOf209nj/zC3hajeZfZKJVGwumNpyjh8/n6sIolrM0nyfnzMr443aWs2fFf5/AH7Hiz3U+n9GjrM7h5dzR1d/1nKzPVufK8z1Tzsry3Jklrue0yoIree/Jebd6t6wXfzWm5+Nb1n+1TrKalxWvWw2ktLA+O1jOHRZ8dHn2TP17FdG83gNP7qnvrF9WOetcMPcJiTzr208cuH/9ElCvGVpxnpA4YsVgtUFHRcNMDLUiQcIaMMlgRwcakG7MPijXlr1rEOezw0lB5RFMysBpabGFZsN9kcWxlmQMSQSfDDYYLBZjfTHqOmQ2RWyzmLbFyIwVxRjBuViKOAckZtROY0KOvtMMWyMqOWg/KVEyLE7ygniHtS2eHutbpPXQWrRrUdcSxGB1xjIhqcfqhpzxcQA3Ey8HYvSEqSdZwQSHQTD+CCZgtSFpli2MCkltNoqbCG7OOMGABIcMLU6y7iWipFbBtVjpMYyg+6w+nTRjf8sDVhLWuqI2FRhQ0xSH2ABpxthcoFiMRSRBNNlIGkGTYLTF6g4xG5LtUTuBnfLcdIrtEqYbSU5gzI7/VLNd03SGBfpbV5VhFBb+sMqGf0rL+uM9+0Q2ONN55tjpzLqWp8q7Vlmz52dqlnw1mlP28NpBb0oX1jJv4b1Vx9X13q4/TdE3V0ETnLP3agbZORO68q6aGVDeU3SJH7GI+mmVq5bPnvKB5dxbYC6LnirPM7Wk3H/OMMt6WtU5z29YP3GOhXi+LvBUZ62902VMeV2qrlGnISGLnaDII4ussXr2F1xqhGRyWfFewU0zIgNxSsRomNQwqiUZi22y8yiNWfdLJqHjhMbEbBV6QXqL+BaZFTc3SHBo+5CxIswhz0S4APEw5Ox6LzM2kOtOjBaTDJIMEhMuRvp5wo8nfEjMdAQ8M4powOpA0khACTFiTlOOhi3nr7gsu0fJaBWSIjYq5jigc8DQ5SL16ZjfZ485sj6GHEgmCSMRrzPej1g3l+2YUGZiihxnJYlBfIdaw+znzNP8Lkf0NpFoIq0ZseT5UoRmHnDzTFTPSTqsDTg3QpoIEogqhMES1DBuHal1uLTFxRZhxGignY6Ixqw5ayLOe5g9yWxRsdh5wsSBKfbE1OK1x9Bkp3SbmMUhscdOLX5oScEwS86cizsltkrISXg0s8EEQ/cYMRIwzW3WyT/7ElLqQIUYOjRlpASxc4Z7EyHIzCQjMc7oFLJu1STE1oDFXOsxRUM8GUwSok0ko7l+kUKSXOcUdUgyeM0IIHaesBFsyoHGyTqC3RAYmHVmtCOueUB8wDjNNUZIOSvRJSQknEZEDUF6oiRiB8YYQuozwHQMNCh+ThAgmUDUbEkUI0g0xATqWsT1xF6J3REOE1YV58B5C7NjOnpcUuxlQjaCjZ/QdAA7I5rwxmNNg8ZsVzM266bSZ9uYsRn5Q3TDEgIjShRPkh5jOhrTYOIlNrQY3aBuQiWAVZIJhPGAGRUTRpIbCZtEbECvWzAWY3okCXY8YknodiSII45CSjDrRHSRMUEIkgM2JmVCCZKIsyXNDVYEY2ZSFIJT1AkJT0pKHB0JQ3I2o6J+NnPLmZkJxViLdZneIwJeMC7r1BHF28BWYOOETizSge0bUivMJpKMyzqDKinOoNB4g1XDLkWM5rzBkBL7MTGTSM4zOYM1AdwJOyeakyPqSNIEocFEj5kVM0VMY7BFrwhOCrBLti/EkPd3T6KVmeQeAU9yLeoSrbvHWMHJnEH91WLw2b9uczaPas9slLk5cbRbHmhzRmcYco0LB0QhJYV0DkWdrGKMEkJkJmCbSJLI5Ap9P56IUZk2wmg9Y3QM0XJy4KwSRPBimFKDzhtcbOjVEdQwRXACTaN0VmkIYBKzm5mjYQ5KSJEwH3HzAX/c04RE8iOaOqLOBAVjlYjJmbzR0MaUaxqlA+htDj6Kgongo+JV8MmDL3VMiLSjowkOQg7Otg0lePqvX5/PAdMpKynakQWhLASJ6UAcmkrBLUlkg/UOtKM6GnJUehYEFiXW5sht4pwVDLkECYg8kAXQjlxzIDsjNN3lCD1eI+RIoCzsFUOuTKiMuV6BtUjskbjNOP6iZJgjQfEoTYESbkp/T5lgjaLV0aIKOhaxpxjdmHM7BZ84FRgpdMj/pAfZsQhFjEXB8xB32eBti1BchcNUFP1UHAJSCnWbDsTnSETIB3d5JvtfjnkOkytKWciCAgbRAbUuK2/JFCN5TkFHLGK2eYuYD7l/JSK9CrcYA8YjdFlwSj+gOiByg7BDZY9yYhFNpUQtCWA25Ej0gicteTuK7svP27zuf+Uy4smYoFkYyqmztYA5OTJRp6KIGjICYYnIr/iuSxSmQaQUWl6ivWPuvwjYWsi5cOiZvB6mFC6PVdmILDilIrmSIi0SDSRBGFGOOQLIwRLRKRb0MgvpphhuwkiGBChR+r6kG7hQ+leUDaqyk+uMoFPeSzTkiM6JJMfyXRZQMkRIoVONJRPAg3RZGjL7sm4lY0SKc69kN0kcQceifGUBJP9esjK0g5gLaqtkhpvlepezEiQhLtOypAqF1eb2jQNS0cUKnYnkSS8RaoshUTRHopouR8hqrkEhEiGZ/J2Q6bjU/UBNzoiCs/Mi+r9Kaz++Sg8We9LZtZOvWjQ+K9l5TVlF1Zd719ngiTzHKZIdHAWntmRALPBPi8+2OpRqBJgstJvzMorip1rsgIpIwbsvxZM1ZUVygVdaorWr3lYPiDPmshTtL/PV3K4mXRwCeb/lyOishFanX85Y0xJlrmHGJCGkiIjJjlfNB3RKiTDPaArEOJFSQFMsKc8lqytlR8dSGLc6rVQLH8wQTzWRJg9nZQDMn+R/tdjkYjAotU4Wh6Esi7s4gKsho0Qu5rlM1Kg7WcFLPTWf/jIl9kkjtb+lJ+efK0V5+Sx/Lk9f/uyPs8q/mL5/yu5SDAhPB7Ka2OWLZ47jpa2fGvNzI8SK3JYm83h/7O6rhtLzOM97RJ408XRuzmunq4Euzofi/KzGo+WJZarXhpx82td6U7kle94/NZhCs/E0v646YsMzR8d6vuTZ7zXAoH5U1+yZS2dVTPXJdC1Gmr9ySa7jINUJLrHMcYn81Qxfl+s/FPlskXeycUZTwQ9HgbkYIQsspFYHO4UvKef6XiUQpdZS0ZKtque+1ElajGZS1s3UYIexrka5t0KJSGmrBB8shUYrLnw1HDalD/VdCbSciQucpC1qZoVNrFlT6z0gYHIGhJRsw8XBU+WCquXJnB1c2rJk60rM81X49jqgIe+/cJZP6n4E1FT6KntSy/2EwqtzhkuumyWgp/MaKnl8apaxQd2LttDEXObY5TnRxLm4d+kLc5nDTeUkn3eJZiigJmL4hDVHmqnBc83x/Z758MCwaZg7j7cB37Y0xxZ712H0HvfrR1LTM++uEdNg3RZCRI4DKhOx+UOeL9Mjs6HZP6CTMO+3RNnBlcM0hmgsUzDsjjs2R4hbT9w5RjVMe8UdFPbgXl7ivrpBhiNm/4CzQtuNRBMYzID1yvZKSQkeHz2TOFLboWpRN4IJJO5RnXHbK2zf092/ZDe+AD9BgnjZEreeYEdmO9DrnlY/4KZf4YffMvOJQf47cZs4/QbmuOP4eIkdHFfvrnBmxHZ/ALH0+9+hyeO1QyKkrkevLFwPyPVId1Dc5EnjBXq8pjGPIHumRjm9Vkzzmi79iqQfCeEPuEdL851g7J7L7V/A9aj/B5I2jOoBh2tegChmdKB7zOYHsAOwR2kxh1fI45Z0CjAFrL7E6RvEXBH7KyQdkHCg2ULzuoV+hqsjaWoJP1zlLM7GZ4V+smj8fHqrNmWVksluOnJB+8rbMswuxrLUplkCKWrmRP37zM8XgU6Ko07N2c+xGLpLpnB1PEif5WedM88qem+FKFYcolLko2pUL3s6bVYBJbDA0OIKCzxl2YyWCnubA6xK7TXxOUhKy3jxSMl6z0F+E7kuoFn063oYnve34Ykz9hy9BehSQDXXIiw1zWp3hUV+y7Bi+cyUFM/ZNJLnXKoMW/h5zaIQyMYmqk6+Pp0nst5dHT3kuUuZCPL9PRXqOdcYPBXdKYAqop5a62yZ+194TVMO1Hkh2Q4xv39PTJ+Y/ZHBOVJouE8NYi7pX4McLKcfbhnMyMGekHnAhAP0Pe7LDbYzxOYFbvY0+yuQEw/f/Cdmc2R/P5Cmhu3wP+JSj8yfEDOx9TPWRI7HI8NkCc7TmoZmfmCrB/rTxObukbsXnvf6GyadGdIjjiOtuyU0nsfukl1M6MMRFSWOHvXCZhcJNjHqSIqKTAaZBPn4DolH7OsL3Kalnf6MCTMZEcGRjhekww7vZ1p/4F4i0p/o3cTsIanQihJT5PvjjGlbmi+vST7y0XyLqOOy+3sMPVPzLYkDzWGkHSIybghsub6/xw+f+IPZ8m5jaS/v2FxPTMPEw2lg2jtO9w3zlWX411+wCTteHb5G0pHAnzDxxOuHT2jjma++Yg7C8dO3pMHQfvGPONfQvf8zdrrnfvyfOLov2dmOVizdy4C/OqH+Bel4SX8w7L6z2O2IXoycXikPb6Zc/w5oRov7dEN7GvnmTw/QjcR/+k9o+7eCMc+X4hjn36FqGQYhBti1n2ibE7QNGMfQ7Bk2I+74QHt/wlwm5mvFSIM8XoMaTLLIUYkfEnjH+FIQ62lDj2CY2rmoBD0+OnrxSEr44wkzBS6HE6TE46vf8Ni94HH8gWG+ZWw+cr/9M4ZLLFc4k/AmYu0EbsBLzoBQsRyar4mbmenVHck0PB6/wUfoT3/BzRPX7wJTUGZ3JJnEdfOCxrZ8PFoeJkP3+g3+8pLx5Z+ZL98ijzOtJmzf0Fx3TD90fPx+Q//ScvNvHWY+sv34/ySmxLxLWOO4aa8hdQx3V2iK2A7EKPG3WxSHN3vMdCC1N6htGTdzLh6dbhjTv0Gs5YVxyP0LuHtJvPzE8PItc/9IvLLMtweGf/nP+JOhOxm4FA6/EWLbo//0Ehtbdo87/Jjobo+YcGI03zH0wHcWonDYClMjzEdLHBrk0SCPgJ8QN6LpGhtvaO2ezo9MIXD/tccmTx9a4pB4+EtDbA3T9Y5of4EXQgzBXCGuwW8a7M7wqA8c08R1o5heOTWG++i4mI+8mk/sNp6L3ZHU7IjtCx4xvDOGNk5chwfmU+Dw/ohLPa82L+h7y1cmO5CGaWCaEu4PI8cxsW+/4dE5XvT/TGffYw4T7V3kuLkidBvcdkdrXhDe3RPu7nDaYpueSTr2rceR6E8ejYqchI2F320mbLMn7r5lNj00/yNePDf2f8bLgEuvEe25CFs0CLE9oM2Iny6x4+95t/kXHq7e8mi/4Y9px276wNXjO6aLl7SvL0n3SjhEYoJhbAhmpns1YEwknGZEAtc3keAjf3phCSnw9j//kf7Rcvtry7B9xcPhinG+QN4cOFwOyCFhhkSabkjvL9nGjjex53FUPp0mLraONy8VGwaa/YljF/n+9cA87Jge3xDnGU1/xgwPXL/7gU1UYvOC2B35Pj0yaMOgPUYdOiouWq472JrEiT8wmn/G6Rt0ep2h01CsdXh7Q5iPjPEjzdhy+e4rHBbnsuyhv+o/S1f4BW7YahQrQomaReCo+JNZs7EgpYhwFejEnjXxRY5ZG5cogtk6q6LevDK4rKEEqnD0JM2d0ma1/lUFsRoSsiFbSmHf8/uzIitVkGON2b5ud6XsL+m62SCWjVJVofXl3siCZbP8Xce3MkbUAoxLBElVnus7z6JX/rPMdYFhyt+XomeLpadGKK6i6ItF8pxpsRrPosDWdPsCq7Ck8Vaj59IJqtFF1gYS5On7qIhltc0q6P8N4lwspau5qmNdw4XU+6oxQtbvWTSSck9593rtK/1InatyLUM5r1MWuNfrWRQSYMGbrsaDWthS4spIUiO+nxkgKBk5Amc4mLrP5PznEgF+NsbpExqpuEnZ6ZYdSucIrvNYVgaOKtiv212iOM+RVueiyVqieatislJSqHUGVmu74HWn8zwDS62WZe5+PObzGpf98cSwIst9S2bEQnPrDJH/E9fS/ZVh8+kXT79dLb0uMyrnx+ooizF0SQ6h0sG6tfIx68/Lz2qDe8IbqtHyDDGTbVQrzPofZWnkOdcn0EtrijrXwFB9+p7nM7LuvxZ6SQqSImnh+bVuCKTqXEiRlOIqGyLPhWrJWKhZFfUd8uP3nfvzTDle+vPsegJlVBcNkKeG8PVzy1hl/cl5np6fsT965+deC19dv/V5f5/9LU+/fXqt5+LnXvhsr/7Ve58Qz4+/Bhai+VF/f2JW1kfPiqpqhtBP3visnSeOlfLLAovzrKMLnylG1erAynvlyUNnnrh6n6z/q2Rd3inl88VvUttWVrz0c66/cuOTqVz/8TmNn8+Ln+RlTzKgyncrfr9iOmX+4GyYMk+ePfOGn1nzJ1lqq/NouaF+vj7Xnre+psVy7q+50rMsyJqRej4r6/Pp6XPr7Iba5pP1W8/Zqsuw4qXPx70e5+qBVRTwkzmrtPjk7FjNy3L2rfu8vnc9JHn6Gbrqg3KGaYnLO392663G8Xk849xGjtRXqgGE5HPEPgNJZmgE6cnR+3NC50CcA8aDbBpwpSi4KFFzdKdoLM6/iIohFgOx0whJSMajxmKdA2+wjeQsi9bkOAwnOdMhFXiT0SHjNkNsmgKtGTJvEBMxVrHOYgXECxIFk7L8lw2bSjI5it1YA9ZhksXEjEGOhpK8WmTGYBAjWBFEHaIdqkpMj6icEFvoIOXoTxMTNiTMHDB2JqUZMRHLgGokRSAaUqeoS5gepBW02GVDcCTTYMRiS9RsMjlaX4qROKklJUOyOcPbBEAy6K2IIWnOGsmaYCLpDBowWhyANXs6CiYIEpUcuOMRdVl8GyckKlYKTKvPGcMagKDZ+VXIWwVSk+fg86+nctBZ9zvT7jmzdi0/ZR6x7LHnMqBS/H+15aIDA2eHoWEtT+VHa15TrUuo51doohaiz82u5dXqdF+dQXVPr7LStGROy7qIttSz8Vlm3+LoKLUK13yy8p7V4OvrZZlHVhNT57TUZINlnut5WHlTbqbMXI2wr88s41tnUv88nz13LL/7nDH3E1kMi3CwzrAuzxUnSO7bKhv9F1yqEOcMrdx0E9YmYpP3SY7NMWBztoixHmM2mNFjJS/1GBRrhGZjkd5gWzBegAYVT3RNDiCzEyIjam3mhc0E6UiGBZ7RuEfTjESDJJcx73Uk2cDsEu2UkBFsIzhjUZ2IZsK0Ab3MdQJMY5A5MeuQNXbjicZibIOxio+eJJYkiVgCz0wEJRFNgd9OE0s9jjRj0gENJyYmos2xl4aIJeAEWjszETnGDSIdxmwRIn7uMDnfAIPgdM61egxEawm2Y8Yx2yZnG7kN1l6BdSSTQ+VOCWZVZiLJGIzvMNpgomReFxISwM2ZD6UCQeaAJAY1jmQtbBO0AbEWkxqQNn/nHNFYPI5taOhK1on3kSYGRlGCGFQcxjRYC9JuMKOh8QPqIfpcB+cX0Vypj6UlwmXWhjEpYc5R8kpAXcS5hHcW6zNdRWOZJ7LuFRNEi/EN4luSdBiJYHP2lFbZpzj0JOVaCTEEUkg0EUySjMw5p2xVcxl2LalgrM+Zg4kCywyiATEJ6SIaFR0FdQGZFAyEWSCAG/PZ2CTFqCLGYIxkJ60Up2MyJFP2BxHCCQ0JnSNmdLiTEGfBSM40i5MSY8qZAwZmaVHnSX0H0ZNsjqxPUwmoNj2IQ9wRayJMM0lGdFTibHJ0Ox3zrIQEdlYsEUkBQoYPtDQ0JscGGytQMjFDyVQ0NmE04tXg1CCmRU0ixUiaFBMTkpQUhWiyfdGKQY2ANVgNuDDj5gGZjiR/ZLAnZpNytmWElB6zPBIGkrNYszmbMz+H1lCSH8moJQ6JFkegYcAUZ3XSiZimnMCXPGkyhKOicyJJxIjSW4M1iWgjkQh3Na/kAMaR2hwknWE5I8bMWKNZFgsNag3alNw3B8kaYvL42eEHl+W1ba6RNU0GZMbIHYTIbDMMf28srfGIv0DNyGhPRCM0NtsETcxBVbEeDzYHWgZmYihrmxJWLL1tmNUzR08Qy9Tm7CFzGiE2uCbnFCMzlsAxapEjFSeKM+SsnjmfuUczE10CPD4prh1JPtfxSiXwIGqO6U4RolGSmXOiX9Nmmh0SRF2yFdpJMiq5BmwKyBRoQ0JdRzRCMo4ohiQTSQJBIoLFljGKN9AIaYjMcyAQiC5n0DYpgfMk34AZsVPCTAY97jLr72fUxGz1/QzR7bOdECoXZDJ4yIxJbwAPaU/GlQ1FqLkCXiE8AkeUDmQHJqA6I4TMTEqajJKLaOSudFmYKsKQ0SywSxX29IqM+W7IEEHzSt9yOf2vMKmM920yk1JBkgFpEPrcpjhgIskjaMLoFlGLEV/EpYwBnCNppESGzSVa3JF0BAYIG0gt2F3JHLhC9DIfBjmkvjg3AuhdGeN1kSFrBHVVeDd5NHIgOywG0BG0JyuLOeI713WYwJaMkloHQeciCE7AEcFBzGl1KfUgKSs3hMwAyNEgOYL+q9wH/pyVIL3LyhKv8vfJl37MKDlTRWjIxcQ1v4uWakjMzhcHjFj2KJZUIoXEXfxNekuxFnXrszBrAioBUwzN2VnUoXGGUI2cDpEjyImMZe1ypDo27+BwzHRimyyQy0SOiu6zrb4I8lJLHFiXx6ZzXn/XIcYhOuXI7SpwkfuW+6iZtrRk7zAU4b8BTaQQkKK05pfkSCZhk+dUc0bOErWYpOgKNUqnivMpv7Mo91L2zwJvliLKkLOCTJu/L8WR8jAlC7VicyYHkDMPzhk6+f9UIr0y/WUDekRqNKxEsPlYVjZoGSepfCc1AqxGnK+zUQTinN9jKdHyZ4eGABpNSccfEJlQCq+INhc1NBE1c2bqpmHRLMiZLgJ5Dj7XcLIoLhTHYu5LtZ1Jab/+1OrUS1X5VXSt5GjVg6sDrKx8zQQqCvHZCLUyWFVHIxW2SlbRZiVLSIQasSdQsjHKehpTWOl5fXMruc0K37U40J7oowWWqyjH57T/2p4sUeAikoUKSSTJ9VmS+hzRGNYKrWa6VM2wTKqkGLIAmGKGcEolC6JG464igmsXz8pqnq9U62nU8T1zuqjaswGAQr9SAeGeGZw1dzav0YompPLp4kws61IV8zq8X6ZSnMd1fk81BsBTx/pzBftJr3/yyhH/aX07y2T+SN+Xc2OLHeL5e58aRX4aWKjOo/z4s2e9e3JvMVhkw1H5fDGQVEODrhYlt3HualqazXbc8zhVKnxaVmaWDJoKW/ZkWHke8nar2Ta5rbO/ujoUS1RnrHUxVoaVAm20UOqKZM/veu4kzZ2X8rKns11vkad9/RyKK/OoC7Z6patyfhiT+XJ11ouQDYrnaFPRCs1XI+qnJQPxPIFaeFWljLIYFIWUelZV+Ko6Gfm8E4nk2lFN5jc6l/brmWHOfab+bciZDpplyzrXSxCKggwszu0VH83ZgjUzociKJuT3xabMW8kSlRp0s2KSkJVCgJIlkzMsUhlnPl+VIpfm1NvsFK6soxhFWOBFyEb2KvfK6h1PlrryPy2ygazO2NKf+kw9p6ucuUCHWlR9OY71zAKUIu/W99ZglLrOfz2LdX0pMI0RYsKML7DhhnmMTCExX4yky4h7PeGvAvbthHk/k6zlYCzt1Rb3xTfINMLhQJwCYRoAgzHZAGVjjybHyfQwQ388IkGJLxu0a9juPL4xdC8Drk/4FxYdBP84050mOAoyCna+xs7XpDkyx0A8JeZPfyR1gnnhsN6z61+g0TOZHRqh9ydIMxo/ohqJ7QYVizQvwRjsQZC9MB3uGMcjNAfEKvowoWHG3yibFw4TXsP8NeP0lnH8f2C6S/zma8xs8d863GRpDiMSBtzhe/AzwwSihq39DsTycDSECPbrA6ZL2DdbzKZl8BNxiBxdyzBsuOTATpRZO6bY05iIS38hzjPT0GRojl+P+JNgf/gC03jsLp/H0+xJKjjzHpGBpH8GBjS8QbQn+g4Vi58b/GhIaSLpiSw/Wbi/hY8fsK2hbd8QjDL7QBqF8GGHekOzDagUmCsX0a/1sxTZZU9UHqUlwyy5vA9NKvsgG6dypmXOcDCSOVcpEkfmOVmPkfJ3FqsKj9NQWEBWFBYfR6o1/0rmsCm6kU5F97VFNizR/VIyriRH/4sYEFfkpLE06lbybOF3Ss7SJqFMqObqfeegsaIfqBS9oEGMgowsRa9FFx4hKfdXl5pMDiWyGOfVFX5V5OCaJWVtNgKv+EcOVqrOzQJjRURkLjK0LagcJXgtFuhmzdj4i+hTz/6q+oeixxf9T0yp97Y4TjIKACZnxEvSbJiXqptQ5rZAiC6LFopeQZ7rzyc2NEXG27eQBra/CTRXEK6/QtsL2g8W82jpWmhcIKUdGm/o1NCr4Xg03D06NjeB7TcbTGNxvctzHXqCcXx6YzFR6IeIxdF0/4q0aXA3b7EyE+crUnKcDj8g8wON/S2N3tCnA838yN2XlsdXlut9R9xf464Sv+oDIQ7M5p7TznL32xf42XL9aLH7gbvbdwTjeLjcob5l6zJMzqvUoQaOzS2jTOwmj7eWY2+YtilDcEwtDdd4uaIxf6Kx33IXLR9Hi2scXloam9hJQF3gYnvkIVzxYfgnktsxhzd0U+TXtw2dRrY7wA7IcOJkBobNjuOu4X7zJYPb0MoBZw3G/yNfun/E+0f26cD9eMftY8i5RheBvve8NJcYjaTwAZ0i6bBD4hY7XYPMmHQPAle7a1K74aO/IrSW8I2HxrD9LtLtAxqvULni2Exop3w5bHg1Osz8iJ0faGSitQOjeI7mkr7puNld4HzEv77C7w70CNEZjhdXRGf/FpmtKQ7jD4hAEyBhuHt4xe2pY/DvifMjyZ5I3cxF13Gh1zQ7S3Np+bgXvr874aaR/viI6V5y8Zt/JMWBcIgkGbFXj3nL3W3QYElTgjSRjn9Aw4njvCUmz41u6fDwcILDyNWbE82VcHr8PcP+Dd3Ld3Qv3xI/QvjBIZ3iLgbmJjH9LiIfRtz/cos0hiZtwCqn8IhEw/5osXhuXkz4raCbK7CGabjnGO5x6TXb2DJry8gGDiPN8B79ZBluDc2nhlYbvDf01x1xHjn8rw9MF479N6+J4pnTDtdapi8aTBgh/TPpAKe//AN62rA5NHgS9jcTfrvHfLwlDY8MkyMGw7G74NRseHw4sN8fudoduLr4FkkT/sOIHxo28gargv+VcHqEd6MhWGX6pBgb2IV3NHi2ukNo2V+9ImiAU0IOkeb6EdtPHKYDOkxsbU/beOYrz7ztuby75/L2QJrvieEP7C9Gvrs80dordv43pGlk5D9k9qkemzqu08wvgv8ygen6n9EUcNNvMfOW1/4txu5pxo7ZNMTje+Jwy5437PmC9tNM/zhhfMA277ncOP7ttuW+nfnDdkDfK83/22LswPGb/8R00RK++i0mNUzfJ+IxMm4f0I3Sja/RscPcbIl9ZNgqoYHx4yXzY89u7tg9wHjtGd9seXhn+fSt4TK+5cvwXxn6C+5e/Iq+9fzuYkPSltvwgqATh/kPeI38SgdcFB5vXzIkZbjqSa3DXARwA8dPE/M97JqPdPae69Txq/R7Pk03fJp2mPbI+NsL+CEg/8u3NFdf0/z6G1yc6I/veBjhP79vMY3y8svIxid6LMyw+yFyVOW7N9mG9G/SyJUOfPrNHzld/IB86uHgCcctcegZjh8Yj0fmFzPDzUTc7cC/ZHwMfPxfJ9pOuLje4MfE7/cts3o+hQMpzJh7QXXD/qv/gUfnUXdNEsPMW1ROjNdHtIns9r/FjS8YXrfMF56HPwj7dy6bcm9ObMbIxSlwurji8atL3DHQ/6DEqeXT8RtcO3DV/BENE6fHudhm/vr1+RQprigvhnM9hJrGmCOSZIlGWBu9pAhPKwNcUeJEYzn8C8xOjXCQGqleBJ8KQbQIWFXRqkrzsmtW/4ogJsoCfVKtgkUwQkpUlZx7dS5mtrIM/RjzIl+6agsL1AwQOCvXZAW2RPbmaMwCf7AYfRLnFOD1C6rhMp2/WAw2Naq+CNAV4qoomMq6b1nYyled26rM67OXFkO1VoNqzSoo87tkGtQU/7Pp5awAr7Nc1tauWGbGrVKYf/7K1GPOba6NAFKKykqZv9LvpxExKwVBq3GpRKUtVoDVpC82xVUk1ZMoUTn/0xLRvkQT1VtW67T0p6zDkwyIGhlUM00qPE+BGFqwPOrt+uT9eejVqFQMK6uR54j7agzPzpIl/Xy1P/M76vhKJJc+G+8SKbxMJhmOZx19taa32m59pBouqoJY2pfMS+rYfgzMIuexrzz4Z35yHvB5GfS8P5419fnXau8/a+T5bnn+TB3Jk4BuXf2t1djzc/GkSwus+ds5wO7sNjj3Rp/1OK9X3sNPee65vszzd+p52Pr0s6c5BYWPrUiz7psn9xWDZ6pFDCm0X5wQ638LzFz9jPPPZV5/MsqYc79/NJnPP/ypMa///Ln2V/cvofPrGZTz48vff/vg/WuvWf8hP7FaT6+/9b7/E/05E+7q509Q67rZ9Ws+a689pakfZT/96Nbn61Xf9dPjU3ia4ZA/KE6F/L4fJV0Aup5zXTVfWdYiD4Ax2QG2nGVS3sm5RsRyNK53h7Di5+ufq+///35Vvvh8QOtz5dn9T34W3r04WA3nbAFYnCeshvYz+/XJUVbukWf3LPOl5dtnEc0/op8Vr1jhs63m+vli1v28nv9ndK4szt8fr8lPLdLzTXDua+WZ53curOTZ9Ouzf0+Y/7MxP79WGalPMlnW7bI6H9dnwc85PJ938OdPwJ+7UmnbJjApR86qj0iTEJewXcaPFeuzs0ZnIicoxWmrrEVKpDlDVhmfi8abWAJK0pzFOnJmkvEBGpDWIo3k7AVnEW8hGkwrOBJOS6aG5MwE8cUQLB5DQ82ekmQwwZGCJc0xn29xQnQuwSu6BAFLMjmDIWVM7RxROGPsjNoZnQSNgpSgqQw1KaSoTHPA+YJRHgVz8jALMmWjrTYCXkiSMORoyVziK8P1qM0R0EkjREvSQEZ8nxBG0Jlz4WFQF0FmpMAr5iugYki2z7BFGknMqA6ZOmQCmciBVZEUbYa2sQa1BisRL4lJUhEpNQcr6IykGWKHhBbsTEyBFA065aAdo0qqEDkSUUZ+UUbrQp7rfO+qd8GSOaXKGob2zB95wjeWzNYnbDOuXnb+8fzsrjrUuRfn38+ZAFIyi+tfRU5aHAJPsyPOPKGwxEU+yjBMWTaphbEhO0HhrBeVLAhK8IzyRLaskIfZSbsez/nc+9G1sMinvOJ8VuY5znNpcvbG8wzBc1ris/Gux736t2S9x2ffST6bFgdK4lxTr3b2bI+oVLJw7l/A2oRMr0QlJsecDCkZSDlwzZSgLVQwWNQaXKM0XcBOgZRyvTQn5Do4Qy78HsNAShmG2opBpksMkcY0JAzOzhgzkiyoGmLItW9cAisJjbltnMmZFV1ZyxaMCEazg1usQ7YNOoIcNUekG0MwhmSyrhBKzc0muMxnGkVcRAafs62NogaMiYhRkgiTGsQJ0glhakhxk4MBJwGTiCWzKZkcxWzxWe+dsi7YpJZGIy4ENCW8gWjgFEeCiZAiJgHGos7hEZqo2BAx84zGQNRQAvAMVoRGwSRFQiQFiLHJOkaTMFYwc3GmdZLZP3PWS2yLug3OJowZCTIQpSGaQDSZT1iEJDALKAkbZ5wqXrNlq4kdxmaINEyDuh61BuZNDpX/JVcmOozLkdtTo8QoTMkwjYK0kiPvEcRAwhJiQ4iJOEdMiMQ459oeUmTY1mBcjt6WnLYDNgdPqCpEg4ac4ZPEk8Sh4hATMJLwmmjUEkxLcFusNphZSGOGkVFrCHiiJMRFjIu4sgXtnIMMU4y5nlKCJNm9mgTE9iUY9JGkmvdWUkyYYR6ROddgMJOAWiRFTByhcdBF0ikS50CYDXOwJOtIriVZe5ZLzIyxBvUdKfSoKVDBRgjWkiQu9g6rmX9FIwQVQoCkMWcnxkBMERMUc7KIERprCA7s1uR9EhWboBkTnoB1IdOxB8Xk55ItpqCIMQmnivMJ50odGROxLuUaFswQBlQTyQoYh1dPMjO0GWY7mECyionzL5PcBFKfeaiOJ4jg5oiLoNPM6CIaAj4pUXMdpxhgmMBrQkxAgK5VjgWVVUVI5OzLFAwhwEOBd04SwES8zzW+xnEi6ogXwUiT50Qk0yAOkxJNmEkuElFsSkgQJM45OyZ2RM3ZSM43BG0IyTNHJcQOozPG5YybqC0xCSY6JAnYUxY/aUnRMqZEMrCdHaIemQQzBVwrOO+hyFieQC8zzkz0/sQQDEqbkxRMjo8Xl+2aXYwk4NTk/WSOio1KN8+YGWJ0+TyRhJiIs5HgZ4xkHqdWUWuJJjLojEZHGzuIgXbMAWRej/9f1v6sW5IcyfPEfoJFFzO7m2+xZWVmbV2sOTM9POQDvwH5uflIzsMccppVw6rq6sqMzT18u4stugAQPgBQ03vdIyOCp/VkpF8zU4UCAkAgy19E0JCwIdPv5FqS85n3I2U9532gWbSkMbk+R0RIqUGjYHyDcRaJgegD+IBpZuwcsD7fPweDNobRkcEF6QTxl2W33xAJ0ZZD3wEB7C05HqsDddQCxyoH1EwYLcU8EhBKih/JdQuyEDRjGBAaVGq0QXFkVOSeZEZbUYaYEi5WBQhtyKiLESTkEDWBXFcikes5TKA9qrt8H8MK7KA5RExBXe4bcZ/btjuywX4qYmjJxZlzjbAg/eWI2IDKc5AbskPmgMqUBX/Jp/8SKSAn4PsstHOdJcA0FNkpI9qkhOonqWjpkYzuyCjwjAIpiPYoIAOYY0bnMyPJ5bglASkhm9har+IFGeH4Q24DDxKR9LrM0T057K0rkSQDudZEyl5UGcjRECV9EyHTeEG+hHyAi5IKnWLKdFEyio10ru3w85etM1Ro4MtftZB2URrsDJJrH0g6ZdSgekQcUtJiqUnkKJgm38seMPkzLv8mCmnKCmWKZ1kWsiBvijEgzizofp0xFT1VCxyKLUDpeWUYn1HZIxgMtuyTCcUilHVWFCONOb9zdRrV8O0Sy1/o4FATSih2FeZjRk8ZRZ2CekhXWcwuOXW1OttMrueQ6SaoKX1IuYj7or+QHT05o5iSi1qV9S8jqmWdVaVJEmIeAIOWSJDFxmWzE0bDkN9lLzI/MAVlVWHk1UGEyfTRU57zZEimJad6axETc05EpUS7VGRbAHPKk6ddUT8Lqv7XXNUwnglwVkCXSzKKrhg7RJRaFyFPVTFAFh62ZBCrabUqKauNqKr+sry+KL8UmhYDHJTwfXPWpYuiLOV9anRRFLM+VxS/OnSbx7Z4p2uthKrkL1pnXriZdhkNnhXbtEQLaTEK5vzIiepOzkRJ2YYA1IKO2bFQ+Kfm8EU0z5lqIi0OiBp1USINFs1whXrTteJYzoqlP1WrXs937UMlsrAU765GgdK//LOc71eW90r9rXxa/G5yfpssqQJ+y/XUiiGrX+p3PxdH+/l1LU/bqobPyk4XElXji1lIfV5BP/+ueq8+eld58xOHwmNq6JNvzqaipYM1+uVzVoGn3VL9bB/qP1ruqftMZfX+0n4db/1Fl/Rccu5usacsfnYEVZsRppQ1ojkyIukZRFHHlvdhra1znoezMUWK0+TnBnoeb+31r+RonM/LUJovRV9VWJCzhe8sZ0ktkFqd5FJq9WhCK7pWImqm/H0yq2kUHqVdFOEMmigRpss2qX+0hRYBZMx8rbx3iRTVOk/ViFbGJqeyT9cglNU4aprMuugXA1tFDqeyLmzhmZR+lOLGUtMb5mfOhkWywgKca9dUB3+VcYrsW+XYWArGFsUWFMwqhZzAYpBbGScXAEgFvoieBZQl5ef57FycHY8WWyxRQREpKTTy7xZNbflcIjlMaWfJIz+X+TTL2H/NpQih3YJPbIYPNHrHfJ2IneJK2bhucjRTR3QvSBfPCPFfCeGfkMNM+DEhxuNchwZHOoAzgU0/YDHYoERNpHRE1dJ0rzDG0u9+gD4xvHjJ3PWkeIkfWuTUYAZH8/wCv+tphxNhGhnnPeP0Pabrod9i5y1y9dcYTtjxFtl70qElhROM/4oyMjVHxDra/hvEbdCNoJLQ13s4CUm/RtmSXk7oNiDjHjvfMksulB24gvESK/c495F5Fg4f/oibA3P3Fn/asrnroSDdU+eZv/4GdQOa/pxFnfvfYWNP2wvWRMbDgbAfmU5AY7Bxj0kjV8cJN77FzAEbZmabU0wZq9BFnIdtA3KYcT/sEb8lfvWKIIGkb3PtJjOAWKR/gYjgZg8B5lFJzCQzIUZp25mtT4TQMsSGEJUQB9wm4CRgjj3uw4Zhc+KBE3by+LTFhoAfTsRmJFx8gDhgX3/I0dy/crUtfIyyj0sE9QIASgW8pCdggNSips3sZWUwz/wqrnhgXfaZz4PkEAoETVXYmUCkRIY+OUWrXCQl/ZSkvLdirfuWnQNCcWrXM9Dkd9UIgAouk1RkpFKLQeteLnXActRHNQDUCNMCdjNZRzmnEc5RYFr0zeqrPWe0K+naqNFwa/4UEC1pcYo+JcU5lfmFy0ArbRCdc3QChZ8aJRVxTmpUQy24vUTQFWdpFShjTRN8jupS5iW6PKkh0SBpzMao6vBY6hyVepBIdniiZFNxesTXf81lRLhoLjH2gp8OLzlNPbs3B1pGov+W6N4yHRpicLSXr2gvXrK7mHl2NXPHTPtmZnMH138SNL5gPn3JLO8Y3f+D5Dfoxf8JrzvM8f+KZ+RF978h7gGzm9HGsH+1ZW63HD+0zKcJxntSeM8YOiQ0XDrHy1OLsQF7dUeQDXfDjnEyHA8lLZl1qJkY0m3eMe0fSarYcSKGmb1vMMnR/3SBV+Hyf4ikXSD925dM9z3WBtoUuHSv6bojP+mBj9FhL29wF1f4u1e8/Pg16e6e9Pot03XipzYSTWKUCYnw/HgkcWAYX9M4i9s+Q/AcHj6gOrPtGzorTKd/YtJ7nrUT1r7C2D10ke7jf6PZf8S2J2wzEE1k30e8XtClG7YpsBnu8EdLd99xSo7X2hK7QPflHeCxH74imsjt7+6JMiB/HmgPDuUrYvM7GhmwF3/myA8ZQeyE0Qp3c4O3W07NhsE0bMw7dvGWzek9f3x4h932NOYZ0e4YmleEwXI4fY2GiLwbsL+lDokIQTrECvbqDmdmxqufmIPj3QfL/cOWZ3PHZZOITIx65OHBcm9aSIEmghrDcaf0ceDyh/fI1UD/nz7CPGG+P6LqiLtLkvHMeoXOBr/vMARMazJrdIFgIrZ7S+v3tOGG5t0F3LT4V0L6yRL/Pw5zeMA93DKaG35sXuE4sNk/4K2j//u/wqthp0ISy71PBJRDJ8wIb5nR2bBJf4WzV7g5YsaP5HKVA9vb73DTD0zjO6Yp0totze4KKx8x5id0e4NeN+ghodKQkmX6NiA7T/uHBidK8+MRF0e6uSd5T/xPW6I28P5fCfMD7696tGkxXcDExO6gbCa47yNjN4OxNLqj7ya2MnHbjry1ETMp7vuBnTX0rafpHS/+wRODYX5vsdPExb7DoKTNe1JjMNuEcUI7PcNMLYM7EO1H2gtHbw26TWgXsHf3mIcH5hS5c8AgcBKMXHOzeU43dFx+3GI3Fv+7FxzkyJ/0DSFMpMP02/z5zqJff4U2Ef3uDfowYO+/xo43vI1/4n56z7X0fCEvGGPLFCMn23PY3bCNie0QsdeJ+DLhxpnrj8pJDR/+xxY3WJ59+ANjVP7lYWSyM7vLgc028p97oRf49vCaD8Hyu3nL5cMFfHCYYBYdrJv2XE0TzV3AnwJudLSpQV1i322Z5QoeviDFhnHbMTMxjj8Sx4D/IFjrOP0hYaxhGC7RyfK7FOimmfv2nxi3t9jm7xntC95pzz60HD5Gbg8JlT2JW65b4ctuxyAT938vbNPIi8OfSf6e+fI9oe14FW6YrZJaZW4gXHkak/gqBYJabsZnhLBBhiPHY+Dmp0iTlOPXB6arA+HigXjhCPaeaPfw0cE7x3EDU0oM/sTpD+/ZTJfow0s0HvhufE8bAi8HxbGl8f9IsgYdf0Djkc1lg7Ge/fE5ISj2Q8CYxEWANu35wMz+IHTHL/DyHGfBeeHUvef9szv6fualv0WeR8wXwiFGxvGeQQMHdTRj4uXpO+w8/eI6+w2xOfUqKLhS/HdBV1d0lVSmWgW6VL4/f5fDRItyuoSYyoIoAlNC1s+KfBbUqgOioKmXXMDljqIo1tDQ/ENBokuJfKhplpZeVgNiFUCqkMNZGnsqnKxzGi8oSFPIOVPTTcEiYVHz72ZFvkzMkqulNlyNgVlwWuwwlXTrP2RFB2p4fTEQVgFrEb5qd88pfc7/mELvWj+gIvdrAbZaWyGnNao5CR+h5cWcBfQynOpoyoKifWSYfaxcf/5ajCwL+qbOdVgRI/cLIyV1SzU4SF5P1W6xoGye0nllXIGVAbHcvBjuzKJ8L5EPdVqfRCic13hpZkkpc6bjozV1juUuX1Uhf4XOKrTSpY/1OhvX8gvDqg91PbIaUywh4IsZDURYUgrVFBbnmGgWhaO+ru430QXlc34fSE0TtBDcco4GKTxiueT8T10/9eM67UhFNGs1iFUtqdY9WdG0Ko/r/q/f9SuuZfRPt6eufz1/taDsWEdKaPnf05iHMpda99STO/QRsc/v0PNzZzCtnG1N8uhm0HNuZKpxa7GyPx1p5bD1c1p+XbB8en7+3Jf6ZJ3XMg9qljZyyprSfp0eIKfiy1/UmhC1vdqbdRcff/6URo9JrMt3jyMonhgGHvH0x019suQX4+95lT6a+0fL69evtZ+/HnH/z/z29NJPfqtc4y/3Rj95zaM1jHzy7ad3/9xvP9fHn/nuk7n9pTb/0j165guFXyxpmP5iS2VW13vqEQ14FMVnEJLR4ow6vy+LRXV/ruYmM+uypOrn9Vz/pXlfHR/nb/7i/Z8Mcj1fa7YJ50iyR23LMp7lq4WvP42qWp+f+uT+2vlqFKrvl1V7pT4B+ui3p6D+R/y4egIFzrW11mtI+cSBt/CU0v65sSf9L4tgOYoerZAzczgzyNV5vm7raYTm0+vp9/U9Txbrwtc+R/M1TVa0+exaWfP5fIaqlsKyy0hXM1vW7Pk1v56/ZckioyqNKkYjYgPiEqZxaGOwk8EFB2rBWGxyJEoNgWkGK4hpy1RmudaEnOpFYo4IMOTcv/iEGIMzeR0Ym0guoTHnEc6gKY9tNshmg1hFnBJHZZaBZA3EBhHBdJucXz3kIpFpUDQGJJxARjSNhfwtmA5rcoSzzgkmiJrTEKkouICECUkDmBa1Pp95MzntkJ1Q06FmS+JEiic0legEMSQBdZBah1qHTKVOhrZoahGjiDUZjpsgTQmNYFJENODmkTYaNEq2rRMxGrKvLeS1YhyIKDILGJPrVxghxpQBRSZk55QkRAwmQ4bzCteEanH6mRljEtCgRjLQICnqQhlrJEqO5khmwliDlGLyGm3uX5wgjph4yvmYf8u1MHOh1sNawBg1ryaceUXdx48YS2WMmg36j2Thx+dB3mqV73y6N5Qz4v78RJWHn/KqEkFhWH2/HtRZPnrMB+u36+gLUOLy5nOq0EwHWdJOVn5bZetKjnX83pqvyvK+c/RDSZNUeapU/nXOAnDW4Ti3tSbXI7IW2jziX5Vu9eYVHVnfqud3ruerAoOW53P/Htf1+y2XYIzHIES9YI4b9BTQOaAXkcRICgYJFo0R0gx2ziBNiTSSaDTiYyBNE/MppyvWJuS9FMumDxvA4gKF50GKgsOi4jFC7oc7YIzmZ7TFqsVFLfxWQJucj7/UZSNa3GwIIWttGAO2RTRhS6roEIAoyJjTrhonSGuJrUeblpQSOoMYwbUGmZQUIsl5QueR047OXoIomo5ohHk2BBsYzQmXAg0nDAEfjzjxJLkkimFyE5oC1jVZxx8niEeszjQuYTY5Iq4xI17vIE4QMqrdicGjOBMxKaLDDCHXohFrSbaF1qCtQ2MiJEtEGNtElIDVUwZzhh1iWlx7Kmj3IylForRE4wmMzDEwmsRRsjzYlnO0T3OOOOFAUkjzFgkNSTeggg3VWffbLlWQFBGdwAvqErgeNfmMtUlLdE4kGJjEYo3ibSQZIbm6ryeMZDQ4EWTMgI90SU7bHUskm23BesQFxCjaOJIVpERQEA2aLEYSzk45um3I54oAKQnTLIgYrLhcH+Vigwng95GE4Fy2EdmUIxNTTKQkxJidujZ4TPA5ysMnJA3Z5ztG7Ghz7aimBXwGoxgy6M4Kyea03GYMGD/TxDlLr8NMSgGiR6zHbsgyxCmgUyA4QxKPb0q0YXBYLNIq2kyYxuBawTQWfE61l/JhSIqJqIkgEVpLXsKWZH2uRUWLIYLJtU6M5Ggpq6kAW0v0hcnnbD6LwZhAMonkhdQBSdDJYIzFa5OjisRl4IbNzqMUICYlDZLBQr+Bv+F7tFGCf03yEyC46ImzYxoNeIdzuTaCMYB1RN8jBPwcQANTmghBkMFl+9UGVAxRWkKCYUxMTvBWcAasN3jJ0aOBQJr7HIkzONJsMW7C2xkbRphn7BxpQiAmoREtmeFyxKubC055lix/hjHLjDFHSCWRLKMUud0nQxsMfo7EMNHoRI4UNQTxTCExjglnEs4mfHC0syc4xbQBCQaGGdVIKA7/3lucVUYyyDemHF3jmhMWpY0WmyxoS0wWGUbsHJAxokGRJmK8YJsJ8YrsAbVYzbU0xIBps44RXSSmwClMaIjoKFk2bBzG1LM44oxijdKowyTBBJejmtIJz4ybDDa1SGqwvsFIxKYIDlJjwCRsGnOJFpcj55KZSFHRyWOMz/tUfll2+w3pmO7Jh/sMmkqNhZYlJ7yeQOeis2kFX5RX5HRFtfAz9Cg9SS7JiO28aPM7LMpl4bQHlsK4GHLxM1MiAgw5AmIu4cGhGLbyZEKTFY60Q2QA856ceN4V2aWgQiTnE1ZTDO82H/g5L2jJeakgMnKOgMiTgFHQG3QJGx8KykVzH9KGHLI8ZaGfB5CBJZ2HJLAOMddkYeqQDyUdc05L22eaSVf6GkDzAs+nWi7yl/O8JVR8Ho+tgvMBlYL6F0+ulfAdqEX1qtAqVzDPi6XOY/5e8GBGco2JHTn6IddoqCmboC36d8k1agyYDcoJ9CHPvSkIGskIFHTtSPj8dRZ+s1NBUlG6kHJwh7wO6YFtjh4xKSOBEnndyAkt+UmVapyuqbMcIk0WvNOY36lueXtGRhflw7TkKJ48jypFWDSlwHmiCMySc2NiQT25bsKYFTtbBeGsqMmcHWoqJfdrRfqY3DapKN1pyJEZLkftEE/Fjp9D/jNtbdmXAxodKebIDiPVmeTITsOJBUkJed1iyJXSFJkz2j2jixL55DRZCYw1hD/l+6l5YqvRqDizUi2oUQ1L2zzf6aHoMY51uLRqRb1XxJMv+7TMcXL5GUzhOSmvLaay7y3i3HmcCSQ0K5pKroj26+0m+VmtqHoWxNuSfqqie+Gs0C7OIlkQr3lfFbUsraIapBq+igNolWbkUTdFF1vSWbGsvMMs7QlmqfORu1RjGPK9UVI+/Gv3a/NVQV908rKnF6ciGbGXyM9XZ0FV6Fe6/DmKgDKesJBKlxtW0QaUPR7zPq454vWJ4pn10SfwjSWdTh2JKerySkkGVM90rf1cv706enOnVwhnLTcLfFJwVoW1kr/u0nL/b73OE7Ia9NPriYFj7Xj7zAPrYITzr/L496Kgn02P9Y8VJVeGhwWoLzy2by7vWu+F1bt4ak79GWV/3ZHlX101tW6lGjF0uY0VArXeUVNOnB3gZjW2et/6ubJmyp7U1V5dDC1y/kYFnOYUIkt6sbLOTZLF2YiAprJOHznGVrR4NH4pw9XyUzW0yOP7PqHLp1c+17IipShiSo2FWqsnlTB8qUQpTvclsqCgiRdHgUKqQItCE63GHFe+n+vLC93LnjRmoX2euprW0eW2BURclnGWNBoxt1/rUsgT2kmpx0A5QyvwojpLzUreqN1Rs0SQ5bNmLmsjnzFZflIWkExNk1ga0SrDrIvTKgVdW6LvpBrDKEjeTOsFYLBEla1m0dT1ZaHM2yMHvkge73qctTh4KnNjaooSOT9f0OFS76sRODKRa4WVs30x2NnS/WGZL0po+285TEWF/tAjxqLTFVP0hOE9qicSBh0Mcd8RjlvS8Bqd/r+kdEnS/zNWjjjzgMZIvH+P9A73hx45Gk7fRSzQdBYaj3+2JRlhGEJOGzD+HT607E4jiBLjFZouoH0GbsOmi3RtZB/gKJF2DLjbwDHdMcQ7dNejX1/iTpH+vckpPuxHbDPRb7aobBm1Qc2WafePWOu5id/hwpFhnghz5GBOzAIc35GLMH4A2aP2gmhfYE7AwwkuEnrdYp/t2Dx/jh2O+LuEMRvSFx1JLfNsSWYg7t8iRvHyByQ5Tu0FeMsoiUTEbjqsRMaTJY6CP+zwU4dvwLqRebMj+A1yirSnA3LbwXGLXozEF0ewnmC/xgRo335AW8W8bIEtzv0xL8H9LcJM11xBB4MmghbD6ZgYdx7XGVI02BRxbz4gd3fohZIamC4T4/UFsn1Hd/PvmIcW++MlMV7xMP415uRp3r/GtAn3dcpFTn/daoMKKqscs+xbqU4qydFAWXfqgKo/6Rl1r2N5vrY15Xa1zXro4tyuPK4Cn6peWnlHidrSCo4re9tIAXMJtdZbTt3E8lzmuXVPl3oRSxRWkbkwJWpCstOogs5UyXzVIpJlZSTr3JmXmWW4IiHzACxol9s2BSlSInylRicUZ5Ca2qcmP1f0+lqv70yiIu/W1F+1toyknEoiVZ6paIxZXtVSU45sZ6gRzPXM1QKSS5zKfFV+W6ZCx8KbC/8VIdc7Ak2xABSrPOkKwCzbANJTOfMXroRwa3Ix2/7igk2zw90KcrshpnvGrYXdS8zVNWMaCfcjU4SH0DAODV9dd2y3P7J5/q8Mp8D09m+IpsV0/xesbXHuJS5EYvhn0JnUXiO6g/EHJAQuv3dYa9k+zMwz7C6uaNstfvoSu7/mdvMdP+prtt6xdR4fB3Y6E817Zv8nOF7Dv/01ew/fXWxBDH7TIFHwXMMJ0r8oMkf8qw/INhL2G6LsSDcNepk4fPeG8fUt6W92DK++hDeGq4/KrSZuiRzjLYcp0Paeze+fIWmH+fiKJPdg/4Po9hyf3eMZuRwfEIQPs6KtQf9hzo6C+AwNhvnfXiEHz+y+IfENN71hs20IbiJe77mbPfehQ+523Px0ibm+x7z4lnhwvPuxpdkeGH7/I3PzAnZ/hcwQPzqmNPDh8i2znRhjJCUlWIs2Bi7fYjrhRi5o9ZLh3Z+ZDx8Jzy2xMcRjJL2LjEbZ28R4ndg/v6K3Wy6aF8TtifD8lnF4z/3b/8ClKy43/xlnIhfdj4jMv7TMzpcqZjohKTK/eUsajuhXr7AXjq8vHV9fdrSHn/Cnj6TZMI6GfgebnePUC/sLQceEfdjCxjP9bsAlaP/8DHNUzOuE+oReT4g+4I9/JkVg94K0dTg+gMzEiz+g7TNS7FCdONnAKUWa4S3Ntz+xmUe6q5kDF9zzgngM6D+9g+c98vd/T7TKg5mx9zOn749gW+bnr8Aq7vAtLsx0A2gKjOm/oOLx9xtcuGb7V0fkauLdW8v9vWEjl3RNQ7y6YXh+g313zfz6S1wA3xrmk2EaPSYeeaGvcYNh+6cHJiO8cZBwbMMl1nuaV3d4b5j4ihS/pNln/eeynWhsZLIXHJqWaN9h5TXtpsemHrkw3F02yOuBL/40wFUDv/Ok6Zb3d/+BPRra7zdE13DYXSP9hiR/xAO76+9wJjAdr3Gzx324w0yR/soT/TXT/Y5pbNncD7R+5qT3zOlAtB1h0zH2nuHGsVPl+bufmDc3/Pj757jZs3ljCWOH/zDSxIZNvEZKhopft94s8eFL5rHhw+6euXdcoVy2J7rwR/ztfyJcvOW0uWXoLUPriPMGNz1nOxx4yS2n48Sf/umOOXmO0wX4kcuLnwjO8vbySEwbvnj9uwx22P1Eayc4DahGrueIRKWJgZSO7LVhwPP19Jpn+pY0b3l/17N9NXP1NxPxzjG/d5i+YXvZIQ8j5of/SjO1XE3XJKv0LoExtDc9yRiOeyVqpDl+QGblqDcE6Zj+9R9QM3LdHrDuDam/ovUbuuGInw5cds+4aL/Eq3KnidM0c7zfcNc0/Pt2B3qB3D2nU8NXTUsQ5cPYwVGYvm+JfkL+D3fQH9H5AdGE9lckPO/7XGPs9gjHB6X5qz3uckDcJeJecnFluFSLaTakrqVLGy6mG+Z25vA3/8L8MBP+/YSJWwb9G6I44sVPJJ+4szNqhdYYWjG4FDFRmb0y28SBB0aOtHev6I+XjDd3TF+95v7Dgdsfj9jLLZfPvoI58TAGpmnmdDgxO2He3mOlZ5d+hzF77p9/zLb3X7h+QyREDfUuOVBLNENFmmRdv+beTNWWsVIk1wahKjjU6IBcCEuooac1j+U6X97aSGAWJX1R+hfhbY2UKOgqGWEJKS0C5KNoBlaaYDUiG9Z9XvJv1ueWlBGeXBB4WtGoPEBJVbOgwXPaoCq4Lf2U+r4cYUJ6alArwtyCXGNlIJCzsio5XY1oZAmfryjBRUCN5JDUbem7O9+3Sk9wNjhUklUBskaO5EJgutyXnRVnQ8Q6OqII2KvUMk+sKJ9ea6PS2rC3oPXLTZrXzzkKoFjHRLNSVJWJxfi+Miws7dRn7dKGLjSuc7Tqw4IWktrNc9+WFBd1TZd1sjyTDRNnQ17ikdHCGHIKm3OdlHxfpVfNdVqMNsWAmqkRzwaOpa/l2WVDVjoUumAWY9o5H61yTl1Rv0vn33SNeqr0qeMva1Kq8aw4J5bfyv3LJJd2pYS+1/owFGWhpgOpBU210ECKU0nI/EJW87Q2DK3792svrXTLCtKSImb945m45+8rkrTu1eqYoSKfHzW8Mm7m55dUTo/6snqv8vl+LO1KiVB5HGdUOaQsc/bp3tPlWy3/qwu0jGdxDujSlTzk/G5dNbkYXlmtW12/QVbREeV71U/H/tkervteKChQ0yt9vonPj3n9++N4lc/kCNbznXVlP26zrpO/NIZfe/3WxfqXmtLHA6nLZoXOf9yCPv53uf8vvPKzXVjvk/ppfaatH1yPtz73ORroZ76vE7P+ft3h8/p86h9aWluPsfIRVhFii5xwdhgu7IbMbkwCYwwppSe+JHnc9if0/9y12tf/XdZTaXM5G1YyzGf20zr68HEaEF2RNn8+R9A9XSZP57R892g8tS/1HfW8WLf1dPGVOahO4uX9wrnulT5+ZHUe1bE/7kY5axbezJn3kc7tL/z36X/rMT4ecyZVfn9OxWKWc/RpVMuZrHVMeb7OPGe91nU5cs58s3xYIo/P43vMmsp965puK6fJmU66vOccgVh/+/WXDRZjHKoNCU8KHpUpGzOjJQ2WNAkaB0RvgS1awAsSIxpz3mO0RdoeZkMKOao4aUZYStNhDGgcwCg69mjaZCRwiqAeFY+1HcZs8H6gceCMyfHJKkgEExOEOfe1saTZkYwv2ycrcNJ7BIOdLklmi9oejMMGh0sWKy7XQjIJlRniiMwD+ICaApSSJhugQ0AjOfdvY7G9x6rHpBZjfK7TnrKupJiCqAY1HUk9oRjAY4lEsJ5c22IwOVVYsMXGrIgDnCG1BgkRGQMSFT0a1Fs0ZUefSgcpkOZ9RrqJQ41FbIuoYlJOy2iaPjvN9ISQSHNeK1EMwdTUnREjE4aBWND3yc2EdsS2A745IT6Cc6h2xCS5bvIxYkhYa6H5rUxQnizjsucXVlE3edFnVs+xyMdVRzjv83Mv6vfregRrPrQ+34psg5556aOz9Gz4zuAOJYNPyo7XDPh63MdP5ZnHvLKkfpNcG0JlRrQA2eopvGxtpYTCsPD5Rx1cnV9L0k3hUcSXsvCks7P8sWR7liNX+sGjtIu1T5nvPUmEcO5H5eNaaxUKWcev/U3nB6X0a1kDlWeWPi5nvUWf0PPXXrGw89YJ1kkBkTlM7LDTFqOXYK7R+IE4H5iDRWcLydH7hsYb8AM6j0QXSMZj22uM8TR4jASSPpALaD8DaSC2SBJcgoZEOIEJgttkpLbXLV6v0PSGISW8RhqjuOhxaUD0gMgDGhs4zrjOYHYOIwbnMvAypWIaOkaYBDWJ6AMaNzB5cBmZPcXAMM501mL7HpxiNdezSbOSdMx1I1yHWIMMgow9hgmTXE4H1WXAlieD0k42R6SlHugFRouKI5kOkQ259qZH8Bg8uEDscj2L2Xha29JpT9IHlBMxtsxDg3SJuZ2J7Yz0GTCZ1BHVMTshuPNOD8YQjZBMQKyyUcGoZw4QpkiKoaitJ8x8yGNTQ1LLZHp8E8E00EI0d0QCIe4RHPgBsRGa4Tc7ISTMGbh1nOA4Y04J2yq+Faw32FPE6kRIjqAOS6IxiegV0wkkwYjFGCH6GZks8dTAAC4qaiIaR9QEJB4xKYHb5bGkMa/DVpDWwdhDaAj2iNoBNw0wjlgU58BYR3IbmI7Y0x47d1jbk1xkNoFoNddFsQmcR2yuBSCasGVPzvFIRJB5gwke6wTTK+ryHCENRoXke4LvUTG51lKaMTrlOhapxTHS2IBXoTkeSc4Qto6EEEODGI9oINfR7EAthnwGOcATmYwjWougOA14m3CdElqYO4N3QpOyDq+dMhMYzRFFaMYMXNFdC6YhtG1mTW3CSEROJqPo54SGgFWHYJlCh45NpnuMhYWXLAIG1FqCNaQxwHEg6MTQKC4pLghptLhji4meRgXzl5XsJ+tN0NSiqWMyHZM0qI+YZsTO19j5EtKewD7vvYI3tyhWEs5GNEROD4GAYxaHsxNeA0gk+hMaLP2xAWOZtzYnUE+JpIkWQ4/giv0pCQQxOIlsdOaQEmMQOgziHXiDekW8wfocNePSQKNKM5xIVkidgFMal4iiMOVaXMwTOkcmURKGOF2BRKwdce5Eh7ARi3NgfcK1lnbToVNgngJTEsZoGdTzYJuSnMYTEV5Jtuk1GtAohH1L8mAng3iQOGPSDBiScYRGiKKc7oVTkFznRMccIaMmA9c7j3EO54R2dmxTwyiRqRvRMadWEgvRNogTTLMnuZjTXiMkIhFDKMDSVIABswQikS55zLTFcofzJ6RE57q0oUk9kUiQiTgJ40NAvWDdhJcWTwsuMjZ9TmP/C9dvcEK05AiICdCSkxJEes45d2NGTRcnxaLPiUGZIM4ZPWE6yg4CFNUDORNcAgmo3SMFmSErsUbNASSiIaPnjHhEmiJIGURjQfQfUR0QPNmY65F0mTevyYi+XA+goKo1F7vJyOU2D9cU4a/ksEymFOOxU95parIEgqI6I1LrTxS5UkvoqzhENiS9hfQGkRbhm7LJQ5EZ5zMtpSWZJr+DAbTUZNBSswJF6bISIxMiAV2cCeQQPZ1QzY4Xoc9KmcSV3FyiSJjBHAuFq0ANiC92XEUo6BgEdM6MWopDhRkxDSot6IimI8gF0Od3aMyCt5bigVocI8mtNefPX9KWOY8lyqEaqQvKJZocHaGCxrVBIOXc+EuhboEa4aAVOVRR5CVnKFNGHdmMoM+itUG1y+OQE+dUVZqLSamAPZXcym32MCfyb8aVdVfnC5ZCb7GI8a6gjepn64stpjiZSjhs1vstuXhvNi6oK2MoqFMtexKT+29KiGdWaiLCUOwexcBTC1ctmkhZGwyolHRKApoGFiOxqQYxg4pfoihypNAJ0qFMQUVYZvrngoiakVyL44wl/C2HDpPpW+pKaOl7VsBqHnOTI1AWZaasE1McKSW1Vv6u7G1ba6zAbzWc5CeqkvS59E7rj3q2sa8MRBkrle+vDggVXR5TBaM5qkBMXps13VYiljZr9EClV6bTKniCGvdwLhRfu6UrGtX+6VlXLlctEbGOpgCKA6aukewoU2qkV70nv2dROFNetLo4bkqe4cVAdlauP4kwKO9YOrtee7oaD2aF5K+05fzFcq2U0aWv5HUELAVFzyfMWcktD4meFfrlHs6pDPScOJkz8/+t11pdX6vDTw0OjyyLn/nuM9cSnbD6vLJCPK6I8OQ+ivtM8/yde7m6V8vZ8KivT/tW531t8Flda5tNXSdlX63XuJxv+vnxLffUfZfOkUYqZ39iWcM1ZdLySKWNVJddNrjkiCZTQKe5fxWXmv2euV/JGEQymk5wpKSkFBCBVGWMhRardbeMq3TkybRqvV9Z3VcH/pfXgNRzV0rEmJ55bSZGRfJWHh2okXlqpBS/LWerzCwRpYA+Ml5n2Sv3p0QZLvNTeNOydCpatd5SjeGebHnNEaR1PWl9WAywAUkFRWzLWVQN7aUvwgJ41XXdi7wo8j/L0pGCOC7gEDmjnSWdyDUwOhamW53yADrmPlZ60XIGh6zYiVY+Iwst8tSVedCCUCYbCtZ7aTkra0pIqrHPFN5U0nuaCpyp8k1ZV6mkATXle6Gc55X4GSSQ5e+8VnK3TZlnKehnSgTMb7wk77upeSCqIR4dKVzh5wts7IjdnrG5xTvFby6Yp5EwfAe37zD338PGwDOHzjvC+w4zWJx0GFFEQibhCbCGLQ3qDKftgZMNXFlPO7f03mCNsmuF1gjuosVeNmxmxZ48pz5xehZxBFomSB5+mgip487+Hc5HNn4k+RP37Q/Y2LC9+0NOeRLekVzk/dYQuwvcyxtkhjEemHWkQbHRkuSSYHcgPdaC6wXfW2aE4U7RPoCc0GgJ7SusiYg8YHB0aUc0icFvCJo4nk7oPNJ9CNiYaG7eYLsBezNDlzCxIxrLIBNjP6P6DegLYvsRubojbSHdgH4EfWvRh0vSm1e5uKYcUTdxsEfwhjj2OA5cHH/AknC9RfCkwyVER58+4hnYd1uCaxlDg4yOkD4QdU+4MsjuBXJokPs2byX9HjOO+LtLZmk4bHbomOD4b6geOfg3WDVs3n6NmF+rplZ5I9ccyKyg7H1hWeuZpwdq3QRdonkrc3Kc68ssB1C5T1hAVkmXd+U9WaKpavrWKtdKAdjlvDlZlo/5TFgi24qMukRSVlmu8KFUeLhQou4l15rJ8lgBYonk/aklKr6a0KTJ8rdUflKHmnl6pkskR+KTi0qqkmv/UQzrq3NK4azjF9BUvVcyPaSC1UwBxVT6qy3PZd1Xklnkq/x86X+Nvij8o/LTRd4qdNUapbJyGpkl5Wzh4SXaWszjRFW61N1zWe5a8v79uktM5Lr/iDGRoyQmtoS/n0kkXnzbs/vwNbdpx/7oMM2Aad5j2yuke4Y7KX7aMx0SPwzPmMMFw0loNsr1zUyjkYu9EmTgh2YgIVxvbrC2Id4LMg8085Eu7RntNcFseH144BQmdl1Dt7vgNH+BhsS9nHhwJy4PM+nDR2ZGTtKQNJCaN6j2XL+/oRHHs9YTgXdpJlgl/T4SExz+8AX0hufR0j8I+zgzpcRb84oPl9dou8GYhqgbYmjZvHvH5bv3XF7OXP9h5iQP7PlAOnzF7P4nfDR8ESD2DaeLr3B+xPcNKhOeA7MmHm4t6T1sp4RLCheXsLVcjR/owon5xxO3KTD1F4T2ObvW8/LCwaWFv1Zu3yXefptorePi2RXOC83tl0RO6I//d5JpGfvfYaTlG/MN1s34iz8RdeLNTy3DbLl/6IlHoZGeBsccvyTaS9zpIyYeuI5Hvti8YXv5ipuLF0S7IcYLzOYDevkdelTk2w2GDb59hbMBaf6NcYI33xlSaH79glMl3h+QaWbrOty2Id0KejdxfKbMW0EPlnRydA78biZwS3iY6VLDK+mRYcaehHg7MfzbgWPf8vbLZ/QXyh/8HlA+jhDmBtoXiETsfELSwDE9I4nnj51ytb3n9ann4dgRW0NsWlw/YP2e+LDj+LBjvBTCxUjnJm78TLM7stX3nIbA69MDOkfcl4HGWm7cHmLi9u5ACpHNzTcY3+D0PqeeetiioWX/+kS8C+y6jquXHuNaxCY+jBd8/GnDhShXvxu520Turk5YY/DHLhf2bZ+hIXC3D0Rn2f6+w6Seyz89Q2bH8NOR5HI6K9sq9nqHNJbxtGeeR2L3HuHIxWFLu/+G084yXmXQrgmR9GLHdNkiYcQOBww9/uU/4qLQDNlW0o890fUMr5RkI8FPCDNHJqbOYB6uMYPlYlbaA+g0Y2MkOHhoFTP3dJND1OQ0cJcbws0F8/CO9/51Bgl8t8X4Eb15i72wXPZbGBR9+wMp/IK+uL6MwtWEaYXn33t03xP4wIfuhAywkwnjLNq+4KQTd6eBq3ff8uyn/8D1iY+XiSlY7NhiNg77csZh6MILunSiM29QcyCav0ckseE7rNwytx+YRbnR/8xVumE6nYgxcNE1tK6ls99gzA3aGkJjeL/vef9fNqTNe/zFj9jkMLdfoYNhbA1WIq0bmY0yYph0Yj/9lHW0+w1pNuwPjpAc77sR6wzPn7+ga1t+GoXpcM/u9IKv5IKhaxm/7tFLz3ixR74fkT8N3G9f8OeXf6SVxCUzBz3yY/eeZvQMtzds3cxfPf8WnZU3H67R0fDiX17R2IiLM+gDH8OOgcT8xUDcjrgvdlzahq9OA8/eHhnNLaPcc/Jf8kPzNUYEqzNjUt6Ejv7U8dX7a/bDnkPzLbF9IHzx/0RNS5RvIDp2DwEhMrUPHB18pzeMNPyx2XPZBj6I5yhXtLsBL6/ZnD7Qf3fPRdvT//4K4y4wbkvsJubLyHDr0YcrOhd4IUeSOXEw9xzMyJvZ50jgX7h+vRNibbmqyo1IUZxc1lc0h4JKjYRYdSB/VxTYReOvitbMObRci1KVix9mpLuh5khbjNCLMFiUrhJGn/XhmnZHslKJgHpq+Gx+c0U/VGR5/U6KzKrl3qp0eXIh4SrGVAWuRicUJVpL2oNavBiXBUI1RehpEelZ0gOpci7ilVNA5aazQp8FW7e6T8uYGh5FXmCKYaG+txZwdlmoK7lBz0aoGhVQhPbyWWvKI8lzoVodBvXeOtZzJIRISadT6x7UdEe0dfbPc72gYX7GIHVeMav1sDaYPC2+yJkGC4KoKhR6XmJIWUfVsKXLnFVhNKfdqYaYSqsioD9SzqvBJue8o/jKz+HHsqTwWcZQrgpaz/YELU4IORsHlr6tpGEpyWY0h5Kd214ZRISzcWNRFIol5lHqiNK/R9ElWmxyZX6XlAtx1faqj1qjX2pEj/1UeF/oH7PhjRKqLk/nvTorpfxdjU5ro1ydxzVquyhAy1hK3vIlTc9iYfqN19MHdPVPiSNYFEWtutGyMh5F+qzWZv1/KdEKlQOe/3jcg6c5hKsx+GkP81cZubc2sJ7t+9UYlf/W8vt6aKven7stuoDVzn1YR5zV2+Xcgq7alUyfJZ2eroz4RYldU+bpqNYA/oW+n4m6OL/v56IgWNbOY2J/bp6XwT6enzLORzEDC1950hldv+O3XY8LE3/y69MX/+xd+mvu+xzZf7mHP9Pm52j5VKGXn/lbn+yBn+/QeZ99bg7XO0UetblGoda18gga/pembLntnIYps+tzqjUFVCXnQVdISTIqO5likJHiUJWyN//S3Mgnn9Y8b3FSrc61X7yWNDsr/r/w1BVT0TV9Vk53WJ7Jt1WCrWZjccZVVG0Bmnx6MDz6blmrq3R2+XxJSIkiU61plurbaorPFRIWJRuy0vkY5dzP1WLg6fm6FGiVnI5JKhK6oG1zP+p3514vkRJw7ssim57XqDzh32cZk9WZWmWP8qwsXH9Fq/rQOtp31QeBs1z1uA+LXFI9bssZac6/LTxWV22v1g0gxXj4m67icI4SCCLE2KKjx5467NSTZI/YMWdb9Q3MiqYDOh/Q4z6jJGWTDaxDRuYaaRBJCAFRzXUb1GBsPp9HH0ru6wZRR4PgBTqbUct4B16wpsWLMrkWuiYrdqLIUZBTINIym5zuU0yLGkuwHWiLSVe4BH7+SNKJUXom6+i7BuOFOB9zZNQkmGiIpiVhEHVYkzCimU/MEEYQp5gQ0WTANKiZQA8ZGZoCGczhQSNzjOiccKcIMWF2B6w/YayBRnLu4BlSA2qUGFpSukDtPWpn1FjUOXQvOatNcDBuIZ1QHkgSCD5m31gqgKJwj5WItTvAEKNBJ4tJiidiWkGNIakhREgpZDBUsyH5Fjv1SOggHpG0z9Fj0YNvCH0LJmF4QOVEshNISzptS9qfX3tVnlU5S9FnHu2FisavPGEdLb7mk+a8NxdAxZqXPJExtaYAqsWmaz9WPLbysSL/LP2TfP9ZtuR8jkHRfbMsJ5UnlnaEKuOVf2vUcmlP1OR/TY3wLnKYnHX1LF+VdEvFuXKO0n4awcz58xJhoCCpgE/WkWZPaVROsFTlQCn9qTRO5/Yqn/rknFszoOoEX8kbpallXCuBUcrIMqCmQisqeEc+HeJfuATF2wFrRo7mniiBuDOkRmh/7LicG06T4yiKtRFrJsRGrAU7JhwTQ1SOU0vSjJrFQtNG2pToMIwEZqckI2jrENNA2ubUucM9Ege0uyY6x3EWHgykzjD3lqQ9ab4qWu7MGBPTEJmNMLo2RyzJKTv7Rmis4HsHoqQ0ETUSLwMBw7DbQePgINgAjIEUlZGOY9MwiyepI2hLZEM3OjZTZHsxc7E7Afcc9XXmbf0XmNDRjTuiF5JrMa1gdh3JCCadYFbCrZBGgTnrA2bbgA34GGjikWGIDKMSjSe6Hi+OC2sJXSJ0E+YhEQeDdg7rPdZ4zNxBjPjhA6HpmLbPEWPo9RqPpbOeqIl7sSRyzQyCwRqDEYPVLdY22DRg5hFPwPkTbZtIG0dQT0g+55lvAxwV7j3iHfaqx9oDuNeEIDycnhFm+wur7Mmyn3PNIWs93gocDRqUcadMrZKioNEgTcI3kMKMzgfspDRjg5kSZlamY2T4MJAuYPg6Yk1C+glNME8+I87bbLwXHpCUSNoRpaeVxMZMuNRAcGhTMptYSxJy/MDsCJpILmCbQL9L+DbQpJEpzOhpIGkitZBszAW6UyJNgRgVXI+0HZJGTMxFoEEIg2GOhk1r6BtLbITkEzpappMQO9ANzG1Oj9VacNairkHanigzEyfUGlzvcMnR4SE6xpMBl0owk2J7g7SONDqSRtSOqHnA644ubJhFGVogKhIVWkvcOsw+YY8JsQ7TbHMppYkcaZQaIg1Dl0ptJIWUCDYSXMR4iwlNjnSaBZsiVgOTQhBoksNEQ4UdJ2lIrmXvLZOfseOEP50QOSF+j7gGl7aoVcLHE/qId/4igyv1ZCybWTCDQ5vIaCcwE46pyK+OmCZmDZjxxGZ/BGcYrCWmDlGXQZadYpPg5gwy8kwkRiYCRoQNR4wcOJkHkoFes5ynjGgSfPanY12X11qfSF1iut8yfbyiNQ90NxNmdJihJwZLsJbEgMgBESUZS5CZU7onhYifZnTyTPOWoCY7JgSuGof2LdPUMcTAxdzTaUfYtEx9i26UuJ0QNyNTZLowHC822BhoBuUkymAGQkjcp4TRQGsHVBOzyRHBus8Ab6cfQQMqY67ZIjFHdFwJ0lm614bdg+AkYAmcZOLYQIviNJsQZww+Cu1gmeYpg4P9jF7eEumZh28wybANIKqM8cRoEg+644QhyoiYidk2nKQltZE5TDSnEcZA01ma3RbVFlWLcQYaQ/QOZ3s6M3BNIDAzy8AggSkK4y/aeX+DE0LYkw/8YxY2KuJLpqKs9ah0iPE5MkBjiUwQch5OB7orQkVBKKvPW8JmISTWCADdl99nwIO5zJ9DEVJkKuh+k38nZRs1TTY21MLQWrCKMpFrMVjQJstpNWex5DyZKjlX/SLw6kBGmVeFb0YkoiYrv7JUWA05V73xJNnk30pqGWHMzggpyEKuc9O8zbQrCH1hpiqDWQnOBtsqLGVuYEqUQy5IlA0ZIypjNk6nCMauFOZMO6XPgmpqAUFNya9f8uxnI7KCGfK/0RdUeUkvJTksLMmBHDHQk+tC+Jw7VLKilMfyDMGBnsjIn0wf5VQE8GKwtle/vPRMdUw9ZKE67UAsYqZCz+Ic0ZCFTJOKUG2zUUKL4K4tyi7PiZnzaWBPmaZ1/aU+C/em1GdIXaZvGrMga85GkEe2n1iiYWxW6MQoOCn9noojyZQ1/ZDHbkqERypOi2roUUohMl9eMINJJDHFYFhqJEgH4gtCqjqENEcwSEKwy/rJuV9rTtxqYMiHRl6IRSTXuTg4xryXlsgaU5SVmVwLwxQFo4SNM2b6SwRni60hgAqSsiFJTch7Uru8vlNV1Kp2VSOghHMKsHO+blkUiLzWRJq89tQh2rPU+ag5iSUidswKRmxyf12NZPh1l2hFQBfD5qM8LkpFxGm5d1kZonmdlQWSqVsRs0UDrcqlyeOrkSemGLjK12clrDgqzyhaVu9eKbkr45Gm+u5F88v9WecgV1gckzUl19qxp+d1XutArCMXzqlQcoNP89wvok6N7FgU2/p8enRnNXHV94pK4UPVGHoeytoImse+Nsp9bj5XvwtUh3eNtjk7xuT8fSXUyn6ArPv7yP3C2TD4y4fu56/z+vjsVYf86IaV1v20raftVOPFcst5rs605JHC/vT1n365dOrRv9Xh9LR/SxQJ63eXNXteMOfurYZ1dtD8jDGiWlc4RxstQ1st1YV/r+bxsYmCxdmwdEGk+GAFYwRrbS4kV21UJf2FMW4RYlPSEoWhgEM1ETWWcaRVX+QM2jj/3+p6kjqoLGFdOzt/6VqMz2sDeXW2r+ai1tBByHIVLAhXfHm07BeTeZPEGmVRa/kUpbrw4k8cntUZuYAK6rCqobvUn9BUIi7X4IEZxZxRylJQweUMXNoo9H20FWukxmph5YK3RQaSpgBHSpRISUmpUnOUTyVCoTo8Ck0rj9DuPDmSVnSsNUgqUrlEwohFpRTkNXo+H5bZrkXdzvztEb9Zg4Kk1B9KVSYvBDea+27smU6pAFSKbCKYcr6lLHtqR82dn9HcFQBTkNd/MY3YZ66USPs7UBi7l8yuRzYNsjFwt4fTHZYDbpqQtiO6HRJmmvsJbV4w/s0Vrmlptruc+mL4AGyQ3TNEAxLuMLR08xeINkQ3kUg0txNKxD1XTAt+yqUgjebc71F2JNcTxaHJkcx7ojuhaczvGRPuPqcujWaDU0drOlQsbv4apGV8cc0EeCaUgMQtNilB/oTYI11woD16jMTBM9stwbT03ZGuOZF8yOlBjuSUC9GgY8TEESsfkDAThwM6t7gHizXCdnBEa3JdLmfp5Rqrghv3GHPAzAkJSqcNTiw0PXjB7U5o91+ZPk5Mf3Kou0TdFWaesVcP0BxI/S12HOiOd9A1yNUzot1yMl9jY8C7HUZHTulIQkiNQa3BxxuELb5XpA0Y2aM653RXsiM1grpI2AZCiPh+ot0OECxm8si8gbuvSQzMl+8wyeLH32OTx4Qdht9gqCvytKiFEn0sRRc878+yH5f6NQWMpNXxWXZbRfMvALOyD8247L98mpV6dVJ1lsJfF9neIzSQAqq5LpsUR4XWe1OtlVbfFdGlzs66LyUStYCxRLt8X6mVkEVrC6ZEyaOoGoQZUpXhTd7T6QwwOu/qBKakXdISBRXLSbWIODVFahmeagkeKxEo68jD6nQoWQ6EEXRmkUZ0XsmjRbbWottr6Y+wRJ3UVKyqniUN8QIGisi6thBKreGozOhC8SPgEG0LHy+6/KLr/7orqXIbjmAODL0Su47N7f+IH14xzJY3OwP+e67tG+w2YG6usWPAjd8ziuHkLdGcaE0g9g5z/Rz8yGHzLaehYT89ZzJb7v86YNoIV3fYdM92HDAy8zBP3KbAt7PhPnr6/pKtbGA8cIp/Brbg/8gufmB3fI85dkzHDeIS2zYwyh2DfsdshMk+YOwlt/wtmJHY/BOpO3Bsb9EobIevcMceKzdZd/0wIsPA5Y2FXtid7vHvA8a8I90YhtPA/jTz3m/5Nr7C8ns8/zOmVfovIi7ukfCBDuF6NMQAB1VSapH9/4QLht3wQEoJ7yzWJpw4kI55+zek/oofN6+5jXd8eT3zbPcR7jc8fOw56bcc05+gecGL/+PvmT543n5n6Lae668uaNMVL/lbJnfPa/4LMf7E29MthobN+IKkwof5nslOXLVHvIl49wJrNrzoX+K0RxoQB7f3M6/3gXH4ifHHB9qrgf7ZkXa2bP/s0Q8N9k9bzE2D/2JH8rkI72Q7pi//lhDaX1xnyyUW032FeGHczkw2Eu8VnRRuBrrLkVsz8yCezdaw6Q12H7GnCKPC0TAfIX6IqA34L2ZsH2nke1wwHD40xJgdyCqCHXusEZJcoAid3YHxDK9P3NoJtf9Os32gjX+H7L/G6O8x+orjcOI4njD3e6zcciIyaMBGpZ16NAXaKcEc4X4kOvjTs4So0iqZ3vIeI57U7Aka6V8ecZcG5zowW+wQsfsBNke0G+mP91xPDa04knE0x56b9x2JhslbgtkSdIexE/b6I7gZ/Tgg80B/uMUFT+MsqbHwxQRtxMkHGJX9u2+Y7l8Srj6g/T1zE5ndlOMX7k60W0dz5Rge4PATuDmSYoMNju6Ya6tO7LDO4BoDJhLv3hOY2QcHQegfbtkFIfpbxDtk3qCTz8XWNRDuPNNdh2uK4bvdYNqeMCSG/xZJZkNn/grxFvNyxuuO3YdvCHZg3/2I7gzur68KP/yVyy1Gmh/eItbw5TzQe+F+/h8Yx44khtQJdv4X7N23dNKyNQ03/XO+/MPf8H4rfH8tNMeZPp5IYonHBmMiTRcJk+Pu7hUpWrz7M8EIf05b0tzi55cYheN+j5kH3Nhik8W5N0gLx+CYBsODg4Mj2yH7mRcKf7z/ivmkDHczd87wruuZwkz7sMf0hs0XV3S6o//4D4Q0cbh4S9DAxXEm4TjdPEfbS47uJ0I48aJVegf7h/d8GG5J0x7mE/PxhDIQT18T098S/cDN9T+z+WhofzJs3B032x9prOHl17dcaMN2/ANzSujLjwyM/KlpcWp4dRCaKeHv/x03JHbvf4cbX/HPX73j9e9eM06Gd8MFN0a4MoI7PWA+/i/Qf4Pu/pbJHni4vGeeP8DxP2C64Gb6W5JCCPecaPnh9CUSHL/XI14DD/sd0UR+PwacTvjDyCEE3Au42Bl29kDXn+jU0OhVrtOWLjjKyN69xg4O+0PLPAqTmZk4Ek4/gffsdgGriT/c3RF+xZn6GyIhJs6o/3O4oxQkQv7sVoaGqQgkJVxVq4JaIgDW6K2SG1KNzYKezkUAKZEHpcBuTQ+iruSEr0beYi0TqfUlYMnzL1kIFZnPAl8ViihRHFWh5ezUyJJRRZtUQ0FW6rQKupAFSs25BXOkRKVOEboWdH4iowNn4EBWZvtiIMjjOKcisRm9sgic1RRR+lQMrwtyfUHQsYxPChpaS6jpueZEzblf723gkVDbFOExF+I+gz8DKhPQocVQnIXeUPrvWSIfdM7zjmQjq46l/0Xoo+Fs5PiZq0R0CDX91ZazCakKz7AUS14MWuf6GlmhsCx1BqpxwBQjspZ7NSsjFbmUHRAUtBEsFpSzzawIxmTDhMmCvRpZ1oQuERt1ReToHhGfBfNUUsIU43E1tmeBX7KSWd6hxRBc25OlbscZ8bQYK9boreXAMWU+agHglQF3SS1R1pOksjrO6EcIiwC/NoUoAaXMrZHyzgTJlCKslXxyVmjIe/ts5qu8oChhNYWHqWlS6gIs4zWQHXIGTUIuYHdGheUw+xlJ9qzAsTKG/dqr6lKPpl2X7uhKkaxXBmTVxDFrw2um2OInWH6pZsj6Fnn0e0WQLiizkkpgvaoo6lz+s2pzxShFaVJL3xdDYJn7mkag8M/lgdreI+unnsdY9wmcb9LzpwxKO99f6fWYHp/BZKwjKR4Z5ACRhb5FQ37awfPKfNrvR3Svz1b+yIqij+9bg/Hq5yXly/LubFRcHhP4dGC/dMnq3888/Mki+8vtnFt5/NenjZVvluHIZ+45r7ZfuuRnf1nT68nfypP5+rnnn77h6fx/7vPP9Gy5tabRqPtuNdlPnpbqiDCCMSYjpu25MU0sPCummhYCkmiOFFRTZIH0uOUFwbru2Hq8v3kxfXJlFL6wLjJ+Hud6j9X9V+WkEgmH4Wx8f0qjGiFQ2qygBqZM288sqccxRSv+iHCWaepvNXrubGRbnKWLcfKJE/JzxT/q+VjPyEp7TWBcSTdU5bTKc22Rl2YkFflx4ZVP5qmmfFyiQVlNn/A4AvDpPKz/W99Tzq1HTtjq5Cu0odCjztGSDnElXy/8lOUsyZGslsfvlOzcr0W0l3lVzikbf/ul8wRJSV6IxmM7i1gDwxENAyIjpqR5SuKRlDCTIfYb0pVHbYtxF4h+RNIb1ISMCo7ZkCFJcWmDpI5c/y3gxikblVOR+iNYJT9jI0ktUZocpVxlUclgBpNmTAiYacLi8UZx0mDIAB0TdyRbEHEAaYumhIQNRiNqJ9Ts8XKFE8sUHGFSku1IZoPxI14Ck51Ibi7AIJdlyZD1H9EDpBmdTuik6DBhjMMbi/VCu4moERqTozdManPO6JQjQ2ypGSa2BSxmewuXe9KtIzw48A00W0T2SLsHr5hGMWHCp2OWnpuOaDcEvcJoxJgjoieCBiKJZHM0mKNDcBh3xNmE6Al0xEqPM02ug2ETySvaJkyT8E3MURPJIMEj4xZ1Qtw6NBma1GOixQS/cmr/hksqD0ufygsC52iH+htn+aM8rwVwswhuqf6dGxFW8vWj860KDlVGbwp/CFQAiyxGdil7tqCJn0QCSFrLZZS0f7kfZ5kuKwpLijYEqaClUvdCteruNXI58z5d9311LmZeICsaVTmyyPmrlHWPHl1HfZ8pWyhWsyHEwkvLOJWVUz3xiF8tLXH+fYnwrwpS0cmLM6FG0OXLknXAdaRaiebSqgvLedy/gccpMKdAZCa4I9om7NjQ3F8yJ2F0Qm+UzhyxDmzTYcMBF/cZMW8b1AasBzaWdNMiJjLLBJNhSJbZOObLHa6f4WKPCZGmiVgXuTWJE8qtCrfJ8hUN3jhCnIhpArsFe4FLE7t5YJ4vGMM1XqBRJagj6RuiaI48MgpsMAidnUlmILQPaFT6wwV+UsRfojgYA3Kcaa9gay1NmLCnASGRemVMiWNUMI4UL9hIx5VsaewDtnmd+X18wMywORhCsuyHHo0euX+BCQ6PRWXCuBGReVnZyV+Q5AVH/8CDnvhiN9HuBtKDZxpahvmB4/wD3astm1cXhBFOQ4JWmJ2nTVu27hXWvsbI/0LQkSEokjbo/AWKY0gHgoHGjvQ2oD6AVXo2dFxBswXX8fGk/GQj83hiGk9sd7eofQfjJd39K+TewIPD9B5nGoJtGK0lqCf1V6TU//oFh4DbgHGEfkR9JIQZtZGmG3FtYPaJo3PgDDSWxkCXIhULGyeYh4T0CbdN2DbSygTJMQ+eEDKITY3BGI8YizqPis2RJEkIe2FQRa8/4pp32PmvMLND9QLlghTeMccjbpqxpyPRwGQFmxLznLCqNEmRKaH7SHKB+04xRmlVsAaMDjlPvhsz8HczIo2QoQQOOUTkEMhpxU+4eabDY1JPmneY2dGdHHNrOW0UNQ0DW5wZ6doRkQE9nmBO2DDgYkTCFnWG2EToZvx8j8TAcfwdDD268aTGkKySmkCcRuJ4hG2LK3WL4hFQxWIx0WEHj5qW2W8yz7QGZUTHgRgnjrNBgrI9nPAxwsWU5+6kaGipgGqdWuLcZv3Xaa7P5HekYSDcHVHvcJtLaCL0ATM5/P1L1N8z9d+CM5i2wfyWDPxJsYcTFriQmZ2BU7phCDckOZH8iNUTMv2Es1c05oLONfTdC6SHU6doOLBxI2BIk81yhgfEMoUsN7nmgWSEe20JqWcXLS4p6XiLmY70XGPEYOSImok5dczRMwTDGA1GRozL0SGX04ZxnOB0ZN8lpq1BIhzmmaZ17FrBJY/XC+Y0MbTvUQJtUiJK2LaEpiPMBzR+pLcbbmzDgYEhKTbmdanzQBj2hGCYeAbmJzb+A6063KnD+yN9s6dphX4b6eMF7vZ3uXbX5iPRJg5Nlhwuoily1D02TezG39OaDcnMPPQPdM0OdRt667ixFnN4QI5vMOYK6fN6nJoRSffsw59pwpfs0v9MTIZ9EoI23MUNEhwD2W43TBk08VW6Y6MjD3NgEsWanJW+ayO9zjjbYMWhxwY9OoI7MMgeHzY0p54YIZpE0pkUB4wNeHNEY+JynAnxv6cTQhqycbWgzNmgWIyZi+Axc0aaJZQp56oXlxH6Ws75lEBD0ZlOJWJiKgbhHnCIyQKKFiSF6D0ZGXYgCzCb3HXN6DtRj5TcwDni4gFhADYZuS8erEc1FoN4A7LjrKFJEeqq4FYlEYPIBNV4kEC0CHvmVND6O1RaRA+ln23px4RI3nyoRcQgS07mliwMHQrq0hah+VimpKIJm/zOBOeC1oLqnOltIEcqBESmQpesEGT0jRTHQa2BYbIAIRE1Od+/pIFstOyKQHiPMCLcZ1rrF7ndpRDYqfQlK04qHmFXaHSqi4UcjVAdDX3JXFCEZb0/j/HnLpPpkseUFuVelvQ/1XlUETUBYqlBIa4A6qvynJXgPLVS+q3gIiRFKKiaeFNk0pTt93OuV6B2KIp5EVhTKqBSixqDYHM0jNZ5SsiCpMxFy7PwXQ28FlKXU3XYgjCsTol1LlRM9vICErd5norPRZb0TYGai1ZiUWQq6tPWiKC8Lxc5vyg1kmpB8xkkIqas7RTLM0X5S7kGyxmNHHMPpbRLfvc5mlozzSE7VUTAlOgnWw00xYmVtPCVUkRei0Mm1YVfICdKuc9kp09SJJV+YHM/TMprP7QgFnHFuZSqA/XXXGdFc1Hwqi5W+yYlr3BVFOvfOTl85ijVML2+v7SvormgJgqlkFVGqqfF6ahLvYJa76EojUaW9C6PlUZWyLaaPKgYqR5PfHF4VSUdHlsKq5Jb6K31mxpVVtspLpTF8ZF/OxuUdfm6vlqXp7IyuxT9fvTuQkb0UVcWhbV2t6QQ0ZVRdBnnozbXSuaKVsUom42aqRwB+d61XeKx8+rc33PLtYMrQ8kTG+gvX3p+79lqeP5t+ernNOTam58Ptn2arOrR50e0+dR08Pg99auVZeKTMejqyc8o+BWNrvXcrU+d5+mRi2t5xfr9T+i0Mp48vuraKLUhFiftamySefWyVspz2fFgciixMRhrsdbgvMMIeFd3dY6EiDYSY5ZbYlJSzPwxqcHUVBXUPqS6ZTgb6+tZth7b47lY5k0+8/PPXcvSrA9VhH1J2VjkKKpTXgrIQCpiXjJvrXRX8iGksKTElCdt1yirWueg/CdLiqcKZKiGpJKKRGsKwAr2yEACWZDIsloH5dka+VrBCQt6uNKyRAKY+l2lWx0neaxLpJgsvIBlXp4Yq5a9YCvDIs9kbkee5I8/nyUFLUzIAI6lIA/ntqvxstKsOJUXNLQ+XhtLRJypaRdLXbZSSFYq+GLtKJImO8YqYMPUyJiyBmJdL5UJ1zl0/Ko1t1yCa1oEuNqOaAvxoie1Lv99skyHmXQ6oqc7dJqR+RIurnGtp9VNTl0RRtQG9LnHWKVpb2FSQtgg9ETJa8vKAGbE9beIRub9c9Jhg/eBaPbctAM9BjO/Yz5tmHUmNBkp1zwox9jyEBri/sA0DKQmIVslhcB43LPU4rIRlyJGHE6vM9jGzSSbiLtLxBl29wk/jjzEW9gcuJIjRjr0Ugk7x0jipAnbCF0Hkcg8j5iQsGOJ8CaCTExyBNsg20twAe9vwUXiF/eoGowLiFNi15CsYQ498eSwfsS4gdS8h+079PIKe32BxH3Ox29mRpswncVeecTv8ONX4BIyHsEP9N0ejCG2BmLAxAlJ0BwMJjjUnVATaO7uUXNCtg3SXjAOA6d4om3Ae6E9tXRzSwwwHEu0LjajIf0HaGDcXEESQs4DRWiPmF+94IQMJqsAI6HKtgtvlRI5LQ01VS1pKvNaor2KIfzsp9WVHCKl7pWitdYWw4qfeKTK/1rBL2OO7lr2YeG1i3IXV7y18tfyjmVkZS9WAFyyC8/JRvUs46o0iNjlrNGik2f9ODtapYKrVBfZJ0cvZ/6gi1mg8rmso2SnReXRlWFZSIVnVJVOalqpUHTuiKYAKeTCmEoGEGmVlxNL+uAU8rDS+dzObVZZNeQxLeCxmvp3JIP2ArX+2tnZrSxOGhWWGkEVxJiK3iT2N8luIgbrr7Cux2+fw64jdq85Ht9yut8y7xv63tE1f83Vw8glE+HDidPbS6Y+oRcJqxtMvEI/9DQ/fEvaRMYvHUZG+i/+V9rk6N58gVVlY+7waSI8KDGBcS1eNmzMFUkuudzdcbWbONx/ZDwciHFPjG+Q6xYnHXPjmF4Izryhdf/KKJEgQrAtk7/CzB3+4xsMCd+8IvkL9JkhuTkbXXXPMP6AiQ65UZpr2FyO2Dax1cB2EmLfkRrHpnnLy4t3DIcjp38/Ybc3yLUjGc9kvybpgYekOFWOPTD1zG++RmbPbphJMjJe5hQ1Et6jYU+T/jese0BeGnTzB5497OlG5eKngP12ZApbhiSkrqO9usL0ljgdSH1A/npksBe8DjtehFv+OP+vxObI+NXMFBNGbzHDjHlIaPI0l19gXC6oOzJi/RbjG+4Zueced58wp4Z2cnw9bXEvR+yLgenwjPHtNUNqeZAttku0r25x7RX991+jfgvdDhMD7uF9qbX16y7VxGG4JQWDa64xuiU9H1E/Ez4ckPd7dodrdqcdafxAmt6TpOfh+Y5GPJ2EnMv9YsB2CXvhwFlSqeup5gacZeMdOIe9eoaIxbw/QJgxl++hGxi+PzI8zMhphNag5o4kPxAud6Tdlv4Y2Y6RtN0QL79Gx4bu0KPWkDqDCQd4uENUaXYbjO3oZUKSxaavkBCJPw4kE0i9kLzl3fUN7Fou3450h3uGQ8Nx6kjdgOqIeXnJxeU1w3s4vQUZIua4p7uKbF5MBHPJYHZICmh4Q5oT8f2GQQ0/bBNiAtpO4C1u9JjkuAq5iHL7dyecu+V42jHNvwciUWfmtGNMV2gQ5r3BqePVdcNsjoz2A+HkOb5vmNqB+xevafG46RUyK+6+yyj4/h7TR4Z+Q0jCdDcRTwkujrjmRNSGlCwcD5jpBFsHW4fKR3T+ERMbnHa0SXGjIyaYwoy4Ew8X35JkpptajDq2s/1tDn0xSHeJiuGHd99hhj2H9sjsPeOuJbSerrc07Tc09z3PH1rGY89/3Rsetvek4S2zjtw1B9zY0377HFq4f+6JSVA3oyKETSJiYbhBksGYW5zOXFqHbw0P3QMHe4sMDfJgUfcWzBG9+wZ79yXWK+7ZkY/pyP877qGJyEUkbA0vXv7EfILX4QLvDFcfEtbM2B50npG3DpsEubpEnId3/wYqNEQasRxeBuI2cRgvmOl42Xa8MDPvYse70xalx2wG2oeZ5v9lcnaOq5fIbDAfv0Vbw8n0qDG87t8RrWD7jl7AB4NNlr75gkaE+OxLQkjsuxsG13Lzz1/zd/96zcQ9R07cNpdYu4XrG768TthJcON3WE0cjKM5bfCH5/Sy48XFyJACt29fo3huXI4Qum9POI1sY6Ql8ezFSO8Th1NHDIbnD0c284n52BHHFwweglfmj3dMtz+Q2iPSP5DcF0zdNUqg14FGBLVfMxvPwV4xJuVoHoi/okbmr3ZCaAlxJGWFKBcDtCUEM54Fk6pna64ZgJSCshQTRUVwSMypcTRBCNmwhkWw5e+EaCSnOhhyW2SHAOJRctHqLBw6RB0qDaoe4VAUWQGaLBAJwEAWjDJqX9Y5KBfUSlgJWFLQASnnfYMiHGl2QMhITuckCCM1fU+uD5BDb6UokRiPGFeEuDVaUHJx5xIymvuTU0SRLKIuJ/3K+R7y98woMf8mtgi3c0FcCjkKINe8kBoRUhTumlpGigFi6U/alT4NKEeMeQAiSW9Q2uJ8SdkBUuY5I04MSlPmZjrTjSpg2iLw62JYRQfkF9KW5IhhAc1FhhdXfo1cKYaGxZakWehXSTktkmgBbyrEEl6cys1iwOQ6FlIU/7yW+tw9eyr9tWe7xiOtpLRbQ5sxpe2crmBxZonkcOnFoFCfFT5FTlZk1LnwYx5bVQSaTAstabIMZyMMAcGjBeGpRYERUw03ZfxL2HUqIrot3SlpjB6laCk0RFgQkRVFWf57hOotTphcC3ydr7vmxy1OnOpfW8LZ6ystiEO0KjwFpSzFqaSh8JiqvCRIsdhWatRQ6XZyYExGW2pCQkX0/rrrsVj42NipZUoWR0D9Tet8yNL3MtBF+cnbYtXWYjRn+S2VyLL67Cr0otBlpXtWxXhlmMrdqFEW5UddjUBWCq3KsiZyO8WoxSpq4ikdln+WuKHiYC59W4WPZFqVfn0Geb0GEy+0XD9f0urULbD4wNZzkdX9FR2kKJrrm2unKyHkvFaWUZQ9KJIBdas5qTR81Hutu7bQuhSNld+wzh5fT1ddnU95/Ls+ve+x4X9tEH3c4yftfKJt65N//9I9q88i5zn+5L7He4dlas9ROo+6vvz5dKxP+qGffvVzPV4/VOd0HU30uLH1v6v/Sv0HU6MgjMGaHAkhkk9bTdlBKaKEkNeUMaVGQQHk1gLZWg3C543/mGaL8fwzCury9V8gwifPrO+rZ0ZFxiZyLSpYjNCrSMezfLQQL6/9BWj/BAX8KCrx/PU5nUj9IoMzchvVQa5LtGs1zj3ihY/aXTHC5QytERRrh6CuHCFF7qqe1WWc5+iL80g+TYP1eECrs7HSBbIDv/LwtVNzWeSVmRU6LUWoz7w719gqfazynKxzsz+hcaWDqWfufJa1BJbo5MW5VB0npdNVhlnmngyKqA7Cwoe1GlA/Ey30s5eAsT477doI3ci0cYROmBNEb4ghwTiRwh1puMcawbU3GGdp8KSUmFJAbUI3FmfBtycwluA8pKbEAyteZqyZ8T4DnOJgSKlh7CbERyQdcERiHEnThjkpySguDjQnSNExBs84zsSYU67gFE2JEMZMqylhnMW77ISwdGCUZGeSU6RvwSea8UCjkVN/Irg9HQkvA8O2Z9p2hNkwBaGzgrOgKaEhZYzWZHJklU0kiQQZ8+dGEAfOnICJeLknYUAyQjY5SzSOEDtS8IgdEWbUHtHmHm0bTNdjphEzHplFiUbBG2znkdRjumcgRzQ+ICbgzS0qnmif57UUIiZCO4KJwiSJRMBNA+gRbVu0aZnnI9OUc843yeCCYpNjjDDOFrGC+LyWrD0SnUebHSkakjcknUhyz1om/uWrOv1MWX7xvOeAWoQ6R8dXp+8qOgHlzPfWJ8SaJ5e9X6MStNZJecI3pfCaJQIiR2dX4/sSJS9QCgkue3IR6T5hQmVPFiO+Fh02RxLFnBpWBFFbRJ0q/2c+JSvZYAk81RINu7y/8rPKy1Y6sZ7pkIEp5Dz/kGtOLH3OdFUCWmT3pPEc/LDwvYVxZp61pDmGcydlYelaz60FhFMj3mvtnUr3GgldhbmVXFZS1C7RYqVmxm/ia2U+rOvBt0jzDGk6Zvc90d5zCjeMwxZ1L0n2hu14xJgTeueY3zvSzQwXA6LZEKUHh339kfnCkC4s0o24i++xc8P2h2eYyeDnAcOQ60Mg4C6wpqMxHZ1p6VuhayOzHgnjR9IY0OmAtC8xuy1qDHGrqNzjzH9g6Ejmea6p4LdoMrjhDpLBhh3StqB7sAPqBlIIhDhjgsVst1jvaNuAuEA7QxMMUTyxaWl8pNV79vfAe4HUINuAWk9IWyLCkHqsicRGMaHD7W9wk6GN9ySb0xSqVdJ0hHSPyHdYPkDzj+hmx3YAPynNPsGHSOwSUwvGe9xmizhPijPqJ+T5gRA8x3FmG++x6X/HSCJeeFIC92FAgkVmRZLB2UvUJ1I8ENRijEetZWAmAM2ouHtHh2GL0O2U/uuZ2+963v/YMRjLnfd4fyLs9jS6wd014Dxsb5C4xz38M6TxV682RZnCwDxDF55hQ4duE2yV+FNCP45cjpbttOVkP3CyB8KmZdy2SBKakEguEtuAdKCtBeNANsUJsUXE0jQCjSdtrxAM9qcZmQPGH6DdM4QT8TjjNeAGg7YjNPck6wmbnq1NbEJiFs/QbmDu0fmSQGSSCXSCMSJGcNsGrKMhoBiMXiBJ0YeJhMIE2hqOz7aEbsMu/IQ7DAxTwxDc4kDcbDvaV5dMp5l5mnDTjBknXBzp/J7J2FwkN0U07dFkSPsrolimFwl8BB8RA01o8Qrb2OBE8C8C7mpgfN0h9x0a70lxJpqWaLbMMaFjxGvLrttwcsrY2JyC6M4yNIH95RtC7AjzLhdOHixOHS+2CeMSP3YbpmQIHyNhVOzzibRViDaDQGNOWy3tBjoP8xHmd0i6xOLwSeiiISTJeNx+Zry4QxTcyeGipz1JPrJ+NXsTxHUglrsxEA9Hor9DTWTqrom7DfbSYDbXdJojT47BcfcgzGlA7QeCm6GZ4CT0dzkaaehtjugzFrGQGiWphX2fUzS6j1gJ9MbSGMNtt+fkB/z+Crv36OYIzXt0eoXMDfZ6wG0nTtOR+9Mt3iltB02v7LaJvXQ8tC+wKthjwrlIc1Fkg4PFBANXHWoscnwL84Qzz/C2YyYRfGJqLXHu2DjDC3E8JMOcHBaPaWf8KbF7L8SdZ3qxRXSPORmIlnnnEW+47w85IqXr8Rh8MphkcHaH1Ya4MUQVBqtYUfo3F7iHnncvB05X9xy94KXhot9w0c+YO8EebhnF4+YOOzfYeYf3HZs+oONEer9HcWwuH4jWMboTsyZuImxQ+k2k70GCIwZHNx64jDN3xy3TuGNsA0MMTMcT0/1P2M2I40jqL0gbQBTPhLUG9dcE9ZzmCyYik0Ay/z0jIRbFaSpGh4Lsrvpc8tkorlUQ8ygB0an8V9Dri+QTIc5nRU0TxH0xB62LG1pMUbq01G9Ad4i0SMpCS86HPxVDl6I1dFxGkLv8XcrCYs1lL/IBVY/qhlzg7gikIhzpYpTTYmipdSukOgQSRWn35PRCcE51NBTF7gIlFoN/JNX6BjoXx0yukVGR0KSCopP8vEhxmphu0dszF+nJzpoTkBUjNW2mZZpAZrSg4nI+0IDoIRv1UshdXNLkl9B7c8zjSz2oywA9CXlMAnCZh1iKEqucUDlkxGA1YKRcvBt1WejWfR5fjr8qSFQynX8JmR7S2SABqG/ycosT63Rd2bjRLA4GERANeb5jQQtpyEOwFcHelt/Pa1uJWSAQKY42ci0IAyKlRkKu8ldSM+RoEDGlOHJ1zCw59asDIBRRu8t7yGTUptTi0rGGhVc0aFnryz5pzoq/jdTUOSq1tkdVmGoahmzEWFBOaHEgWTT1RfkactOpEEAKHauXvESsEE0xVlSlqqLFch0IkZLGImYEE2QjSi0iroUe2ZabozW0FJhaDCzJU9MoqeTIFBTwWQnPUSc1125xTMbirJOK/AfBgrYIEWXIc5Ky00J19xmj+l+6St8XpS9P3RkdezZdLyaeWrtjMXCVqyK4NCO8VKsB9txOpnZ5zlR0vp55K5WvVZPW2smwvOhsQFu21vlpADVFVcsd/tQ2We+sjpPzq8s7636sUR5lyT1ynFQ9Ws86OOWeJ8ZWXX8u++ac2miticK52Pjq+2pDS2b1/vy7rPaQnhspt6zapRj3dEnMs0SjFKKtenHuQ3aQ5fKG5/dm997jBfD/3/V4fvWs2C8rZvnl6YOrPz7Xl5/r2+NR1u+UNd1ldas+efKTxVSMIKt76xfydBRPr/P7lvs+uVlX965eIY+/X/9/ORzKNMrqtrNRZjnPyv7MEYz2HAnhDE1jsFZonS1OCEhJMTITkxKCQFSMzavDiCWJZOd4qvuu0qGuGFmmOZPpbCB5NDfLn/KzM/kJNZfC1GtiypnfLzdWg01FylbQAMveWWb70XqsX6x53wKLLVGNKwf5evYlLnvp0ZxqdT6z0CkT6OyYqHOrNcVmrcezNFP7VuWF6qwQlqgAo8DEAtZ4zFrKWVijM+Qx/Wo7KDlSFFhSUhbmSAWCVFrXZ9PazkmOaCzRh0uqk9LUoyVenAnrfW7qPFVjockGVTWLaLDUhyDm79dI7JoCkTr3SnWq1v2ii+FPH/Xtly8h0GHEYq0Da5g/BEKawV1iTU+UkckMxLkjzTP+osVfO9ARr0cketqhRwaHvduhzhP6KyQJfs41rCSMYCPB7IiuA3PAyIRzh+wolsSkyvs48xAS7fsd/q4hpqy4z2HkJCcGUSYTiW2HXHwNSYkfs8xuzSkvmeigmRhf/RnjHMQWEwz9vaBHeNCWYC2HfcMwBXh3oDkqaTMztkfCyZOM0uFpcJjBY06e1Byxm1ucWrxvUGMI3oMDlw5EmRhPmsXersWYlkZ6RISpiahJxIeHvJ9Sj2s2uF3EdCNhf0k6etKPQvppwLRbXL9DYyCdZryzbCYlmYn9848YZhojoJ54atBkmWMizonxQwNBie4e6/fE5h7MiB8G7BRItyPpCC6B1RbnrqG7YO4iU/eeeDsh9yPSOsy2RfsE1zPtvOPmfdGl/IxwQsfXxN/khNDzuq1pg4BqjF7AT5rlRMipLRRZcCLL3kqVVxSQi62OysJ7S77j6ohdJAA98zuWJ+DRC0zKvDABkkrEc0X1F5AegVzP0JBroIFqKgGE9vHRKrL0I4MwWP7OQIHcpxwZUdP/1vTIqYgvmcdpSQ1VgVVnzl/+SqWeolFUbNHTDBpTNgpWflXATUvZNk2kNHLmM7lVVdBoyvEhZ6fI+lqcFjWChnIWxMURozU9UzmHJK3SWy1oMouYWkuiuC5Npdt6zn75ErG0228wjSXeWtKdMp9mJhmYvgiEl0rsRlKz58P0PQ/Tay63N9x8+ZyjTEy39wRtOOkGjQ3a7FAE8z7hOo9P/4jERBjvSTHy0CliG/ruCmMbprQjqAcZ8bxlim/Y3z4QgsG6l4yzMunMu8MtB5lobKBzM7G54/0mEULD9fQMlyy9TsThwOnDn0hiiLsvMMHz+9cbsB1785HkJy4vTvikaLhBpwtiOoIN3PsLbpueS+3ZjS3zac9wekOYO+xVR09i9/YOlUCSkWPTMWy/omlOfNV+T5CBn67vmaNn664Q8TSphckS9YpkPHL1f8N0CRm+gXFHfDcyHmZGa+GVYTYngk1s0zfs7v8zY9NxCj1G7nnRvCaYhjFYmkn57n5Go+flm2+YnWHfDSQxzB9u0TBi9K9o8Gy6CS9H9HZAZ8O4ueLkW3xMWNPgLwS/EWa2DD86xnCDefGCq3jiZnpgxLJXi+JQ+VPWU6PHzRPXx5GUfgNvM2CuDTYpMt5ixj2t/oBrHwidI/3BwbFlGHqC9YgV/IXBvnA0Y0t73DD1t8xXH8hl0TfZ+RNuEA/mH/aQEul+RlXQ8B6jQtefcE3iGBvC9Az7+yP2dwGOV6QpsQsv6fSSYW6YhhmS5eS2zE4ZXcL0M+Zmj7iZpj2R/MAcetTMaP8OK46LNEPyuG2TXZt9ynLjfIFgaO0JLyf8dsSklOUJWrSzaCvosCf9GLGzpX9uiTEwzZB8hxw2JPE08mPmf/oSxGNuXmJiZHN6jR6Ve92QrGf75XMa4+hnRysj4p/BpmdkJk6BMDjCfIVg2WLp9wf6d3tcNyDbI2YecUfQE+ik7EJi+98mnHU0ziNR2Zp3iEaGcYvOjtN+xxANcfDZxnUcQRPOXGPZYJtA9Alj9+j8DsYjZlLUKOEqMY5we4j0KXKdYDr23McvEB2x8xssE869wf4G0c3EyPbH75E5cX+XOIQLOvsc1/Xc3B9obkfcl1ssnil85Gg/oJ3SXQaiOTGcHJvOcdlviG3H7U3OluEfEq11fL25JIrwo3rGBOgepzNeDziJpPYVwXSktkH9gNw8w2x6tsct3fHI3m049Edi98CpuWfrn/N883fo9JF0+B6Pp3m3xWOw1w5VZZ8SrYnsXAZC3z7/IzEJ/nqP+JErzYWYx/mKQ7qm+87gfhA2F4ltf+CwfeDfdwfePzjGk2ez29O/mLl+SLx6t2HSyP7hRxruiNcGJw03wxUpeR62LaqR7v0tTuHavMCoZz8OHMIJN0+4lFBpCViCOxEu55x61Lzkdvs1d1dfYEKOSnkxz3zDkTld0oQNagwPl8rUt/DFluP+gndvnhGjoZ08TgJe9xidmZJDxfLxbsfxZDiEHxnckT+bL/nR3DCeNsx3htbf0bqPbJvA5V/tuNUdb/UZND3i3yHBYEfLRhz93KDRIkNAzEx88UA08RfX2W9JEAZoDiGnpLgR0JoWR5ssKKXiiBDHEmqqxyIHVEggWSGKcxaExJOFkSIU6kyWtGu+vGrwyTlchQ7Rlpw7NZEkF4CWKjxpLfxYUkRRFDKt6WkS2YnSobrJ7VOFo5JuSmr+4XLV3bs4IYpQZOxCRhFLjmaYSt83ICUUl4CmUviXCbRDzXUWaKXQNBVl12QHj9QCglKLSmfa5eLZLVBQTrSZhlEgljQ8UpRNMho8FxaMCGNBCfVFHy7pf2QEtSXCxVMLIS8hqtKX720WaM2AypCNKiqQGjR1SxvCADKg4lBpC6LdFtoPPEKmfO6KZb3FYplxOQeopgHVGalpIEw2oIupqZXy/ItyRugUpNO5bkGZr+o8qHUnmNFk0BqWbWpqCZfbTX0Z3zH3zVT0YE5VVG3UWQ/Kgu/ZANQUWg/kWhsDqjbTrBglsjGmCs0V9Z9DvNWwOBeWFBO4so7PuZ1FilFCi+ONsl4R0IZsMB5X+6AqUZzRY5pVKkVWNKpKUjVeRBCLSJvppzNSjUmSD0cRyREJSi5CteTjZtELagqQxchR95WU+UpaIh6KY0Nj7tPKaJVJ7sg1SUKO1kGzkxKDan+OOviFS1f/n+kpRXmFGhHy2Ch0xswqLKjws0sg9y5HLhWFtuqiq7elquKlauOphtG6oDJdcoRYNjR9qh7Kquv1GT3/SWlba30Fzlk2VqOozoZHqV8W50M1jpZxlv6da9A8It8TyuriyFGpToj0uP8UB8JiIFsZ/BYHH2eDYH3X2ki6eD/00W+f7VahhyLnIIJH9JNHnxcDxKNUCY+f+i2K7Pqpz73vk3sqgT+L2pPl92ok/iSS4hEVnrZxdrjV9uX87Wee/3w7su5KXX+f6XveL09aXvb2+cvzfvnc9XR869ZkNY2y+qVgOKvhXB4/VfeC1HuKM8IYg7UG6wRnDd6fnRCaMlpaYs6rqZowYkpNiOLMQM7EWfdZzhWfKq/5dB09Hd+a6/zS9YTIS7PF8LJ8TmearLjbGSGry2PnIeh5L1L4NVCLg57ZYPnwCR9Oi5yY26+ofA/qF6f8I/T/4qDhfO+6b6utn1H8odxe04jUiIDiPJXIOWI0N7KMex0NAkt01nIWLK8tBkrpWKIrao2iR7yk0Cqd16YuKckS54K5wtlxUSIjlkFVcEDZK1KiB1MufK5VLkk1JU0FEVRroOT3S6VPRTBX2tZ1saI1a5r/mjVXLyFJS07LmlOtxv2eeJxx1x7T75jpmMQT1RNjg3qPXDrcdCQND4hu8HOHmQzNsSe4lv32EmPAugmjBpkn1Chze4UmxTQ9TgRjR6zkHPRR4SHNSFRuRsVGR/KO6Cwhtsw0zBIIMpFcg/QXcJqJ90eMzVEcADYFkszMVwFpLG7qkMnSvN/B4NjjScYxDg0yR5q7Le5+ZNaJwJgRyjN46/DWEKeWOHaY3YTZTVjjcbYhWkG9BRsxaSClOdeWMBaaFiOehisQw2wfSGYiHU8QAp6E9RbTRcxmhruetN+R3j+QPu7hxmB3HSlMmEnxs9AGZXQzw8WMQ/HJwCzoMadPCCRiUMYHj4YENyesS6h7QGTCxRmmhB5m0ihYK4jxGL0EeUHw7wjuFrkbkNMJoUW6LdgZc3XEPiTaH16iVonXR1SPxHB7Nnr/mms5VCpfL/tokQcKel9rylEPpkZbZ2O8EQrupmzQyt9Mbm9JhVn0zJwSdy2MQI1g4sn3olpYR5FRkmZjfnWQLBG2VcYuBeS1Kzyp7sez/JfPFVOM8XI+YleykRbZJcst54hyLUCpc2ScWX6rsvo5lVwdReZpy0mlgFo0Cee6RzntKKIQBY1ZdtWqgy9ygeQXRLNM3/mdPD4qNdNai751BiIVJ0rh12c9ifO4FtZenNvnBgsvrbryr5fdRAy+e4ZrOsa7B5hG4hyYmAjXidhB8jPJnXj48I55/BNNa+n8V4QDmLsBjTCGmqqmx6C4h4CdHba7RNLANP8bgZH7BtQ72F3iXc/ANqcx4Q6rJ8KHW4bjA5KeI/YClQNRTzyMe+7Sief+gYvmlqDw0AkuOLbHHZugvJhO/z/O/rPHkmTp0sUecxFii8ws3d1HvGrUnSEuCBDgV/IH8HeTAEGAwIAz9w7nlUd1d6kUW4Ryd+MHd4+9s1qcbsY51ZW1M3aEh4cLs2XLljFPB94f/4nFWE6NYNKO1+EbxBqmuwOLX+jdRKeJ+ORJy4YhJYJZOPoXnNwtnXbY0DKdbzg/eYxtsJuGboS7xxOJgUU+o/1b6P4Bx4EXzb8yyZm/bJ9QbUibf4dJG9znDSk4gvZgPGz+E2w2mKcJGQPpQVmOieG1Zbo1oDOSZprh3yPn/zMhKidRds1HbvqY6Wk2+6OfhkBDy4uH14TOMW4GFiLBnkhpwSCIetom0piR+RSJB2VJhrFPhATGeO424F7AeWw4f7Zo+wJz+w39cM9tnHjCcsSBzKh9n+fCucGExHZeCs7xSwccmF3Rn/juhAyJNv6Jxn1m+eobwt0L0sGznFtSsBDB9YLcWvy5xcc9yQ6IT+gshGOLjT1m3mOaBfvNE6ozMQ7onNCYkARtk3BqOMevSUuH+8pgNoH4nSE9GZrzHdtpi4kJmSOzGkbbEkxgNjO2jXgzYMyM9ycWkwjbNq9v3QGjwmaxaHKoMai18GqLOo88dJjF4e0BmDFtJlqIN4h1Zd0TmEfSMGJsR7vrGUVZRNCpwZy2GFmwcg9iSe4GpMVsb/Fh4uZzJC2R8wLBOtrXe7qmpUkTHodzO2h6PAN2mZmnnjAKpon0LrIdld3nkXQrxM4gMWEmVtEKHxPbpwVpIvrKIilizRMkZQl3BO2Zhj1zMOiSya06CyoR67c4s8P6iLpITAdiOCAhZOGRTom9MgblOCkSE5tZMHPLQd4gekLCe4wN2P0T5hcw09fhliLt50+YYWaJW87S09ivMf4Fu6c/sD19RrZb2GwJ8YHJHPEemj5xDsIyW8Q7NtJwbjzHnWBn2DwJnTe83LTMOP6oGxYNiP4Bw4BlzKF4vyW6PclH1LWwe4F0GzbTjv0YSLsTS3Nm8CcW94izv+GF+/csw58Y4mfc1OGfXuFaxbyaCJoYpqz44e0MNEz7Nyw42P4z3i1s5gVrI+O5Z1zusJ8cMhp2f/+J9ubMsT/ysHnkfN4RgoNupHk3sGlaXi5bhvNEevyM+IH5xtBGz5vzllEa7mWD6sTm+J4uKq83DisNh+WJKSy45YhJCzHtSdqQ2hOpncHvELPj1L7kvH/DfHhgORliiLzWgahbbGwJ4hg2jmVnSS86Rml5kleIQhvOWDnThlzHNxhHFOFw2jLNlrE5MdtPHM03RHNHmoR0El7ZM539SPduQ/96y9PoeRx8tknNAUOLn/cgljn6zJs4JegC6WYg+b8eZP0VQYji6AhkJyhrb656u5JARrLBlDf2vJ8XhoJWdocjs8LnDPRDMeYcopu8MNlTvmWcy2wo2rZVkoZ8PzUzNWtCKrPLzMWucKBLzrbAZWNTLGo22WEsOvHCmZo2mp3PJoMCCkpC0pANtyo/Ve+PL46nARnRIk10MWoCpHMxiB3ZUd7m59YjiEV0yG0PFU7YPDO6VO5ym6SyP45UwLeCKommgARZ0gpnyWB/j1b9TaqTW/5bjOr8ekoWgJny92xbDOoWaHJ2CzklTGkKQFgAuSJdQqqAdjH2TNXgd4i4krUcgBMrE/WvAXXFUFS7lFMLm7GyuUMsw7FI9qjP70Yq00dzm1QKO6ewAwFkyTiAVgO+ZCnodJWunBmw2VGvIMApX88sWeqIRC5O7NFa0Lymf5us+1qB/SyVYEE3+T1Uo9dUhmi9b7luYf7n4NBKJSrj2BXgIac2ak0HV7KMQsk4qsBIZcBLmcNSpn1umkJhhCkFQKnvqGIvkriwLMt7UOE6qJLnesmSqUBR1Z/OHbA6bhXYw0rOPKpJFkCN/EnMwUzRLPOlq7Zvc7lmBWFszpAg5mBfPo8rZtTw18dbvX3pknW+lAyX7NsWz6j4jyu4WbJOrgU8tPT0BRu7YnUrGVxbr5PTJFf8tQBTrG25YD8XRaHqaV4OXQNe9fMLyzrP9fK5SeUzd7kwF1B9Zb/XTLCanbLKc5WeWn3riyTJKj6yNvhZzz7vHbn8XP3RmtG0Shesc+95C1eHWy7A+QqWa4XsrtoKSAHSqvtZP18f40ryam3vM0D8SwNO1nuvV/x1KTfPrlWf7coV/+JveCY184NjHWz8sBU/Nv5/eFYZjut38hk/Zrh+Abp8eVX9sfMu76cOZP3BNy+BKng+D/JzfZkDVNv2xfP9YLxe2nAVYqAWnP7hA5R7SznHyJoN4Z3DO0PXOYwIToRUAuAhJKY5Ay7GRIyS60FIyX5Lpsgz6Tq2VlDr2bv/ifXqoin1s6c9P2ptpprhUGyECsSvYE0Jsq0B3ostl1/jFegkFWSra0gxNk1d7+viVv9ZiADr+yxAedlXVIoM53rdAk6tP1P2jksf6BqdKiDldcBy7aNqP0lpQ7m/gYsMUd4v9ZoJu8op1U2wyJms869eJ13eyTPgse7ZaT1fqhzi9fpSx+NaCNoUzfmrNqjNM1Eq+JcziGXdU1nvrzXAAHkflGL/1LpjNchQA4E1y7E6pzXovkpcVdDwarz8mkNAuoA6YVSPTgZzTjTHgGw/Iv0BbyPSvkAaBzce3XYgMcsvNUqMjtnfIC4w9bmeV/QPqAjRSs4yYgS1NOcs6ZXsZ4IZ0Y0iviPevELbnrk9E20AOzDLB5Zpy3LeoPNcq3Zi5jMhOpY5E0falwsiZ6z7DNpAfJsByD+FbIr1Ps8pNyBtxOlAihG7NMhikBtL2uyZmsTkLA09zrQsxjAai8FjxIJs8ad3qFk4NwNKRBeHqCAmYqzQN1kjO77uEHHIR4OMBjfeohJx/SOmG9F4AIWwKPOpJy4NCY/tF5oXZ8zGEIxFtx3upgWzsAwTISVICXEGu+2ICQZrcuHB+TMEodu+g2Txu8+ICyTtILVYvcEJ6MZAL6ToUDW4CPb0SGwXtPGozOgmZewflwO3pwYJiuyfCLIw8IAw05r4w/X5J49i8yqsvtiamV/nXN3568QpBC2pRIScdZCniK5ngkBy63e1zA2pc6VmIpT5s9pOUD7PmUV5/ud9IK9nRQpqbVsNytY1JRO/st8JmUB0Zb1IJS/Vva7aUznAusosSSTXB1yQFC/tU83kNwAyQUbLuiU1UXrV8JDSt+sGWdqd15CUuAQAuD5Piy9afNe6h5TPUckZ0kohjmnZn5S1FmBK61qXh0MNDjuy71UJh5bsC5rcxzULjBJ0Aqos34VkWPs9/ML9tDxWiqQP3xNEiGEkpoXORxrb8lo8Vi2HYeSkAzY1NP1vGZZ3/GV5yWwTo5kgNmzjnrF1PLyYMDbSmxOYHefp7xAmZPuvGLPQNI4kynj4Z2ZgZ77GseFhMUwpF4BOxtFjaGXkKMJJOrzf4fo9Rv+UWdHNjkZfE6Tn7I5MJM46g1nQN1uMKC/aA0kifwxvWBAezLckc8acX9KFHl0UTWd8e+CFH3C6sF8+0Pm3LOYFQQxRbnHNa7ruHbL9yPDqH5F4g5l+x6br+f3dZzo74OcGiS1ftX9DdC368iuiCJvuE/08sjt8TwqB4fiG02DpDh1uViaeWDYDLBPuPnCTduzSljkKn+MnlvYe9d9jfKL1kZA8iS3zZsPDP7zGhRZ970g+MXx9T7IL/VcgYWZ++hbOnjg+MpsRnXNB5Ddxz5twg7UB20XGp0/84fGBzkHnc2WSWSIpKLM0LAJOQTlySnN2e7eC65W2S5hfURPCCNy4TBpZJGNfoduhvcPGdzRPLwiPSjh+QjnmOfH+jJ7vMzt/CozdzOn2JX5SdocJcYrceNQp4VvBqKVHSNbxMdyACjftETEJd2uRxpLo0CGye4j4+8T57hMPLz/gjMOqw7qZ3WZmsoLMQgoLYRpQSUwuEFWYnSXiOCxfYZKhmTdIMhnHc7D4EXUT3Ung7JnakZgCB5Qnp2AnxJ6J40CaBxa75WB2NNMdzfyS0B45bu7pU6LXI4ZU4o+eZveyJEXfY8OISRMSYWss0VhUR+Yp8dQ3GO9phzvsxy1dPNJ1E8t2JNgJGS0yN5A2RLkDP2DCiWA6nnZ3mAhNl0hLB+d3qBEW+R6xSrPxSAIbZ1SFzWZHizDusmQWh444Q2rvoflAY7c403Ke7gjjLSENkAbSNNHEz6S0pdm+xCDMYjH9hlevLXE0TH+2KJ5p22PsLx9vamB5EzEh0j86mBruvhP69wnbTAR3xoUeNyju0OMOL0gqjGZEthtuXmzYaMROWRozNA6H5bbt6EQ4BSHpwhvesygMcouaHd4axMws4ROkR44vI8cN6H2AMRK2A6kZ2MhAYyYOu4h742gfH+DTf6edFvrhltA2TN80SAy8OEJgYeITnRG6ZUOKFju9zxVONWeaHpuEkcRGH9h4mNwNY2ro9hFvwJkbOrNlqxEblhwkm7KM+7iZObcTx92ZZdogx/8TS1p4Hz+SJk/3uUddQ7r9isnMfJRvMQi2+T19bFmGvzAtJ5bzibQcCF1H6rdszC07toxP/8I8/78wrsH2W3YnA0/g+oXd7b8R0hY/vWGOkffLE0TPy3eQouGsAYkT+hixKPZFh/EtB9tjcKSnr3HzjvbmBmkd+uoBXp5wcWJKHVt6Np967ua3vBt/w9K/Z9J/JiZlVqUfRuznRwKGz41nMQGVueCkP3/8iiBE2cAF8s7eUAs8ZWMos8nXtHpxJTMhs5/zp8XRkpKyLuMKFuSCKVsgoDanIhFqAcWLQSYlSKCqqM3pqhIbUFcMllKASlzOPCjpnyIGtQ5osxNXCwjqUNoYWGVprh3JqkUvubAzWooY0xYG2wQyo9Q2ZHA+A8OhGK6ezLjpQMfLvRnzfVIxNE1fungGFJUbsqwV+bk0F+Zei0UiaA2GaMwAgNVseKcMimfmyRXgUQwwUw3dVJhwphQntqVIZcrBFinFC5OWQtSEbGhW0mTSrOFXjUKBtY4GVTKojB895t/byv7/maMaoaY6weU5TDW20zNwVEuASu2YsyKq5JNSghBCFvFOFydCyf0ubenDMzWLIqftenKkfSxjIaKacgaEJQPfFQAQmw39WmROihG8gvoZoFCK/nZlIlZfKZXCv6nOpwJiMOfgnS6FFboje7452JJrdJQskEQB3vO8M5WtbWrYqMif1XoUptxH83jUtTB8SXEujsLKytJSbHQtnp7nR+6CKmvjyzgrWRYXn6z8J7MS1WQAZWXiPwNd8juT5MGMiCyoLCQJWRqlOlaU75jiOJP7f3UtVtBsWV3JX3JcgGXKs6yezwUDK/deHeQ1U+A56FqDDDUMVE9PK4VWL45dzbKoQ7wA7CsT7Yt2yVVDdc3WqIDZ5fSapVCLUq0ZEBVM1Cun99IDqyO7Oo2USz8D0crPq/TIVZ9dZ6zUbWG9RZU0Ws++tFnLjdYxsyJtea6sa5lesnYqM7h+X67fwrMLU4Msz0eEFgf3Ocz9rFekghZ14pbOrOvJ+o3/f48vv/vlv6/B1fqRPj/9B8vqj374E/co/XfBMp5fn7rbFy3tdVLI2ndwPT9+2PrLbb8IJ1xPmx//4CfafPWyn6FVdfyVBsnzFshVV8qP3ep6KkitCWGwxuCcxXtD27isX2+EFJUUwZiUk/Y05voRqWZCsILsUlmrFeXR+p8v3sV1R+oXz/zz6SFfPEuVwaz6w56L9EQNMJfC3WunXN1brk5NlPPqQlCyW1MhC5ialVCfrV4nrZd7zjwtzyOWS8HQMpfXIEStoWWvNxPWrLxKkFmZrDXbrHZQ3sfXotdVvuiqFoKW72vRar8EH66DXKXdkiUOa1ZEjlVctbvajmvmBVwC56xjMf9orjZBfd5nq92b7ZbLdUtmh9YMzfK1NfOz3MiUcR+zVKra/K5kZX3rpT9NzYAoa/aa/biUtl4HMX7FIQpdgiYyRwiLYTso7hwgPKCqOPsyF3htBdsYZtMwiYLNcncpOILbkkwgtgATovcgQjRtARdmJNjsLM8wmQeSmci+hiE2PXF7y9kYZjNh3EywI0ygg8eEGZNmCCMyHdGQgxCuV9obRWRAeMqAQ/BIMPjvplzX4I1HnAX7ADJjw2d8XDBhj4SGtLUkt2WOC2MCR4sTzySGE5YGRyO5qKEbPbF9YuifMFGxsytqZoKxQtMK2hmWVw0kj3wQZDLYcYug9BuLbSPzciLGxBSEObQQetAW2x5ojSE6SxQLvcXsLYwDy2EkzAk9B+g9tm1ICJNEkiTsco9ER9P/PUYazOZzlsA6t2jMtTGcOFI3wy4Sp44QPMQTNhzKnHGoCKlLRWXU5iDEUAKl2wOqE1P4hCHSG+FX4CZ5jgO5rkqZO9UGzyeUraLOp1TaVTLyNY/1PEXT1Xyi2POAqUWO6xhPZQsswc61pkuxu0yp6aL1/nmeZT81IrUYvMDqt6z72qX4MuiaJbtOwyJJuppkqmV+V1tIsiyRyeuepFKjoWaqKZmNLYIWJpDGi2+Yn/cL27OucWUN10q8SllWec3Rq8tIlfxloQYCsrmskEq9Cimyl9W2KutllStca0WsjShrWCkGvvqHq49+ZaPVtb9mgRGv9gbW60rdj3/pkRLp8yeIgegWok10LmFswx2WjRr+aTrzaR7ZeI/v3jHKK96nm+zXmpFWPJu0IbjEeDtjzUTDAWLDebzDmolu57K0jnHEtDAc/owsA68t9HLHabxjjh3abUje08jIhgnEM9CAvcW3b5H5HjMtuOhx+pozyqM9E0mEtOBd4Hbb0xK4SUemlPinuHBCmM17RM608zdM04vCtRt5bY9s/BmfjkyLEK0l0BJFSGaPcS9o+3dI+4lx8wfc/Hd0x6/p28CL/SM2BdzoMWnLm+bfMbc99y/3JDPRNX/GTg9I/EQcI4/nwDFa9OTxMyy9EtoRmRbcKXKTWt6kO74zwnvziOGPGP+/IX6Pd28wpWbF1Hc83d1hnzz2vzrUTYx3T8hm5uZVg40L+ukD6WgJ45EkE3bpsNpwl7Z0cY+zE9Yt/OOnge8evuftrWN/65iJLBKYdUuSOwwWmyxRZgZZEAttaxED7kbXqfVLDoOwswZj4CCBWRdCuyFuNvThFf70An06kp4eSG4AF2Ac4JNFZMGR0J1l7G6QccafHmGTiNsjmgR9bzBi6G6FYC2D3hHVMjcR7xbcjcW2hmnwpMnRH0a2D5GHtw98//bA7WnDbujp7EzbTohpSEvDPJ+Zh0eSQLCWZC2hbXNQaL7BJgOzwapgCo63uCfwC9vB4g4ObgKzTXwGBgcbO+d9bBmJ54ml3RPaDfvxBd3ha+LuI+f2gE0zolO233EY52i2txiZMeE9Jg4YFlQtfZf3xHSaCUtivmtgY+nGPX7Z8SIJm9az3MyETYB7Bw8NIz2DS5gQMMtM6DacNrc4DUh/Is4N0bwk6cQgnxCBvusxyeKHBZugaxVxgv4msjSR9E8dOjjUfED9A428peWWeXmNnu8I5gmVA6T3uPk9zjb4zQZjPcG3+K3n7mvD/CjMf7YkLHPXIc0v30zVwPIyYUh0wWLVc/MBunNi+WYm3g24EDAjmHOLO9ww+5GpPSP9ht1dT3ceMPcjGCX4HlHL3rdY4BwXTAq8SJ9RDA/8DcFaxE5gzsTlkZgWzu2O476heYz4GIn9iO5P9NOEW2Zkk4gvHM3xgD78M37ZsZtec24dpzceOSo3n2HRBdPe06qnkRekaDDzJ6TgaFEiS5Pt5rfpic4lPuwNg90SXECNYmWHMS17fWAf7xmeLOf7LdzMTK/OjGbm5Eb04SXy/r8Q9RMH+6+Y5Ng9fgV9w/LuFdGfuZ/+GZMCm81/wukLHs098zQyjQeiTmjTwbbnbtmzjzeE4/+b+PR/p3v5n+lf/a8EFZZjxNkz3n4kpnfY6W8Jw8D9w4mmNfzujRDE8DAYdJppniIexd00SN9xii0aPe77N7jDnt7u8FjkzQluPzKOME0N8qml/9xxs7zl9fyfOAfDo/wzk1EGo6Rxwn77kdkaHl71pEZpZbkiMPz08cuDEKE6o9VpqsZBdvzEVAZ6ZShUA7DoWuJBmpL9vhTjyRdrpAQPpGRHFAa5VHYYN/lvqQzuXDj4WXZG/UP1zxVMBZizQZP5iSVjwGyzQRSLNE3+5tqWy8UKSz6jzmCqIdUCLrM7khbGhSEHDXL/qNTCx9UwFnKRMi73UwuyITPvs/FaQccsp1OMUikyTszZMC0gRGb3ZwNLK9O9+I+CFt+yGq8l24SI8gRExFZ2TjbWV7ymFjk2Je1XT+S6GdVgFrIM1BHMEdgBbbGDM0CQAyR6MTxlk/thLRT504eWgttV3ueiMV2YMQW0kQIsZKA6//4CxBcGkisOQarggyvXqEBJLoBetUKlSDzlIMZqSbNeVslplRqzwa9F8svE8rzl+TXfXyStqdyrcWwKeKNzMYLr8+WWSR13UplWRaJBE+iUAxIFtJfKKjW2+BWZGZpZ/JVZVQAWLmZ8NswT0OSuWvus/L6AUdlgL4zXIimUNWBZHZ+VVlSCW2uB3pTBJLXFqYq+gH45u0krSWx1akJxzkp/iEeNA8aSFeFX1pQUpqqmLHWkktlQIjM1UJrnVfOzY+3L47lc0vU4rRJC5V/VkSr4oZYMqmtUc/1JM1C9xk7Wm1XwUbi+n17/vvTrc6w0B/+owCaXDCWuz5HSLlgZtqLPGe5S14f6zrTKkVzuX4N2WiXPrvrk2Xipja+O3cVzvTwu5Xo/6KXioNfI1foKar9fafyu7z+vN/l2V4Chgnxxl0txbNZrUK6af9D1tuvTVeBg7fzcjjVGd/UEP7zHLz1+xXeenXpZm354jS9fytVYfDZOfure9b1+Oeou/7089LNPr1Cb5/e49M2X4/TLYx1AVyODq+SfH/nul/f8qfcgX/y4ZsfV56iT+TKv1wcTIRe8d1hnaDuHM9C7HISwqsyLMIx5HFprSJpl+wxKSiV7sMzLi+5+uuArNRMMrtaa60H5fAHRLwfsjx113ytSk3VdXwN8Jq+9ee+v96yAftljIO+RK5O+BuPyGpz35fozXMbll5k7dQ+u0piQJfnKPrUGBlj7Jp9XiBbX739l67tnXaRaKbzlYaXWHqv9UC5Rgamr9VfkKn1YBNRzZVDl84rNmvccW/rsIomY252D8tf9qWv0l/xc1UDXalTos+dYg8NS+q0wlgVX1klblse6jlueHXVsm0pGyd/W6wBUtSOYucgt6lVf1cBGvLrmr1ivVNDRIpPFzGdsUFxIeNsQQkcaG8y4INNnrCSs9XBWzDhg7YJx4OJAb79jsTAYkGhx428Qm4i7XKA5TWfMkmiWCaOQtonkPYNvmMVB+haJ32PpaNXhTw4/N6RlQMPEvDwwL/d5rjhD8gJbITbCuEkQDPFscCmyCZ+R4CDk9xAlEFSJ9y0SLNPrlrSVnJAyJ6ILqEmImejTjMYzA4kYPU4dhhaxFmKLxhskzrgw5L5vNkWMKwNWNnpScKQQ0WQYlw6CRc2MMQm/3CFjy9hsmL3DHT+ym44sektgQ1oi49IhBIy5R9IO9AZcg+56ZFjw54gJHdPha6KZ8fotzEr74VUG1d6MSDOSzANJJ1L4LbpsIBiIYLoG9gnkhjT2TGYhmSdsWNg+LcRJCXGD2pbkwaQ99vF3uQB4N2PjQDuN2bY2P56H9+OHrJnFK5lltQnS1TwuDPzrtVRjrpe3ynpW++Eqo0GqbZz3B5WrzIhrybqytlZbZs0sJWfqCgbVEhgVy0XWqM67SuaxQFvW6+r32LJeXtuiVRI3z08Vk/uurO3rvpvK3F+z+cthLnM++wzx2TqklbR0XRcGctsllf0lUbMc1iLPayZ4JfOVWn2XK69tW/t5JbDVta5kNdeMxdVnofRTOV8NcpWVJ6utnQmDayaYWiQ15d4X+3cdG88W4J8/BEMjL3GixN0j2kxY47FqiEfLlGZs3LPV10SUg4E+NmzCiEpCO8/Rej6Iw/uFr6eAukRspAQ9/wfGDLT7P4BE5qe/QZcGO96hoeWwPTLYmcXuMoP86NCgHPoTQ3NPSrfcyA4nJyyfkTiSZsfgHMtrR5wX/NOI1xk2B3xQ+vMW7xR5FzD07B522GhZxr9BGOjdnsZ67HJEdGZqRmafOIVXTHFHc4j45S/47gn3IuFcIMqEn/b0w3/Gmdd45+k9vGoM0lj4KsstvWgGZhlB/8gUJobxnmlcIPwtKXl8gm26p/Mj3gVe9SdeNIZPzvHUeMZ5YZgfMduB290nYpwIn1+i4hlMJOoDo35Ak3J73OBGz00DqGHz/R71Ad27LOPjZtgnYjwSdcLaHSIwtGemHly6x6YTm/DA30wJO2+Ywh3ztmO526Bziw4WbxTPhEsRO+c6ptYkvDVYv8P+bGbzF0dS3IcZFxP+nOXPYifoTlhOlhQTajqMaXDtgukUoxtM2mE8TC2YNPPy/RkBpqbBektT5tfSCkkN89CS1LCdZgKOw2bP2YN7MBiNNMMdfmkZmgfGN2dYAvvvLGYUpklxAVovxHbL1L9B4wNuXpDk6NKG4BxjajFGaBuwMdCcHzGA32wRB5vPHSqeqbUMt4IEgzsKbZ9Qr5iUSDHSJkejPSGZXDRdnhi9oZXE78JrjD2Tbh6xydGFLbIIvP8LQZSDNIht2G9fYo0n6SvQBrcXjBgk9cjg6Mwj3jxlqZwY0bMiocXLBnfXQzgTwhPLJIznN2hjuWsP+HFkd7gnJsfZ3mFkYGuf8nOmFlXLSM6g833AOWijYEfDQQ/MRmnGFhfecNhsODQG1z1yJ0dGXZh0Qaxg/B3MDjs8EGzP/cZiXOT+MGKGkcYkRBz2tIXpl483EfDOYUwidIkpzOjuI9Y+MsnItFgWThgXeTJHDpxI4lDZZ3nH4xMyR1LM2ZxbZrwTxq8TLoB/KvjE1oBJ7MN7UnSMxxtivOW061namdsI2xFm/8TT7sjm9IQ/ntmaBicN8dizfG+ZToq3iUDDKJZFJ+aHj0xD5GmMuKjcHn6DMfBxM7Oo4RjvCMDmccAMgWXTQ5N4aFq8Jtrpnk14wkwLM6Xe08nzcPbcmz29UbbuHlkcx/c9Rx85twY5zzj5llEDH+PvcQacnbFhgE+fQRaG8ws0CXP3Z4z5Hjnd0y4zMu+I6RZ7vMHEHt/NJP9AnCzL+TXWNFgdmE+RkQZdEumwZU6W83JiTDM6F/w2zBiJ3OmRIJGxNyzieeNbWtPw+RQZF/j8cku46/h6WfDjA2EJxOBJusPaLXHTMsYOlZGO/46N9zTLnuATYzuwuQs0/7EjqeFWLHPTMN7/thCffv74xUEIidkAU1dAmOqoFMZa1tSdqdkIqiXAYCLCTGZvuxKjKKw5abJhQtZ8F8lMvVyEqxqNFuQGcMVoSCBDcWKLFJSBCzxS9MlFUc1OQrYxitFRJW1Mj6QReCrfqjqRBVAu7DRNff5bihadzNlQSs1qDKKKGqEWFBTNGQNZMichhAtoLFUbXqiao6sMkxyz8VgNzJRbhtT6DAuZzV7S8Y1DKXUoSsFGqXTFlCeMKdqhmcPeIOyBCdX73IfVaE+GqiGce7KgwzlvDdEjwoLqlmzUCSpNcdqfQB3C7cq8odT6UA1IOpdr7XIfp7C+r588TBm8No8zSVmSSlnI9T8KkBPJfWnLe6lAZpWSMLkgqCZFlwqg1HolFQQoQIQpgEOlJ6wpwBWsIfdHKn9IOROhGrgpFnmGSwACU1iZKyhWQRaXx1rJVFmloijPQx53mGN+T7UmR8oSTNXZyGRHQ820UeY8P1bd50TVlUVtZjsVgPby3EWCrBS7RkqwIoUyB6ueeXW0StdpyX6QkilRwRI098U1YGRzv7AUxpsuiETU5fEppRaEVGCoACyYLgeHUpUK8cXJqoBOZvFeCsCHEigsDhyWtVbMrzhWf3J19er95IILrf1wNZTW1I/L42d8M39W/14BvCs5ofWv8sXVJ9W6plHmY3ktxfnKzmAF7EyFfFdMqwKaK5BbHXRTauesYzOvj3lNyWtmvlS9VnVSzaVP6nH1rmuGQn6WOs8vc3MlM5d25e9X2aWra+o1xF/W10tHr2MxreO5nL2uYdegwNV19Etn85K/8jyT5fqUS3C4vJ1y5vW5ctWXv/K4vm318a+CWZe7fNm2L/ps/fcFoMjXqiCnPvucL7/9o82/9M4PG/tL2mR+eN56iR/e8CKmJc9PLXNvvZY8/9YPn6Z+M48Vue6SsibX/103ZZUxXLurXEMMYizGOqy3tK2lscKuAU2KVRjnxNMpoqpYZ4iqGJNlckQEI1U+pq4VdV3VZ7G3n94eLwuLPnsnP3OswcWLubey4eX5eKkZAWtfX3VzXoPiZR0UQVepoByE0LXeUl338rUqKKYrELiw7oVqgSXbCnIFhK/A0FUggiyrqNX+RMjMV7gEFCq5oDKga6ZEPYpdo6ksHuV5JRZWlFnXVaTUcroOTqz3qv1UmcpQgybXQFwO2q+duL5GJEFyK8N6rTexZlwVRnPNTEgxt1Washeay+/qtbXs+euYrXMgt1dLZuva1tU+WLgm42R2s5BBzwso+Cu30Xzrs0PVYk5HCDOODm8bYnhBGne44U+46TPWbbDNBnuc8J8m6BK6VZwZ8O5bjPEMZgPhBjv8BvxCuPuWpIF4OGHniRQyyJu2t8S+Y4gtIo5G/4JNJxy/A+5oHhr8U0tsnkjuyLI88TQdcKahcT2xMWhvSF4JnRAHw/xo6WLkNnzExJYYXxONsBBICYb7Bp09fN3CHmYV4hxJRRy6l4k2zZk9pgsmtbjQYp1BXEuuq/cSSY+4MKC2IbY5+yfFvCK66JHg0CXmotqLRYMj+QExkc18h013DD2MXeLVw4Ht8VvOdgZ7x7Ioy9zSSsC5+zw+00twSmo3iI54RrQEIdQe8f6P2CGx+fAaawT5ZkQ3M3N6IMYFDS1xuUHDnPWwW5t5Y+GGFG4Ym3tGF7h9GNk+jiypYU4bFhyLE+x8gz39B+hGtH2PJk83jagEtNO1jNhfPQQuRZULUaDUPKjz6uJDFnuTOjUDkuYyt/x6PVnnAqipspZ5nuhKDLqy4VbCTV1XCstfBKm1FNVnm50qi6erTZKzkxzQkYOrPUhC3CHPVc3Pp6u0ZtkPam0+W8AH6hpfDdASzVGbbXYtGeFCyYCoEsV6CTjmG1AlZdesay0ExFpbIcViq5XaekZKYLvJa3MJvpBSybqgJMFdAjSptAdTssxWH7HsNcZesiqI+TlWZkjJvtCSnU3IfUZCZYtqV8ZAvbFj3U9EoWTOo8sv2U2vhpuh5SXeOKbtQtoodthjl4Z4ODMNE9a9ZWPf8mgWDn7GRcGGKReR7zwn5/g3a/nKBf7dGAhN5FMjJBkR/neMPdPu/whiOX7+Bxg2mPEFGhuetp+yNrf7HaIODg49KsdXR4J5j6jhlpbIkUSAOBInz+A8j28czXlmtwxYzjj/ATe2bA5fYRpB3i0Y07MzO5rBEz7+DYSZ/qbHeaGxB0w68OgtgzMc0y1T+orbpz9j77+j+X2k+SYRl4WwjLTnPf3jf8ZuW9wrz65JvG0Fdpb5dw7TWjb7gWkZGf/4PzkeJ54my3juIPwvaNrj43t8vKdtPuHMwO2mwzWOo3eMwTOcZoa0YPYLt+9mxg8vOf/5HRoi52UmtQ9MN3/AxB23+g/4ueGmBTMZ5Ls9C5EPe0NoFHl1RNzEcj6iYaSzbzAinLszYTPhhz/j4mdulsS7MfGwbHgI75i8ZX5h4eQhWJxdaOwIU6Q9ddk3NRNODc7vsVfkw7863qLi3y/4MeBti9oGbS1hZ1hmyzIpXjqsaXBtQrYGGzeYtCdsBsb9EfN55tWfn5i6lsPrW7w3bDVbZ3MrpGhZDi1EYRsWgk08+ZcEb9l8eKQZAt35li7c8fRWGV8K7YNy8+AZ55FxmWh60F6I7Y6p/w12dDTLI3bu8ONLQuNQ02KaxGZ7xoQzNj5iJNH1gjWe5lOLJuHP28TQw/5kaEbNGQNGiUsihkifHHs2RDXENHOWJ45uZCd3fBPecu4O3N9MsLR0x5cwnZjv/5VFHJ+ad9Bv4M3XeNfgzxabwO8mrFX8YYOdHV37HdaeIFlSMjA0mKGjud3S73fE9J5JH5lON5zsG4w9c9s80I4Hbp6+Y7R3DNvfYkxD7/5SBCg6ghruXUSNcHMTMFZpJ8Ethvt0YJCJ7fSGNG45eWVqla/6J+66E5+D4xQspjWweYE8BOzjA6GLnHdbUgyEw4HtGPmdTTj1yOkFlcj9S1c45x3GKqFNTHGB5SPWJ6JJzLMhcCS5Rx7NxBMTVl7gZI8JI/b4iImOGDtMgk2asa0wfJ1oJsGf8w6Q9oKxif30HiZP+v5/ZZp3jDcdUzvwMhxph4l/808c3Mju8UTzMNBsXkO3JZ62zGGHWUZGdyJZT3KGxEh6+DOnSfg0NezmLX/z9FuiDfzL7Z8YjeGY3gCe5uGA9ZHQQ2qUuTtj7MLffrjnxTTzuAhDFOzQYWXLg2l4sI7fmgNvzAPj6ZbD0y2nZuFmA03RAAEAAElEQVS0tdhlopdvGdnwMf4NjS7smz/TxgPNx39BozA8/SeCNpibf8H6My8nRxsdJvyWqDd0R48bHOnNQNocCYtlObzGpAazDIwnx0lbwgzzITFhedQjGlMm/qDoMmHtxJ1+y2yUP23eYKVl71v2puEwRoY58fmrHcfecvfHP3Pz8MAyB5bgsLzEmrfE3jFYizYf6Jt/oX9s4Nsb1J2JzWfMzuB/15Nm4eYzDGHD6fPfE7T9q6PslwchTCAXhMrFeVdwdQV+bQkemGJQ5UJ0z5lwUhy7Ip1UHFFDZSoXvflUwaMC85iBHHAoDI5i7GXDI0fRVqcSzUaelsI3Ugykon0rWj4zcwYuTcszg3Fl9xUH02TgKwdIIrAthlXNQMjBhczud2TGRwFYS8FFXSnjwppeK0vekAhkiSZZ27gaX+acnUC5BgeqlAKsRWJFUHHZEFG3AotajVqqU+2pRbIvrJaaupoLV2MKa4TIKvNUGPXVWM/tqYZnA7rP/UJX+qNKQBkubMWaeaDkQMpfMffScDUGrnWmi9O+vqKafUMBHyvoEct4Ku9FIrjC8KlMQL3KrhAFu5T31F0ADNELiJA9kAuQUIuy19oROKr0U8VLddVAlfLsU37XkuWypKA8lZVD6ZsM5shF5mF1mCqjx2RmU5VKugYdtY7jKldRnqGAkFLGTB6SQpbuuoBxIqEAJAVJlgrSaZ5rpeilUh28Og9h1ciu6dOrH1Eds3O+lynjI+VsBa0BEfWZ1VMln1JCS6Ahg1oFOKnt1QJCrQClLU5HHvM5ZhTX3vnFx3NsOYO412O2gJPrsJAvv3it/30NyuZ2VuerAq0FTmOVMXp2tWsYNv/++nPRS92EfIXiJFIc8VSvXteEAjgWoDCpXLI6yGtlrnGT9bVV08q4Xv+7IqbX2rq1/ZU9qOX/F7D0y0yI9TlXFHhFL6kAW5W0+gGArnr9rx89Vs3iq/d1HaxYWyO5Xy6yTmU2PAuEfNHmq7eytuvXeLHXV1qfH5516F8duV/+/sfP/+FyexmT12/259t/6a9nl/mrbdIf/n39vr+4jlz9l1Xq6a8ddUxc//N5WEvrOM//WPfPlamqUNMtrqZDHhdlzirr8MBYg/VC22Yd/7Tk9vrGlsKFOe1ejEFSkYQsa4lercOZIX/F6lwlyOSH4+BqnVllyP7aoFuB7wsDPn+j7Gt62aPXTlwvqTnoK1evbP3upb7GCoCn65Wszue65pRz6nyuf2xtYw1IZJBINFLlR/J/a6Zf3SvrNWs9imoHfPkcetV3pY/XIOZVJgyw1qqoYOaaAXBV8wlYpVco+2g9rwJbNYvy2TnFRi0bhqxZB8tVE5TnxaBre6RkasraJ8+yNla7tf5cX0PZi6967DLnroKxV9JU+doXeyE3xVz66FccqrAkk4Mtbo+xgST3BBkLq/BMQoj+FTbNmOHIEg2zb0iipCVhnMPblpQUtwygibT955yYNC6YmDDHHbL0zLHBGJslj5JhXEaijrjDgpkVNY9gZqbzCZ07AiNRZ8IU8YPFbhzS+0xyiTNOHW1qWU6g99+ALpz9hCn+jRolxU+oMdgXe4hCOk/oPCJTzMU617EVSCyQdojeYGLAxBkVIZiENAuynxE9IekWlUiKjxgL/bbFzA3u05ZkDVO/IKLYJuQdPxSQ2Z2IbcSmHX5umXlFsoYUG2QRfGpxOKxRxCVEIqIDgcDiZrQ5Q/8Ic4TjP2LsjNsOiEmEv4NoBesjxICMHTY2dJKL70YXGEikwaH3hjRETJhJJpKMEmzL0jdMc8847UhO0I2QFJblLyQ7sSyfUBPgxmDoMGnDD7Opfmqw8dxGkJwlvNqulLlwlTWndR5IratQ5m7NXFrnBqstcFlyL0G7/MeU39VAZAXv9dlcW4MRq/yPrPeQNRV9Bk2XQOOzjC3JWstKWZdqELU8v9RHvAr+a613wRXBr0jPXtuPqlwkk7L/oLpcrXFXdkNKeQ26lvOUEiyI1Qera2G68m+vuk4ANRdbTB018//abquZaFptTqppkH3U9Y1KXaP12Z989RKgkS9+p/UM86uWOBVl2Z5RTHYvzw2RDdF2DN4xxxnaPeJ2mP49pv2UFSWMocOwsQZjTxzMn/AYPmlDipZpvsPoTCvvcboQTu9AOpzeobZnunFEnaC5QczM7byjGQ3Jn0m7A610pPkbFiyhOdDYEceZNkykc8vyZBg/ToRpIp1GXFjoFoONlpAaiIZ0tgTrOHJEjeNmDjRzoncD1sGkNyzsWI6eYBzNTYO/GdjMiT5Y5OmG9L9tCY1lahdEFWuhM5YbtiyN5/OrRLOF3d6DEwYcS2polpd0S8TKHdY2OAkIT0xdQ8Sy9CeiD4x+Qc2MXxLfzIabfmC7GxjbjmHqacZAO7xHfctysyHZDZFXROOJ7UCyiowbcI7Z37JIIO5PRBcR5xADfv9VlqM57fGLw00LKUyY5JB0g98G7FcRfdExv7RsOnhxjozLxMl8wk6B8DQSR8vweYdxgeY24RvL1CTMr9BjSkZ43DeY1jFGiMXPsyFxnk/M00TntjS7iJgnzPwZaxdsI2hU7GNDWiLDzpMs+OWEFU867dHO4N5aSJozQiYlHRUibO9HxAp9/xm3nQnnDYdwYuTMcgp0acH7icUGpFPiRhl7ZWoHQvpI2D4y/e1AMwu7UyDFhJ0TJkUMI0kix/YOScpmMFgT6fqMxci4xUdLYmKxEbvp6W4s+mjRYHC9g40yTYbzrMwusGyUYVm4H2BRIVrHMlhOHzNJV9sFlcCGAxITzeOMdQrTmNeRvgdjid0TSmLuDrhmoI0eJ5Z5FMJsOc4HzuHEeTAcz78jzpFmOCFmgGFgnCee9hHiiDt9xunERgM4YXqZUCd4G7NPfhaiWkLviRvo3wk+JJqHARmVKMIchLO1PLk9MUAblJiEecr1E/0bhzEgj58ybrQIfrGMpsMYk/f2X6P/pUIaMgnUuoDrZw5xYWkU7W7xfoOzQjoLo/0L/vYBpxt8CnQibKSF1JLYYZjZcUAXId1DjII0gqbI/OkRlYXzpkExLOGJuMyI+4BrJtx4hx9u2VolitJOBrtsmFLLgySinehbkLZl2r8lPgnhe8H6lmbzmk1S3rYGR8uDg2CV5AzGw812QmzASsw1V+IOOVuOR09IC8vHlvm0sGsTt04ZaJgB1054PyCyZTFfMbrIk4ukLrG7gTQF5uWAauBWPE1Suklw1iEvLGoWUv8nkjqcClY3uEZwyTAwscQDGwOtCCl0pKnnEF7xWR03g8EvwuyU8VXMWKLcsU09L8MLBpd4vx3wXtkSsdEyzh4b4R/mDVY73MfILGem+RNTmmmHF4h2xCZxutuizMgplq17RCYwkzI2iWN7g4lgX0Sig2A9afaEww0xTUzpI5GZrvsX0i8IMfyKIMSC4NDUgXiSSMHCZ4SccpMNi2w4iGmKDEo1oijOkQNpQRaQGRGD4LMhoRl4lmSLf1i0k+0RMEi8y0B7qs5RduRUtIDrxelMDWiHSMgyUWs6/5INI1MCA0KuTyAVrNKVWV8ZNTkFN4EO5AyEl8AO1QlqfQTIznO8Yn0QkVXXvzDRq5OnLcgA5qncMxsyF9mEUiDLLGTWcYOsDI5s7Go1qMmgCcZDbNDUlD4pOsJpKcZwkbKSGWEGzeCxhBKpMo/ZyDO3qFiMFtmpwn5R4woDPSCliDcAqUX1BcgekQ0wIpLrbKiRbPDa3NY1S6PUIPjZ8ZaOZCehzYCAyf+SWIImRoqm7AlYkKgFN68aqgPCQi4ALiAB/FxwBCkMxC2QkFIPQ00ejxq2ZZzmsaNrZkzFDzKrVmMFIjKjSLTo9NoyxlKR+yrFq4UIMhWHowDjpcZFluJKaKkHIrHNgEipK7H6TTbLLhFtloQyoRSeroa8ZKNezAU4qYZ8RdUqu7L6KLEUVqxspJpRQGEbmcI+lZKFklwZi5nhlwtn+tKHEZKSNK5xDtD8nAqYsWSoFKZXbEEtakqQL/k8NGpWRgkmrdJZaGHMXgUNtaHSlhWDSskioSj8m8CXoPfPHlodnDoYdXXwqp+Xl5oCjsmVQNE16nl114uMTHVM62mrkv5V7EHXd3kN/tcAhFzfVwtTr4JTmh0zQTDisoFT2GdVmzhVJlsB+EUrgz9fN13XeCnrzKXodc1GqEBefV5dn+uyNrE6/+tzXFPtpTxTzS6idkphBRYgU4HnBZ8vgO3ztypX1619ewEidX1xF7BOENRmhqQW4GEFVpVV0aU+YS1AXjNeKl9//fvHUwl+5SHl9leCC8LzQIJenfsjXfDTl756GH70gusTXSD8n7io/uCHq+9fw53XTv/1eXVUX1//+T21PFMOdP7wGpd/yw8/LuMyB9OqBrauZkKeinX/rvsza5BA9WJq5Aye3FYta6dxBueEtnOI5v1HbKRpLCEp1jpsBCO2KBjmugtSNcQLcJ9ZsTUryVAlMXL2Zn2W+oNePeClJ3/+kGIjFHOv2hnXQfh1sFPmbp1LWraUqyykssdcz7d1XIXyXVO/WwLkhTWsqQTXq3ThGt+vtX48lyzB6zUkrz15/tUshFIjooJk6zpd/sRLW3RtJ9kmUfJ9xOS9ScqauwYhHJcMgCwtmffsUCbjVRCCKj+opELOWO3CvPCu64KQyrnmwkDWlBnAdbyupIL6Xms9hmKT5peI1jptlbBQn3GNYdR3um5YXNbuLwgv18zstbMiuWgCrESMXxmLUIQ5WlLyNM0Ga5Ro/oTKd8TzSJp2yPYr6N5C+A47f2LSHWN7Q0xKmBJOG9RvUT3TxEeSeyLsv0Vigz+9RuYMemm0DPIKEcsLDVgNnOb3TGGgTRFnleQ+o6KMw5Z5bplVCCr4wdAeHXQNbFskzJhpoA2G27FneuqZPtyiZuB09z1iBec8mEha3oNLNG+/QtSxvD+j44QxZyAgps9ZpnYhmQWNPSa9wqQHTDgTWYhyxuyesO8+IYNiHl+R9IkY/4B1DZvdV9hTjzzeEBS8fyL6hG1m8Jb40GS71p9I7YhLO5g6Rv2KaO/opiPNNOBMh7Vb1IwkN2IkIvFE8JHJL9AeYfsJSY+Yx2PRolfYwvK/zGDAfU7IrLjjBgmCbRe0OXJulEVAjwaCRTRgmAhmIZjE4jqmbc8oN5znO8Qn7D4QlzPz8m8EGTnNj9jOs3n5EpN6zNM7akHoX3Sk6hdCJmdVQk4hoa3WE1Timtb5ayrwXde/ko0rVzZPtelEuRR0rn8XApTWAvK5RuBae4WS0UpAan2esraL5LVMi/0jxbZebZZScHtdZ00o87Rk4wusRKdrgp5catesNl7K6w0lQzzXUyt8J1U0XqTbcvuX0tYikaRVojeSfePSLzWLLZY9VgKYmRrw1TWL4cq4NnWDLe3V4rOYGtStPm7kWebfuj0thZhUMjwkt0nKPp/X+rqP2NLOuu7lvyUVu75mpfzCQ40ybY5Eq5ijYIaWcbNncVveNyOPLLzq77hpb5Huz5juO2QR1Bq2Zs/X9iVNeuTk/xsh7Pl+/htk2WHlDa084e3/xCosh98DO7y+QlzP483XTEYx4XtsGNlMG25Olql/Imw/YOdX2PEdB/89p/YjG2vYYNDFEY8bls+G4S8jxIHzeKYZA/tPFuM85rYjRst4WIhOmOUJb4TfTgu7IdGmAZzywb9jNhvmecOSHNs3B9p3JzZLpI+W+d/esvzhd8yvPzG8e0/shLg33FrLndywdIHvv3LsN4ZXdx1JhcMUCWmiW86wCM78Lc5aevlHjDyy9F+x+JZ484S2Mwd9Ykojbw8tX40O/+6Ef/WRdP6K4+k12+HAzek9p7tXfHpxR0qWNFqSWYibExoUmd8gyTPaLYtZCLsTURIyOkQbtjdv8M7RuYVmiJjDETNORO9JrqO9WXCvA+muZ3rheDlGfn8IPPDIt/IdYYksn2bG0ws+f/j3uHbhRgbiBvw2/RoxJpII97c9MSmcRiQENprlj8Zp5GlI7NpI3yfM9ICZ3mM3M74De+pxT1uCU843EzbOtMsBE3sSd4i1uG/KemEj6Qxx9jAqtx8GvCa6//IeuT3zaYDzsid9aNGDQ9xE60dmr4hTlk3ivEmM8cQSv2e5eWJ6dWQzC+3TDI+C+7exBCFmFmu4b9+QQmJ3fMTZwOabEWsF+fQSf+5It4HkI81+h33ZIeOCDBG7T7BRhg9wf1R0s6CvZ8LnhfNnRYLB4ElPlvSnhNkE3N9NIMp+fMCEhfb+HSKBkD7kLLab34NviNv3RHuGbiTahU4bGueYR8syOcb5wLQMTI8vGT/+A61+R6//StKRqEcOzci/3QW2p4HffXpPN0f2w0zcOsbfKGmjNE1Ag0E/CnGyzL9viDvD9rVgTUT/9YzeTwQc42w5bvZIs6WZFjZh5rTAOEHz0rL5jScdTthvv8eklia9JOE4O4+6SOwOuTbQL17ghHTaIBJx7SeaZuDRzNyHxKvbr9htvkKOLRwapv6B4fUJf9zgn2Z6sWylY0lbBn2J5ZEN71lm4fBeSE5gAzpFxr98ZiFw+P1XJGPo5nvMbDDue3y74D9/gx/esW9HrA304w67GIa0cJCA9yPbfmJsv+K8+YYwD0wPj/Rtx8Z9RSeJl11gNIbvzkoQRZ3Bdcr+qwFpDKegEB0vDjc0547psWWeFuZPgfEc+c2bibubwPvU8SmBdwOtvQf5isn8Hzm577lv/onNJvLiBYxD4OP0ADLwsoFmtGwfHOId896i3Uiy/0xKYD/8e9y8p3GBRpWYBmZGjJnpTCSF36PDS8al5fv0Gpke2S8PzG+V09uADRv8eMc+bPiH9JLPXeT+9QlP4maaMcGRxhYb4PfzHpda7u9nBp0Ydv/E6J/oz1/Rz3vi5iuebm7oThPN41LckzOMC2aYmXzP5/YFdj/SvD4SFZbYMJ43PP7xFWIfaV78C66J9P0T5hcoQ/xi6y5JTV8cgQSppxbTUlIxvKo0TWXYpazfTlMMuQrG23ytkjquVbZIsoxKZteDlhRxiYFVW19SMVYc6IzqlBkbKRswUupQqAxcCihSQLUMtmlpWw42VPChptMX9l2RFVAyCC/akAtg1cyIYrDmqnhUrf6LNnIF8vTKYIJV51NT7hetEga1rTVwkRB2rLUFqG3KhpZQCq8h+fNUDMAK4omCziWbQsp7sAgNOUDSsjKqldwGqX2eQcTc7MIeUQoQWKGxqs1pELrygCdq0AKAWIAVHEhJ15UMOKya/z91mPq+qjyWWcEqgZyOfCULgWheYDUVcKXUA9GqgewKSfEaIK0aploH+VXatBYn/wLISA0kVSO2aGlXOehsDE8lMyeW1GK9AmlqYKA6CALaUCUjMiBbZMzWyVsCQZILflYcDUmIkexImOpk5QBGdp4qk7uOOWVlWNa/U+3NWPqhZpHUz2uzKxhmWQtprk5CddDKvSPZGTA1AJJlzFh0HatZIk0ubZIMzqxZNKY6G1d9XdPCi7+1MrYqTiSyOotSwZkKTP0Kx2J9Zq4DC/WnKsnz5RUr1FobV9uYgVP54tx1zgE1E4b6TM/PWv915TpfoEB9fhZ6/ebqNa7O0AsDW+E6/YK1EHm9Q53r19kIpb15/F0Dkl/0hF6CDusvr/rwcg8uIOs1SKZXXXHdN2vkRr7on+vr1lly9fwX7aerCxYHGwpAWJndz9uoUq9SHHyuG3Zh1q9kc/kyMPJrjgoIPn9nzyNiX55fn+VX3OIXnKOln3/ZhZ+/2+v//vh5P9WU67ly/VtZd53r3z4f7T9yXIM2V5+tmM0XQzTv6zUwxzrmaibQKtOUqrKEElWIZZhFFZJejaC67l9vU+SVRaokE7BmvqyN+rmXdN1Dv3CkmS+CDXVfq4GXK6bv5RYVoCvB8vVWlXVb2lnnbJ0fde3+wf5er31h/+Y9qgQj6jWqnanpajms1zRlT7sGzyk22NUcX4OjFxc/g39Xk3Vdw9L6PdWre9WslFXa6ZJx+ex58sZfbFjKrmsug6y0d11eK9D4TDLJXF3umiJ8yVypQYtLQl4dPVf7R4U0Vpa0Xi0ncrlm/XFdk68CzOmqX1TJNu/z+/yagL5IwtojxgxAk+fPRtCmz9ySZsHIgAkNkcRkG5JzeCeYZcKMJ8R7oplRNSR5hboJbe/zOzGfkcVh4x0aFW/uwUKwkSgJuzV09DTmjJfAcgykKZLYkLAk26CNR8OChhmXBtxjwKghJg9GWcwDc2MJLxykkAH2BLFKWC2ZHJSaGTEL2g+onZEQc2H6KUFMmK3HeMF6V5KAsi9gVJElYRaPCRtUHVFaEhbVPxOS4xg6LC3NbQZzTTPmGgq2z69pc0RihDGgs+IYMWoJJyVMFpGEaWdSG4kNKJY0FYlTn4hDypkbc8SNMRNcuoB4YdlqLoYdPUQDs2AChH0mO1jjEEy2v6NC9xH8goxvMcstvhHE7DFGoVkgTsiU7eQ4B3Aj8e2JKCNJBkQhLi2qDV9aTz9/KFUOGDIB47LoVvvyIvOnBfyWms1c6y3ULAiVqzWisGjhMldXQka1ZSs4n9fONdugzhipZKXiG6opPgWXvUKL1KimyxK2rmPXhpEry1h55rKuiNR6doWIdJmIz5L8L3ZXXbNqvR8lyyTX56Osx5cmrH6XypUfdnVc29xVNuqZ3XS9Dtdac6WfpfgRq/1RAhzFlq4PcbXjUPeSfBtX3l9a9++LX1Sbl7+Zl+iyH14FeX/xoZp93JSQZYZFsX5GpeM2zbRpZqN/otXvaOwDvm3oG7h1igkLT9MjSxzZB0eMEJczavK+Z+1Esg1g0aVFxRH9gSgnXDxjQmJz2uLmDUwtQzKYbaDZnbHnG8yk7K3SGwi7jvNuS6QnhB3njSEcHMYtuN4gxsPsWWzP0LWkJsLyKceCzGskWY4yE0yk6UfEK6flgTGMjN2R2Vt2GmhPEZkDiypx80B8o/jNgRseUdsT2z2pT9ibM24baPyZjXHY0GCx3KUNM57P7S0ahI1ucrHiXcYfGrJc4/vFco4NMXmSLkz+nvHFmSG+IH38z0R2dGZP2G74+HaPdo5GhmzLeyX4yOhHYCbLO1vUe5IX4p0SxCN/EcwkeBNoXWRqLKNv6OY7/JKgPyPtxCnc8TRsOXSOeVROx4X7hzNjs+B6jzER3+WC40FmXDuyf/WIGMMwVMLkLzxE0M6hAjYekGkifG6IDxaJWxrn8TuD206kJyGkjtDA2I20s6cv9W427IAz6Dln25klr/v/lAN0cR6xUdk2CYzDhA1JhSFuYDDYe0s/JqZlIfjAYifOdkaXDe3YUaW7xYO0gg8N7sMtJMuncMDTsb15STKByT4SEzkjQBOLW4iSaMd9ZuAnASKL8SRjSA8eM7tsG7QzWCHS4uPIbhyZnhznZDHLA003Io3Ftg67j7TfBNSNRGsRMdjNDis9rc24Q5QZNQrLggwOZ1oEQzMarCyEyXAMhjG0zNojQ6TRBaKDncXFBVkesQHM3NKNcDsu+GCJbWK2hoO8AivI+4hrEk1XiE06EV3CjhNWA3GYCATkYYIHxd9u2fYtG9PSpwbGSHwUjEAvSprg8Dnl9Xjf4CdH81Ts8RZoE3I3go1/ZZBdLW/AgiMmxzzdMZstzhwxzUIKG6Zzl9f6fmR0OyZ+R0pCCg/0OdcLIxNizuQc0B2z9Tz1J3YGbjXPv6N/R5RE33lwhvi2Jc2WxjVIVGZ3JrQPRLnBxi3OPeK6E5P1TLFlXmCYhCnBmE44BvqXZ7bOs2+3ed4YwUqgs8dMiugsxinuHrDKshECieP5E81k8T3stuC7GZkjxxQIY+R816F7S5MM+0UQfeKg/4o1R37zImKMwz7eEmLE+hlrDbtuwnYG6RoUZU470uC4k6xCcbZblqbnqIlZE/PeEBXSCDEsDHpgSgHbw6sGuvhIiA+47ZZ9vMHbhm5v8NOJ9+EzQ+rYHt7gWHhccu0aiQmLovaMSiB1uUbz3fa39G6GaQtTA32DNGALD76bEk0KSBM4+kRA8dl6xKeAzmfC8QGGkV561M3EzYbgEgv2F+UW/roghCjokaxNvwH1qDkXRzIz7JU+b+aJlaGAdIBkxnl1cpQinxNQTpkdSCQD9H3xx2fWDAYRxIfCFMyGRoonlLEUmnKgN+QiuyNqjsAG0W2xXarBV1iHpagr2JxdUYomqxnLDPTZkNQDuZh0ft4M5KfCZky5EItxmRWTzsXvK4EOakFmWJkpOFRLinHaFEOpyEytUcq5GE8Noh2qYzFaS0YEJzKAXoMIHZL6/H1T5KaIiJ5APxcDWEBbJN0Vp31TXmxdbrrCwKzFr6sj7XPfp+WSPSIAS840YQdsyZkdn9dMg4ylFBahKZkv9pS/LNt6kZ8+qq6qzsVArDJR1XEQNJmsgSqmZAPE4iAqKi6PE5PHlSZbMmQimYWkqIx5gSpAaq57IjllHmHVSDWFMbkG02ph6Dx+1EoOSKQRTdMKMOQC6OW9K1wzDS8apjkbA7knOyw1e6hkAcUFmMrzV5mKModKEAJTU58nVB2qbRkZJSCmNqea13cnBaQIFcRZLs+3asCWIBAl48koJIeozdkOq5yXIQcfZ1SzPjHGI64Ufg8n0Mw2AoOanHlU+ykXtBeIRfpLskxadiLNxd/RrqwNkUuRu6WQVSUDbd5naSKdcz/VQMkvX+ZKfxR4szhQRaGluJI5+HepZVC/lPtXKVky1dnS60tegDClOn96waKACwh5BWJd+XHPAKD1Pld+n1BkBSCVYNtFDqIw3lawsQbCatHrcq2SSaGVEV7+J+kC3l2K+tX5Uxz7ZyDe1XGtQ44WxiKXZ6ztrw6pQC1amAl8FRgrWQjoGoZdO/Sqb/PxUwGByuqt2SOZhXhd50G5ZKbo+l7qv75k77MyofM69GuO6k5f2vzsV8DPFx++dth/7h7P2//j51+35cu/r+GD6/ZcgzVfvvNyhvDFt9ZJXf6Zn2GNa63tvW6jXHDdcsqzWO0Xbb3cg0v/VAxDcxBhVd7iMmdq0DAHHgxJE0l1/TsmJWZMkZBgSTCnbMsEzTPnWhytPv/1nwo25RoErEE90bo+1PlztcZo+aGuI9dBvZ8bHgDSkMfVWPbwpQybGhC/qpG0Bs3humbRBZyzBRjL7VS5sGNRLcHpy/ha3/3KBL6SM9IaZC6ZDWJYsw/qOqBkJq9I+W4JbK9Av5Bz0OESMChgkqmBjgoiFvulfi9v+nlN0XJeWWcumYk1a/PLTk5X46uQD4Bsu9pL+6hZhdf3FVZJTPFku7LeohBtVmC0Pq9km6Deeg2SaMnkyLZI7vRy0g+ysi5ElTzu6gQoAK2yZk/kDGKLapZKlSKz+IsKoX/RT85/AknExRMxyI2Fm1ukj7hhxBwOmHMiNImp2eA2nnanpOFMOnxPEMdse5RXRP4jNCfS5gkjA+y+R2KHa/ZIEoz/jiQL05JQLM2L32B9RxcmfEyk72f0YyDcKHHjUL8jbXYkuUflhA1n+g8z1t4Sm7eoHzj375l6z/ybPTIAf8l2RkoTEhUzdEhUQj+AjaSbAxpn5OiQ2SCPCc4R23UYZzGmIaVEco7ktthhxp5mZO5geUmIW2Z5SVKP6v/OnDynaY/Dc/MOLAFrjogok7slAdZ9hmVEPwCD0HBCCIxDS1o88jLg9ifG3YZ5q6QHS7pviWqJrWLHhH+KOI1s05JH/n4htcL4AqKzLItDgkOGXJNkfjehLfSzx0aH3uYsaeWPqL7Hzv8ON3+N6VuceY1tHtHmEcFigieaRDgnUnfE/P0DYZyIH08QLWHosxwTXG8Mf/0oGfF5mBqwhThQM7Glkqpq9pLw3D7M9Uty1lW1iur8j2VvKBmTVUKp1owo4L9ZMwcSeZ5Xpn0qfkK5t+b19FKM2SJSVAFqtnmp8UCRRsoZEiDS5+eTXIeh1vYRada1QPEgC2vmupS1gqvmIYUoVeXdDFpJZauCwIUIlIMZeQ2TZDL5z0CVSKW+L4mlhnTxUcr+Uu+e99vik5FycE9SzvCoAQEtcrNrwDyvV4Ipu2QN7lzbKrUGT0BT2S8kE/Hy7yvhsMpv1exzw1oT71ccOud3peMTsgScf4WlZxNGTBpI6R/R9InZv2PavOF2jLxrIodp4vuHR1wceRnabFvHJ4J94hy/RxtL6LagHXHakqxlvv2Aykh7+Cf8FHjz8f9CM7ziPnoOoty9mOjePWAf7jDHxJ1Cq8KfXt7w4c07pv0Lhv0b0mEgfHzC3wbkjUOCgOuZpee7dgMc2U9/xInStx02tnyWAXEBfzMgbWT6MBNnx+m1Mt/A27Rl86ljGSJzVMLt98T9H9iEhd28cPJv+Lx9gd5G3OsHNrcLL9szjW1xc49Ty13aM4ryeZff+k3as8TE8NIQvLI5LIQZPp0d38YNuzjS6sLp5lvcy3/l+Of/G+fv/q+8vJt59XLm0x18eyvsls+8Gf+IWAOuYe4Wpu4JZET5BAKp7YmbDctX/5mgG/ij4E5KNx7pXeS7391x3nbcnff0U0tz82+4/cD9919zf/g7JveByX/k/uNI/O4BfwfdVy3GzNjdQJCG9u0J15zY3rxnmix//KNjWX6Fb2qAmwY8mDhh5Mj8r3vik8X89gWbl7d0Lz7SvHliNMIy7Zj6yLR/Yjd3OFoaGva0LGI48wmVSPQjchbc/3MBE9GvBkwL+92EEcfRtSypYVjuiMvC7V8c24Py8HIkbhOjObOYge70gs3TW+IMKRwxd4J5YfEPW/pvex6aE/+2e8/Ovub3b14TdeY+HjExcmMDSuDRj6CGzelNlo2JR4yZWWxLNJb0XUeMDvcu4O4GgtkRZUM3D/TnA5/OPU8fdzS77+hf/QnbvsFu/iNur3RvJ0KIPB09mBa/eYWXhk1IIAtjO5JIMI3IaGn9FidCe/bYNPMUEkNU4rLNmv2HxOY+4O48/pVFxxHO3yPjDju8gaHh3b0jtZHlzcJCx9B9hZ0D23/9HqsBu2lRL8x3Z7QR+uOAOS48pIEpTri/PCKPA+3uDf32ln1s2ETHcDCc3wt2Czd7eDgmPp7A3Aj+mw39wbD5pOAStArbiPnqhPrlV6xuwqwtmizDdMuo8PLmA307sJxvOZ326O0jujtxjC85xhf48K800z+y031Gq3xCuhzMeOQVkws83t1jUuSr40TSlj+0/0Bwwsvdd0ib+OS2hOi5TQ+4RblvHhj9SDf+J/z8Ft/8N7x5IsqOU9gQJlisshhhPn3iBROvf3tir7e8SncspuHJ9Vh3YPfpE8HOjFuHJGj/nHkTw++FySfk4Q8048L+371if9fRuRGRhU//A8K3gv3bHfbvLd13lv23lsPygQ/zJ37zuuE/fLXh/OT59Jc9wU/Ym0c6H3m3O6Gd4fSVMo8w/NeXmHPkd7rFCPz37UuObYuEhFclbA3qhfidEJ/OPKaPPKQzm33L77YNQZ+YeKBZfsNu+oZ269i9MDycPvLPw/8Hu3zN3affE1X4Pt3j5cRbH/AC6h6INET3BmzP1zf/B4z1pD+OpOPC8Doxd0rQzGvfpcDNrDxuI583EYZEe1KsRHyaCecn5m//iOWGW9OxtIb72zuiKIzxCwWLHz9++QqoVZ6oOFjF+MksgwXw1HoPCtlhXBuQ2fe50G8FLyUbYFIMFClGDpCBSKgp/LXAll6zVEiAL7/LjIEMro7AhOjEKtMiNf01ZMefavTByg5MQ5l21ZgqEiRrH8459VNKbQzm4tA3BZytGQzFsBQD9NkollJMWIs0k/Slz6q8EqwOMcpaOCvNVaSBnHFQ2Hir9JTP/f7Mqa0sx+K8airnbFgzKYBLJkphukkoLNDKlBuz86+bEvSpTKACSEoePpkpObKy0tWwFofTcGWcXrFp/ipoBipdBoQ0a6OuzoW4i627SmGZbNxLApvZm6vzIDUjJTvx1BoPwIXlVxlAFYiifL+iP9mJUeYyTAtjSouMUZXdWuVeavZNfW9XDJvqHJkCwlQgQIsBLW02qlO5puRMonVOXXpoxXqkAoGVRbU6bZVJWZwuievj5MOuz5qN8lB+VQIQFVgstSFkLdiZJZJYQTEhF3av/VUdh/pHr9qSyvlmdfGeVR4sbFfF5X6T8l6UMg6KZBQVEJHn5wBrIep17P06WDh37eV9PQOjf3C9K6eugIkrk/ryUD+CE17L3ZTmy9VdLuL1V7eQZ7deAaECTsn16deg8NU71meYZXnvP8AxLzkUGQuskgVQM1+0jI+LXMClYZfPaj+sKOrVXwV9XefaVSc8e5Crhlzf4/KGrvaZ6ye4vq+sp0j97VVf13s982X1y5+fTZz1WK93deNfp8j042Ppy9/8+JqpP/LZl8eXbf7rjVsfV778/Lpjrs7+QUPl2ec/2cqffnR+MGeeZQn91AWfbTCXO5d5efldHRN1rlFAJdY1ZWWca5mpqqSUWY8pKTElQlSWoExzDgxPS2JelBBzkCLV7InSlsvcez6WVkD4i1H75ZNc98PKrv1Fg63aOFq+V1pRinde9r/ru9e3Zq7+1Oy6ml1YAxdwsSuq/VBnxrUeN+t3ckZVunqvVyvONYP/eh1bAfyrzNGaYXgdtFkXmbqHrRslz/YnLqc/01BfGcQFDMNcbIEfpGhR1qxrRuN10KIEFdSWvbl+td7DrO3S9R1cZ6Zcr1FVyqRmo5irNikX6av6Xir54ar/NLd3zdao70tr0CJn4+rKTC5t03Dp61+1nwpZbjXhCoHAcpszcf0D6Bk9O6I6JApuFozJBeB18iyxIUmL6B5ch20WxEVMahBT6smpJUgmQjAvOfvC9CAeGWd0DplQkiKozwxj7TGxJc2CGQIyL6guLKoMeFTAy0jQhWkWouQgnqhgLEVK4oRwkZ3U0aK2ymRFVG4Q02JLeTydAukQSM0J9Qk1KTMVdUbCGRks8nDK2RQyIfJEY7scjDgPGBaCzkQJOdFULCoekYZotoj3mH4p2bE2x+fagSYoxs+kRZDziAkP6LlFly7X1LAnzJIwISIO4u4NCUdMO5KFtCgShY4ClgqoBtzhER0iqRHUtMgMNiWc92D6zFJtcwFuO1pMsoUMZBBvcB3YHRizwYSvkHmA8RPIBiOCEUXs8gOi/c+OtlLLTde1Qlfb8JJIWWyPAvznT+1l7tXaB2tGUCg/y2W5u7If1mCeyUQ3lSIth3KRnS25yWuWdvGjayuvs5KupWq/WB9V60qUrpoglwy0Z+tbzQqpbcnPfZHWFJ6vZyXwchWQX+sVredctQXItQ8jq1+1ZjhfnX9lEMuaPVLXrHD1+8t919usWXp1H7+Qxq7t50vfyfquRMxlrysKDJcaRnBhoVd/9VeubUlZhoUYA956TN+QvCM5MDNIUkJ0LLHDnnbcpDtkOvHoDoydkPYtMRnmaLFRaILBWsH0lmQsmtosISRFq54zsLBMG9KY9eFDl5DmSOMCPoF/7InimHeQkmVKnsEIcY64eWY/DyycmDYHGruwPe9xAfzoiGLo0xNqRrzf4UXopcHYhrBv0SWR0keYRhhOyKjshh34BquGWeHsFoabmWZx+GWPDoFFAyK37OwNTi3j6LDiCH/Z4HyH618hAid54Jwij8vIORjmeSJOyvhgMmg+fmYOiS7CawWjHUYNTl7j3ETfe+z+iEvC8tEQukTaZkrhkBxGwAloaOnOb/HTSBgtKoHQBpIV7NNUxodirDIshrhY9HOLPbeE0TKqsESDCRaaR/qbP9C4kc0ccNEBt6jOBB0ROoJ5Q9INEg06K8swkRZPLy2taX5mgH1xKPgTOCMwOGT2tF2D0DC6hqAe9wjdMhPPEGxDEwVzFLp5S2M8zo9odyTGgTkVMtkwosHmd20sXgc0wnHYotIQYyHjDDPogtpA2gjBe4Lx2Ngji81rrxsJzjLaW+LZ4/+kmAniYmnV87Xb4I3DuJloAmI7YCGlCVKibTKJQ5MhJiW1ExIXZBZMFCJHVGBjI61xmCkQljMhBOY24xONAuIZ5h3WOFw64lWRZSEFgdkh1mJSQMj7m6Ko26BGiA0IkeXcooMn8YDIiZO3jN7gFsWqINag3rKYidP0mRQXktzgTcPGJaR39PaGpZ0ILx+QGLFPAWsS7AyaHIsKKUGSLKt9CgHVxBQNIXqM3GLcDUx38LhFmi3G9xlS7YW0EdhJtq9SxDtDH8CJkLYWxRFGjzGwOe8QH352iH0x3JgNqFGcPdITcYTMJ9YPCEdMUkyAwxJhjrigtNIRxHDPjDpLaAFxtGaLMQPpONOmyHE0SBT2fmS2hjhbVC0mgI2JZbTE6PEoRhZM+x3SHQlPT0wxT+bOC4vTvJKPiXlUtLXE3b4oM/6FlDrm8ZYQBsw2ZB5AbHIQ3TZY4MYcCGah30ScU9oF3FGIu0TwkcXuCU1HPzf4h0g/LmzMTLAdB98RgdM8ckgL934hebj1HVZmxtORNAsTljkYlmQRa3mym0KECxiUQQKTQJNucMEzu8ipHxh3kWVjiD6BnZFZkanULXMDmjzTSYlTxFmLSZHIJ6JEom3AKIPPfIBeN3nttbmWxpLOGBy6U1ID06xMnxLnCeYguDDRMLOknhj2RYq94PhEJgyj7LCugd2CbITbNhtbOq4O788evyII0RQ2WlsMg1MepmlEiKjsUWlQM4MsaC10TIfoBnRCGCDNaIpkjd1SyNjE4qr64iMdyIbBvthKBdRNnqytX6aIliLRxoGxKBMwIGnKToc2kBJiJjCHKwfwwm7JNpNCOmUjJBbGvSnGTGH/ihy4SC2Bro79DUIPaw0FTwZku/y5nMksuaH02Q7BZ+kbyUESSVUOJwcQJLVAIqVTsTFvM0NGjvlaAiqCph7SHnQo1y+SWBU80aWwfTykN/k9SmU3VumskhEhAzlAk4F5NU/5nOCoLJwcLFryNajM9ImUTojYvHngswwSIRfoQUg18ATZAfglxXHkDgho+kSWKirUVTpUHGtRRhVIHmwJQEhErUFSyNkbxT/IYygbnVIYSKJ9BlhLDQupLKFQjFtzDXAo6EAumvYKkQ0aTRkfQ2HwpIujkRwrS5OiM19lbYxB3AZUkLkY9KkErsw2OzLmKbP6SzBGJaIsVJblmtlQwYTquxhB7BXLimuWZ3EQalZCKQifmVsJ1SFftwT7claNIhlRK+NFc0aTGXJAiFIrRDyquQ5GLbwnGpCUWUYrcKSVnV4ko6pGuJIDJSVbxEgH+PzcK6hS5A+qjnZ9LyVlXbVorhcpqFqAbq2V8YsOye+0uHrPXUAp/osUx7g6ewXUKUCSKGgyq8O7EmDreEWpshuX4odcvFvJV8zrT/l89TilOGLXXvXFb7ysaVw5s2XNKnPwcssaZK3wsinOXQ70pJU1mMp7K0zCIuOSrxbX++YmyfUtrx6sBgxrWwpLOeUxluUA8rjM9yygnFbJo8yAW1nmWgCHtR++zFy49GcFf1fVG6nByXrdK6e7dqbJbV3ZkGWs6SrhdBF9uoysmpn2C3be6+MaB1jbdPllbuGXY7gOiiuQ4dlF9IuP6/k/Ng+uvrvOlefjq467S+f+2CFf/HwBU/QHv//hNS6fXLXz2cv8YTCvQgzygz7k0kXXH2qdryXQCmvwcP13/UyVpIpJSopKipEYDSEGwgLTFEmxlEtWmMbEsiTGRZlDzppIWhnkpUErYFz3Q8g1fK6Dklfgyjr262p0WZFk/e9fOaokXsptEVvmC5FaVybfstQeWOsxCHnPrLIBxQbAZJrMamjUoASrrZZrfYFqCWwXEH6VeyTmdTnV/oCVjCJXz1/XDlP2Uq0Ze8/fWZ3nl7WmXOMq++AifTIVAsmX86HUghAte0e20fI2Ipc9p64rl0UbMe3aprX2FTkzKn/uWYkyKJdASn2OQlDBkckl9bPSN5rynkqVN5Wy/17ea64rIVBBwdSxZo/W0SN1Ta3v1l6xleo+Vp0MyriMYCbW7N1fxRYWjPYIio+fi63xX4CvCf3/JHXfEQ89KbU0c0OjPqcWnRNBe866x5odzrzBWMFsj1gJtHELybPIS2JaGPkD6EhznDBY2tuXiGlZHj6gYUDdgoqSuCO1PcItMu8wh4iOI2IGoj2zaM/RbOitcOOeGBKMZ0uQiNhHTDR432HSjOO7Yuc6FMf0dJt3znYGExBeoO4Fvjnh48x4+szyeCS9GdDeIbHDmA5JB2R8QOKEHZSwDaSXM84ktuaGOCvy+Z6kwig2D6MtiHV4NmA6lsZk/+HFEzHO0DjUCi58pklH+KzEJwvHR1z6RIpvSWmDn0805+/IgTYH7Q3L2/9AxDOHDl0UPQRcjOzDjEjk1JxRJprv/oSkkeG3kPod3bnFTYbmZovt4NRaJjOzmZT20RObhtA0qPPYjcPuFf8qocMN6f6WdDqgT/8C4nHBYlxC9qdfbroBK7GmSCOtUm+V+EbJiK8M/yJflP/OWQg1yzzPtZxhnPfFkqVcxv8lblBrttVruSyRmkK5HnleagHqaLgudJ+UUshZqcQtqXK0K8+q+ptlzZeYbaYrW3XNOBBYpYzXXeViY5Nq0ey8pmtdz1JZT2rWwhpjzplaF2JMzTDIc2oNQiSTn8PY4vfUP1dEpFp3oQaBTOnblG25KrSUlx/JhK9rH2wt9p2qMVdM4/o+YRVvlLy2qaZ8HSlkLsoeVglkkq72sF8+2FJS5g9nWAK7v73D3XTMpiEi2CG7pEPYchLPzfkrXoffcth9yx9vHrHe0WwbolpGbehiZDMtiHO4fkNYDOEzaJpReQ9uRphQheH4Bh06tG9ptoG7Nx/Y9kf694b28ysOv20ZXitzdCxxwzEY5qeZm6cjLw+Jc3Pg4eUn+tDy8uM7CEqaAkYmXjR/QT3Yl1/hrePObjGu5fHtK5YoxPsJjhEePmCGM2+6v2cTbhis42SEjy9HHm8OvD19zZvTV8QYOZ4ivbzmrf8GYuDxYSTeb9j9+S2u62jfvWBxD3zw/w8eZeZPacs4NdjBoQc4f2+Zo+Nb+Z+M8sQ7/xu+tjc8yp7BNHRGaNvXbF50uPYvDH+44fQvd0xfRdJmZkrK59jSoGxNwo07bpbfIXNgOnwkmjOT/RNpUbwecTLksd0KD4e3MPa0hy2N9IyNcHIJZoeODfvtH3l59z9wpxe400vO84YDr0k8MOl3qNwSzW8xQfCjkkQ5TyeMbnhp94jpf/F4MxE2H0ECjFNLTMrN7Zbmdc8nNhxjT/fHxO48kF55wouedtxgD1u6tGHX9KT+RLh9zzzPHFXRKSAPT7Tac+NeYFzEp0eWxfKn81sWWvbtgJUFPZ7ROBB6QXbC7N4wmg1+6DBjyaTqHxnaDffNb+nej2z/eCL1luXWs7PC3y2G2Xo++wPBG8ztHpWZeTniSNzc3mGMJwyGJQYac4Q4Yu4NboL59oHUD7x0t+xdz/zxzPLxkQeTOO0dqoatClPacn/yOA347iN+VuaHhEkthlcY7zDdiCCEUyDhUfsbaFqWm4UkM/rnPea0Ie7+idR+4PBmz7TreTkq/VGQnSNuWs7LE58PjywmMNlv2NsF14y4/ZabmzeM7RPD7T0yLLQ6YBZBNw1pUYaP2U9wZkBN4iFG5pjy/hdbjP0a323RpxaOHr5qMK89sknoXSTeetLLBo0j/XKkl8TtJCQM8xtPHD3T+w3dlLjbC96nvz7QyqFCBq+Nsmk/4M0Z+9QhZ4uT/y9iDjTxG/z0mqfzhJwnmhDYmxfMZuEPcqRtDdutYF3DTfMSPT9w8+2JJsF7ucVby7vNPcFa/nTqmcXiNeGicr73pEl5qYnOTAz//r8xvx6Ywh3n8xbfCbebDNctqshTYvxzQN9ume/uWPgA6b8Sxp7D0zdglO7VjEmWOPRIbJD2Dmcjv3GfwB+R1zFzfw8GDoaDiYy7hdi+JO3esTk+0v/biRdm5M6eiHbDY/uCWY58f/zMQ0r8eRu5a/b8h803zNORb98fCRFCUKLxjP0ebTx/6reIgbQ84dPCg50IwNfzCzbccG7+jVNzz+lty/iioTsv6DDBEcznDWanmNtHlrlh+rBhMQt9syERWcw/EaQluD3B7vjc3tEgsGwy6N98BjOyzOe8h77do77h8G+R05+Uj1E4qCVtB+zmnjn+nji9g3nMNYzTgjJzEs+TeYvZwvD7iX0Df9snZBGOR8MvGW2/vDA17dXo1MLUrsBAZk9l57V+Xovjko26wsrP9k4FrF3+nhaHdd3/s8EhRQelsqbRWmC2Mq3PoDMUNtTlkUIxdhaQQzE0ShaA1t/niHeVRFFK3QntqWZMNnwKG5uOa13RqsV5DUBVIDQbkuUP13IGPZl9HzIQfg3wKKwyAsUoujCALo57NrRqamoqz7hwAWhzmwWHkrKjqqa0pRqB5GtocVgVaorrBeUpILrUbJd0wUdWg9uTpYJq+nEFKha0CFOsRRURcuZK/fmvGHt1fEmb5bJWYKboQq9sHcsKwq9XjZc/WozNlTVZpWQMl0Lgzw8xFYy7gF+1T1aQub4PqWBbOU9MkRn7AgQxRfJlLWZXwIVasHnFXOq0vbxLXRmIenn3axdepySXftL8Z21nShfwoX5XWd/pqolfHQahPGeda1KKjHPVpnbtutyMCmyUT1J+dhVb5vb1Q14BbGXsKJVNJeuv6pgX4vO3JDVDQtY+YB0TUgJAV3NV+Guj7erQH/mJyzvSH/zm8k8h98EPh9QVnnt18rML1wtcfXp1rx+A0Ff3WEGk2n3PQPCfefIrlt2lvyvcmcfQ9ZX0qs1Vfoj1ftfP8ewmPHuoH3uA4kxWZ/hL9YW6y+izd1Bbrc+u9cOuX13wnzhD13d66Q259M3VUlMXZLl+d3J5t/VOv1aQ6XL65eG03m6dEvqDc74YlD98rmcX/6k2ffHd+j5/TAJD9Yvzny1cP3Ltn2ubfHHeT12j/vrH51X+zaX3n13/yp64SI19cZ/rji7n5SyIsv6poikDGSnlbIgUEzFGlpA3ndlGVGFeEktIxJj/XNeSuM76+blHvTzw837WZ+/x8qw/WS7k+qg1mih7UQF1csD5eaDyh++l2lXX7FquFrTrNfhZk8sndS4Vokn9DsoFkP/ituu1Lpl8+fXU8XcdeKus/h8br+U/ZSw/LxovsGasftn2cg/hQtC9Hvs1uA353ggXubn4xfMUu6NuQnVh/0Fz6x583cYaQEhXl9SrRtVzL1kVlz6HNat3RTKv5wpUe71K6111Wmm3WQP5udm1LX91xD1/KucQEUy4y+xg6UnikJAwcQZtEROxRjEmFzQmTDgJuCI1qZILWdpxwbqINBNZNuYGFFLcoqElpiXrIj8pYnJGdRLHog1Jsx1j/EL2HXLmr6rJRCa7IRlHUpit4SSeJSWYFowRbCMYo6TbAXRCl0xK0dTk66QFVApLzWGkR6QjtSOLV9JxRqYBawyamjKlIsl6ls0eaTakviFtEm474YJiz0A0eNuRxCBNW4ZaQNSSmICESQNKIHEAmXFTSy72blH6/B4bJWdtB0QTwhOScu2ILODdIalFThHE4CTl+jc+YayAtigJm7J+tzF7EJ/t3ZSIalAcftnkbFQ1YBfUTqg7o2lGplyMVZzJtf6WgJnOmCGRlhHrDQYhhrzxtWPzKzIhvpxD12tthbfrgllB+Cs7v9r8ej3P4bkPc20GXuZCnt4182DdtPPPlYhylbF0sTHqXlXXhDXqUG4Unye7rQu+8PwXJfiSau2Hq3V9ta3qpS9r8pf2U/6x2Ns1e6FkFq+knpT7+UpcqVym7i9cnmXNJvlyjbnc9+LTl1VVKdkaXJ6xZv+vR16fntES5Pq6X9gpSg4ErXtY7bviC0q91y+33UQE4z2CQaYeOfZZf93OqASSTzjb0ZoeiY55mpicYWx29A5sCykKMWSpx9kJtAl/N2ImIT0JaUkQOxTPFAxYcJs96jtsEzF2JDVnghs4izBpx2l2TAOktkF7xT419AeLDGfGcE+0SiNCJ5atb1gkg59BLMbvwQvO9xhjCHNef20zIQYWr2g0+PY1JiWWmxccX+xIRYihNcIOpXeGtmsY5shpjDR2oQvvSXiCa9EwM47fIanjw1mJ/okxHgiy0ARLGgPBJLQRGucwqWM3zrh0xNkskbxLiT7MuCkxDYI/gx6VYAPh5UizmXnFSGRiMTnAZSSPk2AS2MjiF9QmTLcDLwRzCxgaPWKIJH1COWfWu51JxuYZ7iK0lmAMi4CxivhI9AuTn/E20YnLbrBZEGegLYQOcwuLx56GTPD7FYeZEyYYrDWIswQsGg3RK7iI9IIVR7cB+gWVMylGbEjo0ORAdWvR5IjWgXW4uAFxzHYmuZnGn0liMWnAquL8CSdlHU8BG7ZY9Tjd4F2Pk4C1EUzKMixNwLUTtk1I41AnJStYIHoQjxGDEbBhhrBgF8Fi8XOHsS5rfkhi8gFjA2wXaITgLCF1HIKFBSKW1DQMIkwIxAWNB4y1tD7fx4+Kmx122WDEYpsW4wA3kxJMERSHocdoR7s8YUyC7kQygRieSKcD9tbQJIX0xLLKUGd1lMYEVAKLZtnyMYGPYBdDSA0p3SCTJR63pATGWZIkxAZWqFYTXQw0MeGsz9mTi89jKHiIHfOkHE+BQZR5D9oIRItGxcUJcTPJTSSjRAORBHokBWV6SkT7K2w3hXZaSAgpdszG0MdCnxGLGMcShWlW5jgBB5I3hM5ChCZAq5Zu/v+x9yddliRJfi/2E1U1szv4EJGRU01djR4eRj6QPCTPIT8BF1zwy/A78ONwwcU7XHLDFQk+HDQaQAPd1V1ZVTnF5MO918xURbgQVbvmHhGZkQ003juES1Wku99rg46iMvxFZAZVirjcI+kZqJFxWSbHmRLxKAgiHl1qFC3kYlD2RBLxOBIPMzlF9CpiMSI5QD5AOTBox9VmoAsjefqWUe64CwOTBYLdYiUynwJZI3IS0MJxekWKhe1JCFYjPU2Z53t0PmE2+veXR2K4pZ8m5kk5KIgGpn5H2nxCMENPb5Aw0KcNWMftITMV49hfIhm2+QI1IctEZmKa/fTqj5mkykWvaIAkR1SS27HsinBS4q0R2CLdBTEWkhTCHLG7iRwzx8sTUiaGbBgzRV6j9KQAKhErbs89xDsCRjyay4+hYMHoToGQEyUX1Ar97sRFPyPBOMoWywb5DhUofUeIA6Fs6XPgeu4I40R3fMO2QMCjWS5mw8qPr7ef4IS4BtQrZVOQPLsg09WaCEyYs4F64O+QsAG5B7nFiqKqCAmv29C7F9jwwi6yQo01I0hwAcHLYBjCAZac7xnsLWIj6NafZ8+BCxe6giB2j8krkCvgOdgGsT0mJ+AViFXgiKJh9La1As/NWCw9niIn4kWtT0CuNSdqLkmEBS0oE9QxMqm1MlSBDcYngHmbFxtJxKx6w7UKSZLr903IuvfxaYg3BEJEGFmKhYcJmuDPBrhA5B6z2T/nHmTAeFbT+swuqOqpCrZdlYPnOvYXgGEygZw81ygeMo+G+vcO5N7nhR1mPSYTJkfqWe8o+QXNkhbm9qPrLZ+8n/LM57NG1khztlTEpOgG6LG5jn+8R9I9ixNIezy+rjp1QpsXHKkkVlFH6oZVEYhVoC/VSBMEz/e6BYuoBmDycKhgQGaJ1JAORGvqo6ooxAixB1M3E4iH3wniwolRjdcGWiNZQo0kkg1LDtNlX+CGA6mppyzT6ofAhJVTvb6qS+o5Yc06H9JUJ0BzFfgb0slrAWgdW9OaQi0O3i91J4rJgLFHxNOeiTVnXg2B1gC5hrfHztFSsTKG7M4vsWocsQPnaALxNVJzhXu0ywjMiLW1XVOQiXj+fanGLDNHt1rdT2JY6HzNyIh9zKJbFl9LOsbZ7tTWrVj1fTTnpSsuskLaObUn+OcNkyd1/s/Kmiu97qxZkqys3msVjerCbzOMNtvcuvZHU+AWxTbUNlpTntcKVkultHpZ+35R5nSlBEbaqKzb0IIRzgay9siqYC6RH8040BTPpqzXtdaK5FpTShcG6aO4GHKrAlzXP9Zy+K+mb1FN18Y7zga1c6GR2qLWjuDfLe9hedJj1HRDBTZ7wMKXW0q0vzed77Xlvctfy9Q+VLLX1zxa58u6Dw+v+aBnrjqbedjfd9/3eO2sfm23vVsMYnWvrS9c/ThHNZz37Pl7WdbVamiAh6lp5N1Dpk3UspHb/IXKJwMeAdQMQo4Q9SLUAS2KZqXMhXnyyLzjMTLHgFY+Oo1Czso4F6a5uEBXCqqOKj3zg9ZOODu72/6U87w/YEDr6x+O/4+uNp39ltAiGiqnseaoTef3tWmpPMfBCh7Zdq7f0NI6GhLcAWBLRFTdx0s9HR9Pk7E+vKKJg9f+kbrnff4CblzV87v9EPH3lrmeC6taL9Zkr/OehIf8oMk6pvWsldpOGTBrUZXNMLVytrQojSUyIHBOX1nR0tJ7G0p11ljGpK0joaUUfTCfCo/zrDuit9WGaEjlFpWhKwcALHU3WrqlZQHUPa7+H6sh0yLmYAetaSSbUbDVVyLWfEF2lo2kpYnwMVh4fs1J/9EUhLgbCLEnll9B3jCGC0YRdtOJ4XTrEaVR6LY9aRuJdxPx9jWSCpqghJE5fYuUE8OrV7BT+BJMLrB5h7FlPv4SnQNWhDhnNr//HVKO6K8j+WLHnJ+BDgz916R4g413MAWyPUPFUz2x2aOMqBy514FX9pw0T2xv3hJSoLvs0f2B6RffuMz79jUyRebXn2C5Q8TrX3X3e4Ju6ONzQrzi8OUN08VM9/KWePuaEDfItHFkXJmZt3um3ReEXSJcD6ThJZuLe+IbiF9Hd2bsP0H7gfLsmU/D63vUZo7yFpWZfvZ0sTN/oOiR7cvnDMctx81z5u4FFmf00vMCJ4EYXxHT3xDvB+LtDpMLCC8Is9F/dUBTIu4FG8CuM2ii3D6DLKQxIrohbBQLXgtQ5sJJO7Atw3HLcDRk9z023KJilHSA24LcFbrLHaGPlHGivLmjuzux+f6GGDtOVxdoFsYbpbfI8+Ml8adE3ix5/WtaWtW6F7zG2FqeaWeGSXkY7bRwlyrTmwPwFlGmOpStRWNXMIzVdGliLVoZCC1C0yNKXYZXPJ1x1TWXYkGe9sx5YpOFqn4WGh+JVc5z8JUsEfmuo1rVjyQW52s1VfHi7wih+jYL6ERLGYvhzrsl/ZTW+laN/8LiSG/Ry7Gm27VQx61GsVLPT2w5S53XnNNcudxe61ZUGdbxO9UkUXUWwdNOWDiA5FpbDjwUyHmW80af7xapenaANPbYakUUtx+0M4CwirBbpc39qLUm9Nd7Qob05gXh+y3x0xtsd4/FkbLPbMNnXIRn3N9NvLl7xW1J3OZf0D0/sP30LdOpMN6MzCLcdYH+cub6j+/gXti+Stj9AMcvKCHw+nhDHqD72RdI7NnmN0TekvuXZDlwilfkdMF0F8lTYPfLCzafXLF9CRdfCff2e76zf8sQPudS/4zrtOGLfserPPEfwxELA7vtp8Qu0u8SaObu+5eIjVx++YrQGfdlpgwd1+M/pttd84c/UW5/plx/d8/+ZuR5SnyaA/uhZ7/bcpcK34TMNrzh+v7fUzY/4zj8c5hf8/r1v+X1cc9vhz8jdScuNr8HM54flTEHvhsmSh+4fvZHpLBl+9WB6f4lxyhk2fGzwy2X04mv3tzz3TTRvSn0NzB/emL+lzPP5hOfj/e8RvhtEpJ5YuMSC3ebI9adKPqaGIXL5z/D0oYTn0IRLu0rBr1D+RssHLi5/CXTcEk+DZScYJ/g+cDxNJDHGTph6GZOKK/mkeeD8plsmMPMIb1y0N7FNdiOUP6EcJuJf/geOdmPr7NGBt1BibPB50LZRI5vE/MhMX9asMuReBXp2LHdH4j7ew43M/c6YfcvyC8Nu5+xcYtuEtMVxHLBtvwREkbu+t8Q+3sut99iIdDJNYmB/e4tXZy5myeKQH/3M/r5GfuL56RhRx8OdLsThUJmJO5PXDw7EOYBDltMC8UKcwlMuqeESOg7UpgYTm9hKvTHQLSOHVeQIvfDgTkWjt2EhRPbqzsiPYdX10zHDYfjRAiFlAbi9Za5bJl0Qzr9hm7+O7rtC/YXv0ROhrzaEMs1Xf4TQj/Tbb+H4YhuvyfPxmnegPVc8pxOdlzd3xFl5Paz3zMlo/y731Jefcv2ciQOF+R85N6+xXSD6oYkJ56nwr2esHKPZuF1jgwFdBJy2VEOfwxz5HSzQaISPvXsGXFzT0S9CmOBz6cTXVa65x2yCXybTtyNhfR2QA5X3Ly9YT7eUZ5Hys8T4QTxGAl5pptfI7uJcXdEuwvm/TX6ZsR++4r5JLz57WWNxPtI9qbK9c09MsO38oITPdvdS4b+Hol7iB3fzAOvT8rR3iLyDfPlM+6uX7C/Czx/E9lm4+rNgUO35bttQLhk2P5jzGbmcsspTHzXnzBRrktHbwniHSXMjGVknA05fUlfnpO/BZsC44s982cb0vcd9iqhpxvK6bdc9F/wxee/4i58w6u3/4nSXcLuFwQb6fmGPA3cvP4Fph2hCFpOvDz9NSEUvky/ZLO5gP4ek4nb4+8ZxwN7u2Lbbfjyl99wnd7y3V9vefPVhtvbgN72pM8/ZXvx58jUU44vSbsXPN/9CfN4y2++/xtyLxxf/BH7EvmjvEUYGcJfcbIjv787kGe4evuCoXS8eK6EQbnffEcOb0llS8h/TPftd8h3b+m++JT46ed09wf6dCAf78gv33D8+YFv//yGy7vEz3+7Q8qM8RVBelK6ZWbL99OnjMH47uIlqrD73ZeE05Z8eY/1hatjTx825HFE48zzX7yi++yG+eULXr35guE4MRy+Yr76hNMnXzBYz35KbE4XfH73OZK/I6T/N9IL4WJPp8pnhyNBf9zJ+tFOCAvV6dBCK1tY5JKyoynGzbghjxRBV7bMwtk2IbjA1UI0m5lOkkdRLPcnN/I25wOGG3s6zga97N/bWGWhVoyxFuUCzqj+uRrTmsCpZwPAot+3l59zhnp/6jOtKaTr/PN1wOuYyGKlk+UZzRThfWj52ZoCXMdgqanQjARl9bMq8tYMCqyE2Dq+KDDi6RYaUq+Gui6Wm2p4X4S2Nm8tV+naCFKFtQXNHlbPEDxFVvIxF3UkGy3ioCn2VYCtYck/Kuw1dL7UfzVP8eNICiMvwvESfv3IxrXUEJD6vWg1YrXxLJ6ixWCxPLEaU3k0Hsu8tRd4CiZZDHt2Nhot49kK41k1ODxCYWF1qOrYWhvvZgRYIZuaQe2xkVDWaTQ4KwCrKAQfg/V7YYk0WifFb1FADTFW19g5zfQjZGxThh4byVrUwoPvGqoKlsiMNk9rY+9jRP9S68Hn2kO+m2Kzqr2xFNOrPEs4K58fQbb+TWob3/nmYZTA0sb3/mnLre9EKtS5bA6O5aHy8BLnV/LOK84Pbje1fWbvfvaoDx940rJczk6Kc/78ZX1bS/tU11WL3LL3PHDVix9pwnvav76hrWN78Lk9uqo26J2hlPaZrD5fLnr/+qgn0qP3t7tXfVr25Tst+Ym0fsd76EGj3/flx7z7fevoY57xY89+ND/vjMfjl66vl2WvvjsCHxiT9X54Z2J/qI3va8V5jm1B+Z+jGKxFQagjF0twhwPmBdEwIWcoxShFUTtHQvhabGfUuYnnkVqvI//ivWD5vy/JY8WjDdDjKADjcQHRd8f0zJ99iNa8up2Z5+eZ2Gps6zvWssDyvOaEWEURriMhHj1haYs0OWn9xVrGWY2tPOgIfiav0Mtr2WJtrH/QhnZdOxPXstG7Y/SQzvLm8qwHjrY2hg8jIhYEtZVHc1kXCo9kg9pPWS8ibW1v5/bqva1+x+OzyV++mls7j/XHkgll7rDSIyWCCjq9hTHD8QTHQDhFR3UNjiotIkQJlGBIjEhv2N6wbJRDnZtTxKRHS4flRAyBkIQUMzHO2EYpGSiRMCY0BiyCSqHEGSkdaHBEpiWsGJYVkqKdEYqS5kIMM/Qn6BI69NAFomzdjlyuoAghdFiMVd5V1AbQDYUR45YiRzRMWNhCeI6GHQRPl2SdYAyI9VgIXoMBKJPA7K49kUAMAxKGmubHiOLXnWLxNKSTIBpJU0RKREpCSQQbSLYlB0NiIUgmSUZDpNglXk9ig4SOkDIUo5DRENBiVbzztanjDDPEk+tLsr2GkAnpntgVOGaQA5YiJQoaE7DF+g227eE0Y2XGJkWPR1BPZUX2tmJCLDNBAxoc2KHcVgT7x663tmYffb7woccyRNtf7Q94h10tZ9PZ0frw2HnPuWZawQ4tkuw98noDeSw8BB5Gqp+drYsP+hFwZKkN8c77ZQWocAeqVSeL1ILN60CMBeSxFlSlRgau20v7rPHdyhMePsx5+Fr+Zc2jqw5gshxBLVKbKlueo82aXtbsBGXF485zau/lvys5pKW8W0WInMEqa774E0gEhg10gf4odLlQuKPIrb9PqACEiKYRLt4Q+0v6rifojN7cY8cAbzo0KfP2hORMvi/IAUL2sQxDR5RAXwyZFS0e/ZTmQlKYdKAERdJE3M30sqGzjnRvyPcJjgqhEKKR0oa4HWDXoRY4lZkcjD71lBAoyedEskJRcgU+lgNIEigdIl5vgTg7itkKJRilSyQSMfck7eiko5szvZ1Qm7lB0JzJhwNhuqfnjmLGcTrS5czueIGJcuqKR5duTogFtNxRcmAT9/TDC4yO2RQZJjSd6PrX7NMb6HqkvyAwESdFpoKOhozKcDAkKdNuosiAyhZU6A4DkgLHuUM1Mc6FUEBJWOgZ4h40crvZo9s9fekRTT6v2bCpYzptmAVmRkIO7DWwUSFYQCyhdu3YRp0xKeS0QVNm6srZqfaRlPvkgLW8J44FbMbCRMBTDZEMTVtKb9CDxiNmGe1A9xkNRp4i8xAI20iULd3ed4PSgfUc5i2ESA6ecjtPE5A4li1ZhKFLEAztj1hfKHYCmyrgJqFZsSLu1DSXsUIYEeso1pNR5nikhEJnEVIgDYlER78XLAqSDTKksPW9nyIWjBCVGBSVSCYQJj/zwh663Ux3a3RzREL0aA6DOLtdIHcHQiiEsfKxkv3cnzNiM2J3CMqUBSExzhOTZaYApUvVd+wg4TBMTFnIt80SsEHIDAhGRLuEzIF8C8WqvUcE+ozFwswIkokbB32k7Gk/Ldyj/eTpHzXUZB0RISNywuM9ZgIFs0IsgXhKhDKR8gxR0ftI6WCyDKPC1qNRSi6EnyS/CaU6u1Mn9BHmIXLfdSTtCLNhs9eziakjdBuwgXLsGS1xv+tINtPZ0WtJ6IkA9MwEUXI3kCWgtkUN7rISLbMLQiByMQxsDGYKb/OJEgOFDckCeyvOv6yj6EApW0KBwe456QhiqMJsQqjsPYsx915jdqB42n4bQdTThpeABZ8f9hEZOnTsKK8S9/uADsKdFI77E1IKkiMWs0cIzDN5TNALOymMlplmtz1vx5FeOzIbAOYwUDB26jin0PsYbyTRmcFszCVjnLA04bGhF2jpyJM5CCBsKUwUFZAN/SYhp8SYNyQ90fUTHt3UMVtCohAEbHa57mh4tIlsASOVO2a9xyyTRLlQY5eFgxknUYRMMS+10MWZUDKlKMG85rGIEONziIKxYw6FN9uamv1H6OOdEPEVmCClKkhh48qAVAFAq2E3ej7IhQEZOHLVIybEKkJLWs72gMiWhsAwiZA21d/hQoawdTSEvfJFwyXQIWGHK3KvEQ6YvoVyh4VPIX6CF3IaMCIWCmITyFvORvGa7xOg5rc/F4duymdFkmgTYg7AAeECbAcSUHFEisiEhIgw4PUe+mrTrrl+RVyQCr0jVtRrJixOi6rsmQxVkG5pmGbcmTJ5++wa7IpFqBJzoEcRvBbACeFtfVeqQlxFBYfqPLKKTAz9IowZntu/GQAcJbPBw3NP3g4RRFqh6hlHrlxisodwWYVcxWtHnOq8jjSBUSxhcsVZOH8/iXo7LFakYOtbrPUQGlJI7zAdEbkCdnWsayqwEGqUw+QCefAiVCE4CsmCGxpCRWlKLaxmNnvfY0PJnI3bpnlBToptEOuwUKOBajFpwdGaPq8bn7PijNGRUQKyd2Fd71nQilCjEjyiphU4FKnCiuJrSvxAbkYctx14JJLnQa1OPamRHhU56m9oxfF8XHz9JVcswujyukqtaeD1XyzU9VVreVhWmGeII4ST769acG8plB4dRWZh42NbIzy0FgAUKVVXcOSaVJSUJY8mCBmPRAnOP1r0lBddrApLLeAeLGMkjJ3vCe5AikccIVA2vN8o9C4t+g0sihAWzg4AczWspZeSpjw2w9wqlH/t92jh5Ysy2V6xKHRrw9z5GpOzcb+lJDorTmdlWx489dwGEK83shgYz21oHV3uWkdZLI9u0RDN8OiGLm063uKQdkT046z9Z99FefCuc4tleb7rnvbgKlv/1xcnZwWzRTWs3mX1+paua2mDVb3Qmu/0jNYWV4Kt9afebnWw6iieWy1UBX89eLUd8uOH7odpPX9tJT5ct0uszBIK8Niw0eix4fmHlZ0zCn993Xo3rDvb+irn8X5wz6Pr1oYNzvPy4No24Mul9ujZdV2uoiuWt9p5db4TObJ87p8ty+PBsFpd9s1JpX4WqK9PLR7ZVvJMFmVKnn4kRS8kOU9ulCrZKMWY55lc0zJpOadkMtZ9Wrjxsr7ab8tn8mjWlulog/SAW32YZFPvqejgZRHXVIbUqKKa29sqKlQWr2IzprWxb6kiV383HtGM5Esdn5pC0848AgrnnOHN0R1c/nhQj2IdOdmuh5aS0lr6QVo6yDouWsXaMFU+0FDP/tNTbeFyiZRz2+hc/rRUU460Og16frcYLjt49Kpvwdon7MzL2t5d5rvKadrmwCOmllRIDQwiHa1WGKWuE3EUsdkMFmsNgjVVOdE8ykTC2ghXmbXVMzfMrAFBDfSw8PolVUysMkltd414OQMwPo5MhdPbC9AtST2a2d78JeH0HfJmgMOGbtyRpgvuuo77PS5Dpw2pz/SbiH5S4Ncj+TZx/OoS5oR8fYHJDuuuEUnseiOETD98j9jEuFV0SqS3G9JdIn+hlN3EHI6M3NOlZ8TTwFa3bHRPHu/J0x3TdcH2hX6cuMy3lM0t4/AHtNtRLjbE0LOdfoXMBbu9Q4rS9wWTzEhGxZjjc4wL8v03hHxksiM5zyR+DvGa3I3kfobNxnWfUyIeEioZZWI6GvOrjjgaJRpd7NjFZy7P2ohYYR8mlMzdrniRwWkLWbj+/kB/GjhsrjkNO4b4CVu54pC+YxxGOrthY68J5eeE8mdMVjj2hT4e2Q6vKQj3JCyDHtTTWZQAszK/eomcIJ0iMXSEL/8RDB2by2/R4R6Of4flW/R6y2HTU05XyPwce3FBfrFFxhvkDzfk2xMcfk+4uCDacyzvmPodVg5sb79DZU8efkaQmZG/Rtr+/pj1RkXmaz3Tgu9PodR9dOZZVLlLGj9p6T0lLJiv5SQWA6bKfnuWs1nOBqbzcdVS4/Z4hHLlhSIVBOQpOLyGWvH9XuvcrPF4LTja27vifbWnLOlya79rhKhRCHTO3zVX2TMhdDX6e8QawGvhE+o19MD1C3AdBqFFrRoeDSdBq0OjsAATMVqkuzXnrURcvq98VANWAlILqvvw60rMMUQryDDUiKwGPGu6dIvgx0FGJlIDWlqUbqxj2eYAzmDEqudJnX+rtePM15e0Cf9YCgF79gIJPc/HAzu7IQ9/zdx/i9glYltO0yeMM8j1N8Rf/hX78ms2ZUd685r5t39Dvn8Br/6Y/OyO8c++YzKQv0p0U2B3G0kCuxcbVEBvDkzHkfviaYF291v6nHjZf8aYjP0n/4bh0z+Q7r4kHp9z+tvEdJPQ7cR8caLbBz65/hN0e4VeXnF/r/zhm1ssdHy2veYUjW82J6Iq+7cGJXPSGVNj+N2OZBGegfSF2+evKfElpzCjB2UKnxK2l8TDpftsT5fspj3X+pbP9A/MfeQv+kvSUdl+/1t26Q2f7b4ny8jr2zcM045n3/5j8mbmD//9b5i2RzYcCFm5/+0BOUa+3P8J2+1/x/akHMuRfP2WN91bLrt/w6fxr3nb/++43e9J9/foV3eYXvK6PEdvJp59feD4/MCrP38J8owUXjBMW57/3c8YE/x1TEzRCK9e05ly/VkiDte82O7oOnj56afkyx1f0nFJ4DR+z/z6lpe3F9we9oTwhiCv2I7Gn44GaYvMV5g9J9uvSfkNm+nfM3XC7eUVxQz5dAPTxy84C4H755dQNly+TPQnJVz+K9h+zUYvSactcvUFp+1nnr7ocma+f8OkL9GrnvIic3wTePv7DbLv6b+4ZJOV62GknAo3r59zGi94XQY0RcKzXxBkIHzzDJmUr7cXjF1kevaKfbrDtt9DNzPdKnZU7PgMO1wSghBSIN7PhNNM6I5sNrfEsmOcdowy8mb4jhQ7nsvnBI3IEOhS4Oozwazw/X90R9zV+AtShLv+e+Z0oh9O9JY5pmumsCW9jQzfC9v/1R3yL9/S/V2hm6+4lz1vdGCTA/0xUjYTx8u/JEyJzdcXhM1E3JygGPEGgijR/grY8v3xC+Z8yaS/J6dbDpuBufuET0pi98bY7jLDXjj9fuTuayPFF6T4GcOQeL4d0U2iPO/J3204/kaQjdH/QrFNQa9Hik3cz29AlM2LSGcdF7+5Jo6B+8/+jsPmbcVLC+P4JTZdIXZHjK8ZkpK6gqpSjoV4syW+OhDthqQH5vvE6WbHJInbeCAMie3PX7j+Mt54jbqPJEW4kT0WAxfPlevtyNddz11IXH4vbG4TogPX1hOeP0efbdC3O8Zv99y/2PDNL3b8Kt3w63Rgvj0Rfv8tgxrP5UROAy/3P6MgdMc9U574T/dvMQr/NG656gb+5EVPssBf3L3l+/w9l7uOoXvOl/meZ4cjfzs/4w9c0Vmhzwnhlj1/y5gK9Ds0dpx0Rooy5oEc4fDpS2IKXA7J+dvrEzIbYXpDmDryi5myU9Lnl4hcU/5yIP9lxzefbDle9KTnN8Rf33N5E7i8TYT5Ddz/O8Zj4e72gusIv+BbTuWAHE6IZIbpFRYGboIwdZHXw+cEM35xKyRTXn5+Q0mZq8OGy1nIx4mimVcvvuN+fyDrP0Lsl8zThH53B9MO0jUhKJE3hP4LPrv6NfO98t3dzCYd+OyTb5kFvssbjMjQ9cRixNeXlKy87Aq5K6T+F0jsuJn/n4TyOz6XP+JSnvOru8BnuuVVVt7Ge97IyBuZ2MZbrrueUWcO80jWEUkjadgQr/4lxIBF4b478JvnmTn+uOz28YWpl9N5FbbYDvPlc1sJNhWJvBixQjVeu8HVjWu1ZkKoiucaxb1YwlwJswWd3kJq19clTHoXeFoUBcYDo+hifahhnlrvXeexR1iQEgsyo/a+piKoSWeqcChVmWyGfTfCnQHxq3YujzKWPPcP7CVVkZU2lvWz1Xu8L6mObS0UuEQttBQLrTCw4kUH02KE80fOLNED6GIcfdDEpb6AnOdwaUt0Y8HaQLEo+S0K41wXxJ/haX4asmZRyn+Qco1AqAYAaXUeWphvE+xtSTsj7blNsF3mtLbT2ly1FAjrOYGW39kWBSWen1HXtKyNz9AsJOd50qrgr+x0Ti1kuSIvl/Qy9vDCqvhbC8le520V3IEHnKNkqONeqvAvVfBfJrO2t41RM6isjHvtswepcWT1hIrobWNn6z7X/bi2CGK1PYHmKGjtfwdpuRih2licDYYP0KWy+qWN9fLPWEK+25gsBss6jj8pEqLN8Uo/Wtbtukmy/LddtTTtbDF89Oz3v/F87SPjKXBGoz16ij38RB59b/a+Z66ubNtiWQp2/vHeuYJ1hMH6s4f74PH7Hl3OuyNj73ZpPaLrD9654t1X2aPXvvvU9XX27tRy5huP6X03fPza+nhan3E/9I73r7OfcsnjdfPRN/8Uhf3Bs97zzI951uP1uszF4+d/6L2rT6yx3Hf3w7k5nurBzFMhWo2E0NIiITKq57zUWvAC1lrP1cqjlzRMjQc+ovNqWo/Nexfl6rPHP3+I1ofRelc9kt0WPv+4nbb6Tfzsf99+eWfNwjlNljy6xlYBemtGtn6GrhjqD+23M4Dj4fePZLv2zFU7vH7TWkZ71LElddujx62X8rqtS22I1efrdotwdnq0B9hqQTYZAc6RkOv7z+fT4zFwMn++yPk5a3rMF0VW7zmvvTNqvF36uPM/gaqBsKXQ07lGCs0BSkJDh/YdSkCzIZKQYYP1Ges877IcFGaBThHriMmjgTV7Xa4wCEG8loQxIUkJArKZHdULSHaDZZCAxEToeywLpRSUjJHrXhdHSeYjyEQI3vZi2aMMxoCMEW53iCnpesJioMSeLErOjoDW6HMoKLFUcI6Zo0TngHSCRUPSDJvs7R8nyAWmHimChkRhQ5lHPN9/k+8LFhy1GxFimAnJQRylS8gmEHogK5Znr6dhYGLkYCgdwh4pGdHZc1OLoBZBB0+RW2YXp8RTjBFPrmRy6bHjEUe+ma9piwOkjM1gNsF4QmYhzD2x9Fgy2IJGKMkInblPzgS6lpooYjERe09FlrUBZj56sa2uf8hvjMbzpcqsVSZf2NNqP64BPotM+8ixv9Rna7xk7Whu7w91V+miX7TI6KW9CwDlUT8WftJk99XnKySJ1T22OJMxDEUeybz+2WP57fHer3KjQIuGOKeoav8eAkFWAuTq73rfmqeK0OpLnK9XWLeovvsc/dL48ypCvA3tOzxqrbe0e9by46O2LpHwjZSVwvaj5Jl7J2JUSlRybKe9oUUQFbIpOWRCJ8TNADl6LZxYV0NQpFdIhWKZMEX0tMNKRDRCihzTHYpiHBFGPBokUe578hjR5wXrzXPq20AKeFSTJN8/ukfyFcYI6eT+7eMNchJycYBVsOLaXRYokWnytGJ957YZmZx3JXzfjHpitplyMHQWos4knZnyiWwHOkYGMqozQx4Z48Cx+NzlbvbICd1g1tObkbIxRSGHiMw7QhI03aMUd8wQmMJAih3KEbSQy8AcLoFPKOWWPF4hxw0hzwgR08hcooPQrENDT+4cXb85TQxzYOhAkrBNQgyGhRNJlZA7xAJTGVBNiPYki6gIcxCmuTDq6KmZLFAkcIoJEwjqOrRJIQclRU+hpCN+tiSvZ6BDgZ+Qox8BGTyFYnld9V2dCXkmpAmJkemYmbMS1JBiyCmSZMskiVkKc4ScOlIw+vlINytpdsd23M+YZrq5oIifL1IqElvoaxH3UNwJKX1AYkTNHO2vBlqQbJ5tTjK6n5GUSb3BlJmmI1lPyHhA4qaCYiO5ij353uHhUoRAIJiPZ1RQhZZ+Oc5KtMoT+4CYEscJmSNSrglhRydCEMG2QG900cGhYgI5oIfkYzhkCEIJJ9SEcjyhU4fEidRnQugIXaAIzAbDOCDzgOZCTupzOmdiypgUP1ZCwGSi2ImAEIJAVGQ4edSFFgdUloCqupVNhBJ7NG5I40yYjcGMTpQUne/HIRC3wpwyBa0pqaZ6QmxAeoRLTxMei2col+BWu1Aq2PPj+VvoAsSEWUKzIPGeKMXP/T4ScyAUodfAZgqUHAgaQL2mgxY4yMBYOkQDlILljHUJ2RgiQpKASiDohFrG4tbriMziBZ3DiRyPIFuiJcJUCNmIp4k435NsJqVIqIBlseSFvaUnnCKSjSAdMRb6YSakgEaXH/u4I2iBTikyc4pKiYKlHUF6igSKBaYcGEeIcyHliSB76HaYRUqZvFZPJ8QgkM3980TEjKgZRcnxQLGAzm6PiymSohG7gkVlTh0nEkUFLZlcEnmMxABDUEIRJAfGLIymbKIyDHUP3EMYAzF00CWOe8gm2KHavhJIhiCJgBE7P7+HNBJDBvXUh10QOjHKLJzuHToaBNCEWsAseYR/MZggF+UunuhjxBOKO3g9a6AcAuUjztOPd0KYABEJl2DRkd2mYMlfLCDB84Z7gMMBmDxXrkWCJRAv7mzB81WKHDAZMW5cJrDgyHLtaMWq3XD9BjcA977JrCpYLQw07CBcYN0WugHRQrATLoTs/ABXhVCqXCLedWtKrq1EKkeHh5bqCXPDb8tJaQnYVSE2g3UIXUWiuxIpGGqJZpyTiCv3BQgzYvdVRqoG0gorllCjE2yqMlwTkjwnqYQt7nB5jfEK7HPEnjnjJ2N6QvTggrxEhB70osqFVQm0N7iB358temLJTQq1aBn1nRGRNyD3NZ9yRaRLV20DWg3WHV4EjzoOb/FcnrXWRa21oNEXpJSW2usHllu8gVa83ILXemA+C6GxImIkQqnjYoYX3RtdKbJ4FlbN89gSzmgXiREzWXJF+04NeBHpgGV3xEistR+WUN6+tiljoYA6s/Gcyx0WtPo5jFYQ3GyDMGHc+7Xl4GtIV88Ug3T0P0sz4Gef24r+MWvvq9EWoYPQed91whqiyyez2i0cXhXUw6YWo0NFghM9z7NZ9vY0hKxUZ5VOBDKKF0g72786F5brHgJzJbnqfWI9Nu0gZKxrdVDWjrNQkUtU9GpTAqqCEBviqe3Omo/cvLh7S7ekVkDHGjmRsLStyn9dO7nmIf9oMs5OyKrMLCnPPIWZrBXKaigzrObRbYrlWXVc6bUPSepWWIxdTYlkNV5VFRZoStt5HOvV1mpy2DJcLbJheWXwtbaEri+5tfTsVOWcku7c3MYnw6Kgnv0bdTzsrK67nvzYgFYvb2n8lq8eGtkW592Db9xpvUQfNNLVsK11zeW2hwq3LgUZrUbZNaX74Y2L+2k1lkvxC9MaNXFeG2czR3vWTzHSNaNFW19rkkfj0H63h8r9uxaMxzesvreHPxcjbF3zD3vDg8F9EGWwWszt8g+F2MjqOmzp1Xt9ZPU6t4G0Np6f+3h8zy1t+67evHbkP354/byt+QfNsFZjxMdDgxI0oxIp2d82BjdcQiEGL5bXDPOq5s6J4nzJlnQYyuIkXw9xvc+qweQciyKtx3Vo16kjOC+b93XxcY9blN2a97YUlmLOTzXQ6jF4ru8GA25rQFhSI64nrn0f4uq56zVzdnB4Rzq/32r0n2YM9Si3xcnttXzAZRlaZN9CofLTXB/dDFP13S3I0vrz3jUQmepzXbZZoMbS1r4hUosLm9RowzZna+eFgeUlCNXXcqvTsPH2yeTzLlO9v76Tvi1unw87pwdtZ5yns5TzWFfZ24/xNrZao0lgEeOXre2O/QbWkDWIpI6lOwSo5xV179R6bUsqQ6qt1FMMyA/xmQ+RGCF5AWcJHrmS7y/JM2zM64xNlxeMuwtyLoQ7hYs9fPKMEiamdID7ifSvjrAryGcT3TZycbXBjoHT799iBHSzxZg5vnyL6Mj2EyVuIV/dowTs9QX2pqOzSGRPfHZN+OSa6VC4P75GGAkcyZrIdz35eGK8fUlMxrBJTCqM5Y4yJXYve+IxEb9+RuiF7T+fkN1MuizMkhl/O5KPBT7piUPHoCPxeMLmN1g5YeMe8g6uM1yNcDEiw4l0o6TvCp65/AXKjpI+RfOB8uo3hCx00yV0wvHLCeuV/i6QgpF2XyO7ifuwo+Seiwtjk2by715xur0hhImtZE7byN1mS7IrOv2UUCaGcaQX6MIdMm2Zbz/F8pEwf4uEE5LeInEmfnaC04Ys/wIhoLs72ATm6YSWgqU/wnYB+cN/RG6+Q+IbUlCG8AWDvmDqCtOfZKYN3O0Hwhshfj1ivaGXRpw7Op6Tuj276ysU5X4cXS79KGq8Fucz7Xw2w2TGizwPeO2Vxlcm/24B16nrGcTK00BaulzxdAqe30FA0vmENgNmgnn1Qltq3LiRdwH2SAUptTo3eN8W5291Tvif4g4hMU8TIUbQdjpU2WXhYxXQJ61OQ+VX1tV9bbjeZ9DqMFjjD1VHkc6Niw+iUY0WkS9LgfuHhqxzLTKWPvi5NVVnPHhkVQ/RI+s90rtFKATMOlpqVmePzTTRzkGXs5a6FVJr5i2ydqx6zhmA6HWFZtf5pAGwrL7f8MiWet4ILMC2jyQhswtfkaLypvucV/3AiT0lX6OHS2TectoVTvu3pN01cfvPq3NvosuBYbpALDH97A4NB0Yb4fAc+fofE2IgvTgx9wf+Lv0FKidedEeiKpqEoom3vx+Qt4H5f30LlxOb+RkX0zNKf0T3R8Z8wU28ZnP4Ezav/4yp/2tG+Tfw5hvs239NzzVd/COEiWAZkZ7t/RWzdXw7XtB38KefH+nTyM3mt2geuZYLogq3d6845FtOf3hOKVt2/Q0v4j3/6eK3fLX9li+HyJf9FfubG64PB25L4GABLoAvM/l+y903/x1DifzKEnlQXv3iDo09z179GSWOfPfsDacwc9c/98jDLrANoJOhx8z94deMdskh/BknueXZ91dcvtqTnr8hfrLjcOq5G7dI94z4/OeMzyF/quzuX/Kr3/xregrDrwbK0LP57DNmMd6G19g0cnEvpLnnm8M/IdsV6W3mWiduZ3glcHv/itP0HZvukk26YNxtudv3hJdCfCuYjWg6cNm/5YvNHyi3E4dve0qJhO+Ss6dr+UlOCAnK9sUNkoS7m3vmMjIc79jcA89mNMCr391w+zqwuSxsLpQX+8Rnl5/zSo98f7xjlA3ziy1DuuWTr35PN0L/skcvjYt/4TJL+tuRoh1v+x0qWy62G7ooXPRfoWFifntJmQa65xfEXeT+dI/NI1EhcUc4HZE399gzYf6jQF8Cw5QYb068PfwGOY5sv7olxGeUQSghcCsToSjyH4xoIFeRPgWwO0xnNnlmCM4xNAAvR+JRCZ/smf84IvNI/Iu36NufMb39FV038mK4Z94opxczm2x8cdpgMXHqOkoJTH/3DBtG4q9eosOJm2EPc0G+mom3gf0f3RMvC931NdMwMOmJW80MX33B7tVz8hczx19l5NUBefkteX8D+zeeOkoTOUTm3Q1h2CDhBdJl4uUrxApbEpoD9tKYi/FyKNgmMvQ/I4VPubh7zeYwEreKDHfcpQ0nu2DzSWB4Fng7jhzGkWE/s+/uGcPAIf4aKXuG8QU23JKu/5akcHEPUQvRTlW2/Nj1Jlx+kggycPvmC6a3A7vLv2Dfv0YuOuR5It0m4jHSHZWrtyNz6Bl7mPOR8dVbsJ7/YJ+Tpp5u3GPjkfs3N9BPdNzR9Ymwhz4VPn39GrVMuLhi2gS+/tsZvS+Mw3fEeMPONlyVRHy9IR96NvlrXuSv6HY7+qstGxmYeUGYhct7t+Em20DKyDYgw5Hnz96Sref17c8Ic8eL8glRZvL17zh2R77tL5hkw6f6x2y44rh9y+nZiRxmbM5cvDnyyeEO6z+jdH9MlhHSgc1O+PwqECRyfztwGoVTuKKTjKUJDSM5/C1ZQV5u3Xn3YoN1sJEbshjfXHxBsUtszFgpTDc95bsDnz2HZ/uXlPmSki/5vWa+1lt+Mdzz4vrEyd5y92++JuWBF7s9h6uJ3/zyjjQFPvldIlhCLwTNgXDY083wIk6EMHMd/iM9Be2eYfaCTQ8pwjffwm9vYLeJbIZEma7Rac80Fe7mAodAetVxR+abzR2bVPhi3hA1kaSjHE9s/wMM84/rCz8hEgKaIeqM4nqIKmMRjFr9gXUOW0EsLIY0qfc7QqSsrE7KA4sScEaDP0JRLMJS8K5IK1rbEB9VKV6j8BarRVOWm+K8NnY+/NVpbRA9t0GWi+v1a+PQ47+hGjlKNcWE2oS14Kfne5viuFgvPdLDc4XOVahq725InIZ0b/1bR1W4u3lJAbAYGfTBsDYlmWaIc+8J54FxJM9DUxCrBxTWcyUVDeRKdevjjx2+TYhuBrdqCLD2PhegPfrlIXL/oVVx/XuLRmh9Wxv5Hq/j9bppT2jruz6rGfTb8lnQVVUoX4w/cEYn1nlo6KcH89vuqWt6SXth539mmK0MC3XCFptWbcZ5eM/PfpjbntU9LaWandtFTY+z5Jxuis1qPGuEkzse2zyt37Hu46PPH0TwPExfIQ+MnTx67sMxO5tFVuO63L9Gnv1E48lC5x2+LD1aXY31eji/4h1TzeOl/mB+3mPYeZ+tp+X3fUznRj24tTkmoA69vCeC4UPt+0ATHn7aFn273x5d98PUdsbfd1Ye09Jn1vv0fRfKyvH3vlY9nMuPe/P6bR+vVPyXpx969+N2/tekH3r3Owfto8/tA5ec56rNfeNlZ0fE+6//QXrvdqz/s5oOTa3+Uzdwqi0890HqpeWBtqx3ahv/c2fh73d/Ozfl4d/t9wfn3eP13PbFmU9/+B3rZz/8u/H5hyevnc+a9fm+yEPVQSPnO5x3rB02a1nuQ21qz2x/yrmJ75PVfmiUl9Ctx2ttfd62mV89p3VC3KEr7VkPohEeRSsu7xB47IhdvemHyc4/ZPXZo7Rn0pwXj+fdfMQfx+R9FLV8/E0eUgd4WKjpsWJAU/A0jwrgkQrEgsXo4I5TQJJBiEgIRDzsO2hBq4HRMCw7UENEHamfmsFXoWgV1zwljERP06pBHSG47G9ADSvZM3JWp5ep1VSU5pksp4b9iogoITrKDFWsOEDGoiOig+FOSbLLWcXf4eltMqQJESPkgkmqKbc6LAx4vu25ZpQpjrKthX9FfUaCZAgzmszRZwmkM4xSy4IpoYrPJQhBAxaij4N5Pa0GrpCSQKOPY0tjEzISJ6zm5gYWsI2ZomogHSYdkgUbFelmiBnJMyFnN2J3oIOgG6lB3a5HaFUrY6jtig0U1VF+QhTrw30gD5b6IoMu8vaHnvtozy6b5jFvbJ+dudD63Q8fd+ZNXj/r8SFTx1RWovLywaN2rffwwrNX+oA9bv+an67bZiveU6Wxx/xl4Q32iD8+PDvePTZbWxova/cEzt5b46GudmZzP8jrHiBVVv16zIvbmL8jjLf+6MOP/h6sLYjnZ59EKQJKAKvpaYvrvc5jokd4BXzfB5AUKkd13crMHBg2DdB5akKTwCQnlCMqmSDn6BKdFaYKkowZKQNBE8roKOsoaIyYbKBcYrpFiVAUTkcsbrDqpG4psgNup8maiOY1drqYkeTI+6DVHa0FzRmbzOuYo6RkFJ04cWKUmVEKG1GCWfXv1LnocJ6vPaaBpOLsOSkWjf7o6QhVxYvah4iG5IFwVQ5DQbWn2JZJMidJ5GmAsfe6FcHTayuBIB0ad1gSiILIPX3OdKEQu4T0ypBqQsZY0JgJ6qnHswqTJZIWYtGa38OYNTPlTJ88O4KF4HVwRCgmGDMqSpHiNYqkoCpYFveBibflJ1ngBCQqkkDjRJEJVL2GRZU986TMx0JKnqbP+o4oCdFA0XpGRsGjCU7EWQizYMUIgztqUygEC36mSCYEIwh0MmNMlGJoFkKJBE0128bswEi8Jqjo7NEAQ4Bc01tGQ5kIOiOWCVoc7xigBPOaT0c/pOSi1d1pUV22iCpBQIoRJucj1nt6VBkV5gDFiz9Hq1m8O+ddaRTUTzjUBJujp9zuDHoHHBlKnDMyQcyFqEokECSBRIqog1OPvUdAdLWGhWWUjC77U6o5aPZ03WIu39asLxISQYSKZSJH8z1bU2MHTcQ8k8wIoh5JYYGQIjEFZPb0pYgQkiJB0NQRpUfyBokjdF5bI/ijqwP7p2kOIXo0iWqHlh4pkLRUsKfUJCjivrTZsM4oyWWCUjJqHVNJWE70GkGDRz8Gq5GhnvIxiJEoFMrCu7J6StsmhwRmt+QUw2aQnIllJFlPjA4HtGp3DBoIFj0qQ1zeCyHQxaafBdQikUgCj2KLShaYkeoUH7CQ0BhxwLkRipGykpMDsk3yYmJN4jxONfheJ6AtS4w4TzDMHdGYy7cJgjmPzCEwk3xPmJBLQnPyd9bsNQ0wnU2xYMRUI5NODpBPAhJh7orjlKRa6BrGIrjsEWuNiD5M9GSKbTHbEOOMxEJWOM3QJzxFegNYGz4fKh6pKzAlJYqSa+R/qPJgOOFy8o+xNbP3Wbae6Ime6Ime6Ime6Ime6Ime6Ime6Ime6Ime6Ime6Ime6Ime6In+8+in5Ch5oid6oid6oid6oid6oid6oid6oid6oid6oid6oid6oid6oif6aHpyQjzREz3REz3REz3REz3REz3REz3REz3REz3REz3REz3REz3RPwg9OSGe6Ime6Ime6Ime6Ime6Ime6Ime6Ime6Ime6Ime6Ime6Ime6B+EnpwQT/RET/RET/RET/RET/RET/RET/RET/RET/RET/RET/RET/QPQk9OiCd6oid6oid6oid6oid6oid6oid6oid6oid6oid6oid6oif6B6EnJ8QTPdETPdETPdETPdETPdETPdETPdETPdETPdETPdETPdET/YNQ+tgLRZ78FU/0X5bM9IPf/R//T//n/3oNeaL/Juh/+L//3977+T/5Z/8XRJQU7wgBYnqBSELy76Ac0NNzLG/JFxeUzYbpsGM+bUBfYvqKIbxgGz4HucHC99jwKbb/U/QE5U1B5HtC/69Qy4w5gc2k8nsiiZ38LxDZMqZ7NM6EzS0SZ5AZkcIeozeY5Y4sR4L8nCCfc7r7LcfbvyOnP2bu/xkDW/Z2iYQ/IPH/i9Kh9inFnjHmf4KmA/ny/4XYRHrzDLENtv8CC5Hx8DVWTmy3F8Q4EPPnSNmh6S/R+HtiTIQQkfwLmH9OP/87hvl/RMMfo/FfMsZrbuOXaPiW0v0rEEHiJdEiW43YlLn77hVWCt020QXjU+7opPDd7pJTGsjdBRo6Nm//ju74mnD8I2T6nOPmFafhDbvdnv3+kk0ObOdIngdO4wV5+5bp07/FDqC/6wnJ6F/MSOgxvqDowN3xAtOZS/kfSXbLeHxOLj33l8o0QAy/IMgV/fQdab5hd+rYjAm9/gR99hyOd4T7G8bN1xz2f4XYnlA+RfMV+fgrkn3DTv8fiAxY+t+AbPnX//7/+sF12O9+/g+0wp/ov1WaDr//4HfD7mf/FVvyRP8t0Hj4wwe/C9tfAIbYDGaYbXC80wRSwKL/bQVMkdBBSGAZoaB0GD1CQIhgCjYDBqGAADGAGZS5vrUDBIL4n5oBw8Q/xgqCQTgBGazDNAHeFglSrxOwgNGDboCMcAIJEDtvbzn4szHwVvmZF6qOVBQzEOn8PiZAgR6TBCL18xPICBZAIxiYCSLUfhhIfYea/1k/pmT/XIbWQe+fJATBONa2d7WPBgKC+ENMMBMM9XG0QCCB1OmRjMg9ZgEre6hPhfo4DCveJoJ6E6iDbeLzK/VzPYCNCD0w1E6s/ln2sQBMAkio17bGQBl/8961tv30n35wHT7RE/196Pj9X37wu9h/iaDOEygoGQOEq7pms/OryleQEzD6HvPN4nvfOozBr2fyfanJv5MeUIyxvRUAkaYvO5+R+kxrvJGISUAaL0D9+7anLOImn4LR+CZghuDPNomAYAQMQazxoez7mQnnNTuwhFFAFKFzXs3kfar8wJtoYOIcxCJG5+eAnHCmlMAiZtv67GNtO1SmWPuXK6e7wKQnyBGYvM0S63sMsYJYrp/3GBlj8iY13K3Vc2L5UXmotNeG2rY61mL1eBiAVMfL/JVQ57FgjZeLAqUOr61WUHumgvhYlvHunXXWaHP5Zx/87ome6O9Dp9v/+MHvwu7ngCBNZutmCIaU7Atd90CPSJVNNNY9PWKMiFWeIb4lfQ9kjIhJh/OeIwBCRCwh5QoIWMgQMqQbkIKVK8wG4BKRjmAHhAnCBkLn7TGB0COhd5tJHN2uqAXTgmpGdK4yW8DwfmllA1LEnyMFUERuvb3pOcgAZaxy6ghkCB0SEmYzZhNSeY+o8x3o3LaioNlACppGCBB68XFTH0srVPnmOdBDKP59OSI6Q4iIBCwFLASwUPnxBIwgHYTBZVLNQAR1uUklAAWRQ523cOZ5COBnjTWzvvq5peWEaSakHomdy5mlVBnXBVALAvj5JcwEjvVsKoA437WI5R0QyId//YPr8aOdEE/0RE/0RP//SNvd51gw5qsXlDQzxb/F7Eh8vSeMzxkuf0WUayYRJgPkO1L8W9JmJPYjMJDtkvlm4PTdL2GnmP4NnQrbGFH5nlG+IsXIZ8PPMA3cHyOKcEgHQBmOE50VbAcMVAW+kLsIMTDpFVkv6W6fkw6XMF+QbOuisN2hKNkiyRKD/BFajDyByJEp/gXRCv1tT1BjmH6HmHCUiSIDnU4IRh9mQjQO8x+YNRD2fyDsvkO//zX29kuSjST9S/JmZtz/KXEeSKevkPSS3fAdUu5I0w1q18z2xyBG6F5iObOdbzEtSLlGCNx1SggFG07ETrHxS0K5InVvSN0J2WWk3LAZjK7fs+dP2dufM6XXvO6+hfEVUv4KYWJ7f0B1z/z8M9S2HKfnhKBshhtCnMnDEStKOF6Tck93mEAnNts9pesI5gpB7k6U/oB2z5g2O2I80B3umQQOl4ZOz5Hv/3v6LnO5OaHRmC5nV0ziP0PLzHz3tRuMnuiJnuiJ/pukicW4BO6MANzxkNx4b1VpkWqwUzfQueEruREoKBbnxTHghitXtqR0YAWzAyCIVKM1oytLIVTD10r5MsXKzn9flLJq9Cf4PRSgIHrCtCpXYWZR8MzORqXFUTDXx0eE4IYoxA10VKcJATdU5apMhtqs7uxrMFfKz6QroI4s44cZEjKrG1cKudZuJSBhWtyBI4pgmHX+DgmuPOOOD7RgpRoBqpGg9UMC3m+Kd6XUNtqpjleq/as/TWs/YzW4bRBJ1ZnUnBEbqgm1di+DJUQHEMNk9HdbdS490RP9z4FsrgaZvn4wgxhCAU6+xsX8c9r6jkizblsC6/0nPTAiMvl3we9wHmegzUIu9VlS/3TLkemMG+vr3+KOD2sOkMZ/kOp8VHc+mC33OB9Y8bSVc1AwREYqc3EeIMV7ZYob7ZpTpWCWgQQ2OL+R5gSp92u9hxnnjzvOe1v8+uoQdadArN9l72cDwkq9VutZIeo82CLNwW109V2NT6baD60Ohli7WVbzVMcfEAv+nODXidU2NMcP6g7cZWzKcqaZzHW83VEuUoBYnU5S14gbb5/oif7nRIEOAGt716LvMx1cZiqAZTQEl380gXUgx+oU3INcgMyYjs7Lwp3ryGFYZB8oYBNGBjniezbgOJON7+llz+3AendiSHDnq84QryBeIGYuRlawCTqhpTpwBSwmCHtMI0x7ICPhJYiiaQcWiaXDnZAu05kevW1hA7IlNB8sG+f9Njmv0eJ8TQQLDmqxECHMSDhgCEGi8xk7YRiisTa2yUfuuHU2b/6RpOpATTQHJ1mwHNz5IBGiYcyI9Fi8cEeIWOVI1REUYvV2ZAed6AXuCG9y6YCfT36WhJAwUQfQEEFuIRwREwekoPWs8D5jGVN1rhminyWNX8eRj5Hd/tt1Qsg7vzz67iwASP3J6qcsggH1YDr/tMU9/vDzd8ke/PifhN7p/vqD9zTsf6q2Bn9xMUcfBIkExBmAKSoJlViFg4KYEdQgRCwEghpB1UFo0Tep1v44ysEWuaxYwIBkRuAs/Kmd0W8uRFWBpQhB3btqUSq3qsi1wnI9UAUy/3O9BIVQfzbBrV5v/pYGgpEKZFvuV5BSPZQirq83eRdHoKANXVdV2YoWbEg2lYeTujRR/D7VKqSGijSsqBbM3Hgg9SbRKqQKolWBXYRaXzpZHDfU2tCgJFLqmEnwvotVea3tJRfug0WiBVycbQw7YBjF1O0PtU0S1gP1YUrdBg2Qk6Bpci+5zVgIqPSQtkjYQXGGK4xEbohRSUkplsmmFElk3bjXPd+7QYUEckTDCKEnxYRJIISAGuSoiGVEM0G1DkdASZgJGiIlCk18V+3QKboiE3eIJILMCDMmBQsBkz1IRuwEzBgnxIyoEFQIdnLhWE8EEYIUXCwfEZugrn/kAGFyI8U8gNwj3KJ0TLIlGYiOft5YIuhIV0AtoNZhQSEZYkpUw9TQavjJpMpXA0GEWNwZH6IQolQjy0TsjNAJce6IeY/FI3MKSFRiuCdYIcx+7IZoftDmHWoF01tUXCkwMcQ23n8dkZLpzAgWcBCsKxYqikalmBJshjJjKaApoLmDconEI4FXiARSGlEplLjDOKG8rsrIT6FH58CCFLXVh+0SeXCP/Ogh/6HvHzNyefCNLArWCj3RYLjvnAGP3iGPzr8PtkWWbtrqM3nQ7/e1/xGy7L39aX+H93y/fva777FlVN83B+vrHt/bFNj6+3vP1h+ar8rzVgMi7+3f+jnvrpGPoza373/DO580e+uj+z/8Znnw4zxUj2Wex31ZvezB+lt/bx+477Eh5fzZw1GvRpsHY/fomcvSeLeHD561nNMfasv6Lnn3e3l8jT0cm/dOzsN7Hw7p+96xCAR1dz2a1/fRo+afm/HjSsV53Nq1a14SagvOi2nZb3Zuf0PyOtK2oVKt8harw2SPlojVd1WNVORRP4QF4doEpeXFsvrcnyOWWYz8KK7MPerboiv4i1xBezzX63Gou8a0zoVLmN6vKqT5g+rv3hdpa6EZJnHjoUjGsIo+XM9tqN0p5/GsfbGmsAt1DOq9UvtdDZfLWK0m1qy13yXoxRD3QMdp8xDqUAXcCNgMoO/hNG05WEMJ857nfgzZw6F/52x69JnZw8vXX3/o1cv3j3jwo1c9mH1b39jO0rOecH62PLz5cWNk9VRb/f3AiPy4se/jI2tdpn29at/7zr2lbfbo+8C7g/ion6bn+5e1tdrPC/I98OBdjx+q53HwnfahvVbvFTCRuvTr3jQ57+t3+O+P0ZmPOUXkwR54D/+3sFp3sfZ9tbceH3MfPNPtfPnC/5rhbP0A5yvy3ufUcTZ5OB+P+i4P2rHuy6NfRFaj33hYfHh2Lq9Z88E2BriBa/m88qrGNxDc8tnWS3uMLXMvVL5b9fMl2utB2+Xhz0f2nCazr2W689p6uCdtPS7yeIzbSLS2nb8Xwnl1GJzX0H8Jau95l2cv5+HieFpfz6NzEB7398xjVu19wEebc2a1F2V9pq4f9s5if/SOH9qDrX+P2l8j+5Y1wiP9a1mg6zObc5vf4WvvoXZWLv171Kx3+rLijQ/6pauf6/X1zkMevaDJUGF1T/vO3r1vPT/v+frD9HiOK79a+n52xL13qEQQItZkCNb7hYdz1eyl7tk4t9liBWl49KpRwAqL8Q5FzJ2SJg5G8XbVZ5uBlWpHctCG29Oqk1KajNgcxn42ybKGq9zygE89jiRY9aG+S1jZrlAklMoBavQrpQ5bBdnQnBE1AoLVedYMdgvPqM7T2kaPNijL6EqLPLXH66o9p7z798JjvS2Cy4CCO0nP0WCP9mx1tJ/ZSG1Tld1M1vLmj9M/rBPiA3LEg+/W368FjzXTeEewfPwcefTBBy58cJnUH3XCq8FSYvQFmSISAtL3SIjEzYDESOwHJEQkBhBBi7pxbZ7QOWPzjM4TlguWZ0cilYJVY7lPmlaZ5UObuTHkH5rEx/38EHd5tIDqeMn6ngdfPxwnWx0gdtYUHrX5fQLg468/bkG+l4JhuwmNyvf3mdMMn/RfsA17utffEu7veHPxp9zsfsEt33Jn33FxHLm6PWH753D9M3bjkeevXzNs4epTYZTAdyURrLCXEzEV0rOROQjfjc/QEvlH08hOjawDaoFX0y0nnZEUIQQmKxQKl19fsf92z+GLyOHLhKYDpb+jewObrwWRiKRICYWxhWYlR5jF5Guu6z4hROjS90iYyT2oCIdjIc9KN0LMxnAhpI3QB6ELQvdyIr2a0M2WvN0xdnDfQQ7KKRbCKZFe75AO0vNM1wc+veyRDNPXhZyV236kBEVwI76MkaDC1T7Sd8LLmwP3p0x8tiHsBoJtCDYQb0+kmxO2UdgruXvFuPuKMG/pDy8INpDsAixiRE7B+P0wU2Lg2f6SKAEOB2Se6b+9IUyZfHlBGXp0U7Ck5NuRcpyxeAfxwGfjF3w2fc6NTLyWkbjr6a633OeJ7w53dNPM1e2JlCLdsx2hC6S+qw6J91N3fYFqotx+SiiQQkDkhmJHrFfyFMkFtBwIemTQV3TyErUB04FJjWMxwkVkczkQyoFuvkFU3dET7ghDT5YrXukfE5joum8QZuakmGVCeEmyGb1/hk577njGxIaL7YG+n5njkRxGymjIYcQuvkQvf0nijg1vsBgoaWJGmO0Zku+IvCTnzHSaCcHYbh2x9CYHFGGzEWKEYopapsx/g0y3dLalk8R8o5Q7JcwjsruH4QbbvGY8Dty93RCsI5aBQbbs889AT+S5R6Ogu99iYcbC68rvnmMamGzANNKPnxEkkiQTU6Ebv4fye4bwhiQj5TNFrw/EgyEH0Pu/5fYO5v1Ivj6AGFP/CaEE5vuEyJEg/5ZgFwyTUOi4vYcSwbZvPVVG+gKTQOnuMDkwSiGjDDEQY4JjgjFy4i1ZXjPIlo1s0f4GGW6g+yfo5n/PxC038luE74n6FyhGLgOWc0VGlA+utfcyR53AFGsGprSBGAlyQpirI85Q6zHraIhaCREL3SL4OerWkcNWqsBlLV1HUz6r4seI0AQ1WBBkTW4Nd8CJYMnRZqnH0gA6Y6WF/xtCh+gOqGkBgkFyVJjOLXTfz1kNFYE715DdLiFR0FmgCBZjRSOPePqVs7IuVbgUVSwYxKqYNiGzVEE2OeI3WEXbhT1WU78YitSxXs57DDHDiFhFEZo52kQkgWZMJx+jSP1PV8dzcscvqSrOE2KK5eJt7V0Qs5aOIGyAdJbNLGFEllQHLRxZC6rFETOl8zDdNPmQF0cwE3eAYnriJ5+tMmEooTgKqGWRsSDVwNFklYrsC34WBasOXtQR10TEeu9jQxSqC7nBatqV6KiYojU1QyguwGbcOR6Gqlg0RaUqLpbxlBGeRkKkEEKugvcIJMz2uOvQ3yF1zlvKF9ebhEjG3dYtDdAO6DC7xThxTlvRY3SLkcPDzbXObUOURl9fYQYJqGyBiOUBM8hyAvF0EGJaxS0B2dS1OmGWEaltDubyjSUcJVsQFCWgFUEbQnSw5yQgBeLo2IIQ/LwujqQtdDjyqiCimNU0QKGHkAglEFRQCkZBgvi+FDfeNMMJCKZhMaMEM2Jdw+Udg9e7ZMXRdAv6VmYfE3K9t/e9RXKTkYfz1X2QORsiXSZZlKcFYVEwu6/ra+vvZPZ5asqVSu1PNfy3FEgVOOERB1UhDY03FmxBtGZIk/OBsKvvdT5MXBkdLTgiDwFtqOFEUyTdFjZXxa2v+32ufU11HIrvCwqW1dOm2FDHzHzOGzIxHOo4bOp2mWu0xuB8rinLVeaWOgZtvVH5nCP5ZhZkNgbR8MiMa+epVQmXqvwK7vAwKc56Q1NEfczODpizct8UcwsVmFKRdoS7c+oSU0R7zudPAB18Tj5Ska0T6AhEbMEBqTnPdYeNocnTGwQVRIVQMrHMqAlFBZJB584WLQYqxLmippPWI6lgCKZ9jSLxiJAwZEh1LwmYOn8PkwOipBlXUu/r1u7Bbn0pqUAMWOrc0D4ZEJG493G0o++HrvLZXM91Ofo5TvbxLwNoPGvOcYuFniBGqGeRKpiNFD3Wc81BVEE9/ZmfUxnsBgANjry0tAGEkO8RzWjjneHK13bVhQlVTwxbJGzBbhB5g4RAiAnLW3S6doBLuENkRMprX/f6DKQj9DvXr7W9w89/O52wUijR5QBJGyQkdxiagvaI9ggTwkwZImWTCFMhHDNiHUG3EDPWHzExB2FJwEKTlT5MUhH0y6pc7GuVbzZ5paJcPSWdn3lng1eGKn/5Gm0plJz3aY2GkhoZIZJZR2CJNaOdyw0uE0akRmX4fm6mHUfaqnm0sxu7OhwBa87vEFraM7dBqoORAE+lJzTDnXPBujYXZz5+tjUhyap5pTqYXJ6o37UxQPFIqghsEBSzVRqmJeWH4CnlDE9bpc63KujO+VkzcDb5188W501NNqtGy4r0brPp1ypLCqgVDzOkOn1llaaqPatGmWhXn1nRyqsV5OnupI4VYM6bXF5htYh+ApXZgYnhbKh0Hn+PR9VcImGHNrstB4LdVUT3BRbEUexMCLd+fsnGm1MjOAJ1zhsSXaqMmZ+DDmgqEIxA55EwegscUd2gNiBhRMIIbMC2uPP5iFUgmu8ON8xaosoINR2fbhALfl5XHuxATI9oCWFLkITKARgJkjwljl0gukfDCZMDDxyfIbisWapjvhPnsaMbidns/d35AFZQm+uacFtgCKWe4xdgAxay/6vo/VABrypGEcPl03uC9IR4iWmk5B4sk7gDZizWc1yvMQv1nQbR+y6a/NwNBaEgeoPoPWpXqF26TUk6kHsk3KISKZKqfJq8z9GjGGz2vSDxIyAkcePt0Ml1lnyNkbD42s+aGJd0S+5QOGF1HxufIBIcVW+GWgTdwtyd20Ou52WTEQxPkRk8pRLB5QQLBHrfP/EOwg2kF673lCqjlYDkGYsFDbmCOavTIp7Aeoxd1Zt8b0v0s1q0B1GiNB315HuzbHzdxuRru7i8iVm1yR8Q7p2vaHQ5oKVNkoBHHBydn1Fcxgu9y/XF59x0B0S0psmMYfb0cXT1/Ih1bF3usjKBHgnSI6nziIvQufip5pF0oe6vUlx21Gs/s8NAi8Z1FjwDGclNThwRZPFFmFZuqpPLySIg+8prxce4TFjYQLxCOBIY6zHo0a6Sm67V0rD+MP3nOSHea+//EYP0Rz9bfvhR7318M6qvGmbt79Vz68+zgljzuYpAbM6HhIRIGDZIisTdjpA60nZLSB0SAyIBzQVVI59O6DRSxhHG6M4IAUqoTZB6xhloRTFpO/DqxNujAV360SxDHxqQHxprefRjPUbnL85/NiXTzt+aH75NObfGhH4ySunvS+aMJhUmMUYcSW3S+eGSC1l7TrbnQMedQShGn4sLEaGns4xNgdAbQ4SCoDk2Xc370xkEGLMLDyEYXUWa5HrgZBNCdVplVbIVbDLCfYApUayjhEhJFeM2+rVmPRpmslYnBC5kigjBIpo6ROu4Bq1OMGCuioO4sQwJ7ryIgSSBTqGflDn5vLj87yGwRVyZinPnxg4xQggMnecN1iJQijNbMWf+igsBFohEF+WKUGYj4AeJaEI0ESwSSuNuoKEg4VhzI1djIG7oaIa6EaVIIDcmH4JHtJSCzBnTgFmsiHQjm5K1IGFGbERU6XIiSEGDEMyVt1KEYxVa8jj72YYfDDGyRNK8j6TrCaUj5B0yB2K4cvbTFTRMzdmNaQZ15aFhLtpBUFSRoRC2SpoyXZkwVYqbqJHoAvBcLgiMdBJWYyNuVLWCldp/dhTZoUkwGVEraCx+6OiIyQbSM4SZjkxOhdIpaomSe0JIiBRMshs0AQluCJzEDa2bEJYIZ0WR6QR2R48SpKfMHUWjr8c4YX3GhoKNBc0FI6FEknWgG3fE2xaTDOkIMrqxyEDkGpGEhuRRS7p3Q1CZCJahvEbKLUHnKltnGApyBFGh5HvK9JLcey5qt4n1mCWkDISawxqFkE+YGVmNEuu8iPrBTcCCobF4sLq5mSsIi+2phJlZRqIEZknABPFUI42uURPmckmwtwgHVzbKBivhPefhx7C3qtgsaJMVDxZFlnB5O1+PYhYa9z7zbdFF8fFrH6EZmrK5NiYuKKIzQnwxfi2IxbZ+pB7NtT0Gi3GvIneXNV2VOgn13Yux2QUgaWiPmp/cha9YlZ+qHMu5fQ0vJ01BXMLCOPPwekZJRYQ4a6pfLHmAm9KKh/I+SEcA1cLmbZGGhlmdvZ7slLPRNizno5k/s6GF3nn2A6RrQ8M0VE5tZmiKbjuHm9K7bl8VCmnGwo+ldv2qP9bErfpca8ZL74exHrpqTDGt/W4rcIkLrP+as6U6uhqiR8qyFpe1u4zBStZ5sDYf7QlaXQFZetTGSVb3tajDMxqxzkkdd/+2GbrP7V9kHVv9XdvmaVFbHGXl3xbAzkYfM11aWpejn9tEdIUqW/LqriIn2xxRW7qku6jvPrez7amGHK2tXGQ0dyAtyt4DY24zBEl9ti1jZefXP6BzcNOKb3yImjM11OsbAp9Ci/g8v9t5Fm1dLcpp/fwdxGCqe8tTXCDNqNSM7Fb/X/d7M94TnV2sVurD5+oZTVt5QovGbEZs35PrcfB9ItXp4E6zFeq08VjLdfwCIgmrOdOXUVya0eZldY4s89bGIvu4aUs/Vfv8AA0qi2x+ruVXUWrtne2we/CMtivdMOd8OCx9XVLNrIftPCDnvktDNPvnIlVZF1kQjoRS7Y3r9jWU57J4zm37SGrvbL9JNQTKwvPdIWImi/muDb2sxrxxi2VJhvZ0OzvqpdXxqO8UHx8TH2cL1UDamEFrQs3N7yP0EKFo4TFqv6VskFVDz/xW2tlga8cYrYEQ23mldZ9JXeM4j1iQ7OrGJaj8MYBp5X2pPrIC9KyOm1VDy5pv27npjvxO1aBY3yUVlWqdG8DF2xFalIy53uC5tlfy8RKFqQ7yCLXuyrmznEF+67PCh9AENzwaVSdcn62Ndzae9EMLbMX76rw/5IZtHSfvvzWD+3mIfE0XhMkNV9bVr5tDoP1oqeKqbLDMbduv531r5ufAOTpp7bx9fMYYjR+sOvbot/bdel+uz+qVHCOPrmuPqvNzNlssQsSqHY1XrfmLt+88s2dJYTknrH3i/2w5CxUTPaOal/a182ANeIBzlMoHaHVU2JrXWTvTGs8Ny1+VS6za2EZc6679KfLa4/a0dR6W08d/esqVM2q5Ra15Oj7RrvqHVmu87r9l/FFsOT/O57y09GDmuukic0qo+5SVAzos7/d7w8Nxe7AGG1XH3Mr+dQbqVCeErM+BcF7TUmU18bNVFpn0/KwHf67PrnZG1rP6LAG132yRuZbrLC19P6PZVwb15Z3FZarQZM1VxBRNNpMzv7LzeePNbGNZ6uc1s4HtznxOpGZTq47pEJY7/XbxNlad74filhda212h3ltT9IRS2xqW89QN7QY2YAwOiGi6StPptOpLoWXQaA7NKoktclYF7VhcxtbX9xEkI6GOe8B5uAKqZwBH1Tf9/G18Qs5tWeTGaiQ3AWaEgqeIM2DngKAFsGRnnlPbaDSgTAObVNZS09LRUsCxTASIun2v7iG/tzpla7rM87BXWaCOsD+zpgltKY/aQql1vcTGc1stnlmM+X73tdHOgXYuUPU56v5ZPkYaaF4ElhRdVgEpcZFhpNkZpPGhtn7kLEf8CP3nOSHeu6YfH9I84AcPvlszf1nd8A6TevfRP9ig9a0fuGf5eDFk+GRJrIbR1CMpknZ7Yt+xvX5OGgb2V8/phoE4dIQYOY0TOWeON7dM9wem+1vy/S3lNDpjlhm0Gk2qoGBSHjD58xDZ49b9SKd/dEDeQ/ZQkGocS1Z/rlqyaly9fc3c28b+sbZ8BPP7obvNuJ+O5FLY2a/YhQv6w4yVt2jskWefstU3fHL7b3lmb1B9i+0Mfg1D95bd8DdEhbiHuJnp0h39PLC9/4Sixp2CpsBJL9z4ffiOqDMnu3P01P45mjbk/AnGZ4TNkTjMyHhC5wP9iyMhfc0Qr+C7a+yLO+zL14QciG8j1j3DLn8BxyPdt0csztj2RLLE9atPMI28im/JsRD3B2KX+eRqz3aIPH8RCIPx5nbiOGbmm8T0JmHyKXBNHm84dm+522Ru9xNhLqSbuQL2Ar0GLjtHLpTTjExwOGQsw+FWyQHyl4KmjvC7iJwC86WhvXFfJmwunGYjayKVjlB6+sMN3elIiSfmT4+E0BFSTxp7Xtz8CQcGvuMKUiZu3pDo2epn5BK4fCOUkgm/+z2gDH0iBmO7PxIuZpIN6HzJdP8V+fgWIZG2kb3t2FlPGTb8djCUQpSJ0J1gesWQOz6VDRYz03BiHhKn4Qukm4ndX9PyNr+PxvIZokq/eQPdxBheo3KPlSNYpteZoJn7buI2jMzTn7OZ/5f04+/pxq/ZDEfYfo3EAlIcAX2t5LHj7uaCLgQuLSCWKHoFZYLTDpGOq+4Ki1vy5WdMakzjG6xM7IYbruMRpIMy1HN9IMpvifs/YHyK3n2Gbu457m+RmAhRsDFihx6de8ppwNjQ93tCilgXMVU6PaJq6DSA+w8chb79P7iR5F6xSTE9YGWsRTC/wcIFhX9MbxOf7EZUnlPk56Spw94WZJhI10csGhIS5IK9+QqxTLzYoHHHvPsXlLDHTidUjdBvCKF3E1JQ8vQcyT32+g023yHHazhdYacjWv6KcHjGpny2HKwqkXnbU8oFefolUjZ08w4z6MprOoFNuoRkHDd/yaE7EJ997d786VfI9CmnoWDxDcS32MUNwSK9duTpJfPp7wjDJ0T5I2w2yt3/BxGlxJkYOiT9U9CAnXYYB6w74TkeP5bEUUrgxVbbIZ4VjZvzd8IijIhoNY6II+NjgFQ5d2kG09GFouj83ppykh29aWsltyGSgoFOFVUYMNth1SlPULCDGxRC50LKrFhQLN26MFRTsNncQmTFjQXJkWuexx08h2h01IYWzDyVWLRLv4YeLGJyclSJDQhetNCqg7Pp5W4rKWCex9yLO4LiSFrl6O3QjSsQ4oKoLQVsI6KuQFo9G12QPkE8QkheoMtmKA25V9WEmvPec4IWR3aKVnu0ILKtBupqZC0+Lxaa0lNcvpXsiCdJBHqwgFoN5Q+1mK+600nFTWdeiMzx8vKT0n8JsK1dz2Cev99NclvEeiQ4ml5VUdVqNKoqlFi1mxsWEtptEAqhOi5MNkAkhA0uHo9Vft8SJKD61vvT0NHMVZGYXNEoVGe81furUcUiqluESFAvOqnNsd6cDeKKRWk5Shc9pDqDyLgL4q0L0zK5EtVGphl5JGMyVUR6BwQKHYECcnLEW6jrW13QDtENH7HJQw3UgiPHQihVOcuoKoQIofP9ps2AXtGnviUJ1XEhpQNVlBlBHQQQQPH6CloV4Bipe8PRtxZ6l2nVEXHumGmjmmsKPVxBtuBrNxSCiYPicZ6sZuRqZNCUMPkhWQ9HwiFnZLH1oFWBQtyAbrHu5YDJVCNmHPW62EQW5bn2a3EOrlKILVFZTfF8iOilOELaIyE90kqC+Joz369nZSvU9wU/d0MEIq0ug7T2SFUemyJei0QvxsFQn7XIzCsnpilu1A11PYw+FtYjVmi5edF59SxwVW0GbfysOklrzQSX2GtxQqn7CjdOi5mPsWR/RqgpDZphDQErrsjS0aLipDl4Qp2QHP1ZDemudX5rpF5DwJ/NbtXlo/V+oa6dHrQiHlsR1zr/1lJ+xGpI1Ta2H0OCzXt8TXn+6ICDHEwyFh2pb3NE5gMyH5HYY3Hj55gZdDPWHZE80Om1j2F3rHri4AaEFoXQUNg1qq5MHcwG8wSqhG1AUsJTciZqEA5MipzusXjE0giSIAwIPZKvfK/UouC5OC8MnTsk0zQgKCXcQqjRDyaIPkds8HFMipbkayROhPTaowdm9ZTZKkgKxM3WgXC5om3lHqRHw3bZfyLuEBAieUq1/1eIFQfjhYzOgtnk6SeSos3oYXeIHiAYli7dQJRx0E68R+SEcFsB85/6DhL1PZCPEILn8xbFUfMZ28yeEtU2jqauKFQpwWUSLXiEYsJkC2UiHkYoEYt7TDNqr/y0D9VINfeIRIL2D3Xj95BKddDr2ZhtFXiB4OfKYqivPN/UZY+SkBbFCj7v+D72aBbnY1LrxrQoT49Kqc7zB8ZORw47nzDMvB6Nn2MzS3SCdJV3ecQMEiFYdSZ19Wmh7t1mDGuOxJN/R1fftakGfpfb1j4bP7eas7ymCql2DhOr/Adfr+BgPqyi4CNi15WvHr2/1vZ+ruPcIhLcOLlE/tYeSBsP0+rgarKb1fFlcbT5ew1H6YNQ0fCLIaSZABvvb8bLKuMuVr4WmUn9vBkhqUbJc0SZWec2wTZnPynKq1ILJmGDWGrcGw1XaNgR6Ws7ZjTMVTZsZ7ZHiXhO+g64QswIphVgtXVdZhwQC15INxTQA5ApljDrHCxmRzRsyZIQ64FhKbOBbrFp6yJOLG5T7npEBZmCFwzOY9U3rK7FVvvH94Rqjf4JdR0GjwoV9XNK2INdgUg9ChXS66q3bBCbETIWDevy2U+AusxggdBQ/9OhvuNYZcW9t6OmMmx26yI1MkepOpbXPRFclqVGago96AUhdMRSHZHxHiOjtIjmT5Z94KDGLRAIOoFojQqPqI54hLmA9JhlsDuMTXUZBYJdIeKx3EJHENd/dXLHcmjy0o853AAtx8pOauoge4U7U4+Y5erUtwo0iXVtO/peqnxm0mEt0pIIsa/6qwN5W2SALXUbajR/9D1h0mOS/ExCzyCGkl3+aUb/0Bz0Y9VjFA1u7Bfdu2wnN4AQtKaIK8UDUDqv6RNaVHsD4przdY/eBRoooPJRrKtiVe9ybbjDayZsoGxBEoGBNbjIaoSs2tafExrHHTAErdEYZ4Wlpa0syFKDp/cVZyPoXM+ZWlcogCWP8kO2/nnKlU97FL+EVBnFXGXCyeW/5GeokfD6EwUxrQ6fJk9HkBHjBNIjXOFRym+qrtQgWtW5JAaWK9/4h3ZC/BR6nyNi/d0/KFUF+Ycuac6IFhURgxv2uo7QDXSbLf12y8XlFf12R9r2hJRIxxPTPKPqeo3mmTKNSC7VeONo7FYw5Nxh451BWf48H5Q/Th8a2LWjwd77cftAPvTVR9M/nAOiPaGYURR6NgT2hPkVOp+wocNSIp1GhvmOpPckPTFdRE6XiW2YuJAb6Dq0HwhdRjjVrCGKZsgZ5izc98mN28cjUkbmeE8MCgx4kECH2Q4JikRX+qVkwmYmMBNPgXTsET1CP0IfYIjYYOjFBtHiue9FUSaCGv0poEXIYWQKMxIysShsIabAfoC0h3ubOSXItwGdIpkthSuyuvHrGI7cxZFhyoRpwkogzJEQlTS4sbCUjBVjGguW4TRDSYJ2ATrBcoQpUIJSknKclTnn6ngPmHnu/jhPxOMdth8Jm5OnZiLQlcRwuOIUO47dgJmR4th8vmgR+jGiU0EOB7CZeLUndUK8KISo2BTR0lNyQeVIjDuIiaEkdpq4CYm7CEmMJIrIBHog6o4te2YRTrFgUbC0hSjEcIIa7vk+Uu0IVojxBuSIhYnC7AKPKsGMZIYGZe6UnK+Z+RlJD4h9R0Lp4xENJwr3IAN0F2gJ5NARQ0e3eJATZoqpp/3oZANxx328JCtM8wErM5chs4mQSRStaCkLiIyE7lVVBnvMJjTOhFAIDRWbzdPbFD9gYtoTYoTgxdnEBi/GrJ4mziS6sbn/EuQCG0dszmBvQA8IrxC7w8ozND8ncCAlKLJnDleEybAxQ8qEfsZCLcZkio1HRCbS1YQmJQ4BkwT5gGrx8M8Q0OhYHmyD6R453fvOnzuYt1g5oHZHV7aEsaLrk5KTupBLAvYEG7wehSpBC0Ggzx2IcpI35PCW1B89A8eYYB7Ico+miRBnpMtI8ToVaiO5vCbqtY+LGjZ+68Jh3yMIyjMXCIobJqzrWAq4fCwtymJ1QpTsRufQckc2VWOkKTjAGTjbjEkP0nA04d0Nrw3J6Xk2w4J8XihYDZ44R+SAC4ce+l0dICQkBE8fYVQD3lyV2M6VTm1Gt+rkaEYsrCp81fjYUIJLKLsRzOOnmhF5UQSaZbYqrosyuVgsG0rHOEcYuBDmyuewekaLZAAsgXoOU8PT4zgKuqJPQlUqSlU8Pc8GLX7VhfszAkdEvS5QU6gsOmLUFMNTQTXkljXDg7iwKTjCxNP4NKRiSwfUlOJq5bP2Ofy0k9vbtSilUg0eizzi6LYleuXBfVQMQk2PhTiSs33fDCdEN9S28cLRtG5ooM67K0RmNeUMc/0ndY04CjbUVefGYE9XZBqW1FG0KQVasd9mGpIFhc8y314zaqpSk537BItd2dqabH2sPXCElSO/SjUGSXOGVYUjrCNHBBZEfI1oanO6FJezcAa6NpRSNYRJbVNTbqkIr0CLHGrtcwWqlUDSVgC05eLXqkhVZ6T7Wlb7sSHWgJbOKCyRJG3dnSMtbL0s3ksrhwHVYFeNmg1BuPCJZfLaoIWlXef+tShcWf2r+6OlJjmvhvMzV7O+8IlQFwxaLcLVwrAgPFfvkLCs3/McwBJNsaDRqqGqRXwsoevrfoRVe9rfNc3SgvyrjoFquGrxZC2S6Jz7mLo+gWp0WpDwizDvY3POV9+Moivj14KC91F2ZPsacVr3fKiOx8Z7GpqdigZdIr/0fPatmgLN2MTKQeNn25I/OuhqjN0wdT4EPlaHEJa0ZnHA+XMmmNWI1BrZVwTKjOST8+FEHZOCp8SbQNLZIBGKr4W2RkuNfAnevrY2taacC5P4UHeCRPH2SKrHk3k6iZwxPLrVUyDhO1t7xOZl72hZtgznvSS1jbU4ZjNG2NbTUEiGmgpK5ISEESuKasFUMPUzLaQIuRmbC25QiJwjyGpEOLVoqPo/K73PNZ6+RUwdCBArQCK0u+eaPrHHpK/XubPHgvN7T5vYAVtfV3jaKbPs53KsDjHq+vLCZm5Ite7MDtpSwRAr1ZBV02BkxSy53CkZk7EaTlxOCA3du8hgP7LG2itbRoDKC9wJ39Z3cyy7McflJXcEnFG1TYZo/IbzPmrn6fK2h3vSqRmI8qpVsvCOhWsvhZjP8TONryxy1IMxXP2k5WXvHrZp6V+7vN2gS3PPAaDttG2RimH1Tqt87ez0NDx93wPZDmNBHi9o97LwXH+UA72soZqrnNXkkPUo+jqx85lr5xR6TqvIOjyyUGrfVjFelb+2z9obtI5xdYw3pHqVbVr04aOB/jgSvI3akMgt5WMF9lioZ32TYa0xD1yWbOdHwMRTtYhNtbUur1que85qmjOarNXSD2VPa0qsy2ED1rsMG4rrnep7TaIbcy0GhODGUHPIQDuzpLbH90Lley0qsTm2K6hD1MdTZIuxOa/1cIJwwnRwkEPTB3BHhgfX1AjRZhwPNbtErnMdWoSi81OTms6y8b0QFhAO2s57VjJF3U8WEdzx54CaQpAZpaCiDnyyTW2fp7oK1SEpuPFYpQJGpO3iqjebITajlnD9QTCcHwfL7kwl+fhpW4eezYO2/n6ImuNvOXbdUSBWVvu5XWKrC9uXYRmLtmBbNIxH0Veetch4ywDSdpGu+JrVqCig6g01TW/VSaU6esXate5EdQfdjEkz2LdmlmUds0SPKkjfJrU2u/KVtt/aGl3q+fQ0/XjZZxWE1/ia1LSnnq4KFnBHlRv8zKlj05ZQ5ZOYuTNeSl1PkUX+0za3Vf9c1gi1TZXnSZOPBRpgrkXo12hcr5lbdaUWob3IedAiUlyMrYCt0OHpDkdcn1okVdpZ6JSxH1cW/is5IT608D+W/66818DDc/iDB/TDa3wQ5eE1K8dDO4AkBM9dmTpC39PtLug3Wz558SX7iyv+0a9+xfXlJbtnF3Sbju/e3nJzOPCH333Ny2+/504CNhdmBZsmr9sbPZeq56bTcxuqEnMOLngsCawG6oNj9VMHdy0AtJQYq7OX1ddGDftZKVxNEH9fm9rh9yH6UPd+hEIY+OT5/xa6gbv/9B+Yb37LVAW58HYglY6UThAndhrY6ZYxB8YxEoIfHv0us/vzA3Kbuf+7mWkI6BcHwgi7357IRclxQqPBFAhhx93Fp5y6xGYnxBAIv5tIb26QZwabxGGz5dgrw8U93aVyezzx6viSwXZsv/o1MhoSFbNLykERKfRfZpgn7PWRaDNl8xaTxE47+tAxDhfQw3G/IW8CNwdPf3P7feB0n9haoNvC1L0hpxPc3SL3d8gIz78WZ85JiKWQxgm2hTdXgRJnDuk1SYRr2aFz5E3uMZSrt68JQbkPV5ShR2ZHQkQ5Evrs6LRO6PWG7nCL3YC+vSDqFSEGNAlzJ1iXkYuZ++7AaXtDorCjMOfM39zekeaBnx8uiJqYhwskjmwvR2IyTtMnFO0IfYcMM2EIdKnn5la4PSo5J8YcKfREOrp+oN8oFpUiE8kGriww2kDhOVkGpvSaLs08Y0e0/oPr61L+FWaBY75ESwDbk6ynmweCKjo+Y8qXDNvAdXdN0ATylhIjc/iUFAaubMPddMtN+Z6kWzblmhiVz56NmHYcTv/YkcP7v0Es03U7CIFydY2kPdty5Wl+ujfMuWPOPyPontG+odgdYzTmCHCByBdI/xnSf04nnv4JSRgHgr3ELt8gZYvsPgPLBP2WgNDNlxTtKPHCU8vLd4hl8nyBakdMI5Iy07ZAZ8SXW9K0I4VACj2TXjJqT+CaIH9OyEfi+A1MijEz25Exv8RSxvoJ7RKn/X9PEOHZhRJjYG/3qI3cxUCJkdOAF6NOe2IRtDwH2xOml4SpMHUn5nRPCZ+Ruz9jCG+x+Du6cMcQv8foEN37wTmAxWecyiVGR+iuIMyU4VskjAz2jJQvOZoXn/d0WK9pKNiY9yQNiExIyF5onEtIHWxm5E6Itwntgot/ckKnP3j2Q+kpZO6nDWrdB9fa+6kGdVeFyDO2SFXKzesykM7RC+ZoOlc0ThgDmh1J48VUm8GpFlZHsKKVl5rfW7ILdbUgQJOjKOIOsgDW0HUlVCUuYC0yoMlauGOzfXA2tOKIF0lodUqIlIp+qkgPceFI4rAoc8rs6KdgVX934cvsvo2SvyNCM365AHXh7y/4uNU8zKKtEG7NORtbKgdHY6t5ihCCVeHQBT1Trw/hiuctELCwQejBdu7Ay/eAOso9GIR+kVUdYen1HawqWxaT5/02cdlSThiT130onSsowRGwUhVCT2uUgROIEUI1ZpjPq9Z8vh9NwlJHxHV7xRiAzhFMRNTcAWsWqoLjbiGpsoCLTNUpo6eqajdj1gExIdeoGQuOoGw1scQyQllSEbpByBFJXl+iOszCiIajK7TFqkKmEEA7V1JCRZxKqYaC6AJ9DDWapKLR1UZ3IMiASSDYwQ0VuncEuhxdgRVDYkWdrgzkAkRr+e33OArIc+aa3VdBu+6jJmLWcPyGgqRGGyCl2iDElZbmZAwJka6izdwpF8wdaGZH73eqa72icEU9B7i0mgYhnvedaTXqxOooEpQRr7VhmHQoHYGuRuuEiqpzRdGkR/FaQYgRkxu6zKYfBXBKU/LqeqM6Ux3dJj5+4graIhRaqiKlcK5H4sq8G5FcqWqRK4sLqtV2qQPfkPTSUnvErY/xkhal1H/V0GoVjdwMRgsyuaGq23xCMxCaNeSrG4RbphhXwGDJ2d7SJiwK4kRDyLV0T64DZ4+SEsFirc9Arq9zA5lRcxVbde6lNRK3KZnVKLakWirudF6cWzVXvMRqo/J9JdWx7UYpA+5qhyu0Veu8LMdac2pVR635PnMlPGJhqvy7OSk8AqMdDdaMjZI8T/SiezTnOXUeq8708YoibjSZCGHy9IGqFBFPH1kmiIUQIyIbSHs0RjT6mR/jCVNBj5dgWyzuMDMUN2YHHX1NZDfMhU2pZ151WKiiahCqIWAM2CRYP2LpVNG+iZASIfSU6JFVWHRAd8iEcO88ovPUpElrhJi8cX7ZfwJEYnV0l1Ad3XKL2BG1Lao9ap42ImkilJ2bCaLLy2qKdIaEOz+PQq2FxHPOBSnBohuei+x8zuXWA7z6GjEQMiYF+kJAF2Oc5JqCw2aM0Y0tMoAZWhyJGeyuOpn3IB0hXjjPrOtatToAC7U9W6CvZ2mua4tqOHQHCFLc6KfBjaS5YF3A+gtvQ0WAB7YOfCk9mPP2xTDzQRtCXWFaTSYtraAMvpd1qry17oe2N5osJAVkBHTBSrgRHAcpAq02i7QogoXxeE0Er/Fjla9L5Y2yvOMBKoXGF5uBz0ElUvmH2UxLS7g4eGigggiyQ1Cvh0UzpOsik3rRVY/qasYwT7e3NuzVs89iNW09MgBYtblIrOfcfWWXofav9bfxoRpBVwu6ilReXvsu9Z3N4Y7JOQqr8mOpKcYar29jaPVdS4TDksZUalNbyqzmnEgs5jNjZRZZIHe+NwRa7QwHxJyNsx519oPL7V1qDox6hmm4dyAeNTUxXT1nAzFsCVZTzRieFz8qnr4mgW39TE2n+n10J2XvyHMJzcCb6pB45ImGvp55QnDkrctZ2rnjjxHiLYQesZbDf0Z1Qu2V85i4qbqCRypaLnWu27rvq1zYnIO+3yx4BItJxjg68M7MgZ929Lo2ugHrQK/qZ2/rnHiEl2hX5+dY9axtHVM7DzFG0CPYjNe8Oded8YhaR+gHcUBWA2n6+jc86qR4wCWgwWsxKV7rIVhXZZpa16WCdNyl1NIhGqGe2T4KfT0vA0G7GlmTydXQHnVw+T3ksx5CwWhypLzjSHhMoSt1LZxBAr4/Us3ks3Fd1O7wyPjO5Yqg9SyjlkZRj9DXgpX7us+rIz/0fhbGqptKqnN7PO8xw6MTZRlAX7cyL/gTB23Mvq5V/RyLHWJTNfwHKBc+VzUaBjpvQnVGeC0t8z0k9T3VAQcCccJCqXUqpPolzdsSBaK4vF08st9l5OoYE9d3gh58//z/iPuzJjmSZEsT/JhFVNXM3B1AIBBL5l27qG53D/XUw1DT0PyCmb8+L/MwTf3QRVNVVHkrb26xYHO3RVVFhOeBWdQMyAgE4tLtbqVAAG5uZqoqKsLCfPjwYbz/nfUeVbyPeffkMVH1/nJedVAR6XKEYZNJ7tpJkLzEfL8RPKkl2aeOVWghz1TM15tG4kb7XhKkyeLV0p64XbhOkPBhpa/LDPIcYXXMhC57JW6PRSP+ME9A0nzv/4xqr//jKiE+OG4TB7/2c3zis3bzno9eun35p/yMDqr0pERKSMqkcSRPOw53z3h4eM43L7/iyy9e8OzLB6bDxLB/w+7pidPThdPxwnI8chlGas7exKV2Fk27fvfHt2R8YkhuwX758PVP3ftf3eNPDcTHF/Lx+/+1x42T8anff+Yhktjv/wYd7jiV/5V2+jN12tPS4L0Al4YeZlJaGNmxY/BGa8WbMNUkpH1j/+WZsjRO7yrrQ8UeViRBrgVphUGPVDXQAzCy7L6gjCN5XICKXCrp/cUN75JYdeAyTNRhRkelauEsDan3TO+eO6M1rQ5+1AZSyfcVThW+K94obnfB0shYB1SUkkYswTpk2ijMa6VchMt7pTwZ40GYJqFOF9ZxRpYTXI5Ml5HdeaTuhGV0dy/VSpGVy25mTTNHfSSLMGWXVThNCrVyP79HWVlEKXnHUAW1AZ0KklesuZEZbWVYG2XeUy4T7CekTJhWilQkzeg0Mw8rZX9EG+Q5sbTGm2VhWpW/L4mJhE0jDI08ntDcWM8H1rJnmJSUKzpBGpT1UTitxrgKqSSSJVJTVDJ5HKiiVGskGqP4hqYc3DnQMyKVnWWGT5SFTfyRysBTGyltItUBMSUXQ2tjqRO1TWRp7NJAzYVqZ1qGOuwZ656p3nGslXXeQd1Ry568Xzjsz6zLyPvjSxoFhteoVLINmE60aYekiaFMJBNEJqxV6vELSntGsdcUWykoRYRBR8zuYbhDd3doNYbVMItSz/REGv8I9iVS/8ElZFZ/FloGl9TV0ZPp4g5qraNvSm1BWKjZMIWdPKB1R2IhSQPbUS3R5Bki35Drn8nzHz3Yk0LlzNrODlTJIyU9cBr/B7IM1GFBtTCsj5hdUL33e0qGZGOUwctjs0sQScloAUuVMq0Uu6Pkv0VkJel7VN8h+UekZmQ9AQPkPUZlTRPInmH3HNMzbfwDyoW0etOzZnuKKcoRlRPKhJDROpCqO2LKgpJQmTBVai7eI2VxVmWr7mgajyBGTh5QtJKp9mu31XB+EUTM4+tuIoPZ78Fj4spoAKOgsnqpZotgMnSq6QwSybf+tcszYS7BYDcCgGYOSsXcN3VGo3XJp36ZElqZHfizAJuErdp301MP+RUP3D3gkC047862ODsqrsSsRNwaIXhTnG0RydAuNxKNKqkdrIxKhwhq+t9bBaSWLXjxhHoHHz3slw/2Zh87t3u93H50h9UGhB3G7OxPAgCJwMkdxwhzWwfIQyM8u8SLlB4MmDvvVfx7dQ5ncIg/OZzLNYCJzsZz6SuTaEL3adzko0PYupB98EyzJx2itHarvBANrs6VXbn5SRjWVvfNpbujbfu8WQKduDKfmktmRLDpZewdsB09yAK8WfLiQUjrjLYAQAR3/k3Q3jA32D3eikC9CosUiSRAXJ6w95CxaEJnNoAdsA6QenTiCaLwlbaXcTaaM5oD0KbhDX6hBaCSouy5S205PmtoSPlsUkYdYO7PpK9VDAdtAxQzlx50gNoBwq0XTK8iEbvxLTuo01mF/qcr8JpVTDroGAFRLF6JoN9ImORYd+Ygdl9vrTPwf2mOxfzY/u2NTK2DR/REQDccAfp4tBzPowdfSq/QuLJi6cYm/h1ST5vPGe+Xwce1zmyJiP5UO3LU++TEOEtUSjmjup8oLsOaJ1GvL9xci/+jg3o9MXcFE9sNiNVu1qEDDiY5JKsc/KH2a+sJhL72qjM/acHsvFnTW2VIP0cE8tzsH5LpEkpiLWxi3ytWkC4n2OdGPEO9HeN+jpubv+l3QoBJ16bW9fpeq2z9dj6wXbcTK+yTfvCGzzgi+SzeeL11FmZziZaNhSgT6B2mjSZGSotLelhCygRMmLp8SmvR9LddnNlfo5oNTz7r1reBSH4F67wo0sRJGepj7FUPgugQgX0OcMPHSNTlOHpiUUJCS5gjqQtI9KVDnKGLgLr8hVWvALEOgpoDVg0nIDQpCJ2hvMScGHG2445rpwyweN4tYAJlQaR5dUdnWxLX2ivn+vOvygaSdLZ27AGEvrnLuNyhOqIyYqkiOSTmitsC6b2WGa5zeEvuEdcQibbu21iAtK3ijWSnTQpbVFGiSqSNeAXQEqbzJin6c0cLPZzuR2jv7bFu+5D3Z/Dx375N3AL3Lhsf9IqSWDsx2tfkRQBlMnCtCrCw1dFgvu8d/Xfb+WIviH9vlbL05FALExgEEXovsf6dA84yX2P9+gC2rQ/F1Y5eQfbNm4y/esVq30FjD/nAbiid0d/o1eohWyLxnVvVaSdmxHf1NUcfy5sk5jbjws5t4+PP5FoR0qtiXRL0Wmncpa76dYbt2/afGx+q33vsZ05euSagrs+n0quL3FZ/Co/5uaN/JvYYuWB6QXvTe4l7k8mJHRvju179it43zkaQ6rbJwEo8++T35fFhizGPZy4V73UT8oFd+qoB4gkQr0oISTTCvlUn41TOCCOqd/GdBiYO4IptW7FJJz4NMYuXuN/wpaVuc9ArgqOS1iKuaQksI3Wll5N5VZXgvn/B9BTnCCJP90fiXsVWpC1ejaEa37XerGIfW+8JSEzZmHdWw9/qDaxDgrETNLbKy57cc3JIC/C7915Tsie5N38mRZ+fkNtTaFrRqp44EG7WdsxL8Wbm7TPmm9xWJFondei2joXJz82T2wYGhBRT2SuQrPmaFe1Slst1vUpC6EnsSKZuvoAnaaEhVjdaiGzlzf5ctp5dPkuvU3OrsoUrOWIArVgqHuPVWzsLWzyt4WNG8tJtjXrFXlRl9lN6TGFYanFLOaSIIwER0t9uc0rMTXFlA8B6lTiXuI4ZocV+KLhkXuHaN6Lb7+7Th98gJcbMr9dIVx814hInrNn1eaondKVXVLYx9qM51tjVvnhRal9jEY/iSjJbxR+xD8XzpmMPVrj2Jvr08X9SEuLjKEY+el0+es+nop6Pf9cNye1X37720UZ5+8YeyKkPqKRMHncMuwPPnr/gyy++5J/+7m/5u69e8e3Xz7m72/Ef//Qdf3jzjuXtmdP7C+v7J07jRJ1HJGUklQBMwiR8YAfC0Ypruv3/h9dl8fKnxuGXNrNr45Ht3SLXGO7DS7oOmd38Yvvh479vL+EnruOvXvp1G6+1wum73yGSuWuvudvNLPaSUh+wLw4cu8xSrvxoM39mJk0raVfJ847x6cDp/MD57QNpPjJ88Rd0gof3D9TZOI+GSeJQEjQjVQ8g58sZqxXbf0HLI/sv36Eys8wr9bH5xvokHB/g+ztnLP9GB+x8xN79jvV+ZPlyB7sVXqzY5UL53hve7vkWJbPoPZIMmV6TtfAyefnztDwHG/ihrsytUdaJUjNlXVilwDojupKXTOaOh2eJ519n3s3K4xnW3cj5+YEReHhq7HniQQUdK/nLdzAmxm9Waskc52+xNfP88pJcBs7PVupY2e9n8nBi3r1ktTtM9zSd2Oczw+HMohfmdWYeKpdcOKaVli/U2Ri/H5mKMpxHdgO8+PJCojIvB2oFLkewC5flEdbGOrygDkKampM0zu+Qp9fsp1e82N9zdz4zzU/YcoL1DW1nrAcjJeOQXoEKlt9RS2a5u0MrfPXnRsor6xfvKenntYXfi7hc1fQ9VhPrDFIMW98iZeUyrqx6F9rACy7n4YkrSmVeC+vqJZLPZASd0fwjjZXz+Uipe0p7QFthejs7u6O9opI5Ht9i8oa79DtUKpKODFLR4YQMA/npjMzFeyVwT87fM+h72qVhy4mlTaz1QNbMlPe0tcH8LSKJrH/w1WbPsDpwOr6i2ETLz5BUGCfIujLVP2MlcXm3o5BD1kmo+UvaF8+dtZK+Ii2Z3SWTckPzdwiPqCg1C1WjubrdkerKbn2ksKPsvOz0/HRmtoWhvUdsZayPDJIY9AVSBy71wmyVMj5hQyFf7tH1Hxie7dg/jJyXldP8O3R+TXkU2v4Llt0rRoUHE1Y98JS/pbUdmhZSUe7Pz1FTFl0p6cR6WGgpkes/kduBIb1B7R3tJFh1BtA6KLLLyP09SiWVE6SFzJG2n1lfnX1bVZBS0XmHaKNODu4N0470awMLC0ZBsLyslcAVw5lsXRomNL1JmBwQWRzHbILWiNYlh5PjgZJEAkBxXUpnoSqWR3dOUjCGzUFoyR0MXKHWqEQQiEoMzLA6u+OZcxB7HbhsNmFUNDlA1mlAUpM7jhEPabCamrjddV1zl45AZ2cUlThXcy30DcRq4YilTsvtCYRghsRW2zpjP9KPdSuZzeG0euLJy7ztOrYtgjXdQRq4srUDUKNg+pouW4UILXnA6v0sYJNHiN4Eft/B9BG8OVEbEXZIi1JbAcyl6EQyLgNlDi5tjc4El3PrbFUDPf66uYahFrqqlsB2HhZJoVqUz4oiMtJ0wWSlmbh8GRIyZXiDZSpi5w1K6GzLeFDuHYQuqMY9Nps8CPSJAEye7KqJ2oLVFqCTyYN/5STBiFsxivcSoV1hk6QxxwP0Ndwhl2DsyYxQImkzxFzfe9Ak70AajX2vZaBXLXgw39lBESy3WJO9NH5ruheJuNYhhh7IXwFKw4LZ3tmnERiRo91LlP/HfPPqbguQRZHFx3brARKsQAfSjNbWmCM9gLSYryEzZhmxidZZqjZijCAFTUuAE/FHq2NsUVlE9CLRSAZ9coZpRxJmNpat4AFsKBdfQZ340xMyRuQsur/pYINRfL1tSZBwUDWqK+I8WxPNFr58RKibtJSs/h4bsShdl0gx9caoJq7Z7knIBCnHuV2r3CIhLMEm630crFcUbE3TO+B2G3t0cEWxGt+PeC+6rey/A2cSCyuqyG7mp/djaAjBrrZg24mvLWk9yZiv1yJsDELrTXq3RpK3TYYHB0HM/FzJe8jQYn5ueGhPkATikYJNaALFqwfYmnAPUYE1XMMZAdMOPPoz6yCO1JhnP88d+YnDsFivqxz8GUVFiKSEstsUE5oa4HMh9WSf7b1adRqhDsjqTG6VMa6lA/t+v5INkmEtqlZyc2mDMrldGHaeWMpnBK8OkXzBNazBKy6bV98PXp1CXaOiwiuttAfyJarXWDERyuBz12J/3kxUfkfjPSntkDZuImtogVQQW9A2e8XHkpAyIPOO0K0EUycjAC0qHlUuwWnYRZLlPVC2CiuxDDU5iGLOgpShUevB/TEDsYuPe3LwTGqAKTrQktGGt0CFesRBr4cATqJPTgece8+XHHHxWmEtseaGAL1mRHMkeWa0zGAT2AGTFJV0DTWX/Gw5esYM4zb/fu6QTVYvbGzrtlDD7yIY+qv/2aThusRNB/ZuzmSR1NyYIsP2nX5EBRW+53iCu4J0+9WvZ4cD4OEzyIqTGnYYgwNdUvEE9V18rsb4us+o+DW3IK8gwZzdZI+CabJVAXhSybYEs9+b9SSJEGswwGKReFbcgFTXvj5A2DR8HiH+7LrslJR4vQMUI10GU6Kiz88ZYKT1qpKewHViguMe6uMIIN5ktT9DwovfJEO3hq5hwynuJ3ag0PyJdgxn631Dt6+V3kB4M8Qb6P35h1b3uRuDnyPvISWsDL5fcQKOqN379VjvlQSWwoddnEhR5cmTtVzAMqIPbtMt+3hyimfnlVBmDpCK4DarSajvLZhevDpGFlRW90lkBTn6OLUFoZG4D6LO4jKvecCaoVGx0szlY7tcn/tbAnnxKlUsponL3/n8zAFkJ0waTWdUBk8Ak2k8x0lmh5iHi89D/SLmcFRbJ98r2vIOWoq4YsIkqrPNfZAt6SrRgynIHF0ayMxcFioqSk1a6P4LybInb+rZ50WOBtbMQHJfVrwixRVBXZZJzW037KE54c2/R0g2+gyXs//dQEgovarS114Wftl3W1/gFUMnYI0+lwkre/ebYy77OtmjjGH/474jqSWiV2C/S7dJVOdK9J2SKWb/jd9kwgZg98oAfXK/rfNRug9q6j6urVhbMDymMlx+z72JIKU19+8k9cSuPx+kxyL3sSYjcRcJJrFOfknejy8t8Rzcx/JnPfp8UU+m9ESOtaja0pA9U/efvMG43Lhlve+j+0uiA1uFXa/wotB7Jbr/0m2JJ9KpFVHDZI7rjb1jS5i/d3tsB2hd2tb3162CTCK+wYLAJZt7R+8dQ8LMyRueOIv9DnPSDGzOnWyVtZ8+/vdNQnwAYt8eP5Eo6F7p9trPfvgzjp8w7kY80DjPR6dH+qciCL+RZcrDyH5/x93dA9++fMnfvXrF33/9guf3e05LpaH8/v6B/XRgGCc0edNqBzgiuJDrpPsgJvmri/ypo3/2XzMe8lf/9vv9+HX54Cf74FpuL/ynruFzN1P560v6jMNaY33/A5jxnCPjsHJZB9Z64Hh3z/JsR5ZGVuNJ3vBOzuzSyl5X9ktmnJWljlzKgSnDw10lK+zOO9bSOGUvy5uqN1zN7eyZ43Vx90n2tHzHcHdkqBfadwtt9iY9zMKsxlMy7pPyLGWWsnA+v6Md7pj3As8q+k2hvF+4/FgYZGDgOSIDpnskzUzTmSQX7kzIpGium9BavZFTvaPZRG2FWhqpzUg7k+yBkYndXrl/qZzeQnlsnHcH3n75FfeXwssfTwy2MKlzcWpaICt3WVnLjtdvv6bWPd+UF+yXTJF3WL4wjoVxuFBEKewgPcfSPQPfc5ePtLlwOjeKVdZUWMbKabeSi7J/yp4gOU20u8bhb85INta6YMVIr2d0nVmKA5Z1WryyJYMkoZ3OyPzE8MUr7u5HpvRE1iNVZxoJG5U6KUn2jPpAGxaWwxOt7lnzC3ZH49mfz1iuHB8uNH6+MfVF3CFu6ckBzMXZWFbfIeXCvEus44mUzu6kc/HgyBJShVKfqOU9yhfs5RuaFopcaFJY1jO1Kc0qapXhVBAGqtzRLHFafqBxIU9vyGlFpkTKgu7eIrmhHKBMaHOAX3dKHmfK2ij1QrV7qgm7fMcko2tm1meQVnR8gzCg9gWl7VjmZxRGLO8QXcgZBi1IPWHNmC9f0OpEUkgi1H2i7nbktKclQWplPDWSXEjpPcaFFiWDLQmWnV2WpDCWkaSZcRiotbE8NZcA4owyMzUH6sZJUSYutbKaUcczLRnGRJI90z5zuEs0PTLXd3A50S5KHe6Y9SVCY5cWRJ9Rx39wXF3PpLmwez8ipTFLpaaF+e4Ry4mdZRIHRi0kPbGulXpuVO4oMiE6IlMmz0dSBk0FZWYZVsr97Oz71Z0zKXtEGzZUx2uyVzT9KvvWQ5euN9nEQajUHZAaDLwAi6IE1sRA1yjvDYZQhx0iyHLAM7QzaRG86LVlgoZmaw0wXAPUL70BpO+JbWPadjaQ+f7WDDX1NWmjB74aAH2PMauXIPs1WQQ4za9DwNoOGEDPIDNXGQ8HWTwY6EGm35z1Ev8OhAggjd5wepM67gzpHvi1cKwsNFtF3HkzBw6s90rZAu0IWjf2QMH7xhikYKiE3Iz0BIe2YEL1+40yc1kd6JUDpgltg38ugoRm6s6haoyXA2UfMAc3JmAkAVj4dT1IPAjz8/n5VRpqlWrOHhIVd86JZ9n8+WoPmuWWb7gEH6Yz7h30bGI+B2yhs/w7i8fMA2nrIGcEy9dgwZNTZtnB82j6rFZ8L7TQwg3HWUKKRvFGrY0SjKQcc8B7X4it/jnr4zuHIz3iLD6/hiuzs94ARLdrVXFZLgKUgy5r5vJbDvMAUZUhQT4JcLzPwf7cxNeR98dg8xc3T6szZWuvdupSbH1W+Mq3qGzyQLczlR14dx31CWyPiCdzvM9GQqSgwcRzthmEXlh8j2zfJx/4jT9zbJrXEQBqB3C6fMhHf+zWvbV+U/SSduta/bXFnOrXkKJCTNi0jDXk6ALE2NjR/rD8vqRgXQpjY5n1i/f32XbvGt/VfC4YXkGDg57S7YqwjbeP4/W7tq/t97olG+L6VZx9uq2J/mhvQfg+V+Le6+BjsbEHC9tA9gRP79HS5WE6gzz+tvhekWsj9yu7zTz5rYJEFQYtEnIG3IKpvVG1Vl+T6xj7lTP6OuNfZMQln1ymwPAKSh+Z2B96dd1NQvHXBQx9n/O9UGVxoE2CUR5VagiebJIVZcEYaOYNMS0HSNL8fV6doj6PrTmYL+JzSwnpI2dGulk+ABOWPJHtAKmBLg6ituiBpBY9iNznpdrWD4rQYu+MT6tds74nvr2xe19FFknHpidMC1qV1KssTHxPShVvaukSodYylOzPKzcI8NDzZs7e7Yku318PdAan91ibcGDckw9uXwZILn9HG2mWULugXGho7JXic1Rc3hFdaenkgE9xMI4tCdbBrWBwBuHAJdQbrF6Z4pJl4SOJN3JV8z2MtgaAeretNbGKtJ4Ywccy54/i4r8+rj0IYoX29eTIrK+T3n+FQq8skO1JXXXv2fbwsq1Hu/29CT0B65/2pJBZJyUE+zbO4DZtwHtMlaiAqnhTU3UfisbWQ2SrGgWXZXM/cUsSS/8brg2g+7WHX9Zm2HydkPHp4yCEjepsWgexpPeL+2DNdjuNz31hG7NeBeMJkmg4TMN7EeTYkzro1vcUYSOKbA/Pr8LXdNjbniTe/ES9eb79mm79q0haWyQVtnP3c9r2RNh807b9Li5jq9z4dYiOuNyQuWyWiSBphCxYG7GWEZ7wRMSAmIObjaggFfc9pKpXFCSXfdFonNsrYiV6b3lvmgrcOUFKVlwmhut9m7gtkDlu2asz3WuuWO9jZwuCogFMiq6giZYz0gxZutSRz7/udxA+jc/n9eoyNHwPIjs4HM+lift/IKg6Yadx8Go1m3yO96bt6o2prUuracVYsXLCqvdSRHMA69V7REq7ysXifd2cRKW+TuWC92/c4QHhgFfMexWMmrrPaGewFjtVn/MWe6lgxe1wr3wzaxsgbpro8mjaBK2ZllZqXvBqChCyJ2KgGymXcv2Fw8oBKDGP1nDZYj635JUBfT5LJJ072741SEHGEI091303tzu9wrJbrPArtob1nfAWSYsWdkqenA0jaYutwlmKWytgAb7XqFTrdmvr+RVruUuXRuWn9LhWfC4441/ZKpYZkFZoFtXFYn4/DWhe9WS9v1VgIaLu55tFQkkGCB8bfB75Y+lVUWPY/LP/XqbwVa59aa4Nqr0viSeDenVYxBUUeg/ID5MQ0Y+QBO0u/u5J5AtO8uuWyPcv9yckTJs5rtR8XE0msBJV7MR8YNtLNn9NPk+W+v+kSoifOK5RyF8fdvOezz5ugXG5eVW2NfXxO+X2he2ZeHBXqBQKl7ZyspVTWRhWZZln6mWhLas3O2v1hkXUS8Xsg++Um6/fXrkNgj5+z78q+fDhff+VbxWb/NYT4oOzf3QB279/7jp+4stv37t9j/3Ee3/5MBWeHg6UJMyX5+QVlrdCvax89XTgN/MX/OnuO37cveWwH/n73d8ynV8zPTnA2178gF6ek56es9jA98vAkOAhPaF55PDqG2pbeJp/T20FZYeoMo4XduNMra+x5Uwtr6EeaS8m7PnAXt+T9Mwuw9QOrAf47mFhfJGZ/uEL9KLojwV9V0jfX6iXhfMPR7RN5C8dCFjqW8QKMhptUP5y/0gTIT99haxKXWHfjN2DwQvIuifJxKEZu2akAlounEx486g8vW0cvy+InXj1zY9kKpdypqUz0y4h0w5rmXrJHL97xroOXvrMyuXVaze+MpLbHll3wMJuFsZasekdNjyxyHva4cSTGk9ANuP5+8Y6VKZLI60wPDO0CPPdRBmN0RJpbdzNr6GuPA2vMa3slmckG8g2Yg2m049kFpbTM8r6HF0GcrmQp4E8fQEsNFugLMhaKDQe246pNJ5ZRsrKeP4Tw9PI9PiSIhMzA0Xbz86vfMIdgssJa7CWrzwr//CE6Vsm2TGKsEimMDEVY1grOmZ0SBS7YyUx1B25FGwolEOwx0oGzYzPMloz9fQCamNuf6A1Y1R3PjTtkLRjShOiidUKl9JY8466H0jtxGRnkryA+n9HuKDpgslAk4nGC5b6W5p8B8N/xVRZ9B61PYP9BtWJ+/GeagtH+19o7cipPiJUdnd7VJXWzmAnsn3FaPewXpD1L7RWWVtDpr8gw3fM53vK4zN2deCujqT9jDx/hGbIbF5VcZpoOaEvivu2dwNaYLp8SarFHRqU5XIPJWH5HUln7vTCkCq1JVpR7AhPZrTLyP7ygtL2rA8HdC9kbS45NldMz+zsL5iOkA8kLdQX/wkpK9P5CwaZONQFW1cW+RFLFzSfUAp5X9Fs6OEBnb6kDcHR2sGqIwNKfqNIu8OGF1g609KPziquL7C2MM5n3013ia7N/nmH0KWBbCsBt2CsdRDRgY8epJo0kIuDG+psCy/jdf1PZ6G4Y3NVGIqMQHX2pwf/BOgQgdYNS62Zl9Vqb/DWk+i6YroEadfLapt5yKEWTNnQE6WtkVAJDfAarJ/kDltDw1E74qXJ7hC5nut1R7IoJ3VmcJdkUHeWqgc/HVNsGwAXZdNdaqR1PforqO9klDmCesV06tGNB0FlCQ1dcRtdT7GH+fW4BiwhuRTgh5g76hF0eyzuoLe2yR1Ea+H8Bctbo9FyUaSzSTaevzuU1jyotc6czoAprY2/2j8wiz4V0bOjS53StVQle3BvK6mGsytR8tt8bxd1QFpDlqM1rxgJyAyN+NS4CbbFIJdg8vm9STQxdK1R86QaawQ4Y8QPCaNRtwRB3sIYIvYBaOrsR2sWa2fdHJ+O2QuGiYYoQ09GBEAbyS8TcdagtG399IRJL5nuOvg9WJGokOg/O6jDRkQxc7b1phcvHYiU+Jwz400aEv1cuuSJdImBniBIXt3UAqhE+zV1eYQLzqQf8YZ2k49jq7R2RKSRg9kpGkxaSTi7efW11uIeBf/ufn/pMwKLzozqn+3/jGe3SS/1ICsabksH78IcXUv4O7AXwf8mI9creZtfNzeNN7t2uMWz7UaCFkmosFFcImnqcx7H/ehJBp9gi99T6IJv/5MSz/tW5qEzfusVjNoGwPWdbWuo6NcOhKzc1R/v10JPQhMATLCGe1JrS5R0WYHWE9n9YUQfCOawfR0U1A+er1fPdNJU3PcmcXWO59rBiPi19nvo74u5S0ikicvKWZfishyBe4xfk0gixXfbNlG68bgu7s88Um+CvjqhRHWPDHvgjHDZWPtqzYtAkjhQ1NTNt7ZgxIpXN1EAZ/47SVocqCJBfRn71BuwNfTRBYYVhpDUaNl7t5hBXrF8hmrU1VweJPcKhwaWaDrioNXJnwtODrB2j4MjDkI48FDBZrcL7QViI1ITYhdaO0J7xOod1D3SBtQODkh3+ajR15bVGdRtuIihkwNs2TxpmCI2r+3J/WTZASOqkYSQIQDAM7RHqN4cVjCSdoameNuk1WUVa3/ubXVQqfo6Eu5AxOWikM1+N6k+rbO/tmFh1ffEJgPGSFIjhca6oTQZnE8vgso5ppXboYZXduTi+4p0OZpPHh1AikUQ8l/2gY3zxLhYl8Dz8dzWagetewUncdoOVG+se41ffRiMS1+fwFZFC7iNcDu5ye3g81CIislINjgg6HbFZTc05nZIIm7yaT2h3Melk7kmnJXrlbdXgnX3Wdr2x+Wp2KpZ/Jxh041tP+j68z2RYBDkjyXMThBRumwhFgn1Phy9X0TrRpwtScx6cw/KJmMWxIpOZOgJEeGyfY83Ix5unqE/D+eJGE5M6TTtEtfbE+SRvBZxe2jdl/Bn/+vQEKNGk2XfwwRbq1eGtn63+/Cld76kNvm9hlX3c1ULSQXJHoPZpnd/ZJufUrFocq/RuNrEAX+zEZqTVyQ3vKfCAbPFfX4yIl4VLc0bL3viVzwJGUx2McVdZXWbIhXhjFCp4s9L9QGRHPJK7uyZNVTMk7g9OWYCZY9IJenJ5ycKqqhmtDVSfe8JTSvBYJfwzb2fXmsPfs1ph0imbr5ayFLhBAdJKUgDAW5rRm0IU+V+oqKecLYTSHM7CA4mm2K2c59HLrFk9ohp5MxWVBqWPFYyVWhjxEEgNsc8rc5NEQni/uDXp71/l1e2UQ4AtG1Nf+KQR195psBAsELZqmZ7T63wPxzmdDlZi94QwtHX8tY/J3yjnphpYXe2ni9xP7Zu68r3/iPCJdb3GH3avKLX522BNseajJ6IXd61VbfBUc3uFb6EBF/IIlr4oCIRA3M1X53U0bzq1MkC5vZOp6tfabCRUIKU5jGCOslYgLTEZ/cINWTADGsHf5/1GCV6uLUUyZHMVqm6kUiKEwl6g+6eMIlKbGk9seMyUpaCOFG70/ZIl2B0nn/InPW4U2Jf0DtgQpi98kNaVAQbvb8fESNI77faKzfUMQPr1bi/cPwbJSF+Dly+3Tz7S33z/AQgffvyL8bXV7DiFy/tJ08ZL34QyHegobPLjGYeBM9WubTCpa7sVqUsK3VesVK8AU+7ybptf27P80vbzrWo7yfv6SeG9Cff8zNj23/lgEz/919/fUj1sZVOf3BFP3MR/c0ba/TqOPmHjX9NIsJEON+NXMbMZbpH18Z6UlgKf3+a+LY94zv5C+/yI8/1W76dvmI4LUzHHznuZ94/e0JlQk+ZpQ28K9nhPjsz5cTzh5eUcub1+T+zlgXkniSJ++GJYaic23vqOlPLe6ydaA8DjJmJmZG3jMsDY7nnzTjz5mHhxd3E/cMz0u9X8r/MaGkMZaXUlTRfvLr060Jtjfr6R7RVxJyh/PruzKyN9GMjPSa+WGBnML2C9CWUNtFMuWsXHtqCzYYtC++L8C8npTw21reNu4Pxgka1wqVdPHs7KQxeTlWXkafvn7POiTZWZCwsr5587373NWkZkTohjExnRebGWo+UXaGMZ5adJz7OTXhY4f4orLkxLK4Zmw5GNWFuA6bCYJncFqb5Dc0uLOk9JQnD+gqxA8lcAmBc3pHrkWX+76jlJZS35HIkH0bytKeOTzDMyNsV/eFEqZmlVHI1DpYodWa4vGM4PzCcvsXawLo8Z/2EPcxzODenCx4PDR4MPjvD9JZxfonUHavsaOzQNjOuMwzJS2FtR2Hwng6tYGmh3F3QNSN1QlMm7zIUoS0PNM6s9U+YFbLuUcmIeIO+UQ9ISpzbyiyNS5ooU+ahvWGyJ7T+Fso3iL5G9Ue6YkQrD6zrK8iPSH7CdKLIlygPJPmSJCP7YaC1lZX/xNrecawPNJ1I+2fkYaTpj5jMpPItQ7sjv53R+YmzrVxsRaf/hEz/icvyN5yP/4jKc57LHS1d4PkRmQt6XijrjuPlG9qo6PPme+k0oFkZ5xeoNdZwJMoy0Ypgh0dSqtzpzEELFxJrUc6XyqVWxuVLpuUBxh3rYUKHlUEvqDXK0jCdGXmD5T1td49QaA//gq7GUL9E6oGp/RHqwtvhPYtcEL2gqcLkSQjZ3yHTK0peaLbSBqGNE/myoI8zkg8wfUVLbyn5LbKOpHaPhiQNmDsD+fM235sZiAM5XfPWAazNgkoH6noA3R0TEInGkknDMYogQN1B2VjSPWir7rxYcgfdY66+Tzk4ZbjkTpcoScEmEwuAXZYtePYA2BmZGqzxVoPR0pw57ECo0MwTBi2qLZpFqTEXTJYNwOpMSA9cArIyPIAOcFZal6AI4D/756xGo8FIWnjCxjwoMpfnsBt/wFgQu2B6h5foxvsbzliVBlkQWpRQazyr7eF48k0MJBoga5cfcHBPSrAbW082tc3586TF4EFNC4BvC+Cha4H6uby5r8ev4tjqOvy6HESwS/3coS3dgXO7gF0wmxy4COaXs4dvWOFSPdAR781j1qjNJRQ2/yKqTtvNczQEye5MW3UdVbOukx5JCPGy8y6LYJEhcbEl83PSQYi4pRbyIV32KJiiFhrfvQFoTw0Wcbg6dY1Vi4Rfc6kQJ3fJ1U+K1eNzOoCEdvVhpJdMm9+jSTCYxTb9dKne20Ekytc7AN+rZU1p4lUJW1O6kISQeG6bnEVyprqDCkKTkBGxJdb7grNnvaE9NnjQZhfMVn+SQrCLoySqA0QWLLYWAMrWCyLOnR2M+eSx6Yb34Kr7f7F2pLNs+3oPexZNy61KgET4+3pQ2u2B4EHQ9gtjawQbYEyXTPI1DF265NrnIBKZsiJywjjgmrcxX3rChF7NYwGg2NVOaU+8DdvacHbsjd3qzw/DQcHJn4+s1+CyEuPra8E/GdUXW6Kmy4rEtfSFFuxBCZkRH85bH9urfDoz2/vVdNui3Mzi2Hs8QL0+vwbRiFt6j59ucDSYwK3bQ3+WsgG0w/asux3b1s0GuqZtf6OPk3ic1OP7zwgCt0NN/f7bk1c6THskjZgdweZoXJyQkBeAAMYaSBFIFmxCl2Zx6c23/jw3TfGoiKl3QMb0HUhzSZFm2FghrS7nVNYrGTO5hrOZYCXuXXPMFZfJ6fIdaLDoLaTY2h3ecceTUtJK2NROettBu78mPOyJak9YEaxkMjuQu5ivsV/mAIjTikk0rJaGjNHodDUgbDwGdop4eI8nliZEAjARMB4xjkj5witEUyGlDlj5utLaIgHsdqVZcemthn9nmqJCJNjZ5LCn3tC5Zd+v5GLI6skNQ2maaTKQpKDi6gQW/UCaqOd6xasszAY2TQRrpOZV7V3G7tNHZy53G9cl9LLvVdKpAz4uXRteer+UnlyWqI5jEyAL+9QrKIRbO/uBTFRPXPR9LrxF6YltOogY9p8Z7IyD956I9Z4UddsjY/Vg5tVCYh087uePU27SkJH47tWGN/vfdQxjjMwiKR/2Wnrlx23VIfQdeiNadIwPb2bu6zH2RWFLWkv4kQ49aOyVQSbZ9u9eZZji3Lc2K9biNsrRu8cKW39qG9n6E5k4o3ojpNSb51eQkNbZxprVbWtnBm9JiJ74+Pyj90SQ3li3tM1n9QTTGAiSEy1EEqoTZoVmQpLmIKEqmnzOlmjUTL2435IEJ8fM9MpB//o7B1ZtdIBRXJrI984d0t5i7eL3aSNiZzDvByAa5A6NnjMhNyjVfbymDnCLnXFSQTQpTge8KbSCpfD1BFVDO+sew8oAdUTSCcGBfZNxA6JVCmonWvPeCC5bVP27uQPLWLvz56UHkEQN+6GRsJNuh3RwcLsVzApiXfoNXzuikXBbcJomaNy3P7dMZR/rZg17EY2F68W/MxdEjZYmUHE2fQNpXZbJfQcDVyno1U3SXTqfl9bUK9SA1qUqP3GInGKihf/TAQa67YiKA+0+fSx3GyI2OLFJR0YvEXcDM2YH/2yNRG7PJG8J0Xg9pHVdJgzMJowRs+qMfLwXntkCdsbaHq/6aaD+nr7+0RTrwZPfFn1S0m0fMBOv/g7f3QfCq3KkqEszSomKmbQVloYhifPEn0jIeGXn4GRC9USHqFeBmp1j0HYxRkGMs4QrF/REZ8RH6vfSq/RR70/Vk7XugzjhyJpXwqFRIdsJQSV8VTmBKJo7QSvsdpA3JK2OFeqD+4Ftdn9H8HlYu82zyL2ELKlck3ReJdTn0C/bt399EuID7P9nTvRxdLw5zn/1xr/+8XPA9g8++9E1/IL22ZW6cHOiHmw1w2qllUKZLyw58e7dWxDh//eHP/DufOYvb+64n0Z+/+fv+fHNI9/9+D3Hx7fM5yfqeqati+uk9aTETXXET97X7WX85AXLL9/Tdm/9/sO92ZABrve8/fjhezbWQmwU9vkP4hMOXL8Wubm2X3G0Qn77R7JCrSOlvSLnt+SHJ0r6F45y4m5/5u+mPS/nyjQ/sluF/fiSZCtyXDgvO5a8MgDPeCAXIb82GArn9EirK+PxHq2Vp/2ONSmn8pxBKouuNF1JozMiUrpj5BnHSbgMLzifKzJX1qcd+WlgsHumdsfMwvELY1iM8WlCbWHYVaruuFxGqhl1dw9aSNOCZNifvySJkg4jMvqcKVSG9oi+OaG1odY48Y4LjwynHcNpQvI9z4dnXHaF49/MtF3l/XcLqsb4hQeDb02RSyI97aFknknCdsp637BR2OUJVaPsX9Mmg+mMKbyzxkUbTIIMiZYFSzC3AzY/eDC6r4z5zDjNyKzk7zMt75jvvgRmzP4FY2bNhWqZcfgbMkpLhcIj++FAEuWpDNS6R19XUjtzeFSmy4H6SqgZOO0xBsrRKMXQ8sCwvqIx82584mkYWO4qer9jyUarhTtdP8kBeLR/D1QkH0ELWZQkC2XNtLbnvHxFq9/Q6ky2C2bGOgyIHJC6J58fuT++I7EjyR6pI3Wd0BXGi7OWJb2jNaEkozUhLf8OrDHsH5HcsDFTk7HYP6NlIZVXjLYn2UIzI7czlZWqF9bpiTQo4/gCuRzh+A7RH5DUMJ4o69+4g1WeQJboTTwxTw80WWj5N8ALxpAGGc8TeUnsxoGivo4XazR5jaZ3pGwcstGWHe30TxwuD0x5QtKFH4f/RtLG8OjTYEiVRmGpC5YbWhRtxmhnlxaThZoAmTCURd57lUpTKM+4LBmrSrHvqMNbyCM5Z3J9YECxdKSNf2ZU5VBdMXkenVmu9c80yVzse0T2kL8m6Ug+3CO18rT+llZOHOWBkhLkC0NK6NoCNzsj9ie0TCgjejmglzuEHyj2I7J7wW56oNjs759W+O07qCvrJWFJqRLOwq85OgDTzm4fUzg0EfQ44aZ2JR68pLjr5QaYl2d/rfXeJ2vgPB2QdWDp2pwtOehdw85HP4VrIypnhzm0VZBN296b+2IDvYTfm9ARmGBI1RCAlFzvTztLEJe70C5L0rV8NQCHNoRj71di2vtRqJeyWgSy+HV78BVNzqKUN4UTJx2U7GwvDQc1GnpZdwY7kNYIXf8uixC3YsUb9UnzR2P4nKVrRCvGQzzOm0oIMVo4uN6QFCSaf6MLplGZYhXpAG2wY4zux/s+IGLRp9VZToInPORz92e/OncacTDSQU0HRZxc1tmIAaJGMkdCyq/p5WabF2r/IQbFJF0rGkyQ5jJMFt+pFA+eNAD4rR9GACg1ge1AFUtrzCcPZhS4NkBz0Mgb/zlT2wMRnxuGS76IicurmbhUlzhImuiscweFe38GiSaEXsqhWHWAt5dtu6JBD37759lALdtkkqIhLsKWADQPChwoiVVmvYS7ea+UhoOkWFQWgdF1a3vA5z6lbomQGkH34vctE8IUTEzDQoZKpKK5IdFM0L97dmCzswND5iz1x7o9asHE0Hq5gaY+Pc+2T8sQa68nMDqrqwN51/eHoBS96apYJNtC4kPoPmmXzwCI4AwHLZ0RF6+HXjdbxUBnxfZEyBhzKdEDUguwzFKvruj+sHAl0hguSSMxR4WN2bw1aO4VIRGIW3G2o1bQ6MvQ1G1WVFo4KNJjW2XruxAMX08uR3WEQdfl33z9zs7s9hHoQL+DI5GMaS0YlS4p4NVzsT4CAPI5E8kExANcgHSJK+zyCR1GdXm3TSZwq7joMY8DkRYSAV1/fJvDyE3IaDHtrt//y4fQZA8akmyyoCxhyhLIfcR4LsfVyEgRbPExtRwJn+psVUJSt7PyreygGVqqJxLsyeds8mqGJiuSGlorVK9SZAwbYCB59eTE4I2vYY+1gwNRNvv8yS7bIdz53lRjzQwnf704A9d4j7Ci6mOqAYBb2/v+TEVspMkLyM8wlFYLrcuaNEWrJ/tFGxKAk0CQQKMyD+gsUquVZj15PUCeIGWsnYJwEL1R1LAcvWWaeUKzJqytuH58TJ0GFK9i0sFB8sboSZW5g0jdzo6IKbm/jler0QkQIbUmwXBuUgJ0G0iMDrzmBTEj4Zrr1kaMFj6vIvXwi3Ntk9CLiWpdDuOmwqunBQi/wMfQGfKesBw//FLDn/GWCPb/SVTyuXzRzT5CP0+vohA+XCVxbmuekBdPJrs/4nrmt0VH2ymJBKvBVg3VwTx3POnVXv7fTaWg9HqM+Ix0bCEa1HK1Rt0Ou0zRLejhz1W29/SqO5d86t8Xmx22VYmFxJcUtiaw3T/gah/9FN26RkVH7NUOoPXfhc2TdLU/crN3beeNcdka03uC5JqUjn1ks9E38iV0sunn2jY/3J01JHu/JZftyd5TRqPXhym0BbEV0QI8Ic2u2KAJNKXVIbazRk9kd7ITCGqHzfc0wKubklebS6JKcd8h/A6TA+gDsGKRqPXkemfBgzRvmGtRwYPAtZJbQ9VSSe3er7OAyep+GV756BY1I5bCZwHvVzA6SN9Gmk60NPl9r5cYuzsajZo7qDrFvOg9SHqi3wkCknql5cX9i5DksZKd7KS3U8aJLP5kWxAUihcN6IC0Zz72hFxOVLmywYF9nkUiuKWt6tgs5HJU/DuZ8arMg+8totuUFPVm1khy2eXuCxlRsf0LvptcYt4e/H77PcsCqSJydrvUYk31nglBQBO9uG/TK0uJvb7Lt1HDb8rO2t+WtEY8xY1/FSMTck7CBC17crnHVP19/TPNnwW9UqBe17uIuJnuRIWedBavTEH0WjFwIzHpvtaM1OL7WQVsHzH1GeHJ984Wayh1VYJH319rc79wqxiN+DhIGxtGLKNfi6xOoJAeO0XiNGnYVe+D0uX2HGCacMmuWHdlH+PhhDYnVhi9p07jEvY0/MFovu33NIRPXBBLSFTtWFu253LFHoh+KZ64tQ/i4uMvzzf+reWYNq3Tj0682dmfMbo/dZ2feu2qMfEzv//gpH/1Hpdh+OiStkSBD6jVipVCXS6sSXl8fEfF+C9//BM/PJ34w92O3Zh5++Nbjk9Hvn/9A09P75jPR9o6Y2V1IHBLQnw0NH916fHCx6UHH9zvzxwfDMcWwnz4u21MpP8XDs7HY/XxubYB+vAtFtf1caLp9sefmw+/cu+VVknv/8LQCif+PZV7pv33jPs3lL1yHB45yIEde/aPjen4yH5U7qaXpHVBjq5f+i6tDApTvkeOjfS6wlSY7x+xZoynO7QZ626iIpxrZpVGTW+xtJBGkJQ52B2DPaNMd5z3lcKPVHvL+GZgeq0MT3dMb+9Y/laZ/68LchZYMkkyeVyxMlKeBopA2d8jeSGNM0lhf35JZkAOA5IMhkaVRvvxiD02tF3QtnDUJy564vD+OYdHRe8Gnj28IE0zy4NSLxcefzixe1AOfzvRGrw7TqRZufthYrDEsymhA5QHsElow0BTo+z/TOMMk5cdvi+NtzTGAXJWd/6TN/JjfgW7FdktDIMxTRWdM8OPmTbtWXZfYPII9sjKzOtkVEaG/FtMlZL/GdMLKSeyDpzqwKkKz06V/eXM/XHkoYw87gtPDwWWHSwDZR4pZWIqd0zLC0yfeI9xHjPlZWFtI+s9SK0cyvmTwPCT/aM7NmkmpYUH+W9kOVFKppUdl+UVa/kN0/wH8vqE3cG6G1A5kNoz8mVmeLdi4w7b7aEZtRh5bYzz4gTN8b3vDTlh7UBa/wFFyPm/IsOFeVTPmK+/R+o7dB4Y6+DMBFlYrdHMqPsLTEfybs+4ewHLQjudYZqR4R3NdtT1t1Ae4fTPrl6zP2F5Yjl8RcuJNn0DVMbHI1or03kkKVRGchYKwkqjyRtU/8wuJ6ZBWU9fsr7/G5JBzsLT+I4fd98z2Y6Hp+dkMXKuNCmUYcFSIxV3rNTeoVajrP7KAlt4wyoLqf4WtQdmMlUF43eQ/wD5gZzvyevCIIKlE238E3ubeNYeOKMcB0XqkWn5bzQxLrZH9BVp+Pc0e4YeBiiV0+UbSp05DYmqIPlEQxnFXBLZLs6WKV+idSS/25HeHWB8R90d0dTYcc/Kk/sw04p9+R5bjPW1O2y1O0O/5ujM4bYirTnbOCUHxhsOtLYaWL2g1tAuxWLqgXqKRpbSWfMOhLcA271kuvcSkCtJrXYHp+vsbvATosmTGhYa2JoDQM10ANUwNK3XrYcurwMO4DVnjW3BMxCyUxLnsi6DYx7ciEV/il4pIAnL4k507QGgu/umfl3XxMcFB3DDSTUPumzrM2Ee/IZTBjsaY2jtBom4b8Ud9Q25qSaLQ8tWI8ZvdHDW7+keL08NZktypk8LDdOksCVMWsZSRdTlKMQcqNwAh6aejJLODvL71WDNYhd3/HTl80Dhfk+CmgOvVVcaJfoWdKZWDlZhnwsSfoLQKBRd6JJIzh4NYFdbf6s/aykEPIaz/Dt8XBFZsdScraoBsBfvfeRyKd4s2RsEO6i7wQiSII3u8BdnmzV59OtvKZbE7OPZkxDtgEgOAK43sWzAPph93VHH56TiJfBVaU3RqPjo/pJg0WgwoeISWxtZY0tCeFDdAvBRiz4oXWqpM5wjASeyorrgTaoHlIKG7ItFuXPTDi75H40goDWXjGjJez8k86a8Hez3PhnmAKkGK7d5/xZYnCVJ8UZ6LXsCIoXcVqxrtwiN1joA/clJRo8u/Ru6rEGvQlihy1P1j3R/skuObXr2fR32ALXbnWBv4uugy/ZYChZazxS2nhToybXq9y3B5GWi66N7zxCXaTLXjvHvNPxauhRZAJ4mF7/HrXFq+NfmQZzbxKt0gQN8nmyznuRrDh6LFL9nzT68fe31RqvdZ+5SJd2fke5OR1Bo3TaGPZeYbwxeRaXqNlYuARxnjNHnr0ZChC6/4RU0Ip5coE1ujyMJ4dUygXBgOOiQIIJoun54a85g7OzvTWoMP3+voOj7EnDtI/LLOv23E890h5lS8WSZEnNNDiB7jDPWHMSB5CDFog6aD9XHpC0gI5IjMTMVtwVzAA2l4I3gnxygaSPo4HL8Wkhz8aqIfYFRPQktYLYgFGTYoWmHrTtsuUOYHeTK4uvOBKkHn9ZVfSyGk6+FMnlcmR5BVlTvvZI2sJ667vw5YT4v9QWm95jN1OYVOKYragMaUn4OUiVnzDalldA2LA5YmC0YldYCyKiKaHYQL2dYHmM/8jVtGomIap5oq8EUboZXAcVUKQGSpALDGWR0pnMFnWNOjJGsbu4TaFkRGjWJ+wStNxo2T+IWX1MmhSoLCSVZyJREA1Qx70tU64Bpo6TqF1T313n5s1Psozh9sysdpO6VSx1IcxtvLDRmrkzpAHNMo4IiprvJZmuREvbzEDY1qlw2P6qz92Pj7bJ9YW9okQRSCwDT6FUI/XukS8xtNr1X4EQSIqqgNikliaSL4XOjQwqBq9ArHyG+v/dQCC33W+xF3H/qQKGET9fXu0m6udaetPb7dpsXIF6cy8Hkxa+93fQfkk7TiLHC6MkKZ0C3D97rR6/wiOvfEgkrXRrPXZ2eUeufd512T1KGhvxm69wP7Ims7X5/xdElLjVdcKb2PvxtddC8HhB2iD0i1VnzYksAg8nnWwC5rQ6+/gngsu+/vUIlpGsskuoSwLPI6LJM23xegYLpV8AXWHuD2Ru/14bvaezdPlS3YxZ9sbyHgLHJc4qE33gHKLUuGKtXIyuwPckBscETylFdYDohpUAZYRhpaULrjMwXkJGWHzCttHz0aETGmK9n5JZsEAkp6WSwesabJR8QkstmtgEZDEseD/jvLbB598ulldjPBqS9AIzGOZL0MQ17vNETid1u1EiyYI4LZIKAEH02ZKJXpHkycoW6IKYoyWPILtOZxIHwYhFz/fzhMmQZ7D72Zq8+8srNBbXZ50uL/bMVj4PoVVgXeg+U1nL47F5504lMiCcVsUj69vXeE7qdeR9/VLtk0j20PZY8wS0Re/Wq4+uAemLbY4kgr8jCtfeWRv5H0Fi7Jjn2wAtY9AQU8b1Xi0vz1tX9IgTSM9AvgB+Bd36LNXkVUc7hUz+5xWnu/1rvLWWD++UegLuUq0FLXR53xpi9h4fo1YdVkGy4TG0GVprMHk8SMo5ycXvQXILLiU/NSSFUjz+o7gcAIp0Q1xNwXvGlFgRDFK/YuPg6DDKcj5WrnFjvNRQJqWadNHZCNofu549/2yTEL+kC/BxTvr9sn/nzzwVBt1//wWdvUO+/kgPadk93hpsDHVZc77VczmDG8c0byrLwl5x5fPuWN/uJMWeOj4/M5wuvf/yB4/t3XE6PlPlM7YmI6k0SN/2422vfxuu23kD48OJvPvNzw/vxLcmH3/bTw3RTBspPDPFPXmdc0aeeQz+1fPTzx+/9fNwElcTL9IqmxpslcWkFO++Zl+cs8541ZeqzHXZ3x/nxR9bfv+b4ReL1q8G1F5aEpcKzfGFh4Gl9IMmF/OJ70ERbEk2M8uoJMH4zFkSFVs9IbdzZQNI7HldhaYIs30H7C2NK7EWpi1DrjqQDaTdQm/LYZi7DCbm8p8jI+y8fkCroOYhWl4YMynCfyWrwPiFVeakjpgMXKiVV1vdQq3K+LMxl5v68Z1jvmF7dIS8Kwh2L3bHTA4e5ksYTZfjBWczjAzsyL48HFhZ+lLegxjjOJB0or75EhozkyTeK82vMFs62Z5UDpQyklBh55NX4yH3dsz+NnDVx0Xu0NNLuR1QL67zS5kJ7ek6dE+suk6Wwf/M9OlzQZztkEOa7E6sWTB4RyYyHe5IcKI+CFeMwTOxkx+H+gVFH7OmJ0+XIvOworyfsqZCeTnBYaPcXuK/YpMzryvGUqWbktCdXoR6dAVLr8skkhPFnaI28vCe1Ba3v3XmbvkbTlyRTmjxShkrVzI6ZcS2gFyjKOsLy6rmPuawUMeRssGZqeYbaiszv0Cykg2BTQdp7rCjVFFlHJI8ghu7/J0RmpOygGJVCYyXLiOrgAWF5TZ2fM7eE1Au74YkihbUsNJ6xMpC5sJeCtD11/nusJupYwSqTOUumXN5CnSnTTAOGp39klOe0/XMYJlZ5oORHFltcds4yNT0w6cIgCwMD9/M9WjJtFsqgtPtM1R26/xLXAXYGAfMCrTrLXQbq8MxBjtl1/af7kXFUUnPmQNU9NX0B+gKRZ5ALtvuvUGd484qWEkseaSoMO4W6gPp8feALrN7Rzm/AjmAL0io6nNDUmNIek8RkdyTZYfkF627HUP9AOr0GfQv6hqb3tId7JE9o/p9pcg/nI4WZ2gTaGc1/QtsOHb+NmPMH7DM23g8MYTjXXaqGYLZ4rOfgnaQoUbVe2h/6jB3AURCTYPTrtqP0avtrhXxUSgQtSlLodFt8fkuidIZX80Btk1bpciSeDHDwa4yzGZDchyXOa9C1PgNlDzaUQK5+HQUHRQO49YuO0uEaBfilX0+Aj8H07aWqhKalBAtja+Id8kse76YAOB0s8IasDWEJ4F22vyWaxoqsSO1SQweg0nA2oQdXsXubAaGpe4NjmMnGWOlCDaLhGIri0ke3RIUSz8YD9J7okQDlmoXEVgvmnaTPx+jiybYYA7OVTYdfoDcLJfYg6ozVxR3S1sJlD51pEbBgU5ux9UERAZQWskXuYEskipIHEtYTNBWq+TPqDSyDkcMtAB59AFyDFKQF+006MNFZ/TWekzOFJJiavZGbBUArPdkn+Rr82oRJMNTNfUBfFAIbu9Ew7cmSYHlv8gLBbuwATSeziMbaC2AqmjtuTEkriLUtObKtEzT0zvEAsDtUnbG4ASIEk8xQovdIsEB7bzIHBTsrPYcWcq/YqnHdgwOFOnqSKLSWrXXWrYMqFlUpnz66rVivhqBXJPSgUxO9Cbls9xxgd+//IPF+jff3QIdY47eM1K0JeQ9G+2UaiDfa26ZngC1+Tb0KqUuT+BoQaTfueQfg+vd1dhzxTMv2vIlH7Ykl5YNk62a3JIDJEhrGcJWJ6gzdsMG9/82WiOkyIt2x7lo/XRLEwt73ORIsyRQX1remJmzyS703ROxDXXag27ceXNJv3/J1/LcK7+3G47yxXgy2pDWwUbA3kLaE/eq9bdoVgNi+83MNnOG9kiBpMJnb4ms5jSAHZ/0nY5MT3JJS5glgTbg0xghyRpiRxaXjpEv8jZNf68Xv33tEiIPgNFoKWYeaosoiGsHXnf9JyfW+KZBPEdzHvtyXjOLXrwEGL30ODkg2qj53u7lYALxONmg6YJo8+BdP+KIrlAWrF0S9SbdYwtZgbFpIgqjvgxJ9lGzI9ObjWELLg4NiQ1TwsWI1XfdzJjYN+oirxTyZLkMNXW13RmQNQGaUGHufI8gCqlh2eVZfL4rgOu1IMJUtAimdwi/ue32jimA6kDR7IqYFo7dGX6j+POgViytIoknmg837J4/hg3jWgR2fp9eKRLnajG1eJt+XNqmR/hWtGyUHMz/4jhiT2zpukW2fu663LhXU5USiEnDz3ewKe/SkB6ElviVdwoML+Q7Zkitd+nDLDoYJ7/blgyvexsLtX4o9sGz2VYgGuyLOlkbYJAEt1v5m23oj2xzjd3MmETxRkrfn4RIoMRYb07xLY/Zn221X77HjY++kC+EKid0iInVDSaz73luiKWSXQraoP5NrbUrakBaL//vzSzgx6Fc4b7DNHWdJp3jsNfYRxeRCs4Lp2YFXhGa7IIsHiULjOWvIXNUZobk0LWx7pfU9i+5rx5xoF092aQKdtthB7IhXrRz9jwg2TMAOEU+2iiyYrXRZGHRCULS6vTCm8MmvpA9CkcP5IXE9rdFCjq5JQVlIIU3b9AFD0eYVBJbGmA/e5yN1acO2xnbpe1EHg9GYuzKGvSrhq3RbGD6ArZ7g2WwBLgdoHj8gLe4/4T1+Gsbsv6+Hqx8iDsx7Qjt6fqTwHVhQOlBtGANmL4ABESfaECS1FsC2VwlU72HXEpgTZUSmn4Vg+2G9l4azbegkKK8w6/ahxy+CN1XOWJdIleyAPrrth76p9fco6CHiVI9hpRpbclcV75vWK8mhx4Xe4+IYoVKvixqvY6graCTcysHHIb+j2yMsI2usOfGg0PsQxmy35ARJwq1p5tfO4n90ZeuxJSvIU6z5mwbbN0lNJaoRtiTqqS9hul/oCeiY60FW8Oeew765TJmFVOJWDbeVoBHzLXzsXmUXVdTXio5ui5zcYxvZsA9HXGNvQC3nIJJ0u+m9ITwe6f5rJGetS4GGnW5OInNJxU9pkPjxb5uE+Lnj45hFfuK1/vpP/vzxL+yn3vQz5+4BziffxJYgaFF6WgrNjHI+Y6Xw9PoHzscnlvnCME2Mw0hKiXK50NaV89N75tOR5XRkvZyoywWrnoSghSxTOO32geP+cwMRr2/A0Gcc8rM/XF/qL9+MyVYNEQb5w6qMT5z75371K/fVXzoU5YvhK5JlbF54WgtPenxtbwABAABJREFUyx0zI7NlFlHafk+b7lne/Tfsv/yO5e9GlruJXT1wvz5jGAsvpguP9QWv129IAruXjw7AnRJtMC7fvGNI8I/zylDgu+NbSml8U/6evdzzzyVTmiGn/wjrX5jyAdGJun5Lq19haY/tD5R04l1+wqYjcn7DenfP06sH8gn2Z7Bi2NkzuePzTG5g/y0jF+PLaUfKA6/lzCVVHt8IZU6c8kzTJ3bvX3B3/gL5WhleKjMTc5t4mCsvz4UsT9Tddwz6BfvxK/bs+PLxnlN6Yt5/j6WFcVxcW/83X8EwMjztkKVgj7/H1iNn/oaT3KG7PZqVb3c/8nz3Z75895Jnxwd+ZM9b7hmHE9PhO56WyttLQdcD6+Ull2S82TcOS+FvfvwTOkBKOzgo56+PzMOKre9QGdk9+5JMprx+Rzmu3D/sGceB8dkL0t2eS3rPMb1hXr6i/PCA/LiSXx/h74T6lSAvVtrXwvkH5bv/NDAswrPlQK4r9fQI1ijt01xhsz8gVkjz96SyoOeMWkKf/4Y2HUh2xuQd81BZx8x+vTAtK1VOVCmsh8zp5QtyKQzzTFlBj+ayTOUFtCPp/D26h3yXaVpo0ztYlPq9wjoh497LNu/+AR0S8vQ7nztaqDIz6YEp3THbI2t5w1qFNu/Z1RO78ZHZnpjX1xT5ijU9J3Fhz4LZM86Xf0fLRpn+GU0Ld+sFbTOX449UO1HSdwhwf/q/MZZ/Ql554Phen1PyI/P6hloWdyTyc/LwhAwr42Xi2fkZdTaWR1j3StllGA/o4WvEGnL5M1oaHGeoFU07Z9DtXnrJ7GPF1gv75xOHndLOFdbGZXegjl8i9iViXyDDn7H0O+z4Ct79hjoal0ODvTDuFWsrLU9kBu54RSkjb55+9Ga24w+oVGTckRjICUQmMveITSzjv6Oml4zHyjg/gf4R0+9Z989Y756R+A8k+X9g9R3t/GeqXSgoWs5k+S+oviSN/4hQoP3l6gB85iGdPR1sPWsCoV0KgmhGNXvg3Go4/AmzGrrwDcnuiEg0ZDWC9b/ZcvDg0pnz3lBOYn9JjqOFXJFvBQ5QuVRIAGM92LOGs13PeIObe7YgUnXzKpqEvF+JygD14FBbCX+1ONufg7Pfm0SwvLhTHlif2OAsIEmY7OiayeL0E9+jit/k1ug0ezPZFk16VZqPjdxjwTbx4HIFKc7oMDwxFvIxZtmTaO2MB1IPYDM1GvVJyAV0Jj08gQgqXtrrDbslgK7iDpsIkkpsrclZK+bOn5fhLuHMumSMhEYzyYHUTbuzRgJCR34xsvhwstHE+7HIigc3LC4R0zV/087/WGiAGr6WSWRGd97F5wDt6PPH3Ll3B962JIS2Fo5uMOHXO79efYfIjFUvR7bUvAl46xUh/jwdL2mBgwpX0lOAywRYa9ABK8XlUTqo0zQ0oQPwl+pJyZZSuFcT3pNpcR3kzqw3nLVKojEGOLdgXf99AyF675X+OQvZML92jw+cQWQs/v14c1evCljDxZMtYLAWDSOlywJ10Lg3xwxWm2togXhTXjHxCgmLwNE8cGzq819apstESB8T6ZVEA6IeqDZ9cqZ7MEqvTUU/Mwlh5oxy64BvJD1MkSF5oGkB3veAtw1gE2Izzk70R+vSXD1pEUCdOci0gWZdukPw11uAnVuTV7biAme/dkA//HMpYeu6TrfSdbe9ka/5s4QtYSbhM1uXTQlZC7dZ6vr2kjx43vqwGL33j4iveX+uHjxaW2IvCICir+0W19W8KftGNNIbQNLwxIEoW1PpWL8EoCQhwehVON3G68ae9gqNcl2v23O8ebatA3n+/GwDZTuIOkawa/Hc8zZvnHFa6TKBLrfj/QWcobfEWPf7/nUJfVEP9DXf+1hcnpygIDvQOwfhBw/+/eq8T4PIgMgEMqAyxf0dwVZ0dTDe589NEmI+gzWaVJqARmK7pqjeqBlWBbsAM8wvYH1AdzPsLp6IHUsw1h3osiWA4zGq/GzwfXHx+S1TDibtF75+5rdOmMtn0EYb7mmaSOoJL5WC6kJlxiw039X3HcoQCVpDpJJSuwm5Mzbc4zbdAXGxHYJRB48jjCNSxX0ASyBTLDAHpKSzwXNPQkRivbgsLFlg6pI7UT0psz+3fBfr9+TgMntgcB1xKlZO0M7I9DWSRqReoBWKCE0ETQOaM1IGB7xappnbcElLrIe6gZDeAySSfZ+cYh3k6cB8sEADeNrke7b54mveKwbHa5WCbVYpQFc3TtccalStCnzQK6vPWXzfhrYlO7u9sF4t2eVMevWr9SRFAIDEtQQo5/0rehNeZ9dv/Seakw28J5VXB0j4d5thNWD7fIDzLDiQF75W73lhXjl6reLw/byvYx+EkMmRkJXBdc79rhR6hRYObKuEVvxGwimYeDN6IWxxVL11n9b68+5J3EgGd0m+bezFx9F7KwnXatzs1yE9wfxRMoqetACvhLTwuQdMHrZn+llH94sElGiEnINcIU4Iqqxui9QB/1Z2tLZHzUgtfCyNXg5phVaQcgIxNOTNrAyYeXrNCTQu/ZQ0IyLIeoRWsOFLTO6dFIIh7RGxE97XqjjYnB8Qu0PM71U4RRXpk/uN6knwXLwytNSdrwR1n0rEu4G1eKZOhqk0fA9uKTT3mVExqt5R9c6TEu0IuCyR7/MnBCOLYVZpbY79NaSiaonc/xDPe8LJSEvEY3EN8ayFFW2z7w1BHEnWiR7ZWfGDgK1YfYo545U6fTzI6gQRuYSd9aXg0jsJbQVtF5d2l4bJFzSeoURz4ub9gVrF9w8Vj8GkeBLCBpdRtN5Q+dP2zcyTENL9h0gcWm3uT0qQhVLbYjJkjLgzZJsYEIontW1l639HVLqLV7lYDT8iJJDc9ZJrdbQEiahF7wR78mS7hQ9rgjA5cUwrogvoCeoBW+9guCDpjc+7tnf/cjn4HB7dBhhnX/ttBku05H2eHK41kAVvHj5juK/stmdha1QuERvovNlRjw8PeBP0iz/7aPyuQeTq7rtpxGO9ubS5TKI3Ap88ZtgqWz+UB+3VSVeizIhLMc7d5Pt8SJ4o8aqM8KU9wHF7leK7lyDsyBE4xXyYEHNpyxa+eGvdpwvVglgbbuvu3JfmHDbx08f/MUmIj49PIoLx988mID5+v/3Ce2Nz/Klf2cf/DiDFCHDHaMsMrbGejtTVM6vrMLDkjGqirQutFJbzkfVyYb2caMtMKyuteKnStS/EJ67hr37XExE/87mf+h75+Ivkg7/l5l/yV+/xz1qczz44700y4ieTEh89tJ8b75vcyq85DONYj9CUso5oGXj4eg+HgcPjO/LlzHG9cH77mnRfSP/0Dcvdjks7kM2z5FWFYz4wp0SW96g8UXMlzcL9fMGaktiTWqK9v6MsMFohWeOtHninO871PdYuNDlQ02+xxxE5ZfTQsOkHRLMb0MMeuz8gzRjPhTYPpEdIdWS3fENtjTacfIzf4lVtX03UKpwvimKse6OODQ5eYjs+HWCe2D09c0mYy0x9v9KSUb9aeL+sPM2rS+HoC2q6x3RgYWbmB4pU6rJDZIS7FcuZ9TjTBC6XBBVG7pE0MA2CaGGSC7kpu8sOlZdc2oRl4zRU1rxSubBw5DTsOMszWttj6x7NlYcXC2NplLFRzHgqlXWGfLqDZNhTQg3GUyOnyiyNdjCKJqRm7LSii/FojfMuk2sltws8eGl4HYTlJIguSD4yHIUHBS0r+ngiYzyItwl70pXyiYl3d3mO2EzS36P5RNlDMWe/atmR0w+Insn5AXSHinFZB2y+0Ob3tPqcVHeI7WjtJUIjj5XcFB0c4FvyDksVTidEFgeDGujwFtSY29e0ssfWQkIZxxN652WIlQHyO0Rfo0tGl+QMiHZiTYmWX7HUO+a6h3bHvjbGNiL8DcYdlh+RXJjkEZUZZKZJoeYdtSk1C2RlHXZB7r04UKA7RF6hbcTs3nte6BmVykrCdA/DV6i+Z0x/pg0rmi+YJipPGAn0njYMlIcTYhWzB5AdC8+otscOFdqZuRyxpyNZGzoaiT2y7ijceROv+oJWoynYw5mmiSUlWh1YHu/R1hiXHVUSR4VqjSYedBfbo1ZJdkbtEiXLGe4nGO7Q1R2ERWfKvlDrQLM7mn2Bnl+huzNp9/+l1QOkF2gbGJogaSLpd5hNtPk1Rg2+2C+x6T40ipu2Lym2idA1FxzE34KZkE4y16i07sUg3phtC3+MXm7uSYIoZTa7sqCbB6nSkgcR2yVHwGURTEpcj6VgRRouRdL8kqw5I1F6gIvPTaIE1sL5NANW/53gAWzVbYvzelZuglEHM0xzMDc1nCrXdZaeoKk4ENRmdy671Ee/oU3DeHA2JPi1W3fcHIzs8qAdxMTWaIJWMRtdnkejHDUAQdfCBI8A8FJfAjjs0i0QZdTO2HPZApcKsSh33oDGDshugWu/h0g+bEFxH2sHDH/BQ/roMHcMRYKIpAG+xVw0L+H3W3PZJAdL8XEP51Wauau0sUe7MxxMrmimbckDd9l6eLhes3UWkIr3BlGJ9+HAZGhMi7VwvjNNvE+IV/N4U9MrKCFoZ1ZuYC8xH/0eGv1aXBLBA/oo2yYDxVnBhr8mOGhnwahsAVTTPMA0CbZUv4Y+vkYneTj7F+jASE82dJCHTLNgqlYfmw28jXdqBLkW171JanTQ2DpTMySgNlC/X9MY5dV+fT51AoySuHfx0nm1CyaFRpcY6pUvcXef47+1eFOfV91u9OfSiGSNz+uNhQU4qB1kHemear/HzvztlTsOHrJJYG1P/CZY5GZNBzhmN+w5WlQZpavd3WRPWvwc19MiAL9hAfvf0fNiaxodfnRvCthBut7YFA+wzfo86KxAZwnbBxUQ8dz6d2nbnnVPwPnPHajUPgLOWKMnAvr4DfSqEQI0RGzDAf01lwXoiKiz4zvwdjuHdVunGPSGkpuj3/DKNOlVJn2uOZNv26u4ArHSZbQ6G3qrzPu8w7Z54dJAIjXWSYm9gwA/fJ/RSHJhEvJA1z1S0oqzEGPv6PIWxROMkvb+PPSESvF7bYlesbVVmrRejXIJbFb9u8ynjIMofj22zS8HjKRc/PuKJ7Atiber6Mn2lOIzISFSqydI1ff0JjNdBkmjx47v5YIroiSkTvH+sM990WgA2WrbNXhPhSHA52j8rAGgVN8jjNnNk2aXdJQWciDiUilFUCtYCakXzUh+QZenMBQZvD+MdYCK2cen29+284ScNbzpuOANx0dS9MSwbU0U36vT1ZfpoLhEEqGrK/2ygQu2+GZYOsAf7OreVBnYEONtvfSp3CshbqqVAE+q+t90QMdufv4A5xDkdt/tXy7uL9pN9ZaJN6i2zX56NYnP8rDN2/7QJfQiCdJ7hMW6ks5utmjEzXX992voQK0TPFp8l8+XKxJxk8zuSd4PJFW6Tff7u+6d3b5Wv07pNtABTe9NcAOqBInT7FYmK/y/D+CR9OFYWqULSPbXtqqArddNite8kkmiqmVjfG8n6OctdNKPf+H55j2fcZjvNWbQQidfLSSWzLBWYv5F4twSYhltngxqeYlEeonf2XafPmfG615i5ut1c9Dx65aEy/xoMLerr3Hrfrq5ryQLcMCbChtN3iO2xlRWVHYx9waMSKzSYiUYxsX3vHTEiObP5nNT2eEVEz2B6cmlFpUxKhLjHZWv0v0Jr6K2ttAZ5e6HeyVX7/1lwUgXZrdxguv820CXWuz+gUmNHzXsSJ/HbNsgVnzcI27xpvDRPDvwRkL/3ysBvJLVdfajMiD6MnkCcPHftyG4CiF9qgmk5+3VZVb7fgRuO3+JkG39PG2zJdfKIvdrhcbWvwGvqPGYVK5+inQmf/FnaSC1JyGr24/U5cC6na5h8yPW6ftP9y8ieSjRu0ss9lbp9sothUnzBD8Nq9H/LGJnZI7YqUujdj+xr/voD9f5HwaQPdHQexeGjRG5+pOOdYTPFpUBkrpdjHkXe8smxalh01rEt0Fy8aqq6uvFuoQV/rzbSPe7fA5GUlfmGHe3T+5PhGyiQK+wte6T3FTAecidwyfNYdt38fsBE+8VZREkS+xNnty6lR294MQ5rv7mZwQM//okxCe/Wz7xhpsN82e/Mx6O/NTvbr5jA8b7S7cfuv33zfdF8HatMHCDsjVkbqGrGAkE5EJLq2srpsR6PqI5oZoCSPHyfE9GrNR1oS0rraz+HbXRtRk3SaZueG6v/yfvs//wseH4mbH9eMzgZrO9Ok1XOyTbsG0AjNm213eHYOORm92c2T76+6Prvb30X7HP/tTRaLwtj9TaaPNvkDrx4jcDu99Wxn/+A+mHP/H6knh7UnZf/Ibd3/49l/f3nN4+Y9f+TOK/suiBp+kZzRpD/gHkwporqcEXpyMyDOzsFc1G6g8PtAvs76ENld/rM042MpV/IdXXVPktlp9hr/GKrL/9I+nbP7qjqxV7+O9oL79l+HHH9C97OBV4e0F3B8avvqHaEzb+bzQWyveG7DPt33/Dmkae/kVgaaz3lbqv8NWKTo3hvzwn/Thx9/YlB7tjOf5I+eEJ+02jfVP5S7nwx+XEw/mOV49fk9qOeZio9o6l/K+kdsf+8j+QxwRfun7h+vbMWleemm/er9JLxlS5O1w45JmH88q4Cpzvoe55Gs68GxeWu0o5LNT5RJ3fcc4Tx92XrOvEZT7w4n7mH79yZ31ZCuu58u5P3sxoeP/cC/W/v5BW2I2FNBjnv22s98YyJ2wdKO8WeDrz47PG+7uRV7Xwoj3SxoX2sFKbcnmn6OUCl8ZUjZfSqHWmvH5kzCNfvHjJWeF3tjBfEZm/Ol4cv8L0iTaeafk1552DycMyk8pAzv+FlN+y3/33DPkb3uvESSZ4fIO9+QtySuTjV1h+QRu+QcfKtF9JeiSl7ygUznKHtAvTuzfuJE3ulA7jf6a1yrxW1vaAzW8ZTBh3M2nnOt3VJiz9DtXv0PI36PItsi6wvmc+DCzP/o5iK0u7sKuFh7IEy/+3zjQfXiPpwkFeI6xUKVSFkg9U7inDV1geuNiBUiGnE8oFS/ck7jE7Y1zY5crEE2sVLiWj6SV5+juS/leG/J8xuVA5UcQ48xq4x9IrLFfme3ceWrnH2o7L+RW1HWgP3uD6+OY/cn56x+GFMe1gWL5lt7zkSeEiQllHZH1B2r8jP/+BViaW5Z513XF6+oqxKkO5owo8JrBUSfszSRJre4FaY5QfvNnr5RnYQH15oN0/J60r2t5yvjsz24qeR2R+QT5+Szr+LWn4Henw/0Haf0DW/ye5fsl+/RrTFzT5kdLOnE5/omKUHMDYZx7uYjmLxLVFA4AOPVntZa/mLGfvbbBidnZHogMo686BhBRsrOagj9hd2F93vLvii7WCaXUdy9Y2/est/pOCWvNrk5HWUgCGawA71fVQm2HVGcMtgEyp0dhNzsEkf8C94zf++c5ErgNWu25uVDX0QNkE04kme1IzvxYr/p2mDhI3InhqiJ1BEjoccPZx3sBMDFqwmtyPas7gbD1YExjN/UkDZ8YUr7gmY+LNh0WDEWwjqNGS+wpavDLDcjBCFokN1e9FNYC3VnHm7BGTGWznupodGOlg4DYfussioaHbPLEjrmHq4fev6wkB4E1jcXDJPIATEtbOwIIapLpSpdJyB13Mqy8sqlgiRK+MEXh70kF61VkN4HxIIOIsYVujJ4x6HwMTNCuqSmvJsbIuHxJSVCK9l0Jylr4VrF3whMEcfosHItKGcHXOsbJ8HWoEOU0mGt7fwdQQuSAyRyAy+LpqF3e024QkrxiyVmll8aqBtkTM44zIVhw0U8XXaQc5xAFwTQGaBGhzBbojYIrn63M5gD2rN867eCNVoPWgLGR/HGcKgA7AXMO/aQ/IiCBvQmxEuEAAsSo+9xte+WMyojajdowmkQe6JIGfw4PHa2D2iaPF/acofa/R/yFK+6ktWNJe2u5BY198JdZfc3vUg98u6db/aAA65vOPTUrCx0yZoGuvY6AuxeC2dYhg3xMTnuiKZsFtobXLjdvqYJ9XEax+PelW2kOjMgAPkgnGt8GW7Gu4nE80nnZd/hJVCaGtTHbQzlYPSLkNjg1Yfb0OMYZtpMvvOQ+rsw07AOJwjW1gwuLzWwRkiB4NPeh1++VDG6zBYCI61tYby0cSosTI9GfTZ3H0euqQh0suCC6xswIHYEcH5HpyMzYkNrAulhCwPdfPOmJbQYxmi9uXkLxqunjCtAFlQHVFxa9ZUsaqYEtzebhVEDVSnjGFoqPvA+r9vlhObpuHexAjWQBldefASPXqEAfhsyfbi2C7M0xH0Oegz7HVYDZsqN7GQSsO4GVM7p0Fuz76/Ck7TNQlrlUYkoN+dQhwuXmCX8u9Y/RBFm1yweREUiMlw9p4JSyoQU0uDWLBKgYqyZOnyRvCemGDICV5/jWaudcWCeXB+8RpM7QZzS40WUjDHZr3SK2wula7LZP3+KszzZR6GSGPyOEFRsHaI5YM2ykiFZsrNEM406UxzCrUe2hKa++xdvSf647EgWR7mj1S5eJ7Zq/GyqMnk4ozdZMcfX8JsGdLnn7isE7u6PJpG5i+IuZxg4nrsotdrcg2x7dmzC7v5aBxxkH1SGKm5vty63uqs8ItBTi6JS/62otzSAer/LpMiOTh5D6MdUnCOf70aoUOqoJ26ZPeE2HrYxCn2WT68AkWTso1QRwAV0hqSgCnRNJqA+DpQGCK+8ETkOL7rV9PTwz40aLqwsHJAPNFQoLT+254J2C7EmTo0iNrXEt/fhJ+SzyLLXHg1ypbb53RfZvb6hMpYAff02m4Dn71czPgkqEdc2pcpUGXuP8xnusjv7yZfnQECNk4g5hX7COUujopIyW8r1BIjdYRrROWVtow+33YipDQralww5Pge4yG2aPPkyhWkyy4RNEQvWAiGaggWlAbUZwNr2bee4tLQF13IBfQH8KvUicIpDsEpdrO70fdJ0jN10qVIyYLlt6BrOg6QkuovETYY10WB2d+GwPFMirJtfRpNCtBOPH1KrIDKi0a7HoVWKM1r6DN6cFjt5AwI6qoTeM8zStmCczPk7Qu9+rpgqgWsBR+fPO+EFuSGFKL+SjHgAAbNHFyqCQkD06mWlaktqjWlUigZFy+c4Y2QdshydA0OwFKBqwZtQRbXgZP3jTfpy1dpaN+fn71vk/Rz8m81432ysRtu199n0vVMYbYvjtsKDKB3uF9p0acNPd49Vl0xAaXK7IWFbE9sVdwe5zD55Hqz0VWX2sEXl9HrA5YGrAUsmeGr7fkfjyLV6WLerxkcr41d04GEIsei4ZY9DwbxOd3zWBj2OAatqRsQ4EdsLZ3Yq0230NqvRajWk/AtiCrhVjzVu3p+6o09cqkLpMmJZL+FdSr9HSZkNXXsuVIQkZ/MYvAXix8NgAE1cnjJ3uMROXB48scPmudt7EXDNoYPWPA5RUtxsvHAUJOz0asTle/TSs2dDLAEnOn3Jrvnz3+d6qE+NRE/wmk/HPs8AfBj/3Ea79wPT+bAezXY+44dtC9a7NFANV0RmoCGm1NqEaA0Go001pptdDW6ANRXYLJojFgB0M+fZkfv6Ebw4/u+3OPn7zlD8f/+tX28Qs/cbqbAf/JS/m5Mb753Gc/s48+rwd3/fYgdaW9m5lbYX2XYX6gTKA7oEzUtyOpCIdhJVVlLnfMQ+ayr0iBdPZS9FQyGSE/n7CcqalS2sqirksKdy6Rli9onrH0nGZ3VEvQFi6nxLoo6TAhDy9I70GfoJVMq2+cY6NK2zXayzNpbAz7kaYLRXde0rRUyJk170hpZNCEaoP6Hllm2vdK1UQ6G0rl8oWgdwM87GB/T318ojyeSA8rdy8q07QizLS5UI8zYmdGeYax40lqtLBpqDT2+cIgUJrQiIBJhHZSGsZlB2Vq5ONKWlbm5cRyulB4RtEd45K5WwaHzOzICowP9+xzQp6G2JwbrTrYRW0Mp0dEoO4mZBpgeMBSRlZDjyt6mpFlIc0JbcI4KuPdgOodJnva0xPt8UhbjVYqre1o5UuwhZyeoo+Pb16rvcXEeJYa6yckzc7tR1xy4AvQTJreoVo2jiHlG2gvsfR3GF+Ry8BYEgwL9nChTUqbHhHbgVW0VPRUkVSwyaV5BiakCmO5w2gs5iyb2r7CMAYVEivTJZEXxdpMsQW1zGSC7PbU8RnGiAwNaQtajCYHlL2HDeY6uEwTJY2sU6FJZaGQKWiaERXm8bdUGYmqP5ItyGq09S2lXUhlApkcBMSw9o5q71nTSEojNVggLR9Zhj+h9oja4PZuWTAVhhRN0YpXrqwWOuN1RhkY0wsaZ0r7PWZPzkJJX6F5RYaC2YGVCexIshOWfZP3UsDn2FrR4zHChyckN8rwFS01ZOdlw5l7UksMx3u0raRkCIW1jjTbU54qrVwY20qmkPNI069QZlRWVA/xmUYrBewRsT9Ca5S6gD2BPAcb0Lx4ADUMn9hrfuawCNYoOHg/OJhBCWCyl7AHSL0llcMjDEYtnY1CAEx2ZYVJME2dfSFbQOAxom3kzYjNetwU8VpIt2wBlQfCUjsbLgLV3q8gGuJ2lokkCdBxD4ye8I978MsLoMmIcRjwpEvamPetN+niJgDfwPhwZCXKhSHsdwwDBslZNr6ldtDrOp7dgZUuZSPi8XSAtM6mCmaKCVjFmy8TA9athW2sp+ueF0HvFvR5kCoyRMDYAYleiagBTkYVALffL9vPfrqf8Kd+cb6xXZeIuXNsvVkzeFO1FuAC18mgem02ZxWXKOlgTLCuBWQDLYzbXjwud+W2w4NDF07wc8ccwWgBHDumGIynTYIIfwZEkmJ7J24fwMFFzCWeuAIytK7UHNJI0qsvroGFyz4EE3oLHrw/w9YUmz5PE7oxuokrcafcIsDYCnVD7qFL9ggpKmR6xUP0JSAFi7/RG/t+4DratYzbf4w+DTfu1dbMvFdYmAfBHjSlGK1ozB7X4hVT3ifDy9dv55kDV36lGfvEXrpdA8ZmQDZS7nXOmvU+FR147snHmEMpB2De53aPcAP4av1Mdv1cjI8PWIBNvWqrM+0lmGCGSxVtXxOMViwAqf66z0K/Tk+umAw399iv0cLe3TJq40Ft9sAl4rBIBreoLBLo0mJXMMy287HNkhu7YrZdmxP74rxb77m02SXPxXWAjes+ESCen65tgOM25ltyoicT7HpdW7ba6P15NpmE/kx8Nfo1ujFla9QdzQu372ohExgDb1tfgV8ZLPSGj9Hzw6veFO1AjFS3C9YilxcsfqvuAyrBHixsvLGQFNDOJuyYar3VAxev9pLqzTAbDhZohdQTO+U69s3/9vXbma9uh4SMtJBWDH3sFjZYtcUWeI6xT7hcTQlXoD+PLvHV7Xr1fjayYLq4xEXB93b1ZFDnQEj2fUGDudxKjkTd7PaoXTWrXQIykoZitKhiTCRPSpTqsXDxMXftWfNEqSmoIVrAnuL5iO+HxWX/JE2+dzcfO6sW7Nfin42kWZMR0hC2smDUAAvdPjrRfgn72Z/jgNE2+brPkY64WuJIyImvzc5rdHsaPspH5WNdsqWvi2uzZ7suFxF6FeS1iewNzSCcND9frCGDD5p/ba5Hl4/pflb4ZtLXpVz3kQ5C9TW9Nb4Pu7P5nL0is4+ExXPrSQjdfLt+/qtP2u1afPX2+UjWhsRKOLjX6yF+J72nRrv+zrq9kpvri+RyXMPG5ug/9yrAbVC7beuJBLs+kzhX36XlJjEiN5JXfq/jdq8uWXprB2HbGyx8VJGba/icw5w0AXGP7os269VLV3KD3+fgQHl6gnShV6Nu9jhkolwOSGk9ka0xmXO3a3uc2JPcRoTt3x45bivVRkxeYJq8qgrwPmkzZrd91ARh5+u/Sxx1X6dvE+rya9Jczsd7RHTWOzE/C14VbUjIE3mSoIEsqC7+XGzwvb+FXZAWwH7Yx1R8fjWvSuwVPt2ye3+gIYqbF0TdS3SOQAyCXGczdo1H6D59zBq7qWb3pRz7ckuI9P4hEthhiYJR8cSbupxir+QzXWjqCX5/IhFXkGM8Y3yib8214uATR6wlabEmNtmyfF3HGNeEYrc3bp8l1qrF+ekSlZHwtO0ceIKCirEGEW10WxrVkN6bzUIqdkXqzZxW2xIU4WDHM/PklGi/ju5n9CRkzJ/a12d89uaZSywv/9olMOHs46tLrPsgLhEJ1xYVAt2lJeYAbH6vRf/Ca8VUPHtdriRw+v4WydmIi3ztVJcZ1iABIsDE1d54Q3SXD3UJO2+Y7hi0E0l6Xwjd7LBv8lGFEufZKr7p13ljxqv7KqIR57dImki6Dh6+p3yOffs3SkJct6Sf/TVwDZg/473cvK0/HPnrt3/42k+94eMvw4233MzBW6A/GEJWw1gthqh6MkIVXSL73kveI0LssktW3eny6ofInPWmMrfAxAfX9Skuo/z0mHwwjvLxL9kal2yb5/Xf29+3weSNH7TdU0/I2PWb/vrab67nkxPuF577Jw9F0gskZabhQrIT87+8p14uLMNESd+i94XxZYE/3rP+ecfumXF4caKtylFectkVnp7PDBfl/jySamMqO3aqjL+5oyaY88y8Llwy1GFita+xlsnTPzPszrT0f6HKS6T+J6x+z9O649hG9l88Y/f1M3RO5HOm7J5Yl99T2wNr/ppyqMz3b5lUmdKRMgxcnj+DFcY/zZAy83iPpol93qGloMvvaesT7Z+fUy8j7a5iU+Pp75TTw8iuPGeqe5b/bWb+jyfG/6nw1f+8oneCPhfWd4XT44W9TXzJbziJ8idWRlm5R9nJyvPxXczRtxQGhG9pbUf5PlEXZf7vV3hZudcz09OZ45u3nF8fKeuOahNflz2v6oG5Vs7rD6wDLF87SK/fTZRs1LtCXcHaSKoXdq//hA7K8u2/w8Z7LH9NY0QfM3k5o+//SJqPjLwgy57DIdG+3JF3r2jTl7Q/f09dhWIzZT5T2jPK+u/J+p4p/54yDC4vpE+c7feoCL8ZX1w3n5843pXfIabky9+SBPbpP5PyE603sp3/R6w9o8lvaO05wyzkGWyfsWfCPMxchu/gPKBPX6NLYzgv2HihPjsh+PNS2zHVSrOVxc6YZNb0T6DKYXyNyIXp/YAWuJQnFjsy2HN27OCL56z3e9CEThW1lVSPNE0oXzKgDsjnjO1H1n3j6dXZK7uOK1OdSfMJ9MB6/x9Y03OqnZG2MP74HTqfmMvvWe3CkP8DuX3r+putUdOJNf0R8jfY9MyDuWWljj+yHv4F1oqcD8iq6NNCyso+zyRThvWJao23lzONC6LfoyocdiPInnn+f1Pqa0T+XzD+O08A7S6U9EAb9tjyA8PyR8o4UfJEa3soXyCnH0mvfwfjGXuWYJhYDv8dNlb0xSPalPHdC9Ils38c0PWM7AzTlZMdWO0Zyw8rTd4zpveMesGefYHuvyLbTNLFcf3BqFKpy4rY96j9L1iFpVZnGZVvsfTEsHtPUyNNz67B5Wcc7hxHebC65IDK3gHqYE5QQzc6Gmd6vCG+V7WG6zIG+6qF9IUEWywaXop5Iz5JXjoqLYdDzrYPmInLiQbxy6o7S4igWpDUMLzU32WcnAlWZXHYIUpV3bkUBwZUydmdv7Y+j8CpePVCMNo39vPWaHDvCQtbSazRbC4qBczBeW+MJ9Q8YTjDzwtXV09oDd6E0lZntZk6C1iq+biZjyl58jJmBKpcgwBNodXZm4NFM+PmVQkiFY3GfxvjOwJ9zQ4IdLb/JmljkUiqe3cuB4Ec1xTOm+HjIDVYW7aCSmjkSgQFCuqNO63JDVjxmXMugAx62XlZXC5DPWhqttCoiI3e9FMq6Iwx0lJGWkNtwRgxO4Q74f6SBkKu6gmUFuBiCz1YB0HU9ccjuYVBawk1pYlRo/rBEz8jGxsr9OcdVPJASDrYIkLL7uSnLhGTIthsA2ZK72EuqTnLVgIIEgNc91dswJs7Q2cvWU1YSZ7YSlFdEUGHV/p4sh1rpACrS1IPWsOX15umnNKaB9k6RaLAk6PKjEkwL6W6naUH/crWFLWGHJf2xFWvinFgyaTLYATQKtGAvGtiW8Gbu3bQakQ4+BTWJZJs0VhZI5Cxo699uf88+2bEsxaXruoSaQa02ee5BuvQXEN6SwAmZy1fE04Nl2kJmSWDa5IvgMMArnqcbe3swV5aHKxkQsgB6k5QZmglGGx+DdJWH+PQtt+8ZvPnYSmAtKiMcjsHG8CluxhDHwBpwTztusqRxHSgJPt8q9UZcKn5uUOfGrnaXqMnV6Oail59FvJznbls0PueYJmtP48WZx+2hjRDavTA0dGfTUqIzUiNpo4hVWUdxGkhTWa+X2yJ3kgkknzfYr3zALU3We9BaQcrFJdJ2CpAXJPfrMRYqj8fUiR6LOLZz7Rvhs8VIgEuLrtl0shNSWZUKbRhpRWhrYJKsALlhLSTr5WIB2v1+Ke1ikglm9uLmkNO7nwCa/GYErKbEa3UZXKgaLpg2TwBYfcOINoa/XwWmg3UNHoeqI1uQ9UBt1y9t1PNB7zh8onNtkkDfe9mV78F2YO4tnVvpmmSwQ4BmHjyoUmDfIL06L15agspjwUsUdcpFNjcNue2YChlOQRo4ZKHuo5YmxDd48nUJ8QWCpWqlWTikkjF/Q4rDSvVm1DvPPnQewZJNbAF2pOvbX0OlpHL3vejB2eGtnJ25u26g5pQfQJZUXsWzb4zNaXYaxbfd0qBNmFth+qF1E6YGdUaJhNNvwhb0SuYjlz7Enx6ool0Nuwtoh4JCEsx75QrmK/XdxtsINStZFpvfis90X2bCIBgS3jzWwLkid3Hl0ioM/T3+oKjA04OTHqfnoYDng42yvX6+n1FNZd9kJi8IUJ0+KNrxG/4jPeo8Mq/ICiEvyEapMytQqIDhAsuRbqHba9r11xo83M3jSoqc79xGx8iYR0Vg16x2Og9NRxMDTC0dUm8Dn35tXfpLolEtFdeSvyMA/DIzd7gVTkSEnvuJ7oMGK144nKruoiET5cxI/zGeF6ffxiijwiVZgdcu77v4f48E+5rNEvu9+gRS0+gTjzsbHNPGO98b0le5dg4+qxKIXskxPx5ATZg5YxX0wXgWUHQ8Bdn4BnI11j6gTa4P039MfwHb/6OjjGGz33aVpfNUY1eQBlMEioeK3AB6uz9Y1T8WQNeeeTzyqUmF5/bdYJ1h+YToidMJgojYobWGaNR1KtXTfe+hw0XX7nzhLREC6la960AOQATlfcYFwadyGmIxtglJOcIX8XXo6uohO+zPT7B6oDvUqdYGgfEMhKyQRK+Q62r2zDz5IvojEqBeo8sEzYskE9YumD5BG0fzPREkgGvnLyE/Y+x2qpJP3H0hF7Iv1p+g8kae1hyX0YMswewHb2fnVeTXfAKLk9YtLAXqoJX1Pv6bWFbpEbPgHQJED56CkX8ZKHmK2n2eygKbQeD/+zJCE/me/JjgLb38UqdnDP6WHDyNaghDbwu8ZzctlmXGCOsdAWqIZx8zttLjD2iq8fpNqF2534/0ddrzZF3UmDF6sWvhR2oYtG3RaJCSyz7udIjXhm6R8THz3ApLWle6eR+5fpRNUumyeSE1O67qPcvRNyWtnqk2zhPEA/uB29knfCtW1SRpZkuB+Y7k/fd2ZDmiidctCHZe8q4PSaqSporB5l4n0d+2b79G1ZC/DUQ/tdv+SWgOj5+e92/wLr6vOuRn3j9o3P2c/WAvnkA682X+q9Dr1b0QzaqxfvNvEyrXXVtP/jT33t70g4IfHAhP3PYz/3w8T1+9MoH/zDMZCNv9d/ZzfVsyYibz/z08QvX/cFH7XPm408fBlIi2zclSII+S9hdwmykWWJXF6ZHpbWRutsxpBNaj86O3Lu+Wvr+QqoTWidyFcZ1wBJ8NzQKwvvZ+zKwB8vO3q4Kq4yoGdP6RLIGpTmTaMjIc8Emo2Hk1jjUwrkasyRnbe8dQBqbkiTT1PVl5eRgxDSsWG7MdqGaUUdFW4M6IDYxPjTS/cKhZnJV1vktJS0sdaG1gg1npi8TZYB6FJecsAk97rm7PGeSzJh32Gq8eFrREerzxCJGzlFe/TT45jiAWfN4uAlcVuy0IGVFqei0Q+8zNh4ojFi6R1WRuiLrjOYLKf0JTQNtnGhqLKnRmpHzQtJKHiZIiVoztgpEyTf7ig0VzmBFKHPG6oi+LkxS4R7Wu4YsmZT2TLJwXy8MeoZ2xqRSOaBq3E0zqo15dwc5UQ9fcC0D/olpKmsEBW+chSsZ5J4qRhNhVQc3lTPYQNKZlFeaXqgyoijZMiRFdk8gvseJGXoOve2cQQeW/DXGQuIvCMbaRgyh1IZKcf8wpBRSVdJgpNQokilzQmVG9UQb3SlrwxOW/uKB9DRSs7JMiTbCoC7tYbGbz3KH2AG5CFlhyO60aPMNSfQ5ygMqOxRFzRksDkbdYXWknJV83jFc9u70TTtqPVPKO7RBUi99bDKBJhpHWmuuyGCKZA+6bT3hG3VDmqLTBUmPvomVRG1nml0w8+aPzjos1AZryWSraEowrsjdd0gaUT07GHPZIaa0yNAvzxa0nGMKKHBCecfGamqP0GakGrmekZpoNRjAuVC1sTCR6p68PEOZSfI+HNUnmp4ouYGmcCR+7bbqLEc3j1emjyeww1EQd847s+1DdlcYyT6f7cpe2BIMPRgU2+I8iaDWohxAbgy0BRblOt+ZDuY48ywYzj24tM6ojWA4mLMSYOHGgjIH8G1rUNgZbVGy2oU4pUsTRNNTM2ju/LqTLiFzensNnb3sTrT1YFM0gCkiqI57FQeVhQC5e8l8lzqIQM2/Lhw08OCr65bX0KTdWMkBWgYrcQMoLJiDnZ3Tn2swRaxfd2cdUnDWtDn76Tb4t35f/XzlF5npHx+bu9MCrG/NkzgBjoi4hqqYOvNU8aDNgr0KmDlYuAEoG/jXgYEALcLuXoP1zsgOYkb3NgycvegVqCKdJZeu55SoZunsx02SKhyZrssdV9WJ+N39Er1+1plw/Vn3sazbmLeuRdCbDm7D3tlBEXBKMNpCysNuWJm360k667z2z7ONHdvzTzHvbpjnZp4woctKQG/a6zyYqOaADZCW1itFPMHiP8V14r6KdNBems81C3scjHXpbMfw21pvyEr/3aeOsD09ECd6MLQuSxEJL8K2bWztWK/iSRn/uTNW+3P6yIe+YaL2vzo40aXkrvS0aJJoFs+69jtiI0hFabvE12/9H8SQbaZ1Rmmv4OpBZdfI7c9Ur8+Smwa2WymLRcKig0KeaPXL93GXWE/SKweiCnG7wE2Dud9Hr34LuaoWi6ApvVKh28CeFOrVOUaOedrBu27HI5kaj0x6v5s+vbcqjG6/+rwuV9vbn19Lsbdd+7789bPsFUXxuc8+7OZPZ/PFumLwgHqTBmvYiANJ1ZASvRSIocEi6dSQkN2z1mV7Yg0Eq19K37dW/0weEBsCixYH9axAtiCSd739tEnt+HrI/3/m/vzHkiTJ7wQ/oqpm73D3OPKorKNvcsjhLBcYYIAB9k/Zf3j3h8XuzgAzmCWb3c1ms6orKyszDnd/h5mqyP4gombmHhGZkc0mMVaIyoj37JnpKSrHV76C2Q3YDlVbAKTdGeBI1pPPuYQDQyuy0MGYqwsmiEZNhEw4pkssuwpc42yzeMHRxzyrU2u4MEG5AXNqoU6bZeamgSTz+mKAZ8WtZ67rnJEZqcXpyQYJ4ESs1xTB9xp9H/EzqJ6BAbUS4PTYL1GvQ6QX8ByBjIa8MHGaF4mMCbEReOGyMVClUl0uJ0/3wJKnAls4uSXv2OpRH786wj7HituuuXXt+X91kaMrYr8jcGPe11S5VdYsV8i7Z1vgqa3eXc/EeRG0Ist+UNY6Fm09DEPcubyR9d/O4eR97P9e9CxYN32/epBDFzn4VBaw9s+6LhA6AD3bqXdMl2dKzz5DNudd7IlNtll4NJ7Ji0ASLyPR9VLZtN829xPtsbVNy3NluU9Cvq6/WymcpI8vfZ57MGqjU/ef9TGVdaY+/+p0jv0M2xQIxzNBO/vGSmWYggYpbBoCyBJBiV7jDK6xNiPgH+APdzT298fcdBRv0FC5fnFByT4OLWocLSCJvHbdEmJO5SJE0d6euah7n7tut0iGNDzxt0lfz7KZF8TPNzEo10DP5zjT9r7PUy+83uKMG+MMCgCESCTjRGBtmTunghOb/DzTeG8qkPcQzuRFLizZZQEqIiG2d7mcHIgjQdOTgqbJg/DGGjgbws6TWCoSS6tB9t8oXosDHUALVAcieO2qHiwA65n2Vj6yf59estW3YtKXtQbLGlt11wo946HLrwikuCxalAR6trd02zXqtEgvBm+bTNKuwPcAohB6ma1ilrToq96mgoPx+rpUevaHpbJpS9iRW9rLbmOlLru7vhO0XwFWshhHX54eCF3qWRFtTepjsmSOxlmwpknQZaSPslOj+nzFGujZTUsAup8PAeTaZmEt8iZsNMAieLpmbvWaOLOv4SWrZRNAXjL1tv+NIEtXv/teS71+nwRIR6B2wFqAc3pm209c/4VBiM8RoH1B2dL+D+Q//bP40jb3fux9HxhB8pHmbA7w7iT4WHP74RuLu9MfuK3pwl1EPK0zJkpk27gQll3ZcC2QbQ0I6/1f8ur7Rlr74QJa1u+ejMtHFCPZfvfxeViP0O3h+7Tbi2FrXZ1aN/mTV9v2lT8x/h8096cUu5+4DOSxkprB7oDtE8OvzpSDcnl3Qz3tuHtz4avvrlwOd1y/eIm1B+zyHXKb4dVI/uHM7j+8Yzi8Yvz6lrHNHE9XHkvlfz9cmbQgD19SSLx+/UCicj4/MrXCLHdIu+XXp9+xn0/M0y9o+gXy5UT+pmG3lbk1dvPEV9fK9y3xniO232E5M8yFu8cdDCN1/5JWG/nNPSVV7l490sbEGxNaG5luZhgS8t2BPCde/HfvSS8nbv/6lvGPI9/+8Hec3j1yCc7HF3d3vPy3d0wG1z/A9bLj9HjDob3g1fwryljZ3z5yPF25/e07poPx7ovCdCzo3UiajfwPd+RrZn4BlmeGNjIYXN89otdHiswUUcaXr9EXt1zTLZMcaeU1UkbS/B1cfksa3pCHv0YOX9Fe/xumajzeV1JqHHaNIcH46jVK4fp+RC1xHB6cc/LLE6QJnYRmA/O7I3Z/SzlduPv7mYdfwMMXE8cychy+YMc9r6bvmdlxHb6jyYjyBYdB+erle65Z+MPhl8zjkeuLX8ch9PErlxmYafJ7d7Tmf4mkGya7MEtjSpXGe2qCYu95Ub5jV94y2UuUO0pLntJdFDl+y/U08FgP5Gvj8P0RGQfSlzvaeOTx5lekdOY2n0Enpvs9bTbmeUbsynAwhpwo50KpI+WlkQ+Vy7sj5/uR8fBbht136N0e2+3R9h6tf4sOX6G7P6cOwnWfGIvwQgyzyqU+Ygrv+SVJD+zfGIWZ8e4FIsa5QmtKGf8STbfkkslJsPaI2HtyHpHx17THHe0xMZxfcTh9gb6otN3EZfpHrufvQZVcBmTYU/NLNFcuh39EqrK/HEg6IPkVJKU+vHF0XEpIvmF48ZZ8FPT8kno5MPMdjbeegaYG+gjTmUnvOFVl3ybK/oDdvSN98+9JLbM736D1S6Y//s8oibn8EUpl/pOKyEQ+CdIGcvmWIm+oc3a0zv0jdr1S5pGcCnP9hta+ALnAeOFaGo/pJeP0Dfvv/4px/x27F3+kpcqU3lDLzHVXkTRw4AuE8ZNr7WPCzbjiSspIp6lQZi+A2dT12mwoAyo5AOyh9CUJ6oZQcLCwDRxlbMWdj7ooA+4ATODnmoRDpG0cImZrXVQKyGE9F+QKdo6jrCtvTlckubmzS/ehYFWsVWo6AZCagmVMThg1nBuhWPWidwhiV+CM6eCOfvXClpITSRKK0HIo5c0pViQKnmKTK0W693HMZ0dCa1AeaYpMhlDycaePccbrNIQTWAevMZCvpPIYpo9nQHhtiITVG1YaFw2Fz7NtfGZ3OII/jKYSNCPT5Aq4ZaTFZ6kbwU7ZYjJ5f3OgYZrXifBnBoJXdKEu+hnLLVQUI3cKpjZ7Rpz4pCfZkWTEbEbb7KjpHMjGpVimo8GT9MLRMyK6CcD0gsaekZIi0KXmSH9rEVDoSrB254mQpTuQM2rFaxQkR7UvsTcExDllO9Jf1DMHmkaRRHWFX8PZQi+ybbGuyXRaBqe3qGGoRgq4ZTxAlWF0R4dIxUyoFsZOnn08IkW+5bwYC2mTbispAC0tgnAWaOquWKWC5eTrrnYqwx1em8ULmauF8ZzdAMh9T0cAzrMEBGrGA20GCbweh9LCsFZzaoUkfjY7Fcr7WFs3COpFbAGncRJM7sA8A+an1ls3BK0F/UnagRTE3oNFOnkKI9XAg0fdMZCBGdPZn9OLRfa+6tYJ5MhdD9AEFcFSG6IXkOwOuje+v5ujCyUCq260h4O/L4R8XX3pZEfPYRG0bCCPsYbWgDEkR2GS6bVtTMpq1BtgjqrrWSqeeQToztHcEig7Eed4Nkda+jo8+G+CvmmlVnfnzUIjsQCeglpDx3D896KaXd9PoM673ykXwOsOSA6jUvbRt+ZOmpaX37rjPBwnc2To9ODR4iy8+rzidBbo6GMk5/iunyG6sfdCJshae+ZzDNn1CoPfrmDN0a42OBey7WGakekMtzN6M8OcsXMm9xpACXRI4UhQJDVSmTywd42g+BwBlH04nd7d+nmbm9fs2N9A2SGDA1My70nphI3iCOGa0TqCFeeDloaUhtkOnX+FIxjdkVV25u/QG7AJkT8gVDR96et4PnlmWtm5U0wT2rKvG85IHpEygBW0HWI9hyMeAw6IvIR0IQ3fhd/Az5mmvwQSOT2ANVq7uj3sKCXvl1UaR0ddt3EBGRizBwLM6UPToK7LzbNn3gRY1y6G7Rr6CqiV9O4NpsXRsiRkchpImd2GL6UgZaAxYsAsXuNs4Ehm51lmtaHpFku3JLmAnEhtRiYPSKQyommkDsXZC2pzHWI4/CQy3R1JgXyXtO4z81PPzOWRrAZ2OOwcKe8ockfOJgsqyW6NJ5fbT/zp2+XfOTMj8GhRYFw67aU9+lnYg7fSAhjiAck1Y7RTRkGnR6QHGRHfBLkLmBCEnapxGYjwKSxydsYdXZle+HXJxhONIOpID+RCRmznukOc207LIq4HCyzOryUOHC77yCxFG52GxN+xuTn1AKvrOhYOUQmaTsI57Oe/LB1biKbk7IHHJYvBJ6PXnTAcHd+hJk7x1Z37gViIrF17QvO1Ujp12NHnXwnPbhKEE8jktdwQNOp9mFW0eQBCU45s9hJjvwceELmHZNhw9DNAD8CMyCNL9q10Pb4g9eRjlI4QdQYcvaiQehB0Rm2m8eg+43l0uZZr6IIHt2k4ITYg9Q64Iul71wnaFQ/CvnZdIfTJVrxmmob5kfSKmGdHm0hQb8KS2ZEvMDy6DWB7kBuElx4USF4XKUX2uMoRp1ILz1fx89PEzy3hGGP+A+gV7IDoEPipBMMNXsuhOkqd4qCHFFnOTDS7R6yQ2it3wZXYJ/WKSCPlCWH25EAreDZldrCgiLdZgtpYgTxHltIIzcF2CcHmHUxeM03tjKQWNlrzNctAti9XfegTl0i3XeuqK+DPWYKCInigt2Kc8HpbBdHBgVZJcKDB1fXQFvJQJXAZ5nu270k9ervU64N4Zlo47VMLdroU9Jn9fDe3D9k70DgpojvEjpicMXl0i80qyIjl1z7HOoVsibObV7jsDLsr6I6kekY07c7XVlL/XgvW9sEY4DVDUgRYEuJtGTpw5NnYRYDYlqz2AH+o2yKePeP1Zry+24RKI5nGs8bIuj/T6ZIcfAAWICGrc+hfvu6MG58rOeM13R59jHvWcQSrFpmlOWiaU+j9Z5ALJjvPdFA3qERcRzRJWC7QCnY9uv46Pvqzaw/w/Pj1X6kmxPb6tJP8k9fPuf2T99rTe/r6/dT92++eOf4N3BESaEVbFJVNRCU27BP06gdBhw+b9rQN/xRn/acHS7adet53izj/R+Iezxr1ib8/v+cT7dgGnX7sET96GSTfwMmM3IThtCNNxvV6QHWHpEYdKnUn1INic0NTpRnMp4adlXwxchZydcNwSgdqmhjbxXnRd0ZGyVSSNUZ7j5Ap6RXk4inGrSBzI81XUqskUYZrYtQC7cx1nNEsZBMXZFMjy0y+vXhk3M5gsEuFnGKjqzCcConM/JCwOZN1IIkyXkZKFrQdmdKeVtQ3vV4QvdJGuBwrek3IOXvRwAl3vO2dCmAO8J++VhihtIRNGb3uoSm7lJAMU5qoCWxfoQnJJtJUYZfRPJLYMbBjSBk/rxOXOnKyI+/zS4aU2DO7otQSqTlfa5LGflfJltDr3gvfleJ+t+MFRqM0hTnS3YeElgsUQceE7JyTNl+u7sBOynCFUXZQR9rDgB0FvXGaB00DWgp6eEEbR+Z9Q39EFkpKmGREdq7b6oHGMWLcM2L3ZMLxiDLPD1zbe5oUWhrRvEfTPhxhkRKvJ1dQB0N2hh0a5IlB34FNqI4BFroiKNn2CJmaE1aUlCuilaSvkfkuigVlLB2xcgCOSD0i04BcEpIOznGb3RkrWkmXR7RFEddUaOMdyQ6ozShXrBhIouUDVRXSDSkd44DzA1nLBcmJQmTxDCNqlZn36JCoc6bNQmpeJE3sBnQfzjaF/IhhzLJHJFP6YYdTV5RdQ4oXrbb2QGsj2hKiJ7I9YPUA9Q7yDik7tA7spDHk7ApmqSS9QWqinfbQIM9/cIN8cJRGSu8gXZnHM6IzSSMrwy6INXR4pKYJLQVLhcpMs0ennZSBpHcMNlJsT5b3CA8oV1SNVpMHBziQ9OjKoP2cIASLQWcLQqore54SjHRURE/3dyXGLBCeGyG+itvu1elYq47A7igmCX9VdwR3R5DQMxIsfiE9K6MfYkthxNhU3alGN1RXRJstXmCjozG8ZY746UY9PXtD3Cm1BMfzqsx1Y5OleDf0bALvajd8zQ0bIdo6bNociJDgXXaDvjsSVtTzyl3enON7QfD0Qskbo30z2hBG73IcepaAU3z0eyONuAdglpsXDzudV7nPu8kzJ0D3TizOpM+9nuok7sQYAqHVe9ERrYmOZpFAT1sgxnvBX++XrmtuQU6u6y9eFP1poXvE75+gAs0NdFkNf39uD67ZMp50xD5OT2ILQhUPmiD04qFCCiBqUFctjume3uDtc57kgZ5tsZne/mR6sUsJRJg7OsLw6vNlmzXbkW3LtMWXEnsAW8eUKGYazqvebw8OdWO7y4Dt3G8Ot+2w9/nerpUe6OtcxNbfEc20TkMQe9j6WnedST9HN18oQaK/5kG6pe4D63+c+WZdcx35tw7iOg5bVOpiSMoWhbp2d6GCWpBgadP/vL7HNj8KOSpqLEg0Egsqt/N8W1qa4Vu2D7qGjO597EjUeIV1dGxHAncbQV3OiC7TZtqf0x2Ea5B5HYON4m7rkKxniKNU6WuyNyQp7uhJ6xg8kfu6rr8u95eHCwtv+jIfKeZyu/DNx3rh99v0E3sq33COcqeui7NvybjqZ8nnXOHgM3zd2oxw8PZpA7v6V7l4sFR7lrvvIZMdUByYILgzguaFlS1jOsYR1+chUME9Y02TU/o1Ajgh61xLWmSeBzc8g82CAs9pLTwbdnvEWotzv0df0wGzFiBRxZ3AuC6gYMysSPsITOQcwMl4cNt3cezjhWfrYqOf9bGvFv66Za/a8u+VRAgixcId/KngGVUrG4CL+OQ83VkCZCkxLAKpU93IwpoqAd5b6iukmNOOHGZA8LoJyQLhGfUC/CEzwgPCjEjdZH1Ef8EdT5utn9YI949cHe3e12UfBZff0Hnd+5m3LM3lL2a+bp5mUWwv3fzAWFDI0s/V/qiu8K1tWM/deOmzGi1PuycBaF8/tQWJvI2ErL+UD9qx6qrr4fP0O+nO/jjvRHIgdvt+6P3v+ld/9dZo28gbWfed0LNgXKeQ7Xm1XO3pY5b5W3u1ZA4vtEy9t9v+sMr+pX9dd26b92znbju/fV63utbPvTb6lJnrHRI1HoBeTTqI5Dz7s89Xdy522RJZMtLpUPs49JokdEejxh6Z6Fyt8uS87baIn4EdFS6YA6Sk6xsZtARyepWhvh+njcpiAWbpc2HIosvV6I47qFe09XqWoB0c1c+9NTMJjI3K6dtHtzoq6x7qGZGdesv23k+pWIoguqUQZZELsQBCNADMEexKIbcWtpXIVF3e5b645bxbdIRKBzkRO8Yd8oHcN4m/Nyy5492BHkBxndl6dJ2ZNWPoU8srstuk21Ixtx143cEbeI2gZQ4jw9KwAIp43VU/c7r86rp22Gy9PtmydnzOZQFpaACbut4ClkIL3MpWKxGg3bqz+76LuV/2bchDWUbT7w7zl54ligfug5piXTD9bOzLqa+5FE1K8e/+OcaS8dH1oFirXU90mjpbx3h7voi4LtE/s54BsZUfxuozcMCM61eha/QzvGfIiqz7adHvus0Ve77r4lHLQ8iYdvmcog8xX0Q9L5mAhrXYez+11uL6LwxCfOyQffrxBx/Y9mZ79vVGwYZ1oX1KVn/wuX3kC3n6UZ8/Iwwv23wmyzM68nNBRkik5cuz537QNxcySzHqZ7ewUeS2X5g9v/FZuz94zvMm2NObt0Ox6fOTQx5bm/jkvxuahG0btzd+8KJnn39szuwjY/YZl4gh+wtiicGOlEvi1e9fsru+IL888ngYYQfvD5XrjXE9Xr1A7jRT75X5d7B7qNw8wijC7joyZ+H73QDyyC+n97Sh8fCl04bsf7iQpitS36ICafc/IMMr8vuXWD2SHx5Jl3uGlxm9y9w9vOZ2eonq7/nDFw/YvrGfK5wrvD0wvL5n+Ms/YNdC+sMZsQM3h28wGZjqAZvh1bsLbRbevDnQmnB8tWcYEre/E3amPPIrruMtl5sK+0q6fEu6fs/59sr96wcOb3YcH/bIrHA1uLvAL79jfkw8/r5gNw37HydSS9z+8YhdMw/zawzleLiS9pV3u3tOeWa69RXw5bsTh1PF9l8z7+8YOLK3PVoEy0p7zPzxfseb9jXf7l/zzXDiX9lbbE7U9yOqhWEqjBhfvqjYdeDt775gFqP82Ru4uSK/eYvkxv5vXqLvBx4ZmI+NfPMdyWb06z9BXnxJepy4uT8xX5SHS+PlYBzGLymPX5DevGb+5oHrb/6AysTJXjOPB9qrX1NL43z4Hk0/UnRu3PsaK04xUs/f0PRA3WVaPjHWvyXpd7T8G9Re8Xj/Laf7P5IOM2lf0f0v0fILkibSNaGXH8iXfyCXgfzlDRyE+asLqZ24e/NbtCZO7SVqDeE/ka0y8A3CyGl8TxuvlPpItkf25/+J4fFfoukRGy/oTtFdIl/vyKcX6P2EvLkyHQ7ML+7ICOWmkaYH0v0/OLp312jjS66v/5wkA8P5O0xPJHmF6J7r+RsqlV1+TU47sB9oemG+uWfefU+eX3NT75j2R+bdkcoP3PN3tMtr5sdfkefG7qokdoh8hdmOdk5YmUjpH1ET7vNrSIWDQCYz5N+QZM/tFz+Q9xdO598y3f/AVJXWrhym79jN36HtX2PtL0gvjHSrHC7vudXvsXygjS+R8hI579ETTL9PJB7Zjf9PGHfMh/8BkpH5e1Qeeby9pyHkt79hmG7I1+8QfUe9O9F2lVpf0eoXaD2h9lv2+jW79hV7btnlF4h9R87/B6QHKt9T64Hrwy/QfabeFVLbU9/cIe3zj1UTsOIod6kpMqSbKyYp0mnFOb8l6DLEcjjGd1i6AauYXPDioqHYhMKTgt+005uoBhK9a1HdoZQVsmBycEUTj1w61yeBCnO6IrMBEUfpu5J8ATrfr4TzwSnNkE3tB3HuVYniYW54dASbOBqcwTVCqwFUEw+oJgVtqFbQEamRKo6jzeg8+MkVY+dfT6CHeFcUVOZ7kCtJbxHLaH7EUnV6PRtCfzSQC5ZqBJ0HyI6I9doVjgDWUBRTGBWpG38dNRg2RgpkFepKt8jVEWJWMIrras1Y/O+pK4GrU9xyDSW/I99i8WigtH/GJW0OFdKdMkPekyRF35SePu/82W5gJQwzQaNmVs0Wn7uTVFtkFKgHLJIFrYHEWC3KdxRUk66WFMSSo7sESCMiI2tBQqMjiZznuTmiTko4vBrI5KBy9bR4zWAITd0BmU29ra1GG6IwWyCSRKpznNqAtIHGTMMNOSuh39dY/1GTI3eHbXNjXQbf81qDjrPbCCkcsb0OSqRrO6WI1wVwBKMb6NFy3y86eeBZ9ogopae3h+Nx8YUGot4Rym6o+X1dHrjxKOzABj/rvGK7O2JzQ3P1uWsG0mgSxRqb+P7Rnp3RHU6fvpaCqRLOLHuIdsLiEOm6tUAv1O7WfDfguoOnO9Ln2MfBGxzPkrQLGXL2d+oezwLxjA1LCShYGzwTKu0hRXFDUXpx6B4IEWtIjd8ld5A433encooAOuaZAN12RsLRsAZVe+DG/5i33RJo1Jrq1Ck6s9BRpBSRHg8GiMze/46i6O3uc1zj2d1UkjCIO6Vbz47wmYFc3SmR9kuWhnMYd6o0xQsNbpwH8a5ej8M0UvqF1VDtAYQevBDzDBgGsGvs5U5rZyzBsNTHaQwHyiUWiu8F4/IRm+NTl5Bwmg+rj4hWTF4Co68Pm7E8osMdSkKvERAXg7Tzs09BJnx/5NmzhfIEeqBOr3wqy3tElKQ7//1w9ayrefSMwmuMkXoAwNKAyt6RoRqOoDShRSKxJWPTQJaZIT1iOTEn33Pt/AJJUG4uIY9+6YC40/dQZ7CvXd9qJ0wCzVwU+AJ4BWOFXSNNE0xXVAdaO4JULM9kRjIFdBfoZA30qCDlAfDaGYuzf6F5EZzuxFeqWIM8YumA2gk1rx/hJqefc1IyMjYIij0pguwLWma0eRZXGkFaJl8lnB4hgAdHaTce8Cyzl4gVhqqYVizfY/kRkz0MO0TfIPaGxIGUjr760+h1nvKIMUN968AZbhCBQv2kq6FfZlc/pCODdKWm686qrpc4kGfZd0uwewDz+h8mnaM9ZHS34xeajcSS1YO5/A6Equ/LAAFEDcp134Qs7ZmLMmNpotPUsQQF/N9Of+eBfUeth96HYT1g2/sRgJn1CHB5slDHhBxFW7AzeZuEjEhwnS/OuJDt4rVnRPbR7t7/7px0/bMzUIiMLovCZ9Of5g7UGRjxzLg+9v2w7Bl1GvIIzyjFzzjXiSPTzyILr2eM9Of0zA9RRALgFfPsMWw/t2wJTARdKYpnf2VIR++Xrlzrn3cZPQtGqp9dFKcrSiG7lTNeQ2adCkkgVbBJMBGsxNzr5GC1DY2l8+p7BoDkwY+3wZ2opj42OTkNjZpnbpt4BoCIesUGmZF0RWwgtV3oQBFkboAMaL4ipiS7AWaUCHCEk1XlAlI9Y8sSSTwjQuIeyfeeGVt3SBuifqMrbNLGniSOO0nP0b+GidJyWA4BFp6b9z91oFbU/5DUQCqSTnhmzAtERyyf0fQeOIIeQ3YoPWPRA58X71e6IlTS4P3weglOsYolbB5D1sa+r1EzaalVdcLsGm0xPFvRM7aEUAU0YelE2r2L9ifIBcYDaobNPl/Z7vlJZLr+4At5cH+nVc+AFkfugeyBAbOHAFDuHHTY3Z16BS4Ie5LtgNnbLwK5uCURtFE9INIp9UQe3UbrtepKZBxGxhc5AA2KB3g6MEP3Phc9E7u7j/t+MZbsYksRbAv9kKAxdNtCHeVPRvQWsT2e9T/TqWglai1KE7fBgzHA6Ytt0anpoFa9Ii3GdDyCiGc8EJRQXRaZYtyyGhxXJKjWulwR+n247dB9uWIB0s4It5g0zwgyEGaXSQ2fILkAgnDja8F6lsbRnxmZRRb7ScgIB4ikOnJG8kCncBWbQc8+R/nqY1Q9S97yj/jcNtd/g0yIzfXzJO5nXh/1dn/88yfOegOTFQHWb+gp9AsijdAPLCb1ycOePt5cIVvOvY/f9sFnq44tPP3hj6lE0l+4+e2nL2OjS3z08fbhXz/ow2dM4Gc1/6dUvee3i9uDJhRLjJZAJlqqKMX3V7piZWKyC3UuUCcv3jdlyimR64jsBMYdLTdsSNiYSCR2VWlqnK/NjZOW3fAsB9/nzVMQG17PIO1PSGoUE+wRMhOW+uGfIQu5iNPwpiu0it0nmJIHCKxhwzVU02MXxf5vvWKa0KwsbCQmtLmguiOJMYhSqpGvjevV0CkUmpRhTMjRsL0xD+IUIGqO0JqP7nRobjz0wp31ske0onoOR8vkB3YFa16/QduAqkadACNHxo/RkFQYsvOnX1uB5MaVmlC0kEw5NaAl6m5eKESkQTq5rmnVD4uUK4mKDAkZhzh4QPZKKg1JXuSxDQOX/UvUDtgVZDDSPEE25rynasEer6TU2J0mlmKKH1teJRS75k44LxrlEeRkmcyBzA3CHWovMXnnBb8kKCC0RVHH0dFy1QtMibhBp5ZofZYtFPFAmyTPQ0dSQkTJM6BCaZnEgCWl5ZkWTmnJI0luMTvS2gG1AU1OA5FUSBPkRyG1AW13EXyZEdshzY3LNo/uL0iPwETeJxhGhHvgHV5kzFNys42oZqwJKVdyuZCseaqfKGKPSJqQMQN7jC+ASOnTzsdJOJrDcZkUlQuWLNTyxKSFuRVHOiSQOiJy68iZ6kWERQzJFUoUGk5nhAu5VqQVmhzDqeCFFMVOji5s7mzIoTR7cc8J5UAzIZmR9Exu4vRHOmNcIV2wfEXSntzCkBkbDOrKveLF3mwgTXck3SN2CKPjM6/uTAYcjbmhRGKDaOhG2xPjtqOLO9/kKp+t26HdZF0yATYIvv6afpYogbg0lxPalZxwBoaibZT1TPQdAD0joRfKI363IIeDqkiI8dkEEKIJq/3dnQ95RY9YYuHC7IoT0DPkFo/sk0D3xpHWHZ6hWPXiurb8v26Mf560yVp36gYCZAEmrOe9I/Li94G66UisFdHdmWM3zoItjzK9wKHTRliflz4wQqBiFHqKfxjiP+dKvVmSIrsqHBtdP1oyDmz9txF7ymmgpCN2rTsG0jrO9M9jfAKZ28fQv+n1QCSs5NC7fCRZ0OTbCZE+1v1/fYxzbCNZ7pXOa70AS2KfmC49e6KjxDpdHDwLjcZKw0TUVXC935b76JRU/TmbdbigynvB4CdKZOybXi+io+SezLmxFl9mXXPI6nteqIr8/bbIlA3qa+GNdVS1QGS6RB8s4QGoKRDWEaToRpyUmLN1bj99deRh9FE2f18+6583Vrql9bkLl20Pqi6UGZtxJ2hPe9HRZQ3HYESWjjsivP+CB3zpGQYQa7avT9mIkHAkdVTmsj+iqYvDTNZ3LhkELGf8Vi53B+aKlrNVMe+yvmfmiLAYm30vim3aG++EzfebuekBn/7ZMsbddtg8c/Oc1Sba9OuJ8ZCWe5dx2FLU9iATuEzsZwwWluzHLnkyTCtSdtOMz7h6fZQFoJxbyMr4051VRKF4UjiiOyLX16RFJoEXr694fcAIFG33FnjwPkX2mPoZa3H2OOq9ny15WRouQ5yz2otARoOtZyEp7uA8A+IUFSJ4MVmNwFFk5YuwZCNuxs3ifJE2u5O6L+ytjIk5ctGUYt4CFSls7uvn67rOejA5pLD3r9PuyA6xFGI1KB/MFtnhTtoUSG1Y1lSc0U7Z8cyJv+xRv3HJoIoskHV/uDx+ovvY5tkEB3cgNp1okcU59OPX2oaVlvmZXFvWSO/rmsO1npW6/ubJf7d/24799rh6fjZuz5TEVt9Y3mPrWbDIMdnu8uebbKOXwUZebMR5/8eyv7dybTsuXcfx8bUnn9vm3o1s7esPWGtldNBAUPSxodGzji3eyKblz3qerDpNF1O2vvvJuIZnsc9pnN2LTv18jJ/Ix8i+XPrZZUV6+lx+JiFTnA/W97n0rIM4y0MXWtDbIkvzHJVfA9B0AyZxzMjaTisx9NEvlSc6VZeZa+2LCKJLp1sM1L6ta85sAI2ATpynRsV6/YnILpQeIOqI7mW+Qrr0raU+9iY9cJ5Zs/pibJPvAUvhqLb56TaTjtrvtgObPva3bnQ428XLSxx3vTF+VvgO7/ZPyJ9eq6nviw4s0NARekBtyaHoiH1/77IuDdd9NPQScR38Sb0DiDOgn1+rLSQRwJHQg38yE2JZYwHY2epGC9y/rX8WJTTWtszL+b9kGgRtzxMdAUIXg0Uf89GOdrLuk+7lX2oz9LoPebGPl8z5JeNqu9eg24F9bted3uWcz8sCiOvrZtETVhnVs/d9L3itT99kncJqlUnP5YptdbDtmD85a2E9q/utsZe7HfiEwqY/39ae9Rpi20wQP+SezsOTbOONfbIA7ledVha9NoKqUSNZwg+ITCFnf16m13/dIMRy4D3//NmH8nzAt59/9AGf8fJ1E3/4083BY89eK9uvt8JgVQS8aU/bsCyDD/4C62L5eCuffiCbNv6YQvSx/tm2gevHm/UQJEybtbt5wJPsjfWw7r/7eHNk09ftmNiTW55/9HOvPBQyhbtpx66NnO5+x2N+y1t5wYMcaMMfacM75PqAvLsh6TukTex+2HHzhxu42WG/uqPtjfPLRxgLw92BMsPt91fqZNz/wxVl4HK4hZKwF7+GVNAfXsN15Doo7dg4fHHPOBjHbyvlPwnTr77j8Rd/YDwVxtMtNmbs1tP2pvkH0uNM+3+9gJSw3YCWxvX2H0llz/G4Q1PicXei5sahvAeB6Tgw3wiXL2fYGfVvC/rDnoM+kO2Rw7t7dt+94+E6cj/tSHJA97dwY+RfNFpOvB+PlEk52EQ67Uh/9zWWlGs6YfuKvHYj6c33r7CLMNUM+YTot6AT83WH6MB8PlLZU6c31PmBcZwYhkomkYbEi/QFR/klivKP50qyTDkkksLNnLhOib+5T8hYefGnvyVnQx/25HfC8GZPoXIuZ9rQGMp7CjPcfg35Fs1eVDt93chfTAzvjXRvnPMXvCtfs5+Em/MM85XxuwttN/LwxZfo+Yr+x79nuDZev5dP275AOj5AVeT7e6jKfHiPlYEiv2awI2P6K7L8GdhfQvuKy+4lU3npjq4EqU2Uhz+g05fo+ZUjsQ6Do+POZ5TGdXIHtcqvoibWmawFOf8r3z83/19Ib7n9Pnnx7eMLZNhzfvmO8/5vmSwzk9jLgVH+lLMNnOcBGTLyRUbsxK6+I18y43c7ZDgyvfhTbJgQeUPSxu79t1jbMb39c6oK4/FvGMaJ21/8a9gdmM7/D1r9PZP9KdhLducD5eHXnGbjMkO5e8dhf2GYbimXXzHpPSf5G2zXsJe3YL+k6b8lzZXx/bcYcEl/RaIxTkKymePdjGTlvvwHZoV37Qt0GpF6h7Qjh7sbxv0OyX9GOwntOtFO38LNTGKiDpVrnjF7QNvvGduV3XSPti+Qm78IsfkFyAPp+tdIvTKSgDvurt+gmsj5EeTEWf4VU3rFl+d/x+H6B2zKWDsz2T0z93AD083MeDlRzjOa76mvEykV0jCSsrCbz6gdkO//woMVZU8qP4E2eXIJ1G6ABx+oXhCq851mnK9fQVOLjIdKz1IQeaA72raKtkV6ujslBelFlGWKo60LdlfIU2t+KiRFknphbh2xsSHDhFkNhOzoqFzxNF83ZIaIU/hZYE0hQc4Xf4WOG9EvmIwb5dBAzgizI5DVkDJCHh1BJQlT58sUGiJzqKizI3NGd654oACcCmsN3lh7cPNviLFNO7BdIFvE+6LB+STTYtBYymhyxdkLOCekjo4OytVR9AVH6MX5ZylMprZz1LXmOB6FztgjItC84Ke1GdMzkgZSGlDZYbZfdE7RBm2OmEykziqYKCaOyBS54SltwU+uNg/oi9Dy6NR1qqiZG5Gdpx9wnuDJDayWEBsROwITpBlTQauP11A8aNLCUNEIFuWgG+mFRFPwWoucEGqgpUunGsWpRi50R5zIgBAZKtm52XPdR9/dWFW8sKom55ZOUYg0aTjTU2SiWKUXfvOCpV3Rc8PaAonv/obmwUnEje1NarogJNNQl4J7t3m6vfSDRnFdTiecQsz3kCztlkDmR20KqUiaPbC/ODwEpx/xOidigzthgne80+d4YWDotE4d9WTZ4YA95mdNPJjbnSiWsbYDIuPEZsweEUtOPSlKSpWVIk0Q7Ubpj12n2IsOE5PsRns3FCV1A8h5eB1U343cHrA8+typxvsDXdUN384bLL19wd/cjcxOzSZXIIrZEmhKSsRxm2/KALhg4ns4iWdEaIxzvoZt1um2unM0ivOFAWutRhsv0Q7PwurUc27Le3YTnVfbpgBaBAKuO3ZwpwdyA9pATixBXUl4jQhwZNuanWV9k4vgHMKj9zmcGc4FXMNpE44EmUIW9gwsL/gu6pF2kSnmotM6RP2d7iQOOdnlv29dg9JWZ51lz+JIkaHWnejqMnSRORrPTlffI6kjmj/vUqItNUEV8s0JGSrWolgrCkxIOpHTiWQ3iB383LARo3oGXNpD+QJNF+bxDyRVBn4ATWh17mrJk6+foyPU55OgzRxZk6qjk5uShwpDQ+oem0eiHAeiJ4re+zoOZ0HV7K4Eq2BXTH7ALNHmA7QdYrfA4LpCrmhy0JDoFee19qCmNkVtRqYH0vxIsj3J9jiX99n3VfU6QG1TiFVIDC0KhS51h844Etr1kJ5x1ZK53yl5UWjmgrWRVF4h+Ug6n8iXC7Kf0P2EtpE27yAZVmYSyRHACXdkEmsqG1o8Gyd1lHnzDIIUMtsL4GaXC1Kwufr6LA5S8RE9YnoMznvPPFAyas73nedbBzWNF8wa9Tw9cU997PJ2SqyX7ggXFmdkBFct6O+eJvFY7MueKZafARDD1RUUJAvdhbbtE9bAjYnvsyd0J8nPOWJOLeQIkTEmHVHt33U6xLW+l/mep8uyTl3lxWc7XUd3ZBkWx0HPuujBqQ7ECHoYQt5IB2A0uk/FawgRco6oR2EBJEh4dkb29YIgaUQkRZ2AAbTXaRjc2RnUayxOOUfzGg2Ra3ya1n5vfHmyuMQ8K96WLC93SLou0NbJ8EWxvMv7MsQ7vZ9OC9edcwnnb1ckBQ3oz7i6XqR5htQoEZS2Ji6ibedtDrlr1bz+llTIV0xuUP0rsDNJf4g17PpqUtd1RN4DTgHt9IE+Lyl7zRGzCN/mmSSGcQBuob3HtFMHiWcXt9c+9QiSZqTcoySaOiKbkjywUMdwvXlGs9kdWEZk8izZbHF2TFjUHhE9euZV2pHNKAaaDaXGWdM8e6PXm8iHOL89kFt59DFKPePF9ZLUHITplMkZym+wNJC5kGTG7YiD21By9iCylfBDT1iaHGkv5jJXCzIfMBSN9Uf2WmmdkqiY1zVraOCMfI0ndSrqagnFInNtgHzx+VSjifl5YEeEE6QffN4umUShyMtYh4+uX//YJTvXhe0+ZIjXAcH2oc9NwAV0QiJz2gOAA+R9LOcIYGjoxLKPYLnbjQtFFRGo1uwyTCcMzz7039/4XkoRkJQ9pAA2qtcb8TqEM0lP/rzY5yaedSraM+3PgffpWdWEnjH7/gm9Cyuu4+p92JxBJ8aIF76ueG0mQVIi5QNavoR2gXpiqetlPZAyL5KhJzLnXm8naJYsDw7s0tntr8jeFw3AoUhkEhH2jPudPDbQfCxaZPqgbpvKiDMXnEKuORjUNHTRxQ7Bx6Pvq57QZ663StRrE6KWie0wPbr+HTTNHjxsSDkj9JoxxbMSP8NX/18vCPHk3c+jC5/zm+2Hz4MW/9RGfca1iU+sznP74J1rxOkTz/jY3z/44L+0bx9z/v8TL1vVr+dN/rzYwX/dSUnzTLKKyRkdlDacqfmMWKGgNCbUlKJGMXOUcksUgTQ0zzIsGStG5zhEIIlQZYeijM3ImCO/A/FpUsPRoGhptEFhLEjekVIlE4ZWMsQgV0ErtArahNoyyQzNYxihjtFp1ZGz1RqaDM1RNKyE0KuGTUa9Nq6mNL1gcqIxg9ZwSuyQuZBOGcaM7rL7MwZIOZNzIhXDRjfK1cKZaQmrmTS5sTmJetaGCbTMoAU0M6REEWd8U/XClrWoKz4Laqi5ITw8IBSSDQiGtsn1AIVkgllBTBizkRJMbcCqwOSOyvnQmKmk2Q3wlAQZhZy6shiFvIogu64HN8hRTKhekalgUmh+RsKcSNU4VAsk+6cuF96d9kNlciOgBx5th9nOhTKVVDKl7IM7OgRFmpHs85eSIy5zIMFEBeYrZjDbyfVsuSAyksM54JQFF1R2kBIpHZAcTk8mxEaSQVFjMOOqCcujO285uRGq8xOjwlrBsiIqJAOuFWteDDF1WgjNaES6DUcspDBIMo0slYTXK+k8rGqGVvPioXZ2wE1xdIbVGUszKc9YqmRPiQlnLa6QpYakhzC2wsGUOiVKZJVw646AwWB3hVSx2h2vOzBIdvGMi3qH2J6SwzF6ldVJLILUEaSQ55eIFjLvQZRSG9quyOCUJyhIu5LQwDlUNJ9p6UhFvfDkeHUlWfbuPC7uHMhzjuyS0+fxpj8Rb7HGxff+4ohbuLddbkg3qhY0rOHozn5bfAcbwEM3GLvTX5d7CM/Ywt/Y+eG7ExRYHIOB+Pbxj3dZPyZDmC739d/2czPS9zuizXw3L0jKhfPT539BxtP7Fc/uSCck2uIrHaDz5i8ojw1KufOSOoJqB5Ld2YvR0dGLAS8brExHw/c0264T+MJ6NokrgloWxH7I1AWxF07j1SO5/PHp6y/p6yJ4ZTfvQDqq0lEpngL8eSf008sDNYmOGV2fse3ZigDy9i5AT4MVERywBtlqNEE9RKzbZV66AzvTAR4Wa8CnLAJqPpDr/Idz7SmaqtMT9eyJvibS8t5+drDsq1XLWX6z/UyiW71ftkVZxZs3Q97Hba2D0m/sng1dDDV3ZqzGbl9jHVm5/MQiyNeN+aUvHULyZIJYNiK6fOSypK+nTVbBUtcg1mOnwaJTRkTbAlm66sBtWQ32tAWfcfU522qYsvnz/L6+rmzp25KdIOtndPn2kfZId4YtrV46wiInra+P9PRz1lf41cclrQ1ZvtzKUh/fhYamo8d6sGtpxpq5Zv25y77o/w1k2idV/KcyfO1P/7ys332wo9e2+jpbx13o63IzZtaRhX2M+uf9Odv1txm4nhWylWl9GWyyaZ4jxf2nXa5szoKfcwWdlokibJCwIS/8WEqgEkg+9TVu/UxIrreF3LCoMeESc6AjBbtD2Nm3gnItdGPPGOtFc3v2laxniSVk4bHejpOERO1oZyIACKYeQLLuzBZdQIs9SOYisxcsd8DCgngO57g/2qJOQ9Ct9O72dW7reNF/L2zkyGbtSgRPtAWdtSOybdkLIXEtfq+BSU/ZnXnh1FhrEcRvJHSHzm3Y12VSeiFjBw5szo3lzPDzYkVz9zUcQbX1pGc5J372UbqRK4vM3s7nVvb0xd/RqU9lVz8Vnjz3g4yKrfyRp4998iT54PlPn/s8kNz3qq5nRKwoW34nT2/f6pFPtvgzPWb5+bLwl78/zarYtG8jExYpLnnZGbA9x9i0s/9gg6xekaGbduX1fX1N9/+y/X3vn27av87sOh7r+KxnZPqgnR+242dcxtPzTnBfBm2jtwjuQAzZYQ1r5k78TYayt3HrfPc/HaltPZNUhDVYHcHy3pj+zifgVWHVcTqliy4O60U+rQpUtKnLrZBk1nXxCJR1HSr6279fxrI/b1lDbiusYn9FZ8v2nBRc98LCp4IHPaxThW11iIbTfUVASfqe72PQg18turbRGTpQSXofA+D0RI/QaLNEwLxtNL7YY84NypqNsO7zbmOJDS57FyBxzMnnLDnLrr8sdRrS5sxeW7rU+OiZupGVs+jOSwZy/Hv55br3u+7b11KfEFvmLZgBun6R+rhaDF8EKWO/y5IlH+PQA4HSg5rx2tgj/rAYw247dF3HetBxrSvXuc2kn3mxBldd7rns7lkEfSzjvFlsOot57r/Z/DHXS7vquAQgtpO4zMlWh+1yq7HUcjTvn/W5sM37lnFv0Y9t9m4wDvTsi+Tj7IGo3uqe5WJ4hlHfl8/PnU9f/zxBiA/etxV4P/FbW/7vyUL8kZt/5J4+0Z/4/bNDbvu81WDZvu7ZonreFNm864kwedbUj37Wn+ztsE/dsP1Ynv37gxv6fbL5r3z894uxZU+mYPv352PkHz3vy3Yxf0rKPWv4k3n46UtaY/j9t6Q6cfoXbzi9HGnzH9F24s7ueWmF79uOd3XPwY7cDLd4QbkZuVPSzQ9UqcxypJGZajiUT0bSPZf0V4zDxDe7H8hamdqAGlynf6CmiYf858y7W3hd4aCU0w3j9JK8/x188QN5d8tYD+xPM4e3M+cZztW4no+c3v+CejeT/i8PyHwhvX+Lzon58YgOI/cH556W8YoUw16+hqmQvj+hdeb+PznX6+7ub8mHHSfdUy8DNb1Gb14xTRf4w4X2ak/bubO15JF9GbgbYb4xHn+pWD2h9S3UgfbwJXkq3PztgJaZN7ffMd1MjO+FUhMv0wvGdOBwO1GGxndyYRLFXgOHA+20Yz4rXCCd4Xw38fj6P3JnX/GL+pdUfeTx/nckVaQZA3u+3P+KoYx8M91gkvjd9AvaDPP1RLMLP8jEJVVuzgNjHTi+qowvHjnOe8Y68uah8r4qkguSM/t65uX012i90qYH9PIKffwT2qlR7x/QnNH9n7AbZ16Pf2S0T/PT6dQwVXpN4Z65Ns9KM0P1QCJTyu9J+T8y7iqHceB6HpjPBR3O2HgmUxmBdM6kdweEQip7kp6YfvgtszTu01+DJPblSOHAThNFhXL6HZre8+3tF1zygZfjL9nlG8weSeeJ8WqMM9xcvuPu8j311S85v/oVuf0nyvzv0PQSy9+g9Ybr7S1SG3K+J7ULw/C9B7W+3yNm5BtDSkHkz2nWeHyn1IdHRvsLkv2Gm3xglELJf0Pa/QHjT8i8ZkqJyYR2bdSHP5LtHYO9JTGQ04Gmb7jyv5KKUV5NoGfy6ffUBtW+RNnRri+xZoy7P1LyxG73JZa/RvLfIvZIOp3gvoH8Cyy/Rr408jcVrhfaw5k8fMVx/BOsvUGn3yLtFfX6V+Ryz/HwH2gX5f6tIwvSFy8dxGM7hB2l/hVme8b6PUlPDA9/h87vqF99yWX3BenyHub3iBRGjpxb5dJ+4MoNqRR2+zPHu99BfYme/wRJB9Lda9I0MLytNL3ndPlblAn4v3+udAMO4ViIk8Cc11zthDEtdVSde7fhSNQRR83OdESNy9fqusrsDgB2kaqcyqqjmHVYPkuBqkBDaqpYMpIoKRnajmjbI6n6HyLwpxr0BUIvLGlhJEkqoZybB6Bac30gh3O4cxyn0KJSoMuSOhdpLyBpA6JegNLh+yNqBzdOUjj7LApUys7PJrs6QDCNYBbI7UYvQinpRSA0rjjqPwXzTE/1nf2PzlAnJEEek/e3NSSNpHwXSMUpjKpQvFKkQ9slxjpqX9gRwbmrMR9XkYZIQcULi6uA2JVsF28TKXx7stjHIgmK1zPIcwQExkA8fuZlEFkPRmqOOmvqLGTJEhK8u5767oht53PuFHOOmNEqYTA53YgF/7yj9TtfcnNUk4CK0jMQ3Li4wR1fhmcBGNKNZq2QBsgDopncEiYjmndARdMVqEgfZ0sk4vciWA4e4hzKv3iheGu6oI/caIkMh+SGqIqiUt2A44hZQ1vnWs2B+qmLgeDbd9WjwBG6vgech9eRWOZjSVqMZ0+U6M6wMKpz0NhZxmkRI0MjEKpG0AsEUlmS1znRBT0f9VvKAQ/y+ByY3oHuEL0Hu3igtmf0FMGR+Td4AdfBDbNAVVsaWFD+piSbP0Ol39EDjWBQQ0cs+B7vxrEmsEKvtSYLuS50zrCe0eAO3XCCmDukjBI0OBaoMcLgBK+BgR/oJAd4YG7ICjhFYcOzsrKPnTiKs2fFiIwg5mADUigHuNwL5JobtGOotlO0/Rh6/QRcWeo3LM707hQXnFqhuKwQ9X8ze6aT1Viv+HoWcePYIjMCwakJurHd5YWw0FlJdQetdZ7yDsAJaj9LPv/EGaGNVK8xJwGLsxvAMJmjDZ4JQKco1OpjS6CsF4dxOIdEHG26OPR7Nsj2+xiaFG2qN4A8rTX5GVd32NhuD2Og37UiEoFmI9o6gu2gGTpfcI74C8iIpBtEldIesDZHBgnMsxdPtaKQMnk8IimRm49l2r/zNfS4g1qQvXob5orW5ihhS0tQM1khtdcgZyzdu2Nezdd5Hj2jq3j2SdMDagL1jfcz7XyvyowIZApihaaOgk/5LSlXsANiO4yCWvbzUp2SUqw5MvTmMeIKyQFKLXSFFnJlirM0D+5AmWZo5gAhKbTdAS0D1iZMr6RLIWlGh0S7GQOZmePsqR78UMPSjlZegF2R6/c4Zd0UAagbBxYM2X1o5sENq0HTMt47aIHXiByR0pAyo5qwlkk9myALbZyRmkjzSJIT8K1nRpV9nLNjjOn40+srMjFNY2EGR3hHcBMZcmnx4zsqdKWqumI84oj5/eJsc4T9Jc6WYQ3yi7qMQoAo6rv4VkIxsE4T1Pe+sDqTMr34sC0B9YIwRtsDuW5eD3HZj5tCx+5oiuzOnjUTms9CQ2OwpXqxhcYu0QOinQLTsyyCikiUXjvBbFx0Wdd3ulemZ8HuQ189xX7tQU+L9wfiXzzIa0vwTDG7xHgpEHztdH1bcVmtS9/87IS1xgfe/+6N62dSfGIdzELs7z43kXlly32b01N7dsTnXoKYZwyozaHFeO0EG5yuN9Vbcjt6NpdV16XahOmA1T2SZ3L5nc9FHt3Brw1ToQULR0uO8ksRgDB5CL34ta9b8YwAo6I45bBYyBAOnhnQ9bCivr/1EcNodvDzu/Xi7A5+sGGK/u1D33QnvKoDBJN5wWIbZsguk314fc2aGU193FMSRAsp9G9jDJdXnHl6RhBK3vt85zOYonVATXzs5AxVSRrt0wz2gNkVsVt6JqKlhKqh1khyIcsVkz2ablkc2wLGhZ5pi3SKJNw+otcaC3nGgLZ7jBkdzMtBNXHVJZ0weWQJeNroul2aSXYN2+F1PMupsXSO7MJR+Kmsac8aM7x2mCKlA3t8LWvP9JGd011xBrunZ2lKpyQX3KbsACEzB64mWQBj1lyHWeSuuN/Y5tH3bolM8qh5I/nRwYhpwFJB0oBFnSrXca6un2P0+omUXjshAHKNWHcHPHvqDf7hQKdkFCs0LwxFksG/kyPCuNTQNhldLqsh7a1nI4SPSa3XztKQFYeQVUFh23W67pNqQREqY+iDnYpsREmk5oE4TSdMTohGfQqEpehLHjAq6Am44vW3EjRnBjC5D131Bs8ichm7YPoWerRXrt/ZxW26njEx+DiYXqC+d1lsdx4kEvMzi9uQZ7vQh3vNox+//hvVhHhmtvyIb/+D+z7fV/3jD/2E4/ujfv0P2vexoIrFfb2Rmyc8D0h88IKPN++np+vnXJ8KnDwNmnz8nbb896PxDvnIrT95ff5YfHgJpoI1qDY7cnsGqQXJkLMGQhwGCsV27ni0ASsTLU+0VtGqaLd21EgXR8fOJZADRhh4QfXRZsS8cFMWr0eQUiA8Rb2O5OiR0aFmUlM34lojt0o2IyVHK6mMSK9FQUYHp8KoM4gZ4yiIJJKNWBQTA9BzOKOOM2SjWaFqoaZEHTM6Z9SyG5B5IKXAsUvztLDcsKE6qrteMRQtkyOwaqy6fEXKhOwLUiFbolDINnmhyjwvcjwNyZH+5pgwd0xVRJqXNeuOH7oi1pBklFQoyZ9rmshN0PAJGTCTmQQOmta0fqn0rBXVsIkAkcTQlNIuVL1Q5QzpCIMriCI5Co658jHnQPh84koSjlds4/hzhxzmxQVJGZUJ7JEUB7H0wm82gFVSyuQCMnuqnpgsfUnzxaktBnc+IgOSMjm9JS+owIImov6Dc13SFGkTogWxjEQ2kKSZXIwslWwXRA7UHA6erA7cSd3I6Er+gFgmp8l9NSl7Uaj2gPNmujM3qXoxXRVXXsmeAtgqcj1jk8+FGyejj7MefI/Wd6hALZkUfMdJwZjC2RqKWNojOVMkHOBdaeaKaiXnM8IjqczI3tBZ0CqoDOS8hzYiLUEdnN4mz57aX3DnFIbXZ7AAR7gzUthh7DBpeCEyT5dUE1do0kCWssx9au701xwO00AVNnOamGwbw8quWHuPV7r4OeItnFRRlG1BvC2HgmdNbQ2u1aTphp63YzFyQk7Lk3f43nEfyMYxtj18Fhonvyds3Lh/i7ZIm/MksG+h4LrPbXX2LkhuW+kKFiflFj24bYf1sdZnQNiOanHHoCx938icpeMhD/rDn5zLto6LEOjlQF+J/0ZMw6Ay7672+xOyGYMFYbo81z58z/LPbsT62Pt7be37IgvWfqxpsx2BY+GsjLb9XB2pQ14XPv2tWpPoheHWOY9/dyN+QeSEA0EUWxBFnWoi5nx5Tv/jfVsoG6TSHfnO86ysmSkb5CcplHNw5ZZl3axYkK0uZut+fYIGXxGwq9Nh4/wO1HvPpuhowRVp1Hlso83L2GzHK9rS+dmX/fP8no48dZmyoLC2+7I/fKEG7aMnT/bYIhv6OIgHLBb6omf6r4+ULftPenHKpYjmqgQb8YiN3PnR64l8YZFZ/lH8PvbByuHd5daz9bxkcq23+b/cOFoyoGJNLL9Znvv8mTFethmzZS4JBOhmDrYvto/13TYfPd+IG1n55Kf9L1vZJeu+JPQfC0SmdN5oefro5Z0bQf8k0yrxtDjuR5rYf9PrVHRObmPdG89/2FN2Nghj37cxlh/YB/7BOg3rWbJd1du56Ovl56LTl0zQtEW2WzSrI0/97FgLcffx66i/cJpYOD+CpsrIGzC+Bb+3BLLR277IY/Hx80BnOL8Y1rNOLWSO9oW3Op7x4JxPa9SwkI1eDUv7U+ceDx546+hYVvlrkfHhA9TPnzhXk0VgkFhv4Rjt4uRZwLWLET/qY032AvZLkctwlMdXLteDgiccMes8xE2W6TVzRPBgLD1oBKgGsLTwpD5MR0YLLMVeI5M0RXDegqrSIkApfTFGjZ+u3zynWP74tRw2qwxdOrSVKZvzbtlHG9mz3L+eV30v2FammLBFcS+3LxPB5p392sqArT6x1Ueen8nbNrL5vP/r+ZnU9bq+o7eZHz4uqyrT37P9vrfp2TtIyLbN0jMfQgLKkg/8rE/bvq3PfXrf5uyX57c+y+/rdEYLZZQ8HZInZ9x2nPuXvi6XM176OPTvP2etfXjJIo9LjKiBdTu5AzF6ICXGXBpPgx1eI2kJCknMVchM5+rfrK2eCYHQA2pG19vjnOpZqc+yjizq8Xg9nagRYX7GyvbMWzIgoEfx1jWiy3yIgWnP+cK/67rLAht/flZ3DvvojjqgoZ/zT/oK9ADStvaD2Ho2+O3bDK81T9Wk4XRGtqoPy+8MJAJsIa9l46hds2e6TdkzR3qmccj3HrTbjo/1emeyznXqQccuVxfB+xOXIBaF2pf6e8HqsKz5zX5b5maDtu9rXHw+vfD0dt27/O0o/e1zutzqYqNnPhkVsdnP4b43ZWv/+l7wZRHvlrR5NjzVuVbda5FvG6AUPUjWaxMuemXBs+H7meb9kr7seg+tU76yrKPNt+sfi6yshYp0WTir2NzMTf+9B5zjFFqyxrv+1Pdht8e6COqZHOv6fWof9P6FTbQ9J/pnXfb1/dH3g8b5G+tDthTRP3L9FwQhnkvxD6T6R/75EeG7HeTla1u/+9izt0iAj7bpI9fHgggfa++2Ufb8fvn47Z981vP2fEoAhKBbxK59+PUnf/eptmz+3Skc5FOtsKcL8mOtWP4hTxWeRbD8yDj+5Lj8+GWSmV/8Bqtwf/9IfazcvP014zWjv7kyvZ7Zjxd25Ux5vyeffo2po3cu4w883HyPnXboQyPt4VCMYTKOv5+YD/DuX8Blmvndf67QZtqf/AOMhjzskXrL3nYcyHAVJmmQ/0A9PNLKiLYX3F0St+8qtQ5cd0fK/oEvDxem/cTx7kI9J+Z/f4sdB/imomVg+uVrOGX49w4Qvv0XAzkn5u9f0uaBy5+/Zt4r+78W8vsHRkmkQZApYU24Hs/k40xFaJIZbg8cXrxmaA8M01um4coPwwPUQspHZDLqY8PKlfarE00K58dbRIy7wxkdJ+xXiiRo3++YTgn7nZLuK/WrCb2FXbsh6YFhGsmnkbI3ygtlbIWbd4XDeGA8QC0jdf8FSRt5nrF2g52+XmwVtHK8vqPWShtnakk83n7NuRS+bIljMqjfMp3uuaQ7LB055YlLOlPrjnYFrZXD7MW79ZiRm8rw9RsGO7K3X9KucP1uorbG/8E7fswxfPvyDcxQf0jolJmOOzQfSXyJ5Fekry7IcWZ+c6E93pPrN6T0mlQruc6k62uy/Yp82FFuoRXj+qphDzP2xzPkR/KLM6koQ/FUehnvyAIH+1/JzXiwf81kR/L0jxy4MOgDOTds+kekvSPv/jtk/4Lry8SUz1Bm7rKQ8g25/JK53XCpez/XpwckCeklkBptN6K6o371a1cjD/9AzkbJvwTJ3LW/R/UR2b9G8gjzf6bO99Tzv6FN/z3z7oE6nNm9/Xtevft3PPJrGn+GDL9Ad39JrQP14YDM35JP/2/qMPL9i19ROPAi/znGGct/R0twfrFDxlvM/q8kMi/b94ztH9H8DpULj/sz13FmmP8Xhioc0lfs0pe8t8zb6xdQ72DaIVqgGaVWdtMZcmK+/RPqbqCdvkaskcdvER45Xf8jIIy3v0EKPEp19a78AuY7WmrodEb3v0CPd2Q9k/RCsa95df81dX9iunskz4n2x19Q04EpG9Qz+XQCLSTuwB4Yrn8AvXxyrX1MQkqk1po+YsyQDqgMuPLOquwriCbnz0dJOiN28uCJBBesOpd6Ck7SRUlKwUGKo596QraNZ5CKtBZZA6vCISkhXEmcF8XeLIcjIEMbQCpqFw8sjcFZ3/0sHQ2Xz5h1N26KAJsgdgVr6/3sApnclVpzZGRSp8Ja0Gbd8EigziVtNuMBT6+lYaZh4AzxbKeJo55w3tSgF8sKxRGoqNODSdpBbUjz3yuO1EnZPJDGFQmeYWjI7IamoyGNFMqtmrpSnM4xDwNIRmXvKOt0xtHTkf4uO8wOGDOG844mUijBjmxcizH2YmgdEfi5601IjIhBCxqSnGayKGYHwNHfmiyQ6oLIFH864jKcjuIZM0YP9OVApvubjOwOI0mBHA2OZNGNftvCcD4gjG4ImyAyI4G6T6I0y1jbY1bdoCGRpRufaTXITEhBbNr6uHSnVVYk+zyDRcFUdcNYd8CFxAXntx1jXtzgETNMBpRbkAr24I9OgThNvV6DRh/9Tzc2SdUdfuYZco5Qr1jLkSUxYHimh5QJovi3b+HV6DcEjYwoSS4fOgLLop9Jp/ATXxBpmFx930kC2y/GQ5JGonrGlb3BbIdnRBgevDasDVGaoaOFfxxJ5w3xIrqWBxclegVTyL7+FxRxR3MtBexnYHaEqDkqjRTyzDpnry3j7U5mR/paWp0U7nAdYkX4u0WGMC7DEdrUaSqS15lBiKwPB4OYrFzmTglj9EDHUtNCu34bDpZA9Ime6QFltz2DW1yDQ7kbtAqikfHSqXvC7hCN+crQjXRXu7sTNpxQ3XBP1fdA8Fsv9TeMFekR+3KhIeoBOkuQvXaHWYm9GWhQoBvkQnD8qs/FQveQdNmH63wqvfaFBc2O9L45miVMA8/gMe1IZHzt55O/t3UU+OdcQpqd7992Vyyrn3OWSHVHagNiTqGquXl2lvX6CuaoXVHg0eMPLZzCNmKyg/2tu4Tk4jLk/Qkzod68QMqAXD0DOyVFdobpCbsYlid0rDCLj0lnHkqP2HDCdECbZ145f/zgKEOdaUzOPb33sXdDn5AZsTZEqS1j1euukQ2xl0jLtKJoUVLsIWnm/kK7YvboRbVbxnWNs581HHzNziNGQpOv88TklJnHoDlSHLwxmZcJSuHIL40mgUqviqUIqpjX4ZCayNcCacL0wZ05+ZfAFZM/gglZj2CG1XdgnknioBhHNovd+KpIV4wzzXbAnhZo9ZQyOe0wPaPTA8aOmhNie5L+JnSPe5fXrYZ6sw2+fvxy2RXBTyJovgShYjuY4EAXR42bXJAOmDDFs0IqJr1WgGcPYj0QMS2OHV/7+3h77LvFERoZSVxc9wje8qUI0MKIEFl0qYWuyRq8Db+IbJ2KQHdkLk6uxZcXTs3kZ6+QXY6LZye6vlX87BfPiFsCLj5hsRbE95CEPNg6B5fUzwi+9oBAd65b8XNQ55Ats+sFuFwEsMhIWX02/lyxnv249j2GCBBUSrSz6zE9IN3Pl6AVsl7LKTKOF0d9TBmdmsf77wCDIZ7VdbhN4PxzLgHJTi8jvaZQvccszlcM0gPIBG3nf7JCuTpoUB3YZukO6PQ93izPiAh9zTwIqRJjViswxTnpGYhIcZ2bhjD5f8NZa+Y6nDG5jJGGjTOmO6zuvQxT6Ws9gjyy83NqPrvON+ZIauw7q2IoqSZSHULncRljYpA9w9jqCPMeS1c0P7pOZQlRI1X/TVKLgEuBJLQUjnY9+f5MCdghcoukIeSfnyPoAZG9r3MztHrdgOzpWrTsQVidLp6Mu4vs3LHj1ivYCPNNLK83vm8swC1eEALJXmdHW3KwaAf7pHA4E/q0zFi6J0nCpDjYXx1E63YWbiMkhdJtwh+7HmLN37geoT0I1zNxK2KrvuWTtIvgfwsZN8YzcthE58AQuX6QVDE1zyxHYk+CRvqYlAAcpQjqpE4/FQF9TYiOkO4xPYF9CfoV2AUxr/MhzbCUsCH2CcEgkO+8P8vevF32lp+vTmUlenRZORQHaxZnAmAWqIfQYQTs4Gd6ukB5BJsRvcSmuon+TLHG97GWI3AelF9rbCjHmLljP/XC6dkp4X2sDywMCNZtVkEl4dlibuMrd0Ampeh/yDXJXr/KOsVZ82eIHD3wlI9Rpy9AAW3CmuvkJhmphVQPWBK0LHmnXj9DnT6MDjSUaT0Xf+T658mE+CC28POczP+nuD4WcNj+1WADufvIbz7xTH7inuX6lCP/c7//yMsDjfKkPf8sU/O8LZ9o18/q/4+9TrBxh2XBbPKaC21PbQOJ5IhymULAgy0FwzJKpnWBkY2UjVIaeW6keUJGaCV5cc7e1uxZB4Ubsg2kqhQqY3PhllLFZKLJSAuUStZEI6FhYGYxclLKUGEqnvFQE8iIpQEdRshCmStZvFxiJlF7odSwjaQ4qp8skPFima1iWanZ0JKgZGSXyVmiHpNCm5n0RLKRsQwxdq7A2n72w3sawlVUSShtFCigY6LNCdGEVE83FFNEE7lmd07h4ymjIJdMnj39TXehvGRHjbXcHJkUtCd1lqilcMZR/eICMigvUh5JRWiSaBiVSpUrNSgrTIXWIm0cV4hURjeAyhWxwcFd1WhpRq0y2QeM3U+uHOnCGgdnMncspXCSeK2HCeehFZpmVAdKU7KCqPhYNUOaFyC1BCpRJMvLtSIIJXkWhMpA6rQlorF2BnJzRT9pd5BV1GZSFGyyYrQhkWON+fofkTZ48b6WfK6ANCgkpQXSRUsOs+nihVXDmZo4I3bG7AZM0HaG9kBtidZuaXqiMUGbyNNMSrOnvyOukFlx40yTGxbaqB3BaVHoKodTIJ8hDaTmhSATM5kz1I6INndCyEyWRrI7UquggaLRSFVUQVqgB4PX3OTgzo3xABpFb2329MhQVClKw2gGUvahNJ8RrVgq2Dh6EcsGMh/I9YjpRLbZHUPzraeDikBV9DojKJonxCaS+X8//9oafxqepo7w6OMRYhAJZQ9XSDeIXn9CT9NkNUCXdzgdzvLp8r07S5/IcBM6XROheK5o8lDGA820IplZjgX/PPA7C5yl97MrKSvN0PJOCWqShe90a6h0hHq8vxvHMR7uxOsPXA7seHhHPRmOlIliZQJdA7RA+XcU2JMjqxuxy3M17kmB/ol+9fukz1YggOjYPVl+tzrsfC7W1NqORO/v8/NEOsKkj9WCmFmxxJ9/xZjFyH6I47PNfPVvdHnLEyTiUpxcViSabN/x4Tpc+8cKnFsCTNFf8SKasslUWdE9Ap2TdhlXWNvb1ylhOG1aIEQdjadof9igpON9C0LO1jb3fbAmlLrjbeVW3pw0xtrmvtb6u5Yb+hh1tLuvQ56s+RR9eap3rdkYz79pG30VFiPMCBnQx6dF05z64Gkwq3dwu0KCpuOzEMOsk7vN4lrWhvAxGbU46Tf3ioRRahuajcVhJWwWESsdScilDRLQb4l2WHzXHem9yHc4xDyY1PucYqwbTy/ZmAU/pmFs1mT/ZFkbm74/OQue3r98Hk5WeeY8XERUv1ds7d/yyI88+0kb+tdbWRfj9iTDYjsOsvlPohef9Pd3NN3a9icypW8vY9P/3v7NWbiFF/7ktelb0DtADgd2zxzTzdqz9Wdp81noTA78C4euuEHv+9HiiPJ32ILmhyj09RQA/WwqpUU70ow7oNZxWrNxOrKwnxVd5nmDt1upO/7cSABpxfWlcBCuw2NIZGZ4gVenx5LYGxLZG76ku8zv2Yex4hPh5IqAyOSZcMksUNXh5O36jEH3YgsdXABYUBSm6KsEzSSwZMp0saG4/UJkUAYy15HHPctEFpHQz1Xvcug4UnEDJwL4GxnXn/U5l23281aOr2dIb38/s7vO4OeKn+UtPluLki+L48m5+7HFs7m3Z0x1tHOXBdbnuq+ppz1Yzinr47TNttje3OdtowY9aedWV9jIlyey/8kTPnLJsz99ZNe2bDWWp4jx0L6WvS6b18im0XE2h7NYbNXJ2LxhOTc++Pzp/AhP18GTc38Zi81nT7r/fNx+ztXHJag/SZtEgf7cTeaA+NEpGmtDYHH7Lej+0DNSPKP1fdOb28fb916nwFnAHQF26jIES2FL9zboMoyLirgcMevZIBgrnY7hemCg4pe1nuOobTGkXSb0fvQh7UErlw9LEk+sh5515kdk7OWwDfo9Ellhgrn40sxCrWibTJDt9Ir7WToivwe3JJV1qJ5MuQeRlz3b100/j3Sj4yx7Kg4mIpi51MLpZ0O3SCRuV1Yb58fXm1HXM3wRpmsTVuG6kXmLftj3YMi+0NmXXdbrUlicI0/2VPxO4j6eTNjm802mQJ8DI+Zps1eXgG7vR2+Tz+eq/0d9v41u3l/3VDfqT1rnQ/qZa8nX6dLujQzvh7RAz4Kx5bl9T7Emz23HttfZsDX7ZVOReh2zpY2wUJyFD6tnO621XNax7b9Y63t0SmKJ3/u+XipqLwrREJPYYsmucldgpdbcZlv8yPVPD0Isi7SPwee8Tp79VT68xeyDWz/6+099bp+6zTaff+I5m98+Sbd/8hN78p/1y4/1/2P3fvj1p6+lMTxp/4+25dkt/fsPuvxjbbPPmM7tA7cvePbDJ6n0PzEen3pTMobX7pA4TLeYwh++KrwpieNuz1iE9v6KPr6lDN9TXg5ou6LzhNiR3fs/R3Z70p8O5KGyu7lQH2d+eP/AdZ95KzfYIORf7clt5CYXisHd4UAZEvIPf0DOlV+MB0oq3LcjF72jXS7U+Uo7vGB6cYM+XknzhXmemN4ruq+02yvp9szdn85kG9nd3/EohXc5kabK6907htIYS8OGwuWLgbkW9u0H5HSl3lRqNux1Rl4kDm/fc/PHicvwJQ/DVxy+Eg6vIauSrt/RTonp7UuuozKfG2ms2JeK3mRqG6EY6XammHIzfU9qxulUaeeM2q/QYYfOZyRX7FXGdoodhSEL8nDEHvfcl/dcXrzjdqe8GI3pMXN5N5CHzLsriClDuzKPlTcvL6RZuXn7R1qF7+w9pDN6+B0yGnf1L9jXHb+af8+crgx3f8V8d8sDr5hMqPY9ar/lRf1TXk2/4oHCgxRyPqC7karCdMmUeiKf31B4ZMcbKMb4C+eXfX39ih+rFpz/8f9Gw3i8mZhvK8neglWGx29J9Q2M77HLxMiR3d0vOdUbzlUYTRm00nZ/II2P5LlQ33SEpqBJuPzpiKgxTK/JJTPevEJkpF5ukdY4P/4K9EK9+VssGy92B7KMzLZjth338oJLFm6v37I//yND2bFPf8F0e+Tx9kTWicGgTiPzm5cU4JAaabiSju9prXF5mBAdSVoQzVze4Cjrl79HBqNkR11P7yeaKrkWkh5hOMPhW1r7A+3xB9ruFe2b/xnsRNHfUeyGQc+QJ6yc0Ay1/CmaZg7lj0gbmKdfoKlhv8CDe+3vSNcdN/OVQY+U8QpSmN/eUS9GPmb2w5l9+SW78cjlsfH+h0dUD+zK4BkeGbTGet5l5ptGSYnh3RFRYyzf0azxYBVhz373P5FzgiNYbrT3Qp0Lkl4jAxwmZWjKZXjLfPh7xvYNY/s1pifa+d8h7yu7txM2vML2/4JSrwyX99hlRt8YHAz7zTuwR6iT86d/7mU4V70JWu7c76Cda9YVTEmelWCSsZxJTCS7YtZQyzhP7F0E9BwpY3lPwJ/coVbPoZuFspQH1ydmp8Hq+nQqo79PwmzWDC3Rq8ybTphdEMZwEkcYwhSbHTmsgUYL1R7s4EpUdiSLdUdf8btkdp5qZAj0jvOzi7l6q+KBRtGVlmRx2QSdTypBrdB2QCJJCQPMUSRiu40y3zC9uMLNztHsIkgWRBvM1Z0bo2HiHOwLwjrhwaxA+5nMUN7hSvCXoaSdQMxR9xjIMfTgQKCkhqODEqIHnGYt4UifOVTnTsNRHPFSA5kenMZWDt6/D6gAfmq5Gc0cgdfkEIjOQHOmisgFlYqHRUefZ7ydvp6C3idQT9Ly6gCTHFzl4M6thvGImSFBN+SoURx1L5m0oMUHjMGzXlJDciblgxvE1bXaxOxrNWogKMFVTg0NrDumQ63VUIwl3hmBL+eNnmONZKzV4PQFSXsWmj0IezBSzcWwyGp56sAgnNbQg1w2J1Zu/uToeTFEHG7gSIpQ6iX5mkwXnD/54tkdPdgXaFKJwnwdhGZ1E3zEUK59V4AIKvtwGAh0rnWTCH4bzRpaDefH92K7kua4v9fsmBFJ5Ozc2J/jD5Yo5mfajeL47xSIw2EPqSBB1eAo3nAQ2p6V+iOyFAIt7EFtd3JYDQNuofM6Rs/LRi4oi9Eq0FF0nkmhm0DrJqCxLYwevOrO3+4ZJXSaHgTnESbklQL3MQC3iBQsnd2xqcXl6FJ/JJYKKep7tEDwSaAwxTNx6JQZGg6SaKsFGh9w5LEgOni/ExH4DBkK7ghIbjR6kLMj7gqOxnVHtdescWe9j1eg7TUoOnQIORUGqvRAcTgXOARI4OLzKSHD2NIMDv53ubgRL2mVr0CnUOu1WyRPn28uCOi+v8sRy2k6uEO+XrB2od1W9FAx3WO6hzqBPiI2kvD9YjI6YGKcFmeVmNN/gjodLAluvG6FENSmxbCkaMXPrvEOKSPJJpeFeoC6h3pF6pVUhFSOKAltc5yNU5xwfu6olZCvvnecG91Ie4taUc773WulqBxRJAIBilQjz74wlILIhKWr18trkwcqkjhqP90BSs4TphW9Oq90aqMv93gn7dH3wHgLuWCcXBbV0Wv4pBMpXWm2o8X6pPNj2w5SwfaecYecMbl6NqUNwC9jb5zwfM3XIX8vjhwdr5DOS725WbLXt5EKciXRyNH3lvxsSJgjVfMZq3usvfD1XW4QnSnzgwc4WvrJtdbhTKkX5l6obzZ1DxYh2VgyE5ZgodOXQiWZyz1HkncvQg9wr4QznZrXdanIrDNcPkbAqMuFBTGb+hoKp6J1gAMhw2ZW+o8RuA3Z5+tJwuklsnO9stdS6o7BoIpb/WlR16xnYVDxukLh3LLe/42fYPEzhnMt+RmTNkVxZfHcAjbjNZIknpAdcNgDUebzI/HHZZz3UWLMHb1s2NxlXIQSOh0QhC4jMaqRobU4+LunLerwhMPT9Z1h4+4IJ6EQjkFhyUru6PKfG4QwPCMIQ3tGYhugQZ4akg1LBzSNWHJ9Ikkiy0u3C3IGLZH5FKAdnUHP3t8yx/pyQFluPgcqL0Fq+N8nkgQXv/bMuKvPdQbJhuKyVRDKogO4jpTSWzrtrydfKKiRrw5AkHwOBefoNkE4/XMEe4WbOEO+By6YDL6f2hyBljn0doUctansHmTEuHPkeHMbSVPQel5ctkpe6yeJWdQ8MpKcHIhlB8x2SH1E6gVKRnMOSrwa+nCBNGPj1c+3a0JSIY2e3ekZpYKVB6BhdsakIkM4cqeL6yhpCnDdEPph1EuRqKdnA7R9+KODji7qrnlhapcgoOTk2SKqP+3u1eL6VqeJkhZ6ba6oGOR96LQ9KyHAcF1H605wuu5WoTWX7e3G5zaHvlR87VvoJCJ3uG42+fnSa67kTnvt6H7JV5AJ9BbTl8DB5WbKJBl9/pqPRc+oNb1x/bYAUR/HbdIp5HisZaoDPNJ7l5ESdfGqZ4kLM5QG7PGMvAl4IBC3iGRIOWIcXvPNuOCZ87feJnX5aRqZVXKN4L15n/US/Y/M4TlF1m5F0gR2BbuAHJB862u0z4H1Gm5B85UC1JN2gDj4YQE4QUpe72sJUllzQKhFhpu6PDDz85VUsN0WKAhqzq4gmhxQkHZ4COjmJ9cb/DerCfFPuJ7YeE+iA5++/5/2cHj2L3t+b0fwfCpw8n/qaxsc+Fiw5Hlg4EeCKR+PZvzXvwSkNFIWhuapQnoL8x5UHZlvNdGuAqWi5YTSUIVhLpRpRxoLeQ+pmBvaeaIOEzVn5nZw4b3PpOYOuGSQSvaszekK5ytjLew0c9GBWUdya+TaMDI1D15bIU8olTYrOjQajVRmdjdn0gRyP7pBN4grDzKTkztWVCq6m9BiZHsk1Qu1DOg+wSCkLGSrjO3CHI6bZOIlC9oVm6/oPKJ154L9YqgYLZvbwUNGshvuburOfohUV3h13tCBiDqNj0AZICWBuoM2ogXmcaYVxaTRbMfcdrhLoVGscjBXDGedyZrQekJmYa4Vyw05TN5uzRQtHNpEkQvystJGmDVztQFtDbUT0pRRC0UGkg1ImbA8eCp7HbFJkasXYxJxRSbtFGEk6wt+rMKhXb9Ak1KPj7Q8Q330Q8wmVBsyXSBNpN0Nadh5AT9RmihJGpYvUO5hHpB5h9qAyh4doR0htUijLwMpvwAbXFmpQqs7Tx3W75A0U9JAxoMrWKIxUmVP1be09shgXyHpBuqANkeKqQraxPUCMZJ42nUSCyfIBKokO4MWWg0Dv129zkn2tLnWGq0m0AG1gz8nn5F6IdcJhjt0vAWtpHYh1UTRB2DC5IEmO1p5iSQli9P8mE6eTlmc7kHqGWkzud6TVaEMWBrRCdrFIO/IKJKPiNzR9MQ0n+lUMCn5PkDDtZXwQJma+z5opHSioVRVhOLPyhnSo1MEqYRjPYwejIySqEi6J+mXJCk0Kk0eybORZkMp6P4OsUyaz2g1pF793TkMvvzJZfbpy3rQNwzFXnw03BErBzKBjuloQELhW52mEs4e3+B+Zrn9tEV/WRiH8WWzp2JfhAVeFSjPXr9hTW0NdEag7QzCUF0VHBZzMdBMcX//bjlPpfNuroahdef0grLpFE6hrNPT9HtxYx8trwcSjiExnPYGp1aio4e6LhEp+xbFt+jjpAHo6aiTGob/Zh7QmKMajvlwECwOTVuAPfac05kWzougLVicgltEpLfXnRqKLcidcIAm3DnwTziPly5IGP+LftMdt71vGg78cEIuqKNtNkN/v8/RGh6Sde0tTgsf876u3cnQEUsdiR5DmMJxb8mL2nbEaKQQL46XBdUcepps2rOgwLvjwNY1HAXee9aOfxbcrwtXFL0DoTnFWsD51Huw+aleFWj+jmBL3evs6LLt+n0ydx2R2FGti0fZYrzW4ekZG51yZ+vY8YLWPrcqGWOgFwL1O3rdDXeeqLkTWaSnbce8Bj1ATNrSw89bbbE/+/BvVVA1B5/1J4qtfV7mtI9NN3TSs3nd7MP+EnEknHWHn8QL5fn84M6BxOaZXcdn/fe2L7Zm3PTxWBeqbZ7j6EyRkMlLVtPmJ9vtsmRErbzLyyufr4+tDt5lyJOHSXyrm3VuLEKojzXR7+6AlLrsE1voWTqUraOg+5h/mNkm27oR/ZlLtcPnq8U/62eQLRlga/e2I+y3Nz6Pq39tgokuD/EAb3fkeyDPcgQRTfACs7PPmfSd5DQW2h2WQW2cLLi+ifmJwJy09GSGPJCT8LpfA9YCZWs5piYyi0OuOuI3pk38FHPnstFhhU6LIe7ATLDUdOjz0Oc16umYBEWKrtkEZuLZy329LUuqBwhKyH38vNfmjgX1Z/b5IWgkfJ9JABQaJHeQOy1EBBUp69xavKM7ajoNJS0cWeIOtBhM3zJD9C9Qzal6cKV5getOq7LoNXFOWNzfiSf9nIjA2JKVUOiOLpennyPfltXJ8gMhshs62pan5xqwZj10x3/8vssHWf6PD8+HzVm7ZAT2z3Xzm96+TTv7ebs8P4KC3aneBVOn94lC1E/X1Obf/V2LYO+fdpqebfu2ukz/V5f70bwl02Hb9wCpPBm73pfQXTetMfort31i0+Zo0zZ7Ms7QhbP9qWBeD9snYxnrvY+JxVhuz4/lkNwgwEkIhtLBRR/JJPvcawE7REacSuwrvNh7zybumT8CS12ZTXZVnwPXA/pZ0nUpXb9DEEYszoo1m6JnrhY8iL0IXAh7IHU9YFkv7nvwNgbaf8naiLWcLI6T0G82x64DWTaAhO3cbvUJqUgSlOzBtKDgsghomKZliglKGwinuNhTwKKBmBcdXt6nnsG1JHFQ8ZqAa50OSQ4ysdb3lcvYpbh5qmAtgsu2qq49K/1JdtFTO2rJBreMbLLoljMt1psFBWJf4y6jfmJ5LdljmzkxVvkqng0ri/4Rcxt7wrbzsPS777c+7/GO1EFBRL8iYM38VHcQzzZGg96RCNBoxmzPmhXkQWDZZMf6FIdzXvA9Qaw73H/lAdsuJ/verB6wX+RB9CF5JqEtB1RD7IrTs42LfBBCD9k46/s8WreprVPehU4k67hJD2Avol6ejulyWIUN1Ntjxce4g6G2NStIy/m+njvFxzZF0ELXvsqiC+ZYl7FXY3/GgoEIsiaJHoq/zcGIPy3f/hlqQnS18SduY3Pb8pPnB4B9/Df9gPnE4faxR3xeg3zQng9TXyj+j63S8bE2ytPvP2jHtkHbL+VH2tyf2e/b3rB5iW3u/eBZH5t8e/p5nKv+d/t4UxYB8qlnfuLZ8KzdP3Hvjz3ZlLm+g9Z4fPgGnQd23zzwxasrX7yZuD1XrBZM/4w/1sT304zYHpE9+WrkN0auxrifmbnypl0oTLy+vXDSke9/686Hr44zQ0qk+UvMhPv9W0hX9tdGeUzM/Io0vmZ/fGAcJm7Ov6RNB86XifuHiTK+ofzq70nnxPhQeDTlTc28Ppz48vX3/PDuK/4/3/4V6ZD54s8q+VS5/OfG5TxhZ+fiG2+P7BjQSWmauR6EGaHMRnpvvLhJ3P564PBY0cvZa118t+N8mTidG8ex8uLFxNSUdBqZzomH9xVVR92VZBy+v2IVfv/diDYjHwwZE7q7R/YXbq4zQ1MeXu+ZSCS5J3HFHht2mXixq7y8GRime8b799C+oB2+ZDpdefjj31JuoP1CsDQzvH/E7MK714DuSe0bhFeUdOMG5sFIPFLee/vO8z8w198yifd7tleovqaVCsPfwfwVzF9jNmNyRqZCef+SUYTj+ICND0x3v2cumfflBejATlZ19mPXu3HGqKTpWwZmtL2m2cDlVlExdvVIfjDEZuCeNp3IVVBmrkNllImhGtbumNqvuSblsVQYT+T9dwxyodx+T9GvkOtfOmVS/Y+YnriOF7AL++lMus6czmdaE3+m7DjeHcm7HVZGHvOZlm9p5YDc37L/9g7ZjaS9ku3C/vC/ocxc7ALza+S7f43lB/Twv5GscJy+xMaZ86vvaEzM5wlmpaWTF3g//huK3DDvvqaVgXF6R6l/5OVk3NQXnMY9533BLFNUGK4nhvbI1W55mH4ZPJx/IOVHyv4PSM2kcSbZwO6HX0Eyxv1bBEWnR66tMZd/C/kVc/4jOp7I11vkIpybclXDbu5Ir16i72fa25m6S8yvb9g/fs+L69tAAu5pdeb+4Qc/IvaFZom5Olrfdn+HoVyvRzQNmPyCnI/kUyW1ho4PTOVKu3yPTj9wroVTPWNlwO5u2F2Nw9mwIlR9h7ZCbd+g+S361XeQlPS2kCRxKHek8jMyIQSn+8IVwF6YVxgg7dzBr7OjSbIicvWMCL0Le81wlM+AmGdEWWoosysEugMgyaqoesbEASSRstNmYdWDYVnCtzbj6OmRTnVg3bGfS5yPk/+2I+DMaQ4sOy+n66+CpL3fp46M8H2kSAr1QwYoCWTyAKKApBWtKwS+ufmAOaonHCeyw5EvoZjrIfTiQLDlrgi5EbtSwx3BdkgKTk+b8KAs4ffcY+kGsQfQd7jjZEQkIzpiGE2vuJPjCCmh+QJ4IfbOkeoKnTu7HVEsICfgCrpzGjPbu7MsuVLsRkbUGrBAA6qn/Eq6Xfqypa36OQtOcFRMkRnShKobfJ6xLEgdKdXXnuRAiwkxHwNYczo3KVTZ4ainQAm3a5z7F3z2PQNlOe1Tb2uOrIBA8rbZYzPj4OOM0IvLyeCozsyENnPKQtOoCeHrHZTFxDLPznDee2AIgzsCcb2eiKQdJntELki6ev+sczwbjopyA1tNMTOPN6UMg3PJdtaYhX6gB6tShFl6kE4VemyCVcHXKGQI2evcWEFtjDG+ODI77RERchQLXAgpwonbiz3WlnwPjxpZ1b4GU4sApMx0ejC3QcJAlRIOxF53pPm9uKEH3RHpWWg/fbnuat050SkWZAc5+9c6x9pdgx4i4jHY7hDF0YO+/pyO0alUDMmVNYiWcB5i3BmKOhoxqMJ6+r2zNZTFaPUsM6/Nge5xft/utKiByBuhZ1EtDvhuNq1F1SF55g7RJnCnkLlTxHkWw3EbAcue4YYNjn4kw4af30SQHJkP3SmQ3RmyII5bOH7t4o6BqAXk1IqDo+ciqGhRkNMpbxSza/wmdmeLdZ886CptWPesAOkUbY8MkQgeE7UsvBaG7xvfzDsWGrUeyDFHjBqOcnUfe8LR2MYaZA3jOk38ONXVdtkZevH5yDn72i7iVNDDC8wEtbfY6YEkQhJDh0QbdiCCponUEmVykAkl6Mqy+LqQTmk2+vzVGz9LuAANORWSFSwdQApWzzR59HtMELl3Y79kSIkmRpvNUcXDDrEe0JhR7jHEMwBFKJGBJrX5uTolNK9rUcoOSQOpxHq2e0c4jwNWCjZVbPJzUNSdh5KOfuamt6AFLgcgUeWI2QzpB5cL8hokk8opAAejr+vzPtbuFWwOOkuh6h5pe9rQ0KGSpkSeE2hBdBd80tBzGrMYOc+YGarfurOxWtinvuc0uw4h5QBZaXoOncVlaU4DSwabQbKL62WWvEZDa7SQe0nOSCnk3d4dWTI6VexneEMWQIE1lyubAFwiOaoZowfjFhC/zb43qYhcwRyN7Y7Bo+/HJ+u8O1ZBwmG7muFCLyJMp97ockYikLD4Klze9sLRrmN0xKziDmTPmvIZ8f55LSQieBZOPQlwB/i+N6Ojn1c/wcziZE8BLFh8DBufiiVExsWF4dM8+VyHvmTqNS9S6g61eJTt8bP67GdM8NRjkdXb7xNwJ2EFO/k5EbWCNHdQRzjfekapBa2L9HoNFvLKnad+1naHfpdnczy3BCCmLd30c63TuPWsip5J93lOuvUyR0IDYruYqwbMNAaaZZIpwgUJGSxUSJXUXiD1tesHNFeVs/c7Mfh8Byo6DY5E1+TzRLsJL9kDJnH+0EjidT+8EDMe6FCBOpLqDoaoBWGy6jvc+XrWGcxFITljN7csgSczVCckand5zDyAJ83R5UhxFHhNfp801wO1xrLfk4cD1qqDLJN4nSEBUadYVDwImYbZg+mpYLi+hQmSPKDaTILm2DMLVQqWb0GaI9DtiKPia2S99eDDAOWAoczzyfeXXVyWWiDTibopNfoambGmkdFO1MmKwL61gtkRY4excxChFNSEpinssYxwIbUfXL7YMWy9sp71n7ikful/0e50dh3H65XlWK0Vs+r7PEEvdOwPuAAXXAcfHBSZUtSAuPg+4rqqSYbbtijo+1gDZd1LOJDQ02Ym11lEgSHYxAKwJ1cfHy2hN+Gf1znOuEfXY7KvbYmaZ/SsS/W6h9binC1ey0gkqJasAVF/T1PIhwdMzlh+dBsQl0v0jJMSOpsEeMoe/LdzjONwxVLo6mRnRNCK6ECnPBIL/a2ELNcc50VmYRNlxuQB7OAZH/icmFRIkTFr15BFN3EevHP5kAY/40MO9vpNbj8o2A1iI2aPqD6GbOu10YYIpnhmhOU5xugeKCResQJaPn39M2VCbBzxP0emPrk+Ykj/lG39kVjEj1/rjVs2qY+5xJd//zx/+bP7f6wDn3qrbUfzJ54hz/77iTH8VDzipz76LIqtn3joP9O9qhNG4zorbTYKM7t8Za9ndnVG2muEG95opbZKIpFkdMNrVtJcybMyqzJNFcmN3Y1SqyH3Qk7C/mCMCZruaBb4QTFGE9CE4Y6pPJ7JeyPJjlbuuEzvmecrsp9JhzOpeq0KM2NWR6OP4wXLM29aZieZb24rGWMyw5rSakNU2Y1XMso0u2GnOZJLK0g1JAvpmCiTka4z1zZwvQrtApcz7LKRx0q5KqV5jYkadWUZklfJmAyd4XLJtGbsByUVQfKMFCVPbrv5Z16gJllkHqTMkGEomXQx8jSRVMlFEGvU8wMMmZp3iDXyNNOSMu/PQKK0gaRDZF9UGB4QZlc/NIE+YK2h+QaLQq2qI5bvkfSAcEdHYnkKrpHmTMoDedxRhwvzsXGVxNlcMXRh/mlDdk4z2Iy0qFPRCrCnHmZqVvJD8nOkzVBnVJujHIqj6jBzxUYLanuaNK7JvEZHbpBmzzaYFU5H911oRW1aimLl2UjNqFdlqo0hT0i+UjSjDEyyp4nQ8o6WCmUeyPcD1AFkcMd/ecdsM81O7lS5HrBhxm69bkGujqKT4wm4wLl6X/SMpMioKQU93FGHPUUfsDYxMHKwgSsDNQ7lLMlrQ3DF7EjVg89HOYdTbyKl7JkUDdL1CyQJZXdB0sxsFdUZ1R2kGzS9Q3Mi1x3UgdbOVL2S8p502MHjI6YXX0sjjFcly+zp0nbF2oVa32IiZNv7vHeKG34AKtpeobp3cSjF625Uw8aZli5o9QJ3rV5o9R7KCxiODM28aGXCn0NmtgFNGd3NoEaeM1kEdruNk+rzLgl+FZNAR8qAO2kJ2a0uxyK7wY0ip99wJ2KgKZVARfVU1uCTNglDqDuvxX9DKKwLYkNWgxAvNNXl9EoN0IPnKydqT2X3NOKOMu9crY4A9yBEOEysp6WHcZtcefZ04rppW0fEhRNOZEEZrnQ4QU8QTjxXWPtYOq2RhFPZ0UG9g93J746LrpTKgnwPmoLgoocU8x9Kci9QCJCGGLfgxV1QarAa533YuhO8uiOuU8B0jTJt0PKb/0rvay9i+Rx99nPWWzhS0kKH03FObkxIIKwEL8a2okzT0qbVie5oHenZCD1bgU4fM8Y+7CjGcKy4V3NtlHXjfFja5wARoyOUExY+jcgQ6i0PNLwEAlqXN6ycpL5uwjmyeCjCyb1BZK/39zOj97+jqyXQZx315lRQujiM+qZN9BolsnmwLn9de6BRi2ThmA20qqgiqSMP8Wfamu2Q+nvMs3u8aGvff0+1w56aTw9y9d7GFlyQbBZIYdENMn5di+5M/fH1teqNvbd9nSZ6cfInNTl6n7tsMXcS0B1pCwIs1p/AghrrjpyFiDYCA9LHIa2TGjLjqW5t67PC2eY0QdDRcqK2+U0fsFjrfV90hOwHmRey6cMGmbvtb6+x1ZHi9CyktbtLW5OfET58nZMYOlK8oz7plEEhyxf5stBP6XJOLHOwNDmgWdZ/H+PZ9/RSpdadGitGumfI9bnVZW+uY7KZc1vne+E67vcu/MpPraGfvJo/T0Tc+ZG9P5YGhAHRR6x5ACglC+dUFJ+PcU8KJPPEPiJot6yTGD8NZ0MfIzOkOTKZ4nXfzM6gNVCSHlzwLF0Pfhp4FmUSpDhll9NqGb1eg5+NeAbzcp4YGgF+R/aL141LGZFwWnSas5Swkp0uaTkTNyhmcbABZhBUhipDrL8IUEl2wECsb+vZDTWohvo+zebbTTtNjnlQMOZYLJE0O60HfT9s90fz8bFEisCqmrpzUzKWioMTlqwG6Ih+MSGJLChTNLNUvzE8sGxdFgSVYPIzwIEpfQv8xFp7IvzibvOy034G+V6xhVJoOVH8/Fn2k+91k47ufi4znv3XWGTIas+npxKto6i3GRYbab/w5i+ZSmCm63eRlWnLvvP16b/r2WCxHmPv2lIIOzIEVxQHW6741ZVgm2FMy/Zf5al/adEHn+KoBdSdNtFHCwf8mknXM3S6jItMrZ6xSqCVewMMtifyIpc3sr0HZUL7oOuMtsjz/vyCSK/18fTyQNOqp2w1gM1kft4lkW1nPRPSYlR77Rh15P5WBkc9KLExEP3NQ/8p+hwUkdazRNJmfBWXS9ti533P0evP9d+mkAddr3V6OgknvpEwcWpD0SmWcsiU3LOmhmi210PsmR+2rPsIsknCIpjeqTKXtR9/uv3jtYCIAGGCRb9020SW7I0+z0FNSa+757LDbQNf2yaeAeL6WMYYl33Yi3s7peoAhM8AP5fclhljBcTa0L62o610XVA3f/DnLs/251ny7A6lxHhGhrFOuLN6Pc8/hFw/X6u7GMer9/WJrHG9QRY0vkaTV13Gs9AmelAunhrB656Rq8szl/PdwGwOO6JnVPHk7LBe32hba8oUt3WJeRhcP4r6C7ROazXH+T2z1Ut9XAIkZBbgmJB30s+ILpu7XsVmzc2Y9ALtrHoNsDAEdP2hB3S1T3X1vdYpOFusg07PG2C9Re4vwc8RY4d7KGeWADRdtvvYiuRlzha7P7I8uxyS5Uzv4+2BaOlFwq0gtve9yAx2dR1iCUqnCMyztkWndZ3Yj683+C8JQmxSEX/+bz/3Rnn2ruc/ND5owKK0fuS7rkNuHr3cIU+b9ZPd+rE+LN994inyYy/rQn41i9cF8qxPT3WcZx88a8yzxbCkE32yMxtlx559/mGjP/rzJ+384Kc/Y+FYol5e01R5nB+Z6z37/3xh+L7yj6eXyHRgrIWiiVpueK17Lpy58B47ZNKvB6QIZoWcZm72jcEK5fQNR0n82QuvNH/zMJMsU3VCbSBfXoMqX7x6wf5YQd5gj+84DTMTymOduOi3DHhcOtvXJP0F1R64yjtEb/l6/ory/j3/cDau8x3/8u4RbhTT99RU4deK1JHBfkk6G7vpTOYBqxNJ4fX8GtPBebFNuL8ZebsT7nYzN9zzcITHQ+FE4qHdYeWRYr+nlpnL3cR8OaJvvsTGjN4N5OFKGs+UpnydBrTiRYQz7PREqpnGa042Un54oFwn9sM9Q76i+zvsiyPXesvleyHfZ8r9Fd1dkeN/Yhx3vCgvkFrJ310YUuUmC7UMML5CZY/QyDRu6nuG1NAXylyEMu0o58TrxzPpUvnti1ve7l7Bw4g8ZF7ur9yMD1zrI3n+Ditn5uFK2t2zv/k91pQ3l5FT+opv9TUpjRx5QdYL8/XvHGn7iWt3/V+wlJj2e0wyh+s/IAjleEsbB47lwjg15qvR3hsn+QXX9JqbfOawO5NP96R7xeQH0vgdaUzsDgUrL1H9H8nTlfTwrRcmv/7/MGZ0+G2g1RPYDit/jhVBds4rOt/8O3S8h/oNg75guL7A5hv2emTMeyx9C7f/O7XAbEBKyPingXABrTva5R1NzlzPX5LFIL13ZO41MdiOwzwiVaj2NZpH0uEWhsz8ULnWK/l6Q5oL7+2O6/7I6fLI6f6Rm93A3X5Hu9xQLwNWM3m+J+0vDPsM3KGnL2lkGG9AhVyCCuFwxJIua1rqv4f5b0jZkD0keyDLxanADoXJvqY97jnMV+54Q20X5umP5DQzv/qSUjO79xPGleFmhqGRXtxT5IjMX7uD53JF65UxTVg+Me1nVJSaR6gjJm98TvhzzP6VB8+sUsoN+XBkkPcIP1BsJPMV0/g98/C/k3Mljw1roA9XBKEOX/20k+6pcKMj2NyBaV6jAIF0XZULMcxGrN4E6suRmZYqSHEufRyZhBQkjXFuhOEZDlppjqqW5IgSmy2422/pziR3wGaQnTtoFlS1Kx0iyeeQlbpBNk4qbcGVba58CoGUlBtvY96F0h/BihToc44+HtqwFhz9oh5AkZ2jicsMmkizG/CWQ1mSHMZOKG0ldAAVUMHyhKGBMkmkJ1Q2wuLYSHEuanKEjhQs3eEoFOfoFEpkfkSqdetBn9Xh0hVnAMUDymkZJxxRJ8X5TnXCNDIIzBBmkqgHYNuNK87DhiYDdWeTcwb+vPUm4oEDErSY5+RGa4ql4orqEM6iSA22bsgScaPkqP7U07L3OG/+YyiibpCmQC1qvoAYmV2sIQOuocgnpEzkfPGhq2lFSQe6DIlHGiT1ObNFKQ9ke0dvhZGTs3+vHDFNGKdAyEdwywzRa6yvIQyvx9X4UAke3QioiUTGTtQmoJE4+bDawZHMyVPKtae+64wuhpuvgiZCFiMlI3XUZ9zhRQRnRDPJXkTJCDdAnMu52woWgbNu9CXSmN0gkAmjIlpIOKLVl6IGWrfXVkkki6BaK25yR5BjoTHDHWaWwzhh5CfRTRY0EJ3yLXiQ3TDtBsu6aL0OQui2CzKtO4UjqJDDcA0HaU8rX0qrazid0iM9wCHdcRaBWleBIwCSAsln2Z3Spoid/f4U89UXnJw26yxmQDr6LgHHcFaFcWtuHFvv6+IcjMynTi+wOIlC5qI4Kjm4yyGox2Qdy3AU9fVEIGN75og7wiJgzezyz4LmoGf4yBTzG47uhbdbw7EU70rdTojx7E6D3Feho+wkMj8shxOvZ0qYIs2pPemoWgvktBRHW04zdN8fguiGWkcMa1EE8bMuwXB0Xq2OSPdMl+aQ2yxYvoG8w/TqWVuayc354sUmSFem2zdgBWsHaA15fMSSoQfPYJASaOh2dRk6V8TU2ZkEmrzzHlTDWnYZKZViM1kmNN3EmTIBV0fcJneQSJoRnb1WiCRkSEjK5LLzNW8/+P7Kxfdxz3jRg6MS58n7y87PqTkhVULWVyQnZCjILK44tgx6gJSxEnJIAQaKfOlSok0+V+mw+BlJUHRy/uo0oGSK7UnN+aONilyFdh2AHcoOkRMmJ0doMoGMIDfhhHN5aaKeIZSPgJDSCcOozYtfW3WazyxXpFTSHFSc+ezLSm9AHfmrDMAFTY8YGW0D6IDoDVoznHvA9QIi5PSU5ufjK6yDNbqDqcW6Cz1isXEjOygc7GLZEcn03ykdvdudcSt1U5cNc/x93Z/+6I72707+1bHWA99+w5YeUSMQH1+Fg9+zUdf9Zd3XsjjS4p3hk+j0jT185DSd3cGVgB1LplXvv1mIHn/2U1dEl4HrE+3/T9ufNkuS5Gi62ANVNTN3P0ssuVR11fSsnLkjwkWuCC//BX82P49wGSGFM31vb1PVXZVLLOf4YmaqAD8Aau4RGZEZ2d00qaiMOMfdFjVVKPDixYvwV8WeuYJ413syc7DNLHw6I55zgs3v9fEya9ecBL5n20/u+wpkicwx0p2sM7HZXMNts9wkPjaJu36GdAMeS4x0+HaBe1jMs2uC40sP86Qmisng/u/4yJbgNP+dqnrCT1zuU63435OTTsTcz/UqtUJad+6ZZJ9H1kkd1pP+l7BrXnWS27Waqsu/SQDfDpweIc+QvF+D2Q7lHq8mHsCqVzICLaq/kuLvo9S4ltu3krxKQVvYN1bvLafe+8BkxQYlpQGRgjVDm/p6smffe8cVrxS/R529AUAWZ7Zn8Sq8VQP4TxHH2AhE1YIZJotXgtgOYcL0Am1GBkWG90gzZ/xrhjZiGXR0SbtSHzFJ6OBVlbYKQoV89DWmByAh2UFzjTAkb1XxbtdbT07jskDOcF9BcnDRMkm67+rvJmVfi80mriD1pw8p7udrciOfUpD2uGB2wZr3IpS8B5kiLrBwLxS1gtrddU2JItnPmeiShHc+BurrwSuADezZfYY8u52Je1CrkewRT7STnPSZKpYX/3tLeCX9CWEP9ui2LCoqRc7+gBpzOirmvPK0S1z5HrwRXhCPRUw89szNZZyD2OcuTaH3W0DOoJBa3myYG7ydz0eNyr/B55tKc1vWfKxSbKxmhkW85RVKQSzRqK4L4qXLo7l/ZezCP4/eUtl9sxTEP9tka1d/NjuERdnFPjEE6erebV6S2E8F1CuKk3hc6HnI6CGGsDXN5o6NRGjZibC/MN/gn1sJ8Qmc/7OfAzYQ/Scg/c2JPsfq+9JrferUX/DFD6/adxT76APy+fv7+Rv4hav+3P3JNYH+qc/9JO8QG/W2qbP928/1mSTFrz7+Kd/7Vejc9UomaN2hCrW9ZW0XhncVORpLm1j1gb00RhqDTezsnsrqwfkwIAdn61hz7e+hGENLyHygZHgcZ9DGcGp48r+BFYY2kUw47BK7qTLLW+oys6yZc0k868wJ5ZGRSQaEV4h9hfI9qywM3LGvj9RqvD/fk2Tk1bigQ+XcThgNuRdYM0nvyWqulc9MYsUMptWQKuiaUBVOU+I4ZXJRCpXLsOOcK5ecWPLILM9c7EgTZRmVtko0MEroaNgIsqvkphweCroKp7M7HpMZSQsnS1Qb2J0b5Xhh2q0MQ0MPgu0Ly/uR9Txg5/fIaULzgqT35PzIlF/5hn2q5NKYJiFLYtAdLY1AI0fj6kJFhwITlDGTq/GwwrgaP94NnNiRloF09uqRIkKqK1JPmC00UQevpiPrnJjnwrENvNV7RkYOcgf6ntYWaOfPzq/S/oQyYPn3WE6U+o5ilVYybTCmdmKUBc4DcinIOKHyQBJhKoDOyJLR4RkbvieXARn2tHRg1a+RdUWODWkztB8gzdjwHGxTBzAsPzprYnAJFH3xIzb9I/m5kC5C4g6xzKiZQQqajuj4B5AdjTvgAPKI5YyNDkq39UK1lbntydJY0kpGKRWSJkbNJM1QX9C67E4ydKnUi6BrQWthHh6o+Z753KgnL2seSsbqRKv32FpJlws5VwZJKCOtvsakYHmEpJT0FETYwQGJcYr46Q3SFqQ8QB6Q/AbRJygPWNnT6srajH2tDDaTbCG395jsaOMjyYy0NlJu5INhg5J3s2+WecTqgF4OmGaKziCNmhuWFdMJy4nWJBhfL4DXwHuEIzmNDKWQB4X1TDIl6c57gaQ/I1kYpjtsFdbsGo6a7zZQ5svNYgBlnTkQzAeT0KUU3IGwjOkItnggEWxfx7yTByXEZ4Od0LXfCe1uCfZ9isZiFlGhUYLREFIaG0utM58lSCDizxfBpAQTiQDvzIoD/aQA4Rtw8t/3PSPljVDVy9yRK3POOjNz28EExNlnm9xti8B9I8yKO2gaYxmyP9bC30idoVsc4OyyQBosvc6c3tjJ5mXeyYPbq0RMJGIMvGxYgYUPKhq6UxssbJMOYjtL1a+cN2DRrAZLS2LclU3H34L52Rk56kCDJI1h60DElx8W88Nqjlg5gghCtieY6BbguLvdkZCwRi9RdjJMOCfi4GFPLLk0xhV09PmpZBsiwbXQmerO5FUkeSUSqle/xlZP0kiwz3osb2zAj3WwOYJ/wwH0FMkGswmjQFoCEHWNZJf8qB5MMWCbXIYDtkYJFnP4VEnwBvEp/CsHjUVA1AOR1NnhzRl9zkIL6aD41sa27YxzigceHvn7uzVPvDkbeY1v9OQBfMCQir9L7hqykagyn4md5J6ss/xdOzeZM1+d5Zh9bnat91ivnns0Xz/EGvvFwCLmRIIezHlE40w8i/N0m+QvtccFce0N+P5YDzzs2WbXiH9HRaJ500OzKOHvSUXpesFuC6Uz9oO13RmW0Cu4YGPbUXGwpYdLHaCKMbKeXOnJhnWzA3Qmmlgw5z0AvSYdOnO2S/F50uUDoi6EHYpEiBmETNgWAEqJd93Piz+f5Wg03RN/PbnTYpxu7jHuY9NNFwfeNMZ6q3jbFmAHIBzs8J92OYXkjDhtzpDfGNgRxPf9JHocSJ8r1pmgGgPw5XupxfWNjIb0nTcQtkhitUjautyZ2dmZfuR4FtCx0oaG6A7s3jkAi0E2bOdjlUJmxkKqQkyjagkke8N3l/4bvCpgexcu4SMpocmBWiLB6u/c7avRHOQTT8Y6KO++s+dbA2yGkPMbfW/qVTFC7JdlkwQT7e/Q94xrDizBOmAlwRj2MsASZB+uSUPMUJ0wciSbnFyQqE4AEJdDSlYwnG1tLSHNEzdWXL7HWaMrnsC6AsCbL5CuyUahA4bmLFEU0xWRFZFKkoaK35tJw3ryxbqddaazyRrkaK/KcxJBQquvYRscEE1fAJhcAaq+vm9sEd2EydWn6/ZTuwZ4b+QKWwJjs4M3e/n2jo2ehJDtCh0Q6GuxcdVoj7nUv9H9h7hfs54w0fh6jD/9/q9Ai2znMm7BpK1CMX7vP+kyTv0ZXPO+v2K3uz2hemMejau9+mCtG5tUEr2xs9+72RrP325OdN1jrmUX7suG+b95vvBzbp51e6atJxbX60oO3CT22t6Ut1fISuzJEu/+g2dpcQ99vPrvwoH+Aqbwh0ffM8KuJW90LhbN4vt6x0mXPu8FzQnJ3VfvxB38veoY++Hs/lvgdNKTPtL3xajQUyVprwCAYAvF/qvAjMgzJvvNf7Iu2xVVTR163HqBKZGI1Vi7QmfYe/VAiWT5GuB7EA8CLCWkc8zU9xRa2FbFUsX7AvU5GiQVWliJkLbR7pt3L80zrmZDvN8Wfwou0dh8f8N7gaK9gjNhzWPp3odGdEBSRmUXrzH6QeRg0VskIZITJHpSdqsMFvdlenWGRNyHtiBeeeWGiBMWfCuIedYr7bU3jf784Q2SiXmZ3K4LiJ0iLptBK3SJXWCriAg7YRpVIVviLXyJsJ0u6eqxjF+nN5OO+S3Nn1Wjl4l6Q3pSYeth1xN9qYUPYzdxU5w/5pGv/V7FGfFu+MJenR/kCm7ut8/B6KlEyLd55Vp/1m53wu9Old4XSzYfD3pfpF5p49V8V7vuJqmvN4kkRE9icnUjwUklUQHmvuJ6vQdcPszXsEt4iY6+HXV/Yet5ERUjNng8vyWdJ4TRx10SxF7b42uvfo310WPtzdmPXi2mbFXm/39PQnx82C/9/tbgynUPvx3snzvPtTb5y27Cbv6yfe8zJ7CPf/vRTcjHP/v4PLfP89HnP34eu/lOdyo+Op989h+fPNFnPhTn3e5pC69+clP2yXH71CG/9IHP386XXeAT58pY+S3oyP2lYOdnZLdDSqHtBN2t3Gvl0RoyPiO7YBPpjsNwYrf7jno8cPzxK3gYkG/uuSzGab4gLTO8v8NEOE4VVaM+zYiu3JUdkoWn8S0nFlYptHbHu9Oecx14Hn7gnI/cHRJlN5BNSXVhynvS3e9ox5H1u8K63/H8+hVDM8rpRLkY35wmLBmrKCoF/e4ebXC8O8JwQV4spGJM1hjkwmV5ydp23E2N8WGh5cr30hjfXnj5p8KreULOO/I+MegeHRv1rtIkcWkn6pI4vxOGnSHjN0hqyPgEsrKszzRV0nkirwO2HMlNedFG9mngqRx4P1bKeCCNwnG48K4cmQ7KPj3ScmOdVw5p4vUrZc3wNA7UlPk+F4TCeDkheqEsz5gqx/qMpob+MZNG4ffjjt3rTJt2XJJgpyfycYb8Cru/43Q3oftXvDs3ns9n9suO8uMDVhJ6L+ThxIP9iUHvsX/YQcoMg4OOVf4i9Oo+fYw7L2nMA/7f9AjVkDf3iBRWfaLpwnLa0+YDg3zPC/keXQZ+lIFDOnL3eMTkiMkzSRJDe6boQtGKLkZbzmgptG9eQdqhvHI23vxXQGPdvSKnA3mdkGpk/beIPWDyH7H8DbpvyFQxeUOSH6jHZ+a1IIOwGxtaE+3NHt0N1Mcd6JEh/ciQGocpIzaS6sGbUT//fzCU493/AUv3HGelWeN++XsGWyjrV0ztQJ0n2lI4mDFMC2n3RBovnIczfx7PCBO5HbB0ZKgnUs6k/C0mO9Reha1ZEVnQ0YkNg+zA4Hgx1hVGeU0qCfJvgQN6Z7iu6yMcHxnXI7v1r7B54F39FlnfIvV7Ur0nzRNVCk8POwg5LlKB+oi1kfTuDmtG4wXGSlseEVEm+x7y96zp/4KW36BWaUwcdhOTVJ7KmVN+wtqF9P4ZyRfSfvLgWr5H5gfy+/8rmp+56N+TbGEqZ4QdyO/purNfaNzADuH3B1tNV6AiLXonhLOn4qxR6/0awLVKEwFwswUD1m5AJTPUQis12lVoXVwfuH8HQyw586O586qYV6hkoysoCdWBBHWAwUGNDibvAmD283nDz7Y5gs4yc4a2O7hjOLIdNO0gaQ6H20uPRXYIe4Q5nDB1BgwFkT0iQia7HzQKWxM604DTLJhjSu9hQTSw9p9dHKiznTtQyZ1AsbOHtxpArniytqYFsUI219DV5PffpVGi+p0NtBRnc/Um4maKVYNBQrI5ABYbnN0VDrolw8o5gs0O3EXwGYFG+qhJ4xfNuJ5wyeaEXgkXvvdQsGDMyeLM3HCszQbURn9PgiczzAN6atee73IHxD37XHIs2DBbUCSSRaCMziYKcFytYfaMUILFE4GNGE2XKOrx7zoY5ud2bDr8iuQN4rSPma5IlE0LXa7kyrSS5AkilYymA6KNpA6aJovkRxocoEhrXKsDOp606amBRotAx4EikSOuGR2sOmqso4Y1D+w7ZOazJSF270FcuoT75u/d6FIlU/zcS6tdu1iiGirGlOK4tXXWsRMroGwS/76WF0wGDyqcsA05I8PEtX9GD6AMuLAhOp85LB1iCsTnUgfOur54uwHL+4JRek8Ol2Xx5oTW/WoCXDLveSCpJ/bwe7TTNS7c2P09KQtiOxKF3rC3n69XNF3DkFiLW+R3DbREjlxBRnxOAOi7CKp78HsrTdLHrvi44kCKP7PLQHoz7QhkQz98Y6PSA1NfR7L24D7YkFsWNkVyMeQdNlmKLhTW5QNcZku2Hj4RzAu4zjyxmBpivTFj2BjrgXpUX3SQQzs4FxT5WAkWshRbk3Z6UGqebAR6BZVXgPS5wk11TN/HvvDIMySXixQZ0DzTkoMTDjrkAGkULZBXc5nMkrAyYrKiy4w1wZaVZI18SCFV+uzJIPMmpHmYoAgizy59kYvvO7IHGUm1OWDTpY9UqDqBHCCPwAVL5xgXT1R6lWLCysGnVE+YLWd/7RI9gWq+iaejCbXg1R5p2t6/VCU13w814yBhW30ejl4BJcnjHIbs+3r1RD3afM8b/b/Y2W1/8/2wKa7fXyZSybCuaL3EHPEKryRRCZKe8eqjEWddTqAlfBbF0sVnenPApuo5NtELSDS6FrC2uC00Jw9oydgkDuhpVBrmBlwQO4PMdFkM1wqvUN75/plGDMUsxkO6hOfPHLr3/26g1W1y9EbuxLZ6nngXAfLcQBEbSLhR9Xs1VQBLFvKVLG4LzeWyOsC3NVUWryx1iZt2Ayd4csh6Ne22PmNOhY27JiK7CbxJjvbeEKmDVwsS/pxvCelmzDrJMcYltNuFyfefSPJeGyF3235TYcZ1fK7ndZ9SNRI40Vjp+ulCTzhdz9LHNyrnUhBCrEu3xDNbB2V7BVaQdbaNo37w/raKM1we2qvtMi41s3BtAB22dBvLTsjoh25JzF9zdBufkidDjOgv1hZo3v+BaArvPdzGSGDjYK54NThIVABCzrHWq5OFvFI5USMxlmK/T+khpszqTGgu9D5rFkByH0PvsbAj2c6T/2X94NVbjoRzNHMm+7xJa+yZsRd5RaInBExK+NFLSMUGGSakaRtAXpF08TlSBcmD94YwB7PlZoZ0yccWbPEc0pspelipnT3+yA7Uqg1OspIBSYJJQcUTFFIluELivXHSDtKC2OzveujrPxKPg4PQIq/AzEmQRvSTg2QlSCKD+3kJLA9oS876z4Q/OoCMHivW2e+7y9myd9uXDGylyPe/PL/U+7JYmmKWPsc9KyIDXR4QRo+Z+tE6WaSQbfBK+UgWWR3cLuTueJ76ZOYDqdYc7yVpxFtXX6e/t14da+BzR3fuQ5fuJ3i1h9jRJ5p4lSPa3F4mlwEjqft94lUbxnugkdJd7F3V59jWZ8eTWGLRfxFPhvttRXVrT2b0e+4VYdJJaj5PLft78lxgcp/WFJVOVgpixNZvMflm23oirvqeEHKSTjKICo7SMd8RT7b0cQliCUefhwx4BQRxvRHZiHHQ+32ZVZeqYkRkwtKCySXWfPP7ad4j0Ztb3xBg0pkba/7Z4182CbEFKl/wObn+9bpp/tx5v+RSt0D6zQVuDP3tVz5/yZ97hl8X8PtXbm7Wbs+/7eS+0f06HY+PbqmfX376u+uu/OlN7/ZH9vEI/cxY/OJ7+8w1fvWRID8CB3b1HWk21vSI2oTsn5ByYdLGnTa0zNhQqS2x1oGpVIbhDdVgPn5N2ieGw0hNlZMsZIX7xRnRp8eGWqPqmVSN3ZDJCS7DCUkLdX1BaxOX9cDFRi7yI0ta0VFdT39W8qUxSGGcXjI/wfIeGgNzPoCusBzJKtw/j1Dg8pWXsC3PE3UVznlHM9iVRJqU4ayMbWWVTLUdU3limIx3k3IcGsPbyuFpYVwy06woiToMWMhlVBFEZ9aaqefs5X324MY1P2PWqGmmWmNdE9pAFm/Qt9Md91J4n0fORZnywJi9h8JZLshglDTRmrGuEyKJ+zvjXOB5zFQSJ1FKTTyeFkqF6axUVd5zZhFleSfkMcFfjJTDQHsYsEHhDxfSckZlj007ll1B9wcu7cRlvjC0A3q6xw6K3lcyjd38jnSBl+8bLSl1p2hO6O4FmttnZ1ceBKIngomgsnMH5TxBy1Txza+umVpHJv2RwZ54bi85LY8MaUH2SzD/ZkQ8cW6yknSlNaE2Qcsdcv815D02P2LthNYz2EwbBPJIWg8kTST7CrFC47eYfIsNP8RGeQa5oOeF2jKlCGMy2pqwU5S/3u8Qm0mcyQmm8YDZyFofHGCeTxjK8uqeOrziqEdandm1txR7T67CoCtLvaOtE7shO9OvXJBSWfPKnBdGNfbDCHomp8UbHaYHYIfKIw4se0msKzQIWVzKoNaFZTVSOZDzhMi3wD06/B3kH0iXA2m+Jy/fMdYfmNdvOLfXZH1i0DNWB9JSaUNhvRtIaWTMO2CP6r9C1gTHkzveu8lB6OZ6pEP6E0nP2DTS0itILzCbKUWYivK0W1nGC8P7BTtl74O3Kx6Q52dYf0ua//do/o6a31LkRE6NJBPGSzbd2S86hKtERTT1s87qDVZPFv9jvZTckxRbEGVsgKFF0yi6gyjOjGLTvFzcqm/SNVdsyZvjutNrnSklzdk5GufsPR+0OGCQiMCgBwOdeeJhgeEa9AaItAgqJBxBT1Ca9SZhcg3+Ug6WyhDjOcWYBKiaGhZOk0QvCI9nlausgUGAzo0UTN5wFDeNW5euIVgxnmhQRJZ4H5lECdKOJxuU1Rub9nFKwVpqMeYajljX8xaLZIcHy1Zhkz3IRpefAQfJvImxA++WQic1SbgInTHvz3OVZPjSo4O/wlX71xNO0pMQeKNHT0LUAFdHnxfeIvzGVfF5JRrghwWYWnoTXPdxHMf19+GuQA4nOXsvnQBfvQF0JesVaDXxSiWlkTRuW2J8ESfpdx8K2PSJJcXcjiAq2N+9gkMlB4svwIeUsORAsrHSmU4eEEwBGgSj6gYI+bBS1YPp3gRbZMbZSiWc/mhoesusDNZrApABsRGvFJn92a1LZqy+Rhnj2omNoS5yZTtFA2t3s4P1HprYsklLaLCHvQKnN1z1CiMHcDsjtHNGwZBgFf/sIVN82vdc6eyr0NG9wnMBfm/9QDrjtcX6K/y0eWcHx26qBbB4L0ZnFG/AWtfwpduSdvPC3A6YRZVAlwuhB5Q9cNMIRud4wz1A7FJBIeMUkgo9CXEdj2tAGReIsa2YBvjek4lbFV1/5r6+Y75pzK9yA156NhI68CUSLMMOqvW54N/1Xh8p1qqDhT5cVwB1Y/y6kYrr97itfXBvnRnoe0CACpGEswD+t0o3kXjXjS4D4CetMVeCKPVPioWM3pjcZSkyrQiaLRICV5DYxLa5KM2wLF5FSkVrxVrD1oYlI00B+oTEgVkE7Xnn+26ZwS6RlCqQ73wdt87M9OSfb8MZIuAP9ArrSfgNNO7giQMYZgp19VmZveLKNAVeGlKOfY3l5EndFnxia6QmaOoSYOsVwMuCywsOkAXJwQvufWFaT4Q7GJTWYKBHst3MAZKUQ1awxl7a54GEHJA4ccGTvSVyuR0kkZiDLhMhoQnfdMXlE4P5HFr4as0lT6pf20pCs2fSTW8kD6Xi+tUVCUaqhT9DXjDJ7jqZYWuAZdZ7ZfzcFOtrXq/7hliYjgAW6ZUFdrWVdl3Rbn4+Xuu3+3jsz/1am9yFA9493pdu86T/rOuDx4+3JrU9qdqv1e1vN4/9+v3a0Hvo9dT4dk3rEhz9VMOHJGJ/6u1BZQPfe0+FPtfj2tLX+nX/9kt1Vjk4GBaJ+M2P2B4hgP9rL53rL6/+nr//7u8QdoorgeC254Wp+6J4dZq/50gubEnf3nchCBpbdU9n+cfnRbnqsd/Y8k1G8VckWSWedTP3uhGWUE/CERVBbpLDn5GRrufuzWpXXzvNnzCL+X02r8qSPNEriSz8Zq9KGtzX/YBUsIDuo+KrJ8gGLE0kxvDLk0vnKPTqEQdyI/EmILK6vWr+UlMJ+cStUDD29ehfJ5sTOOFSZ4ZGpUBKq+/rWvCq6ylWZFQ+iBNHGk58cSlHEOnCmD5PzTzZ4gF9jqbQKey0v0/LMW+CMS/g/YBkCJsVPZxS3Hdfd9lnoagTNpQbIhN4f0zrvTZcEtey23UnEcQcl4KkKWKIU5jnTjzosmhuQ5Nctut/7rAtQQie+AziWH9fUoJ8lDf/9zo9LYhkxe1097N6LJq8Yo10jml/Tdj5CWJstuRD+DrOeMKleXuVgMW73+GkiEjcaqaTVUQKFu++963p/QitSyVF3wSPQSukR0RGr4LvSTVpbget25kh9pcWSYTwwWKN+p/eL8Hf7nXREoRYi3vl6g+FnZbU9yBfH94rLp6hz1WaxwbblhH7UDKw4hUQBr3qbpPlk2jsbr5X9YoIifgdbuPKfh+KV0eM8X56JW3Iv2pU20V17oc++S8f/wJJiO64bv/3BUeP3m5e3Ce/23/2CYf0Jx+3T3/uE9//1Kc+6/L+nC/8uRN98t5uf//xF+XDc11380/8KJ7zs0Nz/YWxrWv4+HufurefHD/3TrgJFL70vf/TDpHKUP4AZWD/UMjla969+Lcsu0fY/Vdyec9lHnm77FnnhfUyY6Ohk3E+GfXtV7TzHrFKbhem+R0jheHlI/kycP99Qati8zPVGkvzjPjpcOGSYfejkOYd7O+Qcc9Xj4Lcrzw/Jc7vR+5SYU0J0SekvWWxe872kiVdOH/1zPpojC+VaWnsq5Is8ZwBy6TLAWnC/Ytnqinvx0pNUN9lSJmzZdYkHH97YR0r+yZM398zHxJ1EvZF2f9GmZ8uPL9bKHtleNiRB2Mnymxwqg1Zhbu6Q+aB8+sdUhRpX2N6oaSFbAu6DqgM6CMwGN8/VZ4XhVJ4wYj+APrnlfvTdwzn7ygvB/LrkSd74KSvwC6IvgfN5HrHinLKM2WvHH5zgVpI33+NrZmx4eXUD++wYeXPQ+OdKa+eJ0YmSluYhsYxF+YklDwxtD0lL+RD5bKuLPPKfoHHk7Fq4u04uZMwnElyRvmTFyrbR1n7j46nx3/nJOokpFax04pdYN0X1mkgDztvcjgU0txYhpU5z0i78FBHpruCHF7DOmGXHS0NzOOBJjOrvIE0kF58BekF7fyvAYH1ex/79h9AGs28T8ihDuQ60p7u0HOiLQ9ou6PJD6jMpLJDywOrNHRSzjLzdDkzUtjfz97Xq+2QlhjPj+QC0zCgTahPz5hV5PE/Icko6xlZjX37C1RHeN5T7UTJiUGEu8MDabdH7i7Y/h352Rjegb0Y0McDwzCSs6DHHev5WyQJa3UJhjJ7mbzoGXKlZqUNE3P6j4jtmcqR0hpcHJSWgyHlhOoL1P4Sa1+j+gIrD9TyG2R8Yrf7O+QAafodSuGyCJqFKoWhnhie/gD5jno/QVLS+HdYW9w/JyPtBSJCTWeknLD2X5D2N0wiDAVkbSxzI9eVw5iYLu8o63tk/D0q/468ZtKxQf2edvgvmD2RLz8gqbCW30ZA9cdfaQ8NZ8OCBis69cCoa0RKZ5VYgMO4lq8WZ89HuOBxzk2A1iVsJFhXFszZ7XcSiYDkyanu7LAGuJ+wmtHq+ruume9yNKSMlL2DkhEQuAPrdgvxgFXANVxFEHmMgNQTUV5+3UgyAyukAYveDmIJfykOwAoeQHmgMSA8+v0F+9BJ4FfQzToLuODX0juupazq1yEA3nBwrxqe2QGl5Exs3YAST2gkKhKgkjtbnviR6E3A4MzUnmiwYCZt5bgECFyrM8raium6wQAe6w6YJJJaBDOddbLze1Hzfhh5/Xkf5SeHSwZ507IVo5JRvztxqZ3OfhY1xBa6/I5IxQYHkrw5mpe8mySs7JyJ2pzlnbagKhhJ5gG35XjK3iRaM2INS0KVHSJnknS2UzQ3FYBKUndyXUUjI+sOkCh7l+u5w5+8SrpoVBI4EztbF74KGQ+FZjkgiL7uQloi97A0KnXqGEGzhf/jAbvoFMmAqDoYAiDSXqkisSY+dO9sA7u9x8qVSSquY2/q604EywNiKaRmOggFzkIUtLPRAjQw8xDYMcOMiifLUsrO0rKLB2WieLVE9kBXKqz+b5LLB0jr0gX6i/NNNu2LcIb1CoQTMl6G+LNpt1v4+tTO2N3TG4P7GgrQLoA509tEo3GttshhW3pD9NDvTnMEqxpu8LVKR7YA0t+Tl6dXzC7XH5uBxrvvA9CiuqwD6VvC5IbpC75eevPWLVniYE1vwu6JhGBjo1wzLD6GEo0tyT2R0cut+mV8jH3fCPacSTQY7Eket8/eN2L0sQy5L4nqh9sg2mwft9qBk3ieXunT34CGDQ2pMkH9fbY+eH1eauw7nowSq96ryyn8fq5kMS9u3u0X7qcCwRAWz4PEo3uV3A5Pjh2Bi4M87DGMJTdEhXQRJI0M+QVKQoeFPu2wgsyv4h5da71ZT1Yd/F2GtrMVi/5Fo1/TusxZI6UK9eIJ65xI+VuQBZMTnhDbQ0qkEsJ9ukAT9DK6VR49Ka25BCa9+N6lPfRPoBLa5EYZdsg4IVZJ1jArqEUPJnH5hpSrJ2Bk77nhfYOqpEtMhmaR64r1EYOdZPL5u7rcaasZ1T2ZROqgRzKvXJuba6ePPm+9CmxAJRJ3kUxNIetX0tGnQZt8fkyAKKW9B6tQXqCMkC9IutBMcF3shsjRp5rdodLQ5JUrWGh3V3EzUdze5Jmwg2euYP1njq0iALdlkRC+smBdiipeBl1+TnoDcOkgTb/ObeJjja8N257n/+2JugDQQtqoy81s0ofikqqSerKtYTLHWu0gVFS8bn1iOhu22+ywryn8lP6sdiPhFf92W9n3t0iQ+I7j9kN6ohM2Uo20GCPcFpq47vjN1a6SMbF3deC/J3i6bbyRDaRL9PRG6drtjfu9vUh1G4cPkp4dMIs7iP3LutTTreSTbGWu8Wz9fO67YnIzZv1Nd5Ayqgo73rU915ceQqLvf/UKyFq6Frls7PJIhFkNJMh9TWxA9DXQsOSyrmpvQBSbvFIjBRnKV6LQ559w9HdonuS3SLaYDkFIqpAaYnek9siWzM4JSk94x5O01ddP8nfgUq6Gbn06eu8wl9QSnv2ZtPdAcnkzS1FPaS324wL26L5fjvXjhgSpThZw1yEBu3hfnuC0XMNlCTtBl3rzrm5i0QuASgrJG9lKywegorJgSUhZgQGx1/i6PoOJE+HEkHR20yruw3pvpxbrJgehpKGtulRw2oXfbb7H9b5Z6RJ9sAxKSL61awIJFUSdGODY8y8kvcKHkagGIUWVUZgceowgsWZs8FhIZpSZ5OV7vrd0Eo/ga15ObgdWn/tO5vCkvL/SvmYDXJerTyNRkWX9RgzfN9GITVdII2RXWqB5zOZVZIpkAzKmO+iAuyS8skuj6Cp8NJNISjRPmsuwJdwlNUgzhhN+/QnDX0spJIri3iUSKNx15yTWXZc3C9WA3tg5bIeYj1PvrWUyejwq4nlNS3jFeYNafa3IgZ5gpwm0XonrxCVkx7Zxi8HQZSjvvJIhRS/JLXaOd4VG4nP18bbqxM5O7LLozyHJ7YQoOUXlR6yvXzr++UmIfxb+/BGS/k8+16e++OmH//yQdOv48bk+8Y1P/si2/99uSW4+bx98+Obftyf76Nqf+JV/1fi5J7m9gQ8/+env/SKz7ZPHzXk+ezv9vX7BmP7soZT8A0mE3f4vKemR9y9/Rzt8jaT/lZQqq+056p7LeWU+r5SHxrir6FxY3jyQWvbSal0Z6hHSnuFuT0mFexKtNc7LBaFiBk2MebpgxZDTPcPzQC47ZNzxcJjZv6jsnoTzcUAl0ySBHDF574CHHqhyZHn8DnsoDPc7xosxHj3beRoFamb/dk9WY3f31psOmdJM0GNGDZbdQBsT8+uF9eHC4Q8Hpvd7Jh1Z2sCQj4wvT5x04elUmaaBu/2OnLyFZLOK6Rmpmd2loDZwWb18StojYiNZfoBk1KWgkqkHwQ7Ge6ucL8JLHTho4fy+0p4q++Udd8s/YA8P2P0DJ+5ZuMesobqym4WHo5fZX0pl2Bnt2wWpibbeY8tEWUZEGvnFSitn3rKSzdid7yhtIKkwlsrzkFgKYCNFB3LKpKmxamPWhlR4vEDNwjoMZE2MZcVLY3/wQMd+g/2MqTvvf0umkeuPXq0yexKi3a2sk8BuxHLBm30pc6qssnBoC/tlYbgryO4BL7cbaemAlldU+ZFzekNOhb2+QuwVunzj11j/HljIycFr5S1mZwatjLUwn3fUlLF1j+nkfXJlZZnuUXnEJKNDZq7vOS4/cj9m7vaLl7+rIjVRlgPFYFwTrSlyOnqD0a9+BwXS8R1SK5Pdo/oKuxyodWZ3eEcZZ6bxniEfmO/OLPsj8lzIpwEeMrabKLmQRNA60spLkBWrR5KulGVx7dA2o8XwqtpC5XdIemRI7ylpZV1P6FqRqZKGGezgTF59DfpIK/dIWdjZf2O072D3Chu+oTVlSRVNiTW5FADPf8KGO9rdb9xBLH+DsaDrHaZjNAXNtLQiacbq/wr2PxiGfwXpJVZn6rKStDG1xLCcKO1PmP0G42toC+l0QtJ7dPcnWBbS+QmRB6q88o06/TU9mPzSwywCJfWAyIgEgKXwtzRkGYJpIpmUvOGcRVCyNb4Npna3sBasnS1w65IboeMq4mWZ100ptHwJKZsmQeTqZaURbKXsjpB4gG3gDP4krpktFgQQi+qJBLJDbLcFwJLOwErC16smZ1Z0tnsPXkzNnUxCB1UySboUCj4mm4vaxyIc2OQAn0RfHMT7gjhYFwEicZ9CBLJAKlF9EmxGCYalNVLX/A62TtfZFEYfp+S6172BpDf7iqDAXWp30FsLh86dOwvNfCSYVPRbc5aa2BCJFIkBcpbTr3GcBAIg6tIPdUtgibmDahFkeIx/wy5M0WQOMNvF7yrG4Iw7lNSit0WXqbCZzm73+Yk70+rNXL0pHSgTKgM5zcHqTXiSpPel8OSPYmjcW6nOCuyJCtuY3P0/MSeC+bOBG4bPiezJHbXQkJfAHyz7n1g3hkRJsvg7EHVZDxFff5bo0jxe+aDONkTxEu5Cb0TcsZNrdUFnV0XZdwd9M57oM8Xa4p+RMRJa/hAptI21a8l2PeheMm/Z7x3bAESfrxlvxN2rPTqzzK6BUlsgTQHm4wE+Surl7D87yTowEwBOB5RzB+oiAWCOFHftc8cs1O9NCrAg5qCDpc6EDKmMqAgg1uamS63Jr9+1fnufBll9/poz3+hST10mZfP/O5M1JIJgq6pwnX4J2XHzfRz8Xm8rHejWtIO2fk5jBuv2uQfhXXLMGaIixedNzBcfyl6VgL8fs6jEsRtXuq+3uNfeI0DU7a/2axQ2Nt+WPPEExSYfJeDs3tEna+tSSXGxnkfpEyEaJvbkV8dj2eZ8gFGkDwJ0utwBBWHnn5VuX/q7/RXBiUCS67wwA2me0LZhwMoEvAdOiB1ItqfKSs2VrIm0CpILSXZug3qCNyVEC7KGjnlxW6AdbCk7D+Br8yUs+JjnCRi8mbI5sCepYTUaWpc9mZdYekbl7DanTY4ZDLHft4Y2sCV0yZNeqxYEZKg+Zi0SN7F/qZpjb+OONEzIaqS10iRHEkKx1Mg4scH75ETfpcETGzL7+rBYw3YDYjgwFABUPQIzavc0C1mHDuJJjW1CA8D3JqOo26FeAZds2ua396u6uO1tB/fdxZDcvHeQVDQVTHYuZyULyIRKIaWKyQVhioR9oyXvsZGkRNPYeH6pJDPy4mtD88yVWPeZY+uN032mLhXSKyCi15bJdi7pEm29ii7Wl9it3dBYDx30DZsF9Co134MCyDX/vQR72l+NkwtEDK9O9R4ARvTxkVvTfZM8EOjVEtYlOra+R51gkT60+71Xksj2+a2aIkD7TVIkbIXvRM4I9y/1PSKHrepJ3NjPwiW1mNM9aey/izH1C26YiPcOCNtBpVfmblKNWyblJpkAdNaubaBZl/qLxG73Bcy/u7H46c/h9lIkki0fVJL1+9cbZnS/9q/AQgx/x2YYixNYusydJO9Z1cSTkLhftFVCBinHm9jfQ0htenLi6M9XdmGe3Vb1irm2+WAuLWl2h6nHAUa5JsHAk45tQvQeb5p83vZuP7nfRx8j97lk2xMsZDC7HIzPnwZcYk63qAYUuhSYxR4pWhEb8UbAM5Z7z57Ya1rvEQFI9uQJPU1oXq0g4s9GceICDRWNN6yRXm0xEysizatArARJqkLKpGRg2Zn6XDCO/gLV7Z2kGrN2cv5BlxkSkOi1ISimC9oaSUdEvaqJBFSvVJO0ksrJ7zeP7hf0ZHh/J+r/5z0vfn4/9b5rveLJnGAkCWnXhICD0pEc0h1ik5N5ZGHrtRC+le9Z3f+PvpytS7a6DyQhZ0QnTPQ9vFdCpOLECTM2MhBd0jGqccwrISztooiiY7G+h7sZSi5jSAE5xPM8+bOI22WvgIjz0hDZkaQEj8ZjWUktLFki9bksEfOGS+mJ2Ib7Nv6OvY9HJGJNPblg3f5HJbRxfZ5erZ/AUu6RY5B1ws41Hx/k3veL1CImduKVV0pyXUuxDqVL0dYdLt00RCLBMUhvfr26vUkFkxVLi8tutW7D1YmmDijEPtTCoiU8ubRR6z57/AvKMX0WZf+Zr8h1wvWvfeqU277QHVM++sUnDLl8eD/XreVTn/4VG4F86h835eqbk3Hze/t46csvDNHt3d5+vt+9XZ/vUw/0wc8+voh9+NOPf/3xpT973N7LJy/xmbGCX531MIHZm4M+3z9j9zOp/T+4f39geTFTx9+y2IXz8B67KJwn5uktR/uBne24445xV7g/DOS7mSFl6mqc3ryl1YEy7NDSqOZOwu7FDklCkwJVyWlASuaSJprtaT/8yPD0jmWGOk7sL8p+PjFPjWUa8DKtJ3TfqC9ecGfw7Q9GbStvOHrG+r4hdeDpPJBaoqYR1YH2rIga6fVMGpThOZGfheXNmeO88Pq4sF8HlukOfXVAlsxxvec8njnfVfJkJCqtGO8P3rht+n1FaiXPF9owsNYHqmaeqyB25lH+gSIzQ/4PiD1Qnr9Glon5+J62zDzXyllhzUp9YcynR5b0e75e9nz73R7LQst/phos+oomUKdGsZnf2xHWRPrTC1bLvGnvgMxBDiQx9umCyUJ500izcW6VxcBeN+zQSHNjWhr3aeFVUi4ivONAHgfGR2MUo4nrUsp8j7XMOrmzktNKyY3D/v1NidtPj/Tm95AW6vSEyoq9zHAPw+BBbbED2ZI3M54MnV/AWkg7wx6OLHlkOSpmM7a7kPKBnO8xhbz8JSwj57cvSQhj+a+QFtruTx5w5UeQjK7PwJl2f6JJwewRbKKc/kxaf0TGv0PKn0mMsL4gp7eU3XvkmMjnQpHKLGckGY/pJTYKa0lUjFqTa7bbM0mhLqMHlfMTKJT8DpWEyjOWZtrwZ2R4wsp/w9KMtRfY6Z6iL0jDV4gI0p5p88DynNGLIto8AdQeoalLGlhjSY1mcHqTYIT76f9NGUbyfkRyIs2xMQ8VinJoAm2iSaZlo4xK3lVS20P7lmoH1vOOthi1epngeMmIHni+/x1aEsvwjqyVO9mRZMeUv4Y8spv2pARneUXVPWtJqCSm9UipFale7n2nibzuWfPvqYfXqH6NvTu6LCMDS07UKZNYKKgz+qe/RhiQ9jtno3y5cXO2mjS0o6DmQDCpM1oLqWY6i3+DzZI755CupZ3xWzexCnL274RcjicdBGu+h7gVDwZYMKm2HgAUZ22k5kAqBw+02s4DkOzOmoZjLDnkF3rD5tijRILNaBdgjSabHlwIiuUJkQjgaEgWj0dT9lLjCKgtGPgSUkgbTdUg1XieHM/U+gYbheVdAqr/tJ28Kshuwcp29T876NYlirQz4r36BCugczieERz3suHONrIdWIqESQ6dW9mqd8Wc2e6lsBU6Q5UFSXME+kMEbX1eLO689zLjJX/k6/zibEPl6IkpU69EiJ4B1oH6DSS+w8FBQSUBK6ZznKlr60vMydmHYPC5rz1glA7ej74u1EGPFE06nTHVfC6lHjBGeS+Lv5sAREycDZw6Yyhd4p14CbZs5b8BZrTuV94ApIYny7FIDoA3sR8QWZGt6aX7plfWZd7mziZPEM/uiRvvfZI2abUIqEjhtjk45X1jOshkDmyHzI0/Yy/ZjwDWBJHZ458tueYVIa1r0nYNYLkt3TZUQgNZvPKha/t2UNjw/iOJ5vOPqAgCD2qFAPSElDzY2ECqnzvEWYsReUXPjxg97XzXAGnEy8pJA5155e9vYpNP6ZI+FAcZtoDWuGaOpr6wY6LH+0n4+0kB/Pfy+dQbo3epnM5IDrmmkE8jpgLdnsa9C3gQ2YEVzINXR398TqbR301qkFafj9bts8bv+vNEss/cpkj38TfmYjxPi6AyelxZVNpcK2hi6LOxBYBKnE+vf5LPV2cmx/Us3lkHKJMEINENZ3/zN9UaGJTOXo0kq/m73IJimoP6OnrwvCXxGqRoekgkdZNFgqUnYW+Y519yxC1KUx/vPPs9yMTWiNLuw5ZeEAay3EMRdCTe4RmSkqaGaArpoJAmMoPVk+EuU5SQlnxeJr9WXleoq4NevVoC8X4NIadiqTkRQgxkJmXBtKHt5CBL9YS02EtyarA7+d5YAoSWHYhEAt8wPYC6ZrokI40t5lhF7YgnQVaMicyIpUYrs/fMapGYSm4jxDyRaoPP5yR7v+cBf9+9AqitLpOXi0+NoZHSCanevFZTRiUjKZHkzv0IKuSG7j25mFi2sN4kw7D3+VLNp1iOeSCeyLGtj1XI62mJhLghtiK1OGCX7pB8QORMakev6mvtCpgo2JqRqmiKBHmxLyBu5jDdfc4PDh9Jr/bp4H5P7HqFgHTQWwK83oC6kAYx3P7Y1QZ/CHJznUe9eX1vUi84OAdckyheydCBaG9WGs17PwjyezVXYBfhM9GbjqYA8W8wlL7OZGP6Cl5xtm5+pPtrDU9IhVyUBSEmqhE2iuRmw/uTdtB8jc+FjOXm5/RKP642SSx8kMsmf37do41uuyX2Rr+YAOEDbD5bjLl0ckeOj/fMa+wPPcHSxwvfu7pv3isS+91+MHBWrn//lYdFtaOkXZw5fEubt/1HTFz6LGmAnuGfmAOrngCMpDDue7vkzBlDqX3+bXIxMY4a5KGokla9B9thesbwPmnSvDF9y2/ofHwR85Y3FlVRkiFNsc+u7vc0ly3yJtkZasyHjXTha+xaIyObi0GXUuzyOcmrrFzSQUEDWDUwEi1IJtJGf1cBDncKE0r4wj5v+s6GhdyR7VEb3cc19yO8Z02A6r0XxzYjMl7KVZCoZBSdgEbG+y6JHXym2huQxWerGJbH8BEMqzMiiRQV7pIFy5WaYyA0/Nyk9MpHr/h2ySfrhIyfO2SOaRlzszmBxrr8aDDiN3KSLPE2nODhwHWQZmyE5MluTKAePtwPieqq7LbU4yr16g7U/QX8WX0mORHG1PdKkQtOVMn+vm0CjR5TqW4+jWGoWozNPuKATrbzZ5EUCa1I2NDlPsVJT15BlPzZcq8uMpewbR5/mPrPJSmb/w6YzT6GPT5uvl8luvRikK5CMlkkqjQ6ucNycLqimbnohmfJVmH1o6+B2oLvEXavrw9d4vkjZpO9z9fck6Vui7cEqsIW81hUUcX9dTkzmu9tNngSXaLST4NAJ+n8i9MN/kWSEJ9DsT/1z6sTfv2R8NMg+rqx/PK1+2dvbuXnbuHDb/10c/3gRLeftg8X5wff65vOR1/d/i0/+dUnb6z/wG4fxD789ZfiDZ8Ziw8TIr8wUB+M1Cdu4gMm1kfX/dy//ymHCbJ4U67jV0fqVHn483fszwKPv8PGrzmnP3IenynfTwyXiXldOdqPwB33CONUeHw9wOjOmK3K+sMTjUK5NxSjzh5Y3T3syCUatDWlJkOLsMjEhR2XNydS+x7uXiC7O3bHmd1poSZou4KYkvQZnSbqV/dMz43f/XHmrcz8j+EERbg/KNSJeTogq1comCb0hAfq/0pJd5XyPpFPsLybOc5H5DSzWwvLmGgvCu15x6VNXMbGvD+yG5REo5bGfJjJxdiZIrXC+YRYIetKrYXTsgdOPE7fkWVmTP+JrPfcn1+RLzu+m8+c6pnTuqLNaPegO+E99zzrwOM68vjjCMMRG77n2R74gW/RaaW+eGa0lVfLibZOPL17YBb4YXgPAkUqU4IpzWRZGJ4MeYYnrawC07eV8thIPzSGpXEY4TEpb0kU9sg4kHZGaYquDWpCljsA6uQBSpaVUoT7wzOpS3V84pD3v0XyiZb/mjYYvHCUsMx4M3EmEjtaWTCptMsDukzIw1t4eWQ9K/NJKOPMsPeGQSkdSJrJVWmXwvz+kSLP7Pf/DRln9GGFYefazpbg3RFr79DH79CdYMt/Quqesv6A1Qs2/BGZfoT5W1iFND5Rxv9BPr5kvHxDHRfm9MwuDTwkY8nCu0GwKszPQlqNUY8I0NYHTIW8nkCVnJ5IKbPIEZUFzd/Thjdo+WssfYet/zM2/0ey7pnKN4gcSW3gvGZOpwyLb+jZCod2hzZlrieqCOtQWBVO7wsyNA7f/ndISp5+h+Qd+eggnZaKZWVs9xSbmEmsCaaxMewqbZ2o62taG5kvO2w1WoVihUEymnccD9+gZWUdnhhq4yATIgNj/pqURu7vPYifzy/RtrCMCy03hvMZuRzpmumHds+BHe/GRy7ThJ4Ne39G8kAdd6ypUMeR0gpJKpJO2Pj3CI/k8/+0OX1fZNroSYgaDOVgFBhYAN/JcjgbHgRtoZU0JDub3JqDgx0X6ux9dxgtYrDOhEiIXrnYhm4l/J3p4n0hgr2UAqxu2YOOdoDSsLziEjJKEvFzBNBsRgSNdq1a4AKIVwpIdv15E0ijO2h6QWwl5ThXgKeWXPPat1LfS5PhrOChBB4WAHQ45BJAtETpa7LetNHdR7Uz6AXkDvAgDLlhsnbgWuJddIBuc3iBFg57ugJw/r8eFI0QDebAE17EcgeDlklWIhHhjGjrYLpc2JqsBWxgPTCXAWTvrlNNN/7CF844OYfsyeTsKlHEKlXE237gYAU64QyZxf+w4M39Et7o2Xw6hQYrkiAP4fT3JIRrhBfd4+Xp5SYQ6dIN6jIlRUnVgXnrDdDJ9LJkB++FJBkHzaPBou1AzCtU6PMcD7ZxdrMnVoJRajNGc5kWQnpLigcjgYh1GKmzfjfXLK5wvf8IoGhRQZIjidcZiCnYkxEwpd32riU0s6U5D+7aODi0ZnWie6hXoMSDBkNpkeDJMU7e1Dx5hY15VZSJOgDYJT60V/aYM6LNKw5y1xHu1RjR+8Nlmrg2QNf8BdMtGtJFGbsHPNkDP9TlBTC2Jpoy+btNIYsQa0xEPQmqyQOeSMo50NATMPFeo7rKJZS6Vy8bYXkDrYgkhIWGt0UTXykbOOd6u/4zOsgU78bRy0rQ1TERJHlSiFrD1sZ8Ta6JTTr5s2oABf09ilc+EO9erOFAXsy3aGq6SWIYHggmjea7G3q7ueLd5voScLvtizqeYWMZBjNdevKDmz0iErwdX+sT3xcEW5Jiu5afV3wS07OslqsDDLL6e14L1kKGL9aH2+dE1y52pmr2592OX2HfUrzFFrIPecHy6hVKOAuedog5ekHSREp3WDHaaFBPcLmQipEGI9VMPntDyZojGV4dBLbBJUWoD6AJGRd/7WtF1Hvb+N56QNLkiof5Wg3i+37IRSTBm1Ne3GY074WU0iPISprecu0F1XeERJc8VJ0w3ZHKSsotwKJGaxXVAB9REiOZ7Hme7NrwGom4vk87eK1oqb43WZAISgBuWoOFuTqmKRnNGSkX0rCSWJB1xfIezXuyeCNqSc2BlLxgY0NMSLqimmgtIymjg1fEuCyexl4RyTlbHDRJ8TOa+yRtjPdbkTqS2g7GPeT7iMVOkYToiTOvHrA1OWs8mK3eT+oXJ1gAUBrLzxnbxur7WIDu1pvPExry4R8YHagMv0Jwe3/DrN+a1259Crp0UFQVSK8o6OvQ7fwVLun2o1u0Xs1Ytmt0z29L2m7f7P0EIskiwVKOZHrvO+T/7diL0Ct9kN57q257f5fRk95rjy770d+HxH7Vrvck/Z07uOy1kP7ZXr3q1WRxC2YgC4KDot5Dy7XR/Ul7kkHCXzK/t4DAuqyO2RjPHcnaqPDy/g1bCRhdzuy6JwdRpMuc2nUX8mqM7hNC9xVt6wny5UdnsyfZO1gZOu6eTFrp1VBJQHJze0Vzf6pXOXfZVHO/R2TvtogjUGnxbre70xjzLruXQzdeHzB7wPgeY3bfTjOWn7H0TJIA47XvDeEbS4LsDYU1QGC0YpZJNvo7Ua8w8uronvgwEpmEOFkQ9b0nme+L6n/3yogBayOC243rjBfU/NlzG4LfYNt7wqQXaPo6E/N+ygYqF0xWVL0hsopispLkjKQzxgF49DGNZtkuiZUwGxEpjkOYwToiVCR8JeEFWELlDcaKpeaqRnmHMIE2rM1ImoL57tXolmdaDr9C/b2k5A9gqrhs7J6w6r88wVKsn6hukej1gUZVbYpeeeZkGZE1CE2Ef33B5ATcIbb3gUsNWsL0ED5m3EdfQ9GQmjXIOXZ2+67u81kqWO4Scw6Euw9ZETlj7KHLS+oEaUVy70GCfz4I3Cm5T23tjEuVRTNl3YWPisdgwWPacpzhX7tssO8XvqajSgNfV16psuKxVZes9Thlk//S6WoHBNzX1visImmIPaRLYfk+YBrvNKerLKcmkBl4Ct8yEmt98faktC306kS/7iHWYVw3+hhaJ52oIJKCTBZytuoVdoTKgWn2GLy4TZW6OnYgLjmGnbmSaD5//MtUQlwR/Z8/Pkkz+BUO5qe+TmyG/8TTfCBYJJ/6xKd/9hNoXm7PcTMgNx/8OKdyNQqffLDP/k4+Z1Dsgw/Rx+bmCbENpbr+fvvy7T8/ee3b+/3MgH/wFbv56E9O/sVHAu7CfZtPRp2Ny3thPSXsZWW8m9mnhTRWyjRSpsTQvmH/9o5cZuavT8gIkjKyTNjza5I27h/PmDQu5S3WYDx5VtPmRq2JKg8oCXt9xGqjLG/ZX07Mw45l+C2Fe8qy48QT6/hMasr0ZFQZWGSPLAN354l1Xfnr3GgUHrTAqZD+9pGWB9phwLTw/t0OUWN8eEeSSi7+5OuhotK4O57J706cD9/wD3ePqO6xp4LV4r0yDhMp7xlbZq0Fe/dMeXdE6kC93GNjor38iibKsqyYKS+Gswcx9q9oqujlDmuJH/JbdEjUnQf06ViQeWBt3ofBhpX8cuVpgb+/GLVeqPMFG0Z2u5VJGg8tIQrrXKmaWaVCEl6PkNR4eD6RTWnjiTU3LuMOeyiUnNknIWWBGXbLjCxKzTM/DAusB75aDywDzFOFnNE8Uc6V3XJBU2NJC5KUNDxQkjDWQmo/M/fkhNhCuTwiS2axJ1QrdlakVeTF32FlobRXpPWAMFPKQpaVrCvkA7q/RwbBxpm6nKlPf09uif2asTqz2/09KZ0ZphNWjJQPnvk/fQdWGA9fI+kVyo8sy0q7DFgVbB3c+OsDg4E2wdZnsIy1V+RJmH73I/Nwosl7jMLaLmhLlPXB3ePR9XjTzsGXIn/2GPKhYZYp8zNSjTL9mZxOcHhPm2bWdMD4FubfM17+LTpcON/9P2lFqctrZB4YZ5ccYfeAypm3+rdYgvYY+pW6Mgg8PBRSEe7kgbJCW5/RdkTyBIM7X8pM5beovKCmZ9SMKisiFW1nbD6T047d9Mq37FlJtpDqO1Je2O+OqFbyD6tLD5xmjIyN33kFybJHqtBkcSbm5RGzAbV/pJUzRX9Lspdo+0eW+jcYvyHLt4jOaDoDE1YPZBm5uxyQeiKXf3Cn3H6LsEemHxF7/yut2z3g0lWgHkDgjrdJCWZcd8qizDac5E33VLp8kwddWV0DtHVyeK8EkGjgFUw9SVGV0AKkyzjIJTd66GLOlkpjOBXPdPUij8eduSEhTaMaAXiwSTw5EgEtKZzGAH9N6BGKSPSnkBEH2gdkYxl5ksY/I1GA4IwqVzTYxc00d4gzPlaERujWDyLYzsmbs+uW3PGycm80HVGHRaM4yRjmcl4BvglCMmcEawvGbw5wohV3njVYakQIIC0IXQvOxPECb0+s9EQT/mnDJUAUNmCPBOlGh7iX2P8a5weBGqBSCskDmTDGLTZXvEpCumyVgAPne2e5SPIS6S4LQ8hCGWzsRfPmxiadHR0l3lEerFEanHEGXEqhzSopyvcdzN+0bXsFSvgQ3jjdAaGsi49PDt3TFIk3Qs4sGu96g1M2ZlzP2HmA7U63ZNdw93ENWSbr/QNAso93BzWSRX+TTZQ5AhTrnwtgwnZctb1r6N+GFydgrAGg5D55cbkfQ20f8MvVnwMLLW08EABMPYhJkRTbtHzpSbzKxvA0DRvjgJ6X7oeMR9gfBDSCtw9KzH/Jjetxx1aafwVBO1vxyjKM57RgNWuXl5sdXLAx3mXdHGiJ5rfbGqCBeKAnmyTS7M/egjW8SX30/jgRsFnZxlyiNwcaFVrRCNEbzkQwbRLVB7ds3viTe6Im3v82VsIVAEy4lEGlayX732vMneij0wJw3BLQYUhLnKOzPuPSPf6QnjjuJmFz9RNXDfMeoarbl/7vXHzea8h0aczDFGPdK280TqwdwGx9RkJvxCoKrPR+IEIAB13rWA/Xz1gkmARoITtUgjlugn0ybvz0YWnEJCGTkxpk2iG5RI8Er+KSLlPVexvlDKykOnsCT7KvrTVhmhzkQZG8Ro4uJNiIShi6zIchKaFp5/YiKv/II5YHr8BqirRI6EtnJPtYmgzIsPcB7hUx2XXHJRiRyoCIkKNBNS2S8BiSauyNNxIXdkS4eMIhrZ6oVCcblE3bPcDUGgk8i+RZ9mSSqjdul3qOfdii/65ASuSSSEmwVaHGXMnOmBRbwj0J+9kEdPAeTUIk+ySYnYbNT257ohqTHHO/HRwgrj1peEAYvAEqBrILYDYa4TKDObu7S365fKS59jsZs4mt8az0+fsLc027fY81wEzf3/qi65GudQkk6QmAsBnbR7t9/ig23hrYx5oP29wTwtY3ja6xbz3JEXayV3xtHw7Q20IuKuy/z/8uB3f1IaTfg0BPtkhotV/vMp5nq15zf9Ub17q8oIOsuu2FTqDplRBse2oncG72N4DBa28I91G9b0f3eQhiSN4qJLbE80ZcCP+mG8nNjvr3/Eu9D0ffN26SFfFZieftMn4dx5L+Hrj2++q+wq0PgOiHvNK44rVy88sP79lEzFlFwu+yLmeVsycWRSOpnTCb3KeI/h9Je+UmuBxTJBeTEz1kSDHeo/tgGfcXtBNtxLexfEJESboECN3imRMieyezWIrcizlZJ+aV35s5aCw1wG/F7ARWkBwJK+0J7Tn8F6IirQUwGlXJIsjQk4jx3pIAEy6JueJNeC3a5hWk7P3daSRo2lO8L/eLCLlOmjdG733gTBYsv/N5Jg+45LMTJNylbFg7X3NdVFLyJF2yo9vULYnna0A5bXbIiQvFp4q12EeSJ1+DrOBN2ldEjdJ6FWgkWzqxYGsgHPFoWr5ghvV17YC59T06XcJnjAR0jPEmtSi4v0cG6XJLIU0a9yTF/S7Dn60nWztZaOsBsVVjEr7bEsum+2Hdtkw+VnJA0iH2MVeDiM7tvt9EjzlYMXsX9rZLJu/8XSej97kQ8J4eYlHNuHKNtWuQ3lzGWKSEFG2XT6rxRrOT55CY43L1BaPq1yvxnVQkuGrJNS4QTCJRa5OvYVsQ8XmMDpitdNnCXg3dq846qcG2deZyvyRPCksLuS2iSiWF/UwjRvEqxxZ7/dYEPq5pC73K3Sv4faJbCTvYGTGy60byF2fcP++Qj/7+OZqUffyPT232cvP7m+/clOF94mSfv5/4we3Vtm20b07dmfg55+PWP/jJA//c8bnf2yd/+/mn+tRvbiINIzb3/qtu/WT774eb4EdRygeX+slu+ZnPfeY2f3ZIfnlCfuoQgXsxBjXenYyLGZe3CT0Jd99UpuUC+4UyVspklF2C+i28vef81R95+uavqAazFjjfwT9+y91+5ve//zOrnHnX3sAM9+2B1AS9NLQUToMnCtJXFZEL5e/fMp6M+fULlsNL8rxDlpFnUdZx4eXSeH2qHIeRZTwwroW788S5Cv9bqRy08Be1wGXi8ucX6L7Q/k+ZKoXL2x3JGn/xeGTMM2u5RyWz3s3UYeH+hxMPb068+7cTb+5fc98yh3cJG0cYR/bDxONhz/qcmd8MpOOJ4c0TqvdUPdBe7Zn/zStUZpbnP5B15aXMJIXl/JdoK7TLPdTEj3dvmNPK/ZgYU0LWDHWktZW5rej9Sj6sPP9o/O07Y2LmwBnuJvZ3KzuBh5ZYKzzN1VXfU0Vy4utRKE2Z5iPUylM6sRbjebpDDyPfTplDFtYstEXYzxfG5cxlesMz7zjUf803p1e8P1TWcYGSXfd2vXCYK7Us2PAMaSCNLxgQhtq2ZPun59cRUMrlBcKeWc80XbCjemn5/d+A/EBu/5lx/Z1XjQyLb45aIRd0uEdzw4ZMO59Z3/4tO73nQX9LSjOy/zssLbRyoZWCpK98Qz7+GSEz/sV/Jk0H1hPU5YReBmwVdC2YwmSPDDpQa6KtT9ASun7F+PiW/W+/g/XC5fSE6cjazpjtKfUFWoz1YSGVRhqdbW4//kgzY3l4gaaB9CqzFX4AAQAASURBVOdncp0pD38P03vWQ0InYbE7mj0ytb9kPP97Lnf/hfnr/zvny7/mdPr33F8ary4LNhR0f2C2E+/Wv4Ehkx5fkSyxPymlwP7bQi4D95evSKvwtP4BbRdyeoShoPJHmj3hjlyhpfcoJ1IKALCtMFfK7ivK+Morc6SCvYH1LWlcmPYX2kVJ31dsrTQ7OfFxUJCRdf6GJAOy8/Hg/UtsvUfHP9OGE6XekdvvsPpXrPW/olLJ6QFp7xB5g9pEq/cUu2eSEbMjrfwBSS8p+p99gx9/CGfqi60bIg+YQW5vQC9eHZM8qHM2kbPOjQxtAA29x2wBrAYooCPUETEjaQ0XI4qMw5nfdHRFbxLnqZNu/ZzJQLwRtNhAokSVxg44IvqEXzASGDoGIFwwM28eJy3OA71s35lbBVNPwHnDrYSkI8hCsgCguAPZR5DmAJ3I7J/PLu0iJi7/lEcPXpMDaNJ6MFMxE7TtIliFq+55A9m50yceJHm1SfbgIIeTqhHQi5fberDj45NUyNHM2Jmmhg0OAlmN3g1Rvm6hnwnu6CZbkLaiMnjAbs6eFOnAe/YqGAXpEi4WQE0uAexHkGtfUGJ9exhY3XkwWNZgKnuzNloNINtQ854DOXc2bEH7+xb1kuRmziTFdbg3cAMh0UEAZ+ZIl/xJDsAbB4xESgSfcUXsgsrOm6RZCRZWB8nKVvHQJWS8ZLlRdAEZUHnhDnO+xLseAnjxQMklYAJYjvlgWPTmSEhJDlhaDWbegOnO11MPpLIHBhp9JpxpKTi7U7iyOEOPW5InaXtCJNjMFsCIM6A0gqoOTJdg9nmpvukBQ8kSQWZyQCmFtJWFnIjPVyFlX4/aohE1Xuli5o3IzfwZbpNeSvKG4BKBE5meaunwlgc3vwycWPQtkV49FGCL3DxzB6WcwRtM/JYwnXyNyownbSYcfPMqCvdP+111wLv5eiXhlU3OyAPzaiuSy7qkjCcr1kjkBusy2MuSvJ+Sg+vRAyaF7IuYa0Zbwqsn/PruansQ7gCReNPNnjhB6RVUXZLBn01iDnfGdItn7AmAYMD1xGfv4ZP8up5wtsDjbPt9l4PpII+FrTT6zyMI3YA5/FmSA/KYr0Mvt8f3oRzX7FV1hLxW2B6zkFtJeAJAZsTWze5u1UWdkWgFr1yJhBAxBJ0xnRoMrh9t6/BRzPVzh7jtSBkbF6Q0z2fngs6K6hzvK0CmkAoie2UgbQ7d/dA4j95pmhsiSu5VGzZiDCS5C+DiHzEWREa35/kOkwnRJ4QZKyPkAV0XWjWy5rAb6uAXzStb0ogMB9AZW987wFeisXpNIAVlQiRRyuCM4Nm80fIIXkmUIwmxw23ShcRKyxc0zV4FUj0JkdWTECridqidfS2IS6Wk7AC11oTZSmnew8klQqLvgwkpe2K6XQxbE7JryKhkM7CQ7wvgV9TBusQOyw0dQiYibLnNT75ey4tYr1GZ2Q7u90TvC5dpDOYtisgBSTtSCukvZtSe6BWO4Kx4TRXNl6iECLA6xZ62Ae8/c2ivRInEncz4XhwSS46usYHYGCQNAkOAobZcz9ExE3HL6C7ZjQzT7Xm2BPJVv9tvd3RbERVHxsDWw8Hw6wSgqNQA/xpeHRfM4DhXB9atJx5tubkv2f502U0HwTWS2dFEVUa/N6uIrSRbwkOJ/hRy80zhE/kUuSZHOyPG6R5dWzwSS/bh77cj5P96wsl6ArlLMG3wUfTjQenVubDnKm3S/QNvnOxHiVcVJAHrdtsHTSLpL8Fclq1SJqSwCICWqGqkg8W/wncTcf/3ZvzEVq6U1AG6DbILpufwoyb/Xl6R1ki6YqI0DVJAXWNv8cSjDD5/Em57NcU+1qIfk+BjOxxJ+eJrskn4LBqJ8D3JjKQ+AkrEGxuDOxIkdQeyItM7kIa18D2SOHFAJ0QFTSeQBRVPbFlPwqtXs0oBBoNm7oKJ71tmBezBEy3qybFsq8cL5eAJm9krMaSenCizwzlSyQFiq+6PdwKU5hlLR+A1ghPZemzgL73F2PfX1oJkI95zIKoo/fB1ZhzxChdw8lUnlqygM6SofOn+jzZUG7kJWSavfOPsVV1pvk5hHEA3Ucgntoqgzx6ehJCQkjV5Dr/kGZEV09HHPIlXqICf23xPcRvqyXnhEnYf3+fLJXwarw5OGgm0IHVZNKoPp5aO0cpWhRSLsVfQ2gSMSL6DdI/YEey92/MchLae6BQLW3X2eWOGYw1f+XpOx4ilgxDX841t9jmdNKq82ZIQItEsPA+gq1d5iq9HJHtsZWmLW5xMF2Nshujidtc86SrS40SPF7aeg1rA9uF/K04YO4AdMTnHesyxhyZ/5BK+1xp7jXa5sJ3HmOpVUR2JluirZimSUOvqpIQU2LH4WHvS8jZ+8fu3GHNMXEoRwUIy7peOf5lKiJ87PmljvyCZ8PE5vtQP/Zf98s1X5RM//+jcP59z+Mxjy6d/9PM/6FtQ9xo+kfuRj/77pZvdT6/14c87cPWZz/0zh/tTh6E85xMpGYvNqDbSqzvyfcEGZV28GfXaZvSUsKk5a02gpkZ7c8AXWuNwNr5uvhkc7cwqjda+QjSjeo+SOaYJS5mByqCNepwxW9G0xw4Djwd4PFxYDWprpHFHlm/Ihx9J8kQ6ZeR5QnYFZCIPiV1R8ilzfiPQCvVwQHfG/nRECwyPM1KN9k5YtbATIw3KMwu1rBy++Yrh/iteToXH+b2XF6/AMkIZSEWx0lhr4igr0x1Mdy9o88D5/UIS5e77Rksa7NWRNd07uNTuwXLIgDoLMYuRm5GaUut3NG08DMLLAm+Zeb/OFMuMpdAM3rXXDLpjVyurKu9bZW0Lzxdn0Iyj7+zzpbDYSrur0Iy6vMQWYZwmrGRambjkTF4KQ/US0zZUnqXw3kZkzdxdYLALe31Lmw5UEikp8nJC88x5+gFJmUEWsB3Vvg4g6NPHTv6IAbNKZJe/p6Rnyv7R2dF5RO0Fbbhn5UDTA02NLDvysgMmkAVGgeGelI+M01tSg8tSyUNivH+JpZVanlHN8DxBTaSzO9/tONOaMhtoEkb9gVJ/pCbXIi62Y2wvqUlYp0YmUcgsOlDnHboow6UguVHHt87EWGfMdmReQ4P2PEArrLM3myr2G0QOlP3oVdf2Cpl35PwAbUTtjLKiaaAeFtJFGP9hRAwGWyg6se4eYKzY/YxZodTXHpScGgPGoUykLLRnB9XrPDgTsB7Immnquppie0pKaL1D24TJPtb+GatH2qXQ6ojoCeFvkTSRy50D3PkOygvsfEdaZvb5H7A0u5pMbnBYPEC/OPh04Q61RBalyAVLdyzpG1SMRd5Q8tdk+V+oaU9tR9Kg5PsdNh+w4yNa99TmjC8tAyRBOZKAQd9EEPxlhztxNZgLe0jTlQAnzp73YN/1Mnvg49rvGdSbyREMGZGz309J7s9lBwMtpI+cUWlXMmz3ttJtgHQDsG0MsYpxxiU0wvFXB+dNlggsG1cGEg5eu2sd51A2oI0oZ02JzlCX5PfqWIAHM94rAlyyokRlSEFkJMlAkoNjj6MFsOA9edgY0AEC+mRyPW9rIAMpHTbAtAOiiAcwqAPvFprAhjgrU5QkLielnUXYgw91SZckJUDBACPV3TWq0uVweil+l35xoCBkGALUBFDxd9IbXdpWXuuJjysT+1ccqfp7okbQ6Hci1uWFOiMpgkIpwZjsgbWirfkeFEmdBHgT5zGCUA/YnHVm211ud2xeDaKdicsE3VnHrmMO2zWsA1rJKRdClEKH/v2mGb31ZcjxnH09BrjYp35fZ9HIWVBozcc7FVIwRyVAfAeKepDkpdsq8ZPO4oogb5NciuqDqxRUBEaqV1muDvCIAytE3wWJIGHr7cB1XojgVTzW2V4d6MUDjITPJ1Mskl0i6sBlD2QtKhEobEz06K/k78iDQQehfG17kPJLxxC2owd10bw1WM2iGZcdC5twq9O9BWIB4nfAqVfBbHbKz9uDqOufzjiOkvAeBJt6j4AUFVrbGjSfW/EqfBCFzUCaeFXCNre4vgONa/d7M9jKz+X6Oe9rAa5ZHlVTm12X67V7IElcXiXGowf3XcJDtvuQTYM+vrc17O4/y3jSoUuy9KMnY0OSjOYJSDQSun0slBD0jgveArWRDMV8nqnrR/ceEhtWFpUj3icDkGABAhvrO4d/FokKiWa0m+TMFx2G6MXHdE1Yc+kNSeJ2Rtweef/RlWQrajPwjIW8h6Rro3SvmPI1IJKxMe6xN26tfZ1NYCPWAoiO6j7Xme6SCj7PksyQoweOedUCKTs4QEGCLe5yFsVJBxjwCAY5krqm3tfGdiGTE9MzSWfFB4CGoBRIB0Qm78eUXH6hreb7Ues2aMGrO7xKxaVSQv8ZRW0AyVi5c9CjgujqwGXKJHGpDhgx29H1pQ1FpZLM5RoNpeFNXy3PbDJlGj4AEmCOV4H7ZDp4TyU9Y837aXjyonnrEmmoLF5AVHDgXzwxaeZJEiterZiS21jLCWNA5cH9khJ9Zn7u6OvTiPWQt33B53OQDYIV7xuMxTiw2be+Zq62JvwhcpAeCNareuJuQxXlo/V3Pb8zaPseVMPv6nFPIAbmsd9mZ3ofm45D2M1eCGyJks0u7n0v267Zk7Qhqdf7M/nOhYhgvSdWBzjphMl4tk2yI+y+dSZ1JAu1w+y3vo77pBI+53VQSqxBvflsBqLCqFfobgY6QEqr3P7Uq99ijIWwq2zn3Ro+xyhZnxsdpdwSyx+Dvs7i9+f8gqrCjw6JagKrvgdoWpwYoDGnkSswT/bnSD6vrfWkvQ9Zkp64n2KL8bHJrbPhU5AVTngl4h5LGduqGpd4ZWHDpSeUxmBqR08EqVCWbkodY0jx3qPHjcX7SeEjWEhOIiOWXBLONIP1iojwW1XCzymgrnMvZQFVtLmP6HN1RXslXyS1kjpYn3DpOu/Z5rJP3qA45GBFQ7bG7YWwuD/Ym//ivlLPsZhJVFirA8wh2+PzxKsRpPfySyMddPYVWvo08fvoDby3uRurIPZjE++74z/1htrWK9atxRzYI2JYGn55uskl1g9+fxm3cQpd7opk1yUXVepbuwkZgT30ZKtAly7b+nvIgmDei0ckvpNIMoa/FlUIaY3rhF8n0X+HsP3dl5cF5Mnvo/t9PRYtTuJIsmMjhRAxTW8egyLc+e/kCbq/bQTpQ/DeVc3ng3k1Yo9T3T9avdpFLBKFaePJXIsBaviiafP34i37XJI+p24TyODSo88RSzTElig+8HnulekB+HeCSbfreYp9FX+vGrFRT3wkV1+w9oDpELcU1dBJXBozhf9iF1+XhvsY0duuN5PvslF+42mTIf6l4182CbFJG3zmuAWuP/hYD6ztp5/bzn392Ecn/cnnfr6i8nYT+9w5bz8i11v6gsvLT/5lPx2WT53s42GTj3/30zEJtyL+EQP08Xk++++PxuGzF/+5n/d/f+JdffL4uWt+/lCMd+UZY+XSFloypm+8b0NrjXpZuXw/M7+/MD0s6P17ZFyQyVifK+1P91iu6LDyalX+fRWOqvwVRxYbqO33pDpRdY+SeJcbmpW/kIXJKsfnM7VW2vAtcn/PN48/cH848qfaeLuMyPiCMj5QDify4Uj+H4n0jzvksEdkTxkH7naCNnh+88rjwm8TuczcPf8ZGVb0G9AmXP400I4Dr9WYxsq7+5njuLD/3b9myC95/cM/sHv6gfe5cswNSUJKCZ126P7AUoX3knh4EF58+xX2pJz+7sKuKg9/fIPmjN7dUdPIUr7G2JE1kjD8iDCTuFBQcq1kbcz1DyztR77eveLr6Z6/1QunZWYksRszT/UVP+hvuLfGtK4sVI46s9aZ49yYsvBtusN04I2uaFqYH89e8v53r5B1YHo1I6NSxz01jTy8V8ajouWZOp55myb+ZDO7JfPtCcblxN3lTyyHF1zySM4F+XpPS+94Ln8iNThcnrD2ilX/Dc32n51fh/S/US3zY3tJNeVQ/khJ7xjvvyWlPZeyo+qBdXiJDY9U3dNsYlp/pFzeBrvJWWS2f0HOF4bDD7TFONWVMhbyy2+xvLLIiF0E+9MeWUIrPUF9OqPLidO90nJmaP9AWY/YONLKwGj/nv36Nef8zDKcGHUga+GiE8vxwLgoh/MJ3Vfmx++xJWOnkWRfMfDvoI7UdxPWLqw1QxnY2b8mpxfI/XukLci738DSGPV3pPLIiX9ktne0MsH9TPkexh/27PeCHWaWfM/l8Bewfw8v/oQxMrbfwukMf/yesWQevp4QEud3Da2FZZlAC6KPZJtZ8jtaWhjbHSk9sqwPND0ENlFgOQLvWdsjF71H9Ikk/8iYXjOVvyQVSPsXqL5gfv6P5PqeQ7lAPjG/ymiZYfouiKkzuhaOvGZl5Ju0sEsnnvML5vKCWS9gf2JIv6fwP4P+NVb/huF+YPrqDn33gD1/RVsLNnsFkj1ODr7KOzKNSf9M6tUGX3KIuaZ4SiAP7qzaCTWXeCApXhY94KwtZ6YnEqYD2ko4gvE7qSCZllyPU0o0xg39Y9d1ha7jbS4e60zhnpCgl4niAY9EybKtkRjw3hnSkjtO6RKAorNPUprAHGx0QPnKYPEA1Blt0puSJsKpDIamGFlaVD6MDkrQwdQhGI/3JCkU2UFRZO8s1kbCWnNwydQbefa9sxlq1UEM2UGaSOFwmxy9TwQ5WH2ZpL12wp1oyT2QnzEZ0NAX3YBCdTkC14I34B1QfS2qwOo6qlbEmTrmAbzhbNS0Be/OZjURNHdGOXQQ0pnFPQnxa6pu2Jx7jxnjPUeTQtmu78xfr3QwGEYsy5WBaEpr6kw382ZsKSp1qri2akpe+p7VdZ0rHoy07vvojJhSbYjnfYFwR5ZnJJ2igqEHvAa2OissdR19QxgQFM3mczQkIxzEMLI4sGN40GMcICQG3I32wMJ9/gAdW4M8uEyZ9OqD5g4/GcN7U3UpJJOuDxtl3OHj+Ho1Z5JF6bgDJKGxaz4f6SXS5mxkKNEnpPn7Cd189/Oi1FokGMz+vaQetEhnpmuwg0MTXAOUzwlSyljz3h7Ouq8IO1xKzRlzhqAWwXQrJGluo0RoeXdNhH12ijnL23X31c8tKZJ44v2btHuvXpXRg3mih4sH7tEQzwZE+3UlxqAzCD8EBSUk32QLeAMUDKmqLQEgJQBR71vislB++i4/tElJqPTL+oVSb1pKBHZT/NIDug146pVg2gGBXtYvzjDT7AzSwPNIwaqTqO5ICix8UG6/Va/FLQRzbXsnuiCmATj0tdITfXFfZjhrevV3w+TvQJuvrxTAC51Z3Xt8HNhAOWAD3bpu+y1I2hNAyeethQyD32Nz1nuKXjhhM10/MHTge+Ve9JD5ssOQdvT3vdxDHdBVvPJqHLFSrmqD8p6ULhhnlNntR2/EDR7cVweiUpscoBqi2i5sGusSbP1v3S40TzI7cNMCdJE+PAgrSS5Ydrue2uSVCalgMiIi3mOKhPDoQX3rlVZOpErJ7Yq2Jwfo75y9nM4rqTrA7hrVLsXQE8OQSWRP9uSKXRQ9hTyWxlyT2FOkYPgeal1DGnDmacbKS0iFdHkHbUEGt70pzUiaaXyF2SMOwjVUnqjynqwD0gaUGZUzUJEcckYtQPs0ISJud8WZ6iYJTS/ARtQuvn+XmYSSkstX1gDsW8605D2DXO979P1AEjq0MLdRfVhy9LN4CbIg5XxdI587NqC5z/WoAqID0R2gjWuoo1BKw0IeRcSB6ITGHPG90r8r9H44RH+bK8P6et2NLGJ9zsbeLEDok8O4rTlfkh3EnyDtA8R6ivXVG2yXK4glICEnufkI3mERkydgCX+zIXIHsgs7cEOOEGd928b+7pJsXae9329PRiScip4cBDM8mbT5Kb4m/d56hVwAiuYgMd2H6Qleis8DVkyOm53qfTh874kGu72STG4AX3qiOJIPBhugKZ0p3M/XExB9PW0zJT6rThKIN/0roRAnAEXlslaQaQ0gcQr/Pnz8kC4lLZCXkPb16hsJKackK8aApXsQRfKz+76r+2S6VRs8gSxBQMioOBs66Rw+yoj3VGLrx4AWnPJQsDQjZY1tLtj+m5/kBADTB/c5i++h7r8nRA6+P9g+pPDE510Hw1dBanNCmExuT4YLthZsdVDafdOKpugxxsF3RD27nQjp2VaKz58PiA8F8gnyitodxkCxZ6/u0YqpBm0nUcTIuMSraoLe8yHkB02qV1BI8x5oqUD6BmQI/1ScoGgS/l9z/2zrv1C32eV2PeGtuntVhZMKLI9cZZwKkkP/v3PBfvZ4jpk5e4I8P/p9rvj6yxr+arhoqbpd07A59hrkzhNXevH3JR7LeKWoIjJj1hNW7qeJZBK7iPR835E8u79m7rcbO7chrr8bfpN5NUB6xhOhO5+TOvsaKN5fwf3rFTWvZBM5+GSNvmrCA5508fcjTeL5vOpD5OI+k2ZE9yFdRkSHDU+EzO4P5JBpjGIr2SRrQ7pok9f1NerJfcAW97ua+6JbEVxaQI6+n1j0z9Ko0Kjq9jVNSDKkGFCjojMhKSooqie9rEVVmZ0RZiy9BWloO7ifbbgMmQAlmoJLQdrs8ymqWpFCSpP3qq49sSnh33qPI7Evq2L9l0tCfNJR/Ag4/5n8xPbx2w/efv3GcH3iC7/++CU8/AtyFJ+9i5682Da7Pjz20SNcQfyP8y6/NFSfvRfphvo2a/Ops/0zxu6z5/ylQz7z91/6miFphVQp+SuEHWn0DWtYPAtnYmQZGcqOMk0w7WGXKWaUOpN1YdIjpQjHu5nz1Gg6ggr58kyyFfvGpW/y8w+INc4v71hLpu7u0KroDCwrp1VcA3DIHPaJCwuzPtEq1PUBkz1l78yb53ryyr+UyUkZhwVNxhlPdCwPd+ShMqZnTFfWacaasNaDM53LHUUPYIbmEzoP2PIIdw2ZopFqM6QmytKYLHHI3rzzuQ00hYEdQuOYzpCFMkabtFMDvSDpfwCGjQs6KJoFZYelMyZKeXEPaqxtz7vVZVgeJVEGIefEtDQeL2+ZBkVSc0O4U1JLjJfXFCaQkzvE1RsTHpZCUmHOM01Xnp4ndC08Hu6Yygh2oY4riYGEcS8LTZTEwI9maB1QfUTzgTwXKJkqgqQd9/KNVxnML1AOvJ8qyPmz06tapaHIcHKp2/otRV+ivETziAyFnJP3E6kr1goWlTNN71D7EbPv0ctCyyuyrDAfYN1DHWjryOmyc4bGEJnnwYtUqw3hHJxAK+W8RsZ9wKY7bBixNHBiZpEfaFLZS6NUoejIYpVL3VMVmjVk3ZGeHh3kSz8iUsn1bx1/sdco9zC8RHIhzwdSFVgvoN4QkTLS9mBjZak75gbFTqT2d7AbSK/+Y1RUCiozot9BXeCspDRC/hp4RvMTJpnLcg8iLPqMiaJ379wyXd5Bq9SSaXKH2Cty26Pj3oPy80tkFlrxptOtuFZ8SoW0DKSmkJ+cRajFWdLyZyxd0CGjac+83tHaStUGVG+uWpSBszuR5X0Ery/JdU+1gSaJ0QZGS5g8YuW3JBramjMCcwBNlki5UdSbPM56xhme18Dvy+1bBKfRs8CiIbNLAnlAY90RRTygli4jELII3DRMDFfOtUmDDZgnB5iWCOS6njB4MCgaJD/dmjNbsFotmhdKnNl7JOQN3NjYvHJtbo2AlAjoguUjoSUqEcxIDqZ6PEOKAEvEgyjSBCkahlG8D0GefA4UuV4rZUQjAI6GtdKuzNqNKroRA43ePLUzXPwj0VTY3JkyaREQ9GDRm8OajZhlula5dLa1Xpl2JtdA3DYWOVcHdGtQaxGEFNiAitDMl+SgcWchCc6OFLjVoP51e7HPFR+azqK1uPatr+IAonRfIhxQCY3pvMkZXEV2NudY3Lk3kc7/3Pw3sQ5qZBALwmFUZXB222cSrFAHbOglC6IuiSPRZE17A3VvBC99nnbt42C+dSDFZaX6LO7zUhxXTUAN3XpJdAUuL/5IqHjyoXc6dvmxvpZ8vjh4E+O1VazEf0KL30vBe6+N63N6M8sh1nZ1IEclvtMZX+HTxbmzNTaNf8GDl6hW2XR26bxTB+G12eaGehInJNIk5vgmpeQjl5LPb0shNfSBjNNnDqdR0ZMmm26wEj/v6+lmbW7P167n2KJm2dbQ1VGOCE2u1/TKgqvcXEyGeCXd944eC7cVMf1cyPXezfcMlwno9xKVT/35t6Rtt4+dtRg/74w25WZe9ElhPi8lqkR60t0iqZy8iso25nB/0EjKbWOmsS7jvJsedG8s3m7CqtIfmB6fWGdrcp2/to1/jFXqjN8+PnI9R8znDUQ0iSROjFW8g74POBgZ0gPEe5ENWvFrdnCVhKRrH5gvOba9V4JRnlZEotqyVcgJm1wizyu6Yk2Ls/ldmEwxcXk9TNBkMW8PIA0rz27vyrglrLyywxPfrh9OAEXSTZeDCOwj6dY8WeBbIDkYjKIhbTMKWMYiwSXJE1ipM7Q12Jbm5IKkLsO4rc20QJpJmhDb+30m7xXgDZmbgwwWzeClOGOW0asIrSGa/NXlxMY8FdkqZgT3VdEEdcDkAYZDgFSnmC4+L9ymNySfSAI5TVhKWFsjhx9GeGsSGztK7exXTwZLdhmclPWq/S3FbTviDGWNZqNWwsZ7Mtpl+EIez8CJQxIVb4q1Hb+YhNhsn8fsZn0d3ErrRPVdl3iKOeBm65rE6Gzmvi/0ylPZGiBfwW//XEizbf2HrrPeT5kCeA+bidGln27tpI+NJ6A3pEviaptE0HXfFun+pbA1AN9kPfPm79E1wqXbQ2fkW+zHt5UDPfl8S6LYqry26jj98Lb7fXUH9Wo46bZINgZ9zyjnmxO0LYkr3DynsH3OLBjp3VbGOPfz+uvu5A+L38fe3v3B2AdsmwvXvUy2+w0A9lfDKOEfdl/WLHIePdFdwz8KP8BC9z1NSNk7sBpSgZ7g98okH90p9pvwSWIcLQ2x7s3nTOr9k8Rtf6xdl3AKIo4R3w3Zqm0r6GPuczrZEFtz7B+477yNc1TauP30xJUhiA4h17lipUYCOcaj+nt07f189ZsY4zNRhSXH2O+igqIPcerNiiMJZgPWClICh9IMto9nvIBVl2VO/r6RRs4+vtpibuaYi7IHqahcYma4fGyv+OtSZb0q+ZpszEFyClmflF22lwwhnSQ0NjncTbKsYbq4HWxfUlUYvYZ61YH1/T1IBJbDR/QZgxbHKuinHnwstoqDXsXU7/U2E2Jhnz15Zzzf+ArQiRfXSpGYyyR6fx9ydwn7etYYu5hnm5n0ubWNQerr0b9j6bJd26sp+lh1Xw+QIZpCV08GJjYiGSFn1O2kkREbI7aO5uuG+z8xxp6MVo/poiquVwoSsrMWidetN2DYDLfVCSvd31luHtPwypHYU7t8s5nPV67xmUtndewhiIzRC8y2/++27sYnl4jjsCDLXOdV74/X+wj90vHPT0L8xIjeBgk/96Wb39/q9X3qdP+k42ah/OJnfvrjT2dwbgZaPvr5Jz8eP7RrWuDD29p+ej19/FziQ79uj7o6Qb5B3P7s9jM3N7vdj330g0+d8+OffXz0cbCPPvZPfonb9VI5Q26M5d/Q0rfI+P+F9D2TJYoKUzZaOiDTK+T+JTYptjN0PLJOR6bzkcd3byhD483uW+bcaO2ArSvD0w/IbkT/dzusVqb/23+nnlfeP/5P6PTANL4kt4L+ccGeT/z4Skh14nEaeRwL7XTmdHnHuhpL+hYS7F4Ix6nyZn3Lvky8lkfGsnDYn7lQeccJKwP67beMpXI/P5F0Zrl7oiXj/PRb0mWP2FcMZYD9O2p5Qzs9Us8v4VHJ94qeKro2ynJhqCcOA9gucZbE93XPWAfubY/Kwg/lR4ZReX0Q0grrmwWrFdv/NVpm5rsHaplow1+gskeTN9sbX7xm3D9y/kPl6fvGlEe+yVAPRj3A3enM4fkPga8JHDLpNxPogd3lt5RFkec3sGbs8khGeKUThcr35YmzwPc//CWz3vPw+IrDbqTe/cCyb0zLRKkDXwOv08g72fEHM4a6Z6rfUBiZhhEZErMmpNzzFf+BVgfO59csxfjTizOaP5+EmLVGX9OFTGZ49+/Jdc9cR69KOIyUnNH5CT1d0JqcNJt/i6RvafZXmP1Aq2eW84+gxlhfQnsBy47KnuPTS8q4cH+/uhbg7ogNUGVCxCjpHUkvDO+U0iDd7+Fwj+YdKoV36ZlFfuCVHXhg70FXO/CsiWNLeOZgz+6y58XpJWn4E3L3/yLLnynLBdNXmP0fQXbIzkGr/NzIutDmZ0yfscevYXegPTbq/sLldMdpfkme/ztp+Tu4+19IX/2faed/oJ7+HvRIaj/CZcDWHWncUx5+h8ob1vI9zQrvL19DgJOWZ9rrf8ByRX48YYtRh3+Fpkf0+T+R19dw/wYOJ+T8Nfb8SD18Q9u9xcYfsd33SDOGs5FTQ8p3mOwwfYnyhMkTlmHdFZrd8Xz+Dc0amgRJZ6bJSFnZ2ztnYo7/yCxnZP7PDOs9S9qzZHioE3vN2PANVl7R5C3r8h3NBBtPoAOajYGV+zqwmjLnJ4yMrYcr8/8LbZsH2IYzT1MkIAT0CFpp4iyKjIMMljKWXTfUJR+mYB0Ee5VKwpmGrc4eFEzOgLD5GdHmFQIiNPM9JqXg/KsiaqGOIBsb22svoqRWclQl7EAhtYOzfos7LMlWj7VHD85kLYhGYgSBcYScsZIgCVlHr5rIg/d5SM7sdXbdHVAxWUl5IOWRVBp5WhxwUW/GJTrhDaefr6wbFWe2m23+G4O5f7kU13nNC6TFCTc6+FQNcE7TAppImjErEaRl77WqQDT4vKq6hCOcOwDq4Jr1BIgFS1sHqGULZCXd4XIZM7BgOKtGUkLKhDVFo1mupLM7lhv7yX797roxdB10VAtQqTutIp5ESQVvjj6j7bK55MJIkjGKxD1Q1ZDWkXp0lnd20L4yeqixyRu4fnUvc04sJGvhHJ+9NwfJgcC0RkKhuKNbvNeH2opLX7nuuaZHxCpJv/e4JD84kCcOHGiMe4ok09YkVXoTXOsyrWgDSYlUpFPOUJyp3LVkxTxhdm08eQWXlQC70w3whKG92bYuHlSnqAAR7z2gmlDbY2lF8+wSQKkDslHKH4lDl/83SujkamchBhDhyTC2ICRFQ0HTaGgYoKowkmxyzee8+nzQa+i1ybmR0QBJkzbks/5fn5EevEpn6Yf8Gi3CjRTjo8GGFQtsLtaLubQEAWL1igCC/SdIAD4S0m/C1rzVXDIO6U0sR/9Ol67qch3XxbB93wHykJljiTkZ9yABPIhtwIZlX++idQNuHKDqvXIiYNM+Hh3csw289D45inS5kqigkdwCe+yAab/nXinCzb/hmtAM3eEubcAaAWj2nwW40ccPUyya614BPY8RRLukVYxtlySR0CWXDkaHbFZrDtxIwVLXi2/xnnx8JRjJ194p/UH8HUiwpbcm2r0B8xcdzvr3BoyDs/5TgNe6+OIeBmzK2Lo4U7YWqLHvDGVbj5QV3Xlgby3uRx8wWdHd0Zf4uPe9MPq3SH1CdPWqChE0TyDF2z0oeNJvh9mC6YylRBuMYsLQk9KtQhFkL55ouDw4SDC9QUR7S0+kDhhGauKszZa8pworltQBtvyepF8h7dE1okehXaCdBUSR8YKJoVJxpvhXnrxsDlDnGvvB0CUZxhiPBWvepyml5prptsOmHVIGrH0H7a2/B0kO0llCZCGVC5IPSH6B2YW2XMImuGxWyr4+1AxToV0Ovm6HI5KMNPp8Tl3SKHq9SBUfC70gekZ1RHV0WNRiTy64nU1D3JNXASTxPaq1+1+eawHQSPTh6XbFK+Kq+yKSAhRqOKvfKyY9yReJoyRuQ8gBWIEFTtCTgrrhB50K0LXiEx/asEqvVHAopVfbXcAWun77VhFgDfQUKybsgHRg+FbmUa6bASERyHN8rlecRS8kgd5g2IHVkCijXNc88w3OYFe70WWpJMWVwy+yOUyRV8OaBtGBfk9ht7dEj/u+Eu/CKJiNW1Wh24e+TyxXiCSIMJhck/caSXdwe0mXGguCiF2TCt57qlejOXh4tdkp3pmEHb0Cy2a/LsHq9x37WvbkeuqkAlOwSsqzryH13ggkb2BMuiOl1x739Ga7LYBG0RjDe5/i4nt8jsooy3u2JrkspHyPpAGru6iea0Gcm8gyomH/SBUri5MjVq5+g5jHgJbJ6skfte5H+t7Wi3+9MkzIzStsmro8nNQDUvfo9M77yhhI7xkTfSW8MS7xzjJmI9iKtPcgC5reAiMm3wITidmrDcoFkxWpvodb26NWSOMTaTx7wlUnnwnyjKzqVXMlY7kgqZLzTKtCXd125uwVTha6+p1BnzjFevYqsxSMGJFeAYHvMTZ6b4B8Rli8cn1I0Aas3iPMwUc4Q3uKHJ4Thdw/yQx1zy8x04X7WIuxx1tUB1vZ4h0Ab+SMx102ASH5aSvYxRMlW7WqxjN2ZnxUP8RqT+H3qbzHq4offU316izCV95shtuxlDR6tBnoSq8QF2uk8HN9mZr3TTPYpDO7zTBPmFh+CiJOAnaQvHrOgz3DJbdBSq88uvaAE734cA3Z/fYaFdP20n0refYxUCdnGF5RKnhCl5DpFLv330fcYnn2uLeJE5LMK3U8ORVyrmnA+52cvWK3+v4iNkYcFwvJeuVWJzJ2m70Popf33ZCQizV2MVc9eWGb3fLKG8/3mfsRKXy8/m4t5N3yl8nN/QvKMXVw2z7698ef4ebn8uGvetT2E9z7I7D+F4+Pg4x/4ld/8rNuRD86v3zqqzehWmxOHjzdnPMDkN4+8fOPrh8MzQ9u5aOP//IoffSAX5wo+MLx/2T+6XMJji88LMHJqwFsAMsL6cGQ0RVUTQQrO2QqaBFaOsEqLntmEyO/YcjvSbsVKQfqbmJdK+cfCiXD49d7yJnzj9W19YcHsjRqGZ3FoRcHN3a+QQ4U8jy4Ay5n6uXC8n5hvUvULNRs1DuljYWSMkkrerygrcJjBMzZg2tZ3sBs2A87bC0egNwpuWbyCqWtXtKbFVU4HWF5b7SHht5V1tKo98pUC7neu/GyirRKWc8kE9owomru7+UWUi8FeXjAWmGeMk0Sy3JB58r0+B4pC+NwIucVmmCngdSMQQwZoI1CzQOLDSgjKiOuz9qoLXE+DaQ2MJ7MHaXqGe/9LpEkUccd1SpHfc+lVg7txM6g3SeOu4Ehf0/mic5P0LKnjV8xjCsPozMZANgX9HBHopLrmaQrCd80x9Ebiz3Mye3/544wzIOMwODjJaNnqU1pbY+2CZEZKY1sb8lc0LSwpIVmb33zTCM5vQAW1nRCZKHkd6Rxhp2S88rY3iO6kuVCS4k5PXpJZXsE2yHpAkmpQ0YHQXRH0T2lNRTFcqImD5LhgqwrU2j6Wk6UImgSyIWU71FJDmJLpamiogyxiZGfsDT7z20g5Qck3TtBaoZcYVQlaXVgWRY0Ralkk41BLZqQag5uDzPaqitUWCO1dxGATphklvXk+7qMUAQbs1dF5jdQZ3JT0urOnY0ra2qstqOQGbMyGkziPOxs4GW237kjpC8iqPOgIMt7oIVcyUiahSRG5exjKRnyQC7vkayM6yO5HhjNz6J6RtszebmQNGFaaHkkyULmzzQWlqQowtCid8F4/JW2TejyMa5BbeEAJrw5rt0w8T34cKPfmfrRbFl6cOQOndiKxTpwkN5ZMtIlMsIkd/x822J6ULhpkV6r9DobrbPezapvR0oEseoBDTWIag6ZkDoXJkpp0w7XKu334qD09U8wgrIiyVk8rlsrXnJKdnYnuLOLM2oM9QfShEsRaASmcZO9nJ4WwU5oyxKSUV1LuDfn7bIWHfizkOPY7EbXDw+GUgAotslxdQZg12ru7y2cyD62opC8AeQGeNJlHoKVFbr1Dkp39hDBGvs1vhFb0G8bwCp0BrdYQnvzYkIqB3Hmj3ue/g4FB2B6QkN8LluvnrDov2DOlOy8Gn9Xja0WQeJdR8+ermO9ydIGw9WDzABH+zwK4ES6fJQMHd+OZxoR8QbbkRfY5rNsTHUH5MAgZ9JgSC5xDQ/4kwRTtr92QFJnoPfn6gzUHnjF/YvLMDmjPubnVkFDfM8Z8ZZ8vkloqbo2uMb6j7Gzfu8hEwY4yA+9LwWbRnDMra26wPor8HkjhoqzvtU6S9MBrBQ+rieIJH7e58QvzLeQoXCzJTf3c5NACGZq7xmxMd4sSlCkB65ps0Ug25htRqn/e3sffQziM1tNO9s9XCsZIiDbWLWegfG3GaCecL1+bwy7jUFnrAUw1pv1ht7wtt67pm6Kz2/rt89hiZ/FPQBssiLcOPk9eLaN8bbxDFOwSDe2NGya41v1SIv30sfa5RG6DMzGPOzyLhFrXEcvdorb1y8EeBoTK57Hnz3WwyZZ4ntW7wXUmZrdvm0Jl+05JUCAX3FY8zlww0r0RGUHYgPI2yQ32O5NSszbrm1eXQf8+mi+Fq1rSW/a7j7HJI+RuI39WAu+9oOZLV0WRr2XQsokGWLvwscqJCk8MadI8WRNCnBOBr9WygHGSee9F5dUTRWSktKApX1USPia9v4YM2k6xR7tPzcd6MCCszpP8a7A9b9DqkaJ55xjzrg8ot98BTtjNns1XG82H5KPlopLl9TmzVPliFndbIQEw9M05lBI8yQiYdckWgek7fO+vEtUnITZsIKD/nhioFcjpLCnophGNXLYE0mz731tzy+ZNhON5ditr97Y/Ui6WuzTEmPQmaSxR7JVVt00kMa8qsRucIOujd5tXN+DohoPadf7MAe4fXk6s7UD9r1Zsu+Zt5UOURUi3a7+/5j7s2dZkiTND/upmrl7xFnulpmVWct0T/cMMDPAABCCArxQhC/kK/9bCt8pQiEgQqGQM8QswKC7p7uqupZc7nKWiHB3U+WDqnnEOXlz6+6h0KtO3nMiPDzczdTUdPn0U0JeLzjVz8hk6Rtf6JwNpdz1a9dfScHTZbjbXtvPef8QqTE/do5ibOeLd0Wcv8Ye9CTesVW3SV63o5cDjb9VIHTd3t/b1Jhf6Mb8SUq22MMudEYHA2x7bOjBDQKy/dPnlvPn+jg9SRwlov0nHtLCR9BsKi/S5cgyEdAbVWc1se9Qq0TPhRjbnmTY0N45x5ac9V3vu+X+1P/tiSfLyt0nFFrQE2wikWRzsnpq46Pr9h95jULQ6ziuSZOTdqBuZ4YsuWTPqq5v1aDMeeaeDr4K2ez7X+zNkhWNKgrM0A5hV9me6DmRe7v3Kp+0XzsHvw6EaS94C7vW+97W7UfNtZf7u7VdPH+Nse022ladIPGUnhVtnv3nQt9art20F+m6j1zDvbqnERSQD7gseIm+RgHM6s8QOj1Uz1PE+kePbbtNe7b1fTjni4Zo7oG9v1lfBZrAi+wppr6yUWimSvEubxKJ3O69hEykT8cUz9jCNgntY2ebYKN69BgvV5DYNyMpHIAR0QIlA+jdBs79ahuL3it06yGzpB2de7z2pG+vmvag/3Wi8lA077cbCQVKr4YIAN9WCVaiujUaaGvEA+mBet30UiDiemC/gA1ZBdPltMtLytPWk0Vw6UnPPM6OVKq4vg+mXvSswiAqf3u/lPCX8zXJz2WvPZeu9frnln7jm+yA45a23g8cf78kxLkesT/xs/f9O976gYVw+Znt1MvtR56d1A/97uqP7eN9Z/vuL5Pnn7v888n9yNNLPT93eyGu7Zd7HmnofuwxLp2O52N6uen1zfzyrP6Mz/mdvnV8bCyf30i+789fv7j2x8bbYcu09fOe3uBPO5rCV5/gc8GGFasfqLpSijIjrCqMu5cM3DJPbznq1/BhQN4P1P0nXN/+59T6R4YXBsMLlqsXHL+aefcXj9y8Gfjkf3uNL/Dr/9vCeoCbF7+ASZmnm6AvOn1FaUf09R6VkavlNePdFev4FUv9wOHtgfs/zNTPdkzjjtOwcHwzU2THXiplNZYvZ3RQ/JcVb4LfjzhH5P1foceC/ds/Ax/hv36BXK+MZWU4GfbVA+sxDPGlCvdfGeuXjf3uyHR14uGV8/jauP3wgvruFY07rH2Frgv70wNuMF//I9wEWQyXmXn9miITwxdf4DJwp9fMK9hfvkOPK59fLez3I3YleBWWDzfYYcdwNEoxlr0w38Cx3XJc3rBaY/GFUU7suOd4grd/VKYFfna/RLOmaaQMhTcvCl4rj7srTr7wJb9nmQ/8o/FL9jLw9vN33F8XPv/wN+yPb1F2iIys07/kdPtPuDr8hk8Ov+ZhVD5MCuPIcvUJw+E9u3dfo5woxyOMyvAquNhf3NUziu8jh4ohUpi4AZ2431+ztpHx8A2lLSzrK9p8xVhW6l6Yyr+nrv8Ld/pLHvXn51JwvWbUz2jtGx65Y6wP3Ox+A+PA7vqKYitXj+/RFlRcq+44ll/S/ArurxAzdP8VNhw57Wd8dK4fXjLNr2FVilV8v3DYrTAe8N17eBRezLE5ehF8hHbtmE/U9gtgZWHB14W5RUD3lhWVmXX8a1Y5Mg9XGNfU8Qu0vMaP7/HjgbE5o6+wnsAOIHes5RvED5QlgqSqC7II5dHQYabYB9rwALcgNjN8+DXqE7X+GSbw8PieJo1V91it+NUYdAcPf0GZF6b5V9T2mlb+QLs5cvDPOdhnvJBvuKkrI7DzmgiVgVbeYvoXYG/w9gZ8Ipo8nhjL32De8NM+kjlLOKeHemApK172oCO7/W+p9cDN23/BMP+KURtVjGZf4/ZbxuOOab3GpyveXb9G/TdI+Z9ZS+FhuqEsO/bvbpB6Ql78bRgbP/oQsOB79nYHtqBZSrnRqUgEO71IJCGMrfzaiT4Nmk6hewk0igXVgLDDUWSeU0a7IxZBGN2CdYQzYGtw1npD1FB1Liud4zDwJcxHk/RXPQxxNZouBOY4jbmaDnrZgwyoX4eTmE3XVaLlm9RADfXchIwzMq4INyhXeW8zIhOsN5GgqO9jlLIR11amyjXh6GUDruSEj7FdWfQ9xolA61qgftuA+AlhDb5yHQJZZPdgE7JebHbiaOmGbfQPkLLgrNgaSOPiiXzKQLV4lG57iaSopDHozIG8YgSmeJ5MHLofIhHgK0jF7RpBUQ8KnabP7IgfPCJJErK1x70mhVVDrVBcWTluyLStzwKdqiKCxgrZNHvAJBJxSCYrkHBg06mMnimVSMREAKi4JF18ohBblJs3zb4Raf9o+JFsyR+JwB3iUJMyx4+AUPQqTOHk4ne/wUUo5QDJ+y80ihZUFGsFt95LwmBUGAONHjQoc1YChIPvLnjSSblEok4XzzE9B2S24D6Oyk1aS4/gcyTZpKAWz9ZEaSgmikmJULwZ5vE3ierqWFgAscCPrcSYFh4RnJIOU9OaAYAsy5eQy+TRS4e5RTCirBma6HQbPeAUoVHxFafQZIjR8/N9fNch5Rg+T8tgFIE+i0oAEk0sUQKvJ8R3BPVPcEm7HOlVCELFvQUaTyXoWlJnbY6QEM5hD2p7yAmZ3JJOQSKeTrakWSt02qnQXwvnBvEZaHNHvFMcZZCwO670sv9MkOgU8t8r2bJ5e4iG0BGQ2Bg/mk5tomUjiZxr0/fpDF/SS2lc24GkXHBf4pqJOpO2y+BDi2ttDmf0vqDVGH9Px7YskeyVAhr0AbKuud6SWo1d3EL62XF/srlAERw9Bxq3JFoPrifFF9rCTtFc89agJV2HBsLR2RPVEPscw/nHuwzuEdzHkHpEUGS9RWzHWldasQhArSewdYt1ewOmBlMElN0l+godk9s4qTq0J4Q9EJruFxQIFBhuQQt1PSC24m2H2xCIxrKATKA3gQxuM8JI1asACPT+BXKTuuoRdKHuTnSaJhRkHwG+2P895Msd3Y2xf+gpA1HX4HuUHSoDKyPWBnR4QHYB2nDb4+uAHXf0KqRAiL+LxEG5wcVRAlihtkYlZj1kQvUTnCnj5CfMjvi6oF3u+9qsA1532GmlrYGWN/0Q6PFMVqtEUNMsmntKsVzWQRmzLBHcV016pVoR0aDAL+DzGkErdkS/p8dA+1fBhwChuI/RE2p9jASMToiuDPU+1vQ6ZRXU9xyaPPm0i/DZGeW7UWkQTWFjTTd6M9eeZA+ARqfCSb3AEoGk7M9D0gtSMuBkPVDb0bxLAFEyQOgXzZA3YIJL3ttE9IE5ZWjACbDOlPtq7jG9Ekt7pUAmKTZ/f8i/Y68ReuI1k/tk4k0s0McWgehe3RDcW0skr2SXOqVT/5ziu7PflW9J5AwAyhBrz3PsrQM7uu6JxrxnK60H1hrRV6JkIO0cED/3N4r+ZJJ0WRvwJHvqBJinZjVAt4ti/uMKne5LCCqUfg9pX6d+CvsglIZkk+IffbjDckKwjboUAtwV/RzmpMJRkBtcJ9Rv0fkqbb4ZKyuthG5UjQogV4kxsqhKKhrPbAyZN7KUiZuw3y2olL33c+hUQRbVxWHTSfhoUlNX5XqWBEate4I/f4eLYTVshnLaQVNqVie5H3AabRgjyd80dHxdcJ1Thq7B3xGUz1FJEEszkzJyCFtGwDlhvEN8pPjPQQd8WHGZYf0Qfo9d5To4gszUGsCX1YR2ioCzi2eCd4jvGaL60llwGzHbx5ofHXzG2j3nXgXgTLgXzKIy2G0X1ShTrOlYAw0rYT9IkzS9wzeMioA5bCPJijbN/WAdiKD5FDaq53eW9Wke7GNHS7iUxv4d1SABsBTxqMQuC75OmbxOKh91JBt7G6B+QuyAyIDoFCj9JddCVdCGl5knFHn2ZrMdwsqIfmqlrDmlvTqSjZFOiiPsQW6i4sNm8GvwV6Az1DvEe/VPRciqHnmIde7XsUYtKqgo2YQ95VrKDrSibYoEdwUmh6YRrykDWq+gNXxd00YtsdTtAGZEf7noRwMGdh/j0SI+5TWYBSKxYaALkrRIYiPYLdgeL9+AvsPtJpgvJGy8oJlL2laNpHzi4i5yzpZu6AhEpSrq+Bo2Z5HHqGjY9F3Ldb+GHem3MVbSMklisTcz4xzoYI8YuIx1s2Sy5/uPv3sS4jLA/Hf67N/94+fjeWCczSz47lO/axXKt/77fef1X78rAfH0hcvfw0GOfzqOqZ/jTz/i33r1/wfHR77xWy991x09T0jJs5f/jk+iit++xNsQClGODBi1l7vN0aipqbPKnsUL4zAzXc/UYgwNRpQbRlaBw3wPsrB7uTJcOe1Bo+fD7i4Qif4Jsg7sloWBaHa6yATrFcJImR1vB5xHvD1SF2PfJBDmugQq3xtqUSYlJlQB9RE/jGBKWSNQ0VphcWGZHiiyMO6BndL0hLHge0Oq4/t9lB6/Dpk5vXDW0ShivFoa1cFKNADTVfASgUkbFKkzsqzIqaIMNA/u17qEzhyHCXGLckRfYDbW40zRAa0VO1VYRmgLliX3uFC9MIkE0lRWVGdkfGR04bUVRip79uFn2xKKejlGcGIJDttrClYru1oZdWCQillB5RopRrOB1SvtWPDWWD805gdjpcCuQnG0PiJlDhdYlDZM+DjCTqFB/VC+NwnB/FkEXTR59ltwM0txVKO5lLQC9h73e8xPmAdqWF1xnTGdI9bgV6juqNNnlHKCko2eFsHawLy8QJoh84pRKHafG8ktzkArE1ZAZcqbW2nynuoHSpspa0WXiVmVkx6xNuJMqBhDCfSauaBUBt0R9BY7THcwHhCWcKRkxjwCsb67Bd2hslI44O0AdsSHJZoMlQnmLzC5iqaAvgJBK4Irog2ZPuBlZJUbjKQEaRDlrgPN56j48E8QmRl4GwZmu6F5YSiNMs4weVR7OKzNcPlA0RWt79C64i4sq2YZ/o6mNzT5FJM9Xh7BW/I8G9V3uBuNCAqJnXBrlGEMdKrE+AgfgAM+3dH4I0vb4+0NTcFkxURZfc/SGvXuS1TvKaVQfEetnyA+YsN1+KKLR0nwjz56ECsP4YwUTpR4oFuHLHWNioaMhCJSz9UNQO8vcUZcdyRHv35HK6R10rnW0XOwiLheb771xJFSEqmTpepCBt6SmsDCQuwBYxLtJNnDQuSMAu67Yk90iBakRB+EoCKS7Ps4ZDVNUnr0igiVSEhkAEU68s6JoHFHzKDhgBN6SjxKhUUrUS63bo9Np81xJxpLDrjt0oDtYxwbonc+9rBmw5FOiiPZuNEVfIm1Ijn+6mnIkcjPjthNTt/kdo2AQqLcS8xDT0x5AgN6M+KfdGywqhnRXkkCns/knRalN8fd5qxbR5kgk5xe73UZ/Upk1Y1ncAO2aoANQU4GSHp4Q7dxUIeoPEiUvHS0ptDpomKhZIAiZbqjgjf0lVrKaHwuXvbzJeJhkKIXsg4bOoqOOOqVBIKY4u5Ji9tppXwLamxBbmoGZXo1US8nPyPxz4m9GCvFYq/cqB5ItG88j1qMg9P5WDN5so19l5C+XjsytFuZPWCW8g3hkPmlOR+fDTtoCyNHEi+U0/cIVr+RvKeONuul/Zd32teJdTQmuYa4EOcezCN7UrCttc2b7hU60quNJOai60izOFf783KReBDOCF2262xz2ces60Dro9gRhVk1kMMtvSzMow9PN+AlUfib3pPQ55vOyT1Acv1tyN8MWp0Rvz1q3ufy4seTni2bwEqnONkeQ9iQi10nlnhd+pq09nTsOwo795pAOF44A1sgrqMiNy2SFSnnpCUdEWu9gXXb5vtMOVZyrfZ7sIvv+BHHNhwSTjfBt+yiYJUIRGfFmUhUI3vQC1BWegVbF1Vp+/hDZxDdHOq+HsVSmLR/fax/80QKd0qHInnODB6NLylDVFyVTEi2mDu0hj71KcAFGlUIqkPQxEnQU5mcYmyyZ4ZkclA9KkFhJPowFLRE0lg3xG4kTS250DWLj9yiMrCj3L2GDLvXpPpIvWiXFU36VD4xtgXRex+1kuBXyeBWhTbSqRRDz/Y9tctb/qRdI1vj+giwW99PWtJM+Bp7l4wRPJWV4E6P+YoEctJcZFJQGCOhu+YYMp/tqO+UsVzXm0j2SlSItdVvvNtelz7wczn2tB8uBHir0kphlovP9eqAqP9PfZdJ2c3Wg44A73tqbNIdtVwuYg56Nu82NG1f9xfj4OTeTM7XeR/eKCXlrFck9x7JdeZ0Cj/BXYkqBT3fh/TKK9v2jvNIXWzUXSd1UEfqt95nwDedk/qmVy10Q6Xr5L6H5MPLxfd47yGx9Yy4tOU177XbLX7W+bkXkHOy0d1tTxP37mdI+8X9/ITDc91ltR2qOeuVbS/rDY1ZicRW2LieTcTPjaG7jQYQ9DWyWRBCrwSVXC/nhE0kH2Lq9bwjSOo5CaAFOG5BNYhq0KmVCzBE2vFbxcwmVmF/9OcNdRJVkyKWwW7Oe3ofD08/z9mCssJF4snXuF/ZIQyRfBHPscqK01ynmy3fZaGvbzooxc/TK06vMpekInQvec9By6YXstaDxZDgm6zWkZ4V7xRAnuvSJP+0+F3Chtz2bY/Ek/QeVJtO6fRhP0nACPqxE72qp1ezeq9g2PblC99DIiAddozl956BOTF8/fy8T6sxdt3/2fp4XVTuQiarLml6zzoytvsx/BXtXmkOi5J6pts9GoksIqly3mfOtk4Aw/LyF+tb9KL3A771ShNNYJ9r+sFZjWDgvX/LZq9V/EKfhHxEMrhXDEX/xdCx4hrJCjzGZJNBi6Rqr3IWCH+jVzV62j9O93vRka0KTxzhyGWFcU/gdjvsnITwbc+LpELb5j16Q+X+x1mOgzIudJ38CH/hH5CO6SPHd6KmLgx84Gxk9o3Xz6f5+bSnSv3yuHh9K61+/t7HPvf8NHn+wvmvTXHnlrWVKvqzj1xuaZcb+XnT84uSCNkcUue77vXpUz93juKlcz7++fGxsfIfeP8j8yaXY8xHxtifD9lP3l+/86gV+/M/x4cb9Jv/CT19zRUr01Fp9wPtWGkDrOXEIz/jwT/l09u/5pPP/le4O8E3C7cu/Myu+FAX7k5/Q1Hns3/uFCs8/kelyZH153+NrQPr3/xj6uMVn9S/hOnAb/af8FB3rO/fYMeJo/8to79n0q8Y5I6r4zU7u0K1odPMaEY9Ges6s8wPDINzdWXo6QXtb1/jFMZhx1oGHuUFygn94rdMVfj0zS8oY+HLL99yskf2nxp1BMo/wmSPvhbKatyPjcdh5Z8uK3/+buGdOF9PE74M1INCHbC6g2mAm3eUO2f86gpn4jjtcVf2D6A4y81LVr/hWie0zLy/+5qHx0duxxeMWlCuMG45Lca8GjIXylIYpVBq47gceZQPyPgBefFHbtfCZ4cJ8Vuon7CacT8faOvKbO9xq9j7ShXlT7+YKHuhTi+hjMw+MR4Lg+6Q3cpRjJM4fDnCu3seHk88PBj+ecFvrijSqOPvYTFmFdowMd9c4fsR3hTKCW6+nIIS6ruOD/8b0IWy/jo4iHwCmSh7o9Qjan/A5q9xfof5e9Z2xNstwi0Ttyz1b5l3f40uX1DmW+r4Cr3+U8R/j9v/E2/C+n6Htz2P80ukwXS6R/zIUH9D9Jf6r7DygtP4gjY2ruWa0QpN/oJT+YpbjKtmDMdfUufP+Urfcle+wdeXmN2yr8bNmCbwXCllYppesLjyYb3CilFe/hElUct+Yjn9NSYNfvZP0f0nDA/31OUOPTyAzbTbe+zFkXL3K8rjP+fUCvNhhfUA+iE2XhthvIMXf8T8llP7U5yGH5ZwiOUTHOVkH3CZ8PpfogJ7+7+g8jXL6dNo+jo2GI+0K2EdB45fV45zQcpfsy9fMu4quh9YpXJYR0QHpH6C+Wua/QLqPdRfI63ih59RbGR3+hxcmHXBOMHyO7CZ6cWvGKcrigoijdnvaXZkfv0bZPhreH8Ld38OtcDQWJYdp/kzxne/5ur3/xO6K5TXLyjDp+z8X7AW5f5mptlb5nuJwPJPOfwYm7Y6UCPZ6gVVC9Aje9yvELsDO9ERd+LZkFk9EpWyghwDZQKcy4clODKFrcmcpBdhsgAzsu6RbOSIlqCFK4ZYDWNRHS+gElU0MGI+IR3BrGkUm6JLBtiqJfJ7n05IUC1pJiM0UXSlagRKaiYfhiuoO1QvnSQ5G+BFkJplqfYK4QT6NZBcoBiqj4DQeJXW6ELw4B5w1gjq+ICz4MzQ+YZVURlhVphLIFn9CsUoshJNigOd3bIHhCbq01r09tDkzkaDNkj9EXwJ50QKXlfQFVvCCVFJ+huxKEtvFsEVOSH6EMmSYQrkaCtgEokuaVm58RPkzaGjZ9Cg3ZC2R2xIap4wSIVdcJ+WGbWCWBi/pFHfkg5JC+E0tQj2tu17VtyNoseIR/kr8ELL0l9HMCkRyMMDMacVMac4GDPGAZEdXoZITJVA6URQUZEWCTgtiojjegCHZhGoK+VE9E7I5nk1EFtaPJJYZriB6oBqlBpH34ZAXxmKM2I4q7cAcs+BgmsAoviYtH08xphm0FvZEQ7cPUKjMIJMnAuZV5A1mz0aRS1on3LNKn4OuKmgXigtUE6L9OZ1h4uQQQR1OhGUoKFvheCf9873WlGPhEbvNYOkAwuRZNGCbY2FVzBDLfsG6A8ghQG3KM8OiiCNBEI6T3F7LcAkve+DEvrFMxDeA0wEHVtUJV2H3NoxHdh0cnvvg9QTrlm10A6IWQYvU2YywB0JgZJjlAGarl80KRQ6tZNIOGbugWBPGoFwpIMnWImmwWgmM1tv3p20AhWkSOhXF0R3IHs22js7BUVMD2g7G9CD1h128j8xD05HJOcY+xBBYo1myd56MoS4d++BoeBQDyaOSJBiDtaSpiaChEjEisL/1W3dh3sQwaDeEwOPPgzSLK4l2WidGSQbHZqCWTqxC8KcKPikK/PcM7QHQ/PaOl/4hz90SKDGxfBlRqwlDfMJP/0c1pf4eKLVe7QUtAz4sAe/wvUR88d8tgZcQfss99PfhYYt0V/EdQdeKGug8m2K4JusK5iz+g3GyDCkrpFAfPryAWszOtwiwwu0DsgwUlanLhOiA9RdxoH3CDNa7hAt1PoGlZHi14g7Ll8F+nV3g2uN6rvWKOsEbYoEShtBD5D0SZINMsWh2Z7FPkNlRqZ73BbafAzQRrkK3VbHmM9HieSKJr3HkmjwTIZKSz1eZaNLVBSzCVsmaCuyhk7wWoAKy/WFu2ihDwk/2MXP8ajaAQuBAHddcZy2jLgpejpFQKUYDEbzPeYvqFqpZcCxAMWwYnYAFXwMcEFZbsAbvoDIgo53faF956FZfdZ7rQQ/eNhtcZ89HZ89XlIsIxhlbJQi9IB7DyRCpxOSTpWhuTeyngOOImHvoBnEIu2bsoU4wWMfkhr7av5szIF4uvPCRmfiw6bDwp446/mICPRA3hBB4h7A1UeEBSGAbSLZtNizio1HXB5CVqSyxezd4/69010GhShCVO17Ai4kdrMIO2TQqydjNANfG61bVDp6on3F4u/YY/Y5fkl1YgmuKDnmEPbyRkuWAT4LihvZkhhls5/Vcr/RlXN/h0gCCJ3qqsd2OrWJb0AFl58efvMWAU80qISKLoga7rv8uSf6fRzjGWTBdA6dSDRzL4Xor9EiSK090SuZPLGQlVIewiYdg9qpy2BUgLXgn7d4RhGHIiGKktWADVgboiNad0gxdMj9ZonEndeYU7Xs/TDFfrY6uAuqmYSwAJhJGRAvtKTZ8TzPfYd5odhKaQvCgOiAWQ170GfwO2BC9BYE2tDnOPrgRduyoCM9gx0AOeUazoo4aagYpmPYSZ7VhTpAib3BqbiuYf+JU6rmko9kspc9UMJfRaLfGY60sF8kK9VlnYia8hPIjLeo6JLWkOZQG14NbELbnq2ijQUlQLXNJ7aE6A9upaGTij8SkrsDKbheRZ+n7LcSfQyyOlsK+Ak8EPGiglsL8J+Ef+PabZdy1iXrVcpA6vwtsZ6yToy5D9dQgu5bJAE92gELkZgX3cWaKnPqgxlxw63mfjnGeitRTVFkIqhmDyFXkmuzRKWLWtA6BtVr2m+qSFmiokWn8CHTd5NS0EySNJGwY9cl1pmAu9LWfdh0lr259Ju0NYb0jQIkKeyBGvumhc7yeiSSmxMuDa/v6Zo5AF5XYCFPYTsdQRe83qfOehU2YKcta1+HPvKX4COmtzgF7XrOPoAfcN0TYM0V4UPoiALeLBOMmXTqa94F/CHnwH5Y3PhPnYT42C18K6HwA+c/f/2jSYlvny1P/np27kc/9pEI+pZxe3bOZUD+yVvfkYDon+lZocsYf4/fX7z9seOHkwv9er7ZId99fCTJ8J/i2JAbf9/DMZtxOwYquhgy1qBKsso0FEwaJsauzJitDAux2GfBfGb1Eyc5stCbKFVKvUbMOdqKS2OnFWQIHnw3Zh2wEoaf4lQ9Qm0UjignigiFAa5GYETHE9LmaCSzVvQk1Edl2s2M+0dMKqfhjpUJG29wBsrxiiLKMB2pA7RjGMW04DAcy8CgyuJO8xM1OedGV9q6Q23BpaDFGeoD5gurVqpMKLeYwbo21Bu1zrgZw2xUkWjIKc5QS+S79/twaGqjyYysI+qFpS6s+sDaFtbVkbXCMmE60krFrKJWKTYy2hVTE8pasFWYfaVhWVUQxXomRpvCgB7KjoGBeXFsWUBXlKjkWEWy3LBhw4zvT9nbYgzD7/QBHStqscl6vYo2aIdKo3CaNfoaqGbDu48fay2oNJrmZuSnlLoR92t8zWZP5RhBe1G8DIFdNEO8otwgusNrKPJyHEAnpF5jFHydo/ROoymRjXvElLLuCeTzMRooW0vUmWIZFA7u9SH7QRB9GWRhcKOZ4uuY71VEroiGSHeIRfNeaVlKOcamZWugEIPmxpAlA84eiNXVP0Qj2jUraLIprq6gswV6Q64IQ+QBitHGW8yv8CVR2mvGUIZAuS0tkM3V1yjllY5QuQJuQG5TbY24F7zukgUijXvfwXoDsyGPBpNgo2DmrG0OR7+sCBrXtwvUdT0ACz7scRsRIhjkEjQ4zWG1gWG9okjIrbV3UVmpr2g2IH6E0vBdxac9Ut+AXtH8kdaUJhmH9d2PAgs/PbojleHkDQ0q3WeMQ9JZ7DKRjplsCt+2rSkcuAvUeHdROw9zojBEfAuMxusZ9O9opOTND9RjBP48DZU41QPhov372Px4Kf1ZegWEJDozEST5ulYNNHqpaeiVMPpEzsl/AfxcndGT9vFUhd5w0T0b7G4GWn40UbjdkXWvicrLz4qFs5FIdacbUc65hlnSUWupl/r8ZfC3O5dJtxAT1AMN/Z4SpZwvRTKJDCRcOD6dskEi8NW/p3OF9omOQOr3B06+fSQquyOOtrHy7bm7MxL/73aLsKGK+uc6Kt16KuQs/JdA7DPHaZe3Z9+z3VfKVB9b9QhmawZoyeBsl40ewCaCXxFgzmCZJ11OBiskEz0ZcUAzCBGI4+1iqBY00WSd7z4CCtEfZ1sLHrgvOpLbMzBE6G82zmZ9Iitxcx1p54jnD87G10+vciFRgeGodaknq4LONqWfY7W9Kmdb++fgCdsVMhH5BPXP+T495ypRir5N+VPr+uPH5fsp050ffQumXQTkNtv5mX3d1/4Tg/bymbpjLWcDuidT+np6cr5cfP+lDX/5/GddekaJ5b+X5TPIhsTc7vMywLd9tyIpc2fqEj1PTXwiEjIbRUhfOyE/4aB3h66v//7d+uS7z/om5/yyefp2u3LhcyQ10+Ue0/U4PTH37XmNr8sshXcbJb9n09kdFdnvoc+tppxfIMU3/ZhaxFc2bvofvZ96JkH6vfW9IVDRveorrtfXpZz3vK0CkZAT7T7gGM/R0c29ejDRviK9Ks4yINaVe1/jZ1qYQNtGHYKYoWskBeJ2GlINKaBVkFIp4w7VQh0qKpUiSfvj1yBr2N+inBsl97HI5J8ENZd3ZOTWGLMiG9XCAtbvLRKeBkm3QCYTSdQyYf95HzshkngW+mrjfyeTcrlH+5DnZdKzo2G7LrWk9CjnfS3e64muiz1HOOt+k5S/QF1m3XqM94Y6D3nzrVon7aISc8Ca874+EfHvOHpPiGxA7X1tyrMP+3avm9xw1nfeKeIwtiTottbsybU29bhVSfjTczqCekP+X+q9tO227+oUcnDOePp2qqTx1m3CJ//t497nPQPOgRjudH7QaYnOPaN6EjopGSVsCvGWOk7O+mAzni/Wrl+OS9d/l3Oy3TxbwN/nHI+uB/o4ZZL6iS7nvGY3GMXZLpGnX3YxD2zj1ytT+jyfdfX5nPNnn373jz+EjRs1q0yj71vCvvteaGVLBrk4rtnLqNsZLZNemz7OxJr1Ko9emRC6bVONLa7hEvpMNtqpniiMqrL4biKhv1U8kDIS/e88q49DnhTNcen2knpHvaeNrgGmkkzK96RQfM2KiaAeAecIZF/sz8AGmMtKHFcnqhRyIJwAO5DVqsTe6N1m6fsrfRu7mFMh0PA5/t4d4PTNemUQImGLSiblUVyygpG8l22fPoNizn1J/JnkSK6zc2LzskdZBx10hP55b/6+IypqvINGuo2SBks0u66bDbzdzbcquM5rdLtrzb1O1hiPLj+berwAIIgjfQxKyfe40DWAdDmvKQ+VoMKs52HsY+8BCPHeb7H39tk2knIeOyGT6URcRDyq8jPxIVIj8aCeSbKoRuoVttFcPBJ6IkJzItElF7w3+V3ebbVuS6SOEwTvwJqsPgi56vatbJ/vshiVGmmL9Dnx856zmVcOjobNuendzlrQdWAfly7L/sR8j20ibbWeWLrQh/31H3P8wzam7rvldxqNP1Hp9tO/db3vu04sQN/O8qfnf+uj8u3ftl/CCL3ciL+dmOD83MBWKvStq55d7+6fPA9WbU775T68BUQ4C9Hl8fwa33rpuwbx+Znfdd88vdnLPfSydvZbz/0xIbg4/yccbo3l7nd4qVzbA1M15OUL2n7PdTFuxGiPH2jHB25Owjo39O1Ku/sUG6Dt3tL0Gx7LH/BSKfUWkVua/3OW+sDbV/+a0Wb+5O5nDOvAYgcWN369f83xCgY7sPcj09Vbyn5F9IDIwt53TH7L45sdq07I/JZyuA9e3uWG8cPI1ZdX1Ndfsr/9DR/qA799c6Tpa3z6L9DDFTd/9Tmjzrz+ZwUdFh5+s9DmE4NOTDrwSl4wMXJ/+MBp/ZJBrjAZ2bdbzK4Zp8aHsSH7B95c/SWH+5G79YqhvObK/oR1vuc4/xraifLyPX6C6auClkr7YsKngasxsvGPsmdZhZP9YxZT5Pd/pDw8cLr5mofpkWW5Yj1N+ON1INyLYFWYZmE3CzdyzZuHN7DMLPcPHE34ZnmHVri9boziqAmzwlefLHgRPrfPmQzefv0bDvM9tXygyMJ8/QnLeA3lSC0Lp88WTl+caPdKu3sNp9/C139F8c8Zb/8JzhXt6g3XD8rPf6ucrpzflRlV59Uk6PjdMne4XVFZ0OGAcMDn34NNrOvPsDZgD/8DrL+mXV/huzE5WgU5ORzv0XLLzj6h1Yl1t0fuR+ofBbm6hp/9Gas/sB5/D1qoN0dEr2n1H6OLsvutovMRK7/DSmO5+pRFrmgSCNh92zHYDT7ccqh7Zrln4W+pbrw0OLaRx8MLrO74MF1RuWa0z8D/Epv/h6CjmmdsGLCXVyDOcv+I2EDVf454ob4TtNzD/k/xesOH9Q8c5294+QH2J1D7gLigjzvKww4vV7i+QfSvEP1L2u7nLDf/TVAwzY8B+Em7+HTlNJyH2ZG28mb+ktKEuV4HKp9fAT+jscd5gPUF+IBev6HeFtrjynpcaOvn2N0v0Hdfs/vyb1lfK6cXxtLuOR7+BikrZbdQ2kBd99AKsz9COWG3v4/kvv5TaFcoH2Cdmcff0fSBh2bM60tez/8Fo/+K+fF3rId/zVR/zq7+SypvKfwWu1qZr79g0E8Zh/+M1r7mMP8rWhs43f8MpFHGz6KZ5E84Osdvl1CvsZfaKugqaZCtgXItA9gKFvyjcGDzDrdgSm8ilehxB5oEOmO5RzAibyeo7hBqJI/MoTpSwgj1NHDD8A9j3aXQmJBE/YkaPpwQzcSRObLmvjkKaKcaiuSQSCYcqlLqkIjURDxpoEG1ClpbGtdhRG0U5BJGvlsaReLgFW+f4r7S/H0isTM8bCX7bnkGYhZcV2yN16XsEZkQvkT8PfgeY4f5ikk2VpOYG3ONvhT+iIvgvREtBFJ0SWesXIdh2rJBZA9GSSB+1QSxQH8G/YqjZlg2G0RL/oyg14gsuD8i3hB/BCroFPel2dT8p8ibRILkbB9FKa7Limd5rVoiiswxDQoLJzh+t2RSvo+HrCIgJZuYprFvGShXnwneZdLJiyDRRimR1CUiUX/gGoj84KGdI9ZaI7loFv0kpIST1JJXv/oV4krJvhr4MZ3SKeRQopxa8l5K2aOlN8Pzc1JMlVJGOi1acyjmgYoc7iEbrJr3xKNi3IA7ZT3i7rRFM04UaDD3E/RGzD1ohKEumReZiaaSQTMXwcFTODy6R7zR/ICQKC4E7BrHMDkibltLYmvp4JdE3THg3hswZlO9cHNynXSHUTa0rKwgvc+JxroPXfXD9ptKT572wEvSE/X+DBJVIEFXk055Dwq75K9nQzMs4N58O7ii6SjSJ165EBBK3RBvQbsn8d1o6EAPmsFoaBsBVCURfAhbowAP5F6Y6wVJKpzu1EXT4F5CfxGgqBoBGJ+AIdBz2gju9rwfaZlcs5SPK4I+KJs1Fo8AK3pOFHvD5ZTOdTQV7gk3bAFfgxM84P/gO5zoQxNBjhV8BI9AUUDapjxvJTjjBS8l13g2M9XeQLU7l+Hcyrq7mN9EGZdGD8gGbeNC0OKssZ5LhaZ4U3p1XBxLBPA3x9cunKUfeThwyqRuvYrAhQdKX8spKZdOsa9ZARsy2L9iOOYl45yJDJ6OCeJ4E4ljm2O+xlPuCVcpC48EhUWGIu2USeqoknN5BHkMtCwDxRplfUR9QG0K12nnUGqoqqEyXO/QumPYv6YUYdw5qhXRG6Ai6zVYY2kfMF+I8jGPPjkWvWaMIRDHTSmr0daZxi2r3YYsyAfcZnx+iLhd60EtQTHUjiCGD12fxNqyxwFMkTrgori+xf2QyQmJPiPqoI/Rw2V+jcyfYDzSOKIqlEEjQGmBmrXlgBRh2EVlk7XY482OgYxfr0NeC0GNMUp8x1qjqM+zso1HnIbZTGNBPHpliA1JoUog5NWR6SFslcVxU9r8I/ZSOWXgZp8yHtQV0nVeT8S5ERVykaxw79r5HA2KREQDPRB6Zox3M5nqfZ/uwdQtLtDX4xRjIi1f6xQaaQ/SQRyJ/mclqhYyWSUlZER68OkikZFADtEAJkVQ2jawScQ1hSL7LeDcz9uqDwDxkd5ENXqOZ/DNLRuz9upLywpix7dEwz51VFaNSPZA61VsGUtwudAbbiCHeGYmAiyV1Ra+IhL9o7xThfZgXuowkaie7DQineqxp27OIIFePdATrBk49IrJSDRnP3C2swrCwBOq1b9DPEzGnlzP/mMWFDgqNZIOTWGZKPWKWnas5cgy3MNa0LVEY+t2DIq4QXF2uLyM+1oSha+x7snKvJKuxTo3rBmuM0G/vKY9fg0+In6F+i70/bBEHwNK2m4r4iNlvcHdaIl619JplqJSqlgGkTM4v3YEu04RbLVTNDxuE1ih1gXqIyYTJhMu0V9LxNEScqOewLn19TaOyBJ9KMzBslnx2EBBLZrzRgqhBYtec5w5UPAlbRwN+zb6uwyIBYAtgrYz6msS0ypBtQfUEvvcEr1TrN4AoP4N4mtivhRtrxCmoBjWqNSWbPQrLphqWC3pU4QMR5W8uqQtHT3Rgvrpsmrr+45cLwJnWqR4Bqfg6zXYDiRloCefejC/KFTNnkAd0lQQWVHpPaYgEhkBeNiqMtnjgPbeCXINjFAlqt8t6PNUlpSZEZEJlRElKJa9TFEBu66JjRKChnGPS8HSX3IJoKlKUHWJjWlCRmVRgOQMrSdEG1IbojXvYY8WR+uK1orUIexaC/u1eMG9YGVNPzX8RuMeaY7MYWMaS/ivjKH75R6XJfyUWOx4KeAL7tkzy6ISTek9qU5RGaGxnqTOCBWz64wBRLUuJTMH5kQ/zZuI18gu9EYmJFyPiKxZOXyV+91jJuQ01rSlPe1Z2S+dIjnuOzAIimjSWf7A8XdPQjyL7T/542PB8icffPaZ74uFPz9+lN7+1s39+HN+4r6wOT8f/ey3L3Y5NFv1QyYb4v2ecsgzvzWW3zu48f53ViB8LNHwY4z870ooXJ7ysUTEP8whOFVn0MZVKexkxyw3NK5Y6gGrM3osqFeKnfD1G8yFWSQcpOVEqweshhNAyzIxOyK2sB4mcOU4F9paaNpYOIXCW6AsK8UaOizhlJdKNJLJzPk6o4thTWh2TaUw1Aaj0fZgpbCcJh61RLa9QK0NNafYCdUFr4LVyoJG0KM2tDasDTQbEsEdFAbqkq7xSvGC+Yhow6cZnyd0GNO5OiJyAl1QXamuuDlLEE9jK3hxbDpFgzdN7sZaKa60aw+QUA26BhfHShj4Nqch04B2pEgErcwU88JSKk2JzaXCOiomjWLHaKa6XzEtzMdwtn0FnQXfTVipFAfaTJOZluipkR0rhtTGuihNCuaCrIFqrbuBsjinujCL4bPhBVatT/B8zw+vJ1xONGaCF/aIbAamgg94m2h+i/tV9L4oKzKHMVx8R7EXIASdo600u0fsAM0w90BKFIUy4Drk5lKi+V+p2Pg1VoIGBF2AI2CYtywOvaLoS0wOmBzBAi1SpTLInsbAbEHTUeye4ifMdxnkS5qdpEERjYbrUirqGsESqxEEbR4bU8lGT2vDsmzRxdDaIkimLxC9RfUGKftsXLqmoyGBZHGlSSD1SpEMmSwUUVr5HFdB6wuQEWkZ9LaGsFAlkMuL7EFfg1xhhHMcVuGMrAvaLJzMdEIDPXzEGWgUYAJenTWYLxsdDnje656SQQkzS2oDiySJ3SB8Q+EtUoeoYCGccHdoRAAjmuNCWlQ/UbtloL43gPMzqiDu2+j8rPERJ4nz2Xhau9PoF1y7aCK5OzoH6GXu3RkyzwBKS991S4UkMLcHHfPHe9Aw7yvRGc4lFUFHA2sGndMhzpGJRvC5JiQrIIpujlRHl+QQ0CspUEcTEWJ2RqxtFRsZHOsoG6FfADoqxDdkXQ90df7ZRAB7R4VcIOYuIf2SAUo06DM29HWUCQeyryMwu/P/rFJhm185ozk3mKGePxvWI4FizABtjmMg1Pt9/bR9V7YgRedbsdg/BLZKjXSuE7iLZ2mtb1UIJUUijG/pY9rtGTnL4MWDX8hXPqtnEMLZHF8nAhwhD4kSyvuN1zPYIX6B5uvzptt3SP/9cmw7glkIp0JqBk5IpFNyqJcuT/lYLb7H2QVq16PKzHM9bfS1PRCZjUvlchx6hUIvYe72nZy59jMlEyhA7+vqYgT72PbHilHNOfX8jrifTikQ09Sv/7xqRlMiLtC8iZik26cQ9Bsec/jDAtarrjpCL4NDm6z6hcie11aUzV/Kh1yslW5f9p9cE1zooi584pvMBDd0v942imfd6VkVRDpXmg99iRDqMrbdf97Txhmj2yz08yUrCsIZ0y1Qt/WKkSzvF0mVFXo/0iGWlQAkRR+cuff7d+v5vrvu3xSmne+7j9e2TwTSbtsD+pp4ct7Fmr3U/88RwB3V2+ViQ+TV0LOyxBrpDba3r+lz2QOfF1J1+X1btceP8VHIMejNgCNh2VP7Ih0d3zYx8ZKo7AzA9oa456uFjEnKmPf/Xuw1nnvuVu0jhG2RY3JGWBPX6UjMfMZeJUNHlisbZaEWpZQAghaNRH3P2YimneE17DPNZuRLzW1Lg14PJfpGBBrdLaiS3CyqqDGM4Oam5H5uXQv17Vc3nd/3+QimZqCSRvB9Vza+d5ygQAyKKlJ/ivQEV5fRkvKUD9aD6FY3fbmNe6L/t/HuwTLV2INMt+BZrKEMqmZiQFO+IqGU+tDJIP+FfH/f8aSC52KtXNoHm35iW3fChfxs68k3XU5q/vM9+MVFL79g22A5r1c7634hA+jx+nkFPPvsk4ovvbj+5XPlXo+A2NmWE932X5FOi9L/vtTR+TzJVd+hod4rPi8GJv5RvvV8l+PFha5+9iOJ3PZeEbjZYOdrRg+JnpTWi++/3Kd5Jgf9O57PYb82573zcn/M68YrfW57VYFeXPsnHtKrD7rdntfxsF3PPTtIChxHtufp+r6j70OWvdtx214az7w9U0s56b6ESFdUIQtbwqvrs/Mcbv3bZCEqJ8r2XdIpvcQj2bXJlrB1IJEh9Hl/lgJ4PQOUOrACyW0lkgMimTbKPX7bd4hxiWB+2NabyOaeuCG7t952qaM3XyH0oG+rqyeacp9j3XwA7xS3Ah33HusiQRVh7J73vU0Mg/ZI8npbVUI/HzkDNfrzdRNc+p1lIpBeWfBj5C3s015hIxt9XO6bW6Xl0zFyYv/b/Kuk/qQ3k+6VCpz1Z5+ac4XhBeA7Mldhn0v3oc50knqxZ5JjGjZXRTplG+fr+dbrp8vyOWEb85PyJWmfb0m4kNOozlfECtoqWg2tHnG2mqCGLi8umG+WR7iVkOulV4JBVHpwXmeiF/s6OWeRzN50/DbnXCokznR9/dmW8I82G+2iOqKPiXSAy+We1GU452qTzy5nknpGuprBtlHuCXBynnpl0/cff79KiOe24eU+9l0fyMH9cde82KGevPYdx5O3+iydDb6nJ/mTP7faiU1/ypOzt/Oev5C/P9nEtomI+4/9SC6+6+kdum+78JNr9T1tq67wy3/82xd7/v3f4gVxvjV+/uymvuv0jz73+Rmf3PDzY7vH75n37zlUnVc3j0xT4Zfyiiv2/GH5JXd3t/zt8Nd8PX7Nz9tL3jze0h5/zfr4b3ncveDh81fsP7zl5qvfYzevWK9+ibcd9viSgRO3+q9hmZjv/pQD8B9271FdGa4PFF+5vfuKlx9W7O2neJuY/3Rhfrmy1H+ElVdM/JqdfEX9qwfG3z7y/s0/4d0n/xUvp9/zZv8fObze8fZXxuOd8vXv/jFTU96sI9M08OJnd2AzS/kNjMZheolNEx9uv8B2leH6dxQ98O4PA3IoDNefUUbN5tArV8ORXfmAtS+w0yccX73m8ZVRy8KuzVAPnKZ/wzquzDdHxqVy9eEl7dA4Hh8COPeVYrXxzT/6PTbM3M6Fugj7NwWblMNnhUdR6t+84OqbV6zTe477e5bDifXtl4wCo8Cwa4z7xioDX677qJB4PVCk8EIm1qK8v6o4B7T9AVNDbnaINH7bQFflk6Nyfbzi7es/53i953r9C4b2Ne9b486Nz+dXfDL/Z5yG33Gqv+Nu2vN2+FP2dYfdGde3wuvP99xdf+Df+F/irTA8vKTUifn2Nfp9XNa7P2I+czy+RfyETCuqE9JeBhJYfoHxhtP6c9b5Fdc3/5Hd7vfoskePO0r7nHL8JStvKfyOdX3kbvgGYUUeFkSEevMC1z1t/BUuI6bBib+8+DlqC48vvsEG53Y8MOiJZflAa8KDnTiZca0/Y5J/AuWeWv+S0vZIuWJn1+zaz3hXDnx1/MBk9+jyJRQYxn8KCFoL6Myy/A5kR63/HTpO1Fe/RXTF3v4cP+1YlgM+3zFNv2Ta/5Ld6Svq8Y5HueMo37CbjPHKqf6Swf+MontKmVhUOLTGOjeOj440YTyNtDpytBdQdrwcb6nWuF5+Hb0irv9PtOEztPwe4Q5/PMLyjnE5UKxypbeIXPEon3Gsv4TyjmP5hnr9JcPye6gvGd9XVCZW/aeIvKO0f4faPSJ/hestc/svcbtFT79AZGU4/F9R+4blZsRGpSx76ryn8hnGDXb6isfl37KeBtpyS+E1Kj+j+L9n7/9v1vIryvAvkZPg999geoeNgYoah69xCk1GTL5H1j52pHNPOwTShutA51hwarseQYMLXSwMKh96I7LktlwbaMF9jG0s0bnFE1nrGXDnGpBAqriHvPtC8WzKriUMHWvxQ9qTGmg7Z0fweAfaxxmQdkUkJ6YwYjQ4VMXCwOvVwAMg4pSyBKqS4EUtwwvKEPpAxYARkQp+QvyI6A6t1wTSdsXXFTmdIikqLZFVec8tjbhSosqgLYQBPaTxFGg6ZEV0waJEBpMdXgTaHvEdIu8RfUjbXy6+a8XLAZjQEvqBNYx0GdJ1s8c0dbJcNg13TeM2kHsFrxFEiWbHOXc2gR/AH3CfcLsiyo6nDcHe3U/3qDr5Mc2/zrIWzouIBArSQeoDwoL4K5w9yCPixwTrdznpAQUQHaKCxARZehmxEAEtQh4luC3UsypBOzVSBoVsOMuuG0GpdIqgsSiqE4Ps6E3pgtN6QlgY9AFoqEaze9OrRKRGLw4fDgAURgTFiuDqaAmHwrszoHuK7sKdEvBSslJyoNZhc0iqO2MDa866vMRtwesdtlr073BDOeazJMqTB1xWmu4CdWkT4kLz+2gA68H76wxQSjyHl0QW1QAbyIDgyRPriA44wuLRK2ZMx6lTQrm0GP81UEve+poFUMxn3BasB+elIuyIhvczvbG8ZODCzWmdFmFrENs9qu8+tqQewYEr7Y5A2ksGDbMxs3UnJ5sy4+e4s4UD6z7Qk2QIeJXI9Puca/pV6Bo/Ap4ejRIVKKT7EGvlnOIhEiQWgQ8h0OK0AqVBTV4WqeGE1gyQbOusVx9wzm8JiRrm7NCm4pMyEjnUpM7TSLaSVAJeDjAc8DYibY/bCbEHXAzTFvfapnjuJe9fowln6OiopticaPfoLbP1wajxWev3doogg4x573JhxSviGdD2E+eqkC0Ckro7E9t+Tn7IFsDYExzxoWdcGs496EA0kOzOdlSmRTApOfV7I8Ye4K6XtHc/cIjAEAh1W2a8BXWrqkPySVtW0NnQQnxcwSvqJ9TuwAsuiYh3D67wFhQHVgO5KEsgZWlRZeg1ev+gaySTagRpWhPMMuTiA1qu0LLPPWhFqqOl4Ra9h4Qh0MIMjDqh6oz1gaLKZHuKO9XWXCuaeek9MLHuF6wY8nAFc8XLA64HFr9m9R1ldmxeI4DSBto8Ux4fsTLR6qeYnFjru5jrJapSrIXerSVoMbztEBPMj0DD/BEzizVDgbaLyo6Wq6zcxX59WuF0RCvU4Sb3mkeQgg1TslbdgizY8iF0ebsBhKZHvFigaB2KJe3dukT1TxW8CHIckaUiVSIXTUOz0bSXgq69p5NFEtkmbL7Kqoo19wP9IdUW9lP3c93pYIfehPRcOZWBzgsHvdsBnvLdqbl6UNgziBPUf115XQSJpFMaRr+hSF5nANT7b2mL9ICUpLwIsfbY5T0ESlysg1t6kCrpPskKCAmbRTNRI7mGVWYER0vNCp2seJKsrMgn8gR1mDlkD6ao9vRNt0gPyEqnXh1zjELOIo7l4Jnc3CajpE2n+UzZjFycp8miHhAtRCVdJGJjTHPunTjPowIy7BffrtErOJQ1k5YD7kPMqWcVRD7z1kS2Zi+hXg3LHGO7bRg9YfVjD8XlFqRQ/B1wwktUIzHXaACPIYPj9cRaHxEKQxsxV0yiWrnJyJY8NGBdYmzKxJnCbwVrOI12XEKX1wEZFNdEV2vFRSkZFFY5onKkMWFtQkQoQ68ueYAigUQXz2Rq0r1JzEvkNiIAXWrsj3W5AhdMFlwMH8JuKPMDrCea1sDwtJWyLkGhWzUA325ElWoFXZHxfpN9d8XtOuR+jP4HOgddU9MBp7PjN4wjnvuwEz0WrAUSPaoPUhZZQGaEEraADzTbg6wUeQi70LJCyu9iT2jXIZu9osZKJibeAi3OxykuyBb419BrInhTZNWoPhh7ZecpbJulgK+ovE85vuYpKOgjh39IuXiIsSqvwlbxOwIp2tfRS5A9YqewHWUBnTH2+DqC74L+ShNs4QPeUu40KqqkZGVs+mw6hL7riTbxMX7sHmQJH4mKlin6ExaCwYJMWkmCjGVAtFeoRjNl0TmW87rmWgzQYK+EcDlgrKgkDaSQ93iLlAndOzo6uo5oG6ljo44WNk3RoC6f97isuJ5oDXyWADPWBuao7SLlOxB7vn/KlqSlIXUXeqVJJvmPwIxkQsh7wbC1AOF12y9KPkJ+1MFmxB5xKshN7CW25oezelVPuUdE5XpUyJb4Tp8Rn8K3lyF8r0Aph+1Wcl/QFvfZyH016Rd7n51zdu97j/80PSH+brHm7zgugtw/SWE/u8b3JD5+bI5je/MSGbmZGfLRz27m/eVjfOy+nmW2nnzlR2/9O9/46cePGtYfMwc/cD+bPfbT732oyjgog40MPlFlR5U9KmMo52yAgxZaaZi2oJHwhqwt9F42ErIK5h6LxiplKbmOHcS27Gw9TgzrgM2CNWNdF1pbMI2gV7TXE3xV6lyortQqFIVBYHVhlSiN7pusAltTP21BvVIIPkMb0KngpdDKyIonCLpRdcKHITn5wrgNxPBE8ZFZLRWTMLhjfmSVRDp5NFNlnGIjGT/ENCxEWZ8pzTQcEAijQp21BAq11kIdwjCQoujsFF+i9Zo42lFURfC6YEVoRRAdKUWxWmhTIt0foqFNm7OljTmVMHKLhpGnLFG2thKbnoTy87oissR3uzMwoFKimgPD5pW2rixtBYPBA+m0bNn375At+xI8m/lKCaBiCRyBiLDoFaYTyg3Fr1C/Bs9SQY1y0WhYGAaoWzRCFm/R4KgUikT1THDRC26PkT0vA64e1SHiKI3iRrPYY4QVxWOyWjYYbIGeb1opRSgDFF2p/kDxA8VPiI1hZLnDOgNE74yyQ+UK0aieEV1Quwa7pXHEZKEMt2id0PUEiyESlTRaF+qwUsyjMkgFLbsYXYsCaVXPJra34EP0o2BA6hQBkmHEKejuCobraOQlM7LU2ORWRVoBc1xWpIxoUdxPmH0DcoRhDMPGFkQHSgmHTKUg0tJgzOZZPkWAKZHbvjkNvf5AiUa8I0Gek001BYL7tJcLN4pIlPxSWa3R0kETdWopOCWbD/+0feqMljwn3CPwnSeo4eqIlTAGIO8rESZbSfkZGXtG6XTEdaK1uoPYv6o30b5IMksi1AnJ2/Y3T05z3z7cUbTn9bWV5m89IjSQJEg6tR0BrFvSQ/pPokQ6wlm2Oe3nE4EkdaQE8k0STdjReMgFaqQ71xvytht8WQGQTns470F94N1ZzR+44MXvc+QdVdeDChfftyXi/fwrZyuhO6rhZPeBv0AGdefcbHuWS57X8zx12FM69T/h2GzDDTAdwcvoTZDDBHRO0vPVk+fUuUh8ZHCi01BcvLrZRf2CEk59VAgol1cOgcy/vWP7kzKBrAhIVGYPOpArWC6fqT+gOGeE1fMByEoIopg8qiuCQ91KRUul1JGO7sQMV8NU0nmtWNLbaFkCB2n5PZdIqhzX6FOh2xLvo97/8ZRLD66RbRxCo25EEOfb34Qqw04b6uoC0fokMZU8se7bUJz7iOR3dbq1bS5azrc/GT8Hvs+WjpNSni90mDyplD3L/NmsvNBDT+arr7mL+9hk7WJdbI/SzxMuUV8bP7dcykQPEl7qsAgkxtGDROXpv5d2bD7Xdp2O5usIzw0t3KvCLPRf70EinZs3ElFiEnqxVz31JdH1i3RUcZ+rjkzcBuBi/J6PUeq7bcicyzDp8zHv6kn62rUzIvRb39HH/Dw4T7+zV7Z1vbf1spCPfO75ff94X8EvROrJZeiJ+O7J95pzZ6OxsTPackMB9j1UPMHTwtY0/Il89fV/XmNIIjAToSxbUiiCot71vcjFXpjVgK6RtNoSkKEPVaLnWEdTn9erY2JIHYCR6HfVApHpIDVQnEGnGJRzpvFaR5uKJM2oZEA7k4muieZNijmnZZC2nc9Fz8u7D6vlhFgkm0RqRGB6xZsETY7DhvD07KuxVXTJADRcotFuJGiDJiVmsNMJ5TzktQO8eaGTuz7O/0b83zc92TXuD+6kl8L1RDQvZDgeiA0ZCjxfp0+/6Vsb1NOXv0WBl7O+6US/PPnZ9XJ/3j6v53O2aqRuDKRMS9dpT59N0n7rlamRgK2RVFU//y2VDVHtEg3Es69I5EHPuv48hJmw7D19BIKusY/hpQ33MY3wbDw3+PG3+16x3UnaWh/RkfSK4ku99USwL6/51Lc8VyiEjXquvH12m9t1f8LRqXE87NPen21bfDlGro5rQy36Lcimy4KKSi6eRxKw1Kn9fNs/u462XCZd1/fv65Wnki9dyFraGiEnBdUaurAnlbVXOisI0ZOrBzBF0DKyUQZaVFO4GCZDJOk8AFqSciq5bWv6aupR9YXn0id9hIs+Br1qxPvrGzQ/Z3zTD73aIuf5gj5SUh43OerVTX20+l6d+4X3c7LKS3qPt20uSMBy9gEgq5FznHMGc2+WsznTexxwIc8X9/JUbr/vyERt6pZtW3+iQ4SO0u8VJ9uw9fHyqFjre0OYELEeonrwXNV0Tp72owexu03WE2OaSy4ZO9JjPx9KJEG7nArRd6ZTJfZE4MWaS3CCe8uEa+o49XRfK6IDqg0tRsk9uAxK5OZzz0bRFrJkGs+tGhUR5z4uBVHDNe/Z8jm903qyydX5eKofzj59+pzdBslKzI3xYEvAPrvENsx9LlJGeh8n59k1u+7XBG/x9OfymhuYPvSvf+tZPn78J25M/fy4UPTdwt1e/6nXufz8xy7TV5A//erv+uyTQ87/3f4jl69uSl824+fik8+DUC4X1yLLEfuaPb/XF/7Zf/zI+Gz76MVrH/31+Zh+ZKyerP3vGtOPfXee/11D+H33v13nB8298+mqTFe37K4m/N01y2nHdH2FjFf8Sb3mk3bDbrxhuN1zvH7k1A74YWK63zEeXzMsFZFrrq52HIpxGL7BZuH+7RtMCi9uHqAs1E++QnGG96/Qwy31D/8tehzZ7f4dMnyDPX6DyT0+Dqz1ka/NeGuv+cx/xuubyv7lwqev/1emk7O/e837w8jD3Y5PpsY/+cWR2WfetQ+c9jvufzmiS2WyXzB54dWHW8pUGF6dOOmJ+28+4eEovFx+zegP2E3BXlX0q58jp1dYmVls4fbVyO2rkW9OD5x+98j+oNx+2LFcGY/TkXYQ1g8F9iOPX7yC5QNl+Q9oK0j5OeI7psOf4KeVIl+idaW0z+C0Y/+1obMz7e6pvzwxjzvmOnH1t9FQT4cTZTzAUDntJoaxcXX1yGInHk/3UF7A7Q2MDrcH9PHIzV8o67Hypd3SdMdnr2FXGuX2gOwfuZn/mt08w+lTvL3k5uVrpqsb7NMjX938K4avHhm+fOR2qdwuA/IJtE+d+/sjD//uj9hh4ebtFewL9ZcVG5THpfOOfvz4/P3/GdNrHnf/O6y8RMspWKTqHvErTvMrmhRuVJlwltPntPU15jOyX3B1rPwev76jvThg3yy0d0rFmYpRqOznHS4D87pi/sh6+kvAkeFPcCnYwwfcD2gdqKIcm7I63NaFqivr6d/Rlr9G5YBww3x1zenqhmkHV+M37OyP/ML+gsI1Y/k5+Ig9XmPtnvXwa3QauH7xzxG9oXGLM8Pjr1E/cf3+/0g5/QmHN29Z998w3vyKMn7CLHua3LOvD+zrkXF8YBwfsLZi67/FOdF4xJdb9PAFRd8xvfgam/fM6z8Bh93jAVdl3Y+0KvDmzyiDsv/kPTItPJY9q19B+RK9V2y5YVkmZvnAIg/AA14cPfwb6vz/otQ/o7z4l2BHWO+oxRhHj8x+fRHcnV5gccbT/wd8wg4fQCasXEOtjKf3yDrjY4EKrc00P7KMO5bxE2r9I+P8O6pMiIzoMFOmnyH6OfgXHNR4Nx4ZdOW6PjJwxdXwJ7gWDnWJZOaPPDqHNB4UDNEzwUCD69Ug5Esbetoj7RrxB6R8AJ3iR8CpaaAEgks1KF+C/97SaU8j1SWotsw5Bz934Tx68Mr2Ro+yNXLeI7IHFqLSoeLlJgxLS4NHg9dVJeiVqB3JHuhXqwNoQYcbRAeG3RVaB0qN3hLhxaZhhqF1zEacJcxYEVxGpBZ0UFhP+PGEOagkB+f4iFvDlzT0ElTYSIPNhnBs1mvcNJ6HhhN0YjEpgtiOYm8i+eWHRBavETC0REPaPU7DNPhFJZuhdp5zb2enAQHrRpzPwIIv4VBZT3rURhke8bamAbcGgswtUO0qQaPGgNgUjowkAvwnSFxPbEg6RVGxMmRy95GmSyR6EmPkPbljkv1BulPd8BLIIUl6sK0nWreZPCp2TLI3CQMIFC2oRqIx0IhTjIE7hYZ6BuQT5aOlIeUx1onHs2NRrTDIKeS2N/1LNLS3nkRb0ynOsn3dIzJQRSisaJ2gDJRpYJhGatkx1CtEBlRHlJni96xr4XiaaG1hngvWjri/xZqxzBPYStNDIoIq4hVJTmLzllUSiR4SDae8V2W0Sm01fYB1i7Ofm+Y63sLRHDtnbElKgFXSH9HUJwfwRqNXZWUlTjYJFemy7MGlnqXzRnDDBnLsMWS6U6hkJaHJZTDtOyQsqSOjIaYF8s0FJHoRBEf4ZWAkk3JJBwkBVDiX1TfwNRKwGXyVoiED7RAOpiZlQdIGiCfiNHVPr1iJ1VhAW4yDl3CWiwZFomQlGHM4Zj4EH31Pmooh2dBy4w3XTu+V81U0Ti8ZEJEXiExoWUMv59eE7nTcd7hfobbSWIISUCP4wprf4U+dZ2+9yXKufw90/tmszgSSZS8IUzbksGXVW6fG6MERHKSlHlfwXcyFPkKiCuPSsU+ItAgGRLQJ3+gWDuAHIogC+FWgIvta9xH3qHzrqLkIPLTc93oARcGy4uNHHI7T/IDjFIZAOa6JefYZ9xWt10jdI+2IciR6VgS1I2slmjLcpnsTzr6V4ApnGELElph7rTWSSVn517xkJdEUOnoYQStlPaDrKc6tM0LupWXG6zHmYhgR2aFySxGlzEJpFnStwwC3Oyh76u5TVCvIsq0bd2dY7gPRfDVBHWlzwZtR1kdae6CNTqs7jrOwimC2x4dPQYLWU2xCl08IqsMITIrNuBLVng7ysOLLivMelwWte5CCrwPujgwNygGfHVbHlgVfFasnbL+i9RVlfI2iqD9E36X2GEHR8QrcWNfcV/QBGBH9JOPi/xHhiOsUe6YeQVdUbhG5hvIAwzGqmEoiMmXEVTBdQtfUCIwYQ1DJjrlvZ7PbYj8cMBFObAkahx4oxLPfi2USSgIkIhmdcww0KjKjV4wnWjfBMnQARqe7yTgBHs2zAZL6KKqHlm09b8GhbQ13VGvSYUV8NxICmeiWvi9oTza3LcAlnGk0z4HXHZ0uJFhPsrqr3AQne82qIyoRzJ5xZtyCFs18pZltOi76P2i832O9G+Vc2DxCr/opOeaB/PVNb/XgWQbktgCsEv17HPyeqMHNCpBeebk96ymVRwecWM5tzYhPD2L2irN28dlu3WnuS5L2clTSudfzPcIFtd45ifEj0l7nw0lAWcPYAbvkdXeKrsi0Rt8y17B7Uz80AyzXs3j0iiL3MWuonwCB9YCL0oaouAyZrlgJUJInpV3hFiWqBsQlqxRbJCszwVE4EjTAe7Rco8Mn0S9o+iOiE1pfBSi+hayVSgAOxzfAgK7Zp2G4B9ao4kBonTZ457hXpHnsoa3grSC8A/8G7AZpr8HnrEw2hF1U/rRHTBQrQacq8xBzMpD2cOgLm+9wy6pthVICGe5JtxMVlpK4k440v8p5NoQlqawEa3uiD1T28GMXa9cPgFKsU/jFejZNcKUPuCsqvtnhxil1Q4lizbqCz+h6wL1iHhXp4qFXonrdETl8KzT5/DDCh4teKj1Ou4bMyABr9qGxe+AtomOfPGCMPdOjAkcIX8st1qp3G8YBKtGYUMKOEM/VpAjZC6aOaXe+THug0+tNqOwQewBbwxbUEZc9Ljdhb7KCnaDNBHVWJfqyvY2Aur8MnVnv4vk8qn10fBk01cMB0RWtA1pGhnqilkYdCkUG6m5Pna7C98GjwqLOGMrqe1iEtoZtJiXBkX6Mygi/x82R9Sp8Gw64G812eKvhZ3nX/y2LugRpLRgliQolOoWax/33al8YiN5R0YvPIcHLStBQp/zlXMEaJi8KHv3jQoctRK+K9Ntr+ssyp9kY+02vksMMaRXxHciQFaX/f5eEuDieBLS/57W/88X/oT7zPCFx8c7zBMTHTnryUjxg8KQS9kJHklwE+79/GPwHTviRA/it2/zIRf+h5mNLAP3djyhfr6wygI60IlgxJoeyZla6BJrItCKngcJEcMivoRCLIcMK0wxWaW0Prgy7hpbGMMTiH4REZYzADh8FHx1FqWullpUmj6zrjrmNNB2R/UAZZqQ8UnyAeYjy4GWgVthrZK2lgo/OIoEk30071AraBnSBai0Q8VJoUiilUIrgJaonpPOsac0mbYJo0DNUU4pFb4zoj1EoJhSrlFbRVqPyoxZMY/wwZ1gVX6O+zdWTpmOkzDN6bDA0fFhQr1Qv1CKUkRD4sz2HilOnldYazQ0tlgFZo7JG6aoNgXZfJTZ2c2r1GBcEnVdqW1ibYjZSfaT4yFrvWKc7vCyYG4M7o0XR9VJq5PjnGZ8NWQtiim5j1vDvCQwrp3DiZYfL9dYgjV7ZUApWB5SFykwzY/VAZ6BRntsAlxNWV1w956Ebs8mN6EJpR8SPmN/HxquHQHvNkkHRUO6dUkNlDhm2D7jd47JH9JpmA2tzKjOmd8A9oz2i7FG9xpoGqt+zv4RnJYRNoFHD0xnHi0bJfS0FUaXWRhkW1rJipUXzYB3RsiI1Grw534Txryu+ZkNiSXksFan7+E6iselaFYaC7UZkLMjklGENI8NrlCKWKDN3Gs1h9ULxA+onxOeoAKkDVq5i47UwxqRliSFBwRG9X1ZKeU/wjgV9SwSkA2FY2oqJYEXQ5lizQHERBl8pR5QH4I7gM50QH5L70bFCcovOKEPSHkkiwn6i0tzgmxFoPyN9w015ujNcIIjDutg+dq562Ly6pz8icY5IoD7d2fpRdITmVsbuz74zg1idW3vj6e8/F9+jHdGdHLCdP1bjJ9Al55+O6PELhHoYp4GwUjTuSDq9xxlh2rnqPe9bxS+SQB0RmWvZ/fxYHWFDR4AkCtZ7HwfJgKmen/MJl28EEILWJJ3K4IE42wGdumYb9/zdQ9edAY7+1JHeKjcggqqX936BcBEuzvsJR0e94FyiecX7Xtmd5Bijjf4D6FyrPWi59c7p2YeOnOnXvDj7LEuwVa0kPdMm7Rdo/Wc3TUcZd7RkINHOpsV5nXSe6v5q7r19yOjo3wz8ZGm41ho/ZYgfHSllR5BTrIgqiw25b41EI7is4Fk7yq0n5PQC/HqxSXqOQyYf4sZkm8eOUOyJq47Ci7XKk+fdRmbjntbts34xGudr5pxuCLNL7XIpU77JtPQkyTa+m9B+9+G5Vv1ibSRy0pNPuUuFPJm5C9tWnr68/dHRVpvYZnL1SUPVfq5+a7C24X8uONv1esSuy8+F/tv04sV3bPLeUYkdMRxrpfe3UamZY7FkefJIMgiQjQwbjuiajng5F3/4xXxu95zyhD3T9XGO+8Uvnmjcjdf3qUF+rqTy1L/n5tJnvfeR5NNlP4NeEeek/vSL+b3QtZ6o0O3aoSc33vLOpb09yIW++6Hjchy0I3L7rfumdyHvoZUMwiZy2c/zHEjsNb5ZLROG/TlD13Xk5HliUv9f8GX3vVB65Yd5qkA974ulICXGT7bntZg3E3qDctIHQmok7XNOQmcmurkMkdAwicRnSV3pgmtFWwQNVAtSxpR9T38n+ml4Nq8/BxBKzkdQ13hH2Ka91/e0PudBn9b1lsVlKpDBPO/7dVK+kTZTiKzk3hjXjaaXKQp037mjODtPee7R/V66OHTtJg6aTeo7X/mlTXAp2j9kum1VkX3tPkcXXyiuTWdf6syuT/pen2uy2wDbmPfrXyjDJ/zalzd83hmkX/+yT9aT4/I++k//bn96r7lpRn+u3p+Jbd4ladVUK1pkS0IE/Crm3kVCfC3okqzTtwmxRuTiuTY9HxUQ8mQynv/e1+HlGFyOb4A4nk+uX8zN04q+8554nsKn++j5+nAB/U6ZO3/HOTnxbIzz50yhdWF+/aij37Od53brbdFCni3uQHJNROXqZq3FqX3N5/VE7WLszxWZcnntbos8G4lzEuVir+g931wRhpSTCmXOBLxQ6oAgaOlJiECU+zCBDKhMgXshgqhb43cbgr7UWuiRzF27BpUmPiMcsLZHdRfFe+1E6NZkVfA5VoqWADtk5Y73iuqNJi10mGffCxFFVWg9SHxpx21j0H2K7pe13N9zzful7AA96P9Eli8qbVJf9b5Fvumci/UhqWPMnlwn4h5c7Pl8RJ6fH11n9GoPullwnvENtNBir9iu2e2Ei6qFS5us2wuXa+iJ7dsVfUdp9LUo52t3s6zbPQ6XfZf6u08KLJ/41+3p2u8Vq/3PkmBALYFHKTWYLEqhlGA8KKVQh4E6BLuD5ryYreCK2oBbQ7XE/pbPKJJ70LaGu8903svPtm3/JeWm36BxHlfkmSxdfi6r/UVTVjvYo+9fXX+c5ybe1WfX7HN0KQjPdOCl+tt0kp4/+wPH3z8J0b/jY7Itz1+Xb7//nZ+5eHOTrx9aQOePXd5WjNu3buZCoL/9olz+fXlBuZiH59UQl79f3v72tZfGQqdkyN+lvwabavdL571/vt+HXOy9P2JcvnU8XbTf/v0jL11+zeV4fnSflqevbxPxkfN/6E4djkdoIjy+eInrDY/HB9bDB37R7vnMVt7JO+7LO9bTN6ynB3bllv3LL2C9Yy2FtZ5Y6u+hGHsMP16z/vYzyh6u/8WBUpXh+KfIYnj5Gp++4fSLf8WK8M1nd6xT483X/5w3x4nr8W9Z9C1/WL7g4XTN4+2Jxy/umPWB+fGAfnDq15V1GCgvX2DtyMMfZpZxQF+/Qh9X5N+/p44jr37+S6oU3r87wGNjeH9gUOf1zyr+ZuSF/Izh9CnIO/zxGxYW1vH3XN0Y+2unHQa+/quR9voF159/RvkQpZqqsDv9kXE09p8u1INx9a9nWhm4f/PPWGTlw9sHmO/45MFQnK/ewONUeagLK85n7T3704n3Dw8sNlPXPS9sgleCfCHMf1BOvylMu5XrqyPDF8700pnLxNv6KeNxoHw9MzwaX7x7ZDX46uVnrLfwavkQuIF9pYriNRH6h1/ic+EwCqcKn64Lt3dfsQ5vMT7wYd5xV3e8ofCKgUe/4fj4GYMs7D87cJqNtzdKnRrT9VfUWqmds/Y7jq9f/u9p7Pjg/wjzK6aHPcVnpv3XlPpHTuOfsAwvOM6/gfVrzCIoPtTGWBon39GWPfa40nxhuqvctjcsbeJxuWUujbkeqfbIzel/wXXGXs60UlnkFPHg42fQnLm8BxZ4+Ix6uuKw/zU2nDD5I653lJv/nnL9X7Pe/Q3tj/+RZf8Nh+vfUaxRDOAG0z+n6VfM4/9I8QNXN/cIznJ8DL7f/V+hg3N99U+pZUe9ukPaf2ScJ8w/Q+UvEO4Yx6+p9sA8f8b8+IZWjaU6HL6Eu2+QXUGvB8xvkMM9Xgsz0X/j+s09iLCWig8FfTXCMFGmXyI60nzBV0dPI8Oq2HqN6y1r+feY/gHzf4b7rxjsP7Bbf8sif8oy/Hcc1ZitUeZHxoe/we0TVvsCnYzxVWEdCw+fXuPtyFAe0FWoq6O+UrijcGBnf6T6kXX4GT5dUx6U9lCQ056yVsab31CvHtHl99F0/nhEj/vstfWOOgrXLwz1I9K+wZevWR++pOnE8cWngWL9kUdgza6ITft9IF79muArB0mcvDYBX3E55BZyC21B5vdQDK1BVeAyhX5du3ERxoAS6KYzXa8EerFkQF8NZIlkUq8QkIYz4ewSrfKB4Hc90JEYnbseSLR+CcSoVMSvo5FX2qODOlKMWjWCvHUfgZBSkqd+IpDahopRdKVo9IkoEs3ngzICmjguBecWM8GXMZJS7RBcsGvBrdHKBygL0hJdbYFwLsVACo0BkwFZVmhBeebrKcZpAlkNmRVniGShr5lEDAq4CGZNsWNvAZMl97gpxlkPIAtarhAdaG2MPEB5BE6gnd5iQNoQBm1RxLICgm4D1uCMF8H19DQO8WMPJ9CX7iATiAaNnycVnicHvRQ8+VXpZfF6TIRqOBadysy90TyQ8+4hCyXtGdGggusNWCURo5JVJ5d91uLEQMqjBWqgRVU9EgVaEqkbiMTgoRY0e4vgO/ASdG7iiJ5ADCVRnKXF9coVqntElnh/3KO7HXXcM4x7ig4MOqJ1pI47tOyowy11XfDjPW1R9OGGdRnxtrKuC2s7otaoIiF3tqY1NwcHOSeEFgFNvPcmJuozNNZaWVEXimkEbGrQKQavbaK9PIKFgqMtgiyto6J8AhQtIyprxqkTxY1f+HvB2Rvc4WtQTWUyTSVlwzKR0yco5dDNflDc3KPKwtUyANIneQQfMrmfU+ZO70sTaDU2n8u99ycQNvqojoBNJ3hL1nYn+8KpciQQYNJ9TaU3q+0l43RqG3c60j/M1HiGc6l6d7Z7UEvoPR/CjZINFKIlghVa498y7tGypwwNKRZNh0VRa6ivkSMwWNrIcR6gNXxZUY9eQOZOwFklgsz4psdoSRuy0UF0x7A7nVmB5MGlj1pw+LuFg7w1kQwHXZpDi0o0CIS/d6Rjdyil5u9zzvgU87rF2TIQoC1oBAmayY6ujZOiYoEWFXtREX4RfGGM+ekNS3/EIQjadjE7u0QyLguyNlrLPinDe3y4w+drmG+wumDDjFKy8XOhaNff4cf5MGx+qSPIEChC4S1ijrfYt3Qc8KIUjySEGfiSlBvaohfpSZB6QgePdVpfJceyUlbQ44qMjfXlIRN518AQiXVvnI5LUJfuoqpGPeRSxj1Coe7eUIY9zb/E5QOzDKxcI23B15VRZpwTpSgyXGOnI4vfZwGR4iy43AUtuAV9KIcdiOD74Lbm8Cr0StHQDy5gYKtjS+hdqQYcoDwiu1t0/zKoSe3rCEivO7ABbakP8Nz3dkDB7CVOReqaOnBETBFGxEsgmu2I8wgoPjg+jlFMswrGCfMVGStaxwA46JBozTXEfpK4lzm/vy4/QtRSEKRXBfU1EXuib0j5hWjsasl8EIlGNiqprE4VT5tmAT+GDtTojSDWewr0UO85KQRCp7/xDMbp1o8haVAS4Bj7jGfe5QgSsA7fwC659kVhozcO26A3gBWdEFVKMURXSg2a1HGslFKpg6LFo3JVKt4G3Awzx5rT2glZHSOAcJbP7zjqQ1YKHsia1RznRMOzpl7vFDrRU2WrfkuKtY6+dnRLcp0ti/livoyoBiT6G7gGOMuDDixsoxMbcCTH3rfqCAjEcElk8cqG0uac/JEtjlVzLvo5WXEbD/fjDwmTDXVoDwTVzAtgF/aVG9KGQCNr2hoOJoYx4roLe92idwpTyHBQMRtiCxsg1iuqtwglhley75w7IjNoC5mQmvtg7IUmFiCzsVL8iuq3cW6dkbpDpxeo7hjqm/jIuCKa3yWCyCFMA7sGVxZGjBYVH07Y4V7w9YDbDLIHmbB1xdqKy+dhIqwzfjridkdbH3FXzCeszbRlzeTMGHHxpmx9MNyiuljXoMZGMJ9i7nUFyYa/PZbsmUAeBF8FX3LvKyX0s0aFQ/REcfyUAWeNpJGUA1t/NhTzmANxhbVQWgT9qVGpqSyIrpGEaRHXcB8wLVjZh81WksK1LZEwsJDJVXZnffUdh/I65NLahU5zWHOtWTANiA6gE+4L5gHqxbOJs0byq1dAYHP4j7ULcQaoew+Bmol/xu3+hBb9/DZ6uGwF7iD2Lvw5alavLmD3SFYEhLYLMJfXivuCt6jKFY9G59Lu8z6usqDgEZGGjo9hv9XrqNbf36DDjmm/YxiNYZyodWAc9gx1QCVol9bVWJYb2irosbDKRDs5cKLY2zBV1zH0LnugYatH3zWtcU9DvGupFnyesjqzA//GsP/8EL5uBwaiWClpo3a//CFkQ7pvlBR58gCsObaerlw080ayz4SF3SUyRUxBNdga7BT7g+xDxr0DT7uaix4fYuumZ39MlvU/XSXERdD++xXtR978Fp3RP8wt/eRDvv3v8yG9TDrI85O6vbJ9SNJPuEw+5DtOGp3fk6vs1+P5kJxf2b7qu/a3H5yPv+/xPUL39/jeFQk0S614qZyOj6x+xG2hmEExTLLUchW0VoZpog0zq440VubWKOIMJXn2WpaCjuBVkcMVYuGMu874fsEFluuVdQJ9t2OwG/Ca/RDCLLISfaFmg6VFwNCbYoPCWPCTYnNkQYUpgnyHmPNSKyrKbCusC/WwUkQYAKpQxho5zQwSNj2GE1KEoQgnc9rswEodBd0pugsnqIjiBYZRKCdleoS1Fio3GAvejkhbqbameTthVGai38VqDW8Ly9o4ro2rU0OXhtxoIEABXwVZQVdHWtJ3lAkb97RFWVenro1pXVEEq3vMofohEP7qmBSa7lGpGNcYA63MWF3RdWVoDWZnPQk0pWlQb5R03rABlxWfsnzcBBsNHZcoeWbm+5IQi36G+chqe1qbKOsJd6OuR5wTlBNaFtDHCMK1aMakLtFrxFs4mqvBKVCxVQotm42KXxTvem4oVaKHhvXSupEkocFQxEbUJtwKq4Vh4dLQMuD1BhhgNbwdceb8ngg0N6k0MVZ9QGSOrD4FawuYoRwisK2/oAzXyLAgfo+aIYuCHxH/QCnvKMMd63pDp1awjcrnIcY9eZaFB/AJZwQR6rhGZU3Z4UOBXcFrRYd9ODjLIehF5qiK0RYbqsmClQPSwmBQHPUF2GHlc5rcsdpbsGzy1QxbWxiCVhAqVsfoszFEQLeQeqH1AN7WyiqcoKygLqtSl6wk6tzFHMMBsgjuuz6AK6VU1BxaiYChHVL/zOG4/+ijB4007yZpPjY9He8Lmpt+58DMcntbA5GZ3JjeA2JbjlkgHaMNsNjffAIP7wGgROdtKNuMFoYVFf/Svy9QyLL1mejUgvk83rmDN9xF1F2kofoUfdbRsgMiUR6qKlsBRVHJiggNWqMMbVmJ4Ji2TmtUEW/h2NJ5VMOQFfEEOMsW+OhzEIj+lgGCFs/QI8Xb8/RJkdgj6Pym6XRuwUzZxuNyP5S86zO3fIyXS/CEipXz5zUDXpdzuV3zYr5+XHzu8gJnGyQvsNUeOBnwyWeVtElIGejAgw1V0Z+lI4l7uCQdp80O8kxCeMzPxQPJ9p8Lmewoqv6j0BsWBjBjzVP9fP4mYT1QHGMUSaGgnxDNpMbl39KicqtXP5SBojV4X0ulDCMlKsOhCNWDjqLNNRz3Ogbnclkz4DMSAR3JoEPJ5+vIpJSBFKtw+i/WYU7txmeOPxutABn0YPj2PyH0Rl64B9YDDX6WtU1+L6qAzmrGLgBnOY+J1N24Zn+UDXeu2vBtTmFD4qdMPD0JNtR+yqQ8FwI/y+xZXp4hkfO651FLR/o8vBejeSmJF/rgCbKObR62BES/2AWKj5SzCNhFzwfVqCzUWtGhoIOgxTdef/WZ4h6P3AL7qyXGyZRwBtMniGFMDZKLrSOynz7HdjPPxu4sZ6Jk+69MbGzJlmfPvb3f9VVvJKo5Ys/Ov9iv4g+9eP+8vqUHNi4rF54EDC/u/WMT931H7kGSVZphnEZwMGils8+TG1HOGMmRXl0XKtu3a8UcX8i+wxm53RNaWVHQA6GS1YV0ec7xRSLJ7xYBEwag9KKCqGgwA2+YrogU3AomsfdHsjdoF6KhcCQhYsgC5asS/R5QMHGKKqZDSIE7WpSiRLLEBErS4uV0RSXDkkVaNWSvV+zUmD+2xpN9mhJ1jaeNksmJQuylhaAow6MytQeJn1TIBPVO0LH1io+u51p8pq8v2IrvTHoCP1GmpjGvm85JO2Tjz+/rWC5ELCv6enL0+47Nmb9cJ3Ixx2dUq3OJWD4jUb+N9O/XzM923bgF5HrE82I9kzZa6n1PuZSegNiue/lA8d0bEr7ryQ2J2zfbjoKO792q77fKCN8qIbQIWoVSC6U6KpUiFVPHm9OCCwinoVZxDyCAeNhcnXf/uQZ7cnTjwi/XHYQN1s42UtdTl8+dzxoy1MfucljOz+vS97lzRci3Z1t5OgdczPtKb4DdPyUpZ09nWuD7nvf7jm47e0vbP693gT6W/ndW5sYcByWNdNuMDBbnc2+2+xOVnvt/R29Lr2KDTU77MGz2Sm4wJXodKTXWlRIV9WVH0R2lTJmEqBdJCJJG1ik2IZ5JAFrS2AA+4JTYP1qBco3rDisL3mZcBkxGvDyEtLcZNCiNvA2oOmY9MZ92ZsnkZLcv+iNq+l1WA1zTE4xbZWhfI7Kt0W0LTDssKrwu9Mpm/5Brq1eZlBx6S5GNgLzkT9hgXMyvx97VQRlC6LfNJPGtMqa/v+nQ7z2iN15QTdlmR5236tjTzuwOfT/t75/X3rniJ3XjppbCB/et6jn3jJ5c3YAe3dbqicGusJONQdKO9b6+l6iSuVhvnvvSVpWX23nsGZk8Q8KHVTYfQUoN9odhoAyFMgp19KBrrSPDUBlr7reiEWfK22srSCvnxttZcR12WuFpzzHOdllfR1vVe3++3vhecambHty0iJD7ZtcuTqeEO/tGFz6VE/OWpUSyAXsuq3HOwBPPez1T9l3YZt3G2WSei2v0hPz3H/9wSQjhvMAuDfXvu4fLRf/kvGfGwI/R2XL56/PNPT//Q6UhF/rh0rmQJ2/mX1tNoZzH//n1n9kA2+PmxphbVF/mmzCe75ezofDkohfl8V3hXNA5ff+Yf+SBP3qSfPucjpp4fjyfn+dz+V3n/cjDinD3xQ55ccWrb2B6WDHesQx3fHOz8mEwToeReZ5o7Wfsjtfs3lyz+1R4WHc8fPMGO97S/u1L5hdw9ydO3Tm7/+qOkyt/+LBD28CnDxOjLex1QadTKHiB22WG5uz8byl1Qtgx2J/wsxfGzZt3HL+85cvfvmJ4dcP45oH9fuT2Z3seauOb8R1FVsaDI3WlyHvatEO++Be4KMdvjKHN1A9v0bYgeo2XCV0+hdOeR/8b0A/Im0fk2qi/21GXW6bjG/bzC6b9PfarO9r1AZO/or6YGF5eUWyhtDesvuPR3qC7xvCnj2hrDCfHRKmfvKbZwt2HO2QR6sMX7O/33N8MrEWwg7CeHqif3bO/OdG+bty/P7JfC/uvlWEw2p8WWpl4XyuFlwx/9XOW6cDrF1/hR5i/imDNXB4AuBVYDD4cHljE+HoUGJw3MjOWxrxzrCrD1crN0NDHHctpz9cfXvHuQZHyQKn3rFV4D8w3M379ngf7hj+uf4VOe6b9zxgnZfp0xzoX/vg3zrrYd8rX9Td/QvOC2Z6GUmpDZMEf3mP+wM3VNWV4ZF8b43jN8fSG01LR5RPk+BqtR0o9wHyPzW9pNvPuxdeIHpn0LYUdV+1z3K941P8e0xlb/wJfZ/T+Dmn3VHZQFdUwLIcXJzDFSkXkhpVXmBfq8obx/gPKNXr7n1PHPzDor1l9x7HdAH8E+3+AHBllj9bXrC/+BBGjtC+pVF7qn1PKNQufMHtht3+LyhHu/4C3AzzewPyKmythvIH3y2vu18+o80L5sFLsSLl6ZKZyeByCP/+2BNJ49w4pI3V4BbKj+C9BKixhNMpjbE7qO3CYPxjrvLKfZ2qbmYc/o734FeMJ2vJbVjMe1s841iPH+u+pdmK/PlK1MF7/tzR7BPufqcPAvr4OPsy7Pc2FhddQVqS+xdvE3dv/BtYb/PobhnJgvvsPtPfvqYeXqO0YdvcMV9D2P2etP8M9EpvVFUNY9I/M9f8Ofou8/zmuE2v9P0TRwifhhEz2yNbs+cdpN6w8ECbKCIyAI36MJI91lFEgz0U1Em4dVZ0NsW2pia55D1Sc60AoDUFV5aud7QJ84y3t3PDihlDOQZjeK4IaCOL8PZIkSQvHDEWx0hJV9DJRipF80HJERSm1hsPKFeoDtBGngs7gDfUxqJmKIqVSZI2fapQxerMMw00kfg2cleYDrRnzMVDnxgFbF/wUyCybKtG/4QZlwewxGvXpLaB4Da5fmVdkPSL1HoZ7GCKpaZ7c9bJEUNHJxmOKDw3shLT7cAnG4GD21gNNHe07p6+xR3yH24L7HMkyE6IM/AbWTHxYotnUg7rCRrzdEMi5Y4Y1HgLVSfQCUUtu+B99CMGRTDwjWSovStuA5UIRQE5ReeMjzg6xOZG3ybefySonOMYhS5kvvst1TBvqQG9kF/bKGInTMtO5/0U8+5lLykIE1ErRqHqRCmLJQRrP4Shta1L3Nq5TwxFWD8CADkkzV2qAd6uh5UQtE1V36HhLGa6pQ2EYC2Op7OpAGV5Qd18g5YDWtwx2zVBfsi5H1H/PcnLmtkOWSl2VJitt8XCSxM6MSw4uIy4D6sHR7ygmEklht1hfRbfkjW5J0nQNLpItwbW6sibnr5U045PLeGmBulXuwZes+qg0VkzWRDD65oRswSUsqm9cM5HqmEWiURM0U/VHmOLZp6bbw84xHZVTrolCcnTQnU3v3LZmOMMm3513dgsIZ5bENR3TFpozEGMS/XSEQAk6oSfFo+Ez5ISELeDWg0Y1qgO0xVst710vm96mU+2+saYE5a0FelMVLZ8iOqDDghan7nboMDDsJ8o4MJaJUgZKEYoK7o/gB8ppoJwG5nVhlCNzgXs/YQi27gN8wIyb4m3KAEEiE3uPjAZPaHI81uWWRFbo+t69c+YrEaQPSojgjIctmNWDkS2TCSXRdJbVTVsPnESQZ6LQc+1HANvpAb5z5Jhzn/CLOTERkEA/i3W08PyT1JvoEdzxY9BouEeVoY8jXgqyzsiyRIClHJC6MowrAbuZcRtY2xgBJi0IC8PygLvSOu2j1FTztwgNW4/gM6xj9gNRigrB3d4DRJUyhswEHdISVSz3gtVCGbNx680S3OnNacU47RZUDJ8Lqgt1WKPh5WKRTylD7LGcgIKt94BQlkZpjsiEMoIsuI54HWEc0FODtmDulHrFKsrRJuCRygcc0CKYOSfeRYg6AxW6Dx5paxVMEa4iKDXMAYgoUQkZAPB4aDkZ4oqY4N6wcoxQ1xDjpH7KoFUoTR3mCJAcgc7jLxZUulrgww7milxpgGhqhVIitgJQ95RhF7SvDxL7aZ0xLGhoRdAtgBdrpbXdD8cIvNtnncarRwc6KONE7zElEtz7W4YHCPq4CIDJE4S8AruwFyz7VGl/vQffu/8dCHZLYESnf/NOO+slIwsrIkn3YkTiXaLKIoAZtgVBe3ApkugFL0GpQ8m9oZ4QCRodLZVhHCl1YNpFFcQ0XTEM45bAjwoIY1lOzMuJtijBVX7E/QOCYCqIGyoz5h7f7S2BNpZVvx4BPY/xOXO7X/YAMvpOEznsqJQMTvOsatqC9Fm12xMafR+SOeMyPZB/lftvVGf0QGJcp9vjCcrZ5sVy7jNAd1HWJ10X96oLQMqPC9KdD4n+BVLSnmpxDV2wZaC1AS0LZZgDTe1jArnG6IsiB7CKr2Ncbp3oPap6/5tIHFwDgtoCzGx9qaQm21JUJZlHv6UyLmhZKX5NsatAUzcLHVcOaDFqMWQU9HqgSmFizWT8FPbI9S1SB8rV56E/16BjGvwrnCO+SOSN1xGzgqx7xFa8THgZsqrPowKnDRg3NK6x9RXr6QW+zrTDA9YGZhbcGsYpigmZAuG/zDlnUbGESfgIZUCzuicSA5HsM1PMFWmGNsOZ0fEUQMIWAf8maQvpHElursEd1Z7ADkS6S/xIUj2pjqDjWW5YokLSJppfA+/BH/PaJdZ2VhLImjYSIy4e+k4FGfXbMcrnh85pN3W/IsCHKvtYGy2rRawCQ/qLJRP9kdiXeUDFQGecEZNrnDkBvgNSXuQaCzu5U1rTe+P1e7Qe5/ZMkI+gBfOKL6fMIawEyn8EThj3wIjLDs917d7wBI6KH3LtpV9SIgEi5SoAb8MYAObxBi0j+2tl2AtXL2Dcw9X4mqm+Yhob45hVA02YF+VwKszHA+7vcD2g7QM2r7AmAMI1dcwYAIm6QnPUshqWCl7x9YRby4qCrGZCwh/0q1inuqTlvGSuIPX+uo/Kj+x1o77EXMqRqMKbwr6W7BdEglhybw9zURK3IvT4gEtByk1qoRNhN09hT8qc3xV61aREPMG+4pzY+O7j75+E2OLVGUA/R8b7Hx855McHzX/M8bF11YP43/uxJ5mL77zU+Q15+nu/vlygQrZ/zl/umZTZwBnAlnDYMhN9TDo60s/jcnne+YWPvP786S7TF88//30JiMt/f0Bpfe/xIxIWP+oQ2lCQMegYZF1RndFy5DQKx0FYZ6G54LYLPn4Z0BEYlXWs+FHwe6UNztKAuiAv7/C1cHgv6CzMcziZu50FOjWRBLUZYi028boi+gaRK3bjAzrNzCac7kfkaqH6iOrINIwcywkrB7waUgMFJ9kLQnc3iAnt4Q5dG3VdUFuSQr3ERt9GVlZMjsjQkJ1Th0opE8VvKOvLoBW5PtGmA60cGaozTQU1oa475vWK9fQSWJDbGZ1B39UoI5sa5sp8fAw/8HGirHtkKmlEjbgv6DjCtdEenfXUMCzYWqpTroUmhUUnrF1jH17CTpgqtJOwzGc0g4hTCYVrs9HEOVmgeGZ31I1VZ6wKU20M1ZECpsLJ9jwuO8adMdYDq8JJoRUDOdLkkYPcMWCMtcEgyFjxppxmZz19tzIs6w5xpbYI/GjxCOiuM7Qjw3iglpGxGmNRZp0Q2YO9wufPQO7RGrQm0u4xXbFhpcgjo3xJ5YZqn9AQFnmFsyC+C+N5mcPGHU503hoXCTljTdTuSFDb7FAf0HWhUBmGF2h5m8bwQmMBf0TtywCjeDQG8/o6Nh39PeJEckKvmX3MZp8rokdU70AecH8F9oKxXrPbXXEc9sy2o3wo1MeFIhNlmLA2wDwhMqBDhWr4OEfQtkSkptgVQSMzh1ExB42E6i6SfPOCzwu6rBQzSr0OR769o/g9bXFWH1i9scojhVP0ieAWKZ8i+hXKfSBs5GWEJhdBKTTfAzOq73AXVr/F7Q2rjkg5sMy/xtb3UQEihtYFrSutXGPyAtMFkxlVpaFYcay8Q1ZH5td42WH1DWihjaA2o8ev0kH9Keotqxh8JAyxaD4XFBpy3jh6AnwzDp0ehAobojtfEs6tSDjsLmxcmLH5nNFNaXz0pr3dsXbpjh/bfud0pF04uZ1ixzXLtC15g7tjTCDRg1IHZCsLTcRaonnw0Lvd/VMBleBT15Iou3GgOlTLUIWFVlk1HAUtLfldgxIpGtcGDZV1BxyITaHiEiXCItkDQTtydozASm901zlhnXTWIiAeaFc77/34BubdnNCOnPIIkLofYq16rzZIfu8M+orNMYeQoH+BpDcix3NzDjrtFn0Of8pxriSJYESi4rJJpG5bviHM+TxpWCanc3f6t2mkplVxYQeKZMIkkWI9PCmOdWf+bC3Fj6Ts6MVP507v9ypyDgaQvj2O6hzhlXSYw+bS7XqqJduS+FZNqFopZUB1yL81OF9roQ4jddiFg1WDxoB00GstmEUfCfFwhsQcuRjTM2Al/9MDHH7mi07RYeMz7/a0S6yX8wKko6Gisd5FE+LNsezVajXFIqkfvH+286hnQG+7h151kHOUHLwdlUePsfTH+CHx2lCzfUF0mbAL2ciSi+2Bu3Hckd352iUFa+cGvryBFH/perI+MzA3hFfqpe5cdQ6kjmLderKwyS5d7rbvOweXOjA58iI9SBV0cVIaUhwdKjoM1LFQxkKtE4NOlIiXRjDWGoWBalNo9TZjLgR9vdAp3iSDkaErbBufkDcunvn878Zd31/f6FdyPIDOBc82/3J+/k61s6E3+zzloHtvSNkTInXbK+Irdbt0/NO/+9v+h2+ZnY5W70GQC+H7wcPZmtem098R9a4VrxVZk3IAT7unIT2AkvNvrd9zBqrNIpli+TCalRNbQLfvoennbaN+DvJ2OVJ8S7i6NTzRzG4ae1CJBFvvlWASvPrNkrom6dCSchxTT32Q+4MdMyBXo9oGoVAjrqASVRDV8XWhEPul6xD6uEQQRKxk4LGAOuI9mR7BV0rYGWJ6nhmROF3T7pDkg8+KE7FOBySZmIlqQ9eS57SuDXMfaGfxtETkSrzgmtWHNtDpR6KKwenkXyIS1bGrI52asmZgvQMHrVeddiHVs6x/p4il3nrmTkdlA4Td1hCJBPkml5vi6/qmB8X7Ws797ElAO22MJ1Xcl2uir+FtN4b0tvq15XK9bXq3K/GuwC6rzi4qNroM5Lj3Cq9IuFZKrZShZPJ+ZBx2UT2oldYa1mJNGf9f2v6sSZIlydLEPmYR0cXMfImIu2RW1trVmGkMCA+gwRt+MX4JCC+gIRoQqKune7qrKisz7xKbu9uiqiLCeGARc7+RN+4yVa03PcMXW9RUZWE+fM5ht7/RoJhlVOSTJaW28dXHTWcvl+dYCXDVkDOJ7XovXu4dgHXrvhdfzWZJ5CXpU178f7tvV6a/0KGxH6jMrk9+Bu1/+If2Zb2XhLX70XvstFjo2qvo16xt7ah6vUb9NXzdCbjyePP9pwhmbT9i8Fhdm21j3/trV017scs/kz/er6cX1J7Z7T1G8bFq173BEK1oFYJ1S0U/L+9XaU5OCU5IUtTbw6g0+66EpISkkTAd0BAI2ZtFS32imvnHq1DW5HG54oWQkLDQ7MsQLEdsS1QRihplU4/h1wuaM0XMlfJ1o9pCFcGiOoGo14R6LziMrubuym6XKLaeP20OX9cSxWNFa/dJaTaznq95X5p4jVX6fuFxSL5OOfo8kH6v22mZ2xZa7bZrbU9tOV9XwEjryWJtXbK+5vVl5qcHWBvOPjavCKI4Ce3KHsDH1/U8xAungpPQelGiFxf8mrbYXVJbflr+2IgmHv52ZckL9W27Tp0IR2u+rq04LdbnnBeBvbac8J4VjjeYdfVj/UE6LW0/9j4QiujkypwwEmIkDZAGI02BYQfjMLKLB4ZhZRzWJkgSUKVYpNYFjRmtGYkFKbW/0fPRb4QoovXZtsra+lOsBSEv1z9t863HpH3vaPdLzZVBrdjqhJna9qIeowjWlFrS5vI1buY6yK7na/36UPCcudk2kfFCN22M9IDpWYnm+2GztPuZ499GCdEzlZfB+k8trtYfw2ce9yPP/7PY4MUv/iwg4M8rflc546dP/zQYfvkbebHYP4/cl/v3syCi3dQXCoqXb/1cVLDnv1+vQ30RrPdAtm1+V9lkDwzgCjr8WWHi5We1z2ATnwmyPn2sfO7+vHy+vfjdiwXjer0+Nw5+JtD75NDNuP2HQhg3lvjAKQS23YmaNubzVwyPNxwfvufp+JZUdsR0IK7C8law+sj4xZ+wUii5EEZFJZEsMuRbBtvYz9+h0ZjPb1Eqki5UUcrjX5PLyDL/IxaP2F1k1MAmXhgYJmMYIjevnwh25rL/yMf4keH9a+Sbr5H7Ffn6QtkljvMeQmIYJlLNjOf/2iSA1dXDrw5EhMOSiAI2vkPGSLINKcr5CbYF5uGO4evfoBbZ7My0C0y7W/T2Dr0XphzYXQLnUPgwZkwCKZ7Ia+bxLRAT83JLorCGDyzlzMdTJp9X5OFbKANMA1GE4e7MfJM510B9N8PuAHeBtVyo9UJ82pgeF7JkgmzI9g16+R6bKlUyIzuG6R4NA0zfkq1wuWTyEknHvyDWwN1Q0QTlPFAr3Me3pHBhsR1ZEvbqj2hcmC9fcbu85niC7z+85iYZDBVdjoSP/8LBVm7rLWc58K3ekhKUxxNWIeTCp8vBy+P4l3+EnAjf/xYtiW1nWDB2y5GYP1Ivf8VaBkzfs8YHzvme9XJgW86E5RsnR424B+XFUBlJ8WtCOjBMCnbguP4lG/Ck/w2VzE0eEImse3PP5wYQncqfkHpBL4KUTD4cqOMrIh9I8i0pR4ZySyJiKGu+51K/oNiRWv8FLXfoMjgoP94SLDC9/QaLgW3+W7ZQeIj/kaCGXr4kyEzaviKFPcPNfybcf08Y/wYNB4bdfyAO/44pJr4KkcvbiWVSl8aWC3X5mqn+OyQUNC3U8RG9+yMlZ9aPfyLkC8P2N6hUNH9DrRceHh+oBQ7zb4kyEM/fUMuZzSLFBLk8EOrKOGbCAerxgaV8x7j8DcPT38P4LXX3T2zrDcfTawaNHIaVIIkgr0AndPiCuBn33z1APbPunihhw27/d4p8Q4zO9N7HL5B60wokT2S+Y+WBRUa2PGLbDtY9Q9yY49J2g/8rqyWONlM5Yfr/wuqMPfw1pYxsT19hP5fIfroamjdpc3/ZFVidqSkCat5cMoizZKpgtoGdnwNhdemoe+wOvr625NE6okIE9UKJMyl6eJmuAdDLfA5bvRwhbsMkTXZqMlBx1qapB9ih+pov6YhIIOiIhEhMsyermrywGsYW4HlxQWRCJEJw30kJ7ncdUyTEO4Yxk8ZMikpMC0EHYpidJbpkVDK1nCm1eVGjlPmA1xQc5ClLgRJQcasLD1ALuiXIya+BKiY3QGzWKB6BVRHc2zm3a1YcANw8MVPbXwFCE/flNKM1wjMk+XWptVIRtBWBpLjXfVUHcVQDKgI5N2ZagBwcAMObfEpsGYq1pKOePTD/dUMNTx56ccsTae0e1SF5g78aHBS7ghgLzniJGCNihWAnh0oEkEhgT4dEzSB3EKk1d5UCYs769SA64pLunSdKTf5rxDYmAgyN4WQTbpW1NZy5J29KXzlBMNk5cNgKF6JuBUYIECISO0t5QImEJMShEIeNkBaGcSbNE0OcSHEmjYFxd2zn+1tKsVaomojDayoX0mggF9bhkcqKxYxJQTiDbm4+ZW6dVq9JhTlzuRZXd6RIzTgpThpT9wVgpWSP5Vefo0Wbb3IDNdxHuOtqhdjtyppyBHEw023RPEB2YE6apD3iHteFahuudGms92bF1JlS1PyzsIlooyMXz+p9iIZnKwDx4ojRfNJ70YLmvV9bXw8tbU1slwJ14OTqu97OXcBk81i5J9GhJT/VP8MzkDK1z3t2kEU2HAAISE1XAOClawLaQRoHEIQW+1/Bltt2zZzVG6NL+IdpTxgGdoc9wzSwm/cMw0iKSohCKTtyyeSTsT2aWxOGDVkMzW0upBnLG+RW6Agnn/fN59nVHC3Z7NfIpNl3mvv2m3JFWK6F6HZci8Lup9wtZPy67tsa0ID97Axsq6NfmSvw29+jg7i9ENCSYmnrSLdd6W9xTREaI1RSuwfP4CEl9bvwi45rn5fsfZW8FYYBF4SM1Ijm5L2Qorlv/blAjUidPI8eKlcMlMjGrYPxoaXdwedm2QATJMxIqE4UkgtmF2rJzXIQatxhwZWf1SCVFa0rFgQbIpaEMlSoG+HYlF6hQmiATizkfbOUOg++V+x8DNUh+5pWottNRl/DZcDneyiYXhhrItqOMo9km9lOJ4Jm8jq5J3dZSJcP7vt+vsWKgo5gmWh/pFql5Js2Vtyek624jVj0vjJEcfVQXrHS7FHq1oaJF4FNJ2BBbMHMqFtp9Vcvwqk1TK5cAEFTG6y5WeZk90KX2PqSDIYNre+GGd5LZMbyAuUCViBmTCO1zW+tAar7iIO4cgMIdoSfWd2Myw/xgZ5r04Aei3jxeGhrqBNK/sy6jNrUTAFsx3NPhgIs/tr0sd8xgfZeV0uVNoE6GN/T7W6beS0wBl9LesGys/olgsztNbOvw6GRDHRpoP0eIaIhNq/0SIiBYdwRh4n5cM8wzdze7JmmkSGOxDiwLQvbunA5XzifJi7nBcqJjUTeBkQ3JPhc9f4eLZixVuDC6P1jTDvwuDYbla4sGHB28Yv9QNzq6Vq4aYVw6ZYxvfDd1XDdhqg9Xzr4TIu/u8VNay7s92BrEIc5EGva1s3+uquP1atXUQet3fef0Peu9JNj7UcGH5XWZDlcEFmoeYaaQAQNjXywFaTZYvm9Vyf51OL11BIQHRDZQ+sDBt3YMWDRY4RaG9mo2ctKaApP3xTbvDWCRkIrMAQBSyOW5mZvORJiar21IppHQlTCHBGd0fA1mgaG3YzGRIw7RANx9rmVt99itZDzR6wu2Orz321vM8KEyOQF/yFixbBs1DpRS6TkgW0R6rZjGydKPhMWo5ZMPu+opRLqimmmqvebKNZ6b61nqIUq0aMYXZ2ceu2b1MqMIm6tbBHKoQVyF7qdka8Ota097Z7o0NYP8ftZ/B5JszP23l/leb7LCnJx9UUNqERUbql2xOwtwoDUGVdT3balwRdTqx4byPYywfvMEOtxewjXl/A52Agt/oHbGuJ7ul3tkFYv0A9NRUsjxUlbhwtAQepDy08HJ8OF1PIoV8abJc+hW3zhinaBcmnhy4KwUUsvRq9gF5BKaS4BtSmbhKYyafGg6YSgaD0ggJr3y1SNbsEU9mhIxP2FNArTzQ3TPHJ/N7LbR+4ObzhM94zBGGIl5zPr9sTpIsjRY4RlGZ1IAggLyke8/8/ZC6S1Mwi8N6B/puLW2mZ+D9Sa2kTpvWQQ73GHnTz/u97KgFXvtWfR11ItrcdNdavCThARfWpx4eDrp5amdHA8yZWsHT9oK6OA96RoeUg1XLXse4xdlX6NFHDdOw6/aFn7t+0JYZ9889n9/JOCwKfHFcT+3Av8xHM/fekfe+gvjWnlMz++VD5cv+9Vvs6M/LFTe3Fy9rxpYv3fn/7Uv+a41jc++2I/VmT4P/jOP/pmP3GPfy1wUmF8b0StnF6vXCbxxSZUpjyg5z319L03hQ4zMQ7UYuRz9Z4R82OrmNbWNDYRbELLDYHCpCdUC0EcPNqCy8aoN1iZ2WykcGEbAjooS60Uy46TqBKHlXG/cZkeWMJHcp6wpwJz9kpnhDwkVEai3CDbkWH7SK2FpTXXkXGPSGDIkBCqXiAoc3A7GNsUKcZwGD25rdlZdKMyDjNxjsTDwHyBQzaQzAdd3Glg3CihsCWQGhjSiFhl1IhVpeZK3gqaT97Ap2YUJY4bgYKegVWR3YjcDNRs5FKIl0LIcLU42FZ0PWMaYJmIAeYwQixsQ8BqJS/ilkf5gObIYTmjpfK4RnKFIWxMnMkykmWA6YyMj0R2DEw8nWYu68xAYQuFtFVSfiKZsLORqiNrGMkpMzV2mthPdYSAvH9CtkSMG2rK6j2WCGRSzSwZCorUhcojuSZKDVjZqOWIWkJigtUbRokmQh1dXBjuKXXPpgc2W9jkj85Aq94Dw2JjBZUNbKXUBasnpJyRbaByB7JDwgeCLgTL3ovAImKRjZFSDlRbfCOuI1JWhIRaIhQlXo5YnFiHrzBd2fQdVRbGDMqBwO8IYWa4rcR5YRghxEQYJyQpaVyIw8bjlpA1UbaZsk6UekcKv/WeGekjZSzUWbFlo5YTUkZXLaGoPGHlSDl+S6kVZIQwIvlbtJ6o8obKRMwLUs6ESUlJCWFFeCKWiCxfUNKZLSSKRJaaCDIT5Q4VBzRFJiTs0K2yuyxQMhYFSZW4f4+GM4o3P0xhRtlRy1uqXfz8ykcKkWIB6mtn99uFwJnAjsjXgHGkAE+Y/BHqAbYvsE0py9SCh196vGQ812sCaY6GewCqNFZqTz6dbef7T2f9JTobCgxvgNtes7Mn2vLsjJPGPLEeSj9b/Hk6/fz+zk5vMvvOVm1sCZHOlKABtOaWJIInHRoRTYhT0EH1BVHaGwnSPKQdxNvQMBDiQIjqBYgIKRbvVZwidTOXuJoS4oaV4FZJQdA4tCJE9t5qrZmxtIDLiwotaGpe0aIOdl+hhGtg/aKw3ntiNDZNBwmew/q297cEFrNmN9r29gpX/+Orz2uLCfoFUZ6J4B3spAXioZESOvPMMp1Nbz9VYf2R45ocX1mgniQ5KUYdPOxsGbiOBQdnoxdzan7Gdc2ZeZ6w4sk5YGIE64zWPrIcTJLnbmbXefBM1fIxJup9bmAENly1Ig7CmbVCSTt3BGO4Jsgg139chtNAAHEwuTeilWhoqIRQiFFJKRHjQIhjY3l60cGBt4zUE1IiGiY00BLt7LLuzsit3ryTmkET3f9auh2NZ/geyGt4rv9Vt0mzBqT3a3nt91LbL9XaWGtMdHvpO/5yPDoQ4ve1Psesxa4gcE+CO2vdrFzXFGdfdUZVS+L+DEz78RHm8WxvgB6e761AB6mf+4x0VnC7ENfx2d/X+VjSmWAvmcjXPiwv2a94EgeevL5kcuIM7Q70XdlkPLPIfEx2AK/fg55odWWO+Rps6mCZOEDlStfRe4ukgZgGhnFkGAem3cQ0jW1NE7Y8sJXKYpm8bQgbsgUHJNR9hlHvXUIHKCW3+9vnTb9G7Xw7s00Mk9Yo9fpJrN3jznzm+fO213hWW71YUxojWWppa0ezaZLeyLeDoS9zihcM7mZ5I/1P9nxGz3lDfc6JnieuA2y/NGFoCgNfEzzO76xoIWO2ulVgTT701CiVBioFt7oaCtemw203rDIArcmoIxctwQcvQkSuKhPNrWfY9vw5ZPYiNT76DPEpEHzPQgULhtRC3do8jf7aNBvRiveIKLliqFstqVCpHhq0veXqBa+GRHMVohQkDARLFAneq6Ru1MXnXy6C5oyWtYFf3uDeZPR1phaUQq0tVqhtL7XGMtXq5x+ir7XZ54ZVV3RUs+fPLeG6X/g62BSEoTGKO3OutPgm+rjREjFztfHzEBEsVC8yldrAZ8XVjE7kkFbINNT7mVn0PcUMSgP+Q0DoDYN/jrlZXmS2ct2fe23vWfH3Yk1rg97ZoS/yf6tcGcYGvaDquPkV4uRZHfFiznTIwHjeS6/7eQP/6Exmv+7WXus6ZRG8aNPZuv3LFTxyHb+NUd/HjqoDy3EgjTuGace027PfDa1h68iaIsvizy8blGyEuFBK68km2pbupgq6zt1WPO3XUp7jlauKj64G7GxcuPaJ6J/3qqrwviJGLzq06/j8xB/+e73Evb8JdJWKvCiw+vX3MW1dOXhVMvYxpC+uczuXH7CSf5aW/slhL66BN8O21hdPo6CdfFDtqlgBuU6prmR99vDv6lWXGXhY3ArwTVVEtx8SAcltjfNz6coS6T22grbhHCC6xaqqFyI07N0/v7o6S2JssdO+FR8iGiNRI6qBNLiyQHWkFkP04nOfCqXifgzF+zJaJEwDYUqtYXOmZsXWQIlOCizBFcclC0VHao5QBuqWIXh/AREv2FidqLWx1PH81ePZZ4zrqn5rCshrH5USGmjczrU1eLZehDDfF61bGbXR0fMBbwrVc7Vu9+YqFidBFWrvOSYDcKTa0m5LW0uk37e+J9Rnhv0vGGMe47zY0/u5SI9j2+e357na4/Aen3ZwvZO3qH3Mme8bRC9y9z1B2mMFZ/QjXFn+jWFvlvH+CM1iiNhCPu8RgbjywtUfLYapbkVpoc15aeCONaUNG0LrU6P+uVWVkDJhMNKoDMPANM7s5oHDbsfNfmZUYVRh2YwYL1SM82Zsm6AxeE9JxpYfayPzlRYHdYJ4W5N7ryJb23jpg6LZIPe5eVWHbm2964tYK9CD5xhqSIn0PcffpOWNtMbd0mzduhtBX6teqBme1XFtDPY1FNyW19q6WmnrWuCqnBClW//93PHfrzH1zx6/ZEL8615dfvDNixkPL4Jw+PNv5c8f//JfX3m52ga8UEF0f8bra/ZAgReMsh5PdHmv9Pi7JxGfbIj9POzlDz/2iX/q+PQ59iN/7ifyKw/53HM++b09f95fcxjw6NsDdSuuFCgjpQbK6Ynt4cLu4Yl0MiYdmcIN5/EDx/kddXtPXR4YS2S/zmzTmaf731Mtctq+Q1bh9M5tPg5hQ0al3h6wIXGQt9imhMNGjpH54z3DxwmZN7ZYWI/GZYNz/sAlv0Un5f6ryFmM/5gvDHewu5kZYmKfhCVf+HB+JG0Lr9czNSvHZQchUBBiUMzuKBI4bieKZmoODDYyvb5hd5PY/W5ieJUJJ0UvgTu551buCMMFjSfme7j52hiOmfU7ZX1aOf3+RCBwH+5YdePj9HuQhZv9E3POnPeRRRQdvVFeeLMjDwH5/vfk4wPr48K6FFK4YQw7xu01Y/mKshypPDKkhf10JtvIerOjhIk63JCrspwfifHEPFW2OhK3vyDUxOE+E+RMvPkGixtnvaVKZIlK1Zk0fMEQbklPN/D2TH46s56/Id285tXfRlJ9pJQPTHnldhXqKXL5MECKfHF/wWKB2+o2sh/pjjc/egzfvAeLGAM1joRjxIhU+Wu28Utq3WD7A6G+I9oTdYgeOA+vYTtg8wcKv8diJc2FUHdoeYWsEXv8KxgicmdEuzAvf0IylONvqYyUnTPXhvWAmjnono7YYJh+YKyZuI7U8Q0WfoftLlzkG8r5QD4dCOUNh/wla3jgEv6OMFTSrhCJjLqhJJQdJpHh9ABhIbASU+XmMDGkA/PhNTEd2B9+QxoK92liCpV6qNgEaY7EaeTV4Yb8xS3r48blw3d8fFr4PvwR9CMaf08OC+fyyLYK22mgFuGdfQ9S0fWPUDes3qGWOIYR0kCVv0fMCOU7pD6wENjqDU9PBTkVshkxZiSckOkDlYVySoT0gZvf/IlYhZwD1YRt/QglgnyP5jMf5R8QNkq+pVpEwlskBDaZQRJr/ApkYtt2lC1gNgEbGv83pvRPBFFC2KMRznEEuQX5LYscOcq3CEpYXhE1Mdw8IHWlJnG27q9Z3eTkgap6cOoBYIUckPIyGPQ+Bg4s7kFXkHMb3A4mSd6BZqqcWuzY2Km1sbP00BK+98B6TTxNpLWZft6jHARtrHIMbGuJhXuVeu8Ha0GcBx2i0T1eNaLNeq7/F6LbX2izRtJwQnQlDXs0DqQkXthNkRQHxt3EsFOGaAyDB/saKnUt5LqxJShpRtZI3gSRTElnSi0N1CuEtHmzuzI1FtjZAXQ1LBU0eFP5WhK1RFxNkhFZCaxuraalbVvqADNbw/6a12cPvmV7BmkFbzQt4kw96fLUDDq0BHpDbWk1JXNm7Dh6MYbsjee3ClWwPEIDOTu7yhu7ya/dTrkm1Qye/NQHzFofHMmoHBBJmEwO4l3jFgcrKwo6vxgboHXBaCISpGFy0thdL2JbnTBJqGxIA9ZclpwQdaagEbwYZRe/dyHQmZFiCSkOCnaFSlX34S06+8drjCGViKhc290FORBkJA1tnM0jYYpMKTGmwDjfME6viUNkGAdCCqQpYXWkZvcCDyFTY0bihpZMMKVa8IIvxVnMarBNUAeKLVTLfj/FC0fdosrVBwpVkZjR6EmWqw2USrM3U2fHyeBsOe+tINSevLWEqsdwtdOJzdlR2mJSQ5voyTD1ho3PTUhDq4MNz0kxGZFj+3tPGDuw8lMrWp8DDUxSB+TkagfUAJvapN0khNgAY/P1qBUlRWubK13VceJFUN0Kiy1uJrgM3wSaAgeZHBi1+qKgsjTgYG4hbwMJuy1FK9j6vDXEtpZUNXBRmy2NVi8SyOD+1rGgQYlpIqSRabcn7Sbu3nzNbn/D69c3HPYTY6gkNc7rifNy5mFY2usunBeBKGhSKhVZW/8LfZFUGM5ea8VUzzEbWGCNbVuXBlY5IOKWIAXvD9GUUAjXwrZEv1YduGign2Nw/rvOqnt26WsFkGtw5Y1Pe8NOBxezr5vm9jTed6gVfqQD/opw02ZpU1toKwq9xF5/9ghu0SjqarSyIroHTdRNsHzBMhTLqFQkWBszM9JsC0UjKbgizutXlaru4y/1hBAJ24QRKKk38XRLP8mXtkfP7oNdNldFbYbUlaDV1zOBohEjYDUipRLWiuRK2arbg8SEBCPa5kSIxWMWkQOCYutGrUYZPDYItfV+4IJwQuQVwo4YBAmCpoTEQBWhirEOt8R0w3o+I/qBsClFjZwyq12ouVIuJ6gbyohZdbcmMwf4TIAVCdX9vzFYst+zomB7jKYKs+SFCzFMn0AKEpVQM9L2jVqdiEDysRPi1G689/iQGqEGYvTxqOqK0WzO3wnVi5RSihNPhEY480KWUaj1CZEDIbz2oV98vmveO3AW4GeLEGrP49G4AsnSwSUpz8xg82Jli374IerQi3kVkce2ozdg51rMayzWBtNYX0+vIHff/evza7dCy7PdXWnftxOW5vuNtNdf2uexto/TgMZmOfnCzlBU0DARYyKNN4zTjtu7e3Y3N3z91S13tzNzGhnjwOl04ng68fD+hHJENbJeMlYraxwaLBPaGpGu+0IvpHUSDmYNwGyxjxhCU7BesZRnIg2NqHAtqvungv4erah9bcDbCo5XdSj4+3Jp59T3x16YFbDgIGgDAh0Q7k1bA25V0u8veHPcVrzGrnH8c5HqFx4iSAigShUnUhFW0Ow2vSVhIUBI3hhcVnpxTdgaox60FpAFC48ej1yLcn5NxS4YlaorvQeSVEV08MIpGyYLkvYQBo/3LSKSQU6oJkQnQvDcTTWhCKoVHQoaR0RuEAbQC6IblBG0oHEgpsg8edPzMmeqGdsZSg7edDqbx0IhoxycSDdOhHECW9ySrhRqLq5OX28p28p68bViPL2hbJU1VkreOA1GLSt5Ey/oLANWhKIzVjNl2/z1ZAYbEHVAVlkxVhDvt1HrgMmMWkTKAaNQZOsj0Gd4KG3kW2OUu2VNDQ4OQ0aISNm3ePvsxXMJoDdurWfttawgTAT9iitxhwmpI7Bixft5xNDH4vjz4y0M13UCqvdPqr240OIogFI9twxelPQ4cvL5wIIwYvU13m/q7OO9WTRTo8eetqOTSAxf/j2uacqJrRFQtKk1W2HbvcAvwOgF87pCPbnyMAiusJj9NWTxtaGkdg27FdTJi+cpIjEh8R6JA2EKxMEYd18w7EYOtwf2u5Evv3rD/d0NX+9f8Xq+IQWPE57WjzxcDsSPF9bLEzUaQzhRwkaQE1VWiL5+mfq+6bENvk5Ue46HxnTdK60GCG415aq+BZgd2Dd8bEjx+Leaxx7O/PP1SSZfx8Kx5RS0fcXvkauyjFpXv546+fgohpRGupEN0+TqEVldvSbZ15zQCu9VofpaVIPnZdKdFfSXBW7/RkWIjvT/ACl/8ftPjk8f9lMv2x//q0/nxXv/2Wn8eAHiB7+QH/njtfjAtfDAjxQgujLi+jlfBtLCtfjgpMYGWCDPudTLz/4Thwf8L1/4xZM+/fX158/ck+uLfnpzfupmfe5vP/Uev77IYbjAEUBzkyuXAFWp20JZjqRlZVxg0sCkI5sYSzwiyxlOC7rBtChaN877d5gFtsuGnQfs+xsiwni3EVLAxgGZEsN8QmJh2xVyUNLbiXjak+MTpoXzCdYznPXCWT+yTzt2+z0PB3h/m7nbR26HxBACw2BstnEpD1jZvKFojpSLJ4W26xK8GZPIWs9spTBW92GfdgfG+4n5q8T4VSU8BsIxcqgHbuoXKB8R2Zh3xu4Osgj77ythLWzv3NO63s+YVs7pI6oX7scLQ6iMY4AaCeLefXnvzXkoC+XySDmfKeeN4WIMS2HOXzLney4lcBa3kp3GMyuRzM43a+6xbSVvH1EWYlt0Q7nHCOx2b0lhw6YnSlwIQ0TCSFHfRGbdMcgNuibsYU99+hfK6ZF4uyO8KshyoV4+oiqMJqwop7PbJezJFC1cxgrF7Tt+CqqLT2eMSI4fMR2R5Q6piSp3EPfY+h7KEaln1FZCWKmyeEE9jtTkjdJFK5oqmiuSd864W+6cdTdmxDKpHhtJtFDNLQuMiNYdoQpjvEM1UcIHzBZ2Zgz5wjr8BVl+yxJ/zza8ZdsiGzNzPTCXLzC5Yw07Qngizt8RUVKtDQR0YCasF6gXtFQ0wjRGxmlguJmI445hvGWIjxxSYh+g7AplVxl2iTiNkPbI7o5z2nHMgUrmYXlE5B2qf0KksBaj5kRYJ0qBc3jyZqj2gJox2RcIM6sGTJUQ71GLqL1F7ULhwMpIWZ35EgeIydomeHK1ySWg44Xx5l+QPFKPr8jFuGwb3tvjjJVHLvxnT6jK/wgokk+ICUULJgNVCxaUtQzkLAQOKMoY/xtRH0nxQpRMDsoaI8ZElVtWKWxS0AJhnRERwrigZlg9Ovvi16xu0lgcRAcoxVlGnkmLR7CtSZo3tY3NaiU787I1GJUaEHMAxS0jHEx0jK2xqWW44lU0sNx/3xKiTgBuyV3/z9M5Z/H0pFqaUWu3JNJmsSPizaGlMYh9OxRECxIclHd2yOZzJjhYEpMQopCikmLzGR4TQzLGwft2iBSKGcTs4K8OqGmzL19RXTwhLA68hdAl0S7pp65YrRSteFNZa4GvW19YZ/eaFzHAmZYeDjTGf/PptpcgWWeo/9ne6SCBXJUUuZGVW3HCmrrCKsQRi2NLjBuVaHPw32priKk9nfm1DalfHm1sdaZK98LW1oQYL/hUiZgMTp6go3I+NqukFu+0MWBLG0f9jrcmbJ3UEGge97G9b5P3inrIocH/1gFMVsTWVthyIPPa0LhKe09xkFMERalXMKPZYbW4qhsjKN7LR0MlJAgNLB4GYYzCmEbGtCMNgTQFNAZCTK0Bq9tjqVZvKhgKaPXXNe9BUxuo4mPKCwPFljb3SgOpOpDfWa5tGioQqzOArTfb8zFHYzQ6UFqurGLroMa174YnbRVrOUBoAWXzQje/GrWBZUj0xKXNdb/uINdB3RI+AuCNx58BrZ867Pm+d49ZhK4CsevPzuhyhugL2x9p4FFXIEhXKVRPal/G1PoMyPlbN5/r2t4/9kJLty1qjK4re7EDSxtm3Waj35tO5+uLorRCRH9aW9+kNYZUc6u51mckDq6CmHc3HG7uubu75fZmZgyFQQvHsxLPxrYZT6fMumq3T/Z1svg16z721+XkChK0HAJ9Bke7Gq7Pkw6qSmfwxjbPaJwnuSojvBDUUxIHUq+RvMCV4duTy9pAPenFGuEZtPM96arEMwdTTZqvtLz4wgEMb4y+tvUxtpH4a5I/QXTvhfDgDeC9ubYDFbUruMiYuFe5tPXIXpDKggYHQcUbS4u2YpktSK1oaftmCg6K9nFSWgEx7HFlnf/a+xcVVDKKz7uqEWvWB8EEKebWRjVj5n0aVEApaFVkcwAFHUGaJaZVavb12Ih4w8kjNMsWZCa0mlkYlDA2+zrxnnlmI0Jgu5wwhVAqJisMGyYVWze/hhYRzPGN6kUIqjWLe2tFiGZTklvBUlp/Kyl409ABsdbAW3HbH0Blw0xceWp6tbwSiw7cXOe6xxvOoG/FCTacuaz0xrRUQ6pb3HpjcnCQumAsiMwNAIt0drwXcWnj4OeUEO3eXxP1dr5tXrqdhhcTroqtbrnyA2VD3+fcgtMjrOblfR3z/fy0vUY/t8/k3Nbz8Wdw+/p61+e/XC+Fq6LW/HfXfmZXJUFnu+NFiEZCiXEgppFxntntd9zeHbi/37MfBqaYGAYlRqVswvFYWdeNGAdyXn1+NotPH6e9sN3Zu77mdha4WV9/W6Hn+j0893Bon0+qr4GfxmHXz9/W8b6f9BWuv470DXlt++n0fK/FnvcXw8dP28uk7bnPa2CPPPy+Phdnu8Xli55Ov+LoimJrhRjRZheaSxP0OWhrkt2Ckdzmp7PnXfRS3X5I1nb9h5Zr+JqP5VbwadaLpY+JATHF2txDdxAb+YkRj+k23GM/ETQT1C1Wr2MoFC9oMeH9jlocaw7MaihoEGIUYoQSitsVF48AS4wYRhgNTYHAiDISxpkwzs9zvQiWjVISIUHJQogreTOEPWX1PD3nlc1GchGqbFipSPY+lhYiZkKtuQ2/6J9VmjVr2x+hIObXsmBuoSfetLeVn1BTTCpF3NaXZk3ohf2Cxa3tJdr+Jj7Wantt24GNVyFKbjG5tJ4aPmUNJ574+VOdFR+a1Y5Z4GetgrXNnd6PpXpfg646vtrFV8dWvLgXrzGtz+uMMbk9lJjHVdLmR19RzMcw1xgVrkVTy/6cbtHW4h9rG6q1pvNXxaplz+ukrbHSCg5dAdVDOBWPyzuZRWtrwpwg7JAwuKIoGXHYkcYD4zQzzYnD/o6723tezbe8mfakOLjt5kWoUlgvgRQWUogEVY8tcHWrF9/NY+0qz/HtNdjyL9FuOTjiKuem+Cjmcwt49vRohVHxOIfalJcieJE0taXJYzSrfV1q8UNfL/Gc1K9bdJJdaQUoKhZGIOG9oSq9j9bzmpt8Xkjw4griJAR4Frb+zPFvVITo7/Tp5vhyo7YfnpD8yMNfPuVfdSqfQI6f2BXINbSWl798/kk++duPvW7b1/QavGrbpOEqZWqf0clFhlltDBuf0P20riqI/nujsVWfb6S7Nf3wotnLHz+9nv3nl3//4Te/4vip53zyxvbi8T/6tF///grsixdSP14WllypdwlDKPM7gn1gH3fs5pG8PLGsfyTP32KvviO8PZGOgczAdzIhdkvMvyFpYt7dsoWJx1dvWEPm+6//QBgqdw+F8LHy8cMD1MwUI+MUeNg/saaNlD4S9cIcbznEHTb9Bev0mpp3rH/aETbl7iBMlwvbP7yn7GH5SlgXhbeRzQLfxIAWRU5KtITqPToE9P4JGQs1PlA0o3ZHtJEiO1ZN3PzLnvmPB3Zv7plvb7gb99yOE2tcWIaZ+rRxen/hsgn5i5F0A1/fjxzPiX95G9iYKYffUbhwPH3rwPhfu0VFXb6i5pH1UVlOmVMB04X11UR+dcOWDiynHdvNhe31HzhvH7ms7zlshWl1b+UUjGjGUPdsunC8ObGFjVFHDyC+fvAYbnxLYWP7uCeXA8YeJVGcT0qqF9S+QacNlUysF3ZZKHmhfnyAoWKHG+oJHs+QR2P7bSYk4fZ2Y9NCfb94UHE+/yTBaRleg1QsvQfxRkRSB/Lyni2vCPeI3LPqQNYnznZgkZkgv0H1rwh1TzzfUfmWYv/kfvnD5IFs/C8UHVk+fIGEgSH+DWjGSsZYKPMrLE1ctj1ahbLdEEokxBmNlRwGkMgjG+ftH4mXB0LZCDrB9CUlPfI0/K9INqalIuEBC38kM3OMvyHGys3s/rvlcgZRxvk/EKMHVFYzmv+BIIlUdwzh70m//S3p9oYvv/pn9rfvmOWGQV7zdIk8nU98sJUlG2PKHOqJZd04HiNbvWXNvyGfVvL2HVbPhPoW1Q3iew/K54xZZlv+QFkz1bNFbsuFwaz1DTgQlu8I9U+McmIIO8hP2PKfqBZYNGLbjuXD12jMxPkJWfYcPv47TDeqfIdtI+vpf0ZQ0u4ejUrKR8iZPF6o4cJWH6jATp/QYSWUN2jdI/LXiBiVyCJn6jZRLyMyKrqrDNtC2B4IuZDOiowDm90CM8Svfl0RQgTTvW8mVRrO01zubUJ0wDQ76GnuuymluI8uhskOTKhsrTGuJ0YizrI2mlVEaBLhenHAJTqD90o2uzbN64B5CyybLUgTgrdtrQNvs4MMYXWgtHl8ShRPlMLO/am1qQPDDCGgMiPiQJ2otn4ekTTOpGlgN45MKbG/jexuImOKjKl9nqKsw4mTvCfkyrZsCMa2EyRH8noDdXO7CnKD6o2qwW+LFUQ3NHgwWHNo7kq1FUlWhMVVCHlEUDSK+9BuK2IJ5QYT8X1cCyYXevDsCURjwNW213UmD33fd8bvs9dnC+xNCFkwkqsNrCJju++2eFDIxpU1iYI0NtEvPgytp3ZegwekFWfDIaA+ltzHtIFbsmGWUSJaY5M8N7BDPHks5n0x0Mak78G/ud0Q0f1kpfr9ChZQi263oRUzZyR6Y7jUgmn3LRVic+xqAXsT/lho0vPmsSxN1qyRVpjYeYIWfPzrkImhEKaJkCLjODIMif0+sZsTu8M9u/09IUIa2rihksms24lqK5YF2wRbFdvMbdxYUXGARuIeJFMvR/ebr15srp2t2eTtjt82qwPU57WsmClFR7dJrMGZqc3Cq5M9Pcg31LxpeL931nzReymhN7XFmkXDNQHMSLN8s+oJp2ltKh+/b80cpbGrG0hk2lQoPxPD9ULqtZbRYsTm8dvDb1c3BE8szQHPziAW5LmAyksQvtmMhJbQNj90T5I7KN+Ae4xe4PXzorFqC70XQi+YOUA0XM+d1sjTOTnPQJVhXhQTvNikFYkn9xOOExoDcYQ0VeYD7G6EL76I3L8a+OvfvObN/T3zoIxJefvhLW8/vkX4yOls5G0lpBndQFgQs9bIt7FoRenN4+kI93VQ9K9WRG2FEbr6qhddxHx9Izj7lwY8CV4kNHOFQGPA+v1rFmo0pVF1KxBak1hfVipd4n8F9GpqDFlPljxLaExkZ3C82GesXd/Gyq3Nbi68tB34+UNqaXNlA1mpdcNqpFp2QCK0vKsM1FMAFYJWn5DF0NXtG3wcrg0o8utg1ZUdNjyBRCRMPqS2o1+TQXE1iYPuhBOquRUpfd2qOTT7ogVJQhgj7oOdPRvft7lWFqwEbBmoKg7g60q1s4Mt04AExRZv1FpvlTIIgyqqgTgfSNNrhlRIsTLMkTRHRBVVZTkbx1C4IISnytmeWIcLSqXqhayVqolKxIKD/JZ9zEn0fStEBU1o3iM1kE2poliqraCK2yZyAfvQhmdjVov4mHF5hRdn1K0rMCB3dnZj3w7PALy7cgTMBiRAUAc+alUfl8n7XiHqTNNSvWl2iEhd0fMfHdyRPYhS9KktLxt9lH726P0Hum9i79vQrUla8QzphXlfX66qHwtYt9/Ai3cdi7g2LJYOy/Q9tr9XVxw19n2Lbq5gPn1tdSZ+M9TBiSOhvw0NRfykUEL7HK580I5hKM4wbqoITbhNySQMO+H29Z5Xb+75y7/4mq+/uON23rGfRt6+feLd+yfU3nI8VrZ1JUYlqPdjq1d7RH/zHmGa1AZi+nk33zS8GOHX37ptE8UB9avSyzGmDqfYD+5lxVUiz8o/Ooj2wu5KruSO1gfAmi/7dTHcfC8igTW2cSuk9tjbX9/7FmD9vka8kG9X8sC14POLD1flSQ1QJqxOEJ9AVojul19VMRvcIvi6//kaWi16KSy67VBtTa41+P5s6uoOy06M6XYsFtQbLDfSjpbG0NYINmBDpYazK52joJoJdvS+BXFoQHlTvNYdroZ1Cyd09JizVrTW1r3EiKYEE0JthBz2ZN0T5xUsM04zMUGMr4nxjpSMmCo1jNQ4UbaNcrm4LXeGkheW80jZLqyDUbbKMkDeVuL0RN4ipyOUrZCtULMRamy9lzIlNL5GAbPS4q7ZYy9ZMC5tTGfQgGqkWkHNiT2i0cdlbRauzsrEasKtiVrMW2aM6P2vZfH8woCQr0uBmSFBiTpC2bBtoeORbu331Kb4LVSjZF+bqq4/u5V2QW1tBQLnaVTPYfo6o+L4pHoshJ5BGoHOzJfIuoC8h66+RK7P93lVkO3Jf1c9trPYrJTq9iJGU7AnkCfMTj7/SkRsdqWbNqKlCF7433nRZHv0Ocq9Fxt08fXSzj4vEhAUDYNbg8VMiBDjjhQjQ8qMaWG/e83tzQ1f3r3i6/t7/vLmFV/vblGpBK0MxzNFIudViPuCLEYtLU4TLyL0vdOyxxhSs+PB6nanltu6rU6Yo5y8WKS+volVqMEJcjzR+9Bg4j2zzIuKMCJlR99vfP333FAaUcS04fDF+29Qs5MCLeDFyEsjKC0e63Tbu+prIo008Ewiy40jFEA6ieeZuPhz2yn8a4sQLwf0j77ZD5D9Fw/6FDFvScZnX/AXBqE/hX3/zJOuhQn5/LPlxWfpyge6EkJbQ0RtG7hcb4MPtAq1sVp7HnY93+YpidDYff0B9ueXqj/vz2yT7M8f8mPP/e9yfDrg+oX6XFHq1x+TQTDj/ZZZa4bqzJg6PFLlrZvOhJkjFy65UIYP2P4B/VhIi7KEwDENDBg35Z6giTTes+jM4+Ercly5vPmeqCuH7wu6wPnxRK0b+/sdQ4LLdOFxyNzYE1IvzGHHFAJP0ytkn7B1Jn/YoenCbjwRHhbKH5/I90Y+GPUywuMdJSgPt0rQwO0qhBzQeHAW0ZtHSGcsnDGtKIlQZ6qMZIno25HhPLGf7zl89ZqbQ+DmEDhOiW0aqH+orL83tijUm8RwqNy+GuB9oH7ntk91eo3VM8vDozdS/Dqgw8D6+CV12VE+XFhPF5YCWTfq7kAd9tiyo6wTxBVuVy7lA+fyluExUBdngWrz3A7mLO11WKla2CR5MnO4ILFguydqqWxPN+QtgY2od+jALFDrg/c5SN77Ixw3hgilZPL57L0Uppm6Gpdq1LRRRg9057kQSuF42rBcYfXmO587trgHWdH0LSqZIDeoFZb8QC4LUb5C5RVZnHmw6I5zHUl6T9I3yJpI64jphuk/ekPbmDA9YvEbih1YTq/QGBluv0RkgfrW8aiUqOPIFkdnUOSJYDCGA6pC1YGsgUv9wDF/ZH9eiUtB9wkOt5TdO5bbfyadEnOZQR8p8pGilRI8edMbb3hLPCJMxPRbkk7AW6yuaPkDKhDLXxPDHWF8Q7jb8erNP/Hm1SP7TZjKDd+FFcLKZc3oyYi1MC0L+amwPQa2bU9Z/oqyPFDLt/7aPGK2YuHogdhQwQr58o5STqy2YWbs6y3CBENC0ojkC7J9R1Jl0MEltuuZVW9RfY2VkXy6R+cn5OYjMe+Z8ldUzqzxW8oWKdtfApEYBWIhXCpaLzA8ObRoZ6iJQU8MuhLsNVoTlTdUYOEjm33E8gCLNpZrJUpmKCc0C8M2UDRytj0mO0xvXySRv+QQb9YowbXCtVxBHO+XMHG1XJLaAERnqCARs9GDYlsdmJaCM5NmRMI1MJTGlK3VmcQqPTFywMmZMkJo7DCRzihpwCF00V47a0UYXYkRmuRfXCqOChIUwtiUHcX3SR2a7c7o9iWa/F+830SIE3GcGefAPCj7Q+TmNjDGkSnN1BLIeSCqUsoRWzdSWbFqhMFlrqHOUCIhXDwBfMG+Nq1IL+aExhppdlVuReRBtbJSi1tlXGPn4s02IaIyeE1TWzAW1gaY2PXa+PXqV6sXCXoPiczV0/fKVG4YbZGmm1AP8GNBakWyN3E0Weh+rEZq7Jlfp7xx1lZjMGvASusDIaGBuheMM8bUvnoi2JhaNOsaw4FDe9YaiAztfVYPept3iwVpCoHs4CqTFyFYEalUK9frJdqBB7cHlMb9V22MY8WDfG33UFsRonqW5gULQWz0OaQLhIrG9pUiIU2kmBhiZJom5v3A/rBjf9gTgxFi8b0me9EvUxDLnhsV8WJEAbMNY3NAXAKEEQe3T1RzP3RrEvYXZYBO2nUVj7X7VzJVhtYgsSsjeQaIXgSOrnBz+xNjxKwpTzrw1IZeh6+0X1t6rFvbvG/JsDbgvTbwwVoZQl7aVDSrj+t4/vGjq7iu0V47r6tNU//d1ZaqW1s441w6k978PJ7VFO0TSV+IlN5vmX4N+9/pJJ9WtLgW6nz/sSsipw3UEp573VhLXF+whttY9/fu9mzt4aHZ0oSd98GJRkiVcYJxhsNN4P4u8eWbPV+/umc3jUxjIgQvHD0dC+N0JA2DgzYhIx04NGnv2861FbE6biafwqaS2xmPIMGBMGpTzmljnuYXa5O9uL7S/tdevHhhwBER2npnOHsOnOH+DJ6aKN1q7AXWeWXM+9u1a33tv/H8vj4/YgMg2n3Un87J/uyo1hJujz9rzVTrCpumrAlgOUAeILpFiK/fzZN6ExAvVptJ65EjTdRRqeMZ73vkRCjq0ooIzZ6kRMxCw20K0sgFNQesCHUoWMiEGCBtUFrT7xCwEFxRmTNSjbpN7oKRHECqtaCqWLpza5INXwOCYKNfVyUQhok47xliZgyFcU6M+0QIiRAGlrASypm4whYKFisxClaM2Lzfg0wgkEMHYf2+eEPhgiQHMUOZkTJQUS+YxQUbVlilVVs3TB6cMdmb6FZtoLE3dO+Fv+toLsHjjdwKi2P1IbP1a6lO4h98BNUqLSQyCA24aw3ZpRoE9/qWkmH94IzfOHpBPVwQgfhzVkzAtSLVvbWvioYG5mvrM2Wrg+mW6M3Zrfca6Ux99b2hp/ldjXZlI1/tfnr89Wx75tPL93Ahtgy87zJ9rXv5r7Tz7JOyFwONK4zRXrXfgqvjg/YiqKDBfH0bII7KvJ843B54/fqer794xf3hwM08E3VGbOLxcWMaPzAMqcXPL9W1rbDa3/e56tnOuxV4WsHKGdJ94Xv+HF5QL9elBIMf9slyRrT0okbfW0Sf7wX9tXI7m8Yo702/4bqv+NcETK4ckqZCvDYIb+dLu3+OIjcVWI+nK97A+NcBNE4SAvKI1Ijp2VuKyNbObKarKFtdF9P8PB9E0ZCoVZDSYnWV6zlZ9XyZanR2u6nbI2pjs4diqDWwVRKYN3Z2ZrmvecrqWIA2okGP52ymW/MZXsT0C76BeREiiI9Uj4187Y5ycCBcj6DKNAWGpKThQBxuGOKFIV4ow0geJ8qysAVt64KQtxGNUNdI4kTZCsGUvAXckhdKreSQYV2oUrDiz8+1WQg2dWW1FrVbakWEBgqTcb/+pgowQUq7X+rKXfkBKYy2R7fxKoLJztXscgbJTQWEj3XJDVj2PhchRFfO1f5aABsWL+7CwAGobrkjhSrL8z78ucNaBNn3ZynN4ii2uepFVumxuDTyjODEs9rWj0Yq8XneY8au7pXGuL8AHucijaviNhHPcQKej7gDwBOwIPUVVmbfx60rRWnja4fVM7I9eSwS9u1cLi1ePvr7h9l7mLQeJBpcpR8ChKDEWEgxM42JeT5wszvwan/gzc0tX+zv8IbTK0uNPKyBcQQdCxKtEYjAlTKN6FPNp3w1Vy2Y+b0X/5vXg1sFqLzIt5q1qphSyXiviwS4eklq9PxMvchKGeFqg1k9L+A5ZvUtwZw0UfNzrIX3/bE21twRYMWVYKUNQW3qTZolWesRE8LzWLGeA/5ZZPrZ419XhLgmSD/zmB9+88n3L1/rk9//IIt5iaj/1JvKjzykJxn91y8f87kL9Sxj9GSjbejNcqk/vzcyURWX4fRihPTAGsyMWq3FcM3LtRrd27HNwWfW1w8+y4999s5x+JHrZc/fSHvt6yX4RcenD/zcNf+RF/zBe9kvGx+/5Iwk82H/n3wvy18xM2Ond1jJjGFkkN+yWuFDecd5mTgfR5Z0wUKhPmWKrO59f7vH9oH6xZm8CU/vLtQMqV4QK+T14ADUw5GyVGqdMXYs3x2w94ld2khho8aRNSQ+SECGFfY7vry74XLMXOpHxpqZzxlZDNlGTk/w3Z+UQRL3IUIc2eTOGSVfLAROyP0fkVFZbjMxBv7icSJW4ebLibSfWF8F6kG5lT13u9eMX4zwBRCfkHBhlwrzFFimrzmN/4HEkZv1ey6ceWeVC8bdbmOsC5q/Y7PCur93lubTE7UW7Lt/hFNg//uB4cngdofd/YYtjGRJLHtllcL6qOj3AuHAHBNC4hxGSk7k80hJkPcXhJWbaoiNnPMb3HZoIObK7uNEKJnNlKLKdlEysD+9J+YLertSpswiToaSuEeGLxhF2WdhuQSWx0j6uDC/PVFSYTsUYoK8H6mmxPGWum2Ej+8ctP3MsZlbJI1PXyMi5H3yuGL7HbKog7zyLWEd0dMX3C4rt9sFpv8Fxv83RW5Z0z1pKcznv0SmgN48kjmzWHFlw/oGKSvp9A1iZ/SwUAksl0ckb0zp0dv6WETqjhCqc3HGCeLAlDekGFP4gmE3Y3aLnS9sObAur7FL5vS0uhf1/HfUUZHDRpCF+vQWJGHpKyqJY/5noggxJaiBtdxhMiLjDWkYudl/4O72PbtbZbj5il019vUtNivDxRtyP55OXNaBrIaFkZD+lloPYDtUj0y7B7dTqplKZTUHOqOISzlP31HzE4x/TQl7lvANWb5hSSe2cGAIkRD+PSsn1np2tsIhYrEwpg/UNZFPM1ruCMtMsAOyUyRE6v4Oyyu6fYdWZeLWLQ1mMImU6ZbSInSxlbDMxLxjG06U+cJ0+cDu4ZGQT4SycqlnzjWSLBDWAaNQ+R1Q2NJGlYl6uqEonPlH6i9fbBum020rOqPD6BJfT7B7I64ANmFVEXPLCGssJ7k2weoA0oZTL70AIA0MltbU1morMNiGNlaZ7xW7ltn3Rrbua+1N7JIzJgxMF6q6uqVa8D4PqogGQvSG1Irvg5rCdY8UxW1uNBHD3hU44+DM9DQyxpHDnLjdR97cC69fwTwEdlMgZ2FZMk+XgKY70vnCslXECsvoAVFeGpsu1JanDkg1VE4exEsDC4onpNKYIMhMkECtSs0CLFg8egBYHRAQnLlSWuFMit8ns5VrEzWEZ7uZtvm1wFzFLXyoTQzbG1JLAxxrckstcesODzwGnps29vsL1tlFpTPIf+kh3gxVftgItH8vtWCyXaX6fr+Nzoa30Jq+hc3HnTQ2fo+samlBbPPul+RxVGnxV2PmWRZvNFhachqkjbmlyX4HqgwIBeqGN8YcrgE2wce+X4e9v7c1Zqj5e4bG+o3jhCYhDTtC2DGkgWGM7G927PcjX7zec387c3/3mru7V1QtVC2czxceH5yheVo390nfNvJWyFugZPVGiHXDeHQgshYohcpC1bWpjBzeqgbC5iBpmytSPOE3wErEJCE2OTBpbuEUHCuimoMiDpp3FlNFmoWYydbuhBdCghbn3NZ6BW+qLwItmQSh+Gvknsj6ve4gvTXmqEiz6uH080OstMJfk6Jfbb9qsw9trCxPxLSNo2aXRpf2t2atnfFVHfi8WlM1ezXrBbgWS18LKNILgR0Y6sm8e1jbFQxyab9cwcRWTAXA7RieG7TSQLkGMtCajtPsmKIiKRDHiTiOjNPEPE/cHQ68ur3lt68P/O6LPbs0MsWBennict5xmJ4YhkgcQmvTUdu62wuPzRqj2Rd5iO9sVqo0xX33Ub+0+cP12nqDxBeAf2sgaKx+xXqS0Ky7HGAVV0oZDgogL65LvxatwNNtTbqqx3ohrINPbX/rfvTmFnhXiygyXWZntPyqN57ohZhfcpj5fALQPSaTrxva2dN+mo6/SmPjZtwiqGAxY1HJMbjSzRQLBcLFl/dlApRSnPlvrfBlYd9AqhEsYLn4OljbOhU2SsxYs2ESKWjNbi27SitSNL9ooRUujSAZHY/+nLB3FQNKRb2HVRFKKwiMTw+ENREPN8RxYh4WduO/sNvdM883HO7fcLh/TbJKqoXTKfOQFh71ifpk6GXjyfYsVb0oUSpBAMmU+h5sQ8LS1l9ny3f8tOIsXfRCkI1qKyybs3ptbKDozi2YohcVazXc6iS1fWVs2G1TfVkrukw+T61eGsY3trEuzz0fTNwKTXHANASoK5TNC+714ozRMjvmvPcxrfmJXsQVCw1Q/Omx9tyPoSnCxH3WrfUnovqebr0JkkG3desYtl82Byn7+nW156AvVX1+8LzGXc+tXgkh1oD13hOhFyykW2Rdz9eAzXsBPX8arn1uOktZeyG2xSZ4fOX4laIMDoDqRAwTg86MOrOb9hxubrjfT9zNA6cn4WHKDGMkDLdoPCEhOVApucWznYVr7fp4XNVDWLGupmxkDWkx7bURd5/2HV3rtn3PhQondCpiqf3O17Ln69L2uQaWVGue+NYLCf06dTC1e/ef8LXW14HrHoGv1XSrt7bvup3l2vac/OIcf3K4fXKYk4hECGFC1ZxDY3Jd3z0WKIiNgDeHNh3AjFqMqsoWI+SM1CMY1BabdZKDJHGSR2lrb82IQdUBsUDRg2NWYUPlne99KN5zoNmwdSpNUx5LuKBSCBIQqW7qKhPWVBFVNo+HzYkwakowRcoBgCFC6lZOGtgNE2MaOOyFaVqYR2Ead5Q4U+KedVu5zKP3fjhvbJtxQsghcuHOe8bVI3lVyK/I6krnHDJLeU/ZFtb1gVpWiAOlTtT0iOULees5Qr/lAcvR47fisReE1jeh2ehWt8hTdU9+29p4xNV2ugVfV3u8ol50UBaQFcIBJFHSQtEVozgxSgxiave/eTna4PFNePQcsRVC4rUB9OcPtV5oaXu6yvO86qQuMe/RqKuP7Woeu9fcch9tshEvXov14uvaLpjHWPW6xbc40HZt3jVFbLdrNPM4p+dV1uyYbPP31Ahy6+dXjmCZKorIivAWjz2WRpKNHnuLq15dpWBoEVdphUKImRQgBVesToMyDwd26TX74cBhmtxGu0SinoEZq4G6bdSyUtm8+GDRLSCzq/F68aEy+N95amt8L2T5fLOy+toTcDV9Fa5FrpqR6spfvxx+T8xanzw+tmHZMATObQ7vfI+Qpc11t3f0voAFk9WXUwVhxPtO9rw/c61U02P24I+zhNXZ968S/Rx58BxD7vg5whL8d29M/XmA34+XQPrnEOv+mJ8Ddnyz+ewk+/T31wLEy4rCJw+9MqTk+e9XfKHV85siohcfgiohCL1YYeAe1uKBZaUFGS8VEe1dW4r2g4/aYvYfXIkf/ew/eMKPf/yfh8Y+U9SwF9fiJ49+Ae3Pb+ufvfkvB+qqZp52/4wNC/N5z5RnyuWRupwYDm9Iwz1b/ZalfOSyZpZzJUdPLOq5UCUzJuFuP7PcwMfXkfWhcnxckSLMcUFNWLYdUgP16R1lzdh0j8nA9uEWSmA+fGBOhYfdwDkFNlHykHkzB+4PO96Xj5wuR3Q1psWw1f3x81n58C6yHwJf3njvA5PXhLgR7v9ADBv65gyDso4HrEa++G7kZg3Evx2RrwaOt7DthJ3uOMy3cJ+we4NygvKeKU5Mw8TT8Jpt+A8M+Tv264XvTfknVgobh+nElC+E/I6LKN9Nv6OYYI8X6nKhfvsneCrM39wznQfS/YzevOaSvUfQ29E4p8L2TtDfB4ZpZpoOyH7kcjtTSmI7jmz7E8fhO2bb+HqFWgceypcYA7FGohWmcyLkjdAAvLJAzoXh7QPz8pElGjkaS1Q2VYbwhhS/YpCNuazIGtkkEh8r44dK2VWYKopRp0SVER1vkHVBz8cG1v34kbmgNSKXLxFL5N0jJhUrX8I2Q/hvmHxAtt+h3DGf3jFejmT+gZL+M0f595zj/5nhNLB/+hKVC/rqgcVWSi5YVYbtDsoTIZyRcCLMK5WArCdk2xjDSlRhqb/F6kSwlSAVSyM2TgzrhZgzSb8g6RvsWLDL6vYBp1uW9Ynz6cg4zuzCazQtMLz3hrGP77FwwKa/p6Kc138kUNjXr1Dbs5UDogfQHSEO7ObvuN0fmXYjaf+KCWPPR3SYGYeZp9PGNF0Ig1FEMZ0J4beUMCFMDvzNJygbeRNKhVI8MQsqqFX08p66PrCl/xHCG9bwXzH5IzlcqHHPEH5H0K9Z7C1LfUeMEzFNkD6QxveU4wFOd0iN6Da6zHVWZxPuD1COaP6WsEHaRkJN5B1YVGraU1SwIkjNhPMNYRu47N6xzE/MpxPj0wXyBfLKqoEtnJFNGY4DkhK2+4rCisUHjBFb9hS5cIp/orB+dqz9+ABsdF59TgZEzMHXijOwrwqJge77bThYLASUAe+Z4Kx8yb0JbsEtX1rCfiV2xQZg9eJHa6wnE8jewWBp8l0pDXDrTV/BmzCf8cTj4MFnA31DjNfEREUIwZURvTivIaAhEHUi6EiMkZCUFBNjiOzGkZv9wKubype3hd2s3MzKuhmnc2EYlQW3Uhg+XLC4EZOz5FRqazpKK0KkxkYqjbHjbC5yaNexNCBxAhkxy0hpjc/CueFk0goHipGp3XapVozsybMYBOWqjkRaAA+y+fOJpQF3/RpqIzknkORMfnOfaLckcJ9v6V6pvGSXdJBj++UgHe0pfZw1HPbqkGO9wFF8XLUA9LlZpmChsS91bUCj+HWUllyZWyN48+TawBD1AosIhNziIi/oUCYgoVpc7s/qQS/ia7i1BE4d7DWpiIonV6GBo3VuQMYj9CKEKCEENChpCGgKxDQTdCalxBAD835if7vj1f0NX9ztePP6htevblgpLJJ5+AjL5cJWzBuxUam5ULdKyb0IUZsa4ghdel3dW92BY1eKVNPGPW2fr6mMHDMqrpS1ABIRG8BagQG72v0Xc/awvfD0dzTKZdDWGWlMbe45IFOsF0BoEabQmxOrOcgUrDdz9bFZX7Bne9LooNaZZ6bqZ4ZY7eqjxhbuap3Mi0S2F+0MV2619zBzBlu3NWnADuUF2+sHTRb7QH4uQF0XuRdpgxcdKiIdKGk2RRSk9b1wSXpP1L1QI3jxXF4oIJ77Sfg5OHTutnMaFR0G4jiShoFxGNjvdtzu97y53fH1/cQuzIwy8LibeTdNzONAipEYteH2DkAgXlD1hKHZalzBs+5N3oGitj+Y94uRUNucGbDrY3m+XmyIbK1Io+1aCd5HYQWiK43w8eXXo1lGdDsZudDoff0ic/VavxYuvYFiv/5dbeMgS//ZgYDOurZe2EGeP+cvOAScYWmK2eznqsW/Xgyl/r01Bruy+VwNGxagRsUsYnUHash4RkqA7QCWqGX2z9ZtJMbJL2GOUATLa7NLdIDVYmlWE332FQdfqyEbiDnrt5rQLMF9X1aIQwZN1LB3BUTrj1I2B57LuPk5HithSYT5a2J4zRTfsUsfOOx37G5GXr15zf0Xf8WQL4zbiaehMMpGLJHj4YmqM+MyYdkZzyq98erS9pgLEi7+XjbzvP+Ys4bFkPiI6AlZNtianVYDJWFyAkQ0qNXtSKs6cKfO/jfzniA+FlthdWwb1Glp0zVAfe6n4Q2FA0E3LzapxyFuJ7Mg9YSUI6Y3UO8girvoZEPyuY0vZ49b3f3sWOuOCSapFQBSmxv2Yn7R4rMeX7X50AB2L5Q+r612nX/t9a+Kh2f7pbbZttfuBVVpq08Hgf1FpDPt2/y6Evi1xTXWAEv0espKV7G6xaF1gMt8zfUfBREHroL6V9SJJBPTuGO323HYJW6nwH6CYSikFNC0Q+PkCkcVKs1CqSngvB5tbc8zWkOP5+t2LWK6Wq4XyK/bR9+nrO8broSyFkv7pBroa5s/pcUlNCZ+uxbWihhdsfm8YPh99jvQC7UVB05bEUfUwWHroF3gWmTtNjPgPzcM6Vcd1gp+5hZyoo0o28eTtB4jrS9GV8NJSFhxq1YTpcaA1I1QLy3PbblHL+pF749WSyt+WVf6+lyVNIEmgnpvSZEdvhcmYHe9V74vFpSMhLWViTa8QAGuChgwDVQJLarw9U1N0RrAfI9N6QRaHGcTZZdGxjRxOwk3+5XdPDHPA1VnatizlIHjFlmXjYucWZcN2WALAeRAXlfqeiKoUi+3BDHqWMlhQ/JGCYrJB3LeEJuplsjxkZpXOA+U1j8JsabIjVRVuq2tWxZlLEsjMa1AQNVVqzW3IkRrTO0WQ44hIl64MMkeZ8sCugcNFDGqbk5cKysiAxp74SO16+cKY9NjIz37dXUb3F+yvsHVdq5LpGqbY+IWQYQzcIIyOKGtWbuJaosb+hrT1jNraxJNMUx4JmFp6wtm7QtXsPm+3dbV+gJ/xVVR2AWP4+6oskftAnZu+6zHMsqHtp41TFaDj3NpcWL185IWkqhWNGRCgBiEFIUhCWOcmeId8zAxDwMlK4XgakEboQZs6zbb2cm9NbRiBVgxzHIjGoyNPOgKj1608r1MvVjRSBn++Tu1sF/LRnIQ6H0IBe9x5GqRrjTr7xG9SGEC9eivKXtfG+hWrl7gFZnxPbEXybxnBDS7XXhxbwdcDTS181Zfe/SISMDC4SfHWj/+9UWIX44lvzjkM99/8po/OmE+N4nk+qcrZv7yKVcM/eWDOmj+yWvK8+/k5e9oW588T4hOGlBxkCUGIQZtRAKhmrnXO7VNzkr9YfXBWSWfXMh+yi+/e/n/v/zC9xO3X/CUT66D/fivn6/lT73OT7zZy2DtFxxa4dVTJcTCpkeqJEIWQp2oQ2LTCI8zvLuFdcBSJNhIXPcMdmGKBR0mLtMdpyS8b9KTNOENouM7UCEdK5qNUF4RDKJMmETikghbIO9vqSEj+pFBnxiGEQuJ8t17PvxzJugjv9EHrExsZY9OAf2riUEKN7IxCc50PRvh40eiZqZDJgYwmSlN1idiPL6qVKschkKqhbQkogYsGMtU2KswZThkZZdHdIhoUdJemf9W4aJcHgP5MpI+3kC9cCkXzNzehBXSH4rHS0OmktGYKdNGff2IrRG5jdjuhvSnjfBQGMeFMW2ENGJ/M7NcjOVSCYuRHjNryJxeHwlsjB8LQZSTHiiMHNUZevvLDUVGLuVrlMIav6PEhZ1eoG7c1chum3jSgWUJHGvkrIF9HXmlGxcZeS93hBq42SKaJuoXQDwSdcHOUP95ocTKOoFRCfsWGH3mGEJAglBv3Q8vhteIRRaLmG3EuhEtU0IgDwNBF2R6zxb+mm39P1HinpAOyG5Ptlvq/B1beM9WIye+QkVJ6f/jgIZ9CVbY0kfHNsuIVaF+WKlS4WbBYuSyRNYihJwROWHrCcsnVL04UcpKlQtFHhE+kFJkf/gNMSY0zARN7GtB1hV5ECTsmHd7alTydOvBYZkRG4jTSGKAkihbYHkaOH8oxJsb8jQSp39Bh285Ll9zql9zrDes9n/BqKRYyTpCUVROjPP3lHxm4+8pZWHliWpevYdCDt9DhXCzINmIwwH0nhr3mMyQRywPyPaWWt8hBjEbslNqmAjbHr3cUzelyBEtCX0yKk9k+Se3G1tGDAhpj+jGpf6L77tlxAgkmYkaKLphoZLLkbIIkkcmO1DCieNwwtJrxP4dGhdCOqPlCyh/h+iZGN9RuHDhCfQJiR8IJtxtM9j8i9c2sGeJZMemm8UNYtRQWl+F1IIYb+hnLcnRnBpJobYhPuBWPQ201p4ge2HEm5T6FfSXAAEAAElEQVT3hoPS2glIS9TA7AJWsGTN5adeAzVP7hLI6DYT4n0l1AJq3conYrbDez4MaAhIEiQIOiREo7O4ZPBmmQGGeSYOI9NuzzRP7A8Th9uRV3eBr98otzvl/qCcz/DwCDGufFyO5DUSw0AuoHbxFDG0ZDSPYIUaV1cynYdmO+SsxWrOsLdwAdmwbcVqxDi6xN0a28hc6m+meGO6ftcqhBWzSm1WOFLa30tjCEe/T9r8Xp0xX1ug7QCbtMRWujVOt2jqfj0mzqaqONDQGX2t8bj7sP+aZFZwyb60MdGabKPA5qoQItgdV6/2noC0oLQ3VnS7gtED/gaMe+8rcDuwqz4Ck8HBkgYseNGmeXDXtSkiGvhnqRWxAKnUBj6U0piRElua4fJfEx/b2lhbQSa39wqBEIQghopb5MRYGYbAMA7M48x+PvDq1T1ff3XD169v+frVxClvPG1CyInHj5Flbfe0N2HXDPIeY3H2bJmQbYK8+lehFeUEKRm9xn4dGA/t3xYjiSDBC4lOnHTf2iAOzHphQFq+YZRmUfBs2+GJiFoDUsT977V2WXtoNon9sf56Zupy7XbPDLvK/60hPGZNfdMaj8uV9fn5w2Ty87MG1JTG0rwWTfpQbMA0mWu/DOCZBd8tmjbQi49B60qJdg07uG2dNewxuns1Cx0skv76vTeANYC7FRyEF+dVW/JXW1Pu67VwoF9Kq3Dqpb1mK+jWACUgeUDySMh3hO2GsE2E7EWYWowNz3iXCiuBrRqlbpSSvfdMFWdUVnEglQbIVcBSY1DHF4CYYcG9kSnNPsuCM8p7nwZxUNxqX8/BGwe/UJNcb2DhuRm4+fXGEDm3a9wLVB0wkHYeC8ZGt26hdsCwoaBNgXAthlvg2mReuq+Wj4trsYyfIJZ9Ou4QqriayC0CzVVqXSHFc16GBIjt3pmvTd7YHvpaZ7UV9C/us+xNGgXRxV+rju0yrJhUtDVmlKGxRRvgbNvO94b2c7e5sZo85qO41YIFagkN7HWbjnIx7zUjyUGueHauQgwOGKfgtkjjHuJIHCvDcGFMt0zxFXfza+4OM2/2E292I0NYGDXz8FgJQahVefsuscSJcbmj1AuaClI3dCiuXt0OPp8G3ztlW1p/jNjmTnRAsY5+vapBzYRQQHMrUnR1jkAYIOxcKbJe6CpAv5YNAO92HxcHdS0XuuORX8Ds0H/A96icsbUiqbo9mpyRdMFtX25BE0ZTRJwnxAYktH5KQfDC+9PP5shmHbjvKh6ex7/Q1rMOHtkLLKHPp674wq9JW2+lAUrdQcFPpNsu8fyYF+f3Eox3OKN5indlUju3/jc/h9mf0woRvs8KvUDSJ5t0KxUdccucDhJ6fFWrUos443w98/B04t2HHbaunKfAt+8vvH9YeXg6cT5/5LI8suUTuWSqJQfpmuLOwTOjN1u+HrI9A29Yi32ei5L+ufQaU7gCxa6fXdo66D+2QkBb63rpmKtVYr/GXW3qhJln27rtxaMC154RALQGzwS8oJ3bGtz3seT7j/Y9qql0r3vLLzwa1iQYVT0u8n5rse3neAGnF3CtkV5qi9fCgGDYZo5DpB2+mtfn+y9KtRFE0NivTCM9yNheO7vigoCxw4qTk0wKldVtl6NiDCB7CIaG3HSGK0hCa4SaMTv6XqWGqLDVjJTAmoUaAjFUVCHok4PDMRA0MAwb4yDsxpnDOHJ/iNzfOrkphMApZz4uxvGkvM0zQY0lH7C8ofWMWkL1FRZWdHiHyoZuhaCZtNvQUqhpIpZA2TK1bmhIlHKHSEFDRdm5ffS2YaxUjJx737YFYWt7sGIp8hJkd1tYJzFhbm/lMYiDwWa5KUpHkIRZcEVDEbSmVqzre7MXIIzWDFsePTamevwYXZFYroXPnxhiNT/HUOJOAV4MbEW4FjtYCFQZEb0B5rbPtmJV7aSppb1ft2itrXjc8p9mo2St2btw5LlvxOjrNY1EZ/jnM/+somAy+B5IbOcdfLyxIsFjaI/1ej8WaMG5K3TMEBlaYaKtcyG660JwNX+3Kiv1zJo/cLzsedDMti2s28qHp488Pj1wOp1Zl8q6bmz1RKkXLLd4TtwK0loeR3HbMyvhGov5+ry1XCq3tcJjN5MVQsa6DVPrz9PXTWlrMqyt0NxiWwImtz5nW6rg+EDLv+gKCie6+X2/tAf6mJFezMZ7Q/Tr1Iutfg6+33jRdsO0RW+/0Gru31YJ8XJBtZ/85Q//9KO4urzcRz//hr9kEe+eqi2n/+FT5JN/P30L+eG3jX3Q5SnS2Z0qhKCEoKToUhlVKPVZ8ni1AJH+ds8BxA8/y+euWfveXpoxfVIRsE8u2ssff7Q28LMX+YeP/bFx9elLXIOZTx/86Q3/ZYcavDoagxTeHo4sKaDbjOSZMiVyDMTHGX0LNig1CQMjw1oZKsxpIQ8jy3jHKRXeI4wqfDmBWKHGD0gVhseEbpGY71GLxBaoxCUSF2WxkS0YGt4x6gNh2KPDxOM/feDxfz/y1ZsjX31x5JF73rMnzoH49cRQFm6WM2lV5CnApaLffiAMhWnK6BBYmajSFiWtPL7KbBFSymitpFUIEuEGlilzJ8JNhv0mzNvQWFiBtFPmG2E9KsfvA/njQPqglBJYygfElN0wIBXiP1fqWgm/yVjaIGzkeaW+ytQSqLdvsN2OeD4h361Mw4UlbthvA/XLHeu3K8tpY1iNYStc7lYeXp/YnYzDNxUJifPuwKbKUc+oFabLLVUGzvIKFWNLR6oUdrGQLHMfA3MeqcsNrBNWE5cQGSrcy8af5I4PvOG+Bu7XRIkD2xcFCoTtA/Vi5O9WylBYXxdsCsTXeyR8fnyPGjAVyu6CaCGuf03Ie1YeMM6kspHIPImyDANhXBD5wHL+v7Ne/m+IPhLCR5jvKOOXLFo46j+QbWbhC4I8oPF/QeyOWv8fmAbKMFDJ1EtESqF+XClk7OsVbgcu341wTgx5IdgFtiPko8tWMUpdyXoEHlH7QEhfMM6/8XUnwCCJu2rUbeP0MSBpJr3ZQxAu8y2QkdOI5oFkIwMjViM5B5bHgfNYkdcHtv2ecfz/EdN/5EkKj2XHse7Z6m8xOTOEBzYBK255M+z+G9s2ccn/jqwXVvvfMDsTXaPCIm8xK0w3C1qMUPbAHSXsMZ2Ry4itCbZvqfUDUl8T6x02BmoYYNkRHo0sZ4o8YSWhJ4XwwDb+ZyoTZfk7ty4YdlDPXNb/ipWNVL5C68SI+9Pm8ULVjaUcyevKrvwNY71n0+84DmcGfUXS/4mQviWOv0fLa2z99yjfMPAtCwsLRwgXxuE9oezYX/4ntI6/an2jNYu6qr8721fNg5GQQEfETh68aAN0qqIlOYNccwtUEzTWv9uGgNsfLA6CtORHmgRfgidvrgwwsAtmZ9ABUvSeKqUx6ige+MkIUrzxHMG/OrvOkrNQSWgY0aBIVDQoOiS3abLRJf1JiQmGaSaNB6bdjmke2R1mDoeR1/cTX7+eeLXPfHGbeToKsygmR749nlkvgRgHQn6GxTxjoYHjGQtn9wUvCduGlvhmrD55oK8XCAuWrWH+a5OmLg6i2YrVxUGSq3+w723W7HastOKx9WaaXsCw0Js1jwgB29T7CXQ7FxldHszmQJlUbwBo1dnkQiuatFioiis7pLoUWsDB/09AxJ88BGzGxBNmt5prFj91xRmoN4h5nxy3heljsheiDG3M6GrOHvW+VtWtOIBYdx73tPO0ZhEktSBUqqyYFNRc6k8dXQEQ1IsQGpo03DDxgryUBo5KhGYTcU2UmkWIKwAOrsgJRgjmJD+8ABFGI42RcRiYpx27ec/r+zu+/voVv3s987s3Iw8n4cMR8iXxpyERFWeq1dzUPBnjg1+LMjTi5dhw3s2Zha0I4Uz7fAUo3WFCHbOyLolt7DBVZ/yXMypKkEgVoTTrrNCgGm+MaBDadche3BLcWsdaY89aGxAq0YHh7rPfWbCGM7N6fw9aEUI88fK/eyKnzbJIbWhR6+cPk9GTFztfx+0PA+8WjErrRdFZctbtCPo0a8ouFoxHnHF224ovrRBwBZjLNY721SC21/O/Wwe0r/ZLI9TBGYvqv3drnrYOt0b1vmi2Jq+WndlGamuzexpTZz+nqkiJSElQRnS7I+R7dJvcbiG7b/1q3q9pqcJqgc0g1839nUvxNaKObnPQVjZnU7rS49kiqlsqWVNP0FjEjQ1ZBUJCRTF9tjZ4BvibV7O+VEL4mLUrI7GPhwo9Qb029W6KgGuov7b1YYDGzPNB1HzBrQGDgheLa2gsygbctb2qj8Urw+tXIHVV3DbwqrQoG9TVvcmbWkVUsNjWiy1gW3IAVF6Aj3WD8uTjrPj9tTTglg5nf5wOIIKFzcGfbhkRnfHNZr5m5xnq3tfskBGNSGsKXkq7L9q86As+JmNACtSLgQYkJjSa94qTCmkAHZA0Iykiww5JM3EwhuHMmP6CMb7idjrw5mbmq8PIV7uBYVam/cY8C9WENSvzXeKiE8PTPVs+IfGMVEGHFUok1r0XTILvhzUfcab5HhN1ixUS1SbPb+vqnztU728ihao+Byt4PBNuIJ+Q8tjWCHWWfBQfdtHjDjllKAVrNmQ+TMXtCskOEilYLthSXGU7VCRd0HShyI4iB7CClQsUQbboy8e4a8Rh39uM84v8+TPjq4F4vXfAVfFzzd8r1iDuH653vQjhc9eBm8YebsUMbb2NugrsuXF8Lyr0OPFFwi0vnbfd4tk6aH9VscEVWLKB59KFw8LSsZYf5O29ABsRdfDfOojaChCl0IoQFx6ezrz7cGJbAscx8N1HL0I8tiLEsjyy5TOlbNSarsQOM2n2Y/gcNBro2a2k6ot1pLGXpfd4kLayt3Pu68b1Y7wsBHRVyXOs1KK4fun8d9I8/Bs5xJpCQljaNRk9xqVdE87AguB7sfdsa0X1/n6tAXcvEknt6oqm+PgVh6orXbIUDCUGVxGxaWupEa/jDMm4najHTRoGrGbYVt8/0g4xQ0tu+4KTOrqqNUQv4FfaMLcBLzgeETaQvZNLivlaJaWpp3xtwgZM96ALGk4+0mxr20k7l3pEJF4VALkKlMCaE2beMFgUNByJYSOlPSEo45gZB2MevRH665vAV68CQwhMMfC0KW/PxvugLJcBETjlBVsv6LYgNaE6YXpB0veIrOiWMc1EyWgtMEzUMrCdP1DzBeKMlj0i7mhQ6kytr6iyUO1CqdlzAgqFC9JiJlOc1GXB1x5A1IsNtakEQu3FLweRa21kCUbQZtVHgaxoTr5nNGsxmmLa464M+tTWAoFmE2kEsjX13k8dJfvzQmrLRlPumve/6daNpsF7GeoNyC2Uj/7YTliT7HNGJmDnpJw2k6zPFXV7JgfCwYsQgsmdF7ilFyE8fjQbQIY2tQ3TAVP1fmfVCXLG2ERJRz/nRroRm/DZvnjps5YWXriFM+qEYoIi0dVDGjxuFvD+ldtHTpfKA4XLeuGyXfjw9JGnp8drEWLbMrkcyWVz1XSpPyxCFFqMVz1v7CpbKs/9P5qaqfdR0WbfZqPPrWZl6bF7U6oV9cc11eqVICK3Lb/wGN/xgef9yzopUVac1HXG+/QN/rcOI7cCsEiPF88YS9tr1rbOeAGitjgqwC8qRPwbFCE+AZZ/FOT+UfT7z1/i5VOuz/uZB5rwLHv4FLz/FPT+sQn45+/z/JvPTdjeYvDFmbUYRFvu6TmoYGLPv2sPlJ6TycurYi8SgT4Y2++u//KZy/j5a3s9x882h/i5TfCT5/3UrfxFv/91BQiAaoEP579Aa6HYzheJLSI1Io8P6PIeiwP2JqFBGYIzrTYVypZZF8FyJr97IMcn4sMCW+V4FNCK7c5+Xw4ToRRq3KAYS8Pf6uuFANRdwoKwP4+kesdZE+cQKSGiu8BWhOMHY0snwvAndJ6QdECLMJ6Thz/7B2yoVM5UNQihjaWCVuEmR4JEjvMNxyFy0D2JyBg30pAJmn0sJUNmIw3KXBOL3nA53lLTSBzfwfoIx8JWKvXWN4/b6iwILlAvhTU9cMH8+mwJzYJUHOCNxppvKJeBeBPQvxiRrTAVpUrGynuKVmwuhBDYx8RuKrwyowbjfGcEg4nASOENHwghcHObCbrDSiDXACdBS0BtA1v4bjtAuWFZR7YaGFfja6vkeuaP9YJJ4EsJhDKy5pEtLSzTRkjGOA5sS+BpE2oSwuCev+Hxe55tDP78GLcDNWS2+pYqlZWEyI50SAyDUJYDpSSw98T1I3XMLOkraq6E/CfEVuSyInJLYQf2msTfEaSSRpCSEHuN2N4bbWnFqm/ullcoRtbZbdMLyJoZy4rWSs0fqPWEN4kcEf3oig/JFNmQcPSmy+GRlP5AkYk13CFacfKYsN1GZKzo7e/RJEyyIlUR3VGYqSFRQmAtE9TEh4f3bHbhNnzH/OEd9VXk8fZvWZ5esR6Vjx+eOJ7es5435HJBzhk9LaySucREqcM1wcjdj7wFUvUyQ65s5x1SV5bdHylxc0Z//gpNjzC8JT6dCaWypcQWbqg1UD9cgIANrzAmRhNMFqr90b2bh9cgI4mA1EBcnfll6X92X+b19xR7wpiQ4lqBqoGVkZICw7oRHh8csI9GLifq+o5iQuC3vqmG/0SxI6daqFwY659QYMozYpE6/ZHyq0Dh5+3LuqWIdMCpbRAlty2hN5vqjPDaGBJwZWWFxowl0Dca6eAVQJfgdwatdTl6A6c68JtxyajhiWhjYQgDJglRdSZpB4UFRDaEQLCIEr3xdBB/mEpTRiSCjAQZiTERQySmRBqUlAppWIiDoqMgYcLq0EQBtflIVw/isktfvfmvg9TX61IFqdFt86t4cUEXaqheVGgKB28A6t7dtRR/bVsd2CtAnpr9Q2h2HQ90BjlWHHQ0c8sgAK3X3VIQ91WtFdOjX3ep3o+Btv/TqkLVf2G1eo8B8MQVQ6wBI1IbiakFDq0BbKX5JP/Sw8wBHKsvGEjNdqZ5mfoY3K7sZOlSYZxxLpSWRD0DKKYOHLgne/PBhWfChTrIaI057ozgikmg21ZUNgKL728mTVkSqDqipCtY6o34GngHuJzb1Q7ObI3tq7piJCgSlBgDKQppFOIkDLMwTkpKA0FnQhid/USGzagZclZyEbIJuUIuRslGzUbNpSUUG6UaTjJ3ew3JBtUQG/zatSRMWgNGQ6nSnaRduXRNQhgxKkVdqi3dN1xa7whCA2YWwBowpvReNNqaV157dZgj63KV2Feu3sN4Aar2hnN4skmz1TEtzxhWWx9+PoIrDSRq47v3gAC/P9dGgj2K9l4Xcr2nLVgWa2uL0Rta0psEdzWIuT1UX9uulgSNYW6tIWHvk0ED802aj/01d7D2v37Oz1A9L9ixfl7+r/0AwGtyezbMzliFUp7IOXJZbjieIu8/nEiakHhCAnzz7h1v37/n48Mj5+PCct5cSLNV7wPUGtO6ZFIbw7CDn3pNRulWqYb/rNYK2435r6HNw4BpoauVrLZgvvdRuDK0Bx8XV9ChvZe2Nalb0PSeGtavvRc1uorv2hNCnlfF5xynjUlO7fri4wDvR+RWC1zH6C87rI2HloiLIkwI8dpMVEprdB8M0c2btqbSpkU7z7Xldtosuiy4+qX4WLBk7SM5EBr6uG3WF5rdBkXriNjYis4ZL2Y1tVNtIJJmutmCE9S6dZb4dRgWTDbEPvpeVFyVIbExOAUHa2OGuBFkIpIY48RumtnPMzfTzGGs7McHYswkJmJogoTBCOmRoGeCPaC2EHSlNOUMjS1qKj7/rLqdBAG1hBeY8LVWkoNNTUGCtqJ8Da5AEOPZUs3VQBodKLLqc1aa8lLWNtfrzvfEsLZ4ZPH1Ukvrnbo5USP5/a9qXmvdIlYmiiW3ubJAZfB7L170Kmxt3+1rw/yza9ufOSz0ImEf21c6RLMQQn74Ja0fQS+8Sp8Hbfw65MW1kNpxA8PjFux5jEBjQ798LZ7/1tenF8olLy46oaTvod7jo9vD9LWgNdS2FpPY1qbsiplQtoW8RE6PH0mh8t23iVou7MbEmALv3j/w9t0D7z6+5+npgfP5ibyeKNuG1eKxXPV+Ys+2LR1c6Gt7ucYjJtLGoO9n8rIw04stXYVA71Oj7X7Z9cvaTZRWLOrXqpdy7AfXj+vr+R89VvH1yQkavgbHBtN0pUMrItF8269rpO8jjosKz0qyX3rYdX13YZHvmQ48jxgjWl0Rp+Jxmom7HDgp1r3o3ZveC1JONIg+L9WVsaGc2iduqiRaDCAnj1tsw6q5050J3tOBpid0bnTGoGzIcvL7FV3pCTeoRqKOPuastNmzQ3CL3GrCum6UkDEKMRiUTAlgpRDjxiIg1cizuXCvrIRSiQLJAglj0ImkG1GPJM0kUYoMhHpwZYOcqJJRDigRsfd4/5NmNcMEokQVLJwRdhQdiGWmsFDrSDXYVNmImBQC1XtvZLf+kTj6fa9eLrO+b8jWPnu/zm290Fb0N3vONaorP0XV17twuQ4HxONm3we8QOd9aoyrjWppJBZZfn6Ehb5mdUXX0EhBbnF6LXCKtDDJ6L0ejKaApfi41m5Z1+dfyxVoOW7vX1Nf2BebQbMstU6CskZQ6UU79eeK1RYbuVJEdIPYiFSl5b9Nsa3Wc5ni807mlkP5a0rY0GBo3SE5YjlSt0heYV0qp8vG43Ah2kBeI5ftyGV75PvHB949PfHxuHBcjPNS2LaNvGVKEyHV4uSTrlyg2ay6ysWo1/i+rXeqTYTq+53nTJPvrW1e+xhq+boFTJoaxgauvTMQGqMGa3urdItU6+Sn/tgVaBZ2LY5zm+K+pxTcmjG0GLy68vd6P7s7g4KNLZ90a9CfO/6VRQj5ke9/bBv/9cDzD1/+x4DyvmHZ897dvpFP3+8Zif/ktT79+cfe6kce85kHd/Kb21J6fwiobskkuGIC67HI80f4kZf9swLSDx7bg/j/A9e1JwQ/99z+589d+h88pp/wTz3p5RN+3VFr5Pvj32Jr5Hb9yBBd0ieS0PUbqn6Aw19Q7r5ALTCYsklgkUQ9L+QqyLaiTx/I9kDiTMV4JGFDhukJSULaG1EGym7Ftsrle2OtxvmrDZkq0zaSSmR+mDicJ05j4WmsSAqEvbKdhYdHQ/aPxLvvEXsNw464CPNphHHD7j9glin7C6EELB88WbJCqMrdORBk4L98+TXnaeKNFiYqN+mJcdqIYfPQZTB0VxlE2TGQj69YH3+Hzkdi+Ja4nBkfNy5BKa8jWpVX1ShL5eHJqFvmMj5xCsbxPGOWuCtKwMjzE2vcOG2vyGUi3SfC64C8F3ZPAzU8UrePLAHqXohD4jAO7ATuCryNxn96baQVdk/KwMKNfUsMxvj6Ixb2PFz25HVG3gtcoss07cIf89cc646YIVTjq+XEbV75U3rkT/EDvxP4C4TjsuPhdMOyP3OaNqZkpP3AdlE+rO5DfzMEtF4ID/+IN4b68WNab6nhgtX/QtYjF3vEZOTVzV8xcuDDwy3LoiT7B9LlT+Tpb1mm35FKJZV/QnMgnCMWjJIOUL8mlYKmB8L+D5SSWPKXiI0EKyBehLDavHOzsIYDppFhE8KyMZYLqQZO9j0bH8FeI9yg8S1DeKBqQusAU0F2mRgeGNMDi75miQckG9sJqijLq4ROG/H+vyJBOJxuUXascU/hhhIGikaWdabUkbfvKg/HE+vjE4dx4cPrV+jd/wBrhCXwYX3L4+UP5CeDM8jxjDx+pMqOp/E3wIhawEzYioPD1piP9WmHrYKd9pgJy+GfKdN3DB9/Q1x+h776/yK7P5FWSBehDBN1uqc+rZR3Z+rhjnz3BaEembKQwzdcwj9COMD496hFxi0ipug2gkww/T3VVs6X/yc1f2CzHaivK1Uimwh1MIZlJVzeY/MFJsjbkXr5FstfEPNfo8O36PS/ki2w2ESoZ+bye1Kd2dn/QAmVj/t/psqvaRTcAjnM1Qyd0Qz0ZoOeNBTc+92b8frGX0C3VvCJTZz3nAh1HM/XY2e2lCsg1MHiCbEGavbEzgwrG2bbM1PEelA+uoQ1FCSJB8fdh5fVWU1EAq3gECCGigQlxBENIyn0XhAzMUSGYWAYA8OYGYaVOClhlmYRP1KrOTOoVmdPldLmTaZQKVT/rwfdhoMeRdyCqRhVztTg/RzMKqFmVNzj3+qG1a1ZYiyYrVBmZN1jtnkhRD5i8b1bNpVdA62CB3nmDXglOGCqV3ywMYjk3GyYJ7B4ZZjzIhD3Jp0VKxtoBE0oK2rHlrx44zqX2CoiwcN66c3efuFYA4J549lCpJLQnjTLRqX11GiN3FzhkMDG9ln9PqusVysRxzmaXVFpNg7mzV1FG2AXPAmwMuH2QP6eVZKrMuoDWk+OU1HcLqBOGME9jJv1B2atCJFbYcPnDTRms5gDdCEhsbQaWYCkpBgZkpBmIe2FcSfMO2EYRqLuCaHJsG2FrVJX2Db5/1P3Z8+SLEl6J/ZTM3OPiHNOLnep6uouNBoAgWlwQApFuD7w36dQZIQPEJIzIyC26UZ1ddddM88Si7uZqfJB1Twi8255geYDvTo7b54T4Yu5mZou3/cptScvQpjQmtKaorWjtaH9gvZGV43eC55YkWaO5NXRu6BH8qORTKmS6ZI9ELURtjccaXnAZEXT6rYgJBoD6ohKNICzCCjk4KiokAjJ5tTohjMpRNVzVJF4SoPFG4lmw2iSAyjj9seRyRbvjehX8onzLJq02iZJ4uyXTXNaBlY4gkornuzlgrNvRlLNNaO3RLZGnwYjNPcbpke/ZhpSEXOskaG3e471GWh8NZc1mEaPBQ9EP/BMZSS4PGmQRpwhMBjQ/o8In4bNseZFTD1ivdH7E60K5/MDz8fM19++UJeElhUtK3//3SNffffIu3ePnJ7PXI6VukCrHesLpi2YUAlCvgK7xBqIdxF9KkRL5PEieZyKswGTI3Dd7GdP0pqiAwXVuyfEYx54cWGOtZbxHi/p+pwAAyEnA6HnxS4ZBe3oASGBoh5F3zBYPnYKyOKIxSHZIAXvGlzxpq+3CcZPmngIfj7hFb7nuQxD5+KJVN2D7hCOiByx1NHcEU0kTV58X8yJiLMzSqT5XkIVHxaJIk+sldLdHvXkz510wtmGXgAhNU+i6z4Sf8G0SysmZ2dBmffMyZv2fPG9vZw9yWjfIzpD/0ss+j+luBcTczbGlMgpMdnE3Xzg4fDA67t73t4feHPovN698z2KO+as5L2Sd0qeHsn5RNZHiq3kvJJT21hEkna+1+nkezB7VDpZneHnr1SxPHkT3JB/IewQOmNth6Xm61sdwSmipKljNtHVbZo/K+Q6Q8/ef0M7Vh6dOccFrKK5ONMwe085mSYkJ18iHaS5f6w5oyWk5yiRjq9uX0MvW/Tgc/1TGlOPfPQWjwtXtD2BnE1hyxWG9EgkpYm5I6Zs/SKGvREi8bidjGtC0Hz9AxYJQfRazJBICvr3nP0gjHvJIFGAsNFcuTkYiubJPSk+jqPwGUUI6+rzQJvLftsFVaOtF2rKvDx+j/UjJTdeju+ZykzJheeXE8/HE++/f+Tp6XvOL++plxfaGknabmj3PiDe++o2URn7+2CxJZdt8k62aRu3AZrxvllTPFf1M23yUu5DS0iQePFe2VDkUrYkm/8dhYY0wDoB2Ah777NjFIM94Ws2s8kwkXzsRg6QYSf4KOciONDk0303wP2spCQFT8yqJ2xTBtkjspBtdR8OpbGitjqzMsd9i7MVVN2n0lHMyO7LpvUJzIFxRvKfi6EE6CHYMDEZIaXo07XBKXxb6BWWI0qBaSbJHtJbSkokCVZasC+SzG5LmoAYF1vJydlLOSk67ympYFOjZwc4WjPavXpvv7aS24kpKZMJMwd26Z45PVHyEyUJcyooidILqmdSekdKjcxrzHaIfe9z3UZ/qC8x2bm8Oi/k9IDZjq4rKg3lgnLhnBNNJlKulNRpq0LzuSVTMBKbz5ueHDWe1YupaUz7YK86ez1sQBQQ0AzT5Ht6fkbk5PGNFZSGJreB/kcgHZwl3Gssp4SIkqflasB+6shRqNvYVvtIaBZEBGV1m2HizD9TnKkquOTR6j+TUQTIwUYIdoTg/oFIqIma97cwGMAqiVyNiYMtEe9/lIasGc4ucHyLFzPRGaYF4eRrsJcYL2dOOFDMfW2RDHKHFyCChZZXUlGSPiB1hjqhZWa9CMusPB8XSs7UdealTJzrE5f6Hd89PvH14xOPL2eez3BaOuuyUKvSO/Qu9JYc5BbgHLfbyW3H4DcLYBe3F9l3KesBWNI70J0XWNLqG1z0hBh+tGn0cbA9W5EHrrYrmLBZj2CKsvf9wAMu9ysJyScr7r/YrYRq+Mua4zrKACDIBpIPoKJ9hhctHtkA9T9z/DcWIX4sQf9TmfUf+dh/87V/5J+/9ry3BYrhZMuPfuCT7siRmRZjb5uf4PtPLPDx758dpo82rJ+qVnz8860g8Amn/bnjB4/9E/cwij+f+Nr/a46U4O3DTNKZfDgj2dBlwdqFlmd6+owyZ/JuiSBjwmqjL43eM5rvmVPirjyzyErjQKuKProOYdon0i6zO7ylaCa9nJEK6c2BRMJKwTpczpm1wnNu2H3DDsK8B3m7h3RgejRmoO+Umhu7ds/dc6afjclgkc7jZGSFh2ViJ4XdfCBNE3pXSFOGvRuAz6tSXxp2OPMyN173Get3lOnALs3cm/LQOpYPPOcDyzwjrxq9LCzphckuHPqZWRt7WWl65HL4nmYLy6pUMfKhMzUlc6SrcUqzyznwzKSdw3rypKXcg+y4zMr6mVHMKFXJzOynmckMWzrVhGPP9Cnxag+5QdYX0JWlTqwN1r8XLMGxd7Q3dl1IqWBpj2LkS2a3CvtUmaRT9k8oR0peOeQJVeHZOkc78yIdamd6Tsgl0Rah6kTLr8i5c6dHsh6d/fEztrDK5ygLq/6e3o8BrhJKvpBRSntD7zOSL1h5odjKvGoE76577OHBH33ztyPGd3S50NcnTxDn12SDnX0LyUjZ0NgkzTJp9xbSzFx3ZE1MppTSyflATyvSvfnyKjse2aG2p+shll40FuoLZvDAeyadSLJHcud+V2GXyJMj4HZ3RmoN7UdUMyd7y6ITd+t7pt5h/Yaevuf5fE+r98y5U/p32Klgp8KLwZP+lvV55fL+zHKGS+msKdPLEeln8vHJE5K1IHagaHFgnx4xU5bslOWkX0J9TbaCSMPaDpY3WH6DHu4h3ZHaglbQWqKZ+TuKvZD0O4TnAVAkN8VsYm1/jpgyybee9Fv/wTfe/luaHkh68CC/erIgjVwXC2YVTXtPKE4FZSXbkal/h7RnUqvu9KNApcoes8JuecGKsdv3QIj+iiNYOmI3GvqEA0fI80RwaMkbmJlFQBoO2ocG2zcX22iZEs6DkdSbKDuqRtjQ5CPQlaH57/vhCGSvAbFTNs28ICB5hrxDKN5MLs0etOQWiI7kQXMK5pokvD+hkrOSi5JKJxeXrBGZaCosVXm6XPiuPFFVqaqcTo2nl4V3p8bpLJwXoXWjKXTLHuqZhe55RbRC8yZu0nsUBRztb4GMNZtd3kCLB70Rozr9uTq6OdDr7iSHPIGMQLdDX2IbdGSlBgLYAoGOpSArhHSSEQii8wd7ZhLDkgR1eSTfrk1lRcByJObsEGmNOryKTzyCdi9B5Y2NexS+XLqHK3hZCet23maYp0XmmF+j/0j0DMguO2EM5zQSkhaJ3k3f2R3lFGwIl/a69+DYPOBJ4kmi1CeEK83XacKGsPexUNdIlUD2SFpCnsYZO95As5DynpR25HRPTveQ9miaWRqczpX3T0qm8/h45t3jC++fF06nlcvlQlufaetCrSu1NXqzCDLM2ZJIJOOchq/iSF3FE2AOMnBn0MTfNR7i44jt4bdpJJaHHVFPGmigN7fEVyTpzSIhD6PQYYNpMBIxgRwb/x75Z5eOMEYjaNvsgCOnPPHj0nKDpaEbav3npthI4geiKo35GUWILYM3EnVjVo14IsVag9G3ZCyUbV7akCkLpkTI9mya6NKA0bQ9Cli4zXM51RiTkaTa5FJi3CIZQLCZx7VHOnGz06H5vP3UxGWXKtRzZUkLL89nSp7YlWfWCj2t9FT59v0T7x6feH5+4XI6sa4Xesgyadgds+hpE/NkE/eN92uEbxNsKmef6LYdOFJWcbZTBlVU5To9RCBHIlUnrhrTzoZyppZs47S94njW4f/75cY+JGHfFIteIv4BvTmH8YHO+ogjtvkQ70Ir/PKMYzuJeJGT1oNp5ZINBKNDGAyvNRKShJRBxnL0bUjxvFHYQb3YyeRIVSnBokknMNDu6H6L3j+i3h/JZdE6pO4IUykMRtn2nghUd3LJs8zJi47BDBqFGGOPUhBZSHSsTaglWIOtoi3izAtGRvsj2jK2nrFlj60HdPUEhZFYL5V1vdDWFVtnrEXCCnFbmvAiLoY0f55kAVgQcYbU6O+TmrdRGX1vNhaMgwPI+Vqg6j3M0Cg4RBG/n9zuZWeADgKOzs4Qk+TXlkhUEYUPaS45l7Iik3jOruOAF/N1nzR7ISitwXTLMVVduz91n2uqQw/7pw/vg2FXWzHYPhu6daDwB8p92JmB3o+1NnIEV6ogNnoEbPZzNDIevtkodtysk/AVbDBntrXo1x32cNs3PlhKtu0XLp8XOvDjHX5gSyLxHwWEVhspLVwuAmlletzRqjnbNU2czidO5xMvT27blmWlNqU1j/tMWyDqmyc8Td2nHcWFbT/QG7tcrz8fBkxux9y2Xw1zcP1Lr48vCS9WO0NmY0FsvYUktiLBZdOuo+73c7NPhc+8baybnR57rn/H/fh0M7vk5v3+ikODJSJeWDd1tLls4tFXmSiTCjJFQ+KJPvyBYEFa9neawm9w2cSMy60qedv7nD2XrLjHUhxIl6ySekg7iqB9jnive0P4MtNQ6DtynZC8OpiHHH3uBFJ2xrREIcn2vjT0DNZoqNsWWWm5IZJRE8rqjMfj8szTpbB7gZR3HHbG3d2JS++8tM5xXak20UxputDNArFdcZ+1bQjzLCkQ5V5MMXWmi9LcNxcvcMlckdJc0segaGJXE00KlRJSs0CvdD2FTzq55TVi3hx8nkfBnhY+RmoOpIn5aqTAcRQvpFnBbAejD4+As+nCB0bDH/RYgk3S0GOaX5bHCV90y+eNxvYei/pSFEwLokNWLpgZOeyi7X1crWHRFFmIhtaxpgXx4kGsM/c5h80MOWOp4U0MRld8bkhOhp/sFblRzA3/uaw+j8c61xytrYK9pJXR68BBN9nZEwGm09bptVOXM8vZOB6FLCs1GedUubT3XOp73r+88HI8cjqduJyeWc4XB5KsSu8tbN0aY+Gxj45eWAFKcnDEGLuy+a7CKFw7C0zMiyubsKF6gcqHdXEmhcwxLot/XiN+Bz/fBibzwqIM2c2NXRdGc8gry4hHArS02YSwQQTQQFLYHUP65Tr/PsF3+0eQY/poUsvHF7YffGT7tfHj9/iDn41zfFQkuD3P9lGLjfTH7tNX1lAR/OGF4kS3+rXbPd7ebFQqh24u1+KDmtDVgjWoqBE0/aFPdvvn45v/6N9XuMWP/Ps2aPv4/m6O7Su3fSQ+5bi9zu21bs/wS2f8sd9/akBxPVISfvvZgX3e83x3Zk3G+u079HShls9Z85c87C9MdyeXvukFWRfsWB1xmN9yKMpv9t9zlMwlvWZ9atR/OCIpsXtI5Lsdh/1vySukP/4HrK7kv/wdZbdnfVfo50R9NvRspM8XlrsL6dXM4aFg+wP25Wfs/2HHoR84T8J5Eu4avPk2kLiWeZc6/2Vn3DXhn9qevcwc9q+xXXHJpF1G5xm08OdfK+lp5fGLR97Lypf1r7D6GfP+Nff5wBs980VdeZED35XfkA6Z9FBZ9Mhze8crFt7WI3d25KF9zamd+f7hO2qG4zKzls6cK9YaFxasCU/9Ld0Sn9l7dlrZ1SfoRy58ScU4/hYe38Kr74yH90ZJEw+7V0zLBT0dWdbCep5gn/jiswxa6f07rMHxsnfb97W74udUkVw4vM7ME6zlgc7E/N1EfoHXd5X9vGCHb2m775jlFa/knnbOfHtunLjwkit36543L/eQMuuUWHc72tsv2Ocjb/Tvye1ErY6W+Kljlb9ApXLugtqZ+/N3zH1hKi8UeWKue6xO9N0Jnd5z6Gd2l0bVSpVKD8prsq9J+v8CWzE901WoZFL6gnn65xTO3Pf/CbJxKX9Gt5mUHzCZkVdfIvnA/PSaXAvzwzvSfCbvXpGKkdc7pO0528pinawPFH1AdEbYs/YXlv4dh9T5onyN2GssfUGaG3efnbEZ6u6BkozDvpJ7pa+P1KY82V/S+o7Xl79hV9/T5z+w44m2/hsm+T0P63/i8PxH+vuJ/jjxbv4d3+3+ivPTEy9ff4vKjE0TNS+0+ZF0PrN7+p7UdyT+CsjsqGSrTO0bjIU6VZpkcvtLMr8j2x8ReULXe7Qnev5XyOvfI6e/J1++pl9mdNlRDhdm/Z7cnyn9W5osNBGSwlw7ZjvO679C5IxNf0fhxO7yhPZC7/+UqpmkTySrlOZNlctnBbtLSP4eSy/U0yva5QGdoR8u3J2U/fMJ7ILIgiYo+cwqlZf0iqkqh9M7UoHDA58O3IzDohCQFMTEpVGSOwYuibG43mKeQLzxtKMUE2rTzV5mWwArISei4r0MXBJMEVtJ0mEXzo00TPrWTxECfUJ8LxKC3oQ6RUL+4o0pezgaxSVjipZAoDekGBSDMmHlAcsTYhOpF/JkFFFy6ZRZKHMl7yCVCUk71p54WZTv5IVeF94fd3z/tOeyrpxOJx6fK4/PwvEsrFVpDbpOdNW4P0P62ZsEu0eI1ErqjWaefHLkmKC6x9oc3wvNd02eCGRBraLqiVBHp3qvCzXcqVRcPxZHWJskZDowBFwc6RMJu7imB2kK6QUz1xMWiXPL7N818QRHaICKmqOUJgUtSH3AUJI88ylok22uQTB1BiBC8GS0B6bCjEgjpUgWKYitZDkBhWQTSka5i8R0A1bMXnyO5AcgdJ6JBHkkpUSGxFjamBMpVw9EeSDpK6DQrZDsAvJM0jty6Jg686LAkNbBE1AyGjG69ozrD+eC5M8gTcz5wJQmSn4g5x0lv6WkByivaPnAeYWnp4VWhaeXxPPzE+/fveObp8bTU+N4fmE5f8dyaVyWlbqu1Gr06pJ3XaFLipzSCZGLN45EUDywKLWSuqLJJUOyDBL2QJyLzzELdpP0iB2D8SBc0XGblNIc3zk7myJHk83kTTMtpIe2IkS/Jr6cTbMiXFDu6LJHEJcoY7AqCknvceRZBJqyzZyfmWRR2JQhwRLshh5I3OEHy4KxRN7mNvgp/l2r3o9lMDcGAt0k9vNAnWLXosFA/cjiQewIWLf+BznGY+iKq88bLX4uGwyT5Ig0IZJ0MPSBt4SdpW0sTVxSylTQ6j7O5WVF+pl33z1Tq3KpicPdQrNKt8bj6T2Px3c8fv+Ol+dHzudKawutO3pVtaJ6DrBe8DFSjiDa19d4x1t8n6MZafjrYt4YXQg2kXnPCVfqE0jiEnGaoe1goN+kMTSbGdr0FomRm8QpoxBrI6qSCGzdlzJb3W4SRV5p3BiWK0I58nkWaEVP2HuB95OjFhFMXiFMyPId0hf6wSVK6cnZDiwIQ3NZoSdSy9g0ofOEIBFbJ6xln4P26P1B5sUTLXMwvMrZX8V59vEre0dfrq5T3XDErOTYC83nmJj6OjOXEvSEfyObMfV4kYrPS/M9X+W1o9/lhCH09Q2jiSctoa9iznD0snD7lrac0fMeO87o/Dl9/pzelNYK53ritL5nuVzQ5YCtzeezpWA/Cmn2fkB6mT2Rrw9us+UOpGH6HrOVnlfvOXKTwBIpdOmebpLievQVdA0Ju7ZgeHIGVajvIQuy92K/CcEs9gKr1AffA3tIvckKqSMXQ6qRXylpB6q+Bk0z6EyuibwmJFVkOoHtsRRNSmVBzOVgMQV9xn5pL01RmBoJZ0s3uRu9fl9GMjjktDY0fBQ7zQsDIylukiHt/T7sgvsbI0k99uaRrhn28waNThRghUhuDTut8V9D9magZN2WmjhTyotCVzbU5lOk7n17ArHem393vSyoGvllZW2JWoWneXH/gcJSzyzrmcvphdPzE/VyZlnMm/y2E9o7qkuwW0Nm0xbP32xJ0CHL5IwBiYL0AN5cMx++lt0WRnLvB8WW0UPCk2nYAHekbYwEl3eN6qwn8dgj5EggetNhGXJZZpH461f/wwZ4JMYMCz8pxT4Ut4jhUoG/5jC8T1lD8hL+6z3oRM4SjLcd2IxKxVJF0htK/oxuld7XGKPsifHcfX+Qsye7+8HnrNwhKDnkmTQAT6r3OOvkBVIjtYXclU5GJdHXArVAOUM5YfMOTQeoUNIdMi1o/tZLsMFkymVC8kQWA9mj+rm/if6CUanVpV2aXbxRtiXmLCQS2hOPx4yWztLf8nx5w+F+4WF9pFth1R3nWljswKJnlnakdtBUsOSoed8LCqROEUEkcyah1lE9o5pAqsu/iUvWSGlkad77q0PpmbQWVmkoO8gzNh+gvtDaI4hLUZklcveeCMbe84fRR6l394dLWoG6seI1ihClTR7TScEIEJ1MDriRCyLFlVd6Q9rZezbMIU2p2W1ig2uj9R8/BsOaYceDza022NLizJc2Yb2APDubL6nvc/YKeI3pgvUzznC8w3tdOJp+Y1sNNo0MPyr6Duh92Nca8dKwZ9FjT4NBm1dn6op5UTx5cYy8YuWE2AO0B9/LbcJ96VjfPeKuwZztBe3FQR+i9Nro0lmOz2Q78T4vLHXH3C8UfebS33Fp3/NyOfN0OnI8nnh5fuRyXFmORluVVi/02rB+Dva2F1Gt77wglNX97H50W9ffun+QjyCrF2+sxP6A72kdL+akDj07a0NW4AhkVA4gK8IJs0Tq0SMmBWOChDMensNv27m/lrzw6MATRTdpzDXsihclTMSBSNIQLldf3gpDXo3mvT1Ch/kXrdo/bmPqSMx/kGj+9Kz3zx8/ls/+rz73bUL942T+z93AR9eN5D7DoVSjxwY4ZJnULPSCh/ZlFCPs5kRXqsQPnst+5Gc/8YOffo6Rn/qFJ/zhl37uWr9i+/zg3X3KWH/0dYEyVaaSODRvElwl0YpLOSQVrBq2NrRVaAtVF9q8bCIH6wSXg9CsMvUTlgo5P5Bk5bCcKJbZHWdyNx5msGKc6oWq6s1cJPNw71rSeZepaUd57uTLhf2szFOhTsLzW90UulUya05oTiy5sE6F+7WyZ4XDiS7GOXcsCe3cSF1Y8gSiPNQduzWTcbTmjleYvY7C1gttadRnxeYzaX7EJmgzmB4pHcwK590dl97pNdFaotbE2oWlzCzWee4TS4XLuqJNmHV2Y7Lu6LrQSkNzp6hTHB8ujf6k3F0mdu01JSWaLSSDng7kXSaXmTp1juWC9MokCzkn9vMO1cSl+uYztUfoR461cBHIB0NKIv9WkbdG6Ua2RJsmNO2QkphKZ+0LawA/Z4N56sx3HdMJrV8yp8xBLuzsQmodaRnsNz8xh/3ID3+PSGN3+M6R708F1sSZE5dUWeyFJi2Sg/eoFpq5rvZkM03F178ktEyO2OoF8orkF7Ls2KuRVVkbWBdq8URzegBQbH5G7ILFBtDtT5i9oLWiffJ+u7vG3JSigjcDnqEoUp7J/T2lfk1Rb6Ce0kJOz870KQVLO9L6Cgqc749INi5WaE2R+hWlv8f0K5q90JeVrsLCSuNEV+OoMzQPuC56xpbv0FXp/eCOON5Eaq4T0jpKcbVSewFLVHO5mzY7clvXB8RmZDWkXWA9Yv0Fe7l4YLt/hHlG2xGhQ7kg+wUpjnYw2dPld6g+Qn/GEGryZInIeySfqXcvdF2xl9dYnaArCSUnl8yZLJOsUPuC1gZNUO5I7Uy2xZHS056eJy4yk7kw8UTvD1zqn9PTI5RHLClL8Ua489pJ7VduTEFrtECdmXlCy422JweUnQdnG1K64Q5baPUzJDCGfQ2E3hZMwrV4EYGdejDk9tlt8kgweSzrySLpEo74QFT4J0QGMhF3lKYZSSWalmVHoYqj2jdtYklY2ETLoe0s7hxrT2gNRlMRzga5G+tSOWdjrRcuy4mXY+O0rJyXzroUau205o587yva1XORKiFp4oUEtdFbQzbwgJliSbE+kumrI5ClYWmwJiJ8D2SlB3IE8GYgeCLpNxJzt2wYE0e+pChNiDvsrpfqOtqOTA9UqMX7Y/S5CP9gaMMb7hzaNdD9VdNtA1G6878VIIxtvpgJ49Lg7A4P0tmKJC6HUEE6Gdcl1Yj+N/C7Z2/93Y9+CURRZgTtljD1YNclcd2x9TmUYmrazfN6YlIGy2ebswMNFv9Ltv0hWySg52B7ZFSV3irn9cJzyixNOB0TL8eFp+eVpxfldGlcLp26GHVp9PWIrosXnNQiUdy2edO7I823SmRoWHsg3yKonCPZQrw7T7w5s8MRbl5EGOjOvr1ii6S4jTSM4AkvURw9dS00JMayHv0mYr0O5BmBUJYcyOtIlnzg4I57GE7cxwmeHx6SRpKej9y9sWjGvApm0dagc8z7mKQGnrwO2xRI6AEAAov8XCSToqC2XWDMNwm7OWxfTEzZmBnjWft2fwSLZ0zhMV6DQeRNH40hFWBINNAVel9p2aj1TEpwOh0jB1VYWqXZQrfK8+mFl9OZ8+nCelloS6MvFa1tm1+DVTQUnzYg7ngKKeM//E5tIGM9uA7D4okIf3tRsFFGM2+JcfJiT4zTkHbYLspNQBn2zQa6OwbJWsQZYwXq9b7kOupX6T9PyPg7HtIkwXwJlN3VkHzCYQCuIe09BFZEz6S1OSJfggVm3ZGHnUjq9UjAOwJTsoRcfiDJU7BtdKxZn2vWp2AhBLKxmSPudUgdDGmx2Gx6d3tJSGbhSR8sEM2a6K24/StROGLHtQhkJOYo2Bmk7sVOEbQl+uLJ4HWGpVUu9cJxSbycvd9SSkrTldqfeawXjkvlfF5Z+kLVjtrsfWqSI3+lHbzHT17cN2kLqPncN/OfpU5K3tB1K/SVSPaqeO8xPGlBcZmtsR+aJWdzcKPQP9hHodBxVToaUl/Ri8jUJbLA2YN9wZYFsULWEmBPdeSoTqCC9EMkjy8gjWQzwvTh/vFLSOGNPRhJ7K3X3GAdjHVo/p6l4o3XIyFI9Ej7gPETKPnt2lFk/uBWZPv/tgXzKRLlo/CqDOSyDKaj+CA6mORqfwfTbJM8G1IosT+PWzF1TXXVKHRoR3ult4pIoi7+vMku6ErsY5m1Lv7nfKStJ1oLvyx8Mw32w+bbjMLktgfd9GyI8bIbtpqMvcn0xi4N1sbYf8fP/d8bR2QwxoBrP61R2B8sS3+n1z3juifa5i9f3wnDp9muq0GEuPpXV6ZK+I9y/fanHYLZXSDK/RoprYCL1TiDava8U5qwfOd2tY/ycDBg0y7WwRSm/GYs4+cmhkZDXLPYg9Pex8ecNWWS6TkF4h5Gktes+ew2g9ZRKk0WzEr0soHevLGuyETK2Rs5S8hZieAggk4fTOxmmEK1gQo3tHdeji5pp7VQGxxq41Q7RsVkYWk7zmtiWZXWvK/XcEu8D9cK7cWVM/pK6x3t5luEdpdIjf4ZSTKy+U7eOyynDiXB7HnhEnV7NcFSIsu0+S++vtyOXWMGB/tIxiUWJZqvm++f2zwkxdzcRWLxOtfcbnVMvT+W7+8Z6XPsa8UBaLL/MC75sWPruTX8V407H2wedbsqNWRQNZ7Lb3Owpp2hAN5P5BK2xxPi7hcqpMFsGn7Y6IsR6yWFrR0hzgDTiPp5xDbAxFhLYod4X4JLCJvfCx0bvdBM3AewYC1q8biqS9gmRe2IaqfVHetauJzdDq2qZDtxaReWBsdL43y+cLmsrJdOWxu9VbSvaI8ia09ew23+jkc8o7ayMeVN2HqvaAGikbb0AHKEvGkykIaJy+gZg4kUr2wDiIy4/AyjXwPxusjh0yRQ9XOlYENZcoaKDBs5bKfH7oREr8T+w/DlpAdQycGTgawYRu5nj3+kIsRHAfdGQxtHOE1y8/GrDf/ocze///jcHyyg2y/bj/zs5ncb//z22vEft9f6+JTy8XklTmfXr6vXK0dvNwzUkjtxia04oRo6iFvlPyrkt49kHz/fLxiM7SO34//j39m6098+0q/w7z+86A//82pob+5Hbj74wZywH39VP3lFY9pf2JfG/ulMXxceKVx2E7IWche4dDorfT3Tq7BMLywPL9ReWOuM7IX3bzNSzxyO/0Aqb7nM/5RJFj57fiIzkx8PTEn5ze8SNnW+f3nk0jImO5DCn/1m5tWU+eYy81IP8NV3yNMzr373O778cscfDkf+7qGzuyj7l05PO055z8KBp/QasZUvThPT9IR9/jUrhaV9DmpM7y/kDC97qHnmL84Tb8477uw1peyo8ueofkbvj/T+FevzjnObsOmRaTqy3q0s9ytYYa870B2Pr9/wfE4s569Yl8rlNLH0xMv+npN0/rRcWC8ZXhZSEz7nnslm1qcH1tZ5/u131P2F36+dt12Qx8bucWHur5n6K3p6T0vvWOWBy/QWmTPTIXPkhT/YN8xt5Yv1zF3a82b/BaqF5Zygdg7HP6KqfDfvaVb4zW/v2d8Xyu8rKSvTn4TyWGh2R7dG3itlX1monPWFqex4yHccDp3D6xU7vqF/+xfk/ALyB3Z2JK09NLn/Mjb3Hz/m3/w/MVHK/OxSCn//r9DTgXe8p5ZGtq/xOrCQ7DfUNqNW2bPnIDMXXRwNm2bq/kDWz5n6X0L6jrT7n5n7zJuLJ0nfLUIXQXsmzZnD7xWZVvr5EatGS69909D/hPT3rOs/pdpnlLeddH/mYenMi6MGTO5gege7r5kuX7Gv/5mFVzylf0IpcHf4ilT25PkzkFfY6a/RKfH+y29x+akXbK3c8e/IsqL9mWor9elAsolLO2H6He0zo796YEqdaer09RFbv0fPn9PaX2CyYPpElsJDfaDXzCWdqNa4tG9Aldw7kpTlwTXNc/8Nqd5TTh3pj/Tle6y9xx7P6KWib/9AffiWtC/kXUHmkzf03O1ADnTe0OR3tP538PIHVzvPO1Ixdnd/wHZHzm+/xmqm/PGv4XSA9A2TLJTsKqgHLWSduCzfUu0Ja7+h61ty+hMlPbLm19j+N9RL4cLEnve8sn9gXf8lz8f/HuZvyW8f6UV5Puwoprw+nUm/SHn90Lo5ojl5k0wxtIdTpK5nbnIPsgc54XIvDXJDeiJ1bxamEqiqRDgYd252R2Oogjs8fUUwzHbhP4SjOySEQsPT/ZkI9BtYvmBpcep02iFMLpEw1lVOsL8Lx2NyNHZ+wFImSXLlp5QgZ3QuyJTRSdESKSnL6OpFiDUJ2oU+CafJ6Z3SGt3O1P7C5WI8vyjnc+L0MlNbZ1kr2lZavaDNvMFdF6ytaLvQ+wnVjqkjP3SL49Wbe+sZ7WfMzhgXTBqaawQLJQpDczir6r5yCyXj5M7ueO+qEQyPgF+T02KtIqKk7IFoZ3KETor+Bpv0E4g6+k5piI2WCglrQ37mBOISHr/66Ph+PeUoRHiALr1GkIEnyxVPNuXiIPJ4HEM8eWQKeiKJkG2HSWIJFuoUQbaWUUQYUlSRwIv/yWj8bS7mLRQS2edJnr1YEAl1US+2IRfECiIHD6olLrZJ6LgTnLKRpo5MHZkykndIukPSTEqF3hrL0nkHnOuKLIm0JE7LC8flzMvZeP+sLOfG6dlc6/X4Hb01tKqjOdvJmwjrgmqlNXO5Vg2ZFAsf0VZcU3mPMXszPg2UqaivI7nzIoplRNdA+3dsNNsMTeueWrimHiBI3seLeQH61r9BsgctXZ3lI9wjMVc9ixBNs20KXGkEH4KjOy00m3GGrwApGoz/7JEjwKt5868dcTuQoYP67TrQ1wRQCdvkiFMPpPYeDKnh8nRRcJHQQc4xl3WcMyRVRpCUXDZMAnF41Wi/KUCYP6/3riBihaG7G0kkyZCL++2jGXROcQrXW7e2olZpDZDC+Sy0diJNwmm58HQ5M+1mqh3pduFyUc5n43J85vx8ol4a9Vjp7YK2GvHCuGawXIbM0TbY+5j70X/GDuGLO6ofc/1k103GC8lTwZs/egNH69FoOuNFaj2xIRONLWDfkn0pkmkjUzxiubbi0kUx/DnYcyNN53oInjCxBsx4T6KCsHPEuB23pMF1Q/vUYMHQfgIEm04gK/ncyC1R5+L9Aax5QqYlpLt2v8vuuR0S8Z72mMHSsGxY8QauvTljw9GJGVsPvs63DpQLiGJ2h7JDk4NKMIl9tEJTlyssUcyTGWNG2533MFoSKStJOikVUn5we1k7ko0kr0gphbRJp5WEZqNe9qRWuNwn0iQ8LQsyNe6fhUzisjaej50qC4tUXtbOu3Pn/fOZl/WZUzea3WNUcnaWc16AfmGd/j5Q6i+ehOANkB3Rqp2UVr8fZhzlWyAL6ZI8D18UyQtajsj+CWk7ZHnANNOt+PIlCnu5xPPiO0QZygYHICHiEioOelVUCpoSsrxgyzuEA4W9NwNVwdjROZCYSLwFuWDyHkxIco8w+zpWNlmmnz88UWri9zOSpQwGC8EepTIScMYaNmX2BK1d5VO4QeVvBZCQ2btWYEZPl5HDGInBEu/hjMufjO+H5ONoPm1RkMS8eSuR7LTszdhTghL3AGygCXF/Q1N2iUkSrVWydtoyY8333XURan4ipyffizFaV5fKXM+05UhrRq2KNqW3kQfpUcjXsDFDni0SldvaHwVL95OFhc0+W8ixRFNeQzbU7rXQ73tLmAi39wOJkYYBG0UY3x+Fs59Pht792DeigLAVG8L4bQZ5MO8szuPv08EswYixFrZ0z6ck6a5HwvgMLyqdEPFYGbmQmitApDST0w7LB6xMSMvYKkhScq6ozLTyyouA3edO1ugDJWHn9R6Sea+BhBdILQOvfXy6Qs/0KUMJZmEyki6YrnQLOEPv5GWF5qyyPO8gTZhCLo2cMqx3bg/bI5KUlN+TUsKT7YkW8qO6gqh4PJESbW2UoiztyNOLsr87s79/z1wmdtNEKY15qnR7xdp3NO1cmtDVO8+4Qn9F7YQu/4CujbXOXqhYfe721lzJxCZgx5yNkswR6SRSWhxouDN6Mi8vVG/YbSRPbsseFaO5UwXs3UVNUSS07nOh5GAFJrx3QWZrXJ063kvuAGlCpoa0Bq2RzItCSqPbyeOyfOf9g9Y7n6fmLFIp8y/vpG0XnylboWZIKXnt2YtVIqfoITIYQ4aZywD53p2xUjzmsRUvwgZ7ugtuR5996aQD4FLBApDP4dPcgL401mrum3snATSTXJF0AR5AP0OkoraEKQkbmBaEhOld/DxkmfoMMkMLZnzz9977d7SUuCz3qM1Y71xKxYvgjbXesdQDl2XluDyznCrnp5W6LrT1TK8Lvb2gNWF1j/VpI2GQ3P/RdvL3r/fxvle3Wf2A2T2WnrB0xmVFo++KiPvG5vutMLk/mmUrNEgAnYQO+Yktx2AZl8rymMF9yu7vIkfM2nbuS2fZ4lfTFLFV8rhAImegw84FMDIt7kOlfeQT8ie5bv9IRYhfymh/9LufvLGbioD93Od+4VZ+9AcfnXD758fXlI+++9M34QV8i03NCw2O+lB3nOLnt4WI28L/+N4tJm4bqg1Gxg+H9gfD/QkVhZ+r03zwoZ/6wC+d4Ee+u33l4/f/a1+skeuFYpm0CrZM3DGxSKJlpReXSrFlwXSOwCJhsnc/ce5YNlpTytKZnwTOyv3uRE4VOQOm3jgrC1+3O8wK9jwzVYH9gpWK1kQ1I/fX7O3AIS3sSkdYOfdvUVZmCtI6vSstdfp0cvpS2pPMSHaHlc6qD6hmlvc7pAmlNWwy+m8qdRYe50onASv7Br1fQL1xY8qVRYWnFvIWPaNWQU+sVrhoQ9cJW43n3jhJ4SQTR5tZRDjtE0sWpsMdyQpJTiTrdFsw69S7hDJTJHuwls5oenQkuRrWO32tJCp7Gm2+UHeu975KwnTl0PfkVuha6CnT80qXRksFTcosShbjYIJqYloTuSTabqHLitYDVgs1TSxyAF2wvrJqRamoCJb3tALnqWCz0A8rTRZqOyGycsmOgmyToy5+6tDn34I0bKeOjk0Nmy9IWcm5kichFSFll0vJLZOb0iVxZk9LEzYfyHnyZFwz+vIP2PSOvntH454qf4bKDNMXke7xav1SXZM0L4q0hsoJstC7IpqD/e86j2rdEV02o32itwJtgjoj9XMczD/hjUpnTDNaoR9XRBbEjqSUSG1BWCmp+qbe3OHQ1kEXTi2xqHpRoC/I0dewZaMXpa3En4q0F8R8/cHMKt54rvWEWiGParg6AlL1GUswpYWcBa17by48gZYMlwJq9CJoMuZcoOyRfibJBeGA6GcYmZae0dQo5XMsHbA5RUX/BfSCnHegQj88IunCToUsM+nwguRGOi+kLky2kJsniZGTS6PKDtFCrua9BaQiIvTk10rpjMhC6UNOYSJZYu33/xXbVnxDBm0+9gMjHAIiMWNsSDyLDT65FAbqKAXXSRckktdXeYAoMgzEnSiMzxjudBCh0y2FcjT0IuNIaqLQIZsdly2jL/5/AZrAiPOPRFQ4PeKJKtnuSbzZobqmv67QRekNajWnGNdK107tsC7K5dxYL9DbSm+LN9IOFJO20OPU6hg2SVG0E3eUrce+DIQ0h6nGfuxNvn3sLdgHMKAmY3y3542gGUZycnxWAuUKJiXQPe3qMww9+qHXugXbA/YTzn4kZ6zEeEvowEokGI1fRm9+dIz36wGybju3JQu0rz+fyJAviGcapYONqeFJRtl0Z1MAlwVu2CE+CB8iDlU0EH1lXMED9dAfHigl0pXd4w2ZXXs7lM0RhKGhDiXuJwVLp+BN1PekPJPLTJkmcknk7PdiJtSmoCu2JOwinJfK8eIsiLpU6rpQW6U3R6hr7/R+Rntl6xsShamIWt1OK0E9J5J3N56eJAeqE8jKgUInEEghDeBLMAqJw0wobAwm9Cb4GIHuSJB4ECub3NPQ0h0I2UiQjnOP+9iS+DfvbUuC5V90Na/nHag6tjfsBbRI7ttNBtsI+xdPYoMREdcf9zn0f7d1Itd7Ztw/XME4Y61xvY5JJJ/6dVA391Vu3Njw4TetuhYfifONJsviCUBn7uDzIwmteQC8rGcsGV1W1lboWulWWZbOelHqZfWG5wMp3AxrGnIPYz5poPct7ktGiouxL5ipJ8gZQf5IdIQ9icc0xhwZibWQE9GQShrzaKNM2fbN69iOc8ZcFtw2pXz9+TapfJNxW5JvAqByJaK4oWRDgm6v9OdjsB8co2eAFlw2K/aegaaOvKVMHclDGir5kqj+ftVgQ2UbYVs88SSA9OwIyj7GKfYxCemg0FEfkohXnfaO8qG+MqPprlQsbKqRcfmEgrbs10zRh0IbqKDl4o2p7QHTnfutWqltoTZYVuO8zLycO3PqNF1Y+5kmjVUax7XxfF45nY7RG8KwJt4MUxagkmRFU3OJRcz7dY0Ckan3b0hCSi4n5Mm6KZZnMP4FR38S+44WT0KFbKKn7rwgIzYK+4aG5M0mzSPBUhpybCltjDlBne1gUVRgYjQOv9qwYAJpRjlEzXrsqauzt7Z18XPHSDwP+zNQodc14XI7Pn98rYUkhs+OQFP7d0L8bvwzbGBDbu8lis9Ci88Of8qvaeJsBbet1zt1kznW0uj7ABvoAGPbE6L3gdFvwvPrurcAJzjoMqEhk5aqr+eauze9jzFvat4vqS3BUPVig7MGAyFscCsZ5e9oMEXij4ExkMI397QVXGKcJMU+Y5uvct2nbt+rXW3LZtf40D+R2/cRO5e5Pvsoyl9/Ffuc3Nx3NIW+sjrC7km+2pUP7O+nHuIsKEluJ6MwJNFjxIv3i3tIas4e6DBktiz6bRjmhditkfdNoVfMe0VgAWYIRnVIwcHiY6VRPNNw9IMx7Eth+JEOQFF1hjLdaB1omboUNAlMF9/Ss4N2i6mfWjyu0nzye6oTSTMyZSwZNTU0QAKqHWNPV2OdKutcKMWYZkWt0nWhW6P2C13N+3nVI71Veuto/K9ppSlXSbfB2pHqVibNARoSvLeUrx0x9f4QqZDmO1IL2LsmZ0l08wbTYkjyeeKADA1p1I5szL8xTWNcRz8jMzAvZnpBqMU5OqIWRQLbbIXREFn9PJI2AMsvqDHdTMe62RqCneb7j21+m93Ma4seQM7CDN9Nh32MuE/X8KfCy7PhHw4WZNhUbwKCxLqWTZbNlWSuUclgpMQ8xcC88bJo59rPMHyoKHLLphCQEWteiO2xFzewmujNwaJ1jViOSuvnuEdn4K9r5lIr66KsS6PVSqseJ2gDazv3N9S2+HKT2wsJSyyFGTJG4doLNsM+uPwy6nPBx9bBipKaF8Gk+34IjELuYIl/YALFruySWwZDsOGuPknsXzZik5gHbtqw5LGzDNuXprj/vs21zT/8xQn3jyrH9HMXuzHqHzj5P/PZ2/NuMcRNMPHRZ4Sfed4PNlXZ/vrB3x984XY3J/a0QUUlXgL+Aru7GxZJATVHk43fj4THh0WIG7q6xXluHPbrtW82yh88lH34b/v413bzzw/P8cMz2kd/y0980j4ar3Hdm/v8+Na2U/6aDfd6iCnz+Yk9wu75Hll3fMkrZmbeffEHjg/fI08X7HlFp4ROwV6wB2Q6IvMjSud8atw9Vu7+tkDu3L/+ClOlv+u0ZhyXv2cpM1+9/AZLE//kH+54uBj82X/ADk+s1VjTxN30llf5z3g1Fw4POx7LM1+1P9HaF7yyL1mXynKBVC4sd99j6Z4pJYQ7hC9QDjy1M3oULv/xLXlt7OUb5FCpf1aobxp/83bHZI1/TuXNuVDuXlFKQ9LKtOs80fl+WSkkCjsOLwv38o4XS/wXTU6ttjsu1vg+HzjlxJ+orMU4fVagCa+WL8nzyu7bI2YXvq7vWQTkzxOyv+Pw3Z7p1EivvmPZf4uub5B6TzudqafOQzvyup64vF447l5Yh4RHu+PLy+f0LixNWcrCafqWbsZ53WMq7ItRNPGlTaQ2UZ4muAjn9Miyf2b/8jumpx2Xu3tedjO1PtK0ovWM2ns0Qds9UOfM83yIHOEjujyhT+9YkmH3E4lCns7c8Lp/cLS/+T9g6UJ/+HdYeqFNJ3RqTPmFWc6k/eQJLXuDcGBeE+VUeZGZI28or/eUNwd2XbivcD7/F969/x/Q+xfa/Xeo/Jad/AukPCC7f022hrTv6Go8vkxYMj47dqa2Qjphk1JPAu2e/QSlVKfMt5WpP2DtjrbesS47jHssdfL6l7TzF/TyjOY/uhO1FnqF9fRMmlbmV66vmV8ukDq7uaEK6+Mb6pqw/iewI491Ze2Zsn5H6nC/vmb/dM+yT+guU+vEus5IO5OXP5LqO8r5PSsHHuUeQ0N3M7Mvr0AmpL9Ce0XXf4/kI/f5WybJvF8Sq9xTXyVs2lOykE8TdV+os5D3d8z7z8j1kbK+J/Nn5P4vaPINl/IfyFK4469hEvTB5VHW8zfQjPLtZ1jqXL78zyQS96e/ZtY7+utvID9T3n1DulzY6e9J61uYjpCfOOYd5/QZqU+kU8XWC3CElFinf43axG76E0meKOuKTDP5/o4ud7z0P0d/7ba65cEclZnEEfOmr7B+cMRJWrGQIvC5PLkMQV4jseKJxiQDsXzZYjEkI2mHAd1mhqayGF5kNAkq59ADzRFIEwiSaPIljvylhI54SN8khaQWQbCRiroMjvomqYGAV6skAkmdC6TXiMxoF9rqrY9XS+TWyafuBbIM1lasLmgzas302lguF1qrrOvJCw7t5CiWJdGbsq7v6b3SBbpMqNw7u0Hfe0EzHNtRIHGdaovi3eTJmL56Q+tWw2ULx848Cbi9PnU0ipZIFrcSjqvL6pCD/q7N0e+RRJV8AJkDpKAQCBcMxFbEOimSzDZH0p/Zg88UAW1drwjIT5xsmjxISBKNQcPdcblql9EY7NGUBt3bUcTNKkIi6QyipDS7S5ccNZ26zwtLew98AhnlaCgPXA2wtEJqZJtDisIlg7o5yjwppJZJWcmpoWlHz/sIgPGEjDwDiaTBzJEDIpkkznSQdE/KO9L0GXl3YHf3it1+z+5QmHbJpcO0cDmvnPqFeoF2gfOlcrw02nJmOT+z1pXLeqLXM711el1o6ztvImwX9++a+PxRL2ilNRKbxdHREuyALSFcvDDl7HLDNoq1O/8ikJkxrXRzyQVHUdrIJ3sBUpIH80A2lxOxPlBPjhoW9r6WdYcyueyBtJDFt3DJNd6X+6ZeiVU/hyQkz+5l608zCsfhRZMEMm82wo1RJJuC8bU18L1OTbchlqOXw4rZBW+KuPPEogQybzCAZDBrooAzmFm24F65X9OiebT08Ww1UHKDiYHfWzR/lrEgRmM+IpBNglewBitJXPs4JbocMAptbZgqF6nkApq/p6xCPnlOoeuM6kStC21dWbuydqOvnbZ2tLXQzles6sZIcu38KBLmEbg7g8jU54hp3uy20TwWUR97S4qxB5vDWxc82bC6ZnGPADVFLw+LMU4385bx10iW4rZIElIOvr51BNND+i8CVPUmlYQcmaPvIqmn5oVD7hlsJxtj/smHBCstk+qKaGLIxCsK1nydrgmbzti8UPqO3A6+lNaLMxFTyOaKkShMPZqIJi8A53VCyLEHCKMwbKl7EiYSfCJKSkJK9yAPNHlPlydcpnBCUkZyjn3/CLJHOZAkoTkjPWOXiZSUfO/619pf/M3tT1hOSP8n0F/R0rcIC5dLhzTxOL2hddC68vJSONw9c3fXw8OAy3Lh5XRkWU6cXh5ZzmDnhPUV4xFSI+WLk312D4DSrYA6ehiLXhcWkiOS6f0B1R1aT7D4+kNcnk4reMH54Puanr1/oh3cHUiG0MnLxZUFotBACrnCNJqfDgm+sBvqDWJpr0DfsCX1g7kpXaG7dBCmmM5oPbge/uwSMJIefZKk+WfjBIDRYNt9MdnmwJZMlwANbEWKCYbsk6Utn2cxHzd2oHgWw9HEF2xbC8RaUrBTXOMOkRLXNLzAFT2X3MuL6/t5bXMElVEg9nvMeAKwkHTPQP7DyEcoCd+TNnZkcx+hiSIpY9rIeUfLIc8SVb6OeP20edJXu9JrR/uF3p9QTahG8spcotVkikT5BZcOjcW7JeWcreYyhXqTqHS2qhfHxnN2H2+GXGbILA10b4o8TnxWiLElen5sUhfj/U7uw1n1pGjMPwfSRP+a8Z5i/GUrcie2XlZylbAxZj4lSffB/MviPVvSAw7AmHwP1UfMvJmz2jNWpw2JbxL+FQG20ZAJSy++ranvYymkbjQ5uCPV4gCGnSf+Kd/EvH8L7DH1/pUSzYHdduJ+s61QhCQz3Rq9vZAxbO7UvqOvb8hlZbfPpJIRK6QsTLmTkpHX6G1U3gEraX2N6A49NPI00XqFpEzrkZKFcnxNnl5Tdp2ybw46mcIf5Aljhf7kCHS90OvCejrT20IFmhhLP9E61B59CZeO9u6y1Mko6TckuSeVjszqUsI1OVCvNXI6YA8P9PXkNkUSVn3NUCefH+m4gd22Ir8pSZ/d98sPWJqwlhj9sXydNsSOqBww24MszgDojVQdye7qWuoyP6NIIQnvH2Fe8Pil6ZaHn/YSNuPB97fiRXXR6gwmEsbkNjNN15SpFfcR9QL9hVHoExywgyRSCqaX7mNt3OPWL/zcAH1Jvspfgrk/1I2UGyKKcgccPB5TAXvB7B/wXg87JBUk7dyfNvU+R+U+QEp+ztQvDmZq4mN9ntCeqCnDnLBeyLlw2V1I5eSSWZaoZ6NeKmu/sNZOrSvL5UhbF9p5QVuhL2+x3tD+ssUFZg2z770QpQ52dhdVgSMmq79vzP1n9pieoDv7O8mMZe8ZR1mQ7DHQtZ/ZOcZ0jly1M8RIwRCeB3vVpaCMHiboAWPyPT0bdI9VIUJBS85EEoufh5RmwpkPpgHwG6BFLwT98oT7x+4J8bPHf10Cmh9WCH7097fp9k87xc+c82d+ZXbNpQ/EniNQLYAzEQ6NIkQUFa7Fh0BgbgyKD2/0tuTw04WCTzg+5aMfFws++MU/8vHfckpJ5Ic7cs70lrEsVDtTuaBTh5LpJaPFF0WWRmKP2A7pK7LkCB6Tsw+0uBHTM2aZJm/pSZAipCyI7hEmDnPnjsalQEuZtSaaJaapUqYz/W6l7xrrZJwRiiZ2mjHtVEBT5pL3DM3mRCXbEXT1ZnhdoprZfI+ahaKF1Caa7LC042xC6cKhXaC+cLlMvIy+A2RqSbQcRkgPLKl6Qr0r65pY6Kyp0tbmDrka/aVBy9jTDMeJZBlLiT43WjImEZKBSqclN0atKqu6a0VJ2DyhZaJOO3RWH3NzhzP1zNwrvRV6nUkGrd3h3Q4SJPGGtD2RJAoFeEMczhVbO5e2oulCLd2TnjVh50LqxZs0MaOy85q/HcEK0me0NVpU1isHsgh5cwh//Oj9DLaiC4443lUkN3LaI1JAXZfXZWgKVnboPIFmkq2k0QBIlYbSBWR6Q04TuRuZB1YaSVZy6Plb9oA3hX5t7xdEFzr7cDocSetNiiNJ0MC6I866dpo+Y/2ErSdoE4pr7EvxJE/rHZNEZXLguj26/MnZ5cWsrZgK2nb0Wkg6YVrQfkB1pucLlhqrTVB3gQg1Vl1ZWMk2UDVH19OUPZTJN6biFEx33gukM0YlayFxQKqBZkQnlzTIDSsLNjV07thuxnbe88WqNw/MTFgXltZYy0JNL8ABy6/cQbKVZCvFFo+1uqP+S/fkvNqZjsv6wIWeFSZhZ3sK9yQ5IVxAJ3ewpYE8uSO3O/jmbOrOXT5CviBzRnIkE1FEjqRfRNN9ZN4i4TuQVDb6OaSBFvbAaiDAPaGYogfekHUYqDn/ywaSWMb+eIsoDp3mCJp9OyrXJBvGFaXvyW8kGk+RcW1QYg+TraDufRXAmOP3zZFzrXjyoMxut0xIGkIs4qhn6RmTTpMVaw3t3VFEmrDW0bXRG7TFbUytQuuGtu7arc3oTaMnRHWN6Fb9v9UdJHeebwPFIY0o8RnlKpPoUgESDVQ/2ChHheZW79yzcR99bNicEdj6e7IbmQUvPEQiYgSs0Uh3QwCKeBJ1aJlikUi9QTF88nHVcb/1mq7AQg9EvYgyNu2BmkxYGo3OvFhg4kwGHaimMQ5xX2k0tItg/hZJOBLTQ5t+DKQTTQaiazAzDLHKoIMj+PgQyShhO6+NprNbAnSwNgarIlZUV7p0WlN6V+raWZfGWh3VVNtKrZVWV1pd0EDO9a7R5wtPsI2cRyDWxeI6aXukuNerpJLc6OsPfeuxRm1DEAnbsHD775FAYQuwxkP5kvT+MGmMdXzfkgdBEoIEztqFgZ7zwCdOtDFkAgm3aaF/giMXOsgSiZ4PEi1jngHXIsHN3HcNUxBnmDiU0+efI6zCZtlg6FzRwsQ5/d96c88frkvG91TDUY9AbTw749nl+tmR8Ioxt7GO7KqcO1g8al5g6SHR0qrP7x4qHN47O5BzrXq81zxhbHrBtEZRbgQI42+9/re1eC/NZ/0w2zLsl7872+zKYJnolpByOzLehvDh9NKbJFoUW4at2QKUgT4c6zD2ig3ZPOhwMa6bXrF99GfEVMLQMvZeEfrh9T7h2NhG4okRiwafV8rfyAIHYl9nT9ZFgtgIFKxpfNdlJlyPebBMohgtazzaXfxscqQrBQ308LUA5/NIbHI2gIwmkUMjOvbaFMzRTiSkn92v08UTx7pDRcg1443ez040LSs9NVpfqc1YVyUnmKkkvTihTzpdEi0llvXMWk/UWulNXNlm0+n3/jXeuBaSxvzJ5q969T1K0nh3zmYwdXkgH7PqCdooTnvzTHzcJcfebkgPnW7JQMcG0ykSzdI8Ye5ujIR/kra1IRsTJYq6sb+LCCkkxCQYOm5SR9E9EqebHI/EdP2lyRZ75/a5K8Nh+FW3E1Y2ZtqwgSMpp3zAgiCKAtt6Eq79Cq7r6YpaH7aQbf1dq9OjsHo995VxOezazd6yMS1un13jesOWeIJfB8tTnWWnvYZJqsEmcbvbTVyWp/dgD+pVgmljZ/k9W9yYDd8mxtJuN1DGu7mx6duewM3+dfUPrueKn48xux2WYfc2JyL24PC72FiFxHu7ZbLEONmIL71v4LAxNqS5bHx3+J7jucazfPoxfIURM2z3HfHCAAL5/u3+pSeMQ66PBuI9UZDwu2TcT9g3C/8r/N5rX7Ic7C6/Z9n83wBIbKyUjFEwTaFo6OxUU0WrQYZeDHqntZVkOfrKgExeZHFAFQGSSFhzGSvpFRUlBWsazWjOdBWKOoilWyflSq5+rpROQEd6yOD0M72trIv7c3VNtJbRlgInFEWz7vdvw9c1Ij5oeC8021yWlG1Lwkr2/jve2mAwGrz3kBf62Xr5jWQ4Ite5M3w/G34ZsSdJMB5Gr4gY5zQHC+/Wr4/+ExJzlJu8489PMP/LJOzT6AsyPIgRD40PG1tMAtftWloURQm7Nj4ftl4A6/HMUTANVpwXK27j1bGn55ieNz1bgn3o81AZMauM4m4ssW0ftpFAd1a/Sezx9IgDPcegrdAkhTvqDaRTN6x7nF7XM62eaO1Ca2d6XenV0OZS29plA1ZZMK4H+HywZ2xjaoRttmt/R48LLZ5lgGhcptTsaje2/kLbuT33dUO2i7/TzcsZIxgF2o3ZP+bi7R427GDIPVn2IlPYGC9ODCCRF72udvPG9/mZ4x+/CPGj1/yRH9qP/Gr72e2mc/v7m43zgy/cOBLbr+x6nh+9j23n+cTDbhaEuAMlbHGORmBp1sPPuTr1jLiBwYoIpE0wJyxoS2M73e7fbq/+wT9+/Ph44uEL5uNR+PGv/9Jk+ehF2c2PRgAx3tfHF/jRU3/62EspzP/8nzO/uuPpb7/m8nzkff8DT/bEOr+l51e0u4meV+4U7vSC2Staf4VdlHw5IXtBXmcWm/hG7hF7T17+R5DX9P3/HrHEof2RnOB1/4xE5ne//Vvu5cjfTbCw5/03M+dzJr1+hIcL7N9RpyPvngvfv9zxZTvwxbrjRTstK2s58LT7nGLKrI1ZV6b2Pbkn8mWiV6M9PIM1Tg9Q5om37YF8umN5+A217Pl2vXCyxuen99z193zV/op37z7niya86cL5zZ7z24m8viZf9ujdN8yvv6EeC8/frFxS5zittEtjXi5oNdq3gl4K6Q/3WE3sy4xNzftK5M6hJ+ajckln2v4FuyTsRVy6vhTy4UDev+JcCmuZaf2ZV+17unb6uZF7474Kuj6QX15h5cCpPEBqHOyFnIy7V4WkiVrvUCDP35LKmfz1BS6dr/ePrHdnHu727HcT6Y8T8vU9h2IcSuLC55z5gro+sp7/hrzbM79+iyJc5AsyM0neMrNy0L8jj4aVP3Ks/CdQxY4XKEp+dSIdGnP+HYl71pd72jIx799Ryomafks9fE5aH3lYv0OYSac9Na28zwu2u6dM/0cmWbiv37OivEsnCi+8pSKpssyPKMKhdqzD2r9h0UrX/x7sM0qfSZbI5e+w+RHtBTtmOjMr9yz2nou+x9YFtRM7OVKSYNMz3H9Pb8bpaGS7p8pfkaRR9G9IdaJ89W9wPeYjpko7vcYud0z6mmQXkL8AXmEP36K7Z56fP0dPn1GWZ8rpmWX3xHn/jikZO5RuldbO5OmBef8ZUp6x+ZGme9rlr1xaZ/cfSda4088o7S28JLRmMq+YJKP5iO2+Qw+JnhL6+hVy94C9n9H3Rip7DuUzXi6Jx9P39LtvqW+/YievmaZXZDpleQZdmep7TIWqHTSze/H+CIv9AxfpUL8FXTiXmZ4PPOx+x678jsPxa6blPbrcw3qPpr9D0x/Ih39GevuvkfURufwJkwU7vGCTYQ8HRAtyNjJHdvmrKNb8isM82U4k2SzdYXki0ZG0hn9gjk6U5smHPkHp2NQRS6QcdNjUcDTq3k1ycadRdInzOPo4iTu0mqMZep+wnknFQtFiigRCwihIOkA6XGNbBapCBk3FkybLC1r2aH7lkF9OXmA6dXKekfKKlGdKh9KFXUpMWchtJtmeWi70/ILV7trZZYeUHVoXtJ7pq1AvTr+uzR29Viu9N9ZV0b6yrt+hdaWfj86QqGfUXBPdE4SrB2K4Pq9V8T4wUjEaqguqa1CocWe43CDatpyaeNIjKK6CYb186NDli7+T5g6mFDxAi54UiTNiJ+j3jorZkuc7jEMkKtrmNzgL4IiQSOZ9AHRLnn76kQbiyLx3gqq/zpyGjMBwRAM9TjRglYymHQkFzv6cdociPn/xRBdCsHmE3A9AKHCgCCcPUHRGZUYkGtfZDm+IGLqnYri0QKHp5EmP/t4TcRLOuzoDTrMnvFWUJM3pwuKJMJffSCiO2EtpRdnTVWCt9PXCpQlrh/pyZD0+03qn9cZyaZxPC7WeWU6P9Fpp54XeG7VmVPFCWFdaXbGu5B4FrBwJxpFMicSX931pTqE3SKYkM5SKyALRBNIZtZFYSikczbwVgt2H9AAx6wIIPRrnajpjYmSLYDIlR0PqkFJQkmogxYoXCjUaxGe8IMeKWEFs575noKIYkmM/d8ireN5g2nQJGycRbzvzagSbMhKwsgeZvWCtpwgqo1CQIviWSPRsSdxo2hsNOjetb9YoOt0BU8jDEJ8N+6Up+jqkCJojQaY97jFkoXT2RErK7ie0GijDC5b8vk3SxoqRPqFWMHsgJWjanB3GQCB7Qb73QApXoS2C2gu9f++Bbg/pty3ZVv2dy0gKXDY33FNjI5h1e28BbvCkb0LwppVmDZdG4OrDJ5dUkBR7UFJkY1dkkJ3bgZC98iSMID3YGM2vbTJzTWSNwo14sjqZ2+A+GqCHtIwNxPawr6N3jDAKJr+cGB6HMaSlLN9jWbD8hKULUj2hpXlc5wHW4na+4WSGGegTuh4grdj0jKH0fsEQLAWK0gpeBPoaQ7H+e8RmUjlAFto8oVkoayX3aIjJSuoT9AfQ7BKYuWO5xTzekdIe2d/5864XjBM9/4EkHW2+55u9JbUduX3mKN/0D0jqaDrQpLDUjuaEPb3hfErU3ZHz/J7deWJ/mrBph8539HpkXR5py0Q939FXhb56EZUVSRW5q6RmTC/Vy8T3i6OdLzNUkLvV+z3oHlEh2YSzBSumL5A/Q9IrZ6ylJ0Tvob1GiiC7RGpnOL/HGRKvIRmtnIEV6nuSduToxRcOCYrQ0p33J1g6dCNbALJGfXCwMXuidMFkh00PYducDUTxhKAn0AV0hrEMfikujTji+rmQNpIp1t9g/g0/YKD0R35C/fmGPBKj+JXDZxtynIrImVGM92TQ3fUcZtEMXBDbMfZqE0NGg3Brno+IdXhN2EchAber/sOK4aAQT3VEElsjuTwSfJYxS2hz2SbtL6RIwopY2MNE76OwtUBfQpoJTwJvNjokfDTYQHqJvM3se/wmyTeKFiFdwyjiKVcJxx5Fdw3JIrnJrcSYRvHWE+z+7kajYO/DoXhPIYVgroyG4u6naBTEguGKsRXsqHhiesJ7V2QsWHkOEmj+3gkEcYz5rzsMNNiS4V9ZjAVTIomzQcwUNUUl5JbsuPmlIidSesQQeiqbq+c2bYezEN1/6rmxSUSqkPWBZO79WfJxHgwjWB11Li4nZ7gUDVVIZaLMB6hKZ8VKwu6MREMvR8fUn1dIwrKfkJzZ7XckycGUnWJdex8jKTDxiswBK3eQD5QMJTfy1MlTJ6VKzi9IPpJ2ixc6NGN9odf39FY5HU/0bi4N1TPtlByMUpWmRltmVDM5O1hUVWm2kvITIiey7MnTzvttlI62FdqCWGMuDRok2zu6fX52v6orWCL3Vz4f0wml0dMOM42CeA6JWwMWn+OtoFpIrEyS0CxY3kMKbX85BcBEQll3gvQWpKHyHkzRmvhFpleKXKQ6WEw4u63psSalQ3IGlxdYq/cvE18HLs3kvb1SUcxmzPYMOygB9vU+ht4kweyCkBE+8/WRvwVZnHWARCzpfQwcFHqJIndHePE9STSKXfc4YG4X63/0GnKGqDVnJmt+DSL01LGspFQRMbTNiBVq2tNX7/2Zp9XrdiMEU6j9O1r/ntaMVpVeC23Z0VuhrXtMG70d3VbiKgQumZ5w0ILivXqSs/0QrL/CtJI44/HV5P5QKkieHaDSl4jn3Z+2PooQFWyH6VtIHSkuS+WsMQIMBs7EByvBXmXIZYc8W7LwKwOglFza1qKQL21yNrGs3q9CE9K8r6EV9xeFu2sM/Al53v8fMyF+baI/jl/9lR+Jin4xMP/wIh/ULIyYcXH/o+L8QfFDrv8/DLz92I1/UFOIF/xBsj4WvXHjbH/8988cvzDE8nO//694NR9c97/6c7/uwiLwelf4/DCxzjOtVFfq0M7U3YX312BI9uAx5c6Uz26oegkpY4OU0N3O9fZ7xcpK3y+IZdol8J55JeVMm/asCRqLy1CkTk6GLs+0pxfOWln2sNbkgWeHtTUsNcrU6JJJwfova3d2QZ/QoN7TYZpDv3pO5EkoUihW0Is/T0/CIglNHYpTVVVPXPpEboVLbyy9URalHH0gdG60i1HP0FVJ1khNkaZeYF4EW2HVM2qN+3KEckL2i2vqPxeojujz1IMH4KmJS9BnpaVGEkNlwmym1DugorIgFCQ7QjznhIo4AiLhiQ8xbBJUhJoTKjAlI6OUJuxropYJSxOldXJqwQoQkhXmtqPKFM3SBJncIbLu+oBF3CHTlmlkVs2kzfH9kWO/YGZ0bZC6f9+Ko7Tw5CQp0QK9pAPxmgTZBYJLjkiq5Glxh06NYkpqSpJo6odvBmIdcgMK3pQokWUXPVs7xgKrJ4U6ipBRdedOReji1FeyQc6kEnIbPIXT8eB5AARkz5wygqPFPfi6uDPHt9A7vf0e7QI4S8EVKxqiE7R7WleqvpDy2ZsQoj7f1WgoKobOjowzPWF9pevsTQcZjZXegRlJ/hxJBzSfUauoHt0C2kIIKZJMyfoZKRqnaTqBHqFGc7d8IrNAhSxKF6fmpsnRvylX3zTZYzaTuje+svToSdt+AIKBQfbn6I1KQeSeLrMjGQOxL4EgEqtIWzx5L37Ori4zgRWERu43KI5PPW6lLobBG0GriAcdgW5l6FPL0N0cSLXx/Q/RugOlMvaeKwoukjEDqUM0SpSBjvbgTsY5bSBJwkFhILCH7Eb2YFL9HakOyR9PmKooas2RuXZFXzilvHtwqBVjdWmk7kGvSEZ7Q1unq1P8uypdu/dZ6in+ONJOw0lUfJ+1CMocScTNcwyE19DSjIBWG/QatNsI6jfsw0hkjrH288vGboxnsh7jF06DBao4kJl+MsM2xoMH+QN75Ndzv8CTBfEe7YoBIuRofG7+uuOK1oxk4fBDDK4ORcyRwXC4+a5s7xw2XWNJ1/pLIKCuWtlyPbcQz3SDDxW46nv7db1gBKLqSXu5OrTpI6TOQGgPUIdoIKaiCaipRk8ub1aqPfr+WEes07oXE2pzZHrrndq7o9T76trBvaK90QPp7jqvnrxXdU3hzXFnoJthoOevOtdy87PoTTLQixZsKAv04ob2xZM1BGvHrs8K5knOW/8xrr393q4jtaHiNlZIXDu+NO7TmZZ+nzJ8Vhn3/ynOXyR/xl4FDFaPn//WC7x1vEfCadzT0KQen4iE3EB2fYze+sD2+trzRMpI0gXid6yxDbU1pOiGTRsjFlKvfIha9gRCoBRvfXglijg9kkAZmr/nDVsVyaHekyPnAn3p7zRxZU3fzJvt0skLUbdr63bUA/F/Rf7F+w4bPxKQ/rOhI61h6z5GcgcKeMRDHzAc+MhUjO+N9xAjY6Ehva3/Md4hnzJYP+OSKlejsLGBPjXYgCEHYJIjSWfbPYoISRImBYtkmSf0+nYLfpt+zdFwU2LcJZp9+zr3tejFH0dKyrjWSJ5Yc7+BfmXx3I5RsOdlIJFNvNhndkPiSeFzujRF7oYl97lIoOrj2TVjPdNaRmqixp69iJFMQypKvAGnVreBobig0RzYi+AWyadEkhwxlb/DIUGYtsRFR7qPk4REoUSx1Cs6aXvkZESBMHyA0WzURrF2+BZl2+v8i1x9Wb0BAbTs55BA627zhm0eGx2jedHsZhqZpqtPdYNEddT4L+2mH623m/8a+/fwL64LZFznxg5uO+C1cfsVrT+ucZvECVtIwvf+WFdbgH/rQ16/I2MAReL3enM+u/m8bv8l+O37EvbPmI3GtLEvhR02G3PQ3P8PW+GqTMEw3WSoA0zB2Oduxvqm4AoE0+T2eW7tr242zI90Y6P1+pWPH/ODY3z2Zjy2z8r1Zz/x9XG962du9kW5ud9tL4MPWTO39vLXHBZ72rCpXpSXjd02PuWFFqH7mrQo8A5bPmKMG7/h6lta+LTDcRhM3JHEHsj36/zZfIsNjZ7iFgdgwv1r6eHvNPWiY4rOL9I9hs8ed+e0eq+ZkBc0GUXt0QNhdbCK7RxgUJzp7DFAJ+WOlurqFrI48KqLx6a105tSa0Kb0Vb3CVvIhml3+ztiDOmQkyd8NfewhXadJojHm1IxetivhkTDb/+YRpzT2WK4mBMyZNHMeypc17rEXOqRYCf2q8ZgvIyd3eMGl5EUiYbOweiWEYsMeZafPSKnIgUk5s6YGZtNu2EoxfyR8B/852PzGmz8Fj6Jz5+tuDDm8ziXBNhLbr4bY+e2MdQygCGVaVus5GNpmy8XrDIde4iDVjb/JsA0xrBN3T14bah4kRXraFUG80jMUxQa/W5a7KF9+HBNQ3JfIs6N/W/02rIxP2DzITFsPLc56MVCovbqZ6XrvBC7rkMb+8EAorkvt/X+sRg7YIB1NjbLZieHvR1SSjkKwMMBhdE/0ge74GhkuY7jYLRvDJ6bd7uxZn76+McpQmzG225uQD7+5fWwjz7yg8M++v1PfeGjf98aTX4sVLrdNMZ/XQdssyvD6fn4e/GMm+9tuLYgFpqmEoY/NuUbRsdmrodxH4wIbhBa46Xb2OBuh0K4OcuPjMGP/e72I9f3MJyMTzq2QszNWHwwsLdj8yMXHgP133DMAv+be/jLh8S/3b3iqzJzejyQTi8wGeTGc1o4yQLznjpNlP0zh/0jre6plwdqXzmvL9g0wW/35HNh/v5Im1bOv/33mO1Z//QAKsjd3yPzxFf7vyanmafj/41av+PuvnA/CfzxG16OR16+/CecX3/J63zgPu9ZF+Wry3v2b848fPHM3O7I3xWmc+fwvtLkjkv+c1a58Mx/YZ4S//SLP6NkRTmSs/Fqd6DIHv5wwS4rp9/vOL6asbvO9Loz6VdM9i3f9M/5G3lD0oW0Lty9h/uvwB4W9LxyPHaev12Rl8Thq0LbQfutkC1RLnt6a3y3/wOJI3d3/5FpulA+m9hJhn+Yae+FderUnNk/3DHtdxy+ndg9dt69euH9/Zmp7ynTnum0Y//8BW0+k+4eKbnA4Q7Z7Ug5Ia0hpxef2vs9OsPlzYJNymNOdBEuF2FqiTd15vOl8JovWdcHZPlfIH/Nyd5wfv3Am/Oe1+cDNd3Rs8BdZv5shy0P9KffUlT5ol9oOXHSThPjLHdcEws/PMqfLXSUY3vBTDnoK6azIPoOswXLb9B5xwtGq/BwfmF/AX07Y2++wNav0cuf2O2V13eKtQt2UWw5welb4JmS/sjEgV36a0iJc1ccNfNvEDlwv+skecdSvqfJ1/S2YotS+Q1V30AEeiRD5UQvkOY78u5A2T+Q6zfky3+kpT9jtf8dyoyWPXtW9uVbBFhOdzQ6S/o7zM4c6v+d1BfOJ+jtL7DdHst/gU7fQvoWTn9BWX7Hwn/kZP8zu6lwuC+wvqIff08zOGHk+YXp/jtk6dT3/56edpz6P8GkkdLfIPLE1P5Hkh1Id/9XJH3Gefq3qL6jvkSDsOpJmOn8R/LynsQbZPlzuvwt7dUf6E+F/n4m3XdefV5Jy4n83Y41Cc/TE/kg3L12Ff5dOdL7A63+Fdpew/FzxDp69+8wOaLrXwCZnX5Lsgvt/MyFipbfsuTf0acTTc7s2p59feu9YC5fMZ3fMb18RZ++pB3+GtqF9eUrJilMvCbpwmH9Fn6GdfPDw3D9comEUA477065WMZRDitodlSJHKDcI6xQPSlsLCQKOe1QNSre/Ep6DaduFwyI0ZirB2pudsRw3gETKbdIrlWMhaHPbiIe6E9xOjrJWjyrYraj9TckFKmPCIVkDyRJno8wpbUnJBe6vibr7EFqA9Mj2DGS/w3VRu8ds2j6u1ZsqTQzb3xOp0XzL13u6P1CbU/eEHY90LVQZUFzyADQ0b7zIolUD9ZaB10RJiQnTxSq9//o9RTjnqFkNLsDJ4R00CgIhF65g01GEKDObjDFNBDE4USL7fwd5mhaqvceT6YKXMIVT56xSetNomZF9ITLm90j0kj5xe+hy6fv5ePYAtDJn9Ec5WfhxEbHZER3iO1w2R4lE0hBqzFn8TmRCjbdew7NQsIj8j7e6wDMXMbL1PXUc7JAVXngIEnx5nyza4+aI/vJK8J7LBUk7UkCRbzhpyqekEMRc+1xoSDrjGRo5YiystYzJhPr5YHETGJB2yWCTvNGwdpYLwvrulJrY1krbblQz0daW2jria7GMpIp3YtmrR1RVaoAWUnJA0FV90GzZZIJPdDvjlqdoK9YX9BsoWojoDOqK6Yn1ApdXdYsRczfTbANzT6KhIZodZcs0Gs5CpTdmksDGYiJI1Yl4heiOTiOBnaEt0LviBWS3vmc1x7JSbdp6Sd9vdv5tYRdC1SphLavOEJUogHf1g8iGtQ7zOwSVcRAFif/rkiKAG69xhgmbPv6Fq/FtWWOgLf6edOQzHHZNcktvjvj/W40guCwD2Qk5AFGA+shkyVa3EamS8QaDTSjZESh0xxMUB6RdCS1aJieKogzEYyO6h7TPdZXtK+oCWqvogjraGk01mUEeFaCsq9RrNFIwG1FgAiu1RHi1i/+szThTZ9DHlEWSBdHMKbBwImiQR/F2YcYZw9aTc5uN7jzAU8+hh4DeeLAG9tGcUEraL0WnqPHjCea7zBZETmBFqTFZzRvyXDgiob+pMMQjf2orN7boVcHjOSETInMnsQOzaAlEh9S0ST0SBSnWCTSXLIhZTzJpIFgTC+e2G4PPn/nDnJCx9xddz720xNaLo5klMkRsaz+HlIE7S1Fb4gZaQbroycdZMJSwcqXmCm1Ry5FjSSNerciAt1eIVqY1pmkLpdX10zb75lKoa0rp2zszsZcjDxVygQkQ/Id2pTWzjTrtOKF1tx2YLPn+JNSHxaSdvJFnTmS73xtLmDasNDudt3qCnKHlQPUjtTV00myo9OpvIPu0qqmgvZd7EEakXWsue6oW7v35JYuB6gZWiB0q7PzZP8emc7omtGeoByg7Oh2ROQUoILVkeIlI/0AyxtgATlCFtLOCx9WT1wbFP/4oex9no1E4JZy6HAD2jBChUA6ElQbSTkSVDOy9TG4TQydPrStGk2itybEO26TwJ6PM4a0zihiWACXHFgyJNIywuLPTWaTt9LY89O1qGA4CMstiq9FE+8FJV1Qs6jddEwLiURXvY4Lg3kqnpQLFqqnPZL7AmYhj4n7lmSEvV9PVx+PwbpTdzqHiTPWGxudgD3ewNX9rq2NzJYHcn/CnZqQwUnV9zuN5w60tYOXDHQkgz8G96zu/4gzECQS7mZClwC0RPPakRv0DEpBOUT6JJoQ/xww7icOi2bMsMb+r0DB+urzLE9usOiIOHAqscQ+E3JpuoPsADpRQ2IMNPs8zDGvrPu7sd0MyWVxzQwplZSbn6cXl+FK4fRlQ9LsvcK6QjNUVmpfGUzI1BPaHViSpgVBqGlGZEKWeyRl2vkZSRZ+omvji5Tt2q2cyYnYS4VUFvJ0oYhQREhzI+1XyKuDybWS6jOqwlpnTIW2HrBm9LPLtq518UbWPQWTfqEbyLqDVpBdgOCKkIIlLgk6OzTtUBT6E9QVvRyxJqTo3ZJ6RbUidvF1EWwZzGXDc50wM3qxqKc6GMlCbjfTyOpMWqQ6NiCFJGh3YE7h4O8pzx6brE94nOYxoO3LdR7/1CF3CBbM+o7Zzu1J833UBuBu2PzR1Fl2JAqWKsgaRYzZ/Qz53tdwPyDmwEYvbo84+c7Xd4o+FLbDe1d5IUDyY/iUPn/E3iB25wx36YhNW4EDCpYKmifEus9tSahMiCSPR1NHpicfE5tQg65nVIzUjay+t2j0K/T+78Eab85maS3R24HehNYE7ZVeLyiJLiEFVSfELkj/1tctLZa9g/As8gQm0QewzqATZq+cUShn9xeYsJTxPngNsxmqFwISguUGxVmMtGf3FXsUBtIa/sQubOcZZ241LzRoNJfXxffg/MbzCxpSqFP0j7FLACReQ9773pfctx7qC0nvcDlL3590NFv/heMfpwixXecXy2z/f3JcSxQf/sgf1IsVUXCI+CBKEWxaaiJ8yHiADZUzNuTx760QMT56+49PyTD8tyT5f6RI9GOf+ZEh+cnLf8opf9VhzDyzT51dgd2k7IqwK0HA7BH8J28e1U0iQeb0IE0dWqesgQSfVkSVtrunTRPVdpjN5KxBLW2kLPTkUiXZMqI7dmKkZFxmo3bzJth5wsigEnqXLgeRy4HShbm9eAXeHCmqxQemaGESIVujmKJmIXfqRR6JvabURmqd1J1+XNtCV+XcZs49MbXOVI22FOppwnJC73e0dm1iK911WW32Cn9OK1kqqVwQVlrJ3ih2dfRCcwlEmky0rFQ54Ih6p5l3HAGeVZEuWIfeLOJS874a+4w18cau0kknDzJWHEm6WHPjH80TPaA2UlbSrBTp6NAjBLIIKYmD9ipIUVKupAnS/Q5LE3ouTFrZlU4WxTH7HQ0d+588Jk8x5FQdFVYPdJ3J7eKGOuEGuidME5ghqblKRlY0XUBGQ6DiiVg501On5j1mjcyOJAea3MXmd0bF0fNQ0ZAsEFnJ1typteKbsdyBNk/QovSkCIWc5kA9+OK0kDOQviOpM04EQyUq7M0dCm/U1rBW6L3SrNFZQ6cyIdMZ5BHsjSdKZAFZnbkimabdE8PiQe9AFXpittGZUT1AWkhcEC4kcwkV00qXlS7dnd7iSclkFXojyeQJcTNoKzaDlgnLxRGMqWPlOZLv9ySbyG2iNGcbZQNZUiB596R8IM07xDo5BXtGHCWXm5B6iueroPc4lfpCSheyKJnisgD1BK06ik4TxfBE3nCA8kBvvOLXFSHgiuINyQu5CUzF5x4D6TDQExuK1D/rRerIMP4oDTIQJmNPCR1Xu/6WDaks4qhchlTKuPYNAtfGlug/d8ejOjW4+zOZtUArOe1erYWWfqOHZnpP3odBMEeb60Cb4wj2KEyYOo1fLXpAWPQzUaf2OjJdXVZGHQHvKPh4rk3XdqBAAilmeh3rjdEwxigQjNs+HOjJLXgMu7Uhf/zLG6pfx1r7aPOM74gNFOTtn+1DP7qHfshkseu7+1WHIw5/unghN7iBbUDinhujd8b1DsZY4Tbn5tavLsxAWo51MhKNV6T5QOh8AMAY8yvel4HvF+C2zHA/a8hIDN9qMBW60VslpZVaHV2Xi6+ZVhPahW7d52bvdFVa7/ToS+LzKeacmktJWMWsBrPnihj8GEU7mCDDPxzvzbbPXnFsGzto+2n0iIik0PY5bHvht9K8N/gbRi8R36lHEcI++Pz15V1BLLbNjetctM0WcXPfv3Rc58x1ZIazbFd794M5jyfFLB5k2KztM4Jr+Ubwe+toXgf55iEDWRtovqjUsDWa/mBAHDW4JZ0+GJ/rk29vyGBDGY9fqNtpU08k0Eeg5wVmSQ0kChQMjXTjKs16qx08xqLz4YPFL2+WpX2APPP7lW3siM9HkeBK6/rpY3vFN/vFD1DZ489tUiMYOWN8t+/4Z+WD78SfUYAaKEoZ950+ekefeIw1d4umHwhQIf57FHqNUXghydXPk4ojiG+H6Wqfxl4ykJVG2wrz2/4w2CY2UMrRLHRj2sRereN5AymsweLMURTqFmv6Zn8fTZndG3SEZiQTehekQ2/evD3REGsIGVFPIJtVUk4uraJhjwQIlG+S7G1/Mqh6c2ITIw2QXcL39x72bEwTQj6L4teTE5aXKCqmrbjk9joKe+G/yujzI4HepTC82lhURGOLWE813mcPGxXrIPYLNzWeiDcJQGIknQfwlNGceDBaNhTyJxw3Ptt1vXw0Vz+QVhiLmnieW3t1te3eTDTWymC7ymAkDducP/reh/6Hv4fwJY2r3d3Wk13vbbvF8bsxF6/o5+spwmcI1okDLz9EIw8gpzNiufkzbJz7DpsfFijaH4xPbGpXvyD6U4yeD4PF8sGYf7SfjBsHrsWEm9d3s5Fed5Jhd9jW8HW/Gt/xOfXD/Wb4evEuTRmFkO3etl5Fyq+2bbePuPX4iLmtI/7zYq6/7rD72xg3rihtPKls4knI0XPs1pkY0j3bXhR+38a6GAXnmz1bHNkvo7dP/N5UNwSEandVhnSzL0ug/e0KgpKk3ncv2BUiSgpmc6JDcmUIszPGEnHcuAclDXna6YJoJdcLqpnaXBawr4Z1pa+Lx63qeRjtLUz8jf+l5jJSCawblnO8Zd3GxzQ+vwGNb6bNsF3Db/7AZnw4D/z1Xn24zXcezD4h5k6s+9sTqrnk3LbeASmx7388Z39keg1m/OjbwPAdxv78sQ/A9WebSYm1K7f+lPtdRoLujAZJGrZ52Mco7DJd1x62xYd++2GfPpBpHGvvdv2PuWVxjXxjj8GZ3PG9wUBW3NdPyQtGQjDukitXJMFaANtadxZht62HiHVn/ZrLdnh8dxNTbpbBJS+uHrJd79XtxW0vr7GnxQk2NlzEcMM+hp8oH4xHIjSAPxgLSCTLMdbBamS873T1wYadMMLmjvcZBe/NvQyWr92O/6cf/0hyTFcTHrf14a/G7z+2uXYziX/WHt8+mPGzD/pTv/roa/KDn0v8c9BO7eaxxuKTm8+HixTB3cfjbzcU9+tisW1zGHvENfFx/fvD7/zS8dHn7MOxul2mP/6T8d+fcL0t0v2pj98YuRvH5Icv5ddO1IXa/gdqa9y9+pe8za85JiWfJt49wfHc0fQK2e1o9UI7XdClo8fKOZ04psbdMfHlN4m2P3P6/H9hORTevf0/s7Z7ju//KYkLn9/9vyn5wm53IKVK6f8Psilvl98yrW+5q9+S7cTf/a9/w7u3n3HXv2Snr8jfG+2xU9KRaXphmn5Hnv8Zuf4tu/pvWfJrnt/+Fbpv9C++Y2qZ3777HaWvzE9/QqiU3JC5UH+70EpGpjvSWvj8+BX7duawe0DXia9OjxzXE+zeYfPEa/2S++VL+vdvefruC0zfoHcTZiv7+xNWvArc7xvrP3tBlxP7+gempTIBncTT4V+iCv0/f4+dK4+i1Hvor75Ad/DcPkP7HW9fLzy8WjmuRq3KzoTZKnVZebqcmeuFu/ZE/uKB/JvXSFN090Q+weFUqAYnObNY5/n5CRPjtVT2kriXM7Os8NkzVVb0uMA6I3dC2n3O4eUOPe1J5zPH70/Y25WHV2fKqx3Tn/0WzjtsViYWHvK3tAbzc/GGqXbg50ydFk+Kvdq9gMLl+S+59C+5r79j6meMJ6wszM+ZeUnkh4S9rpTdt2R7otmRKi9oe8vp5Qt2VO7tGy7zlxx/83+CtrI/fY3KzLe732FUhP+CWKX0/wmj8758BenCw0UpLWHr/wqpn6PyBpt29PoHdHnEpgM6CXv5HYf0F6z1jyzLfyJrwfRfILzm/mSIPJLyHzEpPNvniN6TTgdEM3vegFU6HbUjp/yWlhOvlpVJjZL/Fkl/5Jy+ZZlekxFecWBhx9/3HXZ6hu//njy/Znf4DSqVuhZoAhRMXiHyBcITkz2SbWFO/x3ozPHyN3Qp9H2H9Ir97q8o8x22/n+gfks7/DX6KrmU2PIHbPcbbP/fIe2ZYo+0/Tcs838m6++ZD/9bcst8uSRye+Fw/DusK/X4CpnfsPv9a9jds/vctcT1OWM9Uff/BZML8vU9nArz3TfIfEIvf8LaDnYzNhV2OTGVAvWMnL5D7cAqf0424Yv1D/RSuMwHBx5NF7Tvae3/gtn068xb6dc9KGimIgrmyELLM1jxZLtdPCnfLl60SoYnJXYIGavufCQcnWQ5dLsj4e3ofSXJORz/QIL1PagGOjRFnOROVRqII7uMWAZlwmSP9ExuGaRB+gbTiZweEJkgGyauIalSkNppkshLoWqDNFOKIiXki9rqxbZ0D3KA1qC9YL2iutB7D8RJpa8nzIFWbru6RePgr1FdaO0R60avh3AuXyAa24kpXm8r6LpAa2iPE0lG8j6a0TXf8jq4Vryjxk09YSEy+ximp3iR1wAUM0cPWYOyD0R3BJ9tcZQj4UrKHuMeRtP6nrAa0hNmjsLJe0+UmOLFPEeq36KGP/VwRJwHiLY16oTBeHB9YEc19yiuuvZvJfWFbgm1yfMo2f0k04p3j/D71qTh8jmyNXMmmaJ2jzHRxFGeBSEpNDoq5o0Eo6GriJDwgqKRaMnAXJfUEckX/4x5kV0jQVK7kQzKJSMlseYXWquInZimwrocmOcJ1VeYHlxSjhpyTI22rLTTgvYVmmKt0dvFi2TrgtmKyjMqgje2zaTuPQnyyHVEoUpTx0QoTAgTXRvOrlMsS8TbUXYwcMbIHEH+giWhJS/wSg8JiRyFlpEEzJ4s8MA1ge1xJLuSqVGMjkLOjfSNaEG00KXTpYMURjNDFbsWIAyCzkLVT0A3jWT8KJBH0tYTh150B8VyAZkYnb1NiyNQk3r+zQxHjSbMit9ffhsB2aC4x4BbyJ3YLtz0EkH88ON9fYssIAtDXmLI5IidgGeQybWtDUd+cZXWsijqJ41gse084RFNb80WL0Ba8nfRHeXpCavJA1mJZ2ck5SIWCKaHyxIa9Ai09cLoGQCG2Ao3Wr/+Jq4SX1twGPrco2m570kzQsVSII3N9xvR2de7BUKakZwa9ky3ABlJNwm8Q1zb2SNi47wjSQ+k7HuBzJ7YGFrSBp5IC+TuPLMxJkhRdlN/V58Sm8Q4mA1AkOtUyzzDlBn6+JrAiqKlo1NDktscisAk3mOrncgi5MkTFDrGRJ7cJrdIrCWL8T6BBGJXCmJuv8wO0CaMBZEjqU2OMLcO6prXveGJgjR7QdxWhECV2oqd33vyYHfAZIfJbzAKwuKFUN4joqz2Z6R+h62Nrt7nJ5cjbarU0tD6FtI9aV5IeqaUHZPdBbp4JnNmsgvaM2Z3sWd36J28gmil78/ug7SLz52dB77W1CUSL6v3U7I7Eq/Qu/fY9Pfo8QF7eeU5ONlBakhevCYQQIdkzhjo6QiW6fbWUyn1iFgj1ROooX12P+b+BaaK2gPGAfLsqE5W0BdHm+oXkAsyT2AXdDmCVqSukDo2Z9CCNdfGFvvNL8+wQUsj5jqz2wIZiPtgAshIFnlSSSIJv+UQUot1c01Qj8St+4IFuL/5edh6G+vOMPH+SlfW0Iirg+VlwSoxwaVMnIHGkKDaCn6x1m4BFYKPc5jPFNIibkfKVhuV0qNoN9hsITFpq6/BzfxHU2pc8tJtX4/cWgCYtpNO8e92c0/elNXZciP7MpppBzNC1O2NjXEKGUyGExf2TmAk2G9TUCOBZ0Pi6kZCTbZi8ISF30fSsJGdKytjbBajB8SQJhOEYA7LKc7/C6j0H5t/OfkfObg9HQlN674ntCE7E+xWW1DNqCyofA92QO0tqTfSesGs0PoDQqbUKWpqa4QMe3//64IDGoIlGMOS5ezz2BLet2GHldlBcOsOk7PvNV0d2ZglSE8drSveI+DB17ldfE3u3kESil5IopTpTEqZtLtD8kTqO1JyMFpKBnwL8uhy01VpJZGzYJc9vL/D0hmdnkgYRTumidqbSzidq4Pi9AnDqPngRZr1BVMHEGQE5OgSPfIAtqPLHrMdVhpWFqRekHpCtHmBQp1V1w0vxrUM6z2ilWQRU5j3AZAc+3luUdRzBmjOLi2t7eR9LKzQY2150WhIE4X90Br9DsDaCWRGeA2S0CnYP+3CrWTXjx15llgn0aPCHn3vlF0wbPy6W5uWbFB6hDa+H7q7tWD9+RpPCdjccf2iF58z6gA+S6cAylRff8nZ+WZnsBr9vAoy+T2oNrBHn/s9BUvB/SP3GTvIGnUJwZHFwy8Mxlo/h912IIQ1T8Z3DE0VtWdnKNYD6ESaFygN9RAVtYoR8UKr0cw6Yaweo5tglPDT78G8HyGA6RR2xnuuJLxxuv5/efvTJkmWJU0Pe9TM3D0il1rOdre+vUzPAiFAAfgRX/kb+AP4YymkUASCEQBCDDFLT/d03+WsVZWZsbi7mSo/qJpHZJ2qc+p299CvnFuZGREe7uZmaqqvvvrq6LbG4+AU8WaNLySe9eTJvKFF0svnMHpGrCD0vkGEX/HC7ZM++KItO//u5kQzyyGtlFw5wZ9xYArJST+0aEBtgveiOQAVTYJX0Ba2hD/i1wfuy3+C7/bP2xPiE7HsHx0/Rsp/5o1XH/jHfuf7p70K5Duz9Pnr+KoTefanH/8cn7Wr67T+CmzJhlgwxN+u//3k/MM/9vhTzr+N71UC4oMn/EckNf6UIzTwGKs7knvzhXGMwLyXq7YFWyJQ11gQWZAKWW1jUXpTt3svIbIJaFhe/T+bPO7KZ4RGNiVbIqVEIsHuBm6gnCby7DICpl7JMAzi5du4bmBSlzDI2R0+l6gTUnENVa0VsUZSbwTrPf+MlNQb5rSFtJzRdU9dB86zcpyVIS2UXDE90HSHaUHZIVpJLTRok6BZWEZjLUZTj6tlgbTAqF61NVv2DbNmrDbSaJRiaPHgTKo3ddIsrAkvUVsTZEVyOLe6IrmRQj7BG2MZmiuUxDoOVDUkLe7QrA5yOEijSBYP5nNGU6YVaE1JeURSgZRIyZ+rZteVyDgBvQhYMlryElRGZ6YNEsDOljn+yNSqi99DdtDHg6WEl/iqB2qpetWBJUgexDZRb+JlBbEbTCeqJbJkVAotZeqUkDRS5tcIDiZCIqnLUghHXNdz9SC5ZmwtoDuwPYkRY/CNS8fN4UTNZTq0ovWMyA6TvRP81EsiYcGkUeUMmhjU2XAJwBLKzntOiDnY3QYHqRuICpg3xsvcknCZm9ZyOBy+QYoF27MF+6a4o+kqhuZyJHgpowm0dqSRUe1N4W4x7sniVR0tT1gZQE4klnDkRi+XHg3LCWEHaUCzeluMZN54vHpz2GZ71HYRWDSXekkrKTlIUXKw97JXALnkeLAQo0mlr8+wZRrOkzQvAjd3aDHXTXZJlBrAS9ej/FNsm+9jW1Vd11HvQI676UT06v9sVQkdQZbLvoJu7EmuA9ur1zemW/9zZzjYleWWzsjzgG4Dokyukuw9UDV3loStZLw3TrSoSNBgadbq63RdVpfQMfVkSmtsMiPxnWJeKm2tem+IdcXaEsEVaAAuXqXUJZzcMXPCXDAoLcDP9xqd2iVKZqtcTImtIa5dv0e34DVCcy4Mu0vA+py93V/rYJ6DuRs9ZvMrrs5pzoR5rou8hchxyivW3TPiwSce2zO0bf69f7neq0Dj1wAmtPs/Fz8IZAviJf5ocCEz4c/SuDADu7zkRZIymMDm2uReaNyZRB2s7c5t+ALWAvjQAEguTSq9bU8hVaXVFROo2cAyyxAARDSVbNa8Yq42tNbQBe5a1v7vNj+sbde66bLa+5q5vbqDCPp83V77iJfnbZfxeo8yJWbBfrs8mH6Oy2y4ppXItj6BjdtzebTxhGK+beMvlzNfX3n3ZgnQRlA+xTfd5sC2Dq7m//UEu8yY66+8vLevjT62nRH8gUD6Mjsiecf1uMFm3zbWLXQA7qJx/ewOrv723HfoPr5ZBx5jXVpUsFji4uezJS/APDHcxyeANxN1QDu0FRyY6+Nv1198tbCurkm6XbpaxP3Wtn/7elGej39PXF3mDdcsvOtjq1bo87RXgsg2lpfKsm4H/WI2SZRnp+xyMdGMmuv5Is9u4dOO/iyFrSrhylL5uotn0BPCGL36RjrzWioX/fM+mG7/n1WIRaKOHu+lSLKEhrP0vi1dAvCa+cuVHZDLmLm5jARHsI/7EvT3Gpe+H2HvUJKtNFvICtIKrXqyMCWvzIu2oWT186o6K93PHStHQg86ZS/IluoFIgFWayfJhhzeNhiq21hf1kw8iwBarPvUki97q/Skd1+PLhNh2FalICrbKXvFg/8cTFrlMg+vp2zfQ/tciJnk49su1xDX70vk5/026ZUc/Rafl8u8d1zN3u5L9Od4tS/09XFtdy4r4Pla3ypDkCv72k9qVz8/t+OX6+H5OD271jCzz5j/voLc1l2dKYyYaYDx2ykkxj7sW2+we0W83Ob6MzmisPmbjej26LJHXo/A80qSbtuv99/rCoQre/fRZ3U1jlc4z7a3/+i9l+e5vb4N//PncjlDJEo+YQ/9+PH+3hlzoVc4bDOkX2PGiSD12SX2e+t+jQ957FtbryO//u6HbjZzq9TB1/DW4yD5z9tecmFs9xNuvUAseqC1zuiOGWDq/R+b/0WlQXaCkhNywu4EQV2khh2M8/VqwpqxxXs8altI8Q2qidrEZeXWSOTaOdJcE0bCWgsCQj/Cb20r1hwj0aSoRDP0tkKbPeHQWlQ4uknUjVx8Vf0X4+rPp+9RsZ9sz46wry0qT3K81n3Ottk9uTqfRaWuV+vo9pw2Iv3Pzb0fOXj9mguGSzT9yP+6norbV8RzjrXs5q/HkH2tDnHv70ngbZtsnzcObstGUlCe38iVveqx6pZs7Wu+z7ELSQLwvSt5pYs/DvcfNIFo9JNVsLYirNF/UDAaap4IsEhu9X5tLlcreDVzAhsuc6DfktlWXGK9L+F18nOrNBAuFQjdv7ga4273NF3u93oMY00/7+Ny5bcRvluKSmyJ52G9Our5evahbHGq6/0yPZ9f20b3897bP1MS4soRuz5+ZJ0/9Dkug/3+56731I+d4/0/PwvoP3Cu7Vd79vK2qW3f6au2lwv1fckXQ/8q2/a15wv8+Zdd/tw3X2IDs22tfnzwLs7BB+/3/W+Sj/9KXPtHru4jJ//Qxn3lgD777PtvlPf+/aSb+PEVyMS0/x/Z3e84p695tx54LMrTSUizcrsYK4llnZDDO+TxRBkL03RLsVt29oLEifnuDUu+4zT/mqLCbxdYBP6w/5aanjgNP3C2hfkJCoWXL+9IGR7T95C+I91kKAMP65esP9zx4tsT+3czR1PONG7ubnl9/4p5fOTQ/l/kZc94/O/YUXgtI/PjDT98/QVtWvj+y29AVsYfdpSWeZF/SV4K8o2SRmMqbym3yvH0yHmeSfMLZBEezzvOp8RnZeV+qDT5nh+G75C7Afmy8LIkvlwSjzLxx3zPEeVNWbGTwP+asWNC//4vybZyf/cHbDij+g/MqfH4akDv4Lfryk6Vf8iNBzG+bHC3HHi7qzxlJY97btkx3D/RXjxQBF68gXy7p/zyFyyy8vC7N2iu1P3Cuks8/uaGYVV++ebAfk2U02dUKTzdK6cCU7rHEEp9iYjxbkycR2FoRjkba36H3r3F8h1y/wVZRwabSOcn+P6PLPOeh4fX5HHhMCSKGjeLMwbnnwGGd3/4G2qpfP3lt9Qhc1f+C4OcSLWSkjLdG8M0UtOEToV5/8g6HIFX2Ppn3MwTd6c9p/KGp+EPnNM95/TX1OHEcv+/IvM9dvgXDGS+DOmm1Y4YiwtmmMFSUBLnh1eclj2DjOTS2C1His3U9QtUv2Jtv6Omr2FZ0fo9jbesHEjTmXx7RPIDLZ9pa+L89g7jAOV/BlGWcoPkkVE+B2C2HzBduZ2PpFZ4Wn7JQW/YH/4lw/wbsP/MYN+Q5bckbik6sJ9HalPqDcgwoNMMSyId99h+pf7ySNbK3dPfeoF7+mvUnnga/jdqq5znX6E6UjJIGjmokGzH59OOXRlZcmNNlX1RpiHxNP/AYXlimd6yvPiBO/1LPmv/I6v8A8f9/xPRxDruWXTloA+09JLT7r8nseOuvkWO71hWQbJRppE0vmLKE0ka8xfiDaZO2fsAtAFZC1kSRQVrR9b6SE1Cm26wdYXT38PwEvJvQAe0TeS1MZwr2AmVfxt7y//tU60bYs5yNzkhVFoADWr3SBtIGqXd7H3/QZEcDqYJSNdlrJg6O1yiLNp05/6ChD57dturNnavP/bMBfKMa2EnUhpIeY/r9ybIC6QZYSDZRGft+97ogEsCxIwmZ5fGk8Fxq3og6UA630FNLDrTSqUdFpfRmwakFLKEjAMKtoAcQJ4gJEvaUllPM5pmWjq6nNj5Jkqqjy7RhEum2Ryg8uo+p6QTSPUqBhUPqFKAMRgaOu0ULzGXmqDuUDzYwJonmiR7UlTC7TLw3g8NdPFAIgc7cujOv7N5BdcK9ySHO6xqhrM3F0g7Tyb2Uto0I5xANBp14/qfVrC2i+Dx03Q3nx/d6R/xfgyRqGsZ6XJzISvYck8UqDudcgcoKXWpPE+mJw3Ax3xsJF0D80oL1pEFkFxYEK008b49nXTo3C7F++UMJJxBKXpLasWDhvUYpfoRROPa/KoTljKMK8kypjfOmhNFSiHVkZozdU3kQUjjG1J5R1oVWY3WZlo7o6u59LNFn5DQwhUF0er3225RlUgSKyZzgEKTD60S43iKJFz1PyWBnD3AMYvkiQc1UP3vUXGjltBgUlqwpDEjRxDgknPQJIA7SoyeS5Uka6Qt2EkuSasZcm+QV2m2YDZi4pJ1wplLQi6DTOGvOoMsfygI/dBhQMth4QIw1QCGU4CRIYHiU6QHYg04A6eYn7vL+dSv2b9/jQqD+I6tYeEFKH/WR03mYMgCOjh7jgRUSAsu8/SZz9fQN7/ojjtALj0BYouPx5aULRHPBeiTQlKpJ3FVcRas+8i9+sJ6VUNoH1/+zpassDR6ErXFvZkz17wPgwIHX89duiUkwnxdFMSibwNPEdhOIKOz1JqwNWi0BBrBvngCkDTQe0yAXqlz9MA3gCcEUdlsByVA9H40HPQJm0uQErzCaw+WkVYCjF4j1rkGaT/1UCS9BWlOxhNBmiIt0bKTYmTw6iixFdFGmityXF3+aBhjL3VJQZ2bz9XJgY9cD/413f7nkKS0l5hFDxNJJDKesjsDFRsEimuGGwZrMC9TrwIcSLr3GVeqy46WxZPzcudzzwaSGZp/572i2gufa3nvc90OiB7I9RXSdlStaBVot+hwA5PQpjOjKbs2kJK5b6ji/RcsU8z9QhkbLCt5OSKqTBmvbGu+D/eEkssmKqmdnaQBIAPNDrR2gOUcIE5CB4KYs0MoPmtsodjJ2cOLr+Gc1QHG8dEf//kMarRh7/uiTW4r2oitobGNOpNzAKkj0m69Qa0qYm9J+j2kW8ivvWpsXGLszQHEORiq13P2I4eps3WxyeP+NOP9nmItBHs0RaUSkjEpARC7vZGwzx0kTxaNZHvPGuk2LpjOARaJ9Gov33udxONEKd8Qllhsg9skvH+Q55AcbHIWf4qdW7nIePT+PCnWn2xgl9D3KKEzoUUTCKidQFYEr1TDRoTiNkgz3r9h9utk5583f26pxz62+PmjD4NtfTk6ANbHcseWFBe49O+pYFGNEaSADthYVIP0RvVdzsWbxBLjFn1qYLM9YtcSTRsK43Yc8XUTEiYmHeSrdHvYpSLpwJ8Y3qQehH3czyfso89nH9RjTIsKFMRGxAraVvdlQ1YuuJeoFVTdryyyc1JD6o2CvWI7pRPIiOYb94nTo99rcx/DJPa6VNzW9HViIzBhso89pXr/x2pOKJKMyEuviBge/DsXv2/pwHA0jbfUAdRpWxeg7gM1sJNizBQ5ON96fBV98VwiNCUj9f044f56OyMxHoJjPYbROII2pJ7w3ngLkGhLxaz43CajkWCUqu5H2QKrUmuFesIr0RXjhNqZdV1YzifvEzALrYkTP1FaioRc7VU62R9n9T0z2eC0m+o+uZbqcQdL+C4uWyzqMZKqK1z42lsRBixPGEeMB2B1OSoStO4XDj+G6N472uy93iTY7JputnXk/tMZ723mCSevrE3ur+chWPnN40RG3J+JKqReRZkjWdaln1h9OuVd+DGxnvTGY78c1Rfhm4ns3IdOC96XIPq0pAGS+4up4d9BVwI4+bWI35+tOWydJ1G7IllL0XjcM1xIi35ZDSf1toGmQ/iiZ/+nuTnQJFANmw0Trzh1uz8BKfpeGWYPTvxM3uvH9CVK9vloncDX+9MUaO8QPSBlQvKEtQHWEa/4aEibsPYZJMXGkJLk7PuJayq6H2hKCi1CsTFsq1dxep+HBO0MumDcg05xn+6rSepSbg2v8vBYx2Hw3l8uEhciHid/wvHPWwmxHdfm+1Pf/894/BQe/tG3vvehbfflWX6is9MujETpCaTt4/b+9/fNqDNbf4TFXzIDG8vi/Y//7PGnAhGf+rn3b+Y6sfCP/c4/9bMJ8ivIdxhvMD14tVL2qgNJnqctph66CC7joIWkhawZcqINhifBhaElbmdjyMZuf2RJR2ZxlqOqhwteaiRUzu5AiINLzIW0jKR5IVUJbbtKToUxJ1YabT1D3VPbC4okcknkNlBOHtzWyMYmCthAq940MK2rGxabEVmpsmCsrkvfvEFdbS6rItZo1pippHImTUKTjDVnia8ysYhylhlaorwrcBzQYzhBUwyeKiINhhHJiUHdFchqpKZMrXKj8FSdQZRsIOWGlBUbV/KQGXJBSoFx8mZUp+Yl76XRknHOFVMls1DIDH3zom28bCNRo1R/yZk5CVIb0lyqw9KCDILcTN6YbonN4XTGFqGtM5Yai+EOTzijmgLM+djsWr3cdFVhVQEWEmeSSOjgJgfVMshg3hcjFdRGlIk9e7LdIPbkDFxLVHZ4V4rFqwxiUxui2UdLXrqeGDATiirNlFULrQ3kUUhJkbZ6jwh16QphABvQttDWHxy4luYAggnOAHxAdaTWWzBF9ADZSGVw0MqeAKGFtp/YQlJBbaHaRG03iOwQ+wcHj6JRorTkwZWVCOq4JMrN/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/zp45+ehLj+nvd9xfdt+8eOa3v//nnk+odPcUbj5n/uu7fXowTq2YLpdtGeP7erC9wEmwR6IqIb0145cflcX6XXSQjb9s3Ly+9vxpf3/fjvVxe2lWY8v8YPD9n7g/xpE+Xnx194Phk/dM0fuo6fP1TglCYOtmf/H+55/a3ytFtpWWlzoqXESzlwJweWLzPrrz/jcMw8HQrNVqr9kZQgp4FVHqj8jqIv+OrwL1nLyjL+jqUszO3Gm+/e3YAl9ElZm2J6h2CMP7yh1Jn92bD6lqe/vOO7v7ihPn5LO/wAqoxvlNm+QNp/zzoPHOeRx/tbvv/N55Tzd0xf/1sSA+nNnyEpU16tUBuPX/8RZmHPV5Q0Mj7+QGsHznfvaOPKZLfko7HMnnF/ms9QFpa8Y017isD4Qvh6HvnuuKeWkeW2MC+gp4wsC/LdD2iF0+4NmhLvyojlkfPuBVaMaVZSa3w3fYe1M48PmbZAJbNaonw3c3uaaV8daF84g4t1JJd7xlevsJ3S1hOlKvf1nnY2lm8boyhlWigYYwvtvf0JTTN3nJBqjDIgCG/TgTONc/qc1W7Z15X9Ujm1Rm2JMg7sp4l512gcSccj8rcnSq7cTIZl0KY0Nao0WhEO9yMtfVynP92+QHIC+0usjch8T6qJSe8ZGXh7OHE+L5T8ljydSPkvyPZvYPgahj8w5pm7dCa1QltHssyM9e9hnuDpr2lrZn58QEZluTuj5Yl3w+8xVW7WvyKrkOvfYHai7m6wMdPKjAnomwc4nWkvJ9bbAW2/gfXfcKj/C2/bv+VuGPl8nFjsSw6H/4ac/4Fh+n+DTozyK2eQn15S8o5X6V8A8HT+PZUZu9ujufGY/x7hhKqQ9Y42/hVWXmLzrz2hJF+i6SU7+Ya9fMuO37Ljv+WYDzzs3jDLkcPyhkJi/25EDU5tRrKSd9+R0pFX4mzih3JDbTcsVWiWsPQfgb/lySpzGzmsr5htx7g8kdcj+fxH7uZvmfTX7Pg37HYj3P8XhuXA3eELWlKWQUmSGeQzpjTyqvzBgYXxe7QVVv0XaBtp371DtLLEfqq3DQbjph0YZaFOySXH2lvO7QErX6LjnyPDgowLlm7Q9QXnrBzT71nbHcfTbyk6OLta9pR8f7HHn3i0im/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+Kcc/dQj/WY4/dfP1bXExwY6F9Dh4yfPoDYAsJbItJF2x4RZuJ1JLtKOgLAEaZVIawjC/QxBKXYGVUWfQirRMSwmKb0p2NNoKZJcVkWrIXCmnGamJxzyx3E7YquhSsXmBdUHq56R6T61GNcNSRqcbJs3shrdI21PmAkNB7gzLSrUjHidVDKHpAm2hFqVNRhbXHVRdUFtZdeVcK20xWgYpmTommg2s6wBjhoTLYDC4lMjsAJ1OlZYzc7r3vgWSkQQ7FpJVTmRWSdTqcWRNiVUETkZ+MPT1gqVg9y+CtS7bsGBtRhQmGagN1gNkqYy1krMiY7C3imd1BzPvuSErIrDazCwrKzNePlhJooFReHCbUib1prpN4UmRqVEG7yHQgsioomg2dEpo+gm912FyMNQ+R9oUDk842hS0CrVC3q1IOYVgzBQBzUrOT+TyjqR3FBtIVr1k1AZkvvFNox1BK03ONDmxSmxYNoSDEQFFNBu24hiM6YwuT6jNaM6Y/hZ4TbXMmUf23JFlDzay1hcoI6l6GX2x1ZnnmhEGBnMJF9bwKlQgJaoYlhSRxZ1GAU1e6m02UWWk2cggivGEz6hbci8rF6N1eaDV2ZLVmjt5nEBmUnInvQxetr22AG7lCRNjtT2mI00nsFtUF6rOpKbkusCa0eWONK5YegQamRcYK5ZmLGUk7ciS2KUZbKXKkwcmUh1Emmd3mFOUmo9Rf6NGMWe3WHFgvTG7I5cyKWcHxUuBYcDSTE0HqtWoaMqs4o16o0/vJx8GUTlgwQyLuUcwDiSYZSKX8l8L6QvpAY34nE0SDrXgpd8XpttF39oD7su21iP9zi7RiMkiINvYjgKb5EDsg9tnnXlrwQLfAlcCXDMNZ8pLdduKl96X5JeMs0O9gaMEG/MC72xStBqVKGrYirOPrFenLO6ABmhs273ie68NHoikThhw1lPX0e0JGY+3Ozvd14kziXuQGcaFC7PPM1pc+Su2hcbQ5Ssu4+/4ndBlAKQ3iI6+MCKu4C2bhjZxjfSBZ2PqyfZ/n34EaCK9ikGj6Vg2XysdiEbcSY5x2dhZnTmzgSdsf7s0vgsg8r1Lu56T1u+pf5t5kCxds7WXFAQYYrqEM5yjYiLOoQ6kkBKb1JbhQZJ6w1+15NJ3mhCZnfGlBW9k2YIF7L2BrDlL2PsDR2CjikljY9sJXFemiKTtWfT5a3bpzeLA0BWo0wOPC41scy4vcgR9vvTKkF4t0nVx2zaf/LO9rwY+3zbZrysm7hUj1pULHG6W7peaz02vYOlsws4Mw/dE+7nAQp79axtj7ep5C3QpuEuQ52MqvWGxXDETY85b/+Vas7Yz9TZ7ps++XzrY1DMSEoyvZyx+/HNXGuadcbydTzVsbDARN3agX39v/t0lT+3qvF4xg9vQzeb4axZMTv+5//2yrrZqoPfX+va+WCPX82Y7T/9sjClrBLDdNl4/q6vqLbqE1PUeki9jTYy39HVqV9cXidHOlpPOQuxs8C4FE2udFEY+XcZ2e++zgfyZQ3y/T4KYV0Mii++j1m2xhX1xCSlEkFw8WSfJmY0GRG+CbYl2uwP05toX62eXRNNl2YKlIHBGmK1RWWi+dv3cvfdPPCca3kvCbYamWKuWEGsBjuCSTPQEDvSm36gz/X1aZ6+MaM21rFW8X5Z6J4lKI2WhJImk9xrVC4vv2anPPQufIDs7WaPiQl1O0DqgeT0lk7gt9ow3nbHcG/n2Brduj93P6Ul1AXqfjr7TSZ+TKaok1Xv/CLZN4b5vW+ydnu/KYLuwu3WbytL7m0D4VpHQTD9n265Bg/5z+AXAlswL8H+bu7FfdYvUf9a+n/Txgeef657Ms0qGzPtiQbJdS76s+63iq69190x82V4xx7c76W/qe25f5xc72asPJM5vWz+XSGpYXwvRpNQu+3zvpdRt+JYYALYH8yMmbbr4VT+y1/2QD/xnV/9dRr1X4lw+2q/xMtbP968rmxr+yCZd1dfGNelI3v887t+Fb9ufF1zvWZ96eOS1fdZsaxvjiTS32dKJHr0C164/n65Gx9gSyWZgZ3oS3r+jxbs8od2TXZdMXjQaN7yqShewhe7TeiP0E0IBm3A/cuHiVwrknuDum6Z/tyavqlGNpJxe5pKT16uz1vNVsjI+L9ErzEQjaSLh7vs9ZfWEvW69aYI8FBXbHej2YRGUitACg/C17XPJq856lW5rRlecVAu/0WYuQC3b/uaSa9CTfRqVKNs6FoupWbb52v0fNyU9WUmsQd3moctsRSVa7GI+i72y/qenWKPb3M3PUh9X2+ZGH2y9sP3p+2v0ckPwynKL7+xzJhJ2sf/5cokKgc1vi0tJPd7o/l5fLN3W0s/Axbd0P8L95cvEkB4nRx8D41JhvlXoEXuWCEldhjixxn36Zag0VJaLy2PmrmSK8aDL7xVMJ5AF4bT5EnB1zX1O9/ifPhf7fXQbkUCir4tdqpNcJrTgCYQuxRc+cyynjZ+e8+V8GBYSWJtN2vo84O9J0PtSSB9fCV8uBYklmDD+vHV7/8UG9u/76eOfnoTYZtK1E/qR933wkI+86WMXL/zEybbXt23n/X3lY5/Z3tc3CDfQ1w2ZelVE3zsut/7h67n4ERdnwa5/t/defvah64v+8fm3Kf2jl+yDP15+tQ+/+HPP7f3H9KO3f+gm/qQd9qNHU+Xrw1tst/Iff7Py9jPh0IRFhVOZWcfG+Y8jyw975s/2LO2Gclgoy5l0MvJhQnbAS+VcbjgPf8Uswt8vX6M28TT8KzTNyPLvSaXyYpqwXHgzv2IpmXq3Qm7M5RXDac/460IZBK3fUP7D77D0ApPfstgjb/IDaa28Ov+OYzlS796y8AXnP84gj9S7W89+PxyoBd7dPmK6cnf3xNAat/JEQXjcG82EF/uv2E0T5+mBc/4GSUKZhaNNPJ7uefXDkZenbzjefcW7F7+Ac0IOCbut0B4wmRjzKyxnFgzKmenzH2i5sWZ3pobjD6Arx4cVVoW8Qkq0nbDu4esl8V0VbvOOnYwcuOOdwd13lft3lcO7Nzx8/0B5ecv0q1fc3ma++KLwcIDfPxpVFasjY5l58cvZGVtvvoB14n4pjBj5/hsYZnbi1SjD7lu0/IH08hU13zEe7xhPr2He8zBDeixMb4Ra7zgvn0NWcnEDWdsJo3C+vSONE59/lpH8E0mImy8RHbg5/oZBC238HafySJNKYmB9d0bnFVkqKWde3P1/KDf/K3P7Fcv5t8j6De9q5czKqfweyZ+Tyl+5pM/yBygrcntA08JDfcBqjaq3G5bzn1PbCwZ+BSzk5sza9uJLbNwxT29p60zbvaNNCzbcYZrQ9ke0Hnls9yzrSyxXdPjPqJ15O/+fuF3v+NXxz2npHfPN/8SSv+UHvgYKLb0AFcbDOyzBYf/fUMc9qY1Iy+zSmcLfsR9/z1i+4R1f8sTOA0E5ceRbjvo30L5levx7dnzGZ8NfUW3hZO/CEcRFOL8rLOz4Vn+BAJ8n2FNJtqdSeMjCipJrAcu8GIyhrDzN73ir3/LFLvN6/2u+q0d+ePifWRehnRMif0bi/4rZO8b0d9BONB6iN+SEUJD5jqRKmf6ApUweB3cYphlLxtnuqcvI0/oLzq1Qpz/QpjeIDJC+gvotHP4PRO9I+QVpf0t+9QrqHfvzF6xJKcMbYIfKL9C1kd9+S9L68bn23iEYKc34bq+x9XQnYyFJw3iB5VtEZiDem8BLMCccvD4i7Mh2B7Yg5lrhJqdwmrMHnNmZLlL3oGMA3h5QOmDrDtUmx2DedJ7eFCwp3guiuJsnGdLgDp++wztDuO6w9PLcVT2WnEL3+BQB+O2CDJXcDKFg0Zyc1VxGQ13v0zScRAvdXXUIRU2p6oBxawc0mEimzjI2a1iNhmEiWE4bk0ijAayzkauPQxKvolDbHF+z0HNO4lrnmlEbncmlHoiRu65mD+Vdx103CSbvLePOpDvC1grWDpi9Q9IOSZOzzigIddMb780yLXXGY1SZxFNTbc/c20+acyHRJXJCOAO9D8WeztyWq+BSUEpUjWjouUsKFtvGrnSpIJf16pUQhgarzq8wXUjwNdht6QS2YjKiuWBpDHa72wPPxg5IXkjphElyRpGZ71UJtETlydL83Ll5TkJ2kApZV0QMrQ7KNE1eVCTmurnWMFucaZs9EYTVYPlWTBtNXbc6aVQ6WMMU0taE08ehdbBlPeP6/A6malRDYItXk2h1UDGYkYb3UDGr0E54r4QdXbNYqCRaKKz5nJJeNh263r2SVph8vesCUknR1F5TsNylB9UhhWNtCxg7Q1Q3Ju2AoTQ9x7UcA8D7iWNdIn5NsR6uQrBnMULMYsHBAgbQgQtOVEHObk/0tk94tuiRFjaRcOHNE0tEAoj1Uv0BOJDSg64rmbleAu9UUQ8M6YngBDK5k26Lr3m5ifgqxiF3WScHlNV2Pnap64R3z1sh+gTQ2bN4LwA2hmyXyDGfl10yR3IErb2SoNIbhXr87gHpBT7wRKaxCxbmEHhTBPRJsbSwSemIeEJOLtET2lnMC4IGwzTGwxHjCIRku6bLYs8gERyn5HY9pEfpVXaR0HLAOGQfmH3/69Nls6GfcJjA2e1oKwapoknDdkImkZeG1IZVaM1ITHSNaS2hmZ0s5I0OwIDKK8SEZKuDLDKCKJbfgDQkV0wKRV4g3vwgYqQFS9W/Q2/Qlr0qLh2x6eSVALWB3WD2EhNzggQzafm9jyGTP/OoeKEdMTO0rIgUir0gsSO1AKnKW1pakHEglQL6Amm32DzTmFkG0NHwVW2kUmjTLpIQj5itqB5dxs48cVGX5BIUcgaptPkBXSs1j2hK1KjQaDKjstAsozqgOjqLNzUsPSB5ZEiTy5jqDUaFcg7bMIMJeQ5WfawnqzcbwCQCllafu6vLklrkl8SK70l69r0/nWhDAx2xtkdSdQlYgmwQgCgCmgyRgqX9j3mP7x1iQ0w1rzrjOpmBxRrv4BtsoHpUUHjD8jHu2UFQiS+1bd/tazjOLWG1tC+K0PXeMAANDsQQNqld2bTkc7SzvrFYfxftdS9gjCRglxLSJfCjkDXbwI/e4jfsVQcKAwBTOpg1hg1tcd+KbgBZyCZue8zEBipIwxnRVzhF90V7k3MLpNd2eLLa32Nhy52AU+PZ9ErRnjiOyizpiZxeXdLXbPhbltxeRs+tLQmUnPnee1s44Ov23hu796vWy3VZsMpJF7+aSAr/idUQ2ryCwCt8fH5LE7INwRNqrFLJ4r3tHAx/cgJFWsPPjjFLkfyTYEUrQEKWycekhA/fHETO6rbamfnFY87UMJsxVmwVqJlczG0iGbN7jIbiTaD7TiixRlLN7nenmAvtCUioMyvJ2fza1Re6yhrP7yWkvWvw2wNkw7IhTaFGfJQVWqOt0ZRbQGz191snfYmvfQSN/Tx18L4OmCZyOSBpJS03iI203dnnvStno1XQGtU9OqEsVL71Ocre/YlmoAmpDiaL9GSeg805kga2mPuVo7hfYTF/xCBDSj73VRKG9wUo9tb32RKVBGo+L+oLLFVUDkB2WWN+Oja11pOJ7neIvvI9Oz3Re6+gDdM9MGJywspMsuR+unXkVYKwgn/GbkC+wOzkfWRivfiXLmGaXIHEZPB4RON1Mfc99IBXmA0u3WwjZoPPJfWkl8kDYhPWbp20l11eSKvv3a3d+LoeJHzGsFs24lXHZ0+ipj2k4jGcqVfwaZDLbOdrRhZPHuXF17Leuf1KK97Hw7EQ9EKCwBTa6s+9hh1ISk9SCbiKA8nj4TJgIckuGpW9XqqKRv8qOGP2GLCAVyyQbv2c5pLctjzipDGvNCJ5HGwaPmDsA7D3e2lOxE7d/0qd5HAP5pU5lkskcfzzahW0x3797z9//PNUQjwDpftmAj37/89/dKf3cv4PpiauEgYfPgfvXXv/vf/R/738Zleb1Yev7EfVDfbeKx/MOFxdy08BCvbsHz7020c+8knv/fB75CM/f+gj9oGx/NgHPn1eGHBczzyuiXc3K+/GxnIy2gLnobHUhWMdOB8zy01mWTI3FYbWyKsyHF2H19TIlkkyojSe9IBZZpEXIGdygyzKkMCyoDJQpbAOBgOUcQeakReG7Qz7ekbeHpCbF8juHqMyc2bC2HGgpAdS+Q4hocdHdDxj9wMmxVlHopzzydk9YyXXRrFHshprvmWVEfKenG9o5S1LPjPmkZIL51Y414n7w4Hx3YlTU5Y8ITPkszmL6TAjQyJPYCQaHjwNo0FxhqMYyPmM1Zl6rmg1ygCSxfeEAc7hY46pMBWvjJgRducj9uZMfVTmB2UYMqk60DjtRsoKc4KqXmqeRbG9OUnu3QjsGdueyQyTd1huJHE2O+n3pPQA0w1tMgYbyHZDq5lFlekM+TFRySgjYpUsi7M6mzetXEtmKJndALn8xNxPe4SRst44c2tqaJ6ZU3FHs5d+iyGaGPQdO3uD8Ap0D7pnsR0rB1o64U3v9hgnVA6kvDBMT5isrPrkDlAt0CZau0X1BcnuHGiq3wAzJjs07dAirEPD8hlLJ0weIb3zTU6E1Qp12ZGSkHmkAef2mrHdk5dXMKwRjB+Z7S1iI8INIgOlnr2RmbzA0qsoqTTgB4QDQz4xpTPFGinASaRS9cya3lH0gUnfMaR7pnLHrGfO+hCgnAPJNjvo91h3JIHPByMnJafszrAurqvZEmqJoSh7Kk82s9gJKzuGYY+0N9TlDUkGappIOcH4S4SRrN95ONUeXUPUAuBsoz8/OYEIOd27u1e8p4BVCbmmHaoTTYSWF0rek3UH6x9g/RrGFWxEyki6MWQZkPoSSWfa9EhLwprAZi8pF/v0JATgAAB4gCXXe44itACjg8WKXZj8MuAVSFcsmM5QiL2kB2OGQTJ31ACx2wC4r1h0sV+a9M/24LKxVUVE8Nx5bLGA3E7bghDPFcKj6nMBOh9HK8GKVBLe5DBhG2jZezWgqwfD6k16t+sJkNisejPqrYGwhbxNDWC5bQwoo0uiOEPXZZiEZ/q6Tv8OaZoeOMKl/L+jo84M82ak62WsulTK1mDR9/8UY9HJys7el3DOZzeyKjGOEsFrZy9nv+7eB2RzFTrrszOT/oT5tv1bw68ZuLAaL8/ckxAaSYnOp4pESm+SGbhOTzhJ1x/dtnjtcAsg0QPE9yOJqp+uV+/36YxkCckGB4QzyYTOvHEAxPdzwZ+Xv7czdypiaXtdolGtz6EEuXFdmaJ9LpQaoGe7zB9bXW5El82m+PX37+xs7YBmNMBjq6D1amx7uBkgjDUPTvq9dGbeVpHTG5VePtllJkgBAHVQ6kd+ZCQMMYxotE4KgM0Z+179EUz1bq8v+idXR9qu0YGeejWDPnJ0VlWOuWw/vs4+PVzGKH6Jig2JoGhj0Bs4YKOXc23NLd/TwbZtkcXnexKiS5XIe++9Pq798P6nAO2vq8q29+Znc7wzJ7sUku+Xfs1ueyomfY5pzI18ZVcJZmHEDSEjcKlSC7sBYct9rvkHg224NTvtdqEzlQWTXvHiN+kMXbelzkbsd+abwAWoxD8bwNHGnbbrdS5sazjYi9Krpbq92Ho/9AculzEOTehLU9p+mR+akx8/rCXQ4sH5VmHmQb0H+EZSpUU/Id9vryqF0mb1NyCtX69sPQ86OKKQKpZcnlAskSy0mbtGe2qxV5ZIXAbwnBXRSrIVsyFA8dgbrGHqQI3bx6hAiectnZVKQexlnNvXtNmKS3w1LBfMbmO7bKiE/BcTLrdWfGbkBKmGRvqK2tlxLC3eAFWTs3pzgI26oK2iKYfkUoch2tYTza7+8+dQEcmOZTQH0BBxwKbfZ98KLBK9QK++3OaBBB9YYi/aNpfBCRGC+wbRe833E2fFps64NYnV0Sv8+vmu1/eHj55cN4kEcK/Wic9d5Jp6rcLFZ/JE7wUQ7/7Q5X1RXbPhJle2plfR9RvuiZnts30pRhLiOT2cbUAlxpcrsND6nO/jYHSmsCcKZds7OmPYiP3iyif0BEK/nxb2PCQ1rxIVWw8O6/auX1ivguJyzXG2zSeyRm9ILVuCrj+LPhkuSe/e4cLtT/cfLZI1wsZQ7wb82iYBF6DY16bfd+zTonHtQyTme12hn0c2h+/K+bs8tKt7/sTD2OZMt+tOKPE9Siw5OC2CReLXQez1atzwhHBIZ/p4rWxz2byXZmf7+wim8JVjHljyODl1cpDivmw0WHddTTYfOXpq+hro88srf3J09e3FF2JrPFOXwfKhC3/HFKNLGeLJPD0juvp3xlYqLfbr5H6W2XLxm+ikKnN/7spntXSpcBEBDb1/TQtJVk++aEF18TFtAlXQNaNrCZ8106TR5BTVa1NMy/AXt++8eMXdtxMzmmoUuEblzLNKwb4GorKSjDelXsLWrb6P9eSb7dwHtXPYj17Z+FNzrPuxdXv2lx4n1zZlwGwKkgFXsor9RJd4RrRXTDjp7VKN5JoSl5503VfprP0SyyeeeZA3ZJOgzVz6XEjM45AGU79eK2FHtFe590R/t3ih4KDdFkV/vjQipK1uS61GIiwA+CSQQ5ZVGt6bpTf+nuNaIikU4yLh52+V3lbdJ0orl0pQ91HMCDlVl3QyuoxfSH32BGfsd/59PoZeLe5Jem+KXSPWUC79ONLV9nJ5rhZjuvl2fX+KigzpFUyEvxbkOIvKny2mgCtf9KeP/zpyTFvQIc/20Q/7knZ5j7339+1mPvCZZz/L1V8uzvz1Nv7hbIRdfVU3udff369PLr9vlRJX3/4sdpGrjfniHPzokrf3vv/i1WD86LX+0vvvv7qYH73/A4P70WfxE8eVP3A5nbz3Is/H6L2XfnzCTztUjR8OCzoYt8e/Ybc+8M27icM5U9fK3FYmeeR2f6CWxaWMAvg+tTPfrEeS3ZDzZyDvyPXfk+0O3f9Lmtxw+qGhItB+SR4qnEdShvLN9+zPysvDPXkcKcc7pGXO6xtOw5F3D7/geM78+u6OL2/2nI+Vw9mor4z2l4a9y9z/YWI3ZaaXjTII4+4Wu82sX07IuvL5NwtJjRcvX5IVDt88YBWGV79i2O152q885XccDsIqe754+xm70y1Pu5nTtHK+Uc7ZqPsnZPw9eRLKa1hr5fRuBnlC8jv0JLTixXK8eYkOCi++w1JjEWi5UL9wF+rUvMzyRt5yazNlKeRzoX3xC06/es14/8gXd08Mb4/AA8MXA8NvR+YvDnz7F3/Lud0znn/Fu6Vw0B0iMy/GR8Zyos1nl2F5/QOsR9K3N8iaWOuOmkaWF8I8GOsf7mkPjfVupOyNO4VbE8wO2HTE7n2vyPbApF+TbiaG8QVzU87fZBYSj2bcTJWv0hNT+XglxPKHl2gyyvR78lgZxwNSGqeTUpsxTDvy4BBGA87nkXX+groz6u4/kdIr0vA/UPQb9vq3qNx6A11bKcOKyULVM8LEoP9nRAp5cl3NKt9g7TvWZSC1xEhjNKHN3zh36P5b7P6BlhvNMmnOpCVxw19za7+m6h1rekWaK/nxjI1ndnfvKHzPm/07l/oqf02SE9PytwjGOhwASHyLiLHXPWN7ge1ee/LDPmPmF1R769n8tDClNxSeEDuT6kpaDOwVq92xpj1P5hqeQ7pDObLYd5BWkpyo1ZDZN7KnNHJmouVfY7Jn9/gHpvqI3P4FMuw4vnvLvMyseSGlO55yoQ2Z86js24lhesW0/yts3GH7/y9iB3J9S5uF5e2vqFKQhz2IslJAVsr6CFY5zSdUjbWcMZTRKqNk2osFLZV9HhjS5ODecsLSS3T4V5zKKx7z5wyzsjudKMuO8XAPg1LuzwhHWvsesT1S/ix6B3z6kVMw4OSIUTE6yzyC0rog7ckD62AyOyPLKwgQCb1qgXzygKM5m8lLQkOaQDSAWdyRS4P3GDDDm3l25wgoDUuNlARhQlvB2gDM3rw3ZZeK0ARLcVdFgJRgCGcn+ywT2XnM7AQ+FGesSwuyNi6ho7lGD4DYMiIYUQOr3pTOdUY9GFWrNDt6IHAeHAAWl97RJp68qC4FlXQNXzkacPsgONuXhLY5QCmJZFwLh1eQ5Cw2BxeNzIqJs10QI3VwStxX0A6odAmDqBIwyxEk+HiTBg8ILUUg0UjSdTUdfPagv7rWrQV4051aMU/Yyp+2mSeb/XqieSvphJfNmw+tOXMfWrCBC10PP0lnWPqzllSQpAgzmNKqg255a6Le+w/gwKCBmiFyjipsb/y2gYbBIk66kqyhMmDJgz5lRbR6oMqEZJcmUPVkSjULrE63IE9EsXwmiYRTnkI72BNfsjEVE9IEGSSaU3cN6O5gSwD/Z2esRcNzlWBlVpcy0N7snAXDSOrPS/QtiajOMXWAr2VSEm/zoguiT3hDw5vAnZ1tmWh0je0teEEQbvDqlJBoiF4HoeMX669X5ODJCFEXdjKfp00BSeTkyUvXlC0ebKHR9wS8X01Piv3cBCPmlYOnPpbtUvrd5b/oLn6AldYTLj1gjz40TJBCVi8AJ0mdTfs8CbTpRnXApuuKt6ho6qBPBLaGxLl7WNqBvh4UC67THKCTGMYxklxDhAaVLSHQE5vEWu2fN/Vg0+old7QBcwQYjge4uIyFgxUlnns84xRzcmvGGwCZebPN3ux4+8+MrdGgcflcgH/OZAvwNkUgHH0lNhuZIoGgQ4QeHVTsYEH/p/99oScbRHaYRWUTLcagSw8EkIVBa5ekqmc/gRrN5j8tmAWQMRJ7OkOrJDn53mYjkLEBWiloLWjznjAuwShQK6JCriCMIF9iGdro1WatKWKVZKFpLTuMXVTxJOpqnljgTJKKZNcl12KQY9+sSiIj7Jw5SehJc0RkJHGLoORICF+Yv1EpkkaPbe0G0UyVlSSVtPUKuQVukJTIJmgdqBWSGsmMtM7k8ztqGdFxT7KFbGcH6EqAp7h0oa4Dao21PWK02FMTKwVNCbUJaxlrFve2YM2JTO7/njGbsTZieu/rxN6B7Eg5oTSaARSyvXAmqm9+MWUNkdnHel29MGp6ATIgHBDOLj2VDHgNOmHyiKQZaRMy34YtPjiDOw/QvBoWMazU2HOP/tyXMx8JVq8mmK+/ji5Yr9jb9uCLnfB4+SoJuVVDROWRpM3muL/TbVO3O+EJXUurXRYbG+4hATxRcZC2V0U5wULMWeX9Oi4STZE+EsEZ/5kuyek9ZgjoyytCLxt/2O5nP3nivVd1eKLM7b5Fj4duq6XLLFKuKvEcIHZQMOyRuFSP7xE5TLODZAI4CSfGPKTj/POXRvGeFDG8cuEi/rQlODZ8qtv9juJ0cK0nTroUm5MUuhyVX+Mx/KMx9uZOQgrbK31fIIxqb2Lf7eUnHmKoHP15mfs8UvaeNAgdIJcrHhEKar6vpbTGXExxDpdEyjW7392rEEpouMfnrO/j6s+z2aPv460hbbraswSxIebS7C5IdT9BTRBZIi4ZwF76czAnVLVIspvt2CQ1BTQFQSaY+ZKclGBWMZS0HLY5piyxj0Nq2asr1EkgkPH+ANEjwQRdb/y6B98/hdmfg3qA0lLvt+NzS5aCIoEpVmw+Y+sJrZPbtprRNkY88ITKTE0rogO5RYPqGmQnOQWK4GNuso+5cPRrKDvvGYfrMZt04oKPg3JyPxhPOnkfgIgNllt/BtFom+REltRGf27L2z69Pz7FIj7pvVOMs99zS2CTg++pedyn/gm/jgUrVxXzlvBqHcIWniH90ddZCmnR5OOtduPzjgC4vayPLlMoVsNmTiCeHHCSQ5Si9MSuFrA9aMba4mt2dhBetLqE4dAJF4PPCT3iduIGoWCDV5dIr/bRqEwL2+L3V3yvIWG2YDK73HldQtLZe0uRCEk0i/hxR6+QM8xJOga0ID6VyZ8bj0D0lNuStt02OfFBwv/qlf1md9uegon3jhDb1Ld87na/EK8u6mRCy5Cm8DOjj1knkUrGZOc2WlcfS4kKb43ka3JcINkRT37d+brhkU+phvjnSUJc79s/Ncl/Dvz+AF7+aSf+8LX8CP/+KCB+/doHEgIWuW0hGGPhhnR/4CfO+3Gppfd+fx/kjz/+6K7t/Q9c//1DY2QffPvPPosfXdjV+3/02Z9x3P6Jh2Ecl8ZwMm5Ob9ktP5CfvsBON9EaytjJyn40WhpRHWjmggXVGk96IunEICPFGpN+Cyg2OAO6njTUDW9IKPsq5FZJxxNyXLlJtwxDQuoN6MBZn6hZmOc7Tm1PYuC+FCojte2QaSV9uVLWxLgW8pCQoZEHI5cRHTP2KiPHyv7vGllh99JL3E/HmXaGm5sXpHLDoX3L0mbOCtUGON9QTvdYUep0pg7GmgQdVyQ9eU/HHdhBqefu3D1ia0bTRLaRcr7FWsXuD0ClckuTRNt7BcW8Ktbgvs3s2oFJR4ZWeLxJLC9vyMORcahQFkzO5FuhfLVj/rxy/OpEfko8PVVONVPJ5ARlWMh5wao7E2k6uRNQHCBoNlFbouWKDo31NFHf7NFayGeYsqBJsHGF4eBV6reG6AOpvSWPd5R8R13BDolqwhFIVUnHmfITSYj6NGG5ksfvIM1MeUWSMashFXIpFOmlcEKdE225peUndPcD8Bkp/ZIklYFvaTYEMNZISSPYqmA35PYlknaU7MFna7/3plR1j2khsSMj0A6kOlNvT7RxxdZodFQTrMIgrxjllyw2eFDXjuRTw5gp4tUPp3KGvIP0C7ATpf0RWFhLxZKSOCNSGXhL0ooOE5oTtX2B6h0Le5TCPjXGfHY5gtgYxQzTHWp7D31kpiS4iQBK5YTJjMk5Yr6EtcSi0CShMiBMjMtMXg5eUCIDdT6zHN7RbkZkGplFqEmQAsPQKMNILp+ho9J230E7I3oGm2jzLaqFc54gK3VfEVlI6j0y1uas5lld+3iyxiCCTW9ouxPFfsnOXqESTHqZ0LznmF5yTp9hy4Hx+AO2GHIs3uhxapidkPUdIi+Q4a8R2f9J9k1CFkaDyeHG1QNJIzkQ0xbXyDTz5tLmkkjWnR0pDpancFg7YyE0RSWYs50h4gBROIyqUYVuV3a9B9JDMKoKapdmhRvXzMIJ7aAS+PeEoyPY9TYKBPCLM1GlOZArSADwdkV+jUZdaJTCKirB5jFDg3FumrB18HOmYDUFWc2rI8wDElMkzxEsOSi1NRO0irYGpbNiNRhSaXPeLKpBJJiGeuXEyRbU89yP6GCBI7kxTuGYJf9+j39DMiGaYFuKz1hch1W25uGAheTZz0pYvz/X6IzmcGJ7IE0HINOWhEjSEIJdZT3ZcUngOMjrTJ0uyWp2cRKcOZdiGsbP8XCTdFa1XnwXCca94qwjXVziynCApbO4tPm4bTI7Me4h45LENVzdEe8JvgBzgt0kyeeb91twRrpI9jLvuqDrHHCL35hXzpiDvWpoa3TSuychvKxZe7CYesYtEkZ6QuzoSS4SqhnVhIQ+leB2BLuJxFiF7GX7olfg07aQBDrITb7yMwPg6XID0itmmvddoiEUEtkxHbP4fpfW2licVgKYqvEMp/iuT5hwG7ATQU+ALRvz99qP7Hja5lQGR9eMjZWZCr0vzrbOriturgG6LYboP4Smsg305vAdODNpm330NWobdgguNefX2rb56X9YI1DzcRe5KrcnvHYzZ41J2taqj7Vu82kLKjuutxkPB+QcTAuN5Wst4/6cN2NtHqhGnwy/pj72fb5cgWzdrlmMtvh7eqWE9zu4ekYbwN2BmQvIJlePrlfQbYxt8UDeQbcB0gy9gXZ/Vv2zep18MC4VeNf3+TOH4EkaUVic8SrZ57yvEcFSxoo4a9EmLCtWmku7qSBNvB95SpBv/FzZk80WjFxp55gfDtr1KK2py4FIWjEqpILkjA2GlgpnDbagkKxg7DBucE/1hAPHZavL8MhmDuJhi30hgGKbMM1YntHeM0bEwbxW0BaPrWZoLsUmFZf9COmjVAbHk2RxqUJxcDSRPelaM2ZKs/gOnTw5QXKz1rXOa/L/mrMhtSeUer+mNjkZokt75ex7vVv/LSljAbAQewDi+7Zg3qdCBKwgaUR4in24ep8sdZ+GXq1le6S6JjfpjMjAlhTUFMmLDiY7qCN1/YRJ9r7xulTK+JLu8/v6/Zf/rK+PXtmEBUNWrs6brv7F13X3zbZQ+7JGZZN5dHu9fX7bV/secbmOzQeLa3SGf/dNYl+GSICzvZOwLe9fca+F2ViyIU/oCXv1KpWtutS4VIRc7OAFnO0WWLcktZ8zwEfp9x6+0AbU9YRlr56JvVss4pbr5+E/XyCnSy3Ks9HtQOh2x3q1h3iF7da3jc5S71Wr13Y3vrtrvG/A0Sfatm3w17iSXqkyQo4qD7OYCwVnZgfTPF2SzioG0kLaJXyPbodzVDKE/r7FHJIg1ZgtmC1eJW69x1Uw4Mm+D1Jjr+3zq0UcsAIDEv1ZJJLj2qvGm/vCPYm+Je16k4XUfdTYJ9rifeRkxliw7KQjNIMWhAXvRzg5kIricooFW6dYEu7D9crL3kTbt2GvyBTMqz62aWVorZgskciOLat5DwrLZxSPM0WL95BosPXCkUh4bPO3E9biWeQSCb+BXtXUe0U4cWiNteYxWU96ejJ4CJ/GWfG9Z51Lxyqis1dk/MTRsc2NKW/Nk02W3X9KxRMRmmJuxLpMLWx3iXv1fpISCJ3vXwe/zUg0bdXdOmAhy+hfHVWwGjGCdTvt/lR3dqX7CBEXWU+gmfhnNH7f1l2vzuxzW/CKekE0iGY5u+qwBeGmx5B0f6rHEfEafXy8snGzU0TVrXRb2pMsAJ3UImEqV7b+aCJsVRQsCEOY8bDn0uPP1ckd5r0rzMbNJvkyMScWdGe7f7y7hGH/vUWJ+N4ofXwvvni/n973SXoyT/05W2eY0RPq4NUpLa7/vcrWDxz/dSohro8/xcZ+6MNbWZw8//uP/vbj48evXn/uvQuTq3cYbNqxVxFTxGserGDBSLHL6a5Pa1ff8KNy9P66/ejPPSB49udnEcG1JyLvfe4D93X9+ZjEbMHO+y++9/ftq555Px848fuvyYf//KPPfdphzZj/eOLwJvOw/xLNL/hehGOGN8OvOeQJSZV8ozB/AY9fkEul3K+8PH9Lrn9PW/ash8Ka9rwpX7LXHXf7bynrSHu4p7JwmP4LhnJ+/CU5D4y/eE2OjGDTJ+zha2xdWV8K9TbxqjY+a8L0WHn6dxXJyn0akCcj/VBp68Ty8hXrMDDbG0oT7uaELMJ0SEhLyI0i2rDjE6TC+K9uUEnkxyOsZ+z4gNWF+8OOvBZO0/cc775leWqM3zaWFxNv7v8Mbfe0+SX1h+9Z3v6Omm4gfwa5QTmSZCDfvcTN8ErLM2eZWbVxWEZMhdfrEzk1bPeCtezh/AW2vECGI/JiYSgHtL3Blu9Bf0DyjPwmsU4vOZXfYl8rn/+nyt5gkHfcDJmvfvsIozK+nBg0Mz0U5ATtcUJt4N1wB2WktYSuxvDdAzmdWH81svzlZ6yzUFfh+JjhKOz2N0wvMnN5xwPfg42Y/mukDeSHPXWprPOZkpVf3Rwpt40fXn1GGj6ehGg3b4GFcvw9aT4z7G5IMlK4Q+WOnKFkQ+z3CO+Y269Y6+fklslngWHFxq/BVlL+Eltm8unvwQakvSDLLWPeI1lIu99hsmM9/9ZjkUVJ2lBbsWzMn+9YcmZdRlRB2m+Q+iVyfEWZ70gyk8obtAhzBmkj+zah+jXr7j+gAvqQkfSSnP8Ksx06vwCpHMuESHOfQSqSXyMszOeJtRXKwZsELvd/ZJkSw3kmr7doXVnbD9R0z5z/W+Y2carGxJlbzmBHhDdBUi1IOlOG7zERlHtKhs9enrGW0MOvsfqC4e4rZJior+9Z68Je79kdXzDr37Cmr2H8Etm9gvQD1Lfk9IJh/z9A3qH2hKmSdKW1hUNbEDkz3L2BdkNrf+GOtv2RpDNpPrqzNH6BMVB0hrWxDifXkx+/JE/G8E4Yjyfmc6G2AZGXpPKCffoln+mfg/0dkh+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/Fhl/h5aKDZWhjoy2Yym/Q4f/wyt75tekvCPfvAb22LpDE6y7WyQpRVxDUnICm6nrwroaubmURL19x5qq94KoE3ZutPmADS+w4StOunDQBVJlLwtmb0H/4A6rjpBW8nDwcn0mJMHu5oxV4fD4CtXX3p9hKCy3O7RN5Ic9w7pjtRVJj0h+jTdnOWHte1J+zVD+jMZM44zLIqysVjlpo8iZu+kd1l5Qz78BKplHbzS1OAvHbvaQ96Q6Qau0UWlZGPMNkhO5HsjHGVqmWfZnnz9nkF8i+uc0DqySoHiFh4x78vgFSb2nClJh/Ds2SZBPOoKdmaO80QTTaF7amT/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+Tnfvp45+WhLjybbffJX545rdfbSjIe7/DNjF/dL3v/WH7HuH5F3zoPX3T+4nzPvu78f4fLS59u0+5/LE38uuNmD64oX+IVbFNxA/c8NXb7dlnP8ERf/aWq/H56EfjhR9thFcfkPf//MGHdHnDBzfVj43Bpx9WjOXPV9JN5fgI68FA3jJOC7+pn8MqGE9UHhhqc3mX2yPn3RN89sjQDrRhQffKtM788jBRxsz6co/cVmT3d5R14OXD/wWWgbxXkgnT13tEMucvEvW2UXVETzM7aezPCnZisUpu3kaS+xn5zcLylDj/x0K7TdRXmTXDnA0bjPPNiraBfXa2wcxrRI0pv3SWzMn3yZQMmYTdZ68oO6jrLY/rCN+u7P4oWE3UJIxrYnxaKXagqHIalMNffknTPWtrNGC2HcMivHw8MKDs8syYV/QWVgM5OfnxkBPnpOzePrLLZ8b7HfJZZrFMtYHlXFiXzOnNPad3hfTakC+UexV+Y79HxgS/8HK28/6WZcgcDwNyLEzf3gALs/0BKZVKxlSZVnPiZT5APlOn71nTIy9+UF483jKcX5PXWypH2v2JsT2Rvn9kEuVu/xo93dAORs2V81cLgy3ctUdKG2H9NdYG2oOg+eNlYbfjfwRVcnNNw/OjoMeGyL9jlATtKyq3TO23ZPsLlLesw/9Cnt5i4wM6/gZLf8mgOwbbY7JnLTckXjLoL0Eqmt4422v9DEvCeP8OT57fYRXmc3Gl0TpDPrI7HuC4YnkPw4Dld9SxMeRKthskvcHKO5Zyx3GakOUFWf41WCKr6waf8v9Gbrfsl98iWajpgBVBpxtMlEPzBJfWF8haqOkdKT8yroVyTiT2MI5Y+x3WviMN/x15/IK9vCHJE5KNpyw0JlZesVsnpvNr0Ex+yqQ8kG7unVlef+9OcHrCWFjXishAaS8RewH7l7TdRHn4nHQ+UCShvEN1wPQXpDlh67e06RXzzV+Q9Ehub9AKw5xAVs7DgURmtx5JKVFe/QXQWNsB1ZU8/QM5R7NYLVj7BTbfII+/g/MbZrnHXrykPSbkkFi1ctJvKVOl7J7Q9LWrDuhIZcLOhfVopLxn2v1rhBX9Yf6w3f+pow0hxeX7Zgo5DO+BUBF6qfIYTlQAaCR33lWgBYuZnQdgAcC5DIJsDouoszA0WBgpgEHvSTBH9YqRrIXcZgTWwZ5AcOalZGeTSIKWPHgg5F7MHbgkwea03kTPncdEcac8eRJiY8Syw7Xne1KiQT146bUumBraQlbAFLVKr+hQ6wXLQtc9NyranKVsKW9Bn0RvBn9MoV2cVpwNQ+DMxR1XU0SDbSOusyzJnUcClNfszJe0ga0xB8J5sC4XFGXDkoUOQDiTpYBGyTjqf2vCpn+K4Zqx4USnANfsit33px5GREzuUPb4IDXBGd2DBzfR0BckYvnqDj6zX7fd+FUlB+S6w2XJQZqUIsGjCw5TRZVH9+HMw3IL3VfXPnc2k5fDBwDQGd6iASh78zSxStI5vtaBAWm3IELaAtXmQShrfN6bXysrJoragnIiafAgLZG0eCrGZlJqrqtsHezq4Jh4AC4GvbKoeaJOOWHWSDIhll1PnXifLAEY5pALG7xZnnpjyyyu453b6EnG1GVy+kPy+WSdmR5MWFdtStG1QWJdGE0yljLNOvPMq4oyiWz485aRrUnxFcDef3civl2qCX7qaLcdVopn7P1CZMNsPBDqJeEbuKPFbV0PeMVXscuEdIAtkm5b5UPogm/NSddYeiWC3gBFU4DbKUXw1YGBAL7EZXQcVCkbGOWyXwbSPJDrmsfEfCLAXSSuuUsVBeCYgoWKRbAb8gD4cxcGtz923gBS6FVZDWokLLVeBTMSz8dRD8dZ4vskgsTtPJd14wF19oSFRbC5lfm7PKJbmBbXHsGd4qBOX8u2xv04S9C2azK/Vwlmdk/WmDMJfRyD2a5h5yyq6fIBT4w6m9u19o1LY/JPPGL8W/Vz5+IVVjZ7lRy5kdNCro+UNqM11l1ZQiN8IK93ICM1e6JGU4lAPsYzx/4l1aVmqvd6kexzJElPFJhj7V02I+9gGJ2dmawrWkDKriPNCsviSYriCVhhRVS9IEQVa49AIhWNXrsjVJfiUE2IHYGVbC6fpCdDZ0NK/GeG2EoyIzfFphVSoq0VPfsckeJM4FUrW5WVCXY++aPEtcHb0jwBH/IWzfao7by/UlscKJU9kiYkZ5/fUcXXpbx9KVZoT5gkmk2IGaUnlIdoUGsL3mfnGICRhg25w2QE+x7X0p5IMmKyoDQf4yzOItUTlm+A19198und0rbP/Cwu3MG53hy1g5wd9OogUwdGJCQPt0S2XeZzrE3rnxW4SAfZBrZ1xvDWeyJk6TqU7mzUzMU2XuMb4v5VJBd64/utCg3F110ARr06KgbnUq1gvg8HY/3ictSrc3QD38HbsO1mbMmBrRrgQpgxi55i2zljXDd/qhNHgjASMoo9GUFU+Dy7574LRtWLg4op9peLvfKRsvBpCLtLXLOF/wOdNEFPLviOe2WauqzWpU9Pr0jZ9of34BP5+Z30R0fvb+zj0MHTlRSNqa3flSXvf2KwVVFn3w89Od5AdtuVbKShYM4bCe1JrWBw934NXWqp7ynuJ/c93BCrmy+dbeegbFNUxNei4N+H21eXo11BxCv/+riIec8xMaKQ2yWBcTa2MTnRwnAbbiGB0zG5FPto8qSnNd+3VPaIXPqGeN8UobH38em+Rl3cD+2VgTL4etbmUrBVsCokEsItls6k9OTzTdznkBw+p+FrdN35s7AHB47z4kawxXqX154AagnRBe9XUZFUoAx0+TdhRWTGpHlfMrInlM1tCKZYdXkgtw3NE7g/Q1jyqgCw9AJfsx3wT7GeiTUdhDjt832M8azex0hSzDfBqlcSi519DJMnpLqN7NU9W9Px7sdo2FFVsMXZ99K252VE5YX1+RS2QAbImS7v5BUQnjB2cL1Ty4xeYejkNNgqaWX128yjrxMLX0nOWFowiY4KTb1Higq0vc/h3msMT3h4lYFBO8S4OFjvfXcuNttJV/F8NcX6zOE/HcDOaAD8knZcGkhH1ku6ZNIKPIEIScIHjubkvpJzVPlGXNVtrfRqKWfYidx5YV0Qj7xvlTe8FokqKMl+P0QFfche+Vz6uc3Uj398EuKDeLNc/t7nWN8UBC6snJ+5uI8C49d//5lzBGh+uYS+yV1v0B/4ivde2/bC2FAtFqInILg48mKXW/zRCZ//6pcmP35Pf/36z++/Rd5/g3zsNB8+Pvq1F1Bg+/VTzvWh4/0x+LS5+PEjQf1qZXkB87831rOSdwdKOfN6rdwuwnf5xLv8FlojrSeqPLIOD+T7ypC8eZslYzg0XrwZsVJo+x3kJ+Tua/LpJdO7v0baDcLfIbaS306YFtovC+u9sq43aFFe8j27+cDRZs52wpovJL05ol8cWJ9uOP3hDvtyQD9PrBnWojDAfNNITUlasJZYm1dlkD4nkWE+eIM8aaRBGF/sybeZw3d7lqeB/N2R6aEx34HegDShnFdGNcZWme+M5ctX1FNiftNYEQ42sqvK7eOZbMo4LC4hNLgbWBdYKsyTG+PX85EJwb7K8DpTl4y1wrok6po4Pt3w9P0OmVz/8oUtfNG+p5XC/HpikR1P+Z4lF5bTSK4Du7d3kE+sXy2QFzQM6FA9IGvDCUtH5umRlh54+W7PzWlkx55RvuDd7g883byjLO9ID98y3L5gf/+aei7Ms1JvKsvLMznN7NMRmTN88xlooR2W0Ir/8LEbfu9MqbpD28B8Epop0/73pHIKueCvoP4rUv0SS/8PWv5P6PCATY9o3iPpz8CEwsQqEzVPZLthaK9BFjQdMTKtvkKGleHm70mmlNMXmI7U6oBUa9+AnhjOj5TjynoXPNx8pJZGkUZiciZ5fqLmgcdsTOmWm/pnSLiP1Q7M7W8Y9Z5xvQdLrOkdlISOngVfTgumFW230CY0fYfKA6W+IC07Wtk5+WU5Qv4HUvnXlOElkg+kXFkyHIdEtZFF70FusfOvSDoh8ysomXQ7gLgsgbUTyBHkSGsLsg6M+mdk7rDdLa0M5PMLyvIFOT2hHKiMNHuNUFaMgQABAABJREFULGBPb2n2mnX3S5K+xfSMtUJZ97SsLOOJoVWG9ZEyDAz7X6EinJ7eoO2JsfwnUnlE2z20Pap/Dfolcvw9lp9Ybz5Dd69Jx4ZUpa4L5+XITs+M6R2UE22ycARvaItwejDKODGMvyXZgj1874DRpx4mWIsGxVcBTECICNWDJxHa1iDYpSW8HDb6QlgArTLiCYCKkbzawFKUBydn/dHQcOhEXUtSbAVZQAZnBGtn+EoE5xPSm7x2x0cX0LwlNqQ3Jkw1gtYeZEaTMPEmnkmcRaMpAGdz9ibpxq+/y4LYGdoMOiNtBi1om5wJoupMlAgevemzz37bWDsN1WPchze+E3PQaQs/bcGsOgApDTQcwJRCMmOBNvt1pxxObeyT6kwgzVP45y6FYdH4uevRO+5guEdXIn70IMZlz0PDF6WDbv5MCsKAJ4ccpDOZ3Oko4dguw3v+wKfMufBrwiRacTbOxjbrJblMIL2EO64tuXSQsTqr3zwxk9Lap3N8RSQEUrCd9IT3tejoT9zjJk8T8y3OISHX4Ox9f6Ziro9LsPSkedDjDClibYizX0WQcgw/rbPa12Ar9qReC5B+pZEoARKnzuYKoEStIRJJCF0jDvPqohYyMkmiX047OjCXlljJXgauEeRIUmfoNk9CNMuYORvXAY+FLM2ZuuYashpARooyfI3GfRc/uTfP81HNwU5r1rs8uARXkoxaQjjTQYAcQarJ4CBBn6f4vJIAczxOvAavfmJ6qYMbXnUZASQWj93nvEMlW50MGyPRigfv0TjPwY4AEwy8h0cAkJFcFSR6azRnd2N01mafu67R35uWBph3xVKSFBUPvVoDjYC2z0eh94jpJfAWTH+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//gkxAe/oEe38NzC2nvvuUoEXBvln/uuTwXG37s232+3C7tcJ/DBhIc9v/brT/bXvC9EGNz3LvP5b5fvsh+99t7P9t4P79/H9vv1TX78SX/4EX1ggK7f/YHh+PAh1xf0M8/mU4OIjxwq2He36CGhpwdarazvfHMXvuUkJ855JiVoN8L8SljnzPKfB19/TWmTwF0Ywv0jmoXjwwlJxi79hmR72q++RWykNS/LlVeu+zaP/0CVI+nwBflhzxM7HhmYbs/sp4VSjKHAOk2c969ZfrPQphm9Gagv78lVeX1eSOdKOR8pWpHmTumgC9qMN08nzDIpn5BcuTueEVOWVVm1ME4npjujacXuEzplbMgs+8rb3YG9JG5SZs0Z0ULRhWwn9Diyf3OPlMTy8g4ZztjtNyQqZQFFOb/4B9ak3N3sKWkgv/kSXXaMpxMlzTAPWM2cn5T5/MDLXeP2y0bbKfXUYAc/3MJShcPZS85THSlkftGKl8ind4hWxu9eYsk47SdMCru1kdoJ1eZbg/ySJX/OUXccGbmpxqQnjmPinG457Q9wu+deJl6vhSUpp/snpgzDKaNyw5uyp2jh5sUD1iAd1p9kC5/2AjWTHr/E1j3kWyQP1N1vkTHDqZBOibn9wKIPsD+xG2/ZZZjSwJzvOZU9NjfK2x/Q4chwn0lrRY7fYfaO2v53jAG1PydZYqIiopzTH7Gc0JuXiCX2HEn1hE1eMUDaIXUgByM3zw3WKDnPL5mykcs3JHbk3QuYT/D0hmwzplCosHuDpT1t/iWsmfGsON07Y1Zp5T9joozjE7ksjPsH8qA0/YymNzRRWh5Y8/fU9O8wm9EVsnzGS/kNtc6cz0/keuBJ/p7MnmKGaEKjETnrBK0wyh5yQ8ejy0nNj6TWqPXIqsKQVvK0Y2HPWgF9hegLTuU76u3X2HTC0n8JkMoB9ZTekXIijQMZoU57VIT28Ohy4DtnQeX8OYkdVs5YPmMcMPYUdmS+IJ0UOb2hnmeaLejNF5TXv8b0xFmfWPRMqycye6bhK+DEzd3XWBaUG1rondun7FPbYSAnPGEQjrb0oEeAMUqLceCgs3tTlEQKLj2Qe8OzaI4lgzta9hhbUDiEqTNk95Ew6E1tA/QUD2qckVFinCOhgXgSw7xJrSQDCrqWYBw5EJ2sYZJpeuPgA7hDmL0EtusppxoBYVZ37OyMbo39FGNGmZ0lrwtaG22JAEmCsdWyJyXaTC+u700SzYB6E95irP/wZ50B0zyJYiX8p4zrDs9s8jSEzmpIYgm6Ob9mLp+VO/hmUUmRdrHj1asvBGHxYMvmABcDMBFj04eGK8wupCOCzOXB3YKXh+/YIq6fYTf96Ahm7wZExvcmCpI6m66fd/Xx7wkl8XJ/d5B7KbaQI4nSOoNQvHkrPUEQDM60yTxcNdijBKNLPcANyaek6uzY5MmjTUInlo2Zl2BvzPYUjHN9AoS6OhiaUg4cyEADnE+9uboBKwkNEKyEbxfCItIwU1r1+5fO0NYVI9MiqDNZ6H1EQLy6AcMbES4uwaQuleREUItkZQfYV7wJuAMfhtB7JeTebFQC6N2kf+K5bazrmPNJY156k1mNpt6ig0tRBVDt94c3CZeVRLDbrOKVLh5gO6jRg5H1ud/3oUNjLksA5tHkz6dpBPbWLnYy7ulS8dLpWf0uA1DYQN2EpSkCS3/2XX2pg0givb1vnCf1wO7Kbw1fWKgOEgTQcpFG6GXmkShr10CdRXWF+eIU3HaFLfWryVf+tuE9P2CrpIiGkR7AvwjWXASDhM2O5PRmvyKxIzK/51YH+CaDf1x7RUQf5GAMag41LLmMT2/yTZcs6NfbtlgHOqPX3HaKxbWVC3M7euZ4c+j+H3H+qA9vwYFMffbqJeamS5r4HJEt8vrUDVWQHFVFzZssWgvWtjrpxVuBGHVNaAuQktnBgJKhOmNfrJI4YQTYkoQ8OHnDNCTNNACCEtUbcd9dCtA0O/+8nkBWT1SmwYd5TJAaJiuC+Bo29WsmoxJBvvr11zT5OJXOn14d06yPeNPfFz6PWsFsRysjloaYKzF/FJoJaEKzuA/RDA7mMk/ijOF0dFst2cEirXjCeX6JmdDEgTJtitXFn1laQc8OCKqCjGgxNLtslGpPYmesQdXFp7VGktMk8lgee7XFwUqd6rawhQzlhS+91kjNcNmP2X1Buwe5wWSHS3qs/qyUsH13ztqM5tfSfB1qGhBTxI5cGhh/bIr1tR3yfNFotksJbbarS7RZ37vc5m3rPgAnbyQb/nwk+cw6LOOOgMUe7fayV0hEJUZcy1YdsmEvYRevddSJ3mAoSPX1GPfT16JJvbx/W3opktds7F1hE6mM64nkinhi1n003AclwMVe3RVrtQP8W+NW6azm0PbvDHyC/NntkvVqtkiNPGt6HcmGbhyT+8sSSXexPt7nsH8Dgjn4KASTt983bEnpbsOeyfNdvVFwOwFcJPl6c9qerK3bSD9jmX/yEYkoEZB3CIaJy8xp9nWvVr3qo0vk2USynUucWa/cczvTGwQ7NlZQbn0dMiBkpEUViB0xKqKry98gYQf9mW0VnuFPSfIKBjbZpfDXBUQWhERq4YOyxDi7PyXmscTGlO9TMaRq+/T2Au3V5UDNExkm6gnHgoPD1nwS1ubJwsElg0zD1tazb6trT3b7ulOD681Vk+9jqnXzDUGwdEbKCUxQE7fvfc9OO//7GrZaXNrG5fYSpADtI+lHJGtEQ9JQDEmKdXKKTZ4wx7zizgpwh5BJISfnyaUMKRL5XTZRQtpQdz/vu1kk2uwYe4BtPoeD12z728XhigRF+J1o3JcubE3bxcJkmcd7ZKTuYw6MYSvD9nRJ3Kjg6T3RxAyJvRfBYwUNaSMH+uiYbE+QblWdOXw3C1KVxd/bHiES5EbYIv+8N38/Y6qgxckn1u1fw7slDiDTFhMQskg+Z2M/SAvexNn/E119AmtcS8P3o3SM7x58n6RgkhCtSPetzONyjwWjauNZA+54T5BwPCGvbH29JBIbGuMR/VN6rNEjQVr2Sv/UNj/Q4/0KnPycRE8Uzdua8M25kzDjO37m+K/TE8KAax2jH837/hofucZrI/+xRXP9Qbv6k3WP9vI+e+/196/hQ9//3subRrPvxHSn+voKf3w2+8BPf8pfLvdg77/jpy7/J8/+vlP//r2+f9LrM73/2k89n584/lQtRBX0+xt0LFsSYnkS6lyoN99Rpm/I3JPzDW0nrAjrd5nlj4U5KeeSKXcw7dQN8v6JpsbxsZBlzzD8GqYCv/geSCxf79Ca4WXDhsYy/j3KW/angfww8IYdJzJf7RJ3gzAWpWSo4w3L/pZ68x36qweq3rHoLTdH5eV5gPlEe/dAoSKjs1YGW1ia8cPTmWaJfTkzlMrN+YSJsqzC0hovpwPT7cI83lDbiKYBk8I8LjwNB1pJyJhY6wTLLVnPFHtDOt6Q/ssN633h8atb0k2DVw9Iqwx/uKeZMn/5R9bdwlf3f84+TZzOX6H6guH8t4ztQJp3/P+Y+88lS5IlzxP7qZm5+yERkaSqbt3b9870kB4GyEJWZD+syIpA8AR4ATwlPuEdBgssdndmF+ghmGlySZFkQQ5xN1PFB1XzczIrMyure2QFXhIVGYe4G1VT8te/ylKw0xN6PrMdF8q+cbbG8dxgO/L2bsOxCu/GzLQU7p4Gdi3zdSuoVp7SAyyweX2HlsLx+RYGmN49MeiC1oaasJRvYCi81YWjKXM1NvXEbIma95ymLcdxw2YeeX4aOOUj+eaJuhQ2xy2PMvKn4ZaxLEw375C5Im+r80594jptBJZCqV/BfAPbCfJI2/xzGJ9RHv4aeXrLrK9pPJI2JzbDjqlkxjRxyjccy4QsJ8Z377C7Rvk6I0uF9gqt31Pr/4LpJngkN6QoTnSWV2gy8haSjGzsQK4nTuOBms+QnkFtFDuDLKTasIO64TvdMdk9e3tFS99Qpz2yVPLxSNbZ/QGlIjdv3S17/haxTGp/QqgwJjRBy38N5Yk8bRhKZtq8ogwH6klp9RtOotQ80NIbNP87qHus3rAtL7iVf86iZ/LxHc3+moP8zyTZsNWdI4CrFzDT5SVJMzci5FRZpkdsOFOWR1KrnGtjkUBUDRtmbjjXDcV+Q7ZfcS5/yeP4hqEcmeT3qGxReUaSSpZ7SCN5eIFYoo1btFXqw6NTELwopJLI7YUjRoY/oMyYHFAOSN2Q20vS6ZG0vGM+P3HWI2X3DeXlr9HHP3G+/55Fzx6EyIlh+IaSXrGRRxbJvGVPs7yafF9+GcYZxAsjiuLoCwYcRQsmFU0V0URSCbvIDZvuHCfSdtEZkcFRlzSoD/4MC0NN9jgf5CaMt4sRfDG2OgIvUvyloyYA8yCnF3rFUdRLCYRoR6g5n77qV27scA7Fcgnj0etN0MIQ7agTPYcDM4IQdsZsRlEaDauKzuaO6Y7Ua44yseap0yrOh9+jQVa3PiEpFKduyyZ3DoveYBr0K+YKo0gggcN5IDiiRlIoghr3DyqY3NFB6oqtsYsz7oGOnBQ1JC+RReG81nKtl8hFwVyfsToZLJITvAisCWiobrLSv3zh1XlTkQsqdc126XQx0U8sjMPgD08jngYviDkVggkkE3JkoqhpzIE7Kh3h35GV7mwT3GHrtEAjSNRoSFdBiGYkbbTshqwYpD5egdTrTuXO9y/hAJH25M4yc4RumQL8XR2R5uugOyrcSPQAQHbUs3Q1zw2KZkptFZES9EoNaRrTpGGyzOHoCK5c9Xm0fMSk+t+akBQI/o7uEg8gCBWnMejZTnimUhg7bgh64epuZnVdztXaMIJQekp5Vs/4UBZ3BFmf1hZj7etORMlpcfnTAvnHjCNU97EPwrgKR8bnLnd2SBjKEYCgf80NwO4sMogsg96fjmjz+b0498KgU40x24QdXHF0Z3eAXO7igYhwzAWdQA9mdMoK3z+9OJ/5QsmBXBZ3nkl3+GnPBOsN9HtbDmRbXVDrqOFuGMpFbe5FUpMXWF8L0uJ0WO40uXLmmNA5rC784b5mTXqwOdrW07Ijky2lA153JuhgVmqkfpfuPGh0WiqLrB4JR4D16pphYHbUrKVzrL5AYKsH6txbHYjreByp7zf1/mrywGGIIIlghQRq16zGZ8PwlZ/nsV4vwQOskjxg1DzIY9XolICWFBsUWqZqwusWdeqFTGqJbE4Pl7iP0fb5ysUN+FY9EKEtGjaEQ6/TxgQ3tgVdjOkRY4FSyblCydiYIoh1RlpClu54y6iYz7clpPl4teTrdyjm4zOfPOOqOroU2XjB4zpASygjmgqJ6khmATNFNaOaSCkcqg3s0NHM7oy3k1NPpc0Gw6jLjCm0ZYdZRoet12Ro5+CxDh1BDz6eeYckz/iw8QzLGWqcH3mDSaNpRSxRIhvD48uRPakJnX3v2Oh8977WMuQ9UEi1kVTxLOMz2gaQW4QtyAbrpOytByEKojvcQVgjrueBSksDZovX9voZpPCarWQ98891m8Tkziw6svsqGLGuf3f+9gCCO+8vGQGyOm1C1kXGGmZX+z/Qq3IJQvcAxIriX0VFOGK9obEhS8i17jTqGxVW3Y1wAiKhi6ZoL4DrMN3yN4bVUeZO+B4McZnjJ1UEFeKJiGBre/pzQRn93j3LYs04yxf/hzkq26yHIGKfrZRV/RnxDeln5JUciuDRSr3UZbzFeXN9vEUA3foYJ7vs8fguEOAhDWR29NSyn9UrX3u9mt9OT/ULfSEpqKvkFQ6k8RFuqYBsoDodm4UTVdgjdovaGbMn+nrzzMFwOQoenLKpS3+wRAkaGU1O1QruTBUG13NswjN4GxdQibp9kUPekgOAEueJzIgWUosCzSmyJE1wd+Qu1GFvn8acp15/IQ54z2XxoIDTRwWtaE8cagrVs2epYeMUz3RmjjZVB8qsTI49CKENE3OGCqJenkBrTr+XRJz5VmYo4aQ2RZMHEk0KpK2DypageS0PsVoOftanr318Wt+fHfUetTEGIBmqBSUjNkIbSDIH2KaA7cFyZJucQJ+wNOI6dZzXvc4QQNv8nOpGp/w0O7kMKA6CMpldz1p1iXKV/RRBwuS0RCKDb+koDk1KQUGooQ5aBJQ2Ps+pxto5uixMM512yTNE8X3VTZKg7PKss8ntKVm6GAG8VpJY83pxuUDe4QGzSxDC6wLtXFal0PcDnCbqNR/cBm2gI2bZz6fIFnUq4FuM0c8DcxtgDX6ZuE0iJ88U1C6j/Ixz+kundPLvPPo+SyNIRtMNJpPbBW1edRi34zsTQs/uugKQmAckoevPYWsAHsDwvWsmDshMPYPMhYGQYClIzWheXE1MIfvodatwfdjClu+HeIrzDIk1/b9ZEOJTHvHPrfgQPJ9t4898/6PNkJ++Je994MMXv+wRYvR0yct93KDs9AwfR8Dae7++9K2OqLu8/5FO/YS3qX/+F4ybffD7c6nPa17lVRs+cdsveOOLL8V4SA+klDjqhtoG8vme8XTmnG85UJjanuE4OYu6PJGmM/n5zJRPpHIgl4nxfEduSl52TGS+SnuqjDwFz9/w+NbNgPQChsKcziiVZS5Y3ZOGzLg3tuqF3nQHT/tM/ToxFUWnRLkXzEaa3jIeMzcPD04RU09oMtqLjTuvFi8adE57Fhps7xGc27xa4rF8Q7bM6ce31Psn3h02lPmGvBxI7R7bDrAJXmzZu6MYxUrBcqG0DTfcwbCB51vSZMzHV6CP/CiVpI1UlSqFZf7HXvIrbWlSmB5/hKe3WDswF/cVKomHcscxC/vNzG6a0XuDd4bOGXvMIAOTbMlzpj6cOCV4PSkUpd5VMrC7FXJauNk8skjjB55QGl+nDZMUchnIw8gwCk0qebd4UejhkcyBmyfl7t1znreJTd0gMqNpZvGaPWxYuG1vkaFx3p5JxRheZORztoVsXQGZXiPyRBluIW/Q0ztsMVT/BPkVTBtSfs60fcY4gtqPnM+vsLZ1yqMFjulIMqGcBKlnpP0IekTTS8xusPlrpE4sDK6Ung8Q6ynR0M3Gi7vqDbkabU6oNUgnUmo02WLTRN6OlH2CeqItFfKRLG8QlFS+pdiZTXqAnGjDQMOg/YCZcE7fk0wZz18zkJD9Di1HilbKrLTNS5SFJc208j2yDEztN8zngWVZoBwhG2l+TTr9CakzLE+46fsXiA4gz1GrtOMZGNH2a0f0yb9H7ch8v8HSjrzsERvQ/REdDNPnoHuQJxL3pHZH1hObLKSy82cPrygpM9ZXNIPzaAwoN4+O0l32T6jOzPMbSImcf0OSDczPoO1YphtaUqzegCnz9EjNj+SgBZLdwLRJWCrYk5KWHSX9GTLe07aubJ3Tn9B5prTntGEg3TzDmtDa3Zou+kWXEM6j5OgZSVHfIFLDg3vSC1K6w7QjFoTmyiLd8V2R4oayhkFAoCUENyZFFoQ5EIfJC2ILyCJebM0skBHJrROCKsaGcCqCBZ2DI6aEjvzQcCZ2NM+aCtvt3OaZHpa9iLcFIgbLSHWe02QavnGnOzQtvo6iIJjaEmgtDxCYLhjVHb1YZJMQtS5wJZzuPDCME0INdH9XjK8KTounsPZC3iunrBhm5wu2AtwIgeA3h17zgmyXM1i6gn5xrlqvDdF561cnQ89SSU4jYeEmlxTKc4vaCubKckd1/6LUGyMFKg3LKIkAenEpztad88XlohVc2e9IRWJNKRmvx9BC7TJx10CWEfA1AazFo0XckEyhpCueAedKbUctBrWROGJNqjuUrHMs44a+z2VbkaPaOvI8ULVhwFoz9/+YB1p6VlxHIna0Ty+CmFbufv9OArJ0R1I4SWPME3U12h2h3501gZhbAz0EC5Ss4DFizC+I70Aj4w5KSV4PwCw4hUOudNoqiaK+msK5bRNi4ohsjBbOD4tCeb7ew7jUcDKBp5CrB4a00wvJiKOyW/QzHEArJc+nr9XZko7Rr6vgSKTLCxcDVrqswnAHWQ5HxxVav9dVSPhn7eh/40jpnrHgmWPEGtZYs0Kn6liLJWJu5K4FV/s+v9AqXeyT/hnPSBHpRbpj31n2ce+1bDrarEezomXWHerRf0fV9nv20JKj81f5oddoWXfmsBq6sNIXhUxxNOW1nn7JFOoOUQ9wdPkUQRhJeMHOy5isplRkTK0oQevrqaOjQ4BY1JK5zoIIChI3K2JfSmQtRRaJZ8uEAzK+Z6lTz/zSwzQQgDE3NjzRZPYxEEFKQprnOZE7tdYWqSfS0xNmRpONZwalGm3beBD54dGXdbnMvyHQTo64F0cQa/JzxSL7IrHBnUUJWkVrRWdgGWB+7sABPa0ZFmgjL07VkAPBuY5XzHvLY6BOQxblqHOTPVgukpDmAeBmgtUaBTWddspQtCmOgA6UpB3CATz7etbqAf/kQXqvKW+wBCVEUhgsYktCL6yZaCQWqEpWxVrB2p0HCpvT7tnojvfaUqxJfP/kM6SEDn39R+BwRfkH2CKdcWdTrL/caYIGd4QF3dEa1Jbs+88SsuSQx77Ok0UWaZo+sKk/tsL6XvSgk0QBed8mjb6XvS39s5GmlVzX6W4Xp5aDNatwDfx3RHA/JPx1W4vY9v198UNAb3qXEYSeEOfe6hvoQJHQOeU6G6HfL1D6ErJEXI76PTRkQbCeS3dw+feVix4Ti4p+zqzZ6OsY56vPgEQweJU5PZMAwseS1zFZzwYTD8hap4mMOei1LaTfy0Ffnb6zy83L2dEpYGJ81E/wy7jE+bNG8vu5EmMb1DGXwEbvl+I0WTGfhrfRIsj8JX6oq0uYfURli9OihO6ZHDzi5+XISqdqwloTQoTESLLNOhZGw2utZGg3CBf9xQsfE2NeWOtdRD0KjcxJifOhK5KdqoeYR0Fh8ACVqWKqNNUYe3eYk0MXrq7Pp+LrPLUOjnFKN4rE9zwDKyUvzNzkRL3irPf5nVw+avU2dd4l6cAiX/utxJrUR5/vnr3R9awGvWakBxgdOOP7Z9P9zaQGbbZwwJ98b3SatrT1Z5eekfKI8+6HnpMClGHmfW0BesgDkrJT8tkCcnIKIc1uk6nioKbmsk77mWCR8WreVgSGn3f39rmnO6a1B8tG1g0lAmnBs39jvCPDzn8KXjstwGe5ISmF7mgIT2H71NDPRrd5UtCkqdcc8MzKFqqU0GnrukogODWSg0oKkkLGdxmpPt8mXV/yfoVZDRiqJ+9PFESXrifGE8zMARF2Wr8jTL5fxJ3wXuC9XdZYusg+v09kUaTNpW0CPTNOg/5rBQaqRRy4AwsTnsERWfSAg2IEajxzDehatP/ge1kH1/VSt6EmHIzRaamCbqvLwx5szVF74ko/dGDExXZY+9EzuiPoYL3QuB1/dr356PyXvHq0/vogf+9M7wfmlSVvtv7zp5+LG3wMOf/R73F18HP1/gf3u/6ifeL+H73sklQhl/uu8YK1SVd/rMrC9SOvDx/7yfuX8bOfNPcjL1x97ir8YB9+56df+ej1qdfl6vd7DwlDy6768ZHmXb77yw5dAEW5z/dohmbfYHXD7bkxHoWH/JIn9uyOE1sdOe9es+xes900dqlSyolpeCDNifw0kRqk+YYxTzybvuIpCd9LpeqR8f4VWYzbcUDSyJwXqjTauYDsyUNiulH2S2XQxLITHm8HWm7oHaBCeSdYndDlGdPbxv5P90iZSbsD9W5k+bMXSBuQ1zNK4jzeUssZu/seZKG9usPmLY/6LbQt7bu3aH3ioC8wu+WuPrBtb7CXE1IKYs+QdMdJZs6cmUphNw4MS+KWjI0T9astiSPz4QfO5wM/VOe1nmrD0ob5/A+hDVS9p9rMzeP3lKeZ43nLnAeOO2EZhYfhGceyJ90cmXYn9FHgXUJVsabImNnsBmxuLPcn6lQ5vTwiO6E8n9gUIYlSpJHtLac28+/liRPGXf4N21TI40AeJoYGJon87IBsZ9Lpezi/5ubxV9y+/ZbnktimTMqP6HAmq9CqAZVnHJjVeDIjl8zu5fhZvldj70ru9AqSMOQZkR3t9Aa1yll/TyvfIbt/RhpfsNlu2Y0Tjyc4nB+xeceUbqlL45AeGDUxHDPS7qH+B7ABlW8we4adfwU2shwTIjNW7hE5k1RJouhmC5IRfUauI3b6E63ew/SElCM1Zdr2hmk3km4m7PEd+lhJw4GcXiHcIuXXZJkZy4ZalMNoNDVMvgNRzulHsg48e/pXZJ6ht39GHRaG0yuGdmJWcdb39D/Syt+y4VvG+i2mj1R9hH2DzRl53JJf/56UKpQTSTbk/C8cySaC2pF2eIsxgvwWpLIM/xrhLef7f4rpLWMeSSmhz2Z027D5BbZ8g8h/QNJbUntO0hMbEbbDnqU8ch5+oGhjrJWTbDiNz0mLsX9YsFJ5en7PwpH58Y8YA2P5Ldk22HmEKizlhiqFXF8jeuB8+4DtX5OXDakO7MrIphSW08D81BjYM6VbmH5guTtg1jjrH1EdGdpX2Dgit3eITsjyzFMZf9GVXKHNe8wGVA+oLe7DEnMqBC1gM9jijlHrqecLxgRy60ZFDmT86rQL1Eq6BQzRHxFbVgYOS06Llm1A2kizUFxzdlRwFJ0TLe5UEXC03Ojc76Ikmd1g64h67Ua/dkCcf681PC31DFnQ5IWwaXeYjuQ0Y2mhqVNlYAlRp31o6kaBUkPRxg0dc9SMloaZoeqUKKvTK+GG6oq8O9O5SA3WdOPuKLNA5bvDFTcykyOGzc7ueAv0+oqsVnOjVztvcIwh4VTq1D9x/pl0qq1AzQdyduUEleQ8thZGrzith5inxF9QkhIG1y+7RJxPu4kjdfvIeP86LVQ3zANl0537vQBucuNS5AiWaFEwjzAYk+VQh93htTrvywQ42phYwyLmgXnJ4VhvOHVNINL17GOQwfnWe7DiEGNQMAt6FGRFy4mdEbTryGRGUkerqkXwImNyjgyT6r9tJFl2F4i5WS5hWGvrCFiJnetrXwPFqpJj9DqXfxgF2Ty2IJAkeSaI4KnWppgEqqtDxLNCcfSZNnUHZdxPNAp2m2fFtOwOBrGdZ6hE+r1xdhmhoxt2+cmDEObUOp1mx7DIYDHnF5ZMSptYs2Gwa8/yiGyAzy6wJWTLHDZr6Ik1DNVe10A6sqvXGDjhiEt32tIpaayF8yycHMS+x8KIEryIX/KzBrg4bEc61Yal2IvSU+1DHvWMlDSyImbphl04ElY7xINNbuNKyMaOTO6ZaeFUjPtcVOe+vyNIy5lLIfCOxguPhuK/e5q9ZG+HRNH7qDt0cYA5wo3g9V7jJ4Fss8gYuRR1DWeJVOg0YNLXa6Tli8U66T0I618DTdedjWHVSwpkXHe8hFNwpVLrkiVp1ODIjt635PvfGknOLmry4E4gPb9vT/7MZeGAkqCMseERK4+kUkg5wzJCiyBQLphOmGzI9UyeH2kZlvGGLAtZKjBQZPAC4Q8PkJR043QJjX2s6wiI5WeOqi9nd0A1HPGoO5chegY7Y0uj0ZD5OcwvgAeEg0+rZUQbaZmRlMjTEHso5H7U59D8HBhIp6AkkexnanZHSiJBG9bgtjVF1ZBJSaPXt7HaUNnQpLheoY8OwjAvEqvmNEdNnvt6DeeKVAd7SNKo4y5okkiEUbI6OCBVJTWlsUe5QTnR7AkpDdksqBZs6cFdb7fkGSN50pF5wAiBlDXs27MvonTw9SUjSoa8dfDOQpz/KbLwBmC8eB0U0hLydXQZIS3uKZuf9QV0pPwaECACF3JmpfigZ4HlAEfUUAf6WTrQi4k6zdLApVZDxc/2BD04xFW2o8GF+oIPfvdeXoK6JngQYgW21JB3IcfC+W7rd7qMG+JZITf6MzrSXxwtLtYCEtDpDXv/Q3ddA7XRtvjda0b5zu7ydrn6jLijD580l0dXerWxPsuzx8LRTPPx1YFOm2Rr/Y0F5Owy00aX3RGc7PUsrNd+ugpeuwtHL22zfjaE/raOo9GDEp4REzqitHVcHakcjr5fEl/tneYUd3oGMqJNo5ZDhVQj+FKckqkj18VpYkQSYiOJHY46P2CcqfIIOiK2o2efuO0QARvpgXDPcjP8/NJ0wqik5gClnmzt9Q86GlxJuZGGJQKYimoEQFMiF9d5RLZghp0fwdSDxQi5+e+Uk9sjWdxP22asnUiSyXnCae0eQEIHsp7FeYosLJdVdJ3hKsOwDgJWScsD2IJFQWDTWMcagBI7gs1o2vtnUjiio1ZEWxbk6MW9kzpQj7E5iEj2IAtS7l2fqQ9AIcmtr6U0r5giLJNq0MSWAcmZ1M7ugJYTko6o7j2zgRNiJ5we1oMQEg51iwwOCwovGcYIkH76Umzd34gHkAmQgAdYgeQZvsgxsisMLEVW+iZ+nMILUSRXiAA9gPDo8k7djlzvnWJ/a7rsNxqSAmBG0Bk1caqjvHgwWuIeKV/RLkUfuqNfm58v3WfZgRTpEGIzACRB2+kYNln1KYl6f9jW+ydjyMzFz/SozeHF0B14Zin8slY8qJu2gNMHCur2MIKVbg/ufB/XoOvlFGCR27DxF+DoWTE2OL6jNciCldCvxOLMOYVetfP255Ov6R6UT5EVRQtbeYMHIiL7LjfX0VqlU4ZaGqCpZ4mk2I/rWVIQGblkIFeM49XZ8enr7xmEuPJIr2v7E8GB/t77H37/5fW21y98eNh+7hkfue9HH7XG1+PFnwtE9EV9dR8DuW5HNNnkakz6Z67e/8kfn9Ov7cO3+73sp6/J5271kb6tgYOf+cqHH/nJV74gwHGtH/0dLlHYvFMoxqk8ordnyv2GIW3Zp5GUjIIXM9wuyvbB4/bZ1HWpOyHNlVQewkFx533Xd67/VOdjn/VrR7Eve1ISZH9gyAt3x0JRYX9UhuWMFMVGQ9KOpBs2T0du3s7U3ZG6n90BbEfYNpYXMzI08q5SS2Z5AyjUJUGGzXRCc2VcNmgbWR622DxQ8gOSjoy3grHhqAuLHWg2sdgLdFvRqaLNgwGlQCnCJi/cjE8kU+6/qshbSD8szCVx/OobmpwYtJByY/+VU5ucHp5omqjTkZNUUlby1qj5TJOF6TSyOQrzXWUeTuTg/4cN9fkOJVElMYzKtD1hB0MXpSXlPKuP5aNRR2HZuWOu1URdMjfHDeNizM8aD9OJdvdImhZ2390yzXdw9MWj8w2tGo3MXJ54zA0pjbMqT/NvWGTgVLZeTGrZMkjj2dMJy8ZxnCNa/PFL51979Dl5Aa922EIbads9Wm6Ab0kykMeBNB4xSSxVMNuQ5RvSMmLzE8KMbLLT/Z1cyZRqmG0p8ueo7ml4WmmtU6zFAVKl2cHdRmkHubARI5PI2TB2kLcBityT0hZpgh0TSRfSdI/mzJIKkrNTFCJeXDELp+KIooQgLTE83pBrxoYfafLkztNq1PJ7KG8ZjhvGU+HE1yz2glIP5PII6YGWHylpzzDfkpYfWPQ7qmxockdOt4yDp6FW3EiUMZEUyvkHkiWEfwjyLWU7gRht/g6zGWlnSlNKKZTNG2ZtoF8hA+ThLTI8IvmI2kSe/8zXVBaKGTszRt3S2g2WPI1SZM+0fQmWybMrSsfi2UjVBlpzR1ZiIddnpNOGtDSkGo2RE6M7CtMblJnKGVTZnO9o5hm+ZVGMGWsaoN/kxcrzLwm0Cm4kZxxp5Onw3WS5GJVhLAX1h9sKgdYnnLVhJIRn0u+eOjKkXZTF7lQ2cdqK5Mgmy4FKlGiX5ksbO+JFligiSihyGbVtCLXOJ+xpuElC8QlD1DnTDVGnt+joSpoXvFQ9YzKjNrpC7SlYeI5X8GVaGLBWHFGpoSxXV4ikdV7L6O9amCwFyghvU/Dhmpo7vlONMYpxsV7LIrkxa0SmQ0JXYzgM8aQ+ITL5OPqN3bESh56zIPX5TBcde32e0NEm3QiQtX/NZQuOZEPE58ok7vNL1hvvzb+oBajP0BR1LkLxsMi0EcwZnLimoOx960pmivUXPPRycW6Y9YLAhuJ8xbqiNYP9NxyZFmPiynSg6ZI7dATnKE7BZx1hpGDa8TXhBl04FCJ9QAKVZ5I9M8MWR0cRlA+9KGMyN+Ki9kR3l6xO4kAeC85ra7D2sz9DrcZa6RPcjS+fo07h1AMBdOMqUJWus9tlDA0PUHVkqLDupyR+lppdAgPWayvEHpFOwyMCUnFn2chaxLsjxiVmo9NPBDWbxJ6RQOT3EqqfvaKAqjuw4BKF7EXzIjhH7LlrwxCBXpQ4xokV6RVOQ8yRXGGwExko79sjgT5eA4dnBK9VI5JWtFn3Y/UAgxdAjzFXWR/rYxQ0JCtfVzefrgMC8YXVcSasNCsSnyG7fOuULese6Q5ZnEqIQPFh/ozVERbrbg1Ed8dWDziIy0QskJJxdlwFTz3I445GmtIDLr3N4RGPvsfYprxO1bpuuHbMOfVEvBFy0OW/O2E9A0LwsXUKuBjLHPeItph2zvAoRP7FV6AHx1gLMiItjH8VZB6QZQgndTgZh0PI0hdITpT05LHkfOf9qJ6NK5MHkSwNvo76ugjZKOLOFZMBS5mkDZEZiaCXc0L7WObm+8uGp1ijvtw9kAW9hofNpzibHcktQakiK0d+X/Zn541OHU0+xzlZY89Ul1tml/XVItsz2xrfEDFqjiWgMQM6g/XsNfNAuF3VpNLF69ZYwdjRcyEgk6M+hyhIBPRFhTS7Q1bX+gJxTocsk+y6TVrX0xRr0KkbdXB5oUic4bM7daLuj631dZIjlwnZt2YBKtb8XlLU12OrPyvaLtx/fexdgHSaJgmdo8MBf2Jii62yTcIh3ylQLmjGK0ca7lRaJ1pCF4NLhhOdi7yfU+EgD3pCuHDzX3wWXZeKtbsKud63dvkcBpxXObJ2yeSix626gHuircsyLufVldLDBW0MlyBE//F+yaqP9b7H++t9OvCly8Uua1M/Dn29xhnr9+lnzHXQp7e/Z93E+SS9HT0L5bqtF1l8YcqSqzENOpn3+qXRs3R1rv2yS1bQiWeMrsEgSuydeoXmVrAZWg2bRBzrguA0qrHXpM+b652XfdOzZPwnWfGxTt520XD+SoES55UaaCVZXcdQTJClZyU4DQ5ZgzoxDuEIqjO48NFBSckQRrJkkngmjuMWDNIWKyPJJpJlchsx3WFRQ8+F6RmTZVWPk5mDaJqfkU671CA7lZiZn1dO99noWSESAXdli8rooA4rWAn7RZ2+BwQZJpdFegYRp0pSoXUOfp183zd8baXIQuw6UmSvSJIIKM2xVQOooWEvGlg+Y63F50JnzleFgnPov3WG5NlNK53cp9ZX18fWGgMOElizdmQJ3So7sl+2OE1rgBus1z+ILAcJ+SzFndjqNprTl51d3+Lo+0t7ELK30WlEL0pa/KurML1OQwCTvO5ZZF+s+5SQtzOrbWwhzyQCal1uhux1/a9nIWyBEvWeXF8Vjj4+6rpNr5EhYciIBl2SLSFqJAIrcX6mvj9dZjktWJdZkS2bR6I4ietpV6qtRXYpMjrtoeAgKRSL4tHCzQUzY4LpPgbv5PcI2s9Q+DzAZQu9cLeftbEGEjhbQYl9As6EEABFi/GVGUuh4/T6fV9gm/79MyFk/d9llL70i/27P4t06YfYT1/6yB/vv2589OuXV+SnL713S/nEe0HP9N4t7CcPsY/86xON+Zm3PvaqrYvTfu6j63VtqF33zd7/SP9HT/38yQPkM3PwqQbIZ9779JXUuHkV3Mj/+A3zTWZ69edsDs+QfGCXZpakVCq7o7I9CnWEZWPYaOjLRKoL+fQWyi26+xW2PMG7/+Q2y9s9qhPL8ltHeZ2ULAv7aWFMJ759vGU3j7Rzo+kBeX6ibRZE/gGl3bB7e+b57xeOv3vi8NVCTo3BGqfbmYfNERkSeV+oh4H5975uljGRt8p+9+TIsIcb9JR4/WaizsL44jW5NIbngow3VJ1Z7MySt1i6BX0F+pb69IQ+HdjkLbuyZ1sWbocjTzvjh98YxZTd047zfuLx5e8Qq+x/vGUsZ57/2StUF45/esf5yThvK0s26qaRJ0PsiJjy4tUt20PiOC4c9o18fEeZ38LwgvqrDUvOzEMhjWc22wP2VmiHzKl6zYjUEvmNkjfCeSPU7AGIdobnTwNtMU7fVo53ld3XSplGNj/8inz4FWepLHWh6TMW21LtwLm8Yx4PvNs8cT58y+HxL2gx3yPG3QHGNnPz7i3ncuKvd69YPsOdXk//CAxaMq+f+W7G5sTyZ8+x8Y5d/nMG+ZqyfUMZH7BFOC8u2LNskVOGt29pN438PMNstCf8wDGAPWP639EoqD1hlpjnHTBQ0oSkmSY/YnnmqbxAh4ks7ygopXxFyjcs5Tk170kSylmd4WkmlzPT7hUnJmYGbCjI1s+vpomaheMwkRJsd8owJ3ZvX5Jmo+1+T8tg9deghfnm31PLH3j5+jnbwx7J/y2S/gnD9K8p47/FNu+o23uGY2ZzeAnLf2Ru/wOzfEvlf0/Kv2KcXjq3v/yRJok2vSBVY3f6W0Q3LPavMCmMd3+FpHvmt3+Fzq/JrTAuiWF4xTBOpOO/xOZ/SNo8MYw/4GjBJ2y5Rc9/FgGhiVEfKcsfSO2GWp8HtUhChpHd7h+4LfDj39LqgTfTE4tUci3IMgJHjDOb8zeMdYOdXsP8xKw7jrohc6bk76j2FrUfKe3X7I5/QdOZuT5CC3R8O5OeHpHc0CnoTr74Epx3t4AdsSjkKwKpo9nC2DJxBdMRGx2tFWngNtOpLzytOVDVSaI93VD1tGftNB+tI0Ic6WihKDkHp6OB3JkfBbhSdUosVaQmzHaY3SK6kLh35SstiFR39pEx80LNooFEqRtXSrsR1s7QoBHcnjEuaMKaoDKjcn9lzw0omwhCBN9wc+qe1KAjOZwn9uTPaYM7QUwQBo/RJIGzF9eUcnIUpm5Ap3A0OoJa3F+E1OYZPqngjp1AnKclxsc5cHs73X9oXpdEYs4EqOnKsRzzZXntNhHYMKuIzGAzYk8IG5J8DUmwEhQ9VX4JUNjXWy8sHly2Dg8F04TiRcbEDGVBWSiSyN2xj4byHkGzKMa88mEHHYLiRU1daVWMIXwJvk41lP4irjI7D3pXptygcANbQBwphQ2xrubVpBcRz2YxEPVxtOwFWT0ZSBF1rlbLJQriLmAVZQ7HQcyvRRZFn48IlgiBbNXICBBHC4tcAlJJnDapqaO2JJCUIh5sTtFvC0PdnaAp9poH1hx5BagGS1fnVO00H+6Yq2FI5kBwqt7gWQNOT9WpJdKKisthE8wgR1/XNl3aIKyoLVf3MmpeHDxLOA3UTYX2BbLNkhdKTGFUWvAdWzdgvaokK4d0p0+wSPnve2WtDVC8oK85lUOvL+PWkWfWrEiwFsanhEGbusHmfMMiOywNnZ1ppdjtyFxfWOG470UjpevBsUY7fd4aGDnFM6eYp1idnd5JRhyd38LpMmAWGVcp4TRvXgBebHbZq8FbncCdO2Ecrg64MVTuGmuohoG79Sw0HA1JVf9K7ijBmGTp492duLDaE0kCcXhl8HSnA+JzwpUzsKOc0xxCL7IbVg5jb3GSiuTqRnoUPRVPDXKHSdAnYImk0ypPrtyeP7fy8Fo0wDRBTshxA0txaiGUdJqQ8xjnq6GbM2xOYDvMfoXIE0V+9KzE4VuszWh7jaRG2UUQOrk8SuoBYw2nXJI3QKOlX6FpJKfqzvnIeLG0QWUMND4uw6d3iLVgyrLVoSqWoTXa7BziMj6PvfTo8jmKd3YTWuyItAjQJ8Hs5IhIdaoaiUK0oua1cVrx+hG9nolaFzOeheAbGVOj1RNYuCbMyHrvaEjZYhRyZAGIbWgMNPM6OiLFMzIskxaDEnqGKmmWYCaqiCiJStcVRMQ9E6ZICydcm3xNlROkhuYRlYzOXvMjtVMgwi3Ofd9bQiGxQThgyZ1e2gN3TR1ZPSSkQT7VS0z9k0usO2s1gBYRnF1p04LS8OIxcj8BrgOoqNOkBK2FgAMB4HL+rfUNXI5gnt7R6+PIqi9IHF9nPItgg6PuHBzi9a0MBzfkdW1dbPCrvRs/nZbSkhcIv7gIzrH+4iwO5531bMke9CW7HNSFXhuoAxR60OW9ItMYl0B0OOW4DkAJXnRcsMh2kE4p1QNAgWKWoPaMzX3po0fd4k/PDpJOu7dSX0WG4xow77K/y7iQafg53521a00icSq6y7i20Mn7vdxR533bRL9+qS9EoghxCnq2qyCEPUdsh/CIpDkyLRtWm6OlZYTieriJgBb0vEOkUlJe9VOLIIRnUHg7NWp7+LMVSgA2li1SB5jE93aLvcgTyc6sNb3biFQHKok1SIoMHhRNodNoq34ObMqKtNcEeRgpaXCqeTPSoA6ISTeu1zQwNcp56wCyJBEAbRhPrItYZA1CaI36ZVQPQpQnHAgQGTPVXP/MUXBeRiCjjB6aaCDqtSKaGalVUm2IbJAxaJd0QWwgtwHVhGpxedYpPZezr9nB9cjGJuwlwwNJEqxQZz+7eqC/Fc8+SA1LJ1Dxe0tkF0pG0+BjnHE/wenkgMRhuNr7n7p60LdnwLszeeX9T3PokSPG5BksaQKinoEuGEf83B8IFJkH5m1CpOH10yKrk5krJcx1YJvABJUzLnecQqjXoulywtqA15HxvSF2xuwYMQUJW7QHpIK2WIvPtRzwjKgbHLLsFEupA0ssMkza1vWkwVXghGdd0XZQd5hFUfJkgX0SqAWvbVHDVvM9u4rfXry6y7zFA7yeLVOQYYIsDiTUCPykhW4rOLBg8cxT2XsAQirYHLJw8EwpGpYevE3txtdPfu3t77ptGgKU4za9L5oAWqR8wdTUwbNIJYKLZKd66oFOqWg6QSqo7P3c/d8sCNHtxuu/uXotokPvLX65+uLHLOgP7/n3bZz93Fh87M3PbNa1fbbaTJ+8zfV97MN/fBi8+US05D16q+vBCYfR55r7dx7Lz33pU+P13qR/5ru/7PA1gWVqJGnIvCU/jjwBx6EyZmOQOFgRDncj755v2dXCbk601rDTE61VljoHd+sjcl443O85LcKyTKCZHY6WU9ugQNJCapkDsIiiNwXNiTYsFI7o0xN2DK7sZ89c8D816nxkPj+y1AFd9uRtoew3aJng7g5thfOSvQxT8ZT0c96iRZiGhQHlOIAOwr4aWSEfd4xLpmyUPDRmG1jslnKq7M6VcayU5Kj2k03MpkitkI328ogMM7fzAc2N5VePtFwZDhUWRZoyABvZkrNH8xkatRwwFtLDmfF4zygDgxRUhVPbU4fBDSmtcH6Ck8I7rzWRn1Voyn6uaB6YdyNaMu9OhUGMsd6ANfLXSjJjmyuyGPPbxjEfOevfIps3kJ7ATmRVJlVkWKjjzJiESTa00dCbdwxi3FojDUL5qlDymWHzjmZKOt/0zNyPXot62nMCRJRp+4QMFd28po1nkp3DRdTAFlpd0PMCK+/sGYaTK/16xJgig2IE3SByQuT/hcgtQ/4tTQtH9TQ+kXuSPEAxLBXKErQ3dkNLAzO3NDbBGfnOuSbrzLLAWWBbjDw+R8sIk/MKL230M24ZSMXYjo5SSDy5QjBt0SQs6eS4ZX0gW0H4BmTLU95wKiM2DuSy0Nih9VeI3jLZiWxbzEZMXsDwj0nDt0zTPyLnHVVmSIvX/6ORlwekjVjZA4k8HLxI0/KIyhOqA40baLdOYzYalg2xe2T5KzTDnB0xInnAcqOURyzdcW4+r4W9n527P0IWmpkjRJZ3UacB1AZKviXnytS83sRZTjRR7CDQRlLaIDslLzM6H6J+r2BZfHytOcVWS1A3mC208g7LhqpgVhCN9NovFm6BLBRdnZH+umcASKfr6LAGS1w4LuFS3DQWuISxlMLZpImV4qW7czr/OYkVva/BDXmNWmZxgwAcKdjRwbq7tEMWxA5uDIVidcFih4NMF1dswpFJCpR700Akd5rDQMjgCpcjp9xpoGT3PbagjtGj37vqxc41BQtjWa+i8wburAsHd3zWaSz6xnelWbqymHDD3zpqO5xlLjHC/g3e8hTSQ87+W6OIWi/cau4A62nSFyO5rkf72l71NGofEw3buYB40NLRbYSjNOEFen/BAR/fdeRQICV7UbxwCnd9zQuYOypdJdYbcnmfhElZZ9uXs6+ftR5IUBZIT02O4MOKoLyaIl0RsQY0d3aGI9c/1D1EjqJO6oivFRlEo4Mm1rTr4L22yITxFGh3unrgJNDNduU8NgU9uXaX7OIs6GhvI5zEgqd4d01wJaO40jdj7WigvgNtT2RpAB5cFG+LSHdwCB3R6gEGoTt915R6cVqjxBJo82hD8jb0afHUaIs/vJikWFqDhBdUb/Q/nDN+3nVUaBSQXZH5n7k0TMUozNlRfmKeyeEyqadt94GK4JalUK3T2l96Btc1pYdeeQtj68j1H6TYa12eTcCAaYr7xRq02HuiwMnf65kXKRy01g0IX09ehPji2JMPddrV7+EZZtILUce6sw+NBssRqAkKsjULyC5yvtebWdM38joWa6ZAD5YIMdfi50DqNDGX9tGdABbOu9T3S29TX29d7hmsTsWeoRS3U9bxvKT8x5l1/VjBnZwQwQc82ER3fmqszZ4V6A/5cmedO3DAkFq4AMG7I5BwcPk6tk5Roq7/e9aZ+bzH+hMVxDYgDc2RZWB+lmiKoJN5BopEIJrWED1FhrV47aPk0sHp5KoHU4mgryVgBBYsn9zBH2dTL8LpiS4CefQ1l6L2QNScuUgfXy+WSmQHhRwF74t4NqxpRi0hmoIG3zMWsISdU8xJfK/LXfX9Qv9cdsRri0C0MmNSESYSGz+7mzvRLdd1KXnwu4VcKKyZgwhOvQYrZU3SkCcRZOto5ag7RT/DCBq/fpqkYQ2Gqp587ZpTZFgJJ5YOwRpm7iu7UqM+vcTaupRkbSf0upDr/llleA88Xq9ivZxPiMs9rvdKyM/1QeHMi71v/XlrQDiFrE1cGtflfQAj5Fp+xHcNH1OJtWW4vMLW/edUQ12eEnOW6Vmhl3b1+4bMWvsbABg+VFMuMqxTRV2KaHcEfghS69m5nWIovt/plJBVt+h6xUVOtZBxV881Vl3V51DWebf17hHMCM0EekCkd6SDMvo9+tl4PYXDKsMucrsXII8v/cJLw0koagGcOJOoCGc/O6w6HVK2lYrUz4ECsonz/BhHWaKj/Y3eJYmaKsn1UASx5rJAapwTkd1srudIr5UQfepZTR7ID8qt5KAACbDJqndRQq75MHm9bNdqksEg7o8tg8M0ShHSWphYaIHnmXNCcxR1RvCg0jmyOUJPt9ClchQnTudY470/FvMoa6AK6XFJC9skdIqUEFNSVQ/WN8OpDzswLOjYUnZHdNQuYHH9y+vGKRdq9p6BEjpiyATpsTZrnj1sAw4gmdd9aiyhg0BHwzvdrmclS/G6NckOP7u+pOsBLXTuCC526k63RVKcYxloqLnfzBvQQk+YHFzSZQvqgCpcXvvKT1c/gtOqwapzrpuyo/NxPRdA3B8jstCzfY2QZfS/I1gqCjK7aqQX3dk3QcjFqF9g4nUZTTvV1gIWwSz151vIUUszTkfn8u+ih0UNFgv7pkWwU6L+RKz9SwD4FJ+fA9TV7bGQ2xL2sDkYyrOmY3/JOdadrOsSOv2UeR/w9bwaW95I1iyGNeM1B2DG9UFfsz7nDr6ZY9xdP+0rruuBXbddz6G05UsQcv8FakJIf/LPf279dW3U9df6DWzVIz786qq49/fX79kHH7y+7L1fa5MhNq789P0Pv/vevePBV32+HIrvf8db9tO2Xbrxwbj9ZMI++Ht93+L/ccD8pJ0ffo+PjNWnFodcff5TH7tWmOwzn/lg7D/StC+5TIzzbkFyQw5fUR73vAJOuxO/LcpN8oOpSuJvfrXlD1+P/Pn3My//cGapjfYgzHbmUe8xZuww0o4Tx++/pqpwTlBEeTE8IZJ5ZTc0BnIdyVJ5gznv8tcT7DKbxzPj+Z751Ybl0LCXv4I/+xVySuRXmVP9kfv5D0jdIOc78rMN4/M7bBTkW9CT8vj9zGQLN+MAOfE0vkANvtr9EalnXu0KhyEhx8amQvnhGfnpBnn2I+weeMxbHtINXx8feHF8ROyM5Hcs+SX3fE1rC+l8hMFof35PWWa+eXrH6abxN//U0eLt32/JTwmpjUkSz8odQxk5bRvLqBxuXrGUI+ntI7vHd2zzlm2aUNvzsLykboQ2NOz4hD2+xZ4G7NWW8vLM5i/eMRnkOXGSPd+NW7QVDg+JUYVfpx3DYAz/aEYG5cWPM+VQ+au3b7nXI8vwB/R25qY9Z9P2lFbYtMLp7szp9shmnrg93dGKofs/spsb//BxYdkV3v1my1DObIbvsOOW8v/9Z+g8fnJ9HdW5fQcSJS3snv8toz1Sb5TzuCEvd+Q2IiyYnVnOZ5anTGbnBVjtLWz/CPkBWd6g8mvq9l+BbTG9I/GWZP9XUvkzhpv/C3Pb8lrPaH0k8R1ZHmHcQxoZjhPJNpj+A5Z8xzFlZkmM+lcM9gNpeUta7jnMWx7mHXeDkqff0PYCL97R6pnjbKRlYjreUcbm2Sl65MzvMTN0/xw0c15mtMF2UTIjjb9A857Xw8zcGi9vNuw3B84Pz5mP/4w0CnsFs0ca95B/h03fkKdvub35lzQOnPQPSJoZC0it2P07sC1t8xskFcbhNSILh9MPtHak1i3KDl1+h9gt0/AazU/QviOd/h1VXlDlOTKNpLxhlJlN+pEjWx7rV4yM3NmBNLwlbf+SRqbWb9A6om1BW2GuW2DkZtwzDJWb8/9Mtjd8nycWGeBNgocN6Xc3pGeZ8vpvsIfvYLiF4Q4bM7rboWdFDn9C2jNs/jO0vKVu/uRO2lYQfUY5/wVOHfDF0g1pR4RECyeG6wRG1jDggqdSgvOzF9BFiyNVxCIdM1BjglMMGFgtuN7sjgWN35KKK2LpBqRgeg86kyWRJGG2uKxMXWFS54esE8gLV0jyETiRrBd/9ksleQaqzW7MNPBAx40rhmUBKlLdQNReeLer4Xp2FIqOmI2oNrSNjoRST3NVO7hS2MR1usG8jebpprRAfTU/qz1bwSBvwojrPPQFhhTKvaNURQlDyQ/CnokiOXu77QRWENmDGJocNS/y5DrZ0nnob73f5kqm1XBGFC8O6sb5grWtuzItUvgtKCMUD2iI1yRyRTBopqriVG67K6P2yy5p3Qneecb3YBvMjm7AdI1GJlIaQU6oOGWJtI7+BpNMYsvqFDHWYIqlU7gZwhBJ/Vk5dJYofKxLBJm8IHnCuVvdaRTozjK6j1pbONjDcacjZjUQU16YTySRtTs9XIF2MJdiiwfEUhgLXiS7oIwog1PbpQXaDPWw2u9O4zR6UJUjUGDxdOdsZ0yMGs6QcKvE9/oNPKsogSNhRXztaYvU+YJJQSWTUJI5Khgtjv66ciA5/RdAdkefEetRA22XOvCv2xm+j1m8dbpf0ZS+/4vvu07BkZzzVTTStRWfpzxEvzrFxGeu1h1Xfu8LHVM4yrpM6Q6D1PD6AUE1F3q5B14aFxTqxXFGR04n/LPd/vOJxQLCJdK52UMmt44aDmPLBqxlJB0g3bMWzJYRy8n3ZOsK8RA1DNzJLmvdhytHmFhvuT87FS+eKTliTj0js49hzxTogWvnDLb8FPv8HJ+ZLmMAdCqonk22oihTBMDMeeYtn3zvqUEE7dzx1PnRR4RN+BbNPTpNQpb2fRK2ip6jhcE1nYJuYXWkBDqbEQ++LDG30dsoTCzZglPYINWY50Bb6oA7PrujIq/y6EuuXjshnZwCyAp4wctoRTavBZAapEaygVS3aFO0LVgyJI/0YAEkr6eUGm30fWTzO39Y2iBkxuoBcss7/351Og5rA6oZ2wk2CqllUiuInBE7YAwki+CYbTB5wvLBh7JFgdgc1Gg1aA6GHSQjZ88ycGYHo5lLtdQL9KYU0+EUWalZJOL1QqIZ1QHRRGrilCY2YkFJ7U7/B0hKGkOmRTaC1Y2PZfFaOooHTSydQBpJfk3mFq2P1PkM+REpjyTZkrnBaKjVyAYqHjzttrPOHpiyc8gxCYffDJaDyjGhjO50jUyPyC8PPcRAJshbrDXU7sO541tIJ4VWsNNEUkMW3x9NhZ9bahb0PRK1spwuxaJuVBxtCB7EjXo1Fptodej3YLLLxQv1T3xXezPCYUVXBub1I10z8d6GM7fTkqy2eV5/PEjRXH+4ytaQ7lyUHmQgZEQNYVqufCXgmRZeUNfbdnRZsvpZFEfL9hbOwOnKGXx1Jkax25V2rRddtV7LJIKCa32l/pzIsOqOOPPnes2doPq0hKOo3w8S+4g5Gt3AkfjrOIDX74qzsdekoMW9IqNAypUe44HzS9HjmC5LIMPqo1nlD7DCi3vQ5YsvQZNT+aVFEG1kWRAOaBrQpGhraM++jURK30MjpFtUj6i+RWQglz2eXeh+KM2eKZyqd6IVP6uSVQ9EFKe6MfYhp0PXqyewEyknUtRP8zWaMR0dqJGPft5nHzc1D1ZLz+grGonb7sLcWI5TT8gJplHJyRhzIafs9KsqzBKldXWgWnOqN000ZpADsEFkR19lkKFsPAhcZm/LPHhwK4AnmqK2m3igt5p4AMKCEjHACdIaaXEgkbOwua5ujJ7xJgXJQXc3zNAydt4BiqvFbhOYgpbqQRj1QtU9RFaakAxaqVhasHaD2Y5kiaQGdsbBTz6eZtWD6T0ggmDjDrGZZD8EqO0zK6yEHr8EiKHMcYZHlMi2rluEM7rZGeMQ8ldAF9BH37a2Xf3tXqfoyUH5fS+Ky6a00o76fnW9w/eISfLsA1NMJ4ziEjEZIguZBdPiZxk9WJkiu9YDNl6A/QFopFZdZ0kdvNWLZb/GM61uPWsjuT2Y8gHhHrMdtMltc0uIVLzItUvflRoY4ZqS0m1Ut0dS7vN0w5qxRUPSE6azB7Msg24gDSChN7ohG3aEZ6IZOSiiHoCRJA7yRKI+Xp3dvsm9DoUD4FLYbvTMltZl7ITXddggMqJyhDSzBtTSgiUH2XkWmeF0WZ7diBGAjR4QKXjm7M9ff88ghL3/z08FIj4XoLh2Zl8k+EeeI+9/x67f+4XX59raP7AqDp+6wZc85iPBgP5LPmjIz93yY7f6aJTpI6/JZ9772PVLggXXn+tokPWBH9zo7zBVfiWq7dyBimFyJg2VsSSaFg41I/mM5DP7J/ga4ebQKElZWqI9TRhKYcBswHQk1QEZE02EvMNTh847qIl9ipTEBktKyDMjZ3Xb9Y0XS0VHshikM3U+8fhwpJ0H2mmklRNtuPf+10zRCk+vKKWwHzbQBGmZ3IR22qLFUL2nWeO+VWjGMJzYT7DNE1MtzA8Dbc7kkpGUmAZlKY08CPV2xJaMHieabT0bbF4o9g5boC4CzVAboGXyqZKakBenE1teGirGMigkdYTUIgzHTMqZJQsPe0CE3ZJgNpgXzgfnmMyLMNQ9Ux7h2Q7dF5ZyppmnKZttGJaMLcJwPDMobMrAoPB037CiLKcCNaHzAK2RpZBojMBUGudj4XgQGDakSah15JGJk82YHWnJmHfQBiGfC7II8/wV7TywEaXkTx++w7wFMWxUmjQqXvh3rImswtAeKSpYCoVbnXfTWqLpSBoG0lhQuaGlEU3Pg/JhYGgbhGeQ/wnIc0o7YE0Y0g2tbEhySxKPSItWSnIEatWK6oLmI5IqqXoBsJKNoSycx5HcDLNCZYcmR+ynNrBtRjJjkkRKyjAsqBj1eOuHT3qJSaItB1Qay9ZoaSanV2R9oAfHWz3Szl7kzFkTJpJsUFOoT1RtLCZMKqSaUB3Q5RbkwLE8BKp7RCyR5BViI/m8A1O0HlE7Qp6QlEmbE2kIWqGzkZJSthrOQ0XyiTScVr0htQNFv2OwM4N2vu9CkolxvEPVaMcfURVa+hUwkmZFamOpmaobtO4RXDZofnIqjKaQM2k70WRPS7dITkgRWj1ylgeUCjw41+r8zIsyjlskb7HJ+ft/yeUiU3FeRlaHlPPdjpdjke5800DlhPGI18FwSyLOFLe23OG68hDblWQOZU8773h43wPJYz3Nu9OOCC7fpeHKh2LqPK2d83c1fi2KRAfSlDaBODrDszMCba2Biuncmim4+nt2RM9eWJVSfd+ACyezj4y3cc30lwui38IgAsKpL3F2evp5h3B03nL/h9cg6M4AV7DD8CUKqdnlUau/wK6OOTlHe68Qcn2I3MOEIzJ75kTnNLZQqI0VCtURsYGCWYsOWqBufsG1muOpN7qBzogtYf7013Ogkju6a12IcaPg0McDQ7YWA/XxNAj+0/6ddNWGjno3es2IRM9GqH7vTj0QKFmJuegFgY3m8qGPnUgkmkQP1zST7uSMGgfSnTedZz/61Tl6BOi8unjmQUrmz0zeJudh7QhkIJCAHallQSHlyLlwlHXUbHfQBKrRvW09KNWNgqCdEIvxv1C1JOsj4ftc7dJOH6Rw1vR+aoyRdI2so3MDkSxOy2RX/4lEVlTqzqbepm5CfvrqGRl8sFwiegJrv/v715sn2tOt1xT72+Zor8VnA4Ueq2lFynWdPXiFzQqyOpO6bLysw1iJ/lo4Vt7jWodAl13JQVuijcQYR/2C3u50xTNssGZX9CyooJmSMGGvHY32HlLZwlAPh8CaRtHHM8aSWD89aEBHWfYP9fawykRZaVR6Rlv3FsSz6bz2MUnd03Jt1XTKsbXNst7T0dk4/c9lqP371o8zcWd7R52ayzkxPEsBwx2vv8RwGKBT3sjs50qTdc+jLQLsFtPTbYp+HhCUQZDbHGPiOhDNnSG0XkgzAj1Bibgu+1YCvZ8dxqsSQH31e2BxxqZgUzSoFUvNecZhpXYQ8YCrpRZAg5hTq6jh9HBqWO6IVUdaS3Odf50Ty9HOoFk0w6nx+u65oJQ9y6hF9oKFDOoZXJfZUItAfdSOkqgF5TQ8HpBw/WHyNqYRpYCM2LCAZEemRlaCOy9rZGxsom0WoiQojZr5HFhQu5HdwWozlq5Q8Gnw89sk+NpBRL3/1Z3I77H2iED+AmrDNaX6ysaVkPs96NxpQ1b0cJcngZvv+3IF6cX3VsfbtRLB1T160LP/XPorVzLavxIybZV1dgmQhNyRK9lz0VliL/d2rplkXNokV6jfNXOx//TzPs4kEq4vdTnS+yp0J/yaGdiluVzuZT1rpFNVraBL5SLXhDXqfp2NYHj/V3n+YXv7uCZ6Lc/eL+t61cqR7mPl+q69rzesYx8/xtXfsKK033tmH9tfINtCNxJRSAG8EIMOPOpnd8+6rRb7awiQzwlk9qAACekUfzFf0rPu+tppvYZABNi6XRK12lz3BLqej2d+ddBUPx9MhLbqJp3eEn/PXPan1HWcRhIlJyUnYcheJuJmSAwZxpLIAks2miosAjV5DdAYWu3tj2C4dXR/0Fuuq72NePbdiMVcC5714XSgI9c5NBee+76mNILeAx1A4UHfZdXdNDKrV+xGr30UdWCsZ7euWzcyIiLbxqz5+aTidlLPLOr1ISzOH+k103om72Wtu05fo52Zz11eULzLhA786DWIBNjSpeaawWZcZLcUnJayu5Zjfxrr6nQH/NUetG7neUDAgXTe/x4kFQk7SbNnFobM6HvKs0773nedx2d5BqtroLvr0pe2RZaMOOWTi5p2yfwwP1P9Gz3r7iIPfJw6tVpkrPUM57Utfcz1snbWZSWsRaHXI6XL0a77NNYAw0of2zXfvp7nS7sszjoh+hf1Y/Ai6bLqhELPHA3F5SK+1mLsEYy1Loc7+CYyg0RCrxB8XYbeERloVxHxT15/9yBEv/e1DP3w3x99/tUhLh+89qE8fu/79pn3iMP/Ux+wy7l49bo38TOHwHt9+EiHPrjf5w+Uq/c+7Jd9MJgfvc0Hz19TDNeEwI+04XNt+3AC+8H4kYfLhx+7/uOD+3zs/Q8zIn7JwYsffqf2DdUSp/QWTU/cbpRdgvO7Z5zOW27HI3vO/PqPE785jkz7xnTbOJ8z87s7RDJbWUD36HxLGjLjs0LbwvHXRlsK9T/fIg2+LQ+IzfxwhoXMzb9YKLeg/1qwPxTyiy1slSEp0/TE6XHg4VVjXHaMy57l5Rvqt39Lm40mvyXpA/zw12zGLXd3v8aWLcv8NWqJ89sddTjQ0v/Komd+mJ9hNfPbzTv2d42b8lsKO96dJ06MjJtCGQbYHxi3J+Rm5Hx7y/k/DZz+PwPpxmlep+Mju+WvmVV40JFmO4r9mjbD9OMR1JiOzmv4+M8bulHK08wwC+XVBnkS9ocBofI4Vu6/Ufat8PJpID1W0uPCuwPoOxjznil/i+0n7Dc3LOMT50kwFaoM2Dxw826EcyW9ecekyovtHTkl3t6fOSVjnG4ZUkGPC6lmRlPSMHC7S+zGyt98P/Gn7zPP7TnP0sQpJe5Touk91o7Mk/DueaEsA+O7LaYDT/V3qDXu0ltsPH9yfe2fnqNZedw+UkvlMGSqFW4fB4ZaMPkTJo+cDeogYBtSGmlzpp33jNOecrdn0T1Hfe70C3lgOFe2p1ss/Ypz+e9INLanHxjsgV35r6iypZTfkbhnOP6epCfyfsZy4akeOKkwyY8M5ZFy3FOON+ye/8j27kxLE+dkyOPE8d0GGQUZE0NVnteZpDCkAkOj7U9oS+ir32E2Yc++RiWxzD/S5ER9+QN5OHA7/4FSF1LbQ51YnoSTCJJfksszJH+FpG+dxub8lmqNB3OE8e3JkHmDPf6GOb3hcf9HJBmbfEOikuwvSZqx+3+GtELN77B0gOe/QTYbhuc/kqcZebXFHgbK1sgvhXYP+qhIekea3pLHW5heUuZX7Oojkwr7OaND4yR7crnlZvM7bL5nefWvqa1iW8HkhvJQSApPbJ27WL8m2RaVe9r0HU0Lck6kaSJvn7Ocv+E8/4pS7ijTS+b2N5zTvyHLidH+gLUdevxH6LihbV4gpZGnt47k/iXyLShfkh4Qq5gURz2mG0yct9WDLF4fYNVzJCggUKc8ApyeKYxME3JQCGlqq7En5qUjwVB15cWkglTMJleIkobfP1LvpSG5YXl2Z4lltJUoNp4uthjqWQY0L2hJIZVbnPJmXnUySUbSGVFF29apmoazI3cjIcChm25sCzmcrD24UCNlVvzeqYA2VE+huIaBm3sQIpyWvYZCMe+vWAR7iCO2esZd8OG6fesKMG10J0QeQ6n1YJ8rsZdEfiWcefkeESPpJhTvUMQ1jGrdeL+tgTVSFODrxoPJEuhScfSwdsf81Zmrjx8/sz+/4nzcSlC/tJPTvKVGFgUmTAbPvLGMBFLXj/Mr54t56rdRER5dYbVbrqmDDOfV7cV5tTvuI7jh+TuVZBuybTyoIGfUCqo5aiA6y6/r35mmgV5Kswe71NdgCWR9X9staB6s+uLMzfdRZxXDlnDGBce6eYFgUkLSJoy55vp/jnWn2/DHXlBX3tegG9BOf7HBaxk8Iixo8z2RosCryYhJCTS4gS5RMyWGOIISjm4bfY9yQgxKTz+3bkCFwyd3B/ojyOLGAR60UYXcn7U69PumHYENhlHDsMsYpILwLJ59oAch5GfXWzdqPADqlFYCUlbjku4wEnMEoYZTyry+ilMEZUiTo1brE3QKJQpiz/y7ge7tzriVo7wHntjEfFSXJzWMUOmGZQSP1Neuy4SgdrHFAwrFs6eckkoRO3IxHnMY3RLxAAHZhbEb9CHS3LGbI4uleSaY2UgQ40ebZ0eCd2oZIYJAQkDwVgPawuCU1HnIucypAeFIkY5kW2tJEIZwz/jQcCDEHpUGeXajuge0O4WB9nMtqA6ipoQQNTHeQxBn0O6wu2pfD8YYHlDV7Gi/HPzCudNQKe5we+BjQdyPXz72COjwACxwGKFmJJC21hY/K3PBsjs0JFevnTG3cJgNpNrI5wdIGU1b7/vpyZF+9RnIQMqTP0sX71qL8V9ukToimwaDOdpwMdAzppFJxYSN4jVOW4W5YsNCGxMXjmvxTFsFzM+BFhSAWg9+ltcRLGHjghVD2gQ6kc6GLA0bnZPadAi0aHG5LmfP/qHSmAPJH5zvcva1N4X8NMULUbqzs0UwTM0cGNxGkmUsOxUndvA1nwpSCmJ30F66fEmK5AEZMjRDFoPmPO1IJTE7glj23t/guS5RG0RqFI/O5zgXX0DaotmDEu6Iy6S2QXTCmvPiS16Q7PQnaR4/kE/uDLWxO1M+c0VZFc+wlKC8Ug8U2WXuXJZ1oIjEudYpmsJy758lHJvmeoPrYhffxBos6JRsEjqbbpHrjKxkMQY9UDwFiOBKH+pBqagNZp0DPWR2DzStFIvSZdMQasMZD/73+2iACK5pjwIj32WKTQ4AYME6iteC7nPd64Qshe74N5vpwQl3tcX5EVRdK+98T18NehYPxPXCr8N6xrNS113OL+3ZI2n08e611fTobQj/ocg+xswpWDrd4Ur5QrTJlRs/m6TGOXAVIArqxXXqf9FlJAlZWx7AFrz21tYzhMxIohjVKcaq4vUntlhpNN4gePaEs/Q5vYoGkEnqCeg1Uwo2b4CEDV5jwCITwGbxAEd2tHQqgyP+q0AVyBkp3dGZUaCl5vk6gXBLzc8AbZk1W9AaKb8lsTBkZcjCflSmAt9sR7aDgy9TMh5VOaqRHzNJoSWjijGLxyWcqvI2tlVzfv1l62dM8jozLDd0Wwm8XhGckfkJ0V7HLENS13l0COpGn2OvT3ZCpYR+bEh6Ao7AETOh6RnRgVy3flaUyOqZUwSGHBwpHVOVg/ImAExKAI+W5BRJpUE+eF0hg2bJ9QiJYKwuJI3iw+pAFpEnv3naX+nvH7+0RhbuCiSoCL1NAnYb+9fXdbdfJB9dPssEqbh9CCGfokab9YyKDaBI8v1tevI9onsgY9nloFj18zYya1IbsDpickJLjaBZ6AYphRzA5WTbADNm9w48iqBhsxLSJGS2jOHGvcMzJc6uh4vrQNZGz6pIhqV5taGJMb/OQkOK15/TJzxr2OWnyD70nU4X2H+Dy9BncQ49AZ5h4fWeltC9Ilsy7AVpTtPs1FDZxye5/WXq1JGSz6xAHhSJbBVLAbTRXm+uZ/d4xqRnibECEVwvDCCSBKDn6sxY6bHMg2+u/wTg9wvl2989CPGxIMNPnNUfu64/9JnP/FLDWj7WID79rE/56j/Xps9ev6C91039Ozrmf/4bn2jvT+bnC1fKx6btQ1TW565f3r33riEnUk5YM1SNTT0zWuNcb1lSxjTTaqLOGT0PtI1RmTlLQrIfps0rH/jBbIa0mVQTHAasGefySJqMMy6I5pZZZmN5d4alkWfIlqitoHVgKok8JNAJdOMZSNsjaVTysvPUxvyItCeWumBtcCSPVnR4i+ZMtQ3WlKluybWQhoGahTklMo00N7I25qFRb5QkI7DFDko6GUkG0jAwSMZuBB2ENgukDeP4nFSNdnanSiojWoR0ciWwlQUryoAr9tMslBkWMXSAIgNJjMVG1Iy5FtI5M0hFtgtJklMYSSZTnOJpaYhU0qlhEtidhB+uuZJKBW085kenbJnPiME5ZWoeyLmwSTva5oxOjZo21DZAmUjbAd3Csq1YDgfrUt0+w1jqgrbkSqomtLoi2uTzvMKaBc3dCXzwGgAMWJkiBXCD00WcXHG2Cew5UhaS/BFN9yzLmSYbeiqvlAHRDbnc0VKB7Idwq5E2n+7JBlIXj7zrjNrszs40QBpJeUDaGdEHpBqm1R10uZFSYkgTOamj3a2AjSSrpHAUaTmgaWZZGloNq64UtzajIuR4dtIXJJ6RayEvR3KbKfpIkpeI7B0Rq0ekPZCWCZVG3dzRTLwGhlSqvvH9NUyIVIpqKF0TkgqZkVwhpwdEMy0PWN5FSYNKOU2UOqImzNmoRdGhOZJQBka9o7QNpoNTKMmGkm5IJNqQsVz9sLQJbSe0zVjaINbI4oaY1qPTQQyNnNzJq5bI44GcD+5kPmZkt2CDYW3GqtP+5FNDlwOVyY0wWzARbJOwwYN5IjOtvQp0zJdfncDD05O7WuyO6a70WFeuwqkj3cBNgTjoKOO4g1igtlYHTndAhRN45WsJJISxGrmXZ6Wrn0DmgyvyZvSit64kwYrQUzdQO2rf+SPDpDa8oHX4bs3MFZ6VB1swDUVPO4QokJmBQHPHtqNlrPcpippekvE0nh1tDqdA1y38uAou2PVw687JMLCjaK/PUCCL7Sp1v0uVFa0cWJ+0cHFmXKGo6UVWvQ8XA7bzBEc/gQuyryO6O+dqjHNP/18pCr70CoPcLehQRfQ9p4et/2sXg8t6cKRz13JZN7Eqrn+v6tjKYRrWvHXUoxeH7vUy1j4RlGLRd4NAU5tnn63j3cfoSpUywonT8fw9A0BDAQ8nAZe90VGWPRvIHSqxC2NJrHMejibv9pXjpM9Tz0ggHKhr2zyF2W91QVB5Fohd1iXpMqRrkCOcF1fI9JUaQ1o8sj+pt+nK0Q/0FGmfqpj7WPIXFHv0Ey7tthgzjPfQnj8HF+5B2HR9t2jzZXGxRlPXZRTt8IJG8bjOwduzkK4UTeGCTF5BcB3Z2fvYkV593V3Qbysqtn9Hrvq4Pqo7yTri/xoJF7zNq63SnYX2/v3RcMilQNUFkUqXcaujfqZTpK3zta6r3r+Q830PfOBUW/tu0CloVvTwmrp1PZ8/+cVlQrrD9FqWXdagfcxGM+NS9fv67AkHQfKgi2eohKNDevbDtZnhgRJb+fC/8JK+hhKOkpdgHnAZbWHgO12FB2dMzxEI82A74hkPutbSiP0ZBTNRcaeEeKBeJEcwMQVwXC6AWRf70DNCcrwRqFZdKRw60nq8JM2Yr3vvjusA0ms9BU+0kf1z/ZzwBnF56Xo997XjayaZrdOMCdqSy7mm4RnwoIMtEVDqayjoF4zFz+q+33uAsWdPpuTjrx2NG848FGuZtRA5wpqxscr+rscM4UDqQW2n6nHwgPdJxKBFADLOBLOGB8f66rVICggZL5AiBG4d4az8rGzzDMQPHR1d9l7kwmVPRZbP9WdN6E7x9+W5y3h5b98AP/k7xkr8jPLz28dx3Tu91/GcFWwZaUjS5fB1Nsb63asx6GMfn1/PavPzes027FkcvE9+5I/rlFMpHGddFl07Da7ljF3+tq4TXPSLnqlm1/I4qJB6Vu5FBsf91rPZrsYIVn1mpUbq+6hTafV2hFOu96yv8Q/be9WHtX7X+pl+JrT4xi+lY4r7SGSyCe4ExrN6RFoslXwZN3Fdy7Mjuv4ZukHWSzDIjNTpe1LMW22sgixqgVgH+HTZaKNnMVECnR02hfas0hbt7esjZlMCmJDampHkdQs1Mk835JwZh8I0JHajsR+MccjkJLS6YLUxBy2QdArFsM1AII19pzh4h05VFhsgx5rQBa+b1fdZjI9GXxFI6epI7PsmEPh0dHnUx+SiQ16oxrxNvZ6Q0zpK+ND7eOC2NsB79lvDHcHdJvPz2TP4Ou1S1x07KMIzIlz2dOq49MGe+9waiyAvsU+tZx31YGLYfuJnTqeWu+g/IFJZ6+YhEAAqSbFfNXSXvjWkj0VlrXvY7ST1+0kKwFxvV5zFF+DfRZau1HM9Mxre0w/sOsur11a0CFDbOeSwZ7n0GlI9e5/YV8bImo1gDh6x6w51HQ+46KL9fIvXo+Zdr/NjFjWpVt1Qr/rRdamLfLOYA+NyT18vIBFksJ5+2ikAu+0kXVGIOlzKKkt9f/dadS3OJz9vrWdBrrpFu5jX6wnwZbbp34+O6UPdF1Yl4P0P2dUH+oc/0jj58I9PdKBvpPc+f33ofOS79pN/vPeerYP3wY3tpy994sYfvPYz97j+Wj/IP3y89TutR7q/vR7sH47rpxr6kYn62FfhSkh9+J1PjWe/z4ed/Ej/189/iSC8XEngZidISehbsKOye3tPOR95++wb2m5HO8G8CPeHHQ/HLeP2nskWhmHDpuyZ28RxuSWZO91Te4LjK+xU0PtvWMrCu2f/yelpjjfIUrh/PdGOI/zbNwxy4kUzxjFzXyeeTsrXL7dsbifK5gV2eMaw/ZFx9z36AO3tb2GoMP5njMr96UyWkc2MR6Zv/gpLA4v9lryMvHz6LWrGw+2RY1m4LyMPFcrrhXQ+kO72yItMe72nPN5i390jbx8ZfpsYfyNspWH/sPL4MPL69Zb97cDd17dwWnh2PlFL5unrHVoz5c2GinJ89hYZF24rDNV49jqTzvC3+8rTJrEZ9uR0S3t6jp12tMd7jvdP7L5+YPurSpoL+3kkLRtkmZC5YW8ekPJE2jxio9GeCUseOG0akpW8nFBb+M/D95hW9vcLZYF7vsaGLS9v/4xp3PHjy8bjTiivv0YfbmFX2U0N++aJx28e2CZhn4X6MDP/aKALh4cHxBayTWQb2DQ/Mo+loPJpUXfc+8E3tD8i9oTdJlq5YWnPoexIJ4N2g6a/oZV77PwV2v4FsvsfKJv/kfk88PQwIENCNl85EmR7Q8obsm6AI5Qf0Coc2h4zI4//kaSN9HCGdkbTPZYWWp1Qe4aUO6ayo9w/ks6/x3SH2sTCOySdSalwm16AHBAe0TbSlpfkdiLjAabj5o9UaRzeLbAkxrMAhdPJFezN6Z5kGZn/G0SeMx3/ljK/Y3P+75H6Jyb5pwzpn6PtrzD+RD4+UuqfmKdvePr6zzH9ntKO2PnA8fF/RfMenv2G0g7sjhVNI+fdM1IWdiVT6ol8+BtHpO7+nFa2qLyDdmD3/T9gWu54/fI7nm7uOU0L52FmMxY2wx2jvWR/+orH/Jb79D2b8hW3w58DwnELiTOjvqW1M+fjH53fefgtlMRW9qjC6fwdVs9spw15yNT8DhVh3PxI0Sf07QRvRpbfQdsLyhusPZFPlel+Zsm31PIVZmfa8ohuBvQrQ1OlpSfE3sHp3wRS9suuzhmrkkjsQ117QDh7IMVAg+RddIS2I6VGSs676ynWAJMr++IBOAm0uEooAqHsqms7UKKwYz07MqmOoINTEqSG6URHv/lZ4Qh1p7xxhSvrGdLO+TWTQo6CaNWRL5rDuZ0OboA2V2pk9poJnZzGU0kXrKkr0arh3JjjuDBEnDu1LYbkQip7VrS4mfNuWg9kGDZ0VIyfNSn66dB6wqnuaaar4S9gEogTzf5j/myxGhkesjqUVboRsgOapzJLQ/IhTsx9KO890LAgUtGuZEtG04bcEskSJvc0eYI0YHlCOiWUmaNozRFGIkaSsyNUl+XKEfBllyRXhjWcLxZKbQ5UZVOJutdz9H1AbAI9IZwwaWiafX2w875JwVE5zuGeDLCE6g7ItCi0KzUoTcoDpLo64S0tXkw1xst6oXOToENdVrouTe7QlUh/7oWauxFZU6TCtzByor9ezkJIOjoaGPD0eYtgXgOtvpc6bUR3TElzZ18LJDINp5kb6YEPb0tkPHDwubIMEhzDmBs0lhFmeuF23+SFDo5QC3S/1UA5+U5veiHf8P46Ylki+ynpHH0pMTeVTnWVzeegiQbrjsYcEUw8MWexbbw8gNI4xfyO9OJ5P2dYmCyx7yOtvnlW1oUeq9M+OOrfuoEdRphzLx/xonob3z/Jg3QWgAnPULGorQJUN34lhZOwE2JzCgMxHCyB6jKObkxLd0oXD/439Z+L9wJp3YEajrdScRRcGOYpgqzBk+7OnubGthiWJZyxnqHpgTd31FgLY81md1D0lPbOGRyZUcbV3Eb/BEPsCTd8+5pwdJ7Y4mMUxrmsFBmx3jqlWexTX1jhrFypTwLtuK66CN50A1WcX9nFh6yBYPLi54F2J170K+WQa1tg955JpqvjAp+nXssjUv+/+MqLT4mNYCM6aAS8ncvehiesLGQriO5RfYfZW6h78vwCTQ/k/AojMxd3YpUAeQhfBVPVEai0DJaFUgqiAzL43nL/ZXVcSDEIGkgbEzqOpFpIy4DqmbacESukPEIaKW0ba04DBRoIz+BjT7l5UD8dwmERlDzmdSzWgqYlnIkSY79mV3qQPGkjqdAk0VLBakGPG6TNUBUZE+xG0IQ9DS4Htwvkhsne11k7gnkGhjvpMrAF2SJMWDZUQJYFU6eRSdmcVuQ09KmPfUtsuDvWIAuQNYpbBoVWyzcoA5K75zICvueE1BHL6oCidIC8hNyanC+/aIARZt/e4tkFtWe3zdcB9o9for2g+DVtnABHl2tEvR2CaianCNoUepaSYJ6NY8uVE8jPKenc4nLtWItnd1h+KuueNHBnH83Hfw34d3qSGYggX6/zssoVt3uwhLVeu8k1F1uLwQbyfs2kktA39cpX0LPKIjhp3VfRA0f+GelUafQC9+8HfXuA35UndeQ3HVEcuuPqwOvRvcjAMMMz7TxbbaV66o7NNduCGLcO+jiBia8LMs5jLj521pDWQQYVZLnKXhlw8M0Z4xzO49DzJLl87wW5o4+9cLVEENDWMf3yy4OQ4HqXeOBUE5QZSwvSJkeMG6CGpjOW3yEkhpYxKViKvZkq6ILOB8Ry1L4BKydQI59OiGa0PnddFd+DUg4IDdpLUKewNktISiQRzO6xevDMgjR4plvUfuk6QEoRmMgnDxeLkqRnYRaG8g3jMHJzU7nZGL/aL9wNC2O6JaeJ4fDII42ajbM0JI0ul+werY+QtqR8SwcGmIlTFtNQT6/FRgfByPwO1GtpmAmJra8drR5UyFu3BYo6FVByGlCXzV4jIan4PdoRz4XOrldlw2yJjC6Q2VzPKC+8XS2yzcRBK8k2iGVS7PXGI15ge4ukva/J2tCstBw6qA0Y0MxcV0+3iC1eiNqKB2DEPBD+M+Buj2U2pLz2MaoT7pjfx31mRO5ZMx7L1veBFN8T6nTikpufxTKgJNARlr3LNDu4XqJnX8OR0UvoS+RjyLRz2IKT26Zyj5QznqU+ONBOc/TphGf5DW5PyAzie8II2YJAWeKcitqAYc9ajQBPunP9Sd8BMya3WBqxvLh81tkzWdMCqRea3rpebCe3e9MSbfNHWq9p0dwOzskzcFTOYX86FVMStw9dT5zAzqEnep2nLisNu4ASBCCj6sETr5BSgL3bm/aWNZBDQooHrFQjizFF0Es90GPN16uX++oZLwOWzkg6Qpq8rqRV0KiHZB0gFcYE2dtrT3xJoPXvWRPiS65QfD/rd/5lTumfOPPXg+GXCfT+9Y+/+ok2/WxQ4u/xZHv/j4th8cEl8LNotPWzn/jcpwIiH7uun/VFj70KdPz0Zn+XafLUsiaITYgILUV1ehkpVkligURayEkRm9EKVRJnGWg6IDVBVbSdUZtJS3O5M8xkGqM5nVlbGixer3QoUKJoWxuEJQFtJFcBzQ7ipWL5TBsX6rbBAabFUVjkhLZGk0JKA5JPIJXaHL2SyoKYUNmi5gXiihk2eyFnxZC8sMuVISsLM7NBSTN5qKSWGY7JMz92YMeG2NHdJAXSkCnDiGZhWTxDk2yuh+pEWjLTU2PAi1UrQqnKZEophSyQc8PGihVjSYmaE3VMAY5oLFTqaUZTQ8tMolEOjuhCC5nMNuc4cL1PdXAHX9qq1+CZDIq6qDQhzUIWQVpzowmv8aFtpj0daZL959CoZ0gkEiNYoZnLnMoZEyENcgGKf/Q6487cA8gT0uI+UpG8kIsjp5psULvBWDDegh1dAKeMjVtSmhgse2r/8QC6BB2HkuwGzGjBSZzaG0eh2BbnpHyOo2c3JEmkskA6ICOYjVgrmCaqFWQe0HIL+WuwV5jcI1SGeqSoZ5y41TGiKsx1RJpSJAo/qTsPkgWWR4/OY2yPwBMl4Yrq8IylfA36ox9G4gpNI5MC8CCiiDQvBIY7qkSEnHZu5MnJ96bFs6evkZLJ5SWSR2ZZMJtRLV4KoCptqWhOYZQXBnX0RB2q833OA6ZGsyc3pmzClXznJzTbYVS0BMIgnM0MYRAWsGyInMgS3Ov436QTSe/QJYp/5YRURXQmpYWSGqkoeVKkKKWp7//kjrPyXjD7569+aq0FAoFO/UEYySva9b1CdinGurqCsSIhgz9zDfT2IlLx05GU3Yh1DS2+aVwKp6bLKWgE8rCjb8Mp1Z0AEhzb6obpJeXdjW6ack1X5CD+KwM0kEUWTl/r1CPdgF05ygMR11E0eoXwMLlChCorF3Ig7701XUG6ImG0CED0Jq9ywhVid2CGwZg6Cu9iyl4Qch3tEmO38kO78dyRnX7HCwJHouZDr9lxGbdoqxWkcyPbtWHfdYPr1N4vu3ypdR5pcYep6WXIVqTXdQp1oOhWzTecpFEL4cLP3HnLu8O5OzN638LQ6I6QbpBjqAb6MJCOXpegU4td0dZcIc4d3J0CmNHnoK+1WK+d/uo9B4as7/f0bOttt855ffkt5vQjFwTSlUGAQTgD18wCfzDWkcxrZkI4jmIoIai+OpqNypp10zNBVp3zsobWifxg6qUjF5HLjwDBsS/rIh9iffvZ1sdO1iyR+K5VLrzgvW/K56/ufO7tU66l4mV96NUrFzfWRb/taNfLnlsl5nvIt9UaW5/jciP25+rYuh6Xvo7samyv2rDeg5C73ckKK0/umk0WTny7yAC/U/876seoB4ijCsHab+vZQSvqLdq3juFlkte29eBpb2S6jIUEzZYPSbtqUPrgDLm2mpz+wA36vmZ9LuRa/xe59Hsd8w/2dtQcuci5K6OpU5NI7PWrO1zPwKV1mV9yWewz6QHENjuiNxFOjgRMUQS+b8LYVx3dutIP9OyJKJ7dQj50xUkt4jouOJ0iwWk81jorncoq4fut09SthSJjznC0sdfVsZjDqwyt9VwIara28XHuWXgEYrGfVf07ggeuNOxwGorbS2sdpU4nEeen5KC9qbGP1eKY9r9NemZgrKsV9Zyj366rrGB0qZDOrP56R1bE43yNmXbUcOyF1s8VD2haR/JyvexCJgVdxyrPrYXTXULs97Ooo4j7If9+JogXHP6ZBdZrl3z48vq/3umODuYyd+tTr+XZlQ603qnLpSuk8PrZGL/3nnX903/J+tqF1qlnKlztyVWOXn/3+n66fp8r3Wf9XJ+Mi0fs8t3re/Vzc6VSEnpR2PdERO8f7qS+7rq8d+5c62Ea9+x1sq7HqwdW+33ff289H1e5+4Gs6wph10m41q1jrV6fA+/N7cfOLsIRfzVfv+Ba6YDkel7jjIsMCAv0vk9J6FmWY5/H+KxZysScCJ6dhetaV2tMbAZx8EuXVl38u/y7yCn/UkdN9wCpsVL59ef2OehFfJMH/pOIByOCIrMXYE42ONZbglJuRXRbbOuKdfBS1GEwWkxNz5y9mvM+770dMZcuL+SiHsj157zYvHWASqyFHuDzddb3fA+e27oK/d+LnwHWdV0L3bXLpH4O9CUT89drhkUfLIAvYp4t5lm9LebFWOkbEbw+mXn7fzaL9ZIl6p/N9LpUXb+92BxO3dTpV31OAlCyUq3ly1ytY92py3IsiajT1+W4apwxHURRroJ/fa8J/cy71MTzdpsEoIj+u3/XrqY8xifHOo8Aoa3yMp7x3pqJM3a9iz9Drmwwz6q61muV1fchFa7bu2aB90Dnlexf5WToVD2L94quN8JXH5GzHmy22EM+5dH2vkW7bmaenbiuiq4zv3ffK5tzzb7Xy1pcQfTRfut+iwl7T2Z//Pr7BSH64X19vaew9vdXqXO1oX96kH9wo5//zE/204en2Uc+/LE2R/uuX5YP7/PJvSvvf2bdLNeH+ifu8ZPuffiBjz/0PR3ji6/4wk+CEteKw/XfH77+masL7p808oPvykfG5AsuM5gPS6D1vkHKyPF2T9sPbOWP3OhbrBSsZPbtDVt9w6JblscdpzzyOu/ZnI1njyeaHji3HxAWRhZ001juXlOKMCxb6mK8/rGh7czXd28Yi2LtDuM5x5uBx6Exfv+CZ48j+ekNsz2yyEItb6n7yukl7O+Vlw/mUdTxa5RGHU7IdCDdfMeswv3DhiSF2/0jYiNvHieaZvI8spkHTqcdLSn15Z+w6YGX8ow7m/jr9pbX9cDz28rNXeWmbtj/OPHwbeZpn1iOT2TeoWngcdywSQO3z7acZ+PtjwttqOSvFsQKmzfPKFV43nYkqfx4c2YeG7ePJ162Rn2ZsG2ibGfSvvDqNHBfM+wHbDORykIqT7z908IP351Jzxr5eWV4GNh99w3DfmB3s2ca4JtxYbHKH5bsjuebkTQ0htuZwQysoCbkp0o6LEwPhqmwuXvHsLln0wpo4fD6Dee/fc25TciyYRE4Jximkf3NDZDRNqBWqfKWPCg3zx2B9cmr/QlJZ3T6jpQO5Ict2QZO2wGGHVM5Uqxy1m+Y628Qe42kvyYtFdU7bP8V8uJbpvOOm8OO+vjI8cffkzZH5Plbkn3DuPx3tOXAef6fwN4y1f8AZE78N2i6w/gtYokhCTlDvvkeGRcOY2Fefk05ZWzO1DpweD1RNn9B3vy3UP8NlL9lY/fsj28BpW0b1D3p+GtM73hqf47wRCn/D1I6Iep8gUlGkglt/neoKsYfsPLETjaY/o43N/+Sp+m/piwHcnuH6h2qdxRJTHoEO6LthLVGteoosVoRCnn4B+RyYCP/GWxmPi5UnpG++j8j8pLp9IC2mVO7YbYDpwxqR+bDI+34SN5P5M2Ou+OOZ2c437zl3cu36HGkvNqj5ZGn8W9IekfR35KTkTczzUaa/jPfO9vXYAtSD06dVW7BFurgCONheUVqR6gbahvJw3fk23dQ/2vSmz/HhhndzEFT/cSQZsbpARkraXvGZmjvnJ9yvr2HNDOUG4TdL5FuTmvUHU4YlkZHy7ALJN8B5MRa0JktxtaRGXmm8yCbgXbkahHQ5HRzKGR3MKW8xFGQPIhaPSU4SUOykdOZlCpVsgfXahfbEyZTiHVzCs7cC9zeI5rQGsXAUiDAzGkb9OgcxzbVK6UbtIWzJ/icacW5W62fx+aID2uePUDBGByZvJxZUX8dIUfCchi2CqCYOpe9sUFSAdshVhwhRiXZQqJi1Z3Blg1yQ1IjpRY6lzmCrEwIiRzIOYtC4pe0UzektKPUJNTV5CnTat0NPLmzSYRkM5YuiEbpiL9W3GGpmSQLOWuo7268WM/syr248i9YcWFs5jSSJCG6IFZdnRZvb0pgraLNUZlOqdXT3gvkjSuwuvgciqP4O8/zmvlg73wsAonenU7kLU7XMYM12tKwdiTlTEqJJJ7ybzqhbaSj4nuQTbSRNCh7cFR40sh4ABzltHfjrjniSHOOFOxoG87dL/ZEasdYduKZHjj3tYaRbMFMoGnxTJTkhoK2szvUbPTPSS+u58/o6EdsB1owZrQHPc2CymDwPokbecmOqAw06ajoBklJgxsiKglUfJtZr++CI8o8Wh5yxJHRkrwegmeoGCZbSBPOb71EppHrBAmnxHMu4opwiL01R786IutzC2yKPVi5LpjcrzUounoxwqEuBGq4O0gNR0R3R1fCEcUdZSqYOXJVcnym9mKZF0ePy6yCyHCllw5hXHfu8G5QhhG1fr9hyWvbOF1eITVH0dkQXlUdo33B1e6djACpQA3DXGfQxfeIBNWehAOpXWpUxM18XC6k5OFY74bgKcYtZGASlzMtzMU0xply8OfilBk+lHV9BCKOXqUjxAvGNubDaTrWgo8R6HCnRjhQAnVs1sKRFE6oPr/rUkmOtrPkiF2Z8eCrG91OTVZwVCEXuzFdArY/fwmYZ5/ZEtkEhxMyn+CmwWSYvMB4gYpSpZIskXWH5UKl74GvogniyP/hiOnstbBEYPR1KwFQtAi8W33n/eIGkRFpG0SL1w2Y8HFpwXefK5KgpAFqQeqAJgn3YbikpNLk6NLEfA1nXiIk7LxHrJJy1LoYBiwlrB1dJkdmjaRbpNxAFawuNGZUTiQbyIH6zt152hHCg2dk2lMEejm6bGo7sISWORxg5sCidsJopHGPlAmrnt270hTmA1IeETJJnJ5PF89sl01BLdFacNrrDKqkJWzV6QkTaNXBOjJ6hpG1oBjJJ19PaQNlInN2VLtmP88RKOrrqHmNIy8K3mgpdKFk3la9+Yhv4P3LGENudadhOGz6352uRqbYcy0csNdO9e7E9Wd1ukrp8yDuXupusU6dZEFt47STfZ/JBVEvSg/Om/UAc+xdMehIYTzLwlG7QdsSe85CD+20WR3Nb0Fp3Au8rjK9Z+kGCMR6dkL3+VzLCK2u5yUvkitMLud73Ypw1kmXTzLETugOuVP00YvISq8REc+8ZF8kTJPrU7gDna4vWdehY+zo53avAxSZI8AKJsHnu7/m71bvq7hr9pLxytVc+B7w4GaiBxD9GVytoS+8DHQOYEJxMGNRJalh3GK2pekRsyMiBUkFSZmUbvFMS68Z4KA7QcWDBJ6Vk1CdHMhpgCiW3Bmc5I0HRrPLMrc3Usie2cl5rGeHViz1821AtbhuoQfoWRi4Xi+R2SXibRERUk7kBCIPCCN5viMxYuOISqbJiOXEwhMLULNRR6Udn2inM6YD0rYeDNYHz7wr7qSnxHnWaaMihqThNJU2IyiWveC3DRs/S5qANbI8kDig9QbVbfhaBWvVgWopkfIWw+1h3/PqunreglWs3YMpaXmMZeVgBkkbhIRE9o9qAALyGNkkM8IRSxOaR1QamqrXAFr2DtQsJySZ1+qoDdEFZUDLHWAkO/B+IO8jV/IsEGk3sUTDub6CBxrIQgqbweSEMeLZjRscNT+CnDB7cpmvg8uVNGMsaIrMIdv5uTJwtf9trXfOMCPZ6zCYOipf7MZlJVGjKA2+z1qNDJVGr6lleg79NUcmaGSgkZ16WfLFF59ibfSAfuxZ67XE1uyy5HsgwHfCGewY+uoIdkZsCVkwADMiB+9Xifozq3179CE1z3q3oHoWWxCbHfwgAQQz9Uwl2eHUSA1rCjXsDKrL7BQ6qxlQ0QBemI7et9rPkBuXaRpZTX0cpHZkKqv8D7Bhr3NmdUaSkIrT4/f6lKTimVlL0N5zx5fobn/PwtTXD/iFnuUve8DPf+SjgYif+fCnHPhfEPf4RdfPDYm9/8caBvhJwIb32/Zfeqj///6yQL02qnm6eiOjjLhK4TQICbC8IEVJWRAZSOIcgjmpU5hoJS1KEnVHnRgyzEgW0lIchZ+c4mGajGmAeio0LVFUaSGLRcHXBbMDiUzBFellKcwsnKaFVEB0oDU4VyNrYzPMSBugbNCUOVdXnE5ji7R9AEFOmVwTtojrzcw03BiCCoNCAT01al1o1dBjgd43W2iLsDSY094TKasL6cbRD7zgtaxzc3rE0Y15XaA1Q1tF1RitMZAYZcOUR7KZGwFZQ8ArDAdI7hgSdmjyNO/GiGkjz49YrZ7NgKBLj6AHUnZwIS9nQ7SRq1EamDZaoLZcxiaSFRLJC3GmTMpeAM+yF4g0gdSMXDODCoMZ6TPGRdIjMJMjvc/tf6crMUuO0gdMFM0zOXsqP3byAl0qXr9D1H0NuaJyQDmFM2vBzOlarJ0QPQU4I9FTiMU1L5KdSK16gaTqqdKwccdXNrQ5h62ZO+3MDJWJxhHsgCWhZT9ETYunRvLkh3FaEGlImsAymr2v6EzSikpGZcT0BktbNFU0v0b0SNbmSiQ7xGaSHV2ZShs0KYsYyISwuOKmY6RvFl+vumCcWDggtiO3EraFkMzciSRCplAYEd1AHcktk2yGZrRFkSokncAWNB0C9f8Ok0xVT/00dcSncMRsdgURC1pLi0wg8yKlDGgumISB3IrTGKgjVnKYQRJoVVWn4LG8gexOLFEj1RLn8PbnFb2PyTcuyKZOkeE+nEBfBe9rzxq4oBMCYxPZP8FdQ0d0rPHh/r0V1XztCOwQRZc91pH7751Dl/tdXuw8qaHYdEMvbtVRNyta46pYsX8x99av4yDWkRtxBbCJztscw9VpK11xuozHBT3YDbzO2ZrXMX1/6LuRGShOgkZhRfZdBmEtwkXPyEjre2649yyAnzrOLmjIuINBR9AIkVpL++CI92eYRDHHq3cuV+annfr8dZlFvXqt0yjABe10lX3RqVdw9FfH8K6QMe0suN0hEr86sCceaUmjueFcsY7ADQdFv4QwNDp363U2hbx3U6HG0F6Q6H0+uIz4+vr74+D9s+7AuZoj6EPbUbj5I2u7OzOiWGXv+9VMWmSa9GdJIAatGzUGl8BItEPi52qOZL3fdY7sld4orM+4XIlrh5G817+gboH396a4s7sjpHzE11H8BVefow8V2mjDKpw+otAGYtLfuuqPXd/rqjX9s3081zm47FHrmSzhHPNbXJ6/jul7nez7vE+8YOEwuaD5r943ISIBlz52eacWXWmBhO+ovXiGaKwVR6vadX8/BPDEZjW5mpmQWZc5jrat7e8INbhk3nzQV/p49/OBy/oxX6+rGWXvy9xLJkHPsOvrLmTEe+vzer/FuKVoYyB3EUF+qaNOg29dPfjlhUjxcU7xt/STrKPtI0Dax7ildW3071/a3Wn85GpuOlqRABAbPcNrdSCviMkLdRb9tjH07yONOz1ZCFBNRAqnn2Od971vL+OyJvotxcfV9Er2mTrdGI4adkqRPteGJYNcfK1G8dgLhWHoo9rXRdT1iCLiWKZTcPUz37fhVSM1ELApR4Cpj/W1fF+Xsp81V9k3voSuPtcHrz/HLphjP7ecys2d/EElGRPVUeWWwmkuEYT87HV1Qq82xaV9F5kVelVkMbK2vk9QD9i9f73XnzUj4kP5eY0s7q93OXShT7u8FvQxa22N/nO9eNrV5z8mY6/bge+h6OelOKld5FQ/NXwzAn1eQk719vd1ex18vR5Tu+5LPzO6NrUK+vfGx9a1Dhc99rqvIaM+OAv9R69+w3W25PtjcTXV1/pCjK1nOnYZ6/246M/rYcXf5VoDQTH2/ufVGK7nqq8Hp2nrjlXWPbqeO3Qaq3QJhJmwprsDtra9t9vXyXp+4c9UyTjFZYzD1Xy63lLpICMwknWd1wPSQl9DfhZqa7SaWRqcq3hhe4NzE2ZN1Ka0qjT1WqGqFiD3yAhb6844IMTWtiQu9bi6vOk14jpSPV9AAHCRO4oDPWIPyLq++r3lMtZX9RroNIvApeaIf8ZBOokPC6evWR0WgZ0VvNCzz/xHeibKujZCx+iBtavM+M9f9sGfXYjr1V4NDbTrAhbtkZ413e/RUfGx3nvUPnSF94Dea6ZUrC+ToBnNqwyQ67OXCESs63yIdsQYEPaEEn3PcTa0OJ/6Pu/naJd711mqXNpkH8qnHM+8rA97T1a5rJOuJwgOwApbyT+SL1vVYq4FbM0AuVoL61hf6f/vyc0+jnLxBSB4/a0uR7mSpz3LvwdkYw6u9mbXSda1vJ7rLdbl1X3p8jjeB3rNkJ+7/n6FqVct4+q6Fvrr5pRPNOYixv/OjVjvK++//pPXrp9nV4/++IHw01feP4A++qz3PvLlfbNPfM712qv7fPFQXX/w51aBfbypH+3uJ/okH4zWz6V8/dLLIFevVv+2vWY2Y382xvaC07BwLMatvGWfnzhuCvOwxYY78vgVu5S5TY1UFgY5oI8Lw+tEGTK6y7Rdpb24p1lm+eE5rWU2LzO5GM9fwpSVxz9uqIfC7t0BscopFZY7heEPmPyerd4w6Y7Xb77m7eNL3sob9B+/YrdseX6Ew+HM69c/cCcn/snuxCAjefgdpwW+//EHNCnDtyfypjA+K2QTpv+3Ie8M+bEgjMzDG16l18gycJsT065QdsLx6cycH2mPG+zNDkEpaUTOZ5Y/fcecn/Nu+pXXmlsSZk88HX8PaWG7gZYL37/5mnye2B83bKTwlsQ5CZwfkOHMoMpW4Cvd8zJtOM57zu92lGkiT3s2+TXPvv0TRWc2b480vub89Ve0STiOI8wP2A//kWyNZ9MzFiu8+5Mf+LZR2qDMv57QzYQUGJaFzRtIh8yBhcdWoW2gTZTpGbtpYpiMcauMdsPES9QKsxWSzBS5ZzyOvHjcMSyN8eGEfCYTorTvEIXx+BJJxsKJOYMuL6DeUZYT6Ex7/pfY9k+k4f9Imf8P2OP/Ak9/yZQOlHygla95utmw1CdOm9doqkyyYPrI0v4KWw7I4x9ItiDD15B3pN0tDCPsXiHpSHn3PflwJs87yCOZb0jsmeQtYzqgQ8WSUu2vWeqZxYQ5/w5Lv2fK/4k2TJynl0gScjKor9g8/ffktrBbGoK/r0yci8vqvRbKorTNV9RcONue2gZq+kty/r+zq0f2cqbqr6ntN2j9a1r6PUPZsdn8E46SOS0DYo8k+xt02aCPe+pmBy//ISKPZPu3WPue1w//N5o+Z/P4fyK355ThkSG9Zrx5QRk23PINe7uD83PkaU+ef09rf8QeBmQeSKWRhoaOj9SbR+CBbN/R6kuOT/8V6ECq94jdU9r/E2mNcvwnWBo4/NmJtpnZjeqMsMvXtCXTbs7o0LD5N2j9Gm2N/x9vf/IkSZakeWI/5iciqmqLL7FkZGdldVfXLOjuAUAAEUADAnDCCUf8s7iDAMIBIJoBAZgFM91dXV1VWZWZEeHh7mamqiLyHjMOzE9U3cLDw6OyZ4TCw91MRUXeyo+Xjz+29lcod+zbPaVVilfmRXlsN8huotzdosPMuHuDtAl9/0+RwfD7t1nM9RcIt1Tae2FFaRqFFofgYMYKYrfBsVpCOXE/EkXY4n5tgbJGjuB6QW2WpPrpGRB2SyA8wiGimkGwpC4wS6PLCkWD29a0IWIIR6Rzf4ri7HBZ8XIMQ1938RyClzNQnz3ABF7DGWPMobBoKugSKA3JgGTQndWkCEsaMJ0CIWmhWHpTPNG/oYgvgeizgNFY5+fVu/i7BXJTdAGdU5d2QpmcgipPo/6C27US2nIONGgwBUSdCArcIChKQaSCvgNxWhbmDqWTjWYo0sk1kS09XdkRTf54k3iPEMqkgIkjjJiVUKBlDqVwU4pv+cXGbBZ2c2rU3pNEN1vSDumKaQRlSzpVQzcdaDLRHeRBNbRHzIPyRCplWEDAkrteJAuktVCevSyYGMUENcMt0GbIOxjnWIsyABPOFHysMgIn4IGgCxoQAn0X3PtRgNRlpFM3BZb/AQDV4Ok2arLzpJEgNcd4BqmBSPJpsxc1ZzcoBKP2g3oiR7PegnfYlgf1nySNmjCmppkoYQRhCPo3MRo7zAeQBWQGmwlO2QMuL+jMYsF1nRlHLetfdAqrDNq4D2m3BRrKk6sVO7Dx+CNboDsK4GVtDpdkW0nEaVmDgp5ua4chGBkHRrHuzPrEVboxcm1EweaMrkPQr/S0eU0j2h1qOgW68ZqGkJQ0fLrPvoxpvGUR540eYbzqI/RaELHXs1ZBuXKAZ02IzbEjDsPFIedeENtFH3qh7RLyU+Qht94LotByjnWmq7snYtfWANFYp+dJR4JWPGWL2IDLGrKJRNUa4UwXklI+x7TTRnSH/easyzHu3cUjO8YVbMo2RpsuToNODTQiTOEc8ePlWTgBFClgO6AHcg3aEn3JGiydQtBbIuh9ju/qHnTcnCIR3Oo2jYbzhxLnhkYNEGEX8zh2qp3PuNzw9V0CPiL7qRyCk7wNFZc562mtlLpCrblHB0RAi+Gr02ZHiqK7kHNSglJCMrvQ15s4tuUhHFuHpIs476ANyCSRTeeZAdaOYAHSEW0Yyc1uDbMaqMJ91DoZzXGZcL2JfV/C6V/WQP4XkRj7IR27EtRZboF+NMBkyPB+AKN8pdeIRpujLUBKjsVaHqPwpo0LoiNlfBFxtFOeUeMI2sDeZhZi1IuS4SvQHeZPcWYvcZ55CeeQikWGpYUN481oNdfD/msgKfhkRctjCJwajhnbGajg5RB7boj6Odpi7VsJ0JboBLILHYpTrGeXWJO6wPAShtfIagxzjYCDZmBmaaGryROIUrh21v3EEuv1YoSQN9azSHq9AugO4ItDc2VDxFuj06H2LJ+eJdhDYhsQrRdJJWtjkdlNUtL51lGtEmufMeTBtmH6fSH7wrl1zralLG5RkDRq5ITTKoJ0iZwNbxfSAqXc6xt5v2+rtbPgHUQhEvqne8r2bE4PLvq4ZVyEUzL48NGQY5JuKX8GJKEXF+5OVvW8v99TLjSf2tL5NuZ0Xet0SmRTdMeopKx2hJXrPJRObcdGu9SpZLIgdM7MJWukIr7GXPAyz8A1xyXGxzt93y/V2yAymQEs1oKZYW7o0BB9Qkwj28V2uETtNWyAsuDDU2TctQgW+qrgOxi+zHOy19PIoOoQWT8tac/cLFQEArxWdcVkQf1A8R1WBqwM4G8Qe0AksnjDYX0AFtwfEAa03qLAUINX38fI5O4eSadiJpzPJ1hWvi/G4zrgS8FVeFiEUz3w/vGR09PKMivVDzQzmoV+H0dnC9+RghXHpWAyhg7ejmwZNCLYcBsyuz0g1mhtj/mEyExw9Q+47/A24kldnTmbyBDBD2sStNRlDj3Vb9Jeiaxp8QNRT+gHcENrBoDKS0RGXN4R9LYTeMHrkO+at7Ua4IXYW16OsItaN+orbiHzkQbTgthMae9jz+lLLpS6H79ETrGupOTeSkCFZUDRW4CCdIdLgByjDEFFhkecMe3QK6e9E/pmeciXpH6gTyFzrNe5ktAHMlAiyx3QKOlSdtnRi2ybC1osMsR9T9TfW/F6Bl2Q8ph7tuT3XsT5Uc9EsD11n5bgM7uNl5Sn0KMz2LXJm9Yprgkd3G8gs0U26l0vIeOyBlBkHxSClluQMuEoppFJ6p61R+jnQqcDnOk1kaIN+RwXqFGjx9ziHo11pj7F2ibtLlJ/rvtYpS3mMYChgpbI2hU7AuFXcBxpE9JKYhUFBkFLwatnjR4y8AhuHbwxxHz3+lN+Sr1p97PnKfwpQYifuz4WE/gf9Ppx2OAXX7/k65/1up8PRPzo0z95rH7qAf7jHz/a/mcffE4spaPW8Isx9Knr8+MzH7xDAK8rZhVjppU5nGAehT5NwEahDYprRCoVo8gZLRV2DVbDJsFGiUJyQyBiOiJQVZhGoQxOYR/2qgiugYoursyT4UNN26+gAqO2YJY4FexmoN7tIs0vI7I2xh6uLegUBEUdfC6R9mgtYrBTpNgXjQQtrwX3HaueadIoNlCaMDZFawFfMHHcGjKvUCwK4ClUcQyj1XDcDRoGd0kDXNuKNoBIvQy7XWIccbQJrJqgNQ8dcYyj1wzaGigLtcJuFIaVyBYRC6GmLSk9VlYLp8eG9urp0k0C5FXDkSWWTggVfJAoVgqZa1IQMm2zOzV0JOhpFPMBxRi0Ukp8y12Qefxk5ms4FJSBPerCuhX96WjfUGBLc2iOWhgO7oEEj9TPivuKUYN116GYUusEVjCWcDKUkujuKObkcqQXe4qaBI6r0jrquBWwMbNkovhckx1YZbB3VD9g3NIYqb7HKNhQIz1TZ4SZYVwiC6jGxtPueHw2DpUSBbylZNG+FdqMNmOoJVAlVFYqzSsFj5Re2YXRzBLfsYIMDiqstqdQGW2Mg5YHMM+AxY7SBgr7DRmuEkVQFUk044rrHA4xy8yDYkE9IAeMKOAaSkwaFLbifkLtmA6JM+6GVKdUoQw7VBPvLRZ/NBzyqkM6F2sYJN5pSCbMCmYeKapLUCsYUahQN3TWtRH42cKNcChc/6ojNWJPbihXKYHw6dkHH6Di5OrPtfOvvyMVJYSOSOlI7w+asr31Q8Rd3wu+cUGG3L8gLdLZ2dEUHSYk18++mISydfgaEetckHpA7rELx2lXbvv7uqOzXd71ASIlDX3SsJLO39nfl6j+LRvEt3Z6R35IGCmdTOmCBu5BlM4VGkimD1Fz2XG/tO3C5Xnd/ss742qX8UMIh0LH7nUKmXAayAfv+vkreulXXe3OkJi36Gf0Y6OQ+ACRnW337Nv1H5GuOX8w/qGc2nVPt++kOOKSldPR2x31FO+Rnv6yIYDlsgwkjYHtndDXSn++eGZHdOfGNmyX73SElCQy6rI9pP8X79r88Hrp93ZdHB6XfZkO2L6Grmbi4tiI53SaoAvXbPZry/zoz7c0gC73+DaYfY780uh0c221DbY90H/0XL/9075SfPu5I/Y+ffU1ku3Ysq86UrfLlb5XEo19Xfy0t2/LSOqIusvve1evR/py5b393d5py/IdnQf7R4jg/qxeS0fYMr66brOt2x4MSGT55pS62iMS1CghLzs1VM6dX83R1i7YUKr9WeJstE2bXH++3uTZv/va7wjCq89E6cGX7Xl+eWbIF7hkOz1bJ2R7PkD9PpNBW4bZZd63vlz9vvNFI5pI2ET564CIbDQKn31dZycQ2ZuxSAbcs7i8R/BLPIv5bkV6PQOJ5bLXIfWQvm/9Mg6im8M43lFSPF7kWoyWpY6ZziOHTgnS14N31PBG53PZt1smZJ/XpEpJRZKOhqajFresjC4b+nzmG/vW2NZfyp9eL8oFLIPxqQdf46Av56te/riEfpc1hLwkIlaIefaBS7HjPt/WJeyVKM4d1B/dRzGpsL2P24bQ1Mt8ABdu+i69szaHeB5Fvn1iGWSLfZzBgs+xX6/34ZWecZFn5J5/Jlv8+ufrZ3zs3318+5n3Y53msn+zn/RC7vEM37Kirub+g/dft7+LgP68fqZdjUeeJR/K2+ey58Nnkuvy8vurvjzX9X50rvRWX8nyLQvGrs6G0I8u733eP79q+7M+XTp0haV8PkdXMnKTYb3tenXf9f3OBV3dswB+LLt/gWTLr16NpRf6ag4azJ5VkAjrFGKXemxc7ecuJrq8K5ex7ZldWzMv8+I47rppE7F79INRuGT2poyRvusv55p4z/r0rS90m9oVa+HkrzirGKe60sQwL3gRTqsxN2OtTm3QTLZKRJbZ1DFdDfflolc74Yjd5COXPd9t4qSRzagobIXfFWPkAgy+WjjPll0PKYor3gORdFBOz6ztfe9yOQNAmy7Q/1iCrXKUzbcVFaLBr2S5X56hgmtDbMl5ah+08acXWe9LX/cpZ0ViPLZ1P/DhWZVnFzOX+nwecl+uaNo2YEzPOOHqeXHLBrJIEFSXS77ZBldz0M+sTQ70z2V79iVjVMN+7mPUs/s86f26THqegfVcZnT5JVfj8+Epe5nHLRtKuXZEyXZ2rWnbdZ2p4VTkA5nWZV/ahbmBPzw3ezbR9ZlauGQ7dLnkV+L9ys790dlAzl8CyK73KxfGhC0D2/MdWxcbP28r/Ml0TFf/2NruH87Xx+7d7vMP+vz8+Pjp6yN3bZvm6iB69rpPvuAjHEj+o5+evTBO7Q8//+A2efYN58eN+vHln/jp09dP3esf/tufz9nVJc8++OCe5+2/usE/dc/zZ32GovdBkwTlAAa79w/I0jj+6j3t1nh1/p6b+oCVA0/jlxwPjePBKG9HypuJcfqesvsdtpuQ1/ecXxtvXyl3ZnzJI1UU++4lLsphgqKNcSioDegff0utA8v4N6x3T+xuv6CMB5osrHJGj79C5i+R4YFheGL8W2H3N6B/9iXlxTfcjgsvd2/YHcC/fgU+84ffFwoT4/BIWQq/eXtLk8ZRH/DbSrld0Mk46JlxFN7xlyz2gvPhe9ruyK//QXn1TqgPe+o4MQxCGYRqK1Xfci4Tp7Kn3u+Zfw3yNDL87nt2Di/vKj4W7vZ/ga8N++49Up3pNvjS1yKsAlNdKb6wm18wLAPDNFAHZR4b68E4rc6pPqKnA+XdDfvpFd/slapPzLs3NN+BPcG8oN+dqHLmj3c9YDFhPrHe3eHurBwZ/Mzw+3eA4MOephNP08TTS2fgjoMP7MvIXkfO5wfO5x+oT3sWuaFOE/PNLT4pfqOMPPFa/oE2Gd/vB4Z5x5d/+DWD/bSoe9rvGaXwtb5glIGZV1ScQ1kp+gadHlBfODzeUr7/C+byjqX8l1T/lnW/4kMI+bKeGdf32KlxfPeSVgbG/R4dBvSmwjAgw3+CWaUt78FPrPJ/hzZzc3ZKmbAX/2ta+ZJzeU+VBfvDDf64h1FYh8Y8vWKdXvCqPvBFfcOD3FNFaPUV7+1/gwzfUm7+W9QfYF5R2XFz88+x2nha36AV7k5zID1q0Eyttyfq0HjwE+uq/EYL96r84fya98ffoOcT0zyj+4bu/zuOeuSHMjBh7NsTJiO2f4HKE6ZHihvji0q1kfcPNwym3K9/RpEjbfcOK0fu9v8Vpb7Clv8Mby+Q4/8XW/6ATHsoI2P9W0p7pJZH1uHIeX/Pu5sd0yBMQ8HLr/D1X2BrQ04Lpazc3vyRVp2nuWB2CrCSGV7+Bm0j93//iqHcUr74c5gmzvw/Wabfc26FelLu6xeUdo8Nju8c8zPu/0CVe1z/GXVtyOkIT2/xHx6jfMEuuI31/hHVwlSC2/OXSDfdHNiREu26sBUrNQ0khTvYCBKIUtOaSKMJiiIkQkXuwYMPG0DTgWAtUQt5PspmSKU4Tv5XbA1lQm/SMElnqBe8jVErocy4C2aaNRxuU8cK5c1beAw2AidvqVgq6krwKsM1HU2A5hy1KCbXOT+NA+Iz4k+9oeEsGaPt6uBY1owoSInMh15MsyvNNmTBX2vhYJFAsnkNCjYfHR8CHeoluditJHxUETcGWQK9WCJ9Onw8XUEL40bc0VTMLipiKuoWii7F0r/QHeKBkNnQ39Zwf0KKMQxGFK6/zblKZ7YvdKT2Lz1PNdPwW6bpD0R7Ow+0BqQLfMRtFwhb83T8RPBd05fkyQMfhevBShaJb4k02vp0Aq8IN0Q9glTTZcZkoUhBuccpWI69WHCvDpyJjIHODTsFkt4g6inEXNgwbso4Dr0obASsYx1GEe6uhN+giQx3K7hUrBzRNiF1CqehRrYEWi62hxE8wQyUEvU/PI0S9zVvSORoicyRQJu2NCAh6CMdZwGWdO4Hoj6caw1sxkVxHcEq0s4IwpBO0kCCpjPOBW9TOG6nEutkXqCdQYdYt34Ezrh/gfMiMvK8RmaHOyaRpxRG+ED8dCLQsfE7S07eT12y6fWdVqfXJ8ilKkKn3glbL5wgooEk7Wj/3g6MbXw7ldWWBr859AMhFnziifBMYzX2YifwD3kjLQPmyZ0dlAYhEx2/csyEYRvPnQlO3DHl2ZR7PKm0JIKDvhncsCHkvOR82aV/sNXvoGSaVdvRUbbe7XWpBIJZYiyRoBIFLoUXc1xaNzTzHbrHZESyqCaSzmY9IXrE2wg15bEmn7IYnW6go45D7GS/ShrqCWrBeiZdbI6NlkAmgvB5CurDtMGDBzv3qkCnAxRRxCdER6TsIgAxJkrycy7RqPuUDhuRBX8qsCpevsClZNbGCU3UMnJHcFOviMzosEduXqS8eQRf8fM7xAvq6QkvT7gU2nQTZ64J0vLscsObRZi4922sCOeogVAEPwl+HJJG3kJHqUfcwKrFWiiR7aW+Rl92U5qcR5BKKyfAsPMOmoY8RpBDxaeKnxxZHNkt6Bg0kq0JOhpaouaQ1BGnYu0U79vdIE3xpzWyFtpTODXai6yn9DL22pgFbmXGWRI5PCPtBG3FZAp05DThZQqKU7tFdcaHY4A8iFoXpoZICzemCjbmXpyymGc7xfzvDsBAOyWaq8zhYKtrZNn5EH/KjOgR/AD+ApZdnukLvn9ErVFqDV7vQ2T+mC+IO6XF3z+3xmI5WsqbDJZnINU3J11ypneqQO91DgpSsri4dxrBctmz9MBmIXi1u0MtHWabAzOcVeG4DFkayOuB68L3np9H8dr0uXQ9ipSveAJCwmeyBbtI3NF2v6Q8I/YHHtkanpS8EM/AgJGooZMIeuJMcyR02s3PkM7R7hyDbItuZ8SFwqbXgJhT7mn6H0MHgE5Lk6DCq4xRz36EnuIgp/x+1siwOe7LDM8eaPB0aF/OvHym9NpqPQMunZLpqhM3lCV6mGMbNDoXZ6v7Z9RXen6ln6rX5gqfZgYN8m9RQ1VBNWoWaFDUer2N5bsLgJdbZmCXHH87A4aXzIBqncIs9YESerzpRK/PFtRqQTmMPSHWoCxIGZGqyOIwGDLWbMML1Bv4CVenjV0/eI37SF0HXIS1OabCw61wwjk+PaI0bIw+zdWpzTmfhXkZmd1ZFFprNEudQCriZ3x9lzr8SGTKp22ioY9ryyDDcA49Unbh+9Y3DMxZW0sxuwm5ogvup6SDJrINraRvt4FbZBC7oK7Agpa3sW/lHlBGv4+Vn8AaHZ4QEWxuSZ+3AoGgVwUfBtBXUBdYV9AJ1zGC+FowU6QmzZDWXCO7oGfeH2Mjn58uetNPXhEkkU49mvtH9ABScP8jwhEsMxYLyNBSJx/AHxH/gch8eQE+436EJqhFlkDYCI3I/DUiM0whM8vRGnGBlvKmNNCg6VbXoE/2AdM1zh9fwc/ZnsgacJ9CX6k198Ec8q+EEz9kkuH+GHqDfRX7sqbMkV4zIjNNu66ChW3e3oM/EFmlUfNLMsPGmwMV9DHGMql+eyZBgDUFsTjTzc8xHpkhIfJIsA7cAbs8apJKinaxcYgxg8iA8MzADjkws+lN4jCk3Kpz/Dbte5dD3n/KNmd9yQ6qbAa24j7jzEl/njqq70CiZppQETuHrbMLum+v1yCyn77+h8uE+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/ryK8eDxHMln9+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/lcT3z9AiHpzNfHX+PvwP/7tec/xk8fQnqR76w31N0xw+Hb6jqnKZHynlA//qfIHXg7R6sNKbydzA13rdbartjenwAe4uMr5mGe5ZBWYrAgzM87SgvHfnfvuV0htN3zlIa+3FFm/D6XKjLxOP5Cxxh7hza92dUlS+mFxH4+NsJd2N4+7fIcuQVfwT5gXq6x+o9jy+/5d+/fuTFe+H2aWQuCysnBjky6hO3u8r9vfEw3fDt+QvqEyw/GOdp5XwzMyzOzeNTOAQP+9D3R0fVudMHkIXzzR+p5Ux92tPqHrsbKfuR3eMTd++e2I+NZbQo+KsrbxX+zuHWD7y2EV2M3akx7o2X3zgmwnH9kvWsPP1xwl25+XKh7JzpdoeWQmmCWMPaI6vNjHbmZq4MB6FM4E9fsp5fYbxAb5RBK14qez1Tyves55HT9wesOP9++pqDOt/cDQw3I+wH6icQAK/sD4jD+6ffI6bobs9umJh3fw7jHb9ZXnFfjffDd5wOD6zJBX70/4Qf5J9yb/8VL+2/YM+RG96w3ymHr4JVWzzpgp7eI7qg43u87ll/+E/BlfH1PniPD6+xMmIsWP0HxrdOmWE9nGjfVGp5T5X3jEdn//SEzk+cTo/4y5fcvHjN0lbm9QQqDPMX6FI5vD1zlh3/MNxSdaLdfMlkZ74+/VsGX+DwCi8D6nuKK7fne1obWJb/nnftO+TmgZvDgbPcMg8HpunMqGdqfUFbvkR4x17+QCnfM06/i2DF+pdoUcqNUErj9cGwWXj/w0vERm70LWU8Mw9/gOk7ypcrorecfphp58a+rEyiVP+S5r+i8QPGW3z8Brv5DVr2HMotp/nvOT3+37iprznM/xE6n+HpLSYrbTyDD0zrb8B2NO6w0njY/WuK/p57+QNDVSZ/oHDD6+k/ppSvONYH5nYKZ3RtTKWxK/BYKo/7E9POOdxGKKxIQaQguqPulPevAzV+fvgiEPSffQmUA8EjnxzbFkGzQIdrBMkkFHe3JQJQbUyQ2ArsAtHgHqgeMWzIAp2p6JOct8YxlaBEuCQazFsWpfMbcMEnB12htkAaCkEjZx7ZBP1MEkcGD2S3HAMVyg5HUE0FqaZztXOG61VqKB50FzjmkTGgxVB1vM5ICw5pH75EbEVacmISKPlA/QRXtLME6kYUGQLpEYA9D05pMZqPbHzICIwWJS5sCdSMBP83bomwyYLyQNVQLkVW8Jp/K7Qhz8+g20GjhkImo6DeHd6aOkXyIItGlLYBLVH3Q930+25cixjK21CWWyG4n1+CNHx4hM8yLi5Xp/IotiIOxQfUlaYSgXYfiToNY9DHdXQdQzpAPd4tno6dQE2HKRwKdlcnjEQ574J+Ti2MKetI0qwx4GJU4hxSLNabwuaIvCoOrARqXYfkQfe2gQlEHC0VwelUL9Z5fztXbUdHyjnmk3OmrHf0qcS66kXSnVj3qngZgUYpyfGbTmPPTA3ZHNlyZWA4rs5GW+OCS8NoqEV9DKSBtshkIPdsGoSeqE8rLwjjIZzHns5vle5gjMa2zHp3BlChKKg0gq9XkSax3tWw7jjXyFpxH8Mk6mg620fb5F04pBLd9cn1lU5j6bQOlkFLtc3O6kpoGFQRaI4l0Z3AxD4uSqcSCF9L52XpGSeJSN2cMbHq4NwbE5KqSNTHQQPMUsZAyPkuZKOfca+5HjynMNG1ekoZergY05LZFz1bDUUsnNKeQSBhZQskOYHw2wojcsm2ILl0u1FNGLDdkRzq8iG+5wOXoKXTUcFCounYxZ4xy8fV9JmHoRlOkDkd65m1N5DovjWdRlPsnSH7qdm27Et3KgfQgpDr6JWPNPtbahjmasCSjpQxHNC2wlYHQjYWtvh3/6OIHLZ98LOXg8yBFpdRoKTjaIhMOFOQVZG6w3TAvCB6RuVbKHf4/hXeHFueEF8QW9Lg/hJcsoZLoY2HqEck5zgCyw1I0ooCXobMdDtF9pIYKruoleVTZJ+owODI1DNZgoLKZR+ZS3Ibcql9H8tHZ/CCLAXBKWXFxWg64ipot+TbAKeguCzjiFksEdEzlHMAstYY+8Ye1xGbBtxXmN+BT8j4KurC6FNupwi0tvIQ67JFVoJNh9iPXqBNDC3Ofikl60Bp1FAojo9RD8XagDMRfNhryF09U8sPiA+U+hoMAphekHIb+7pVojbCDMWxOuNujOMNOo5QHa8rXnd43cNhRPYj1o54+zaya2yPN6euIMWRoeU+080k/jngZqfpu1AE5dm7ZSSFg5HMiurUNpIZUZcgfKfcEy7FyntGRLaLzAKR7hJKYALp0LUDyJDnQ37PW+qSuumMJIBJGIi6ClfONV82l0CXL3QnFkJkVyT04IqKrlOW9eLe8YNyTfsR9axazltoB3T5mDL2QnF5caRF7RoyYNhi7V+NbtR86tRTVwFezwxVLqhhkfphQO2KliXq0QiXgFd3pin4lM/NDFrh0nfnKtsti+OmE07EERXcW+izlKtnlTz7NZ/zS4KrvZsx3kZmJQyK64A2RWwXOqQ2MIs6Hp0HWjwokr3S2kLUm1nBB3wN7n0tj7leE9QhQXtmeibohVY6RaEAJgs9e1pa1HZB6mZTYCPWpjijraI0JAsyN7mLsYpoLdqihoRzoCksbUbEqKc9uijF4nxr5z0uA9YWzCqrN1pm26hFXRQpI9QVqSd6TQAxw+fI3GpyCud9iXOrdSDSusdx1M4INc4IbrIOjYM+IPoOs4lePyMy1mPNiPfMTwcZk1L6FHEheRW66hLrzGWfa/6M45gf4j59H3ZF1mQxVozM+MLA9yAv6LWtIjtownXGxzmmmYJLwzWyzWgHxBWdhp8VcB0EJh2YaUk/VbOGWLkBPWQGVGQnCAve4t+BnN2D7AKY5LvU6boszCwcAYa7kFfzjCDIFHaGJxhNOnjIcq/LEP1lQf0UweUe2E0gn0jDZMLZgy5BC82K2FPKpz1QUN0RNRVTR5MTzpwBPIiaSTUBtxa1nlrZaALddziv6Y54kciU7TXrugkQPvnQnbzb3fIQ4+Fh14gl5aIOcZ7aa/B7etDfeyZyTEzIbBYCEBT6Y2R29uwV38ZjA4pY6tWa55fU1J2z1gUBqLRONbzp6LG+MEd75r5JzvMaderODjpi5TbPusz4bp9H//WnZ0JsyMzr3/Hj322t+ZlN8ME9n+Os/rl7f6HD+6e+vh1Cn+to//Elz/7tnzck2YbNevsFb/pEcOcf242+qP9Rw/qJ9nzyykIs5jAqsi8Mdma0SEszGSN7wUbwitchyhLIitWRejzgp0abF8ScIakizuVAKxVLpxdVsaVEUWJzZFwCxd9esPpEOzdsXWAvyDhiIrQCtk5wMuTVTHkxI61Rz42WWegjziRBaVLSyPcWae2+D2VilILaSDvuA8XfdkBlYkVZ0XqLuVJvneOucnOqSKm0UpmHinhjh1PUmMbGWR3aEJR3rUEzFhfMnbEtKIpOe1SEVsIpNdmCyEwpCxYFHjAX6qjYWNgB42q0sWFDKjGDYiocRRhMoY2INYrPjArjFIX4tI6IK20Nha1IY1CnFEEHjRRxN3xZsRppdKVlJguOW/5+KEg5IMOMDsaAseNEsYafC2d1TjahI5RdQbWw7rti//Fr9DhE29rwJkylpdNGgsrAoZjjOlKHEnq+CcYNjS9x7iiMKAXFGdQ5qNHcqC0Mg/B7GSJpWLQJbKL4q1Dw9BWiBfdvo6jiCroIcqvI1JIWxBFfwtirKy2ZKyJTBkSzj3UHqyBrHNLNjTYIbXePywgaDlYfl8imXQeKF0Yvke7YjKVWhBOjVpai1GEAPaNyxPwGanAUD26U8UwpR7AXiP0qlCuLA2iQholxtKAAoAXFTdMFY0HGN8h4wsqBxhhAFbc4yHUXRcRkQGRkkInCRKQoOrY+4G1EWRBb8bpGhtSupztGgTb0DmeNGjL6SLOG0lEIE5PcMJU7zpww81BLNWhbJFHbpmdcFJWCuqBMEYSQMSgWSjKcPssu+LyrbI6dD/8EojAoWTwM+n5Cekd49jMpEDIfotvYnJ5sCPVwYl6Ky2Z73ROF243kK1RUnvEd8L+BKfBQRjRpbjbOz5rOm2xLb2P+HH26NvrsA4R6f7ZcozQZueZc7vdtHNuJPAql8oqf2WRDcsRwdScaaVikXdfRWleGaiBhbTPsPYMIHQW4IVg2h3PXhS5nZBzdiSj5cGri6vPTsyjEMj6Shq13J2V37qfDL7llP3jf517df5IOANl+0iv96wrF09sDGYTIdSXwAYod2ArZSc8QyaunNW8Iqm7Oxlq2RFv75pTo/UqkTn9XX4QkOpic0+5MAHqWz+XtF+dJRxvHNjUuXLUGlETFXca096HTdHjp45Br1fwyb1h/cA7wpa3bZ+l48OxTEkfQUb49I2VDluU93pHa+GXNb3Ki33OloTo5f37V/3S8IOm4yp7KZT763HveL5sB2a7u/cxrU/eyDc5FeGRGQM/j2D5/rhOrbHIiKDauBNEHzy2X5/bf91e70As4B0d1PkM6ijCNWE+m5U3H7fPSjalyaZizBYEuKrFf7Dk6a3PKT09Z0jMzHDxRn3Qn3wcDkOi6eEO0c5Ptlz20ORW2zLbng9/l2pWs6GvHO9VAtrE7NzdLu88BbOhD8UuQ4QN0ZK4hv0zd1QRc5BnpqExZe7Go8hkbNRNb/z/fWPFwvjkRQDHNQClBhbVxyAmBfkw0KjUR9gMuSaFzJXODoqIfY5K1BGSTP5t8upaLArIhjQEfIkBg4XjoyUHhj+zrsWQAYmDLGtzqCPSAVncS5Bj1zIEuEywLIqfOJHhO/9V6sK4HZNbnxjUejlpXB7GgTem/FyEyR40oiqvbUuqUIJeMEs129UGD7pT3XOs9c0NyYC11B+l6SMv1JOkothznoVMQ2dYPUdnG2m0M1PO2thvIOd5nHZndt3Z+/wOd6zPWWHQINt3oCj3e6RH7nGzXj99x+Zf3xfPhJ5sskw+/4J2NX7jUHYiMEvHLGfLBOzLDSXqwcDskrtD6eXcXkR92t3/+TEAL4bi83vcfnHuZTfTBuXHpZzRFLt+70g0+ODsu2gKXQPDz+epyNPZJp2a6jLBfvbFv2I8063o8Lg2Bqym9jMT1HPl119jWx/Z5j1I+m9dfdF2eGcCDPg7dfugI5zxf84+rgaYtmrSU8bNe+ui9+G4885J1GA7Uy35JXScBFkE71oEe8Z1eM3Fb19sRlBlP0vWg/L8FSChoUIXGgrpTW9qkSdPYMMwdz5o1TY0m4f8Q7/ZB1hzw0OlCFwUSTPShXRLOV5BLUXPvfZMImJml/rfgrAgdCADPdUvZDsDMIJKwHdAx5VUW6n4WkPJtTUOXSZF9XrnUrnC2wL102sSrfUvfesGM4ZsOFOfJpe7dp1bXJUe9z+V2DllLmsDCBwJiyyLr52XS9V0h64NG6EonI8874lzpb4pA6JUOJ54O9O1QzfdEDZTQe66Q93ko+cYMoBdd//rqv990OrucX51NoM9vz3zt5+imx+yudLwrOboVnu/nQ2/atW6atiZOZMXoRZ77FPrCFVjwktnQh8E3uRtyp9ve13a9XNp+ndGCc7Hv0w7f5uwylJdcupC5ss1pn1cugtCFoKWyq7G4Fq4/ff2HoWO6nGpXv7v+lVzu+5Gg7zdfN/l546+/9Pyzn+jo83f/Yy7/yL97nv5nRxAu390ed32Wf/DBT/Xl+Tuen5xXJ+OPHv4Tj/1Rs3+iH8+VkZ9bVx/c/3mL8OcuE+Hpbo8hfHFqTKfGaTizaOU0jCzq3MrAnonBC99ww/DSefvKqF+NLF9NWDvR/suFNt6xHP5j7GZgGQ4MNvPyMZCBjy/+nkbhyfZ4KciXXyCj8nA05uXM19/tGB9Gnn59w2m3Y9Yjq888zgPD8R79rvDVCuenlbu3DtOe94c79nePlF/9Hlsqpd6i68B0nvDBmf+80Rzmf3+iLCd2u3e4wu/vb5jlwG55x1AX1ncLNgunLwrr7S2VJ9rNe053K+/uVoY3A4fvXuM6YDcT2MB4PKJtZLzdI0XQNlKnmT/+6neIDtzrb1Eb8XNF18rrb98yrTP+T3bIzQHRHewK78aB8zjxZ+y5sYV5f+ThiwW/nWGuuJ/5wo7sHm7wt68pB9j/pjCMjaE8UlvB2w0ihd2LHapweFEZB6ecwgEp9wajs6ynKG20HGjLnlbP2OPK7fk9h+WM390HZ2+Z8DIy+pF7+wcKe0Ze8sMCT4+FdTR+XxekOFaePrm+6vkerKH+FqUyGRFI8kY14Yf1gYdlZtE9bbhhJys7a9z7CfO/5qAHdPjPWVQ4F2V8esPh+7/GEObhCOMr9O5/hZZHhuH/TVFh/7qiVRme7uC0IvpvsHHm6fwVczswyb+lHN5S9AXqB3S+Qdtv0eWBUo9QXmN3/5SGU9/+NdMwcDeOrLNwmu9pNgcSWyq/av81zb/k6fR/oHiD039D9SNz/TuaCF+vf8HBb3jUf8MqJ05+oPJPeVEbh9X54zjwbtdY1zfU9e+p7czkymG94X7+n3Eq3/Jm/NeU8YbdzYHW9py+vUX8xE7/CnxGbhfcKw/tEMGx+QTqrOUOnW6Ydn/JbnzF+/VvObc33I1HDjtYeU/lkbtW+dXDex7aK960r2AV9qd/he4qxxd/y+Aru9YQ3eG7X+G1MT/9A6DUl0HrdHj3e8p85Cz/e07yNev4LT6cGIczZfd7/OkJaTPjsDJOldZGnuYXNHtgst8h5Zbz8AVlvmF4+Of4ULDbAZYn9t//O1wrrfztBuT9bPmWxdhNdqmfSfrMKlFaXrfAl1imeqrgGkXkxYZOA4oRBp+su1A4ygEA34ou3odhosn/WifcFO2GiXTnRAskmvUCqg2VNTMBxovtRcNlBhSzl+E8sX2gqBItRDmBRzH7AAmlQpz6uyZPuqcitvH6uqRvsOKcEG2JNg3qudD9umMhgiyafOBmu3R4BDe/6C5QtnTapTyq1nTuFYFBg0tXSvTfG3hNvuAJ8f2ms4k3aEvaemkcbxz03YgOJdHU8wjvKJIxst5KGmO6Q9oEPAFpULEivkd9AkaMiQui3pHsl+nNL1NxBFymXCs15kXuQKfI+HBDkqfbRIJ3O50bQQpXA1XliZDanMSJ1JI53lFyXGtw2Vvy6JdEw1lXZLtzNn92xkjJt0rxypbdoiNWXoI3aDXubmnIlB3igmbx4VbDcV6GyIyQdExaoqo7f720lai7ULBhiHfaEfURsQlDkx0nlXmBQiDCpIWx1PwpAwSS3ak51wM94BAq4xFhITj9B2BK1KkhxcLvhgAjYjvCQTsgXikZuNbSjd3kBreb2EB2zD0RxoZl0WVNBJXICWTFfYcxIFKRssQ61CEo/nxCqNE/yXZ4Ov0ZcL/DiaxG/7kFt+2vbox1Q6ojLHuad6wRaTWcEClvUEeKE07hMQJufhPrzDJDQyPTcPNxZk0StDszMjhhEVhy6wZ4UEZIGk7dkRv81odYv4RsRDIgoWnsZZ0Z3xzDGRTi2jFGrhWD1gNJzxxalpR+ssfZp4FPyrAeTJF4T02eXdnF760jFHtxxyVktmadilbYPNy90LBU3IJuMPjLI3PLrQfh0iAVQg5qd5a1lP3jRXhsBi+4DRl06VzF+6RBSuPZG24VOAAhf+ldLB5ODVujPXUf+1hvY740ilFae+Bn4emXhZfcz2BZ80c2kGSssaKgE5gu6dsYMfk6xvNpRXxF2wpyxuVtnEl+yPOugk3o8gJ0wHQfY1+zZlMBKQqDxrlVgmfZ2h6xKZ1Jsd9Va5Za2WXt03Ra6RJUpquANLzcA0bJtLo21FxLd+BKqVk3QGacSpMSZ2/KZPdCc4mCrjbG3hoNVoP5ES+dktIi61IMyruQmS1quUgPTuslo1EYKHVEbEBGhbEBTwmWCQeaDkYZHLcFqwtWB9q6i2w1eUCLoBr1kDQ4L6OGgwPDkGvoiJsjdUdQlo55hlmAuGrF2hFbC9Y6ShSkDegcoDQzwa3Q6g5FKBLnhMzn0AmmrH3yKcrWfknPOvDcEZER591pu9GNxLlJUs1s2YWsSNZT4Mp5JT5eshAYuQQgfHOeBk+5g67hHvI1lZHQI+QqC2HL5oLYX0E0nHN3jQDOs0QKeEP63t4CvZlR1usxpEPLPXSHzdG5ybekGxNFJc71yIxtgb4FSADQFpDvGWe+Xm9lts3bqVYuHQrZvAEzumMMNucfLZ3N0W7ZPuyyOO/vwasMYgfI4/I+2Rx43dG5ImIhE2QAwgEfWV5Dng2tNzGffaTX+BA8+ykXIMlnX75x2W/rz5JyqTcxa1wFr35FTSjNwQLp7T6A7/MoWkFWGL5HzNFlwUWwMddyyXMkFh/it+mIzOLKNqSKuyYSfMK5SdxD7AEv5wRHjKg4ohHQVE3nPFGTo0lkr/p6DldqibO3ZB0sybXTqmFtJDIY95EpIBXxoJA2l9QZLc5EF6RGQFm04j4g600GpM/RPwG8UJpufY1s6jUBe/uQDa1CW8MhKyUCIcR5JxxR0UsGmEQ9FHpwpGc1DncRKE6+fJEJpKHtIcaLzOxMdLzUEWyILFzRAG2qYVTcl03fxoyyVpCBVvZpP2RA3jqoYOJngxDSg8E5DsyxBFQi0KyhU3oPBrdYB4gjZQ250Xag0wXAAkQdoyXGsd6mrhH7gGEXf/ueCEKcYtzKxZmv1qKeg4DLisuK+Dnkr9zhOsVWrgY8IbzPeYz5QENXdg/7aqOAKi+jeR41iLZaEZp6nwQdOWnrSN/eWkLX8SX2FQNuL9OmdfCK+jF0S4v+aQ/A68sc7JRBQ5yrukqAmsqUZ+gMVERn0JDXEaAZEW4yWN/lYtjoUYsORHpIMM8Hv8n5zf6Re7r2/R1nhGq36U7gmQnqud6HuzxneoAf0AWmlv/uZ2PaPdP/aEGIT7zog0DEf6grD8ePPfsXxAV+2fuuH/7h+3xLW3zetk804hf55v+RnfkfZCyeXT1q3vv9wWc//tU/9nIR1rHQRJmOwk1VZgptEGYTziglI58DAwecNjnrDhYpzAzIDwP6B8F3hcaOpsJaC9JWylM49uYXJ5oorSqUER9fwDjQhidaC5oUqaE0tTHQm+aV6gOLDQyzMj0RhedWZZWB87Sn+pmqLQo7DQ01pVjwGMrewBxrFamGj1GUZx5fciwFb4+UJtTWaEulLYTSLyteTrTJWA+OjTvED/R0V3Wh1KizMI77cGpqZD2c9yekDNy44c1Zl6DAqOdKWVZsucGnMdLpVMK5LkKVgstIK4VlDIPKMbzO7JYnBlN8acheGQ8anP+ZBWAW6qpOcZYNY6MUpzyRQKJYR66GlXC8Nhuoq2JVsFqzMOINncbAZEDcmfzEKM6+7Dg3RddQjs5LQ4rhu55y9vHL2h7xilKiZoIm/Uhy3M62sLQF1zvQPbiivjCwMvGeIgMur2kCqwriR5gbLobZgugdlFdQRkRv0MEZ94IuQjmXSFtrj5ge8fUVrQ3Y8ITqu3DWulPaHaXdpDLpQQtSboEnfH2iyMR+FDDjtAwYxiIjAws3vKP5jrVOiBtmBQzMTphDaRZH0PRAKw+Y3FK5Q31htAqDU4eZWs80O4GfKT4z+D3FXoEfWVwYRJhUaa1wnveoV8YxsmtkDMdNXaZ0HIfDm2VC2TEN95ThFWv7A6cGu2FhGirNZqqvDD5zvxw5t5G17im1MNWX6PRIKz+E8aSEkVXuMFto/EOM1fQYqZ0eRQwrr2h8TS1n3Ah0jZzCaE8lRNTwOlDbAff3FKKAVdCUKLLe4yjNFWkLQ12hnNHbYygwv0S+db9SImx0Q3HnGFnipb1zX0I3plxSWbU8i4REGQbCV7LQrbDmkZmF+NLx5Im4lp52jqXd0R1upALtbI4qKWw8r9GD7dlBzTOlMllic2vSlrSu+pBGqGx2dvyuO6ah8+R3J2Yv+Bj+vEDBu3W0vYAHqlhI53jybYYuHYqYSKLjtkyGeKebpvMtlNZ+dIehFv3ezveesWD+IUAP2AxhSj7Dts/T/0Qoo2Hc+ZZ1Ec7WbnR3Z0J0Va/cCpaGvKMbX/cvKNy6jX7PHIixiCLdY86ZxdpIBH2g7hMJ1jlys3DuhoSmo8G7U1PCUKGPgRCpx5KKqtHRadIXQIxMtC0zgGJ+4p2RkpzOUMlMJ7pDfEi/QTiO+7KMuZcrQGnuCTqqPBV7KYlKXyO93Id8f9dtyBnoSLs07tKo2drQhzd2cSrsiQQl6Qo25FVf37I93VOBj+KicY5va0G6gdh5hZPKZwP2+Pb+C2hqG0UujMOJhJKWmVzxTnOlZLvC6M+AWhqj3otpfs4Su858cq4bxIaSTRSndIRWR9r5xZGWlmo8UgpbPZsr5P1lzyUy+wIv357hG+1G78EFIXu5ZNt/1/MYr7m2AaQLxatndAdVlxIO23hfhmN7LBHc3OhTelO7w+uqaVvGyqa/VDoqT+j2RwbxOqLeuSDkNfiZpVMEbg67HgjqkeCrfnYaF3tmRHTEfOdS9ytZvZ1ZGmex+FW5ii6nnK0GRZ+6LXspqSy2+9K5Z1fv/5yrO1GJPbR1yyWBjp5+iUQGywSyC+R9DXkoHp957tcL5UZFvFxqRPS95GugZbWPkWxD7ThimvsnglMduBx7rKSo7Rk4Ldrpcd4ZY8gdT0oszblJGVwyM85YQoYk+tMzaBxLK4umJl3YJptbBamEUQFbMVLtXNpXmT+xqHIddt1CUUs5p0lX14sJSwaANQEGHoEwt6hRISXpuGSXR3yABpKDL8expUwwJAvNi2mu1dyDVsNJbwlq6MhVCweL9POnKV4FNCjewNKeuAIObDLiU9dzlGf8vKGrU2naMuVgG6+gOKybTnGR2VfybkP4999dIZo35GzdPtv2fjzoohpy/f4r+SRs+s+H9/jVZ/0hPeDdz+artc3lOSFHYt69Z5jRsw76+6/qyvwItHpp/4eyv/ep77OuLHaZcfWIPnzP+iVb0Fy3+6T/7LHfPBHQ0afeR3v2ih4M6fPcdaZL0OFDuXrdvz6GXZds+LMz4/Mvv5ojUl5F+9NbDL2wttgl/o+Fo9XJOepDZqH3iIe8F42/tc+BXL2zgI+Xc8Jzz+n1+TBcnfWGa/Q19Jku/+XqvMh2SIBRImgdQKhI5LSQt0lJ22zFDNz30Iuwi0dwvtdmcssVcK3D9AxSB+vAozy3Ss51zyTfpsTogURkuHyv6wR53oq0sCskawRkADxe28/mPkdBSXvJQElZZBHI2QAakGdW6jV0ewFEg/LGvL/Xcro9KKDo58qQ6yP2bgQa+177mTX2TL4FVVbqk307qQcdm8tF3vVgS89MT4EUqkICO3obuu22ZUSU7fdxluUZsrUr50cjuzEyXzotrGY2O/Si10hBSCo07ZS5EcANvbpEEAiBBGSRRc3Rq33cs2z70Fg/uzXNn97vkY06FAKo9kFGUGa49KDGZfHHGLtEEEJ7hkw/DxpsgWsjqMA6bR55XwZ0LShd+x5D2pW46Lp3jr1f/53yXS82w3b2uNEzNDs4amu8lCz8Sqz/bU65yIWfuf7DFqbuZ8j15c//4Z+4+eeuT9z//EDqr/jwh8+/Ngn54Tvdn73M+6F8tVmeByCujbDt4Z/q+6fa+jNj8DFn63+ood6e0w8m+fHNn3zPL21Evlad/RcNH53THwaWk/Duxa+Z94YucLOG4jPzhA9BU+TnA/r2BrkF+/PKMDm7txNFGzt7wNcRO95D8kvKAHd3Iz5NTLff4G1g91czcj7yZ69m2tgYXt5yOozIbyu7Lx7Rbxvj+4Fyc6YNTzzqe476nmK3DPUl48sdr78ZWJdbvv3bb5Ci6N5RMcajMSyVL//1DxQBX+5pFN60M2ecx2qsNnB3OrBbB4ZfG7Y7c3/8lv38nuCBHzmcb5BhwnjN3999zcvzA1//m+/QcWG+OdFQ2v0O3TvD10mB5K8Z6sBXb0Cb8d2wozHQphcs7Hm0O9Z5oqwj4sZBz4w09GbHadpz4sD521vK8pZh+YHhrOjxNbRbqt4ysrJfH1kW+MMysfodj/xzHEXGR0ZdQM8ohtd9oAKOE0wGL2eYDL2dKGdlXwtDK+h5R1smJjXG9Q0/zJW3bWHSJes3CN//9sTpXDi8mZgafDUXZFDmvfbaTR+/bn6LAi/tLyjFmL98pI4r7fHvsfPfIfwaGe+5K86+nDi2R975mXkasHFkaSfa8YjLPegXrDIz/+YVtnzLdPzvUP2OnX6FMjK0f4L4nnL4ZzAZK/8/xB55wWu03fB2/O9p45F53XGsXzDOX1HqLc0nlMq6/4I6fc2L4YHD8K+h7rHlDsaZOv4946nw1fsddQ/Hb26RcoPpPdR79u//iHnjYee47Rne/BOGtXA+vKINO466Y9UzNu7RcsNadpxo7Pj/8DX/hhv/LTftP+OoX/A0fYUd9nz/ZaUtXzId/3cM48zgv8OKwMsdQmVkZmBgsm9wCuebmWor67vv8bUyvf0VRQ8cb7+jTt/j44HD4T9hHb/j/fAuwCpnYeU/ZeZfMUy/48ubf43WPcNyjzalfPtbkBUbn3AZmfQllZnjzR3Ikd36V4gJJ/9fgNwzyF8g3DGtfwh7+wGWGdb1QFWlLTPndcHbn+Htz5DhS3S4pYw7xsMdVg6YCq2tzKdHis1o+4Jpt/DFiyfKYJ9YbB+Rb17Ahiw+L5RhDuRPW6FVglbhKvAmFZVQwIqlojwQxogbIoJKOHOsPYSi2pGlKYNdRmRTZCqBwEn0uxAKt4XzTkYBb5GxoEE9JenYd1M4adofGTTRQLioryCGaXeqr4jXzfHVzeugUwgHlKAR36jCRotRGlLm4N+voZyZhKElQxgg3eFiHgh07Sbw2I2BFW/hrhHtRovjw4jIgBcJTk7SMDWBOhJKVxRHle780AjeNss07k79MISBJRpOjQh6XAzSS9G8JFPoSq8YFIOiiE6Q68F9pFloFkY6XwYNpdBijIvvrs7hz7kc9Sj6Z0lVgp1AFoSBGLkTyhHxkk6mtJsMmo2BuJeKUzAd0hciOeeBDtaS7oAyXQwTQCwU2aClWxM9ppgOuAzhTPOnMERcEAlOUnWhrGdMjCbgYqydcsASrSmRoi0lskTwcC5aKtvqVynIG1Jc4jtmGewbqSQFnCqqhUA6PQFDZPSRXXJJv6zQHSuiu1yfmjr6itCQpIs0CpacvXDOuS2IOaU7WXxNw6OCKCZRh8LbOdWvRNklCj6yFS4BC08Ubq/JYDaAxXcCOSaI7CA5wsWhuF0yOEheW/F0IhhR2E9Rrgyon7hkK7KuV7alXIxOkmaxU481CYScZrBVQpY542awBXrYcMm6K6mHXlLGc/zrFGMoaWxq8u9LjIlb9DloEowIqlmOadTjcl/D4CpheIcslDByPwhgZBBxmLY14DS2CpilZxJkIXVXsN6+zEwwS0O+Q/bLxeg0wimrl3EjucCldK9bGo+tI3qXRHlO9EwNgS0rwtuM2JxT0QN+11kWDd/qaXSn2ppO2uxn1psI2rSeLSOxHv2KJkEj4yeCfuHwFq9gI5EdIYgqyA7RRBbbU8zlmghtn36RfPNeJLrMYVNb+tPaGBSYwwjDEDLGnlCpiK44E84B0RMqlXAwfhOO87qPNVueUhY+gCjaxvCJSBYvbXH2+LlG8Gg/wlBw2yE+InJE9IxLyPagzBzAFsRO+OARixmGzcQy63RO49UcOYyJPq7h1HGvGC18BeLATKPRmm/11zWzE9d6AAqyG2Ku6xxneRkQH1C9jXnPPYcG2rbIPUUKlLuwm6TizLAE7760MTLkJmAM6teoKXVA7a4LByiNNi5ImbDhELK31sApjA4kdSeKtkOspURlS5li7OUxdBYqboYMAzLuoy5Ei1pWVqMArep9Ai0eIwvz9gB1xY9r+P/mrFlQfz6F1bsDbQsId2dRp7NIvu7ux9uKqtctuOOEPJcrGhKXltmpGllLZFBk25+e/e1OvO4Y7sVR0ykWAjV0p6uAbKeQ7Ej9CLD1tRLglnAUpyzIs3LzbiRgoRe3Dd+XbGeub3pIp7drbHWfJIqp99pfPbAtksF2LWzBaDzGr4s7hA5q6XLXsz6AbGeVsxX4BUJGBjjAuxOvZwK7pq9GcWl4r7tBzyjqMj4jqJtsi345UXMi7qt5Vik9iOpXniDJoMDmCJWc31536lnA+XMuTUqdrHoV82F5ngiIR823DQdtE9V3kHVYYn1k5pZnfZmsbUHZIQSpMK5Yywwoq3FeW2QYMA2IJi2tF+AF6CuUR8QfQHbbWSFeEJXYvySttktSZxOOWlFc78NWKI8xMn4XOvBaQKHqEaOG3utHrAneIiuFHHVcseJBmVkVlsyEG4nvrTUplxaQEoh0NZxj6iJrjnEC0VoAH0NXGHLeSgSo9YmoodX18ggOGw4ewVOBqNWRwVnfMockYhE4UQcw6QBz+bsL1rOrx1iTqrGPxBtuUb8qUP0T+CHauFswM6xnHxNZZ0XC4W4SGbafXF81g0w9Frz5ypcE+VTQgjTPBMoKXiNbxG9AFrzMwILLY7bvFqGgkuC0Eme8Z3afWlKEbrUCA6DhFrJepEXAyCUBe7cBL5A97udY1+0ARLZEZIpPucUq4bDfx7NbD+QSe9F6B7vADhttUw+JeXIZMN2sSuAJt2Pq9aGzuc4Zf8/s65rACsmsXYl5EbuJd3e0lGWtxMGhOGKnAKZqzzbxYI9IcMcF1JGZKbkD8BVpRyJz/hUhIx9ibHucQPOMaxlAlNDzQ0dOHdLSrurgLqlxxkgBW/EWNkTo9aHjxj2R8SXcxHrTw2UBfeL6DxeE6BGZbZKuL7+65/p3P9XA54ED//DXP3X79p2r++WjNz17/n+Y63mPLr1Inr4PlOk/NTLwibZ/Tle3xsnV4f+Jpsmzvz/a9J+Y048Nyi+4RCJjy7PGwqrKMh1Y9sq+GiNGs0ZjjjS1skZtghNw4/itITfOMCmjVw6soXStYZafJYyhaRxhN+H3N/g6MDyd0XeV25uKD4bvhToW5K4y3Bn8oGhTdKgwnFj8xKOfmMYDh2li3A/s7pX2buD0cItMznTjFHWkBgJ9//ZMUWjcs4hydufoRk3dQtvA0DzobF40btYzd8cjZynM7Ch1ZLfumLnhON1x8zQzvGuMNyvT7siKUKcZ3wtyH6lUejww+MDhHAVd5SZVkTIhRVj8wNImdkukcg5LZdg5Mhyo00Q7Gu0MsjziS0WOO4bHPU132JCFO2vFTTieJxaZOA8vARh0jlTMFPiRJj4gaxy2PoHcNaQpqjAtwrgqZkM44qUxtRlqZVlX2tBQLTQV3t9VanGGU2G3CPdzFOHUTXX+ifU13hOq4oGhwHz/HTYd8eN3eH0C+RopI6Mu7Fl5YuXMTNMK44rZD1h9g/AlKnt8qtTbEYpTzm8pOjDI96jcUdprhFsoL3FdqbuK2kLhQLGRoTxQeEOrf8babijtFvU7XB1TZxn2rHJLGx/Q8R06C9JCmTI5MtrIfi4sU2GeRhgEVwXdU+yIWOO4i1oXw7pHl4G634VxKiNVpuB9lIKJUhkYeOTA7zj4bzjY17Ryz6J32E4531bktGdYvmTQNxT/B4o0ZEc6txqDD+ztFpho0xmxlaYnnJWy3KLsWcfvmfXEsP9zxukV6/jIOjwyLCOFHeavqfw5qm/ZTw+oNgZ2yHmPPN3hZWVNZ5IyoqVhdxPIjK4PaCuc/WuMX1G4Q2VisCQamJ1m0NpAkyGKBDdHuEX9C9RPqPyA6shYDrRpZHHD55X2dAwHUN2hOnAjxqi/JAghG3pA0lEXDsSguNh4x/v52hESQjrjOvqmxu8sDCzpdB6WBXO1hx+yCKJMm8EaClIgalwMTwSkdLS1KmJZRJJwspNON0ECYVgsAsAbOq+3L1CBLp71XSKgEU7GNNmyLd2YdhMseKbSwWWRxt1KFtnLDBCFzZGZxo0np3mguckCokovoHKhRe3FzwijRfsHaxrcJbMQ8vubYu6B+nQ2tMrmmNjAbReDufdpwwZ0jxCwARz6M0VAy5YA467ZrSvDVvN73tJw/5Qe9ZHV5tALvvU15VmAO8ZMUFbEZ8THdDblmBO0Fp0z/JLIcp2+3Wk0spBwRwxt/U+HLFloVCKoEeApifHpRaK9UylEMFy95rtDlbK+pqwXog76sigqzWVstmyN7hCJdl1UkVinDkgWDzUUlQhCxFStaaf8WE8Suf71NZo+xumSQRGfbVkPyYEca5+r7IoegJjp9XA80cTbGAvbGF+cwB5rvIf3EhWOD7gVRGaCci0NmMwI6dg5NhRrlx+JHuxGfro9fs6QzU2Q/7z6d1/DiQTumVs9Q2VDSUK+oxtx4WzrKOctO6uPcZ9DhK06sETQte9r6ejhXgeiO5s85ZX3zJ7+ecknJvrTPfYJsPHd9z5pZiNZOm17Ozvyr6M0vaNp0+xyDwS9B1I92ppGYR+bvn43nTyNZckx6hz03TldkivaswhlFw/XMjh5lGM2RzxzYHrQIhyQsO1lat6b73K/mlHZzovgDAyHZTg3JyJ7qc9fUj9the9zbfRaCAiwJBqxo4ULl7d9xuWSe7EH4sJ5ITZERoKMSd1w3gLASkumrXSGasiBoIcoQY8mFdEsbC9JWdaRqlfvwfRCtzxqON8yUBQSNIK3sQUkKOXS8eLuG5OWlxZ9qZ7iKetXeK55raDpkDbBkzpLxVGNjLnIjkinCsHl7TZhvfB4GXBbL9kH3oEA6fQWCCDAKaZJYj7j74KzxOe15jrOgJMaDA6r5JIYEN8jNJSKZbFyT5rCcORGO63E+tKcrwiedjkRa1TIDK6ezQlsVCHWkgYtqb50QpgIxOwSQf4x1nWgUj0DeHIZh59ZX8CVCOznS6KMvTvR5NkZ02VC1096MPOiAyC5N7Oz277smV259XvWxWUPdueZbj/F+/SSVCGkDIrMKBd71lPP/18Clx9+btuztzMgHy65xoI1qbe939vPDrs6JHsWp3z4jm2BJ0AkZZxsA37lQHRLsdg/v64p1rnU+1mVGb6kPETYsk+kXj1bcw7I+XE6TRNbv4Zs6rrde1mc/Z6r7ly14ZIx0QPOv9QZIlfnY8/c6BmaSTMplaAIS12aBNJ4eONjPXX9XK/Gj+xrAngyy0EgnKDe8Ja15Nxz/eTYSAAixY+oLEGFd3V2CRJnpoNf62QuQbUmJNI6zmsHvIXDJ0ADUSfQZEZ8CRlqC2ZyKT1zteYiG6sE4GVbNpa2geBZf8Z1l3vyMc68q7pXsmVXtLBt8DibXXGOwJpnW6emkdDTnU2P2zLXkcxQ6CvCM5shs457Ng65TPzSHy0BmuoZfLTQJTwD/Y4gNhHMGGuqgDXa5VNE4DewTa89+IkVZuWyZGHbJ1HrrWVfDe9O7K7v9GznrVZFnPXdNpAtOz+C2zFn/WzOfa298/3vnv0R9optmQ6ZhdTPBU/glufalswC0ZZ0sh77Nu26nunQdZnrq0vBvj6335fQU1zirHcq+BF8h9g+aq5wUcsuQjez9yTrHokEmK7vOmHTD4JBoetoqUtKH+KOqOg6U65xGWPNS4Bkom1K0LJVLpkv8Z2tNs9VTacta6rrbv0Mck01J/XYbptYsk5Yb1z8XmVh0xklMid+br312fzHXRfJlX9v//vp60PpzGWint3gP/mFjz9vO8ivjZ3Lof3xr1+1+2Of/6grP9WWZ4tYnt3r/pFR+dg4fWrsfur+64X8E7f+xBB/XlOuHvxB959/6UrT+djw/NKz9vkjmlC/22OqWPsen84MvlBWY3r7guHdDbKuSGvsbgd2twPL8MT8+gFZB/SvJnbvz7xs7xl2O8bXL4EBe3JWbdhuDfvhWCJblu8xU9b7AR93nOyP2OmJ28NbpnHAT9/gf7hnehBY4OX4hvvxW6a9ovsb5vOBh6cDbTKGpyPzUZH5BeOwcr9/pJXC6fULZl2Zv3hPoTH8sIArh5uJXVFu64i7cvfyDaM+Mq+vaN8feFz/lxzLAbUHij2x6pl5N+N8x9AeWF/N/PBqBUbu+IZzM85zpWphftqDGi/8xIix6oh5460cWYoxfrGwM2N0GFwYKagoUz0znCty+4SOA9NQOGjhqRTelImXhxu+Hl8hdYwMk7Vy/H7kXBzbN8QeuXn6K1RgN80UaazHxqrO27sTK2kKK9z7wFRHmB9pxxkfnLp3dA+jGMP7W8rDC0Y9sx9PmB753k88nUbeHhPhJcIojvlKbcIfjhP1E6lhh7qgAvNYWdR4Or5nnc9QlUH27KeRUQvltLKuJx7KyJvpJVOrTI+VUX7POP6/GOUv2emORWeO7T2D7jjc/x9pY+PN/vcMPvLqfMTrxNPjtzQT5jIi8jVNv2SUAvKKPU/4bqZOxov1L9i3L/hBf8+T/EAbDR8W2vCCdfhLvDqDzfisLOdXUCv7m6cAuT4KMt2gN79F2i3l/FUcIod3mJ6QFyvSjLp7R1UY9J8zyoSU3yHlr/HDr6jjS4b6P2Wsv6LVX/FuvWdtv8LLbxjGf2C/+9dQb0C/YC+F1/ovmHnE27/D5MQ6vUW9cL8YxQvCzFqc3Zd7mu2ZT7csbc+kb5is4uvvcPkDPv8e8R+4XX7LzfLn6PDEufxfaO0tdR4oDMgwYNpo/gNaC+PxFsoTuv9/oINwc/8akV9x+8M/QUwo9Yy3v2WSv6fgTPwNhQdO61ec7ZaznFjUGGdhWITl8B3nw8zU/i375b9B9GuG/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+LNoy3uf9yXmvs6UCPg2U2gtc1qI3GXfQxHoy5ElzUmkGDAZFdZMPUMXjo21PsjxYOqnBkKNq5x+0Q50V9iv2R9Q9UQy67luDUliHl/QnTBRlntCyB1G0p+zrtx8lj75YATAWvt2Ydik+vtXBwXjILLgGmdMZpAjPojjG52q+dGjDa0x3+3p145BbrGRI9i8L7Xq95SyKa+5ktPYB6Oc876p90+MaZkIAWCvguZFxmVnVnkXin/UgdZmtD0oFlzQTvdDRbQdMefE/nmUfdkC6j4+GdDib77WvIuqyRsGWT9KzJFCae++wivwd63Zok+aUjiyMLMGpbbEEmyD3nGX/Oel8CusmZ7hgsW/9jrOLMjEzhRIP3ccjMhx4QDzodS/kZVM2XOENB+rzl9y60Wp9/ta1uSWSt6lARjRpVYoWoqSUp19LRqEeintwQS3KM9nuLvRgBV8v4vaTNIeBzjK+Ay4DqHhgjY8drZBlm9nZHYpgpEHz4Zo65oxRKBr1DJxnB7qLvQ7zD/TuwrJUjSpM4W7TrSJ4O19Slg44nkP9ujqpu4y7VER+DgYeGrZmBXebYnwVMRkwD9T/6Hmg0OeEYUoJO1fO8lA5UkEDah7yKAD66xymYF7ALilw9qG5r16mJd4VsaNB+iHdthamzuHcUAwzAjDfEj2ArlrXE1EeQEW0NrRY2ohRcZtxDFy9lAG+IHUEE09Sx5MyzsN+PrtDvCuK3uQ+PRG2PXSLfK9IqwgF03EByERidUxTsg9a0hh8q6lkQNYmoiJ8DEDFEANlkTf3mPvcHEaBpUWvQS88Ky8zfNofuqwMmI8KKcqLrxnEO7KCdwU65x04X2Spc6dk5JsMBZMwk1paYjshmd5GQGcQ5GMGkEbiPduWxIl2/bgXcIwtcDOQYN/Q6Dt0OKjXbAnhBWvivYq2NRLbmQtQq29Prz4Sed0KsIq1Fpk2J4JENNyGX2/u8/xRng4bssczmFT3FWeFTzHOnxw7jM+ZNkj5QArDnLTOIxkN8V1vo1/Y9AdwK3Vbtkah9N20+gE9df0ImxBaF+PQtHzi0n93v+b8Njf+ntOUjjvFOg/SBA/0j13NH/Y8+/IzXf/Srn9up6/uuxuKXRMo7EueDRvnl8R8bok8+7xNN/Jz7P9KMf/Tlgj2ONBQbZyjhgJe6MhwLw8NAmVfKWtk1Yecj9uLMfHiC9zvk+wPDfGTv7yjlBXr7K3xV5MkjfW8fqArWRJ7qE4bC/jVWhHlZaMsTNy+O6EHR5Qv8NKDn0OkP48pdeWLe3XK6PVDLxMxA8YV5WanLhLQdxYVpEKoIDzc7WlHmuxEx2L9tDO7sx5EyDOxqUABM+yM6PlDf3+Pnkdn+jKrfcLC/Zed/pEmjliekrGh5oI1wPMC0jtyc7qitQT3T6sB5uaWUyr0+MTo0aaxinOTMIo31xgIv9RRAq0EUFWHfVsZ6prnSilDklokDD1J41IGbcULHPb4MaC14KyxPhbpr+CEMvGH5Lgoy7xJ/vUbG5Pv7haXAbnEGF259QK1Q1gVZjjAoVhSdVnQsyFGR5UCZYJzCkfTEytOqnI+KDMq4T4YHGtULD1VZPpEWNlocBo1IaV/WM2udmUxRGZmKshvAnxptWVn2B05lh85ndktDpwfG6W/Z6x03+ojLzGIPIN+gu39JHX7gOP4XjE15wYR74XT+jtVG5pvfInrLqF8xsWPgjpGZNvyOwhM39Utu7CseeE/Tt3hxGCo+7KnDLSqPqL+jVaWuNxQ54dP7cNrMAj6h+wNit0g94DRGv8O0wP6E+8qib3Fx9vofMfCaIr9D5S3n8QvqfmA8/ppx/YJzmzjbhPk92Beo/5Fp+D6LjxUmfcmNfMXghaM7q6ycygPmyk52DBTOnBFR9Paf0GTkrBN1ndhXoVij2jtaq+j6Pd7eM7V/xqF9RdW/Zyl/i5lga0GGghWhibH4yuATU7tFvQF/g8rAuPsK5Y6RrwJkYf8eb0cGOVJkZZLvKDJzbC9Y/ZY6RpEzfETriMuRdXeinP8er3+NtIa2r6Ed8fZdPFMFl1tEX2JaeFjHWHy/5OrFDnWhO7ZBwtmrYzoYnjnRUlmLeEQUyfIrFHRHw4jvUjYHWqo7RsI749u7vYygA92nChVhwZM2g0w9jmLPF058SOWflJ3dqKYjbTuvqYejwhLtuAUhNPqcqGS3Fs4GVmAfBqfLBrjZzrLRA+hhA0LNQICHYZ/j5iJZAK4ikRMWRlJHSPUHqoWjIg2I63oPkpQtTtmQkoESz6nAL4jurnC1GTotiwDdGUx3vvXjMseBC4VOOBAlsw+gIyQ16VmklVREbZvXn0emf3h1Ry7q6ShMJ5HDhuCUCEZEwKaj5heCP1jD+PELn7hqL1IoOSrdGZzOix5E8yuEMoLoEOhUWzCvlCzG7eqYZGq1B9LGLIxI/HDdG4IvvXOVZgYPRBtcNtDmFqrZ9smQGQ+ejvcIcMCC+JmN3ozGxgsrEVRJzF2sD5FLNoTFGi+JQnXvwcPMPugFQbOdnk6O7tDsywJhC0IEjU3ukb7nvIShlN+PtZ/rLschCp1qBI400X+bQ7CToSUdQqLtPUfOMoOjo+avUfE/F/Ta2u0dkdqd37qB3wO5RQ5a3z/ZnQy+bYg4+n3Kheqp/78rl1eBjW0yAnnev+tbB7tTLlHbmkhZrylvBrxTUHTELB4OCPpCusg1l+6Y6o66cGxFEBiwRJFtjtCOyOztzb+1EZQQWT9EC2inVeoo66vaCtvfZP+IwKnDxcEfMiYyhuwKBZ0yZpuj7vDzoPzIYGRMRwZO/TrokHITu6j4vR9XxoCkbIt1k87S6yAE/TzqgZOge3DvZ9wvCEIIUGIvqqSTsGdGlCX+5P5ko8Ai5p6G+kIgaHeYr5jPqKxoOeFikfm6yRlHE/ZqshLIyChCXEaCDWs1pHk6C0i6v13KRuWylzyDIhKIZQ8nlItlwedwZEn2SbwFC4Za9wlDL0RqUwT888AMqsE9YhWtKwyGDHOMfa77cECE08F8Rdu7kMvjLs4ntWjb6unQz2LozDgrbgtuDZXUI3oGk+8wn0LqJH1j0FwlitaWcIa45DluiFSQEkEcJ8+gDOhbi4AyGg46caw7YEzZHP5aQ0ceV6gxzyJjOE0RfM1MQE1nuPm2zl1+5iztYPyslyLbeZcO/u7LtgykXcswuPzb6YrW5tCXnrHXA4vbvux7PfZzUAklx3kGECRR/KED5mbw7vTsAYO+UxXptUZIsbKlTLSrv+HiIupyokPLe3fK9rvoTlIfods7eyC5n3XhlM3MqC2rKjLOLlmVXPk/njkQpOBbIe6eXRJI9Mt4G5fgV0xcB150gsuQgR2t2+WmPntfV9g6UKiy8fzTs81809NE+nwCWZtAUgZvtdL6PHTn9i+4rPPtS1KlKmhJgBCRqXHJ3tUEOC1AFJF38aB9aQXqHjxBRVQ8aVQjewLETsAlc3TjhZeW+jQhs6VnEQQKO86azOTKDXPRdxUSSBIUNnHeWXtMnSzOeN8yxjyPyNRLS9nGOtZ7wzxsG5WyIbkFif3uLfRxaSlbYm2LGKYVoSA+IiiNI+Gg1W3a2ahp+llrqZpI2F0ypvN1F0Ewa7kug/7LTGO9ZhZK6NlJA+YG3OTSC8qyCNSlHJCuU8xhe9Hr2o1EbSKLfaOSunf0R3v2uASwIurNOSIZ7PvklWPkqfN3WSBZzLMF1WDUHehZjkR/qcG6UMarMywzK5DUC1O3k8gwCZF20T96DYzNXvQW7dfYg5J6SMTFb0M/kgU4Iezy3FGcCelUm7QYRwHZakaFjNjoSfUm+mNLDr9vcjEAJV2m9L3cbYVOEZpZBiaQ2SSR/bJCL0xv3Za+rukDXda6ZT04HVOWHlOej/mulMF+Bj8l65xEtmUXtzoG4IQIFDoZ4CmdsizPF5ljv3kHCqbczyBYBM2SflNq2OXWoAwpB1rof9aIQNWIMaV7YcmYez9DPn3944MQ7j+9nvt59sHZ4ZfPfuo7z27dfvcjZ778xOfPvtiVkk+990fX85d/xhefN69fH2rnH3n2TzzsM3i0nun6fBiA+Mgrf6qNz8fn+v7umPjgoc8nVq6UhZ9+/J92OYNWihfG998g9Stc34MsHB4npgrHg3F+0WjjylyUpd2yHL+gFqd9bRznA9/uX1NVeTqu3Kjw51/AKI0buQVT9u9vMCk8rk4thYF7ylB46f8T3GbW8wNzXdiZUPw9a3Vac+rk/HB/R1tfwLcvGZ6Uw8M7hl2h3k4MBb58+YgcRpr/llaPlNN/xTA1bvYDgwk7N6jOg62YF17wJQN7Ht7es3hlXN5Q2vdIOSPyO+pOYCzsSuH+VDiuK09toXjhro3M1fn7pVKXleXpRFkGvhZFikVRboN3zahNmd7uGTHkcKRpxZYfECsc9i/YlYmn4ZHZn7CjYDNMD8bNk9DUEJ34UhqveIsvB+zpBeuhcPziliorNh9RdaYvZ1yF98NAE6fyhKtz2N1zL4XXp8a4OvMfjjyK8NX3zu3TyNubkadd4Xh3Rz0c2C8D+zJz2j8i9z9QR+Vh+ob1EcriaFuYfjhDEX54NVEnGO4r+olMiDrXi07Jiq7fMcgTZVW0Kk/1dzzKG/R0QpaF+/EFt9yEnrUqYv8Sa1/jOiBDQ9stun5DGe4YDgNutxT/C4SVhZkyLHz9slL9wD8sL7B6x40/sJf3SHvAfQb9PSbvGccndHfgnsqAcVpnzjUobGYZGezMuF+x9mta+Y8x/obGX1Ptjvn8lwx1x70YLm94/Prf0HzG/AdojpQvwBU5vkOsUfaVMhRo/xLzf8aCc56NdTbKslJtpE5lkwNF9kj9mjoeOH71krW+R8//Z5oqy909la9Z6zfgzruhoS5833asVpD9HspIYeTghYMvjBxZ6pFqK2X456zT18g8Uf3Esps433yDtB2sN2CPyPoddTkwL19h5ZHd/X+BjyfKbSCzh6f3mBtv6z24c6t/pJR3rMM7Zq0cx1egL2njfwrlN9wPf0cpb6heqFaw6c9Yy2+5446X7UQ73fBQT5gO1PJbTFcmeQQRjrzBtbG2J9I7+AukW1zCXSjaHAMByRmX82Zgb7RNUkCGcA4Mlqr/TCCZk8KmHABHfL6A7By0Izsk0T7+EMpra4n+b5vzFQRsxv0hpnxIR1lPiw2yfbZU6CxEL34mFNi7UAhbOlrGK0UHUOZsmKTtm/RIyuUMbOEska1YZphJ1AlaGJbx21C0o/BxDRSJlwTMFbAp0OPMoTT2oqu2x2s41De6KCQdEoEQoxqoYCXoOrrTQpOPs9uvllzq0T1J4KXH2DpsBcoII1pZwpliA2pDZMhqQVzCyOnGFoRxqRZOGBfcDoRD9uc5+j+8ZEMy44mqzTTtOMZrcLeSASeNFH9lCQdmDBqy1rx3odOIgSfqX9HWnZqpMWTgzN1pKCKRZWc2YEZwn3sg+U3ncCTS6UuSc10jUKYSjhS4wcVYp0AeRbDKN31E0oANaq80/kUYZGRjd90M3I5G7YEpwaViuqQ/O+5xNcQFS6OypaNHkTQ8Yu2aDOksivFyMntBhu4uzjY1nCW31C7XXjYh22YuCC0ysX0IJDeABFe7+5B2W8C+e22IyEJRTGoYX1JARtzmMOTcAjkmZUOEwg68IhbPtkThS65dldttH/7kpTWdBx2GHu3Z6L9MLrrlpqML3UF/KUKfqNl0mG7oTus+j9hLMdmd3idlVzqbNi/tdcHgRP/G6Pa1m0FZus4bXNDh6NGLjuuZKu9KOFLk4pNr+7yn75NAhYt2B6UBwasdcZEJl3Aq9wK7PUAUKDYSbeabjbNlGiWSXso55SHp7OrjkP3e5HS3mZRLSr9vz77Q9vgFFfyBWFGwfd8wgCdqP/cO5L8TofyBHbHP96bBLoYk4tJliHZnBsCWkeWBiKVneHzmFWIm5HcEWeKcoL2B9QHK7QY2pLUIsvohHXFPKJJ0g+Al0PzrJrdzojMzwGpkE4azfoSphhOjEckxqkGHKcew55lwjyABzaP/PqI6oLs9rsJghaAhXML9MwcPfeTgGEV7RtQaDoBlRRBKuQGNM6QB+C4dVYLMK1IMuXfcF8xOuI74MOG1pJMDtLwLZ7/cByBhDLoSqYGEtNKyhtAc53wD8SEyG4dwRnpb8fYCOCA+Unyg6MIgCyYzrTwhzdA5gAOyi8Cdcw75aLFWIpOk0TJDynvtk2kJ6kL6+bLiiVAXOxNZbAekTqjfgBR8StSsTkErub4NlUMgMjZu8yzdIc/t6Ofrq9c1eOaDkL42PKkAu5OpOy6v5M+H+yodbxLPcHxDF8umR14Cjf1czpdt7/TuuPSLA/qSLXXRkoQh/7Xm2dzBAhlolPXyXHrmmRB6hsca7hR120byPF+uM/66M/8SWLt0PrMx6GdJOkclHddbxq8++7sDZy7nUd+LndZmA/T0wMSGRE95uVHFnPPMzADKJu9mwrHYgy09UNDP1AywSc/WiOyTELWhY0gG9LeAxgZkaVcyrQ/HLwGQKGjUdRA7gy/4stBoqO3TgZmyTwuiQ/THo2ZHk3tgQesT+BnhAVBaRyynXQD7aLaf8jjscn4GWfF2g3OXY1UjM0I6zdcUKHc1tuQS0aBG8oJaZoCVI9IpXhBcMuuujTiaCPCUdZLgDQ/nvluDdYA2Rlb0sGJMARxN2kFtBh7ZPBEE6ONeEXlCXNB1R9TZI35PBN0lQWQqN/jgAeRiIIKvNc4UvwkbSsPZH/Xylsiqdg9fsUxEncgK/AAuQe2H4LyOfdAi0NMDHz1cY5sO8ZKo01FzrT0BDxd/hQ5YgseUm9wXnVIps3zWnnXXQRU/fUnp+lJku3lmzGJpkySK33W9kmkCviIsiO3wZYrzMYoxIf4YbWIk7NYDmw0hjpSLbUCvTdb1wg1bkvdsrt2cI19T2eiFs6Mulssaa8Z6XYM592ffb6nHpC1k7Qm4Lm5Niq9lYzSK7JiJqGlVQHagM64nNiBFp0dUQ0pmXfg9ILnVDZe5Pzx+n/LNywn3cwSLkppPOs2VH0AqStRfCl3R8OEU69sbtAioRTvOqZu+SL1Kso1BWSvsQs3qWdE9eCtT+LG8pq7bzydP+77C+oSU0IudHc6X4APih1i9JWVh6YHrT19/Wk2IX+pg/tj5LtcP6of0L3xwt2N+9qU/cZN87LNnbfpTLpdnfboyCj7rurp3U3A+9nkaUZ8MYnxksOTZO/qz/Ec3feT6WF/ydz81J79wSAUo2hAT9sdXDKeBZlGU5tYXdlTmnVNvG5WG+Epr99T5a+r+jN0dmecJkwPHdea701u+3Dn/9E4oGLt5D6aMxx3VCyZCGwrD/oCWkb3dIWJ8t/6R0/rEIOEwbc2YzTgNjh327M+3HN69QB9P7N49Ivd77LCn6Mr97Zk6jRz9C1pr6PrvGYpzP/2WwSZ2FgGNN3Zm9YEvGNn5ge+eDhyXI/fyBwae0LHB8AM2fs1685rbpryclWbOg1e0KodVODf4oVZ8qZR5YazGCx1xdR4UVoG3YjQX9scpa6oe8cGw+oi4M4wjuz28aWfe+xGbw7/6+nHH7dOe28nR3cC9NG5kRlZB5nue9srj3Z5WFX9/hqkx3FdaEY5WWGnMRHDim/GOW4SvmjEtxt89Ns7VObxxvjgOnM4Tj7uBsx042S11dZpW1nFGDo+03QvWm9e4L+ibR8paGZ4e8f3Aw9cDvjeGLxpeflrZa7Vt+qZrRdoDRR7QekDqwNHesLoyzA1tzitT7hCONnKsI2a/pdm/wIc/Iv43yHJAT79BdyPDWDDdo/UbRJ+o4+9QXXl5G079Py4HrB3Yyffs5YzXB8xmvPyAyTvKzRtkEm7qF4ztBdIW3FbEd6y+R4aFYap4u8X5S8yfMDvT/I66fBM0RXqiTg/Mr/9rKkfk7Qw2oGUC31GWJ3Rt6NBQVaz+Od4Kld+xrD+wLobUihXwIZyk6h4IEHtJKztO97e00x8ox/8S1xfU/X9Oszva/BW48TR8B+68X79glYFRV1ThIAODK3tWRs5QT4gs2PQNPv3Pof2BVr9lHQbW/St0vqOsLzH7Hc3/HbUOrOsdUh6w/V/B2NB9UgCcj1QTjhZOvlt5T9E3nIfvqaWy7L/Eykum6TeU8hccxiMHPfI4C20WvPwa039F4YEb+3ccW+PhvNB2d9S7r1A5McmK0TjLAyYzq/8R3zi1f6mUOyCMGYCouIQiHmncEx11F86bMUzLTiXioWQZJRy8ZYLkcxY3rKPEJYhiJFEs4ajryKVwiF3XdXCv4OfgxCzdyecbEP/iZCY4ntMZEBryTXSto22HpC9qJY+pQG96pznqwyAE7UG338UShdyNRkHakHqT51FzhaSkYT4DBd0U3HBmudR0FKTiZwVkuhydlIthLhJKbEvezQ4MSjoF3QzRUOa8I6E1HNAMaVK0GJdAM0HPYgllMFEjnWZGS/fZAsnvDRcDS/s87VKhHv8Ra62TBUFw5SbyOB2g5gPCGNzd0lBpBJoujWszaIEs09LRwV2JXdPYSoey9PGJkbIMdggTIgUzTT9oOqvTUHISWeQL+AwMiO7CoI2RwXzC1bAhDABdwiHhmWVRMjARaOju6Im1H/ugsVFmdQ7Ynl4OMR5S04DNyZdK5052F7DcTzZivIcAAQAASURBVH1oJdaNd4RlZhRYIhQl6QIlHSbNIwgRKMlha4YCmqjJaLuiNHpxTLb6FpH239el94ynjoR28JxHNFL5hTn3O8ly1HdycumKZ+ZFoPgu8N5Ybz+LkemG69aGdMj1d/XaCADdoZdctr5lXEQKvibHvKdzeSOBrr4ZpiB0GqbO5W0dXWeZgdLrmnig64Li5goBi7NxuXvhUoNCPwD+QgR2SUqTTQqKEHtRAkSAsdW60I5g6xGErluPgeRrZ4I2yrbAbtBMJQo9uabpDi56Gw304mDs8h2RrbjtB0jsLQNBLzp4IjNJru+OXo0p73q8XI2L4xIoWE/KF8k2dlqYS5ZYH5vop+vCheorZaXkuWTBt3xpWwaRrp23n3P1PmpSOGhktsjaoJ5yLoKmxS2dlTXp+fyc4O1sl+xwF2pLUpatlkhmd7R0InQ6tDKH46EDMHdDZrNkdksLoBFUoo7NIdeAosOUy1CBFXSNYNC6i0Cixjmo4xIO3xZIcqmxj4u+Aj2w6jmCjun0k1WQ2pCDw97xWrHljKtgug/aP0qcxRqOGOQQaNZhRKiwxtrwYlkwdUasoTaGnB81HBRtDedhU9ymyKaQQpFwFkVhzTVOgRrZcAEaDydt0LTcZpsyozMD35KULzot0NvhkjUtMrvOF9R3mO+yILngY9B+mA55ts5IfcKlI4RHnKj9oT1w94lLN+egXP5cDrhcW/0x3QHdkfPXdvq1JZ7PUdmSly4yybdHd2qgTWbJ1T3umzNro1bbshqsn/ZsWUxbXYaue2k+J/fyZUPlmzv4KGvIeAAVAlXrXCq5TriPmw4ZYks3GRLHY69fsbvcQ2f0v6Cit6wxrtDR5ABtwc48SzObyVNuXmRWdzxe1eFhvZxpPbgVik18RvQj7unBh3j35uTdAg0RoLjM4+V5Ild6ERGAjvft2GT1L5FtEHUMGBA7IV7xmkV8BYSUvSohcwlnYujME6a30cL2FHonb3EmjC8Q0Sg6LwNbwMkV8ciyif6Fw9f9Drd9zvmKklSSkue3BCWkq0ehXdfU+UfUD2Hf6PvLXJJUmi647XLbLDHmmrU8LM9BSydqG6ANGfNqWHPM+vrq538isaUHpK6DTWlDyICVnsGUFKgt91qJwshYZB54d+TbDSI3oedILxHeQM5oecItM4Etg+wSAW5Im4YJ5GWsCYuMCMn14LmnLfW6KPJ7QHmPygljxjmCxtyYlsg+8x2l3eTZL7m0JQBsLXWqoVMT/fTVM7Ajq9azToFk0l4/z3NsJTPEUZSK2BpBds+MG0lqNJ8j2M+Y53vs+6jv58iY53wCInoQwjtQbJO1cY+nLhc7u6U61fdwyiJtQa1LCR1fI1hvW525tM00an95y8CATVzSCsClZuAy2+FDAsQi2Oq0VMUcqdH+y/ivxAJNO1iS6cATZOOZMdLr5slM0KFmvbQEj4j3PZmy2GsGV7IIuA9ZW2WMwBwp4xih9GL0PSAQgVzX9CfIvMmoOHt6ll1QUYpPSeMWe5maukeXEzLgvCDOgmxjp//KQu8/d/1pQYgfXbkIfmqdf+z322F6dUBfr71PvepjP2+H9/P7+kL26xs//wz4aJv8+S9+5jvXjfy0MPjwFf09z7/zrJ/+E5/91Hc++NXPDbpf/XX9MvnxY3+OXuszu355njEMbxF3dPpDpDiXAppFTF2wlxZ/ZsdmwfU9Lk+wDsj7EVlmOL5nP878+ssHDqY8vt0hVGp5xM05De+xNuJvfxWI4ddn6liZ5z1iik4DUyms599j9XvK/s+5v/uatRypjwVT5eHVynBYubtf4e4W/+olen5k/uEtbTxh+kdkXNm/ek0ZldZGfHaW79/TFsdejrgo35ZvUXmgNWeqt+y//Ir94Z5peYWtt7xfjePDG259xWxkYceTvKLcGONLw48T33x3Syszy6tGEeGY6OeCMErhfrylmVJ2me58e4OXkd2xUWan7UZOKKz3jG2iahjkqkKZntjdKnp3QKzxUKMwntU3LONIe4hIq4wF343MuwO48OIxeKbtEKil/Q/hfHkzndBpZXkjYMLjfkKGgePdF7T9PVM7MvzwjmlWplkwWyP1foThJLSj0mxAy4HprmA6cH5/jx6V/aKdQvSj11ruUV24sX+LthOLvsb4kp1PFFecR2ZZaMMrWtmx+J7TOYs47ycoM67vObeJdf6XVBE4NLQUdFWGpuxPBR33TF9+xaCV9TTT2sjh+IbJTvjdjloEm/5bXL7DmmJ24Gh3yLxjnSutPjJPe9p4zzDfUuY73N+yDEda+wfW9f+K6Ilz+Ve4Nu7H/5qC0jhQabT1a2qp1BdHMONuPlLqjB9eYeOAy3u8/TWzPFGHGfOFUusm5ooswJlB/sCgDwx1T3v4F1Q9s5b3qPwKf/l/AllQeQAKY7lBXZmTcmd2ZbVGffwB0ZVqhpaJtd4z1AHdv0HGJ5ZWOT9+i1ZjrK+YTg8M9g7sCWl/xIZ32H5F28zh9gEZK2f9GreF+m5BBPZTcHO+Wk+4FXz/axZ9Sbn5Bh0aPh5opTL4iYFHqAvVHJcjerMw+e+5eXjNxAl58RpdKsNxoXDDwA0+TdS7greF4fyEc2aYOn/75179sK4gj8CAtJaKVtKqGIjVRBh1ORwFG0XDueXpTFVqOjk7ZUIoOJpUQt66uO8I247m7wrcEM4ljdoMyITI7oJ065RJDJjsw9vip0Q1KZ0LMigQwpjxRJfh5cpABPeKU5MjvhuasBnHogSiWRHfp+MoncS+ID6gvgslzPf0omTQDXbDOQfylqzZ0FNXW7RBtAWapS24r0Rqdjj2Y8hq3qNQkiqjlUvGBoRDA7+qlbGjFwrrab+XLAINx04GZjb6DYl5LLUj8eNuw8MYSaNXNAuKb4jp+RestVhvlutTu+re6wPIAWekp/HKhvKPtSgoxSKYYxpIdZHgukUIRH67AXGsrGGYeTrf07iRdAxYU7xdnKxBD1HSmAluXJeLYeEyYDKFFueJFCoNEWXIFOxA6lkgz3q6uDva0mGh4dCJWhBCOP+XNHi6Q0lA60ZfhO8R7wQKEkBL6Q6LgqWjxLK4nmikjJun093SeDKnU5i5E8HuRCCJ98BMOjscLgjMCDiCYJvTuxfITcIzj/XuWQsj6BTK9gxJ2G/nwQ7U0l3MTxr54h2Fu8Ta1IGg5gmUbZZAjPt+Bi2M9YBNdyKPW+ID3rNbWuwRYu90mRA/D6lW9qChhxPCnahV051Q4XALOdEDh+RMXfiKg5IhDTjNbBZLedMDjuG1jCXQHU/S5zr702WodE72lFFb+3NP9uKMPeNoU3i7Y04TgW+BKicQlt7parZgUHdqOeG010iHh1jrEJyWveOSzg+Hja6JKC5PGr54Unf0zCDaNg5hRLZA4n1QgyjH2K7Qv3g60cjADmycyD0Y0dGb1pB23B5D7r+YszGHtuZ4p2yTcLJHQOfzbaVAfWoUH9aC25p1hnagrxFdYPhjgtRLjDtPuNakT6ioz3GeJC+29+BoCb0iCjCDl5T3bUCa5v7TQAAOFsFO6wGQPv9JdzEkFZtbBASElOsRQPJ5wt1Ri7XRtBeLJ2RJE8QEIyiTmiUqWYxB0oFoAuohBjWyAW3tbIElY6yGVo+5sNcRvNlFALWdQVzReg8YZehOn3DeQ9cVApWJvg5KiQKlPOU4TTR1WpmI9JAKQ0EOeygNK+fENESw0Etm02mgSLXE+UdV8DGOOwkaDaehFhQcKh5sIRqOX/canPym6FoINPQQz7Ao2CpZcNbJ7Zt0Op9eYteF1uM0vQRD+1bMPbsh6LsTKxHKW9ZgHuM9arEFZxMw0R3Y3ukCcx9YAgL6pV19k+33Gb6mF8DuFEG+tf1qT3muyx50dej1M7YMj00563RP2W/pemQGMWl5jl0HY/r4RHB8A76w0KkoNzl93YMN9dGzS/Is2GRyBOcvwJn+7QzUi3Ch15pzjPu47S5zApdzpj9jKxAeLQwgUNn6G0d0tEXkMu6XoIZzoVrMGhBb9kY6ODfKq8+9HKkPIZNQ4JDTVHGONM6hg1GiHrHlWe0DLjOif0zdc02t7gUuytjBDFVSz/8uujPknrMIHErOuXceaj8CAThyL7jc4nrILI3ztrbdGi1r1gTyOnVhF6Sl3pTUpb12gqb+4v9/2v7sSZIkSfPEfiwiqmpmfsSRR2V1V1/TMxjsYGZAuwTQ4gF/Op4XBKKlXQA0uzQ707PTVd115RWHu5uZqoow44FZ1CwiIzIjuxraHZUR7mZ6iIqwMH/88cdpjn2oz0uXTqI0JD36+NY7T+rqE5di1hnSCU+KHXxrqRr5IY9Pkp3C/x6u9rrwR7YqQffRFRw07n2g8hNIcnKQtZCgSpje4n02nECWtEvf3fhYdDlO8SRXSnufW2n1cTG3a3QJW3uL8YSmIJJoxmQPmqIPBZc5NTiRxyuKs8c7qbmvYA3TIz+5l4Z/L0S/AvHEgaTYk817U9AatHP4DAVjB3KgV1S5FNLJfcZ+f+L20to5ruFzwGpPKnSCgM9h7x/VpeaEbqM6Gc/9yCuSkOjFL+oJk/DpSEF8a0qXYuyyZR5XR8wug8/51Ekc5yAMRLI1qftiskI6e0JgDdm3HHE7PsdFu8xnTEoJuVQLH6nsgIxpSKh1qaQUyXnF1y4ryBs2siDqUoIy+PPZiOieTXZPsishiOAyVdFTqhOnDNDwYYlxTz6PRLxGXEwQ9eoUpV3muGSsTCHv5KQdwZN1TmwkkicN9Lqq7uPHn5aE+AAW/an+4g9PFF/+lO/L+xf9AQL/3r/lvb//2EU+5oW8f76f86A/9dmPDKJd/7MHRT9ymg+9g61E/Wde+yc/Jz/81bYR/9h5fv4hGDk/Isyk8haGFZleIuUAbedG696w50p7MKqClxo+YesdaXmJ1AVOT0xl4fnzJ+RYOH5z58by5g0qjXMGsx3l4QXZRmw/Y1pZzhNoQoZEkURdvmU5/5pnd19y8/zAfDaWIxz3ieOhcndTuWkr7TZRP7uDtyvL04ymB1R+72D0/V8i2RvkrfPC/OaRdm7o+Tk2ZF6Nr9BUuNeRqe4ZbxLTy0Z6dQe643F9w7k9stqAWqGmPad8gwxn0stHbmXHF9/cUnPh8eZEMzgvDnZMVhikcFPuURPaePZAa7fDcmGsynA2dB6YU4L5hrLu0TGjg5DkgTw+kg4HhvuJuiiPc0NtYW1vMd2hxxErIIeEDSPz8JLS4P58IuuKTA4atrcDqom3XxptbKTXQmqJ41TQ3cR8+xLdfUZ59RvKm0fKXMhzYUkrNkHKQh58IxPLpFQoN3taHWhPXga3O1V+RI2Jmm8p8shof6ToI7R/h8lz9pbJwBrN007llmbPWBTSAponZBohPUL+hvn8F6zLv0DGR9L+a0+arYk8Z6bXGdmNDC9ekGms8wldYTq/Re2M3fyKlgq6/wOWf4Od/xLqM87tBU1vqfPXtPmRmg+0/Q3lfE9enqFppqrR2je0+g/U8jnz+C8p6WsO5f+FaKItX9LYofUlTeB890BiRdprshnr+FdYvsH0EWtvWMo/sshbrN2QdYdxQGXv+sjMDPLElP4I7W/Rp39LS99S8yvK7jPsxf8FsT+Qlv8HQmFIO7CR1RrNKrOtVF1cAkrOrEWQtKPaDUWfcSgwTIX1WJnnV0x2i9kd5fxEnp/cKU1Hal5ZxpXUFsr+iZbVk0ftzPL4HTnBmKGg3NczZgPHw+fUAYa7FRkarbxCZKUsZ0o7YkulLgbpTN69ZTx+C8ffMx5m5Pae9LRSjmd3tmTPWoz5bkLqQglZgzScuDCBP9XAdR1O3PlSEBPXP00pHMjmfQ9CX97w0nJnlXkJsoTW/YVRlsJpv8iObETbCPic7VSiuZYCXqJMlDW7BM5E19f0OK1FsDDheqWzXyFKzcVC+zKYZNKbsHY9aMCD0YbLjpg/Z4/JZOdOegdJpbiNV1+HZs0DcTWy7TCKN7AUdcmoCNwdyDrj7LgDEo5tL+X1IFKRtKCRhMgB+G+SUJ1FLiHToWkD1IkqBessnnCiCafY41jFGTCdDQnYHFUgARAGcJq0gVXIDpQ6+BubvmZnSna9/56E2DSgP/3QKLVIpIAZfP4ZoYtqawSqxR1YUvwZEBu92XJaIgAvbBIolqE5YGXpe/9vgPCdybrpvVfz8RlWB7EYgIlkM9kWaiqohY6uKSoFTQNijWwuVUJeEQayeZND968t+oMIGmsqteSks+JBiQUA6/0tTlgtoA68WSQgJEew0Ea8fsOT7N5ngUgSOXhn5rJSIhqxi2E12KkG0MvYDe1M800nP37vb5WNcblpa7sOs4XOrZern9n8wYiXfQ5EsoI9ZolEfK5LbTjyegkkZQbOkWxKqDUHbMX8XUoHpH31il0qqX70sB6IeaApEhUs0nu/eFBnIb+zEc2MAE4jASVrBNDEWq24vIT4fJFCT1b2MvvLuohKB4tS896IOpknmLREAB+9awL03t5tB7tCzsMBhEDVUmcdd6Zuf9xIkG7AYwDrGyP3mhWdQV2v26JnR2fsOniz49JLod9bT7IGSGBgLbkNz50xHACYrBEIT7G2hEuJlUYg3P11wytcJrzi6cxWpr8xlmWzU73axOWmJJ4jzomwySHhjZVTmz34twEpxROMqSCWw571BswSEiIBVEYl36fHEhI9gDKuWyyYelLNGBG5h/SE5Eck32B6iN+t9FZBaHNWpAXTNgAFr044+T2qzyVN5wA2PDkn6ra5DcAgJC0kHbB58f5cRb0ZZYmENuByeG5hAHqjUl1dIjDJGZKgyeeMqfcCSC3WmYyoJJoumJ0ZcyZ3JqdGhUIySBm1yVtiLCAauvgKqRlGgXaPDbH3odi54lWvB7dtMkNqqDqD06Qn0C2e5R7SnsQrj78i4VUlseaBpAuZhqRCKpNL3eVIym7VZYB4nw0RC1ckYc19B1nFk9TpjDM1b4AdMqxh9+Pe24LpTLaB1MZYv8n9KymINbamm92QJv3pmSYB0oWdjhTGNv8uf3pV2oWRLbF63C979ydu+juAHdKS76xXc3uIculzky9rOBHzUrZ7ukCqYd+FqJgIQK2D6bgUok/mDvAN2/357Wk8QxjrAOkterlsDZulkyvCFhnhR0nslUF4i7P6nw7sRwKDDt43f7DQULdtPHoFQQ7/BMS6QFe8Y8r2LF2+TLofhXDp08XF1mw++GUv7s+NTIgMGGdcCo14J8S9wsbq74nj/m636s1451um6+dWTJs3aDcg3WEyIqUFifwJY8F0jwUxJ+no/oZlb8rM0e819P4FbzwvsmIGtbk8pGRvZmvlhX+uXSonfbAX95P07KQAphirgiW3qWJn3/9DltFJ3Y2egLCounOCiCIl9k4J9np237SlI0ZnfmeEiA3y2wCB76AdSPoWsxNG9oRmWp0caAZyg7V+LzjTGwlCQw7ba1Ew0R0S21wstWDLm8+rLGdSWmk2oowuL9cWTCZMDwgnt9vavDogCSYHjBXjIebxGcGbfQuEP109Q3wlYekJR8V740RlpV3+eE8f9Sr1rOHvnICBXv1N3AvtyCXR9pEZplf+Bfg+SgD8qXkC1wTagxMokicCkT3GAe8VsmBWEebwFz3h4rlXRZv3lsopKs9a+A3Z19pWmZ088dcraX2Ntdgjgd5HgxGz4r5qWp1golG1GHGcpOLj2lzY0FoBc5k+xJzlL+YJdiY66apLZ/pe05w0lVaPS1NzOe6aPAExhH/d/TzzKmDreGjqhIpIuKeJjfRnkCJhvHFPwAl/Ej3CTDFVkhQkRePoJJFQuPF5YquPeQ7/0eZYN4eL/THwxFs8O22z0RKVnmKdcBT7mEVSJY2Qd5gEgYsSvniQcswiUUKMdbf1Hz/+meWY3vvBp2L1P1gY8pGfX35FOCsf/L1df/BDtyhXv/5EB/ed09l7f3//Wh/62Sef/N0fv3+q62f7oGzVh+6FH3kX7//iI9//Wc/zqUHDp5+t1gQpszw7wL0ypgOJHe3NM+S8py4Lba1UXlPHb0nrSK53SBlJ+0pplenQKGVgOn+J1Uad5hjOL7yaooKSWP/yjOSVm9Ed+nxWqJk39htmec39TWLafwnLjtPXStrPTPtH6mnP8l1iPWRe3d6Qn4xy/I6yPjKZM9LP9iVaYTk/gBX09ByZJ8rhc8rUmDB0NTITVUbkZqDthadirK1yd1jZT5Xx+wfG4yNruuVNGrBVebks3L0989m3RzhmzmSWQTjeVPK0cvd8ZmiFw+uXVM2sItQq7J8a0iJYpEHaU0vmeGusd5V6PKNrxQ532HRgPe2ZTxLB+pF5ThzfJFSEOgyYDtg6IiKM+QYYkfNLchOSnRFWcoAKSQd0FfT7WzTtGOVEvqu0euRRz8xlpJYT5WYm5xvsbWNVdamnh5EsE3sOzGLMsuOcGmeZSbaQ5R8QSazp7mrj+uExya8RFhYGqt1Rq29+S3okpUrOL9jxJfPjC+x8w3q7YrvKLh3Y5QNtPaGzsq7KokqyJ1L6HYMWqr2mZUNvF9/P54ymxpye0MGohxlsYM47qmXk6St3tHLF5JHWXrJWKMOOcbjHeI49vUDqa6T8BmHGlpWcEsPtvWuxn/8R8reYfYfZntq+QjWzO2XGouzK2YO/+a9Y1xGrO6QltL1BbaakA5QJHT5HucNQMhaMtyMqMCehDG+Zdn/PuP4Dh9P/yLD8GeXxhcsT7P5brCbyk6BtpumMMLOb/oCyktsBsXuGZU/SgVT2yDBA8qTUrj5SlpkpFVJ6jpQ9jPeR8Fk8mG+KpCfSs9+TmpDOA6aJwZLDPNmZiU1cX7uOiTYkWG+hFnT/ArJRHleG429o68ja/pLVXlB5omhikt+AGG/SDh0VuwsdS5vItbJ78obBuRVM9jS+xH6u/WudTQt+sgTJ4TEvQx5cBiuFo4Rg1gFGC3DUJTQ605RgE0tnZQVzmiaBrYXdb1E5YME87d6PdN3jfo0Z7IipYc3c2UuP7hQ2dZasBiMknT083+SJesIjwLRejpqcPSOdIZU6E9AB/E1+yoBg5bvWtwN5rpbkrGq1aJTXmb2GO20twMorXXsvO12CJeROYAfcCZ1+r3wQD35aJABC8qU39LVg15kOgRVEmf0WWAdY0IOGeBbXf42AghyM7WCjSI4qAA/wTV2GcGs8WIOtEk01L819P/UwpOsemzdm9kBC8MSDYXLGteu7N+z370kvn3eOIzigY2LhpEfAg0H0KejNQOk6qDaSzPcKS1EWvTEx3WFXK5hGAEA0meusYGCr3ll9PYh44/bOPaR2HVgJgKsiyaLfibqkVWd8MoUb1ZnwwSDdppFHoup6K/GnBYO94RVH1+83EgVqkTzpAFRnpjogLS1YbL0BdAdMNtc3ACkhdG+hl2crvs6kM0c7i096EsxBctUFTIPvVK6AGuMiIeGgsJgnbawzEsXNhWhBLFGCoegJnJ86aoAvcV8pknJbtqHLnnRwPvqRSMPyOX4V99hZ9v2i0QjVQkbEnycCNYRerbBVRqT67voQB/od5+oApK/v7Tthb3rzWaKC5B02MhZ2rNssnEmNboHchXHcNamD1Y1FUL9GYKqXQBUNIKRfu887udjj7X9DFmCTMHImc68C8x82zKJyJl0Y1VtCBfN5Y2vcW6+WSduc9k8pl+ajPabogN41q9hBVOlJLPRCYu1ASmc3IpfzbSzvaJYs18/5qYeS2mNsWfe4NIQz8noC36xgyx5aJkc1jrNhcdk8dh5o2+CJR9TBERGMvQ/r4gzANATbsOstV2dmJltB1WUMTBzIyXsYDUbD0g5LB6S16BckXuGXghGZBCZvAGrma04lbETLYSJGQGlDwZJX13k13YI2jSRbhhz9KtQwnZFWSRZSEM2BCisLDk0fQRK2OmhPgEVWPEHr+UjzxC29i4i5LJMlvA/TGStn79ug4n1DrJHXFvYqxSz3d4E9RySSLV3L2hpiT37t1YCB1CafkzSXCEkTxohLXUw0ErWtkWiIvWVMaBNXrpJGymeMGqDiAKtXm0hxTe/c7Kcn3EYw8cSkdBLFZt37WuzrMKQet3UToB2XZN5WLRkNnUW6nfA3LVvT9g70c2XHfH8WvcQ33Q+y7gf2n5vf12bg6e8znif+7T6Nr/yNcPGOLJHG2va9ddsst4VO2JjewJawHRegv4+I/yUScNs9sP3c+lh3m9n/u23QNfyxtPm0vtNG5d4muxTgmjRs66VF+LtXwCFr7EU9CdN9vu7L9So5d7alg9Y9KbUhiN2fZtu3L1JY/bl/LvwmSDoEGx+891n2pAMAY/gCZ0Cir0CQfUzxJswJUX+2lnD7ErJYZN+LJEdiP/ZaEYnEsu+5YuYAow5+/ZjrIjNZ3uIVpnYZ0qgGufiRFn5Rw5I3gyYkbIUFyDSiqkwnjIEUe7i3SbkmaYSdJGO2R0Rc9aD3AzKviBRTLF+qdPzeIi7Jy+Z6bax78TjHuQghO6NewawFt8mmqK4kFEud8LWP069OptDo0dU8VpCQ1bXm80gjjjE7+rM0v+8cfZuaeA8MZcB7ofjscrDcE/bulzfQiLtin7UugWY7P3f5aVBYyoPPVevveo49bO8/26SCfa5v17YaBJaoIpYEsmMrklJvxm1oJJgyDpwLQsSJ6rYb8/ckukAQM7pv7TFg2MOtb4uwJXttwased26re2+LqESU6FlnvS9W2GbR9zHh7o/H3BTBExOe8KCdoNWrxG/yPcVy2NmM703iUsJW6U1SRIKMV9e4x5hz1f11lp74TFDcZhieBBAWSB4/XfxfwxtNG5KDUKbXNkYiaeDntETIOBoyONHPn92rG0Qalt0Pst4jwyqmc/huA9iCtVP4p2dcmurg/uXg/VukbgbgR48/IQnxA2T8Jz77Y5/pL/3HrsGVY/5T37m6lsXPPoatv/87e+8vP1Wf+c6XPvTZT3Cjf+zr8mNj94HfffRc8ZwfBCw+cOHNR/mpd/ehi3/89j74uU84ba2etVxeZHQS7tYDYx1pb59h53vaYrQVmjywDt8ytC/I9XPSpPCsMlhjXxulTozHL2jtxLr7LWoD8CXWClqhDY3zX36P7Cp3j4lxTpTvGqyJVX/NUb7li9uXvMy/4M0fdzy9Vg5/NrN7/kT9Xlh+OzB/mXm4u2H3ZNx9/y1lqOxuEqvtOest1k4sp9+hdWBdXpDbwPObPQPKzr6DtSE6Mac9602mFuGpKMcmHA5nhmFlfPvIuDxQy8CbcstQPQnxPJ35Kj3x2Cb+KJm5wPG2cnh24v5ffc+07rn/zWfMS+b7JcFs3Fqj1JXcXM7iId0zl4m3t0dOzypSjshyotwfyIeB+urA3EYkP5LsLed55OHNhO4S+qxAHbA6MKaJfbpBbCKdniFNSLaQZCGFQRVdsarw3T1mys0XlXKofH888rQ2WlG0vGV/d0e5uWHVE+vpTG0JfRhIbceh3mCjYLcw55k38j2jPfGF/BpkYJG/uJSKfeCY5NcYsNqA2R50QijM0yMpnxiHf8MoX/L45gY9Tix3R9abMzt5xl7u0PqtJyGqUlQReyKn34IlVj2gKaG3CaHAvEeTctw9okXh4GzOOWeSjQzHX5Lal8jdf4LhNbVV1lWYbnbsdwV5fE56/IxafsM6/H/AbrHlnrS7Id88w85H6uM/QPoek+9Ru2dpgqyZ/ZsCpSJ3Z3RIPM5/TV3vye01ome0rTQ7UYZbChNL+Utq+QzhDSKPGG8wnmgysKaRtH9Luft7xsf/jf3j/5Oi/5pi/xbZPyc9++8gLWj7R3RdOLcZSU/sD7/BcqUs/57UnjE9QVqFen9wGQAdaJqZ1gdulgWGl5AGKHvY3ztwlI++CdZGyiv52QNy2jO8+QJ0h8kdJoplTzI2KipKHTJtLOjxDtEDjHdIKpSH/8j4+muO9m9Y7VeseqLZid34G26HX/OUXvA6f0GZZoYULKhlItXE7uno5qwWNA9Uu8c+aMg/atpcQ9mIoNagiEuNqZHU0KhGcBsuoCeMI1spLg5UmUg0+cpg3iTVAV5F07LFTu6U+H8lNPndEWx46XEvwveg0tnLi4MMmp1FIouXsEaTTZdqES/T3DtAa/UpYtPJA6BWIwb1smDJX4Ls8b4Vld5ITZsHTf1xrQcNkpDUS0adRa15jTDeZWNS9QArRZCtOsY49AREBKpphbRgeEM/l2HKbHrcXX9e85aocYerywismLgTJtFkFNs58GDXDEhDekDV2YIpkggbs8krXcjOkDXLXmpNBT170Ol6HXSQSkoOR/0qqP3EGZds9vFi8uBNdogMCCuud7/678XBmtTlYTh7E0INZirZ2XgdSIcAqGLcSK6ri4E9RXDR5QmcRZ1wsD5CTH92LfTw2cuOM7CQ7Oggou3dj9HqiYMyx7XDYW4BjubweZI3c5MA5a34+3W5kAlPvlSvnCjGhqskjxtEIKUAg+ve14Kc4ufer0JtdNBEXQ/bEweK0lAxb6ZttrEQvcFOQnJ1UG3zM3uVBs5gxEhRhaTqZfaabhETSgeMA9zvCYTe6NPUG0QnmUghCSF0sKRXi3iCrgOpFgnDjUfbBhLJK0NFWNNPz7Yu7+XBUVQpSPH53IGdSLK45ei+djC+hFhHPQkhbCx7gsF2VRFkYqQUMk3q+u7OhMfBk+vhDaDcNh1zD+43IN9wm2a9P0QwcHvekB6UxWe26gNA1kjIaYxgsO5w+2CWPFlMVGOk1TV9e+LkCqCy639aQrrWr3ilimeJBC+96ZUnHUSBrfKD6IFz3U+jX80RMjrDuifFwmgjIe/lgKNhm2RBhL5dH72zpqUnSka23ga4RIFkf35PVPfPRTPKTTqKQJnMGfw/O04wpD16NYM6aCJa/c/YoDTaWmjzSBYjicY8Kp78UHW5u+xVdUL1Bqu5s74PLkMxP/nj7u4dUBGXSTBbPeFh1VmDNgQ5oEDewTjDfgV2mDyD9UjSt/GOYzwleXK8eAWPtQDteyK/z18aiKFDxoqQ1PXMrc2efNQARAjppLZibUVaI6OYDmh7huTZe91TUZ7ABmRx1qjoAknQ7O83n2Jt7E6QKorvvaL3oBNmjw6WJPG+xQ1/93UlLzMmzcE6JN77AHpA0owUJ0A5O7lCfcRMaFZ8ywwJHutJtDR59YREEkKhNfHqGkvILmNj9liqVlJupOGMmvn+oBMsL5xNPf4e0Uqe9SennPVkZ+/RFWtDu43apB+7XxZVZ6wYy7b/dfY/fZ8jAO6QI3MWbk9gODNaol+DRfLPZfou/Rm8AW67/JGQNdnsPmFtZYMBehWLJ9Jhk9zZfp8vGApRzWVdPsdwGTkH9sQuV/GTBSgvvdLMeyK45jjx/D1xE7YdNl9CN+Z6rxJaY2x6grVXZXQQkCvcotvDa1/ck9XCgDGyVaUQfrJ1gozRq7wuWvONLqEpFombTXbL7+Uir5To0jEWaxtkq3Lq+7NQuCSDPuUQRPaQMgmvBKo2oJacHS0N4y0iZ0zNKxvp5Izo/WJenaViVPOqA2P0cRFvFu3AZ4k+Dh2UF7rMo+hM0orqGDbL5UZTWkgpetN1863iJIRUuPTTiGSArFh6cDsX6yclJ3W0Pqd1F3NpQVAvyFAjRZWmipOQnPTSK7ZaXMeZ2dZirqaeFPJTbg3gY1/06jAJnwVM1cOQPCAyYq05MSaB5U4S0i1J4yD1zl1Q8djIe/YtJH2LMJD4zGf4VuHgMpjY0Z+j7cEyKZnvPaqoVb9lKfRt0ShYJJ1S8t4L6AmkoOJ+vVrEPdFI2UqvyP6Ro7jEldm9v/t2dvKK3IJMyCYd6X26JEVir1XfX0qly6FampCmkUxvaFROpOz9FGi3PqvlAVBUwy70Hi/qZJYuE5uYYu2e8ObOMR99onkM2ZMQMoX/p/4eKp6g6825s69L6YlnC0txjQv3dS3VE1GpgI6ewNfZ44+wqD0Jsdkby4jtvKI9L7gkJZd1j2DV8TYZBzcZ6+p9o1rE1buDyzZGfCR4ZQ0yRBKFWH/mVYrSfanOnwkSAOJErSB+YZEEs4YMXU3BKQUiJ69KTRMwuH+t5oRPXXyOp4qx4HJsYf8sqjrEkKETCnpy9iem3E9+4qNHXPyDbPyrj7z7l48cP2WIPwKcfxBw/8BnP3h6+5Hf/cT5Pgr0/xjA/zMd6u0r9oFTvBNV/ch3r2/jU6/fN9UPneRnHh/9+s/ZePFnnSZIA/ncSLNh00AbBuqzt9jwgOYbpseJxAuy/WuG08h0HGlitKExiDFY8iZphxW1Ck3QapyOT0BhYKKokl85i6aKx0QlDE9qXzDVibftM87coOkGvSsclx3LNzfUcoP89YHBMnyXKTpj5REdV+bpCC1xeFtoTVjkl9QinEUxW7AgWZ3ZOzthVZKcGXaZIQnTU6G0wunmgfP0llYy9y+ecz7fcp5HbDD0eaNk440m1kEZDt5oelzvya931P8wUlf45ptXLJZ5M70BBsbndww2MpWFJCvD7RGZZsazsH6fKGkip8RpSRy1Mja4GTK2ZnQuoI3y7Ik0Qd4L50f4/vX37A8jz14sJMvIm1fhhBQ0GbOtDgwfGjY19HRCWmVclfxYGOY9u5ppQ0JToio8qDqj7PZALq85DG8Ya0HnPWIwLGDDwmH3QLGK6C9ImpjOEqVuHzn0HkRokrE0Mgy/IMnEZP9I0hOavmctQrv5DOOXlN3fMaTv0PrIUxuB19hugPWRxH9GJiUN/9od5qRIHsg3N554OT2ArZS1oDRWc/1zxl9gcksqXu5b2t+Q5IkiO7ScQY4uYzSOIZV/YmyZZpWqT7Ae4PgMawUZT1gyVvlLLN04kD96ZjsxMBz/EhVo6xvW9sRohSIZpomWDKZnMOxZ5DtW+ZobvWGve5b6C5b6FWV6IE9vvEWdNcb8jDT9O4Q/J6cRM2FdZqw621yzegNaBnL7DGwhnR+Rdmbm7MC1/S3WnmPMmD0ifInYC6g70K9pCVq+RYZXiHxHa5V5FYoYeV2Q2aB+787C7g7Ggg2fYSZUKqqgxwlbBtrizsw0HymmpGmBe0jLQqlPaH2D6gM2HGl7EDLTcSSzp3DrYFJ6i9mZpt+SGCn5c2e4W2fGffphvc+DdgkXl6pgYzLF54LRZLZCi8ZT4triEo69MyBygF3QPW4vf77auHIwidUBOc3Vt5RWSFbC2XGpiv4VkdEDwlSucuMCpevEm4N1XY4Fl9PZGk9rBLrJ+wYY4uzIjS7Tg7POeKvuNGpvTtlLU5s7SpahdRbWlf56l83h8rgeaxqbtvzWkPoiA2E9uLTkLKlUgeJAegQptu3HGdGb2J4lgskI4JNtu6iDfcHGSSPOZorqCsHHQQdUB0QbKXkypZfoSsj/SO6MxHindo44/soP+qQjgdwG6OHjnKJhXy+9vXCdXSbFrLk8Br3JYSKlYHrG3HVmljkrDLAOrFoNfDuYW+LAsaQ55mOLIDlY/ckrHsWCsdsHERw4kISKyxz1ZJSETneLighSB0w8iE6qsW6iUaQ1pIOdAWhY7yWiwUwOrXo2eZ8AeHL8O0IfsZ6u84AkBdNV+/fERa96Q3Uf82hQGcFPojjAIav/PCpyREa82eY51osj4SJ9Zae4i6hAiihqY8x3HAyX9ZIuldGnK2zv2StgOpvLNuYhFk0epW3f+Wnv7YrRavjzykqvjNoqnLQnrzpikXDpH5fP8Pc3Xl3vmjEZQFRvOG+RzNgapPpa7DrrbmP1kqjaULZL4ObJB43Gez2J2OeAcKl26cBcB/8jsI0xt60yYA3b1isPQirvevDV78+ZzF2OpuESbrLNL1JHTvqYXtmc7f4Iu9jXNj5fMsFizc5O7nvKRurqCdGeTFE2sDCGfbu22LbmpT9EbzK9NX3oQG3cCzX+eFWaM+C7lJbvc52Vaj25YtHXxLYH/qTDkgMzGvZsSwZrg6qx/1iA6zhIpp5I6sWCoovbvLZEjiXGemmghhS3YxLMRq0BUKqzT73HiyFSkJS8xwMu1yRnIDVSfkK0+jjYiunJ77OOLjM3OPPaYi9PGomdGmMrgAh5GaAmZBTvkYMguqAyYjmAv3rGNcpXXweDYfkNNpxQEhpAhlcssTW7dbk68CrBhCVvRqtydNgl9qleydYTS9IcMNfOom0NmsFQkGH0rb56IspZscWTAlbxCk9Bkks6er8KTyAh4sQSqVi79TmrJ4QTKQdrVFv0AQHm7JWbgvfoUUVVaM0l5aR4LwtVn+e273JAPzK/rIs39YSvrwS3n309bZ/mojHZwvaEXboGEWILFzIdsPZfX61t8varnpC99K7xvc5vp4NOXZYoxZ301Wrxr6tqtPjJ5tPF/kpIfXZ/h6jm2kxPUN03mZvLhsOluunKbm1s+CGerV1+121Lr0zC8AbSsFWxB4hvlzvG9+ELXmG9xxIS99r98WB2bwnw2CW3xtLd5vcKiP6KEpeqFrjYsnR5j1G1J+gGChIVpCLvzgEgiAj9/D/HeTNIs9tmw99vSiET2vfG6H0mI+SIDQhQXr06tWbvgyUmnhiMZvFORCEY23nzUXxvUieACTHXBZfaKaicXE4IX+fetHrvY5JaMOWfsOgfEOwhtr4HCB1Q1i2B3f0CH2NTB7P9PswTcHLA5WDivWNgOYilPeENKcf7STHXenFkr2LbZlRPSLmPZdGkvBMGEhXvY5dgze4vqF1VnysmnkzoTaY94W5OXpF84VJE37kW8yqliAcKHgfifRywhDCR8KoTiSoAT1IWB5epnjDL+xhbQVQp7RwXSx6T5J7s+5EZZl6dsFVBpvCDaXiFy0xn3fsaWsNXSf7MBtoyLlfka0NTr8SJ6oUWTe1TVF1sNq2/ifDpUiQExW2ndb9OBjaig6XYM6LPRJeoovdfiKq+njSRAYux88nR/TKNBFOsbb2qKpYhKpx6P5tYw+b9mBxU7Al/94+kk6SwzU+wLsuWdDu3u3sCTWLNhs1M7gPTNHyEBHbgQi5cnEiV/H3bJnMc95x0s9WeoPZKQmnirnFUnrvEE05sg0j6hQ9uDxfzJgppRMhOfJMB5M4/x7zNfyHWhOG+3U8HC39CEuJDJ/8pe3r9nQ9+9idOaj/ykeuf++5y9TN793cfvX7/7kc++M7P+7/t8r0fPa4dj0847CN/365l7/78p05/5fO8e84PDYj9+Ll+agw/5aY+YXJePiueFcxQvp+9XOnLibYbOH/+Das+MH7/C/ZvXzDI51T+mun0wO7pDYsq56QMyRhLQnZGvptRcae5npU3p7ckG/gSGKqQvhGsJI7PlZaEYhOie3L7M3brZ7xaPufcbrnbz+wPlfObA+07Y/yrG8a/uSH9NjH8XYZdhfsTbVw4754Yj4nb7weaHHi6+UvISh2+QfKCHipK4vzqJbYMsJzILAwkUhKev33O9Ljj75/9I9/uX/PV9AWfffGCb7+eePt2Yj3MyGczthrpnCmDMr58IrVCPb6gvDLWP7zkuDzyn05/x1pWpl8I42HP9NV/y1QO5McnympMz54YtTG9vmd5PbF7safc7Hg4J17XhdsywFSwNwP6ZkBuT4wvHxmHzGEsfPd05u23D9iL0XtUrAqvTg6o3T+nSeFBM0uB011DqeThDWWduX3cMS0DY/uMrAdqOaIy89SEB1XGfMv07I6yO7LfPyCLYmeQJxi/80aaqZwR2yH6K8SM3fGBrB9PQkh7AZJpww2WJsbdryipsD/9zxR95G35hmVaqPf/HTr9NcP0dxzyH1nnyttjQ4aGHEbG9TVT+gdk+mtk+u8RVnJ6hY472v0vkPqEzP8b1BPjXLygNC/OdC+/QvIXtPkbsDOjvqCsjYF/QPIrjAdWPcHOkHJmenpiesosWmltAf0cXV9CGZHdCWPHzA2S96T9lyAFbkHWzPjNn9FqY83/kUVm7tOvGNOeZbdHhwLTS8i3zO1/4my/5ln7t9zXv+Xx/CXr+Usyf0ea3jCYkU0Z0kvy/r/H7JZaJ1Zgns+Yrs70RSPwmxjal66fefoWXU+c03e03Ej6FVI/o6UzxhuS/Xsy/w5d/3dMf8PZvuDMLyi73zCUP1DryDzfMpoxytkbz69nZNiT9hOMEzp+hWpi5Vu0Kfpwi6YRY4/IwDh+w6RH8m7GdkJ+PMP5gSbf0up3MC20A6Q5s3vckYqSx2colTW9wvSRVv8A8pIy/J9okjB9zc9uOJcBMQ/+FWfra8G6cwlhRoOBoLMnIaS442JrgAyEbIw744aRu3Z9yFx0x9iB9YxpcsWn4oBDoiBtwHTBWr0Ew9mgBIieuxyMsjWqossJQIrmtcLkW3MPOFoEeGXyGE296adLUhj0Mm480PHmXwvYLpzA5iwMqbiOrWLVZZRyHnBIOVjgHcySqKjI4ZCtDoyJFWcIaThlCQdoAkRCZtAzSDSzdp2gLQAXCtJchxOb45wNQ9DehLk5c9ArPyrkF5AGZE0ej2bXpFYdaW0ky9ErNOiMTMEo8b6IgLAHtWfMxCs9fhabLiHyDH8BD8BKUQ+ya/ImZFsSQhomSzjeUToeEhCpsxcj4WI6IKZkKmbQWoyBhXwZoz9PCikuOTuzsWYHAbsDm0ckFU/ItA4KRVBvI9b9dREGy4gUkh0wcekjk964LkEkvzxus3g+I+mRJB14AJWEyUCyRmqrs3oZPZjpjQTNtdllcOmSDdyu/t9MgMbiEi0qPhsTYyzw0cEVe/AAIpo5+khmjCNmp0jWjAgDKe/BzqhVjC6HkD1RA9EMu4dsMQeEAIUCVOoYrzk/N0ndkhCBHXmgbN6HQZlIKEmjWaXTmalp7bPnJ/kvPay4uJhnH8POsrcJKIjODpwkBziQG4Q9XrbvJd5wE2sr7MvGVG39brgG2CRFtZVF8lR3HsRFArNDV9tg9SirJ2nr6n+SuYY/HlxBb2ybIijsLqziTSWNnjGzaAII8a4tc0mKcFmvYadleyESeYEaMhUF2F3WWV8KcWV/ki6F0mVDHAySkFPwQFDiPAPogtkSY97C/oXuc0+y4HbdA/2rsemg6Jbw6qMYAb8MuOZ+yD5oPBvOlpYeECOYjh64izNjaR1QtRjnPbGhXc+kHz9EII0xrwUNKQyhkZpXJ3g1XcKK/5EmboOaM7mdfXnGtNLWGSEhafLPLR5cpynkSjSFfHdUsnUw20sLyEMmp0QjeQXAOiDnhIyVNL2JPgcjZjNoaIXrHmEljSsmglIwzaS2BxW0htzd5D1P8nkgWcHGfSw7b0Jr7LzKaXnwigtZnGWcwYq4BNN0RNcbbP7Cz1UyNHG/jUpv8unilgOan7ltl1eYQLEcS9qTEE6IyL5+LHrLyAItY7WQhok0HmhrpS1nck7k7Ikma1FhZmdf19kT5aILYiElkg0bz6iscHZJTdG3iJ7J4zPSeIPWBa0nrE7YPDkTNTnYoq2iOtDaSMpQBvchqIPv8fuFnyTrWScirHT5pZ4olNi3e5rCf3iVFA1Q3rEhBy0uIH+Ailyv8StmvQByAZoc4giJI/Dz47JYdEBzexSvJrQA2gQQc5YrdqlWsG5JbUOeeKc5/TuBf/SciUrbnix71y4EwG8Nn5zD9l/fe6NStAPRcU3tfW8k5EnoYPF1xZhf8/I7Yq/yxJ4/X9eM9/394ks4cOf4Z7//nnDe+e9jn5FNkrKTei4VHf75sIvB/O1ArN/T4O9HevKd+N6FMPPzCEvmlaiAtgPGgKTkpDSNfgJRHWRpwFIhWY0q2gytoKnS8oxYJvXquuRSQSm5j0bzZ5ZOhNFIBksfK5wAIq4Hb/kRyydPkNaGS13tkLQ6Q1tnrD0BByfF6ZU8U8wU7wFX0K2f3DneTUFMojo6+nWlBLJzTf2IT4QOunp819nvKXvYglQHf9Vg9edyCaXuS+DzhOQ+W0gTShAwPHEdRJy6w+ro8Yf1ZKRgNEwe4x1EL76e5I7KWp+y4uOG0Mztg+Qgl/TqSz27D2O3jmXYiBEVEkFI8Z5ybmtNEpoPLo1bG8kquZ2CYCYxEBM/2hwTnJBJrCXM9z6fcGANSSeQs68nyQhLsOyTE3mCUOWtFsKHjCQEUbFCnXztl9f+PbzqwjRA+b6PJq/YlVQj0RNkD70H3UcSCJAF0hJuSiT+7BRkpilsbFRnSEgeSq/CdAla4j2YeMwtIalIGiIJ4dU+YgGwW0F0wkpUbYa/JKJIWmOf8Fh0yx6niOWj90V3wG2NmLOUmB/e1NxswaohdotXu/kf0QeQNzBk7xsZfU26HynJ/eAwk7GevAm2rOLjxoOvifi9bwHJE4hWwF7hlQ6RsJXBqzktu/JBGpDivnrHUqUnpFvY2HS9Z3z8+NN6Qlwb0CuNwT/tfPLev3/kI+8D9e/8fIuwPnzqn3HJ7fjBdd//8PXO74HgzwLbf849/NTxMd/9Q7f8U9f80PFJn/+RD/2M6xmwaEUFcnG2odmCNA8WUymsOrMsb1yedhJaeqAOr9FcoE3hRmVMM+uambXxtBRarRzSiTQ2bHhBw42rpYbqE2pGmjJZBg5tRzolsAcKb7gRYS/Cao1aBzhDfbsyLcZ+gDYI6/AlxpnzcaA9JsrDhI1QX3yLJWVqM1IV+zZhKhR5g5E4n2/QOrK7OSJUnqYHTnlGdoXbcs9uec54fkGeF8xONI5UeWBkRHiG1YHlmH2T4y1mRlsNs5Xp9sBQlCmPFB3Ib09YqrxewHRgHAqSId+N3GlCRtejOxTBhkR62zg9NgqZYbhjyCNZRlqFt1VYG9zdws0+MaBIbqw3YaDySLKB8W0iiaKHI5ZXPit7dmXiziaGsXDUA0fbUwfxktPUSLIyLpXd2ph0YmcvOdrAm5Rpo7HcqytLVKVg3IiRB0Feunbix46n4qBCOx8RZmT9RyRl1t0NLf8ZrQl2OjEs/xu7dkTm19R6R1teo/pIagIpYWXA7p+DFGT9HtMTtXyDMZBPT5gmluGlSzC0k9/SaUIkk25+S8pvkDL7xq3O7tBUqQKp/pK0ehYcMWp6zXmEqjc0u0Xrnra+JtmJzIwkoZRnYAMarG7ND2ADy+4Gq4kpPSMxU6mYPWLrK6hnaBOUxpAyInewNub5FTUJ3Do7XU6/AKnofkFXo54DYGq/h3ZDHn5J08y6HrA2k9ojiROlfUtipbFH5IZEQq16Xy05UiRhsofdzJK+I9XXSH1gGA6Qzu4oMCHtGcP5z0m8ZaWSWmIoe0h7tD4D9thjQrQxyGssNyzd0yiY/sGdktXZa23cefJmUoo8olSwTLIMa2FoJzK/8w3YJmaD2c7u0Ow+R/KBOr5BVeH0HVvT5089Qo5COstUQz8yqgW8sWSUAuPMCrHeENiBOdPqTqFF00hO4Zj3hoOl+8pskW4vLxdDWvxXvarCOpMqgkRLEo6vgrp2McHw7IFYb2JrXdtTgsXcgVwJqZnO7OgFE5adzbHJCPQS8BzOtzc59YB/AkYPjgV6fbL29R2MdovKh4uEQYD5kmOMYwwixuysHYim0JIwCebHBp5KOKHdlnRANPu87AFFL7dPEWiFrq3rXqR4xu6sxaOWAAXNKzySdrkZ9yE2pkvMlY3ovLFqPvXojCLoTHEN59FLyyNYjpL0roufDHeic6/SsO1c3rA47lMj3M4x/qzhinVWZkxAcbaaV7c0OrgjXXvU6TkBVlQ2hifeGNxLxHulUAfLvVrBsZqE0p/vonstIWHjwUgHjwggpO8SGgCPsUlai7zj4oqqr1GrkbSKKo9oGNxBpi475OfUCH6GK39Z4zmIBEQC8+tvPVU26Y/ONG/bjfhZ+kLqP05c36yvncUDK2qskQsrNFpAhoRZAPvvgD4S1/Ug56crrON+Yu1d6H89KoqAdAPnEh1g6+PuIIhd7NfWX6GHLH5/W++MqMRx0CvANZylLb2yKJi8Pq+D/S5Gr66ILGzY2wCsBLdDBOuug4MS4MI2Tra9696kVcLrvLjiwe6UtK090V4RE+PWz6d9rnoCZGtWGza2C+ZxvZbhwhr2CRV/vdhoOoDxDtO0XL2jfsR8Iyp0Yo0G+vnO+9wY0Mg7cUfckYMT2ziBJyVOOBt7vIwnwSYX5Z2mvD8jWNAUSdRopNjtlFoLMHtwICY09c0G0JEOipo0VKJHkS/8kM4TUgnQgACxAgC2IcZulrDLKWw2qLpddRm4eJXJExhIwVIkHfOEWHFQ3IjqQUjq6JUv6V6pZ/QGwJTV7V/T0JI+4QBxzEkpIDdAir4T4s8khWx7t4PJnFEtO2dxFq/IclYs3gOKBhy5JOx6Q/eEsPfr9ImnUb1nRtIVTQkbs/+3ukREigRXq2+3vdXn+D2gaPQY8jEB6hxqOd5Q0/tLnOI9DE7UbGtosAtdNlFsdXmL5PNcSOTscmgmISdhyZNQyxUL/kcPCRC1yzvKtuat20mu9dc7BtEZ9X0t+Du6SCD1pETf3N9bj51YQZf5iWvJ1dqVy2el9zRBY5+K92Ma99mBQbg4FP2euw57//k7izrsUNueCwlZlm18+vvsSd+wn2KXsbH43GbD3AeT7ULXdsa2PcKfoe8FYaNQNnnL3icD3rufsDHXz7P9/Kp6L+53M3Wx3izOdJETjCtsiYpuA69tl26+zIV5L/EUHwOlPnII9Cq0/siuE+8/d2UkjfseHATs5Du7XC8RSaq8xsjIZT+Bq/kU54qeTqA+bNntuYVUhMsMHYAFk0qvJBbp+42FfIyrPojgvc7Em9QDG7nGZXZiH5ZOUBFSGrhU5+VYMyFkJrLtey48Fsm5tEDy6gr38SJxkLzfmUiOMdHwC4IR352+5BVxntRzX89swUibe+Vjt2Kyup8Qjev91StmUSGbo89brAPfcw2xk99vHWJcYm9JLkG0+YSiF2AccOnHI55kH30uVLsknBAY7DImJqQ6hl/3I8fmC3U/oq9xTzCb7H38ZfR9ndHtKwMp9bWVgpwUycSgyfRzuA+qkUAg7IbLAgHhJvh86eQV63ForzCwFSetrXi8NXDpGdOTtoL2dZ28wbW1SAz0qp8ubRfSXWj0BqT3DOzvvvsS7ptfJDe7m9Xovfa2+G6rjlW/7+7H9F4k277XIiaziy/Y+7H0vUIsnjeIiN1vrS2SepeYwN3gvv/3GPXpch4x3Efo/kHYrK0qWOIzhV6x5PFrr2YfIFWk96HQA30/88R2rxju1XY/fvzTkxDdfv7AP7yK1LYfdWP9qSf+p97TdZQYp7qOmKzfywcuuZU9vn984CHl/ft8z1nYntWurnn1/PL+9+yd/3zwFq7/8cEo8P377BPpR867/fLqAu/c0kfGxD744n/kXv60w8w410o1YxoKuWSEEyyVdIA8jDy2I+fTA+OuMh4aIt8h8g12vkeePiOLMDCwtoHzOXNcBl6/GSmivNy/JeUd682Esg+maqUuZ1Qr+XZg0onPX8H+tDBMf8fb8g0Hbplkz6J3LPWG44Ny/PrEzVL5bLdw3r/kYfdXnJcnHl9/zfA2Id8ekPu31P3/Alm5ebqBc4Ff36DNmP78D1gx3rz9NyznO6bdG1J74vXzM/M+cWMTL+wX3H33S3ZvP6PMvwP9jtlec+R79vySYn9Nm33MrDyhu68RhWXOaE7cvXyOlcwkt2SF/K0DqH/IO+Y0sr+/Y5wGPr8/82xYOT9W1rPx/CDcT5nzP868+buF2y9umL56zlAqWVbeLI1vnlZSFT77TNjtVyae0Fw5vayIFsZlT14mDl+Dtoq8XEjTzL/64hnPdiOnaWRphT/YLa9sZJ731LVyk79nn5/YHRfuXq/sd3tul1+xjI1v9wscGulmJa3C+GCMojwvhozC+vmIlY/Px9fjgNTG9OYVZV1J+fekkjj/zS/Ru69or/4ePb1mbP8DxaDq3zLbL1HeoPIKqxPZdujdDfbymfdCevUPKG+p429dEurNnpa/4OHwfwepTPVbbDZ4GBA1yov/lTSCjXdO3TgVrCXWPDNnYTz9H2D+Fwh/xPJ3zPIdpx0gLyD9LcvjmdPT7xlkZb8eGcotu8OX3kS6zShHbPy1VwLcfAV6w55fMNnKcf2a1p4YT78ltSfSkCCf2e8HZPgSO688Pv2O9uINvPgaHr+AN3+L8Q168/e0ubE+NpI9MujX6PA5efgK1ZHz+Rm0J/b6W5K8ZUy/Jkmjyv+Vlp6R7J5kK6MYJb2JstR7zjdPnG9/wzj/kWH9ntF27LljTo0TB6R+xXj896j9kTMPDGlgHD4D2VGXlzAP8JARmdkNv4OxYfYvaDZh+v8Fe0Waf4XpHXW8R4eJvTwy7L5HMLJGM8eTMdpb7vgdlS9Z9F8wm/LUFmScGO5+AaWx7v6ILWfs7dchmfBph1tXd7YkhZO/LNBcP9mSONAeupoOrrg8g2WghMxCWxCbEPVSSuMtDhC5pJDkF7gD4UCP2UoH/QVz1nmw+UEg3+C9Apz5su2ltpB0xmx01kQCsgeg3k8A72cghZTu8H3PS4tVOrAcLN2QGBEdwhGaMVmRLluknpyQYNGIjYgefFzwvhSMb7xUuzoYLFtzT/fmOggOk38nRfVDcha2xL7sbJteLWJ4g+gRB3AjMdKbEtcAeSQY0hL6teIs5CTR6C7fAQO2lnjF8ZzMIKszOVtGduq9i3TFdCa1wasokqDZ5QlUw4HseHP1QCkP+rPiWMQhng5GepKkhhPryYgUZb7W5EJEBGfmBnOV1nweRXKpA3XWgm9Y8HkVVSJNem+OrrO8w8RI8ohIpcthmUaj3mCei1QMZytJJJhSNOSzaDjfYi67c94iMQNKDbDPGaJJnD1suaBJHJTDG5KKBSdSiIDA54YHKpeSe+1MqBqSUKHjbdHIUoMB7EMd0hKWPSCm4b0w9ngjb3+GztBXpgh2mjOxxcdLcHam5NAPlujv0kGt8GlFutvmgYOEHyy2OCMSf8+eyBvwPigjwkpmwcikkDHbXOlIHG5NiLVf5EemmPX77M08IxjpjY17s+50HTR2ADAkECJx4zalM1U9Cbw1bt6Ceeja1N57xNhkTzSSSTr4u8dtqCchLr1trIOCybbKNE+QlaiEyp4YwAJoCQkU6wCWAZ5cEu2JE/H7671JJGR7ejJJB2glgj+/pj9GQlpx3E40xn4HUXXhbySSrTGWDl4EW7eD+LF4bZMFWcNWdEAsAs0ujxKf77rYXnJvYCEVZGFAzEv7rRuH1APldAXKXk2IlMPuegNykwXkiDOGIkhPKeaGXo2hj9mnmjfDqNlB+XTV0wMM1YrZTBqElL0ywWTEbMJ07/GEnDzZn65kaCQFG1JIUwM1x0DM3N4kYDdCTk7CboLJFPvXHGzWM9gC44CVAjV7rwcZsTKRtJGSE0NYW7y6ETElR3PoltzOpp4cWz3ZqZMnZVmPsKww1mBa9uqzG6/Oar5PyiCR49+T7BazGU2PwS6+hVyRccU005Zn/p31NSIV8mt/VxosdOlVcbcIE8oZjTlmlpF6QtqMlgGdvKKDOZEsBSHsiXX5NmzQc0gTUp6FzX8NpmTdOdBZ/4iTLT4HJmT/iJTqttF2pGYIM72RvQVYI1pBF6+QyTskwzCCsdLkjFci7b259vHwLhj7wUkWoK14QsOniWFbEiLHeu2yPZF8t3R17l7V1tddTwT42u2sfCct96Rv8nFSorLAQMeLXZbuBnS74/cg0bej4w/b/islxjN8q802xHdjr8V60rhLo/SBOOMJ36tKM7znk++aAxfNdr/mlviQ2cfRuu2Le+4VV6nvMSmeqydGRt9rt2q4EaFE9UyN+e5griSXKHH1vSvgv0uFprbtoUSlz6UqxTZQO3X7RK9aiIT3VVWK331PCgveiNYCMHa/3UnufQ78HIftvaM3kV1AVEiqJBQdzP3w1VwSKRG+Wov5EwCuEUmIBmXxMWrlaoSE3rdFWlSKppCTa0EmKiPkQtf6T7IjscPk7PupZv9sVAH5vQSQ246YhkRRUlIanGwQiVpSNL/NN54glUjSy4SYoQR5JZJqLbtcc9JEimoeswrpiKQHNE2Y3JEoZN17rJRPfo4gZrXqvbPEvOGyphbxwwlMsdQr32bQUzDom8vWMmByRtMDIjskHVzSs1XUFpo+kGSC8jnSiTHRx8Wsgh1J1lyNIYB0w9CSsc6YF3PfTYOIRcLSCctPwB64QVol1Xl7Llc988bQuhpoIrWy9cr76GFLzASv5rTwv2h3YDtIKd7riOSC1eb2OZ0hhyxPiiQ8bm9c8Ui8lyDG1rumhdEqa5ieikhUkuMYnMejDZJiTSLPsHg8Ym+BJ0R2JPZO3JEacXMkPaM3ncswLcj65M9ZerLS5Ue9ObshNfr3FcO6lJjg/n4LiagkiIb8sbnvJVJ97oKTBfDTe1ziiTVvIB++TZckAx+PkAm9tFFwgob0hCFK70W4VddZcz+AXk1NzP8S8l/q+ACQovm3SvgseDKJ1HuieUKHnrjOo6+5WvCelQPG4LFu2pHSAym/xnQCe+5XFu9jFU6ek1k/wdb9aZUQHw1G3vvFT1On/pmPDoJfD4C9+/cP5Eo+7fgQMP+xBMYHri3v/fyfdP1/hs/9IBHykQ/9k8bp/Q//aUkJAQbLpGak5dHBmmGEnEkPSm5GmRdSnjHZs+qOpsqqA+XJmF7P2JiZ2zPWYswKiyaW4QZSoZQzIgPrEUyVdXWHWZNrL9b5gdQWlvUNyc60nGD8As2ZJhm9FSiNtJvJeUbTwFPa0+qAvG1kgWkc0IPy6uUTZVe5qy8cEJg8AFu/GrAqLPklZrDeZ9rBWIfnJLvB1tVBMtuhNvImrzzsX3EcFoZaSBR2rwo3+4J9kdFaqUt1Rv1xQGt2kBxjPJ2QrIxD6LhaQkVIomSpqB1ZNSHLE6ktzDZwLIX9ouzXmbY/s/7qjBxaNLYztBiywFRBaOTDSs5GegRJA1PeITZRJGNJWccz2iolZ3KaWObGk868UWW2DDmzz0ZVZanmvfpEwGbq9Ib5kJBnE4uu5Kbk1pjWxYNE3aFp4gQueXUzY4N+dH7dDg5Ayp0grdDsBkkDVjNyarT5lrZkkrylcCalGeWEUVB7TpZEJiFV0KeK+W2gMqLpF6CVtsy0NJPKH4AE8y2shcbXkCpju6PUwrnNqJ5odgsMpCYMWhjHM8PwmjY9oPmJVhXWkZT35HQDKuh8Jpcz7L531rLufAm3GVRYOQRr+fdeZlkPzg5Y32D6wDi8YhiPXk4oicZLVEdk+sZLJ4c9to40VTQ/gS2kOVNrZZEjkgbqdIBk3pDaCmMZIK8kzWAjuuQI5J2dMeRGTitDhjwkyCvkM6KvQRdUFqpN3ry8PmE0Upp8kxueQBdER6RMyO4GYwd6i2Is6RGRJ7IJoplUnO0ow0uEHZpuMBmQ6k0JU0qkvEPTI4s8kdJAkgNtyKzjQG071tWlJ3ZkUhPG4wrFG6u1WpiHw1UTyU88tINSIQ/QdSY9morApf/xcMFCd9ad9BTBWbA5kAB4esl6Z71VaBpORjg+/Zxd9imcG2f8GFu5v0FnwG76+amX4V65ET2YxnBJBhyglRLVDgKEc6n9uh08G53961/CNkDMHVtjDBa5gs4QYKBfUK8fhY2x3SVQtLNvLAJx/3cvVuwMXIuAGb2wFq0zWgjpAOkPGuMlASJ0QKD30egsonfYNH0Yk8tLBKNVagf5RiwVRIq/p9AmlT4m5oywDgqYhtP3Mw6JpsQd5CD1gXNAQDtjbwMI4nOOigbQCBdWe6L3++gNjztTUK1s1SgOQMSvNwkaB+k3YQIDlwLZXGouzH0/UoAVEpIK2qsWOugRbK5k2edQ8vvcGHMBxjgT2iWzfP5EABdzz++oxRwY8SqkDjB0cN6ZRLpVwXQxDt9vkqyIREm6qLOsDUTVe1XEGJtF0oWeEHLAf2Mpio+Ga672N6lsSQII9hMOCpG8MikYTratW5dKcyArxz3DpQEnztjbSKf998Ra3D720cN6cqFXL2w9FLYJGIuu26ZEZ8F2X7H/c5OriGqJd1j3/tDx7gPE6FFcjIGzptO21rcKjCs9KtNYn52tnwY2YLCDIE41vDCQTa7Ase7H29V39LKGNu326HFzzZwVfwdEYtATR3ax/5s2d2dWh82UeB89hOs2qcvJ9XcazOkNTNyqTuxdW43i8ndwqViIwHRjQZd37e32vuI+tT/XuzIpl54TvcLGrp6LeBf9PPEuk75jZj/lECBFBVfafhIyaJ2dqAPWhlhJrrvschKr/2EADggL5Le+7qrfo6kTRqRLfXU2vHri23RGTL1JtFiMtcu6mQlJM1KTyxm0ihWhRfJF1DXCu0wM0VCyJWf+akgBUtwObg2FiT1Qg1la3fa6xntnjBZMNNjI5qBQqy65aB4jQEP0fJljKMgbQDGd3faErXPAQwMQEixHQthmsAVTT+5gLtdjKgEo+TuWJEhJAYyFTERonad4Lo2MsGrYv+KNL5NOofkusTe6tJgll9kSM9+SU8FKT7D33iYrpBL+ykVuhuQgnwPrP27cnOkcfgHg/VX8nnuVlNFlBC9yFLLZw5iZZmGPHNC8HBcbuPVWiUbOPjSd9X3xQ2yTgeuMf8OrIPocreGLxPgDvbG5XCcbuu1C4hnY9uF3+zHAJvfWCSUGnUXrS1zpCeVtf3qnqul6nH0/3wyS9udOsRdfRuRdLKn7B4S/YWxs6LDZdv0M/VrvVHXUYCn3a/Rkgtv2flsXfmu3cUYH3GT7dtxlZzoHGNelKGWTNIrPbcmUn3Nk56JIf9/Vz2MhVWjF341BMu/n1cfIZfC7vwfaSgy523OvvMzYluC+XFUA0rWff6ke9MeSbQ5s1atifq2ckMGlerC92wX1RJRZ8fsLyZ7UG/NEda02fz+pz+8gHkgKQoXUKO4KH9GcvuJJrwPeqN7HWu0JaE4kEQPmmEEhvdVjj819iQGQjKWMsEMQLI04IBuVmDKwNebtvq91ybGw5zhpx6dOo1cAbUmpGDfdPu9V6TT15s49TkqRIJQUAH2fr31ldz/94gr1zmGY/uRsk94Tgb7eJBJ3TmiTfgZv7MPWTyUITBBJ307mskSXVpStwjBWdPQMsG1Nx1j0faLbq+j9x1YJdh3ogZGx3rfhyj3ZbGv33ww2YkXyhA16IUJ4MqL3e3G8gujTI9arOd1v8GRHw4koPaGRYKvIjgRHryYy2+KubU/o7vpm/0sQZcKvvBhb/4d2/9Kr+i/rM+JIi9hAvCLB5b1cPcP6GHQbLlE1hldHe8V/8XVLA82BLcRgphb3FmoH1qKRuCGc/LY20kt/P1fP8CPHnyjHdH28s1X8xNEXd5/QP/6xH/7+fUfhaoPZfvf+Z7pDbO/+ut/yx+7hg3vm1YevJsI7l//g8d4D2fXPP3IDH3vUn7zM1c188PTyw3++Pw4ffZYfe9DrsZFPe8afOATh0FyXbXn6I1rfYLu/gvE5+Y8L46vGMD4xjm9ZKcx1oJ2Vdjrw7LVx+8cH7PCCty/+jHU6cbz9llPJHG/uIa0MQyatwvJHoy6Np7V4NvaZA0Xzq9/TzspD+jVLfmAe/2/o4W9Y8wMmR/QLw/YL+fzANL9h1S/4rv6CciqMb2aGe6X8asebw5HfHL7lxgovzn/NMFTks99RC7z95YGljiy//gKdE/xZRXLj9PQrat3B6RvKfMQ4UBn5/e4bXh1+xwtGnrNn/83M4Tc7+Jcj/MtCPVbmr8/Yo8I3N1jZo7/4ijyfufvtf6XYyngPVhJPww5Nwlhc7mbVR9raYH5FYeZh/xd8N73gr16dePaw0L54Yv6XJ9JDQ942bBxo00g+D9zNE7Y7Yy9fUc47yjdfIOVAefYLZxSKUcvK6fZbmlbud7cMKfHw+MiTVv4wCMcsPL+pvMx75pY5njLZlJ0mpDyw3H7L/NlnPHz1Fac3C9MfYHecef76kaVMvDm8pErhewQrlfbyLTZ9HBj+andGgeN9pjFR57+htj3j/AfS6cT69CXLOnAY/zPjcPSmguUV1naY/hVZzhQ5MZ+M09PJpWtSgXxLyn+LrW+Zn/4TyJFs/wGxA/L0L1FdWeXvkHTmZv0rdunAWv8Xqr2l6leo3ZKXRNbMzcvX7O4WTvqWsz1iy0o73VKmZ+zKZ4zLyPh2QQ+vqHe/dhnKdu+OHa9pZE7HzxA5Uw7/gZwMmf81Uifs9HtMX3Hz2T9y2J2w9V9hbeRB/4Zl/QXD/f9Avvl72uML9OHWnaXxa2cgPw1UPTLnV9jwDL37C9foPf2PZAq3+1+ADKy2g3pD/f0eWRY0gLX9zZmcj8j4EpkKujtj5TVpfoOsiTo/o7Z78lnR4/fYulL0zqWsb76BeibNe9J0IN2/xHSPPX1GtRNv039B7IlSvfF2GhbSsDId/gWSEk/HR9Z14WY+Ms4L5e4Febxnya94lK8Z81eM5Qvme0FeJurbleXbR9DGvY2UxdgfH1lz4vV+YM2Fh33ZfNdPtm46Oj4SjaysCKTssku4bIowOIOdenGGUglmQgDDUh2cJyH5mYMfuEPowYqi6+pBQDFnnKUDpLyx6zxo6c0dPQB2IE/CmXWHT6Qh8hisz8FB5cB5knskSDpikrFy447J6oGG2aMHudobNUdgITeBR/aAKkJYyaScvXeC7hGOoG89NxFusaWKSbro2naMrLojJc21dB0sl2jW6o6sRhDgX8hAgSbujyX1RshiUS7sDdd8qwyHOntjNuoIaPR1aGAzRkLl4AB3c4kJx98ylOrM39pgNg/y0g1WMjpkbJ2x8xmvNHDn29R1hk2qM7fazM/bV41E9P9IDgSqJHd7I7A1xJPSFnIWhicvLcUfl0RUWz0BYOK62sHUJoA5DJo5o9eBM5fLAwIwv5RB9/+THlB3yRTJaBpJoZefeoRhBtFUvSaXFSj54LMhEmgpmnlKniPI9cbaEtJYZqP/V7wHgaQRSROousY7irKSpPg7tIq0Ix0zEcmQDs6e0ycwpUg0PaWCQEnqY9UxVwUhkaqSmoOtHkxkzKbLdyNBI5vUgMacsi3A6o1Q+zujRgVEmZCUXI+ZNfD2hDJEz5gVdPGKF1xaQPs6jBhas0vZJV19/vUEUvp4Mn87clQCaNeldUkZjxllU7IwGf2avek3EX+agxBuRkLKIb0r5yUhD2F2jgAy2N8BYJnd0Jsfe/LpCZcw6CBH8+DaJpfrzJ5MtGB3SzS49T4wDpBa8uCMto8H7c39uj/f30dym9xZq1GF4nahgiYHZCR5QEl//ot+sqV4/0y+Pvo6T5GcTZGQaSFnEWw6id4G1+Cb260z2AyMXmkW68fxKW9ATzqBFEg7vxZHNqNONCY2vDolbLxvXHEPHShIXarHE73ef2fycfTNwcGXABesB9iCj1kCyb4G/Jw/PeX8BoTc118k55vdRONlZ69bG7BWsKFiw0xCSam5REeZ/d22X4I8IMOjv88zsSj2eOPbiuAkEywj6+jvub3FdGZokGykDXs0DWgrqDRf8wHAiZ1pudJKQ5ogbUKwqDIQbM1YNuqUw742RIScPImUkhsTJaTrGlDFZZyE2J+dtWnJ2b2NRJEW1QGg1fx3GcRWMm98TqYRZEbk936N6hKIYvdIKmRZERq6Lpgpulux0pD6iLQTypeo3bvEUfMYMNnZSQv5jJSBNE1YTdjpBeBSjiKNLF6p5L2+XbpJBPLNLVKMpDeIFWx57RWnOfq35AkrBWlOCLJ0g8ltVKWuoEdMX2O2B7m7zC1WZHiLoEg+/nj4DiSZYu8PCZGeBA0Qyjjj1U4uXSFbUK1RLZHCFqZYlw3SepV09X1eeu8BxM8TsbTj7Z0di48dARjhmva9qtEBoSFsSwD7xL7ak025+BwOp3WrFJAajN4OCOarBCKYBrjbEy1hf9k06zs4XtymYNGHCSz28g7OdRsaAnqBUQa5ZQP+up3tICawJVok7Kh54j2kdbwiVmI/6YSJAALF5fs6qLaNTWceBznEts2qj3dP2kSlS1TGuM+UkejP5nKe0UOLPRKN3v08If2jvefFpx4SlYpeFekDOKM6Y3oGWUHvQHfeHF5ONDXUFMkCQw5fsqBVHWdAydn7e2xNl6PSo0USPYUkJ2kf8+zoPoQUB+d9O409MvxfbZAHLA/IAHkyrB0wXkCbvS8gglro7ecTYAxaIxng60TrCdMKJWSLZSAxeW+CtCCyolLxHlvFlRSBlna08hlQSdFfoenR55JMeILg7dX2Lf6eELQTgiLh5PNwolgio1guWM40rVRtJNt7IronUCl4HztDcpf7CT+qV+DoHPM8Kmg7SSW5ZFJu6u+wzlAbmvaojE7oysX9MVW3O6LhW3XwPG8VEIKRxWdcpf7kVir5HOfYh4+cYz1FFQyeHNp8I4JYQZeIXcDmwEAE7CZ6bi5QHi7jLeAgvUXsCYleXeZrTjrxqPV4t5NFIvmfPAlkUmji80M6AaS6b51yJEI1ZOHywf3A9J0/cLv36+VOUnO/C53C//am7b2PmcnJnyVVl3hkB20I3xhPwOjq64gD/sATIiuW3vi/6WQ76H6yD4nH0l4J2KW1Lv4nau6OMZFkh6UBzTuQc8xlc7Mlhg1BQLRnvj41xkFcysmb14PII17B9jnCHoIEZRpVDZFQlGReYWmzFy2RsLZHmEn2OqxnT/DfcEkK/8SE4581CRED+v+Xz14dP3go+4nf/5zb6IN2ven8jPv8qWv/KKj/pxzvZ1Teu5i9/7v+w6uF8KFbuP7ID3II733/g8f79/JPTUQIORdIIetgIzZ7A9tag8eYBlK+YxiUPL5mWW9p3JN2C+XzM+yF4bmScmIdDmhS7uzMrjbkLKAFGfZu2PJrlEoaq2vrTwPFYMkvaenA0hbq6Q+kycug0DkCM4F2IC2J4Xh2SULzjGUricLKHZWdiC/oJOT1BazGfhWGWkm6eO+LtZBa5k7PDCiPN7BMA3LMyJwYToXDqTCkEZEJ7NZtnu6Qb09kXRlyou1geZlJwF5mUl6Re5f6aXqAmsiDa9KNVkgChzR5A6ThxJyUwRK3Z8Fq4kSGdWJ3FA5PjcNjpa3CWiEfoWhikZHjdE+zHfvhnpQLUmakJGRMNDXyukdaC8JX47h6xp8yMEoiRfPWKSVuDokhstwiLqthqWHnJ3KtjHklj426V2pq1LSgYjQZSKaMs5J+RKfflhtMGpXXVFnI+g1JJ5q+pTXXsMx5gNJoJVNxQL20mdLOZJRMYSjQRqExsnJDZ+FJyqSbwQO+Q8ZUyLW6Dr/usZyowyNLXjHbOTjAzufkCIiwikvOLPUtrX6L6Mo4FHKqiL3x0vS7HRxGuHNmcjsFcGcVu2LYir4EEVraoSUz7AuDjoh9hS6NdR1pemaV1zRJYDNNs5MRdpXUGqU2RGbUjpAbw3iDFk+QienmyKp0Vnh2MLLsXRqDCnImWULa6JthmbFWUH2OtCPFvOQbMSQfYTyHTExCcnLZqFSQvENKYZUZ54DNKCtiBWFCS0Ylk0y8QeWcSSm7LEAaoI4u27IoyInESp6MFM07VW5Y7I6azqyDIOlIlidqU+ZqNJ2QuiNb4lAK7Wcy0+nhlwz0hmOuCd2D1OYBjQZw5AshzGpPHjgwq4724ntZd9hC35+uZRpgbxB0PSL04DRCTLe6W8K+M/GjFLiz5ygegG2fCzaKhr5pgMXvMCTEg+ptj+3N3brTH1rGSPPEhsM9cf7GVkbP6Pdp0dA4yuqtA7SdsR/Mlw7KSdeL78wW6VUYPdDtDJ8IpsXcAeu/kwtQcHmO633QLlujXIJfo4MOVywX6VJPFn53vFeTeM8ZKaGj2rdO7YzRAF277M7POYJF07+16cRK9AOwuM2tRwAbS8xxgJhvAt7ELPsc6L7TBkpcfrTpvW7Odw/I+3hYvNcIJOisaS/nlg4QbPIJtgGa8QEk2JumwdoMpOMC7KTN+fcmap2VHueJZ3Ngp7+rmC8biTNYYamDGR0G6VUGnW0UwSdeZejYQzwDDryaBMusg8EWTfKkxPNGpeKm0Rzl+p05ZfEut2Uql7EWgimZ/DpyOY+DtPFo2/rqLNe4l01Pv89vH5/eFPtHjx9Mxyv/b2OMvQ/uGL3qa5uPwXyTbS6AM7vD9pl/pwNVEgFef8aNaQz+jL2PDHiSoM+LLTPWbckVY7dXI7zzLF1ur13ug/7fC0j2ThUHPZiP8bRg/ONMVbdVEUDT+2HEfZvRe0FsLEfrDdjlcm2PsiMw7/cbzyLxXcHtm12C/cs+McT389U4KMiVvb4ehs1m29U4y+U6W0WFxDM2T0xtIFMv4YeNwRy2w6sKUiQKPzGoM7Z1q9Esu0vr+TzypJTgSXdTu+SerWDmEiBSQj4pnsvEE/fOxAVr12tAPWAHf66UN0k3M5dVFFWv3sIbTYstvpc3I4eOtxLrN8BFDYkSqWFHkzMbXUKNjX3cR16ybECU32cJULvE9m5bEtAZoIa0BSwq4rLQxMF0UfN11veAqGLzXkkWIMlFx9obaqvvBRzYKqxSJHyvkCfHNT1hb60nUtXBOUIm0qIZKSBDzPHeFFeu7G4SKMUB2eSAmZ/uym5YjvzW4HGSJMQWXB5EQBqXmXe9zj8yxbbqxs6A76zhvp67rfRkkVmvPOgSbf0d+Nzpvkr/uVuxHPdz1f8mbMGlquDd80jsBXEz7mthXJy8LhkHm2RGVDZyXZWxVXddM49jyDGsJ8Kv5Ii2/dgH6L3783u42gGuft1nb69IzVef6Lb0ath+gF9sjsrV9a+/0J+l32Mfq77/BDsa24DorTlw3zs3GyvvXufqMheppkgyMbw3Br0K8eqe43omn7Cfbo9sl0eyxff+PufMK43fsbm9j0Ose1H1WDQq5Vqfs1f+rpDR7R0Tc6lXdzq4Ktv+GH6GdX8teQI6JbbeM0BvEk2roE9Ontl83U4uiKbqW4Ws/13Un0sYnfTB5Zmla9UTvnwKv1Pdf0vvvS9JnaUdP+gJfLl+v3ABUHP4X2u4fl697zKgNe4j/FYrvBPL+B1uPpdte1uXn4pm5em6eiKSFNf3IjkSyeHnJK/cs81/GC8+nEQFVpfD2aZ33GPvJ/FjUwwnYbg9b1xKYmVzu3xuVC69T+L3YQc2Jj/Efa245Gi3O7D5gIYz8AGkpyH14nrGXV368MUcofuy+fL8Br33l2336j5+t8Kd6S961a9ADLNeIWG+HiR8oLDHjml4VTM9VksSeZlrO2Pbn8v86P8tsW9c+b8AUrZY2yVaI/GBJz4uzwu9J4z1vTAteC+WtrlVlxi7+5OCJ7v6WtdtvIg42GP4DRCI9+SEGJ+9F3lBEZd567/f+moQffbsqpLtE44/IQnx/ob6oZ+/s4O8+5kf8yuvf/f+nvbBa13//noz6v/+wMV+4Nhe39P7m9/7l/zYL68Cgg8eH/v5e9+/vr6993O4LOT3n+FDY3r9Oq43aLu6zo8d1+DCe7fx4fG/us4PPvdjc+LjhwgMu4mUBX14TloEffgeezjx1O6Ypz3T+BnDeM94+C3D3X/lof0b2umvGb58zfTsDww7Ybo9c14H7OlzbtZHPjv+mnRS0tcTWkbKX36OlZV2/g80eyTvX5Jlx0GfUdaJ1/IrZgR58/9GXv8vyPN/jdz8ijK/JafXtPkeW3/J9DBz9/U3aJ7R4UTNe+r0nD0r/2JdIRt690SzPbu3/5LxrOx/+xu0PfHw+R/R0hjf/Bml7Xk+fs04CP/pl3e8/mIPf1eQY+L+1Z4XD6DDiA4Tevec5c8zZX5g+J++ZXxRyH8xcb4xnn4F+6fGl7/5Dhvh8W/2tKXQ/uvnyGKMu39gYgV7gdnEl/mWaUr88d54Nbzh7vcTL94kHm3kjzlz93Dg5YPw7I3y7E3jWE48jI9IKrQ8csy3/PH+z5nGifb4nJzPjDf/QBphuL9HtLDnS3Q1TvIHmp5p54osxv1+5C6N2NNAq4m754WblwWbhDYqw1wYzoPr5n/9O5IIeZep04mH28pSjePpgSoTJxnZtcZfvKoM5eM6/evDn9HSmePud1R54Gb5PaLGWXeYFYYyMZZM3S+ch5Hl+JJ6/nOerX/Pbv2OYgeK3ZJfFMbnA/P6gsfzn6M20+orpGSGX96gBc77EamFKT1BNRJfoXLm6fCPzKXSln+FtHtkrb7h3TZsUh7OxvpYSaffIuf/yOHmCw63X2L6gOl/wW6eYYdfwP4ePrtBnyaW3wpZGzd2QlhIybUc0/rvEZk4DxVNC/f3twwI8urfsTze8rZ+z1m/96bh40BbT7TTgTIa5eaJm6Ny+6Qs8pZj+o6yu+Hw7M9p9Ybz+QZrA6qfY6myyIpYJdfmyiD7L5BJyRzBjqTzRKoTln+L7R5pb/+Gev4VefjP5PyGxOo9JPZ/pB3+AVs/h/lXpH2B3Z6UB/KYqFp5nL8PxmVCzcj1gKQD7fYeUmKaZ1KdSceFhDDcHEjDCOtErcbw+Bqe3lD2J6ZnkFoltZlFfsFx+VeovEFv/0iqv6Usv8eWxsOsJHvGMP+CXRrZb004P/UIZ0XE9UQlQ3NmmuRHJC1YNteZXcQlZlI4/NKAszu07Ygx0vJdsKe9VFe7Fj/F/dLijrqsp2BnmTtR2UuO3blRcpQ1u1vrzONkAWg6auFOlYk7aJKgHPxn3ESw+gZBEa0IisrkQQyHcGK8V4SpXoJAEyQ3JCtm2ZmQKWRuQqLD2fjPHdBqRzy0KBhQQ1LJpXiSs9tF0NAwFuYA8qPJVvQ/wFpU5K6YNoQAQnJxKQhVWMMpTQ5mITt34lrIfZizSra9L3s5ttVIqEj0LLBgt6YVWJ0tljuI7dUGrNkZy1PInFRxgLtVRCoptOHTJwAn7x8aDnRPKGwBRCSZJErAu+Z+EiEnH73aLuXFDgAfMIOGl2PnAHTTVt4cR6lcF0ZK60wbfL1EqbGkiSxDsPAEYfW+EmSwnQccivtAMYyOQys5GNq17TyNMCxYUtcoluySeUgEJt5cTmzFxOilx9KCCUQvNTdMDa0RfKTs1QByQhicBUcmpwOgNH30ADHdgDgg6YPefbch1uKZKgvYCK0gNlN4ApkgH3CG0SNdRsmYID3DqGjyPhvS+3sm96ty8moDzaHvLc6ENe2BWg99vGmkbr1GGsLia0JcPisHsCodYAht72uY6GPHFoOIA1wbs1Gc9dilE95hqJqvSRFvVGzJJQvE3N64GsgK2hvs7Tz4kTGuZX1y+3974rADfSnWdNc7z9kB3zb4nhEVYxfWcCQG6QFd/7sinInJenm314AdS1y7T9CoyGAMnz4CfOnAZArGIW4/1YEUcABcxGUv/VouC0ZbNnDI72uI84QMVbD/u36wMyYnfzk2g+1wTXkPvIUBlw4S0ORAsAVzNHnlR5dw6Ukf/5xE9ZJCB0qimsRl7RxEgYbpGdEjpB2SbhyoJyq9eum/JWeN6mMkQ57xw6axH5150BrYSksnHye5hzyRSCR2vo+RvdJvbZdrcsDaDVLO2O5r1zSf/ZktHf1xeXQW/voMLJF08X2tLm7XckFKoYqAKKk9krSFTcxoPqBp8vFvjbIkds2oSVkLSE6UyRO6VZ2kkpcVyUa+ifEl+5i2hKrSotlvGiUIGmP8foI2ONs6rdHnB7CExr3n9ezrIBVagjkTdqUiaqTmFTOSHPDQ7Ox444hQoWR//1FZkbhH2HnSXhZSymS7QZv3kRBRUm5YG7GnOzRVWj4jUpE0+6sI3flcnnydjs+BhKQZbMVk52zg4u8t7e9J4w6dFateCSWtbhiPaqaq72ElJxILuT64TV+jliG7BE2zqKL8sUNdsqnbMO8HJWBHzHrSOPwDK1jI2wiPIGc6+GYSRBD8OS4IUgof6iKf1TEujWqxC8wxRMLeAaFNnsXGsAMz2BwJ3F4RETbHUdX+UPSEqgNnLj1zSdAayBGX0Vxj7/fGtJtt17DlXQYzYn0RX49e8Rp9F8Lf7dC2bTJVY4xff84A3AJ/6M1guxfh3ukVENylR+WS3PLnKrD1W/LndhCyV1JcXrtoVF9YVJaFP29BFOj22G2zXG6ns9FtgGAUe+MGoctdblUpdoqLXScrPu2wGkBzcmkh6++B4WrvqxhegYU0Z4ObQa2klMglgyayhCxjPSNJScnnrvcBSFuVim2klSAAqO/tXTbTZHT2f85Y7ushRR6iYVWxxRA7kvStg5XpBihIizGQkJINvMmqNxZPbe9JCNsBJUhtK9kS6BQs+AwywxC99GxBpDBQUbwXnYiQ0uRkchWv0lp2DggPOfZBbxLt+7Tz8EUUSU+YrFi6o8kOtRNmi+/ZWhAdSbrDunyh2paPSiEh2SwIQ+3OmfL1wf3PaUIkoXXEzEjF+8mpeXIypSl4ECk4A4+IHOnpZ+MO02feq0C8ujUnQTVt8oFWe6XBT4PCXvFrJF1jX99hZFLf8808gS0nKDPoLqqzu7yPV9dJaqS04j0m3nqMKR2DCQJEK24X6L0FvUKe6rFNT1RZyDulIE44ubDEvBxjYXjlvmiOYhDDq2C6vFKJ+es9w1K9cfuTNBDim3DZ3vo73HyRA96g+RR7aSfKpNhjzONvkUiAdNC+qxCY2z9AbH8JgCD8Io/NAU8S2oL1ql37HLPxKkF6RgYff9OK5QVKr/D26nEpGU907ePaZyAj+d5tr0YCq1cp430brFe0mCcSRBpJ1ksBmc3AgsgekQNo9T6UUiAfMEuoZrcJdozt7CrR8yPHP08lxDu48vU/fh7Y/OnHBxIL7z+rR8o//PwPgPSPfP9Dl/zwP947wT/1mX8OcCXv/v39pM0HT/Wp9/WBJMFHz/mBa9gHvv/PcayrM1fqPqqtVhrOip8GxXbGsoMkA/l8IGlhypWUKktqrtm8GsuitBlkbZT1CdRoQ0JKZZeMkuBtdke9YBRr5GEhC2SrJDMvfU+G1QU9H5GblbzD9aKXmZYrazGPkUsYmdM90k6k6QFyQrPRtLHoA8m8JNKkoVZomlBrqK0sq3pMOk9wTjRprFMiD5WSjVpmbJjRQZgHQXVGRnf486zkpoxaGeZMilI/UrAN9QS10ao7H5pHzEa0VbQaVG/Wt+Yb2jR6eV8TbGy0UTlX70V0FjiHozKIMlLZtZlBIaUzmZmyVud/no+YDaQ2uF+UG02UPLmv1lRZ1hZBussi5AoqFW0V5hGdh0hoK2qwmtGE0G30/hM5jehYGEehDDtK/nglxJIeaDKjIY+irYVZrqgZpU2IJow9loWUhCIzXXd1zYm1FHIqlLWQVpC1klgwnpCkaP6MJg4i0oRUnJU9LRmVQiemazNUg3mrhukDtDNJb0m6i/zjDdp21GXwvhMy0JJR0xNkpdRnWJswfYsQZdWSGNLojq8qxkqWmSQzKTeSGKoFW0c0jTA0REYPHOQEuZJ49DJH3YPdYGRUxRvvPu0cy17fOItRX7sT23xTsygtrOlMkka2lWSERnp2xY6loE1jU50we4FxQFPx5obD4E3S1CBF80kaWdx5leYMbQ1JmFJ3W5/RZBayB2D2GGyfCjbQ9BZrI7ndABnbLV4xZF6NQp3h9DWiD0h9BesJOyZMEzoOiI0keyTlAqVszsWnHQFebYxeHBQSiO5i7rBFvb4DY8F+t86iE7YS1U0TV7k0wgPXZ46AdtsX/brdYr+jwR7nF7mUy3qk51UKF/p1P98WxXlAQC/lzz2K5OKghb6pwba5iERgA5dKgL635SAId63t0AsXY5MP2KolLkG6xD33kHW7zxhnH9LO/vA14oGXs+ScQ5KuALLmwNrWBNfYGnldOorR9UOtM4962YHEIAMboz+ayVqfw/3zHaTt7O0AlaVLMaQoZW7/hL22349F00jzn3W+kBcQyDYdTbr8VIBgG1gbY2oSLLorN8GupRJ8PE2umZweqG6EoNTnW4w5st3HhWnZWfBxD11CDBDT7Y1t7EAk2HUd0I3G1Apbf45tvnc2X0cVLmCHTyY/xzanGZBgSPm4xfrrDEucEadb4iMYXAlc+qD7Sl4NsbHxOoByRWS5iH+5zFcHXi5VA5e1aLCt18vnymXMpDc37LJRxqWSxgNFid4K0hdTx6zE0GD2/ughV3/ZqrI6W1S2dXM5tsXKNou6bUjGFcULOlNvu0i8834K+cC7295vBMp2PVPDpl1VvdC1nDdwUC+nDLajQDAv497k6lnD/m6VBnA5T4zFlvyNebL1adhsmW02cevjsDF08T4Wca7LGrvaQ7bn7vOVbey9CWe/n+u30OdRf4b3Y6xedZW2b0hnN25/5GLj6NIsMf5dg6W/t65Bc30HG8s2xm6zz592WOqfdZmL3pDbm7H3Pj/Eeox1Id5gXFpDUnMNbu17q3liQ8RBdwgAOSrkuo3GICoZXWJNwza0i52V2FVE/LOpeINMLoCsSjTWfsfexPuORrteKeJSSLL1bApZHUlY7mvOkwfO2vXqLH9/vo9ZGt/hS3Sfwl9NrJewzdK1rzfb0as35VJJJBf75gm/q30vjIjFujZxZqWos0tFur70ZWb5Eug2v2tVRwVdS7hvxGbfAcy855UD/N7bLOVEou+jnSHuPqQvt77OLr7BR4+ruX2xNZcRfPe/na3cP9NTuBcbtT2xET4F0KkfW4VRZ1L309o2prbtkXgFDMT+1/fGdDn95QTx+w4cxrj0ajEAa/GosZ4NevJRNhvVbfmH1qfbpO1r18zfvjdv875svse74/exce3/ikQneklCdx+s9w/aqg/fP4Nd/aDvL+k9e/TD61+qz9K2Bt69rff2HzPoOvNbNUr/82lM4XePkPXqcz4kKy1sbR+Lnox2m1vcjgaxwKW0KhKyamxrO6puNzm/zlyP92/j9oy98se3n5iPljxe0pgf1vdztv+1IAH0viYW9kuuztx9Ud8Wzf1GUR/HSOB3Vv0m0yUE+UoiGa6oLVyqYdn2ZJcK7fvyZX12wsW22t6xF3jCFfO43AzvG5f8/NHvYAPO+7TY7q0nyPp+GYnIvgf3ykfrf3fFBCPIiJsf2W2zj7GD3TXM/Rj3Eb2raFeuTqyDT9pKYwx7ZXpn+sQb8gRBh4476c7n+dZ3DehxxvaOLdZ7H4teSU5UGmqXpew94YaYC92GRR8fzKsALK5xbbd71YfFfVpYTwsf750q1V6hdOVDxzqV8F23fnFx/W2mRjLmIsnXfYu27X/WfbvUbdtlDLdzbGMIvRIEufLtpG4VQtIrHDYiIF7NiUQljly9395vJvwA5u3vXi3jQ3bBD7p/3mP7XunYq8GGiMl7VWxiq2IyCXtU3SfpFb/bnx8//vQkxPX+YO//8EeOax/5ne++9/cPfedDH3p3l736ff/Fh056vRF95L76P8J5ujhU11/6kef92Lk/+qH3Pnv9a3vvvz/4ml39Rz7wsw8cH9xzu3Nx/bkYxw+9r2u/6kePqw98whTZDlX0zVsvPz59gdWJR3vJzJHPb7/lbv/IH19Uvr9bufvmGfqHO4ay54vpe2p64NX5hJwK6fuKLrA+LSR7ZMfvXCvx8y8ZC3xZzrQEr4db0MRNVUY7M0wraSfsl7eUutCmhnGHnh+ZH37D9IuB6avC+u0J5ifmw47lxYFdgrusJD5Dfv9/RA6vSV88YqnRBOryxKn9DkHZfTGCJZ7mz2ir0HDw/vGtQjXmW2E4Lqy5MX9mDOqmkt13sPue837htJsZD885fPYV06LcfnNm3yppPVOGA3L/FSoDVkdsOWHzf8DWlfn4JTrsWfcvoBTenn/LuL5F9R8ow2ve7OF0p9y8ntg/jLRfPvD01QNv/rij/X6Hnht2zNwCX8jCYCd4+BZpI2N6Q1Hl8PaMSuPpzRtUMlWPNMk8jTMtN776EnZNePX9mfPjzHALeacclsq0JPL6RK5PsIzU9QZ2FTmsnM8rbx5m0pjJhz1TPvD88AvakJkPA3lSds8Gcvn45Px+/F+9ud7djCShPhbaahx1pWllfHjJuNxjt89ow55xODK0fyDrkbUNnO4nnp7vuZ8Tn3+XSG2lLH+E/EgZfofJS87y32G2wNv/SraFMhpZjN3rRKuFt7pnLhXVBeyR1oKZ+/RfYPkdk37BTp+zyI51+Dcsa2E5F9r+QLu9w8pbGP53Js3cvvpv0FmZ63/258kDkg/cjV9gBsvyGrOVA08kWUjjIyrNE3RHgc/uKPsDst4jdY+VI3bzFjv+AR6foP43tPp/plKp7JCnA+13z5HymvHwH4En1L5B08hqfwFdg53KqXwNzNzrSlJYy3Nam6hPN+h6yyALSb6m6WdU+ytUzrS8ILcv4H6lHUfWh0ayM6m+9qLDrLBCOSeaGOv4RGoTN6cvyGrk+p2zSecJqtLyr5H0Fm33qBw4L/+WunzJsnxOaQk5/COp/AHTG1Ru4PgH0tP/DLJSZMaOGf3+Bru7Qf7iF2SOTMt/QXJjvR1+VhLCpd8LvVmcbAGVIPMOqjfJFFsxVjS7UyLqjEipAcqVaACs7mw4mB5MNQPqGTMltXAyUsFSIonrcDrrxZmuGvIKFg5d2poU4k5McmDFKFwaOMeWKAsmr8ESWe/AMmoRrskcPnZvrhzBShoQKa6XbYa17AnnFP5YG7G6w3JFBmefZnGJI1Vv/KmybNsTV26r9VJz7WWoKYLjcJzqCWNFhim0Vh20NrwvgshIMmevis7BgClx79GArWukR/NVab3ZmQdQmyNfCIc5I5QtoHCNcW8g6qzcHEEkbE0OkwM1LikBOk6gDVlPP9yrf2rCKaDOskpkWvNqFJf8UGew5QDkpaEKrQmSBlLa48yeuK65hm9OHpSnCAprOOCSXKNc07o5tT7pQ2YldOKlLM4wbPi7NyFZABRiOKvoLTBAOvi703kLklVgSQ7mp7wgJiTrvUqOCIqVHY0Rs4Y1lxXxoNB1qy/gjeug9nco1lzDl+SsZstYNH5P6v1AJI+4w+56w42zny+0dSX+i8wg55j6EfBYQnJB8hC5Cq8Qai1FyCd+P9EoNoUkkSQPPFoEmxqRRTPXms7WW77vEBm3QERSQRjwWqEWsZlfw+Ts9kAdcPXXlYi0H/VT/Lwe6PVANXsVAupsMe8z0kF6B209zyQxJnG1XLG8OrDRvHLJ5HlcogeVS8yn4rBYCvZZ6z0uerQ1gYxbHLpJyKXF9YAjqPT3vmIUTIYACYIZpy1YjiHN04N1xgszDoVmbDJxPWbFcC3iCCq7dAQrzp7173qliPpakAxp4CIp5GfamKGGa+KL+bNtCTD13gqAszq9+aeDzHmrppBNJz6zJVIh9q9rkExBEhLMXdEAAoI9LaW/P4v3GnrxkbDekmD9OegJtah0ESLxFkCEgKQbn/mbLNJPH17pB5YSub5AdIL8BuTkVR/Rf0ZMozdEgjx5pVurlPoWVEMeSaiavEqvLs7yLQcc8KuB07jsh8kS8f89JhOanyAtSK3kNvvcs5Fmhtns2tb5Hp0Sus9oNXQxsDNNXpMEhpSc+GJePVhn78s0rA72aP7W51Le+3tZbxGbsF1FSkMGl2nQNodPucNsT7LZ118esekeY0E4IaYMzTAV1hqSVXJAJJFyJEDa4LMimTOcZfV5ZNEbYxAoXYKqr0/1MROvmmBNDqyUN0irlPmEpIwM+7Abi7/L5lU6Kb9GxNB0Ahrp/IDVgq07sJ33VeIJ0151sMZ+bMBKzoVxHKAZ1hpKotkeESNNijQjnSIxdLis148ePcnV10qXu+ioTp+IHeyJMXB97gO+t/SGzbEfbkzY8PsCPJZIJlv3Kzqo3JsCByBkcgUGIR5n0IABSxMd2LMudYMizF5R0qWDNtmlADS3e5tijabwcfTyfNKiQsC2IXC72iuvytVzdikcC/vRwcoMMvmle+Jkk/uUvgX7pUNa031VA5nwCq5oLN/B7yDviESS3px0dZ1st2ic3OVcxDoY2ROzxsaGvq7E6qBlB43Ff781iMbnnYPVfS97cl+ZHRC9Wrbx+DlAyIWI4LeZnIwiI6QjlpYtcSUW8kYpe1JyOWPrgqWEMoKs5PzGAW29ARkxfebXaA9ut4ew4W3xsa0TpiMqJ5BK1mhyn7PLBbXRbZs+gT05OY6JhJGz+3yKy/R6hUDD5MGH1UYQ8ZxzVMUgArsFpNLMxaNyE5IKVlYsrahVVBNZvOqAMnixWDO0voUcFcXWsLoiOlKq25pWZt/DbI7+e89xVOXo8ynImmp3oInUoiFxw99tHiHtnCApM5I1/OaYu4R/TCbnQ7g3i5MYZALzONZNxIiYOflTwNbRJXnLd1g6IpaR5knDZrc+h1KvTHwEu4X2GSZHavvOryXeTJjB4wrR/U/ON1Pf6/teJ63FUvDklKQ59vRbrPuUuqAygywRn0ygCYtKHJUjYgPJDv6OI/Gf0gSsmH4NrOjqczeN6jmPdov3zupzQyM/0yCtsKq7ayU7+a8TRLQnBtyuewX5EXrFM+bJbcmQ7jERUju6XbCwiRI9zMyT+JrdTrlfpXhQ5ElulYaQSJpiDGa3CZaCOOcJQdWQJtToy9iTG0XgOnGDV6OQFUmPXjGiGWFE2LkUubRwHyvGSJLRbXNbfc3mt25jZAg/7ClskyeNJHWSRydfOQlaWnP/Jy3hC+/Cbx4xHRFWhCVimmEzhV7l973HRnrncyeXTzJvf0IS4ucYzx85fkb8/M9zvI/of+T4QVLjU44PnPNnnecj9/QpY/TBz/xTBve9xMx2ik95iJ8xYD8HNzFYF/PkejLSaAyMKEbaD7B3ICwvkOpI1kyphVGddV7bhEmm0rCsyGGBulBPO5JkRrkhy85jzGbkNVN0YGBkEDe8ltpGNEtyizKQcG3UlHaksgOpqFWQASkTTZSWvRx10AVrM1pdKmFHRlc4tQFMaWM4iHVESNh+ddaUGbYaa00sj4V0a+TSYBR0L6yjsA5CI7l0SYsNWRs6rK7jqhVLlWYrFWFtA6rKsHOd16dqVDVkXEliHKuyiBtDaYoN3gQn2UC2AvOAPY6wJjQraVwjuMksDGiGqQ64NryDhK01b2IKYZiTl49Hdbkm816lRUlFSLaSqqAoC96YOoHbUPPgv7O5GLM3FcwVckKSkZKRp0YaDGuyqWF8cNbmR9fU1ewOg54Rg8ItIgOSdt6MKt1CunegywxGRQdDp300jlKaNM9Sl4IkyGmmcqbpObLEDr51Jlsa2iaT5BvCGVgxu0e1kHC2RUpCSqEtrMHqTZNvpNaCvdr/6+WnuWR3QmUChuj1q862k8Wdd1avmESwfIRdQiZBdkI2IWnxRo7zQKuZah6Y05xFk0QRbTSLvijqzgixWdsyA0oScZZGxoPSNGGSaDbQNFFX1+bNOZFEEF1JMmO2ImWNTfOAyEBKI0kzpTYyLrVBi3JTEYZUERvIFOcnlA50hbZmBk1KM6M1z+ALK5qFJkKyhqwNaSupuXRCnz+WnFGI3ngZLhXSSi0rJKWl8vMIToaPkxEgUV8fgoOa77EDOyO2ly7HBnPRNb8qeb1mXgR704IR2AkQXde5s9WsM/DfMdBC1+c3gknrg3H5Dv4c11/r2vVm7+pvSm+QtvUJ8Ot1DXusB679PJ2h53Nf3mE7dybTJRN+CTZ7IMCFVWhdXioC6x49XwXJPhjBFDdxBpnp1aNFYmfr8dDiUpGQ6YzEeIfSx28DRPtbScDg90MfyxjH3qx2exct3nM0Mu7v/1NA4XcO28jTjmf6ZBCTq3G/8BIvVQVXYy5+7xtzlmBtit/7psbYK1uI+93GTra3I+89wEVf2bYx7r/d+gJcsZP8o9cL7up8nRXZr9kZPl1mgPc9lkg+mG5j1JlCIiGTZSUAES5M0W18rv69nTyYucEMti4FtckcCZ2N3QFa2Zj3vqZ9yjjoK8FU3hiZ2/u73IZPD5/H71mP7Q4vR1S8dJYaKcCq/p47K7LPtZ+ebJcUYP+BJzR/wBrtkhly9Vk6eMfVHO8AeYzVtibid8RYxWuWbiffqQxIYbfsA+unXW7gip0v6vfbV0L/XZe/urBb+wN0O3WxKe+uzeufbQZ4e+7r9dWTpdvft0XVz9+TEp0J3+1LP/f1hXsCQuMuhM1ubUy3/nxXb26bw9129wnWJVeu1qn2ZxC86bexJZOkM2fj/V1fj/58/T7fnaXWL/sJx6XyzrPXkhwIFRlQvEeDxX7lSehIJtvi42jVfavWzxZsPyuRCOs6y76+lMte5E/UEKvu+lhCWr6qWImEzVWvGATUlC1BFNWZHZztDc77utuuuYHQgofww7bm3M4l33uvWLeYBNAWVncDiQ1sDTvvifpL/54Y/E1DP8e3w35LrCfCToZhlEhyQ2cx97kZRAtRSG5nU2jHb1Nn2yOvJbgMJz2IJ+C079XZq1SaOEi6reMc8671k/rctIqDxt0f6Um7y7y/+A4fn2WXj/R9uRMq+rq//v3VfiSJH1b2yNX3r350eQHx/9f7ZN9f+vrrduP67u3yzBsDuO+b3avs77Wfu7/rq3VnvXrxPXvHZY1/XPv7vXvexs5/ZttFfqyv1dV49mqrK+m7Ln1ySR5cfa9X8vbfb2NwsY+b7/pOBdm7tnOrCuw3LdfP1KuNr2z+e89/vQf70Ssi9L3Pf8LR7bGFtdzW4NU8AFyea71KPIWME4qTSCqIA+RbU3Mj9tr4vV3NkV5lQawhKXR7cZEXHOjVUhf/ufekiIp4kXBZwpL0pRFkHds0/mNN5tgzNEBw67Jj0Rje0mX0jbDtHXj1Ob0VjWxjEaupy+HoFViN4AnEKxb4ld8pV4x62fZQjfH3+eHvo/uRTvXY9jprXFdubeup+yvdxxKNZJVtNs33qwLRM4Ze0dhjCrvci7sYrQ+uP0uSqKL4saP7pZ6sv/glPdF58VEkfB4nTtgVLzvjMXWXOgpfZltDa7y/vI2fj1vYIoskm/Y53ckk79qweLg4Z4xDJwBeSmPpNvS6aoZoHL9VTgYJAo33kWOObD5qJ6/F7OmVy/3Ztgb2KYgpfZw9xvMqxhz3MF89B2w+7HUsuyW0+1P2hFOMg3hF9PaYXL7a9zL3MTphLioh8DkjW2+2kJHaqlPCh9181D7MV2MfKiVsUn09RovKuq1yN797jo8cf3olxHaz720i79vdH3zpZxrfd87bF/R753h/b3/3Lx+/5seewX7wlx++nP7D9/baH9zPxy7/zvN8+PauZuK7n/vRsf3A+/jBvX/kgu+8HvnAtd87/yf4D+9+7ue9ezV4eCy0ajz7xWumgzAOd1h+Trt94DTNjH8ceP6HzI3dcpPvGB7OTG9PLMOeYXrOfFt5/PxIPpzYf/6K9c3A43/810x1x2fr5+SWeTMbVVfGR2G0HXd3/4ph2HE8/Bfq8BatGVUD+0tSe4Gk/x0Z/0gZniH5c9QWlnlBbIdMB5J8zZE37DBe2sDcjnz3h+/ZsefP+JKmA79fvmTNK+3ZN1jS/x97f7YlW5Pk92E/c99DRGaec7655u5Gg4BAEkukuCjd6An0MrrWI+haL6NHkJYuKGqBhNDsRo9VXVXfdKbMjIi93c10Yea+d+Y3g2iIazG8Kr88GbEHH238mxmz3YJl6s8qeshM5zOyGve/fcWb373i57964OV4Ru7gdAP39RX3NTOXzPwucXMRProXyif3nP7551TNrJcjaVX0/ncsOvN1+YhM4de/mqlL5q/+feG0PPJJWhinxFevB+r6is8+/MiLQueMDYnjkrg5J+pfH9G/+pDx+MB888DheM/tR3/kQW/4vX7Eodzy6vFnVDnyMHzCysqDfoVQmUZIGYYpUQeFQ0EzvNfKWSvTR5XDYgxvKuk+834+cBpGbo7GYR65ITELrAssF4GbO8aPPsR4h/FbqglrfYBRsA8MVeH0ddpqB31Luzt8DjaRHv7ckRLLbxGtHIb/HJXPkOPX2OGMHX6NDb9G9EvS+gb99J76yQN2/4L8/hUq7zjdfokyY/JzslUO9YGzFM6nfwPplsPwS1DjfP85icL06TtXyE4vSQVE/wr0kWr/NVU/Yk6/II8j43BgyCPl8YzoPWn6BTJ+SOYR06+RdYUyMOTX2PS3SP6MY/4/oDpx0YFalfLuHk0r9cNHyCvJTiStyB8nZDV4+TfIRyty9wky3TG/ecEoGbt/ib35lPv5BZfpzFgmOH3BkE7cpAtV3nK5qSgnip5JAxyOr2A19IuvSToyzp9iOXM5vMSGTD3+c5Ajl7d/ZD0/stgX1Hwijy8Y8oGB3zHYit4OXsxbbrDzLx1dkUeGemE+v6dK4XI+ISkxDQdSTu6ks0yx2ZE5L29hWD3t2GrYdIOJcl7uKOvMxAPj+AfK7UQZB7J9jr35nFlHZh1ZuKGOf4bmB8rwhlTuGMbPkPSeYf1rylh4fTBIIynd8mMKHO6JotaziwwNbTIMiCSUcGgJEMK1I+oU1B2qDBXRBGWIywQ3YNx2JQBs0yXCyKhDIHbshEdfbIXU3VFxAYqjOGRAmRxBxQOmK4lMZsbMHaBQPcoCAW5BlJrvcUPBB/47ucAp9jaQPJE7vHgYJ3JEmTDuMTuFYAlemFvdj7S6gOYAPO/nNm5DZIGe0kYCQe1pLHqIt4HJgNjgUR2SaIhhIObDHXfYI1beO+9KTVkIRHBDpWVHY7sTU0iTS4baEM4l0g0M2eX4algtwJGW017F3NlBcfSvxPiLG5RMFn9+VTeUBRrQvlto+M6WQvmtGGowWCZpQllQWUhMgXp2pdNlX8FY0KZMiCOPkgUSXV0x07xiCJpnGp9vzjWX810ZTeZh5hJprFS9iKxapVJIFM9JSkIJwT7fhOLlqE6NPPioI9Yzp82YYYSjlIj2EawuwAUho6mlwWpJISpwwezkqLNwnIlEIbbkxeJLdTQjnEK3i+s6qlzwtChRCI6KSCW1fN2UcEQcEJscpZcOHZmUrIBF6smaw3kaDl115cwWPzcy+llINnS5zCAyeInXeOlpfmqQAM/37+Hsm0Lr+XWjJgkrjgaMmjICXkPDSE8U6O9oNoTe15S/Zpz3W60ZKnIUN7QwHNvO2RdGzbY/XNtKeFHcWGWroAtNyZSeQiaBHLG43p28YbjJKz21VjV6/QWRMJD4v6WKo7YTkJuj1pVArwmTwQ6x3i3035VLSc0IE0qeNpoTxtEcUVY2et5+Wb32D23OEpZHeoq+nkLCMPUIAkseWdDskB1V1xwR1oxwTclvv8PZZTWMATsDaHN06G7OSTiqWPq89RQPYSSwJXZe9sgiC5ogzBhD2C8KGjU8pOWvF6XlgxcNWplCJW2OwieG1R9qQqq3IE4uJFWyvEDkJUv5mlpfo/IS4ZakI0kHqO8Reeu5wgWwEZaDRwAMnt/cuHEk4uPsJyl51B3ZjVVZq9NUew0k8npHqjNFldUGbFphPJOmFwzjhFZxwJOurOcLgjKKI3Kpl4imOMYg3PlgxaPuSloiWu2A1wP6EGzynOAUj5BcMzU7OMJrYEzugCg1sigMmE2QZgcI2ACsiDxgaYHhPciApNnp4Nqc9q1mwr3zhdFTKS3nkWpGXjKyClJHkho6KWVcI2OMgSWSDVgq2KBIHsj5BlWlXLzmieWEMHT0qOlNbGWPcvBz4OfDJEMRNyLaGbGFJDPCEUuOlBat6Lri+flPeKTaC2BE9caNhcM9SIsw+/7dphp0qfG22AvW0u11I32JvS1xFpoRq+nOwUOJegXYDrThKfM8UsGQFP1S3+MWtSskHEdizWAa8qE0p6PL915TKNaY5oi7cfmHMc7h4vRT52BjTbKIQvJ2iHc0fvAY3yk9TaLJZptrDq1m+O2G6zDYdtkg6HYzEu4dBT1ljvNq5Ozvy1PwDKc1Yl4vpNU06lGurCCLvyOe3+qvNcOhtJRe8W1Lxyjt3bpET0PWoAaSPRDFjefgSH3pjppCq8tmOsc4gkZzxGWIB54W8f2BJuI1XETowSBSHZ2uW+oXE8H0BPXeEfua3LY4JOAUkTIX0BNegypjBnV9jxff/cLJvn7oILwWgZJPvlfyB5gcIN1jGnNvxa/LwRcNsl3I9RGv4/LCz1o+xx51ep9qyElp9X7aDObocp/KyflpPZAsI+ULhAePGhKPwhIbMW0gxxGz2ec/O9BPF8VrAs1ARpOD4WwO0MfiPK+K10DKrIgYGmnCyA4woyygBRk89VKyRxKXQM8PkcLPELuQ9Owyv9yBCVUvGOaRBVTQSzz7RfC8cBRX36N5eIBxhaIeEcFLXK9yNUTt0fUfzSFvVkhfY1apGhHNQ0WYgBdYGlg7/fmellrh7FMH64gR0Z3ZUfh4JIHrSWeQJWzw2dHyZXYezwlhcv7ZIkV1gfImZJyXITG3tHBxTta3LqM24FV2UJ6kCyIX0CnSPBO1H4JWpARD8hRFtYGpPMuA5QG0eB0oSTAf/Hd2p5BGhoAIkPJTmYHUIpdylyetGeHzjEenZ8cPrIRxK/T/JLhO/QGiQioVWKnmhbolh1Ohes3ADm5pDgE9ekQT70FODihNo8uZ+oBYq9kTkV6iMHgkm9efGSG9ZHNG15gXYq6j4DYAd0HT3uF1JsVlHnFHp6Uz5Ed3Kpq6nETGxLBcMRsw+yiuj/VU5xk/1P4j1IT4Lsv6T1eO/5O1f8qu/c/wr/zTtOa1+7b2Xev0fYOQ3e/vmcj/mNvChKpGreIhyAMehZgTOiZscHRMXoUsyQuiaSKt5swnj4hGXsFckfmCTInKjNmBZB5yWm1BK0hxD33SicQBInFBDxO1A9jRheUgvsIYQpHiaVAyKo7kh0JmIdniRYJMGSWRLJN08oiAlCCbeyglw5SwOQS7ZCiJUjz9SSaF3m5UEkUHRsuIDqRi5KVSVbGxeAG2ULSVglqmqhekTaNgKhQ11qJoFIldy0BZMloObkCLsMtkiaSCrgNyMRgyCRhSZRxWxCqlKlUdQa9pxJhQEap5cbieIzJZOP+dq6q5DCLJyIORTd0+oUpFHVgV14rQUymTMjJOwODh9dqMHkAwKKstzPPbWwpESFIPecyKo8ZtRuQGS++836kpDBPYFCHtC5zGCE3LkU4jrtXkoYFSUDt7FERLR2DhaR/cyCRhcJAoaOYgzRSC9egh6z0nfgkHfApDTTPuuuJtckbS2tNumGbMihcItIri6RpMA6FYkvOotMB4hmGFXDyiRMA0ed2HYQhFRxAriEYtCalohMbWnubCc15S15iHdv7DQy5HdyzY6LUVVFEJY3RL82KuoCeZHFNpbjhGBhIr2YjrfXFF3FCUQ5lwRTFBjp8URo3kKAi1qFWBr5Hk5LalUtxIbCBqiNzgxuLFaYAMYUxpBrviUTzJ3yc/gvE+pW9hSWo5S60hLKHR4l4E77tQczt0mAtfzRGyQzU2B7Lsb9whMqQpfrJ935GJgZbqqFX6dT01iW2f+WbcK1j7ZwaCqKUYkWbwau9q446xE8/q/WtT1i1wu3c2Jba9zp/9nGtJH+eGYvOcr1t/vUZEU2jl2Y89+9mxvPbIKBTYkOb+zHZ147Fpd3dTUhvKKvaRtbmMazo6/D9ckNmPYG9U2RCFfWO5MrVT0P3rtE190LN2ve+JeEaLRrDdtnkGHmlcwfrMtDVs8xFzR/J5sKDvbaIt0Q2yfZ/HMw2aZWRDTSbaLPeRNvRZM4p2EajdG+hba6jANn/iBtrd2Lf5289yFPTm+br5/RL7rRvfkUA5PUO3djRfW5m9WCX9U9ufxd3cbv18OvvWrUepP8cfsd8Xzfz/Q/suNrnIN659an5id/bbt/uzxg7ptTtrzcG470tHqDb602jWnqZs3ds+2G3M/bZ8dryfitDtHc3wuEfn+f5qK9N23TZ42dHqp/Mt7dwYPepHnrwTumN2R+s3RN1u6hoyXZ7Pbdr9vf/55uAdDbn/7tsmaveIFO9oqfZsG/e2P3f8od24i+jbUJ1xPn8iK33CZzC6Myhkim0+2rUGTxyI5tOUZbcq4VTS1J3b33D/GjSUu2iknFF36llEYCHW2amEc6UVbJbOt3wuNPbFk1z3LcUVsKHYmwGnOZliXIYbxHb7UPbrIIGAbDy970PoEX5xNqWnnmlr1x5htALw/ZJ4d3/Xbp07nW1/i7nhKBD1jR7357h24XtBAnzRzlabSFJMm/NMPxpp66dZOBlrrPOw2wONnvcF5Id46p4mb739gdbO7DfaXp5of2+8ZePJ+3O6v3f3/tbvJ4/an/nnz3j+7tZCvpNwFrSosP7f9qzn9KLtHZ59vvuwd1+eXNGn/8lZ/xZa02TKTkf3NCT2q+xYSkM3bxPy9Pw3Ovnkfbvvrf3Hvv37J+0532/v33+3J9DP+NePbX3ft/X+5r7wbjfEcugUDU0O7kShfWc7mhvpbBqN2Z/5xj+aHB76qkeE7s9N0JsmO9PksLT1WyLqucnE7STt50sidk5c7hKJlHDAxu9aPI+E1ND0ajfMPqn/1ehB5z3BW7qjy6nu/gxuc9D2zY4u9iikrc5dv95aKrUAREA36G+bs/G7hh7fySiR7qxFz7kekdloV9y7i+r2eW72p6CvTY8U/3aT8b67PYn4eSKrbnS+05YeRb+Plnoq0/gzA4zRn1MgjOdPdc5A1ttuLnZ3pSc88kmnt3+0aIHnF3Q9tq3d7hztaYLBJl9Hr+XZ+/o5Trvftt1rISd0mSJ4eezPjS63qbT+2I1VxHMs0kK1cff905wsjUzt+tnpWpvTJ5O0nfneP6KPLSqnXef6atebeuS/NUZId1YLtGjkvqY9gvL7m5j9ANe9tmu7tmu7tmu7tmu7tmu7tmu7tmu7tmu7tmu7tmu7tmu7tmv7D2g/GWdybdd2bdd2bdd2bdd2bdd2bdd2bdd2bdd2bdd2bdd2bdd2bdf2Y9rVCXFt13Zt13Zt13Zt13Zt13Zt13Zt13Zt13Zt13Zt13Zt13Zt/yTt6oS4tmu7tmu7tmu7tmu7tmu7tmu7tmu7tmu7tmu7tmu7tmu7tn+SdnVCXNu1Xdu1Xdu1Xdu1Xdu1Xdu1Xdu1Xdu1Xdu1Xdu1Xdu1Xds/Sbs6Ia7t2q7t2q7t2q7t2q7t2q7t2q7t2q7t2q7t2q7t2q7t2q7tn6RdnRDXdm3Xdm3Xdm3Xdm3Xdm3Xdm3Xdm3Xdm3Xdm3Xdm3Xdm3X9k/Shh974Ti+BMDU/APZfytA9t9SEQzDQAxsitcogmIoahUhkxkwUaBiKEYBhMSIIVh7uhkSbxEEjc+tv74AivUrMonkfYi+qOn+iQgp3jX4pxLX7a5oL5E+XgNZ/V2WgYSZ9utFJPqQMBJGRiiILQiGSMVIfdrbO4y8G5Ehtnq/pc2pf45VMIMYieB9aPcaGtfu1sRGAJLFo5L0oYAgkmM8D7E27d45nh3vEkME778ksBPYBSz5dTJhMoMtCCcM0DZGS74yJm0RQaAs7/iuNn32SzDQdfCRTkLKYKw+D7ViahgDRiZNiTQktFzQsiBVSDWhTFS5QfJKGk9QDS6KpIQcRkhgSXxpi89Livmz5POfakVUUV0xU6omzISUbhE5QH6AdPa50IwNM4w3qD5Q9WtEhJQGpApyydvaYGhaQBTJ5nNVRsQSEudM5yn69w7sgugN6LSN286IXmAcYBrBMugIKCLVR6K+AXRUn/qioIadVv/+MEFOfQdSDFNAfV4Qfx/phMmCaYqxCpgguSLjipSZdLnxbTcrqGJ18X2VCpiRagx/8NMn5S72xxmkUs3PoMyKDEpdC1YLSSeSDaRYHxsSOgpmFdUVFFKRoCszpILO70HAqu/j85evv3WvDbcffec+vLZr+w9p5eHr7/wuDy/+E/bk2v7X0Gp5/53f/bP/5l/8J+zJtf2vof3Nf/eX3/ldOv4cwCV1ATOX4bCQ6psIpCHLhSyNCIhgKWTMkJ1RhaIuHZtf47KvQrr4uyTFOyZcZm2CxoyQMGmC/AIU0AGx7PK8VBD1a2wCOzRR3OVpUcAQKl2wxbDs7xCZ/V3q12Ea4nXclyYgYXoBKy6T2+BCeQYkIZJdTlmHmAYDCpZO/pwcukP18Yk1/STeKdnnL/s8mhXMKkIBKtTs8+wiGzJkZByhFijFnyWGSQIZfa3WFWzAuMX1q3vX75oMv9f5xCDXkLduoc6gC2jxKTTDhoRlATWkKpYNsoImKAOhOvn62Dn2wC1IQh9/96177bN/9qsf3KvXdm0/pX3+N9++1wCm8Wc4EXBlMSWnaXEKSbYiKIU7VGa3l5ghckGk2QHAmDA7kKySq9MwS+ZnOGWUzKoHBGOwc9DS0NGk+rt1BBImYdmwAqaIrEBF8y2ajoidEfN3YK57io6oVKqcSSQG9fOnYmGjmF0v5QG3SRyAhJjbD9xW4zYVp0Qp7pOw0fgYxBQxhVRBCiYZZfSjboaIksJ2UyR0fZrNR4JeZSfHegIrYQEyVDKGkJgRG0AWYA2LjyGMJJsB87m1CnZxEm4ZIZEldRuFATVsLSmMAWbmdghLeI+cXySOiEw+59RO6xvbCGaFkTEZEIwkK2ZGVbeM5FjPpXyfrvAxAMIYnyz+vuRvUov+4uMwwETiHkAVsdo65HaD5HOChT0g7GIaVqVml4qnoYR9RNyOY9ZsBWeMQpIbhNnnCnM+SmOdEuu+gCSM0Z8btglUcIbqtj/kiBtlvM+amn1rQYi9RMgBJs6v+r5Lfo00/hsjaHJHN42l2NvneHfseb3FGEKWAJGTzzUzkMPWF/vSBBNin/m56Ksv4jwy9huxQtDsXyHDmCGxv2rrnEhctuPrCNiAqM+fMZJkRSid8mzrXhEtOF2YYyWbVdNbLV995377P/+f/i/f+d21Xdt/SPu//d//r9/7/Y92QvQm0g3hP9jM2VX/sz0iyJx96yOef9iIpxst7VvuIBSTzcJt3/Lz7e8y9n0Mg789veJJX74x9Li/W/afv397rn3nnD1/6Devc+Iv/eon1vw9Aev/5tmwt2fak083lv3NPvnv9lbrn2+umv1zn89Vd+R84/ePaXGt7PaP7b9LNDdHY/gEg3ImQ2eGbCIibpyXvtTBSZ7+NCVw120T6c8Vl9Z2Cup+TaIvqi58Wt/tdCYUyq21fSPtvt18ytO5bXNt7SvTTdppl+3nQdqY2xwGw2vr+HzL9W1v8UiL8yn+LCn9bycB5vNIO3shLCTr73PnVvSvHfb2Tm0ChIVAsI1T+v2EYJUbb44eBsNv443rNqeZ9XXyr9N3EZtru7Zru7Zru7Zr+4/V9rzedkLVN+Twb5NxglfLs2u6DLHx+S4jdRlq9yzbGWK2D5/14bv0ArbnPpHsno5Buiz1TO6X/WchXzb5sfX92fP703ef2ZM5aGCfZ92WHxiDtbHI7r74t1Z2QnV8vpNRN2Ft91J5Pqlba4KlObBs/wxrc2LgThrbfb+Tj/s79vrNtV3b/1La/rw2zbhTAhoIUbDNYBrXypM7nj3v+Tk2Q/bnrun2TScL24XsnvREh3qiF0snJv0eef6EeL4Z0nTT77FYbLe0537buHZ62I4Wimw2Bcz1dNs9ZaNJO3rUX7jrddOtxXbzt1eGodsqmu5rz695+u4OoO3jN56tDJvxIECf9s0rntpNntuCNuDoD7dGF/eGZPnmJZ1mtv4IJm11dzS22Rq+le4+feP+bY0vWR97fNNtfPqMN+3sHU/o+XYevjkH3/bZ83X1l8hufLa/dr9XrF37fSMLG0SAILrpYXfOvtm/b+GBu7HLN774lt+23fRdu6CdSyNt3QnbDLbZWWw/rp2dY5uZb5vja7u2/2W0H+2EsIYPFydkau6hE9xjKdJIuT07Vob7+RpRTx21ZGHwl07Ec79jYwCGshmXnfnUeFMOJhXDaKig8Kwa0mnkRk42RtYF+yY4y+Z9p3s92yiaQGHB/OJVnaEoW7RHCCIWhFkaWmHrQX8G0A3ZbR7C49y/tuYqaQrMxjI7oZKEUOJZGyqheWotpeAD/i41EBQloi66Ylf63EPFrMbY0tb/xucCdUabUVtxJIIGnzJ8i41sjIhYv+9vWQZ/0VhiD5gD31L2Z+bkS3deYa2IKUkNSyMMN5isGBdEVwaNWZcJsiLTgpiQ1kDfpaaTOWGX0Zc1ZXdYVMmgQgqjudTYHhSQNfjJ2PVOKQtcVhJKlhnLCmn18QwRASHFt4+EwFAH3xMN0ZYGfIAehWEd9ZLRZORyJtcCgyBDxBitFZGCcAaTvj0tx7kovnfNRjBIY0TgmGFVt8iHdqazz42mM5YqlBmrI4lCSqvPZ6BRVBMpCcxr7Jc1ToQGYxz8KIgbGfQSZ/2w+JzXEFOzIClBcoRJYiIxILmQpKCWUXOkhJSCI4UELGM2QTIs+zkQJh9vmcGumeeu7dqu7dqu7dr+SZseAMPyY8j9TZYOpbmJ8wiYyz2oQJoxmSAtwDnE8sHlRQGXqSOqQsR5fAOLpJDlmtOj5p0xwRAJ1GADh0jdABOCozvNXI4gO95EiOc52MUYXVaRxT8T9THEM10eDBlShBZNbG18w43LrRFZa7gTwEXA6HeyMMrFe03x0NI7HA19cRne2viaYT9+d3BHCjvZ6M9IhgvCo89hXbBy8nnLoQdpyIPFx2PdwLSPNmlRKtCBLtbUJfPP1gfQR0h3kG8wXTFbXT8oayyKR2aYzqF7+ee+vgkiemQLm7m2a/v/fzPxqKFMIP5twiRhtmBUkvkZSlZILChHjAlhjDsKYmujhCQx8qBhOXDbhKjr/0kecFqX2OItJPSa1CMEEms4PMLALSN+zpNHvZMwJqdzySMQspRuG2hZHNzx4dkNJPuZSxqod2tGf43XWPg2BkwyoqvbgixQ6RI/lhD2kXCKcYrrBrfw9Ij9sIMEYFNwVLyZR6lJSsCIBRlPzS6SKio1rCHDxgNMMc44In6j72CkeKf2OY1ILCnOUzRsGJbDJqQORDS3NRmO7vcIB0VtRHXw6/A8GBKOCkfwC8kGtwMlf7O0CJfvaW5xUDoNxjOL9OUOMKJ1T4FHqDh9HTCrYcRu9i4f7eZyScgum4bznMDly9MMJD3eR8IyZoLIEPcssfdSWJ08csezSWzXx4OxyI5C2J9aZpLO63s0xc54bzl4rnp0iQ0Yleas2/wr/p7ucBJ274pMJCbAIa7fcqggEV1ihF0xhwhR8SiEFM/x/bZl93DwZLNlWtgWrZlYu08mBcsUzBr8Vx1eLR7d09bIZYvR15La3+mPW4PmWGySTNIp1qetZ4lr2/iaw+Xaru1/Oe2nR0IAXQlohs7++dO4giYk2zNC617MZ8+DEGL3X9j2s3MgPr9iM4RLv/6pI2Rn8H/i5Xz2vN3rN//4zmv/jVHs+2BP7mo92TzRu3E+e/L27Pb7uae8PW1vSN3d0zr9DS93G2pjHE/Xx/u3jxJo9+3H6qbkfV99lNkFic4w3GnRlJL9DG2srBHBpix+d5OWTqshDiI9kVkwBWlODekKmHX0WQZKeModkdLSZzkgLZTC6Kvo0zc78n97RfO6e9i8+fUSwpM0CWDboKaGaDApSa5Y7h4PeHhojENsP0fbnpZYT1cGg3mldnZaCOPg6Qu0CRCGhzr6PRYD9GkMgbSBQ6SdmOhLT7/UjrfFvytIcyTu91V0S0O67ZEhtacp6zvadhMaY3UZQZG0OUA8pdm2NyQUURd+92fWhUzvYnuWxLpod+78hyqynbJ14a5/8YwU7MIwv+UpW/smPbJvfP7tPXl+fxd82uftyP3QEL/5qG/20/w/27C/fQz9UU/6sl3zjWn64U48ucK+9W/Z/b27YrdUPP8OeEpPn333fC6f97N//036/61j+A+R8b4xf88W0n7kdd+46du+/9aH/bhbvqt9y/p/84uuKT27/vne+5avvqfLT9sPXfjdc/ZDM/n9HfuR3Wq37nnfk20k376tnuw/+Z+nR+y3e0T2eTYBc7tmpIQwoZknfN0iG4Sk4FTBO1LQc4t0Bi1k3bR6QGBDSmY3rkrn1T6krmQGAD5FEJ8SQIlIA7kxnI02WeSYFEtPjnY7/9uxbnO2n3fpfFuCX0R2wWBhEkCEeKO0V2h/JOZZJvxv2/qw34YdjejjUOud3GiLuPy1SWfqOARxRVUbv9aQJoOc9W3U/u6MQGN5Wyh/vLCF/+/DCtsrn/V5m79dfxH0iXz+Hc1yyAt9oPFFFzzYrc72d2diIct0/r3vbANDtY/aHIYBPYQ5kWfveDKeb1uob2shr/R+tUVv/W6/bffBs8O+Bz+EkeapwBn3bFYlOtJ0Ryeky9q72xpdaL/tKeL4aR90u0mS/1l1mz/bza219A50OevJEtCiYZ/NQ/+3st+cLT3IFq0csmLrW4uWfdICjPMDesLzZvv97oPZT9YTUrqPNHGDUnuG9e+3Kbfelc0utn/mngDFXbJ7nrXLJT5pkeLSp8a32/687dtu032bmNJoXj9b20VbxLVtIGaTHlnfn9MCk5/N+bZ+fIP+eL/bXG/z4cubns4R8nQv7J6JWU9vsk3Atm77LbKNLva84TrEsz3UtsG+B7sPOu/ZjsqPoG3sDJZt0iJVTz/rYQwWc77i+2gfC7GjaU9/7WijG1u9PQNQ2bNn4Od043q+90Ql6L0/w+I6/zqcsU/GEpMhDVC5oyX7vWL7VQqHZ6OTsces92RbNWv8fA/o3K249FUNGvGcngYIcL+z/ZJIp0fua7oFlmyOkaf8Jd5tbZzNM648fa/tRrGjr93Yb7sN2c5Um+N2r7Klzm50wb5xzr6rSZsTsUgtxLeMZ4sQ8U8kpmfbp0954u5A2Ta657EvWz6LxpP3VqR9locd/+qG+BZVw0ZMn/DS/bt2dKvTFGMn3OyufxrhsckZfCvf/0brzwqe+g1H0LZ7vek356cBqJ/dsf31XLbYXyFPzpMh3V7xZGY7qd/PcZMX4m95/u6N70g/p9/GqH9cs+QPGyLNnEqTU91lqjpgOiADyAhaK7U6eDdJ2Nuyv1f7efVOSw3rTNjCyupptDRld+wmn/dJIodJiBUqisqWgqyn09QMJUeaS0VUSMX5lyZPRZlzTEN1t24K4Egh79YB3AGV0FoxVVLrQ4BEXG7J3pdkJIEs4inI14okIeWMYpTg/TmFRhWADV0DTJ8FRMjmab2qhEPamrMr5Mbk15mumK6IZkQTZMGyn4mhO+B8LktOiBm5tqjXRGB2/Uju5TSkZ24xa87UhFh2/S0Zas0abP2uMWygplswgBlo3UfQfnf78ZEQnda2+gWNAEf+tX5Qw7PalFEzNg+eHxCFjWHFUJw5xgFr+eI6WXUkfSeH0uo9NKYa4b1hcHQ2p6HAbkyiCQB+aIOoN697k1ieMQbdeY+74Oyd6MZgibQzFn03Cl6XwlfaaFEjG7F/QqisIdLjpZ2iNGY9OLOXtvgNWeaQfGMAGYI4hLG9s6I1PncvsDWkQnxv1rXoEMKm/s7ehyfE1o3MztgzLS8kFJQSBoGJkHtiXc7xR6uF8f3ef4CqI4Y6qt0g1abYXHyi0uRe+EEgj2gKAaEY2VZUxVFWCmYJ0UTWhJIoZCStKO8doVAmRDLDNAcB86gFS24ZETUfskigXgK5MWTXlVQxVUdotOkMZ4HPQ0LzGETDc22m5CiKLK6EWSqYCloyZoIN6lOWJ0wyuXo/hIJIMAPxWg6SM+RKYoUq2CpITjDG/ishZFnx8ZRA0aXi+7+lm8wZNHmuUQVLnvMxa+RVNjAKRkJtcoIlK2hC1ozJiuZAudgAlki65fpt0TUkRW6Lk4OI+NDI/SzF3Oc0TliaHEkjBnXA1hFSQbKjGC01a5XvXRnC+VHdAKIlNu6h8uMUDG8polYkRUhMnfyMNjlyrY4WTCOkAbULxiXkpyYQps6ITRQTr7+RbPA8mTXHusd+btQh6JW2c9yFFY8MkTojOjqqcVTP51wKYbXiiTIUNFWSf29j0NHGkHoUTkSKaBOML05b8gRpYB+e3GhQQrE6YtURVl7ipICeg9L7+HtOzyaYyoSJOHoL7X5LhuqCA8Foa9RdUUeNkmc0z+7cU0eFYGsXtAVCOTbE3GHmVDIh6Sbmx3N8dj2jujAo4RwzqjuwkkBKWBmwOnje37znZxF5ZuD5Vtv9HtHzk5qAo5sEwaOCXEYWF6pIpI72SYFyrWAlHKONBqvTDUuxPo23NUOkS18iZx+8RWRV78he6A96IfpE+H/qjndl021YKfodxK8VIOpKeY3lb4JLieuHZzJKW489I3RFwe9XdlYU2jlr7xC2Y2697lK7vMTf0enkztuOour5WcOokBrT0xBwG1JY8FpNzjs3Xo4LicSeMDqv3Tspt/SH7SzFvJoEmtvpQsvXS6wjg0eUpahv4050PELtJzQBhhEkC2m+Q9JI+v0C95Xls0J5VSlHoc7CUW45yA35NJIfRw53hdsPL4xj4jiNHNLAqzShduSin1C1cF6+pKwXHl9/xbpWXj+OLAKXz87oXEiXE1Iq64NhK0ynmaFk1ldKuVVu3iRu3glvivG6Goe5cHNYkTwgeSShDBTKofLw8QI6ku4/RNaEPAJmLMMZEeMgA8kS9WHGipDKGdGKDY7eND2CTsw3D8zzmftb5eHGmL4cmP8wcvhQuP1FokrmkiaKLCzyjjUbjwcYFrj7RwE1TuMFU2N4K0iFNWjxdJzJQ2ZKhSTKY72waIGHGTtPDDeF4VhY5ZY1vQS7B3vDPCXujpnLxXj3TqlLojyO5Aw3N77261p9u750oMN6OaNasfoAKOOrn5OmW9JpRdZKOj8g6xmZRmQcsFFgFOQipEeQCdLRIGUsTSQqI2enl6tQ0sC7+Y7akXbftcnamdor+gbFa2qRbkDGAHHo9j0nhIcASyhIDnq3U+Rjv5sFAEQqm2wpQbMasrI9V0Ebin8TZj0yYsQLVC0RgVFJuvhnzHFh0M60BkmKenBNjgqDmaTQcfq5x9/daIkVr0mmSk+ZmaL/HSyxKbiu2TbHzTmG0gxqI2BYalEZMQ4d/X5ZEdGdbyF4gBgedZBBb53nR201jz6wkFVCv+haCx1Y4sYwgdKMKXHF4PvQ878HPVVXpJ3eZd9kHX2bkGJRVq4psBLjdh3SyolnTOI7myEs9YhaZmgyjJwwWUnJo3bz6nXJGjk3EiqZWUeOdaZSWVjRpOhYGQSOSbEKl8UV8HV0+T6NGRFh0koypayPqFbG9SWiE3os6GjUdUVrZZKRQQZKKtS0kOxA5ohWY10qw1yZ7lYvifEQnCE76lfzje+p5eLe2RLGhjlhCRY5U6nclDvGMsVeLayo5xsfLzAsJE2kmrE1Y6cJw+kbk2EvPJp8PFkY0AtIoqTI0+4iO9MLQTKcHiq1qEc/Z/X9IwM3Kswm6HRHHe+YgVmEOkyUcfb9X6o7wS7FSUA1qlTO4yNKwcoZM6NGfci2zyZ1qaWmFUWp9+Ig7BePpMOCJY/6t4qDoyruUBbIEs7RtJIQRnVkc1FHqOv0wzqC2Bg2BTdCJ8uYJbwG5S5tCqPXLBAFOfuaqaEyoBz8fDT7g4TxWh2h7T4/IedmLwidS8aQ78TpR6DItdG0sINIQ3CLks31DjdgmdOELqlZOJKabC8Ys+tSEeHectI/ARSKROSYf28R1RBmuhD7BmACKRhRFzCsKYkhBLXQe2ymTZthmJagFydAyGkCsuv0hHwlBozRP6+149EgGqAF57/VEl4bYnL5Pi3Q9BcT1DxCJbXsE9poesxN1808ssQPQej/1qJScujCLqhqyH5trlIOeq4TRFSDmGEx7u/fbznmYgiHyYrJ2mVLXzdoyqnXXPD3eNROOP6s6RCeScKdyw2sSMicJbAZaVtjLPaZ13N1UbY5U5pTJnTJFtVH22fSowpapEPLwNxl4jgwntWEmGsDFj9nwdetR9PsnUTBZ/B1cV1sxFp0Rq/lFHqNHNjrQpuz3HZ/i+8rCBk8wJ7mvxOpyxiNb7ezYN2h3/iebNMr7QQ125ePR0KXkB4x0TJJtMwXbk/0yBzr56bNrxu1hR7lIL5nmurUnBVe2+Sn6QqWhIcXLyAb//z0b3hRv+bL+QMehwODPJBYeP/F/4bHN7/k5l/B8T8zvv78a774xy84zDfc3b5ivjVefFRYU+E+ndA1Ue5nhpNw93vjKPCrjypWCn/3V1/zeBFef/JnLIcj5xePyFj4r0b4VOD1a+Ph0Xj94sT7w5k7u+NoN3DzFXbzR+rnP6f+9s/Qlyf0s3cc38KH/5C4jHd8/eoXTDeJDz9TcqnY5xeGcuKT/Ncghb+bPuOcRoa8Ikmww29Qecnbv/8j5zfv+fhYuZ0qD7dnTscL9fQp9fFT3r565OsP7/l4zvzyOFI/f8flL/7I4cWBV//sI+7N+LvTwjiO/OajD5g0M74R7HHl/i9/R1kWHn91gMPAr88fcFMO/Da95L2MSPkfkfqPpPwJKb9CPjzAy4nTV3/F4xf/juPDh7x4+zPWjycuv5l5kQ/8LL1EykK9f8fDlPi7T27J68KvfvuPDGtlsZeUMfPul5VyUI7lQlLjUj6h6g2zHRls4HJ+y7o+8kJ/xo1+zOXjheXjhbfrwtfrhSSVUVY+Tiv/2fCIXe44v/sZFEMuj5TLwuuvv6aWH95zPykSwhlA/LHPOd+U6rA9NNa5HW4/sNLv2L7bmd92yoH/tweN9aJze2E03iLxlF3u2WYma966YJ1xz2bse2Jc27HZ/Vv2nmHZ/ffpFXszg9FQBLLrhysG8Y5uANRveV77fnv+hlfY5rubg2R765P+9Ud4KKAjUDQEpd0Id8Yhf8imVGxecH+uO7x2RhfZLvc1iOc31NaeWTRG0Mb3A826U2Trk9vE2r7TgE26JxAT1BJJaxBseRLK54Ib9NBMCpZKEPBgCMl/TJ7Oq0+zbTuybXVxpmrfMoe2n5sEsCnU3Y8vz1a/oQgMF5i6WNaM2hae/vhMGqeRCDKwyFS2CUC9AxYMvKUG2C1Du1bCkL3/3sIwlxjRQH80Yyex5h3GSji1DDe0E8zxCaOPtcsFSSFkdPSIbuPXlmKMeK57fU12BvTQTbrgn2L+1KKwdkxP0m4g/KHWnKEiBilQuBoGgraW0s68Gw03B83TGI7tx89NR9sFCrfJK0+gQ9uu68/amQEi2KRFuMTHqm7AjD3+NKBsJ+y1OWiyZz+jMZHtXn9ovFy2/d76sB9fO+tdON1G//SUN9qc+qJtVLedN9tNm9EROtb2aBhRqHFU9mdu/x7fR35PTEZTevYo1I7C3KMMgye16+zZSKTNgOzmwkLQj2t/mLw9a3FO9vSu/VgUW4u3iXh4+lM+K0+e1SatOXT6+vb5aXRk1+eY+21s33zuxoHayjWGv/Vkb5PqbzR4jiLaCq/Jt8xXe17ncrvZbjJBc7jt12H/iM6YnvC77qQQn8ttTyvbKOJHduPreyhQKT1NS/Tzyf6T3WSw9UP239nu+v1s9Q5u8xgo/W1WvH97meunNElCSomUR0RmshlShZIVJoNDgqMgMpJlZmBiKAfm48LNi8Q8Ze6OE8c08NFwQOst5/Vj1rrwuFxYlwyn9yxSub+MqMB6s2IH88iJFcLOSU7CIIkyGEyJIQtTmHQ0CFka4uhnISMMzXZ8FKhCWrKv5YIr6mEPyWSyZUgjKomUik9VGtwJpQdMZqZcmKbCcFDkppLGgcEmpiQcDomSBjTNiIBKRgdDbkDOkEeBosggztbaWQgBIA2JPCXvC5H8Qgg5bCCJkjOUNECawSIdxiAMU6KodueyFiFZUzh3LScsG7o0eIciUrEhwzhiZdsnYubRLIPBKDAmr82MkJKRRroROKMMhjtWFUfFjWMY4X9qa3R5V4dgL0sCruyXHfNInTw0utPrRdmze5vAZc/OUaMzjTd1oauds7BG551Rp/EPCRnSghY05ihNnmpd8H3akXTtns6jg7+1PCK97ztZtvWtOXKboa4ZEiyAFNqcymEMoTls2phaf9ucb/R5k5uM5vTwdB6OXHT5VPtzOvXtLOIZzWqyZBc2Yix7fqruON6iABJP+hmGq46Q72vXfnru0x9uBmoJ1eznvTutlU2LghaN5TYnp/ymiVSHEH1LGBR93TPsA6e9eK8ASdy2S1vC6vcaJNu4Njji2qQBtjSATNa5qMMGdunFYr0k1kwCENU5XX3Kv1XcyIsJYhmxslvDto4t1YmAZQcsxTJ2+2Js086vxFy2tLTbpuLiJrrpPk3OSk6fsgqkCRsOZGBC3AEx30QEThhzi6e/ETNEiqddNUFliblrUcz+k8TF/Br7tB0rETwaIi4wC4lDm6QuXSSQpCRLRI10jzhLsf9/gJc+lUl8LbdZ3s6dy7kxRzvQnUsaAxLpVVyT2FDse3begYQ7J4GIxHFvMJvNhtCADdbvtiffBxfp/d/Lcv1Mt1TZ/dPmWNl4yHaS2EXT7GWkdncAPqV2R4f1d7QJ2dOEdk04M6zSIi53E7hbjKCDO/1Tuq2lXdSendlG/VTg3EmH3WbQdItt7cJxGuvbZpTugNkBSvpzG6/e/+zW8zkf/9bWnhf2M2m2FDa+BLRU5huN3dvnYl+2g/IN/tk01yACARyzLptvtrgnz+w/zY73tNdbZCZPx7rbbjuBvH+9zUzbv2l34/4q6x872WzRao1/7fvc5n/bu1un23w+3RfbO3bnLK5pckjX+PfTwvadPVnj3Xns+lk75907s+t3kwfamd2ohTsbG/1vss2TTsR7dLcGz8f3/c0E6iwwwkEXXpQTb6Y5opofQRYUo9YZG0BeQH2XOedKHqHOA3ZTSa8gNbDyYujqYN2UM0Mybo5gq0JdqUVYGVhk4jRdkIMyTnCX4P7e+WMdlXKoqCmihh4X9O4efb1Si4Ne7bDAo0AdIQuaDsiQON4oea2sqTKmxDEXLBfyJAHmVZ/OmxFJB0pKrLFkQxKYlHqslCrUdeIyLzzeJO4OCW4T9k6pdkZTRg4ZM+NkiTpluJtIlslFnL7IgtqZdRxhyuQVRgORA8rR+ZKsHoEgyUHFx4HLtHBKX5Nl9vkXZRkqOijD4OUOshlnMS4HY0hKloWBSg3OqYeK3ijltJCqUlJFzVBzR2ZdE2UBs5HMDYygx8IyJB6zkAWqCCUbaXS+O55md6qvKyIBMqg/LLv9eCdEZy6ex8464j42O9AEdV+z8EJK8yZmWhTFk0iAMCp1BR/ZhMRuLav9Ln9VDf2lITldOREKTXCRUPLE3GCnOw9qY8bSmdfWq41E+cFOe2NUQ2Xv+x6opU2GzpgMWCiLm6/YhQbbEZxNNGhezMZgtPfUT1Tp89AjPqR5h/1vrxsRzNYa0wgvLiPY0Z/Yajy0aBNxr69ZiV4G2tNarQhf+0QKpYxOWEVKoLw1xjr7+8Vz9RHP2PjMJvb8cHsACX1XMqKTR/eWhFhF1Q2/jIKkFDUNAiFgIwyVlCsulINRqVpBEkmcUGmafXrV57NqoE3l4OsWxnhVT4mgUsKYHHO0OnLfmnEeQbK4AV0zjIoc1J0yyxDLUTykK0B5LTrBmAEhTRcwJal2NI9J8RIYAhpOALEE6lENEugNV3QcCQTJEUBGRJEIKXI110DQJHWhxHRywXAMwbghiJIT5GourLOqoxlzitzG4oAgqY6kQlGye+LbnuaxO3UEgRoondWN+iojFgYaUBirz3E1qOt2LtUdERRFqkVKZEFqxsrkIMCsiHmsi0jG0sGPTWk5pX9ME5C4TwIZH3TNagp/mqG5IpxJuqBqJBtRWXFLWAphwp8nYh4GiPgYIISDzekiWcKw2pSXAoSTrHu0RkdW5YufzBo0ZYxn6A4BIeaMAJxOWPKcpQiJMQSZ1WmFLbEHm0zTFB71/anEdQmxEYZAjQXyBwtkW0SPdBlTjJRdmXREjCDVkZARKNMFp8RAUkNZ8TyfjlAijx2xKIGq1Fy3uQv5sNFXd/QOYWSOfRi8K4WCbqUJ1wNI8iiHbKAHXJpawRxJmuTRO6pO/zR5bZNkQa/TgvM2jzKxHsX345tE7s5vSyViBJoVd46aOTpR5Bh3+9m2FuIaEQFNEevGly5nB4I2lM3UHGrWkE7N4emr0vdEKGgihZSCZtWNx20CNmGxafsb30ciXbnp6dpscmRf110dvdRC/JXqqFpLtOL0bgD0xzdHs4Vi3M5pmxZiD7pyLkHrQ3BPEnvaUWwe4RXFVMPJ0zm0xh43pSEDne8trurY6PRBS18/wfmjz/kQc7kphk1/sK5IxzlXn2u3pFvMR7s4xV4zWu2mH0/Xtt2W5YZkI+9/f6QsAx/dKsdfJfRDQW6U2+FAspFaVtb6hlFuOb4Qcsqs71/CbUZuR84CD0Xg4YL9wz+ysvD++CVFC8s5UQtYPZOkMj2cqRelvj5gF+EolSxGYkG4ML3N5PcuAJ9uBlIVXlThcJs5vEqU1VjOF3QV9DRQH26Qdy9JsjLZ10BlxfnzgJJq5nCZGExYb5U6GMthpA4Dx9PAWDy6MKmSXw6kuyNHVrDCfHvg8ItbbDzz/t0DZgOqlZSU2+nIAWX6snqNpRWqCst9xkwZUvIAMi2oKOVuoczw8Icj9jAgwxHyAeYD3MxoMlYWSl1Z6yOaB3T4Getl4fzmATEhqTEsCu8vMA6c5iNpEsZXcSbOGaoxvfMot8NxIg3G+e1AyYV6zNgxI/VINqEclXpTmcrAtMyUJbFeBmxcIJ0Z68rxdMKAiyi1wOXBIBmHGuCB72tpk7U3y6V5PSxLeDTr0hHzNHnBSoAY3ODTIotpspi0ZyewOc5060tLBdqMlyHT9LQZUwAnwmgkmc0wFdB4m+MZoY/YutGOBqaoTYYJfUPAZKTJ7xbn3x0GtfNHtwUEbY1oK48EjMgDWVwnCVmp17tbjoQQ53QhjUELKi0Nifc5HDxc2MLsU0emetSF01fEsGF02d8sojpLn8um/1jkzJZwFnRLfJPgBeebTYfSEv2awQZ3Wg072glOL8WcT2rQr4YK79ulGXueGeV/sBnjevLXRUDIkCdSGsnriNSETQqHSjol5DFRRqijsNaV+xLRpnjEwMiIiLAkUBHWg2DJGEbPxV1L9asjyimlmSwT6SY7T1SDxVM5yCCYXLjIiVoFrYLnn3/ExgwvMrYI9YvIOZ/FeXI1yEqaLo63OlSswrLO7s/iHVDCmSuQVwqwpkoRZUowJ/FaeYCMI3IYKXNCj0KiMvAINWPvJxRhCcT8IIZIYopUD1qdlz6uxVMtJEVGY1kHdBHmG2EYjFLgcRUKC6r3KAW1FV0P6HqDFCEtgiVFc0VFqdVrCeoamQTM9SALRPEheWyw6QG1TC2KmjLcLkwvC2nKyPACOQmy+JosaXXyUSGJMVg4PMigUNdA7U8e+TGczpv88B1NrMnUeUM39yKB1o3yrRZC7cZ331te525BLJPsAMGz6BkjEiKj60bmUa7JPAIr4i9pzh+L6ItEodeitDBcsWAyYfkQ8mVEwdsAUkmhy2o4F7wWi4XezxZxGWHyFrTaWh3ILlBeQvJOtFQebhzV0C9KgGaaLShHfUO2Z4Sh1EmVILJFRgDOZzEkkAvWZDCrPHXENHtJk5W2p4gsYB4F3eR4l9U92sLwaPAUNiqNmhkbyM8j1ptU3sigBhq/rYWvYdhrIgq+98NWMCV1Gr/8oC3EWGKqQia00V/dSXBEfEWtCK+FemlSf/zfossRefyEp7osu4FyJei8sAGFmh1o2uTvNjfWbFlh2xFoIBn3ocfnEUHenOcp0jtrS0MYv/1/CeN2N/7GW5t9TPBaHcFDxR1PZuG4l8bzm/G+ncl4VwMrNhBR08l3O8YwzCzmxg27pnOf41Zzts1H59tiz57Vzn9LTxncte+Lts9ygAddLnG9L/SnfZRF9K47t2JtzDRseN5X6c4xpUXrm0zfu9eeN0mV+Wd/R35Z+TT9Cz6x/5J/97f/E7998xVlekXNn3C4SUy84fz2iP73B1I58ol8zKA3DOdbxF5zWX/L9O7Ar//+Q9bVeHNZYZ4Zfv4L6qx8PvyBBfjdi19wygM37z9iPh3QF4oeFsbbzDBD/eM7lvPCbbnhaHfc6Jmjveb1feHdwy3j55n5yxN3+Ws++uSveV3u+IvpFxzThV+dv+IDBv7lFxPrsvLXn3/Bgyn/w6d/jg7OO0jwx8uJxR55Of8V4zggNw+MHyzMNzfMh4n11Q3v744Mdyuj/pYPLgM3X00cqe6YWc4Mny481g/4//7bP6FOmcOHyrgY95fCMsKrDzJ6V7i/e8OlnnhMH4Md+Wr8ay7nhY8f/498tn7AMvxzyvQJX2ninQmne+W0XiBX7E8z5cXPWD/8b9HPvyT9+3/P/c2Jv/zZyuE+8/HfzlwOJ+r8bxhy4ubVZ8w6MKhRszDIkcsZ/vavvuLh4cIvf/0FL198gb74NTp9QP7HW6a/v+X2xcTLmxP6+m+51L/llgOfcsNgA7OOWB75H8ZPecHMb4bCRZTfHYxhEn5+NzPsHPDf1X5CJERs/nbAe6iW9G+h+V83RbsLwPvrbXcDcdC79Ywu4/Y/er7UdmvzBkowrXaDEyTpDCiFghOIje4Q2byJ29iagB0da8JEN5y3z4P7yNaHbpTvt8nuuTtFrI8oDEbd2CT9G2gIBydM26xKn11nwM0rv2cCjXlAh4LvPOXSQ7KacidAMLWOwm9KRtn1ofVx5zwRtuc3Z8zuWuv9DprfLGE7hOf3tlaoTpyxNCSQhMOlQ+QIhc8sUF2NOCsMFmAx/960OcZy3Brbv6exaXO7hesJzkDdhtp2d4TEahiBJfY44SnwCXUGP1iAfnKkbIo1bggm1WC6HtrtqKCKqvddxYsvi6Sewtv2+6XVY7BwfmTBhr0wZjE3YYDdo++a48oi/27ygs4WkRy+T3bHMaIMiPyrnlZIPFVIbt/HerSIDWnKrdflkBBqpUZuuobgjxBRz4+nHs3SCoXTNpxs4Ml+HBLY4GvbkmfThNagA7op2D9i47HtYw1hugnchDDnwkY7T2IZ0xxRNM1p6Wd2MwK3cyEhQIYBRmNknQTt0OZhkPHFyLR80tYEoNaX5Hu80712JhtdjcgYs4aiTrEH3SGZgiZ4eSzfg5Y2jF5zlBAOEYu+uDEhwkS7kWFDQUr0weegRUlZ37ZNJvU1avvVxyRNmJW0IXICVdn25hNSy0ZaWmFOP9/bBU1J6gjOFHPanCEyIjbRHBqJNRyt4eRrReOtvX83xx2N0mj+T2kbZnLrrmxz3w0xG78yBgLDua1tdz7HNUYXUnvux0hl2PBlnZd2Z8R2wBr4rXPFfrSVXqemvy/OnG30yayVWuwaU5u6+P7JgPuQt7lw4d1betLrbvgyif4T+3un9EiMu7PYtsfa3La/m3Fycwp2jtrZ934m4kNRd6L0+Y45IAf51914pHf5yRK3ee3yBY1Z7tY9znZzNoX84fT1xzDTXROPcICRcsosp4y9TMhtIk8ZHYSJkVEPnMvKuVyQYSKPFWFAl5E6ZwoDxYyLKlwK6e2ZVRYe5ERFqZrCT7giVkkXN9rXxwkumWEWhhyOL1lJi0BJ2BHKjCNrhsQwZ/I8UK1gqtSasSWjTMjpBSmdyNPiaRYmT6OXNJPNyCXcWaPCLPAiYaOQ08B4SYwVsincJDiOjNXQoszzwPxyZKkLy6qgFSkVyTDI6M77C6gp1ZyX1xL7KO1ShYqhw4KNyqVM1FNmmjPDKB5RMA2o+rqqKWYrmiZqOqIVysMDQ4JpcEdEUrCqFPVkn/McONX3GVbIZ0Nq5jhnskFZhCoGh4QOAnmAPGLDig4KVcg1UeuARhFLBbIqclkwEWrOlNW4XCopJ6a1kn4oqvB5tELf501WawY57We3b/6GQO1EZ8d/mgwJ9JoB0vh0S2NQdkSmHd6Q9XdyGQwhB7bUfo3vB0gnjIJOMprcsZOrYAfQbOc1ZB4aorbJXm0emjwfsnLXiZpDsRlOdKNjmiF5EWvp90q/R1q3Aihg0ec+Z20qehHuphdkdyBUC4CHbgyoI5VzrIXgqSlS0LjmWHq+8M3x3OSVPTF/3mz7iXXdfMgWKo99yzu+rxlJV6xCHcJInDIpCYlMUqEmQ6eEnBNSk+erNud7q1USlUwh6cBQnWYXE2oWNHue6iE5fylxn4a8lWRwOj6EILIYVs2juJKnCFZZUQZfV1FMPKUahwQF9Jx9iQ8hNTXfU1vXSHVoIlFGrQALAyNJ/JkqlVWUVYwxQ8rOqz3l1ogMDuhyB1IlW/GMNovvYZ1T8IlEll20R3Lxv6jjKQdRr5lTRmptKcsib7QKVStaF1ZbyNZS8kRKwSVjg1JGRa2yiKcz9W1a3YGHO6oEGKSQxVGyZqCqqBkyFPK8ImlAZHTVZBHSENFpXXxyR6CkqDBnm1OlnRcpLe3K97UAakjuB28D/DXJvUWA7xl8m0RDqEgUZocAVzW60yJKiAnfHZcWL6H9PSlkh5Cxms5pASaTSCeL9O9tXx+m0WmxkOuNJotK0ALr6HndxKb2PPH94wA8B5e18foxblFvTS5qz0zbnDcBq9GwNnfITn9bo1/NnuEGf+vPfU5ggkY32Qmn5R4l4Z81bWUDurZZbfS1ja890x0evYDybmGs37vT3eIb+tUa90fEbTNw/0CzVnC7ZQyQppu2eeXp3KLB01LnN31+euTEzmljT7dp5wHm8ktg7uPrDVzou2U/F433tb9C6pXN1vFU1m88dpvH/pzgz94xd2w/cea0Hd9Bwa2l3fzv5fWn69V4jmH0SMd2kPpbYuyGgwOjT8YY8xL6fXNEmj177/NZaf3fnem9fNLtAw001yLl0jYnoXu6SiNss2oBUNtkhC0Khzjb7PbOj2siSj6+Z7wrHA5/zpEPqL/7Ox6rctKZNd3x0SDM0xk9TyyPGZknbo5HRCaXF0qhPNwzvRZu/n5iKcqjFuxlhl/eoGPlfkhcyDxMRy5l5OVlZiwjUx2pah6hMEAVo1gl28TIzGxnZr0g1VjLRDoJdq4M64k7fcs7EV4PnlbwVs+8KCMvL3BeFricWCXxlXxGTTMfpgGRwkmFc1WO9pYskObCeDTyYSJNIzZmljEHKODEXG+ZLzO5VnRdIVfyUTg9jnz99o58GLh74SniL5d32KyUTxI2GeVQKFoop4Stmct4z1DveZFXbmviNN6xZOHNWqhr4bIsPFZleCGMtwP22S32Zx+DPpL+x0od4b08ojrz6v6AFsNOX8E8MYx/xshMscfA3x2Qmji9e8+7d4VffnbPaCvLeEEPFeqEPI7kA4wsDMt75P5zhvySwwBjPXAoI48581WdPVXu5ADihwqHJNwcMvOP2G4/3gnRYzQbutQP0FYjIlLa7Ar2dE9yKwq8M1BBOxye5bcTBeiERSIna/OA9px0/Z2NwEqcxsb4ndFbICgtDrEfc43/jnHfjm00SYsmrLd3tP/siUwr0PKUeNHQABZEQlLM0UacfIyNOIaH39iIckQn9NoJnRlsRMeJVA5SpPF3y2/r+UC9x40RnePFzaiad3MrSEN/xzqLRW7qHp3RiHcgsGjGwcYwwituxD1N0QxhqaXt6X3/gSYe5mpLeLPrAgrJiu+D7EbclBWRAVWoa/YUA5N7f2UtbiQv4sj9IVD6q6dvSCU5mieXGJ0LVBoFj3OLeKg1EEketu85vxc6yq4JdyKe6iBX8uR5PO2SUfW8mZLEFRKMfCltw7gBcPA9ITYiDD27jlZ1L3fx3LUe+SEwRh5WC7SJuAQvTTwziwAawUZnqSoPMf2xXvUSc/kIycOEIcNsgf51ZUBs9PUbkhsxUsVSQZuwmMTnsURNBxRY3SczRJ5hVjYjmoDM/szzG8wUTTeIDMgUNS5SdoORXhwJlBUbQC2EnyRReDPW3ARWN/7ZEOdC27lq8Ug/plmvKSFL0LTsBg8LQRTx/mlVVOPs5TMA2eZN/xcL5GZ2lD2NVBiW4hxG31JE45gsvverkCx5zQxptQAk1nuFNISSMZPkFsk1HMTNoYaHsBAOLCqip3jG2A0L4KH83jHPveqpsiKE2gzLA1jGckXN8+5SwyCR6Egaj/L3e6QUV8A7xfJIH5EFxCMJLPJRd9sIBFJ/CgdBhrogtrClHmu5uj0KK2UjpYqRUV74+rGG3Bb0NFK/aETu9RQHQ/F9H4WwRIrvY8PrbhhYivkTdzy6I1Nozm26oyyUyPzIXgj9UW3nWPFJiPXrOUmbU6VtIMPTlsTeE3YR7r7mPUy+CbfJd18zWre6Nq4SbagxX3KFnLHk4aS+oxqPgV5EJjW2FRFvKQxQ4aDo/H4Lw4juB9qnK7GyMeDkvWpOcglEs0QEQNdbBHrOeZMokLwT/puRPjVnffDaXco2T+pQEUvbHsaRfKIVzzMstFxInrvZnL+CFwVDIGqQPEWD7WhAPx/Nsd947JNNQK+XE/LKpmT73G3aojUhIlDX/LQ2V2RIzH/iEXcL4d97t8D94vyGhUErR83kOygvlVwupGWljnBRg4ugXyfKZeU8vkOTUVr0zJDQpCzpgpYKf5xgTdzORhpXFr1w1oIcV2RQ1vuBejqS0oXEmXJTqHOFccLS7MXaZMRkYs0vsLNgb95j44XLxxnLExdxun8sN4gIr6cz5JPne9ZEutwy1okx3zIeDyR5i/DANN8x5Ftkeo8NK2MShiyk05HxfkJqRspINeFiCdUFhtekWpGzr9dxnDyf/HyKAt+vQDLj+XPS4wmtX7IORpJXYEfsdcHWRDpUZBrRI6SbhVRhPCcoFxguDCkxTSMcMuOnM1rh/GgMWbklkTSxvJ/QVShjRiflMfTY81Epg7Fyoi4FY2QYb0mWGZdELhekXphuLoyvPJhteUjYKfHwJpPGmfHlK9CFnL6i5JU/jG+3Oj/f1SQQxR3lOASBajpE/G5F/qp4jSQCvp4I5b7Jw+o1g/o52e35oBuyT1PU7+v/YTPKNMPE4O9LF5Cy0ZKOttwANj2Sq6e1NLqBXGCTZ5Wtlkt7x2YocpSieESYhWzejIIW0Rgp7rGTPyUH2rGhUTXocfBDsynmem9shE2ALP3dDjaJMZoEDbRekg6NAqrRPzGP8nN+6/d5msrGQ2ICupM2IklS7u9szlVPr7pF23WwymBdv9nmySCF7NYQ2T+yVauekz1kWbOKWkUPJzgWks3IOlJSoRyNPC0c5gVZRrAJy4KOI9TEclGPgJg86rqV8MhvY/3vVjQLdp6pmqmHCbKQH89IWbAj2K2ni0trgnzA0oAdFvTlhfE0c3g4Ui6V5f2KLJk6TqRBPeIhRDQxIZ+99lZJJ0yM8XZhRKgcgIl0Ailx1hjI0wUdiwe7TFBrptQRKQMsI6BkqxiJxSasGnV8gHEgvfAaEKaD+5SK5xQ/T8mdlLmQd6mEck4hq0bK2ZSRnMhcyPqAqvFQrctMua5MWlCDFY+IsBRprCpeA+zRz9oQclw9GJoqNj7i8syMpuQ1L2ohFa9HmGpFklKy6wHUC6ZntGTWdSLfjkyvbuCicFoxVVY7u1w0zD+41bw+hpEtog9kr5kbW67+LUqp2wHksMk5QJI1dv2BFoHjMkvIU9024dEH/bxF3cYGCO1ArnA+JBHchuD9sN6vRmMzrrO3FRSkZ484xPnb2SYwl8sjwlXQSAtojYT4vhbfkWhEo5viWk7Qn5Sc1FECMBPT1mQ1zGmChM7EgRY55Sj2o9MTc8ePdsfIZhlxu0RsJHPrEtFrZw/hXDNHiYd1AWiWlNBX0o3rZdFPsxVH4zd5MjJHSHuv/yQywhxqZ7iMtHYAVIs+cTnz0OnjdzWvB+qRPEGUfe17TyXmKqILacZn17mdTUnwm70O9aTb0PQMESRSvTWHibYaCRp6jjSQWOgtIZeaNON36LZC72t7vhv+N0eJcIxxNlDCsgnQ0VeTIfah9nMgnZ+3FdzLBLrd2z6Pmg7EXm/8xru+t6O19/oaC+H3teaOMcwGzF2ZiDXHkp9dr6+034/E+ZriUz+rHgRoWIt47rX7mp0zHAiMzpNpzj72ykWMomlxYUOIOffMARa2A9gAcz+uSRVufjczvR4oH9xzmuBl/t/xiw/+W/4gX/JO3vPp1yu/+eoN9+ln3Oc/YXj5BeOvCvbyNfrx/8TD6ZE/vLnnWGcePxxJ0w3y2Z9Ts/JW36OyYv8iozXz4ndHXtnAp//6zHxc+fk/HOEfj7x58yVfjQ+cbr5k/Vf3PNRXXOotnz2ckceVOc/8bLjlj9zwl4fKyw8Lv/3TE+Vh4Hb8irvlBXePd+jhzL/98O9ZRXn/Ei7pBbz6E0gzr9/9FZR7DvPIMb3ksxcDN0dhuJtImqivv2J5/ALOB6Z1YsKYzEFA6cXEaXng7ekrDtzxyv73zHcz4yf3jFy4ky8oduLL/JWLO7+7ZawDx6/+FWMV1pePlPyW/PBLsiZO/yqzfvQGOf0/Yfkb0t//OfnzX/BBfcUH9gKtSr2M3OSJmxf/b/JlYrj914zDiZvz16SUGP60ogmkHEjrDfPjx2SZePOhccmKvb5lscTl1xPFVt6Pt6RTRR8djHT509+yfnbP8e6Ow80Nl9eGff0bzoPyerpwd3rB8fxz5nHh4+E9t3lkHTKaEzd3R+ZspONbr031A+0nREI0RrFPv7CzCHQC1zx0u+sb0rob+JsCvhGbHvoEETKZEGtFUevuYO/f1zgg2+ddebFdLxpJ2BvF9o6BZiQRWjV46cje9uQgW7J7Z0dVbY9oSNBGxh0B2RSN9sydwUSCSAcztSfzuDHnLThOen82ZQc3Fkl7NnRkfrMUtZQf/e4UzDvgIZGDViJFC2zEjMZs2kC70TL62VGaPk4JL7d7/ttYQ3nrffv+Jg2FEOlvLHLpbkW0FMke1ZCkouaGUZexzFH0RTcnBOLIGATUjZEpikzb0NIC+HxYOCFoCOiIYBCJfMgt7JyKUF1QMOl6qkjkZNYBW/07n9IwaKsGo6ejqPo+6wVk42zUBQ9LjvvNFdmeysbL1TuqacCNul4Zy+/JLnghimVPFSSMPRuQiCJp9ZyoMY6UzZ+3misEMfcSOaGsCRkpmGVqSrHF0jZm6UZ0N7ZHiGor3tj2ZT1DLVieseQ5vIWEpUjbZKtH0iQ3BphAq7jizwv0Q1vnltsVSFZ97nWPSvoRraH5SqtvkjwSNqKLTDydgxEFd1NBUkFsQEK4pc9RoCk8f1TsmU3xdz9AjMWghZ0mG7d3pyZcxBmKlDwuq2VEZiQtpBTONJMouhwCqxCCfIRlNkWpORl64czseyPhUR21obMkBL4WEusI8E3OspCh/FmiSisE3AtpdhToFknn9lkLltDouDtSO8I8HH4iydFnUVjNbw7DSFJgQHQO5FYYXpo9yqyjrHrIdDiIJLe+JZpRX3QAzb4WsqEC+7M6J5GI7G00sQbT/WH69mS77dgIjQwZfR91dFZcZ+27Vtx0z/c6equF57e3BD3p/GqXqqs9OJSEFjote5S9NV6QHLlnjTeFAS34YguodrTgblAQ+68hqNrYdzy5I4pjLnHnl6+NO7LNNlq5taZ46fbOLV49erDxzUbrLZB4Pe/vPlTBNBwRCTRvAUm0uYdm8Oz376drv6bNod7XEzq+rEX1YWyRo21MMXMtQrEbIXZH70fWutmmytx5PSr5xg2t9Z1RF2MsSqoFsxVz0kUiIZMXGEy1YKui1cAquib0fmApF+7zO7zQ9w2QkOSI3CIOGpD3GTkPjJ8uDJNyqSvFCmlQ0sGo50xJA0nOJFmo40K9uSDcsjJj4dxQGSnp4Dz48RHmlRJRdaU5bi8HRITz4R11KEwI2TJzOZAN0jiRhiMpvUVkYRiESWbW6cxwSB6lcRDsYWQQRwyldWSpwmlNnpaPBMVIF5eNhjQgCS5z9fRx0wFhYnqTSWfF9ISmFZUDyoidK/aAR9BJggPIUEm1ktbixTlTJWdhGDLMI/bhTF0MWc4konShCnXJ2CrYrWE5sQZirgwrdVSqrWhZvMhrnphtIteJVBXRB9JBSS8UecjUh4F6TiyPieEwMOstZinSwiv36UzJP7Tn9oqHK/29TpWFvNkM+w3IokJ3DISRvyFH+0F6Sk621s5iC5+I80PIXEF9nDp1Z6ULa9uZ29HKPV/rOgM7ZT5oX+/Wjhb2YW9ndf+R7cfSDIO2S2FpGeeRa6fJ2zw903caYhSjOWO7Z1Na+tQ2rh3Pb4Yzs5Ahok8aYwtHixuLmj5i23A2wrYbi/fF+tAbxU19DrujwYU4/yo/X8y2HmuMafrGPH5fs/17aE51w4YFGxZYMrkMniptVNKwMAwnBxPkiToINgu6CJx8W5ZY6AHXK+QRSOZnJgulZLRO2PEAKaH1giyK3IrX4V5T+H0O/jPcY8cVKZlBvWaLnBU0odnrwcgYBkDDU3Kenefq4ACW8VDduVpGZ79rRRbDIrpTDDfAxhZTG6g6QB2QJXvZFyqVRLWMWqHklTQ0W7xgJWHVsOJzWpLT2SxKEqWGiTdJ/EcyJrnLq4mK2ImiiVUTVHVZTSuqF6qJF8W2LdLHMQjmc2ZGzhaqQujBafEzPI1YytTV0BKpZa2SrLg+KIPrBp5HFjWoqzFYIs8zotUjgM2oa/UUs9Ow29vf3lSGcA6EHN/P037ftZ24lwNz7CDr5IaIiPBnOoDTOtijAT+Sg4068r89CzwdnHXdQKKArkSUFy26ocmUsRlc99/OZTwMcCO6jxNAkTDmewqlLlDj9hmXETbo2w60Emlxm5zc7AVutHfZc0eGfL5Clm3k27sm8Z35uG1AxKNqNhq9kT2n/yGPo6GfN3tPkzET2XLMmTvkmm1mSxnt45W2zsQ8dLq+7ZNuM8fHKPFBE+NFd07qWEUTYWhA2O9pzd7WQS7ddqJPx0xhn5bJZIu6kG+A8NI2d52UN/7Qnrc9W4J3e50Z3R2R5mBrDrLdI/ostb63aJGIjO/yeUsR1TZpABS6abLZDovv832Ey7PIxLZyGxNqhv3ns9oAwtt8dN269XwnazSHWc+J0PTnnno3bEH9/h0laJESwX9tl63A1clIRxv2EO0RIjEuCX2XNjf74cjTv7qs0ySefQqodu238dvvaCaM70bGc6KmheVwZk5/xsvjJ7zWf0uyM7frmQ8fVnQcOI8fMOcH5pcD9eMz5Rd/oL6tvDsXlmNluIHpdub2V59R65nHL7+gysL6USLVxKtxYhoTt78qzHeV279/gbzL/OXjyuv8yPAvHkifPPD4ZuL+IXO3FF6elGEaGdINRQb+OBkPR+XySjkMK3cPZ+bTxLgU6njh8+OXlAHK3R01gdy8Ap053a+YnbjLA/MwcjsO3E2Zw+GGMQ+8vnzNw+kRCuTVyJbJmshzIh8yj6Y8Lo9ke0XmV+RDJX/6QK73TO8/x+oDJz4nVTi/fYld7jj+7k8Yykz6xV8i8xm5fIrIkeVjWP/0kfn1P5Af/gL5/CXZPmbSkUlfspw/YakL88M9w8M/MpWfc5z+lGN+xwfrO1Tg/IExmCE6IutEuj8iaeL0cuCcFDmNrGTqxyM6jSzvK+elIotAVi6v3nH55AsuN2eW+QV1mbAvP6DwwDkvHCQj9Y4h3XPUhQmouWJDYjwODEOCmwsmlx/cZj+pMLVv5JYPdXMMbGFuTQkY+vfSUx00pmxBI2QLE2pmxV1uNntyaMKLzNh70Q32wSzBDaGbkcYwaSHL7RC66uZPLS5o04w4eXdN81bv206AfqINKV2v2dQVdIdk7FEkneHHDfvQ8hASZBthKD3NKIQboNkZm9qlnVgp9IJe444QbozfujVFYm5WOnK1FSqQJ6oXW8hiY4SBCH0uZIVU0Qxb2+o6kRVa3kl+sJk6sfbITYNYL1tH0AkZw5BYE7ZGyPAcRqilrU92xPwoXkwnnREdSZEL13DUOWkNwSnWYfW9WXKkJop9ZurKSi9IXRJWBepE0gkbC0YoT5I99Hcqnvd3DaaioSwnd/akYLISeZRNC6hGqDUu3KfsNQNCgGeNNZHYS0OKPM2usGsPcW2pBSJXeXH0C+uDjymPvpZr2pZQfA8Z6iHjNiCt0mdSv6Ymch3cmaIV0oDY5EJkaum+LATY6rtaR6zXJQDNHt2Qjrd0J0sI0VYjykEES4najaMKjO4MqhWrgVxvR7cJJ5e4N2p/WPopzFdIw4xIRgYXlizVOCIxHxRQVxgsR97iNGBmqF0wC0NtGDYE8ZRVZp7jVtyhI9KEH7rS1SJdbJS4vyEZfYCeM/IugJpucDc5O3q5pU3QOCvmfbY8dzLUUO0tl6aHcQZNSD6fXgAFeuGGBNboXMuB2U52TzsVdLcKZqGIEo6+EKgMi3PtY+97G6EXalTACglP82QYJhNYjudCSg9BC3ClPwWCVs9uVA6nikVNF0na6ZoLu57/3zTuy4Kk5lwP7JaZK7F5xMvkJkzcQOtjiaiplKJvodjpXad7P741M7yv+YaAgybxN2USYCuW2mjTnr956zwjFK8WPtwF5Ciu3BQ+68+0OE8+T0+HkmNfbWhh58XBG7oTN/rfFRwfQb/WbLejoSkBm1IVAnsoBtIVLusKgTTlO4eBK5y5XfzXJsjXpzpVm1gLZTEpEo7Cpn+1MylNOcoxd6EAibmy7eEDhCPDn7mtlYUu0wSScDKIbHUpZOdo6JdJ3wex2PRt0O6F7qy2n7jXzOB8qrCAjieQC+O7heFcUTtQecFjRBlN48g0DejthH44ghYGVaoY65dGKRcu+Y2jZ6dP0QLn9ytJlZecoVbKm8K6wn0y9KDkVJmpDK8yaUrIQ4I3iYf7mcdTQtJL0vSKYblneH9PPR8pjzeMY2GeF2oqqLzDpoLePrhbZxhBlGFcSBgTZwRhlIlkM+nBnVTywYyMAypGoXJTb5kZGG9mhrvK4ZMZPvmQFw8HXr6/YRkXHl9dKIuynB5hScyXER0K690YQWmX+H3AGEn5BKNSxwsmhSENTNyR339IfUxc7oQ6C1OGfIRlFtZB0IcL9f2JQSbGPDNIZR48RdZ4O6IFyj+8p6qgNVESnM9ek+TxA8PUuB0fSabULwevnVEz9ShM8wr5Qrkf0BPI8EjKxjgtHKbC6TTy/uGInIX8Ljltu0noIXM+vEdZYRzIYrzQQL9+7yYL84NEvRUtO7l2R6sqTodIceTbofNIWhftxWU0UT/T5g5nd8GY1/Mh6BeC8BRt3HQBdyQHzWq1E1jZaka0dB0DcBM8rskNTdaK1Bgp5MRID9gDvrQd4tWf3Ypd20iv5eK9in8XkEg3QXI5K4URyVqq0EbPGk06Oy9vtdw6cQvHTzOQaHG+bYF+DmS2kPC0im2+B5DJ5YbUgAMBVkhR460DtiZ6hEhfa/rKmpQAIPmPv1viFnOZIE0g1XPMg4MlMJc9tI0lDLFiMYcbX/veJkJ6MQfrclnLsRIJqUcSE7YY63rG6sRQD6CZRSewCRkOLg8tJTJhhpMmABN5UJdbpgFEPcWQ4WneFGw5wynGcmOe97sapjOFETsrUh+c2w0zpsJl9GjkXDwaT6dHZICc45ytXqfhfPvocsfj6FtGvOZMXTKmgo4rNipZN9Bf1hF9VJaTUgyqKaIXkl4wNa+jNygyVbIaec2IwvjuDA08aELFZdf57DqKijnGJZs7Y9KCpELORsoDmt1ZklTJOqEDyAGyGYOtLo8NLlPV84hUI5+UlEAm9TN943uxTA44GeyCmFF0QEkkVQYWsgrJRtYkVFHSxZALsApcMiI3SJoRhJQStsDpy3tSNabR5d+cB0wS2tJzfk/LEWXrkbeJlnJIxOlHq1eAuVE4dZrmMoFFVFOLETJGDNfDHHFeSDQEs4N+1Fq2Ateru7Fe3EDeHYshIyheO0AsI4GS7/WpAhDpWBWlBjjR7S8t4qDRUxBt9Rkc9d0irLq8714jkngkttniTm/ZZMveLGTEFDaWHe2AFs1KzCsIKy2Cyl/m+7IBEpo8Kx3IEsCSDg5sRt+RFqW1ORVavZ+WgpZ4p69/broHK08cQ022NZ9j1+EtfMUtQ8QuS0av2wNbvYAcBvT1G6Lp89bsUz2quDui2z5dkYgqsACtEZEWzWDfohU8AgCsv1e6vOnOtJBfJeR6acDVSDPX0lFLE+l3/DwiWFqkCmEAb3K925ay85ueVSUhzdnewTitvlJcY26L6Ta2JqfbivWU4ex0oLB9oDhP3H8eckl3gKTdd7Ybb/u8gQ19/cQMkbXh2dj98nlrOkuPNrE+DxtsMmyVPbKi3VxiGiPC5Un0qAPbLOSabdabg23cySpb0/508fv38/VjmmWs/oZ1Hfi3X7mezIt/z3j8C/5cL/yZKevNxL+7ndDxgo1/4DP7ij97957fPcJf/OEjhvuZf/3lHTd24pPP/nvOxw/4/Vx4TBe+uvkbbBBe/u2nHErmwztlmjPnNy84vRM+v/9b6vKez1+85/G48MoKh8fM+OUXzK9/zzD/Bvnwn8E4wTjy4fjAv7x7y3i8Yf7tf8V4njm+fYU9Gn/z+g26VB5/dksqyu3bC0N6YP7ZPXkw5OYDbDhy/O0N4zlxOX2J3px5f/CIZNFE/uCWYbgwpgfuyoe8XD9gPI1MryEdlLefLuj4hnc3f019nHjx+5lpSRwfP2UeBn798m+YRPlNvmWeK4dfvqUw8+52ZknC5/o7cl355C9/ye3vb6kPH8Hyn/PB48yL42ve3R64Pw5M58LN+dblh7cg9Z75o/8HtrwgPfzS7UHzHxjlzM/zCEX5XfkrSBPlwyN5SLxYvoQ18/btv+RGJobz/4tS/8BoI8Pjwu1p5rh8hnxYef/yAZY75o8+44Ut2OXMq+OBjz545PHynq/fv4P0AY/1M1Z75FL+gtO48m/yDaSbH9xmP9EJAZtA2Az4/u9mfJBmVOrfNyEyjF5YP0xhu/BDJ40ByPZM2xEYad11Bt8Ok+2u74RVmuHejW0eOtX6NeCFMXcebnaCbhgP/InhwBCeGHV48s5GwOSJTd6NZ05cUzcq7dCOfd72z/vm7z1pkRZy3Qh0e2pDk4krQB3+wiYAWQvBfpKmoxHexiybwyZmU9octLnc5sZ7p10YceR+c3A0xEQgP8TRr6kbsb5JMJ+3tkeaf8bzhBqmB9DGFA2KedeTdf7mMpuEYidOPFOloasaoqAVlG4e7YbglZIwExe0W+ihgNoKWpE8OkM1cYN5GaC6IaQVTEYGJFVSSyOwuqFSrTGzMOS1+WrrpDWcELGuyRE9MvgYWWoUEnQBWoYUiloYgxuTbo4IWuqohNgMamhdQMQVITIeu4xPXPI8tZ52qxW78noV7ZhITaFwt0KEgXYkIjTwSBBPLRJpw+zgiArdagkgSsqTs8i1uPJr6oppRFcYYURtyGVCmFLbsiDkYOdtGmoYuIdIz/Rj0n/1TS1InjyXsDbm35BJHupuLSVSUy5S7H0pmBXMhkAORX2aBK1Yp4VRNOUgvTlFNIu4kyCidSx7VJaUiqnGHhRfQya8aHVxRSVZgLNd4HM0c6OIaXMiAWZK4hIymysj2owFEoYKJfZlM0DEGRFCMGq0uSFcNrHIotiDiTtULWqktJzTGsJzJrtyH+mmsGYMWt24Y9WRmPsICB2QtJJk8fdUP4MaQr1EUb1GqbvQJmHQ6GDQUFJqBo00aZ3yBe1uND05csxT+/n+dDt6ILGa8NsiPkLQ/+nNnyPx/sYbNtpvuysbjW73tV8NtQSNHrihW0IB2puspd/amLADcFJ81RS/dklTqtqFYRg0QqGiPcCft2dlsn/Gkx7E23d8ia7Z8kQGiH/3GXGmQAuoaumXNn1D+h61/epa9KPzUvOzGelJGt+T6K+TZ9vG+dx5YPupjLm3unW592034I5EbDduCle/p/HzJ86IBrJok2psUSg/shmsS3X6qq745/PCcFIWuUO5Y00ningR5JxnbMrYTWKI+in1ES5vYGXlMd+Th1tub1+gF2N9/Y6hKmMqSCmkB8UWOCejjsYqnks83yTyUeD9iD0M6DlzWROiM0lmKDCUit4fWN9M5BcwHldIlSRn9LDCqxOUjJ0mBCENrmYPdUVMGOQGLJMursgmc4Soc0U3kE02MgxGPij6wQA/H7n748yH7w88ZKXenCAVLuWC1MxgSk1Gvc3ootigTrvXZhQfSLlQBqdng2RGZqbLK+xhxqZ7TuOFITsVr4OwZKjnlfXdIzIXxqOSJ2EehBR1MWop1K/PLtfcHKkC61ohweXoe2yUB8ZSWE4T9TEzHA+IJHL2YvKny8rykJC8IMNKFhgOgl4Sjw8z0xmGe5A5wQvBZmUdzxgVy5lkykErP7TbNn4QaFNtctbwjBY08I3s6LNtQpy1CLSgx6ZuXN/TmHbWugzf0qw2R2n0pYNZwkBhW7TGFiVYcJl1wh316xOkc6OxjT55DbJvcwOGYS+MmqaNP7TnNPoeNLZFH0giQi59biIirMntnga09bvVO2oT2nQCiTltwLCRnj6vy5vtenU5Vma2VHsxxym77NkNZk13agaeeN6+NQSyld0aphhmA1DkkO1K8PC4T/WZLBz8K+15ww80gTR7QWy9X11ODgd3thHRgVIvlHUh6USuI0qi2uBySJ7AClJD10jBO8zpfUrBRQZfy06F5/jX4wKXit1UbIQkiqhRLKE2IeWMXBZkTlgZMFPK4MWTU0lorpDXKP8lnmLMJiwp63wGFYaHGwd6lBUTxZaEKpSjekR3KVHD3O+3CkU9dll9tH6e+1YymD2xaqrJcUanBa864xGAy+j7dSw+L5dEABuCJ+cVSYmUMlkESxXN1VPg6YBMBrORqjGsYQxPrp9pyaQV0sVI2ZA55OPR38HBwW1yDjZtnpZW1AtVZ0skE9YEmtxQJyukFr06DjB6/awklVIKy/sLOUEaPMIrDS5jbsbj725JGv1r0boN1OP7eJPJnF6lVgxem5HYz4iErG5BAy301cQeDNOMvmFMFRBaseMGVtjJasl3pVnGGEjW5PfQVXZiQwNsaM8j38a9gRXdOD34bXahgdwQ3InV5CfAi05XCoXKigTQqNcT8YfGPIVdQ3ZyFdAjb23flwDQdNsGGHOfNx+/OyKspZLGC28rOZy5GXFuGxKwFz93oFpzGumOrUiXNTXOyyZxm6+bDTE3kQLLoNdQCHvMtj+2dXdZN2wzLVr8B5qETOzr0cBEQjN5+0lsNp/dEnfdoPEFL+Tc9eFe+zIFXm4HYiJoOUavmZZiDrpY3qI+dmdGmgO6ybxtd7XNl3zeraUdDYBrV3Qym11uBxK2DZbsvdjSM0qLZOhG+yb7B+/s87Afn/d/+6vpNL0jtEgKi/MlAZDYtLLNidF1Tjx1rIfAhT1jR1O6zTTSNvZ6h51/77ob4+hp6KUBtYSND0e0eJcpbHvObv79mfXpdz/YEqofoeXAH5eFkyz84u7veTF+xUf6ihu94S+nkT/MmeO4chjfcOSenz+e+WqF95c7Pjm94NdvPuX29nd88ou/5/X8jt8Nn7GMC/fHL0g68sEXHzOuwu1sjBN89XDkUuHt+Ssu9Q/cj0K5gTsz5JzI9+8ZX78j/+w3cPep21By5nZa+PndGfSAfP0JeRmZH2+op3u+ePit43/rzGiVu7dnUr4wfHh2UOt0C3ZgfP+K4W2m5PfU2wvrYUVH4/ZV4nAzkadHhvGB+fKS22VmPg8cHuFhVsa7CjePnD/4gvT5Dce//MRrz51fIvOF8cWFOVU+TcohKfPxxCLKmEcw4d3pDVbf8fL3M0cp6HKLlImbG2WcHzi/eGD94IHDO+OoBy5mLKdKtc+xu7+G+z9BXv+XkN9h05mcF17NI8tqvJ7/iOWJfPMnDDlzTO/Jmnn1+HOyfURd/z+oLoicSKsxfDUh9we4vONyOTHeDEy3r5jPhbvTyu2tcvPJhfL2TH37SKkvWfQFqy6U+kcu1fjq5heU/MMuhh/thLAeGeCE1Pqte2+k0fKuxQdsSnYYlmD7rLlU27mJg6SyL2gpEGlidhpMeL83ZacZy/ZEunnN/RalhVMLiSRROT4+6bUjOoUVZ4pNZ3iiiNAVg4ZQ3cYVjKr1XjZD3VPjUXvcRqStf78X8hsh3l5iIYzQwrUJ54ZFzvrdPG1RDIf9atKQX9KZght5u0plSxBJeBIS2Aw87UprpLzSEF37qAifkhCqZN2Eph8ghmkI4axFJ8jkysvgBnBTxUr1fM3a6m4ksAVsCaFyCr1GQuCoIaycXbAdwsizDG6DwhWmxvhMRjykvYauOIVytc2iCsispOTIs5Rc8Lfinm3NnhtdhoY0WYOhzbQicuyUaYn0L4mCBZrMWuFl82LNUt2xZlmiv+ZOkOJCkcji69aWYfE5sBEkCWl0BTbVQGjkUPQWT5vAcAk7XTu/LuBJ9TNsNmJ5RLTgob/QEOKe/7ml7fECoiBILi6II6BGXpwmWIoCgmaIKDXOYZKVJHGeS3bnSFKUyOGc3eDg0YrmKYCovp4pnE+j79e02o/nvQZSM8mGKDCogcAkUHvE3pDtrGgTupoQUyFd6MRDHAXiNMyRmrYELWwCWzOQ4448K7Gf/QWxziE0S8Iit6s7s0LoD4FJpbkO3flgttIUFl9L2IqFhdAcgrhU8CLpCUd0Fkie8khUfMNrOBtEQyHKgdxoyFRP3+JdD3oaJK0hV73YZliQLdGKZLtRtSlCgebpDtMVi6LtMKH5BlemqqPCWuhfpIrKLVw2UJeWvS6F78NdwXG9YJwRGaLOSKQ8g6j50NbVPGzfBKluHNvk0RY1ID9+r/U9157THAh1N695J8OGgM8AMrKhbhqCTTq9lJZuqaVOCTrRkVyRHsvPbXtm44+9YxuPjXBp2yHuaM5vbQbA4NqRjqEL64Fwbeg6bYiqznGbItvEgZ3iIk0S2PrwDUGbtkf8Y2dRoVTSogufIRwjjZsQ/KPleG6h3eKCrW+/UCTJ8ayg2anty5CJWiRgizJpThNrPDZFN6VPcjNy9QmIOfSUdBFlhUTkQ5g7ds+QVuH9xzaBYQAZhHx3i+SJfHqHlAt1fs86PCD3A9PjwDourMeF+QKHd3BeM+XsBakXVbQmrBzQNHO+dwXwMGfSYlw+n7FlZLkMVBXG9CFZBtbyGuxC/YcLZpUJ8eLLL4WXSRjrPcP9O/RcsLOgk5JeLchg6HlC0sI0PqApoeNLNBtFTr6WeYAyYG9eehjyfCCP8OJXnzNOF2TMSIbjuDAmYR5O5LTy4uUtd4cDtlTsy8LL9cAHNxP3CxzOiUcpjPOFCwsPd49YFerXnvptuEvkqkh6h6pQllu0CNPgNU/MVlaD8WYgMXKeB95LZUEZMUq6UIeFaa68uJ3IdzB8cIY0seQj45qZvjSWtfI6XyBlDumAqLA+OtrueFMRUR5PC6ko44sPyC9nxo/OpMOF5bSgp5Xh8Mh0u1BS5pQyVYXLWTiLwe2FIsppdWR0GhaSJfLDRFU4XVwGSvW4nbXv2WMuP7d0E6vz8dTk2pZiIGh+p6/QnJxdno4UjI4CyZtDvYFntCFPgvYnryHTneQtlUSXl6PGUkNjWgAqGr0XaKkjPdrAnKaG48KfpUHmPTe7C4EhaEWaqU5zLGqIYSGD0smXdPlgJzeo12GQFgkRSGszT7UoKVLhtSi1TueCVkoJub0hRpIjjxvvT6FPqEbEwxq8S0DDGRGgim7EanSuk15l90fIMG0J8zbOEu8R3JGbNdIv2Y6vCzSHjwwgMy31o48n9siPaOIiAgikVvxWLy6zFo+mFBvIg8tPFQcxuHO5IPZIQ8yTEjZELn51h8K0ngBjnUFx/cPUje6IMB0gjcJlTIFJCCPsmB0RP5gb/KeE1NAvB683UQywgVTdYF6z69VDOkc0eDNnhnzF6OMbfGrnfOPrNEvIcz7PaTVSURYbqNp0E9dL7NZrz2WBNFaGD1w30dUdq3UJvhYqZR3dWDkN7kha9YKap+ZUBbsXCsIwJeZRYg0EqSvDo8sZq5rPbcqIVY568v0yZSwJVUPvWzKWKvXmPSZKvYCVgeXmgI6ZIZ1JUsg1u7yeQgIeDDkAg2CjsUphTYW8wFANy0oeXKNVdUfNUGYsGXU+b3ToO5pFvvwmJ6Tm0m6gN4zmQMUyqmGAtgkh6uCFPaCZzL32yqZTNHmo5eKXAHvQM0d4wWnXJ6EZMBsAyK+64NEaGWHBc+1HxA+FFtWVAhTkql7oDBLPlCaNgHGk6QgdhEKkZaXR2zXEoiFAidJVIOticTtvbY+GsV40+gxCi/Ly9TCb6OBBFMTR/+6wSb0vrouGEVhdhpfktg2N6AhHnBvNOdkdBWHMaHYgaYRkB1AVMbzOYIDrpElkroO4syTq6rUaH1ZDtpTon3QVQYMmf/+G0y77Nt3Ad05znoyxZtrlzydMpr+irVmTS2UnErdrg6fK1OfHWcuOZrOlYu2g1Ng7Xtdos+3sHSP+mace9LWKvRGz3pzNW5RLftI32dCobDrCji/Jdm0DcUmE6oiM8WmzsbT3D0/e4bpye/du7CGT9ELc0uTyBo6IfUzTVcAzjDR7JGwnqe2lBgp02WCrr9oiPzYHB8juPZt21Ou9thRd3UZL9K3ZUSVkqs3G+GOaoryuX7GmiS9+/TGn2wOXx5Xj1+/4xe9f8urtxPqycPj5hYO94WjKP5YTX3+h/ION/K3ecbHKh7f/wHvOfPn7f8b5bmI5vGfQR369fEU+H/j4t8aIsv7mDesBTuOJRYX57ch08ynT+AG6znz45efc1ve8eP+fYTZwvHzE4fHEwzDxOCTG6cgvb37Gw8PMm3d3HBN8ejTOOrPkF2gauejH6LBw/lWFLHx1+1cUvUX+4SPSe8He/hvG84kpvySPN5zffkFZHplTxabEXbllYuLm4SXD4wFbH7gc/sDRLvzp+xfo40R9N8PpiN69QCd4yCuDHHn57mPyUfnjbz4iy8CHv/+CdMn8mf6Kn+uBPz58yuVywy/PN3xQRr76+ZH7TzJ/fF85v1Xu9CW/vswswzseXr1hXu/55Os3ZB4ZNfFYjX83PSJVmd58jGRjuBmpuvBQ/xEj8cn5BWPKrPp3FJQPjsaLfKSUf4npC8b1gXy5cPrknuUXZ6qtVFXuD8Ly0QDLCbu8QS7G8e+hXC7cXoDywGp/jSHcyf+WaRTO80QZfni//aRICOv/NRfALQTyFjrbN38QjX6IYJ8PuZMeCUdEIwbNk9y9nI0wNIHaP+uFbqR5fsNj2RA4TWmx5EPsBi4LBtAKCG0xGxYGBmupa4IoSCNyrT/NXhD/aMa8zUeyEf9OkjrhTPuvd8+if7CxJNu9riFzLUhSu64xyOZ4MHrO3f4M95aazDTvcAtX3JCWYRyx7Z3NiOXzlWiojC5EPBkjgQyuOFKjcYUUz2ujas/8AcYLnqvdJNLUgKXR5zGniEpQrFaS5i7wefqYBTeeZlcihUjPYohEcVMuLqDkEHiLE3zLLrAkawgUV+K8RoQhOmzOngibUyCNhk0NQZ7xnKclivcOnrt1EGfQqwskSSJKJFLFWCtoGGhTiaK+lYSne/H9m9QRRZri3DTj+5phOYIsngZpME8BVPHQ5IjKtyQk8bBraUW/R98HUgRKCNipXU9nfqgGOj2jMrmyZglPo7TQvfKNqZIxZj9jcqHVKRFzxQjM80sLpBRoliasRnF1R3NlLK3uhLCKcSGlI0kOPn85VkLV15UBogh4dyDYD++5vvcs+XuT+LOLRETtDgnvurOPzQyqxh6jR3nQlO8e0hlKthrUkzuZgiZa8jPcaw9EMXMnbU1wB3IrUg1bmoStMJVi1GYM7YJqoEqk/dkEHPz+VldAw1iS2omNOUsVcgUbkDIUpVvUAAEAAElEQVSEDhIaSlboYd+eQ9YFJj9LrpBBczhLanSn0XaJ/V2DPrew7tb3JuX6nDanr5GxdIM7NxeMFZGT06OWsiYou6fTEnrOYgu0qVzivRfQguQbN4SE01LUQgGPc5rMNXZN3fjlebPxwooI6BZR8aNbVxJ8npxeKb0eAmH8N0WsbOitMJxJNwpt9Rqk8bqoGZDU16E5KzZE0pkIJXNnYMzcxsebMz760L5GQnFIbMiu6FNq9Twaj4zrI92ip+LY5IGGNrb+rvaSFsURe22vXO3SLDm/aqHmMZfN4LkPGe+jE7rt3r3PvuciR3PjbBaOCou96u9oaFJ2joxtXnZd3wrDxz5W8f2+i2/pv7tzf++IEMHEo6m2CJeg1W2eTH4KafMjOxhphOHmSBpvyNMZGVb0+EiZF6aHV4yXgVNZOdsKa2W6V+rjzOX9LTrCenC6mE4zysglCXkSjh8KoonlzYSelTJkNGUyL0gMVH3EtHD5Sqnnwt0nA3KbGG+VfEwcvj4x3T9yfjdyejOSPlPSJyvUjF1GZFwZphOWDthwS2Hlkt/F3jmQOMDyEVJmj6rIldtP/8B8c6ZcDljNHKfCnBPD4ZE0nbidJz6cbkmlkt5V7hK8PAzMmhAdmKRQxsETW9SvKadM/fqI5MzwkRuZh/WEron18gkmI6V6qj61TEEZ5wFJI2saOMkamHtFZEWGR8Zx4OVhRO5W5MOFlYGzjqT3ifTW+d77tDJk5S4p1Mzp0VGDN0NBKNy/K2g1Xn06kw435FePMC7U+8LyULn7VDm+vPA+3XCRI+W9cH6fnP8fFrRWlrGSh5VxOJNsIp8ntBjlsULN5DJ1w9X37zIJJH3QcAvlHfDaU7nLxs6b6s4wvZOvG68QQt6PdA2pOO2p4QjoKUwi1V87Wpo6kt9pZku50tD6CdSNqi3iyZGy2Y0XLeeIVbboCpdjPGqhjc9oBes3ZGiTjxqty5tzu4nInXaErK4N9TwEvW4O+n06FYPaeHXI7KnpUBHNaOFw7/J9gJdacWgqYsVlSAqevmV0HSU1OSru34kKXU9AO9/pvLunb8wxBavLOoN1MC2BVu/pRNocSPELUgOHRerW7mT5cS2Vxr2CF+mKsbgsrgmGjAwDmkY0ZxczVxA7I/YekZEkR0gZG0ZXG4s6nKZcMDHWydPxldVThzJUJCfSFG5qSQH9CqPPkGLrGqh5kK6KG65DPa1A0kyqvh61eDTxIGvwvwAdhFGyRmqelD0X+SAHkmTKpJ4OyVxWzXgNh9LAJcU8enwYsIOnKcom5GFlOCpalHKPO1fWnbKaBZ2FlIVpSogYer5gVanmqXX07Ms4vkpMM65PCaTFyIun6CkJIGODMGjhYCeUxDKOGJmqs4s+S8ayUuURlUpdjtgysNxOaB44yJkBDZk0OzgN8bS1I9hB4aAUrZysMqgwJyEnIw84kKa4vJTrjOaCTPdYz/P+7c3qs80oXgPRT3iKQsYafDlv8iMjniI5gFxNrjFDKA64aQ4As3BIDOydnmiLOnZ0/4ZsDvpjDUBzQShUNKJfVge/YYiNoZM43ZIw7mfD9XyZ4jzG9TQk/4EG8rNA//vh8Hc60MltDyLDTrKxJgBuvuvNI0FIJPFnGIkJo7E4kMttTdn1QcKGIRWxmRQ6hEu1UdOOLVK1pcrsNK/bIBpocYO6wq5b3QY1+hxJ6BIddBsG3uBNvq4FxK93m1iLpC9gmRyGZQuaV8WevPE7dlzMQQMI+bxLo+saNDcvfvhiuntkcBtZ14FbRguhi9qEbtEjT0I/sBwAnFbHr/HRnb1J9u8IuRxojvhmuPcxNybQGUnfAt0G3+s3tudHjT1ttUzCYd9zMG86YetZi/r2Yfr+ciBwu7e9v0ViPivgvM8M0CK/jQ7W2/ZXc0C1qRY6/NhKaFCbzVNirxM8ws9joUeN9O/Tbv5k973vQbfGtevgacHpTabqqaD6wftpuqma8k7fcbLM688+4/TxLY9/URjf35P/TtF/HCn/9YX5N2fmJTGvlS/vlT+8M76WzB/SzDi95f3tH9HTgfNXv8RKpf78gWzv+PT8lulx5cXvHRB8+vN7lrvCeX6gWOL2o4Fh/IC5/Bqrd7x8u3J8XBnrLxj0I6ycsPOZ+yFxmiYO04FPDgPyOPP68YZxLnx4e+J+nfgy30A6surPsHxm+ehzdFh4m37HejoyffGS/HpguP/3qH5NSv8NNt6x3C+s795RP5qwVwOHcuS23JDf3ZLez9j8Fcvh90zM/OLhlmIjlzpSZGI53nAejLcGU5k5PL7CsvHlZy88IPSPv+W4Gr9Yf0OqN3D+gPvLzCdvjnxwGXj9mxc8fnjgD/eFr+8r/4Xe8tky8cXHK28/eMPxzVs+eP8VZkbVxH02/m48M1bho/tXzHngJS9YeeSsn2OSGC43TElY6wMiF17MkMeZon+C1Zekt38H69fUn33N+tEb9HWmvsu8n+Dti8xYC9P6nuGPwuMfvWbrUYxaTlzW35HlQ47pv2CYM4fziTr8sHL6o50QG1qvqegh7dHyCzZy1l4a3vsnCduduEkcozCP0Dx6+2BG/9sJmBdsap+3Y92IsvV3udA87p4j9PDCHqq299Q2E0JzRhBKwm4MSIx5M/Q8iWjohhmJZ6X+fL9G2DyuQVY64R7ivc3oLbvrCE+uBGPfhX13mtSQZOzuax7jFgHRCizptgQkPJ9hU0iEnp6iGYa6oXPPnjeTi+3noCsjEsqLMwLPI9+EkD1BTvwQMZSq8a4QwiOBpE6h6K0CtSleGobSuK8ZzcXcSDoUdyKU8D5PzlA0vPKWzz7NOTuPqqGM2urrOUb9kORM1HmtM6k8Vn/9BTckp6aUFdBMWhKOUqh93Rw8bC7AdmNZGIaTX2DJlWsvcr1gUeBTBzz8LAxTMhChy4alBZEFZAljdijKc964vALqBQSbgbIxLCZ3lliekTR6OiCa4i6QAqEtF/e+1xKpFiSM5mCBAKC4oaDl429GWpEcwo8zeE95LJGmKfKCCl6wGNAk2ODjSBripFkIzxVRRVbFVNEiNAOdO41i340/Luy1NYvjIBrjLwWrDTnvSoZXqRAX1JAwfqyA5651I0GEZYYzCzOktgiJdVMGRLwYskmQKxf8RNaOdHahHEQviJ2cniVHWYk0RcDPQ5IlzmWc6YKfheQCdD/JGrRMd04K33T+7AawKBEho824E/s0iRs/avL1DmeaidEK5rZ0TNJofCtIau0shVKxQ+VIM0q3qIPGB2QzxAqCpBOYRQHtSsoDLRy62TYMwWozyKwIaxchTQutWLfIEKBcrwPjx8U8BZrLlGFDF3d21UvI9Rb0eYy13NHpH9uE3icn96Fg7OopOdWNKAcBWlqA/rJADqn2GYKQT/cRGy08WpqyMYSRI+3Wv8UoBL3sKOXG26KvUUvEWv+7EB6O443cx/1Ro8kaWjO3UxRCvlGJvNvNuU/DY0VhxqCj29ibSd/PeLK9wgNbaqQt0tECpQpbpE1L++VpvULps4ZsjF0nocA9kQAaQky2z7shdZMFuvwShoe2Fi4LNcfdM6VOlZYj1hqyV9rzGt//KWqFX57G5Dzj7Veoveaiik6CSma0zDheGG8UHQeQgXFReF+ojxPLO8FuDGZFhgovVmRN8O6ErKCjYaqcPn6HVoXkaSFseYuSKC8ekOEM60oaCstklAHSuSDnSrmcSZzAiucP18hvXY+sy8FzvZc7jIRyoeaKHg5IMoa8klWwV4uLC7lArSxfG7xPzBRP5XQ7cp6M2Y7AkawTx7WQbyr5pfJiSnwwz4xv3cgy2spq75kXUPsFBzNsqlhSkoyYZS4cMRE3NFjF7t9RU+FxSKy3E6e3FXk4I4cTL8cT3AiMkIeZLBMpKZdckTIi7++o50p9/5aLZN7eTqxZOU4DIyNzHamaWD9TrCrHRUkVhvwSy8LpOHI+wpGBQxmx8cB0MyDnwnmtmB0Z7CXKQskLqRh5MVgdKW82sjw6yEBTQgdj+sSN+3NqDufv22Ihy2jw3eaU745lfK93hD79bHrqkOCXEDSm8YwnB8n/iCiY5vDwtBstZQl0VKO0Iq4NzdicEUFTnAC5Yd0qyMiW/jXRnOZdFzDnHyBBr1vHMltakKY3RP2niE5wg2A4URrRbXWZmnEmckR3/tiNo2EkzAtbqgfBUy5JlwkclNPoz+rOcQnYfKrOr9KBBuTynEBeG81ps2K2eASW3MR6+gzvneCg4RBqi2MezRGObYbQp1Sx1KI/Y/2kgRvA7MZl1RbdrfNurr93uz1pmp2H2iVDTeg0oUm8TliFnCrDYJhmdMmQVjisiBqDHkBHkk3oIFQpiDhKU0y5MLvB85xjqhckCUP5/7H2H8+WK0u6J/bzCABLbJHiqCur6tar6tfdZAv2hM0JjTNOaPxvaRxwSNJoxrYWxtbVr96rqquOzswtlgAiwjlw9wB2XnHOpRFmO3fuJYBAIMLF55+7D0bgGSo12XpKWOa9ebkXIDzHiVyb9WVQoaqV6zJCVKPWM2hDs2U3LdKgibdaS9RxAk2kZP03bJkLUoqV7pSBpomcseyAbAHurIWxXZBRrP9VruRyAhGSJKhKuySqQk0NJiV7SdQ02EouLdHUMkUkgeYBSbBrA6KJK0pp1UqlNutBUdVlyriz5th1NH9pNt+s7iqtKHqx4FPODggOlhGbnvae4bIDzeTZfN6cXM7ME61MpPnCqAutFLRWZDa9MZVKmhekCqnaPjQgHtoIaGXJD7YoF0g/INui0WYvwZQMvxAGrJiSgfE901YMPE3SSBjxqGnrJEcIEeC2lmdV9H3d9wsYmJqIsjCr/WLSszmZUBhW/4g1OAALmj6Yb1QjkGBBz+Y9JZWT35+NxzIIzD40iWagqfiKNjHcQCxgYv5IBC/CzgFE+xkVlw1M/pYD+zqZH9tlnZFbbD4tSBlETlVoGmPyufKsMlXzp1Qa6rLJPIeE9YbA/YoYY8hu71vZM7CU1IM3TtoRMaISDSioy3bDU0bXcZ4R11n9Jvcbyc03v98f6D9icxfrcQWzbU35woiMwD5f3u9PsfH2teO+tya3b4Vokmz6yvT6Kmo9cL6V672EaOiYLdYSxLbsujcC2dX1GPRqFZu10e345kGeIC5F1kYE2iQs/RWHi+DC2jMksBT6/RPpcXFj28+F6uw3HY5F4AX+fYIwba+FrW7vOLaGEFlOuD8V57Q4VcXskpinsI2cfOlzE/tOddNUWnD81fzbFsQNLeva7xkyQid76Rr46LfPX3BIoh4PtF3ms/l7eHwHuiDTjpt/rUx/O/PmbeawPxoEkC88nhqpVD5/PfKTz+xZ/jsGxrzn5vKKJjOXr0+kceRy/JQpT+S7C5MsvHr3HZwX8n7HVUYeLj+h6JFP3lzYjwsfLvDV6Yafvkm8OS6cz4XLQ6HeXDmMMD9f+M3lmeV6w35stAxfFWWWHen2p+wPe47jJ8juRH51R8qPfF6+omlmOHwG5cj86Q2XAZZPPiCHM/pXDzBfeb9Tnh8qr5JwJ3BK33EdHyitsDy/5jgIryfhck08PGXm/ZXTJ7+mLTfIh5+T2w4ZPqddr5z+8Uwic/j27zhc9/w+f84iE7ubZ47HAbnfcdGRSX7J6+8+gVPhvlVk+cBv0yN6mbm7VA7Pe4YPX/A4Jr7eD8zDPbt9YtwvjHfvGMqO8emGVuD+kmlTgjulTpm5foIuV8rwL+R04tXuwC7dMy6fkhi5lg9cTg+k5Z5Bb6gfEo/6HRPPTAr7PJL//T3Tg3L4MlP3hdPn33BNZ77liKYdx8O+40B/7vjxmRDuBAeIr97ExXzmEEQbh1zbKlQkAO5wLqJx9crKNOVZ13NCP5ewuKIOwTV0JWIbNJTdwLZ0ULB1dCOwpAclVsVjR7C03NDu99kngDXy/xH7UMKJ2gYgzAgxJlNaTQqxiPyakq7AvAoc2JwnhLV9W9kodhc8L5RD/y6bsXraboAWUaO9OePIU8+lS2S3KyT1uQiDIyLOIRjXtbGGfZR13YXg1v7s6uYrf35xSvOsGFHHZmwkbWzWjLRMBlCkakZLFkiKqBvmEfHOFUYDSqRmS1SYHHgqGVggz4io9SdQ8YxDgRDyQ5RMchCriDkOQ0NyQWaxrvJjo032fJXqpDRj2ekQSmjoACdJ18aKJVhkvsbFwMEwaqtWA3jHTJMES0KKOQNW9aBBigDEgrYBWaz0gIyedVE97b5aumvLti6E2Z7wFE88mpFZUy7xckKk2YFzyzYRLe4cT6juQZXmDcRTMSeDNls2gRjTIHn5qW5khGJXY6mnYD1GAEGENlh5pN5fuplzZGyYZsBxYw1C5LB71Zh3+7oCqT/iCKJOapYBkUpDa+k4gYg6OOhAOgNNgoFTbN0023/KrtsFFghzA3VabEzeHJySLfvC7y/lq82xN0+uyZIPkl5IOpsMFP/BGl/SBgsOSTgdNuBUxed/6cFBSwO3gFqqzjZJIZ83skDx8/jcxDZwIFeSpT4blu+GaVJ/39jkBuaarBOJuqyRweQPNTuYU22eVrKtlzOLi+PGVVIkXwzLqep2nzF3qgO3Zms6oAGInrCAhwew1UqeSYBeFQvIZLyqhK7niTR8sNJfzYIZzctPJC89EhlSf9HR2aaR4uwgmQZzPhZmWnFqKpFC3gfc1PuEeFAMLENnnTr3G4UI7qiY3JHNGOKCigVQ1+Z4L122jXLsasHmNYIQEaBQP4+DVV5SpQfdWxj1zeWNmJoKFlIPWpuRv+rKuA9l7esTZcmC2OBN2psb97lu5tozR5rNFyn3+e3nUPVggFqgOwADB8gEnMUofRLWWYkavJizQThYMYdWOkCxkmzqAXvZ6P/VCXwx8Rt9tAK5P/ZIg5AG0Pff0y6Fy3TPPO3Zp8SoiXGYGfcXGO4QdgzLAqVSTo3LoyCi5NdqjVoPBZ4FuVywkn9CyZXT20c0NQ56QyoZffdgcdm7E7JbkFMhUa20SRbGU2W4NAprEGIMdnYTqMoy78wJu9zQWqVdr+gE7e2ONDTycGFIakEIMFC9VuZ3gGSO08I0VK7DRM1C0tcIR4Za2GtlGCv5VeX2kHh1MzHkhp4ymSeuPDFdbmjzT7i0hTJ9QxWhysgiQpEDinDgQtKFdnqkMXO5fcNpmqBU5Fy5yRfu8oVyyJS7xFiOjGWPpgtzOlsGx+OR9vBA/fJ7yv3A5a8OyC5xuBkY28D0NLKosLy60pZG+X1jWGDIt2geeDoMtCPczJl9HZExUaRyejpzPTe07Mn1nnb/SL27IrOST15aLym1jSzzkZQV3VXSJEyfZNKY2e2yB73/zLFtjoya/RSLt4Ptvq8lbXCOBdWCSO5yaWVF8vL/CEbusP5WRBPltrPPJQ86tADMnSkaulIc0EoLaPGKSO63aPH3Y99FxuGGzIOylm3yoHX3fcJODrAj+mo5kEXDekp5oKPfv+sYhcj0WvW52Y+9v4N0yr/PpzXR7MYPMeVqtqiKfVeMoYmMkA7ruaUB80a5N9AzMFgftrABBNOVm4w141c0x4cU2ozqDMPe7JuKZYW1umaWeG8IpEAboOz9OcY8TL5GZjba688vO4GWzfZRNYOp5ok2JlgMjB9SZRga9VqgDLBbYHclLZk8720eywTSqFLIomRvAHrVHdqSAdwC6WYgJWU3Z5LCLF72RSopBQxtNqFoRTiQZUduV/J8pbWBVkfIiTQmtFZquaKqtGI+gmYj6kzF/OgyTSDCnpmkFRWrJ52W4rGnTGNgSsKQxYgciAUhaoFhgjGTW2EoVzQlWvaATR2xVltqwZWD+XJjttJF82OiVbG+jxl0sHmYSia3ZN5CM5Ba1bIxqhZIOyRNaBmpZSKXSrrOsFfqsVmS0dV0rIzuKwyGL+SnPbREq1Z5IS9X8+mzM5eXiVZ2JDmR9EIpF0qbkeUGqZnxUthdFlpK1JwgjQijze3QaBRKu1h5rHl6YdP88TVm6zF8JpVblwt7RLNZKhpNj5vbIQPClSRXI1BF8NCzjUQs69m2V9gL67L3bexy16xO+zcCr6sIMeg7Miou7qPZ51VmCwQ2K2GFVKxEcqZJlMc7+17f+7UdDPXASFVb1YNXkggnwUrXZbPxsJJw1qrO7JqwHrUHFEaXi2t2gnqWW/NStrlFwCGyLkZWfEOsv1xkWIdqEMdDNKEUj1+roxfmq4GazSnNiWP2no3R5nStQ3A1opKM3U42v8/6SoiXxkIju6/Qe1ekkOdOoDJmGytDPf/QcqNXb/BgSGfSE0B/fNJKHcnGRta+fuz6gTetmTo2K63bnEHq3PTn28xN19+e0Rg2e/RisCDUYN+TKEEeDarjGDwIwrq40Q3hNoItMy8DL/5hZzaJ/xu4oGXnlNX2QOgkAyc2aCfRRT+K7UyrnzqCaGD9KaQHVdbxrkTcFaOM8VVWggPr5o3MofBLovx28vtosbf9TOpZTJ3E7T4e4b0viBTzYTzgaM/LS/j2w7CVsFP+oiMJ9XBE95lP5nccns5cdaFOO44/V6b7mS/OI59eJz6kKw/5yi5XpBY+PSq//MXErxf4L58HbmXPz0+vaOXE07cC+5G0f8s+DdzcXUm1cv/+e8Y8w/7AKe34+vpLnrjhJ6+fub9d+M3vha/0yN3rxJvPC9d/Ljx8szCOsKfxeHrg/el79sMrbncTLWW+qSOwJx9fMx323I9v0Gnk6e4OzRc+PX9DahU5/JLaXvHlL45cbkYaH1CZ2b+eGXLhw1dQPyjDXrmZ4FmeeDctzJdXXC5v+GQq3KSZ8znx7l3mej/z8MW3DHzOq8f/iMQRuf8cnR84/7svjfj0/Lfs2yu+uhl4GpX/4OaO12Om7Ecuw8Duu5+Tvv8l+0thaZXvl/+ZL/maV5crby+Vw2nP+Hjgehz5/XHPkEdu94lpKgy3HxhPB4anL6DA3WWgisAtlGNint9Srxek/IbE13x6+E+4G1+zP83kMvGu/pYPpwFZ7hA+oT02nh6/Y8qV3QCvvhhI/+rI7veF119llsNM+sX31PTM920k6w0/az9l6AT8P338+EwI2WhF2AAgDnahbmBunIT+rwOwHjzYnNUXewgWO393/v2vzt58sbna+n2JjWubPc5iwPtH6ZU9BdJBbo+wWwrgdmwuwDS+lliFj27+jvv0620ixyKbcW7ZDZ395ABR3GrPXlhHoj4Wm9pCL89ANNHyuSfY4aEQVmNcukKhO3ZW3iF3wWSs8ah1aE5KsDRjLuXj5xtAyCZ1DHFgTh102qigMEVMWf6g9nV94c+gOgDoeKnQjCSQM+Spp3u3mryhWwCnCRiNyVzUQE7Psuh1K8WY0lrcgfX08jQ4E1XN0G+9LIazbZun65Gw5sjJ+he0aMi1YasjG4MqGWPZS6YgQorsBmcyBwgfWC01m0MdCk4UyRbhtypksQbUGG9e1skCIMYEotictFxWvSYrgGdjAqtjafPeU1CDCdAGJIv1wn7BALaSNzLY3tUkDkanfu4ok2O2jP0/9b4T3iw4gPAIXGYlJQvoaEu9mapFHQLQdvb7GOBytfWTkgFjKj2w+WMO1RlLsB7N6BS1RyYrUOgLgEjZNPZ+M2NVshtjgFz9WXiAwTd7BNViXVuqtbpjrs62SRZw82caJeSU0ZyDaBwWhm6PnuTNOhYPaOGsLfX9z2rjpRGhWf+AxCoTUpRIcuDGjXsDMjw12g03CzQJKpOtqbaVjlhAyk5qr5U+dFvLLWRogmRN3/B+CBplvFy2Wf8H6ZkZ4uXENIJqUVYqgOLmTJhg/Hem+uT6IEpzZDPYNLuDUB0EcgNOdS259lHwOuZBYl7+giOCAgSuQwBZYXSvOuWlMR7N6kwD4CAihL5Seum8yPCL5osRMIpp6fqpvjg3qIHvoTcCON8a5ikeZBjezvLJETyQVZVKzFNb1wa+ZJwFG2QF6Ya7uKiUbj90lRn/BDCqa6DE/vayJp2ZtCUK+F5z+0ObM9XU2XjJ9k9vmBj6Wz1FWmQjJzdjCPA1gM7Yl5sU9W41dLNqDchGqn0E+kzuthdT3PXDX+hXiGINiGdYThP1MnBsE/txoAwHlrQHCjVXUs7sxBipLVnAN5cKzwW+uhqp8NbAYn270GqmziMtD6T9HejCeH5CaiMna/zZLhNaduyGSjo2JJ9RZlracR1HZDiS8kAbhHaTrKnoZbRMtPRgAcd5YmgLssyoJPI8QAHJEzUJz8cT5DP6CguYPO0Y6oROC22nDLWSTzPHoXBAybeZesx27TYivCGnG3a7C/f3V9oyMF1eU+ue8TxSSkXusMardWcJZiJoVnK2oF2boTVhersgB1i+qOhBqbsr81AYdrBXSCmTxh3tAu0E4WimJbM/HFmmiXO7I10aw+VMloZwJZO4fQZdhOmcSAssYzLeankkzY3LYv1zWjObbMl7lnFkVwrT8o6hFgpCmnYMaQfLBbk+UZPj02LtaVMTpuveZHS+/Ah208V/+36oAVqvmbfGBM5ex9wXdc80ShuzUda/Pfhn+nLrnCsru9S/0/dcV3JYfUmXrSmyC1ampWUaDmjzz4llb5p88PJDYbNpsDSFtfGzb+aQUVE7OliNTWADBvkGp7NOXVZIEEq2PkXcTzSmjuBENmkqrZi+9wzSbpupN9LcZJdYv4mGytVt4Jjv1PWxkhE9Ols2bJ15lbUbJjeeOqoBLCa/l55lkYwkJKaLNYIcwdgNPeeBA7P3df3Mj9anSs0FFZi0kJtQPKOyDQM6JStnSUEkkcWL67WR1MwWk9qQYpnRU7WxLE7kMjBPGdriKtpkctnb+iptRGtGqGT1HmhhFmo2gF+UlIQ8DlQVC7plRSeQ2hhmAzkbA6KQrgcEJUVGgdjY6qXQVMleArd5yViWGWmF2qwcnHg53iqNMmnvKWc+i5Uz1cGyUVJrbjOZ/SjFsm5KnUGV5D3WWrJeGdb8eaDMQpu98+He7a4KsmQnQoGykEQYx8Gzo7H+dGcv77nzMlOefJSDLCeuz7MD+046atlsspQWy1bNWLOjuifr6D1AEkkH8iiQ1bPIAamW+bJUJFWLX4qiSzCL//QhXq4oBWO5y65gcseaXW1zKwO6p8rkQdOZwE3ce3GSlGUlWO8I8YyDraEeDa3DVpv9/ISJZ36n4iS+ZtdGVptum3GPge4rQx2zlxDofRnchu4Zw+o+SPLz2aeky+CVWNo8U0o8iGfjMLlglpATRLqNGlkHus6DgHBlxSESeLabZSKYj+6DJUa39h/yDI1eMjxs4tTHGc/JpIxnZnm/u6Yh+xf/jPt3DEgEYppjHdHLjgxiJdwUNZ/Wn59u+kloD7L/mcNFn6yGn+um6I20+P0HvgYr1oTr2yg16vcgvq+2l+7lmOKZ29yFIu4SWHS15dkSpGzNqGeSrD6QB8BWT8Ceabfjgyzk62vTZNn2hN+nPy9zw5RoMm4ksj44tytibbqeCYJSlG/XQmCS3abHwnr2ftgWvje3HsWL7BUfV2SVd1ImdD/fM4xMt8d9rKutp4v3Zxg3k7uMkZAhvY/Wislp+CMkkGHd3/69wOTs77J9kj94iCq37UStifuHK0eppMefItdk1QXeD1zTnuc0cWkPzE057Pf8/PMDr4aB++9HDu+V9NuvOAwzPzsqy5hJ+R7ZFY67g1UNH0YKmS/1c6iVp5pZGDjcL0zDI6W+5/Hpwn535ZNPCs9L4p++EQ75M9789FMu95nzq4HyXJD0jmGZuDndo3mkTUeoM5y/pJXG+6+BZyHv35LTgfHxA/lS4foJUg/kDzPDpbF/+4Y8wVIW6rUxFpgU5jrz/VL4oHseZeBYd3xxHrk7CLvPlHNW9Ltn0gjH2x1JGu3V77iWyvsyAAfu2ZNIfClPDGPj8FqZJuX7i/L+smOYroicKff/Be3mv0E+TPA0sowPXIZndlPjXPaMg8LdiTJUnpbCYbzhPn2ByJlWFhoZfXVGdwnaL2hD4/ndd6TTwp1+zTAWrvkXNCa+Kl/yTXvH528zN58IcvqE26twmnZc8sC+PfEzfWRsO3bXA/s58X6xPr/3d8+QE9O3P2c3Ksf9O5qceGAg+vv8uePHZ0IE6Pix0Oxpel3l+uv4RnRwETNSez+HzefW0kz+Uov0oTUtSjbDNYXgjaa7MWyKLBrB9MwKCSM8UsHTxoloHmF25lVXri+FhG1la7zagb8XLMRQ1FGfzgIQVskjUsMTKwAUd+tAk18remFESmi38bsC8vl0Q8MUbPRriGDHyCqosguvCjL7UCNNe4f4M7HvXlmj3xDlRaw5ct04YCGwbVwG7mS2AIs1mrI6xdDj8qzCfhXyf/Lw8jXdBqv9oZo/RTPgc9qheWegkVT0OpgjIckCK02QZiBGW6z5aKJAMvaR2dvG9GrzwcHcGaSS8hmkUZeB1sZuMFnTa7EIqrO2rbJTRsuI6GLmZcr2QxTpsgZ8qFpQIalZjUm80fLG+Q528KDm8y2DlZPKDtDl2Y22jC7ZlVhktXhKaXYHOntpqMXTXcfFwO3sCt8b9zJbabWmswVL2mBgbCgvyZAms/cTNDzdvJcMyNaYW9ZnHqUbrEyWr3RRw5fdarZVYU53TZPtaw+USVbSUGg40O5po7QFarH7AXQQGJNlRiwGHDMaO13+mNz6k4cai4/iicjDap9LM7XfYi1WJAXLrZhBlSafK9xAfMaaSe/Nfgybg+R+inOEXjRRVrTtgAHyBU0LSTOJCdXR9qScaDzb+NxxN9aPsyrUjC0le+kv0BzBXV19JAUZvE7soE5fctA3uezW0ZwTHQykSVdW2exycggZt7Od3oKp42UlcgA2PrZma1yzf7+pk5hCpluZk2iKvfYF8iCERlAOmCwIRUpoq0i7mNBIreustdmXB8kUJMpR6LOBvC1htbFNRvaMpQ7g+LyRXM42ElZWwcC01tO3/5JDPJCrEYgIJ0yV3tT0ozUqDoCo68SmDkoll30ha+tGH0bQlQhIuK7qwYU16Gx+gAGrxqRVrDGsO0Dq2UXxA77XFdHFr+cGcXPdKtvxQwCEYTiLG9MiUfLFA20RUFYheXZFC3wL7J7EHaYebXTDW0dXPbpRORvHIgUrTNaAGmqOi1Q/r5MnHFTqzfN6QNF1b4q15boyG0uuN4yM3iwhjzoZIdiRqQcgjA2OZ9g3eg+MlNxsiADQD2rSF4co7E7KpKBPE1yEPROpjbyvBy45UdVKJd2khX1arLmnVGiVvDR0LvB0ht0Arw9wI7SfLXBt8NsJTQOZVyQuTOcvkXJhGK3kQzn/nMYBGWeG22J1XWvlnD/hypF0GMg7KPeVhcb4lJjeZ2qqaPoAbSJdbskNRo+RLpcBTQPKnjpUTrvvYCzs3sCYM/n0KcM8obtH6nFhOhfypXKXKzeqjK9GltuMjK/I9RVwJOdb9vvG9LpQngd210+odWB8HllSId1bRiTfHkglglaNNDSSVupVqFXY7wvTq8q5XihvC41KRZlm4bhYlp/mPXxItOeMFmt4O02Z/fEGdgc+tLcMy4Xjw4U0NHhlQYi784jOwniyTLTLkE1nLQ+IXDmXI9fmPakE5jyxjMLN6cRxeaLUiYURmY7I8Q3y/IF8fqYOwnAjZnPNmaHB4TyhtTBPDz1o96ePk+8pAxBSsywFTTO9qbsJbpMNyQLl0cdmNRdjZQth+/egXQswLZz8AMD8870XQzQi9cB8q7af8IBtEJIkZPCI2cYFuBDInjjpwQYR9xl/e9aGrDYuihFAxAE8tTFYBuKw6pPOQPL+DCEXs7Nt1ALAUie3nxyo8zKXUX6IxYHNzrkKPerlMYeEZgdmmoMZcjY9Jjv7fPN+bsnH2vZ+f26E59mn9+C/E3hjYpuTnZ+vYZkfrrtSgC8XaIuRQ6QSgRUTl05SCbvE++n0GuA/8qjZeocNqkwVctrThoE6Tgbs59kIK5LIyYhDtY1WFaqA1EJarogkUhmpkrlixIqUTA+OzZ5BUcugmw/2W58SLMrI2frKlUZtQlIr87dkoXiWQUoD0f+KQa1qZ1GGhJWKKjtSzUzXHWil5kd0qAYwoJSrohXSPrnasZKkMleSYP0qUiMPEymNlKFSxoJcMRmeMponC3blxWNa3ohanE1brFF55YRKIe1Mry/VeqaMTlQrF9AztJsGk+0rrcB1Il0mmlxRuZJ2Qt6NaPZs9iqk0wi5IXsrQzR7VtEoAs28NQR0MGJQU4EqtNGCEENayGmxfTBMpGU0X6sk2mLEpGE3WKmssbj/USzgc6rWp+MYy7+8gCb+2CFiJYQs8xUrNwUdAYl+CWttAM+UdiazcPIFbram2RjFvzdjGUAH+0yL0q0etInGwT0DwGww6X7xStwzs8ns3fA+hWhE7Xs8sqPU7eKwz8lOJoLopYBaqTYJcptmLFBp85JYbDzqmVyRzUbxQKx4JkBkhIY9BMGut8bW6mS1hMjBQeULUFCpfi+T2e3tCnJlG9CxOTe/w5pMO8FKDCC2ayes+fJqe4ZiaV5KSR3XaUG28dKCKYIv4lkZWtzPWlxOjaiOGMXTiHnNiXBms5mvGOV1fsh6c0/A/RSl9yzlADI4Ias6eWotZ9ezc7li5ETTQepVDdTtYe1EJyMSmhfj4jyIdGq6NXjICh1uCmKpAd4D1jvEZnL1i92u7Q5A4HlODGBVg+K4j6ZAFYeP8CLLpm+RbYQRxyyjSLovYxva8Y24P0l9La8XTYjssR0cm39CSLQO2ge+FsE67VhXlJS1wJrS/eLm6zxFUMCwM3H/F8ILi1UbQReg4xyx/9QxhMFxIdOJ6no2sj90E1yL+Y1MCRv/zF9CkEs07tozsihvnmYOFe6f/4Zpfss3H555TFeur255vDlwTsJVZo6HT7m7/QnHa+Pum8rNb87If3vh5rOFv/qPG5dhYOY1+VD55GBy+DrOFFV+Pf/U8qiKkTc+eb2wO1y5PnzLh+dnDodnbsYrX3438+vvKv/68/+cn33xOV8fE6ebTNmdERLTw47b71+RhgPS7tHyNe351zyfnvj95RvS8S2fjP9HhpTZfV9I84JePkNqZvj+kXGovH79iv1uxzfnxnxpHJYrky5cyxPPeuJJ7nmWe16Vys+fK+Pnwu6nythmWnomjRN393e0Ubm+/WfaKfP993umKrzRAyqN34yP6Hjmb95e2O2V/+U3n/Jw2XN788hOnuDNf4FMX3EY37If71jG15yGe0YVduXAPp+Q+yeW+szD8j3Ut6R8Q+JKKzNVErx+hvkGbb+i1pnnb/7f5OEDv/jkHccp8SC/5MKOfzr9hsd6pf7qF3z25jXyz59z982nnPMzZzlxXC7cLt8y1k/YXV9zuia+myvIlc/uH8nlFbuv/5rD7pHbT/8/XHLmfUreu+rPH39BOabwDLw/wyYzoDvjLoroIDn0+rBdyMV5fCtrfA9C5IYYtIyDeA3WOmpxtdyFrX1iNVil/ztsxiirzR/OgoQiUB9RCKLtZpWOY9h3oj78iuSt90t3nrTfd9xNBDDis94wdcOmsKHGN9c7sSMYzhuOcaSOdWXqBpBZI1i6YQ2t8tFcWgbI+roZ0xLGf583n4EtwGOTuvEVN5+LI+4zDJ94lj8CNbFyNgJldADRvmo4kQGGgliZAy6gyTIVAJ2UznzIYnVQK9ZIuWKgPQ7cOQMKQLKXK2r27LR6pkhrpLbglGGifIuBfamzYYMdAlFqRM14k03Wia9djah8Tzl1hLqutQAl4aVfzGAXjbI3Aa7m7oxrSg6CJQtwxPQ3gSWZo7dz4DA3L2fjk91csQ7GgpbZjcYM0ZTVR9TXRJvVAhXuTEYZIUo1J2uI/eVrO5ZAMLSzr5/OgoFgWaBmzCuV5JklEhkxCQ/eWBDKbAwzyEXmFwb1izX7FyB1fZXrjFIMLHfgmr6Pm8ufSCn20gyeUbT2axmQNKDD3s6crg44em+MAFO2qQESyKI/exWrbSob8FRA0mQNW9Vka7Bikj+zFkwdre6zRKAjgrlrmQzDo4s/Uy9X0TADr1Ws8XhzAGqbXRYybtUFgnrzYTpAIS2MXm+elvwZxT5J6svQm1VLtiwnbVZSKOpoR0BIG9qsJnMwQXQDVncQBpDIZMi2fwm2fDBhHdBZgSZf/y2AaDW2oupq8HkwWtTKk/T+KfH8/6JDiQDvi/JLXSyHftoa7zZX4dAliS+EEVrXc2BLypJ3Xuqr7Rg0WLcbw7gj/rrR0RIZCluduNlg7gz38iQO9oXq62Z51C4Vv7M4jYNeptncAQl2VNxHlAOJZ94N+HXrvBhXT80WgoAAkTu2BRC7Vnsxn6u9EMa/D7zbM2qB0biWrGOPmvFdJ3hKvxB1o9vL+ds4J+u/kSXpn8viz3G1J37MoaLM+4WahHIeTd9PFRkMSG8tW7+InGljpQxQyo7lPELZG/CUIKUDMippWKgiXE6D9VI6Xmw7XyzgP8s9mvdcpFEkIUtmaEqqkwebDqgokwzIUMh5MNBwTrSlUE+V+jAjkzIdjHhSj1eskMaEjMJ0a6zR5bxAUfLpALUyPDfymCg5cZ0StDuGRZF9Q28gjYlJZvQizA+ZHg/NV5Zc0euJdi60kkj5SNor8vpCaoWBIyoLy/BMxXozVBrPw2LB288SWTPXBcp7yOcdwzLRqrEh81xpS6HdPNN2QjsW5FWhzZV2rizHDK+PzJKgnVAtzNOIVpi+ykhODPcJjlB+MtCaggMhRRutQLsWtCr7EcYMTXa0PFLHHW0aSFNjGgvII8oV3c3UN0JpjWU5k1WZgIGRzL2VeJwvG5bpnzhasJ+C2BP7zeX6Czu0bWTLy71uezW+Fzay74dNA8w1uyB1n6IHJQIIj30c/cNiW8UR5QsFK+EZNhYfB4KlE0s6IzH6YoXsbS5bIorYb6eufop+PIee4ZowYgresbg5W7jfuweVVYxgUwMwcwCqPxvPXgyfSIdNDzXX2TE+z/IzGxTW4ID93fsBRlmq+Jz3/4q+NUGCicB0VyWR1Rxj7LJ5lX3yohSkGmlBP5aLP3wMs/kw7LzqaLbyWiklJDdSLbAEIGdWy6hKFicCCbTs5WyWYr0TdmbjpiU5UcLGtBRoNBivkISM2dWI0iSjaTQZVz3Er14aM2OEj9rQpVp/uapIq561GeVCBmq2MeZkJYuprutdWJlPIDSxzAfyaAEULxtEtWwoM7EEqclsFhXriUW1/mVV0augSUjTYGVTBwPMtRnAGKzljAGFcjWd1AR0FF/CCZ1t2bYGVSo1NVpSUjKShjQlLeaTLoPtX4u1CQy2xspitkgTs12beh+7WP+epSIJGI3U1NwXtqRtKzNVB2XZmUukY7Wm3LPJxcUJJkl2bmfO9EyiP3VET6rNx6S/0NbXgx1NBa6gA9LL3QTD3Akr6ha0M5nFm9qupUsjK6FtL0pkLDexPdrtLTEQ18wftyDcbo3bW7dV2/w2Iou9VbrMMl/H5G+H+t3eFK/HH/07rZyd9UBcg8rDaldqyE3300J+RwnZzn6PMpWCpVxaCe8Va1h9FzrQ6q/3+v3NzbqoRBD2oKDdh/H7D50TNmWz15KXgFLxbGkM0BcHsFVXup07QODPrQWpMNaIy2JxMmrqfcr+9CHdrl39rK5QdGMjetZ7PNzVjs5YeeUXuQhd/0QpcwvcxOJ9SRJdMR3PVnAjW7uNa/cmPZAWtvva79VOZH7kigHGHvD3YpQCPVuPsNLbeq/dhlDWMkXbsbjfIpFV4bpd8f/vfF+F/+R6jq2PFfe79kTBfYcorSSdHeu6P+Yj8DmJgEis6Y0do9sABJuxxK35rHfSbxAtqltUFtzsPST6TLnu2PhOvcSbl1j7sYeIcLgZSHsYljOpFOrwLfN84kFHviNzGQaOsmcZbinDwr4t7MuvKQLzQTm8ufL3P/+C+7cTl7ffMQ+NMZ+td993E6k2bpYzVTKnV5+gjFwfruil8fS7ynWs5Afrraq3P6PtdqShMuwb8zDwIP/CtezgtOPwXtl99RN0Fr6q/4bdzSvuf/pLarlweZyY25Ejb5DDkXz3jpbgnb5DLjN3Dw25ZobXZ8ZdYff8nt2SyN+/Qk57dpw4cqFkoeQjQ3rNXj4hvTrz/fTM/gg37xeWdmX87HuG3cDxyytyvUOvn1NIfHhTmGuhPpsNNMtMVeHd6eeMZeJaHmn6yKDfMtUH3l92nJef8sW857ZNfJIy+xHyOZFPA2M6kqeB3eOe+28Hbus9+88OpKRoFuZa+XY+U+fGuQglLbQvTqSpUK5vqaeB/bUw6jM3d5V6A/L0W+rld5T6Ge3unuPlynh9ptQdtf2M+XbP8xewTAX5cEWfMsv7X3BlYh4K1yLw7jOG3Lg9nvkxJcB+fBDChb52sOxoi1yDseNCWEJghNEfoIh2I1z6lsGMu02ENIQ4fVMRFSag1+8zh0O8/pkaR8LO3Y1fBfHyGlEvDjpQbbIumPxCc+GS1i0IQLAepblgSc1lXIxN+ydNhMZf0sXBKia2kX9XZghN1tRH6fdPVyohhrTX1/LZk1VwRkq1aqT6CZI8CNFTHiPTQx2wzS7s4z3/Lf68IxWx31vrTNBQ8CqYwROBEw0Ais7SSHGGLfL1A+ym1hpoQorVBGWs3bHRJqSWoAlJZoRGLQfrqzBhdQ48ii1DQoYEmkh1QOdELT6HWqEl0mJs9zwa06vVDE2odURVGauzHXIyB1EGZ/En0AFtzR04W5NQWaPPCzBipV8w1h+Jzp5r9jldnkCrp38qMlnvCClm5BlBPqPVekOYoeHlDKoY0y1ZpF2rs9FyNX+xqJWLOka6qzNrwqf0Mk3sDeiWYnNrFXFsH4lkrKSS0mZzniQXGCzVtmlCSrUAxpBIaXQWiDv2wVJIeXXkVI35qc1jgWrOmCpNiu3pOjlz0A3aocLg4ABYJZ1ZrHRQesK6jt85O8jvM0Vg58cfioIz6rVNLkfConTmqx4Q3YM+o3K2faSjAdnVGDrCiOYd5Bs8R92NLN/VYvJL9IoFC44Yc8QNO8cQ2rSg2Z0kVazJ5N4aequAFCTbGJIb95Geq23ZpGcny4BJArW+BDF1Bi0WIJCElgmtA6lVUivoMKCD7Qkz0iOI4Aa+mhOi0mCwgF6r3iujRcM0Y7Bo3qM5kSIDIhvATMloy0geLFiyFLRYWSSNmt5ptABBnZ1dZb0xNEB8D6pFI+nsbBT1IIR6/wb0hDXrc1mq1evYimNf1mRbUkIMxaMVdyBTseCqjD6nDty8APF/7GILQC1AmCgZpcYqdNkcGROCbtaPp/S7UgugW5wsoF46Qwavi9vUxbo7H8mzSXppwL4Y7KeFAe/AWQRl/CPiKy7s/h6kBfOO8YCN0itLmZ4AC8wmB7GMcCC+97SDj1Hf2JlCye5OXX/TwrkIZ9L+ifnRZHMS5c+sjJISzRCtIXXqjlVfy8EyinOqO7rSYPDyXi3Ry7Cp+pwKVrLBnewwYMJnAiKrR71/TMg22Ux9BLZNd1fX68mYjIJlxClI+cvWmopyul1II6TraLpxXEi5octAq4k27UnHiSqFJcF8PXB5PDItiUNODHlgN2Z0d6XuHrggXB/2Fhi5raQmjB9snV3zW8qgnGSmotzOmWlRMgez+3YjDJk0PrMbLtRpog072qVQToJ8mKnfPTLdJA7jwDIo9YgBTOOecRCORzND23lGSmJ8uIFBGI8LaacsQ6YOAvUN9TrB6wW9baR5ZlcutFPmcp0YiwUaaz2x1BldFtp1oXEgjXfkmwv5s2/JMwwfbmnpQp2+Y0kLbbGw+fs0I1K5+yIzJeH97xqXd8p9O7DTAZ0tqKrXB1q5UHYP1PFEulMkN/S5UlKhvnrF9SdvqZcZ+e6BpsJlt6M8CcM/CeNOuPlPEnojnG+SFSF9f0bmwlIa8wyXU6GWypsbk58lZapM1OloWR27R8bdA60+0dqZ5bBnfnNLeSpcv3pmAm6yMsgto97QWiNdr7SPS5x+vMaal7nrAbxgFAZYsAJWuK8QbE+rcR/2VLV9Kk6+kdUqVy2sABasLMU4t9XmXgGUyMbyIEQzPWFBzfBTBgN302JkgmpyQLzsiUQviWQ9A6whc4N5diKElamJkpoRaHcLHdSyg6NmfgfGupwTxzKS+y4Ykov4vUIAJhpl5oo69uFlK1I0efVMSgcuqCO0Hb2xVgRd1qi+Bx2SzzcGThMMZs/gQP11BbkQ2WIiyYKwag2oSXbZjkMmAZ38np1YkMxOkBQgYvLrVzT7s2sbcOYHDmkwnI2R2u4EnfBs5cqQzC5tp4Zem9m2o0Gdo6oFC3JGx2QZAqXA6Qy7xnjfoGbkcoSa0EFoKlyXSq2NYbySBmWShZyUInsqE+QjwmgwWQVtRvLQDohX9LqSNVouyHCll9SVgTJa8GAM4lP1nTSYfaPFCEA1Ky018jiQ0kSuRp6pZaFWgTyQi7GlBbdRrUYtQoW52twMiZyT9bsbrayaLnuURMVsuUkvSKu0a7HEIhHaTtAxI0NCH4X2JNSdUqaFkhp1gJQqiZmxKsNVqVmYd579U8R6Y0wZbcoym06t2D7XegBNtGT15mVx23PXYLCM2pYsUyLVRJNEG0baTq1cVgYZC5wLeplpKhQySRKD3CJUUq1eyvPPrDGMjNZ8XUq3GWq3/QwKiT1TsCwC72+EoOyw5sVn84+9xG/0FaNZAF/T4mvhaFuaCxbgWkcTh7qNElkFmtRL9zUag2UlxB53cQJK0k3DZyopub/vbPG1pLKNLXu50W6quO0W5WOFKwmzVwxmnYCd27jFfYDi9rrZSFY+uNJL92LM9Naqm34HEMhy8WwG8+/bNsOC5GSi4sRUfNxWrix5Fpq9p6gscQeYRbnYd/Rg/pfbX05rpHF2FWQ+k0ttqmearBC/EoS05j5j6iVVIzPMGoxT8xrg/ZNHaI8As+Ox6/qjoN5vR1IA06Fbs8ldzyDXHgAPgzzMz8AqNpjdC18gAjtu4xJEykRkSpi+rf0TXbdgBebM/5w32Qq+b8KFJIIsoWvsu5GNY89twstOID34ZX6YfX/BqnoI3X4nKiI4eC+eaSQ+Z57l0suu9tt20D/lrhOtv4n1PekDjzJUAAyODfrdRENz/6R4z6aVg9BeXLuvWydZqZOnEoZBxcpuJJSJFXG0VboGPdwvVstMh0TT4+aZ/PAhCW5eT4x3sCuV3M6UD7+mXIVvy8/4bX3DMY/s5Y48KfkwcH/6NeP5n1h2wuUmcZ/u+M+Gv2G5f+L5p7+mDgu73QV5mGj/7afkBV7dPNF2Ox4/+wSVGx6/eWL+sDB/M5PbzNuHkf0yoH//d7TPf2Y9ygQu0//Et/z3LNd7ON9z9/VbPv+nX/H74V/4h91/zavjF+z+1Y6lFN69O5KWHbenG/JeyG++pOSZL49fwvPM/t9+x+6cGX92i9xkDu+/YX9dGL7+D0jPrzm+Kby6eaLub6njgZo+o6Sfc7r/ji/3jZtzo3xzZhnO7H75Ow7PA5/84y1D+zl7/YLHnfDdF1+ztJnye4EZru3CrJkvH/41Ob/isvw/aHzH1H7Dvr7nYf5rvqpveXVZGGvhZ2lit4OHx8yHdxO7uz3D68zN9zOf/fY1h7rn5q9vaUPjMsJVKw+XB9o1ofN3cCzo3zySdrD8j79geTxw/91Mqu94/R+P8Eki/+Z/obz/luUn/1vqmztefXPh5vEDp/opz/Wv+Pbthfd/90z6bib/+gl9uOXy9b/mupv5/pP36Jzg3S8ZhzM3n/yTlYz/geMvCEI4eN0X8TaC7q9L58P2Y/3LQEdevB+b+E+9HtHR9tHrW8HtYF3PMpBVSaopBQNmoonTx9fbZEfoKvJ7BEdW9WLf325i7fe/pgSu56UbKKn/aczHj89p97kKQUvxkmCGx/deHJ7eJz73ETAQF3/ObvIuzYRA7lHoXjvOxV7PbDHjzwI04SDFfXi6bgR8XJGsfSciEhtKKa3GkQNJcS8/lGEdjVJ1WEzYO1MhReRecHAnO5Ak3uRZvByN+o9sWGPieJ+vkzb4/M0bgS/O/IFeb7G6ss1q7PsWqeSCMCAS9YjD0FhTF42mEuQvdUaFYrV649mYKjHwudnaS+qOmynzlqWDtZ0VDDa+eJRNoDW0FaIUgBmcK1sBN9IBq9UMFoSAlaCSxIx2xIJv6s8sziHiDnYAb6krV5I7xc0azIrft3lhtnZsb24DAxY86caNxv+cXZD8HFE+ZvEgp4MTksxwkmCWJDdoxdaNRr+FH3HY/vd16umzqpZhob0xXDyCeK+t+6mzpB2A6MyHdU8AtBRyA18PzuTUMNKnfo8mixzwaMnAkZSCuGTjlYRF4GBld1u5KtzgthIAkXZq59CYXwBPMZZwplyOWMBDIYXjUFdS0R8wxVcj1hiO0sfUjekoNxQT7vtEUM8ECD1SN+s7QdphKdYTvayHX8NkSjQ+jhId1WRojt4JfaP0dWeNvFZ9sTLik5/eZXszGbKW3YhAj38m2LIyrs/1Rx7amaKbTLxIXTBBFIQYOqrj44+08YgI9zqo+D6MzMDwrUMn4kau77XeBLqzkNtmLuLZ5vV9ZZXhrh/WniSh3SKAH7kFkd4tm/Xg393MmqwD8xfD0dCXn4kxhSxknRsNxlufq2Aebfdd6N/NfcRC0H5jLnZWVlO/zy7LVm1uSitsh1hnoYvcMdRgXvkc92u5npGNDGr4Mx14Ucu4+iz8ZUvNtv2oyAjLouhZaUXIOaFTZZqq9Ux4OjEkJYmSaiHvr6S92RMtKUuClgtlEJYCnIqBeHkwK2Cw0hZLy7QCt4Ot4cOgDN60UBXK1cAveb3AYWZIC0lGhIWmM3JbaD9rtF2yHhFDhn1GWiKX5vaAgghJrMRkKjbXcrEGmbKz7LyhXBlKJZ1sDVzywmMujMdbhv2O5Uap+zOXofEYJJZhx6kMXK7CXJWWF1pSk/uysLudrNdSudIKCFaiZH64Gih7qeQC6IGmuQcB67Sj7aznDwXKUmilmms5ic37paJXKGVEB6HeJlKutM8u1JzQ6y2IMO2s1jzNaliXpgwKDJmaMhxH6h6GJTGUyjjOpNpoWpjP1nS2VXuOS1W0DIz7HSKFczoxaCHNDxbkrast+SePHq+PfRC//afXJAybYhtIXAXVysxUol9aZ9wmD072dE7fRy3K4Zm+1bi+BpPwDyQILwWAjcuGFHa66/LecJuuymLtmZq3NzRFk1Mvv4Tb0AECRaA2RK2E3oRur3eFtPOxrfMSpaPsiCCMy5JO4IrGnhFYwIG1NYutG6m9xMdqZ6uPF1h7ebWQnSuD286dNjp/I1sleWaAvx6BKRXLJkleR70/+1U+r+U71jIrP3SoGI1MUUbDI4nyFTobC76pooNSU6ZoZpLK6HaDBbkbOhirV3bAYHuDplRZDChPUVYLsghDSeSm3k9GSU7iaDQPIOPNXxcGseAA10wrSmnV9KKOZnEka6IqeYCWPblJI57v1XSVQvNAlo0lZSNCJPDeDnjlSelrUGpCU0PzbEQktT4i0sxPa6PbezPWQy57xmy1PaFZaaLUubn8MHtQciIl6Y85DWo9HgYbdxIhMfo5Cs0TuM3usexWnZyEUF3PiZUxlsn2/XBekJq850dbiTREQMvtncn9Ue/rRS40FlJbkGL6gN0OabacJQvSrrY8h8EbxP65w/dmJ/W5j9XfdixCYt1u13WsbSdZtKHb6rqxITXsNtnaq9Ivbfhk2DNBSLFrhW1nDZRDDqbuNweuEbJPo29V2MLNAdvuwMZ9xP2G/e6yusuTGGPZjMzvM3o9dKxoHX/0/RInPca7cUUAeRH0lg1RxmSWBmGry6TISHG/tN/xev/rnPnrgY+IBS0/euLuDSQ/pxDEII2yVN1mjXvc+Ar9Wayy0azOulk4f+oIqzLk8saX3+qzjglEsMCdw66Ht/KX/jzWmfasBQlremMnszkH4vez8QtY/eJOZnrxvdCdbVVtHdTfXuGlT7Ae2n+k/xv3EO+V9f6JNeMByw2OFufRvm9kcxW/RmT/9N4QaZ3HnmW/zehc/beXd+5/Kxtsb1vNBVY8cQ0v9HOk8IPj+Wn/yy4r/aM29z6eHvSw57jOyWJr8i84hhnGC8g1o2Xg+pCpl4weGtN05qDfc9AFuTzA8sBBHrm7SYiOpOuOpdzwLDcUFeblE4Qz+7yATsjNa+qifKcXtCjpw1fs0oH93UCeIL87ka4z7e6GK3vu02v2lzvy+cxhvlL3mQc5UOpIuQrTsuOWey7TDfP9xHkH78oDrSaWtGdoijwqMjemp4W0yxzzT2i7wvL6PW1szJcjpUws+QPDviHjlZwuXOcbHnVkUCFfE/KqMtyfqdcPnB+/pl2u1KczOg3U49+iZzhchEFG5uk3XAWO8zNVZz6MDbJynxY0najD/wzpyJsDZN5wv79jt5t5W49IO3JbHhiWhcv5FaflDdd2pr4+8WE/8DyNnGhM54H8mFm+TSz3jQ83TyADR165/fMNrRVOv87oNFHPb6l6y3U/k1rh+LsPyDcX8uUVZTmQHu7JOlCejzxfXtGmielYOc4Dr7+84/CNcP+bM0Uz749mJxzfHSEVdDrTJuE6fG6lwH9ojf0Fy5HVyV+jkx3kwBVC/BXyljCYdfW3CfM+uSiPLIvYYqNvO1NuvfwBXocvjKouLCsvAhWdlR+CKwBEkC0wAJ4hAFtvfgXxIG2EQgcBJEE0IBXvl+CJ60p7yfjv/SbcSAomAG6kE02PIEpDKaPLroUVyAhBt4o703sR2XaDzhuVqdeUMwAoIUw+ly4EvblqOEXhzEU5mdTZaQ7mqjWBUjesk3g0v9ek2zwLrUTtQZBVcToQo/rDzHTJ9p2WLvY8izl/2UvMaPJUvTzZ+Qc1BokKskxm6JdGL5XY3IH2cjGokMoOZCHlJ7tWmbA0Xktxl8l6QrDcgY4wzlbz9LrAUhFG0Ikk4jEJRVnotXArllGAOfoWGJgRze6wiNc+jOebsYaJ6sxwtcE3q+cb69GYJr5kpSK5msNSszEi6owM8ewykjwzQovZRIvYuGryjBmxbeUZIeqgfyoWhGhFLTNlbFb7XwbI2euzgnjJIXIzEEAgFXvGSTCGis6+QnyNd33tylwney4tGA5eSmgw5pmt02Ip4JcKeYI0IDlbM2wUVavXqsNiIH02JkBblhf7+4eOKIemzoTQ5hkI+QhptxqRbTF2Gw1Vy1xJEqUZBjfzzNhK1epLqzuwLZuhk9Szw3RyG+aM0hBPq1cZXVo2Y6+VDCXkSbPa0AmQTBPrR1GDsZ6sz4vIDJJJ1oGPVheTv8PkWRQhs46+N06I+meiLJIEa9QFTzSfdCPKAlWyMu/ZmTxIkb0WzuHAGhil223ie8UyFbLJRRZwZpamyRiKbUDrACwr9uHGmlTrz9C8X4Mwu2jz4MqSTQbkhWCNiCSXeWCsHANt4j1zGC0waUGIcAKifrbpHgtMJqxe9g96Fi/XG+ZgSjSAD8Pdgx4rS2Y1RI35xcZpKCY/nCHbAbQwAoo640lX2YGd3/w2z0jychK9SZ1YunPvv+QOY8e7Eu4UWqDGVL07M+Lso+buhUz2wKK0WvZ+S2FW4M6aqjmCHczPSBpo4TxswUuvb2u3s2Z5afRfikO8cWc4K21t4rbSFuLaEGUSxSdLNg6c9dloRGZj8/Nkf3ZrpRh3MluUTCl+fsFKbkTg3oWujCbTKCCe5ePNspMG6OpB4VDjHYT8kYdA3itpUp4vjev7BlNGsrD/6YXj64Xh2zP5w0xKR3I60m4a9W4mHWf07kTVkdIOlAKXS6Itiny/IIOC7GFS2n5GVbl+OCBN+EkS9knJOyMwPIlwVWF5V5nfK/nmRN5dOKSBWxLPzCgz7dOZ+lqpKtQ20PKITDvSpTF+vVjjN1lARgZ5BSSG6zNIpTzNaIG0GxkGZTo/Mi3YHJ8Sj28vXO8Wbt98xvHNDdNuZj898KgDs/qz2E08L4nHByipUnZXalqo9YqkxO2bI0Nt6FJoSyXrAUrl+bfvaacLkmcmAeWeykArlVZhfnXLchwYuTBcr8yXyuW8cJMStzeJARg/LEhJyHxkmZSnT023l/13cBlo727Ip8RhrzAorVa0FsbaKKpMu4k5TbS3I8tN5vhwZX+aGfUDOT8yt1vmhxtaHWh1oObEPMI47Tm+essiJ95xZbwu8O1XJB2QfM8PBSGi1KItb1nXZ1+nzde/H04WsWbMxtrrvaTE5Sze80BdhiQnFQWYoZ65286YzvPyhZEpETY3HyEfvosgQKawh9WyK5Gum7W63K8ug1y2rn69l2YQC5ZTs/WwyTGGK6rOrEzZ+h5EsNUDGhJ+kDbQjMgRC/qf7VoegJCwrcMRiAwICb9E6ZlYISOib1grkMwvES1IJ1m4jMFJRcmD+lQnwjoDlYvPo5d8SuGX8WJ+RcTLxgUJREJh+5iEXmK3B/HDl4kg/w+BwtunKMxiHlta1PuQKWilPYFelXoDdQ9LG1jankkvHJgpCIsomgptnEmDkEevrV4SrSlzPgOJIVsPjdwsY3E/ZyNhZ++ZNAhZhFKb1S5vSm1KTjNDmsnLSDpPXBVaqyQdyXowmyupBROGEYrQFtOVBZtq9qBJmcUyapIY8WAYR9KI9TyuhTY2NAstZWpNjEtmLImSCsuwINqQWs1fakZ0aUeQJTE+YZmdw972wVLQpNZTIUF5qqS5oc6wT+NIGhKjXsla0KmiudGaUBWmNLKTkWW4cp0uaBNqtj2W3aRqE0gbyJe92dcpm6n1ynTtvjbSDMvQzA4dLQO1lUorigzeKPuQ0EOy+t5loLDQ2gWhkOuCyES6u6FWRWcrXyfthGgi7Q/8IEjndpPE5yKgEOu99+aL8nDun3djdTG7lpHWbB1Z34sFSeYjWSnTZDICcXyB1Z7xkknRjyLolV4/1XwxyVipoIWkiRT+iDOrNQD/FDagZahLG+wqOQiN9rd24N2lZbNSNYY3uN8vDY3MgO6fLuZ3Eh3DNlkUboulDvpGoNnuvyMeUnrGiToLXjXK5ESlC+1+mWqjtYak0Xx0GqrFdEHC5VP4GHbe4uShrFZZoWFyOfz0CEOol0WzttNGDtE2+LkaSkHVMliylxBrHqBueBDMS/FImn/QdFtVZwSOvbx4BCCiRykupzXkbIzHexYEbuW61rKPK0F+BEU7gWpL1IFwNMJlED+X6BrAsvUTazvId5sMNy+nZWV9w09UXmaObwwFJ++tJWJZCbZOut1ihHh2gvo+U5PomI2wLdOoRBPs2OuxJ9asn8W9gpGV4KurzyTeI677DvTPmK9ADwKq+lpWX2+6+KWHfi4hyqT5M6QZ8c8DfhEUsibsyfdsfzg2drXnss43vAwQepBOfmjFrYc0mJ6VXRHa40Sb4fn7HdfLgPyycHP/gfvrB+5mKKcPlOsjrz498PlPjlwfbjl/95q53vBNeo3qDXI5si/ved2eQG+4fPpLLtfC7797gMuJn/32H9iPmfI3v2IZ90z//TtSufLw6U+5HO74xeVnfP74huen33G5nPl3NyO/T2+oc6Y8DLT5lil/wcPxgfPn95QboZy+ZuCWXfqZkYm/TuRx5nD/DXo7UX76d5Spcv7Ff0l7PPH8m7e0y5HLX32F3D6S3j8zXSaez1/w8HjPm4cP3OUn0r8qyE+/p7z7HR/+3T+YeXqBYfcFu9v/lGuZyc/vkN0z7ea/Igm8edxzSYl/2I+kDP/p3ZWjnPjy/H9jacLPdv97bvJfM+y/Iw1K4g1f8Jrb5ZnpcuGrD/d8e/5XjJ/9W6af/5Z3suNLOXDPwE8edqAj5387cPq88uVPvuYoR/5O/oaxnWnP/4a5NM7/1X9AHd5Q3v4Vy/Sa51cWoH/93/xXfPLNA9/9/K84vXrNbb1j/37H8/UNH6433Hw2c/t65s3zDfv/4Y7Pvsr8zT8+8u++GPm//68mbh9HfvVvR+R4ovzde877gW+mf48l/f+zMfUfehL+Vyjj2Iwei1+pm5tPu7DrAQM+en99bWVem8Kwa8mLU8a7bmGv3xNxEqdsPvHHIrTr9daIZHyi2b1IRK03rErdbObO6qQzt2Tzbz+XrK9qP+Pmcz5mDWPixThfjrVfRbxsR9RlDNa1BwdWtkEECQyksWv438EY5eURYJCBHj6GztiN+ZA+ju2YO5Pj5Qm7AfeDTDowdiHm6ClqgDcvlbGIeAq59kctqOmv5safYiCY4gBVs4CFQqTEKwb06kZZmc8W4Gso+IaWBtVT8ZwBZ827LfNgrRce6zUcQGelq6Wa9lXTWYLeryGelaeD2np2UNknV8n9+YH072igX8md6Grgu7RML+vSv2fXEtE+5gCQ8VrAYT/jYLd6yQLxe5IwNmRl5IozCIO51Rl+vXSiz1tzRe3nanazVvpGMADO958t17wq/qSswTE1cL4zh7C90JqVKlE1BthfQhmWuK4/Cyu6yroPV9bIurVs0fSr9BID3tCe4okyaXOu1B/1ej/DusZRA5Hj81GSIgWo+RKA7GwZN0pMvDtjTlM3iKxArs9llP3xtaRufClhzGlnghPmqoShmvp3Im3UGsRLHwsvjEyItNWeudZZnZtsAM8sCmJ+aIKe3UA4ez4lHaz280Rxd5czkbmlMhCNwiTG4DKuM5e6oRlKxoMQXRfggwrWWjBqfO+8MA5/5CEu97th/FJvRhM5G4sbosSeC0B8M9cS//ex+Pz04LioB0fZzGO8t1n3/v0I2KgGw87X8KbMUGD0tj5f6rrVoYh/ne2n0RMBfxq6mUP6eHrw3u9NXVb0i9BXIWsPKe3raXtNK9Vl543xrLZGDGXNzAhWoa3LcHY3D259SpuX/X8OLK6MY9m8Ht+PyF7YE87IjWwLjYBtvB8/cY2/cK2pwHlCCox7RV4Xa7BKIo0JGTI5DQw0mBK6A90X2mAggZ6zVZzbFbQl0pysnvhYkKxkZqQpeSloa+R5cVxR0QzFM9Qa1ug+pUYeGnkYSMOALBb0rk2oQ0LqwPik5GFAJuv7sixCLkJO9qyoE1IHUm7I1JBc0VSRSSALc1OWohyYyVktq+KQabLjukykU0GGB4bnguTCfrezEh4eDLrOA+28o6SFa2vMRWi7nbGqT1eWuZI+KLkKelshNTKWlUHeQVZazdTWyFpJWpAyIMXgjsUD16PsEISqViKs5sqgjWkUUlaGVrxM5Q4kcc6zldzEgKpBBSSzHAsLUB+T9YMaFb1aOj9jRWui1R1tHGiS0OsIZ0F0YCo743XKGRkL482OTKPcNlJVUp03tvKfOHrPKt8rkUEVWVQ94ByGluKdcelBWIn94Yu+245hn63yOd7pohu/Zv8MrOwKB2c6m1fWvRX7toVOcveo14l3/RLb1S8oAQzFPm5uL3agPc7njFnXjxr2UDckAkwJfZK7Dl7nIsZqn1styfqR2gibNeSL0rMOHCBavZAALjZzQTc36HZcF/AO7Hn9ayMuBDNa6f0oXA9t2c0RFFiBrtB3sBqc6gEQXyM/WLJknZmI96ANbWplc5r1vtFBIFckKakp2X2hOQ20kmnzALtE2tmIW5iXi0v3ANaCIeukserMaxmwJtPN10w2e8MCPdWA/CRmg6TUbWsLltneaNXK7sXSbDcWhM5uV+js62Ynvryi+aiViLKSqdYsPDICsnr/MS/FlarZTKmaDduSNaqWNJCaWBJxjFOUNNpzyIuRVRJOVigWxGBye6GAVPfbjLvgasx9SM3kGg3obR+oZ4qn6raoN4euxRagzBlJQh3seZSmaFNScd9QxHgXVeHS+joQCqg1HycN5Gbyi2REPG1ixKHol6jAEjLiTx/qsm/Nnxz9erGOMwa4Src5g3C5SionPUgAgzGAtPk/3RZcPX63q3wtrLvC5m61peIUMR5xvz/kUZekhOW0lRu275NbRlGNYrX1ww6LcdDlUxA/Yt/6mCWtYw2ZuRmD2dWpf96G6PfczSLd/tHnq8/zRg+sSiDksK6zpTGuzZyjTlCJkkHqcle85BNYOadMv2WBbU8v7Xce4ZbUiYk+qx/NlZGytkjPHzs68B332c/hA9GYpBjUxg7tE74JVCjr85ZYyxsCr0m+9W97QH1me9C8z3+i+x+OD6xZEi/HYSPM/TwxMy/H6q92suxGCem6fg1ziIx3n/3AA170T1vxuZBFqwG+1am6+R0vx9zF5yPQIH3u4vuBJPX6yTTWAE/cPe4/war3PtLr2F6IwJeVaobuo7IJ4zl+JSE3NK4Z9xvEq7/QR+i3L4zPid01cS23tFahXaHNDPXKtCyk8w163tP0SEV4Qvlar5x0xyPK3Ga0PNCuC+XxiTSc0EVITdldn2ilUcZEyyOnWhmGzHVQ6qjsbu5JrXHSI6d5ZNm9Jx1OUB7QZeG4S3xys6eelYJye3wiff47pt2J23LH9Aw3VckDDPvMUDP12GhJSI97Ws3MNwNLSgz1NYm9l6ettDO0mkhtZpxOHFMj14HDXpl2hUVnyneQz8rNsIdhRg9nNC+UqbDIQklnJFfadE8iUU5HyPDZq5k8KJOOJG3cUCgo5/SBOVduqzC1W0hKlgvLMFOPhUUvwBPDvrHb7dkvwnEpHDLs3phPM0/KSObt+1uOesur61uyzlw/+Stya9wtn1K456Fknmnsp0eG4Yz+bGG8h/mwY55uOYlQ6kydZsb9lTEtDKeF5fkBeX6ktpnT7YhOiddzYa+Qbwptl7jMn1Ja5vW89wDfnz/+gsbUHhJ4EUkT1uyEAGV84+kq0IxVac2GVgG3Ov6rjRmBjNrPbv+xWqvB8uki2AVq1HtuYoBJEme4erQ6URFnWFn9ZyEAut74bgPUI8FyFNBdFyQvDkdZO+gh4uDBqmJDkW+zGSAMRw0NQ5QBEo+2t2AHuRBb4blQqCaMRScHpKw0gKUGegQ1AEhnjUqwz7S6naOYk7NjdYDWZ9JLYek2Ah5jNGZHcyaqBEOqmTGtPicRRApFmlxxqfxwdEzO2Y1t8yqqihFKOJMopDwa42O+oqWgU0ZGy/6wmEGFVmisWSGJYobx0YyW2poZwcsRUANaAFmsFj91b0sgF3QoUCylW4tCU9LUkGEw0KQqyAJ5tjJPzdKr02CGSEtXYEDaa9CKyLOvkgMqjZZPtlaas3HqYixiqd7rwY2FZsyLcNitXI4xPahXyAMyjogW8nKx9dDMeOq+tBojI6UoOWMBkiYGbkit0NQY5w00LZArSW6AvYFxna0zWAM6ZweSI2uhIpJIebSldbGMi3awtTuYhUbLNrZaDHTOO0sr15JpTazEVlKoI1oTOS3IZEE2MKeLpXpTvBFVzwRxBpuV4Up/EBP784svuQNmjQUDS0lkzywagAFNao2a65bVXI3BZB4pVk7hCu3RtlyzOo54CakWZnSwnsLQUOyZhthcpAeTJBvTKhhHtt0MJFUNZlYi6d6MPd3ZvLTZdqXe0kECNk5QONli+yGYTgo2j+pM81TRVCx1uyUs1WhCZUbl0dd19KNoq32HoHq0KebB9EKeWIOSapkk0mjRaF6x86OI1xztKd9+TmlmhGkE3yLgrJNri6vJoOTFgSNzSy9AscaEZFRtjUVjUlU1ci2JJi5DErZ/69l6TBD9KPY+1mi89uOPVZ/lTXzbGTXxfMSykbRWUhotO4VG00oEJxDBMkdaJ8uEo9hCBwV7twcOV13TAxACLxwXijnsmqzHS8qIVFI2hqxUc0yM3LMGgcT7NRTXAeJMvbYpFaCq3oPEeWm6cR+2AREtPcgrKhZI6+iMsmY9+tyFPosmsd4bQnWygJwYWKzBHhTvXZRWMkUP3iCIVCRdLHjTIojnQKez0TqWmdym6Ms6nE4/W8YAFM0bH9G1fFvPE2PoIE5Tb9KuFngFNHru/NijCvLtDTIk7j55hM+vPH8QluvIcBzIu4FxTIzDSLlP1LeNolcWzuhlR353oL2u1FdXZB6Yng60WplvLyQRRqmkCsM802ph9/Q9Witt3rEMieUw0obBZJAeGIZCOlTyvpJ2gp5Glg+wjIn5MHJ4Hrn5+oDcg/wEakk8L8LQhDxa/5t0PZCaME0GyrfXVyQr6TpSNfM4C2VRDulEGgvnNxPlfgfnOzjtmMsj1/f/zPOcmGbh9ic33P/iztYnMzzu0Pd3zHLl/Vgp48Byf0u9XJh/8zX1qTD9844kwuXfm2mjMubXVuv+CDooj6eFeS7ctiu7MlMuA7WNLONCGc7s2HEcbqApl6q0USj7wqEqb3NFRmWaC1qEUl5RmvLt/pGWYJAdgyZetYHEwNMnlevY4OsB+WaE78/IuKC/LPBJpepE0wPlJlNvMrw7wDIytsS0JPR6oTx8Tbofuf3sFSqF+eYRlsbw/mk1Z//EIcmBvQXQbBlsyeqFG6teoCRrpCsKg2VzqmfybsF70z2JKPu4Nkd2sD5AGAkiSgDlBrCKWoNeVctUlmZ9j0SuIMUo2ExOFK3eYwuiP4XJLO8BE3Z3DsDDJVXyXgcBgpQLaENzlDuM8Rg4L7LYfYad0QakTcBicgmzPYyEEfIv0+WbKnCxa3NjOt0DpFJjToq9raN9V4rLnLBL8srmjlP2ADjd5lewbAa1EgsgL0txilp/JirIxX7ra8sekWI/6gASWBDd+32YTPTeaAz2TNUyMJTZhzKGQvzBQ4BpcJiuNmpt1GUyYHzE3MjdFRlmxloZa0EHeJSJtEzk9zvSbSEfBlQahWK27TlBEmTv2RnNwZ9hAhWWKLN3MyNTZfg+kS8CrzKyH8nLQsozs8BMYpCBIY3UMkMp5l/kSiuFdr6ibaCNE4wJ3lgm5K4CM7TfFnNZvxBkFPLZ+gSVNtJqQurV/JSczf5uA6kNNqd5QaoyzGZL5paoQ2GeLkhK5LwnoYy7BRLWoDspOpgvMp2q2dtSLNhynqFWyr6aL3gZkMuA3AhyqMigFrCeE/VqwaDxmqEtSL6ajVct8DE0s110OKE1sTxbEHeXdsigXPezNbl+MB9sVxpZhHZM1Eng6YpcCrlVBk0wFWSaGaaMjjtkUeR6pabC0p5pbaLVOyRVkwlVaM/DSlL4E4eG3yGBO+zdsw37P5ooWynfpgeQA02vaLu6B+2gYfZeMz3TdZVtgpjPI6D5CijJsxSiXFB2W06iJ0KAppGGEFnJqsZSj8bXsqIdlomxIgwqxW3APQYuXxzDcJxHo3zSytA2GyiqHqzmvnEEMkmcEOnB6Zjj1MzY1Wx2b2725Rz+SLZRBUHNeI7i+EMjMWC9CsV5npUoR2cVLxpwNT/JKz2kBismFfiVktSyxhvNH69l2pRmWdOZPcLgRC5FmElS3XRbZyJpIrdMS1C85G6Kd3vgOKMqLO2HcZDVk4hA90xvvo2D7w0f08Z29CuvshazXTXTmmXZr+Qe7wWhOxBHuwTCx24vB0L4BYZjjVRmrCNWxqpDuG6UgmXChOYS8IocUdIvCGJ2CD3rQEL+71h7bTp+RPhdYD5E8T2Uscycxcdu+qp1Pe3rRz+CPbt/6TZFCkpT4JAH/8x1XTcRABHzta3aiZfhpq5Bv7hEkKd8Z0g0qg4Sc8fIRh+LBbKCJKgxP1Qnvfp0RFaoByDM+8v+1Dx7IiLaG1L2jzmkwu3XiRtG3t1+QhkytH+E9o7d9T35dCJ//yuWD58y395zvUk86Zf8c/ktH3Tgaypv2yO/vHxNucx8+PBMGxv1mBikcFd/Q06Jcjtwkcy3cyZlYd412Cm3n/816fbAN99e+fZh4d/71T+ib9/R9J66HPn8deYnn91TLmfKdxfqZ7+nvv0N9x9uyF/+gul05vbd9+it0P5qog5w+els5QZ//wZy5rEMzJPw6fy35LqQbp6p05n6rVCumfH2ifH2yk/lp7yWzPlt4Xp/4v1XM6f/ITPtEj+9+RRuvkfffMvj/MiX5wc4nbhcviLtjujd3yLzjvK7W3bjwn/0018zToX5dERr5rP6KU0K/3P+Jx6HM788/Zz78hN0PJGH73jcP3I5XijH70nnHftXldc3b8gPF9LTE4dp4f7vZuYM5dC4ZcfP/+kXHOU1X8jfoUfh/X/4lkUq4+/3nM8D/93DwPPlwpvjP7E/vOez/92JwzHx8Os7ru/e8nD+AMsTn35+4vXbC/tvG9OXleX0HfL4FafpE373V39NlYF/9eGKDI3084VTO/Lt06+YCvzq/MTUfijM+hdlQrw82Tbi9pGECrypAwouPTcvxNfi79isfp7OQv1o0+gW3nFwRtsLwRuRRgsOh6CO1DS6urXDHfiItgZY0P+N3/ryui/u9+WmDoNiZedu392ec/vey8is86RY2Uorw0P7edqL72kYAFEqpp9pvW4/wZbVZIPtcyXBopWIua/PoM/fNrrlDah6hgWpz+B2ruTF/+Ozf/roaeZmdTn7HQNpAtyMIJI2wum0913gO7ElSh61ZudYz11Xawm6U9affbDwCQAolqaPxUFKNBjlvic6iA2hmFLUeKcYWBzPpDdIjWj6ugbsdgLAU1OAGsiWKd3eDK0rRAfV/P5pDscpnc1OCsMlaiZDr0HfInrvaKjXN47eFjRFs5cB0nBEsecTaD3rPmraPIDiDAn1UmsSjeR9fWnuzy7YwLIVC03NAfJyJjbPvpYjzbTiDzyMO3Gs4CO584OH+hzGWfQP/eAw4FqwDaCzICLjAHGjyAGULhiDPdj/RPqcyfr8gMgIwXuFrPJ085swVFxGd/aIN/0KllBnC0VWjbPwIp15G2yV9e5fiH6XMRo1rasFnAxqrm7nbeW2rPLc/29Bk6Hfq/VucMAmAtj6h3JyC2Svckj89AEeh3yJ+1ZoEeCJ+wzHyfdQ7LbO1t3KPTPeRBzoDgZtirFaUEN6nf/NgH/ssX2OYvL+j2vWVSZ19lFc0Z95Z161kNX9iy/Pptp11IvygV2Zbp3ajZ7An0NknfhjEBFSB/4isL8xsLdLwNf+ypCN5x0B7xDIPh+KM+H8PlXoDVY3TndX4cRzWidxneKN8xzgUTDfQtara/weTLeTRHAvGIcru2nzfOLcG5ByzcIKWefj7dluBm5aZl5z+bdZf33ut2twtVM+XiN//hBazSQyw3VAMoxtBCZynUmloFRaalRJLJqwkgw7ZB5oD749j5BOMFahamaRnetSX3NpRJKQpwlqRceJmjJNRyv/o0LTZmnHO9+F1XRymaA2QS8JXcQfccy/MorTS2qxwGw1xaxjgVFpY4JszmZugi5WvnA5DsxTNjx7rrTTBS6FZVAuw46mlaKFXCpjc8LBNdOuiZZgRqBYeYZ0mWmXhXpOlMtAc2AlP1bSqLQho0dg15DckA8Lcm4GqMuEFgNeUs0Mw8igmUG9vMhs9YjzaKDHJS1WBoVkoOi1Uqt6wqJ09nJK1jNLW7L+FEWhFnIS0pjJrSBzQxcxXH1paLGskXZoaM1WknGpsAhUQWelpUTTPUJFxivSfmDFhc7ySKho64B11wWd8ev6PjLzovRbyAYX6sH27vu+bymXFZ1dX1d7xujf63VcR0pkTfa6zmr6te/RtNGxW2Ubzjx87A/Z/jWZKSmFsiJ6Wax9lvxcsmVr+vleZFu2j/ToShR6yZb2MYf877osdImBGWs/irr57tbvUKJ+fLcTe0PVlThmF0mb1zfP0Rt32yP2rIiWTO96mcN+/933C/lrz8Bql1g9//V5/NjDZaSTwVADZVTE+iSgUBMpTSiDk0WcMJMbsi/WkLlFLzsrmbUmGDrPWR1AcvuqDRA2K6Iwqt1W9qzNpl5a0Z9NAYqtJYkSWHkBCmkSM1ecoS9LIokaMKvQkvXc0WpkjTpV2og1iw+SGepbwfdf8jlOpntaq2QRAxE1kUpGU6KGehrV17PbNDoirTGUGa2C7sxWqtFv2MxcVK2MjZlGVsowFaOBydB8ayUie6b71gI6rLIA7cWEjYmOojXIFV4WVI0EpxkLOGdBsq3nWuw5SDa7PVXQItSSaSmheUQ0MahnikfppFSJ0kp/+vBmyQESsvHl8HUQYOTGpgnT38yTj9Z0xzliH4b8cQJP32+xyt1X9+xcCzTYBSJj4QVSIljW3uYMqySKV23daGRnWDOSTiAMPzOk9Lr3/SwKEfDo9jnYvJLRyDiB9V7DXgzSEL7uOkNf/D4Du1nXC3H1yLjr9xJrN3e7jX621b/o993Nq/C/Y33G78joSn6PJve2sxnX6RZZz17bfCLO2UeksR1/4IgPtI/+/uOflc1oVgwqgHPp+vSF/O4Bf3+/y/DtmsSfVeiG0Jnbkj8bTKlL7yDnts25ts8kdFD66HlFKcH11dU/gG7vd725GW/0KYr/azzDtvkcm+e1PruXPy6zNEpfVRd4efMZP2PXZ7bGFFszayJfjDd8+K1+38qD2H9Rrkk387B+9uWaC5wzPhE6/uW59WOb5QcOFeWyu5LSAsdCHhLtCcpyQ5LGxERqN6Q6slAgX8gZUtoxycReMpM2pmLSpUo2smqdUZRLgZKFNw3mDHUvkJXj9UJelN1jIZ8ab3JDjg1tCw+XKyd94josDHUgXawEPseBOhSu7Qx14GaxnmDXnSBDReZng/DSbK1QbwcYBsbbKwxitn6F1GZyu1KOE/PhhjaNkAeezhWWZ05VuOQjJVfGXMk5k4cbaq7MMlP1hlfzldwKZRzIWRmXd2jZcx0zbVSe2sRYBuY5Q00cmtmqbVZaLeicoYzUvNB45pwPPA0H8ulAXiqtDMxlj9bGoEpLhcdhpo0julOyZA7cM9YD1+crpWYezvfUoZKnK4MuDI9XclWG1Cx7tAzoPJDGmXT7RBpmWJQ6XLjUR7Qt1kNumtHXe9p+pN4opcD1nEhDYRyeUV2YmBgWYZnnl9jCnzj+giBEXf/bQWw+2tgvN0mPlrvAEkpXY66h/f8xDN9UUsKcZGUkhkEdUW6lN0jt1wzgxEV2bzIU7PzYmFYqxb7l9au7wIlzxVldyIag3oJgAKQNMIQx01mN7W6EuJH9B/4Druj8XF2cBpMBt/A2Sj/AC1zR2DteG9unNmkwac0wCREVtfqEgWj+ZYOxeUrSIG3ElUY2RjgKdD0i3uzPejxkovFoT9Fr5eVd9UZJ2+j3Hz+a1/Y2B0FJ2VjezArNnHWzyqMmpQP5rUIpBt4P0r/bglUqSqu2hpIUJAkyZXMgl9EZ3y78E/Z7FrQJ6ZKgKOlGkalRNVGX7EkJwgr+j16ztEIqpJbJdYe2QksP9Pi/QqpnEKEmex4JSKIM/v9Ss7NgL1gGhTnP6my2Jl7LXSqSFpuyNpgOzlaztTbnYoQPnTOSFCmzPZY8GaOkBPPBAHMZ3BicByMNtmZZEWNFdxUpDVlaZG2jRQy86NkzSm0LQialvbFiyt7WQXpCk9fl10SqA1pBywXVYg3As5+rJlgKlM0eTsZaNgfbmADWIXUEbmyvJWNeRobAjz7alknTyFFn3rMPSM1S2xdrdhepkqb8i+83q0udcnObzRtMJivJkCL45KBdchm31r13eVszNM+6GNVaLFRnRquzUZIHIFO1ck8tO+Un2JLBsIqNe/ExR6q1eoDDQYTka795FI9sPVWSO/VYbwWpSlqM7Zjy1fd4Njb5EMxNNx+dhaJq86XJMiIoD9BmNB8t68Q6Flq2k9Z1CMQthKM9krwRN4LvEWxOusw3FqYsR/s9PBvb1XYZmqxMg7QIajXvF5EcUBr8pyLitbSXxcTy6MzQcvA5nX2MYaD+yEPpwSFNzl50OdIlvtrzFsFZuDjzNfTwxojuoH3qsaiVIeysVVXHojR6ltLT7pv3z0jO0GvVrp/Eybi6+hHJH8wASQZy2tnabsasapINtmteEizkqY+pRTZBMHDVG4hLtsCxNKv53xqtGctXSHbL2Y1v76cUDlcLZ7nrNWcJRumnFPdfLEvCAZom2ea/udcQDe26vVJpHnDv5aD9XlI4CcFIS77+mulDdZA12HU0K1XU9XgSa2arntFmZ7XvOrAlnlotDl6pDIgHELeAw485apmgTBweGlMryHjPknfI5WtoJ1qrXKfKlYHrdUfKe8Ys8LDQ/nk2dv87IafEzZBY0sAlHS1Dane2tTJO0Bq7bEGClndUMvUy0ebMrJmqC/c7ZX8wW06eFy5T4XKA+ZsD7ZsjLUHNQpOFWk1f3+8q6VrI1ws6C/pcYKe0v5nRXaYMryGNHHcJqiLfPKJL5fnTtyy3O3bzQj5f4dv3tMeFU/o5V/mc6f494/0D81JYyhUeJvTrW5Yhcz4kcpnYn+4Yrhd4/BYujeX7G+ZZWbJCLRz/eYZcefhpoxyEPJyRVhj+CeQbSHe3tP2eeoEyC1PeMSZrLr3bw3KuXN9fyIcbxnbLMl749nimDYnGnlYK9f0DUiHvJoYxcygD4wDTdEG0IZdsa+9a0Fo43kzsXo3G9HrXWK6FOlsmKLWxTML8eYJlgsuB8RkOlxFdEuV9hWGA8S1ZFvLhm643/uTR9i4X3N5bZpMbkaSbC1HX3MxBsZ9kGXUWURGzSdtCFI23ag8uFTWc/Ml0fzthNaEXt7f3bj87MxNFmU2OE6SVwe3i9X6kZxGn3pB3DZ4UemAj8ByhlwztGeCj15KOGtPqDSF1IJrl0qxuuAH+DSsqjAHjNGjWA0N6/ecB83eMFW2RNHHQ3m0AM+7sd96ZrdE8AETB2KfOMG0HlKh3Ln5vkTlr8tLAl+byLGHZGepM5tBQdD9O0o3r8AX0AtWzMIaCGS7uI0RPIK1Y/xtFhwo6oOnG5eLg/uMPrLWPD1kMSG0TUjOVRJNEWmZrTqxHaHsHsBM5X8myIMcrHC6IZqROPYNAa0W5IioMrZFkZKq3rjO+QVNh3k9WdiA10z83DW6EzBVhoZWGXr20XM1mN89XZAKZDkhaYHowWPuQqAqtzkjNjN9Z2bndcUZbpuze2PI4n9C8sHymMAnDOyFdIKsaMFGsxBRTsT2TBHKiSmPRGUQYZU+uAk9CGYWLVHJWhlsFrdSiSM1MektqynB+hLZQD4U2CpcjFIHdEwwXUC0sQ2MYJnLOpLlZY9N9YzzMNEaqTGYXLxY0SbaNKUd3C04gVdgl61NxGgqaKuN5MTsiTzBmWh0pCDIWZNfYtcyQM9dL5aIVJtAjTEtjfymUa+J8PiJpIg83ZLkwpu9QBha5R5OyDBcvWfWnj8zJ9rlMtM7OtmCSINYDRK3qQmQ8pGDnKwZQi6xgv2YvFxbefYCVinA1GdGsEoQxta23gJVpOZhvJWpGSMtEBQSTBpZ11DC3rCMB6rbxhiiVNn05LX58xfwRD9A4QSI5IScwnU5kU7PBJTKdJCMyWPNylzPJWeQWaI7MsEpqV/OJo2Sw7IFE1ugZVtwzcj9MzF+pNbnNuJiMEstkEB1AJ6wEbnFMxmxN0QkVpXqUKOzEnKxMmESpWsdehmRBwpgdk6O137eokDTRs75ErORa2PU6oJ3974Fkv+Ygyg9meUW5VF8dqcVIAnwPfyPWk5VrVR1QHT2joNom86brljHiei+IWF6+zd53b6JjXe6TRgliz742n8d6MViJwwjEW7k2W4Nxz2XFRxDMT4e1HHj0o5h9r+xd1wbAvgbczGQ2woH052E4QgR6o2G4PfPR/YSTXSv5PDgZNmDIHngJp4ggvpw376uPYXBCVAQILeAskj2L39ZTir3ovoR6MEtYnHOQuh0RY7LzjwShwJZI1Lej72GbyorgPVjdRkiOQQQZUyUkyvXPr7WPjpYb33z6nmk/c3/zgSkV5su/5qn9kvuxcUyKtB2yjJT0FefD1xynkdvhM27yHce059gS96dCywPLbqDqE0P9PU0P/P7yOWMa+Y+mSts1/uEnjTlVPv/6a/bPGX59D5fGf/LvV9onlQ8PV/7Nby+k9oAcFzjv4PcT0/AJ408/4Xy+8PzhgVePjZ9cRj7slH/5RSK3mdvTb2iDcMaC6O1vB9Ih8+qLK0UT7X8RylyYzu8YyoXLr+453X9CfRhpl8S7b6/wzW85373m+tkv+Pn+O37+6nvu8oH78ROe0ud8X/6Wu8sjn73/mscEv795xSjP3D381yzs+ebN36PpwPPlNVkT6elCrspbHRkYaNdMTolcdiQ9suyeuOQv+Xb63/Dt9He8/eZ7Xn//jgu3tOETuAoD3/EsZ74bP7DfN97e/4wx73k1/JL2Ab79h9/zPBz4p92vkJvG33/2DxxuLrz6/spUhFdZ2OUd47cHkgrT2w+kt4+M5UiuE+en93z59Fum5cSUnhne/Izh078xO+WucHo/8u2/7Bnlwqvxt0he+HT676nLwDfyyohNP3D8hT0htgq6ffSKCZMXMfgA9aOGdf83hOrLV3qku58h2EzyB1enf0f62f5QnGv/cVNh86k//o14Tf7oe+6khBLejN69EdzLMuURDaMlZkb+yCWlsw3iX3MmulR68frH86Ad2PcySQHwy8v7W78X0Wp3mOIjvab7Nlq6natw/uJv6e/0v2T7ir44Q39NVgbunz0cCO3rSYNNljb3r748fHZ6jfGXT69nhwR6FGxmT31fmU5xbQLLY10JYq9neJFJ4ihfdwIjiNXCMPT1G5km/qxVXLkM60wH+9Y+ktbraAzKjRZRRNwQNZVswYnkSlfCSW4ew9MXSjZtWe7A2szI93BfA24ACfQ+EzTLQqnm3AabPdjBBFBZ4xzOxEvGZAzgrgcWpbrRMvTx9GfUHGggMiMaa1ByXQOW6eLlwPrDjOfbfH38hUffk8GQsTF0aFjdGJF1X2/l3rr9IjDo70YGSWcZ+gr7OGKsUbINM4SCUqEhDwN06LNAX8QS60jX8eDPELo83u5Ttzo3f697XJzZparWTDP2eTgisca6DMSBj+2m2u5R28vamZpe5kEhGC79Ky/WhP/uFKIwot0QbACeqrq5L8VTjz9a90SzQFGL0PXryWat+vqMeU1tc55VLkbzwA7M/yXHi2H5unqRSbfK0i7Ht/onWEE+f/095Q/321ah0NUra1bEi6lbhyjrayE1glCcJDhm9lrq52p9b/xR3dzvzR20zpZic5XNft6UC9ks/I2+W8e8Dcr02etrS9d7ffGd+OvjtUufUzt8vfUMKP/z5YzZ6EMfvGB+h1b5aM/HXIjLGyD0ebcztrffs8j4i47qJbhKq0hVY5u2RimJlrMxSPcWNMqteZaLYCVJBlrOME/oJLRBabkZ0DU0NFnNVSMuJHLagzYLsiOuE4uhV219+ma6CLoIUowIoJPrNv+h2doadECqWpkVVWqqSIZFRoSM1gGpiaoKrTK0BlrJZUGWRJsXKI22QGuJPCh5KLRcqCzMZeR8aqTnRnpq1FFpWknNiBWtFq6XxvXauFZrr8nOarFztmecWiOVRCqC1ExOBd0pTBUdC8PVZGlO1UkslUaBVMlTggytGTM3ud5pzuYe9gmpQmIyoCsrmmEJlvFVGAtoVmQnpCRIS0h2O6FCWyptTpQh0ZLSRpAWjRMFHRNtwJp+o2SsYXpI2z939G0RmYFbga6YEZUEY27rC3XegXwNeRBH2+6C9ZSh74PII9XlQcj2sBfqhrzkgouBFVRi1fmCXTvGn9jIVbd5+jVYZWsHBthc12UXIb/8GYl0PSXb78VAuryoL+dPHNTpwdt1HkJbr/JpGyQIG29znrCDQ7+TWUvLbOaqHw5exVz0zM/NM+r/fzm29Vxb5irrc44pjbe6/vtjcvJPHH7rye0Lqlo5z+zgarVgeu/jhpX3a1HuVA00Ey+L2E02Bk8scatLZjoAqIA4Ea0mxwxtv6pnSUbQRUTRCKKBm8a+dqoF3iRFyR0jRxhWrGhz6lLyJr/iJWZMtJGqV5HsWcLq5WIU4jVXlpJc+2h10nCyGAXN2grHNvX10dqyLkNJaLE+Z5IzSRKDwJCs309Vb+Dr482pdaCRpkhtyGKsU2Wj0qtEXNHuSa0MqEjroDMSzOkU1qSNqwQT3+ZT8mCkguaZY82Kxbgj7rYcFhDURPRTkOz23Z89xlVzR6ao7/2ehbn5Zfp7S2TUGDlbKuPW/u790qj9s390oXd5+nKfBo5i/1tLRb0kKwQmE8LaZduLuvIeMOjjDDm2lcLxLKI/gBOawidHLRve95o4we3jMa9TtnL57VdYltu7D5sn7MwVKEfMB5SP7cH+WIIYG0bphoEfcvIPJnx9TtEXQsKeFLBsGMd7JObDRWT/dvQltOBtN99+8IgPpc0z+NguXTMKZPsd6bu+jz7e7p+LgItggkTY6JVVbktf2x8Per3GlpX/8T1s+5Ky+cb62a2++XgPbcavtftlvSfHdlRdH2/v2feffvz+Bj3UzQlWJeQ/gcGE7nKdvR1g+BL64gnw8gPb9z5an/1jMfdG2n7xiRebwMmyus7A6n9s5zFI0euz/7FHE+F5d8v5YN0exjZTJSN5pM7KVbFysLdKOSp5p0wJ9kWoS+V6ndmXwpCVMReG/IykmUva0zgwH4yIqO3J+gstOyQ15nKGWtmNT1ZqsArl4p7QOCGlkWgUHahlRHQgtUxtN5T0GU13cN0hSRl0ZMzK4VaZk1KGhRk4nytDS4yXREKYvcztbrxF8y3z2KiDUg9GgppvKu3UUHlmuFQ0nZhvFi5LYjoPXEulaGU4KzfzHTJV3u8XEgO63KM6MamRcpf5kQbcypUhwYXXgDC0iaMeKHXiuY08tU+56sBQE6+XdxznR8bzmTY/c6o7dnNhf96xaGV/mNjvhN34TJaBswwsk/D+c+GalDQ8kwQuaSDrjmPG5kWEUTPTXBkKnJeBuSTa40y+FLQqYzsgKdOmPW03odOFlrOVgJQRmSqSCrq3oGSKwHSa0I9Ln/2R40cHIXrTYxdGwoxtSiur0UXgtqSNqL8f+9qcAa8SbecNK4pNdFcjGmgGRwpgJ+qTR4Tcr9q2AkE3Qh9cIUk3xNZySf5hVoEEYaesqWxrmrhLbnH2kMwutKPU0w5jSnvEkgWkdBdaRJCU6YAtgFg5HcXKBagE49WVOWboS8fHNsC3uvCkIO482LxFVNSUnjY3BjogNHnEOr+YayuYGudstjRU6GylULJkkiY3LyzgYlMlROAlhQHpho41Km2sdQB/xLEvPuujMWBrQrXRmhmrlmJsc2i1CRssV0QyMgzG4G1WW74u2T7n9WVFsbr6wzOqSpsHpAmDOwoymfVQiykfA2AUPZhjGox4SUISZ+w7q02rjUXEGzjKhNJoXGxt1tGmO6k5IAd71ula0KZeBzPT8hFksN4Q0tA0+XO08zcuKAuJA5kjmgc0Z5JmEhNNCzVKJU0LqJC9LE3K5oA2r23e0oS7biCWOSLOQKaBTtaMz5J5KrIsMC+0NNq41FniDnpIrXBZgJHMDUii5eSO3NWcvcWzLqaTrfHjrRm8RS1wU51tkdxAGjz7YhnRJRM17dtgoE6iWTPVJqRSsZIiFzc4Dj/W4rNt6YFTM4uSM5li/S5eEz6jMqDjQK9zHOa6Wq1M1Whs1kAsSyUZmk+ri5/d2NGaLUvJnF9Binfia8ZelJZNflR/FiJW9kEKLS3d4EQaOoTjhu9Cd76GCJTtzTkJRku52vhzBJlcMgbTO3mPgQVaEQccPRNpsKyQNlipsNT2ts5nq0ndxrYavYqBhy69JXn/iSRQFxuPeLDHGyMqxh4RKinqbA8CraLLE8KAyMHkYXFWZQjMAH0Gl/My2TOLuRks84PlijFBJ0ijlYpBSDKTk7HaRDIkb7i+MWxFKp3GJhLxlB9/uG1qKsr2a2uDy45q5mOL9YU952AUqRAAjvlUjVRK/xxg77sjB7Lup25fe5Dcg0bNQXsNwE42g/RbRNXknkQV2Gz84bZY7FijIFbxS+ZeTc0m0J3rbOdoGqVQ8HrbI1YDtxG9ICQ3K73TXCd7E/EcmEFq4S6t9vomk0FqZCHafBhpyt5bnUW3WaIZvIT7HTaNgBqzykCSYsDSBg/ok2Sq22Yt4v2ukwScbSb9uxJB8ezjdKfJ+vT6c0PRrKxgDJaB9+M0qs0vjTl9DwqNzNASnJ9BF57zyCyvuL27cjjM7M7C8TxTUmPJlXSzJ//dDfWyY364pQ0nnl5/Q8sLOp4AparpbOoduQ0c9UASOOeFSkWG70jMpKdX6HXHkr1ExpDRcWR4HNg/D5Q7RX4+k553DA87WhU4LwwyseMWnWfKtdBkYb4/odOI8gWpDNycE6kql+szaOGOmSwFefctPArzPHKtmZbuaNOe8U1lvP8O4ZEmj5ye4fzrkd0H5eZbRfPCsD8jE5Q75XxVvvwGrlV5bifSqNy9MniifahoUcYnZXhQ0vPRQP+bR+T1lSbPFE4cLwv7VjkPO643O6qcaPrMcHPg8OqWeUmczs8MbeFVqswKD5dKTon7X93CnJm/PBqIuvvAPDUe5YZWE8evzhyeK/WQaDfC0BL6lJBXE7IX9GGmPBbmuuNaJnReaMuVoVSm5ZlEot4PtBHKwYIYY3okKwxFe5DxTx5RHour7aNhZ/smMh7yYHZOu1hGQOyfeF8yUaeZsO24YhkRzu6LQH65mAzPt77fn23veH+rvp+pZqf0xpFH4Ijos8mpTTaWfW8GvZiNnnemJ1s0jbZNLdmD5w1QkzGK2XAqqYMEpAu90XIDKz62Nznerj14rNvSEdsxq7NfBESiWXZexwvdr5DosVCt74Smkcj6sCwsc9otoldxFBfL0jiYTPP66CsLNfyvq8scE7qSIovcZLHqCQPY7kCsD1WUr7FsQwcxRayDdMtQJhsDXr8+QGANWfxDoPDLI2fLEJNSYS60e0F2AlWobUCzorlY74S2UPJAGwaGRRhny1bLsjMN70HxKR8syyFfUQqkr4FE07c0r/+PNtJzNbY+FyqF0g6gOzJXMjO6W9BdA8x5Vx+jtoycbmDMcBhJKoxFrGTT5YrmxuUASCOnJ3JKkHYgO8rTAjSGp0RaoOTMkoRhPJHHGcqRuuxRFjQtSEqM0x4pStULkgdk2jNKZUyz63GzQ69a0VaY28mW8XRAdCSddjYvx4aOyk2ujEPl/fmGWSeWckL0wjg1xpsKOtHKDs6N9GxzWFVoo9AO5uXlZ8ugLQeB3KinJ2iQNZk3PZo/ulush4SA2YPPDT01am6WFDTsmfKeBWE5w9IKpc2ICHmfSKmS8zOpCTrfmdlWlCyNtA87/08fwhuM2HTCyuNGECKZ3S9mG4WdkZgRLWbLus+iVJJapoT1XHR/WdXsXMdWlGp7l73JmQ6OernZ8MM16r6774J4/DMiPAsilnllO9ky6a3foGdkh1FYQxYeMV/fryWWVW4tYNUzP5zw1u/fMvpVIGshUWk6I202H1gsoJ5zUAst4tQ8c16b912Txe0ub/zO6Kaq4T6pG00KUqko1QlyCW887jiGijdP94wz5WqyWqwnTmSgd/stAs7Jei9sqzsIiep4lj3XSpIZSVeijLB4Y/KKUMTW74j3TWyezZY86J3+FNV1s94is7rjTtBLDypExovKjh5U18jiXYjoodmXZsMGLqOu65Qd1jPowZ/lLd1JkNbDyWtfA+gT5gbu2iv0asFRnzeNgDkTHW/qvvQaGBBmAhFcHRTpl+olj/GMCgl/2wO9Ts6kjzD8pIKI9fXQPm4vgRfniIioYwRrDrr3Pgl/P1kmZfRVtYwmO6dsDP0eJOukB78m7mO476Y+HMTW40oOBGln0IpKtiw7dcwJ/Hcm+lXSmvtrxX3bxDbzSHVyd/iPBYj+9FHTxG/f/D3X2x23X/4/mZ6/4paJ/X7k8ZvG9Um5/nVh+eXM64Py6rDjbhHePhb23z8xfHViyIn97cCS3vM2/yOab/jt+LfodI++/jlzfeLb3//XyFUR+c8h7/jn+T2anvjbn/8LN0z85v0r3n+74/O/mbj77C35+5n0uPChHrnMe/R6hPOe+fYL5lefcHl34fn7RzhW3o6V49vCT/71mff1zD+9fw/PjfF/zBwSfPr0PWlqPD080trE3af/Z/L4E87j/4ulfMk3byau48Bpalx/1vjJ8+/49MsPXD878Lu/3jP+28T0LwmdTtTDB76Yf8HfPv9nPL59T/r8f+TSbnn/7j9ElsoXz19T2jPfPv8Dkmd++RqGYcd/q/9rnvWOvz99xl0p/Pb6hod2x2n5P7DUO/795/8rv9T/C6fvDpy/OfDt7mu+en3kiw83fP77T7h7e8dnv7hjkCt7/UcudeLfzfecXh35+v/0M8ba+Ovf/U+kmvhS/grRgb/ZveeQrswy0SocH78nX658k37Ot6dXtP/hd/Db7/np377h81/8PZfDLZebW/T4b6jTf0dbblkeP0G1cHufSftH9M0JLpn0uzek+Zad/IqWfrjvzV+QCbGa3y+PAJVW0fESvPBPuSDxxKr+ScLhfnGF1aN/8dn+Nx/tpR+zsWTzE4Pd3tFG6P3R42Ph6MgRgm6FR//sep/SWRziYNFWwHYEqcvBKB3TWawxVuXFuHvsc4tDBMvqxf0ExLKZA9F+DvrXpZ9jZcZHNNYFmHYR38/1Msq9fRZ/+NqL6/y5QzapcnHvL9jBqY/94+tYsMmYRdFAvDMfwtJQ6aSuzpXdMLLMNnm5riStgbFgV5sydAfrxa3K+mx97k1HbuZqs0cksn16PUNP1Q/2Th+YP4uY/pgXTe5cphfX38yIXVJifdj//yBLIO7Bwc5gCWis45wcQwwH2AJRfQ9HtkZyo5zk2QJx4s3nthfs63Hdo73BuXpwLgKDvfwBRFqs+mf6cw6G/P8PWRDa1/lq1MjGyFlR+k1Q8A/Wvrz8bxcb2zX8sfzZnFu382O/JVgPwS7tgIofLeRGPPcwNv2ZdzkVrCUHGbbD6GsqxqvrLPTve1A1vhD34kbZGnA2c90G83JOuxHt61tVP95uG1khWKqtn8+ffu+t8sKIDDCG1UGKdbAR/33ZxbPbMNUlVmF/VD73imc6fCzjYi/BDzmxf/zYcNQ+fu6bfb6Vd3b/8YH1M9tzbm6w65SXD3t7ze163T6rrZyXdXjxvc3+2vKUXybyRYDs4z3ST/TSduh7YePyvGARruMIe+IlC+jl7fyx68UzV2+GGEzYYJFuT7Wy/0JG/zF24kenJ2Zvq/FibFu9HPe6+Xofgq73sdFN6CrmXjKRf9yhycDSlpyAG4BjA5aEVi/3VwUtgozV6obuEmnyUuPn1mtzq6bO00vNWWLNGqiqDh6AKl633G4w5QSDgShrCMoYzKk1UtNIhvSVJ6QqluYvDvp5OcKUMk2EVioqQqvNMracgZyS8UGtEo/QUqIOyZnKXppQClIrqVrQTwu0c6WcZ2tyOhorqC2NpcCC1VBvo0I2sEMVqhh4ngpIVQuqV3ca02hBK1FSLqS0kKYR9gmWZDUzSF5GEXRoSIJhMW5RUD+KuCgebOG2UWkDLDXRNMduQ7KQBvGsxUobQAdok6B7QUdBs5BaYpgHcjP4hJSsZGOG3EyWNhZUhbRkfqBiyWZ9h6zc2iLd4um20fo9iEaPL30CWe2KFx+Gl3YH6zk7y38jT0Q7CWmVmxuDr5fS28re1TZZX/to3Bt9bepkI2tf2NLy8nr9Oi9n5oUsgC7fXsqcOF/UWjfW8otr+KvGIvedJEGSiutEkPqjU/dxuZ0XejKCA7p5v9sAaXOSra5ntTO7beDzqAJE/faNsutzkfkDw+DPHdv0tpDrgCYrt9frtUuQ28xODYEassYOs8VFkgE4ycoMatjqvMxGRZPpkx7cdma5YPPvIGpPcsbkp3TbVoxkEXMjTlALvSdYKS8VJNuzzlEZRe05a7aeEjqI/RS1/Z8rqrXDhc4oMhvbx5PEV2rxx+RlPolmzeKWhz8ibQpVPWPKQPIm6jF8Jzdk8bZ9rc+tanJgz6dFBW1pXacJNAuizTm8Fghde5XQZVBt/hzCT3JgN1WPXzXLIjHSjrD29sIkqge61qzN7Rr+Y8fLvd8fvZMKxNfMlm0dVkDYFutyXlnzqzSI83sAdbOnOsEiMqc277x4wddxz3CXbR377WcV6YYEG1m1/dEXd7tahet9rXvXs9Zhs7fD9vtowoC1DJ6+mFX5WPbz8TNZR6EvXhMf2eo7r/TYP+DM+9fcDtxeT2IMoUNS//8qH+J3WChhg4btvB1X2/jd22f70Vj+yKGy5qT08/2Bfbo91VaGfnzHG3n98d9hbxL3vsER3A59gSnJ9vLb88XPx5kNH2N8mzFtrv3yPB9/fnveGMR6P9tcgO03tp/vq1l5oSdf7rXoqRDzYToi5My6ZzZ2wke6z0hi7Y8/Z6ETn9Yj9hus/lg8m4+/Lz5t8bnUr/VyDjbn+IOZ+RGHKmOptKWyFKGWxFEXkpypuTCPlZasLDh1hOueebnwNF8o14HhOqJ7OO+URSpZZzTtYEiknMk6kdvIKScjmU2JnDL1sqPUhcdhpMhAKZW0zEwysp9GBk+kvc7CdWkMHqyWkpFrps2NpTwjVdk3mAR0mpBSuWkDrRbvEQVajEgxYXZ5yRbQHuuOUY/cXhvSrAymTAuH5cqxFq4Kp3lioHDdXRFZSIsya+W6u1DG2SVuogwjtMTIDmFmTI0hN6ZxxzBMDNeRXEe0jVQVLnvhlJQiVv45LcpYBlClHmZSmtgXIf9/OfvzZ1uSJL8P+3hEZOY55y5vq7WrerqnB5gBQAAEQEIGiSaZRP2q/1ZmpNFM+kU0iSYKALFwiAFm6enqpbqr6m13O+dkRoTrB/eIzPuquuo1suzWffeczIzd16+7FyVTqKKUQQglkM7mpK91gXomliMpF+J8TygJJkFIXI6Ji1B4HT0NXjhQww7CaBgRjUgdUZlY0s6iHhaBJSLLQJ1H8nliiIHdtCAhE2axGnrzRMkDijn/fuh6byeEeM4zExi3m3sVxOojIrEhdi7squdGVFcQ1mLGwurxhxaG1NGfrUp9551GIHqxo5YGqUuc0MMk3Zu+eirpQuJKBVZCuBo3vMF3FISeR715ezfFUYOC5ZxVeq4893Da0w0l3xrxADbxHHXN8NPyAHYDkglLq52spbZZmaX2VDWGbl9lfvtHbYqQrvnw7NtKi4HVxlkULLdsQHCUcAtPJ9LiUCwWJRqaQFo+a4GaWNPhrGxAe8HgHyaI1SueqRcjDtVbjGaMiXlESqCGB1RmE1qjKwE1IGE0Zb5k0AXVCnUGSQiWrkEWF5pcuZCiZqRQR6gk73spvr6GUiqNMUhGQqFKMOWmqE1VjGgYumDfDPaqasUiQ0VHryUwGyIjlhFUqA6l7nUpmpKwqEGJ1VD+TAMyTNbeMkONSL4A8fy7omhsKQowZ4yj5jR43tDR1jWEbEJbjn1PUldDnxTLa814gHEH84Asg6HyJPmesigfyX5Wh8nGXL1ob11zHqsAgyPJsX5VdxZJTZZWaaqQKnIOkBNSBCVSI9TkkQVyNi9/3hnadFZDWO6CM/oBqVZ/YaUlP3SpRwgUhMX3h0U5mWZTQGfQjHhBVwk25xLUQv9zMOSuuJgsoFH81A22HmMzaDpCoviZ1MX62s94IsgAauk+ilRqVJqpvKVKUcX2nwRIyU+9unMmub04siJhrD2hGBNSrO+iUFxZjIba0SKWXSta6iRJ1aII8Oi1RkcaLwh0A6OW5N8bKqchr1pe0ZCOrgQOUKOBfEpDfRnSJdCMB4aEZ1ZUCtUVVcn3QIJ48LPmecExtBah5cY80SPLVPw8mQJq9LOhbBJJkvMk7L5cIAYkTU4Hnfd4USl1pLrUhcdKyPvsuEabba+I5s6nuuLq9N2MSrU76LpTpueOhVVDWBWGnse3px+ILszmvk+MT7b7Gi8ygyQqm6wl5nRVoFZLC6HdqCEd2VbVAzOluj5anNWagmyReisvomJo6Wj1VIxm237tPggab8SdBh4d2RxwQb0NT/9T/CQ0O2CL/sHGaMjhiJZq6xyD0ZCi9tP61tO3mHyifq4RcaQSBG1KdTOMOq9thXxXvZ4etl0xmiLNzBw3+ntF66bQKAFDQYY+p8YP/4D9JlD3YmJCVTQVi1aKheleGN9CCImsiXw3wn1ieKaMFxWmBd2d0Zszi95Qa6TeXhBjYb8fiZoZlwcU5cRbKoFjifZ3PVG1Ms57Qj0wXj+BODHf3bPMM2NShgRxmpGSSTkxvRqItUJQpApxTsS0EMbfQUzIeEkgETRY+Pebb1BRznEkhMh+OhCJqN5TVBnmCwIj+Y8HTk8D4zcDw60Ql0y8KQxHJR0DOgbqCOV+5ubtTLwSxieQa+bh9QOZBIdLQogMw4DUhXp3R83C8fgh5Miz+TVDXTjHQokBzlfIHAmX94TpDNMDeXdCn18QPpxIXwrx64EaJ+a0p15kwouF4RzYv9oRQ+E0zpyj8ttlJojw5GohJGW+UEoQ5pcJzonzlKgBQvCaApcnSIXTBGUQysdQPwhoKYRy5uJh4PrNNbrL6MVMSZFlGBgyxLdKDjP30xsokG4mUv0B40kcnDZ6nudm/woWCaT472rylgT/oUCyOhZW7VeAweqlSOMj7TwaQdBYEY+Uwo83KshysnPYUhAG6B3pCvxieytGKCOSrY6XBq/9EFqeapcPg0c+tGiE4ufd56Oluazt83ZWdWf/Fo9KoDldhY7g3KZpVCC74T+C5X/3fM5h41gHNMxOFy+x4jyNH1s0GT1KenVQSACto9V10gXUkMrIyWmE1zOT7NGYO6PNYV7nvkXyItCiL2h5vBfg2NGqhARhcv3F5aFGU6M/X/dG00L2eXBe/66j6vsuFQscVbH0YRGj/2dBp0s0TdR8RvNCGg7EIRFyhbkSKaQxe2F3hRpM7goBRpP9JGWQQNXBHI7LQq0LMtney3FECUQxXbmmMxYVMaFMjArD7PJ8hLJE8nkgSSbFhZpg3lerO+f115bhHgkwxAEClGiofkt9GEjHihTlHBMlJsplsTR240CJA5wW9HgHLEjMRAYGJqoqOZhOXuJCEGGMAywKt8WW5IXl7h8eTL5muUOZKXtzTpSlwkm5P0xISJyj1UMIKqQymcN1qJArqmcY9wQu4LygdwliJoXZgnHbXIcIoSKXpv8HyYhCTG4AP2VqVcYMUYVzcvmu2vdxEuK4IA8QTkKtmVwrIQkyyio/4npYqpS9O3bmXZcXft9V5WR7Ws3pFwVMIkioNGdabMecqlYXxSIIPCqoZRpgxKJdF5cBjd5kfRx/2aNvnQaiR0x3iv2uBthQ1zlFBFGLU60aXa9U1kwUi8s+u36+FHVbRCCI1fcCa6vVICS02gPB+1w8EsOcL0EsGsFSmpndIwQxu4jM4BqIdjS86yMqtNjzitf5otXFOfhYbQ61tpoMjv4X9TpqXutSg0cQmM1CRK0WnAbKo/QgXmNHVvdCCPZ96PU3ittfTM4XFaLiPCsgjFju/SMiM01rMfpm+pGV70lInIDg+rfSxcXvu+RkdhiNPhd15REuE/eowFBsyGo6Qk8J3u7xVd4gWNqutl73rBmtluDoe8ozWHTbUNg48xs3a9E3Nq8WSdgE3oLVekgIE99Fzztwou/Fpq97Ro5eANvXXies3hM0WwyhIA2q0aIQfTXpgEvpc6HVHcPB50JbDTezeTUQm+1ts5mYI6I5Gr0eg7a89267U7cR9CXSDgDsbjOvBSH9/04ntNXEmLwvbalbGm3TSVQ8qrMm0MHFHLOtilSnOQ0A6NFLDbz6ntdQMn/y5V/BUPnL+Y6bEniSv0bKa/KnbzlPR65Of8rhqx9DGTjVK17Gv+E2/ZwP3jzn8zc/4uYj4TcvKqkol/fCkAqHwz2p7Lj4csc5wF8++YS6W/js08JOM6//zWecbyr/6/6KEiI/m3/Dj8sNH8fPuB6fMAxvGIY7Ln7zwNXXr9BPA/qjp8j9A/NXJ+qb33CT/wOXZeQjuSbLU74KPyPUPf/4TUHnEw/PXlFj4CF9RAqBj3cjQuXP9a+5W37HP3r4kA/qZ3zy27+klm/4ev9rbsdXXD95ysVHT3n1zYd8/R8+RC5/h/zDXzO9Hjn85hP0cqZ8+D+Z3fdmxynA2+k1GgZODx8ycMmL61fsxsp0/UdEveDzb15wPCYe4om3sfLNz2Zun8HzL77g4uUd3E7cPPwLXr34NW/+0W95dr7i87c/4a7e8OX115wOldtQ+fD+wPWv/5gxnbi++h2X53ue//qlmaKPgTocePLZwm438ZOn11yEhTfjS+7DiVP5x8jyAfH6FzydXnH49CPG+CPefBz466eB3ZdvmH77BeE6EJ//fe6WAy/PT/jg6oE/ffEN8e5E/N9GzvnAN/MLMoUc/iOerPZ7rz/ACWGbXB590ohM+3RVhnXz6SMvcb9HHr3tu1pb3+TPfAvFqd/R8rvvkfWG95Rn3f7z6M0dlf+opW/3x4Ts1evbHTarPah/1oj2Orfbefr2oPqcdmK/ffd2btc5Xnsq78yWbowXq1Fme0n/vzz6pH/f+y+Pu9qRYt7j/mXzFr+H0cTH11Cnhm5eWby1s/EcywZJ08M12w+b8TpjBlOw+rq0dXOkTkN8oZsh+Lgq61z1oWz+3jL5R9/LqlM15H8rhO3vD+1cNUebG/fMeCXr+7UhuNQNzG1nSe+7O8zXPcj6q/XP1rAZveumz9v7fd775mvG0Qbp2iDVm8FNoFvcRHmUc1/poYEtVLat8beuhiBxtFgLy3wksqh45OOm74r16VG/3/9a521zlppxVpsROvU9sp6VVTpckVV1NaL2tXYhxA2YDhvuc91Cr6W/f3tmdbOOASu+tTatj4TMVZ0x+XPF1PQ+y4pYFRrSrY2z0aSGbMO1HEer9uUWty/4GWo0oEf+vLsGfhb7OP3YyDtnROnz+5j8e2c2cyatyJeuWKVHkPzw+PEVab/9srlXGyre0xdJ6YjGxxEPj+n74zP/n3Fp/9+7H77T+RbNtFL+R+f8W5xR3xnz72vznciCd5esD3Udd2u/uf3tM1mXBjq9tJDu8M5irhxklRs2a97Ptfb9sWLyNqP5zkgLfXfjrPf1W4V37vj2Ozaz/LjdttN8BVRX1O+WHDx6l/ye77YPvfvE7ztD+h3v+P7L2KBQo8lvMpqSLtGMwdSI5tD5nPFgS5tVyPZxcAUoOw/KZlmTYGm0qhgKWP0dVYvxpRARGazYcYjI4GlrRKg1GMJVqqXPyhWJxVK/Ba9vhFLUUyzg+YHFDNFRF1NTa3NwZZoTT8GiG3wvSYBIIaoimrEUIcUc4IvR91oyixuIhEgulXwq5Gj1EhTcGKhmvMtiznQNDmRoDjrf0dJ2mhkidBiQIRCniiQBT/NYfMvGWC172mCJNAZJFFVqwWiwRzJotLoSKSuyWGFKUsRC9gUNGY2FokJZHLUcTdKI4hEW7hBotQZqMTnHy9RboIxClZaS7oc2GTyWA/3Dxls223d1rvqHzclL8P5s6Hgjeo0X9pxn2zPj1Kghnlfm8k4fWoHOLc10vrflnx2Z2JzFm75sB/zo2D+mD/3ZTiDbO71+HMY7OyneIpQbVL29Tzfjb+lUm6PBgSubeL4NX2iI9sZzt7IytBpp6+WGtzaMFqHS+9XWsfGKpg/O9LQbW8GkvRM3lIivTWUdQ5/zx02879VrKQWPmlKLoOpOdvX2EHNuqVo3m7yB0+/gNL2d2WbEkujAEQUHqYBadG4Qj4Sw9I0ilkrQmvA+tLaRVY/wtlXUIwYUQjEa24KbRRxD1ziNyx/BCsK2E2POIQek9SCZXtABq3lh8QVVHNzhrLC2+hytdoYaDQk+Xuu6QnQZaDEaX9p+RT3SoMnqYIY17b58U1vEtn1oBmkBj27uGUyaAa16W8H1mdh4t0DVruJ1AyPWJzCfhopazaoo3TGgVft50jYmrK0fJm4OstrIV5s4B9o5a5FL2228noK2x5tOvn5q/Qm9jXe/Z/PO9fque3QD3Ghny9OvbVDqK6g+0FM2P5KHtqhw1/O2NPNbNoMtGrv1qb0z9LF9S4YSNkGdTsNUeJwNorXiRarbOxRWJHszWjeaCGvK7EYzZbMYq35jPw3Ms6VtXbK1ORPoKY0e0dbQ/15nZbXz9KVoQjsbOfsHr40M+mgu1snpKYtk7cMjybaxHfTR52vUR/us0vRT+ngey58rf1nHtvKJjQ7RGFrjVbSf9ujj9373Hn/3TG7v2kRsNNr/zu2PtfPHY//2u9tDQo+kcfaoG5ngXWm8z0fv+NqO4GT+EVhoOwZlVZbcibF1MD5aGzaf0fn99p2Px6ePf/4ggJwylHsD2g6FPMCoCxcUXo4LecoMtXChBuCSUjgHoYSBkkbKYcdpqrwaMruiTEclDAJTNDxnPiNxRlOEQS1LZ1WiCFEj52VgNiQBQ5iZcmZ3LpANvBZrZKwDR4k8JEGZuVjOBL0jDidIypnMshQe3ijjolyJYWPyoJQIyNjTy6OFOb/hxInj/IRj3TEtwlhgNwRKiIxlINQRKRM1T6R0YHxyTThZQfo5KXd7i16Qu8I5FfRiAUmE8QIhoXKFaibUA5E9iYHkoLxKJk0Luz0MckvKb8nlI471giUm6r5CToR8AD2aE12UucApC8fZKjshA6EujA9ntMC5JAiZYb4nBai7A8sQmVPhTLZndCDNkSuNpBAJh0SKMFRIGeIZ8rlwPCunotQ8ULNQ8wy5sJwjSwnGs0NlmRZLFf4D1x/ghFgZnZGt1aNph3tBxNDrK7XdEjg3lnZBsx0e2fyU/n47+e0QOnpWmlHMCEPQxRnMGtZoR2cVZk3W2DCsrty4N7oLc+3hd5WH9tdawMjoqhHTLoQSqR6OaJHjkeCREuIICWmCwbZ/VJCz85aViHW+6uNujLK2edrMnXbirj79TswkWd74zsc9egQTzgRXygHRGVMEBZpwTkUZoKEQGuIBJWzyYdZeCFm7oGG8yBmz568VDwNfCx///ivo3vtpTgNtRoyWbzhOtkWKpyGS0REG5lE2aPzJBPtkinaSiuaFenZDo3qeXRc+NGTbIdnWJ0Z1n0Y0FFITHuZsccAlonXw9Q1WtFKsYFLQBdVErSOW53MxAXwnLlCbaSPVhKhQMERGDBERpXiIcGj1UnaGXK6n0Yp3LnhBNt9HE7Ar1q/FdkZU88BXrN6H1dFo50jQOkJVYjbhdAmZKkJw1JxEQ15o2vt+HJElGsJZTECUlg6giKWdCC1fuuUkluRRNDo7Y3flU7Ofp73ti+aICI7yzgHJyYxiAx6lUk2hqI6649CFVkO7mHJRqzFbKZUeEfJDukW/hFZnRJulyaMULNLH0DgVq5MgBAtFrMkU0WoGshAKhOS1PArU2aY9e4+bMJosP6Xkk81TVFoYvKJoXtzW386pZXTVkCFmRAekjjRHlQJUR16Elme5oS/daZCcknmIn8jocrHnE+WMSKEWrJija3oSGzrEz3VHaltthNUwHFGZ/BmbVXWlNCxmyKjJNmnVPZZn35WdMFp/42LjK8WicLx2weqkTQh7YEFCRRgQBts7yaVt50MifiCSo0uldHpi9qYRNHhEiyHllQpxhDQQ9EQYMk3JsHQCyaNPXHtqRe7L4V0J+od3XD8Tq6NYXCNTdW7h0QXqKZBEku0PLV04VppDc3WYS0NNef6CGouz3jUKycZlOXCbML8qGM57mlDuP80jpUBWq2Ogod1jbVd/Vns0gvWxevoLwfMnNwFe1IpDEs0QHqojv+iGKkt7UNFWJFd8Xroxkt7vVY5w5Zk2D+KoL1ak9EYM6SmaaPSqySsLqm4Y3SoZ3TEa+qvAeOxam8XO3xr1HdoKIS1qozki1fuvGC9ry4SsCLQe+bLy9/e6KoS3Rl8eri6o40CSBwInhtFyJMfzgXAcCNwR9vfGn26FsyoPFciCZCHkM+PyGs2Bue7I+wifXFMi3OYzWirTjaU4CnlAAozXO2KaeLgbyEtivNwzpMRpnnm4Xdiflf1czBGwnJAnijyrFBVmFTQLetoTa+agLymhcJwyEmAfE7UIb26Ukhc4fklUJT3dEVKi3s7Iktn9OrK7CQwPC/Fc0BeVh4NhdrJAzEqaM5oq9VmBNKCnHXJW0o1Qk+FDkUrKZ0IpxPsBrYE4nKkx8xAuOWHKFIAevkbTPaoXcN6RxwP6JJAu7hinVyxXE8sHOxatnOsDYyrsl0w6CPnTgJwTT19eciqeq10jLHuQwhReEcg8u70j3gsPuwM57hB2CJGHes+8zOjLBR4yTCCjMu6UYV+p4cxNuCPUkXjacy6V2+WBca/ED+18l9nozZv98shM/Z1XMfSTJj8PzfgqHgVYPJJQm0mgIQt9a2vF6jc4/yVDOblc57wuGjpT3CipPWop+3nZY3TEnePRogA1mIxsEWsnei73WkA957/O1lZJdCunywWrUcqRoSJImJw2OQ+rbHhhi7zC5CEplnqmh2a1wy1mVK1uQBaPXKhuBAmT8Z5ssqrInY1fhnWcTR9pOobL8oi9R2pweXpDMELTFRpy1o1FKo42VUiz050BQ6GeQQsmIDgAhMGiGkQtqkwtmk3aO0sFHW39YrG0Qj4Dpt84Sjq0uj/Y3OHI8/e4VEAHj/CrJ4vuyolQAkt4oJYTuQRKETRlclmIpRBztpQGAjEMVsMkFobhaEXlH5RalWMSVCMp7xGFgZkaMqdwS5VCGgqShMRIYKDKERXhXDEnbLWohWWJLHmHyJlhOKJBOYVqtQneqKV3G2ZkCgzDpUU+ROMHS96jVSn6gMiCHGyPzg+FmpWxLMSlEt8mwhwosVAuC2GYCOOElshSIjnAWSohK3GulsM+Jov+S4FIYP92tNOpJi+dQ6aGCuOVOZvzDcpMLcazok4kiUTJBM2QBT0JnBN6CtQAOZxhyMiLs3H96jXyxjNUqDdWkFvngGqi1NH0pf29pQV8FiAJyzGwLBbFNpbKEvfkOJCXM3qcGQYYrgSCIdCb/l2PynI0I6sEqxEYcrXzc/5hJ4S0ujB1dPnAIgUG85BQ3A5g+nIBPDJWG3rcoksMfGWptqpGl4XMqWXqdMCKYDet2XUoqkcrtPqTAl7DRNRkOHXZK8ji9SlweSuDnLEakh4BoR6B6U7PEBfWqM9mL6guLwWQvX9/BFmwSKvoeqhFVguWFrE5301OilQx+gGLOanc/FQbkC0aiKO4kyCK6dZNVqoYKTB/nLqu4nK8BoQJkb3NvaP3rX7NCuaTYH2u1WpjShgs4oZWx8jtLNo8Vo32uM1CXPftEHVPN6yWyaCnwMKAA62WRBWxGjOqzvcqtKjw77lCdd1dTEfvAf3SDOHGO4PbuZp8qA2UiasnW91Jiltqmvmv6V4WLVN9DtboieY8anzQPjV7ns+Rqp3Tdr8Gq2Oo0R2x2fRPjoDX2EPpSGmxgu90WbrpQo+N8X0/SgXOmB6YXC8b6EDTfozXWANLohk6b201aLsNQZ2fMXXd0Xh/cd4uppe4XC+ux6h4+lJaswqhOcPs9Ia+X1pvXC50UKyYRIkwW8/kQNtH4nYTdX3O9I3g59bW3axJmyh9UdClz4egK0D0PS+Vyu3hDfVw5u7DwGkn/MmvM392I7zRF3xx3PHkk4E/ef6S629uuHp5y6+nJ/xi99+QPz/wJlzzS33Nv66/5PqrhZ/968zlmPjoR58x7ISHJ3+OjjMvxgdCTFy+BamVq+klcjVz86YSlxHdv2HZv2H/VeTZNzf8sirfVGW8+pjx+jl/+wT+3QH+yfyS/9Pu55RBmK+e8yV7/t/1GeFXA4d/9Yr9i5nyf/yGeZ/521AIeeAn3xxIZ/jd/JJc3nI8/YK5Rv5/ekbkOX/24sSH+x317d9heBWoZeFcFsLuwMWziR99/Gf80R/9c77hP/HF1/8z54sL3u5/yul4z6u//Q1p2vHs8x273RUffPbH5KXyxRfKWI787AEOCZZD5LgXxvs37PQ1n5QHYh75hltuw5lXT2ZePVnY7Wcu5zO3eeRl/YiDVJ7FG4YCyy0cH+BflZfsmHi2/2PG4czl8XeIZsKQUU4Mr/9nJE38+2f/nLq/4Lf1yH255es3v2B5+5b/63Hg7y4f8hcvXvHrJ6/50Xnkv/jNwPHVFceHj/iP8V/zb8b/Fx/yd/mp/AvGu1u+/uKG+1r57ThwqJGf5RPhAF/+3WuW8YdtvX9ATYh3VY+NM+G7t3D/3VI8rF5jefTstqZA+4T+W7/jnfLo1xZyucrXqx9yRTS7wUjZtLXe//ida5vaP17xmquo0i0km4e91S3hftSa9P+vIWxNUZFHbbffdq/4A14wZ9Pe9t6NNtebs2GvfZB3/qVtnXqee39PJ6QdotJnwTWITevy6J0d3vzO3Dz+93dfHRurjpBp87wJKzS7mNcdeISyaJNaezfEf1vTZe3Thtl0wG2TN9SROdFQTtaqbPoSeTcsUTZGuK0I1iMTWk0kMeWzFXnsem5wJGPL96/NuRRanK0LPUDRNf1oS0W2mVppY9uw9D53Lpj27eJChL1nk8apGaBFDPVafU1F1nWRdb20C/H+rhY+2hFx73r3PdTVBRlpAmP1/gWsX1X7M6ugEztzbnOoj5itrs388Jb79tXRl7rOp2p3IHSjbzuzdT0jj84hrNEuG/r0+LhshKdtfx/NW9vX3xE1he8pZAVZbpCf3waJu1KxdoAGnZO2ds0YuyVjj17UN48JRk0A/NYm3CJ+WrsNndeMup6mriEiOxlc2+jGYAWR5tR+TGfb3tDel7W/zZG+Rmm0YThC0BGQ7cjh9KXlhTb0XRvb2qb2s2pn+j9vs7XZ2fCy1sEtP5D1zs73GmpWt+94l5G1/VbX39rWYt1Xj/bl9/B32fBVdTRnQbrCg/YjvRmZI6q+9coNv9p8153i7+zbx7MrGyTk9h2b322tOwOwDnbOJeuZ3vanRea0AXUkXdtP3z019AO3iTRUWf/Ud+d6Q6f51vxsz5I8blTe+f49L8n2nEqgRLFUBurpzRCLGMjGizQUU7oXoRZD0gfFHAu1IB5mr6WiNVBjsJq5GprtxVIqtnmM0X7UeYnblesMuYhlSHOjtdXNdQACQvGoJG0RE2FBY6XEQghCiJv9rFCrASViwYqeUhCpDEePACgZ+1SpqiwqzEUYqilyKooOlrKklkIshVA8yiPbfqiLWl50P4MSzblXwoBiNSeCqDnUYvH7haojkIjcI7ogyWtDFDNGhgCpmAlDR7FCpilZ2cvFHXkSoUCYAwlhKJXo/dAoSDF6VWu0NBTnAg9CcHtzTDBqYBZlCRklERYxIN4MDFA9cko0oaLMkt1x+D2XlnW9t3SWhnxmSxj8mc1va/Cdexqt2/xuZ+zdz9g0+x30o/NamiN2+/5mjN8yve2/t+/Y/Ln9R2tzyyv73+0PM4T+fiIi7/xsnY2b97RohtbWI5ni3fesj3aJsBkAtzS0CRCNr/Q51c33Tqd0M28bhOsqd22/3w5vZRKdzz+Khmh9b3P1vpeNqWcCaa+uVjRa1FI0GoDC3i2e2q4HF4eAhEKIbvRx6FcDXzS5qO1nKubcChXpUVri8rp3wGXSKrbrahXLPOSBPj24pbiBcrC1DKkVIjfAkbYoL9+z6nujz2Gb9oLZiIP3I0SQ1I3DXuLXjGu+Nj1TYet2Cb6VCy1lpRrhXdep63cmK4UQ3aEnK6i3SI9oqFgKW0l2xjSLMZRYHcth9FFdz+iAgKIWLSEgre6FKrF6UeYG2ihKzerZxyoSIhKbrAQEpbbI5LCJFvDtqz8YCWHy1haUqVg6IJOtOurGV6f2cyOtgG4HIGxks62c2zdtO2+Njmqf58e6fzszgQ4a6VFS78jjm2fWPfQuDfKxbOj2ehmgYwVW+Gc91GUdb/tmJcEGQGr7tulEXXSjRcOt+6nDabZTs969rmuT7/o7V9oirOdF3GC7DlXWDjSa1b5SHkmbwkqJ2q0bE7aDGpum7XWgGp3tT62DWO0a33dte7Dul75msl2bdwbQ+dH20Q3t5p2vW72cR7RaN22ER2N+vCCN/yirIWXl//LooL07okcxA2uvhA192fKEgIGQmm1EN/dVOl1+p4frJ7r94Nt8dcP7bVu5DYPv0u3k0Wc2Am+pg5++a74e969HtvlGF2n0g96Pd3q5ttfH0UBQzSbyLk2Rxw+/zxUVohKSpbRLMTHEQFz2SLlAkhD2lWmsXMbCLg6k+IS8SywHMXT87WDyZwloCRSvGzfHGYkLSU3Wz7Ma0DRmhiGzG8xZmZIiSZBF0VI4IdxK4GqfGKeJZThyzwNZ7hnDkRx36O4CLXvu5x0xC+nNTJzOLPHEkgqLOtcsGQqUIoZvriekwlmOVDlzSpV5FEa5JNU9eb5lnu+RKTFNiV3aseeSgdEdn4KwR3UhL0qMlUlhJzAOtiqzJIomjvPJ6jcczPE7nJRUlMNcGE4Lb2Y1rMck6Ag1mcxfIyxjxsSERKqKLEouytEL6QlWf47B04jtbG7jw4KUwENdWOpM8XSc5XTPcp/Q0xUsE/l55jycGU+VZ3Mh5sELMlRmnUFO7DkSdCYvyqKRow4kRpM3klKmQB5/iJ/+AU4IlXfz+a9EwbyCyQWNluu9kZdm0YkILa+rXa0iRJPAVAxlsLaQvRl7R0vdgiRHjWIeYjHvOtqMgnQB20hEaCyrB9sFLX5fY3SNEbVj7yjOhtrX5r3059aTzyqSeFSGh3EZwpv17Lv3epsNzhBHo7flOVeZ/J2er7sLmS029x3Dbje8tPlxAqarFL6Ow4niFinq3mFTQjKW59Fz+LPDQuJnhLIa/MQN/47etfzrZvzT5ll3I5ftHSUwr2vznYLR5vK8ulvPtwR1dLobrWuGaAhoJEM5oyVSi+Xnb+HYUpPtw7Zmkwn0pSaaaQwVaraaJDHZeoZs+65O1ZwHeTIUfoiWijKK+z0sh2BgAkZMms+EoJZKUIwhERVJBdGIzNdm84+WUiI4Il6LPSuOYq9aLQJlMSFUwkyYqvWljDAVZJchR/TkSL0mSBfsmZYKyetpaBZfnmI6VRRb41Et8qDta0efS47GQLIY4jCVNV1yFUQKMhZqFUppBubZImNH24NhEOvX2VB7Nj56kVSZTWiUqISglq+xBqpkr9lhWzYkkBShKFoXSw8R3H8CdjaqFygNyeaWVmnvfS6FVtuk5V0UMygFDUj1OjBieU8BYwySoGYrBCgFK56akdxomtPPuEZ7GWk723lNZ6Ba1FCRriCJWERK9ZQChgAxZTo4mkcbcjJaZENogl5LsxSyGYpdebU6K4FAQ4QYDRG1iAZ1VA+NNvZwdXHbSfXc+y7webFL1Yrq0umtaZULVvTPclpragnCRyfGFeTsdFyRlCAKumSkzKCDIXRaUUcc4aMVrUeQSohmCK9qxoIgAUNjeShgc84UE6hDnWx8IWP5tt25Gao5HKMXnqdAPTq12oM2hTeiYUQlUIdIz2+rGGLsDxX0GuJFPNS/03IzSPioELL1ieCIWXxPsDpdvHlTeFcl1OrxNPruSGNaJJWvH2IRJ40nbFIsNGeA4lOljkYS5+Mq1OLJ5Kqhmwy5Jp3vNblAXAEW5xMq2em8O1g3Eyiu0Nj9Ps9Y7l5FOkmXYHuCmp22uXLZ5kW9L9qQVdl5oiPMNLjuZfc3/4yt/YZPbq6mzHbVKTR+3Itn0Jyi5tiLzsvV2m0IcZoS7wpraOtvRi22n/Vo0Taetq7veanTc4VwfCBWJZVMVCXKJSIXzLsT5eIOhhEZP2R6q+xegy6VdKpEnRnLkTIq88VA0MiUo6XneHNHFOHp2dCVS7igBOWcblAthJuRpDv2WQhVuQ1H7tMDmULJlRoWdFeJdWI37+BtYbnJLIfI8gzGCle1EgYlXRnC8Bws6vSCAyKB6SpQq5KeTQYkOJrTYPlwoSQlfRWQbwLp85H44YguGb4u5NdCeS2EpyPjBzsWqZxFiWVmOr+kUrm7zKAj4+3IosKrMkIqXHxyT4ww5IVUlZomSlayPACFWCbiMVLPSs4n5CEg50D1CMRBlcMzgXmiHhMxF4aH7OKmUELgdFlZzpDeOLJ6vEHOyvRNImjkzV6p13B3WChh4eLlHekEEvfEMFBvT+hNJs3KMMKlJC6GgTupnC8z3Efq14F9HHg6JfJ95vjzI5oi48WBUit3Dw9uvP2eLRZmB2PsjA215NelRTx69FVoYJq68gI/Hca7BtDdKqKSsXzoggkXagh72gGUfr8Gz33eIgpkNh4iXqchtPNToGSUEWJ0dKMffDz6rcvUDSTg9KA2KX7xtj1vN022ORktqE5Lu6Ekg6z14vAC6Xh0oxW+8tpZ0Ywf6nKV6NH4pNeWUvV3BKfHXeQ3eVfqiDC44Vo3bUWv9aOoOqBGLboRj3K2ehEB6s7WRh5YzXCJtSZeI5QWzWvjGo2Pt6hqdat4M0blDeCsRb70PPJeh0jEIkl/yOm1oW14JEllpEblGDOVTKqBuAgMmTCa/FOOwaJsr22rxUkJNVgNgxJg3qGi1OuMEhnqBVorWW/RUqjLGaWiVQgxwf4BjZXlNCBFqKmaM/BcSEulhso5CUghxhPESE1PUJ2RerJpyZb/PSymzGuyadNX0VS+/WJGoTggjPB6gmKahwrIPlDHiuxc59XRoxACjIUclKwVaiLkkShK2mcogXoKVC2UekZD4DgZ8KmkbH3Go13zGSmFNAcoI3WK6BiQESQq9SZQlwSLe7NTgCfBDD7LjLpOIkXN2RldPxAlktEozHvTyeJJCLUylgK1cvp6oIRAnE5ILORdoAZBbpXhXonF0vpJKeRzgZSRMZhcN0CVBXZHNCZkKi7uq525FDc683dfpQ6ICCkAohRP5REYaM4t3NktVNepvRakZtDBZACpqOsCJqL1ZLguv1u0p1kLRlZUuHa8WXdutKc0WYSVHhFZaDXgXKyz84VFVNnhcxnZdX+TIjzPfreUeMREU2TFogzM9JDcxFmx+nmZKhPKsGLixGQ4M6rOZudotl5zsRM1+6iNVgdHxZtNoUV4Ocl2Xaf2KANx2uXZGuTe6lJIprkPe0FzF2Ct/ejSVqu/1vQS61mrG1ejOY6ajmCya2iSmtFICq1mQ7cZNXKPemR+8LRmLrNZWPwPqwpddm62lGaym32feY+7jsaGFwrdu4YZxJtx24RW13N9nqvbhlbbj+8BBxkJbGxEK+CuWbva3HnMr+szTQez/7W6oH3c0uRXl4t7hG9j+u29bZ6dh7YxUrGsCyMtUo8erdii7Uy/shoi1QgqgtWs8u9F7f6A8ztPyU2LDPG0lS1fXHXbpTgcq9ENgRUgbOu1ukQqVZfH6+XjUZLrEVZDTarbLXytVC3aaHX+WTYSdfnBTDFOe9R1JMZ1fhDW6Mv3uwKBj/iAVDPHn/+Om3zki+VzXpUnnMs1n+qONzfKv43Kj18+4fPXlb+RwJ+HzO7jV1w8e8nT5Tn/u9M/5MnT3/KT//YGjYXTxb9EeUYu/5UBab/+OYtm/mZ/T43Cp8OOJ9PI5ecLxMLTLz9md/cJb6en3Oien9+e+N1x5vPhjt3FG54vX/D33/6CcHrG/yIfky6vmD74kNNp4LNXO2o8o/kV6eIOvvqKUeEn3zxF9Ei6+PeEmHjBz5AUyRf/Gxfxnut0zShPiLs35JT59OkLnh8+5D++/pJf3irT5RN++uwDltvX/NW/+TkPr79CXyeu8sQfjRfkBT775AXDNPL06SU1ztyd/kfOktGf3vOwZP4fv71jPMHf+fAjPpwmDvkJ6fiUu785c1syp5tCPiWe/fSSq+eX3OrHvCVy/eSOj6f/keHrPdOvLrnLmbvlRJIdz54/4Vorn716iQ6Fu+eBnALn6YFUJi7CvyCVPcNXbynxJc+efoOGOz775oLzVzN/8eEt//J5RC5vCemBlDMv7gs5KTcfwMeHif/q+v/Gtd7zov45Gi8o48fs7vccvnoOg/LwwZkcz+y/umOM5Qf32fs7IXzzrgaCd8hn09q1pQqyu9+9d41K2H6/tqLtfgGc+XzbU78qMs1o4Jzk0bvW9qAjtbWNoaVTkE4g251rK++idB51wf8n/Rlxg4288y4rFuNty/p589SrF4Zem14JsMDG4bEd83Ye6e/fdO5b13evgt/7rVyNdfPvdy5Zn9VHDbuTZvuc8Mh4ap/F737vtq/6To8basXJr01BRboiZKlktC1ya15lRTSoW6ujdj9On0fBiiiLuhNJNwCs2gZCR+eGYLbooBvBU20OqvY1C46y7al33TYYel5Zc7RJdEWu1pW/9p3KBhBf7af4TRFIxhTXCIDmqPKh6boWNrltzfXRn31M2qI31jm0fKmYQLU9v22dghvRqtKEcNsffkKCCUXqynhLXdJEDhVPVbJJ1aV9lxoStjse++e6tr95qq+XfMfX73W1MbqDU7z2Q8XSmzWS8UgYasLRZm6bQk9wYUt5rDj4DGxRnb359v32d0MvArRiZZs5aXUa1tPpXTLkVzey+m9tiK5tEw6FUw+DFVmdFI9JQu17pJuNZd3oPeqgS/2+15oxtTaBqBW9dw4TlJauTLW1Edi6kE25BrSs9LT1vYU9Pd4lfUnsA1NgWtE6XAlstS5abRlxxIa4k7afcbVwYg3BUn2p08Cq3TD/h11bPrJFCq0bV9mwoE5vZXNb45nv8uf1Xu2or8ZV+4TwKEqxIcre4XntLNux0/Vsyebfj97aOJX09W38VHrfWvvvnuHNWdh+bIcQUyIdy9y7uTpOvj2HDdH97rh0++2m95u++/xtv3+ET9N1ZI/aFCcDnU61thtIYNtVha4sbdca37ji7eqmzTaLfwCBE8BTNAbNUAqxVMsC52EJujtRkqUhkjgY8r+CFsv7GjQTtZphk+aw87HOJnSmkxWyLPtgwOHgOU8XqMVsq8leStZsad1qRZM5lYmREAZqhjwXalIoxYqetjWPYkuujup1ZxoODghDNN53XtBaqTvQSSkV5GjzVweQOSCzog8B7gQugqcOCxSphnItFpKfU0ZKZMyZUoVcDXW7DIoOlvKx5oJGK5hexZTnVAKhDlAXi+5YKnqq5oM+C+qFU6UKMRgCWSroougRdIByUa2MlYrVrqgLVCXcRALC6VDJg5KTGTyrLmiuwEioA+rhJQE19JlGAgEJkTAkQ9hmiEHYx8RcldMJdAjIbkRKpR5nT330fXus0TDd/PbN/OjRlfdsDR2PGJKnIzNWu4KbHvFatmfVnRONd9OAAo0Xb4xNXXbd0JstP+Od79p4pN/qVxtv5NE3m8hAmwVHMHfZoL0TXPDy84nXFsD44SbSQ5oTshkFGzpztUzSoMffZgfKY2dIm9imU7gO0PtW3/ne88m3FCniEU09UsKBUeIpkXxMSjPgqW/qzVw+iqSwv1V0ZVNhne/3uipsDXdZoIg+np6gkNUwJkks3WpUSOYMa6lWtI07WrHsUAMVpWpGdUHrYqMoyTmagzgQrwmzYc2OjFcBCZUgBQ3RUsjWxtOMTtpmCb6GPl9LMPl+dB2zocSz/bQlqRI8LaIvdRUDtqh4EHOlSrFzXw30I7HtLTfbSrGIgWBOlBILSCGIy0NLheopemrb0zavEpXaohK6XGUOAFAkN9CXL31V8wmq2K240S/ZBrBMmk2vhjo7Rif6XAdBU7BovuLOzBaF4c+RazfeWQiY0UE81aMWl/H6Wfu+az38Rj5Wa8JqI3FBudMSN1RuZK5ucN0ye2mP2T11ey/Qdf92PuVdOaq1BVuZuxMCD8V/JONsgYz4vuvvxOmMyVv298JK77byfXOcrICVts4bwXt973ZGH/VVEGKfSfq8taG4/t/H69S1E7tmIK+stHGzrA1p/q2+hHXUihu7fc56ZFvrwYqzX/WSBmbdjFPc8dv1lsaPtvT3D5Dd/C2NtjW+sm2VdQdsLqP7vTWxeVBaem3/sHflO+TZRyzQ5nfl0t9hT3J6+NiBLJvv3/m7bT/ZfvfOGPoifFv27Xpgs6Vt5kI3fepaiG5Pi489bPi7trc/Xh+buk0Ei8+layLfXlGPjAn6e2Je2oKIPF65RzWVbGJaCqfHZ14352M9h4/TWDX6Ev6g7SYIg46MNZmD95y5ixNnuUR0x5WOnJfC7blwnyMPVbgnc1czkmcuyz1jueK6jjwZdzy7vmSOR07DDZov0ZtL0yvOO2Y9czsaeFRiYhQIF5UwFvavDgzHkTMHFnY8iHKvcKpHZr0lljdclG+oZcfLOrCLiau9SUq7QdFRqVeVYSgMxwXJQrwxx+gw3pAY2cmBIDuGODAMgasI+6DMWAT4EBLjOFKGxMMQGVNgSnC6O/L2zUvKwz1RhKHCIdvJivuROCX2Eywyk+evyCETLio6VF5yJKnwJ+GBMVbG+JwQJuZT5eFcWc4WYR5lYIwjUg6UekUabjlcvCW8DQSeEGpFCsQxME07dvnM4f5MkcppUvO1DQaWYHgC7AnzK5AjMS9ILIRcWHLh5+nEr3aBZ+ORq3SihoVKQWNGhoXd+ClP0sccym9J5TdU2aPDnjEdmLggU3gImRqEcVHXP77/+gPSMTlqUbeEtwmSsD0Q9ndTqFemJh0x9JgFrMzZw706T25CcTt2LcqieXAVK6g70L27nRgB2kIvA8WjMEI3Cq5hc43XWKPN05n9/uhywvaAqwuom/ZEvjWeLnB4HjcTYV1ZFqWhGvtzmlaHgyrqhVbVuWjnhyqopyGyzi1YLkbLpy9N2enCw1pMreVIRJIbGFt7xQRlaYpGm0dTogkBmNBNNIagWFHHAiQqown74gyIjAmCR29lNQ7/kGbRc+y5AVjjCaWii5jNMjnR14UgllShIh6+6wI7CpKRaLkDCZMJxFHM9nm2Og0yGUEKZfGuTYaMDY6wzqXPndYCOjgC3XIbkyNaBjRZDnnbDmakKflMZyYhGBJPAc6gQlarJzEEq38QqkBVSs2OgTbvviRztlSNvq8GG2sJSA4EKmF0pE2dbK4cDS1x8X3eIlJsn9Rg+6rOdmZT9j0V3BBbHBGHuAxakWiKVC96p8aq7R4lHaoZWWbbpy2FUz2NoBBc6TAFDM81qtRpNmP5XC0vbVMKSnAZtqKxKQ0BSrRxhwXh6BGZ6gpPRTQQSnH0x/47BLPvu5xwVkP6SLR95Oo07tWCKqYRiSKu1MjoEUjqeSWrE6Xo9CNY7mNlD4gpTgqwMwG8VLeluwBdi5/9ZJEOYbZxVtnoIsFSnMjISqMr4nmWtRW6aynFOvE14Tm0XN2ec5Zq51rCgIinWAmYc0CxiAmnt0ajC6qGqJLRkFONPqrvOCtaonh8Pg33JY7EtyKIYtE2vY7BitxQCsjZQvVzE+SHVdEXcyAa6RcsZ+41Ky2vrA4ud5QnTw1TdV0DEiFUJFaC59E2mlERRhtvVUubECuMFgGhs+2DrQP0fS9DqDY0TViNMOpG1J7apI3beIopfE1IbUrZRvDWVfxu+V0lrMhVRb3mgkXWmDjg/E2aoB76GiPFWOw2KkKUVggzeIRDrc75to5ttTVqgrKBi9tExc7rV8nAc0OIK3ihOVbtXZrdOBnE9ru2/LrvKjq6CvRdSYHaHbPuVPTUBeJ70hCFjU9bz7rqqQ3tpv75YDKNI77bORO1osuKRVQ1hd3mMKz6fveIh74HRJPLAM57mprR0UxN/niUXOCHryjoZztIgauHW6t/cJgJoaIPC3oucAStQno4kk4PpDgQ00SOkWU3EWImDQoPEH8HjFA+MOd9OCZqrZzyCYIQLyAOkZAuUCClI6EcKccd5Ei6KexvAsOSibUwp8jdPhHjSBwSxzByJ1dcyBue1y9BL3jgQyRHwhulxszFeEJiZZkiuSZezwe0wgfhxCCVeVRqgnF3QZwiekjoOXDWE/m8cKHCLiakDHA/kOfMUW9BKhMFYUcpn7PkE8vpGzuF8pohKM/HTAnC+e2eU4S7cI9QOYR7kgQSgaCBOAyEGNnVRCXwMGbOdWHQHfvjjzgehLc7IemZtNwhOhCmPTovlC+PhBRIl4ka4PQEtFam45lUIQ6GFtdwC1J4riOpBjILVSqT3KNxJv/shrJ/YH8s7E+F8+6Kux2ITkzliUUip5k0zUyXM6EU8unMgvIQM+FcebackPz96KYGOGBxfh0ajdoiLNX4VXCngfo5FUPgazvPXlNASqODF/6OxoPX1JHq9ApVp2cuR4hgucJb29VoenMoNySkWP72XlPOSYnVvRKjB9iZXNMP0mmv5fje6DxVoOe+VnqRbUc0a4ucaG0TgIM7ZJpB33Nmh6OTMtk4Uje6l+Jgn2htOnJSKC7D+xyHCau7tIAc6TVuaoVqBc41TJhW6/NXfYKD8XApDRU9W/90oKNupbicEjaGoR209VBcBnBerIZ0dpizPa/FHGzi8tIPGob7zqPOA6qBWE+IFoagpCBUEmdNpKyEqqRciGUmzyPzzQ4ZMjItpDEj+ztb6zBaxO1bMR63v0WkIU0V2Vm+di0FWSrT3Y4YhKxnKgv5Nth6DcnT0C0QFyRZurKwFMLRTc2SKDFQdtE1RAOORAkGTn/mDpLq5+Vk6xn290hSVHaoeyL0HKh3Z3jISIIYhZIieQdhUUatUGZEs6W8AyqVvDP5z2psWQQCWYjFIl9lZ3Ji6LqA7cHozlIWQ7rHs6VvClGQAXIs5DAjISBhh1CJtVCA8wRJhd3JZF2tGRFlVw0dn9hBFPJ1pUalHCs1K3WJsAghjo74r0g4kUaBFKgSrdZAMD3OMuMpWhPCle3XLKZm7F2uKA9sHZvfucPC0eQAmUACMUY3NaxgIjsJEUjuWIEWn2xAuRnPNUjLEKGNXlD9vOIOKbVaZUSkHvzM3JhM4VEYza7SKlKYMyD1s9VTFfd6VrPTk0Tgqcviq64g4HYCl0UwVLs02qmKekQHnqoLPdAdcVh/K7YuVlOkUskIkYDl7m/pSyrDahehW4FAKhU3nuG0rYmQTSYS1w1obqAm17nlpIt5LUrB5WApLnOONu5We8t19RhrlyTtuYWqxWoSsgWrBEQHqiSv1bFg9QM9MlgLoRZaJLfVY/CaSayG5d976UZmbk8JnXesxurW29UOFUTdSZZW3QQ1WbfbYZQWhdyhsxI7CHRLebu+SZOwLbUdAuq2pKZbrq637bjbO1dHkrRUcLRla5FvziM025kMzaju9ft6Cly3P6n9W1xPgc1R7ugplzu6DO3Qo+YAbn3otWdNfpFmE1PP3dIj54Vm2F9nymUBBxuJzH5OHXj7Tj3U5lzFa9y199QOVrQJbZHusl0BwXilR/zbzLreQs+HsK57q434npcq3J8G7kvlL1j4bTrxp5dP+GD8jB/PtzwvR77Sb3h1/5bhInG6SsgwcDmMvLjd8fm//VN+nd7wF7v/ARmueHL197gl8qpG6v3I/q8DpVbePPmQejhz/ZMbRlEu/+0zprvI8eFr6sWZwwTycWC6v2ec7ylP4e4SvjwV7r/MHC8/5P7qCs4TegNPpi8Y8/9ELQdEPuLp7pK/89GnpCqE+6ecQ+BXnz9HVPn8NjOeBU0nZpm5u33NTX3NTv6CyjWf8TnXvODN5Q3/abrn7f5IvFTepr/l9fEvuHs4cXt/5MX1wud/Ehj1hrvyH4glsTvvWPaZL5//Lcd85puvX1GL8PR8zXXdMV78BPJEfhW4k8Cd7ilD4j/8uPIyLjx7CFzME6/TNW9ffsDufuTpwwXT8zP64ZmyRMqTxNXNkX/4uxP5aeL06cThuHD5+oExFD5PcEzKf9RLHvLA3xz/lroMDKNAOnCXn1P1gh9/9imHZ1eUyxvO05HL51/xyfXX/Gr3Eb+9fsazs/D0LETZIfMdpzfX5C//OfWjkfIPLvjwcuGffPobbs+F//XliUThgytZ00l+z/UHOCFWdIxt9nZQ+0l/9NtomPhZcatlPxZbtXlD6DqxePeSx000NKRZnx73oRtPWh/cUNCIQv9GNj90AYLOXNp4t57vd7qx6Ztu/nr8ffOGN8+zbMCa+vjJR6FmrY/feiHdM99IUoebs0EVtH5tx+jGjtXjsnlHcyo14ufPN6cMW0SEhT7SmX/tT5kI4ftChFbg2mdi5ZXfGtTjq4eHduNioO0VMzqJo5SVNQVXm0dvo7UtxVH+4rlixRXjpiSbsBeotPQfTZlUR631qdMW5eCptrSiOpgyrJ7SpEWsmEWurwLg99XO+FVbAaMm8DkSqln5taW2Ca7cNwFBGp9zIc2Uhx5qqr7bgxjCSwVKQ77XDlRTMGN/heAKrnYDuAlTVhRY0WBCQxf11Ndis26WGgc64q6K5bHNzaDa9sKGBriuqy2dyQbp3aMwcJR5u78GqAkhWzRKO/RBPSBAacV3ZYt+fK/LaZi251al2e3FPj7fXlu0YvDvajNE6Oa8tfFvaE+LOnGloRfs7Pljm3IT+k8vPtb2Qd8/sYksNi8ehbMKRU5yvkXNmmDtbTRlQ6DVIenbuq1tbQIrXWC1berRGb6Ea+qOJoQ5zZA2kW2O3WCrdKeAbHK8NlSptrZ7mg2hRXSsockujLvTTVrxs00/ba2CoaZNirT7dULCYkW4iUQiNVaIBSEiklxBWyBiBoWWXgxcZ/h+2vatq7PONtYtFxVWatzOzKoNaKdz2gXOVZjevLM5ztTmqfY6P3nlmeohyI/4kje06U/f/j6fna7rqmasv8X3XBPO27+3Ck4b48q3pCkBnadv+tO7186R9uGtqEL1+x7LJXaeZP2zs8IGoGjttz1EOzTrXPbLFPVvNeF9WYuEC2tti03Dj4yY68/jM9rObl3H3OQEAXm0Tu9xicAhIFMkzYGUIcVKSIUqFaUSqxKyEE+FdLMQL4QwWpFIlQQpEnaYDfLkgI5odE7PltaqegrAFIw+p2jpyyTdY6AGQSUR58pQhREL6FsksMSEDsaDlhg5DwP7RRjOJ7KOZDeMxhIhVgan/5VKoTIXNQSwmkJaRdAgRIkkSdQY0cF2WCkGKohikWVSErkUcs3EYClIVHdU3Vu+8TkSpEBaCFKZwkyWyHk+UIMwJ0u1s2tp03QkNLohSgyBGIQQFkMX6Z6Y92gtnMXrU9QFkUBIgs6QT5kU7TkdoF4bIMKAJxh/F0WDpYWcNDIoPEihRisQHAT0MqPPMvEmE2OmDpljqoxVmGQ03nY4W7rHfSaUSqRSPH++SGXSTE+v9Pu2WNum1c7tul0bit/3bC+A2mTMdgSkG/m1G6vdKCbNufBOHzqd88ZbSsp+ZJsRw1OedlLjZxMQNrx5Gy21jVDEz1x3FK/UTJoxaEubdHPuH9Gs1Zmo0qJo3Ri2ATt1UFRzhDB8t5rUyYC/txladMEQN42+OOCAisHMvbA1mKzanBjS1mdDp7rA6IZwaf1K630NCCCN8jVD22Br1vdOcwqvv+wVPptuXJNHkfU/cCkma9YGQqqWhkaEQrAoASs6Q6iVWDOlDNQckCIOjK8w5UdrpjMGRNnnzXpg0ctgTrkKYYlEsXoFiKH+zdDd0ktZoVBp0Z5LRbKf3eg6Q+hClu0Oy6NDHQ10EmZBi1hUGoqkjIzF59fXy7/XnCEGggSKaN8Soc1/M0Z66i+j4WrlIyrm+FOX1N0x37eEmNO5R91UtVSyVaFaQfIQAiFYNJnpSQEkrqAiwWhzhZAD1Er1qFhPJGQG6RCoU6Sk6v40NdBHNTCSTbinOEsJGaLTDvrZbvlae5pk8DS1LrOjvE96nEYjVmO3y0Nqc9pR+d1B0LDXspHVTJ/o9oDWfPvtNLPp7l2k8bpkRhPXtK5rpz0lm4fem4y2FXSa/u49EgEdXT6euw7VZakmUyI0kOMqmRpoRps+I4nu4OjgyvYWHDTjhn8x50Wrz6CyFtndmMKp0rIq9Ano820fN6W8/Zve+R7I0IUx70uTgXsPG2Azdl9yF+DYgD/6nK8yqYmGLici1OawcbmwA9B6P2p/50Zif7/L9ewGDnpkY+jvcgl6naAOWrX52/DZPq+6+axd7yL6N7LodjlaH9ot2vhOA8G1e+r6zscv7n9ov8N5TGgpvRuf8LXXrcyw+fHzt/60TjVevtUj3pUN2j9W2tvuFVae9LjP+s6/6+bvtsedXjjY4fE965xs95k4r2sRVl0vafJFlx+2e+ex7W4b8bCe5Xf7/cOXIsx1oNbKnQRuonAcJ5bdgUnueLLM3Ncjx9M9cpU4XybquCNNgel24vKbK9LFG07Db1kUUrhGdGKpE3WB6bZQtHK8NAf61eGOvVSGORLvIvVGKaWiLyqyL4TitoOQqCVwOivhLCz7C1QuyRXyAvt8pOqvQK5IUdilyvP4I9Kc0Psd9ykihx2iyv5+x1SVO53JCmWeyeXMXG45qzLoZxwY+SqeeC0z51GRHSz1jnP5hmOBU7Foi8MLgTkz358Zlj27fIHGzH2841jPPJQjoUaezMYZjukSZYcumVIhJ1hi5e6g3OyUywSchfMpkU8jw8PE7i4Td6OBuIoiY2UIC4clcFJhGYW4CKlURi1cRgMLxDJCDdyUO0qJXIYrQhBudKBU5dPDSBhHZBAkVsbxzG665+5QeWBkRHjaagnmgh53zG+fotdCiQHZLVxf3lPvCvqN2bAuBiGlH6Zx7++E6Oe6HVInPu8o5j3sUd3465vZhE8XMKX5QhtB2CJejSHwSNGwxpvHshmkGqXsIY+69sdQQe58EKDls2wHWUJvERop3fjSVwsvnfKK+JRJJxaGIdH10LeRNOM1oE6I19oOPi8NCtnDn5tHVh///SgKw/vYU2aA5Xk1q4BKdsKfvE+zj8z/F1svfU5dILNCP4rI6Dc2hrn13BrqVLGQfmnz0YokdobiDoPO+9q4nP3q/JiGftcVnZkFM5JJHO3tu9kQMySKK6WVSA1mRAkuEEtY95+4gK4saAnIYggNHKyuxeNWWmRIaMzLx1QHpEIV60voqYMi6GSMUQWtBS1Hb2skSPT5nKnc2bqUDdP28YkEymLe/dq8HfUe0YLWHQ2Bh1aiCFHEQNs7F1DFjLOlrnk7RQuxLGaMKYPt3dCcEaboxmge9Kq2n6qnMCgBVIIrApGiFhGhLaY9CCGIIcBKgZqsDZQa1CIhyNam128gzYYOCZ7DOI8u07wFyXB2JlztbHZnTrQ0EVJPpqRQKTojMiHJENIWwS69f+Kpqmq0wuEynH9gs20vRcJsO1WTKWjt3Gk2Z50m1AUhSSdH/Rl96GlSgphC5kqklGwR9uIRDw3dM2ycFbgDBfFi6GDKhCOiWq55Ukdh2L6tpmRFe08ojpjQ0YcUXPA2OhudMZRWv0CPqFZHm+8hevqShtwUi4CxmhDSHW49Z3EtSB7M4bTgRRod/RPcAVBbTQzf/o1eer2NJrZqmW1fBbG1b2eLydYj0FMSmKCaUByR6Pu3Z9cNvovEHTvuSFU3DKmqGQ8kIhKtloRAGBRJZqgIFWIKkKxOT3AHh61qooRkxslabM7eIwfiO9uNlRi68IuluRBp9RuMv6iI5dj2ux3oR0cRa6O9jXe1iXZE7KbnoTuGG60zfist4qLvGegors4x3bGuZhhr+VBrd0huJOD+l/Ec8b4KG0GbxqPDY5QvGerq6Dbel5wGeRGwFnGjdha6Q/KR48nmjSBrtsBGyzofavvM21fodZeagTA4X9QmjzgP9nOkPo4e1+nvri21WW9wVXCsoebYb2JHk32cJmxy8Gvvj4+vF2V/v0uoTOkWScKpDtRl4CoExrJQdoWyfyBdKPvdAFczPF0Yc+SwDExxZBd2QCbniaoJGQ7UcaHs3yIhkqYnBIQLHZBQWfYLGjIsJ6QI8jBDKZS6oEHYj4lI4FQvONWEzjAskCYl7s9c7wpXh0K4EU63zyll4lyqFcq7qIQgDHVPPQfOxwOCcClHasyc65FcC8NtIS7KdJoYUkRKRA5CGCJziFAGHupIjULdV+Zz4Pzljphm4pCJnBl4BbvM7oUgS6K8tfRGpUKVSEwjUQMXr2ZiSVxOIykEzqVQaiWfjkgRpsMladzx4mHmRT4i9wGWyJgS+yc7o4UakSkSrgxJPJzNGTYXJVblRy8Xaijcj0d0Ek7PDFyxYM64ch8INbI8EebnoG9G9Lgj3UIsEyeE0yjULKRTRYY31PErwnlPPF2ynAqvbo4sGrivluMbIBRFDtnSeH3PpbMbsTHknVQHZ8TmWDe6Js2wU43PIkfMs6VobPmzXf5u+kM9sdJJk7NWpwUbg6L/NKi3YmfM6Ywp92KRGAzY7LV+gUUKe05lbXmtlYZ0tglxmqijP+PPeyodev5uqwUj4Wzj66hpN0x6AXMb1mJEfZjA06VZpy2KF+en3bjq0RtNL+nIUTnZPLao1iZXcqJXIK5tLSzPO3Hx/rfc9jZPBIv2I7vRSzxKoYGDmryso7OrCUhWlyMU5xVnE8xaZIf4YknC8lg76KaK0cbq9QBLen/yJkoIZxtvtHW2sl5KipkQMkM1Z6cMCxzmVaaJFU2FIoHzSQg6k8pi07kIRSN13qNRqQfbj0M5G5k+WV0GPZypqSCjEMJAkkjIQj2O6M2AHBZkD5IiIY3kosz1iCaLqgwaGSyAjBjFIg2SyZFyBmplUauxFXYm38QQkCrU2WSQeKmEnaCxUp+YPC0qxKRIKegcyMcdsaqViAsJZETEgVGq6Oy8Oh1RFfJ5bzXJzrbuw1wIRZB5NJlvyKZbiEW4SjS5XEuk1Aj3QsyBJcAcISQljQU0MNREcrCaIpTmCClOK0bXI/OEFGHMCkUJLa/fWShVKdXk3zROpN2eOi/oPKNkKouluVObK9IIqtRSrLbHvPi6/rDDS+TK/2F8tzb1uK62DduKxUFyfhyJRHcyqddPbClJm6PA7gvAhUUVYtFMtRmzmWl1X1bj+QYQJhEhYpkWvKaZI9BXu8Ps59ailwKnToMEdzRR7Izj8samDfFUa6bJZ0KPCF1tGKqTA8Y8MkwT6jKkReA74K5HqxkfkEabW43MatHnvey60whhoDkzrB5pdrqXHEhk7SgFq0PRosQFabq0OziUk79zHb+tY3E5Lrq45zUvlX5OfEq6bKxu87JnQ69JSUhYRIrNqeByYx/Z77+CR4uscrqve/fsD10XNZtYXd/ZRFxfvJ56S73P0niLv6/ZztqWbn3o+9Pm3HqwkbPbK1gBYaszHm/DZIC1GHnZtOT6CwGRnX/U6hjWPg77/xmYu05kNit4FGHQ5XdZ512xPUa7N3S5xmxm7f3CCq5tDpHBpfZ2kkKXP8zZ2M5iQTS7HWlAKChnv182cr0QutzeznDThJqTy/e4Ok3tzjcfmzSQrA9N1emNO57EHPlmx3Bgg+/p972KJH51+Cllt+cfL5F/ojf85bOn/Jt9Id+94s3pt+x+9Qkvvv67fP3jV3wxvub2vOf29oKPv4Hn39xx92bHj1/9Qw67gV89e0nmgRf114biv3hCXi7gN39MejPw9LMdF4d79p/9fwnXJ05ffMbptOfJ//4v0ScP6POfgDzjgy+P6KvC8KOnpJ98zrN55sV85pfDxF8e9lzvJz4Yb5gOwuWHQin3/PX5r5hOez7iI2ZNHJdE3QV+83/4E0QWvvyrnzMfb7l6UXiaLnnz6x9xe/+UeQrs0y2v7u64++bEcBpJ+4EPDoX9IXAjA29kZBcW3sYzhAvQK+L9yMMvLsjhjuUXXyHseFI+JJAY2KEhkg4nGBf2n12wT3D+4t+R3t7yf959RuKKL+7uefVw5qa84bYMPNnd8eRwz81O+CYLk07sw4HhWtn9yZHTJZwv3vBQAq/j3+E83vLFs7+giLD76mPynChSSWnhH4VfcQiZfy83vJFMGd/wkCI/vbjiw2lCH654fSP8veEFfzxc8+vhC34xfsH5+FPOD3/GxXHhmf7S9A2E03nmv7u75e5h5Bc3z7gYlKd398Sh/uA+e38nRNu7XSDcavDyzq1KD6Pun2gXvLty7V7dtZvyzs/q4bP3tIPrwkL38jcFn27csH+3CAgevWsDx6cpHdINiD4GCd7/x0al1chTV9LxiOp3isxKPRuh8dnQd+9ro98892hONkrVo3lo722Ft81IvjICE5bXJWthcLhSt5kHaQy+MQzrhzjj2hbifuxetfu3bAJnQtrWoPfcMn52Y9T3XR3B4nnbZXRD72yEubQ8pyZ41YAZiWq7H0xhDFCj84Dq8o4roy1KMftovRCztiFEZ8w5mXIVVyNnCzVXYmesDgF1wcCZnOxWgUVZkRNijixxZ5oWQ9GpZFcSZ1PM6mRrptmYihtKO7DP5A7HlTQzV5vjSg8FFPG9QY+I6Ig+z8Gp/n11gSUEcUCxI9N8zL0WoQKeesWMCGrjcCbZUp0YYMIMlhptr0h1YTAYCofSIj7iejZcOEYsXYudbY/2kOoRGusWtj55n5tTIGAo9vdUZI0W+Pz5J+oIfdvRhpy1xoqjGKsr4haCvZ4paQSJVijS6ktsOt2Qb2o/Hc0fMINqe4fwGH1G2Bgi1G2ojaaqn7/oMmc7hTbHwa2jVrStWsFAy6CISLL3hGIKkDbXRRPcGt1ywSrYv6U5Ht1obEVHDYVrKLoWueB7yN9UZUVndcBJbfPZjFY+IUR6AU4pXo8FUyy6gAcrf2lr2tYy0h2km/vw1HYhCBIcCZggVEvdICkggwmiYYv2VLDoJ0vF5f6zP0jQa3uuryPa57gLlK6nSWy0qW8Ieuo71dUx3d+4Cvkrisa5rZ9naQWpnRY0wiJNKdkomJ0TdR7l729RPw0d9mh0+s6/V0XIJrGdEd9T2uiG0fKOnO1b3aPTXOnoYoDDPB+HRTv9x6O7uuyxjqWz587fVj4t2/6KsM0Z3Vao8XB1WaNPjbR9sCqQXRbZ8j5vu6/BO3PV+WTrrPgfmv2Mvydh27w3yYIInHRi0YFSLLd53UEdM7KPpL0ldtBQCPeFYfZUXCGSJTJXT7+Y9kgS6mCOQ43Gj0dJiNdQUApSsqGCl4LkggZDwqYAoyROJZHZQa7EooRxIQyFNEHaQ34Q5jJRykBelBSqsQYRpCbjJycL5R/296gsFLUUCtO8EM9KLJUQImkXkCEwhgMwkDWy1EQJlTxWchWWu0QZMnEHKRTicCREZXgi6EnQu0SthepGn+BFQPfnRFoCewZCDCxZybWgxwJZYQcxRgaUQQvzUsmlEhYsSkPcvRSEMGL5aycoWVmWSirK5blSYuW4K+QBypXlRq9HNdD7ImgO1CdQ95BvI1oHwnkiirAMiTxEYp0Jy+zpKm+M/+RLSlXOubAgHKWtp+1PSVuk4e+5PMWiWTm1G9u6LNBpgBvjadGKGC1tskM/Ew3t6PSgG1Oi8+Lt0dF+Rszo1frQ0PvQaKf92/nKIzrjso64Y7AbZx4rQb3uVZfHPYVU70Lj0ZbWsBXHXtG0Lb1Io9uub4jXGqpq6R6xd5jHvKWda7/qZj6ENWeG526XwWUqXeev+rg1+vx4apgGUqlNt2l8oeXsaalDbA06yKiToAZ8cqdqv6chiPO31leIiNZ3ZpY+j6othdV7XrIp1opYrYAqXkPAViooEAsMBfcydBCHVqVkNbm2FosqqAEtQq7Bpm2wQsNoQYoi5YDmiPKAyoKEhMTg0Q0COVAfApKCBaKI1WGhZnJLOxYwQ3mulpZVpNm4aJzGZHM3Sg1ruiupYjUuqtf+SkIR0Mm2nGaTI2JVSrGoZFWfBxJ4AVPcWKdVsNQdZkSuajUuarZzk4quGbVqoDYjckMvDwIxoB61wRKRY0LHSp4MKEZQgsJQA0HX5XtcF1roy18sfXCoNs7mlKzuu8Jl/hAiGr3+Wi1omy8J5kRFCCFYlFatFnRbFE0OnNp25ru2lwyPP9CGiO9dZpVztpaNJiM1OXyVXVYDZDsXTYdohvHWwOLG/NZQ2+ir7FI7iMTCWay2WjMYb+XANtGZHgXd39nQ/F4SWuwMrN+5zuI6iXfCzru2aAB1UJ3LXl2Asz62/9a6eeskrqlct+d+lb2MlaywGPV1WCNAXI72VD1tbKZDmsG+2yGaEb0h7n3uW4qnVm+qFcG2IO01VdOKplrnQaVu+mpzbWvgBvUWlfEd0vK717periM1Ptp50hZMu+WXj5ZlBa9sWEfYtN92SB9KF4ztA/Gx6IZmN6fjemKaPN90+TYNba3bv9c+9mPjvLTL67rdH02gVl+77XnbnIPHh3AdaNd5miyvfe7wWVWUlhJ45ac2S9KdCGbE7zo2kTU9qvS+2RVM7u12x5ZGe9UfrA/v9L9vcbPbPKIN7U6FLVCz12Tr71/3gqlw7b4/DCBXRbhPTyjDNT+VT7nSC/5iGvl6KnwzH9mVOz477Ti8/oT8QeF1vueUR+Y8Ig8Lu9OZC4k8OX3AsMvc1gdE3rCrX1Akcj9+hPIMvv5jyJHpmJgGiBe/Bbkl33/E/PaSqjfo9BI5fATDMw6vC88lI5c75OoFH72954+We87xwBfjNdPwhik+42KXeXaduV0yv7m9YS/wbHfBUhJLyeQQuf3sKTXNfP3bOzJveP5COEwTr95ecsxXfH0hxGHm/u7EfDpxHWBU4TDAE7G6dcQdNQhnFtAR0WtkHji/nah1obwJECLD9JwgiaSRGpU0ntAxEy+vSCPM9WvC+Ss+nz/k6ThwMyuv50LWMye9g909w+6BKpF7DVQGkiTYJeIukvdKSUdy2nNKL7gZlL92fvuTKubYD5VA5cNwz7Wc+Vt54CwLKm9ZgnI9RK6Hga/vRm7vLnl6deDvDBOvw5k36WtUP6aeJsJyZidv7SSr8CYX/ur+zMMx8DrvyKLU5bSRy3//9f5OiB7KlTfExaygj1TnbZHRRnec5K3Fj5uI2wiK9E/pyjub49eObDOgewX5VRICVi/gpjfds93CnXsfmmDtBoCqDaLrqM+u7LT7m6G9KRANoaVdGGyMofb2GmF1gtCou1uTVqJRXOZeYcJbgqV9mRpx3BboaxqPM9h6CdLEgEYE3RCtrYtbYuU9DE24cqu2E39tUQStsJ8WZGvskxFDIhvKYuurCF6HQ7uy5gauH3aOOarWDAf2MlNegqPPVCZMuVtAzkQSoUYCBZGMSqJiDoCAejFoc4JIWNBQLc1KhdDWvqNRfT9VW7nqDhvzSXQRi56SKprS1exUJiA7ml5AwkKIyQzkBVPSS4Kg6K7Ybz368QpuU55ALJe1SqYGqwmhckKYEd1ByzmuyZQtHEGWz2bEnfxd1cZZZwGpaMrOnJwhexFNrVYLIxJtGwQzFoVqqB0LZW8oPkOJEAc7U8HODmExxXsYbL+fm2JiZ6XmGYhddDJNK0E15IPljB1BM1WzfY0isSBjhVxMUfMQYmShysnWro79fdZFDw+X0hFKP3TZuu66oKG6WI7cqHTPjyYT8iNIiI74y4YKK077Goq80cmYbD9Uy71qeZXdACIAR6DaOhPQmumFxgMgiRqiRfp45EpTZlrqMimztdsEVFE7M06BpJaNk02xGg9KqzuhLCjFAm8Qr+GnZjzL9i7x1GWkDAywGKpMQ4G6gM6G3M6C5eq9cFLjAnJpdNUjYsiIlI4GE3cuoAGtEUsrlTHnjde1ETDHlNdfYXZZcyPICisvKEbbrLh9sbotwYQ3FGLKhJiJKRBiIMSJGPekpKSkSNwR0sENSWY80Hw2G5EqNWdyvqPWQi7hvRhvv1y59A7aHGumGYAsMgt3RjlXUG1gHvcliAvQZlgyurzQVIumQNimaJ0zg39PByfFFVw3TtH+VlpRzXVcrsQ2nafT/MbfnF/11GubS3GnEZ0dt8iUrpg4KtLWees0WpvXrbVC1rZWoT/1btrnrjhIc9i7MaOLJBFtRkfnsWvqEOgOZt2i6ZoByRURZ8UdcebyQufVsnFQtqvxwuaMaQ70Jjz5HK+1P9b+roP/A64q6MsdIQkXOqPTmTkLpzKghwRTRN4qfFWQOSPnzLkUJFfyfmHenwy5O14QdoHpUMlTID99Tjgmpl9ckWogXhrNnk4BJDNyRmrlfDpQZqHIHSoL94fC/QhLeg0CVQ5U2RMHSDFS58jxdUBvCzrfISkxPltI08B4dUmdC3e/e6BUWDCeuguBEBJyfgYI865yHpU8V1JVYoqEKUDeEe5H4pKh3BMixCsYdpHdIbGExBwuzBi5nJEgxClQS2BZAlmE47SHCLsyExDmF5FFTTmNKsgyMhZ4GAYWDcxXhTDdsxsjQ7hG5x11mVg+U8rTE3Uu1JIZ3kbGV4mQlHgQQzmfT4QycDo9oUTQ4UAYlDF5qqdoTmVlIGtAjxEpSlpOZpAJCzlW9LYgx0TdB+rhQFAhHoWaI6d4gw4R3T+1ornDSFU4lYV0Xhi/UuL3B0KYTZPQ/sGq1wtUMTlV2uY/g2SLVNIT6IKlWVyBMHY8XH/o6Nni6MANXVLXP1CXAR2W4WdLHXCxIViYYeFs9FEmT7XnNedCixjwc+upBu1vxaKM3dEuagASacaJuDrSW8SHCmhCWEz/CIsZ/kn0ugpO14yXVwPWKC7LA47e7CQiOr/xdFkrffd31TbPZkzRJsvR0i5lNFS6/OROCBq9RGlwb40e+dbou7aICK/1V3Y2N8HkTDydj0VOJlt7bdTcU9LI4nM/uP7nfKtHI28MmD94GS9VVWqDTgwJhkCQanrA0GhpRU+ZIIFJFjOy14iOQrkAXQbCw6XLx4v5i+QeVSXOTvez1aQK+7N9fiiEpJR5pp4cT6vA/kwcrBphPQ2epuyELMoug5kFhCjBei0Z4okqQj4NiApDAJkUufApvVvQopziCBIIgzmS5O2AvIpI2hNipIYjKjOJRKzJglhKsXkYm1ZmgKVUM6qBqsnO0Tma42Z8QDRY+jsNxBAhCucYKYo5QU6w2weGQSkVSlFKzJSLDDGhQYlSuCZTF6HMo8nOKdp6hWzjDab3BMzpsESTh9NRXZY/QcjoaPuoDoESBI6jAaSp5PmeVCqx2vnRkKgxkMdA1IVY7qk1Us57VCCMAaK4w+n7hbeqD4CgOrjc1QAgzq5dnlrTEDdwxIYGEMw4rwZkEkxfNbQ+FI8UDV2WceM1HoGvg8mBwWtvkIzOOSBKW1rWTvOqG5xN39Am3+ByJWsEd/MRS6+h2UAcA4oQ/XdttpsmazvSGu0SJ632ZdTF+3QFNP2kRZi584sWGSFdLpeml7caW5ydvvs9HjVlMnGggcRaJgi37KCEXgNMHWxaxcCDzQYjLWra76sk00l0cWkxdGBbh/qpIBQsgwCum42eacBSV2qL0gBg2tCpFlX9/Vdt6a50sN/MrrcPfZ5sbqoB4ky5s3FKcyZlo/W6lT8baNEKvDfHgLb9BvS6hP5MqwtiukHjzk1AdfuD6+uVtiestot23TnwLRtdX7eKcqTXaAKTrRU7HwQsbVhLX9j2dIsOwfaRdIQkZos0GUEkbvab01lTJjYit64yhljKy27r7A42o5faAXTVwHGKgaQUq2lEdafg1oHX5HafPfUUcBv0q3SwLvToIJptkXVuaCqX0Zdm46wkLH3ayfZCaHtn/M499vuusVb+y5vXjMfMvX7MSz7mav5PfD58g1Xm+hFPn37Dj9NXHC8SD8eB26Mg9wvsj9z8s1uGO/i7L5XjpfD204icrkm//mecpsKvP73nnCu3y88Z68j9F9fI8AGz/tdQZ4ZnT7h6MqGX/w3nEHj6urCbK/Xtx6TlivlrWL5auAx3fCgvmdMeLh642wl/PfwZabxlv/+KMl9w+urHHPNEZE8NajZAKfzyt0cYCk8/+Jjh6TVzgXor/Ml4Jl1/w6/0R7zN14zXA/Fw4orMEwrL7im/nT5i/6nwox8Jx7t7bv4DhDwwLAtv5kv++snPmLjlR3Jm0cyXS2Cf4F98GNmNlYvpnjnCm5c/4htN3J4KpZ6Yb+F6TqQ48LPrzJ/GI0EKd0/gl5fC5enE3zuemeM9p/SWYz7z1XzHoMrVbWVIgeM//ZJQL/j7X/5fyOWOuf5/qEPmw4/+lJ1eczo9Q7TwZPxbYnjg9NUnnG8ueFhgLjDt3vLh+JZX+RP+1fkFv7j6E+4+mTjMn3L1sON+fMO//aNX7A8jz758wm1S7kehXCQunh+4qsqT45GL+YcdX39YTQhpBmU7bJ2AuHHE6FFxBteMTI1KNmLWDtu38aLdaCeNEcj6+eYue9y91Q3dtFr8uuK+/sOY7loo0wkka588OHu9v1vKVyJixGGxA9+Y17b3G2Sy9p52zLnNoYdY2pRsEF5sjE59HM3B0xjO2u5jNFoboyOx3Ui81u2A1dry7eeMjnlKmeZ5lgYxaciM2Qmd55htNq1eK8KcE+u0bwxiaBd2miL2rcV/5zL0vZpQINXzdzbDlNg8MoCcacV/RAc3NLbUVxPS8tA246woIWQ0eOogGq7D18/3Ud8Zte84X+JNRAu1h98RrOaBOSFcyRJ/U6iEaAqhZDXtJAcrlCbN6ePFA+toBgxJxpeiG3hbUXB5cEVtMGHEFVcTJjyHbpnNoJYsRU6g5dL3PTV6EaSWJkuqMzJbs1BsrjSagipqRoHK4kPzPRUDhMHrILV1bki+ZGmZzmqpscbqgG0TWLQb7ux8tdBLM6YOZoSnWBFqiuW9jhZS3pyPIplKocriAkBD9Iz2ruqIvfIeXq/tJWlzXtt5gI7QbkKBRBOSQvUijmpzoxC6Y9X3s9dasDBtOnpcu/PPUFvdgNuLkPg0eSFv8/E2Bb3t0kYbsr83tRNEOy7m2DJlpiWJs/QITuu09UFtTNIUKQwpVnE/rBkYVKqRyJK6s0PEoh/syJpwKKzOTd3mbW0Ijk7jvNbQFs1SbW7FEo24AoAX/o3AaOfbU85tEWE2Pe1d7vSVYkLyYMgEcjTDSMiEVIhDJUQlxkQMA8NUGadKiBMhHXwCEloWK/6oyqLVVLzoqLW6uofff781x8zgvOIx2k1dqVgROnT70IrabwYsS2/ReULfBe1ygdyF954SYOOUXzlh7fdv+fgjUIDQIyNULVLHlGtb05Wdbda1Q2i1d2nl+yu/0hb50573e1bq3JC2K0Wm83Xnd+/UmZF2ZuqmHyhNaTSnS11lmt5vH5+2VFl1/a4rilsYp/dF2dzrTiw6i17Hpbwr6NAVk+90oMo7v9/zUoH7AYIwjQ/IUDjlkWNJlsM7BuRUkNeVkO0nizKLstTCOSxIVMI4IaMSDxVSIOwOhDkx3EzEEghJIRWGbI7p/XAmqKLLxDJHKkeqzMw7pUhFhhMSZ0gBTVNX6GoOLHOAcyXkM4yZeIA4BtJutD6dj5QCebBUAbGIOULqASVy3HkmmeVM0kKIkZACY96RloTkhVBnM2rvhHQhhEvbE2cVSzG3nEACIQWnw+I1IAZCUGIpBIF8mdAgnE9CzMKkkRiEInsWSczTDQxnSkyMYUDKCOdEYUH3iyFya4EjpLeRcKXEJzjaeEZzYFn21GiO7RCrGSg9JZ/xcj8Fixc6Lwuils++xGp2/zegcaJeDWiuhKVSSmYJRyQdkOlgNG20iI+cH9BaLBvS/L07zAvW4g5OjEb3s+58U2GNJPQUQ5q7/PltUGPjea5TtAgKP/8btZwmh5j8+9jxZ6jBSE9n1nn8gEUNZIsEaIZ0dzpa5Ko5l5TRZS/jocLJaHZo/NoPdBBEAtrSHykmE/d0RrgT1oEI7qQBk116PQyPdrN0FitYyonLSmN1jS5fIxY9WrCFr6oXS25/4wASTxtiht4GmGq8os2py4ktzWPT5TrvsDNrj/nzFXoUY08JlZsg46Q6IcHR+J4Gpq/3qty93+WyoXp9No3JIgtqsDVLajxhUciVECohFkoW6hIgCXU0/lhlh9U28HUWAxZJ8dpx1cEuw2yyxVCRpHAs6FzNBxSUOCyEUSiniXIeTKaJBSlCrIFaoIRgRW+jr204owhlsWi+IUTr986X5bZYGkjnKWkyMEe4SYZnmUbCMFKnmTIUYkkGJspqTiW3SUn18VAJtVA9vYjUajKcFGScEQ3IsocakGRyb45i2JSTizB7IUYoi8mMJVXKqFazLgeSZna6kPPAeU6ens0AblWgBqFG03vwM1ejGZvTooSs1HFGY4YQLfor2nNotJRY50zJC0GE1B14Fl1dYyDUGfQOGCl5h0SIXrxa6rsgxu/YXsxmB/DIXlEz4DaEuonsW+Ntk+HcCUHohsragEqhnWVz/qhkL2Hh0VwOhpAGgGtFibeyjgRaiqGmr7QAq4hVKzDghj23jeqyJ1y2dp1SPNVrkys1tLQzDuJocp8DTrVFXTjNVCduNj9Ghw04CCvNXbwvC0Lqkqybjd1J4AZmB4VZGh8zbLcBNqdjELwtiwQRd0jURgebzcIdEeZiiT56n+O2zi29JwZGURlQNceBiDuRmmjKaiEy+TB1h4W9sXh/ByeZXqvwPZwQNp+ud7rTw4qBu0G8L2OTMcUBShaBshqnYc1Y0fZkBCmEbqtQXw/jjcGBt81x32oeNdq+5TGrXcpmsfq7xO1IqtHnNtD0Pzzzgu3XtpcXOsDJJsC7azVH1IGf2nbJRj1Rmnzf0g81QCCsevuqPHUbYO92E8IdCLABGvc+90LhLu8/SpWsqw7gNY26XNIiSdvA+hfVHfMNLdXW2r/byPna0kvJuoLbd6nrGC39e2CxM+sOHNEV+vk+V1Tl8+MDF+fAn4cX3LNjOv8vPAu/Ydh9CsNT9odf8nT/Fdd8xNX8IeUBjrcV/WDh+PmR8Er58KHw+mLgm2cH5GYilk9ZOPH2yS85lcx8+Q163rG8esbMjvP4E4iF4WJhGIDppxS5Jt3/Lbu71xyOz6jlY3h4TTm+Zbo8cXF5xwcxU2Lh5+PAX8SPIA6k+Iaol0w3n5E1EKYzIWTHNlTevJ1hUj6+umIve+6/FspJ+SC95snuxJtT5KYcSDsIcWA337HPmVPa8zY9Y39ZeHqVCT+vPHz5QNTIRKHExO8OL7hk5BNekPOJb/KRJwGungSupkqRmQdVXj0k7uaJmwxZC/EMt0X45Enk2T7xIi1cxcy/ux744kni+mbh0+WBN8OZZTqyzDOv8onrqrw4FuJ1Zf7xQrr/ER//+Z8y55f88vB/R4cTzy7+jB17luUJUpRd/BoJlfP9p5RXz7l/85qH4wMff1K4enrkPgbuOfDq+kOWq4gMV+zmxNtd5dfP77lWGG7gYRKWQWCMjB8N7BZl94uB3RJ+aJu9vxOiGSnWQjzQDXSqrPUaWtoUOjpH+2HaFpRZDQPtqs2goM2p0Qo9NUWiMfcW9uwKjazMlRbS1E9bI5Wx/21ftvC2xj78m2qEuzE+2XzXvZPO4dfei39qygJbb70LJ4ApMZ2sNCIewEM81zldjT/WdmPk7T3QkcW9X+pMP6zvUDDvZ2sjA+cmPbhC0xiMdoWlKw29V4sLQBFkwox/VggsoCDmoNCO/tZNR8FQy/75+9pOoq2xdqdIY7BuvNWK5egXwFD3qmdjBlKBM8G98FWj+y1sLOgRrQlZDiiKDotvL8eML84YxJ0nCZryawYqx5U0ZrYUm9oUYBAT7GtGtbgx3cNkq66F6CYc5RagRoIMJix4xERVPweOkGv5PU3A2mOIOEFltly+wXIY27YoZkguLkBqRIMS9tnZ1OTr78pkdWRDccmyFQCabc9KijBGZBEXL0zAMPmj1SBxoctzOQcqKkIZBtu/1Yr9xdgUYc/RWdwYEMYuOLc8xaFmJEUkJjvnZTCknac2MqVhhHzp+1ZNwRuOvkdMUazlnRDqH7i0egFBV16akIOMFmqfs+csVps3FV+niAZHJTXi4GeqIzU6usdeKg1lGEZLLxSd7hR3WnmkiXr4ZSvU3Uke0Is8V0c8BDcsBDdSBEPsVU+B1YwiofrA/GyUlpqnmCO5y2QiLtQ2wUtohcoDDz4/ZvjR5KHgdXI+YHOpqaV0aOhYp1E996Xzg2qp2mpIPuZIlQg1EWpafds1UrOxL/E+aYjeXZ/80vZlqyWxmLIpClqs9kcwZHSMO2LaEYeRcdiRhpHdYWC3T6Rxx7A7mIOsjpS8kOczuRx5OL2kzBWZd5RSKOHIWuPnfa/ge6MpeS7Qtr23FfDFBG0JHkS8Res3o/1W+G3bsPGuJrA2BalL6bTDt76LjftiozBpV3i0dWmV81t/dfNFvyusyk7nEWrRNc7Pah9v6X2V/qzTnUd8W/r9oKuP3aN5ejRRlzU2vKkbNG3OpBlBO7DBlZlHz5rDeKvEWyQEbkx1ZaVHNcLKq7tmZXvQkcstpH2N4ljRdmvqg9XgYG1nn753V/qHrxb5ebe8oOZA2Z9IKUN4A/MM9SkSLgnDU2I6oEWYF2GaM09uXvMwCq+LsR29F2pUdFeROhE/2BOjEq4qIRTSYuuY4zVLFQgHEoG4nFEV7mShjpkwRSTtWFhYeEN8uCTeX1KvFD5U0mVi3O/JVZizGbfncKbOhbhbQAL1akaDchsKQSuHc6bp8AAHrYy1WjqlCrqcWIqlLqnsCEbmGKsyLTOHkLmOmWU3cjx8wCIZvnqAZYHdkaSBi7sJFTgPBRmV4ToTE4yvbLXmM9QMtS4ETeyWzBANTRyeWV5aPYs53L5ShuOZ3e5IqIF5iqQUiBopItxPIENil44ECeyC0cqUTTE/PRypubC/nAgSCctAronz9Z58nZAnbwn7B3anW6bjQj4/I//uGYTAEgd0CAyXAR0T9TAzAJNCqZUzBZkK9VlEl+8X3jpJ6pFQXtvGI4vNMR0tstL3o9G0ZMYKFcNwNGezLMDR+Fs9dKqjLZpP1EAKNGNSOxNuNNAAkv3MuQGrNvnY6gGpCFZ/BhAvUuqRT92LL46yNeWENQXj0M0uoOZ8wOR2S6HZDO6tP1YzYZXxLbezHXnjgYYSbrpPO+cBq/O0QVpbsQAzMDrIxkijz3lPo9K6LeYkCtnkdueFKzlX+04rDcHb0qmIeNRcK/rd0vC5/qBqOfjpOmKkFeS0Wj3NMNToo9chEFwOVufZTd5vdP39LqkQj4NFow5q/p6oLgcFCoHikRahjsScII6go41xcifmQyXUhRBf217UAJrRfGeG72BRkaPrCTUmILGcCkGVfC7UrLBTJIEmpUalxEAeTMYOS0brWpkpyIKUgD5ESEqtezdkWjSzVuMBsRiqvS4JijDtzHGhOqA1kUaTDWsqaFisZoRMhBq9VrcS1ZPRiJAFZoIZXdUM/lKCzduVvWuo7jQcTB/TMaAS2d1naq4WDSqCLonS5FSBoSrDrJANEBME+17EVLGu61ZKsCh6CaY/nLPtg4CtV44eaZ6sRhwqhCxMi8lMSxFKEFKMDF6rbElKbVFpC6SqIANzuKLGSH3hKkswB1WsupFXft9l+1jkjBn4RpfbziYzsyk27TKcELtDwGQaA2qFlnqppSqtCz0LAxalaqdgax+wc2gSQvMGOyirhpWWULxUlUUj1Ha21dqWsKc5AkQrVKM3xSP6H4FGoY+teaADI6aLzliatZbqFHeq4PRDO2q+G6p7yjhLMdfTxTRwmXqO/rCxOSmYzps2YmrxsyPuTHDkujvmDH1v4wzu/KxeMzPidRI1mjTZslj0zBmtRqZFYFs8uaH4RQzQpZ3fFOhrtY6zgUwktGhjfHwWDV9rq7/5PVdpdN7T2LVsElieshXgEl1frStGTi2yWZkw+Vmc37Se2lqor6h4WrbAiTUioMmhbfN6VEiXUFfW0QABqPh8NvuSrv3cqMZm1xjo9itAxSMgm93How+18Tt/b4P2KgPSQYMtYnt+pHt04JFCs4WZZtNk3aawAQABAABJREFUgNajZt/z/dqcfeKOGY2bORCanWKdz80aiwNfmxPtkZxukTjWRpvXVs+zu++9F9lli9T1lTW98ApBaz8GlGo8c9/vt7uanvV+VynKV7+7YahH3j77iodd5VW8461ecXsxMV4Hru4+ohyf8tVLOL9a2O0OfHq44Hyb+Zf/PjIOmYsXhdOkvFmUWBbKEMiqXPz2mqcx89PndxxUeT5bDZe/HH7LvZzYLYmRyJM3F1wuJ75W+M14yZBORPma0+kX3Nz8hl8fEuFyxzw8cBq/AnZ8+Oaam69u+M2fv+XZrPzx3a+ZY+CXsXDYC//s04ks8LtXN5xeKce/jlAjeXdEQublfMVcAv+gnPmn9SX/w+UV/+5wRb7NhPt73pwHXr+55NnwkvHZV1zoQjkpbyXw87RHx1f80+v/niTKrih5VlgqhcL9V98QJ0We70nDDrnYkQ47/v70XzLlH/MrFX6rXzLun8P4nFCEZYHf3L/ib+trrn+R+aOfV+anTzh+/An1/iX711/w5KB89pFFMt7fXFKPex7KG3I9MZ1/hpaF03ggB0GGlwQp3L9MLMs15/wB8/SCL6/e8PX+nuUne06ffMT8OrPc/JqfXV7yz+9+yn15w+30N4ThNUMI5Bi4uYzUMvDi9R6OAxLfkqrwqzq9V+zNHxYJAayOgC1jYT0MfuClGem1ESBYvXrrEWt/d6D2pq1m8KW3sArURtDMeCUt1MsNMP2dvX+NkK6ftnc1F0V3Fut2VPRCpKBmZG88WTcCuGzH3owWzVBCk0WcRjVP8rat9q6NcUe3c1RcmAl96qV5pHVDAP3Llk7CxtYYgSNkvciedGXGQ+PVoxu60tJy12c6uqApD93aZEpFEAtZ6zNfZb2nRxf4rK4Q0O+/Wn5RGirLJkyqCQ6rkmR9VS2o5m4gE1kIYUYZUCZXWO0Z0dn6qIZK0uHs47BNaDlHm/KCpVsKgpR1vttuCiiUarJZEHdkGOJda4EqNG+01Ap1Nh14MIYrOvnGMDScBM/H3vKV9sLfZ0QXZ9It4kUsD2s4u+HZDcBufDXwiKdciRWGxd69JEds7H0vLCZk1spacHZF/TIESAEp4ilyKr02xsbqpyJIjKZkVcdzp0gDAVm4pil1pSZD5JVgbe8GC4lWUArUYsiuaIocNa7pIZtwp4oZNHagC6onJFqkh+2RyfL51vQHMF/twnNHCuLb1vPnCsWQio7kMwNG8miFtBFitB9PLY3OeCq5duSLU704mEHF645IQyuGZD/NSK/RzmhT0pvhohtb3DgSgGhOtO6AFReGfP4MgFUhVbeTunBZFqiL21+aIeTdgmimshDOTq4c2RIiUhPozh2Fjvp0lKiU0e4Plh/bBGdPs4QLUJtaJk2hEKI5IJss7c47WjRQCDC0dDomhGkxp0qIRuM0WT+k+t4JhmAM4ZIQBmIaiGm0VC/jxO6w43CxZ9hNTIcdUhMhj5SSOc8z8wwLFp1W04gZuo4bevU+lzhfcWPHRuBf36KrQ8j5TZP3G6qxRQ1IKz7W0DTaROTa21vVB987W0Wo6+HNWbO6Ih7l/22c1PdlQ8f1rze/V+dEU/TWPSh9TGvIfCtcu/bLQ6xpDuaw8WE0cbzxirY3ZR2et9WQe+ZEa041XX+kbGi/5e2289uMk6xO8RYxIuKoNHveHnBn4EYRas/0eRSl/+cK1kpPV8RhC01XafQomVLSQvz/c50QBE75isxIunpFPBRqfkCXG0QvQAYkDgS5oM4zZTlzscw80ROlCHMQwjEQXgZD4E8FJpAXlTAKYV+IVHYPCkU4y54sCZGd4Q/zLdTCUTKkggyJMEa0LJRyJs978u2IXhbkOhN3kXEc4UE4vjJlqpwXtGTCkCFF8nWmBjhqsWK0aka7tuwjlb1aWqZSYcmZXJQSd9QwMkSjy4PO7MtihkE5czuM3F9ew+mEvrwnaCaORyRHdvcDRYSHYHRgf8ikQRluQTI8aGWuUJeKlMRuTuwlUPcB3QfqIBTXmXlrqV6m4UgdIY8BSSPoFVUCp8Hyp++GGVFhbAaUuqCaqacTpVTi1cAwBuRtIs7Csj/ANMHVPewr4+sHLsZ7luOe5QTLJJx3iZACaReok6AXmaiV/ZIp2Qx+dajoZXBe9j1XVxWarOdpU51wad3I8grdstPQsO6MNr7oDmrOdn68npWlZ6puTNeV7vm56JFeGpy+NpriTkw3pluKhsHktd5Hdz7W5vDEeFVzYDR65ExctOWGrnTgFEI37ruzpPPoOmDRwM7rWu2sRlO9qKtFGTfevaZzWmX91SjYo0BDc3g045idFW11m5z2EMxI7QSBbiVtdEwKqrOPtRnLNvpXjyRzOUWUDg7D04QyocQORKNFPjR512U4W3IxpGZ1PtIj0d/fCQGCnBNh8f0gq7O3SsISD2Uz6WiyAvWMwGj2pWRgn3ReEMmEcDLEPXujt+WIEsnxEiEwaPZsWoZ8LudAyUpZIlUrUTBj/mAyVhVLHRRmRZfiNVfFUkVJMRDQMaFDpKbJatRF4026GJijAZ8oJtMOUYgDLOdErRCT1bQqoVKkEIIbFxVzzriNsrHggjBrcD4ZLDVbESQGONjaxpOdO41mgM/JZIIhVzgXzgkDqZRkzpEoViS6mn5kdcIs3VJ1GmDDagb9gsqChoCECa1iDmutTOGMUF0tNZ4sEmAxxPeQzXFSMGdyEmEIgSUpc8PdZYvsSFkpIZKHgx3Bg2/bxWhBODWj5O+/OgKbBkbbmR5XFSH7yTTjaCUQTKlDRa1mGJXgtTsacLPTjtr0V5MB3CtD07mb7UKaAXOjhxuZSXaGQvWabNBqW3ZbgRaTp2Vqk4MZxq3NGhwo2Q2efl678rU4jXPapAuWhnnnZ90jIzzqyc6y0Ip04zIPbptYo0bcSckaldCMJi1VlOlegVas1/qTCQwrzfbxqetE6ulTg55Zo1ESQVxGc6dDcEdH9nkOOjvtsHTUj1KGYzTa7FMms1V1+1Afn91r6xxX0oo7fCwk+4fV0i7oFlbk2UZX6IqAOxGR3if7vNl+WPvUHOZNLm62JbWUeCoLzeYjj9pomkGgEom9jabMGn3vTiMxm5H2Quc+Ft3yEk9T3J06bUI6kgHt58QcVts9Y7pj6vK06IIVot7UcuhovdYFr4H5LjCp70uPVOlA5bPLF3QxXhDXBQqdHwuYM6fxX0sxJsgmHVhryfq0JmeKvW2kARftLOi2DZcx6NEnLb1s2ypNH4O11s/MKpS9/6VVefP2SDgfud//llM6cscT3nDgbpeI14FfLU8ZTonT3VuWL9+y/yRw8XzPF98c+cvfRPYfFp59VKlROefKUCspBYoO7N4cuJ4y/8UnD1wkhXPlqAun4RVveWC5PzDlgXD/lt258NurkVe7HR+EhSt5w7x8yfH+53zDx+j+E+LuTDr8Dnm44MnrwsPrO17/7T2HJDy/+oabMfKyQAkDHz4fqRXSrx/QG2X+zVNCDujnd3Ao3M4X1DrxjzXzY274fw7P+M3FNc9OL3kqyv2cuJ/3LE8qMbxlUuFyDrwJgd+FgWfhLf/g4t9RmbhZfmzpYe8jNc+c337DeQzIk58Qx0tkGohh5Me7P+ZJ/Zhfn/6K1+UVz8aP2aUXvXTVq+Mbvir33PxOKH8Jy6d75uEj6u3M+FXh8EJ48Ulg0YHl4YL5NHLUe2pdGJZPqZpZyo4FIcc7RGcebhPlYULKNSU94dUBvtQTFx+NxM8nHo6F0+9e8U+O1/zXx4/5ZX3LX42/JcUzOxFeDYHXl4H0MHD1zQGZlbq7J0jkZb3mcfqx777e2wnxOMmEdhtHE0qbgaqjFv1fVik+seZi3f68a6VojLZ5ytt7GrFrHvbWciMyTehvh1x6+613FsK1tiv+tzjRbN7SZsxY37Adc1OqfD5cwVgLDTXGGmmFj0D6OFZO1MbdX/1oppuzQd1L3fLfiRO51a7Swh699Ya6wg0bQp8zu6U5E6CFyTWlQNq0SnM2hM3StLWS1RAlEZjsSR9HR2Vun2kChKrl+G9e4h+4ghPz4GmJaluf6Mb1paF3nLE3hbSqo8+s86pK1UKoEfJon4WJVodAwBD2j9JvNKLuiJsaEQ1eDNv5f3AEL5Gaghn+U4Q4IFIJmpEUrFBaR68LkixdQytUJqEiIgSPIKpanAFVBw57DQE9oxRLlUQy1Lk4igwLo9fqaJxo47YoDEWSCcGt5ojtHzUFRwKW7guIxYTFwdONZDd4Lwq5QChIUhPsZCCoOQtsq1dUC7WlVsA2lHgxw2A6p0cMKyFt8/jjdjuFFp3jhRVV1CITcnDFq6KxOlrfanvY8SpoyOYIkEs/l7M5jxoq+r0uoed8bqHxMdoASgE9gcxoWgwVJ4KEkSCjrVlpir12pKYJHI747zUg/LboNKwBHby4Y4voWaMEWh5KIKnl65YWWWZFYXsOz2CfSzOCuBDT80eDzWMzyJTk8zUR8MgXr9UA1aMynO5s0mp0m4I2gU6gjihCCJ7b2c9hK8AtwYofVk9HYYb7aorVRjgVCZYVioAUMwaX0Jx+TdBSJ1UJkYhES8NFdQNtdGHM805bHRVBWNzBlZAQidGKUqchMEyB/cXA7mLk6uqK6+unHHYXXB6uDF1M4jzP3N3dczyNVDkyp5k636FLJR1XA/n7XtKKsYfoNN3TiFEbW3MZt0W6QYsKkNB4TOxnzm+nGZ8AK4SJL9Z3/W5RAS2llisIvYBfM6Bt+Vewlh7J8l4XZjM6HjvZnXV0adyjy2gIWTe0N/RwV0zc6NjnrI3VzwSDvctTG0iL9vOUDHiqhTUkX1e9YSvECwRPEWaAPWF1kvn4WiqXphRWcQXI7m+Sh7pSpm7gk8YSe7qqlZ9a0xFx53JX2cVo9TrWljagRVStUs57XUEJzx4IgzDdLaQlIndnuC9IeE6VFwQ5IBfKkGemPFOHQE0DOhduT7Aclek1yKDIE0HTANMOHRJl75N6GihU0jAjO6VcBMOMnW8gFVKqlj9VL5FTpYaMSuFCJy7qyKLKzB3D24Xd35wZwsIQCloS0zAgOhDmPTkX5mNFI6RdJQ1KGgdChP1VJFRBX8/UXNDnmSUp57tEOVdkV4lRSfkByomaE7lE5lpsdusFEj9gqUpaXhPTmf0n92gu5PsFPRfQI4KYJKRCvJ2QCMvDGZ0r9RCRvbD7shJvZ4TCIoGQK7IM1BGWCzipcLqJTGUiLgdKjcz7xDKqRXyUSnhYkJJ4OF8RqjDMFUkZPrpBQmb/oEgOpMMe6sScT8w1E7Wwr4Xz24H89oIlX7FcBmoMSJwptXA6FsJJCa8qeg3lEyGGEXiO5Mr4cAQWwvP3UGibjGxWVizfuX+najy0O7N9n2s7P2ZI15bioDsP7PxrPLMeXKMLdr4aIOXg5+aIyOIyzwqIak4L4/ERwuz8odXUadK1QDC5EHHjYpONg59YadG6Hjnq9GCNDHUeHqIRvUZ8kjlA+3j7T8HqSkBD3/7/WfuzJlmSLM8P+x1VNTN3j4i751ZrL1XTPQ2gh0MMAZCgEMIHPpGfkB+Bn4BCIUXABwpBGXA45AAzmO6e6q6uqszKzLvG4u5mpqqHD+eomkfWkpkkrOpm3Bvubq6my1n/539M3kTQncmS0KgHW8+MLdAg5E1ZMNncykzrV2WNpT3BoSuw2u9q882gBUFsDO33euF+KYSTJVVarwz1XhI0wEFyG9HpH9QpUZscxwKUeODO7m/2oERD84o0YMS3O7GPrjiiKqR4tJ5mbqBkLRbWqr7PckTLQE2Kjgsass9TosyTodSjK4zJdCHhCaLCsNr+k70lX4JaP7Oy871YovWZmxY0FQv5ZSXmwj67Lk17A9qElZCEOEYLsIfBaFKXQA0rpHvbausOJFDigAYoOwOGLATDa6WMUlnWalNdtiC2gZ28KscrtNFI1ESsMJZCQZiDJQHHZHtIHxLVQWaglGo9RdQpdrSaTxonPFabqVKpGqk5EiUjnoCssVKrsmYIKoariReSJJhOLixmL8iAKJSj78yhIMGoAQUljtb1I8yJkCPJTFRUB4omVM7EdDYgSnWasQJEswlExUFWhVpnO8fh8hz8/qv1LbASl0DrMSWSNlSz+9EtPBgcPCYMhvLvgIIBpVEYbfGN4PhRdV9KQrMnfHzuI0o1u7f2/o1mV7cYyIZjvKhIaqWB7TiaUOmLINqoXD0h6yGiLYmb+nvthdajxpv6dsrosMmPHlA9+7+l23YmaR8H1KVXxYYe8AVxqlMhiPel9ARyvUDmt15v6oFY8TNgPrMBEO1uZkdVp/Qu/rxb4DluPk2TgTiwTqFVoklH5kMIawfB2HWZjjB/0BLiQ3/92/CYW69On8dGkeTVQJbEs/hKaIFyt7lt1KHb5eK0UBtdjyXut4C3xwt0q8Ru+818ufZvn2vX3Z2i2hNoPfbS9IYE8D6PFhCPGK+c64y+B/Tij9vt0pImLSFiyWo62Cp3P9bYtduevbDsvYpQnYnF6H238bc13hpV82gsgldoOljCWD8uQL5NXfbkyID18HCbHehJCRn86db+LTbVbQwOAO07xM+Wx7m0ywFXue5bbLtTaAl+pfVcabbRBYjgO1wlKV/9UMkSWF98RpkEeXPFcD/y8cPMk6uF3bsD96+vQb5i+PQLbp5NvJwOfHj2njEc+WRU/vo+csuOv9fn5AUepCJJ2D0thFT59RyZTpGrt4VSKvsr4dkAh93XjGPl7s1AnjOHPz9xdZMJ5xvq2z113FF/+EPOsXD7+gvidSbyDJGBw8vAJ+vEPyvPGa4HPv/zTNbCj+6UaVn5+68rhT1R/4L9ODJ/egt15s9C5LAUvhwPvI57/u35lt+WmXx6ww/0RDk+8PkauL56y59dndjdFX77r1+h7wS9icDKS/nAbiw8jD8ycEIqXO8W/vPrB+IKy/un3Evi1ZjRcMvh9t8jayR/GFgX4ceaeCpXvHyycr2/JaYVpswn88xf3U/8YJqZfjbzNLwjvv9H1viG+Ycz8mTHf7+7IsnE4f4JeZ54v5wQKk/315AqdzJQSoDbjwgrHPYjMkVOpwe0HPn5UPlxesL1Rwu755mnL0fqw8Qpjvy/7gJl+IT9j/45i3zNnfw9EiKf1hPzELn97CkHlJ/WE5ojrz9cUer/6EmIJoyFS1nbDpIddaEzjwl2YOQy+NUcbL2QAS06YL9vwZcWqG0NMnsZcM/4bsFyG0JTcD3S4MN1JFZHGDbh4s/Vytz6GDbV0//7jW7KLcBgcskDvIo7BwEL4jWBa3cTbVRPtX/WRmBKhD6nW7DYBGhrxNPmv833hqAySebGfR93UxzqtC+VDYGUNyHWFCu2XtpKMptqv0DAmqxUemNYF8ji7+2mxUWK357bHJGWFX+c1PrdK7pQjp4Fr26kmsLDUENFuhAmWRLC4rUe+PVMmSGyI6KDUSBFc/REszsNybfLhWIQobrBaWWuYskKDW4cVtQRFxoFTWLB6pgILBCLBZbHgGTQORhKJDQF6YGtYFzUQUcEqJqpHUECUVZ7jLoiWggkMyGkWiDXA9daFanmoJq9ac6xBDWaKDwgqdD5fmNbg2EzFkSRQQxNM0eb43m1JMQ+w1RA9kZL5NUN1NqbVluTNSz56FsSt9lRQZzKQQaDf5oyVz8mQmtiKNEbxebqDsSIrNGoP6Ja8kO9MWTEEhPJ0IOqV4isCEezhZOj+L/j1QO9wZDzGkYL7JcVvMGnSKZzpDqCy5pJLrb/WtPbqPY8j5J6bhiJ8dRKEONQD4KURr+V2The8YCOB6WDggxUBg/U2NmT1ghTLFkjapUt6iXYmtyhqEoLdluzSmyfB6ObsqRLAWZzPkS2FjFUw/5vIoFutqkbm+LJhmaES5PVdkZFmzElxE6f1rhm3ci1mmevfLKzXD3BGosjnpojEicIiRAmW59yNFkRm24wAxAmR6bcm8kZk7f1CMQgpCQMY2A6RPY3AzfPrnj27DlPdk94fnhpTatT4Hg8M8aJ+zFxyg+E+MDpfKLOmbREav3ue80WpDlsTe67nL+shhAu9N427dISy95/51IW2zZz3ePNYFWqB/zaHmy3NIXUE7o6YNzDK32xNXQdo2Fb900v+fu84ZvJfXvdnsn3aquWbPQHvbrMUY5tv3iz7AZusGf25FP3U9reab1JPAFSXTYZUbAnUdx26V7DhZO5lVbYh/u4kgcQ2rOWDRXV6VV4ZL9cihrT4dKn2q4WILqYN68KEg8uNkeouTrbDap/V3NENvvnO11Bkadnwq4y1AfSSajvA3oOsPsMTc+QwxnZraTTwrQ+UIc9OkzUGnhYIJ+V8V7hmcDHAuOA7p9SY6BMakM8DoY7firIpOQXQgmQ398DM8pIXBODTgxnYUkPrPHMnshI5APKUR8Y7xamdyfSXhmeKhqUYYiQB8K8g6WwnFckVg6nSiiKjpEQhGlnSYjyZqUsK/WHlXwNy69gPQd2UyXtK/FYiafKuUys82RpfwHkAPUTSnlPzL9h2s9cPz9SZuWYlVoC6JmgFjRDI+FhQERYTzO1KPo8whAYf7Uy3heKFrIG6/KllTpW8qGyHHcc7/dQK5MeyCmy7kY0zdRwR1xXprsZXSZOx6eEHKingowZvbkjDpknpx3DOlLPeyp7lnJm1sJBC4NWlvuB9bwnj89Yr58g8gbhLeVUmY+VcFLiXUVfgV4JJU7U4SlDzuxOK3HIxJcr0qj1/sDVQy9ui0oY3A51O1wXAx+EiZY8pAcQfPO35Gqj6EDsfMdGQdIS+v75njDc+z2OaEPmt4onFPCG1dKqGYrZaozAZO8rbqcF7xERFj+zbrvFdr92f4/oyTeCH2KIXfGAvDbkVsTuUaPTbTiNSgMuCXQapl6NtgMKEs+m08tAC2TaTS1J1PniZYcZoN4Eu2I6Qls19AKymE3rFEiCzbtGl3+dMsLXp/raphOKInIFJHQdEY0XYJAJJHUgBcWpUzt62p7TgDLYjVkNMRzdJfVAcae0/U6XoNHQ0jGcraepWEKrVKfHKO5HlkitiSqZOthcBM5QDtTlyvRMima/jRYEo9wgqsTstt2N9xKYZ6RW1mGgiNGnBcQAKFKoRdACQy6kAoWRkiakngwINSTiYL0WZByos1A/4D7nHWhA1glCpFbbR3UaTPYXIRSIU0ZCYalGj5Sy06fKSKOwEfH51kLQSKyJWAtDzSxEliiECMkD6csxoaGiewuG1+KNzXPZ9oOIMalOZmdWCnURNAesL8ti2y4ptQq5GBWTBJPlxatVzOxTinqTYjEwTj15wuCJzXnxIGcYsiXUixJrJQ5KisAaKWsAycR4ospAKWqVHNlty+hVtasH3HWxAqVdeNzW6fftMHV+dTGKmx7LwIOUehkbMTteKLRed2YJFRqNG53jX0ELQjRkPxVloVcuIYhTK2ttAXanWta8yQ5arUbAS21octK+t/VTMLHR7W3cd2h2ZLe7rI+DtB42FwkLWzQPil+cUVG1syzWM8UC7ysqs1VqeNPn3huBcbNpL8Ic6rTHrS9YlwXqlUMMiIxUF/8G5mvV0U0i+H+l9YgobvEV84O96r36HJskDt4bhe579P6aaqsdmg3dqgg8WY1cNklu9mbw4+IB+pZY3bJEf2TDNRncLMKLKlkP/ltipiHjpb/ebNLuT5BpzBj2ilNF9wRA07VbFQIey2oJqE6D2o1Uufjj+6Qlltt10YvEkhADHbzaKP9ac/VWdaxbxHGbC9t/Ik23KopRTItGgp9HddBQt+Nrs50vgvf97pd/tmoE02/N72ngAzuLUhslte2Ty7mXnuRpvfmMLrH3TZJG3XjGkvBtPouv54XP39a7A/7U19LPnq9b88vxMRlYwhumNzAi4vbQd/dNa4A3HynnnbDfvyLInvDVnnSbeHX8nE/nE8vtwMPrK3Y3C7uPvuKw/4wX04GbGBgPJz5aIn99HPmi7vk6f8yDFu65Iw6FZ09WAoUvHhLDOfDy60LMwu6ZkHZwuHpLnM483D7j7q3wpz9+zYvhgQ/nz3h4/4L6aqQ+/4T5/AW8/YpYr0jTU/ZXws3zwO525Hl9yt2k/OonK+MMnz2Arso/vjuZFNY/YzdcMV//e4QPfPou8GINfHG14+10xd/me/Y1k0/v+WS55X5WvsyBp+MHfvL0txx/9Yqv/8MnBmC8Cmj9wLP8NZISx/EzkAWtb7lOJ352/TVlHfmH8jGljvxoOJLCif3db6jHSv3iM9bjns+GyGdpz1gzqdwxPz2xjDMv7zPp/cjH08z4k5n0/j1XXxXW5w/Mn6683u342+mK67zjZ3fXlDlyt55JET4aD8gAHxADE9w9Iy6J65c3DENgjf9AWT/wp09gt7/i/EJZnhbSs4F4t+e8Dvz398Krm1d89uoTbuf/wPH+t4yh8nE58W448JtnTxhX5bN3wroEfnt3YC7/IyYh2luVphS3y2yW9rvtgG50RE3Y+mfdoe7FftpEaTsgwX0H7a8/+j755sHjG/92ASN+L6SPryc2XEnIZSBC6MpG9HGw5+LbH8UZWnJYmtK5CBxtYflW2WGOVeeVlXYvuRAqfp/+e+go1YZK9eRDk6XaP+vNtx9Jb/X/qz9XQ0M1/khHQ19QtthaNMVjAa6WBbYAU1PkFuyX5gi2+W8o5wa3qL6+jhrpfLh/7Mq+rt7AWEpbUzNbbBgFYkaDCXBh3JSytqA4hNDKE80IqcWNwDr5dnFnMviaJBPyoTSDygKxlqRuSTZBmlGbLRFj1RUBC+AdjDpgjl5pYwaLytj3Yef6A2rwuwYzqot6UiuJFwYktDZnVulJoKroqoRegonRHbTgba1I3gx7vTi+Ur3JeEMRtheKOWmIoGGrYlCJhoQKPmeCO+veLEojWsyBs54eQkMDlhaEHzbrUH2L2D63UgDJakh2Nxq0BexChWSc3yqYwxZ29lxVIIj32KiAdcprgBMrTf7uyrejyQtQhaDFwTuOANPI1piuIU4WpFGkEGnBeKSYzdAQjI/kkBAbt2fBjKXG8+pVNvooUCsQgjlRJXiLkEtaBTf2HLG4BYP8e0vx49nOqQd2Gj+2rOYY1GzGoHgyrwVAtTlKvngXNAsSrES7auomnYk4r4YoZvz2Kp8m34obeFrNSA9eFYA3vsYqcKwU38bioS2v5KmIrOBIPxqVDvQqnEZRIdVQaOIC3BKTIGEgxGS9IVJg3I3sr3Y8ubni5dMnvLx+yadPPvNxBu7THSEXQii8O+2oZNI4oLUa9dO3IYV/Z7+19SgeL2ufb1i6S6RcdnnuTklzirsau0D92jS1d9LR+Jc+QvspF/+uQk/ci9rZUpcntP3Y9hhbzv8bJes4aqm2G/c3+nv6YHxI0ugZ2hAb6sn3qTbjPhAueGBtJ7UT3vZr19A+lRc2CJue57JZm+sWdUe8r0lwh04vjf42uYrUzXEAnysPfDY/ra9Bs4F8DWxeW7J/6+Vhx92fsCeBtifqY67fc69VQd/tjY7Cck3kSd3FTKScrKFxgLgT9CpQz8p6XNBB0E8P6FkI7wN6EA+EJeRo57QsdrbDklFRHuZigdbXZ6JAiQW9ElgGVJOBsJMSh0ocCrUox6LMQShjYDkL5yWRJuNVzySKWlPSZb+iQ+HgVWc5ZosZpIEQAusHIa4KcybklXBbCSuskpivIgwjJQi6rzAp6xxZ58ToJfBjOXM4vWY+HTnfraw74bjcoLmyPjg90EuvdJwVVijziCWTrCdVuFcIFdkl9OVAnRI1Rc6SIaysRPI5EY6F/f2R/QF2TyPLElmPgTgKaagW/IoTMgljOoJCfWLydbh/ggTl4cnOAufLAHNgnAbGWBmPlXC/EFMh7ECOt8j7e7PxJDKFyNMRC8bvM/U6sIYBUSGcXyNUym6mxso8H2D943tua57s+7ch7UND61tAX2uk91WQhupsAZDkssWCGorTh3aD23QE9bzZ0og1KjGjD0iefHT71o15oaH1nTqxJDNy2mHtRWN2XhuqdotQ6uM/XmXW5Z6jcdHd9rvmNAQxXdbAUKFarEQ9ORuSV2150MapkQxFrI5qh5bI1E7pZL9rNFFdB2jCUKfhwi73AGgRe10sWaFizde3xkuDP392H8wrP7z3VK9wT8sFAji6HnOQiPcCk5ZwraZXOrVM4/yuJgcprnNaVef3SUKIojGb96KJUMSAtgWjmREBiVblMAgaK2GCEI2ysxazzcN0sqbRi9m6pXpVq1hzd9tjgp4PTsGpRvW4rISihDIgdUCHaNXFqyJZURkokqhU0LNvxwMVYdHoxdxeYfvM+86xM/vWDBrigFWDB3vOWJxeMmSIypACKUGJkTpGpBZEK0EghrjpkiQUVgP07Cu1CCmbla5JQZWwuo4sXhc5qINaXAem6vZYRrNa9QfB+rwVpYSFIotVzJSIaGKSZCp8sHGn0uwSCyEO2XoZLGNAByGE5DquwgpD2iFBqPVIJbsbp9TBkhrEgg7ZkvkPe1iFmM0fWotYXm5QAoXRx742JHXR3s7gD26xZhO1KmFpnrVT2sqAMSF4FKTNCUJvKux9LuSiJ1Q72yAbGM7tELn4djtLDsxrFdK9SuHC9nvESgDd7qC9ptvL0uQqNLrmDm7Q5rckH6vRqAYNiNYWLfF7uRHqZzeoBU1rN4K2JEKLXdgjVbfDLDax9Y6R/sw0X1IxgFvvQSGAN1emNc92vSOVynwxDeqBauvoYHbZpUyX3jujVXZUCqrFGlJz0a8N87Wky702n+ZfaL/jpefpQWRpTbi/i+3WdGnTiw7I7RURl3bwhTH/KOa2JahssF5Fd0nr1UE0BtbyF+zOXYe2Z20MDJc7syWwfD900EHxdW0J+smeqenWNmaXKaExeQibCa8tHtX0oume1m+ig/N6cs/9R31cfbBRQrW18ligq6a+Uj5ftQNpG3hCaCvcQLbB42WXDC7q67Str2C9RwLCBS3VxXcbSBdL8l4Aq4MnIXsC3xOJ9cIL2L7fnlvdVvA7eMzpe+pSf5JaZ3Je+WI+kUU4jJnPbgLPz++4+eotb86JYyywDsjDT/jNw8hvX39NGQr/dPqYlwFeXwlvSHzQD+yWmX9x+4ZShPfrjmOp/PrLO4ZZ+WE9s4uJr9IrzvEVT/MDO+44j9fMNzfcakJOK+/LxL0oH+4X7pfM1dNA+sEz6sNE+buJ03Xm6xcLz8/Cn/x4YhgXXv/tLVH3yPJTaq3k335FkUIcviANe6anR8a0cq8zJZ+4333OKQ68Y+Y+Z2DkSY3kh5XluFL3A8ebJ5z2meOPf8t+HdidR6LOBJ2oIbDslZyFh7cDd0GBF4wSuX5hO+/L8Sl1Vc6/iZT7zN1fKMvNwvr3A/XDhLyt8O5E/uyOUk98OL/kLj9nCe85hon6cqD8YORwVp69Wdnv9jytQiwD784vycuZ4eFXhGHmqCcqkVs+ZmUkxZU0Bm4+XRmuE9dfw/604yxPeMg75ndfspYPPPnqjqu3X1KuMvPTQC4Z3q6U5S2n80gIiRgnrq8HfvryC3YUPiwnljVCOhLCt4PkvnMSQhviRlqJjx3ZLT/QhMllEsJ/3wIoTQl6xEQluHFrfzZx3ZSvv1c3vEHXczRD4GIMPXiBy+FLSYaXYNpB3FS2Cw5XJKGp1SaAv3lm9XIM3zzS2n+h7iiY2im0EjXRDVFVu1PULlegPSjVkg/6KAjaONq3B7V72zurfw8+Y2092ntbkK8JrbZK/ntx1a+GvFeugMECMa6AtIvAptAGn0cvP3eFoJRHSroFXvWiXO4PXbLac2jwrG9R9028LG/N5tDEFY2ZQLJKBzXuV2GBao1nQzCFJF6JocXKkUUnvEMlrTkoQWAwCqhAcQO/KRczluy7oiFrsis8VqwHgaB1RNWCxJId6ROrORfRnHspSkfoiTlJghKD7fu6WjBLghqwfbXPmT1gSikweJBakVCI0So7anXnUifQGalntz1aEsjPW22oYU/0JF/V7I0jI4YEi7YzC16OLVbqF8XQguqIP3SEemVB43CyvRAMsdCQJZLcAFAxYHzT1WGAEJGce58EJUCMtgfCijnKjvQQa8RNrshSHKwgiKrRUgVrhtjX7XtdjnLJfja1OBLIK5LqQNXBQUptPhc764IZd7q38xAW22Nx3Y4c4gFyR6gjnnSrEM+oFAgHO+fVyusbfUyIiZCio/kUDYUqxhEutOaCPn9uZEZsrrW6odOMtlZ94kng6h670XhVaGjRjtSyedly0NoXMEj2YM1IS1IIdFSYFm/c1miEWlKlDjbmYHRjLSglPaFgQRhL5IhXOokBUwCRSqA1epuxF4weQlqTS7dLbb9vMqrzqoaExESMkZSEaTewv97z5Mk1r5494bOnr/jJyx+iRaiL8D7tWJcjKpndcU/RlWEc0FI8CfHHkcK/s9sc/RO8B43Z4V655ClPbRzf4kE8R8ioNofG9pVFEcQqcbr6a8ilTdc+UtvNp2n/rvTEjfWacQSkNw/tMkSbs9cWWrZ7gOmvrmvaCBuqDGgVBg1sgCPw2rNcalhp8tICi8HRnaXpYUe/tbLu5qCqenVNaCjB1nT1Yg82JKAI1Ean1QKA0EqpN4RXMwDE77Ght5ANvRvaHPVpcbnr/Y6qhi57zV5RepUF+sj4aHmVS8wEgJTvt9eoQn23s+DZM4UR8m4lS2U8D0yehECUeC3wPFC+rKxvFvRpgo8OcIzEcbBmqxRLtp8taVmi6ZSxGLr04VzRoFw/HEnAelOpN4IeE5onNGaIhSFV0rByr5GHXJljokyBdRZOSyQVqFGpmqglkQPMh4VUlOtgAZn3slKiENOeoJH1vVBPiswZUU9CnIW8g/N1oIYdOQzkqVKSUmYoM+QF9JwZ8on9cqSWlTqvrNMIp2tUMrWodW3+ONjz/wqYhTqbk52eTJCEeG92FLs9HBL6dKTuE/P9HevpbDLqnIjHheHuxOEwsX+2g/eR41dC2gtXB3vuOT5BUmYY36NBmeOIrIH4+VNEI7c/n8hTRH45EI/Ci5eJ/VCR24qcF9LLiuyV8OaW8NURrg9wfcUUAtMQ0f1KmZR1TBD2UBbC6WskQblJVAnM86EnG//QJa2BY5MHxRPtWDNk6oHWYNkSntF0ncwYvUKio4R7I+nJ71m3/a+K6Nn8Aqy5sESnW2qAF/VAUWkOuNtycTCbN0tneevsIS0o0YPP/cnaabRxuIxtzTO5SO4jAero9v4Zq4w2e1bEAwodHan+XTYXVqWRLp6/gJxNrgSvWlUx0ILmTU55YAzvUWO+xLDZ/KFxsCSkBqdhDD7/C8STz7vb/HJwWXkyW94DepTJP+cVLvFsOlX3/l0ObqknrEnoRK8yaXzuDhYghl78gVdtWjJGtrFt6uOPXgpoWGlJCCmDyWBxUzgqoZptryPUoKQEKQZKjdQ8mr07HQlzJD5MVqORQUOFcYFQ0PGESKSer0ES+VrQWJD1hCwZmW8INVF3EU1CmNWwA9NAGXdoPYLOGFDlQBHHqGohlAUZBK6tEiAsO98m5kem0XyAlrMJeUFKNbs4CWkXCEPgNERWjcS8EkpGZCSG5LowUmoh60qICqMaleRSnKpeoSohuy+cFYIQk9l7xn8P1W0+zSt1rQRG49bPBS2VlZU1LkQVYhlJOjDIjjpk8vUZWZR452eOQNDKLldKFJaD2P7YJaRU+FAgwxAPBALnupLVaD2qQB1sbKoFakaPATnukVIJufQqjAAMg2G/Y81kCmfMpk1ZO+L8D14NSOiNgo2ayhHZUgkMll7UtiNbAgLMkM+W1AsFq0YygdMoW81KsCbR2o0yzNboFbYePPX/BQpBClUdqe7JiY2q0eMA0uIszXZTfxZH1auaHyvBz6wCs4//CghUmbHAslz48y0QS08SizZYpM2ASnueLUjf/Yhul4aLOTawpbida5fZ7vY05udbAqtV4A/W8Ffb7Hj1BRZzESAQHetv6xjbHGszfU1GRiasT9nqsm+weWFFNCM6IdponN2n8ZEJlSpCaUnrb1YGNBaE/tx/5HJ6LLzivdHaibSkeaP5vQx6Q6s2M/3RklRuWWp0TWZ62jA2TfF5ErpNCrgf0lD40Gib0Gg6t9nGzQ+g/bNV3Q0Xvta02df9Oy70qoPfemK/6sWeUNM5vYpITP95YF4v7HSLhmXEq2UsbjX7PdwPuTzrj4598XhQ8Lc7eKs1kG9DuvRN/P2edqNVcJp748+OUbMhG5CuJXZUW0WHJ2n899IaU0vEWB6y7euLcbTBm7llSU47nxtY4Pc/5x+/FNByJhf4fDnxAPzznfCDoLw8veH6/g2vl8hDyMg6EpY/4c2x8tX91/yTJ4F/8eoT8lXl6+uVr8PKO3nPj49H/rMPn3OuA/8qf8z5XPnH394xLSv/1ZPM03FHjn/OKdwwrF+yr0Kdbpjlhlt9RjkLb8s9d5y5v5t5WI/EZwO7H76Afx/Qv43cXRe+fjXzsycj/+KnE+luZf83txBHePFTNK/k1++pUphe/YZ0GHm2r4y7lbt05q4cuddbTrWy6IFQBp6iPJWB08OR4/sT5eYlx/MTTof3HJ99TXo3Eb84ECUQ1cBN80E5HeH1XSJI4C6MPJmEf/7KmNt/cX7KaYnorxNyu3D3vz3y8E9mTg8H1g871td3lOMZTXcwPHB3+hEP+SfchwPvQ6J8ppS/qHz2C+HV3yu73cCzKsxMvM0vkeUdw8NvkemWY33LqiPv5cAqB8awMgbIny3Ii5HrAOHDjl/ef8rb5SnLWyXfKtOXn3Pz5u8pe2F+OlHePsDrO0qBU54YZU8Kz7lJJ252n7OWzLt5ZV0CpCvCd9hw36MSoiEH2+GKbGVe7dC3CEY7YpuSMmHdHGZXzmrv6ryD/lpz1tWVpXgw4XdPUPMeLgMWbp31by5cCtAtFNAu8Xea4d6wiNvk+RQ1Idj/GMJhU6bqqIiWqVZaw9HABYKULVgjchk42WaSbiy04PfmGbXRmbPR0BSPjY3+OrDxePtcdUUTfDrLxfvbOvrs9f4Q0p9LG79fk7/t2QKukNpI2PaHbDO6Pcsf35za7tTnotheyLUnkwzZX61CIQY0+rN5KagF0nw/akDzZgyZAlkNxeTB6qYs+rZSR6upIzMilhTolB1q700BickcGFmQWA0lVE1HKkqoNs+hNfzq0XcLKkpt1E9O6xC9rLfxhUajyQox23MVqzyQKgQv17MyfUWz+t4QrGwxuYPu50qqH1XfcVHazvO5d3ROsw/GAZXBDPpqCTH1pbFGUOqlsxXk6Gf9Yn58ByE4RY5YYznlwrB2Q6n5863aQMXsko7eYDs/1R3+5EbdajIpemWQqvMlX9AafeuloOqUSL05unQDQWvAkhGLBwqS7f0QtsC5VEjmaBhFlnpCJPi9ccPWmycSLvhoG8LRz3sMPblCbUlMcWfZviOIJwzaa2LVGlSjVWtN6my9HTUHHXllW7IZus04bBzZnkzuvQL8fZYZAa/OQQbwEnpLOrWAUaOs8OB1vJzoLeBsIjtCKY7sasaZIZ66DSoNDWPrb88HJl8cUesBKG0bptIrkcSdcMSa0VnrAUsuiewRGZEyIEuEpVKXmVJWiha0VrRmaj1RdKXqAuXBgi2tj4P+/9ITQvuU9EPnOm3Te17Bpl04+Wcqm5z0dVQgNEu5Bd/8nLUketMlsundft+WgGj3q4KoPbtI9Xu3Mante9n+vT2YXv5gQ/i4JpCL57WJsPVtRnV7OWjPx2+Obj8tF2Nvggnf6+3bNp1mwbjgKOD2jgu93qdKsESuWMSn2T6iqJez46hQmh7vj3FpC7X13L5CvfrCGs9f6sH2XPo7KnJDbW1OvA33+ydYS5iREAjLcygjnI7ouiJyTxyO5JgokginA0lHYs4MNws6KqUUisCyDw4IDcRa2dUjiFCTBTinOUBQln1xnnCj6SvsKTUxLYXhfM+6BmoQ1lEoY2JeM8u6UOYJPVmQMj6fCPsFKWdEM+TKwMB+Obj/Z0IgSiBU2D8shtRcksVQDwFCtObxBEIeiOqc5VKJaj0mUphhPxOrVQfOIfAuJpa4I8eDNa7VQNBI4gClUk8LWqDUESQQrj4gAnlY0FAoa6aWSr6PaK4wB+LO9mfRSNwF4mShhKEINURu70bKuZDkRJBK0WtKtaa3toQWkB+wQPiys1xWLtbkeqhHO5PROOnXw46aEpkZnZUyCuV5RIcdpCtWd2vjFBgOCQZBdkKsiV28QUVZXX7Gcbywpf/oNmMThPZT3fa0irZW5SWuJ5y2AOdavxALXae2it+2+f0sNUnQkg4uNLbv9RNksnGk9Z2yQE5xeScNW9XPWQv8WFIl0voadRkcmt3Ugvyul7x6l9aPpgV2RBzn4zKD6klXH6EIyOCiv4196O+3x88OTkn0SjGF1h9Kuy3vpPvKBpRoJrVg72v9gkTMXubgc9OontwmC2Z7q+xdfwxdzj4qOOty09aho1YFW79q9pL1J/Bxt0DQhSxWBKmj3/d7KtNgu7N4BUaQanZvDMTotCUVqiN7NSs1m9cXgq1PMAQSGr0nX7Bx1NUqZoKq2WTJbHFZPKldXE5PMypKSJUQA7kaOUaIbjcCWhv1pa+rU2QKCali1WhiQTtQaqssxubeTE1FB0ucSLT3U8wGTiEiMRA1uP9p4VFRQbIQonjvr0DJ1liZZEGzWgSoSHL7KiUQITu4oy6rUY4Og+Mhgifc3V9MDQG9EnUlEK2aOFTWpJCaT+dENVUo1YBs2cFaqZwMTLXaswZvNFuLH+Ngm0+dIirsQEbMRtMFLZGqvuZDtPkqiibIueW4TG4MdTLzbQkX+/D3X22L16biu55vvmfuvpOA+0UbNr71yOjUmgitee32DS3YGfsBEzX6PsDoevHqUMDOerqwc9zXEq/UUL+nNpBHs7HBqvYcKGnOnu8VT0AJLqUdie7xHSvglAvQyBaIVoFARdTAgS00b1W7Pk0dmCoOaVRoFSJ45ZrPXe+J2QCuLS6hBlCqNDBqS9h2xUGn0PO5qd+oFBa9tJ9aYoVejRKkVS9En8PF5qP1A/oGOMXe670qXW81SuzQq1N8E/cePn/k0tYjyGzG4H5B6H0ubI8E7zVo1NNAyLbeTccqXgXVfDIbl9mxHtvpSrexnrR4Xau6aM6CVVd10a3ONNDXZ7Nkmx9pZ8Ef3ytZtrPDprcvQMOmO8LFvbYz1NZkUw+u+33f236xM9kbv3efY2gDuTjD7af0P33XdF3sZ9f35xbzvIi3+TxaJWDtALN2inpfjZZA4zH9qo2vMWvQ7YPe30HqNrJuW8jFT3F/zBKKj+kMv4PddnEFlEPJhLXyo/Mdiy78ZLfn0/3A/d0NH86R8iTxbDzy4kPi+V1kfz0xPdvzNJxZ9R6VRBwmUk0Ma6CQ+PKZxYyucuUFmZ98ZJVHH14+Yd4d4NmelEa+Pl3zLmceDnvKOFJ0oJwiMSSmQ+ZGRhIj4bggv15YHwaWq8jhSvj4EBjGM7/hlrXc8HT5X6LTnnQQFim8CULVzEfDa6JEZLE1vjsfKOvEcHvH0yUzHJ8T8zXh+Uy5ykwLPFuhloV37+95c1X4Kg78KE48v9kznSrX88pDPfPF8T37JfHRcE3MAzdvhCnB/RzQFJhJzMvE7cdP0SeVP3/3t9z84pblfMdxOPP+ZuK0e87HTwLPryfKkDlNXzLkI7ulMN2v7L+aGT4IX+U9t2Xk13LDoBPPdIZUyS9eIuOBNFwRJHEz71lLpOzeo7Jy+/bMfBqI7z9GTnumh3d8On/gjrec5EioNyxPf8pOdhzubxl05fYa5ts70ofXXO9e8YNnT1jjzIf5DUQh/ck1+e7A8W9/RF6+PcXw3SshPJAnetEo7tGmbnnAdlA3ZSIS/fdbMNBFKXip1naniooF7rYgVQvQbd+1CTDjUlZpATMPHNfqxvvjhEi9VBY+SnNgBiwFUfpXGO3R4ILRM5Kt+Zrz4zVHSihd8LT50WCBMWnZ+R4wYhu/uLHhQn7DqCqtrFI6RKspMX9OyVyWoIkjjew90eWUC+CgbGjVpmzb/Cjq5ZYd3crmoBi60wNgEs3akxbgb3dyJaBm6LbdYAHqZkBv3Nrf7lq099n6BV3t+ZYMNRCGPRqTUZRrpibQpIYiq63HA7Yuap/RVdAgaGqR0MVQ/ZN9n8ymGIynF4Kaoml9C2I0Z1C1+tZTQwbHAFN0wX/ykl/s+4ophVqzBzAwp3cwQSzVqjJC3dtMVkOMhSEb3ywZaqVG6x8QghKC9z7IlYg5GlVt2FoquhQkVmTy3S6DOU19/O5Urh5IEqPbag2pil4mAkF3O3QYkNOMzGvfE0bbs5hTJBGVjHKyPSbJ0fq2b6UaMqc3IF7Vt390QznbXknmANdiCHlZi3EKh0jjhRKx+1llS7T1VGARm5/BntuQQYUtwPFdLkGZUAKRmY17Eig70AmJHwhhtqCDhN6ovC9CsBJpYSWUM1uiJEDdY8GCO9/bjoaSvZ2tmprl4/ZgNLTgKps8VJyr2FBfoThdUYweLK6234ujaJIFS804qeDUUMKera8MtIa7xj0bEW/IXoI5GyqrJ05XhBl0sOhXiEgc3DC09a5eGWU0VM2JCdY8WnDEWkVbk986YdVJZ4QVYoKG/qgJyARWe8aUrDKqVI9JeWJCGmVHk2Ft73klWcD2bTD+6oAFJAKrS/FnCDskj3BO6Fyp85myLqw1I3WGcqTUOzIztZ6gfPBKI9u/VY23+btfl/K+bUGT0S0B0Q325tgEugHckDTdSG86IrTftXv4VbDzGur2kT5bzWm6QCk5XZBVDmSPp7msr8ZvCqvJruA6R1vy3Ixh1yTmtHaXQntwrf1eQtgSDO61KB5I8oaLos3Q9sfslEXNn2hesAeGLuYAsLOEemWHACaHO/1UuAxmhg0w6M/Zk9zQac3UA4Qdsefz11GSnYZAPZ5qvN4SxAOV/jAqfp6abrX5Mecqug7OF7qzD+47X4pS4smSEOcfI/UpenqH5iPh8DVxvGOJnzGHF6SHPeFDJB3uic8zWRVWq5o4HyCukfF+JNXMk3JHjYk7eUYgsjsNhFBZnyysVIosqAirfoTWHfH8W8aHB7LuKDqQ94LuE6dl5jwfqSdBjwNyPRBfTaSaieVkVQfrmanseTHvySLcjoEiEIkEKjflTFQ4nfcUFeqLANNAPu2IORLWgXENRFksEaFPCDoy7I+k/T1lrWQqpzBxnyaQHRqfEOoK9Y5BE4c6oXllvlvRCmvZQVCGJ28IaWUtA1qFMhdYlfVNoDwUpg+BNCl6BesuEp8K6RWMEfYauKuR9+9HxvXIIdyD7Fh5RtHCupxs369XRC3s8j0alNtryAnWAhRlKLdYX6pIHQLn64GlHljOFT1m6hRZrxKUPVqe8iArdzJz2AeePAnUWJBhZmTkydWetVQ+nM8QhDSN3wgU/P5dBp6ga4fTTisWjPeAvlcpKDOGnh/cDpXeS6on6aRunwcP2mq3nbsjXt2eEE/wS9NJ+H13wARB/Ax6Y+oqj2KJnXZHBTSZfomyfTd2LsV1jxCsLxh8I6mMyxofi4sCoYFfmp+C2UxiFSBSvckpI0ZT5VRAsnry0ni1TdQaIMkSJi7ra0I0uStmAWBQj5dY4ER6IMgqGFuFstZggRyxnlsajd6GekWzC0wwG+1lz5gmD1T581oVXUPsVl/zyYAGTiOlXa/Ze8zPjJYcBZAzyHeTcYI9mwqUWigoMVi/mCENhCESq/XKyjlSS0TXak3qx0DYBTPpxPp01dQqFE22l2V02yuYG/TMQEzyAJqV6ACJuj+jw2yJTgJZIYuQolE4Sk5I3ZkNEm2jSKmoBiojohBnse+YBjQUlrTZZqIBLQ4kGWx/B6f70CLUIgw7ZYoQCESJLBpYaiAWCFnRGJGdwDpQTjsCmTAe0QpltWRMHGy/6G4EiZQ8eTVohVyocYAYSKGaHnZKFZkyDJm4rpAXQo2EslJiIg9GHRu9qjY2yp4yolLJSUEyqTygFZZ5ghoJOiESvb+GWus4BH2I6BqJN26C10LVlbyO1DoQd4GwF2pVtBSKKnVVT8LY2R7rYJRd57zJrD+0x8Rx725vdBpc70952YdGvHF1FatMNZBS8Z8uf4gEp4tpdpf1hRJawqkZIUHNj7Hvlg1oomavW4C8Udk2u8lpcj0B0WwzO7HWJ1G8yklICDt/r1c39fe2/WcoccOvCQ2chA6erG0z5T6CTLRmz63HotmJZk9ukFBFW9NoBxEVt5s2uqkG8mpo+Bk0U2nc/KuPM5q/WKMl+/BKiaCOJ3G/wOe1V4K4rW2/nbHW2NbPr2K0dQaAVCBjVcnetBiT4dWfU7QQ8b6BDiKT2hoHQ0cofov91nj8xfsNOeyVIAmh0QhaLwyRQK3FExHq/pUnwRQHzFT3ybYQemcjUTU/0oP0xmYBIhOtp5z5DEvfD1ZBcRlsb+dE+rhFW5SsgXwD1pm+9vtcNkfflL85bYoQHAiknZ7Qky5tOrvihl6ZLLHb8eYzVAx8MPnzra4zbU5NFSkd7ICd9w1UpO5nTFjoNFvMD1uL1vfUqnVasvEC0CUBbdUJPTk20CKQHTApitZGL+xJfAzgZuZM88kcrNTpEz2x0folBmNIaIwwW6Lzu12iyk1ZOOjK0/tCqIm/fPYxr54m/u/rC/7u/JIfvnjDxy9u+eyXA598GHjx8sDzT54y3C0sb94R5IY0PmVYhOm8J8eVX360Y7eeefLuDRMLP/9hZRkTX//oE9jfoE+vGGTiN794znwXuY5XTEyUvKM8DMQY2F8LP5Y9n8ot7z+84d39LQ8I5cnIdCW8vAnU4YG/019yyP+Mz07/O2pcOT7576jjwhfPoJbCkw+fM1EJ54isifenP2Fe9hx+pVzfndnvPiUNL3j/oy84fvye/WqtUe/KzFdfV/6xRv5uP1GHPX/+7JqbcOZHd0felA+8vfs7xnrNy/GfMpSR6y8TtcK7N5k1BY7XiXPc8/mPf07RxH/81a/5+Muvef1wZp2E19Of8U5e8enLiU+eHjmtM+/yPzK+DVzdBV6+O/GZ3PL1myt+sb7g7bjnP/CMVyR+UI8wVN6/+AxSZpzMxn12N7LWzO3hAzk+8Oa3AjVRy8dIOfCXd7/ho/MHvpoX3q+F+OoZ88vPeFk/8OrDW45j4u3TxPH+HenNf8/T53/Kn372Z9zHE/PpC7jaM/7lc+bXT7j71z9jud196z77HpUQDVl0UZIkLlBwBH3LuEvLJtNlbMu0Pg4KtDe015pBbFfvKdGcnk3itG/EFP9lQsQO52PB1IIFuKC9OI4N1d4TJP0L/GoIAHutJwQeHWj1KWkC1JRo6Me+jbuF6zf0kz2ez0EflzcPleD3vZS2evGnzbd8Q5d5oJwWwGpCa0vSaL/X9ghgikou51wqeHMtE6qX60ZHbV0iOTaeRX+Wbly1cBffWSA2KiSSOVxSg1c+FAvE+pjE4IhQV9QDwaYMtM9/TZ7Q6N+dbSVrey53yoqvZ6O1sQ53jiTCQR9qNqI7JLYkzkOoCS3Jdak3UmvfqRmqoGuyeWvBwoaOCG7dyuh7rtivndtVojf2DQXGbNUdxVAxtv8CMcY+N7Y+ntzKF+dIxflPFU3Z9l6N7sSa0aQNgVyL+aPF1yJbxUXfUyIGOCGYIUqwfWcRExtDaih17y8S3PmOdh5VxapGWjWRGH0Bza4VmxulGgWVO/E9QUD3AzYwJE65sia+MyWTcFExIl2W9TXCguqdY1oczdISeM732Z2R0JrHDT4/7ewPjra04GpwtF1rhKb9XLV9AZKCVVQ0fvvqKM3G+YwhR1o/iV5to0ajoKnJaTeAOhrLUJSW3GqNyez+2gJCXa66YVu98iGY8dtKbC0xKhgK09A60IIeslXGuNGpnvhq+16d859WhFXNWDfjfTTDa3VaCU8CGfLUy4LbmYEe3JHoCBmnbTKEuzf8EumVL1orWmZyPrOsA6fzzP1pZry9ZUxfQlnRfOb2fOL2eOL+NLPMlWUu5DVTcqbWxapAvvO1yU3tVQyX+sX1opoL4tF5uhR1OW3/ar9vP+TCAG5v6n/5vaPRb4xJGsrH+3/IJYVQBwHU7Qzgcr4Pv+lg8f83PQ+NWsXdFQ8YXvZoaL+nx9nssnW3OWkbquGD1M5NaVRKPoz22Q5hbGNs57sBApoFImzl2k2HNFvnYhw0J6U9q+tasX/35HxD4AXoEAjdbq/oxfdt9lHTX9JtGq9Mqhfr+lj5//FLhJwiBCE+fCAuC2l/gquVIpE5HKhTII6FZc3kRUlxIa2CLpF4SgwD7A5KTcr6IiNZme8sCVnKGYpwHCwwpdnc4BqEKkI9nShk5rFQnwjrWahZqHmkHhOpVPZU1hBZY2WgMJSVWCuhBPIaWOdEJFDSStVAXQMqkbDbEWJFpyO1KtyCVKGsgRqUyhEJSjndIOtEemqNqeuq6L3J7nU4UGSljEY3uJOBDMzlbHbMGJxpp6JZWO+ujBUym86N6cYaN5ditCUxoKOiB0ui5wFqrMSU2Q8LaVbCW4FTpFQDgsRwh4QzhTOSBXmoyFpIs3H9SrR9MTsyUTSTVBmS9a6S0WUoCWokx8qSjmhdjbajRNZlIpdKrg+s9UzgRJiV8K5SRyFfRUpMMBwIKgzrQA1CThZU+eN77CKBBhgNUDDdeJGQ62dO2tm52Mo90dFANsnfq9s5M9j6xZlRjO4HWjPTxwkT0w2N4smSjWzyLPj9W9UBTR41fUl/HfSRJKAnEh7PQ7uNBV5akrUFG+gApVad0DnnY6sUb+fcZVJtyR3/0CM7vXgSNWAc9WVL1tBsZXUdrDSO9f4t7jNIa7xdmzz3YE5rdCsXz9RLYhuYafOjxG2e/pmqGD1Hez9Ok1Xhsq9Vt2G0DYzvelnvUEUmH9oQetJcZ+mFm2BVvSBOUxqQYgGvKsGomw6179PedqNR3YgahWbAACbRzpsAkle0FGrwxHkJDFWQVJBUe787Uw2C1ErwRrmqZs+X6nSuWixZ5b68rA4gGi/2Heq+kSfe1Ww8leC6U6xiDWuialXWkeC9dWSyZxuItkTBqi41GOKe1W3YYnsiNdFSardNq/h+l+rLF9E4eWB6oPnGVhlsvlpdheJBuWZzhmqyvIoY21kVqNbs25Istn+iJz40CDWI+YRnRUog1OAeyGq9OfIItRKygmSCU1rWbEmlUGxvijR08x++ajuH3dZptmc7h+rI8OI+wOD2tsswSvfzpevuZuM9yoJ226bZddX90A7xa6BC2c6d6hZz8FPoG9f6OEZJF2fKfHtL1ka2+AUe9HaaYTAbGaE3tu5+UXK/QDxBE/1PobZGuOLgiyazmqwWT8623pHS6GNin4Vuq6mhpfHEDS247jPfgvPd1nR7qYP32z0cCALR3OBuYV02GafP4aZdLLBsSYjUR9a+QP09QsBos8ECzN5jz59d0c3n+Q6XNF+g254OmxWxfgQuYqMHmUsJ5jLViDWKj90e7f1Ptbiucd+sUTx5EHvrP9HUmo/3wsbfKkNaAqb5FdAURKPT6rpaLtffgTZdl3Nx39DR/N1EbrGxiwRBW6v2fZbQvvQh/GxK8XhacyovxwlbH1WvqOlncrPDH31fOz+u3O2kZd897pf0Cpgt0U8D/PU5lYsxPLYp2q7edq+g33i9zYlRzG4JQPUkkjQfEPld++o7XCrKsj9T0szNvbERvrldeV8W4J6Pr2emWskPgbpPyI8SGgP1QVlPUJdArCeG8ddcLTf89cMPOKfKF+PAsJz5+HZGWUnBaBzzV9fIOPH09M4oQOuR87AQwltEHjg9TOQyEIZrQtyT0z358I7T8MCHMZPLGS2VmAZ2+opjHrh/mLnLwpdX/5LhUHiiXzCvM8/OFcmBqzIyilKyy526kFS4mgZ2BSb5kqCv+cVd4Ndx5IfzGz6Kb7jiKR/LE57uj3x8deY5lWO9ISG8uRs5H57zZPcXwI4hPmcYIk/mQKmZ0zADwqHsmHTiTz/+Eh0raxFe52vqcmJcCz+8mvlo98AnnLi+O/NCF1ZWXurMqzgzyshSb5Cbkeu/qJzLPdN6y6SJvR5IYWI/PaVQOd+/Q2rlhSct98dnZCaG6URIkKaFwJFaFr6Uldd74ZbI02cD1zcTegwsi9lBSSPTtOfqxQvmm+f8u+GauWbevPmEfI7ME+T7hU+fvadO47fssu+ThOjlfi0Q5Vm+Fi3qVQtWftcMElPY9M9ZD4HUlaOdCTdmPJvahI08CgD6AYd+v9ZMuetUvUhkiCk5deR1q3BosfzeKK0j7TdzoClOG8jqI9gUZC+tbhKlC+YNtRqw+Kq6yWDWjs/DRYmW/bcp/qakPEDbeO8wgdCDMB4M7FneVnbZ50LdAHK6GGpHkKpYxraJ93CBLFXavHKBanCO3dpQCG0C2YLEXYF4IKW6USaResEB2wKw4VGS4o9dapQ2QWml5U2WM6wmd2trPrhCXtGS0SIwRIjRn8soH+pgc5iqOT4qjoBe7aa1VbcUc7a0OsdfC6CvRjMjoyKporuAxghrRUpD56+GQM87GDJhWpAghBgtyDmvoBHVg1E7Tb6EsrhRZgEEkR1IoGoBZmJekVosAC+K7LIxC6xWTl7riJaJEANJIioLKifb7xG0ivWZqGJoQSCEAkEpcTZkYLmxefZkg4RqW3Bdjee1BUmd81VDMFqApFbFq1ZKbgHdCNX6OCCCJHseDYP5LcmSKTKZcaTHYKXx7rjFMRswUBISvJJKipVU19pAj6iKrYlYK7Guu6ufswIs43cF09k1aDeYlICu0bwsyRCcF7kOaFSsIbXZLyIJQ+NnUKuU0Og8yWUCvH+BgsrOTLFg1QWmG6xR+VY+WrezG0dkSNDKMmvFatMH0Cs3oLLtoRidPtWbjtcHC7CMo+3vPDlasRm2Lu9CJYSG0MGCe0V6YKMHT2pA686+JyX/tUDISHgAElVvzKmr4yYXsP2qqNOSiaGh1Er/zX6zKhQJswUm1mz5xDghYY+WGdYTxISOk/dzsH4pJsAKlrTw5KcIMuxsT+Qjhr68tnOmXq2jE6oJzQVd71mWyOkMtw8DIY2cz1/x8OFotDKSOa2F98eV4/GBh/vMec4sp4V1WSnVA6Df6/IEUq9Ec6Pdz1sXr60XkDfLg3a41X0EdZ0LzdoVbyLXeyT0wJXL4IvEsH8JzWg1/RYd0beaPNDgzcSxRKiaI2sdIlvCqSUl4jZGQKJXU7Y+NqKuvprzY8Gn4MevB9mCJ0G6gvMkp1olmSA9GFldf6q25o/N+Ha9Vhwl1r3TNj4Poul2Lqza8HIt4+Y39OSKdsei6d72j1bJIuIUMy1gqitVK6F9tAe2LpwxNttBLhzFVoKuXoUh8ZJ+4NsvFVimgSqQ7r8k3FfGnyeGl4Fyv+dhPjBcRYabmft55mGZOcyB61Nk+DAxfX1NfLISPjsx3yjvP13IJyXkCdZCme8pmnk/3ROAw/yUuAysk+ngfLylVLg/VOITIbwVwlHI5wM1R8ZRuBoCp1A5joVRlP1iFV/kCHPkfD8hYyA/O1NKotzu0RiJNyMyFer1CS2KfC1IFpbzQK5CGV6j8cR0H0n3ifFFZXxeqF8U6pvKWSbO00iVE3V/5FAnrsvEqRSO+R7GQLkakKlSny2U+8Tp8xfIAod4IoyQxivTy8stVVfq6OjaFwnWwLxCrZXdeOYwnSj3Sn0jaDiwhgMa7xjSaygzmROyKOlUkLIwne9RqZQENQXOux1EsSSNZK5GIaTI/WFHiRHE5Pw83nIczsRQCKWSb0fKacexZI71LWN8YBdviceFcH9Gr/YsL5+Tdntk2BM1sDvvKEEpAw5w+CNXaNU6LRmxYghEo6zqzYn7tnWjrmJ6TTxSLLbvjXJiMtkm3ni6NbtOfgZboKf7EuH3nwvvaddlqQc5Ca1y2Ztje4NnaeO+kGvqfbukXujOHifavrNRdog/Tw/IsKCsSBgMpND0cC1uMwkSA60JsMlSD5Ss7n810SqbLQsZwuCSw8ERofWEKIYi7UE4CzJTW1LZLAENAaLZF7I2odaSMBZU1NZbwhtU23opyOI2tclQZedy0nnJVaHOm42mCckJwgJxxnSIV4Qmr/zKXeh/p2tQJ6S6Mpu0hmg1bLeRcg7ooSI7sw1TqaiMRmlEQHKkamKViZQK49VsgbxcoWI9EWr1JhEKZzWZfrVHUiJU7/d2+wGWQh4LNRZS2TPViRrO6Fha718D78RAJBPzQq2RUgNaI7m63zavyFQJz103vMtmX+8SGoWQiwNtslfZzZaA1wMweU4nEjVCTl59UdA4ELmipkydFi+sjVQHzFS1wAxV0HlyG3cmUBgHJSiUOdt07CIlNfsvM8RIigNqGFOotvdUK1LPpoOXgurIqjtEKimcEKypphJY5Ww5sBoRjSQSQYU1n1DNpJghwZKETCCuSpgrKY+knGBakN0ZKZF6HqAWYlEkKmGYqWUgl52bvQYMCyF961arvYeA2+UuR3pMwvW/yoohtw62rxmwpryemJBMCItXRbQKDI+PyOBWeaGDJAWKWHAxlsWSEFjiX2Xz5zuAwg+Zuk0sLAQGrLKq0KiLVHL3y8DWEAKhXlLZCrXuXKaqA41cYng1mwSjNixMvu7NLvQ+lxeIc1GrDlUSlphqgMnJ5af1j4vel7LUSqW6/kgOvPK4ilgDbBHrw6DiSRFPQoQQHFHuMZNSwJNc0Ih9vJpNcbn5OLht9rP5FKI2N9VlvopXWVvAgC2FklCZEJ0JejQ/UiwgV73Z90Yl+IevTu0n0YLOWgkipChIEOKkWK93o/02V108JmB70zug0Pv76YKQHI3fqtEFq4BXGtCu45d6o/TqPobtUdT7UbRqmG3UNACayNAfsVGB2R4qvk7N1jab3HpvVIxhYUtCmG8obBUTuA9hPgo9COjK5aLRuVUsWBKr1WPYu5veaw6HVf41w0TEkn7Nd5JmW9gq2u9c/wrVK2KGi1kItAbv0kHBdoYCq7sJNvfVxxLZwE8ibkFpA1v687kPZAC6QuuL0WKTKpPt6d4vy/2vHh/9bpcG5fjsjjwd+eGXwpMj/Jsvz3w1Cj/76B/42YuvuT/+kNPrV5RPRvjzCf1NJP9SKWcop8BQPrDbfc4nD3/Kf/X+P+Zvx8j/fj8jxyPnL1d2UtiNO1KMnL46EKh8+uJXTNOJ8dnKcVe4m94zx8qHeSSfE092P+YwvGIJX3MOn/P+UPjyqjLMZ6ajEs+fcbj/KaflnrfLgdf1lv/h5f+BpyP8Z2XHtEz88O1LUk08SwMxwrpaIj/mE6nOvLjeczXtSQ//Btav+NXrv+a/ef9j/jfDPX8Rf8WLQXkxXJOfvCO/+C2/CYW/CZ9wnoTzac9+94pPnvxzRJRSFoZSeXVdWMuZu/qGsCj7L26IsuOf/vTfE57f8Ytj4qvzS9LtV1w9HPmTV/fcPC9cf31i/9VCHDPPhsLz+jUvhy+5kz/hbf4R8nHh1Z8t1C/ecf0v/4FrTdwMz7iKn/Dk8HOOWfk3v7mHuvLzV4mdCHevf0DJC4cf/JZhP/P05kRMwv9NjvxiXHl/NfKwG/jT3Y5n455SIscPmZBGRh3g8BT50U+5HX/Ifz29gtOe+PlC2M2E5YGDnPj5Dz5n1Pit++w7JyEuUZZNAdG3tAsQ3X4Pdl5b8HvLCF4gHZsT/k3klAdBuvDqB2dTtB3FJD0GsIGCaALrwiH4nedpd2yOhI9cL56g37R9wzf8mha5F0dryqa8tixq2L7M/ZWGItgqBhoCwpG5TWj0KgYP3njw6DJX38yO7WrOV0NoNEfi8jMXAZQuuPXiKelrodpysOHimewzSlvf4E/jk9g7onsYpRsCF0mlb5OFsU228zp7/as4CEmro8WrmpEbBA3JAqbBKgMol86kifqOjgZaA1ipXv4a7D2+SO6Ubmur0ZWQxy/dvqMPDEd/iUBszcd8/qtYgD54rwNXRupNBI0Cypp4IuqfbShj9YoBDBnhmftQqhlgeMIv1i13hhvMfSP7zF/8uwZDdUoJziLWUMVGm6WK0d5UzMASNV+4GQdSum/caJfUezw0aid16jCKU5B0DmRPbjVEejdCfHxObaRt76rLl2YEqFhjcAGRRhfQ9r47sDX35/k+V69Uanuu8/Bve8PW2pcdb54WwoUMc0e8biinFnS1+bHn7JQ0DWEVzFgw50IcPYkl1FpjNxVLGjnaVdxA7fPn8qiLXtn5TzurjYu+z3VTA1p9naz8WZwqYKvycKfr4t42xm1PaauAaKgSzQ5ebQa3G7fO6Yv3NWnfL954zgLM7Vz6npdsCckUrVdGX9Ymy1a2Bm5tvYRWzabB5LLKApJR2RuSrmYkV/JqTQXXlAnMHOORGEfyXFhnS2oohSUX7s8zp/MD57mwLIVcCqUUK/v/XpUQl9KUR2dAu8JoZ9qN58v79z15oTu35egon54n1ybb2ts3PakulzfN4rK/N4PdDGrbvu07PUj1aByXQ2o6sCGD/Qz53pZgxrMEo2kxGWb3E99j2uyLvqkbiu7xY0t/0JYg2By9bR9+Y33a3n6kj0NXU5vto2zVDWwJn8vbyWYXbXZOswpsci8LRbY5akincjG3utkwcvHcbrX08/c9HAvU86hB0DRQ9iDRHHuVgIpSzpbhlSwMGWKxZGieAvVloqaVcp6pgzKthbAEZBmgDEaVRmFBCLUyzp6YX3cQAkkWAoW4RKR4ZddUCWLJWRalrANSC2PIJAZLmpZEXUxXDSkRB6GkZOjQvcmqNC4QK+cS0RKQa7t33IHEwDBeW/I3XlHD3pLy5wBFCWEm5kQ6JioR9WRY1UwVRUMiIRxWJYWCrKvJq+sVXYR5tYa68Rit9/JqSeKWbNUxUJNAsOCu1kQ576lLoq7AHupeoAwMywHVkbobCXkkzgtVCsuNURjEUkhRiAeQKMQQCWL9IPKq5NVMnyXN6AgSVwYpxJKJc2XVgZICEitjnRlDZQgjaYnEMpByZFitEqQcV2oJ5BDJQclepfvHryaYdft3AxR1He72YLN//Ky23kjaq2ubzG4K5zLgcHl8Lu1ZPy/tTDc7XoDWt6mjiNu5Kpj+YLOZLqt+L2148b+E1jvBqSpCofUessF5QOGRbsbHZHSD7ZctOCHNX3AdJsUD/I2GrcmzPh5/xgaJ7TQPpc+p2SVeuYgnjmWTRzjivfWholdrXuoU7fKwV8PHvMkp1AEysk1Sr3pp+6FA1yX+76AGNpDa56AFXjsH/PcRb8Weozi6vUjxvm9uR6xifQQ0UIISYiAkJRSwfG4l1zOaC+t5RlGyU7DEZn+MpnvKUo2eSIttq8X6QoTSkvBeRxgwHaoKq4M8RJEQUEnGTjYms51zW4uCUK2XXFCrrAYHTVwEf7sBbnRd7fxEklE0BbO7jfrMAGBBjE6klmo95WoiIkRtSODqe8FKJKIj9IrfpzpooMZi+avg/cO8p1jNSqnF2WoFKYJk+36q2r+LVWqUoRKkUNi4zlXVtopbuGY3Wy+UWoRq6DPbv6Fa/7UaCdXp3dTWWxncjpyRqkbF5fvYaG0rIQjBq25KXb/DXnPaYgrSKp08cNltdiKtobChzVsjYKN/6S5NM1NtqzjFkdFV0eyupusv7A31D3TcDSYlldZrSv1z7eRaBTkeiH0kz7iMVTTbpDEp9NGBJyuandp9h+5jNFldafSmJheD7Q+9AMj0mIJ/RefyN4S+uuxrfSlaILcjw9u8a/tdYzxok+N+ewNO9aqU9jzttT4AtirUCyAN+Ho1K1BpNH8027iXbD+y+DD52+iznMLQ0IAEMX8xXNimf+gSbXao98J0qioJiRASMQZCEgbxzqP+HEXFaPVqC/TXvkdsDw+0ypxtHi6D85c6QLep1W2vNB0jF/PaNvbG9tHsV7a/q8//I7tZH79Pmp3b/usv973QqJYu90izj73i0PV+syS0Nwq/BGq1Hw1U3c5I+87t+bfqhPa7du9WnyJ8c87ap1qVvlVJ+filq3nbS7J9Y79Ho3dovlO//EwDxr5wuS4r4hWkG/Ch73S+66UqnE87lizcX90Qwp5xijxNlRQC5RyJEtjtAucCX97DwzpQ0xXsPxDSzNVV5pMU2Qd4zcwxV17df2CcF/4kVCQk3uVnrEGoTz+g4cx9fcc8nynHAAWOY+EYKocsHM6JICcWfctDzLwLI3kW9gKQKNPAMj/jeE6chpHl1Y5xPvNnbxPPZuHHX+2IsudeXhKGyNV4JoVKWRd0hTUPqCZOh2DEIcMrdJl4uR74j0rlefmEQuJ22nGuMOjKON5zTkcehhOcr9DpJQuJ9+8MuDBeWaVjrmdWPXOKK6ekLCyEKuzfPzDqHaepcBwLr3Yf2B8WZp6xrHtuDwtxqNx/qBxfF44hcQpXFE2ssiKzMLwZeXF8wn+8/yFpSXw4XXHkCceHhfOi3L+NBIF3ryI7EeZ3V+hpz/CkEMLK6TARkjDVyPOayKtRo8aTkLVyk0c+vX7KKQ08yECszxjnKxJPKOVMrnDWV8Q8c3UfOYTElVwz8O2xt++dhNCG1CQ8lkc9OL4dLJXtve2n2debo2COd7WMsroRrq13gCuAR2VShixsgSrPdJhKkW8IxEufhKbo2oGs/tsW8PenkMsjC705lDc4lpaB7Df2LGkzirrx7c8h29yZsoStWY+XvXK2r5ImQE0ISkMoeT+OTeH5pbAJp+YAeNb7MrAofm8P9poRZIZBt4TcmdjQXLV/3tZ8546M8eBVsWBmwBriigSCtLkSrORvtWZMGowfuSF2v6mvf981umiuVlddltXQWdURFTla4Lta2bkOg2WAU0BSgPVMXc5ISsiQaLyQXb8VJSzVEHWrBWllzJvRIQF1XnoJswVHY7b5mCKaAnIWsytjRcKKlAHqztDk4+ycv8WU5RrtXtF+moGmaPBghiO+6t5QbjEYP2ZQqxggeDIgGLoh1AqzG8KiEApVClIqEWP5VEfwtXJKcXoqoUIQSrKESVyigQ9ar4BwDWFAcu4UV1CsoVxDrBczyCoZqQFZLSuj1dCEIViZrybrG1AXc6Ylek+VcLb35z2ikVbGbb8EslNaSIIghNJBOpYMKRGtyZDAw2r7YjEHvAbja+zBznhpVHzbZQ4/ADlY8ojiMgovbwq+BiBZqDpQ64DGggyry5nR9pF30gutGW0bihtC3eHwQE2gmnyJg23UdqbCgDVFDDSKJtVqBn6IXcJYl1TvvBcFlQGNO6y3xdn2lJd1a3Q6huoNKYuV8BKPaFiRQQmDoku1KQnBz4NxGzeKlSDq6Emx0ncw9IxWKNaQtiZbm9jkpwcFRNNmgKqjdKQgdQ9MiCSj8mIGOdnf02jJuIgZ5jUCKypHWgWcKSHFghuzPWeKhqrlAaFaEFMSUk/oUljqDTVEdD2xPqzkufBwXkhpx5AOiCiRylpW5vXEsq48nGbWvDLPK2XNlOLBmO91WRJq8wvdGJZoTkXTs3VrWNYsWAkNBecoujq4g3bZD4HuVHYb34Nym2HeAkb2p3GvNufVjGlrHmmo283gVwbo5UDtDIkn6EzgykUCUt15lZDs92HAqBC8FFsM5SWN05gNKdQ4zytiFRVeodeqSMSfrbYqyea0XBQfGmqJzX5QtWeRiIhVD23GetPbm2tAce/BEeHfpG3anOYLr0K150WaiOsBPA8UCZneIwVpJofv9RZcvCh/F/WRfff9JhXSvWuFw4F6nUjDSKgRlRM1ruh7IZ9HoqzcEKyab7cwP1s4/2iBDwV+u5C0cv0kI6cR7p5D3MGz55SgnMsdrDPxzW+JywJ6jUhi//QWGRfK/R7VAQ4V2VXCfIR1pjxcsc4Hwn7mcFDGciAtzynLjJ5GYlKu9kqYAsuULEGwW5GQma5WMsLXx5EM7D7OxKDs5kCqA3H6DJHE3XRgOQ3k80B4t5DyTBzuGOansOzgKsP1TKiVrCeyjJThwJ7CJ8cZzSvn4QGIhE+MIur29Wrc5G8TAWEcDek6hAMSEvmg5EGJdytxLtTTjvXuxpIcWtCbgL4IDO8P7N7vKTtlfVKI88xQ7lgGuHu2J62FJ2/PjINweCmEFCBPlCK8fVCWDMsRs6XHe9LNQqjKocJwXoj3mds0cTokEpmJewZGRm4Yl8hQErIcKcd3pFlZTntKjJz2iRyVWddvlW+qY9/Xtuk8sVDV9JM6tad4lVWjFwyOGHbudNvWboMJoIZWN/th3c5QC/C0wyZYwlksEGP2efZ8xOp0m04dKbjRv4AeMcqoES5kZ5Mr/XcBO4e6w5TQ5LL41qrFglNOri1hIi7vfEzeCJ3gPtI30ZyhWEKjeiWhFtTpGzSYHOipamnydQeYXWRVm2egQIxmx2oy+aqLPWvj9HbKRusz0ISTeES0JfEdGCDqz9sae96ZzGqUT8W56aOBHDr9VBFvmOy9P3q8akVDcXvUxqHS6CAdjVtbQPQ7XAo1R6MzWiyRVaaFKpkYIYxQ7wQ9DeSrQLkSpl1l2FeGVZnOwlwW8jpTa+ZUZjRE6nggCqS4GlXVNKIV8rlQi1Kz6Yx6vyKrYhIgdEzsmpQcfN+fq1UqhGo2XRoJEklhbzzgeUVFqdGSuGm2Cul12aMqpFxAhei8UlZ9EYATVVajngrKICNDHakpme0VFyStxDqR6t4ady+r+6ETUTJDyKxUrLdbAr1BUIbhHqisEqkaSfeClso6qlUFyUAgdbBCPc/UvJLjSI5CykLK0XR18YRBGSgj5N2CUKglIypkr3AMs4dLBwfqpMUwzTVSSyIK5s8MBpiJ9ZpBd9QwU2Qmx0RhJNaVqPdEDaSaqNWSJJoqw956jMVxQKWwyJFvo22VahXNcI9QCGJ9Y6pXMKujrU02jAgjwmD+YZjpTApqCRoAglrCxgPJSaxXYfEqhFAn3992dqo42Erbx42apzJQJSKyOjBLPZHnFQ+MNL+THh/xmIPLk+q2lDQAV+s7EWYE8erNFpuhtYGkUT0HMr13FqPZQiEiVKJ6NX23cXDbztc8GC1wxpI5xcEPMbRYhsc/PGlpbbxaFZaNQRoCn8H8fVaUTJFli7nIBuiCvCXzPE6lglWKqDpgqTF/YD5v3Kp50R1VkuVSN6SP6Rl5oDJS9drmDvNHQrNTaf1G/8h+82C9VKt4DTIQJBHjRIwD0ziQxkgKC5FCCLAusIij8DPU1dZLpGIsDBZgVBmx/n74eja712NFaskk7cjGeIHrtWq7HoZXoTqll7CCZvPdJHQVaJUP/o/qOtL3ksl7f16g913rO7PFwpqLMfhZy7a3ZaD1QbXXm+8n/j7zwe3sLv4Mdk91vdsYSqx6I0Cd6SweXqVhtGUWB2odU7QF+923APfTJPZai4Cgagk6S7bv/Tmt0XnziRrAo4P4aP1f7ZtMbjR/ryAyIjLRqn+QjHDymRv7DCqWmPo+l9bA7ZvnPKTKzUcfc9rvuYknXsiCfDUwfzgwPR+5ug68Pwn/+AXs8oH97mPi8JphvOXjZ5n/dNrz1SD8a3nPvJz4q9/+kmcq/KfDDcew5/+y/IhzypSf/A0Mb/jyF78l3C0MyxN0GHhzLbw9CH89j/zgbs9X+T0fpi8pcceH+ITdeeRFHDk+veH2xXPqfWT9EPjwaeX+L254/qbwP399zbO7wJ9/+ZRl/4S//cufUfeBj3ZfkPRMffOBuiqLXrPGka8+OXO8qSz3/4RynvjZbx/4Fx9mzsf/iPn8ki+vfsH7w9/z6gdHPrl6zZvpCW/279H6lFev/5Lj7ZnPf/Elu6uVT382U1k5Lrec9cy7qyN3DHzJPbIuHP7hDVeHt7z/i9fc3Zz56bPCRzXwN/pTvnp4zvmTE8vzW5b/JrP+zcqTF3uevdzxbNzxEXfsPxy4evucz8IL/tfPf8ZvPgT+T59HlhHS7o5yrtz9ciAMifTniVEiwz/cEN8lwtXH5FJ5uHkD44knZeKwBsY88kYGxreB5Xbls59c85//9MA/roW/XTLj+pzDu8+Yr+75dP8lt/mKX/IzpnXmB199wX4IPH/6kVUXfsv1PXpCtKxbExptp0IP+LSrB1Tae/XRZy57H9gt2mvSf/yOm9OECx7YxRHqbBHtx9lA6YLvYmD9Z6d7uBjzJi39wPtYm9Vs6EMXu5dVG7TM+uO/Pwos+R1bhraVANrVBPXFc6j0qdaLp+tZ3T7UNrc+fkertEl7XEWyCf3en6GjlC6Mrw7VlJ79bmbHo2oX2b7nYhn8oxZg1F5S702hUHc4/vjVqSx8XBLcQZFWrtYU/jZvNFqLxmXbS2fdaGkNsr2xnobGP699u4BYKTwtCKbexLX6FBlKlGIBanP4/I8rjGYU2Tw0JJ47dI4KflQloc1IwButajdoQnV0W21IolbW35ACHqlC2IokHNW2NUfw55BWfPA4gSjSk0+tT0FvvNWDkNiz5uCBP58rT7Y9qnIR0FB8Z4qPz/9Uy9KLBxnUHdxuA5a2t9r62/7p1QFgRp7W3rtjC5w2s4Vtrunm8rfuuYvN54+iDkJoCJLacp4XbzPnXHqj34bW8TXHPmCJpDbnQkMkSTPS+kubrNmqAKTFHOmdZnpTSzOofQpoPTo6EKVvRKtOEEAuAhnihji1+vy5fG6yy9E31mQS+15H5wSv9hBpyLl25rwxl2yVMW0nbDJom2dDXl3MuTZKuIs1kYuy2IDNCw1N2s5gpJX1XtJxaDujbQQyglhiRaQY5Vmo5LBijr2ViMt8RmMgpUr2fjIiUMrKks+sOVvyoWTyUqhZqXPku8ZMHl/b3u0B8K7zLn73SJ5rf0/fQ6KPPtfet5Xhujzqpc5103168Rl59OUXusbv8ej+7cs3edNlsrCdo4Zuck/CkhCBEKzxZfAqnQ6mDdLPR0MDQlNP0jdIa8LXJsLiktusdLUIdkjEZKm6fXAZ1P+dBLm2dXB0trI5Yr0Bd0N1/Z41elTJcLkwl1/Snk8evyRdmvl3mW6xITaUsPap/k6XQHBaqBDtnIfV+g0Fpx1pejSUQqyFGAND2RlLXy0GhN5PhKGSVkuw17JSVdD1jERhGg2UoQhZhew0glMKhCGgeUDX0RLHag0kVQQdmvMZCeeBGiPzoCZf8kgNlaKZUoVSredRrAOBSlxN56TWfDN76X9pUsfl6X6Fkik6k48LlUKMioZCFCtr17yHskA9EUNkjEJSRXVmrZn7OVi9TDkRiyAHq8Qbz4ZuGooQamR4KsaIQyUXo4IJI+SklFF7NV0IFXmohNXPSlJ0MpmnY0CisK8jUiq1KGuAuUZCCcgpolkIOROrUkUoIsgM6V46ZeaggUEiu0EpU3ZE8kisiVAEJTGPe9YEiy7UmkjF5iWIUbDUpXYozR/eY+Viz7PpxHpJQ+qo2kbR0Jo6YmhRE20XNnKzFxyo0Ld8gwN/41wJLaDQKOyEljQ180Lsu00o2J+uR7YxNtusKyQr4+ORjeI2qHhlQ0umEnycrXeRy8GtOtwDFn5r+8o2BuUShdvBTm06aENWesVaU/pd9gY2wwp6FUg31NtzN6HZ5tRlSohdnvb1VGwdpa1v8LVrtkTd7l8bbdOGFG12lMlfwQJbzaYP2zx0hOv3sNsEamjfbzJZizXlrSGhKeH9ZQkiXY9oCAZRqtXbHnh1rqqpxyxINL+gab4KHZDTKzkBpHqVEabLVLyFRLWkTBiMYhalDlt6e1U3Z10fxaoGcnGK2EabG6JVIZiINoCRSLEqaLBKA1WjkB0GQuvZ5dXhkv31EAjD5FvOwGQ4ECBWRwMHW9OopmOj2LrVWLqd1exEAesTVoOd/5iNt741b29+UVQITgU2KBIVKQ7CUixQKhUd3HfzPi0FTAdUe0Yv/CAku4fZbAVSoSYPGmPjtgIMIUfbF5XklbTSwdTmM222+B/eY43Pv723ySK3w32X42u/+cgXdm83ZOz13vvS9/52X7Mf+uuN0qxVrvZz2YCC3jejVydBi1dsV7MHL75LLt9+aa/4i8JmP7qN1MVkt3E85tGq9zs4sz33Fg+xBNfFfDQgnbSdUrs5ap+x56/9+9qr7peD+SFtxF6poh2gKQT/TnEEfcPY2xwoeGxAu3HnVVs0O7kZpRud52ateyK1f7/0eTcxWf3eoX/Gvvc7xEG6Bdi+r1kyllQw1eL9IZrqENObj6s9LvRa3w7NSWy0RRdvRy4SNeHxLWj7oW6v99caiNbtcYqrDQfpXuwj+7k93TevR1SovfS+74xvfOJyMzfdqpevXhy/8LufV9gaUF5O2TbmR7Kh2za2nvrove3ZLz7rAOONgqvyaE2ljWcDUm/f2gAZ2060v4VmYV+saRcKbIwqLlsf+W3f7RpSYBpMXwJMKbKLA3c8Z84HdudrrsKepczMHIlyRY1vOYeVs1yTqvJiUW6ZuH/yAXRmN1QkR754FzlroYYvCLUwvkmQrlmn5+iwMsmOECO7GpiWwDy94sPTZyzDW4j3yJyQU6KMiWUMHCXxYT9wiGem9Z6Uz+zrHYkHTqEwDoH7w8AyRY7BGBrC+UzkzMN1Ya2V24cPrERyhBiFQV+S6jWn4UQ5rBDPsDuiGdL9gd3rG25++YxnV3s+fiLs3lXKw0JdFsKUkbBSP5yYdeXzOZNFoe4ZNfIknpFQKMtTFiLXX92S7s+U5Zq7ZNSloyzUc0De75kY0KeZ3RMhPRHiKEjIzGvhvBSKrjx/iCzzwJP9jmWn6NWJOS2Ul++pEijLx0Di5uqBoSolCKcsTMcdUUaOtXIKlakoH5eVchbyMfLufuBXHwbe13u0nljqiTzdUWW2ipVaGNMHJs1MWhioVL29kKd/+PrOSYit9MclXWvw2M9ZSwxsxvkWKF1plApm824VEH7z/n5tSmF7gS1Y5t/nfRqaEaSXJY9qB7of4HDxMbhwAIILNDda+7iTi4DmxDRlavevvXGTHW7pz9kC181xqjQ0qvQkwwWKSZowEUSMx7UZ6qIbMqFZ5f01QJ2n2wK4la0CZEOD9XJKac/oDoEOm8Oh7d9Yxp/q1dItGG3KtlE+SOOldgoYNBoyQM3grDUSgiLBjFiRnZcVL/b8wXO+OrOtyO+/cjXEZ3KePpnMUImO/NHV+iOYcPdytKqI906AZH0IOCPl3oKn0WgQdJ28l4Eh9jStiFpTNBGBcbSx1hnUDWbB5rcGo50owTyH1Y0wDVSNqCQDgVmTAPtYqI5ECdbDIoAMRj9Rz7YOEszBHGiN5cT+lGnTa7oV/ZHEfWSrRghBbN6j86UXgcX3WXOOgxlQ7Sx7GAUZ2gmzKgYtbb3MEAtqjJN1CZaECMX53QOIOR7aqxkqhExJznmY3ZFvQfP1nq6kRSiyolLRZE3yhjlacCS48aKNPsCC6zVY3whRFwMqEIxHtnqcPKrLhmQNqXP+LmXW29V7vkbf72XwxNWC9VhwhJ7VLSDBKmEMZTL5afWm4FH877M9g/d5ia15VMANexNSITRZ4ihRb3xuwHRFQrTASrT9HDQQSrTEUsIRVNUqWIIbL8XlcDDZpjH4+heXUUeQQpXRDOVWrZG9Z0IYrNoieI8PjQQx5ziqofV7eEkEq5ZavMgqbd+Fy83mTAIdFateQRCrr3sTU4aEU/Vm2F6NI5oIHAA7O4QIaWfypdj5sYaaYs+gdNQ8yempakVZKZM5rjU8sMYTpYzkPLDcL6TjmRATKRnKLJNQLWidybVwXlZqWSnzgq5Cfn+wPhr/f1ytBNsOUEWJti49UePOl0oX69bATmnUU90qVQvEhu4IeVM9XWkIH/tFcyL9r60ksOcg2wFqiVYbg8mqphcaisnfGl2HJO8f41y+JqsECSPiqC5pchOhUWr1SuSu+9XXTN38UDSa3C9FbK6qNbVTr5hoKrDJjC5BW0LBEW6dJiQol2Xbgpq9Yh6xy1N3PFpQNbjHopHN6dTuL0k0XdYRZV6OLq2JKKHPf3e0PNipLamnzquv5hjWC+7i7xWnExgnGu06QqXendGlEEdrsKq1oHEmLgvhvLDnin18AnLkFD5A2MOnzxhqZXdaqMeF8/kOlUBmJe4Cr55FtBbex8iCcF8qJRSeHwbGq4g+XKGnHXG1/VD2E3UUuF4grMj7RHg7sTwT7p7NDGtgn67IOXOeT1QKZZ4ZZeAFT0lU4gpRCjfDTKaS71xWJ6P5qjvT63x0By8Wls8zy9uK3CS4ShzSyj4eybojn26Q+hap7xgl8CwqsS6cyy0PWfjV7Y6kKz9Yv2YYA/MPXiICT1/fkmZB3gmiI+OfC+GpUj9fqPeZ+FEk3ETWWTkvK2NRxgLDu8Lw+WJnZlT0IJRnEZ2FwETKkVenA3lR3s17aq3cL9mqLn47EDKMVytDVD4MgZnIyzeJqzfK+kQpO+UK4WpUhhtlf31iPUby8RnhXAjnwhJ2fHjynMwNZ66Z6krkSIyFUbI1+b6P5Mug6+/dZAsmlwcgQo7ei8oq+AyW7uc8rFAXqG0/t6CGI1Ib53I+u3K386Mu21u1sJVJAtWRvvGMSEHlgHXRtfOJ7Ex/hhniusUKBAjjlnwnYDzuamMzqKvnElt1RpMH6jLY+x/hfcpSO+/OGx+L21SepKgLUpaOxLRMkYMdqjW2lFA8+Dq6W2WyRYr9rFI8yLCYP9URlEa5AwnRZHYL1XRgFceNuAx3Wk00eV7Cg4jJqWfKpe8HLN4Xa0gmn9T7VIVC57zXCMV7eAWngpJgP2u2z4QE0Spf1PtNiMtibev5PeImipLHFVVhYE/ICYrNUd5N6JSYaiUFe2bJBakWlF5qZVkzaxXmMhEURmbrpbYEQkqkcWe2SD4BBbmy6mRZErIKIis6wHKj1FGID4mwRKR4knc/EMYdcVhI48JaA0sWisJSDZsVCiRV73UUEL2CIESvaE/TACqspUCphDh75bUZvyFXC+ofBnQ8MJRKqkpOQgmmm6SshHGHjNdIyIRw8vXaEwrsZq/MSzarobakx0zWynlQahCmEDvRkGiFZQ81IbsKu4WwJMJq/ppItGrZYA27SzDgzjBYPwaO1jQ7TgsahXw9mb2fbY7XIkbBmyusEBYTIelGCUOFOsNaqE8z5bpY771lQetErXvKJdUbllQKg/U8K2cxv24deQxa/D2XnE1YtAbPjp4OYWfnTWffy4FuwLivoxI9KVLcl/O+CO4zRKdq6YnW2hIUVlVtjAnVMXzuV4mgtLPvckWL6fBg521DrFvSU1Br6o1YbwO3p7ZAsNvTZrxwGVStan5ZcFog9XNX1WW9FFQW9/9Dj5+4oHR50ZKbYvInWGVta5ScqvWzqSG43WujMjO+dnMQOZufUXdoHS3phaCaqXUxKjICglXqNFupaRkV40cwhoAHlyHmKwQHbGUGVAOhJZYboKYj+SpSTzTgqZ1ZZ7Lw2E2UGdWElp3ZgKkFyL89CVHNInaCIJsjazFfzBKXiRTEkhFivfbsT0tMZFSafe5/gtnKFnwAYTQf/FEvCMEaVjpwEUUaKNED/BvlEj7PwZP+eIUeWNVBIbR+hY+ojmxP2N+C3wf/vJ8rV86NUq7pGnG+B232gutQRbrNYM2oN5CRhnaPwUfsfZOq+Hdsz9sSXI16y+RGg0x6gsZjmeYLqPstDVza/KotdmHPPdnrkn01kj/9BUsFeuEPNP+4zZfHqIjuX2eU2efeqymNsoHKiIGVZvfOvg8jhGEnnl4Lu11gkkrKhSdXI9fTxJf6Q76YD3ycz3z2YWF3/Xfsr/6eh3DLffjAFxL52/InPDlH/u37gUnvOPzk77m+gh//aOR4G/k//6uJcpo5lP8r0yK8+H/+JRI/5vX/6lPyy8zz08qUK6+zILeJdy//GW8+/SGH5e+Z1i9Jv5yZPl84P1XunsHXMfLrF4nPvnrPR/N/x815hfNCzpVfjguHGFiv9pQ48pvwgWnJ/Mnt18Q08+V/InzYVf7xP/yG+bjy8/SC5/FAWv4UHl7w7w9f88XNAz9ImY/iG+LfjDz7m0/49EPlz34Bz1/c8PyzyN155avb1+g+c/hkJp2P1F98za1W/t0UCWPg5/tX3CB8Mr4DTZzPP+PhGPnJV+8ZdeHzH/6Ur2+eMaXEq/CW9auBcvsx16Ny9VfK+UY4PxH28wfS8Q2vNfCLZcfLezj99j3j4Qk///ELys3K7U+O3JY7frv/H6jnkfr+M1IZ+bOf/C17feDfxR1355Efff1XTO9f8Nvp7/hiKvxPPhz5k+PML+6e8qsPO/6tPOEXD095Nv2aV7tfcx8eePvyDcPxwOG3LyjTmZsX/44dgat1RwiFM7/huyAyv0clRLtaRN+D8RcCRfrrblDTAiPaP2qH3ZE7Xd9vSurxN21Z4OYnXGhpNoSTCwJXi/qNu/Qx/875s8+aY2Fj3oL/DbWpF0/XEB3+/D1L74f7G4q88/f5d/Tca0cbtBEHeghHL56TNuz2nG0e5eI1z4r3xzU0wu8quC7eO6DJrsusbZtT/73aPBhK82Id+2xrN9pMSdWL15tS2eZsG/W3X1Jzf7+ABZsePek202pRJnrgvsq2NVQ6Etr+5+Wwfd/waD3shooTmtL2s6ElkpVjFw9mNmRPz+prDypvc2rGhgRHsvbMYEtmXYxBXKkJWyKij9OL/1pJf1ALOmtA1GhSGgq62TfigTpipZkJijkQPnE+zsLFKrKdcXs2a/QKHf3TEXQ+lhaUa+WG6sh6pStTafPfOiq6orW9ZWskjkTamsqrrWXhAinPBcBP/Yx5CbTPuYo1SVMtvkzfAeH06Grz2MZqpe/bIfPT2umSjEJAG7qyGy64ceCG64WBukmD9l9fC2l7tSXXbJ0ES1JJM0IcLSk4xVe0vaEo2tBkUX2Z2jp7IrUtbZNpMTqir7rSEHuu4D0Z2hpqayaHJ1fosqYlKJtj0hFgQS4MvTa1vtukBXUupLbGXn3VSmr7B9uIq/1eKbTy6vZZe7rWC8RkdENi9ubVvZLKGzwrUNXs8oI762AO1UwolVqgSqH4Z7QulFooNaMlo6VSs6B1+U7Z/8vrQrttVzM6L3/R5mXTFt/8wKO7PtK7cvlOl5M9WX+pe/Ub97j8l8vf1hvCdYcF2OXRR0yHbfeVtt/EOJgtCWFUYsH7ncTQPuJ7u3/eBZpakK0jfyuWiMZQ2upOIYqjRF1uNLl4OVV9D8jj3/uwt0aRzTb53Tnue53tc9+cQ2kZtf4c7jS1d7rt0VF7JgAvrJi+Qhf/7pmhb3zbt18G7jXagtWr6jpVocu8kAuSBa1KCbAG64OgogxuD4SqDBVLxquh9QFiWoghoGWyAKQ7c8NOMUa24LFo40yu0nS1BSzsuSMyQDwoYSdoUgssJNMtKjOFylwq1tvl5DblQqASs02s9ZTBaAJCMJBBCSSiUSRFpUa1QGgcUUkOlinUMNv+ZqBKYNVKrRCyNW8NYSRWIa4GgBiXgITAYGBcVh3MfDiCBIWcLDE2JzREHLxMEov1xlFIu0qusGYh50otK7Gq4Q0Ua4hbIU5YfBxbo7yeCdmd6gBjMOsrziOUQJkLRSuZTKaYfggW5GIWs3MCEAohLoRSCEurAvU9nguWZNsZ7eYfvcKjs68X//29Z063M2ZA/faeCzvlkWFzacC6rNeGzvdAkdYNiKPb/Uyua79Vv49cfN/li013e5CnyUqTb832a7rcKRcdSNBs0G6/R5N7W3b1wmbVNvboyXcDvFjyVi6mzOe09d5qVCFNpj+S2T6h6v6A9yLYAEZuo3c7bbMAH9m9l3JQW3DN7r/BYprgbxZGsxFdP1zqIjyJ9M2xuk7eAriPn/lbL8H2q4J2sIr1RqCq9X5S75tWDeEvWS1ZUumBoq3XgvkK4kE+osnAUqOFcj0xRa1oMAtd1KqkZTU/t6ZKXA2lL606U7TbOFLb99m0SWmwNT8/0X1Qt2XaNk2+hUMDAwTr/xBTIERMr6rxzlvQeDAZGQbCMECKFGM6Jfoec1OJWnwtvC+dUZpFo43CEKJmUvoaun0uzcaShITJAtm+/iFab44axY+N+5c52XYJtdsQoljlhwq1neEabHBSkdjOtPq2luZOgIpVdVXvsVETtAIrt83FzacmUVoF0YXZ/gevBlDYvM+2Txsksdlm2/mUZnU3OeQ+usg2gkf37GPwk9gDJQPNXzdR1Kq8Wr+yyzhB3T6PNcxtILNvosTb+/VR/GMbm4nMx/aIPZv0GE7vQyEm37onIA4q6kFWNkPpUtZL/6YtjqDi9lOLRVzOCrbgcilHqk+vybcWEWpy6DK/pK3izql6erC5M0M0q1z87xcMBBeVGPb6ltyyj3olhw4231p4FJlygMwjpP8fvEKXnm01FazXiooxnBUbb5Bg1aiqvQKoN0rngg+go2NaOsbn7tIAvtjDbc4fNXKmnf+LFWlv7/vI9Yy2OWqqW11ft/UDvnHvHn9rA+gJt0u90OJnl//e9M7l+2z+Huu4FpfSC73ez48DdZt/aiNrvqif7Uvd15/Z5q69Y7vnNkfSP8vj13x09rh+n1YBffmOC/lglU8O2ricP7akY3vi76hFLy6hjIk6VqJmBoW67llJ7MMdz6c7Qt5xXAc0J6YSWUthKCdimSAnBoWbfTBw8pjJKnx4LZzuA8elUkWJz5MB+F4LoQr53UCugVPJVFV2a+CZCu9fFk7TwtNh4UWYOaXCbYRJFp4zU/LI+fiMSQK3z68J08x4J6QzyHDNLgzEsoDAuE6EqrzJV0RGjvOZWVbmZeS8JN7e37DqFS/yzF7ek+SBkZmBHZGJOGbi9R3nceZLFUpRDrlSSmFXCwWlDBEWKOczoivXaUHzyMPphxQd+NGcSavwZTyxRhjyyFRvCHlAFukAw3QcSfd75JWQnwBTYZCCsCPLFSHsuI4ju7ig6QQhEusdtaoBhgReXWWIgcNDYKgD64sRkZXzvXAuSg0nJNyx5DPHvHIMwmk3GAOEnCkhscTAQ8ykuGeVjOjZbIswkVk4zatRxTk7Rg5naijftsm+RyVEkw19U3vGT5yTsmfGrVM76hxtjdjY0X9N2LeqgaaU2+GFi4PfDGO5MIIvP9cP4IpSPEgmm89xKZTcSumMBw2g4EqluuAJLWDXg4st2dKcgejGoD1/kJFmHPSAR0tQNIe9l7Vd+gktCSOgxvmotV4oBiurN0E0+ipYAKbKpbOwLdBmRFUMJt7m1J5DJVysY1P8zsXXki3NOWgZ5/bMuGMXWlmlOwxtnYJxhZvytZFVSaa+g3E+tkZenQvzj1xxeUAIBCZDU0RDymuthm4kuJ4y466WgNbknKhAEEN6ZYE8IER0aPQfyXIV2tCvoz0bJ1NX2c2PNlnBkLlxFCQm6mk23v2ksMP84CJmHHeaJXVjJFu58FigGnJepTmGIGmgOR3i62i2lBs5MjiaxHhnZRyRGMgpU2Ih5AlZR0RmhDNalLIaUj8UoQVpBCHKSEUoLbhcbF0IZxBroKUqnUVIRc3RKtmeT0CGwdYd43w0vmGl1kpgQfQOzU7HgyFQLcDoDb/qle1tR8bHMoAGyjrYaU0rJVRH2kRYFV1tXjUYIlEm26NVBXEO5y0BsVLkaHtkNaNS5ED4hiL/Y5e0Bt3lChh61YFxtzeZESFNaJyQejJUY1RDubiBKGIVD+ooDKtwGg0Fpd4orQVrgvODphaYNy7ZoCBF7fdBXc62slFBkiUhzNmMnnNSNGQDfEhFg1flqAc4FuNmFaez0unKCkrKe9AZzTvQ0eWPWKVyAdXRm6tnmLKjKjPUgmRDvyIWjCMYR7VRPakFu3RzEIxroAWvhVZ+ooygyfZv9d4WAUdzJqtyygphtZ4Wsgc5gFZk8QREnB1x5PsYLKDD1OW9ydcZwkLQwRCRywDZDKqcIpGFKEeECWFv50EMpVqzI/pSQUuFc0VzoejthdP4Hfdb+0twqV7oRjctsYVTXnV5bJ6oNH1z4eCa4+J0X00ONSO+2cyO5GrxL6O3Et+XlY70csqAzXA2dC1i1YgGymkGr3S/A6H3YmmUDME5wlNMRm2RRiQkYhoIMRKiECK9tNyqNqIHjjypWFeqVCrVGFoWk/MlrpYsLVjwMSfb45r9pyOjHpV1bzZFq7zpyT1pRBkRgtEKVpqObQnkhgNt59j+3lM70ubQxxQ2FJdVOeCfbkinngLenC1fY6PZU0dZXjiPvTHpd99tOQ/UEJkZqBq4DplxOqEkqJH9SRmPlYdJOe4G5ilzHD8wjoGnaU9cheHhSCWwaqJIorzYI7KyD/eIRJbjQFmVXFaIlVcfV+KkPJTEeqyI3kJaqQ7YHsaRlBIlX5PXK8KThfHThSKJKAEJJ4p+oIRMXWdWTdye9uzDzPPhHcTKMCmikeHDDVET4ZCoSbibImsUxjIRc+AQE4MoD/sjMwt195Q6XVG1sNRCno4suweGlAjjU+az8OH9yrAI1/dPqURu0p6hZsa5EKIS444QAtdHgRK4LzuyBqZfnIixUK535DEiXyTiEhj3M+O0MD4JDFeR9KySrgrr68Td5wPIA3r1hrEMHMo1dc3MD2dqCuw+GqhRyCLUkllOX1Nz5vx8T0wDL/cHhhBhuaHkyPn9kUUX4vU9ZZ/JCqsoegrwNhjt00FI6cTVcGI9CuEsxIg11KZQjzMqe9Lwmdu8f+zaQz8FdPsJClq36iJXCBiawlC79qWeYNaI1OHCTy/A6r5ENL8gPrAd3tBYQNxmaT6K28Ei3n3YUORkR0c2AIiA2c7FVZnb0CFAD2BugWD1AJuo94rrvFfRkw3J9G4wUIQ47VxPIOYCOW9BDhnRsEPqAg353SkGsz1iNf0luEypTlVZHAwlTe4Hn1/j51ZWIJv+SmbLEL1CpAg9SdEqZfv6gAlVQdq6t2YHHkDvsioEp7c5ga5IHHEuMhtjr8COpsu1uJ/Rfl98nA766L7ed5dt3iyAMlifmLDckOpIWd6h+YE0B0IOhBwhB6vuHFZqGclhhxRhzIAmsxdiJIyJMFTqdItq5Hz/xMKP12eIhbpbzC+5G2GNhAenm7ou1EMmPqzI6lUiEumtUXIgLNbDKQhevey6cbRqV90tTdXbHlYDphySzc1aLYAaw0hIA0PaE8NAyIIURYP1rwsyGQXTFIhTJIdCDQtRYB8Gw+TrQKnKnDKqhaoLtcAyT6gqYzRdG6ZAVSjVA525QDYdbRXnBzRNaFmocSFKZZCCRqXGRFkq+eQVM+EaJaO7O9etgtTAeDYNd5RKVRgWS17oUGCsHXyQV2ARdEgwDKRVGG9B9Zpad2g+U5cTOhXr2RawPmcavMk1VMtaG93Ut+ywWsf+XrvMl+o+rVryR6XSGkvTgq5asb4Mo8csrBJL1FHirfqgNwi/1PkB4cbeL0dEKkEPiA5UmUymNTAW0KmHtZpckT2t14p5X25vN7BFyPbJ1gOzgd68WrMnGbwaTLpM9Vnwnpgx2F4zc2brWNWKn4VAqB4XCtnjGRa3qS0g7Y3CKSbXqxl1m5fscROVPap7RK3SyHy/1cAEwSrJpdqerZKbhAAGWt+iFruqWI9CqVZpZOUm6jZeoMpA9ep0oaD6AJwRrgjsrD2lgOiC6AxMVL0hcCLoB5+7bHNRDSzVeP//6KXeb42MYn0fNQhSR2oeCItVUsUYkBDJuVBKJZdCqdV6TuGVarbgHp9RY2vAe8CoGgILr7Q3VBqXCWTroZQQXW1ftD4MrXccQqdibE2vZQVJqO7MR5CVoAYe2foLbUnnFldsMbOgLd5o+kDDgFnurqdbryOneN4SPS35ZXaHARUdoCDNRx/d93Ed1E+/+6ahxd+Cnz+zP8Qr/Vpsr5/TVq8ikRAGWtXTltSxcVuy1p6nNpCSug8lbb7bdw6Ph0YDHTTaKwdhqvsRVK+qMJAPqAN07LPfp2pag3C62nG+UsbjA9dr4fThM06a+EH6b/nZR//A+6//C/7u4a94MdzwLH1keid/4MndjqfvKj99MfJfToHb/co/HBaObwf+P//1QMmBdTjDczj/sx8wIMS7Snwzc/ffDqwlML9YSdOZT9eJH6D8zV99SZlO/PX0S/46fc3/8eaaf3V94H+2e8u/kN9wd/tT3v7iCb8crvl//4v/hBe3D/z8779iTBP7m1cM+Y6b+39LKQG5E471wL9cfs6S4frzv4F4ZHnzhNN55F+vP6aOV/wXV3/PT8a/5UW947CeucmfcCU/Rp79O8Jf/Xt+vRT+1Zz500Pin8mZSRZiKDwk4av9nnI+Mn94zyjv+Z9O/8BDfcr/44ufM5Zn/C9uV57Lwv0P/44PuyPj/oZdfc5hXsnnM7lcsejA4e0zprtn3P1g5O1PBm4ebrm5/0ApO+54wWEI/PPrRIhvSPU1UT/A/ZlF93x9/zHjNPFfvqikpfLuw0geD3z5lz+gTGe++u/uOH9YyVf/iOzg+Ns73t3N/PLTZ5w/esp6fE+6e0O8iYSXkbfxhn8cfsjz+Q0/OP4jA7dM1284rolfv554GQb+ydUBphN34wM5Lt+6z757Y+puDG5q+ndya8JFEOTSwZftc48OlPT7aH+x/bh848XPxzB+QLfggf/7MSLx4s2/+wjt4b6R6d/G5f+n8fxtKOT29K3kEBo/a8uKPubm0z429WCFlUr1iTPl24QRzfB8PA9b0ANaaWF73zaHlwEW/+72xZdz0+9/OUG/T0p983dtnSxI08fgCm5Dn7bsu9ACJ1u9yh839/pztntcVAVo+29HJGh3EhvS5bIexkreGrLpgg+yOVuXS2/ep/+sF7+nf2/fgh6wsilWGuUT1RSktnVqT2QbycbuQ2jlgr14omXRm7HnpbudGiRgpcTiQXhwGmFTfuqlfxqwkttWrdEqQi5PW08ItiDmhoIXpIPie0K9BRI6sk59mdUdcTNq7FtCX6stSADOp9A2b5/4vqqtpFHNODHUJhfBU3ea1WXSoyBs3Z7B7/oY2fNdr3YqHZVHx3X4M6kbWwVp5LQX6B7xvdGSpR0h8U2kUUMjGlQNuXjd4iLtCew5paExRfv8GvCoyZrNQLcqE+NbJtY+d6JYsKBWN7JAY2s4ZqjmqhGqU5ypINGzEDW5k+L7Kmh/FAvU+J6Sylad4I/b/iv+cF0+tX3QZGRDidYL48nn8RJB1f9y6ehpv58Fwp1+rAQ7Pw1R1SubfD1bgEQxp6V4kszLcc0RayhST0KUYs4NxZylrI78LnwvHmsuxfKGqvudq50XuZizi7eptr0hj+Viv5/LPdc9vZrgmzqhrcs3dUOP7jXZezGWR+P0H22N5UIPhtB/hhDtT4zEmCwJkYyaJwQP9PVeM9GDWNkrHBTR4gEEm8DgFExVK9TgDp6DAbhI2UubrAv91x/jYr50m5ZvquFLC+ib07bN3eXUXM5ROxC6bVm+ua83fb+BxC9Hs93v+1bdANYYsRdTqAWHwv+XtX95tiRJ0juxn6qZu5/HvXEjI/JVWVWN6hcaaAAjnCFlZBYkRUZmwT+SK+4p3HBHEa4oQoEIiZlpzgADTDeqga6qrKrMjIyI+zgPdzNTLlTNz7lRj8yEwFMiI+655/hxN1fT56ef4gX7qs4eM5lTfIwS/HaOLLfmyFizwFmJ61lVp6eoJYYRSnShaQr9lTASzZz6IQ3m3YFeZ/LvF6FZgXrwpMXg1AIjijZDWSgWwTUNTYaq20ZPVvh32KhOoxKDCduYsEGpB4JLXL0DgUzNlVkk5vAGYpkWM5WFtiitGiIVH3mZaaoMuZFqo1pyUN/sch7U5ixJKU2Zm3mieE5exy7Ni7/VoAQqWKsXIFNFhsQwCS0707ShVFOaNVptTkdoTm+UAnFdR1fNjAaj08+YedLPEqQqZBPMlLllp4tbAAmay+wUGWqeKK2qTkmZBCaF1mhnT8ZM0rDvTJ4EuMG6kF32VUfKXvaKcZmj1H0uu/J9rzeXXt67ojm57N9nOvHK942g/bL3ewKRy/euP36wn6Rfh//OQpddaBFwcAAGgUZf7XnItETx1X+XVt/BTx4D5+3idxrKOrhTwxbi+n3d7890ttEL0xe87eowXa3BlTF+dptX9uLaL7sqpsvV/y/nuLJDEj69waV4He+hPrPN/mji3Ov76uX3fT1+Ry9+96Hq39lBVdoKWpx2xkS9CzhbT0lhKrSm4X9Xf07JfdoWKEIHf3Q0sfv2gtKxcdKL9MIqv5EV8stXgyHWtjnwwgeIGz7A9Yq2ZgUHXPyT1d20bpckRExIASjyIn7G5ywlb2RV73o2dToZIa+fyyKIOqmJz66IxyqNpF2leheFpOTrIyPQVgowk6BFVJz6B8MT6HXVyT7IONau02Q2QYNi0k8QyUWDViKmWccGhF+pzbtG+rp01bHu8S6PgpBpVbAKrUWntritEGHt/XOQm62qQpN8L1lbfXSuVU7v0PxAt6xJw65aLnvxOcNB33uRXF0/f42ZvuhB61u7+3xylTsQwY349SZ/5s1c5IoP3tbfsvqwV+jvFXwIFz/dVtn3vyWS2BZb+6JzfGtqNEfL5dmJrTL93He66Pj1qlc9EnmEdXGu9MnV2vlrdrWmUdRd72vdpHFe/9w1kHWdkdg/FzrKelHk2kb057NK/e+sOj1ZTQdB/tHD77fr9L4sFsWZWiPJbYaoeMd2azTzWXdmDiTteZnn4t3vtcvztYwE8OmZUf1wfwjPc3fXtr4L1wUw1WXlWfwn138T4ISLTvXX4Bm1WT9/tx2RB3FQaigGub7yoEpfr5NY0w82+yp/1zJ0/fqHu7H/Xq5+1ot/0PfiqrAu57xEtrLW+6+/4WLDPzyuvssu63a99hdpaZdXVtP+nQL3/NsiHutYhQXPD7RNQnNCHw09FCRnJO1JrZBlYauVF+nATiC3HeOc2DxuWI6JKomWhXHbkEHQd5lsQtaKDoae1etCpSGjIUlIqmzrgZtzJS1nGsY0N16oy/k3rdHmwvg0s5kS+5TZnBv5fmbajNzc7BlyZbedqLNxOhRKW6i7R5YES6tui06NdK6ML87YqGxHYTeOyDyyaY3cCmYPjEmYdjfcM2PzyQFzS0JbZUoPnCXTyoi0ShoNRWm2o7QdS81IFQ5W2UglD41pgpPsqHUD5yNjKRRVKo3t9sxLeWIZCg91pHKi6Rkjk2zDVI0Xi1uZsnXg8yJPLFuwwWgpcWo3ZMuUzSPVDOxEaQtlLJRd4WFXkE3FOLFZZup45OkWZHOGvCC5obmxaY10ErZH4B7a1JhvG/Us6JyoSXmYDDYwbzI1t++QsB9Cx7RWKiPhviY6LqkyB7rk9X3W27CeBQfxg123L8b/rXOwxYWHl9fbPlfaF9pV0tMQyZgN9O6ES0WxX3t4Gasy/PDeYB1iTH2mKNctn3IolihySHAMroZouBQoAnV1KWII7vYsdG1pXFX4zVspVwqjtuBJs44A8DVrgWR2XvYGojgHYg1OukA9o6xJXOtFEEdr2drm1pEBvSAQzynmbXSFagQCyxyyKLaAXKG3zAMmS+uIYTpXuKq/UleFG6gK+26xExswgarhgZsG1CDQVuWE1BK8lxLF9IqkhqSIDprfl+gUtqkXSJo72xR/bemJZkeukbaO4B9OIBWbkyNvaqH2Fkx1hDsmWFpgKJFMqEg9Y8sBGEA2gaDtdErnCHQ8GW/lDOYdAYI6ckwF3RZP0pQTNB8AKlWRLMggpDkzLDEvIC+OotG9o6LEsNRoudAQimVsSZSnjctTOiIYLbs81eoOk3J2Wc17hIzMC5waxEwI09mTS5Hr78GJlorWMyaFFpQDSaNDojrnq1P+KgzjGrQYjVRj2FqOvZMOIAu23EJ1JKuN5gh8U6Qm9CnTpKKpghWsLu7o9/Za3boMaTjCUvk9u/4PHJEcw1B7xLunNgRBLt5t5fcqPHmrvzi3sZiQZoFBkSmCydqdqnBIevEy6CNScCXbGDqjeMeVSnWkig6ud0ZDsuFcoOD8sy4rpOiSSFFUq4JYxtrOuU1TL9CJ+9A+ETGoMNva4dFsg1lC6hZro3PSmiD2DuwA9Qaro7e614bJCfICKaFDdtlIZ99TpfhebxGMx6DBS8t4zKKxswsTcZ99j2rYkJT8/E2QdWh5PKnVJp1DXxbX/TWBVVp13WUzYILqjCdLuvqKtW+FatXx6arY7J11PoxbEVvQVrk0NV+CEjtVaFDPrletB88/6OjBVBRLtYTuT/68OiVDt330YDVjIZe9WItWLsFtd0t9toAHrpHswVFokf1dE2YeNGQ6gla0o1I7GqnvMz9vXP3V/yWKZVfJuuzdXGkYUVWGlFFNpGmHpMwwTFGIGJCUUWmeMOgdfPisHWuFVmZaq7RSaOrzT5o1SlO3gXXCtGLpSOcZtyY0565z+0XroF/WYmBPmiKsoIH+cqyZ9t+Hb2CRbJU+oHoNpOgf9KW+ZgyI7IFEYOAF3E4RGJ+Ls/eW7J76unqg8SWuE39IYKFm7Eoh0UgGswh2B8tW0bdb9GlDfV1ZNg2rE1onhjozljPNjhzqA8qOlD5yHa6ua6Y2UM7Gu293NK3kjx8RbYy7G6Qmng476lGpm0fIjfyxkoaBdjTaAkfZUGTLWL5hOH3Lsv+MR/2c7aB8MibsQbFaeD/D6WmEjfLiFUwm5IPTDp3LDW1QTl9467x9fe80aR9/hO2U898W5F64bQPJlO0mM07wbSkcD48MMjPKQq4DmRfUR+P8vkJu7DeF7TDw8WbHMizw8i31DA+HAa3C/kFoyXjcQRmNx2peEKsnhnZmeG/slwG5PSPbwsJIXTJmZywvlCKURRj3ic9/JhzSyPvhjnJOvKkTqSwMy5HW4HA/k0x5cZ5omnj3+Q3LVJnuGpYa99+e0bkxbZS8GbidK0M13suGd8vI5mFiWkZs8xb787fo/Q367gVan0jLgZa2lE9uYBBkbzCP1DeJ3ITP9Jt1SOEfPDrKtJ0vIisWPraj9U00bKAndVycC6Kz8+F1ar204Eo1EJOWoDWsxjDGPK5JGUFcnwmQxjh3w3mpXbeaFai9k1Y9QRx22Xo3txC/62kGLxiYxCy0vHE90GIvD44Al7z13ycvKmkU2kQHf11zFCKeEDk5Grdt3E8wcR73skA1jKm7M9CKF64wT94bnlxqjTXpLZP74mv8E4CbfAZKqLir5IWZo/eD4g4jihzwLNm45vYudncFHGmg3Dq9Z+8Itg2O+F5A5ohLzOWije4nZ+8Mpgz+jIfFi8dt49fdcqz5dwex/RAxttlQhdYK1hp6nGEW2s2GNtww7xaqLtw0YdOc873ZBq0zw/Lk3Qc30KrSTp7MT9rcrVrchgzpAQzqyRX7oLuIlx6wXKiWaL2TcBaYBNt52MYJmg5UGRE9Ium9U7vlLUTnj6VGHRz9bqcJqUI+xzpM3u3dcgMVpnSDqmCbDQwZKRlrCd1V0gA9QT3UkaGOmCyYLiRgsIFmmcVGrApLAbXGZDONQq1+V+nFgJogj7dQK2Jfud9mjret4wBDQm1BOHuS5LSg80CaM00aZxWnjFsqmjI67qKj9Og+jH1EK5XTwyOSjOnOICuSd2EBn6itkuuAWKK15vsj4j9Vp4dIaYvqxHxeOB0ekRFkyqSpMowLQkLNef5rp7FN1elFh++2o8/JY6AXpoyz+1Pi/lKzTIvCrlBCn7j+MRbUMtqm+IwjplvQugonPFm+g9BT9KIX+JB1D7wiBxK5FzkjstBsorEFZrCFlW6RTqsr7ueLo+G7r2Y4qh68EcCkIcweG+gLPJZ2/9ML/oIG6E/F4t8TpuM1uJ2VkrIRCPqKF9fdTmj4ZGpLFP8IUFD42P3+q11830C6K+JI/g4Ys9DNPf9ieA6jPeEdvFu3O3Zy90l6l94mCpGuQ1usl0pxoKAd4olvQQYMZ8DwGOrs3+kOOGYbXzM5glWkeQec9GS4BK0WrP7eHzwkbGjokyphQ9oJNVjmhVoSSUaE7GCFVqntRGvHiOM2GAvN5v5AuBSRcNtqzTvwMNBut8PHlA1rQd+ugGESsm/V7Wp/TqvfPgIbEJ8L2vNlRL7MY51eLIvzBvuJSua6pN4ZSHppwpp39kHIqagX/kPOVhdcEjDEuV1uLEBoJvMaHxHf5m/sOc5LEt9zWr2g4vmQHkt6Hi7u/Zr9hX69kSfrRQAjWAbwWL9HddZjD1/f9R56zjFeV0uRL4z7ldLfDVh05DhQ61LQSFiPL7/nIcCNwKDGUQeqZsowYkzkz/6M5e4Vu7TnRX5Dmkba9FPS+ZHt+T2fDQ9sd7/lZvyYQ3kFD3u++OanvN00vv3HBR0bH+0Kw70w/V83pAKbPz9gt405bTgvwm7XyHdKuxs4TAOflS/5/DcHDl9v+Z/ut3y0bfyfNk/8TxX+L6cdf3Zq/LP33/KRCP/7pPD+W+wX/56bj37MF6/+C6bthv2nf8Z8OCFvnhj0DS//6t/yOBrHr15SHhPj2/dMx8qf/fPfsP/xwL9Y/hlf1L/gfP8b5vaOX5/f8M3897y6/XO+uPnvGMovYfkPvKgb5uMtsjlxe/M/Mcue5asfMdYjL74Ymeun/P3hn/BUtphuWSj89+MbXqSZT1/uuL255d+ef8p92fMnhyOvlsJpfMM5P/Inf/pz/vl04l+d97z/zZYyzbzfntnXz7mbf8arpxNffHvP4bbw1Y8y57Fw2H/DMs6Mt18wLxv+5a//C6Sdef3F/8jEwu1vX0DJ1JeN82fG//zxgoyV3a+e+It54fjR17z908b0Zsv01YZpk5hy5idvKn/+1RNfvS/8/LcT5S8X5v/qRDtNvP7NDTUl/vvbI2lTufnkFfqftQjxTDSNjla9TgoRv3leUb3804G6smZpLh/r57zUj+3qbL/7/ZeTdjXlm/S6Us/VBuxK9/rTXbnJ1V/XV7SWH9wpl65kYuBs//l6ANP6nvhs1xxhEDXW60JntJYn41o1kuT9WrsSkaulvIoE7Arhud5TR4L3zEdPHPViw2VV+kPpOZjLOQwf0C10vsxugBwZzLPX1tXstxOo+Q9pSS6y8T2SJvKhsrT1S3rBq2tpNwSBKlhbYGEtPPWW+36ma0T6s4vv3+3X738LKx0VsA7tC/oSTKL1/uq+wphcOkDieVwvR2/BCxTICuiR/pRCfrojl4LfNfkfkifmJbUofgioN+J5gGiRyLUL6K7ncCOgFA1r3VFW0CPMy3rb1VqJuUMhPWnanZK+B7u89fvvwtAdmksPivnFXf5cr//6cziIH6DCqEafwdTXbF1bubg06xSMPrzxBx92katwMj/chusNSDzTVQdd7/1APQViw59Dos++kEh2E+g0abKitnwbdyqbtg4duyAiu37qz45VltxRMk8kY6vMSgpKCM042t/XiV7ktCGS1hJJUq70B8+dWOnPUb0QonpR23a9h/t+urIBV91NoWbd4TLWpIfXnRt96O9Fh0WbbL/G/qz65yOxsyo26c4ql7UzvEAmwor0jrZ5C2Q9LZ6nOYVVYKt9XcOh9bx8FL7/U8TsSqBkvbBnL6/r3hNAvhZX+/TZ0e3A7zvH1fmvzMD1Ov2+S3OAwR+4uVXc+zOTK7nsf6ILQhKSMn0WhKYcBYiM5gHVjGrzgJbqxTuS8/pX8OCzy1hQFRiBaQy91xwV5h0RQgcPgK2F41WvfHijRDBwvSZ/8Li2fRe/5tkirkhFruT9Wl19YA+f/dj3Rizws0fU7+P33MZ3HN1+S61OHbEIlrPD6SU5on5ncAJp5nSC4kioTgzhcyWIZwQQFB1L8nlF1ZGnKXniuRXWYnxPIHQErjZoJCrRVVANW4w6A+aJktYatSPRNYpaNqDNOwQQiaKp22YTsCH5Hu7J5VaxClWFkhyNZdnnM2iXGVXXZUWQAro4crLVFgVVB34M+FtrUI6hbpPqqD5TBkcg1gRiQj5XX7xWoFQsG1U9VG9Wsehak9QghdwbIdPNaTC6Hi/+7LWI+wV5RMeKTDOiUM1opTEO7hdI8mSVGc4ZrdA7LbWb1+Zy2izTUqJkQbIj4ASFNtJa4xLw/pGjd0D8nk6Ii/TaBQEoXbav99BVd6G0y17s77s4TJf9cXkDF8dpNTpXvzae77N29f71f1fI3LCbkWC8wMYvplDWzgdCjlgpr0Wc4kJSJEo0irOWvRARxXqrba1brsWU5vfi9HktbsUuX36tOiTs5vVarOt/AYqt71+RsXGjq5tlz3XVs3Xqx5XfQ7fpHz6fy9pfkiTX8cTzU/3uZ//TDgt/xQvs0TmHIC2BlqvlufI/IDYDawJTA2DWEey99u6WJhJAiOuK9VvwZ9zE7ZAZJMHINPPn6OOzuq/WAXhX64jrDwN3gdvlmizmKfmgGFBJQSE8eDJfPB5VFTTZWjjz//K6vBln1SqWqNUTyr5dhdQc/CCaIvzxfek21e25hT/s8nLlT0HMUrX+IPzRrgDyKPbFPrKOUZTLaTBWQJv0WWJd3jWuRYhEvH9Y+pqZ0cwwa8RCr0UyaZc9YF3nwVVRtZcY/vAhdokHfkfmnhvo37H03XKust/vw67jh+t90nj+PX3f9C+wq+9mPbes/189hSud3ecu9Q913Sa/ux/6p+X562uhlu7XEaAp6PS7Dha86CfpPrr1IkbXgRedckGrdx3RLqHEB3dzefWZ8vjg95dP9Pu4iFj/3nb1nr7GxIp9uBYffJf0ImmAJJ9RY/auGFvXz56dx5/F73HePzi6Yngec/cZGy1AfG5jxAE6a/zyYQLww++6/vmDDcj1uvd93O36lQh+aCOv1st1YhQlQl5W9P7a2RCfuxJHoe/JblzdhtrV2b1oFtSD69f7dYr0rJXH3SbKynQiFz39O50Q66MXLjSDF/m4lgz6s+i65yre8RxgX0NdiwuuIoJF4LmquKzl9Sv2XGLk+iLWd34o+9fHd/38PY5mSIOkA2kQniyxiPC57bmZBbFGSSf39UWo6gWkPGQ2OSMqHHVBmqKnHZoqaXNCx0oeCikJuiRSgXE0bDR0t6BJyNuZYaqkoZEyTPPAMG8odeDcEmpeiqmmLC1zxjjazFaM29ZY6pmDKhWhLoWaDTttaWc4tycWrdzImaSNgoKMTLmSx8KLBru5YU04mlMHj9OWYYFsM4MZI4mpZqYl0VR5n4xcYcRL0ucKmFKHLTVlar2FOrE/e7G/bYx5MM5tQpfMUiZKHdH5iWE5kybQMWNDow5n7DTCPJF2jfHWGOaZVB8wFuZhpk6NvM+UJNRmtKKkpaIlU9sOMcXp4o5wHrAlYzcpXKWKpMqkxl58qMJsxpgS22FkzImUhZwbQ5oZtDIqQc/ve3SgICLMyYESBdaG1z92fP+ZEF0xrY5jfPQD/0PC8ZVeMbWrli7zNkwhuxLtbd19Q9MLEO48eMVYkDWLGuji1QjGx68DHYukUo8zROjDS/063KtbOax714L04ULB9Ubncw1e6/C4NPjYRby6nTQ5EiUM7zqMWp5XL/2fwZOu3i6fzFYkpEEgAKJKag0NZ6rVK1Uo4okDExqd+81CqS+ozYGCcJSF0yL0uRIXI3opEHxo0Jf43Ig7ZTPrsDha1DMUOm2O9/1GYt8dKq2BdmhLtyhhnnIYr+/m3rQ8AYa0QEMEi6VaQkxoZJokpAXfYTIIlH41cAS5D5JejYb24o7/3SyHcxzGK+NIj+EYjrZiFjMHkiA8IbbQVCE5ikuKJ1lEjdYSVhNSd2jdg5xBD/gcgNvYJwVqQU9H3xLb7Nc1+GwIsdmlsPkcC0feQd75wLkkE0KG0XeKtAPaThgbTEaaCTUJ1YzSmqMGS3FU5nRyOZENiGF6dCNzTo4yz4FWrwuwIJZ878ScDUkVS7MHIq07XeKKaPC5Gh5YR9BhFhRQFrMOGsbig+4sY5ZorfibI+iweYPZhIwLMp6RxdvcVpoDCo0z1IxUn9dgOdDfTkiMcMJaopV9JKN6MP59DkctXJDIggUSU2RBqVQmjF2oNMELM0uAoMQTDsW5rCXhz7GOFz0giuUbv5/stEiiIyJCmgpK80StCJKcd1O7Pgv+/BZBmLTOm91Rn57EAg2OjoTJjX94BaJ65Jei66zVA9Yq0naYGYkJLPmQI5ljyN8NFogZZ53MWPEWyIs+kfUeLRxNY8Jpke792jRfPSsgUEFeECtrJz/JCyFiM7LMCBuErd9Ac5RnR3tiAmrOF9yARfz8MYzRdo4YrTF8V2ddB0AikZQTodqZJiH3ppdChlSKOh0T4k6ZBLWZf7heUDXle4rZM4lzzRDtQqzObbetq351G3oJZAOptgYQFvYW181cCuHeJQLr9Oeau7Svzvvls7I6/muwgK2dBV7cavj8G8GCOkSSJ/1Nh/jZv1+lD572Toc0bUk5Mw4bVDN52qB5IOURTQNZvZtLtLodseBuLo26DI70yjO1Osezz6Nx+h3y4s+tOmVNH8yX1HmkW/Okr9BR2NZbgnp8F3u+r3GXk7CxBn0AtknvbEz+vr6m6sjobpu7b9GCY9aLHLLaxZVhoA+ZjeIX0umGuAr0OtVNZX3sP6AKYQgn/Pvr4xGbGzztIN/CbkDGjN4I6RXINzM8HpE96K3RlsxpfgHzBj2M5HRmJ+8xGgca1TI6v0Qx9vdCGhI5D5gqp2WGVpnKkcSCPDo6PB0GmBPHNrKYsptv2SyZpW5YHk/MqbIMC6dx4XE7UXRgzx5axt5vkXbmtPyWlCrjcALJ6NMOGUbaJ1ssCcNJaE9GPd1T25n7zwaOt4q0HdJG0lu4Owoy7jluB6hP8P6BvOyY7CPm+ZHjcmSplYfFuxI/kh1VhIe7DSaNYXOPJSPtdyDKzbcFK9BebmnDRLl9j53P2FcbeDty/jyx3EFLRj03miTKNpFaIbV76rxQjyeSKvlFJo8Dw3xDKlDPhWTCaBMmwp1MFKm03ROmhaUo7WhoPZAynNPMeagsvYvt7kD7uDD+1hj/fqRYodh7Fp2Y0+c8SeN+WBgRhqeEnBJ2P6Jtoaa3fCeXdX3vf6cayq1n58fQLTEbZe1C8gSqtCEKYTOmZ5zWI2ZQpWPo2t4ttnW7oo5o1Q5asa6AhZ5q9YQFnqzpnmcvxFiNvZQCNRm+qsE6FFIGT67piIOQTv4Ng9tsze7DOSCE3mBHGtWLRGkCGR1xrQ3Je0h7vz7LUI7YfAh/KTkd4Oy+UyvqHOKzFyFaIJtNo2COeAeYecepc+l4J+DFEeNKb3Ul15MkjhQ1a1AXfx5a/SZiVp13PjewY/ycWe2ACVb8nI4BEDododgAjN0ZBF2809USLM7jjXhxn7nb9IjHUr/o3rL2PXSbCafZY8NkI4IwjBnJjkfVszFWcwDPo7I8ZtquYbuFNkDbTciSSKfsFGZVPR5IM02MuRo+S2ByGUnuT9RzdZ94mkCnsBeQlie0LpTTjiKTd6qqkWthqE8wZkRfobWR5ko1WKaEaCWX2cEoZ0NSIr/cQEo0BtCEvIz5dwf3ZZJsUck+5R5lECEbTrWW1X3lOrBRZSsJS5WWF+8uKAtG8JMvgj6NVCuU3Ui15k2R1tDhgOVGSRuajLTHBVta0H1WR2mLogchl0yVRh2a08PUBhtFtpm2CPXsM8vaOKLNyMsDSRq6KZHPVWe1fSyICTJs3Zeeiu+zuUJtNAnITzFSg7meWJhJrTImH8ZpWdFFscNIS0YZFxQltebUVOqxSFk2fCe9oZ1DeUwe7/edZIpZ82QwAcGSS/LVonNZVoaDnlSWiLN8+GvnezcM0QNGwtoOMPc3AG2OItfsPmJdZy9IoLUrIqc1wR9pUbAO3FkwOWOiNIaoAXsiKaXudJrHLXjc6qPYowtbnB4FgSRbhIGUjqgsZM0+c1E3mG5AnZ1BmnksapXWFg8Jm4XOm6MwlOO+T67rZos8Tgc+ek6mxTwgwQfN2xXoBcJ3WgFQFWRA00v3/cOd6oCnrgtTAJhq2ArrMUrrCeeIMyJmknh/swWjIDYhzQdRi82R8QrfWwOQaJ5/Unx+nunE9+1iXfNvLTo46Ij34s9RF4SgbexFCHwumunZwQ/BchEwTnyGApc4KGacrfHI+kOnWFtCDiOG6JRHMiA2XBUSJexPp4HzYpVFzOB5jYEePwlemBf6nAo//FwTHsP25xnd7m2MpFhce/xHL0zGvKE+J8GBFhrXG13Ra1f5lX0x73jssX/vIvIOnsidieFgDGcZ8WKtz4HShL8mvfPfYzbPeTRa9fyamM9P9VAuQJVGzAuJ+xTDrHfQ2EUUxe9PKJiU8KdGhA0+V2kOfd7PZUAHYn3/wxosj8bSlNd3H3M7bfjFmPiNCv/tv/8R/8evM/8v/Vv+f/pLfiaNPxHD6h0nXsLNHr37nKdy4qv5V4zzR9zan3OmsdVHzE6cHs9IEw7/fMeo8PqnZ1JeSLdHWBaG/VdMeebFUZge77g5/Qum8invPv0PPP2j3/Lv7xP/8KTc1Mp/YyfO2fj5cOCL9Mhn6S0Pwy3vbv4pjzZy/vY/MJWR108veLSJv0nvSWT+d7++IY/Kv26fcxpv+Nlf7thX5f4X95x/PvOvPzlwuPmP/NUnEz/69Jb9rz5iOBl35yOp/R352wfGrwu/3Rn/w13ltu759PynvM8Tv9jcsLEGy548Nm4/FV4ehL/4mzNZjPG/2lK2G/71L/c8HQZeyZ5PLHH39d+yP/6KF//sL7EXP+IfDvD1e+Pb5RPK8prPPj7w0//NE+f/+RuOf/83vNm/4Bc//ZyXe/izT15yeJN4/FdbTIT86kAaKz+7+4xkmRdf7khzoxwfmU1A79Bp4JNk7LeNV2lkdzsyPu54+4uJP5l3/OjFlseXRx5fnXjYnfl3rw5MDzN/9qOZ+z18+ZuJdqzw21+jmxs+2fwZc5v5pv6SKv8ZZ0LwTIDl6m/7nfdcKoyR3OVDxP4FOdLfdUEE/qGq3gVFfSk+/KFrvUrkrOf1b1wNf/+3XIxF/80leXMZNteHKl8G0zm6SdVRJ6YeeWgPYoS1Gno5c6AQtNs+/4f1WOyqeurHCmm+rNaK/A+jdlXh7Ut3vYrX63X9rwvi5vctYl8YufrMBZnRn7K/1RN8/p1xP+sVRCKMXlW29ey/U4X+8OjolbjHwDJxgYpFQieYk9dEjfTnapcGhnUx4vvdk1qr+UZHUve1jgKVXT+Hq/PodRHsqj1xfZOGMxhdAdYr67AOfPUZUJd17pX03tAR6DpHwDtoXbOQLJhMe9W/Smc0oKPRLHyAdUxGP2enBNLuTIVDFXCklR9+pWzpgeH12rCi1H09G16ISmFQeyI11iOoXHxwebwfwwcTssrYKr6mfkpmvI1TV0SbdwsYnmDtqBN3cFZkfpfTlcP+hxney/O+2lf9iOv1fXxxMnxvtstHr9/br23tKInAYJ0FESIQmkM7v3Ag3nqXhJh4ISISuqrRlbR2BHQPxS6XH50PJlGY7ai7vtji12MWiBLpiBTnCO9DoVtNNIkA56I0aQhaE5eZIr5fe+4G/DstEq7+rMKJCy5gf/zrRuQCsemPL4K2tcPpSi9Z319XzzhkdS2yCusaX9BqdvV9XDy7ZlEYd8fRM9+Orl9RQNKTxMr1sSKrOmf5DzxW7dFRcf1nef6O57ombup6DVeZ/9CO2gc/Xb/++/bJ9fl+z++fXVe3r1eLHaigyywIl2VVdRq36H5IGl0Qa0dEIimoWug+nyPgyErxoqZ4h54BGnRSpqEBNGbldCSxaNgnWZ+zo6O6jr9entDo1u2iXN3673mmfWjOH3rcv/N6l+3eev171nbVq3FtZvzu2l/Z+h8uagRzI0hFvQ0BFiE191/o3kYzpMTAyox3DWnGxFMSvo090GsxFDDlihqoCVoFy57csuT7Us0iN32JqExdh6kpok5thwnMBZIH1FXhHPokj+Y51+pJS08cNHIzpPqAejNF9jHX4FShGEkqOlRMoUgiS0W0kUSj00Op4nQfUlwG8qC0lkgd7Rx6TYqjvCRnSJU6EPOVXT9oZ9dSxZLSBn+Woq63mqgPaTWlFgnudqE2H3BvpfjaD44+0gFsctlPcyIhHRRMWlF2TukpSnRC+hpXqZhWL/hjWC7YVGiqtKY0gaaFxuhACjNEKtKUVp0Go4W5LfA9al49kWC/5++wFb39dhX/rpO7L/Q7Uuuvte5Tdt3YN4Kun+/e4vXevBRbr49rXfmBzuw2YdVtQWu6qsWwXRp2VSTstVxsd+qdq8kTFcnfL0N0s4adNWYvnDbxxCvefYQQxW5PdLi66ffVg4h+uR00EX5Fu56xAF0/u96xi73qOtvCcZSLR7PypK96MNbIjDX+gItPHn/7s7mOPK4f5gd2qaNC15evfMRnv/h+R0+7NnU/uV3R0dL1HgLFXdXV1RV1XVET1obIZT2/NqfTcZtkhgN3QoadqcP9MItu0I4S73Q6bnPdZqxdsJI8aVqa+0oZ1u7BeJ8qTsOaonidQIaMZkVn74zVlJ3CRL0QkHJylGlSNLm/aiSyDgw6OG3UoE5pG+CDhuvpCz5kQFpDSi+mRyI6O1hPo1PZxGjqHbXPut8l9FBjBXS0NXbx5LHPI2tO86SGZJfj0uWpVe9g0OFy0u43Q/jVuhbjrTlwz6T5uTKucxEkaGetRadF8zghMAXxPL/LoF75+v161r8vPPa+jy5d7atNjX/1/z87RbzXuj/PBx2v6+YKrbSudd+X3Te2S4fBqgIjgg4k+CW21+c7MsCEl8RsJJFxcNwl/yGr/OoKxqwkdZ/O4o/Hfa5XkOYzOugAy24nYt9w5c+a7wM3FbF+cq2TrmkoQx+uOr8/x0hMI0CO59bWNZX+22v7s77/cm7/dY/nfQizrG18Vx/rn3gmQhdbZwHOvTCIfB/d1t/TBb6tqhqzdS6kNJ8t4yAbi0/GNZqDWy5X/Pt06/U9959/j/zF/ax5o26I5fp+/Gfp14bQ5WilWJde1AmP80rfdTnsQDORfLWTrD9+rp+7d6lf7IYKrotWBQ/r7FbDQV3x3G3ttPzQ7neZquu+Wi8NWQuMIjHHThVNbncuA6tdFle6peaz6nou6xJaRM7xyqxensLvkZPeadq9Heurc70HLjLD+tx/yGEUK9QARWnNblMypKrkQ2bZZp5S5iTmo9PTSJMtDIYOkKySEZJkVG8QXTB9dHBgXFbde/HTkkAS0p2Rmnm8YU6za81oMlJ1R8mJZTCO2XhSuBN4Zca3Cm/FaMkYxkoypQ0vqAXOpxnMOJeZWSrLZvSC+rJBTMnTwKSZfdqzr5mnd0dsXjjVymNrnPLAPEGdBhi3NBFqPXuxXowZ5clGsIEtI0fx+UsN4Sgjg1RudGFMjZdqZIRlGGiD++C1QpITQxNqOTLXk39maMxz46lVlmrkKoxlYFO2FBNKOjLnkcM0sxkzc87MNjAfNtTWUDmjO2V8CUmEcZlgXjhboVBZZmFB0eKgi5RGdMpM84bd+5FcJ9rkVKLanHJ7GReGbSXdggyJVgfMCinNbgMs+by60zMr9weP71+E6K2NXfl0HtBVObnAX7hKw+kNgyW4c+CvttUIQHeQzNtFMJy/7LIRXD3IxcauV9G/2zd2p21wRXmVDDGndjAJU3xliFfD2wsA4rMTAhxL58TuAFJVC7DOiOhATm6EJYaCKbIujV9r657vGiA5P3VzVFqgmzzwcwNTA0XeWqyXRDeJLXEuBRsQytU6uaF1NAF4B4Mn8LrPcJk7EehuWH++rGtfk3ieDHiw1PAuiVhyeqtdQTpJQwvqBYYwVHNUuEeQinLy67TxIkd/6BgD2d0W/ya7wcXV78vSFtOM1oxU7y6QVrHtgmw8eUFucMq0J+8CaeLdDoyCJEPGCouD7DBDI9ElNoQz6ENe+hq3FgWplFBVGBoyBlKrgmhBckVbQqpG0vw21uvkRrlGUJS2SM+TNaBWECVPI5og34AMRg66r4GCxtA4lQsXZ2OkiQaCzl2kYkY5G/aUPMlRk3O6Ip6YSAeMhs3FaTMqMWx0DFTw7A5iSt5Sq53Td0Bq9hpAseBTXiLRmDCZQZ9cBnTr8mE59mZ0rOD8mVpiQ+XubIQTor7jtQcEi6xADMRgqNhN8SRwaygJZeN7gxOGOW1HAsGrsD7j4fsegjDEZg/0Q3NuVVQd3WPBAdmTDpZD/Tgn9+pgSqbJznVKchRJT1zI0JWZowpTCfdBJt9L2lFUUZzYZDRntCZSdYdYJK3DR0WMJMVDpD6UrgtYbmHMb8K5f+LiyCsig+tF9US7LdkHJybnP11bfAtYsUB5VU+apeHSMdAqUmbMGiX7UDRbDhFY+LA6jei/lU6VEskWG1kzyYLrFFli7brNmAPZJtCc/9iD9BaWYAw5eAiHOKhSlp5FGOMZux5tJqvcuf4qnrxJRtNAkhafMdPnD/WBu83E93caHAW5tNDv1wMAvucRRU1ql1PfD2vAYLEXImKS/lx7Abv7y+GEeozvdiyE4+LIth6kxv2t85auOgOjo6gHLs7TIGHze7EvuFZ7oU3FE8h9HyNoDGpNeURSIo0DmjJ53JDySI6OiGHckNJAyl7UT9mdeS/KCc0Wmi3U4jqx1YosA1qLFx1qY9GYAUKlVbA20ag+nDMG9XqrYS9qhl216CaMDkbadQRwXXy2tYjVi24eiKoXYEUwdR5hz3AZvSC1+hoW+0ycXseauHvQE28W+sCqy6gplBSPxJMtazD0LHPwAw4z5NGRieNnFbaVdHhCljNZblHbML83DjPIt43pXWPQRto2chuY2HBW5ZDgrI1FG7lWNsfGQOHmxw9giTZP1KYcijrt0Eun4EpvtuRzYbo5o2Ph4ePMaYLNObNdJioLDzYzHme2xwN52NGmO2YOPD4d2aQzd7s3tLThlF9Tq3B+2iPF4FiQuaGH944e5jU2DJweCrUWXr1uTJNx+Hph+Wphe2OMmzPJMjomjiKclgGtA2ovyTtheHFgODV272/RJKSpsRTl66c9rQmS3TQ96YbWFtLX90iD6fbW9fWjoAUqL1jYM925bU/bW0rdU59GTpbJagzJ4NjgaUa0MqRGlsp2mFl0w/2rEV0m9sMtuTbS/M6RvWlLAdK9o5LTRwW9g1pvmFtmOUMrC7WesDpTbA9yw/GuUmkka6TWyE9ndt/ee0t2qc6LfxZKLhz/5ESqxnSY+E5zqhffUnoyEUCCc5pEHzgPEvty9uSkNtdZ7Sb8J0/8YEskJGffczLjPNYLSMbkNl4v/n49+T6Mzl6062WhU9Zc9J1BFff/VJDs7zF1FKJEohPc1gt3gBcKRHFdpYKO2YO1cY+kTN4lJHtgJ5LRmFcmOccwcN//1nAbOyfqaaDlAjpjtQHVacQMtzMEqrI57YQ1gkor+59V53iSwmcsNdYOklVfXJCxYFG48mdivTNs1XXuu5AiXCwaOf2YK9QDDHrneqBVJZKA2uMO78g2yZAjqSziKN12wnWnxwieoOwxxfc7RIw8movVFlBleV+Yj0RBQKhLWgdO626BnNA6+LqJd8yjmdYWrB3c/h+gjQleb9xfzQ1mw36uDkL9aUY2Ak9nKI06OApVbnagW9IIKVXag2JPCdkIljOSBc0GB6UddrCH8aOKWEKXVwiQtk5/qpJRE6ZhRnPCxhcwjGwG8SKkemf+MCZSUvKwRdPAiF9yW4S2CMM4kactmhsyVOppYS5HWqks57NPJNgE6GS4Q1tlWB6xNkNzX26v7vvPuVJb5TTOVK0spzN1gYLHQaQYajpnOEy0I9h7I01npu0TVUbm5QUCNPHC7bD1OKadPJeQxhNiUJ92F19mUFrOkBvpvEXLiI33lDSTjol0ztjWsF2lyYjpnoHCMJ+9G9FGijWeykISZSe+93N5+M68sGqPi2f396Sjq+MP3qm0yiQZ7wYSHKB1RjhhMoBtWEEzCGbuExuT76PImyRcDzTc1w6CkbWDs3830YXusyCColeiQ8P6232Pi+78+qNrSsznpelKSRU+tQwYSl7jT499TSdMEmMaSJLJw+QAkvyClG6DVtA748VGWoNWjWqFpSm1LhhnrArV7nAE98H1RQ3QVqDLrWXPXVjP+LSr6xOPSzvIDwL0B00aFl3hDlZp3kWPrPpf+xyd1gnAAqEfyXDrCD7LiCXvAMdIoeOURKMDVH3miMhI73rw6zyzgvEgqKgMo8+Z+MOHsdCT8UROQoiB8BEVOd1RjffnAJXh+4Ua5xCXRbPI14jnaZDnjQAIfd4ptrjtCE4VYYxYKSgZg2+w+/vgfrbLY4AnaREbXGgrIaES3WRhPzqjtYaeluiAcOpgje4fwWO36CTq9jvshXeAFMy8sytZcrvaoiCQwBlGPN/WwXe2xkeXwp0vxhgxV5/X0osq2Ts8JKGipJS86JuVNGZEBu9+NJer2ox5htYKxXxOYWs57r0jSL04J+Kxqa2D5S1iiS5jEfvHThBTYHKZb72TsfsA0V3SI0ltVzf33Ydp5XD7FYf9wtdfblhOxp//4z1/+Xrkt7ff8n//ZObnw6fc5z/ly7yjpB15eybvz6T5a/anX/LFccsX7/6K5fwJDzd/xW9ufsu/nf5nhCOfzRWVxHl4olTh7ZeFPBo3/8We7U54+v9+wuGN8LRb0NFYdr+iprec7n/L8u4tx2TcbY1PNgd+sj1ih4E3jzs225G7H93Qlo+4OX4OzOT0LUkeMf13bGzLXy//Je+L8n+7/w2LzfzVxzN3Q+Xhlx9xOia++smveRq/4Xb6E14OH1E2R75M9xw+2XB68WM+e1f49F3hN68KX+6MunzC6/mvWfJ7vtx+yS4pf50nTk34sgh5rugvnhis8dlPCioT//7bv+acRv75q5+jrx95d/qWU5n5X7db5vqn/Dc/uudnr97yL6dv+fenez5/c+bHDwc2f/Mxj//mR3y7y/z6p5lhqezfzDwe4P/dJk73ylut7I+Fv/g3j+zuRl78+B6ZMg/bLzjnma/SL3i0M7+4H3k6DeTPGqfUOL/8Kzb5E15+9ZZPfv7I337+wL/89B0/frzjx//+c3b2Da944DQov7655dtp5B9u92z1zGc//Za5bnhzSOgy8erxNdqW75SzHzgTIhIiEv/mw7+74/pBpbT//upzFz7SflwVOFZEwQWtE/kXOsLgD1zd7zlfXG9vTZT4XVRgr8vW11fQ6ZQufNahJCMuUs2IBJJTFU1DvBYljF7RpYGUNXnvFDpCH5Js4skRp6fqhZBIFPUERld+Uf28DHeVqyvvf/dgq1NOtd/z3uuVuv4d8flejQZH1/VnYVefvW716oo0HDQRb5PsiZVofes0W8+s3h86tK2Blq9J5/bjsjaBMjdJPjTUmheYVhSg9UW/JPQ6PRB2Qc+szyr6WFZ6jo6WaFy4di+Gz2c22Lo0DsC4Mmad/6ZHmj2ZKHhQrESwRlyXGxlVQXNDs/PsKUI2b44Nm+yvC1RJVBFPvHXEBUYrXXbXstKaEOhDnL1Ftu9cW7d336oeQIahxNb7Xtvrrcbaxd4XMKtu1DWMZ1+z1UNs4WB2XSKrSD5DMJoEW0o/z9X1pX5Kf+0SOLS16LnKUDx3+a7o4tnx4Z7ozknI4LP7iWfaE7fRfrLqlo6+6N0k2l/uAhMOd38+6PqZnnB2lKU7ZGrJHeroiDCJtm+8a+YCnFauxdVf7gg96co0VtwLwdJzQhYD7FMK2XROzd70bTg9Q5MYeNzbTcWRHo6SDsep+dBLU+83FasXldSVeigb6ZR5HR35DK1psb7h/HbnbL0X49JKHwkQW2/8ytEL6xHyd0Fa6YXKvKOVrHO9trBXl44PV0OXk/cB3M85uf9TDrv6V/x7RRSx6izksk+eH7HXr/W94bIb1yxX125Xn+s9bBcLIZdntNqhaz0Y75FLgvz6vy7Ljgx29K8mRTX5n5gJ4fMgUnRBaLzeu4L6M7yECT4TJZ5xFIa1I4hVHMxwbb+7D7AaNS62teuKWOP16T5biGsf5+rPiorovk4gk8wujWar/9Efnl59/vnyytXztA+/B9bn88Gj/k8SNxFxdpwtaPUBjFobWg1mJz9MCyv1oyc7vbtBGl6kk0Y1f50ikIy8XcCMuW2xqtTi79Hc0d2+BiqQtcFotG0Q54hxNhx5NVsEsFBzojahLYalimqBVJy6oyRsdp+lanWe2BLt92fzTqa5QWsMSdiMyWkKz0aeIA0Nteb1RBq5Ne/KIJOykXbVpflphGzoVCkK5eBcqjkG1Fcc0cS5kcyQ1NChf7/QZ+xIqkgOGpCaPMFSnapHW4HZaMeKDA3dCskcklPUqU2goaMXNsSK2zhxUIc2l6EUNXGZBSTRNFEDtey86UJriSJCGRtWo1NEIevi4H6DYjBXQ7TRxgVtoCWRvrOm3/dUBxOFH2rdl+hJkr4fWmifLvOCkC77qxdgcZviG6bvo+7jcrGnfb8KXEHd3YdcC3nX1xqxgF29tu5VLzCwmkyBzq2/zqwCQseRFM0ZSQOSMzoESr3rNQXGhOQU8yuN1iIhiWLFO6qtGo3qyTxkdQl6N6OtxfveZdxpG7q/ETqjd1xadHWvOv9D/6Y7fQKRxOr+ZHfvLrquP9+rJez+zWrT2/qGZzY9uOD7uSx81PVyendZh0n2hNr3PCLH6t2LqXkzYzNSUANiAjWSc/myhpdCU+94kTUe8+UJORGcWrRaIDXxotXAJebo/oMmrwCM1XXB0d18UcGSRizZXDdEklSHXoTL63OUfo0iZPXuBi9iZDLevWbBATYMmZQTeRjRNDKYjyONpk7yMDgYIDdSTmhVLEG1xSm+iIShuD+JFSxlL4RF4jYFDqGKggZzujnKW8z90ZYsajriGcbWgWwOBNPojL7QNvtjdwyhXOK8VNe9bxGvePjiMwdSUMY2vJNMQ55qwmlYiUS7+JwdudrrMQaHJjioyyrPump/v4R1QQ23pIW6CCNvV/poPa79VS8o9Dibq73h7oJw0YvxuU5Rs7rKFz3pV3TpsjDrnl///XPfxTDW2X2rXmiXt8jlMw796f6TRDGsz/PQ6IBQpwxMmZSFlCc0Tz6HKBX3xVqitRhl1EBJkayO7oZnaajn9wWhw+zDe7l+f9+3HShyeU5r90F03/n9X5/iQ+cpBv5e68T1fXLljsnVukeM32P51ee7yAo98ljtSruyZX/s6Dbu+a2vumlVz5dYd+1GWpkKmn/n2gX3wT19eHJ+f4ZtLcQ/k6su+8KHH1pNRv8e6Tq005azzmPRKHRogG0kBlc7xat6l5f1IrquusivVZ1O2JyOu0Vnl6+DXkwKPb9Q+oXT8yXxTy57su9DYaWk7bmo6K7rM+40OrxTSuTsdGSaBj9hrUh1/w3T1S67L3IdT8T3XeVTevbpeobEZWWv/92dgzXo4LJ7Ls/1+bP/PodhcqLZzHIqzE/G7dmY5sZRjzxsDszykkFvqHLLQW4Yhyc2G4GmaJvJdcvLec/JNswbdZCAHcFmKNkpc7XQDJYqUJRBM1mV47KFc6Lu7qk6c8oHllyZOVGWCkNjnBrDtpJ3xlCV4TiShgSjoDIyziNIYxgM1UIZD0hLbE4jBx35Om85ifIX4xOaG42ZYrCMM2U7sx9gm5RGYy6FsyjnYeKYjUMqnDawDEp6mtiebkFOHIYzqok7zSTEKVdrQ46GSmN8URDNlDmz6MDNrTEOC4f6nrMdOG1/zNEmdHtmP53QeWaeC2ILYzkhR6MuA+WzLeX1LeNyYnN6oIrxeE6cq3IejfFswZrcGMuMDUYbJqooS8oUW6it0RafudcMzrLF9AUvlgf02Diy8GY68+q9oQ9DsBpUmgqnAZaBHrzBfsDmzPlo5AbDvCHX4buE7Id0QqxecCRtLpXXi7ELZbciJZVo0ll1s290b9136omr9qTV0+7n60jEMCI9qdgd2J5kWrlcA0G4+rRBKxLn9qTEteesIGMoy94xEIUEDQRy8nawlLwqn7IrnSHtUR3JQ0KTMuTB+RBlQmQMZKlXZps5OtgRxZVWz5gZtWXMKrVEC+nS3YSunqJK39eoO8Krge2Osxs0QzGZLg4znuxdz2X9AXjXRZyE1egYXBt0/87+4PTK2LWwz1dITzJGRxp3DsEa+cCePJT1DN916BKGQj3AtuzFHAfUK2JO+2DasGSrg4SMSBmwWaE6/7ZH5wo6AAXOJwewxoBHd1YVdO/fFXMmLNa9NU9waiqINr9rS86r3hS0wLAEGhwPRqZCo9KicOItxYLsfD2dExxk1HBjBh8yl7doVpKdSbUxjZmchEkTWUFHQYZKqhltjlhqAqWcKcuJUsUH5SWhjY5Eski2VqmeYF5SoDHEt+nYE8kWMec2nM4FkdkR2s1gGrAhhex4W6oRxaI1eN34UlsgOFpzcSmBOu7VvBQJysWdvSbOH63mszAc+aIgDdXm100kc2Ieg/PQVrCTn1NjHkU4fxoFoSanH2B+DdoZd+bSVZAsoN4yzqLR0SLhZOX44zpKFFIOmVo7kUbXPbmFfhnwUfVTrLVrS9PF5SL7IMuURi90tgFZslOH9Nb8HnAPCnWEMqDitCOyFr5YCwQ2LaxzJmDl4bQlR1fCxpFdefC1T2dMF6x6Z0QAt7F2gnqgFaMtvj9qrZglWvKBUalUrBnFonNAQscsnrhR9ZkZzd5Cm0P/+h4zabRinj9i9CCzXaFsYlCiMbpMtbAntRdzx/4k/T67X1n9WThtiq6Iq3YeoCXW+R7WEIenYhLINiuBQL0USkyKy14zWrUrG/lhYPN9j17Av1CO+IVfnGDrwWzoapHJ9aLN4ZgPH8QWzvu6zjehu7wXOjFH5/duQnAEj+t8ojuGKLJ4XaHb53DyxSkWVLwjTnX0va1OQ+LDpt1BTzm7rcwDwzCShoE8DmjO5DyhOpCjE8LnBAvNBpptabWQaqHVRF2EVhMlQ6sV9Oz86XVDlUqt3tUi5slTWyS6V8I5KM7zGpNjo+WXSKT0rRN2svOWrzQzHkSIjhE7eIJV7LK6F8G7erpBK2bmuvMS8ISvJP1ZxANslyDpd4sTjRUN9p0UEldHUuwnN7TkNED2sDANmTwq5b5gyxP17DI23460n27J2RPrdqjY+4LmM9PmHbkK09MWCpwOjbSt5PEIqVD0llYb+ekN2RY2xVAT5ld7FjJDVlLKkBJSlFweGZYHxncN7hulDMzLhuNrobx6wDixb41Ud8zHT5BB2YyJujTscfGt95l35myebtAiLO8LzQppUx2c/+4l9qC8mAT5HO6BewOxM1JnbmzhTk5UU4ooOmXy3YaSlfMpIbogwwOi8NFtgbbQ6j3WYDruqLbhEHvmxe7EsDlyfNxRlkx6U7FjI908IZuZF80YOHHcTpy2d2zszKadOJWZw3KGraIfZZAJDq9IVdnPCaWim69BGoucaMBgQrbEfjuSVDh/ValHI0dLeMnKPA6Mw0dkE8qxMf9qYaq37Ost80Ph9H4m3xzJX9yzyMgiN0iF7cFIahzbzJCMmyl58+IfPTpYoccGjrLt/qoF7NG7sWIfWOdR7lV63KeNAbfSAS654UWAm9iP3tUnvKPPAQJBaiBHs+9DiSStdH5pO2O2uP5MW/dVcT/ReqLAzO3rGLp4Te4Ed7ZqDAZPbo9HQbKRtqBZyDunxRk2FsMVX6Bph44OMOl8QHW5ocwjdTqyDPfUpVByoi0LBXOACW5PkQFrDezonRLlBqmuI93/9Blu5tPWcXuQ3Hb0THSrSCuYFTqdqvtknjyguC/jqEyD4Gqnz5/T3sUxXZ4vLTA39ZKYax8kD3scZ827H3o8JpdCkRvnLkcGMn9/cypCzX4f7a3nOey9YWdIH4PeCLIoNifS2LzQ10AWfz7WFqgLsri/smy3iDRSnr0r/Vf3oMKwz56E/8wT5PrUkCdxOiEgf3PETgZ3N7CZ4DbTNvh65wVaQ08VHT2hX5NR9yCTOcrdnHNeJCPjhtSE6WBoytjr19hmYLsfSCnRlg1YZj8pQxKmtCPpyJg3pDSCmj+CrccAwyiMk6fiE9DGgWXvM2WOeqKeFsbfPlKWhdPxkSqF4+sYJPz+BVTvcG1m1FSopWLvE8wzw2ZhGCpnVRYxH4E4uR8nh0oWI2tFpoSMdx4m2eyxwey2dc6CJGO4dfk4TeGbqjpF3jAj0lgOW0rNyMawzdmLd8e9N0vcgKVGWc5IEW9MbDVk02cSCIlN3pCSMAygrSHDwrNOyN9zFGJWYSDSpQO/5IT14oJplAMDwBaJxE6fioyBdPa4tedThLOLcXLkfyWH79a/3ZPcDffvG2fMGhnvdG8WrAUB1FkHVV8nUbWAZaSlgB51/3AMn3YJ99F1sWpxXR1+pal3NE7Z45JpnBjywDSNDENm2GwZJo8jUKcHsmrMtXEulbSc0PNCEfFOOyqWz+4btZCtXqReC5lLJFCrg0uqJ7wtcgwedrsNWSmFOwWXecZBObuGCWofi5yGo/4bTZ2upXeBeSd2IPTWBLs4WKOzP1hdffKVrg+j4kj91meldcArnodpMgIBAvzOuDTeY97NsCpD865bW/3CkZ7OM4rHBFJYMZGyYOLUmkJ0oROIRvEiigZzgEWnxAWSJGv+zmU/h2/rM9uwmPMXsx7WvIE4UFSEmPWgaHRTiHpBMMVMEu1xseRI7G8RSUh2YNHADmW4FOF760TzZ1Orx2CtnqjtiWZCM6XVhWLHgMCGvASowd1rt8M+z+UUj7kvWou94zY0bn8NIRxUMJKGzDAMjFNi2g6kNDAMG1ozlrNRSqG2k9NiNqM1oZprB9PocuzFy/64Wdy/F4vaRO8e9WLpJX7oUR2d3f1C+RQ5Fe9cUfexvkParg+pxt0vD2zyme2yJQ0v+bv/+MTjrx744sU/8OrmDf/0zROv79/wm03i60mZ9YayueV9e+Tr9MA/Kpnh3YH5xSNv//HfcZof+Ytfv+d0Hnnz8DltAPniHcMNyGc3pJYY/1VDTsYXnOCmws0b2Jyoc6Udd8z7keXmI769q7y7qdyz4++YydtP+IsXP2bQb/j5+T+QTgOv359J7YmxfMXREl+Wf0G1AbjnaRI++kcJmwZezGf2y4nd3W9Je+Pu4SPGd3/Gi083TPuZ+s1Emyf2pwHmxvH2Hf/w+iu0jXxuL5hK5ubhkcebt3zz2W+5bR/x6fFP2dnM2+2vyY+ZL375E/ZNqHLPkuCNfsVpyLzevUanO/Kv37C9P/Cju/fU7Yn7l6/5Xz7+jPbukZ98c2D8euDh68z244L+6C03bebPvtxzc2q8vq883SU+ennHaVd591dPYImH/+1PmJfC+NU3SBLOP/uIOhgfPRovTo0b+ZLWFj55SGws8fYXX3J4a/zr23/H+c9/RXu54eM88fp8z0dvGo/5Hb/OJ/JYGHczH2vlz8vMKd3xtfw5Zol8/prhNDA9fUyu3w0i+f5FCIG1Mtj/XhMkbkTdjbwormuU4FVoflWttqu/YxgT/jFbFb9d3nZJK139HdfT27ZXVPuH1+/XezEGhHHtiIRwxAOl01HkvfLv1BJCSkMkVCaSjuSc0KxMeWTIGZENIlM4H5VmhVrViw11iWRttIPhjqGFse5c7X6l0Q64JqOu7vfZKlzRdgAremv9bbynezLxINZat0Rio8cJq9EJ9O+69t1o29X5QwZW5Iashuq6ymvRUbAikb+PJgxnUNYEDVHYCRkzdwStUwUpl+fXQIpgJa5XetdDBEXeNoAHs/FZBG9nF5Cla/N4TrEO65CFbikE587vnIHSKQ+9EBGOE6gPRRJhjeDjfSsXoroTo+pUAWruWGYVclKGLFGECK69qqSaqKLeyswSTo24vImRgq84JXVptPCrVmRhIAtSRxsTm7O37jsdjnUkuDRQRz95Zq+FEY/7IehoLLpwjHAMLaaFd9Uh2IpMi+/VLjOX/e8FgGu0SBQiyPEdvd3Vk4kSwbE13zWXgfUXg/39jp7AjyLbtSrr/PLWd8rz+3JHzLxYgXiBhnBEV7Uol4SLRdGvy1UK59cnXK1oC7HkQ6hT103+KCyBpNAWzQtEoh2JHYnKGjeQ2opIh+CxxDB8z7RAn5h6CzZaHVGoI6aDM2ApWDWsLKg4/2hrXhxozfU4zRz9RHPdFrvWDExSmA1PNkjV546fxtC3npAl+fOmJ22IroQuLZcOBWte7LTUEZ/+/B3p2BFCdjEZ6+MWqOKcz2JoC5kLJNF6fov3rh80rJXLnuJKVH/w8YEef5aI+T1yHCiftUAR333J+YTd7cXmeNKX6+t2+co+r58N2Q19sHaHrEXsq2uLVV7P0hG6oYufoeiiAyKlq06ItSPiqisiKWlFiprLvhkSz8ev0wNybU6dlmrIRooh7hpJgj6TJLpnpO/nvoTdZtApIq/uzS73KF0OrtaOFVHdE6n2/PUrk3u9Xqt+6cY+VvCyD7gI6Gry++sdiHHlUf0QmRNgl2BItPcZWxo2+vDOKs2D+d4hl4Syc13rUEZD5urpETuT2kAqI20RbxpqCy0ZZPO5gcXQ7An+Ifbhedq6HpEU0BS3mVILWhf0rKSDUJtSLbFYY9ZCpjEqSEvUsnNawlahGmlu+Azc7PRfZUQF5nrGasMZ9ASbM00GxlslTwJnoxTXK4LriI01FglUbVJ0yMiQsHFwM6UJwZjGhrVGPS/Oy1yVYokzhkklD4081EDYGnlpcG6wqdAKQ5nZ1ESdRoqM5FbJLZJJOKexDAnagJ03SIW8GKIVmc6gjZacUk7ODlBJ6gND8wxytOiajO6gJO6vSqbWI+2wIJIY2VDmQntS2mbBJgdclOh4mJbqOIuTkQYjb4xB/7iI8QzN+6HwdZnu8nvRyaxtjhff8YKIl6u92jtMuSgtW+LfoQ+7f9N90tX4XiGMe7H3eniYrNovfpb1dH1c0HoTSvhD2ZMjMZhandHHaeUGJU2QR8jDSEpbdPTZJG5MF2raIHLjXnc7uNvQefjnADt0SowUa+r4DJyKKhyBfphx6WD1+7OIjdweOuiJ1q7ep1e6ZjUEsWb953r1GK/85T6X7RlCO55FoDt7gmX1PZ/ZtA5VvbI7q6x8f+VmIQ8eYhl2wucIz2GWkp/fuwo0ajOdruJS4JcWPkQeQmTEm17OQWuiigxCe4GDq943KMTcddeRHBttY85zXWSt34iaU8dVC9/Qz2+DzzDwN3lCzodie/IrWdArDlsYR3KCpEqREYui7pSFUTdknRjThpwGmvo8l853MgyNcWyoiXNmy4TIDaqVOmRqPsO3M9qc1hW1wIEJnEZsabRaoMZMB1FYMpwLOmr4n8nlKjcvAmbQ5B1VmgySg4muhzHXZqwYLg3fVg3L6hDFMbZtjzuqx3cmToFqi3iHSzIYekxijkRegh6s03aaJ+ZzzHPUFEhoXftk/4iMha+1vq97bQ6867+/UiKrbLm74d3DV7/E1v1WIucgV95I12m+jyT2RJ/D1AESugI/rz8TYJoOohLovsoFxx/rLj22v9BuS8Q77r91ilcv5ibN5JQYcybngc24ZRxGxs3EMI2YJkwytTZKqVitFHEq1rp4R5iPRxLQMyvrwfXe7/+MjgGhg0Fcr3Sd8zuI8vWp+AmeMUJEDsC6XVi/y678uf5U7OICdt0gDiSRtePl8r0SMQ4r8DPWMQroTqt99Tyvu/b+0LH+uuvI3l14pbP6nZpga7zcgYL9+wPE2ec8Xp1jXYruk64L30EE/Tlc/QqlU9RKAGJkjX/LczsZH3Qx1DV+lTiLiJBCRlPy3ENKUYzoRQgZUBm8MBv0r6iurnQtRg1dp6VSzX1IMcU09j8dkFkjJ4XbnNoi56Dh539oBjvwt2fVQh6jy1s1+SyU6ITIOTEMiVrdB25m3r2tsm7Fy7pe+UD9evoTXlkCrtby+vfrWVx219DMruOKiyA9O9X3OLTB7lAZtDLsBHLi4VB5U2ZebU7Y9shte+SzeeIhwdcJn9XWdpys8E4WXraFh6Uxy5GHmzfY45n9sSEnwU4j1YyczTuid4ItinwL+cHYvZ5J24U5LdTkndpyhuM2MU/KYVeYbhQW5TRnbvKW3XZLaZn72tiXwt0yk8qZPJ8pbUOb71gQajqxJGO6zTDB9JvGOBc0v0NTIb/7hOH0gsFgSIYsiXZQ9CDIyThsF07Tka0NbGzHbsjcWUO1chwLmwr5tCGLMaWZIQn7tmVbhVpmFipFFgoNcJps5gxnmHTGxsaSB+71FhZlexjRk7HMxiQN2R4ZD0Z+Em4Wr9VoVc51IGc43VRqSizbLTzNHH9zRtQowy1tEoZDYpDEIGeQEzdlYDgPvHs6Uh6eeP/ikXe7R14Oyq0MjK2QypnFZt5bZdMKkmZuOPG6PXBfM9+UAatCsyOYkGwg23eXGL53EUICTYO18Ct78aFvij4g+KLkvAOiK7NupK+Sj/3z5urUp8EDfWBRRyStQxYiKXi1neRK4a6VxE7j0B2G1QCzahe5+ntVhuHsiwiaRkSSFx0kkfKIamIaN6Sc2Y53DHkbCICBadoyjJtQSIlilaUValkoy0wpM8t8oNYzixRaBPWteVvrqpjEsJi9cHFsPsBxW0/wXoyg/9eimHEZxmZqjuC1AUdlBy/vFd+1r6g/GzP39jraQqgoRpNM5wG36+dufS2bGx+66rsMIm4sbgxChoTjd8pbmz0J653BjV7UNXvWnIhoRZOjO7DBkdHaMAawCZEzkg44+iPmZUjGRCgdAWB96MBjyGcgwAL96wPYBElTBIHBd2+LtwE2Q5ZA8q2JN29bEqloVdS8Pc95h91BB0EXHyyXNj4kdEiPJBU2Vcmm7JKQJ2G7G8lDZhoHhpzI5g34VRpVjfmw4fxknJdEYmRhQeYjVZr3I7VGnRcfWnVFb9AHHmNOJ2EGNjRPQLcWuXhHy1kF5ugQmaojzc6GI1UOLmtDoqe2ib0uIX7QO3AMdMFQH2BmQJoxKVhLHjBmkKTYfEGumDl3q8wlBNdl24oiKXsUaA2xM5gXXTBBl913ytsqTwiiGzfqbcasIAyB4gzNkzxp5cEEiBYPriSDDI6CCk5jVmTHgKihOoOKz5ZA0RLJg1RBPcmE+kDuTgHU8KKGJPM93Bzh2GxEbIk/0RUl4sGzGdTBdVvGW0bHTeg7fwYabyftYl84gl1zPDNLoe83GCPNCq0VWsu0NjrVytKorVDLTGtGKc230smwVtH6iLXGMsclZc/oyBIbWW6xtsNnhXRO/YbohObxMu4n5u2gde1OEAtOaqvhK15S6p3LutNCYTjSk6COakIvsjHM/juTS5BazT0qax5Q5cGpxvu8I/XhlFYCiZVT6Fz//h9yWO3deoQz2QOcwCuu3WpXDn3vZAp7Z8FDq7WjmEI26W+xvmUu1yhcFcPGi1MOoAWLwfAWbdCmjT6s/Cp+icAizh/OOkJQIyhJUgStW0cJjXvyMDGMWzQPMSPi6u8s5Cw+eDP5vm8GVhfqcnL+6nmh1sKcTrS6RMBSqGa0HoTUSi0LiFI1ipbBLU8UCq87pxCLWTJc6gQIYunic/SklKkn8ZD1+fROzYv74l0Wcr1Y67+Njppcz92RwkSgjdN2XCJhW79DVgRcL4B/36Mx2IPj9lKjDYpZYSlG2mxI40C6PaO7mcdZOC6wOT9xe3oA22K3NzRLLPOGpRaOnMh5w+3Na9g26jhi2ZsEpcB+foG0yrxvWILdYUBK4qHtmC2RhhnVBc7Q5sySG/W2MW/OnLcntI2Mvx0ZJ9jtGu08sJwalMaSZpgbm5MhJyP/4gBZWMbibujnB5I00nFDq5nD7shpWNiPWwYdQEYmEkkHUlrYLJm0ZOZXieXjxDA2xrMjQXkF1iZs+QRswcZ7WlOW3Y+wItT3mVYr4/hIGxfebW+QMaFPgr6F/XZm2C2cbibKNFHuE8el0Y6NocRwbEaMHcvtgk4jWna00ng6zlhR2smH0absiVKZldqU4zxS1Tg/PSBakENDjkKyLUJmP8+8GCtyC7LxmSrn2pDhTBqf0FaRuXAw4em3L6ipsAzfsj0p43FATNkcPiKPUD3P8MePHjyv+ZlKn5NiWMyMA4dKZ7ATnike6AH+866vnmAbcLL/itX3voeT+7LWgtd/DdSvkzE4wtXU/UAyKy2UeoJ+9b+1uT8pGdHR/Zfi+5jui+qRywBqRYbkVHMyOC3DkEijMuxG8jSwfTkx7DKb6ROG4ZacKlm9y66xsByV81NiOWWOh5FlVkfan4VWZmRp2DLQaJFIN0QH18fJ/F5q178t1qzPwelAogWRJQYPmz/IOlziIgs91homR/df1Xmtrc+EqPHm5h1vyOAJofAfrTsULf6oFznEvOvMLGxJBxAhOE1PD0MrBH+6yIWb/fseYqBH1+t1XLBsZBnROdO0Us+FPDbSXUZH0MnvWUxpY8O2Lm+mDQYYbmafJ/UWNAnjJ6mzM3rx72mDAC0vzj3/cPJOz3GEcUB2ioyNVBf0WJz2zBqtKst5wIaKDIWWBLLBkJA0QVNqclrWnCuiQtspOiTyjfOO59MNuXkCWJKy3W4YN5lpc0PKI1NLpJbIol6c3EDaOKVdnSHlShoqbRip2wk7z9y8KywI9599xFzOlGNF6wLH5DZ3WXzuUnpD1TNtbFQa7I5Imt2fLEoOBiVbGi0VZFHYuE/pwEijnQupCcMitARt3yIs8WHic5t8Tstc1vhUMpSNy1iSgi6NKoVlqQxkUgyEVxWyjSRuPLHzLpP2FV4tIa/ZVUw9IUkomwxFqIfdB0m/3yNjUQhQyRHlxKw3ehejF0hlTVx6zO2hSOigtqWDFL3gZGHjt/SYCRO051KaxyNN3d8Vcx9P7NZ9I+aI1wfXbVzcuDWbKs19wjZwoVuLGEYCNW2CsI378XXPSiSJMyrKkEdSSuw2O8Zh4Gb/gs205cXNHdvNlu1uYtwMVPHa23leOJ4XDqcZezwyW6HM2eOV5J6qWvRk2Bjr5fFJo4MA3QcUS2tkuQIZBb9+DIuu865n/Il0Ro52caO6Lxa5JhPDR8Xi3QDm5/SCQi/snC72xPDil4CgDAQlEB2p7ol51SXyMr0Y4HdFDK5Hr7u+fv+htr3YQuh3z5q6sx4zRfxMp5NSsCliwmAkaX0tYo6DyfpZ76oI8FcHFltnMIl8nlwDYz32kNp1dKcYc0Cg6uTXKJdiloPxfI6fRF6ig3xTcqqXlDXkzGmNhnFLSokxj2RNDIPHEJo3SBrcBTdjXhaWZXG/9DxSCsyzUcuZOUFrlWILzRq1Je+Mik4iZ2tpa34oRX7EO7x7THORN+/2CLCoevdGkokkDhpNYqgstLX4ZzHCUmji1D5iLZi8c6x9BwZEB2fMgQ3sgRdP1uu4LhaFvV9zc+bdJ1jEOawFxPCE/rjAXR2DCP9CJ4ap8eV/9Q33rxvL/5ApX2bs2z/F3v0jvtorx58I79MW1S0vp5e8Wl7xcvmW/TKzt8a7nLmvr/jF2y9IxxP78hXTeOavP/k1MgmnmzsWM775xW+QufGnu8/YbAZ+Nj4y6Zn/x9Nn/IenLf/0yzs+e7/h25ff8NXNPZ/myj+/q2y+fMHm71/w5U74+5u36C4zvPxL9uOBH43/lkUab1vidqj8tz/6kkOGv5mMdzvQHxu6wKv/58TdtxNv/sWW80tjuf2Etr2Bzyv6ulJ2bzk/PnH/zUc8vXvBi+GGz/RTiv2Ipf0J248mfvJXO74elG++ajzYxN8Uo9mR2X7DVEZef3ZHaomv6wNLynzx8mcktvz0b4TxOPNzU36rIK8r+hn8+W8GXvyHPee/n+A3hWVYqHcLX9iRf/LmKx6PR949PVFf73j/Tz/jfJ6Y3xpfc+JfpjdsbeKf1luWVPlXf+L677MvG2Md2cx/RjJj2m6R7SO/LMrTg9JKxnShvfkJev8Zux+95eXH95xv9/zDz/Ys5yP5KDzpK74+vOJr3vK+/T1aJsb/eOAwTfzDpy+5uW38Zf57drV+p5z9sE6IqyTI2s7Wnf0VNZrW93VuMwkjQEfEPzvn5ehcdh+iETo9wTpUOV7XFfrZkzas39hP/qwA8ex2JDZo1KtNeg6IlYNdAqkpiZQ6pcRIzgPjuGHMW7abDdM4Mm32jNPWhxeqMNfCXAulLCwpobNC84psq5fKuETS2h0YDaXYl/lyX329+upfV0TX9SOMgfUbiXcIl0TJSikhsQp29UQvFXxHvkeVm0Y3KD7MJ0Vr34Wr8jrgu45A3WlqMfKgcwGX37n2Dw/nSIVVC/c2WevXHV8c7eSe3+kNsOBJnAziVC9EUhc66uMindZRFUHlZcHBeeFAbJF8CtSbGUgJ+hdz6pI+tHWlFNAwwIa38kXyta9ZoNU7TZPmhqaGSiUhZCYn+UnCkIVhTIxTZjtOjCkziJHEqFIp2kgtwTJgllnS6EGszgj4kODqHNvX+6MP85IwutJlRIoHqlcIb2LGg9XqlEIpHLlGOLjFnexIGvYhin1l1/zsmogLOrcw1LZy5vgTlEBvmWrIgr9PrCClsQJ/GliNgmMLRGMU51z2EtI6Yu97HtpRP70jhtWZWB1Yh1uvMuh+Wx/S1WXH//iAtcEdr+iaaZLcUe4I+v4/iU6AQJe4PrA1R+AJ9YpZ3FMDKRaOncva6kT23GhqqCg5uH4l9l/qySKNtlx15ypNhibz5LjhBROdqHX2Fuqm1JaouVKCy1yKeGF1rlFvFlormCaag3+9NTuHzLW+FyfQS6JjXWJJOHlwtxsaa3yNV+8I9ev0fMiXXXTXuud6QNFpk8QLPl02zJInT3qRznomOmGqUfxpSAyLpxf0EB/ifq2XfsixKmmJgKHfczixfQ/Zc/vWUVeswVK9RJ9XyaW1VhEvudnstra/qqstXQMd7a3LsbpdXtZzu1yq9DNdf3foGOldQM7rmnTwgn4e/E/yn6//5NF57fuwtxY62koiCVT1gEdKoTaXlZYdpZpy0LEELZhKzHGJohEsayfNuvTXj0vWZXNReRbtXoEarrtCVj3QX+oLHjp/VT3XX2TxXNMHr11sqK3P364+2u1gv5bf9QO+61CbvZnNq5OuX1oLE6+kF0a6a8jbCqeKljN5fvJhuqPTOMlZaQZFjqjCqBtsaJx0pkmlqc9ZyGlExTiNjZqM3VMiFWEuI482sGNhTC06KYSisIzGctOoLxpyn8mPSkYZxkRpQmmG1UadKzobqRpqjfFpwbKwJKUl0P0ZkiHziNTGkgsMxhBFZiSRyAyKDxdcEtqcr5+bhLAgZSElg23QR5hT1dUoDpltY+aDgcxoLpALJ72l6cC2VHRp5MkYp0aZRuqYaBpAhsVnUqz2LiUsjViakLallZllOceAhkiYWnJJLJnWlFJGijaWeUH0zFAMrUKrGQV2qTBZpd0UTNXnZ7WG5OIF2LHBVFganI4DliuNE6kk7yZtSpaJhGCzdbr6P3z0LgdzQI+t9izk+JmO6hVN99Gsd0KsMYU901HCEF1Zc5wjujbJV3sy/ML186zFRmlhlyVduhVZIROhumqgLeNrW7c9fm+iF3vvfogFPeIVR3TqxYjMsN0w7kY2ux3juGeQyiCNJgtNCrNUpDZEEiUSITpWB2Rk51R3H4I1sUAHHEi56OXum6zGoq956JWV9oiAIXfd0+1d1/MLXvDJ8bnl8vtn5wtd9YH9WotBwGXwZqPPv+rX4KYrXrt63X958fm+92GGVqAZOjQsN/LkxfBFwndV9Xktozg7a9ezgzjVV8J9u2TIUL12FkwoulNMoZwEiiBz0JhuCw2BpcC5wG7ChuRzvNU87rPoVDbzQanNk1FVDOu+dJLweRy8Qvh0zgji3Ws6enE+HSZSHVw+VBmGiTyO5M2GPE7kRUhVGCUziJI3kPdQjn6ZmgtpWLBpoO0yZgUqzKIc9wPWhDxOMAt2XEL3xaORClqc3kgbDM7HLi353CAL17z6zpLaHFCUwJJEJ613M0gJAN5wifPMoFX3waVER2PohBrnyEMHVxVq85gpdaQxgkoCRqfcPCd0ZzhbsCezaQ2xxe2fJkyF0tH+f+SQMOiXGGqVZlaYUoAAPeZzCqg1J2HJ4xRh3Y+tA07i+w0XezX3VR1Qh59r7WwFsdEBEtK7G3T1OeJB+b5at51c9mZ8SU+y+re6HvW7KKvHIxDJYh96npI6/cwweuFhs+P25ob9ds92PzJtBhZrFBpPOdNEqQ2OaaFqiuKt+d+tdxDEt5nREfZm/U93Ort3bavKueQBwhe66pKW9Q4sXPyLr9S9rx4rEBz9vW97VYf9OVO47hJZlxifAdqIjp34tFwBY62j8Nd7CODIOuPgj8mb+60SsnKh4VkNUtxLz9P0LkH94E9fOfHfW6yMCd6h0dZVu9xzWz93+bzLmYce/bywdtlJ+Mc9Ruq7Yr1PWZ9VX17vKBg8oR/zFXJ2MO80TKQ0OC21KtNmQ84jabhB8+T0RsB8PjHPZ+ZknKWxzE7TKxiVweewVsOpjBxI22wO0WkRy3j83pfhEjP1/3f56fuk7x0HiwlxXwLehdTXMmROrrZml+FV7rsN9L9XXFQsbWfDvUh/jwO6TFzk4Tofu8Yha2DzhyTtdw8FXqWB7Vj55uMz9qMH+F9f4FD7F0gZOdycKbuFRXao7JnSjts2UVrmGKnhoxhPdeD900vyfCa1hXG459XLX6Nj4jF/ytPSOD0+UecFmz4mp5FbqWypPJYtv2kv+bOHPfpu5KTKvRW+mCuvqWyeEtuvdnx1N/MuHZmGgRteIHJmp99ySglLtwwDfP7iiccBxo2QtkbeNlJTNm/u2HydmZeBJxFk2iHDBvYzshfKXDhz4vDYeMiJm7RhL3sO3HHWV+gmsXuVGZdb9PAJxeAthtjCVJ9QCtP+CC1zOCwsqtxud0xtz823J/QdlJdw2IFMkHZgv0kMXw+kNwl5n2mvlLpVRjlwdz5S50fez+9pQ2b+eMfyPlO+rhxb4Ss9cVsEO1bKpvLV525X775q6EkovARVpt03kOB+hrdV2VjMuTvvSOdMPh8YWqEMwsOt58B1EQob7uePWTDEdmxPI6+/rdgL4zBNDJxJp3uG/6yDqa2frAu6XPbX6ux74qIHDquB6IHAVYHiYkD6OcHsUi31T7oSbOFUO9K+b3qhczBbV7SRNPdhbHq1wSN5JF7I6ImRfg9Og+N8wk4B4cOWVJLPedAcHJsDu80t4zBxd/Oa7eaGu7sX7PZbbm52bHcbpzhR4Xg+czidOR7PPD4cOJ8PPFJYlhhEVyuyLAH6cue+cXKHxHr3g0QCJvj0myfF3ECKD3WxWPnOFyfuMdsVdZIji4/+WSu+LsET33ogEoMTiWLMquNWEfGEusUsAPWmJlajZxWzs393r5yHDDRc+V+GBC58lzYUJpBGq8dIyvozlWFERWni3LdSLTpGS6DIA5GghuXiTkXR9fMOTlegBupBEIvhKRJJx+JJWtHBg5ZoQW0JLFV3nOvoLdgV2DSYGlYMKd5N0Cw4ebO5wz4VN1A1/pzcCdNp8Pl1LYZND5PPGLkZGEdl93Jg3CTubie2U+Z2HNmmzLCBPBrnuTDPlUNOPAxbhscZKyfOVlmaYC2RqmAFMoPTVLXBqXOa04L1qXXWHJ1mzYduOmLcsBTIwd7F0MzVQcsrmsPA49LZ5aFJ7vnyaIvOiFTnXRVHD7jj7QjJxRINdYoOwTsezKKe0B0Z82RVEeeKtAYthlSJYeYy4Rz5RNu9P5vv9Pbo8m6YnF0vtBQoaAOpkczsXUahf2pzVGR3rFLFB0ZPQT8zBAXN6HWpNFx2RsOHI0Yy18DRhq23bipWZg+eW3OaJDWKGGJnxGakKloHL2rl5k59A0ho2rlOzHE/sR9TFg+O8+wAT73zBHHydvlxO5HGTJKtt8AOG2QYKXWm1oVSF5ZIjp1PR0ptnOdKmxfq4wGrjSaN1gTmPa1GYGkgOP+mpRNGI3c9ViasJXeFe3FZqrfjjgbVE49mGSsjmDurvoin0E9O22S1PJOdTsNkne6BXoT0ZFzv3hM8QKL293Z+8EuxyPqMBAGSI4f8u8OuWRSuftDR2z1C/3ZebL0Ugn1JIoAGv77oTOxOp1+JhgNbPLDqttT6e/xzskYFUQxcW9R7iccHPhp9bcKOmweOHsV0++kJNEkTvfNJFHR06qU0xd9jihkQG9K4YZh2pDwwbEafFbEZvNtrs2UYJ4YxMwx5fX51WajzTFkK82lmKTP5eKAszvFcy0xtoMtCWRpVFZ3nCCbq824hcf9ipRw0W4uxfW/basHwNbhqj37+hHswyzPb6dODu/dD2G/X+56QS1cnCodIeuByPWgxAgq4+ow8f/0HiJr8xvXVfAfLCNuaGE05jMYyLEwtMxwym3tj/7ay5JH3+49Iw55h3FAX70AxjD07tGXK+R6rDbl/gmbM7xJaDdOKZEPvBMuwtEqtDaYjKS0UBioD3DxgeoRHyAewm4H2asOwgWlzJpdCXQptTLSfZsrROP+mkK2St2dHNr/KSFZu2NJEOFAprVHGHaaZbDOpFFIbUNliwwLTTC7KWJS0GzCb2N8JL8YuEyN1yiz7TD1VzqcHmhSqCoMKL7L3kH57c2SpZ5bDkVYLm99W1DLDrSFb43gPx4N4Uj8lluNMWc7kVMj6wHzXmO8qpYxMyw5rxv38SDoWpveLFyimSkvCYfG1lNvZC8Vf3aJFOOkLSDOb7YFhqnBakFJIciKXwumpMrcZSY0pGeXdkftz5TQ1Th8XkmRuZCAdG/ntSC4CQ0PGwvTqhFiiHibaWf+4jLXuUy6uY/u8mejGWhWEBPVgrV78JfZFDKN0HXYVxFwV3CRFLFGn8PWDszkAJNb3a6jI1a+V01Vgfh249+4MhTJFQjhoJcRjCo3Egxevoc+8ESYvPkwJzZm0uSFPGzb7PeNu4MXdKzb7PS9ffsJu94ItsBGjWqFa5XF34mF35OlxgzCQ0oHS3rMIlFN0gAxbpCxIefA16PQpfT5Pm6PbIHkxPYZnmjZfx+YFNIfxV9cjUUhfi7IWibZIotDCltnCWtBA8NlRgJxx717DbtVQR+4/r8jbTgspzTs3AlxCE6cmkuZ6AmPlKe8plx8ymFp8JoTf1gQNlogLnSBUqSrRHV5JJwfvpKqwM+oADIa9MigL7b56l9OUkUER2/r91ebLY7O7H0e3lbp5gUxBCbly/C9ISWjbrD6eDoKMgg2NpSjJMqONJBGGVjER2pDdl3tqCCNj+oREZlOVpAt5e09mYNi/JA0D06QM2enkhlLR2w06DWTJJEnI2GhjY7oVbnG/XorRktKGgbJNHF9nRBZSfmLTYHPO1JPx7mliSf56qWfKcYiQ5kSuRt1vaDcj5V6pJ4FzIS3VI8VIrklL2FSxrYM+DKXlRskFS0aV5PI1e9c787L6eCLQBu/a0fMDUMiaSZNAFXLzYmCTSjH3J2VISJ5gX5G5UfZC3QzeoXs/x3Z3GeRNJLubfWDXf/ewoJooItEhECne6JbUFgPipVGuZp2YJdQCpNQHTTMCBeUcPpx4XO8KLPy4BpxwL+IYKHuf/dCpgdq6L73D06Sj0GPvM4JN4Su28Nf6+eOjMnBdwJAVUDW5bOvGk8LZGLJwt7tht9nz+WefcXt7w6c/uuXFyw3bzQ3TuOVwqjydK+/uH9H3DwiZ09k7gc6nM1Znkg94ZFlZLLJ3MXRfPbqm1kHLdLocR65Hdp4OTnXwnA8X12YgiaaZDobzRXV/Ott1bikS80hH1IBUencF0SmxskCsYD3B8EKykTCLTr7wyVYKoE7JTABk+v18jzCh4bENbQg56vGH54jcXYxB3wEWla6PBQi6s3VNV3/Wi+D+T41Yoa+xr9lFEMPmWoApV0aS6LroMwjjutwWRGwgl8LEmqRXQWQKYJJE8SGjKUXxQZnGHTkN7LY35GHkdn/DOE7cvnjBZrNhe7th3A4hM4nDw5HD45HHx3vu37/ldJx5eDywlEQ+L9Q6c55najVsKTRtJBtcP5HwWSSdGtjBXBq+QS8ASGcHiTkiMGJtoDZlKQVZIB3FAQnJQXnzslBKpZQTtRZaXWitUYO+nj7Xloj38RyExAzWPovVqbTmFRTl11LiWeTIFx4QBpQNvcPqkn0NwNMPKOqXYeDv/tlfk14kbv5OefFvhGrCy580PivveFkr89ufMv/tJwyvZrYfzXyb3vJL/S2zCEf+a9LyluHxf2R5L+x/PXGjW/50/BSdjLef7Sii3P/Su1Z0lxi3xj4pm5z41cf/CJsgPb3jk/ktNc28eyzcNuFnJoy18vah8W7zhrc/PfGb14kvf5T52dt7/vLfHhjHMz9/kZnyhk/GF3yrmf/zMXM+zvDu14yt8F//L4mpZMYvhOMXCdlvSZY57D+ipj0vDl/SyiM/H37MP7z4C/5JueO/HPa08Q2zfcO8PTHv/w2/fHjBt+UTrBTysufTcuDPzl/T7JETH8EIv/j4GxZ2/Fb/lKY72m1i0gP/8M//luH4nn+2vOGvbebdb3/K+e0dtU78YjoyTO/5eHrCfvwS+/M7ih75W8083d/y/s2O3XDDy7/PlOHAtz/+mmFR/g8PH1MPW7553NNOZ179YmGQyounM6km3o7uGw0P7qPdv4LzCA9v31LrG/7yJ+/4/PUTv9gr/3qj/PjtAz/+ckBbQdseO4w0aRz0E/5OP+XlaOz+tHI7Vv679hZtcG8/4uF7gH9/QBEiqsBBQXLRn3aJnUPUfVDjNRqGCAL6ZoiXpRtoNxCyJs0vlVvfkpdz+/ddfi/rbyLZLroacunV5tUwXCrD190SPSnaEygqPgvCFWRwvqWBnAbGPDGOG7abPfvtDXcv7ri53XN3t2N/40kYBA7HE+PTkUEzbfEk/CkPNFs8OdkueN5+L32I9/qzVxtWRMAFmXtJ8nsBoqdLZE1IPXenDNZBSz0hKxdQU098yNWarAmVoIvo2ZUVieEZ5j7wxq+9rIFNN+z99B7k9ECjBzR/5JCg8DKL9jU/j/MbJ0QbTQpy8gShaA3bGBy5alG4MXdKA3EvIj6PAENaDE+WqZsbX/cWyJLe1BA0S+5/OLre22p7ZrV5QrLnEq2fI5L2Ys4XbOY0Cg1kNgegb6MTwhz5ouKDv9I2kzbKsPWBR9tNZr9JvBgT+5wZ9pC3xukApwNAppjSlsYpVWpu6CDeEd/luXqBRtW3fevyFG37/ty9qHdBQBOL0OL5RkDZXDakUyg05zjuSdCV7rLVCDbFEV59KaVjSDxgXQIV0sJZdDpju3QeSuiWRsw4MDpPMiFf0nwgY28ble6I5R+WFLagFesO+Or0gicjpCerrwtrrs+0JwacT8q57mOwPSG7hqGtRMDgy9zkChlhXnz05gu/p0byApufFsELbNJGnOuqJ4mjgCMKOnkhTGskZAIbpOJ1w+CwTppQGRmGmaSNaZPJ08SQ92TdotOEDIMXIFphKTPzcmaeM5KNpRiWjaZn6nmmaaNSqBWSefGlVXEkYBPMKlXdyXWuTLDqcygsKPk68khSdGV0fdg0Ek8hH4DTMsXQ0VVPWiS27JKwXwXpWtbDw1w7rJyew1okS+LVrk6dc1XpBTmvt64hDiv58w86ImiJxJCtCKNVobi8W4qEzyUZZxcrwKpsr/W0hH39nVkC1xnz6+CEsCUdURV2Qfp3XGxmv2//GfocExdC0CRI8hkkkhXNyXn2c3Z7mn0wdRoGUlbykMhDYpwmxs2ecRwYx8HXwQ5ZT9oAAQAASURBVBq1FJY8UuYFIaMl01pDNVHmCqKkfASDlLODGlIgiQMRt6IV1/vu+6Y/425bP0jurx2Vl8JAR9etHk0P2la/ooVuuvJnenDdA7n1mfkirkOpu9+yosZj7XsHxLWM/UDKEnn0QmW5gaKGVCUZVDVOuXrn2JzZnBb2x4X3+8T9uGXIEzIOFHGqSRVlkBEp0OYztIqcZihQvw2R2zXYuD5Sjb4lM8gFHYxat1gbGMYH8jiji5JmoYwjsh1RKWRb0IPzrNsW2stEtcp89OSl7RbYCvKRzxPJ50wz5WADrTVaGjDJKDOpNtQceSfTjAwLSQdyzCcxHRi3sE9Gs0ZpiZoTslWWVlnkjNF8IHFS9huhqPFu70Ntqy3YuZK/beRipBcGezg/QlmMwdwW16VRWkGskPRInRr1rmHnW9LTDWWZOZ/OjEtlc6oOTN81WlLmFhSGY4mus4SURDtt3LfZzKTkiVbEPHndCm1RihhMQhaox4XzfWN+3aj7StLKmIWhGdvZi3+WDZka+W5x+tCHbYA6/qiUcfE5uy661lmhO3onWm2xNcIYquI33M8Re6cXW9c9pQ6EsL5v+tGTU6zFY1Yd3pEjY3zH1TWL+z5q4kladR+u+xOeuLcAxUgkUzoNpxfAZFB0mEjDxm3oZmDa3LDd3nJzc8fNzQtuceKV0rxIlvQJE6U14fhUqQ3S8EQrPm/Oqgb9UgAx5BLn9EYSCXAQ6wBLXe+p0+A6ZWlZY4CuE13PhL/a7aRx8WGtd9gZXpgPygiOrEnOFexlOL1HQZigOUVE676YtHBg4rsboA2h++I9vrxEfde26bsOUwdwUNTdUmzt+vOhsH661hrSKloMLckHZHbVvDXasdEenDK0DsndObKP62oloKnFfZXidlkH75hpy8m7H4JOV1pC6rBi4jQbNhhVlVqVhFMnpQQ56I5bikTi7DRfKd2SSQztSLJGGs6oVoZJSENyCkOFwYyhGYyK3DiATiU73Wdq5EHYjYrNAkfHfTdVzkPitBsQPZOGA9KETU4UbRzGBK16grdW9JigQqpnbwgeB1qG8iSe1CsgZwPr/ph6MSkRBSlAhCZGzS0aZNwmpWpQDFsi5lspz3wmjywuz2kUT1pG8q4mo6l5R24RRAYkD8gAsqm0UViyJ7HTKYB4kjwueYrYYrTVvfnDAuaxQYtuiIyDFyW6fDQAK1V6h0P3IJ2f3k/fQmd4K/elg/QSe6+HGKyUT71beLj4eeF/GESM1rdLp4IEn9M3wgoc7Oft7+3+Xu+MgM7QIBZ0skE1l7UyJGEzTuw2e17c3vLRRy/45NMdLz+e2I4vGIc994+F4bFQqvF4WjifK0MeKGkgyUCTins4rk8vvqVegse186r7wJe77d0lPu9L3G/ui2cXMOp1N0M/lyLeDcj1BID47tBtbk8axhKJ/9HXNK7RYwLB1g4FlyePXa7Pef1Aw+6ZPXv1j4obxdfDhsv5LPxTsRVwK50BI34vPV6mufxcofJdRmrIg9I7I3ph/tLh0L+vxyfx3pAt64CeVQ77XYUdX+OLfrqwVyJrkavPqrlmHvHZCiNDGhnHiWEY2W5v2Ww23N19xHa35cWrkc1NhjaCjTxsnngcD+QkWC2oHFmiC7XZQCmVWn1NlhIFKPVuaQKAZRGT2hpv8YF/7rZyLeKhmOWgVK/UKpQingdpEvTEZS0+WKs081kunlMgAAO9F+lK+ayFnG7HF4QFL3aluIbKhc7V6R27nvFT6UU3IFxmxny/o6XEm08/g482vP75gRe/Xfj4H83IR4WbemRqM+WbgfM3r5k27xlfLnxrJ34lb4GPMH5CaifG+ddwKgz3sJ1e8fLjj6hm/HY/cmrK/ckoZ0N2iawxYj0L9y8/4rzPSP6a/ekNrd5z2J0YH1+yPe1p1jicjd/mA//xbuHh5Yb7V3vs/sDrr75mfiF8+zJxJ5kvZMNXNvD/WTaUduBn54XXp4Uf/2pkT+L9X8J5rzAOqI2UccuSt7TZsPPC25d3/Gr7KX+92/GjNvHOCu/biTq8o+7f8H6pfJ1u2Ynwuo3sy4k/OR4oLLzVHcdU+Wo4ctbMY7kD3bOfGi3PtM+/YVre8I/fnXhxbvzmYc/D8pJfvVDebWY+zo/s8nvk7gb9fKTKwNeizEPmWDP5PMFbpdwuHD7+luG842fHVzzpjn+7DFgp3L6rTFqY5gIUDjROGHp22zVnaDvjoEfOdmJ/+yt+8um3/FJf8xUveVVmhscjqg3NI1NJbE6NJ73hzfAZsplZXn3LTo/8xN6xtMw/2GuW7wEi+f5FiFWR9yR+T2ZH4tZ60sLCXlwKBHRj0V/p03vjAi/v64WLa+PaE0iwci2uSjKq5lcJA7v6XkdP90DIDYyIc4vLurkjeR8/evFByTo6J90woikzTQNDntjvb9ls9nz0+pabmxt+/JPXvProjo9fv+Dubu9Bb2u8e3/PN2/f8W5UlvkMljk8KVZTIKquLAYF53rHlZdVWnOeuBbtVoZTY1ggLtyORZJKYG1n7sk0IYoT3TjFmmmnUOqzC/o1rMsejzt+kM5nGChO6QYYRyUjsCI7AnV7rbPDQXCZ6Nf4XUEskM4RFA4e4CU/l1XxwkLKwc0dl1oiWIxhgNLMkeKA6khH3tmKAvYKskPB41o74XH2JKcNPnCwY+usOcoGwYfIaaCt24AdRx+c045OzTL2Vv2QNb2g0CQKA6KCperD6yKQ01FJo5LTyCCJKSW2WbnbZ253A5/dbHmx2bDZJaZN4unpyNPTiW8fnJJCysTpvKOeCkM7YUtB24zWhi5gpaLtCaqhxYOoltQNMIEZCWotS71QVX19LWEtxz6skRcIJylahiWoHlIJFIg5IseGQMfNo6+5tehWCRNZfCinaSROqkDVoLw0p4zI5jJnGWTBqj98lTORyfdnw+T3ou5c1flasL/7kOoBj4MkAkFdHe2GBSJSsjvPGlRgTbCUaePo9G3qtAySwrlKzi9N9nu34sirqhG829mT6a1z8Lv2k+zoKC/Elf6E0OaoeJEGekDN+0hQ1y+qC6QWmtrlvWkOH9qLR6r7KIwIqoVxvyVPmZv9jmka2W1eMo07xs1AnrIH8SjnZeY4z5zOBx4P95xOhcfHM+V04qRGKwvlfKKWBueBVg0ZFKtGXTZYqxQ1rC6UWIfW1CnACOevnSP2qN66Hw6ZaPJ4wPoTTcDOdVMfZl/DQU55dSahBhI9gjJRpAX/awo7UKNVPplTJOAGGwNZenASybHm3Wl9KLekKQKfcmWvfsgRLbjinTXAWoS+nK/SUbg90JSWQk92JFKU6ru9bdfJ9Kvk3KqjI0juvLrPUFQdaUXohH6W/plOX9CDqwheZfD2fRJKIulESp1qaSBnJQ9CnkbSODFtJtKQ2ew3jNPI7c0tu92ezWZiu9mAFcQqy1I4nxbm88zT04F5npGkLPPsBa85UZcjRZRl8DlBKRWsLWieMarXjBWncGsJLDiZe86/C5b1INOR3A7y8p9Frwo8V2u4/unDYzt9l9RLIBD7+tKdaazVbpp3VvWgAk9wGqHb+jPkkli7+E3f7zCB015RhO1TY3dstGHikBI8GNMTTANMuSJ6prw8Ipst42bLcMzkt4btFfl4wopQTgNaG+m8IIMhOyObMC4JWqZsb1gGYfn/s/YnX7Jk2Xkv9tvnHDPzJiJul01lVgOAIPAAktJbItVRA83eSDP9nfoLNNFAIy2JFKXFRRIkAFable290bm7mZ1ma7D3MY8EicosrWe1bt28Ee7m5mbn7Pb7vh3OaCvsJJMCnGVPZaAOdk9rDcynkUNThlG53MP5Q4N9YzhWpjpyWF9xfob5m4W6KO14QwlwSa/JAdriDdalIa1xaCMH4HGAEht3p4ldFdonA3obyOtELpH9nZL2NoBVpkAMO4Z4IK4z6XKiMrIuR3LOXHQgh8JpmpEEbTfSyMilEEpmLyY/sdaVNTemLARV2nGGYUXnBDkSb+4gvaaFhXNYkFaRx0KrjdrukZw5Xi4MGpleTVSEeU2U2Cj7GakwfWva2jpkGCrH44ykwml3x0WEXZhJuXBeJ3JRzhJZa4BsCW5dTFomnuD4AEOs7NJMKEq7VaqOLO2WEArT+wfQRE7Jhvb+wWO5rlUF6LMHfL2/LFq3BpI8BhPANPB7sQ+JvlcMja/dcPm8Ajj7ug4v4rqwxQD2vh7BdayjIj6jYit8bdIk9ltDEdp9ki4HGbx4qemK1wlWJBQBSTvCmEgTpJ0yHSZ2hz2vDq+5Pb7mp7dveXt7x5sYuY2RtQSWGvh690Acv0PkPeflRAuRYbbYJ4yGnOxFmg1tOqwWP1afhREctBM8yu5slE1+xRuatRowRDxD056HWSPWbM7oX643HyKEhgaflRbs+Uqx82tnurSO2umfrdisj73NOtAFQ3Vf5RE1dVTKjmuO2Wwz9yLVjy2cqBIuLqmaTEKxDZEWA2NTUgWKN1xSpMVE9XyyFCVfTJphKAO6VuKyohOE1wmNSpMFLUo+Nyi4Zj/EsSKhEhw9bXJ0kFojFkXTSh7rllIFCYSu/R0mIoEUGqKRsu6tkTU1YgqMyZi0Ybciw0BMEzEEYtwTPT9NY0JuBnRKhPVIqpM3NmAfI1MabXCqGLt6vAmEqsSDUgvkBSYaIa0UFQ71QFkjp/sLbcZYtyHSliMtjzbOTjNrSLSoRKkW94dKi0prC1oKTAsyWu5LG2yPr9aMjq6L33KkCaxZCBXGZUID5NfWBK4PCqWSwmzNmxzQNpFncVdo67p14M6UrFE+Q31ckJwJayacAoMkWCOqkxcIKzLA+HmAgM1p+YElJt64jL14GQYHjdge2ppc3mTYTESXANbCJkesWG7kVidsxWLfj14nsaZfr4gqJoXs+5JAkNH3ccZAYiaNa7smua17tqK8v6doJIiQei6uFlOosylEihWKXSJnSIUUoxWDx4lXrz/m1e0rPv/Zp3z8yWt+8Zfv+Ognt6SwI8nEt1+f+e7rMyULz0+VHDODFla1WodqtRlz2iy20eBF3UqfDWezewz0hYDqwjanADYgm6oaWxybC9nVJWyORABHjW9hnVpzwe7dZF9fylbMtR84mKgDEr2ZLvLCJvq5m9r9CqyY/xlR1u0zhJ3HdHGrTVnE6IPy/sCxqYDQ5Qf7l3cwylYeG+37bu+8gqEanquqA6joTSd7T1BTPri2Hl5KqHi9RmCT/RIDAm++GP89CXpO6qol2qWZcD/1vZ6EEHvjwcPmGAIxRFKcSGliGg9M046721v2hyM/+cmn3L265dOf7nn1ZiRoQoh89/UDH75+5OtvE0NMPO6eaCLMy4gKPo81I6EwaKK1CmX1GZk7mjZCsxigdkZLs5mB4jmUODsccXUEXYwN98KPao22h6LY+q6V2jK5zFYbrDZrpHWcXL/XvWjWHAinuj293qCzeS+98ZP4/qwsDMSGM2+01097gwNsX/1IX4qBYt+dd4zTkXdvj9wlZTk98OZx5nE88GVqhOk75PP3zPsjZTlyqBN/mV+zlpHLeoFhpP38z7ikwvtD4b7d8NvLkdug/MW/a0TJ/Cp/y5Jgv/85KcJ+/Zqjfss3397w+GGgnE6E/MBXOtLSnr/ejXwehb95deTv3048rQvP84X224Gb3wWW+cJ/PnzBkG4Yz59zHgZ+OxUeNfPzfM/CShmEZ0l8+zbyLMo3r86UceXVVxdu1pHXn3xCO+yBT7nIW/78/Ws+fZp4cyp8eyns3kY+/+gty+7MZZy5HB44vf4dY/mI2/M/ReSG375aWUW5l4E1NJ7uV4YB/urNIyF84Jv7r3gkc7rbE6ZfcHz6hEurfPX0wPP5O35fjrzfj5yGzM3HlU/Wxke/aixknnTmTvd8FnY8s+fvyi33X0/8+tcHpnjhcviS3XDDv/qrd8QsDF8ulHbh97eFWQJx+VtuWuQXuz/jEH/CUzgzt5XfD2cedsp3f/eWf/u3txz/h5/yf/zTT9m/fU/L39LyBHnHY/2O35dfo3c/4fPPdhyHSJYbvmDH/0dGUgt88nRH+kHA0v8fTYhO9TJr8kI/ehvg0xHg+GuEjsC14toVCbHBeLplkqtDxJsPWyMCYUP4XGkXfrRtu728WryYygsUvLxACGwG+UX9oEs1BZdhijGaVEQyaYhpMg3E4+2e27s9b9/d8MnHr/n0kze8e3NLKYVSCmmA0hbKmtmNkbxEUggUd6qh0567pAaNq3RuH1SjHnu4HJOGjY7VDZRJz3Rmh7748nYfVZ0e17Wnt1vUnycvzvd9E9VRyXZ/3QFtFEhH5fo6ACxJ2v4tL05mTurKpu9o3j9wxBdJqIihpYSrvM/31or/TNWb9KZaGLQhWFFMHUFmX9vXkjdU+nKWaoFti4NdYgwQrnQ8qjv9aCyJLV7M0Qag6YywomEwDdfQGRgBJCHqDkWwwCqAxmbUdMyZhhSIg1jSEBIpCEMU9mPiZp94dTvx9rjjsB/YTQNPURiDUmvlcimsU2LYTwwqxPNKrCCtbDJQoTWkzcbKqB7kpsERFbYipDYPSrEgonjRtVoTwu5uRCiIZPrAxx4AS2tIzRgddrSCWaiWW5au2W57uw32vKg+kLrLPjWQGrzx4ys0NivSNxu8rK1AqITgAU+zwqj6wEQRd+Z1QX9ovW2HQHOURqyGPnStWxFLWEOwZiYulUMvKkqw5pijfiUEH4Zskl7ig/NoldYnHHYZtFaAjLaJjYKpaoiriOsJm1a19GHcNRjCbciEpsRSbXB6cB1aVdCEMqEILRi7q7kdFzm6vTsRQiXtJob9jt1hz24auD0eOOyO7PaJcZcgjBBHGzS3ZM7LibiLjJcVlRM5RSgrNS+EUCilUcQJIyI0q5F4wnAxVQiptKrWcLo+AVo1/VstzmZyBKaI2DlUPUAPIKMFiq7xafYuuIwY9IJWb1JYE9cZVE6BJ4qxLLp/id2mFEzHVzcWlg1sz2wSeWIa4N9bQ3/U0f2Zum9z/9nnU/Q6Um80BGOPSHvhC/082iVP8CSddg1w5for84cKtYeqnmhtrtv9739T4+5MFTd+L/2JJ3/S9x8+CyIMhqRLiRATMQViFOKQSMNoGtbDwLg7MO1GDscjt8cjh/2O/X5PoCCtsObCeSwssw2ejymytmKa2PMKKCklaEqIozExwrhJLEqP2b3Zj7getXS2jH1vpUMZQn+xJxl4POLBvITv95teoPLs+blPCj4wcZuJ5M/aB1Pib6OqZ53eshCx4qp20IFuWWfXGd5QbD/yULHhnoJwcyoMWXk8CuuYkNZIqqSxkVJDhkw9LjBODONAeg7Ee2iOstUcaMX2pJRMiEqcbM2MNyb/8jzdUVI0aQqFRGUQJTEQZAc+1LWdA21JKJUYG/oIy70yfNRoRyvQTeWGhUx+PFE10HY7JETWOBiishj6WNeF2JRjTUQRziNoVA5l4JAj8y6R7wS9T9Q1wL4Q3xbCXpCdEOpEqneMIbFbK40dudyS60pUZZGVPKgBy8dIqwYuCLUyEqkiLK1QayP6HBOdMowZSoXcCPsbOBwo9Ym1CrFl0llM6klOjDWzWxdLxg87KIF2ijRVqqzEJsRTMsn5fUGS8GqfkVR5mO44h9GUb1I2XHoQlgprVRtWq4JmpWZlWITxEhjizJDMhradUnVgrXtimRmeZ1Qi63TDS13y/+7hMwTE43X1JlvXtbZBxJHe4O1NOHG/tcWP6HUPOmNyQ9HLABRUVo+pfL/K5O8ZXrwXNmT9FoQaopEut/gCBeubz22gbHu/2/pttlnoAWHDWHvBmI+DYU7SlBh2E/vdkZvphje7Gz4+3PDxMPI6JS5lYM4jNUSeKcx5ZjwE1hKISQgJJFYjmInFFWZ2GkQvfgQr7vT4jc7YEi/OdYbXVrDtjR//Lr1ZvTGsOrJS6c0b8fidqC5HmO2xFc/LHAilPW7qfqF/XgjWNGou64TbvuASMP15bXasWDwkPcD+kf5UQbIVYDQEA7nEgMZIXGGoauCP0mg7a0KICk0DtTbqqoSaiOsOzZWQhTYCRzF5yWWF1qiLokVIknwwaUNiI3rxdGPiqxJqow6FNlZbLg1gIDYrLgdsvksQRTXQ8kgISkiNKMI4GnuQqRrAKoxEGQjhYL40DKQYkF2CXSK0iaB7Bm2kpuwksouJUfYM7G3w6y6StDH4d1mqkmqhBaW1xr5NLEU5nxK69IaR0OrO5sy0maSNLNFZLNWekhhbomlBa0bDSpiWK/ijRaQMhCQMMYBGWo1UlOrNvlRG2qDkw2xMtAeBpqRwdubzEdFEWS0uDKoErajPKgvJwCc1F9YnZ5ppNukqBG2RijHkcl4JIwxv8T5b+8G0NEgfCNwbmwa+FIf7NG/I6VZbcJCjOHCgXVH8vf7R+Zn0n7fghd7qa8le15UgtEu50AVjku8jYzmpS+KAM6K1oroijKjsPHc3yZ3gDcjW5xeEbhtMvtpAdEKMjZSEcdgzTUeOx1tubu548+417z59zac//ZRPfvaaUAeCRmoeWc+Bp6eVXToxhkTUagwEtXpC87pGj9lNislsqdkUK7RKMNtkkqFXvHj/9upATWMLeBPC7UFP3DeZauJmr31Z+3P05kaXHnoxU8hiuF58L7bO22D30Wf22XzPgqozJgjuxfp8kKsVM1yRsvm0P3Bstriz8zcf5Q1yZ+np5lONfdVrSuq1B9WuNOIgzK353OtA0i+Mq1z2C9urQmfayPYe948vmv8Wjxpw54pgCtdzaf9Wun0fyxEsN7zOhRgIcWQYJsZhYrc/cDweeP36FW/fvebzz2549/FEcObiPlkjtTXlfLZV9DzPIMK6WJyR4hNgc+aoxRhtGmhhILyQ/ZINKGT3UTqQTTrQuq9H82et+88WDRQg0GJBtW7sh1LzVtNTb5puw+nRzQ/3mInv1RWcqd39qkCXEO7NMJGX1+XvfeE2bW3/cJP15SEq3K4Dh2XH7c3IzRD46L8WDh/g4SbysBP2w+/YvfmGzM/J+cCrNvCmRM4VnspCiYn17Sest4XL5wuny55vfjfx6bPyz35VCEE5ffLIPETi+GfUFBjLf2UqJ5bHzHODtixIPfOwP3BOR/56FF5HmPc7fnNzQ02VmgvpqbH/IOT9yu9ffeAmBj5eBxYi78fGWTPv6gMXKbwfhUUiTzfCHITv9gs1Zt49rdw+r6RjhqB8F15xlsineeAXJObLzNO6cngXeHt7ZE2JJRVO05l0hOHhNbv1NcuYeH+4ZwmRe3lNKbA8zdzuZn76098QwhPffPdLLrXw7Zt/TpvueC9CbJXHy9c8P3/JfbjlQ9tR9gPnw8BtbsRvlKaVi2be7XZ8ejOwMPJV23H/uOfb//qK6fA16Rf/hY9eV/70p7C7AL/NPJeFX40z51gI5y+YivD58U95Pb7iMShzg5aENCj3v7nh628T/+KTn/IXf/5Tno8XTh890S5Ke564LM98WH/NMQkfv/1zRvaUcsMHVf5tmDho4F/PE4f8w7Hbj25CdATA95gJIkYNRDDEfEfdO6LmanZfFD+2iPgffMC12qFO8eqF9Wui35Pv6Cbw5bleJCJqCcWmPLH9FbYYvSf+Ejq2GJetMeSJREegpGRNiHHPOO7Z7SZ2u5HjzYGbVze8enfk9Sc73nwy8ebtRL4EyixczpEpBIbQw3oP/ltF60prq+nD1WIDW6vYwDK1IiVavfj2wkl36l//9+YSPMBR2PQR+13X5oatB/R2H8xZsgU2pr2rNJ/CZnUU6/SbM+t30fX/dGTrevdBS7z8nP4crDNrl2eOzBAbP2AOoy1NqdY99/GkVnhWaDWyURQDaFgw2rmiq6M6BvEmTPb76tfng4yVEVQJ1ddtsKQsbF0HkwIIHfnavPNQHZ3qmujaskk7xQzJC8HiaI7QDGFdTJ9XkjciohWUQxsQog1mizbeKqgg4YLERJoOpF1i2t+wP+x59eaGt6/23B7huIfp/khKI8ty5kN4YsAGMYsWNnmxQQkCsfoskhZMAkGiMTtasnuj7ni7zE2rxN6RD+GaWDZvmIkVgNURjPQAMlRDhHeWDj3YkC2g3OoRkjzQNmaEtGrBN1ac75IIqFjhHUEGS0wsmXYKtQjETuXPRlks1qwwxN6Pdb8W/JuBMKZMR6bbnsyuwGVyWiQPTqVZ8rAmNERqFBtS33N81z7rwwmtOAONBRvhZqj7LkmhNRq7QgtEC3AlJKQGnzsSCBrog9s3G7Ct60SrJtXU9AaNkZBGWhBkyF5Q9+chO7MkMhFktILwNHI4DtwcEnd3O47HgSHdkNKRtShrVp4uj7x/Gng6zezSwHw58xgyOScup0LJDU1CLUoYDOXbktoSmz2hDRmtlUKhxUZt1QLmgCXlYaCVQGjSHzeGjHdUSse2qutcY4g8aAR5SXntwZ0imhHNWAEqOio++Np3NkMzu0EraBghWSFYum1oPrTTG3Lq9H7khh9KLH5o/W1plnhBvCO6xJIZrR2d48UcXwFmGF8Gs1Zss3xUroGun5tuk5snGFcn/f0szgwAnfq+6bs6U6JTv11TzuaiBDXJmxCMaZPE5JiGaPIRQ2Lo8kvjyDBOHA42V+nN61ve3N3w6nDg1fHgyUDhPC/cny6czkJrK2GBtUxEEfK0IwAl7ZAmpDCjsRJSb06+vO6e3H0/QOpzQAxRXUHyliQrCsHuuXY/0ps70e+b9nvmCayjeLUz7trLuMXes0lX+j2mo5234qn7X29Aifth8UZHV9n6sYcEGG6VkGBpO+YgrINSHAEfmrEPlUQoO8YaKW1A20pdBa0r5dzQ7xpRAmMcTPXt1hiL+cl8cikDqpEyL2iAsZ6QuHDOzaQ85sxtjoaUjZnL3FiWQA57TmGg7jLTxzNpJ8iaKFl4rJU1DRzHj1EtSDkjuhLXCxShtRGJgTQcCEm5xIWAcsMrREfyrvA4NMK8Ej5U9mFgvI3cHG847AZ2OTGdE3G8oOOFGnbk8S0yJYabEVkDdddsQPoyU1tlDZlaGtP9HUPdw2GiDUp9tScvQq5fkeeZg96SdKSMjTI06niislDnDJcC+wT7CVkX4ixImtDXd8xVeViaMRcd3Ta20Rr084TWQFzPBGksTxlNjfDxzLgrNKmsSRlSYNDAEgqkRpSRSSbadKYcL7RBWKpQaqPkiZ1UXoWVlQrxgkYl797QWqKsxyvK/h872q7vKN9ijtDrswXEEKPSXkiJ0PdetP3uKFL1AbOio++rXmSxAGJjpvUYd2NnOZJ+e53vJ4VtVsLmO23vaRPP6y02EjEGbe8tGlzT44wgHn8GY8GlAdED0kZEdoQwEWUkSWJMjd1YuBsTb4YdH+0mPhoHnjI8J3hsgf0amaJL83jMIRLtXrbmRS4BvMmygRjKZhe0FyK9aSObf3ItdcELuV78676y605szJAOWApeuLDZENr2bteyF9GujYvteW+a5Xh2KRbP+bw42NlripqtCz0FLd5/dz+WPN8M/51c8R87BNpk194asDRizUT3H4VmzIgpYrTgBeIEYU8bBUlCVbioafATHbX6ZD65lT1aG3F/tsI4BsoKS4GlUfcLGhtNRpoGVh0oKkSaiTzGQAuBpqPZKlWGDCFCGb1o7YtUFmNEpuiF9rERmyJ1ADGZoZAw9vWqjG0gykQYdxAnpqGxD43juGN/OLAb9+zGPWk0nxvaQMgTa5yJ4wNrUuoeyiqc7yMaIzpakUtyIgik0fbQIphAaQxUInnZ25iM/EQk04ZKmyoxDEgdaCJUj/0VA30sHmJIM6BQpCFNaVKgKvtvLeM7NWuOVJegGxysVVNH0VvsFXu9IUM9VyQ1xtcKVZEMQiXrYrF5Ums6aCCERrsUswWl/WBaerVVnc3gs7O09BK3v7BrQWS6moCBY3ou7KA4gu2JvndwWyNCc8qvdEZS6/URy5lMB8L3P4aqtjh4pSP/q9s7Ibk5zl5HqKgGigwYLKk3HKPdF/Fxu1INoR4PxDT6rK6Jw2HPze2eV6+PvH57w+3tkeP+QFtHNCeCLAYgqwta7mnlQi3igKMMJVujqvWZBQ30hGzzMKGxWg6oPqS8VQPDabbvJ2pAsw3s4SAEHWk6WuNBFn9iFpcE06HFYTfoCynb/tzsPvRCrktfqQHsen2lbc1aL/53SR8aygpS/L6+BIg23+PidZHpH4ag/80RNlvcNhsH0KVbr03d4s/ca19cEfEmu/SCCbF91b5ar/U8YMsDukRXb0r07973wNZI6Hm/9jRDaTiosOe6msxtdXZPEx/54fWtWizz8SJ+f69ZILXJYVLZpcZhUG72I3c3N9awDXC+7DhfdhwuM/sH4VKEaTIAXBqs3BEGA7BFv5W1WuOLEKFVJKxYvSz5OkjuO212iXa2joOrcLBwaGarkIa2GZUMbbUtq+rKJsF9qOdZ3uDa5tqK/0z6+uuGyCFRL8AP8v2l6qlfBPb+Pps/2teK5b++4v+I1NSijYGJwJy/QNczdTcRXg08jcJXCd487Wnn17xOb3iV3rLcZH53tzA8PDF9/Z6yqzy9MlDp53PguZ6px//IEVhuBDTwSf2ES97xrK/5oJW/Y+FO7vlu/584y5GPT43p8hG3t695ujtQ7oXfzfDw8ESVL3l9LrxOmcOridsb5XQ48v7VL+DyhuP7jxjfr8RvPjBMys8+G3gOIx+yssTIhzc37BN8+s03xLpyindcXo38/Gcnbt4Gdu/35PPAt8fXvJ8Sh0W4zY3P1pV/8l8zX3x24Jc/+yvqfiK9OjCmxM3z3/BRXvlnyzPvafyb4TtyLdx+d2K/y5x//kyIys3TXzJm4afPZ2J95NDOLKHwNr7mbXjLq3risiyU3Z6adiyPj/zN6ZmbcOGTpKRXjW93hafTifb1jNRM+ugM+zNPd4IclL/nntuU+fwTYcgDbxnZ18ZxyERp3D//mkd5T54GSgwwKoebEfknEze/GCjHC7//5vek0hjbR5zSyOPNSBtu+YifsGuvOHyhzJeZ//LtCabMX33yxC4MDK8/8+boHz5+fBNC+oBI75L2jqwPmO3F6W1YDY7O2ZgR3RBrryRBT0C2/dKD2V5EZ7OPdnSDG1+++8X5vEiiXRetO36udZXtzP6JvTixJffRUcsRiTYsJ8RIHCbSsGMcB6YpsdvvOBwPHF/vuH07cfd25O7NQB5hjcp+igzBtHcNle+OsjVzvK1sTth9q3X6W7gWjBwxoNrlrDpS7FpAMQpel9KAl02Izcht99AKWUZ7dOcrla5d2p1ZH8ljDstp612DdqOTDv4pDdNvT/77/hw9mdF+zt6kUAwp9wPWMBrCU4q4ARU3oq7D2hJN41bcVsmmq98UrboxgA3Bv5iRdhQ/1deGmESSlMWTJmfJlGaIFddUDskTq6a2rgqGyE+YBnPriK9qE6aD0T83CqcKrGqzCUa9ov0JiE6uUW1JT3cUViSuhOFAGhPjbs+0u+Xm7sirNxOvbio3B6Ogat3z+FAZ5dnwLS3aHhDvHQzmxEKNBrjvUkcqhoReLZCXUmyPuzxN6EFftDkbwRNYKV7AFNvj0tE/XhywINefuTYLZjyYE9ddRDFpLaLp+A52j0OpSHPpJ8SS72hNCWowZE7oGcwLBx4ESa5B20w2odVgCXy9Bkw/dGzFVXqSnbZiBSVbsNSba8nNnycQohVyQSOODWvE6Neo+Prxpe+soaarJQ8+sNkK3+LSzQFjRxRicLRNcwaEI6QkWrDYRL3mKeCD67QNFpC3PYFII9kzTEB0ZP9W2BBERoIMpGEgjYndPnE4Jl69Gri73bEfbtgNr6lNKC3wcBqZpsphOlNL4zwGtF5YVkFlJq+N0gxlqLH5eJDiDdfRUNRgTQBt1KCmO94aRNmCPpuF0LxoZQX4bQaE+5yeEJrZ6n7BpLRqC9fAWtQk07Si7Oz5Vl8doXqhuctLuHRFbGjyxl1VB8d3W2qJhp0/mvTbD2UW/81h/kg9it/C0I0VFNHmxfEA4pR2Q3p239p9hp0rEPzeFPe84cXHdV8MLsjM5p83WmB/bfe0Tm/n+nGbrQJvxJlvF6nXuS8StkFtwZHCxi6MpBgZYmAYBoZxMPml/Z7bmwOvXx356Hjk3c3R0WaVx/PZ1nloXNYBQmOaB0SVcRyhNZY4orHZZ1UbetecHWdSji8j9yviqCOURHoj4FrotPDFiwZq+9IKKHKtB/oTtN+/SBjd3/bYAvfXhtaFreHU/WafN9J/3Bx40JF6nWXhD8Fylx+/3kRgOChxEp5OI7lFSjqhMSPN7ZS4DEKbSG0gaEO1ULNSq9IW0HtFdpHpNiBjoB0SrQr1bPFfDWI14+cMVIbhQkgrz0UoNXDXKpMUoq6EmGlLI6+BmvbM8YY2fWCYnkiaCHmkFuHcKjCxG14jeiFxsmJGmWkauOSEpkR8PSFRmVkIonzEkVF33I8nFs0c1sxYMtObiBwGdruDoTvnxvFRKTdPlPGRFj4hp88YdsJwJ0ixJkQ9Q/wy0VByXmirMjwfzQfcJVpS5tsbGJTT/e+o64nb9gl7XvO8u6eOFzIzlYZmgWeMZTbtkUWQxwJ3I/puzzqvfDg/kmrjjmqxgg4mw7aMaFXifEIorK1QE4TbhZQqNTSbORmFVJ1BJo2okUF35OFC2K/UCLnZUNVSB6YINwOsoZLDQk6Jy3RHLYm6HqxY/wcO1cn2ghSP3aLH8nrdU9sCv5ZoepygLoWgMhirsWtiSwY94cGDL2jfU1ZhZ2OyYcyoDYCz2THY5JaCx2bdbnb0cHDfL+PVTPS/g0sCSgCN1gyPozVcdQc6ImL/7mzqISnjUDmkyF2aeDNOvJ0GYqiIVI6rMKXAEAwXH8QZkxKRNjkrYPYt7wwPxWJOuZjPkuQRss9m2xCWzpTyQuXm3zroRKqxjhW6LEofLK6eNNnAa8GAR2oxypZ79ca+BzbaS4gv7lurSMuOZB4tDmqdIeHSnjjzufvymPwzepP9RxwiVjgX0JOiGRvS3ArElRYLZTpQpwGpq8X90SRXNYlJaJRK9YaJRENZc2ookdZ2IJU4XhBpRFUz1ZcKtVJ22RgTJJRI8aGpe80ECkUiJVhc1nQwtkIxemgJ5p9ST2WzzZ3pfPNB3dfWaPcsCZIUKcb4HjSRGAlpgDQwRmtC7EeTNDwe9hyOewYCg0SkHKC8Yg6PtOFszNURlgvwFIxJMliOEIZAINicpWaSQxWlBivGrpeRvAqhni37jw3GSggjqY2UoLTgcYoEmwXhVYLYTLc8uqySSiFUYToFGsplUFpSGokuVRIkItHQ/trZyU0IKtQCVRth30g3iq7AAloada20kGiDoetTNTZzW81Ohdxe5Mr//eP66178zx4D9rkN0WIvtZUrUtAu0+OBgrFv8UZgQoIPjfa4U7xpoWJ7IOjMBsRC6IVQlRczFgVUC9pldzxeM+GcAWNLYDkKjlQnUtVVA1w+R3TcQCWmKFCtIRFtjldMI8MwstuNHA4Tx9sdt3cHDocdu2lPaSOlJoTB6vY10+oTrc60JiahW6vZtGZgH4u9CsLJbD/J7XRmK3g7OFOag4TIbD5EHCDkDVlVrw2wEvqsGWfGdaS5Z9qep/n6Q7mOzOzMAatvSVu8vuXAJZxB7YxqpQ8CbsbKpBB64+BFjAx4PCmo/HCusDV4RdgYu2DXtMk7Na6zjqYt1jcQbnnhc3vRG7v2PpeH6+/tWdi/Qp/bwOrnflF36im4577GkuiM3177ccBlE+uYdtYI7ioa9jPFmmfNaz3NrtNyC2uwR2kkKlNoTKlx2I0cD3tCMhba4W5kdxrZPSamvTBdYBwhZ0hRKcmbtoiJbKg1Rfv8RMu1vFnTzBa3jfXQ70+XSra/pccuzZ5UpVoTVbLnlIHmuWtnJGrrbJ9rTWJjOW8PTf3Z4/60A69fNoG2F/jzt1gELQgXeqzTX9/P9cdkpoIwEBmJrOVrSn5PGH+BhB2noLwXJc07hg+NNN3yerrjy/2Fb0bldSncfPjA6S5wvhuZKny8BnaceNz9kr0K6+FILDe8bT/hXG94r7dcmPkdK/fyzNPul7Qw8bq95d38mphuOR521Efh6yKcnr+i1d9yOw/8PA3cDZmPdsqvj3u+eP0T4nd3zL9/Dd89sPv3Twx3gU9fvWEKEZ4CeRx4/OwjWmr8yW++Zpozf3eTmPcDf/LJhZtPGnGuMO94f3zF401ivwrH3Hj33cLPvjvx+OrIuv+EliZCOjDyLfuHv+ejR/irLyK/ayv/Qe6JbeHw8MiwNOZVkXjgcPrn3Kwjn5//X4zyHV/ot1yk8In8Sw7hJ3zSfoXm93xg4ike+N35Pb//6p4/nxI/nwbKoDzUynle0PsVGc+kN+/RvXI+CrqH38kzr2Ph0zeBuA7cPu/ZVXgTzWf97vFLLhXk3SeIHpERdvuB9PFEm0bquvDthwtvorBPr6lReB4hhgOvqzLUI/tvlOeHhd/8/ROvbi78y/QN42FPe3drII8fOP4IOSYvxHoxp28c6c6gQ5tfFvs9+H25IcxbXlEfLzt+uD7a9pttdkCXsekuqfqr+s/i9X0K2yA86Rpu9rv+eeLa4kFcJkXEJVYCITYbvuHoItNEFEKEEO37mT1RqjaWZeV8nnl6GBgarI8z+Wnm+ZsHzh+emR+eWZ/PrOcL6zqz5sWG5ORKq/an1mz6l6354JpCp/ltxQlkSxy0Owu/G11JwpKxeDVSKp5QyNVgNX+WG93L0L/b3ZFrM8m+6LUpshVBJPgzWOwpqKOWtHJtJHnDADxI84Ce6/P6Q0focyb66ZKj4jbEvoUQHSFm0irWWBGZ7Zqrfe+QRivsum5wLxb15aOOeDfeuzsHVbT60MO23eDeILfPd6kMkWBa/2BFSrUAwe67XYMOBQlWfDWGhCP9mmnXWmRvTSitgi7mfOqlUEKmzoW6K7R1puVCyYE1R5alssyNJa+sulCkQFgNrRY8UG7Ra6oZrQ3TyPHnHbABl132qIontbo53BacBrvdg76PO6tFXM7Gm2iihtYBS4LFBisSrLB6RQJgDRu5WgiV5MGa792GM1CCvV+xNapCaKO9P2a0BVoJfg2DPTdZrdgeO43yhw83b3ZI9oTgilCSmCAGnwWRDLnh+YUFAv4sC7ZHQ7V/hjMShBqC12LUWVEuH9AbBz0Y1uJqBk6hVBsuHVogBAuQxBO5IEpLQgmR0AJSkyUe4w4JyYKvKIQ0GnsjqqPWvZkRJ9NPDoEmjYJgabMlm2giMXGIkbtJnYWQOIYbUlD2wxNZK8+nSKsz8zJSRUmrIS5LsUZUrZVCNvkSJlptlBO0nNHqQ8/DYK6krbTmTShRQhCXrrbiu9kiS2ZCXaxp2PftFvD5et3g4tbUlZ4MBrh2hbCHWIOjZq2wo8GRUyVbcqfe+JMJRAiOXAnd78QXydEfc2yU25f+0hH1iD8r9b0lvq/c33Et/PQBrdcA1JKsDXnTDeqG1PM1sNG8r0ygq8Z63Nb/VszqNTvpiKmINaZ7sh1esCRsvQRxWaYYnBnRCEMlDUoahWka2O8m7g4Db4+Jj24jn9wGahNqE2DgeR1YayIm05K1gl0gxkBMERlMK97AA6FLMW9MCIsJeoGrbb7N7H9fQz15jJa0uXSS9mfh932r/VdPrDq3vzPA+j9fFjr7j/zn/Wn1YoJ2FoTbARFDYIm4XInPwdH4Ijb4Y5abCpxHyIFdbIwHQ4QbwW+HhoSGQPbn30JAh8h+EmQ/IseJdrfQ3j0iKVAnGxA6zntqVVYWGo0arcC7Z7Ah2JcjuY3w4ZGYV8qrC0zK7rQQWiG0kUEHYlWizGSENR5sDkc1VJ8en41pmEcSM4mLMf2mA0UHLvoKTUIeV+Kk7I9HYoyU9YbWduw1s0dJ65HYBvZxzzSOhgpeInkQnt8qMbwm1VcQJtrhQp0gR0Hqyn59ApTh1QGtmbHO1KFSPp0tnptNN376MBKXQJ1fU+rEMiklPZNXqJfRinRDIwwDcpvQfTDQxBiRcUdLmZXvaAH2k5CaMIwuHxZBtCHjDAp1ZwWr1qyhHw97ZExczkrNsOhKSJm0Jm7KxDgJcZpJAkl2hCzIRSyGGYU8BJ6mRFmF9V5pMZNuCikMHI4TP+RLu6Z0t0HdT6l0+bYuFzFi+soOWtikeZr702aMNUlm/yh0WQq0Mx56E/WF1FmPM+VF8w5H00rfY7KBS62S7EjBhslrhh4HWXmhy3wKDVVDLgefN6GbtIJLJLWKVtN/blXJK6yLcimZ5zrzkJVI5bEoj7nxuBTOl8qyNMraqGujZWMMap+nEdwONQPaODjTBzB77NXtgTP/zF4Zo2uzV02whk4HBBmISDVA7b7C451O4/Smq/Zilna/0SU2XNc+eJ4i7ss1+fPwUrp6EUwE4mB+XByB5YUcM9jXXE9+ZNx2XXwWJ8rYrD91NtRtSJWQmgEeLqAhonGgSbOiTQZZvTkiGR0CbUq2VC9AaMiYEVHiGq3w6ICoOgqqkZYHtDZ0EBiVIVdCVUINtMVZWiEQajCZNgrC7DGtgIwYsKQR00oIAzUGNEXaMDLEgbfJimod8RzSgISBaVWmc2XcB9KYOL4OHI+BV/sjN+OB3eGG3fGWvQSOIiw5cE4zdc6kHKhFCM+Kro1LXVkppDgyRkhyptGwCn8xZHwySdDalJBMYi87sx9pxAiiNiSaHcR9QEuD1eYelDl6WBJoFEzvX0AnBGiDI6Mnw6OlWo0NS6WJwpyNBRIGOqBHgiL7lbCraAisCClUxlhpUWhjsGJznYGEpoAOSp4CoUFY09Um/COHbrUIi6N8ItyWpjYVmtgMN4s9B0RNZtBya3FSuTcx3V5Y7m3sWu1STxrYwFAqCCOCnX/bp9KZix2Y2a5hoee5G0DE95d0sANhY2U0z6OD2Nw5epG6a8uFCQ07Z7fa59UWWZbE+RR5fl9J7cJyXsizcP/1A4/vn3l+OHF+nJnPC3ldyHml1mJgBo0uqWo7vemEaiU0Z4s043rYCFWfJxTBQFM7FHH1SmvL2Je2nFT0GcEZE97UsHvZ8zmrVYTuR2TyNXRF/dsMoT6LIbjP6QwIP98GGFGXbX4ZM+/d99laaH1mnS8y0eVaq/lHj17873UYB8KwshWX7WQe27tSRf+N6tXfMdj36r/y79C2zov5BPVZJvjauOYB3wtqufpx9++ord3u56XHxG5EnZGsDhpVEWo1Rk4N5qtTtRyiFGvQr4uxWS+XTAyFp8cz45D47psPZpMHhUH59v7E/WnheaksNZJbdMmj4MCB4HW/Rgj4HA+XWkJMHpvR15nVqkSb74+wfWP7gc+39LVkUbwPi1ZXM8BqZA2vRTWzUV1a/QqoNp+ofsO2Bn6PYbamUX/Qfc87CHFjh15rVCbB3H/u2YUIm1Lvjz4UQqHFzFf7xhIgLa8I9VP+WRD+eRC+DB94L0/cjk98evz3XG5Wvnq1sHsYOaY/Yakzu4cHXs2RX+SJx6ichjfsauT25hV5Fb788EvmMnIXlJCERT8i15Hl6YiS+E2Abw+N34/PPMYzfzIEPh6Fsp94PH7OmGd+uswkiYS2482p8NeXQFsL7fUDul/Jr16xMPKdfsyK8snHH2CovC2ZIQe+XH9Ka8r93U8oNwd++bDjfYm8e/3E/qN7bsaRX6TC/q0y3A28f3/kP34YeXj3EW/e/IRLrjwulcdy4b7s+G6YuXx2zylXjk+Z3b4R/qU19OteKa3x69uvWOYdv/zu56THn/D6F3/LtH/imzwj4RvGm4k0fUq7bRz2Kx/ffcZ0+QuO+8LpmBluGsfQCDeF4RczTxX29Y5lgcffR94M8NdPXyKs/PvLI6Lw+TQRY+TDsmMpI/PNjhIhjzeoTuyenkkPC78bhG/2jTflhleXA2FI5BY5lRMlPxHOI/HhyOEY+Ojj70ip8LzOjBFY3to8kfQbfnB8HH9UE+Iq++B1D1+mnfaLB+zbf27//6K24m/yxPl73CClo2G8N8+1+GGJuWx2tRvmfvSOZXcPTjHeig7yPYCnGZ3gKPquSRfN50ZDWlosa8UvG9xqP7dkwGlWTVnXlfNl5jkE4trI9yfyw5nnbx84v39mfjiRTyfWy5l1ncnrSs6VUhqt2GDT2mz4nDUgmge31oQwH+tI2xfopd6gePkstuKPNuvsNi8IdQ0qxQ2goy2/50j8ifUhmupd+m1onX9e7MOtPHHUCRgtGetoCstYsE44/j1eUF1fau/+I0dvQlgyKugwmjPp6PamJt0TMER3EaSNKDaXwb6aGE0+7ezfUeizEKxp4ZfpiZ6hzzx5VbVidusBIGjI6IugI1QxRLQXdkXViphErgyhZEnZeEE1oW3EVATtGmJ/RtUaJFqjPca1ompU4Roydam0pVLXmZaFknfkHFjXyrJklrKwsFAoNkDQmxDiSGpqQ8uKFrUmRDPnqkGvSLg1GU1SqtPgR4yR4IHbBnv2NdUqtNXQZF0GwbXW1Zksfbgq0QZEtWRrW5x2L9JpzddigkpPPp2t0a7rU33/Bw/KITsqKqDFmlRaBgsw0sUZEk6p/ZFHD+C3AV0dwRF2CIM/WtMplzqgEtHQmwLNGyEWcLRgjbIWKsRgRW1keyaszYsFg/f8FtvfLbMNbMaKcIHqqA0rMAjJC9eGHmqj47CqzW8wmYhoJJRozTiT1C52/cEbaMNkbJdQvQnBFr4XVUQTUXfsY+T1qAwijDJwTJE0HJjGiTnMTFNkmWeGZWIWSEtFa6GuFamBWiqLLtSmSBRabci60ppSh+DISPujRbf9r+Fl2G8tUvtnMS36vKCKoeX8TbZ/XyRjBiOkh969OU3oL1K0DKZbHDLbwODgzbTa0aV94Jr7jmCzXkJbQJQW9JqR/tjjRe0a/Jq6ce+5oyPkTXavNxf677unuDL6tiaDuESVo5K3D+uSQh1d4zZZXFe4ZxG6NRh6weofXrTbOHz4HHL1Q97ID0SCWBMiBm9CRKwImypxhDQGpimx343cHQbevGhC5AZriWQKH5aBOXsTIgZPnIOfMyHDZFJpqTMh2HwEG+gAZEtG7V45aRLLaqvZQfXE4sXwyH70hoOgXfNgszHdR/TGvqMW6A90O4viDXRLSjZZua3ZZYhFEZNVA/N5KorG6r2TH2/X7LkLnAckJnbTDGMhVhvKd047Vt2hFLIWmgSyKENK7KaBUI7I8TVy+wBvnskhcEKQkBinHaUU4EzTSo2ZiLCLxsD78N2ePI+E7+4J64Wym6gjjOcVWSox7UhpYtRK0hmJQh0PhNLQtdBCph4WSwzzjigLMVyIYWCYXpF1QuodLSlleg/7xu7dDWkYmZ9u0TzwhhM7Ku3hFVqPvI4jxyExq7IujXwQloNymG+Y5lvacKHunqgjlATDOrPLH1BGhtt3hvJ8/ECQRv3kguRC+2VGn2G8XxmWROU1q9wx3zxRdifC84g8jcitISWHYU8aJtaxsgwFGSJhnGhpofIeCSP78ZZIYHA5NtMWUGS0AaTr60RLNp8DCaT9HobE6R7Ws7LsV+JQ2F32DMsOmUyrPYo1IVoRwjnQjkqdGmUIPO8jrVTy/YzERmIlTiOHd6/+wfyb//YQdRu5sRJssUtwicXNlgaLvTZkrqFzdUMDNj8XPjer+r9719/3lnQ7h0l24IUXVbelYDMHEsRiAAL1WMUbcFaMaMYirdFAFakXmYojSF+Cd5oXI14YbzH5EO0M0mbMoZyVdYFLzpzqzMPakFZ4KsJThee1cJkry1Ipa6NkpRVFq9h1S4+9tN+WrvYJxRqlZkK0B8wvjo4ahqu9d1sS3Cduc4+8MaGGzjc2gsVkqF0zXjhGcOawXwfuL539LqjJdumLBrdisXuMkJJfW/XUz59j6k0Is80dufujD49NZfT7sURaEVIMxDGis8Aq1H2kDWDa9BckK3HBJFFTpaVI2wm6CPooJt+zywSFtCaojaILTZSys8atXAYDLE3AoKRWGFqglolWByQpMUIsgbhGYmhIvFhMEwxMogwQGzFlQgjUJLQU0GEkxIHbqExROYmhuEMaCN6E2LfC7iAMY+L4auL4JvFKDtyFPePhlvH4mluBVyI85YUSTxQK8SzEHAgfFK2Vua0UKimOaIQUEk2K7a2aCRGiGguiNgMShFRZL4XcimHFoxipNwMHIewDLA1KpuWILrZ/WzCPWNpi/lYN3JGTSzpO1htN1dZUTYVGgDUja0PGEeKAyZVWwi4jdwu5DOQykKSSYjXpqCEQ1ko4VRqNnEbaAGWKhCIMGj0v+ccP9TpI8JkP9UVE1HmxtgfdpukOdKAx06jErRDhzQAwdoJEVAa+L6/p+b4rE4jPuwnOvjCEdUNlZ3ta8DzcAWMvZhAau8vjuW1GIV5PMKZKjwj7760IMkIY0TChYdoYXkqkaWBZIpdz5Ol9Iawzl+fKfGncf/vI04dnnu/PXJ5n5vPMui6UnA2E2RrNZ1wa41mslqCF0C4YmCjYDCQuVmcKPhdHj8BIc739SCX0rEAV1QwsDhpqlo+C26VexDWbZ9UsA9BYPuqsfi+8JxasxXwwYF2vC/dGgrOV7edefJbmceaAaEa40G91j6N7fvlD0VsHBGmf39DZZrLYddLj9peo/e5HHdSm6v9Ovgb6g36RH/kVXXMIZwarxbpWQ3tZKH8BfNr8scexfe32mJqK6Gz3WYctZ0EwmSICpZkkW60FIVJqRaSQl5mglctlJYSRp6czKQYO30xUrTAJjHD/cOHhtHJaGksN5BpsbhjO6gqd+WAsyNBBByhBAm2rJ5iKBVum+f18y75zj186s6PvU33xvGyNKabCEdrea03X+aoW3/T32XPZ5m1tQKh+j/1eSr+uQAdM2fXGa/7RAbBaPfWw59b+6MQUJFRaLHy9rzxEZbh/xVA+5X8aIv88BP6vYeD/GUZupr/j08MveX9bGe8q0+GfcIh/yVy+Y3//yKsh8vPLnodR+HD7hiEmbo8f8RjPfPX7v2EJ8BfhyJQO3POOXF/Tzntogd+E98jhwu+GE0+h8FEK/GIQ6v6Gx5vXjE/f8rN1YU6Ji068OS28eRYed4XfvXmEMbD+8zuWpwNf/YdPiax8/Mk9Uyzczit1Hfnb9XNOOlFvP4NXe375GJgelH/yLx94+/kDN/PA25Ip/8MN5U/3vH8Y+OY+cNTPeNP+CfJ04uH8nqd64us6sR9nPrx9ZDg1bh5Bd43lr6ze1t435rnyq5tveAh7zl/9L4kc+Nf/6wuf/PRr3n89My8zd+8+ZX+85W54zyE+M9x+xpvLX7LePnO6e+JVeuAo33K4hbfHhcdTYvzqlqc5Uh4Sr+OZv77/rzyGhf8bC4yJv/zsjpsY+XXZcZ8FPlJ0J1zGA4WR8emR6buZr94KfxMbf17eMF7eUOrIWUfK+WvK8z3D85704R37nzzz0d1X7PeVGip13dPOPyGUmY/lPzOG9QfX2I9vQui1pWGOyouI1xd4Ut27E90g6bZB+3ug65u+2BSKIdHhRaewU3S7YzY32ZP7/l/dwfQudd+K3d1vjhiXRNgQVx5GdDS9yzJJT0pcfgZtNmCmVUpZWXPifD4Rk/Dhm4CulTKtPI1nyuOF8nzmm+/uef/dB+4fnzmdLlwuM+u8OBMik2umtEJtNhPCGhDVmxHVO6aus+cUOegd0JdIzhfIfYzVsJU6ejDS77X0Z9KZInhu8CLYV090Pem6mkDcAHpyuf0sbIngtSDSz+8Iqxd67NuH/tBR7bXRmRemaRkg+PCs0j/DPV0HYXX99/4s1RPTnrzp5oZNfpZg6P1mxSBLnnpy64i4ngRuDIz+YaCuL0q0BoRnNlBXK4iLB9OdKbE1yDp6djF3VyygrWVARCgSiTGQtZFL5XR+YoiZb9/voA0cHhq7aeXD/cKH+5X708KpBuYSKItQl4AuCXXGjfaCVwB1OSOpWNCtYgg7qWgyKqKBRZo7uV5QsOJaA0PigiXzQSEYol9CR140Kygnf26rhesh9iaX7+UQt+dogGEPHLv2fieUhIBE05HW5sEk6qj45Gu4syy6/RA3Syt/VC7rjTjpMyGqDXkWv0ZgY28Y+qOgfo8NEaiQLCGpNfs5os0FqSabQPXAxfd663tYVwyt482GbbsYmsExNXQdV2MYBYJr32pUNFkgJ1gQGXx+hFnHSOTWThlt38gQrSnAQK2BvAQCcNmvDLHxeE4M0pj0hp0qU2zoALlWVAuBmSkIuxTZT5ZEHvKOVRq6K9RQ0VWooSKaqLWSWa1ftdtTQmIIgpQMpRBC9SRIDQ3Vut2qvk8HrLDi9ypY4mfalz4s+oX935QiAr7OvJGovWHUGxG+PyRC2HFlgTVrhG0uy4s3jroCTBapy0D9kXUTOjp0852dZu2FJ/watuKcF8E2O9z9Yg9Kfe1Lvxih0/GvF9c/y5kbG51OPAml370X1+dzMLRu9pUNAdwby5FNt1yGazIr4uhiO784S1EkEYkkCSQR0hZkV2orFM3kqqylsa4Ly7KyLoWcjWFTS6XWQmuZpitdG9cjeowd6E2Rze/0e+A+K/SGQ5ew8ibC9vWvvvEaf2wQAW9kyVYjvFLo+1//cEF4QW5LGq5oObar7D4zepJeuCLvdHPfm537sYdAmAJh8GLfVh5pEDJRgqFGYyJmYSgwxJFxmoghMUyZNAlDvaW2wF3wRj2NHITd7og2ZZiLNeeGisbMMNkA0XAIkEbWINTWkBsl3SqhZmgXmPeE9cAQAqFFWjrR0gURYZQDOY+cn5U8BOT2SIqRaYrUqvD4vMVBqkpcG0NtxqbQSCwj0pT9QUnHzLgXY7fGGY0rU21MFzU1wv1EiIqECUVZixrdfhopS+TwvjLQaNGaXum+UPNKCYW2C+hNRMeBcCqkUpnaSKrJdIkP0HYKYyMOlTBUhqZIC9bA0QJrIDzdMOjATd2ZCx2aseqSIEHZ0whNiXNDYqBNzUDw5woCY1uQVIgUtAllOKGciFmIHzpyUUkB0g20ECgXc/CXyRiQ9TgisdD2MzEWxvnsqME/tMbStdDhhTFb52J5hL7chy9sZpc42irsXO2i4Pb4JTiGDRSkPTbdNGgtRhYtVxvq+8by+wErOvgPRCy27M2JHjLLi72oyf/084jHT5aztDYjrdHagVoDa14IOXJeL6Q18e3lAcbGJU58iCOnrJxz4+unez48vefpfM+cL+R1oeZMLcXlWqsNVK4dwWsgEVWLfyxWqo6oNMTnRjruLOWNHd5tBl40MwksR37YOTe0UEdYvswf/N66FIk9PveF5Bfn6awXL8wIFiNHf9hN/Z7u7Puk7LmK5zxV/jt28wcOVVhny+e8aFdjQScM5BAndDIpoxAqlBWNkZYiUvvCMLYqAqFmhIDsLRapYjPidAgQFc0WuwYNvhYmaODKosRmzSuJxlwTVYycXCEZoKmKM7zDgISRlAazP2WEOCLTDokTsURSi2hNtBiR1VflYU8cd+gwUlOEfSAcDO0bSiSkSGRgDLCLKzEkaohQlaSNoFBVnP0aqRpsNlBplFJppVoTONvksizQ1oSuEHQliqLLipZisVqYqFRj8Eo0mavW0EuF4jM2QiPuLD+iDUgVYnFATet70X3oNqfFfF8Mpsafh0iTSJoCIRmDQ4utHWkBKUJYBDRtM2wCAmuw6w+RMFrcNzy59MvQfkRFpL/A9kIvY/eZmX0GQAfe4cJTuPyObpLKnZ0QER1sL2qfjaC2p2R1u9d3wnK9DIHQk4NNbqfHELa3zWxanNg2g2zXLtplioLfGbOF1wgkAiarJCQ35TYfprKwrGcu58jD+w9mguYzj/uRy+nCMq98+/UT333zzPv7E0+nlfO8mBJEWalq4EvqaqwuPA/qrHNnQ7Vm+VbwYc/WsMC/o8neGJOq56KAmFyXPZ3q99tR6Ig3eiAwcBXEcduFOpDSgFey3ZGrzLiBQhq6zYIweWrxZ6Hb/zeaz/8I+GzCbn83Buz1ef1jx6Y6sD32noMObCj8ra7WwbkdDARO9/Z31+s5evy5OQrcV7IVxjeWh3i7Qb1RL13W1NfaSz++xa+ez/qzUQeVNs9tpDeZ/fkbS6RZvqzCup5oNTMnaE05PZ9pRfhuP5DXTAvKw+MZ2QkyCk+nmefTzMP9wuPDhefTA8vyxJpnSjlT6vJCTdf+d71eUz5pL/Kfvg5Vu/IDGMPGQQ5XB4t2yXK6NHB/trbS8BZZX0s9zrd6Jf1u+X+EF2vohfqEz/d4edfD9z7jZQ7Qa5u+7l42zP6IozblN99VQmlMH9/w6Suhlq/R/YX/qkfu28R3uwuHQ+Z3o/AYB749wXe/qwyXM5fXX5HDGUmQ245vy6ec2xnWCzSlroVxgX/29BPOofH+i5X1qKx3QjgO/Nlv4faslP2OOiROZU9ZG18mWG/gXT3wf3rY8Wc1U/eNOe95+KrScqQut5zrwHx7JKZM1CdkvLD7yT0RZcctocKHPFIqpOPvuQNeX04Muud+vKGkxO2D8HG4MdxuWJDzT0inn3D48MTx2yem9gX7+jXSCo8hE+IjYTyR9MI0r6gqz2+EMCV28WNCVYbnJ9KsfKaR26gshy9oGvny6/d8s564OY1MRJ6WJ06sRFmZJHBuX3I+XngYGveqfDY8sb+5J1EY2whDY5FH2lm4bYGgyn/Rd8wxc/PuEZ2EX96NjHEg7xJDDVyWSCkByYEhVOKrHSHBT6dnhvKBcdhzvj3wixr5kzXyyxz4m/ozhsPIh9sjj28OMN0CT4T4G4IUwjyTDo3Tz98xjz8sp/lHMCHcKG8yKn3Zu+HrXfeNGt2pu2xGUukD1gwF1YclaT/hhoryQuTWhPDABNf0d2MRNgPtzIDNqdp7RL0cIH1DG+uhy0eYNFNxmlb/0+WZnK5FRTRYE6JUcl6QKDw/P9JaZmjKer/yGAZGidTzhXKeeXi857v773g6Lzw+nTgvJ+b5wloW1rJQqjUiLOl0FoR39mszNKpuBq95Z9W6nV2TEM0W4Ou1sdA7n1tvtd8Op1/34dZoH/zXkzp/mSNkr47FtfnDtREk7QUbRrwDu91XD77EGB02IDy9cPg/8ug1vxCtg61WzNJgaGDxolxtYsFJp2q2hDQfau2F/o7gQs3BXgFl/v3a4HGPGXpq3FANVjgzaqC6pr902atRr02IYOcyaE9G2uKl4oi4FnoQYxl0hLBdwcXQHsWS35pGhEgJB0ISVlViKTye7tEmTOENl9OBfVgYg/A4zzxeZt5neKqBcw7kxejO7Zxc1t4o6V2WhBQ2oI6ounyyQvRnXEcr3NWM1AY+oLF5sm/Ah2siTlBD14PrKTrFMArsEmRBnj3wHpuv0RczRORaSPDuB5RiwWWMPh8jWNG8tk26x+jNHcXiWqiKMTSC2r6VStPlRWL9Q4f2GwNhAkk2dLw2m1MQX6DyRWle8LIEyKVenCmh2LWKiq1JCZAtQNxkczyAqc5+Elag0XSyvdN3TjB2WNXmDZFqoYcGk/ESkFUMvZkyEA0RLhA1ETR6DTgQufPrtPUro6Fdm0zUFlkvAbJy2s1IVKbQoCwMpTBm4ThV2CmrZFRmIiv7INQhctjtkRC5qZU1NmStlNhgHSixEmSg1cJKo5YMhyNhbKgkwpoJ4ZlaZ0PtBE9KW0NlpRUbJi1twJBMJkdC6HIPCW0+EL4HcLrVjKjdrrnsjlSX5OjNNu9fElxuacuPMpRqbCdRK+iE4kghQyMbG+j7ieCPPa4Bvq+s3kiN3lRW35+9UeBU4Sv12xD+aJ/vA1aM7wmKQPDmqNr60i53sZ23O4reyO8JqX92cHScdg3kHvh6c4jghcCB7zchuvSH2HDvJHatJGNHkIgSSURDPPogevOLmdyEtTTmXJiXhfkyM8+ZvDabOVIKpWZqW2htxZJJsx0GUgv2p8cGnlT1ozfpA0JrAvgw6o5G8KYnW3zx4nBG4iZ1UF1ewQsouiUJL1ic8IKF4j8U9UKCmK0g0NmC27yTVr155g0gTe62XyaAP+IQk8ZIU6CtNn/lRGHWxk1YmSLofkLGgXiKDCUwph3T7sB4rOyGhSkHbudXPuRzIGvhgQtrDKzjHaHAm6cKmvlw+MAqhdH10uNNRPPIEiC3hrxRhgOE5xUuBZmPyHLHVAbCeWC+rZzefMOgO0a9Ia+B5w+QDhG9vWEYAu2Y0NzQ9w9Q1RCWBOJcGUNlrOav47KDGjh+BPubTBhBUoX4SIvP7IvyZlHyMbDeHjEZwImMshaLsy67HWmF268zOTWWn5jkQvk2Q1lo+0YdktmvdSBcTgy1EOsOaiRMCzJkyqTUsRIOlbivxJMwPAfWphQyskTk8opdSLwbJubU+GaaWSNcBtsne4olNedGS1D2QotKeypIbUzDI2NaiTKhmijjA3U8Mzzs0acddQQdlGFQjq+UNkfK88hF4fFoAAy5m6xOfWgkzUzzM6H9YUSdIS65+tEeV0kfquyGeUP3v8gbZABWL/Tge9bj2BYQJo874hX8YI7Q7KHPw7o2OlazlR0N23t2MvlnGecPUZsR0Xz/+nwg7QAYBlRv3IZa05ENyStecDnT6kqpR6QG1nVGkvC8nNEh8OUpcJYLh7BnJxPzUpiXzMP5nvdP73k+PXNZzizrhbKu1Fxo1f9kY07bINp2vScbUMptnt9j9QJPH8hqEkm9WdCwJo77zBfgsK2Wsfky2IxX9xGd5etJgLhcnTUAwRpFzgAOvajaIHo8XR1EpMleGzIMXSqxOv7smoe8LK/84YWnMJ9ACyHuEInk1KiDEoZbNO1MvkMgzJWwLNS4I6cJyQ78QmjRJmiNORMIDAebY7CIofp08sarg5dCl/2oA9TA2CA1RdsFbXkDpYSspkceKwyry6BEQ5rHPZISwzQSa0TmydbdsEfCwJgjQ2dmxoCsQhQh7g/Eww0tDNZcOATCTTUJ4RKJcSCFkSkoh7QiEUqMaLE5E0GNY1sIWxMiFmhZqaVQS6GtlbYWMo0sSp0H2hIIUYiitHkxGToJtLADGq3ZftKo5kPPFi81hZAqaVfRkqjzgNTAkIeN3U4Q2mBruFW3JZP9PHqMv44DJQXSXghDo1Zjiksz3xhKJCxdgiaCNEKptEWoc0RGCIdmJuoei+1e1f/Gxf83hwxbMVG2tY/bh0BQizKb6QnRZ0cYW3qktZnWbBq5BLU4rxe8nf3YPLcNwWdDNJvFomJa74jJMhkeJqCSuWYl+L4K255X4vdAWAa2q5is6IjVYiyHsjkMYnmPDAjTlT0qjSYLVWGen0jSeP/Nd+RL5ul+YhwTl/Mj6+WZ+w+F+w+Fh+dH7p8WTvPMvFxYS6aoUltF62zfa5OzMxZHC1dpKYDYTCqptLLde1AIC5C5ztqKZtckEkioFFTzFiFZVGtyP2bTG8rCFfDamxAQ2uT5o11Hk0iXFhKpoBOqO9DFylX0Gog3PtTOJVtTQF3dwZ7c9Xv8gEnzOPHKCDMQTHPGmwZfg5ptvclon7fNGOmxpsVjG2iTHjvCxtjFZPs2exteNqWu5W9L1z321567Wy7qEFZ7dq2/+MrUVm2OK6hbLKyAVAP6ZqzBIMsjJQwkiZSkDHJimSpRlOenM0+nC7vDjrATwiTMy8KyLDyfC49PhXm+5zzfs64razk7+0apTSnaaHpdEeJ7VXq27U33ttUde15WEVa792rP0BQJiudF0ZsszZ+1gf5Ur/JsdJnxl3K4np1amnfNqzbwtIA2b146WEro9xW6v+85ivicHLMQjcBi9/9HO1I7SoVff1Upp8q/+sUdH3+y4zF8weX5wn96/IjHyy1vDhO3y8AvJ/hNHElPjfgtjOnEJ+9+yzJAmITlfODLb35GqU/o/AjrQvlmZlqUf/X4Mx6k8n/55SPf3l4Y/3evONwkfvZL+NkjnKYjcxTuC8wz/GZo/M2k/J8fR/6nh4EnAk+Hicu3E+9/VyiaWHnFqjtO714zpkcmvkOmzP7nSsoT+8e3lBz4Zs0UXbi9/RX7cOGvnr/mcNrz7z75lA/TgTffHfjs6RXf3i487WfC0x3y+Kd8/O2v+eyLR2L9Jan+Et2PfHd3YJ8Kr8aVms/ky8Ic4fGTwJgm7tLnjEXZP/6Ow5z5hUQuqVFvf8XSMv+PL77luy9X/senV3xK5GF+ZFkrx3rgTieex9/w4fY/8IUc+S03lPHCR6+fOOqefbtDb85cXn2AB+X1DG058O8vP4PYuPvcZKD+ZthBSnxykxiIPP7nHctjZCczKVbi2z3h3Y5/ol/zZ/n3/Go68vv9kXcPyv/qDPfrp/w+/xx9C/IzeDuN5N2eo37Bx8NvSHNhupyRw8Djn3+K3PyQQ/0jmhDapZK24pkbFunlZd9M8lLX7OWq9xKLRg/seyfwZeHmWlTpqHs74j/YP93QyXYetmup18CgJzlyfc/2ul6QleSNibQ5p2uBxTrGTdVoYiGT84qIcDmd0VJJRVinhUkCA4E8L5TLwtP5kYfnJ07zwmk+c1kvLOtCriu5ZGorTkmsNgOiVWc+eDMBL+a/cD69WHXtaPff6/U92r+rI84UfyY9AelO6EURRLd84vq77R72z+7Prz8Dbxb5M5RePO7n3V6nWKIXXiQxP+x8Q5wQhBgG0/ze2UyBxvqiKePX28RP3ax4I2O36yZd4YNCNzfajXeztRPCtUhky8kT45a3/EnFCkSKoEnRUOnMVlW1GQA1GMK901lxdo0GNLsWYkjG5PAkr3UnEzHkoVrRrGSQqCyDNdNOF0O8D8PK0gITwqBwXguXXHlaG/PSWE6FPK9G6/fOv3Yd4SpQhdCSywVle3bJvm9/5F31i2hQwC3JdKYNvEBC9CHRwVENzX62SSAVH7Q8+klfMqUUlExnhYRtnzqSEvXemV6DGpoTb3xQrxqT5Tq8HUL0QMfnoUhP2n/UIVfwSOsFVpPe6dvJUEbi661cTx24Ovut4mFFw00WZ5Nw6HbU7Nh1v7s96xeh6kCnjlLxz+r72gvSVExOC2MOtGbPXwWiKkGFUK35GqIF6rEZ/VyaST60GKkBilpx/jIbun9Qk04KbabWew7jnpslU6SyBlt/89xYF98DzYrLKSjDEBFtDBOGPlRo1SQgakpUXZBQaCVZUpYHpBrqUHNDU0ZLoTUvUAXxnrJLeWxBomBoUBxxZshuFK5SQzha1Ju83f6JJTCmH16/H7BpX3MW0DW3z91gqnQNUW9m68T1zX/M4TabYIWbrSAkbk474+36culrBsD9Xtfetmt88frenPBzymajm3//Lt/UX98L6T1w7n6+swa3m2MBrw9p7c1u6UCCDVWF2YbOcFKx5kAfnKpKLZWyFC6XwtOpMGhDy8KSK5e18N3jwsPTmefTwuV8Zp5ncp4pjhputblduz4blerJqPlWaR3gYPfBblFHNsG1IMpmo7u/MraVobXB5My+//z68SL+kS3yud5DB0VYYbSv3/AP/u60+Rf3b1vnstmYH23WtktTyvmCri5ioBMxBXZjM/WVkAlTQqZKyCNh2RPigElqQRDTsw/V1kQURQbYvxrs6iTTcmW+eaTVyrlWij9fglLu9miD1AZEI7PHQWszlFmUhRQfaUOiDonSTuT7jMYRSQFR5e64oMdIuR0gCblV0Erbr6goURKRZD4ojSSBqI19qSSpTPtIPEIYBFIg1gNDG6hRuSSlxh21VvN/QzDUZrE1UqvQEvAJrKrMtVBzgzAZeGUtpguei82ySAmmQJgKTCvDqRByo90o5QiqlXperfg9WREj9ZrBKmgInGMix4JKIWbh5mkgViEMCR2UMgg1QKbQGoxDRJINOUYSQyikkMlDo6ZIbCMxGAIdCppM7qoNkXYYCYOwy4pWjxtSQyabN7TOfUDiHzg66j70uPTFvtBr7GMo0t4Y7DKFVszR0LW6zQcakMQAOS/jVsBsivT9tbi/7QOcO4vzexcIVI/pnD2wof5f2AL8Urv8oS6bWbXinwF4tHhhqSoaG7WsSInk9YxE5fL8DLUxxEYuMyc5MUpizYG1CM+nR56f33M+LyzOmK559eLviq4ZLRmqr6km3ktQeiMEcZm26nsNv8/dBvfb9oLRfs2F+n0tfu8sxtuapS99SD9Hb9TiSFEJ19fVhjW7ezP1+5+3zauQhkixWLoz+LTngY4q3op/P+IQ8XXtiPumSB0JRDQmA0wbNdossZrOWlzFek4+A0RRJARrDrRIzQPGVbV7akCFhqRoBXZvQsnogJOq6OLq80koNFrLaI20HAhi3zVIM1kfFVggNEVDtnwzGNtEl4oBgAo1wLxLtBBJ0WaD6Xqihga3tzBNaG3US2MVuCDW7KWR10xZChoLmipLvnCuZ+a8sM5n8jpTuFBdLrM0JedKLoUiKzWsxDaTamGNGU0VyV7ErxXR7PJNlrvULkDexCVeDaRgjX2bhdZUKGIzhWQY7NFUY9C00RoCYcKKoWr7jOYgHCCJoC1QS6BJoI2BUIBnCC0xRBuOvFRbR8Fn/ml06cPsYCzPfaS+WMP/6BK7yiXZcupAQVdx2JoPprqg2pkGWJOF2L8UNtw2cAVyBhw5YXulvfD33RaCx6JC68x9T0x6KLylWAyoel3D3yseRzSXoLS3NMLGBksvYmoFFuhqDS1R80QJkXnJBMk8PD6y5sx0HklDZLmcWJcLT4+Fp+fC0+nEaV65rCtLWViLFYVrXalaXQHiBbK8lzNe1IU2sBrDi5hVPUQWN//X/3UpHItDwxY+2WltH4fN3vfak31eV++zvPRFLYviLkb9fBXBC//0StS1rL8BXzdGSQWfGdTzjh8Tum3ApC0jtgsM3yux9Bixv8bNeGcCe1H9ChLt9+Mamcr2U9g6cVqvJAugA1LtZb2o7mue/tqw5U/bvfAcd7tWhRYCQW3mGE1orUGAWldUK8EBp8s60xoM8zOlZlKqLOvIUk5Mu0QYE2FIrLmwlsJlLpwumWU9MV8Ws2GLGGs6L978ssfWbbr2Ndi/vc9t2ICz2hVduvySx+lel+hxunb/4pLqwMZkueaUL/KqF3dc+6s2tvv1t90lir747O3odT1rjNjNLts51eslLz/rxx5CY78+UC8zfN0oubF7ikzLSFxe8a6+ZRe/ZNy9J47PfDyeqHkk53fs9srDu2eqQmpCGyIP+1/SyjPr+ltiVWQ6su6ULz995GmE8aMDb3bCa72we4avx0853e2Quyc4ZPZy5LM8cqMPXMIFuSx88wRll6i7G56PC1998i06HGj7V9SkrLxnne+Zf/8Vt8PIX9weaLXxxfxIXoXXF1u/y+vPOCXl7766JeWR9bM7pv3Ih1n4zalxyjPrbuYXX/+KT6dKvP/A+XLPmpVl/ZhvueH55i2X9sRD/ZI3T4G/+CISDpn8p2dOC/z918/UCsdRqDHyZY6sDQ4SCa3xV7OQG3z+9oab6Zb0cOZ8Wal3e+7Hiflxpb1f+fh24M2rwMfLkfF3B+YoPA6BSx1I64F62XOWT0nxwLvhEzRdOMsztTVenT5DEKbnXxFqZnz8a7jcoctKCZmH8WskPbFIJgucT7eM86fUy4nny5n9eObP3/6O9KoyHQtDnTjc3zGeP6D3CqURXp+o08CHv4/U8X/GJoRRAYU+4M06x20zMOKOUaVTCnshrRvjvg0CfK8z7x0+US/sQR80tfUW3BFvpjv05oO8OLs4y+I6ZLknJvbf/WbY7802BGwYselZB/rQysAmuqAGxs01GxpmTtRiSemcBpbhwhgTSZWoSl4za85clgun5ZllXTnPF//Z2RgQZaG2RqkF1UJrXlhv3lne6iFuDJ1a3Avvon2mgH2/3si5vjXYc/JiixnUrnPX700fJv1959+8ExukN0P6fbyyHywxswJsD77MYVk3mE6J90Kt0et70gad+viHjjAcEBESpiGebhIyKGVZaLVSmouOVLkmkYI9vxAhC7oKTQpNspM1xAp80aqzRrlUQvTkqkdvwZD8bUt8HS3iyPQ6NnSoPitQ8PmEJrteA8Tkc2M9AFCsoCCWDKnT0lWsmSECNQEiVDXZnsVm7XKOjVJBJHBelEtb2M2VtBqqyjr7MK+Z87ywnCvLc2GpQm6R4kherYpxqSOhHszxtkzDhjsJao2UJuToOatER9d19owV86TFrcDf9Ra3QZLNB0wOg6GaVrMbuvNh0cXXWumOcrFkVDGmiO7oTB9FiLJCKJhsUfXPtIA8dJRBdTugluDFISMtoiW5/QjXZ/sDh/ULfM0XY7+gO1QMWYPUreFh96UYUoiEBqUGL9JW2yMSM6qRrvUorXpw6+G/jr79ekBkNjL4fTUz29BgRaggXgQS/BrUpAQqaDHGUdsZAjEXa6DKYCSSWAfQAU3JBla3vTUmqiVJbbLkctVq8iYnZZ5hXYXHpfF8eeb98zP7cc/NdLBh11EoTVmKsqxKWweokGRCYmO3gxIbLQfq0Egy0GolJKjVUPUlKSLJGm95R67RZmiEBvUMuYIO1ojAdMIbEWn7F/XiirC4vdpb8Tm6nWkjaCA446Hp7HbVitCRwXRBuaC6Ip3JtdkwgeDSWC711es0xnjxn+tA1AN/1DDN7t8QDMUU0XDCtLVGrGnfizcYC018oXJlhHUNbZUuSZU98bW137qWcfAm/z9IbJGelPaMzZA014GKHUl1Ren35qE1IBKixqAS6Um1FYc351Kr7yk2dlBoPvyzWgNiCZmnp4yQWC6Zh6fMnAuXJfNwWvjmw5nzJfP0aPOVlvlEKZWymtZwq2p/RDHSdaaRUW/006o1IrBLbOB7vPl9U4/pla2YR/Xv7YWDkkC6duxmOXx9vCy6xu1z7Lb2z+3ra6BhUmnqTEJrhmlf1M5c7LjHdn1uHkCF7wE9fsRya43l8cnM2/gaTRO7Q2G/a2icUVkJx4hMQip3hOXOBoMKpCA2AJyFUApBIIVgjcbDntAazGdqufAUvqDmxtOHN9Sc2KkSAtQ3N2gaGL4dGS+Bp1aZS+XQHti1Z1I4MQwL6y6Qd4H8fGb5dqXsdtRjZEyZj97MzDcj3749mJbw04Jopt0uSFBigKQC4wTjnnGCgcqbtbBbMnqT0NcBSYLEyHB6jZ4H6tR4mjy5zjafQY4BXRtSmsWBJaKDMv+pkpfG6XcrulSmcCTGiXBZCFXJZbXmxbiHFAiHbwi7M9MpkBYhj432BvR9Rh4zYS+EgxAnZTwKuih6BiXwFEaqNFQyQxZufjchQSifCnVU8tSo0ljXGS2NcbIZZ6FEpAXTk40Lj0dh3iXSuENubmCebV5kzJS4onFCdztibRz7rJ7mRbFdQltgeY4mX/kHDmMWeE68xZbiRXNf09KQlq0JEJJNn23mz4UEbfD1b7GY1BfDrje0IAZ8kA5AUAhnt4dHkIT68NeOMu7Wts+g0L7nOpO7B7hu69X3vOUnJyuotmjnFmMZ6BrRKrSdFU5LnlFpLJdIayuPDebnC0s5M51GBjEPUdueonuW87cspy+ZL5XLk+lg53mhzoV6Xml5hXyxoccVb0S4nVKTnTJ2XrNYtClQDIleqhVuN0kNyw20z+Bw3yJSUbEGjiZbN+TBiko9nk/FfZAhrbXfpy6353kaZfb4bo8wsElBRbd72rxQ1tBokoriTIrrpFr3TeGqdf3DhxCTsVXyeqK1gtQ9qe1oQ6MkvCldUYk0HRiKMDZrAMTYTDoV0DBSx1u0WONNXTaTUGmTxewyGXOmXuy6w64Qgtrg6xnyAcooFC3YOIWJuCZiLATNDCGQosVfehLCWGlSIA6UZGjwdC40gRpWcmqc90KNibcpkqKwXu5p9YS+HZBjopVCfYILUDRwq7C2xnoprClThkROI8ty4VSeOa0L8+mJJa/k9kzWTK0mdbgshbVklnih6sxQnwk1Mw82FV3OSlgELRlpK2NKxCFxXiGvzjQteAPCZ911zEE1wFWWaIyK3WSskjJaDWE6o6kxHMxn5pM1IUKxmCcmiEGoNVBqpEVnRi1COAXifmTYTyxr5VwKIUaSJIIU4mBzOOqSCE1NCk9ASrqWCf6RI1IsN3EJM2uc9fza4lObyeCz8Lw4KOqjo8VYctJjMG1YPuysIDyRBKzbLdd6iM8F60y/4PM41Ycrxy2rsD9VRxqDI/erNclxpXvfr5ZKKYGMzaU4WCwinru3E0ig1UyVgXXdIRo4nRdKCZRaGIdIiIkggXVdKTlzORfO58J5vvB8ubCUC+d8oZSZZX1GW6E2YwPVPsx3Wxz29XvNwvWOrdagAsweW4rbIROnDRIIhK3e0VUvxNl2ilLV5kdsoJwQveZi886CFzmqzO4tHEzYZ6U5y06CM1zwONFBs/1a6IV57bPSFJMt7c2AH6cMsWFBO3DFhyKHrf61cQz8M3qusFXFDAQJXpsxoG6f89BziGtbpAMo7fqvoJxe+wsYW6ZeAcnuR64vfXlVlqc3NeCiCRMF2pbje17VKkHNVwWxOCBKAR1ZQ0ZbJaWBJZ8YhsjuoTGkhsQDEvbGclBYi9XfcltYyoVShLwKpTbKeqaqUpvNgKheX6utbgrOtga6RLIreGgHMXkM4bWjXg/ruVe/71YjsGetaswpdQnbPl+vNym6uRFfRzaTVbaf2g3utc2X9VNv3AlYgyyhDJ4HF7s2ua6PLe75Iw7Rxu38DRRBf3nD+vXAax3YM/C5fELgJ6zxP1GO/5Z/Og4choGn00/5sHzO17v3/PqnXzDOws1DYNYTH24+wOWZ9PQrku4Jx7/gdGz8m7/+ivNN5Pjpv+C1DvzJf/zPjI8r/2H/lzxM7/j4o7/ncDjz8f2Rn8yvuNQn1ngiPs/88sPC4e1nHG8+5v717/jl618T7j4jffIT5OGE/OZLyvN3nL7+e/788Ir/7T/9Gc9N+f8+f8e6wL94GonDxH++/UsexwN/+7cD5SnwF/9ceHMLX75/4pv7hbR/Jo0P/Kt05n+z/md+OUd+NUe+m9/y9flPOIePeXr7C96X3/Kr9Zn/xQf4H//9yKuPTrz92W/4u7nxf/9373mIwt2/iLRx4DePkVLgF6Fy1+Bffwi8WQL5r99SP/+Y/X98z8OXJ+Z3e756N9H+fUW/aPz8Twb+7KeJ8s0N629f8/X+zN++fmCscLu+Ym6fci//e+7SgZ/pLW14z2/kC2qt7O//KXFt8Pxv0PLIYfk/ENufcGmZRTNPt18zT+95mFbOUXj77Tteff1nFH7Pe1Zuf3LPv/rstxxvFl6/OvP04cCXX36EnDP6XYN9If3sxFIHfv3/HljKD9dCfnwTYivo+4bbughXBF9H9HZPctU57ie4/tniyq3Y4TpscN0sem1eSHfC3zuXvnh9Ryfbxrz2m1++ticgL76WVfXpKM/NAao1H7RZt7MWCzZWWWnVChklJmpeGUIytHFTci7kUljWmdk1ENc8s5ZMrtaJrT5fQlu1+Q9NbdC1duaFoXHbC8bClmS98NLqhSkvR/Twgo2V4AH/5ly6YwGu966bKbu33dldn6Hp06P/8Fl2RChmnDsdXr/fINqegcCGpPoR5jBFe030mpcFUr3oBZ0BYU7XpKu0ulRFT4CTO2a5rhOTyxBHmfTv7n9U6XJWdi/8ezhjYmPQNGzotXZGAPa5sb/GEV79boWARJfqcGRabep1LU+yGnTNf8FQwSLKuoJqIIVIbQFSo2glObW7qjnfZW3Mi5CzJR2liTEhaqMWQ4VVbCBbDSeXXjWZCmp5ERAIweVgOvW/Fz2l+h7rt2tLQF+sQ5Fr4g6WJIvf9+5DG9dkLw6eCHvAWbHPiC5fpOpoIWM3WKgXPDl2zUYvGMoLlLqihoAWeLmvf/BQvADS95yAFEuSN/ojjj7sEaJHMD0Q7LJMODJdur28vkeCB6HV76/Puej3WoMVfM3sigPWxZ/HtYgKsn2GhkBDaMW+c4srJKWOViypZUWTEphRBmLXzWZHk4BUCxmrAFLJuRkD4mKBvVRDLs0V5gIx2LpsCrkppVbWlimteTEYa2Jh7BSlEVNFaKYYBSYVEiIpBaA4Qiuhw4pqRlOiJZNfCmrI3CZtK1YI6kg5dUaUQjX5Le3+wpOMLdJ0uyUdTqRKU6On0ywI122vOqW5z3uQxFaEVzF2kVzPpU35MUyv7x/dzjvLZ0Ple8DbV1bDm8ZWoPmeKXU/1mUQt57bZvv+gd/+3gDTLevj5bLePmp7Sb/O/oPmKFhH026zNhxRqC9e789OvSnaanM2YKbWSimVvGaWEDhfzohU1jlzTpllLVzWzPNl5fk0c5kz83Kh5HIddJiLzYcomVazzWjxpv7WnJdu7eUaxLsP6MUEEbcnbtPsjVdWknVQvLm1aSy9DCiuf7Z7/uKu9fOoJys9jZNOr+/PwpvX4rIn3/v5yycncvVBP+oQJAcHJFuyHhdhJLIMkZoa8RwIsxBzZRhWkiphbva1M0hThmlEogVJtQYua2LWRsuTa9gLrSpJMyKNMrkut6xIyyZb0RJSAiGbJnqddlQiNUWqFKqu6FCJd5EhRvYxkCQR60SsgchqYAHXAq9pIERB4g6Jo/tbRdeFppkVgTAZw+My0AsUoRbj3mlAakBTQweLodolE9fKcG42IL1ZAphPSskVZaVp5rwquoKuJs8SYjS9ebU4b0xKjAG5SbQUCYMyFqih0MZKq4H23Kn8jZYrLWery8SIaGHMA6EIbbJid5ZiTWb1eLcYMjgAIUC7RCiQ7waISjuBnGEgMKlSM+TFCfvqnaahWInAh9ArbgLPzhrSlfZDReFuB7Z9I9efe3zeUbeq3c8LUJGw+D6bLHZ9wQz+3jlexqMv2MHo5EbsHxSvN7So6Y6/ZOZumUGXcWqNDlASgoV+9AIDPVR0wLNe46dsO76tVgioc0FaZNUZHRuSGjVnAwSIUDVTdWGdn1nPPutmyZRlpS6FuhZaySbH5AWTqy+rm8/b0rLav69dpPj16ibB0e9zv/hejDOQx3XYtzdbv3e2/qWvt/0quevFqm0uULIFSHIf7BfYbWo/6cZ86PBjYWtmhL5O/jhfWjvwKlh+EqgEWS1XqJ08YvGUMWbFYzGl+udLMxZQM0g/HeQVnKGoqw38lKQGwEkWK9ZoA34ZxJHKAWrY9pJ0ZtUosDc0evWv11kYoXlsGBNNoq1qUWvgpEpJxRhrQyAMkRFv3lXLGYIMRITQKlJWSgrMtRpzqkKthUrlssyczjPnZWblzKqFJWfLU1nJrKzhTGahXCyHWJtQVHwsq7LqQtVCCYGWRloVt3em19/nOLAV+K6N/FIGi/VaMXvly7PFYsO+vYAfm+29DvzRZuyC0MxnB5qFbFJQydbQcIBarZYRS6rWmA6BPtvLAGDZCvp9FuU2G+wfP3pp93tsKQ+QTC6FLfPdJH2Jlj/02MwWqOVe9Fij0WUd+3wJH+B3bZCqv88/T7od3WKzFzZKnNv6Ql3BtO6tTiBafDhvYEPwK84K8bgleE4I4Pe/1EqQwrzODoqcWHIiyIIIlHWllJV5LsxzZl4LuayUutLqQmvFmdrdlDhTRr3uoVgVQ+FasHW79BJIplgTU+r2us2OcK3nXM1Nry29AMUgV7fgP3/5Dv+Y7fMspvNYtytN9Eb5lht2qSt/0qKY9HWfI/Eifv6xOSkv4r/r6nphT3vA2fMS3b6L9DrQ9t6rAd/AvRvzxZtm/X52ZP33PrP7jUZvhbz0x9+Pqfu19wI6VkuRK5hGGzQRY4KKbJLPUm3WXygLLTTmFVIdUK2knChFSVGRaGBAm8ChLs9ayC2z1oValZKV2haTbFNFmzcVmnpOFf2KO0O+71WrTTbxHJvozMnuERtsdR7fuz1W735oq+hYzH0FN5mt2HJU4larsKbZ970v2oGU13Wt/nlWXlCgbJGSbGvx5bP4I8Bx2FJorwM6BdZWmE+Vqs8omcf1c9b6in0YmcI72mow9fcX+B0XnvINy/Nf0+b3cPolMHE87q3mmT/QZOH9YeESBsI37xifI7sEu5DZPy9M54V350eGOnAe9jxfEp/UzB3fUcpXzOsX1OWGkm/IeWXJvyfkM3frgdYCdTqT5sYu3aFp5SYeuQ2J+3rPc/MGUgjM+4ExjXySA69pvH7zLfWm8GZ3ZCcRefiC8OUju08mxvSKLy8j/+ZpYPmQ0A+Jx+Mdv7p5Q16F+TdfUT98y7sPj+xr5OFzZdkrDx9u+erSuF2VMDR27RnVyJ/wOVUSUr9lrYXz/oZxnJjkiWld2dcnsi68froh1T1fMPP1x42vDpBb4jYJr48FTUquNjNqlIk1CHP8LyRNPOYdMTwzPX9HTZDLVyxVqPMI+cgQnxjGbxkPR1qKvC47at3zy/dvyPnAvg7cvr7wHGb+TlbScWGQC5yU9TxS14ZM75FdRD4+cpbKV2GhzolDi+zb/5xNiG2rdcmdvlF6dxQ3ioYI3FBF2lsTpgO9VYi3Ioo5dFFom4aeF8Q32SGuCcVmMK1oZdflBV6ckOcb0wqfYbuOXg+8bm+/PtdI7MAtMHS1BKilmS1ujSoVyokQYPVZBVESIpGgijQ12ldtlLqQqw+hzjO5Zeay0FqzQZo++0G1moyEGt3Rmg8rSvWmRDJTr/Cy0NnNmzq9eQPxOz1LZHXz43IyroG4oTc3SQrXwpPoX92ddOvyHS/Igx4YWIGu4y66k8UcM04x9YI9mJOzZsHqz2jk+hT++8eQ7H1DwoYdbzrfag7LNVlVKi3Uja7OENAUbCBa8PVqns7R6WI0ZqCJUXt10yyuDq7wgcQ9SVULfCWqFc+LIrURMAT8NrA4mZOWVpDWtf0bEhNpNxpifbGiUqlWTh/TYLNNihU3WsqGYp9XWgGVRBgCpSaGFJhLZbw0YjFp2erBRslqHf+s5FLJDXITammUxZoVWVaaNEp8RCUi+Y6g0bX2GzqMaAiEOiAqVFlRWWkyohKJtRna1QPtJgGN3jz0QlBLJsnSmiNGdHIXbGu3BW/kdDsy7NEgqDyD1us4mDBCGpA1QSuEUFwjNRmKoggtB6eXZ5t/4LM/VMTuihjiiRZ/aLm9OATqzgO6bM9TZoJUarBBu4Y2923oBReJxRETK8KAqH2vtgWeHja4cbKB3LIVSsWRFpbYYij+IJBHK9Z1+xazz+7oqIwB1QGCFe+EABchxIrUE20cYUiG8pMTUROilaAD1s6ZIBwJYSTkhJZKGRo1NsraCK2Q18D5WTjdLNznhTEujHEmkRgZe86DhkpLM7UKZU1bExdtxLEYbb8Y+0ZpxAYlHt1OL6ShEMNMLRnRJzPdpdGqQFzs/NWKjtIMaUdVpDm60qn+yNlsoUxbo8qaIT5ATM0XWQAL2mZUM1IOUCdM+qrf49UQbdEYBCoT0u1Bv4YAjPb71qsKf8QhnmS10KWDmiftbfu9ELZmtbk1a4yETgNuHvxK9n3XaYTm44KnJD243f7/hTyFGTtD5eNZ6fXVzv7hmhCJNp+TIrTQZz2xSaajbqO96K5NTS4iF4oYI5CopHVEVTiHC7Vmar1wOgfEh/7lnFlWY0Sc5tVYhZfZGHGL6aXneXU5pwu1ZGrOtFJsvTRPvbwgtw04bGr3WkyP1ipTVgQ2yZMOZYgbituYT80T+n8QPvVGlTfQ6QPSt4aPNxQ68yIY8uk6zFLY6N7qRRvtXdsXSHDs2p22xY+WK/EThDna8g42k2p82rO/JJbjwDoKuyUiGYabzO54Iq2V+FCQEGlxIOwjuzcHWq2sy8paEx/KwKxCXgdqFepize1JzzRJPBxfU0LkJn/HUFdiPRLaSFpuKW2g7ffkw0A+Gn17PT2wPD/R9pHhzcChDLxeIrSELjvSLjNwQptS52C29maPpkQYbojJJaRqo52fqBWe9Y6YRvaXA0NNhKUgpRJuF8ZjhXpA9EAbG/XYqEuh3c+Mi3L3pFwiXHaJWpTlCWrLwJlK4eFZ0UW4rSZbFV9NkCIlXdBWGHawGyN5t6MyMLRIWgKXcGY+Xqj3Cf0wkIbKOBVKrqyXGcYF2V1IeeB4MgbjejtTQ+MiKwqMGq1YtwYoEBeL9i73A3UNMCp5N9DeN+KzMt0GjoeGnpXyBOsSuSwjYQ/xbmEclGnXTB5SgqHr31vxoMWT6Z3/ocPnh1n81JlXAOsWYyERjSMwmc1uzRoQoUE9oPWI2d9Mn8Ej0jyJN9CJbPugF6AC2u5sv7Kysbo8cbcCil1Dn3O1bSqfrWQziBxlK8nnGFwLL6hLmTQrqNjsK5P9q/NEKEKNK7o21rZShkDbPxKHwHLekdLo4BMroSpCWWfKMlPzSl7O1KWST5m2Zupy9oZq9gKK2Sxtq8k/VR+KnIPbFbfpDejFnwBao6u+ePGEZn6OjLCiLSA1WvG+dLvWAWZW8DUb6fkbgnQKsIM8dPM504YesgZIR2Lj6wIrUGu1mVn4ZSP0eTqm4tSueciPMm1KdoSpBENzp7YS64rUgbb67CiSSUOmaoVYTydqSwYGKybbJ+0MGggyIaIMsaC1kU8+7PwOm6+2DyiRGgwEpuJk6xyRNRKHhkSlpUCLAb0JtLsAi8DZ5g+mUIkSSM3PNU0ggSL2zCRZbLj6QHvZR4Y0EvOA1AHWRlkzYZiYopDqSlphjQtPQcj5yLweYV5hXnheZz4sz6zlwoV75tp4nhtrXZnbMwsL5/iBTGZ5qJQVzhKoGlhVKTTOPJNZKcOA6mTnLoWqMxoWJGUIK7IMsAyYfOZIq4FSJqARdSaGQEg2GDmHhSrC4pK6sVijwQB7gtYBGiYJKNln8AY0LmhYCIwkScwYUEZCI+0KSRsT0LRRBDQ06lQIkqhMZrLmxQfl/oE1pj0mePE6AZN3wxhEPVTAWF1CcpvjYCafxyA62nbqSGrD0BNl7+GX2y+fhSDFCrXXMYwG+GKTo30B/BQhqDe0+/U4wActpDaDJEK03V0d8DSUjnC3Got640JbRGtgWQulzog8MKdEWm4IYYRm4IJSF1q1GG3JmVICaw6U9kyuz9TqAKUOumzQqsWI1eWBqzdBgpokc5f+1m7/NyZrRaRsZZEtevK6Q0Mt/xaXjfQGgdU7ktmr5gA3V2do6gV36XWtHlsFS/X6YGod7L5IhVi9INw/o6AEy/G0ARfPgHd0XySwST/9wILzNeL1tz6HSHweaC9ui83DsJ6Ux9sOaLDGuyHlbXEWhOhzCvsC7gyIAGqvkz6jxBlvbWPl1u07WE7RWYV+v7qMWPD1uLHwrJkoDlyyBlRfzMlK5mJ33SSZbK0EieQ8EyVyGSZiSKQUiSFYzCDRAYferG+Nqo2sPme1rrTWDJyk1eprHoJrE6u7acPYC8X/bnQWDOI5Ufv/sfZfzbZkSX4n9vO1Qux9xBUpKkXJ7upuVKMxAxAYEgbjjFG80Ixm+C78QPwO88QHGvkAYmxIGwLgdPdAFxpdulJcedTeEbGWOx/cV0Scm1WVmWMTaTfPvWfHDrGEy7//fWMqAAc5qsysCX6FRtOsa4I+9pF5DMK1m1eqs8ZFMyoH39ucWG2ZiGW21Yy1SpcSY+3JImk96xrNYCQaszno11d08yW+ua9gWSjf76lXifv/fKbeLDy1XzLaHb9+/R1e3F/yJ+9d870nP2a6f+D+4cTfdsJfDW/oTz9h/OKfINO/4O7uX3J9fc2nn36HysLN+Zcs3RV/e/ljFn1G/+/+mCFnrk8PHIcTT1/ccXw4kd7+lvtl4p/f/IDfDNf8F+//Bz66+oy7u3/Lcv45y/0/pJz/iNPpt5T7n9LfPuOTVx9wepa5XV5y7K54//AJXe05jp8z5oWfLb/mQXuw95B85O2zSy7zkT97SFx0C/bDn6LjDS+efJ8TR8qv/gr7D7/hSfe/5fLqh/yb28w/s8zf+duOP/tZz2//3kf8qx99Dz77Lelf/xs+Or3iz99+xtOrkV/8g/eop56bX3zMdFI+erinHu+p5QVd3/Oh/ANMLvlX5ztudebL5x9y7o0f8Z+5vn/FeVFShR9+9oyP5iv+n+8L//ZP4ddy4FxH/mKEf/LRGZuM+X7gICMX3TUne8GN/D+Y68JnZ+ViMZ69WKh9z6+zMtWBh9srZL7ijz74nKuLW/If/YR0/Yxnf3PF+OI97OcfcP+l8PzvHPjwRy/5TX7LX3f3/JHc8RO5ob645O6Xz5if3ZB+8HPkw+fI3/tz3twI/91fnrmc4H9Pz8U3AMh9iyTEDjkZCrYdK0J3VcwRtKAphojYBS3P42u2aF77xnoDVudlVYrxkbC7V/vePmASp0bgvtFMyHotP98z1e0KjdLFlYSardQX3ohmQiUEiUBN3mhYorTSYzlGrdX/6EKpM7UuLHWmaEG1uDBUDWEZzdCsGTfhYBC0TKsTIFsccxdY2t6fFgWMz2N8ViTZ7r0tsyFmd+O1Xq45bLurW3Mkwiha50NwBIeu4+0ftUy5bEANXEBvwvNrFmcEcla5GcaBtYYFjRfXGprLtmBMlE168K7dx8LRgT2nrhs3ERwOx8Xo4n6Be1kDkml3fXeE12dNu2RXLFLn4ozgpEYYObXxa8ZqoL/VVUczcltleg1O1aXM7qiL09LkomQN2hEx6uJVELUYRTNVNXqOhIEryZ1DSjSBknW/OcDNS/xNDGoNZMK+lM8n0pKBpjAYWpLLYkvFOewmPQfaLXqDk20FSEs49A5l8tJ/1l4P3gxaUo2gX6RbopHzuhG3jOO2xoNiwPbL9A+vtsfHPqiBsPWocDkX1qgbBUUgb3ybDdUZI0tzLpqj3tB+rfmVab/9HlkN6paobcmxr8rEbkuWEXKkKilVN4xEqZpJ1dDlDNpTkhtbaY7KrXwmq5LyhFVITvruDjwZs85xHBpJwFnRoJwqudCLUFNpq8OpCjpHl9SiqIrHdIxAsMX8JIXsCyJZTxZBWXxKkyPTcvKGxSl1pGRYqqSUMS2ROITWvMTCuCXK1FsFzUYHtEqAdQh9Ltu6CVRayC4Xs458MbxXhUQ/C3daIqEhiq2izJ0QT8h+c0MP2JVG67onv6Lz2rqGVZ89Qo422RZNDpse2PRBk11tZerqDBBI2c2B23Ty7injOjv92p7bFdiapGj39ZLmGnzCDXVE6MBKrQtpEcrszf2m7NSDqpllSbHXK8viJdbz4hURtRTKPKPVqJH0r6qUqDCsrZlrrZsKXKkNd/YIDcFmu/FOawDB2rttu3+VJ9sYbU7JOmb2zs91LHWT/evs2jqWKzqMraZUVtmh6zw2hPOjufnGh6NsPXAjkIU0Qu6Vri70pxljoHYHJ7LSe4RMzh3WJxgTOsKcK8WMB+mYLXnVRIV+8mQj5Yhph1pHtURaEp0Y3ZTIxQPbVQ0dKnZcsG5722J4I8jUYzmh2auttC9YhRql9OmhBzPywbCkLHIikUEHbzdw32PJmHOJqo3Jgx1pJOXOQSXmjYnFKlIO7kQenUrDsrD0lTQbD0WZFSwlpCjdMkEETahGtoQKzF0iJUGLcxp2LJjMyDxjNej0BAqFipApDEkpnbIM6vLjfEap1ENGspCrr5dyKG73FO/nkGRBUAY8GNXnIO0yRyynZF4l9uCUjalCP4TeXZLTGJphnaDJ0et2LkgxJnVdJil7bOLCAxB5uVzxj79/icXnqx4Nu6BtIO1i66RQj83GbHvGkw6YblVhDaVp2z5h3bd4YIiwa8VYAUoNXLM+Wwt6bL0trNkvtP5m/ltpAJa6s3tTe4YE1aJ4IpKvtTiKd2nI+AUUR4prggqaPSAtYmsSopaFsizoslAXT9JqmUN+pUjeRhBEo8IrBL5ZrIlV/Ox9AwdjbAjhTce4WGsc4SGDWgWYtPlqdmyTWa3heGKVj+F3bJXt7X8NfdtQzH3MSaOBCt+hyUTZV06zm+N2za8/3FJrfkN7D4seDvHEpp4rFpCUAjymDgSKmFxKKXqyhJ6NKt1Sk+uTHGNrTqVEa3Zr1W010ZWetFWeNBsiyezPNAlUr5ZqOsFMKCq+rpYC2feeGKTFvKigeM/u+7JQJfFk6Ty0+LBgJOaLmYfeGDL0UujnTNZERThXQ+pMWs7czTN35zNlmZinhflUmR8mFl1QnX39TcUrslZ9XSlaKYtSSwC2OrdZzcyTI1m3vnNiHo/swGr14iKAlOlyz0o9LIapV8j6+CS6FpwMyk7RSjbz4HAKuSGGijiS2jqyOnZZkpFN6bQgySm2UgQcm++XEHqNJq9Bbdbskz90PI4yNP9J1gKjsKICCBV0TbuAZLPDWtNjX5Ntv+x6Bqyy0PeQi85277Y3Apm987u2/je6+iKbcHCUt++5JgcJH8J7Y1rI5LWWIJ6tWg3T3ffuvJSg6zuRZcH7C1bqMmF1Zi7OCFGqUCoUXaiNKrP17VJxEMjeh6RZAQAztpcDPtjxvhJ2e4sn5AazARJJ3E5abeUWj4ixW6mt17HZYic7CxdZg8GbrWerjAv9sMZjNlm62YWwVdU2XdW+//V+whrDM9vJ43bI7keTlQ1pu0uVrRdp4+rB9Y0hov2+jdMSl9xthvWd39kg8u4/WnxpO8/a89OSZLK+h+EgHa2JJLbG2JwhQMCKV76bgx5VjJw61LLPcXLQo0l1ymL1/ahWKeaArtpYR2rBWvLLnJrLXZf4+UgvtjWiNB24rcVoqm26+/02fn640mksL20sGy2k7Oes2UkNrCTCajc1EEcb+9UHrHF/Y+uZ2/Ry2DUxD7I+97cDyCVJXB3eQy4Gno8vGPsHlvKMt3pkuepIhwU7GiVn7o7G237mbe2Y1dB6i82/pp7vmO+vWfSCq84od4m36RLtjtQ8gzxwfXiNpcwdlbNNfJoLfV95yMaDGk/HE4zCWBfKA8wPF0zn55TuyO3zzCAwvq1oyRyGSzozxrvKcj3xxZPXXMjERXoOaWFJZ2oWrq4LSuEyDwzWc3t/y0RlHA+ICPIldLqgXFKefohePqccnsBpIT8UTqXnxZMLjqnyF7cvubM3vH12z9NOeW9+SjfCSx4oOnJfLpnEePn+GRlmPlgGeoSl/IqqPZfyGTmdeNIfuOwTc1Le0nHWRFHhMzXe2plZej7sMlMVzqXjaDPndEfKlQ/6QsrXvO6f8CADl/Kcw/lMvn8gl0L/YiYPxvhpB+NIffoEWTJy3WGHjHUv0HTLZxc3lCcT+cPM9/vE1XAHJ+VZekOf3vChwqhXLHLF6fvPWbqBeQG5uyB/1pFOxidmXHSZ48UV4/+ydEw59oBtAqkZ5uKCTPCsuyvbyKpGEy43QCeaMWuPsnK2E1xh1DaBxrvirHkzsn5H1mZOQY8jgXQMWLWs7saG7FGUjVdPHNVNglDSpq25bTxLcs7E2fsVkSWFaHB0Tet9W5sRZ+ZZWC0UnahWKbq4IVQdkVHr7G8VQUvVFmhtDpUr2jWmwaboRGwdMmklHuT1HQwvAXRUb6CW6IAjTp90Fxc9sDkr5udjtOZXqwW/49R1R6yNdZQahmFgmFPJ+KJZ1XtYNi6UA0Xwhw4bZP0+QOMhtmpoTVAUKR4EVzzwZym5kNfqaH7tfA0kF8i1q46OLF1E+A1H91UkCakLZ2IZg4LJE0IpPfj6TaOj4Kvfw9SVXhp7yF2UsjZLygPECQ/Yz8U5K7uOWI/erKqUBzdzrMfIZJxGou5QIiIC9Z5FKvN8QcojXS1kLYGah1oSpXReilYHqi4sZd45TT1wAVqQcuNN8GJskDDA1fuzyKxuICY38qWIo20GsE69TLx2jkKRmaSJVCLI7LXRbrhlRYbZOQVv3cOzi3bPqEYprjSzHGO2K2RDygNYQY4JBnGjpBpW41nWeIRTeawB2WReKRCGdHuWb3r4HluiumXEYv7ccJ8RKQEYUa9qmbP3AOkG3xc5khdR3eXlmxWzcwSQgupJQ14V59G3HNyjS0tW9C4juxnSFJQb7tE5qqJD8oAjN5ZAcfZUWdDuTKKDVq1zX53SSCF1PSpC7jpQJXcdVnpSOsDhkpy9qbSoYNl7WVQ7kcuZ6V7JJyVLpQP63hjHeM8qTu/SB5orTM4afTusDGFI9x4NOxiile48OAVKOnlyrLp+6HKPppGaE9ZlFiJAVxdvYlYFq10EmJdN56w0YhX0BFGJ5+shGnc3JzYCTx59SB64YPYgWe28DFcSKU3kboLS+fMFMtf33pYoNjOS3n+9J/u71t3OWRJpSJvQcw3KJrIl1EV9lGujM/ONLuoVb6Szi6EwdjUQpo7yDdoh8X3oe6Q1UYykXyvjlw5pjoU0tNO2x90xtdVJtqAZMzGUGSIxL8npuTQoIaTAcs5YqUgxSj5R50QeJBJPOZoWVkpdKGXxMutl8SBc9SRXrdkR+ctCLQvz4k1dl+VMbUG9QtCZhH6VKHluPnjoDsI5Md0HO+vqpK2AihYjAMSC0g5ofL3OsdGcLtvFElrgLoP1CAXnYo+kZEuiWfVoU3NUrEZCJoXclHVNf2vqLxHqcAl06Fix3uieK8OxcPztA/LmxPn955yvngEvqNNLLvNz+sP72FVCnmcWKnd24iQ9r8sFaTYu7mf6pbLcnyimTPk5FeHGRqpCf3tL0oXjuacrwnlKLKqU64n6QUHue9I5U6rr5cKADleUDpYsLCIs+Z5aYclGtYHuy2vSQRk/PKNyhuVL1gpJO2L3B6okTt89o8dCPVcG7cnjiB17yjJRyplMIVkhn4+ks9AdO/qUqX3hlCfnFZ8WoIflEqkzh/mW2c7cmWKzcJCOmhN3hwFFONwquRTGqxPSP5Buz2ip9FSy9NyPxjwYwygce+HholAx5OYOXtxQrwfOH13RFcgPgnbK+f0TUkbymw9JVhhx2+FKvA+WHQbmACxMalyMlVGU05eVZalcfQrH50Y6Z5b7njrPbglfeEPqelvRlzOzGOdU6Y89V++PpKMiny5kHeHFJ1jpv0aWhbxIgTwwY0OTJCgD1Bw9utq6ZBcrX4Lezlz2SUakD/tCQkY24EkLqmkkIk5hByyx/0ZasM73oOtpaQYENWzYwecX2KrgigeZa/ZK4Tw4rWbOvs4Wg2SozK5OZkWSV8JYp6B3aJcpS0J6YUkTKQ1ILpDqiqpUbbLRKbh0nqjnW7RkahmxItiUPRlRSsig6DOl3jzM7LDpvnhz5/Ja4nfhxwTdhFiH6QDSY3IAJiw/bHMksCZ0tKEoR/885ZDxeae32Nn0bd59jEV6HADzADbhCOY59JlTgFrTT76AIrgvbkd/w0MQDuHrTYM6PVKXVhyHGOTq4JaUByQP5LnQTQYHgVE8qD6C3hv1jX/JxhNK4qEeQJRucMCE1iNSOxIHmq+LgIwz5IpMKbAs5jSYfVAULQP2ZkTGHj0Orj+L06qelkTC6E8n6DM5D2Tt6M5H7wPTJ0qFzy5ODHXhcKqM2qOpw26Vm/cKd8eOIwODdejUU61jyg+cc0ffTwzDmfup8uZ+gakgdyfmaeL05g1FK4s5pYlOSyQhZqoW5ruZUgrz4v/2JHaOatSKjQVLC2nqSPPATGUxhfQA+YFOhawTmSMpH73OVIP+anIKpz7fYZICACiYnsCUvngwTZLvU00dNRm1g5qhL0c6Fbo8kbuZoSzkRbGuop3C0lFLjuIfISfhSB8ALweyfC3NHNCoD9NqAWxB1rYKWyDQIjgqLCvtC61HjbSYh3r4XEr44B3YRci+uGL0b1wrLWOPNLvD+VcVSx1VcNR/8gSmkt1PQ0HKavuY9Yg4/Y2QyYHE1rzBYRCcwlcVbKJGn72khhYPUvbyQBajJKMK2LxgpVBqMEJooQTbQwkco2rEkNTtTTiHvPJqGGGJOMhDyI/RbdBIVmuMb9Jo3m4Odmj2VBIHtUlTL6aoFZcQkXzwlERUCgAW6P+Uw3ZrcS7znkEbYG/zbrAZSQ2hrrRKMI/PJBKD66X13i1W1gLJzcb8/YdJC9X7fdr6i8iX+wq7azhNlAfyXR+m6MegeNVbhnSkAfp8DMrq5/oKbj0FWm/PWIcaieUGpJFY9xJxHbKPe+vxE9/1p/dxTnsfZg37JVQ1dCxUSaTqFSs5FwdtJHPMoR7cP6AjkZ1+dwUdKl7l3mO2oMxhQrhN7b1Xve+mUalydn2oAQSOPi/oCGYoha3XSzP6BdMl4mut4px1zZg4lbqsfUSb/vK4nmir1POxbkm+VnXSAGHE3MAB7/biAcb203s/hLwIuyXFvpXWm4ZQ49pipY055psdOXV858mfcnzvCR88+TeM5RX//uEDXpRM/50Dl1f3cFc5nzO/fj7zs+Mtr1+OnL8cYfk5cv+C+9vCi89/xDMB/WWlpJ5X4/foDon3+3su5MR3P/iSKWX++/yUgvL944ncLfz2DHed8EfPX3B5CU9fnnl43XN7/wlvzk958+mH3Hyn5/LnicufGR89O/CDDz5knB+4+OIN/+lww3//g1/xnReXfPyrP8a6wml4DcOZTz586bbzdIWeRn72i5+ynGe+k77H4Xhk/O1Lxvszy+UPsD/+I84f/xh9/indf/6Cp79+xc3HI29//D5/ll/yf/zVz/jp0zv+v3/6mk/eXvInw5/wwl7zV/NPWeYjpTzjNCz8/EdvuJLCH716wlEnfpX/OXM68Z08MyT4aHzOOIz8uu+4zU9AR2zp+Nd6w2dyw4/zJf8gX7Asmfk8QnrDy+6XjP3MX6QTn/Wf8JfHj+n6Kz4+/F0Opwcu668YX99z/B/P2Cg8/ZMr5mfPOFz+MaYjMn5GyffY+O9Qecv/8D788tr4r7+T+a8X4fPf3vDyM+HH9orv2yuW5VPm+Y94+efPePnffIR+rtT/Kfra/frEoZ/4r68K/dBz+eEnJBu+dp39z6iE2Dm9FgLAdM2quikoj5b6moFu5dnWBGsTyIWW2f4K+j+u0K79lWdYD3l8ypo9fPeUxxlZW4VlBPiDM7IZlK6sIrgtiqT2fjUa6UZWVL10Si0qHsyi4iF6QJiy8mHbPihi4TwQika3l7AWKwuIxppNjmDIGpi0Ndn++GVDWZhtekoaxmEX5P8KYnP/fdn+ba54ZC0La0p0l/EX2HuWQnuwta6ADYn6+4/WU8B2z+gKpQl7i6BhGAWhIBy5hhuVKweni2fW60gA2j3IiLUAegustbWxjYMEUim0sDtPQS3kgx8l/NvQxqFhMMb4NmdLJCowYmrDBPBywRSK0xuxoUZtaLEe0oqIq1iOJFplRZmoagS5m3Juy8dWpdxy/Labl8blrskVIwKJBl9qStDiffxcCVTLinIUz8qLebNpky44bn0/irZ9mml0CCLm2WffcD5HKUVCI9bOipZr1SIxO2besLEZQ23sm2hap/DrHYz1aCXZqSGXGxrZL2ja5qo9nkSSTN1BN/BEJmFoR0CAKIemnS9hfLDtHZVVFtESg/EO67vQPm5ysNEelNiTGTVxA8cMtYKoIHUGjFp6QCkL3gvBTuQMkhNqPTkFAlWNlSZBAkXWmlDG2k/RC2F1GgMNnwOJ6KK+JaVxo5FWWVAht2bGAxLl1UnU/x10QyIl9l8bw2bEeqB8dRjQnVzyQfIgcARRNOjieGcgW8LVX8R/psgqr1VL7f55Pc/fJEqia1rn5OvYSh4d0p6hWeTN8dicDU8iE+tF2Cpj3vkTunhbN7bJ/lXE/w4k1SNJZ7uFndZPH+2eVR3vPrHtA4NVVotZJA2KNzesQi0FEaEskcQ1QXPBJJNVkFTWJIRZIDCjwrCUaBBa1dd4xfVscUe3VSJq/LFoaG9NTtn2s+mUXZb/HbXUxnAduvV9PaD3ePxWE8RgS3zuBn8/kOE82f4zYv7WOdzbUbKtRaDplf0zfbPDwCaEAl3GBmFKQhZHmmXJ5Gre5NtgsUwxp+FwlrCCaiWVwoyj95PAefF2hSfzYJoHYKALNCJL6DGAJNRLDzymVOlmJc3A4k02VXoMrxhNpvRUOmoUoCnaNbvpwmXU4lQ94+wUc91QybJQBg94Yt7PIhVBVCjnAjgAJPUZyx5AIResv3Oqv5tEYQGbPAF+EWtIM6YzWj24UiOQ0/SwJ6EF+oplpeR4/9SRcgrWBKXmAaVzMMNSYIGuqAeH+4to1GxITXSL2wK6GFZSOLIVGxOa4Jw9OaXJgSG2mDckThXpPUefzRvZ5kCEU2ekGLlk+gJaqlOUXLp8TCkhQ0fJ3kKyP2eP9k2yFdH+wTUGa6PRVsXQKhVpaFtcniXn9pa9PJEGS243ayVnsu2TUPAejJHH917lUuhR21UTrvu8BVIknifsvNbMtO3BdXvLpneTuRwytsq80NmqCiUhi4NzkngD45JmUlIk16gQ9WarphYsUAVdCrZUdAErii0eNDfVoFtqr7izRwDE52/tFbEXXU1OSdhNu+qu9mYrmgXxxOg6ldscbAAbW6/3WA62OW4UTWG9rzaObuKrVX3J43+v91wreMu3st20URtKDepPC3WuUdFpUQyu5LKQTMPejcdOXuFgYsiAA8LUEyUSNo3Q0SrfvYR0DvsVHJAWlSGSPOElNfac60Mp5t+t5nEhNbSGjUPcJ3lQTYOGaDGNNJIiJtQKJQlncW70nkKShaIJ00SnRjJjKt7La0qVSSbKMlOXM+e5MJ2cNsyWSpkr8yyUAtNSmHVh0ZmlFJZ6omgFXSCqDTX8WEOgqNvM2fWW1bQVoJptplTY7r6N/Jep83G3zm3Z2nk/ulR9r9XGfBqggKRu9ymxhCO5JM3/xu2nhtuwmqA03656kDpb+Bpt7cZ4f4MC/bYX4gq0OEPzcxt4b/V1LYKj7dLN4aO9QHu/tncibtH8SoRHjW9332vI6QY02SokYj6IOMe2mWlCQVb0WZuPRrXWKnNsHXeBqL4i0OSxtEl4RZdRUgxnXbBaqNWo6nEOjfiHaiSObXum1Z/f3goJem1dn7qN9ePqKg+4+7usRR3xDQtgpK3xpMesCM2KW82udu8ml4xVrslaY9FiSqEbxLbrr0n2uEvoBPmKrG16xWXFN3cW9nJ7sy2bznpsy7d7GG7vN7na/MPNrm+jxRp7alcm7rcftbTOw+4s1qQMO991BRX7M7S4VbubrOPTrldjHfiaVIs+Oiqr+Ddx3aQWYXkp4aJFPIgGeHbwqFr4aGYhx8P2X0msfUw9ViJ4gj7eoSWW2I+5be+5W20+VHsnC7YKBv/9V8VKQ4i379Tdv203Ty0Z38Y77dZBW0ceP1njOOuErYZLjN/viIn+oaMo+ovX1JcLy+sM5yty6jkMCZVKqRMPWklq3C4dD3YgLSNPbaQyUqWjDInhaaKroDOkvvDk6XNyL3R25cBt84rRZ0wUg7k85X4xuqVynG+5nM5c58Khe8pwec31qfBeBe0H9DoxXg901xekywWOv/GpnKGXyrPzA9dlJOUrSNUZRRCyKiYLr9INRUZmqS7H7s6UxThkIV312NMePXaU/BaZlbv8wO3ljPT3wBtOyx06TTCcyMsdpWbeYJxFGWVGUscyVtKgvNcZRzPmRZCS6PMF5I75emQZEnfHM6WbmR6S93iwgXQYWU7KXclMDNTUkQflUs6cSTzYNbXO1KVjyh2H4S1jzjyRRBK4zUIZEx99JNBnVI/UeaRPDyATy8NEtYXr6tUnVzNcF++ndKuJ5WikD4S5XHNTjpymZ9yfOk505PvB18gl5LlwuD8hLJySMVmlcIN8gxTDN09CWEM/lTDsGm3FPojvCgSaEdYcfoHoneDntA2tGAWxyR/FLvFNlNgLP5V2jxDygb5v99o7Jx5a7Wl8/i249ziAYDivWvUAHV0gzrcSydQa8wVPnkbX+hTcie2uGiVftlNebkPbiuT0TWbBaxnlYVScew7W/gpNCURTOGsC2qY4P9CarQIE2YT4zlHyd23IzhjSFliSQIhpv1P8uhNYMcahVFtAzMz7VXisLPhdWxkxXTgLFc+ej6seihC5z3Wbx+ak/IFDl0D45ggklgqtn4YaJVdH6luP2QGW4iW9qv46qXqTODJivQc3KZg5FQHqjDAkqDZ4gGUOwzhQWhVH32XtEctb4Dh3SMZRE8m8p0cJnkXpwqA1b5RdK6RAp0go65RjOxlWozGYFRShGI6Mt46kQr5LXkrcZadyOABdpddCthlyj3UdFEEWCeVbPAET1F6lK867OQuqxoLPZQ2F6tU8INUD5Et/RlOlK17KrdnRc9qcU82k0vseSl42WbMnDZI5p37WM0imcu269GJBqpJnp++xi4PTGPWGI+O874FNHa3ptyOLZ5wT1Rt6WpXoLVdJFEcd1+LsCL0L3i4MCTmHkd/tFPPXHUZUIwjWFyxVLM2+Zi2CwHNDkaRwWhM2n70ywY7AgtrZqSx0BMlIPgIJSQeXFcWNCJETJEW6QARqmCzqqAV3sJKvJ9mVF2uFyZyyJB0cdSonsAHVg8vaKtF8bvYy6iloN8S8+at2pJzp+0TOB/p6R+ozXXG6EjGnmtMs5NzThaGnnaK9UlUoi6OR3Cl0Q0+SkQdv5Ji67KggOYL4GsYM6sETVV32/VEroiOazlhayF1HZ0dKfkMnM8U6VAdgcsdVNSqRPECjhJ5YAyTxx8Q5xqPpbJM/TtegIe971zkaDTqz4npOohoio3UEHcAOOK/5BFTv/aIJJndg0rfKQMSjpkC9RzbPEaaR+CaS4LJ3orZktQTyxiW5B0SwnT8hEShrPK0tCpSa16ZxjxDYUR6/9sFowaGm341AJBLVGJEsXP8dFVwSiDdRdJmopszzHao9OScPehYl5czSnbyh5NSTcl75vKEiplQTtOa1pNodWUcSe5PrSp0XSiks5+I9J6aJUmZqPbsTXNSnVwl6k3A+1oBd6NTmuwVN4jrWsmrcFb31LjAjBSWfalQpyv5zn1uMCDD5WHuQoOn7Rj8TKOyofHA969U6kjp/1qgM/Dok3VcOU1L90u97/BC9OvJlJyTLPM9HLocOXRTe3rEkmOWKnI4MuacOZ5b6wDhXLh8K5bgwvX+H1szbwxXzfcfLtwdQuO6gS8ZFf4aqPEwLVSoPXYzLpz1cJcZXD4xfzujcO4XR4T10vKbowHLuOaQHLuREp9DNhvULdnHC9AJbjp54ev1ADzxZnpM6sPcKNlTunwmkzPXU00+ZYe7pdOA8n6l54cn7Fxyvr5m6wpwr9XiPHL+kngfKfzqQpdClmXQl5O9nygTn1zfUB2WaZgqV+ZA9tzl2aIXcT6Sk2ChUlGlJqPYMhyPZhPn6TD4UltNHlOl9dH5Fra/pH4yLh0rJ18zvfYLKPen8im6C8a5HU+I8H1EzynwDg5Ke9mgW3hS3TQ7akSrYmwXOM/L+jFwaQ3dNvxwYDx1jTqAnZLmnPw/wcGBczlyUe/Sqp/zo4I6DjSwU7uzEUITxlxdY7dGHEhSPf2iJhWyyI48SEEFV4w0sFMwr07zB1RmzDixsd8FlGa7TNpAJvpcacImoLEwNFRyfpxxI0xaYj82PyxcLhKtXWTgvs/sJAY4Ql4NNhwgNrGJQz5hVUprdJtdrWvNZQanF97eGLkznxWklu7Mn7TscRa5D6JTwXOqMLidYDD1nKAWbbyNJIRFI8Z/oEsGVQN92UyRnLcRNimresNElef8ecxlA6+8gnsAxy0gdfY7SKd7XEaFmZ9chLrzYevCFFxQRX0k9Di45x/zWUCmLJ1A69eVQxaPLIbokAve0qW2BoV1V6zcSbSYsdQQSc6po1mhar/SzkGehXGb0kBhPZ44PC8s4MB8GMEUngzogHEgo3fNKnZXyJkEy8rVrgG46ej+o+QxUbKiB37nGZCAVbwxNHnxdJk+EyyRQEj3QUbA5U9Vt/0VPiGXEHJHOACRdq+iXNJNzx9Ns5OR+wyKZFwPcZuXj8cyxr5w1Mc0JDqCamCclTUrRM8WcOqdjZlrOnM73LNox1QM6CXZ3YJkmbl+/pciZ0/iGxWbuz3dezWie2NCyUALZrpaQuZBqRQfvz6bnRJlz2MgLHZUBoViiaA8CKZ3d7hs9UF/7xT3FdEWqwsV9BMcPnVOAzoAK3Xnx3m+xXnIVXyadV1bNCEtKJNx3YcrYkiEv0J/oxBgNTDO1OPhPOvczubCvVafGyf0UjphkR2MDEuwFai14nnFU9oJS3A/eBVObb24Iai6Tkgw0O64BuwRlbR7Q+qXoEnLNYxM5NRvBwUjSGu+2ik9W84Y1sBy9BcDBdJacdjHp0eVBy0VoF8DsBRVYKohkNHdISl4MRgO2iTeftgm1zgEFQY9pVlCNvlYRbK7RdNvtuRa7Ebq1d0Lx4HIDacocaPeBhniHAaSS0LWXvQP5Qr9oRiRHf4aw8RqIEtb/a9i3WaNSRcMnznVF2HvCtSHWvc4bjlj0PfSYVA2ZaajV0AkeaEiS3edgArxq+OsrIdwmbL1KWjymJV08LhO9AYCV7g7vpyb0MVZlC1Kb9yhphE3uZ6R4ty1p4Y+2Wr0R2xFMJp8r6WnB9JZklDXAH3UVq18Da+85wymoYY1lGVFNGHS2Gu+rFv5jswvUdXOmktcq4C0m5gMTMSlrPVa9+sDNlqBtwqKKXoJpXIEl7ulXVaKCaE2eOVuFSPb4mESVoSU2XhX3iUwyK0sXDrRqSWmfg1b1M8d6OoOZA1NIvrYlaJGJyirbxzxnGohJZQmbbQiV3kAXLlNFuojCfX0v1kdr72Hm/r/9l8ynzPLDP6d7+j0uv1u5fqL8ZvqM169vuKsCVXh5c8Hr88B3bOTHHHhII7fDBbdXM/mHD4x3Cfms5+riKZ/+cKQW4dVnF9hSuT2/pcsTf19fYEl4c/cX3Dxc8P7r/8hx+g3P9Vccjw88++H/mePzH9GdRz599YrPri558fFIkWcso3Ix/Aod/wXz6XvU7r/gUmb+8W9eMkyXjIePKQZ39yOpvObpzc84d/f8y+/9lFlGvn88cqkd5Te/ZjGQ//J79B8+QZ94xbK++mumVy/42+tP+NV773NZ3nJ5/gXPz5lPTpk3yxss/YrX88xf6ntcyAPfzQ+cDsLPP5g4ZuUnOWOz8fKhIlPPp/wZDCN//f0/5e5pz5vD/40jv6D8ZYd93vH0w0vGj55SfvsBd3fCWznxajjx3uXC8/4zvjg/4+bhL3iYF27ePHB8fsf3L/89Fxz5YPqEt3XhXybl+jn8vR87y8rDq/d5OF/wwZOfkjnx+c9HllvhvWvj+TDwd3Xmu6a87hJ/leH6B5mrjzs+O/0ZP3v4ETe3b3jz+ks+kJEf/vWBerkw/WDheDPxwd/8hjcm/HV/QdEzh/qvvQ/u1xzfohICNpH9ew5pn9qjs7Zln9Zft5TFo2yfWTgO8c937ssuDPP4mWz9ju/CDd+9PfNaM+BXagiAcGpWZNG+TEoghTLXyB6rtCaS0JoaW8ugwpqEUGtVD4HcbNlYa01rWiZW4vm397Dda63vaG0kZTca2/83pWrr2/pX8vpbaYEq28bBL/FosNf7bLByCYHYAiQuaKVd2Xh87qbG2Ae+pCWu3lkfv+uwSKxYU77RjFpFIrlggQyLJMWaFNk5R/vXabfFWkGHN7xOEmgl1iCQ0ZArrTFRG4MYwzUwFGvWcKHv1uij97NoGu7AuvY9mkZcDZY2HxoGhzcrb2WU/l1LglR/34rfV8UrAUSFZMnXnIZBTHKTILliVTaEW6j4eNQcc7l90p7tMbJafD210gohAgYS/zQa/ZrQOB1jLJOvH8kRHBAPQEig4ySUr6RGwdYQ5dUfPgUKvQXiA+HhHKaJrcKH1SjzxlhCajQo3/BoxhfmqDOnhIgh0HinaIi5JTcbd2iMVZTC+r52hKqsVRWyXs/ac1t79oZ82Jez+j6whthrFUjRZ4R22RxryYxWvEEFKyloctxQtjqjlle7U5jdZslKVjfWU+5xJuGEdMUNsahsSCE/UiJQrK3iIWjsDCiCpkwngyeY0jGS0F2MsaCpOFhWvJTcswsZGirrkRxpa4p1HUSttSMM8fW3onrAUcUmeFoqhTMRn9tuTtstaMGxpoB8bqSN+XYia/8dmiMhMT4t8PyNV9umNx9vzvi7ffVc98hCRz7WBltyN73z+92x6un2Cvt328nmd5H+7zx2+7mv3FiRr4YniKQli4RaF0SgFuc0FIlgDYmkguJJiZRygAgaxWOUa5vTMEFUgrUkhCqlLp6gLiUS1XWrFmu9l2hVM+84oft3wb76ku/O/b4U/Z3fr9/+XckoN01WHb3q/Uc6oyUs2E2dsXmdX73stzpkZ8OoQAFNLr+LwJLBKCQ7k0m+JxVKWainhXo3U6oyl0JdFspU0Zqos1AXCK5JbCmouDSzaAqfpHrzVjGyKlIgLYosSjF1By0VSGeyzAgLnbTf+zqrwGIV0x4id5dqVGU1ikxze0FmhSRoTahmZs3UmjirUVNhrIVOE2UJruoOpHd3vagj8zIJPQO3ii6GTootCmXC++447UUGkhipOl2YJ9KMFH1NzHqUoHObcbsxVWpfKLkgJSFzR+0yOiasZE/MLILWhvIzkip18gB0XeJdl3hp9Ya5MoQ8TIGN7SMAnaBo2Ng5o4MHSuhijLPTBiUSWb0BbCq+ThaN/gWHwtdRaW72fNiVe3Rks5Haz2YfbJJ2t/Q94L0puCZn9ptjs6P82FEnYGzo1f0zN5nbbLi2Me2r+9Z259GeN6jq2q01dLj6c5lVVLwCwlGd1ZMQFvamivcR00ZbFPNYizehrkSSdI8S3j+XvPNsuFx7VzjI43MeqwJj69G3H9/dezc9uMq7JpsaxWsDKu2/tKvS28/9/kXbNddp3N9//x6207Pf7NAmQ0NHijX0vQNGJAmSXU8b2XUL0jBbvjfKfu3iVUkpEkoI0pvb4cXfoa5wnt17hZw3dEPca3tCXVGpieYJetWGV3gqslRfI3m3/k09saU4EEddViVTTrqgVXmwgdmEoWZkUdIspEmCimShMrPYxFJn5jKzaOVUzAvDFljKzGwzRRfKUqhaqEulVq8ms6BeSqZ0bnq5Tq5RZSLiPkAqjonQRkliiCZSyBGNRGVqdCZpQ2crwca12nNG68WiaVtb0hDWworUd/UeCclwvKR9UHU1/Qy3p01wMFswrNnXibYICkognTfPLa1VN20dy7oXtn3lK7nZyyEvVv/h8SHNT3i3f2PogjWo/Kg0LfaLL+awe3d1mbubCM12W5EXsQZZr28BdlGLpwx5rSrhz0crbDPMBI0EiPubER9Z7a5tT2ysAq1iQR6N5f59m+diu6EUGm1pi3S0dbEb67D125i3q71rh1mzr9rddlVZ+ziSwTrHj0Re/KU1Bd/O39vi8cc0UOvthb7mWE95Vw6+a9f/rmvtfJN1VvfjJbtn2523ymTb/YTml9m79zJ758yY6x0twRa10t1ztSePz6KCSdrv9nO0xo5qrFP3A1YPMZ5htZNblcBq98d6WKsnYUsEpvXcd55ojQ9uPkP7ZBs7W998t0Btv3beOaxde29/tKGK6zxaYC775ZGO3Plc8SuJ926Jvcfzmx7N5Dc5BHiyJA6LUJOgPVSZUJu5Kif6+cRDzpz7xFUGIXNxXNDjTO4vOCZPApV5JFvhMN7THwzGJ6ScOF4M6Lxg9QZDOJwcqPl6MWopmI5gV/R6wViVMhv35xm1nq6/5iodqGTuEe4CfF7kCdZfYJeJfMg8t0yWyji+RtQTdlp7TktiUqVfvDr56njiQoR0MrQkblCSVqbq9ve9VGpesOHE5XDHcRLGW0HTBffjBUsy8qx0tXLsCpfVuL7vkSXTn4yhN66jWvlt7wwAxUA7uMmF2wQfambQgZx7bOgZx8x4SDw/DHx87LgQQxdjGgp3h8rppMw3dyx3leVUGI+VvPgaXuZMXQqjzQxS0fEJ2S55pj1jgYfpjsodxa48tpadBv2iXmG143USHpJweV/pXiulKveqVDP6LGQzKIVcKweBrivUyzvIHYd6SZFEfnL8RjLuWyQhSqxM3SmDXalXC/xHE1lPFodIEpDITG6bOcrp4o/n+hzdZNK7sIwmyrI6Ku3/m/JxFHkEAy3QgtYM7PZ5+07wCuINcUWcVsdLCs9ugOoQPowLg8w5XjX4B9tThJEb8mk9X9vz0BBY4UzQysPUM6wGDqEztmoS2a7SoBCu+XAhklcjz4WNB2BX4bmWkBNybFMw3iirgN7HnO2zooLsjED/2YRqivsQ+ikoCkhgXRgfJT7raBAK5+n1AJOJ07947sBR9V8nDtVO/lylC4qBATOhHCrWVad3qEqKCojWZNOW7M2CU3sUI4lTv3ggF2yIOSoLpEzqDm6K1MkdxmVyVHMefX0kH9vWgFty74Z1wVFdnBHRQJ3Hu6k5EsR6pEqwe8V6S7Z5EUGbVKNBXa4ExZFzs1svDi7DkRh5djOYztAsK+2IaE+u4iX8c0XJFDugqVKTYKJUmdYgbsLA5lDEF57g4R6k0tUENWFlilLaQC4MPamLRo82R8J+cIBjiT2XHnCUxRJJCG+/mfMB6Trk6EkMmY/hoLjjpzr4hPUBwcn3XoFwn7GpIDkhWUhSoKvRAyFB7v0ZrICd3RCWIyQjHcP83AVJv/YQokkqpLK4l5XcaU01IUkimROBG3EqoZQvgILphGRHhAGoDgjQVUfBkO/9nfPg0ikQRJSQr3oEa4ma6tU0rbuzGHSCde4xyZJ9PdvizS5TOMDqKH6pzlFNPWJZqEdDrJJOt4hk6vQEScYy3CAp0Z8TOSdyf0lKIzkLSSAPldQ7l3mWgZwGchpJXaXrnYNbcg55NyGpoxS/BvU9UhrouutIRhwwMUp+S00zpbujsqBldNl4ikCM4sh3qsstmUhyHxL2AssTOlSo7pBJNVJ1Y1VlwSNuT0OH9Fg21G7xfh9L7NE+5JsnVlVmjJlEj2hPssXXVfYAHUmR7OhXKSPgzRaxBNmTaLXx936LoyW8JSgHWtxldRZaOX5kllyDZlaKN0m4Kq9bojeSz6vz0pz31XjVyMNEkEPiWmv2arXUQ/9t8ro5WU03qQze2FNxmS+LW1eL80XXfPJxPRu165GcyHWgpsEDx4PLuHz2hoIpjaTUeyA3BQJ4pQvwoJ7VxeOu1XsvTcuZWirzw5laFpb5TK2FMk9O0WRLUAI4TdrmoPq+anQnzcaQR2+7K9uX5GNrCuIIx1aVYto1iyNOdn2xNvJt/kbQaclKS2CeIFsdjs2Zbr0rWnTdkzCw8o9/C6oSv1PinJ9gZOx+hDkhhwQdPADTsXIodwzVGPqn5MMTytuF29evSPcz+c2ZeVTKVaGehfm+gzKSHq6gKMfl1nnrb2aKwswBBLqLe3K/eDLd4PBC6SyRlpmkhemiYxmEMrym9q+4OBlHMebcc+4POM1Jz9ng9SR0c+LiLpFNHVncg71f0aFD7AlpSRxeTGDG8sGReRi5rQe0ZKbjRBkKy1w4vxVS7cnaUd5L1MMV2il1qPTTAKcn8HbC/ubOq+LGgtSJ8fQGkjHjidWD9S5/7u5QK+RhQETI3GPMLHaBciC/mOgrLE9u0MuZ+eIt0/GG89tnyPjc/YF8ZnkrzG+eYnUml3tyKgz9hBXDXiQ0w5QT1idviysg3QMko//UkJTpbzq6RbCrnjokTnPh4VRdfl8eqc9vqcNrmHrkdMSOCRsyvQ1clwtmnSmniSLwMqi75IOHjUng9xzC0de3hg3cOFOarMkhj8TpAR1hOsaaj2iwJhzx2rt9vNqcPQ316/Q+jiD0qGWGfBU+QPw+7PZGx+TIw+J7WPpdjDxQrNtGCdssrVXVpiVQyWE3LUfXfQ21Tw9J0TyDlKAv7BCZEYpX0EY/NSyttpL3inK5oRIB3eIySlv1bAumRS8tC0pNa0Hvmh7F90nhf6nbGGvoqImLtKE4pca8JEdZGr3/u4ZuyUefP518HPUhLnLp49hFeKPODuTZBTXdBYzKNp3BZpya8RBjHHZj9r3qFWI7f20ZeZxA+gOyTYyaZn/PAmKZXL3xcO68yTuDUwBpPvIg3nutLIIcIF8ZTB3pLmzwMkNOpKsBMqSukkTpLs4OkOUSrXC2e6oqx9zRS/Bxm/d4MRJpTkg5wHBG+gUFZhG6rPSdsphXzSQx+uQIX3lVkKEnP32KSCLXmUTlvPSxnI2UlKGASuVXeoYMc7dQ88DD/cDlKdPdZdIpM6AMKEs9MZU7aleow8J5Wrh9mJBJ6e4KRZW7vFBrZb45o7WynJzfv56dki/LRKYwhv68rzBHMlv7jMhM3xfsfMDO3uutYqRa6ZaFRY1TWWDsHeySjK5zCpZSZtTgrne7OVshqZEYISfm0fVjNydy9QoHFfVKyFlRRpwJYUH6yat5I2Bi54qYUFW8V8TxjIpXlGiC2rOPjf7Oo3Ltfph0YUV54jevsZAWN5jJVlDJjm4WQgYmBwCx4OWziRVhvlLoul4XejzwewIM0yHuElUV0nj4TzjqecCsc9/AUjAA+FiQlogn7MCEKbk8WqsyvbLWTUG39wqeSE1hxXStQrhuNHleud0CuhNms1cw4PaGBm0S2mG0Kn1b40NqAy0yIkCh9a+RkFuLv7M5I0NeAUktfhKVHxb3ApdfGCoTTSiKe6K00A3gMhBIAX6ra8VBEypEdbf7DB4vatWwPv9m4klm8USzkNwUllZh4DLM5WpCbI64VAt6//5DQmhL8P6vhFQNgIaFfo2KaPEYWKOYlh0QbqtkWNwzMK9c2wPp/N0jzhGUXhbxMAl9TfSPk5hdo4RfFtWFbejMKxKEGrZys3EbtS3U8CskBl3UdVEK/8fxjhYV0OLXEVDJMRdtprdJW/ubRjxMbA7dajj1eR/3jEQFo+tS8+p22z1n858sWCDMjNSqOCx6sFrBg0G+v3zRRPVEm8ewIbRVJzZ/yjpfy6vvFYCTFZRYwo5xGwK6qGwwH9sA+jgQNHp6RjWJV1M4M4n38p0e2zhfcwwp84+ef8D71wf+/ScdL98784pfcH54zX91e88PzxP//js9P3/e8aS/5Dpf8Lff/w3/8Uc/48nrD/no8x+gd8/55MV3sePnlA/+NfXiPV4P/5jDoeO71zN1uuM3v/kV+mAcfvWnpCnTpd+wsHBKf4z2F3xfPuKJ3fCz3yqvPv8Zz/R7XL33fT5MZ757f+bnNwv3b15RLr7DQ/r7pAuj+7jyVBe+v7yP5Jk6/jMe6nNu5/8V59OBX3GAovz45kMOB/j+9/81g0x82f+E+/un/NXDzNuy8IObkSdD4m+fHPjyg+f8JN3x5/KK+suO+tOO4Y8/5lc/eUKZMsf7ju8Mxp89OdO9gu6n7/Fq6vniAcan8NHHI3pMnD6YOJfKa73hLgs/7W65U+Efvs38uHzCw/tHyrOOy8uRsYd/ki74r55c8WI58OqLMy9+mPj5h4nlN79g/uu/pi4Dab5Eloy+f8GJK26Wa3JR/nR6yWgDd/UfccEV/6SMnKYz/9eHz/iNveLvHN/n2dVIea9yHhJPP/8znt1+l1+mB27yxIf/7pdcfPkZLz/6ktcfLXyQMn+cEiKFmt9yQHh6SszdA69//EvkdMlPvviYennN3d//FD38L0nHtGYWtzD19v8ttNGMzy1Isfv9evb+CIeiwXYfXbuhhCN7K/u77c/8A0czzCPA74ItEDKs4YXNoF+zjS4QtD1DKOMtCRHfC5SLhfGg1iocaihGIikRjkQrldiNyvZ/F6ct6yuP3m5nHW1fx955C3k0NvLOV/0Zzdo7NcNpl4zYB1FYbZHHIy0pHIwo/RNFVkdhE8AbMvndVfL1QeE1E26RbInlFBExGkfotixsK8lrfLLINndxf9vdgUeBN9sc0kdnN4Vk74z5urDcEW0UAi3T3p5v/VL8va27VvMXv7eU2jJdDR+SodbMv7guXvK7MqGYGyZJlboqMahm1ODLX8v5oneGl0S2ddj2RHtXR5hsOXzbUCvtvRpiHGHlfW7Xasi9d4pR/KWFtal58qRaSu4cSjSBJgVCP3nJqDcrsNVI8QtrXEvctkqRVKoxJ+1e69h/S3R64219JG/WySe8hHU+ZV1Hu/XSGoat09xkWaD5JVAcqzjdLT7Z5vvRY+1vs34c14w5MAmj0AQ0UCClLZbtWfw5ojlmmTzBs6RA7SUsVU++JHchkzmqXUW9siZnp7UmkrnRHA+WYAAycoKaOqcMywekNcEUoqRXMH1g4+lv+92deGNh7bmzO9aRkpZcdaNOdlz67Nbv2pAr+OH3F1qlp62Tu/teK1snKjwaOr/JkTDcHwWCv13VzbvP4n93RNpe9LYqo3ffb/+W2xM0KbD/zTu3s0cn7057LJ/l0Qn7I+RWOzf0HGzIQ0cnOoc0FVQLVPFKCIjq5EwuQXMmXkOVcwomIi+jtygxtyY/rTriTkGLJyFqqdRWBVGLc1YHd7W1KopdcIydbtrk+U6mv/uq66Lb6QLbf+fRZH11Unh8yuN52euqkM8roqvJtHcu+j9jibXv2dB5UrWH1Jkn9GfPyVkWqiZUIVsi1dAPOTidT4XG/605UZfsSfaTj0fuK6SKLMUrF6q/R58gJfHeMSbOFlDxpEQrOc+xxq1udomlcEwjEVg9DizQWhjh+hO0RMA47MVOPclTrHriSmZMEjXN1OTUJckSQ4VOFZ2E+gB2MvSslKUyleocFFPFcvUmxLWQFqMmsC4UXXWQg9PhhN0Y7wyJWQtqE8u8YNXXK6V4oDt0SOpCcqgnVXN1ra29Ip1iuUJnpN5lcxJvptmreoWR40LoxkxOQjIlLQQgwmI/VOgrdJ54Sn32qos24loQK/5dU/qovuuzrZV4v29Z79eYNDuhGWjS5FdzwnfreTXsfteibr+PcX60ZXbXWW2tvRFnbIEEZas4ap8+Pt+wtUI6DKXH99srXhFMPSDlKsWQ2mhZK6QWHML1Di4LpVUpGq6zUlRUlAi4iK2FFk0yEUAmiMBV6Mj1OmHfwe65V1uwBZbaWO9sqK+M8zvzsJbw7qap/Z6Q2QiNw85aAvuRXNyPsa1f32ZhN+erTG1jrY++902OTZe7zExWfeXkEBqp2duy2pap2WZK0Lmq06iWGnPUgmFRx1Ajedyp20hFIuC3VcSYGNZpgETE7eJGwxMVGY7E97Uh7bnCP6BWTyxVBzoYTktodYEipDmS8JodpVoLloz5vKAIUzJySvTnjjxlX4NJmcvEtCxo+AvLXFnOM7Ko92wypUqlUj20GAkSZzXzdahdAxvatsUaNQhGalsdWSvYtnXi6+Hd5LlE1YqEzdygFsnSCshrt7Ow+zRsP/93rFWz6N9sXr1iAU4BD4pa1BEIXkUeFbWNLe7r9GpqgLx1/1j8F+s8bKgVIPJobb5rG/q7Nv/BDAcdtL2zdzngkTsSllZ8/o69Ky7vN1Di5u8H8mR3frOJZL3ueuz+Ya1qw1ocJIAXTf7EBlkR6W1kIk6wid6ww4zwFbeX3OyfBjrdy+o2grsHW2kymx3XRm6TX9IAqjRA5E5Otjnc21nbw8RfI0Zi60Stk7D2YnhUPffYft7dgDWetVY1fL0Rt76PNHs83mf1Y96tkNjfc/N797Oy+TDt/r/HP14ZMmw3RrFW1uoJ2I/bSsPU7hWJ5RYLkvjd+m6r/mJ3j90bvatL1md6dBc8sbF7xpWWKphINm26/twqbOKZdtUOJtv8+GX37/jus/2u8W/Xaa+127y0Nb7Z/Nt47mOgrku3ypV39+5uaOJ3m26NOdotM/mdz/n7DxM4HzMnzWhfkFRZpgemcs+pzpxEOWPMapRs1NHt6Mv7Sj4rp6LkWhltwbTSVU/468noO+M4VIpU+sF7ENwM3h8SKfQ2MwwzYx2gu6DmzEM1bmrhMMwcuollmEjdBHmiSxMpK9J1WF5Y0kzRiqoDpWcV5gBAGZmlvyZVY5xGjmb0cyInAR0xO5K00KnBdMDKgPZ3VDmTxlvG4ZYlPUU6r9yoZaKUylzhvCj35xPdYgzdgan0FOlIGCdxAMGQBsiVuVMkGYcyU88g545aMslGOnqoA5p6LqqRdea+nEnzPfM0cnce6YtwJZklJR46Q5KwFG97YJYp2nG/HCk2sNwNLNZxnpXTokwzzCSWy4GlGx3MvCRK9LYcbOGKM6kYy9Sh6r54pqPTLkJUM93SkR8GcjfQjUeog/faWgqXp84r1r/m+BY9IZb4ye8QurBq8t3G3EiKPJDlgjzFIBmeQUxA7wJqFUKNr9TFVnNIJRD3rLxpe5HVhFxsbntHyEaFhGfVO0w6HJXv1ReF4GiT8kgYNnUo8UyriLUWdPNGWlgzID1YhxXEltXo2QQ4jvJiM9o1KiFWIblmUSVskWag7sZcxRvRiUZWOdAD0tImiZUbcGeuWOvLoSHkUqA3V+elcY/7+7UG0UIJI7JxMS4Y98FMFAJPMo5KiHm1lpVvqlRAOoSex8bYV48a/O1aq6O3s7jjbQkrHWUxrIjzvGui1RNLWbxHQOOBDOPUwXURZD17hUpdS2hv3NioUcmRh1A8sxvFeYm5GSBlp/owdw5SbvPT0xJpWhNWcxi4Cw390kCtKNjihkCqo6NRwilZoufKEI04TTNKJiV3iNQOGB2mFVmaYSiOoJMJTQkd/HMrk1+3F0x7rDx16hK9C4creDLzyVeHOqIhUutYFV9bCTBx56supFSQQ0HLATtd+NyKeJn2MnmAY/S5TxKKZVYsZTSNjtK8GEgp0w3XXlnSO/LZOkcVlrk4DUUJ02VWZPb1aDpAtyB9RazgjeqM2uOI+Nl5+lUGIPpXfAODbz001nMX30keJJJG/yWtgiscJwpJ7jAJtAUZsQtQ8QZ7YijePFUsglNd7NOGfkqOyFkD6SWidBFoWQ3rWDuKL1VvVFhiPgVkATkDo/P12oJHgDtyf41koSTPBSX1Koa6zFhVtDq6pOctiY6UHLkpvXiDUzoSma4/kocLUurIXYdkJWcPvEgyJI3kbiSnDilC1/X0/VNMDuTuMmRaQuoDdn6DzQt1mtFlYSlnSn1gsbcUu6PaEjTXXlGlTJhNnpwwMEtUnPNUOLn8kmPM29mNdZ0RlBTUXQ3p2YZ6Q6FnZK2MmBAZIV2AnmG+d/lG5/s6A3gzXzCfAxy9+y1Wmq/LfYBZvLID1aiGCblhGv1JSiDcHIm3JStqexl/noZoC8O9NQZnTZInto9tvb0HhJPPz/75orrPnynG0Ro/aaTYG9WLdBFMmDDNMAkpK0mElBenjks9dRhIOZGWgZSSr8lkdF0h5w5hQBh8fpJuySoKxuQlrYugpTKfZ2otTPMZ1YVSFlQLpc6epNAlqh1aD6fQ3xY0KS0xkfA9VyWQzC2xb2tVgpkHYNzccdQZEL1EYiB9AcaYrvACX3dxvjfa281BcB+3MXb8aI3xj/lrzpF1ccVvjmxqj8T7HRwyF8dCnwz7jwl7JZy+m1neO5LsGitH5GGmezsjByF91FPuZh7ezNi9oC8T0ifyZSKZIcuJdKxcfH+CVLC7M7Vk7u4dnXk4zCRZSDcJW5zep5ggdgBgSQslF5IKqXbMy0jRAZkz3X1H7iD1cEgz7+s9deiZDleUZCyDUOdM/eIiKr7OyFC5uFgQgxt7SykdV91M3ynd2EPf8Xo58uUycG0nLrSQPxPyLwQrGVs6lnxiHm7oRBkOlaIT9+e3pDkz3ly48i89IsaynECVOnsPiPnkiMsnhyv6XLm7f8OpTLyWShHl+iZxce7pTgN2TBwtcZEeOJ8yD3c948PCcZnQi0L5zoIlo0hGhkL/J3cgie74jGTC4W5GEb68PlCHzIdDz8GEdH6FvJk4VWM+dFRZfL28fyK9B8P9BcP9R5zrzKlO5Gmiuz+ROTiuUZTrC6dQ62RBTXh4lSPQ/vuP1dmNYCEtANwqmm0EzRgun22VWWm1NSLzCzQf4bCL77TAkiDp4L/MIa9sYgsMCN5LpYM0AfMq6/2H4Fm2SuNwt6CTfOSup/ApWtJDA9lqjiIVi6bHk1dTSw47Md35+UFWLg00UQevFBPclrDZZaXgdDPqttcaOFGwEsAfmX3MlsVlS6OzFefad0i6gswuP1LneqtGcqAmqNGnSuK7KW9D1hIlYtBbJEgcjWmBBkYGf/+oJPQMZJOjAhrVm+mIV1zfAfc+F1GB3XwjaPIx/IRI6KzBeU5fK9LWdWcwVE8kFTKWhJGFTgvz5UwZC1qPaB3pUkc+dAxypktnSoH5NWAJtdmTccvZ/aUAWyxVQJXlwYMH/ft3kAW5EdIi9Gmhp7DM0bT5A0WvnFpJK9hDh54uScdEGp120uwWUqKTDCUzTz19LgyDB27qQ6KmjjpcghTyeSJNicOpImmgHLyJvcQaq68zJSu3Y+XUGRc6MFrHuX9A+hNlgnnyka2SKFPlfL+AVCwXjEKxiSLGw+CVOZIMijm9nVbOY0U7heiZp0NBknPd61LgNML5yvveXUTvFo1dVQTpMmPuXG3mCUGit4N44MWMpfnEy5XnvOvstnf2OMMsGbqwQUzIXXE7lMWT6oM67fpiZC2UJNR8cB82eoFpNSQLuffkdncb1K9/4BisVSw90NDfmLjLgLDZkDnCiEqVQicOJmu0elhCbIir7mIrTc6gOD++eawCC//RQWjWbAYx4OB2Uku0Jqd/00C8t6bpXh3hvoumqLKwsz9L+EraYi2a4m3a4QKiAd0a0FCjn84KTrWM2UgiEui2oDq5XxM0wa0HgVr4zFFRmqxBNX08Ghu+0mxsWWWUYd6PEFltWgs7tvUsEjHHvBFMCJKjF4FFNTS0vl1Jo2+ANVpdC7/L+wY5rVrcU5QkLlfX9K+lAFS0aEsLuEPrvrjG0KIiQtPA48TGVw+LyreWWEvNV0lLjGX0ZZBW0RyxptYgPaqIvfeYo/VlfeoGlOvCNo1+a3Hv1Potrf5Re7sBodsFvFOslOJ6J9aptN8321q2q8ujyoGIThnuv8YZrs81/MX4bbxvSyy0ZKbFihMWBKd7xU4xRjGWLQ6X5rifxvz4zU0jzhOUvNL2tGaMzoFxVjf7QwIQEO/R0rBt7W3JsVhP67g3gMK2Ugjqb4m90AC+ItGjRKLiSAZMetAaQL0t+ZDWhFuj8Iv3tTnWzreDx00Z/l8fGzlXPuheMJxnHj7/nDf3b/nnH1yQrkYeppHpRc9wkRg+KPzgl0f+d//8I/7N1Xv8d8+f8FFf+Ml7f8sww/CbHyOpQw6f0w/Gs6czpZ85X2fePOn55+/BXIx/+KXy4TTxyenfcqyZpfsLPpNP+c30ms/rPfL0V9j133D+RJg/FdL8Oc/u3iDXgjw3TqXw9mamqiFFWObnvL39E2Cg6xOVA/bBP4RJ6X+10JWJ88tPESlMt5+g+oQ/v5rInXJ798ecp+dcfvZXfGAL+Y9+xv2nf0t9/7+hjP+Ey/kL+v/0K26GM78+wq/u7vnLt7/g6viET/7sB8zTwOdfHEkH4yaPXFL5cbkkqSLXhTFV/snLW5ZSOE9X/Ofa8X4ZOVrHzcUVZRz4/ovP+eDmF7zOX9Lll5x+/SGf333En58P/OMf/yO+rBM/LXeUXnijiUMa+XBMvCxP+Gdv/hHXS+Wf/vrMxMxf9pfcUVjm93gil7y5+DEnueKDX564OBU+z2+5T694v/st35XXfHH5Eb/89CPKp9/h6fc+ontbOb0sXOgdT/UluT5H5k855I7LQTnJDb+WXzK8esuP/u8f0OsB/i9/eJ19i0oI2366Ztv9fr+0ZfvVmkR49xrt77Z+xS8r73z2rkHgQcDmiD9Ca7en2H9F7NHTtW8ZLZhoIUT22eT28zFSyNb7yE6ouMr0y3mwxqmUNkSQAo+qR+zxVVv21t6501eP3XhsUnV9ru17kbBoumiH2Pidc8U6/LhQ3679eOQaCrchy9j9e//ozXmErelQcOvT+P6/XhSuGIkWZEvKii6PrPH+jT1j3Og1ds8VS8aFsweFvFmKxVIN2gCkacEIshFJ6d1alO3ZvJoE9kmyeIx4dw9gNXSOK2G/h5htLSF2SqTtK8PXkzfl2g2p7BJXupsrZLcnAsyOsSbzoqGi99VgDSLIo/LF7eG3ZBe76+8GM4JxQgvUtT2BD7TGQ0S1Q5y5GSySSV3vzY4PF6RuII0DkhMWDePNBrAFzdVtrLQ31OO1km0Ax7bX302QrtP3+/bV7zhWtEVadbmE4SHrGnkHlfPuvtW2VmPRiLJys7YKnkf7frfXHiEsZH0eIWRJQwA1pNNOHviV3MhpjeA16JmsVl/bGnJMolILD8wqgag1d65UejeCDA8cSyGRItmakVRQ7ZGkjpQQPFGYEmYLlhaqLQiFUs2bs7clqWAq0TC4okuhlsUz8tFsWNWboGpDWDW0itFKgB5PayANaT1B1kEpIR8iyNt0R1xTViO7GcW+qMyiwinWkb2j9zbZu5NX78rEb3S0MPd+Ht+V1du5v/v4Hbry95y/oaBWxbv7MPQHxJjtzvu997fdM7c5aYH9SB6oRY+IKOU35+pv+sRSXnuatNJlIUXCr1XH+HW89NxlYK14c+JSqG3N1LpRLzXUcKuw2cvzd8esOR0S+vORLNmf3+Tgoy++M04x0usQ79fjzkbaz7xARBdcvjQgRQv6Pv7xey2FP3xIBENbYEKhCrK4TSOBoqwKtSi6FHTssCxOt0H8SWGBlVgtVhDqGnCW3IN6lZu30ElUy1gk3DXea0XECsEzKkjxIGxJ4jQX6pzUNfkaSs6EHvorUTsJHn3X7yXQYzW7rlUrUck0I1SkCqlCrYVFM5UFk4IuAg/iFXVFqKOyjI5mz0koaizFSMXIgUzXoogoi1ZE1RsIqwSff8iTRsNpFRWoJA8kqd8nLYmcxannE1jyKoRcAxKfE5J03YmSE5a8WkgNp1sMlKcikY90We7qd2czJdcbuu7LsFstQC7mFHjVnGaE7MGvTr3IoytbE8/fe6xibL8fdijIzUiCd87ZZFKzOZtSe2fxrxVhezo52HpYyf7kx2JrNWNCnwRidkPGxp60nbhfv2tstqWtP5tnYGGLCJFcaXs67QZGnU5SJAVKPPR680c8G0ELydHstlB4mzxr14xn2oun9pcdGno1hG2Tu6uv0ObD3hkojJUudh3E9t1mf6zZfFbZ1r6eml0df9p0r35cu2xa7cp2vdW++haUc5JCszV7bf8esFUrxTNJMlKKpFRhQ9Qn84RQs9/XdzIPcicHk7htKlHxtJ3n1DaRqG5+kLWxi8CmqQP1xDwPpIHwJzmuSmAFv7XguLgNZ7p4lWpXnDE0ysOsOoiuqGKdUgQ6MVRmkImlCEtJ1CrUmqhLRWevcLW+oChazSupq1cROvim1SbEZ6tb2fywkDtmWA1aHImALdsUNvsrIasccvmTXRZF8m1LBHpQ2OWUbRUjbNtP2jWlgQHbPpG18kia7SZNBu7WjOKCtBAApD+wvmIfbW/dgo3tSbZYwlZ/sK2/5jXI+vf22btVErs9sz5su9K79oMvFncTHlcHNNlgK6hkCwNvz7Pd1zBkP6e7PesV1EE3vKsodn840OYBTFk5/I2QVatEWm3P1Qb9CqJ8G79tB8ujcfT5t93ZvPP37W9tlDdN02Si7H7Z3qcFffeyid2YPB7z+NCvatuIPjYJm+xrMjJvn33j42t0bpunR+dv68uwnRhtv/cxsK/wK66La3c+uI5Rvnq0e/i5svbV23TquhYexQ1jvdJ0Upwv8KjvVNja61DuxjS69KyyaQ2kNN+jrbO9L97iU+8mIdg996N7xPfjJbb93qgH21r4XZb5Tnes4/ruPmf3+71MaOfndz7fvuEA4r2ee/c6stO1e1vr6w8DSr9gPSwoUoXKQE0HztZTa6KU5A3mO7BRsUkZ7wztjVtTntpE5haRkZKfkUgMi1NLLfM9VQp9VxhSJtlCQrgYOq504KKcOCRlHgtLUmoBK4muM8ZRuU/KvRrHThmOCXq3f7uiXN9PdNYxMVKXjlScUu7IQJeE7lCdyjUrnXaU6kl+kZku3XMlxiCJIhVNi/fFKD2H2jPQs/QDdhyx2rMsGUuZThPLDKf7BbLxNo+UoWe5yKRemarQaWJajnSmmEyIFK6qUYuh1UHVxyVxpZn71HFXe2at1HRC5ExvM/1cyXfQpUR30WGlcJ4SNQuqPSaZ3oSOhMmI2oI8vAVgukjMSTnkQpfV+3tWQetArZmpe+CcC8/yxFV34uWFUygPY+ICpRf3P3ozjqWgdWLWe3oWLpdLSr+gF0KdFV5P3hXha45vkYSIDF7ji7NAwTQN3xTl+vtG0yOP5KOLaF2NRBdSzmFmLTPOlg31I+g0VqUVqM+dA9JU6lYBEOglz8evWy8hOP+hZ2x1jf66sSerwb1X1dCasqm092vleArUNVAGSmvY5M9TgSWcvPb8+ZHYXpXAqsS2YL2f0XooRPZ4dSpaSbRnRZux4ZfZK+1GRYGXkOOZ1Y0Opgl/w3l6wVEuOVLwDZFWcfodD866QRglN/F+bucVCO5sDx7OPi/W+G3nrxWFKbgn5Rg9ArT4u5bR758L5IqU4mXwZfYKiEygv7rtfqFsEhLGpjfWc4R7QhpnJ05zIH3vgZIFTI0USAKPeZhfw3BgAR5UcGSABw8YIF0UX6bVHBWmzaBz5zF5FIcyVkcaWkVUyGlAJKFSUIyuglQPunkT5wdSMrxptaBdwjKk1JFy5/5t8fVqdXJEb8meNa9OaZJi7aiNoF6GbabRnqIZJd4UW8x8KBOBBFASA8kOVMTXi+HoPcCkc8flLNB1yNH7M8hh8vUyZFIeGa4+phuPXH/8Af3hwHB9Teoy5c0D9Txz93pg0rdM4wMLM9gNovc+nsUwigtX7WAZMCkrX7/lHDIn0Dcrl+U3PJqjU3qv4ujPkCLwmRxdk8Srh9RAUoelPswdc0dqjkBR30GupD76wCzeLLkVXOVAglR1USxmjhIU1gCFL82o4kmLV02sAbwcY+6GnFg0+0sJHSYE7y+RrMKsUBKmzmWtuYSN0mN0lO4BpOBkKILUAbHOI1DZPEiWBZErknhzqdx7Y6fUmcuc4PTvOiF3D+gl5P6SxTpSPjKkK0QSi7xFmZjv79Dlgfn+Bl3umZeZqpX5pJTJmOeFpczU5UydT9TFsKn3vVWcZ1TSDALKha9b7d2oDE5y70+jmGbfMxCfx3qWiiRDax9lhwmTzsFFqVHq9YhmrAR6TSWu7VzllrzHh+jCtz28H494cnSVx4Q83rteHWJd6LMZWrXZ3mhdvf1NB/mXm+7I6zwBK0LW1oBLF58teNvLVnW4+465vpSouvO97023BCGrU/GoeCAmmaGm0WysYiRS6lBVRDK5L0hKXlWWoSyVlHpSrkgOFO4qx1sFDF7VFYmrMp1QrZTp7D/L5PNbHFHq9E3mDTHDardwJpszK+HU+N4qUZ3UHM1tXhpi7/GQS/SEMEwaz7CEPPUTZbWVNmtkc4rjd2nvRISO3un+VsmIS1++HbYJUBjeZuS2YymFokKeO9Ix06czXT2zPDx4rwQy2RLLdGR66MB65PIarhbqh2c4gb5QeozDhTsrpzvADuT772CaOHBHZeLmrkMtc3Fl5CdGLS2B7RVi11Y5VuP0CqY3wnw5M13NrmuiTxe9JxSqqqOBby6woXD+6AGK0bFAEmrXIX2iS0o25aBnpEJ/n8gl0d8rqVsYe4V84nisXI7K+ZQ5aXKUUjV0nEgfPHj/oocnpJrJdx1iC3q4QamcF9epJiOiieOUyVUYc0GyUWSipEq5OoIduCwHcu3QQ+VhXMhU8qzY1cByfUU5FuzJTPlVpf6NQe3ITw90/czx8BZbMuXlJywJXn6weKImXzvK9VRIp8r54RW1FsanR9L7R7IdGK1nsbP337mZOb9ZmNNEShOUA0mPKMY5ZZIJk1anhJoUinB3cv2W+pl9OOZ3Haatyip8BY0AjIYdq8Gv3TY8J7xXwIBzHle8Cy5Etsu/H30csAq1VaYd4/OZfR826SKobfNWQS0N8e8+gNniyRpzmxQU8gDp4LImkqUNjNB8H2ssS6LQCqGSuO6g2eMVr8LwvjZub7oeoka1btdBzq6n1G00LBp/i7jdWBfQjQLIViqlEkhU7+tAzawB2BRV5yZIdTQ0mlYbYU1KWYd7iSfcl3J6L5p8q1GdEDoO2SF3zfDqhkhAiIGObo8ZPr5JQaKnnvV+y1T8XuG3kGZIHXTHLQBsxW09otLlmyYhklGeqHu1pUbjZvWg/vkSpkRaKlZj7EwpF4peZMpJWCowJOTofPo6uvyWIkiGPopx+gnXhfUSuszYTw4YesiUmsh9oUuwLB31VtD7Qj0rKZtTRtQROV9gaabmM6lT5HKBxekOyInTcCD10F0ISYXujc9d6RTN0F8oSGXRmZSiaWZScjmTS0LnREHoDwN56DxpsRjTVDiflHq/sLyefUt1hkphSmdME1oGtFbqco9ppZj7B3PvPq6exO3sqKZPNSOWsfuK1IRdDOjlgNmMauFQE2MVtApFO1I1uskonXG2ipB83ahgJRDFnVdF1d6D5zpnUhWvzBVBFk+QpFxJYox6oNdMyTM1z9iCFxgtQpm8knccCypGSeYmTef+YLqdMHMb/OuqvJRz+NaDL0udMNO1EsXpiBKN+rGlElu1tklPkoFGDRo70c+UYbPtzNxmB5o94L0lZI1nJLziVKJ6Vsyrm9SChcLcwjDpUOlQ8fFaYybSuzwVgwB/OeI+sfYPQGOvNDvkDFIxOwBerZrIaPQ+MjJK74lqiwoEKlgflekb+0R0oaAJVbEzzU4yEioXeJC5BpjAq8AIeervrKgkFAe8ed/MBjzx55Y1VrMPJAcTgbr9rGFfibQeNMFGETI/kcPn61zOBl1mS825IdgATS1QLy7/aX04Spzm85rt66u8HCAZcTPxdeLj1QLTxLxEr6PQoQQVOEQiFImKmoh32ILwgK+QQ1wnhV6LeFuL+GtLGGV/HymIFLaeCOe4/wHhiLHgPQxYdYm1sYhKcQkfApl2zyC0JIKu8TuPRaTmA+B7bOs71Pk54r0DnU7Rq3zcj87hw4Tuo5Lq9GhfNfu7vbfhvW9WRhJpRr7vKV3ZQTzG6XMa+4weaX0MscAL2upjpFV9bvFBizX/iMIy+mx41YXGfPcBnCi0eOSa1IoKr7ZWVr/CiOont1++Rrw9Okap/IPhM6574d8sf8Jn9pT5e9+j65Tu1z/HfvGCJSWKJJ68gutDpepb/uaHv+DXl/e8fap8fLrh6Ze/5u2zD/jpX/w549zx8QvBuOGm+3cMufLD/pKr2vNPf30mTQM/uPiI47FnqTfUOpM//jXp8uc8/XfvIa8v+bv5e/zZ5SX/4va3fHb3BX3/HH54zfnt+zx89gl//PZz/tef/w2f9QP/6uIjrocz/+Dqf6BfPqG/+afcdZW/vvxL7Grh/Z88J+slX9TvUfSBp/f/H4b6mmeHP2WQ5xw+/lvOvXFx84y78zU/vvoLvpt/xOv+GW/sN7wpR35V/j7P7Qv+0f3PON1X3twXTnbk9edP0YOgH58YdOK9V2+xqeNfvfwelhLPLr6kHx6QbqJPJ77bKdfW82e3hSfTwH97e8V/rj32SeXuxw/Y6yMf34zk+ikXtz+ge/YF/9MHf8vPbo1/dW88rZf8uD4jpwNXkzBa4f/08Rv60wPv/fy39EX5+/Upc1f54kf/gfN45vTZhN49RZ98zO37l8z5GSUlytVEOcIhX/JeHvj07Us+/fVveXtxxctPn/D+yxPff6V8dvlLfvrxv+Q9e8p3lz8hPTnS/Z0fURblV3/7OTJ/fdztmychmvxux4qmsccn7dTqlpzYu8vt/K/WMfj/2/mPj/YtefSb7XvABlxcAwbyle82dFPri7CijVaO+51g39KuNOGwZm5379EguY4iqGEkBMIzntPi3u++we7J1l9uGOt3nr8FMLY6uN2xkV/5l2wbk3Xu2ueuEGw3ZkL4ZmiMi5dcP+ao2/+Rr/6xQFysaNp4L7F1fPxKO4Tb7zlE3VB0f6kh1Vr0ydZSVFuFb3uu5Hyv1gycbfY96WLvLpR49vj9uvyE1vzz8bpYR8vf0dq/bBdfsmg+vZuO3WX380OU7TWuzbU5bTM6dI8n9OQE5gqroRcdPbVd1ryT9Kr4tPF4Wl3HYavcIRTuNrzb0m7O6n6uND5Pj0+OjWW7KV8R/yIr5ZQkcQqW4UAeLxmfPGW4PHLx9Bmp65nrDSVNzA9vnZ5nUfePUw6QtuGUY/HQSgTn99VJEpPSUBhlG/dvdcj6Dltfl/1Y2O5vTcbFWg8jeNtgts6rhDBYq2h2a6tRPvHIxmxj3CRWM9Ba0pVmb/i1tBmsdZWFZorpAmRHyyWvOvE1FoXP3mHc07EmYdfUdc+ZBt8vHYmelAXVSEJU3zginSfJ+ge0KnN/S1ZF0g05LyDec6TkB5SJMs/UZfYGwvNE1ULRSl0qdYkqiVqd87iWQIXKY8CraeijvI6pxfqzNVmzIT+39dxwMrtqiHXvh0EsLQHsMvMRpM+iqumRnvtdSKGvP/b0q8A767U9V0PcPF6H6/fkd3wsj0/aP377wt5g3apJ2n3bu9u7F/MrhNO9rxrw5qQ7RGAbJ/XWg6KKRol8ij2dss9EMoHsTV39KoKtwimcWpNAnCu11OgB4RUQ3tS8ROJhq4Kg7St20/9ILz62F3wZbPvuXX21ORaPdcyjCVnnI667r57aGyOPbI29/dPW7X6xx3Q0bfptvIp2xdnvUZdoiBpVa6kKTEYpnrCx1KGp8zFsCbKcoBfsGA5Z7zJfeuc/r0uMdRl8TyYPDJfic1ZFA+0fGLKsIIVclF6VeUnISeGYgm7DkbcN0b1RG+D9JVQ86G1gWSFvVU41xrIzdUadYs6IkDQowSBLdSodNVqVh0n1eHVenD5Mek/WFUFKh6QKXQSMS0FJLHQkM0aSl72nLSBhmFOmiPO9JjpMTjTAiqgDEyqCZtymyRr7RkjWIVZDHiekjJChaKWIRCPPxKEStECOZtbrBIeMVG/QW2v2KrM5oWfBRkUPTrvk7ytoTs5xv2zgfQ/QefPr8ZH99HuOVSBttt/2+91Jjd4I/LwGghB4jDDcL2DfD6uJb7vrrRbmKnmQBuD5yjM7eGj/PCtVyv5BDVaUZrO7I8G7PUPIf0shKgxa49AmY+L3klpynLBbCHvBr7UCTT3a4U2qvflNDGv/6NHWKoW1QUq7kOxsgkZ51cZ7Z9c8GpvfJ0vCDpadPFr1bgRKTBywETJrUyHxQtL6/u1sf2ljzvZsq7yUd+75DQ4hKH7M6YPi/Qy8Soou9IA/t0S/qSopWmH5M6wMskP2ipVZAi3vVVmioUc1Q43gZEND45V8kg2pUa21CLbEW4rLra3Uoc1DrJds0bfcx1AC9GTmFdumhoo3ca6mFKskjWqv6N2VLKE1O1I1C0sOwIVUylIpS6HOM2U6Ix1kSXgXCHVV6bk5p/00RVPrBRZVqcUcj1bDr2jzU1M0iG++Cw7IUQKIwLqHJHyUZsY3XKG1vgytWnvvoLb1sVb30LBkbvUFCK6pZNOtmlBw8JCbcerz3KhiAiRmtq7M33s0CZMaMGOvfw0eV/Bsj74Jq90dvrLd9rr/XSNut3dXcJLbDFt9xD6ovw3VSr0j0AKV7Q4bkHInN3ZXX9f1HtluWzBzL1ZXNHqzjXZOpf+t7eMGvtgqLmR3lceyvL3zTrI3vbHaTL9Lcsmjv3/FgrPHp7TP0qM5YH2fR2j3KLFad7zZ4+dfKx783+/eu8m8b9Qk2Joe2ebVpL3R/srb3IDtqvzaMzXq1AZSZZufdR3J+rzbmLR3j0+Mna/UKiOUltTx5tRlN8T7TSB81V5dIxePX3t92U0c+NO19bU7c2djrP1nQhdaGwNrb2ARB4FGWbWNQeg13RaHNZm13q39vvmVrQ6jHU3efN3RpMLj0V5vul4gnm2ViU327ccrdEizJd79rF3mK5vg657QuEgLV8lp6LJ29GNGLgzLA1Y7zLxqr6swzAnNyl03s+SJLp3o7ExeZqotvD0Yh1R53i2YnTjrCauKnS9I1bg+TXSzcDyOjOnInCuFTOre0ud7hnzJmEaOkjmmA3k+YMuRel2oFwXliE0H+vOBJ6eBN2WkpgGTic5ODEwcVCgYfX+iDgvSPQFLLPcjS6mkemKoN3RyIusFkh6gL6RhpNORLl/S2SWDCYNOwIFJelQHBj1QWejEexmVRbABuoPRLZVhOlHOPQ+lUhMcwgwc+gDo2IzUSu4OdCZYgUWN0wh310J3zvSnRCcHrmzknJSb9Jb7lJlloKIk60g1gSp9Kjwbz/R2ZujOZFNUjpCU4ZDQQ6am6pXg40I9FqyMDnTMIzUfqGOmDEp/M/HkdM/UC8iA2YJWWJh4GF5ypUKnSt8nxsuReSlMh4cAsf/h4xsnIXQVKcGn3ahxVsdaVnSJG2IWMd2mINvmaRUBrgB9j/s2XoWXNH7XvNkcq2zZZbVlxR6HLFNSCHaTQAaJEFZdKK/NWHd05YZ2dHHShqQFn5qYaH0bUgSdmuDbBL8LPXduPKjXhFSrHmgBwyYYorqkPUHLvLZGzKs9YGyC3p0zCxS0B9xC8SGBlGoZ2nhfusiGusPvv2vOTKNkCYNMPDOLtGqCLpSZbufLOZ549F+l4ggBaYFAD0A0RD204Fcr5Qxu2T+03m6j3JnFQRkWKOb5FiuOZJRUqQWqSjgEXZTaCkIl2Rwl0RbInc43xbHGsAb6vAVtU3CFFreIk8yucJce79rpCQ6R7I3lzMc5MZFEURNqcwbPBpqQEuNgfZR+10DQnX3oFo8219ohIlQrSIKcvDeEJkcbJD2AZgoK2bkhgy0SsUQtyrLM6CzoKXm8tPdG1GvpdEOgBW2FAxbdiXD0ka9wb5iJI4M0AjBYtD9JVFEqJ5z/vvGaAjJjcg9dhn4EWUBvfW70SOo6ur6jGweO188Yr9/jw7/zF1y+/5wPv/Mx43Dg9uefc35zy2/+duTty8+xF19g9S0lnahyh8rsDYJUfF5KwpaCdJUuR2Km9bqoZ1+mXdtg3/AIo0O6JWTa4k0KQ4xYqwbSCCCJYrKQWrWKzFi+A+kRPbocOsXYUn0KmmyQ6CGwVFDQ4oaaHVI0Yi3h7OFyJyekC/7ISCRpK8lBYr8NjsxLFaR3jm9L1LI4giUXN5Nakk3OLr0WTzhYBGyTPJCSInqAZUC7ipWC2IzoXSSUovopZIakI5IzeXxDSj3T3RekPDKOL0h5pBsvQbx80Uwp0wusPlDOr6jLiVodPVemO+ryQFkKZVmwcoZypgZVgK0BmoZAh7oGp0KO6rzJZgH3QlM0/nSnVFrgSZWUsqMyA7GEFqizOwLqyDzrnTdYSg3k3tHlXp/dYc6tau+bH617kqwGdVxiNXSb7sTluAQq1Qg0YpN5bR4ES31cozkdyhrQETYnMTUd1RyQ5mRa6BiX6YLtgoMKK5XITrfG26yOW1AomMyoOh2PBFUXSZ0GQxJJiX4QjhpOMpBkgdw7rc8aMHQdaOrJL1NFo7qizFEBsUyYVpY6O/1TcSoe00CGVX0nh785uNa4hHfjvfk6sgss7p03Xe0ZWwOeYSsEIlzWyEjaobhab47NgWpj6cPp89Xo7tZEmnn/LAvuXFk9ym94KNjJkwy33cSSCh9wYLAO+80VVg70TyrpWkmDooMyLMblvHDWiXt9QM5G/zZB32E/uiAVI90VaplZHt5ieiLZEbPMaZ4wVbrZ7bzlJrN0CREliXEY7hm6B5IlFpzyqFTIvM/l8CFLV5j7mVTP9OcbUnG843KhPDw7kxAOXJHEyB8uGIV6e4PdK9N4CbnjmEdygoUTRqEbemTMpJwYkvDmQfjyTjioMA5C6U6U/syYhYubhN2fqS++xGpPKgc4LPBESSYc7y8oCzzcO+K8e7bQJSHNPUkTVwrdYizdBdIN3FthSQtPl8rTWT30Z5WlzDzcnbCxYBcTOijl44XukOgOjiw93R69j9N1jyR4YgdqUc7zPaaeIOgsMdh3yNKh5R5dFg5S6ZJwe5eoJ0g3CveF/jsH+qsj+Xim++AFRRKTHLHXCfuNYJcg3+2oOXEriWxGXjzZ8geP5Otb7BTyd8SD52Fbp7ALpe7syvidSsiW3td8nwPFHxWx4QxIGmLdF5dlwekt4k3zTKOyIfanNB3QkuriFaiWBkwCPdpAN/WeaNzk9nTt3W621l/NbUBNlyCGlDuXr9ntAqsXbq+2AFDWANTMbFXCTbd7tRjJK/UoB9xGiN4ONfwJmbDQ7X6x0e1PPYUeeOJ2VrPpmo1Ccfm0BnAjGF8LVucQrT3QY+mAyAwys/Z3AJ8DNj1kRJWKHT3xsAJlQg/k0GNFHJzbOdUetiDF9alF1EQYfH5LXLO4UJPchU4JX+YbyjbuXP/UaBQ/RIJOxVCp2JjRLpOXQloWapedJm5MpL5DyoLcn5ExIU8yTAm77/3a92Dq+1cSpHtF5kROFSjoMHmitXtKSiOUE0kXaurgmKj3HfVNprs28vWM6IyUCVk6uL+gdkYd70gk+qWDotTpjKVEPnrVoKPXM7M9IDVzv0xQEwddyNlI3QBdx3LOlHNirhMyCYmZLAssis2K6oxdTahWZnVaTdUL7w12vsWoWD5jWbHB+wEOzJgZRZ2SzRbDqqFdB0lIl0oWMDnDPKH3HXoaYFSWUZGu0g8LWo25Onih1wEtxnznFfjSuZ/B0cEsQ/XG4mlwBoKH/kxNlW50Sry+P5JTT3148MTK0FH7zikmVOgRhkgsSQaRhcQMpSefetRg6arnzbV5439gie2zHLDa760PQWJBJBDYEj0YzKlMRSpVDA3mh0ZVW5uPzNKiGXiwuMU3gtI2+oDFDvd9Gol5MKqMuF8f1b9xtRQV+pJcbq72oFlQtDZ52JJpXfh1QtEHhILIOTaYywoXJxU1rz73yEQf597h3mlGVoRbJbUeFx5w8Cpy0ZCJtREWuAklRpLg349rSJIYz7CZpAu7t9liPMISupxsMYiMbALGn2K9mSEysILmADgCQuIUYC1/hy2Gxfp9MSMYLmlAUwcI+n2RId46qEWl+szquzRIXz0kvdPYVdrzec+AtiBklfdRDRf2ZqsC34OGReZ40HGNUz1in2r94hrwpQE6oyp79SkIRhMy2MHXRavQEMPMq2IQW/0skRnv6TDiFRu7JICArUn2FiNqfQ8agMz9ObMBowM5g00k6RH6SDAs7sNYS5ZHD4gAfK7AhJbE2oMMAFszoYSP4+eaef8TKCTamPYYC5YmX6PxPtZib+J3bHFSHz+n3PM9HRnvAC9LS4QwrvaO2zMpxiFoT8nxPMrW6yr83vXpwaIyytfIH15r7x5FhF8NI28G+KObN/zZdOKzD++5G2fuP7lkuv4+L+Qtk9xh6RqVS85fPuP06+dcPu3439hb3psOzPr3eH264j9/dsV1esPT/q+4KPDxzYfIfOTzf/MJRROvLt+QeuEnFS4zfHG8YLaBn3xxy6dVmYeX1B98yRfDPfPdc97cv8/h9D3m0695cf4llw8nvsOXzH3P/+/Jf8nLWnj7cObNfMEvlj/hST/yk6f/I/PlzNtPf0s5GHYwZB65/7dP4a6njH9O6X/A2/sjLD3//vQdvkwZS68gfcYy/4Qvpx9yvH3L4fYtafqcfP4ZL8crXh3/iHN3w834W3opXMtnDLnnyXjBqIXx7S/p58In/W+ZhoGb/n1uhsR3nrk9+P/+D58z3RT+9fc+5vn1d7l/MfOj+9fIs57XF9/h1RPljSlPupFnvVJOL7n//N/ynj3j/3D1Pbp6yXEe6E15XV9icuI8fsFFnjl+D0rp+cty5DZdYNM/ADvQffRAloWLq9/S5dccf/qM4csj+qzj7uID/uOTwk+vXmD38OGUePXFLV98/pYv5pH/UC6Yyshpec5SruBBuMjKn345cZqF3774gDJ/vW/6LeiY2sV2GeF3FLIfIVBs+0h+1+9pwQ/WxN/Kw7d+JnHpaCotsCE193+aaxAKb1e+u23I7XtfNTRa0EFW5MUaSFmRPBa/jeB+45duCnK95pZ9Xe/dlANbhrTpP4trG+0au6DEmv5tAjIE8O6tvipX9s8dise8BM+Rzq0csyVjmqDezJvdpCGrwmloipb5b8p9h6KIeV2b5bWRb4JW2nNtRsPvO6zgqKBqmwA3i/J0d9AcdS6BbmrPs71Cu89+XC3ZShkvDcHWjuTj2gJ7kiNhYEE3pbHeUlMwYTWJIdIUQ4r4lW3ND2looYYgibk08wQIzrOvJisq0gPabRmIZwwsuzJKrkhtV71jhnO4loQuinRG6jxBtUf+Yi1ZyLb+2t5YK0E0DAJZ38fpqCQKIALBZkaSbaF7cCworTK+R6qu6wISKWVSznT9QD+OHJ4+5fjeezz98EMO4wFuFzoy4+U1/f0tuRudaiqM+s2Azh4YttirKxpFYqq3tSatx8e3OmJOBUfQqq21lM3QFGtIKzz5usqIaCAsgqO3W6A2EgPghlssJzNHinkCIDehwH6i3IBq4i8Qdg0NtCInWlKhySkvdW+VR6oWy1bXa7kN1oKmsSxVHX2XF5SCWIfQoVFmKqpIrUjyEvutmqD3Ro05oTL7nC3FHfLakfLIUu+R1IGMGFDnW7SeqdMJrSe0LN5IeJmoZaYuxZsdrij35pTEq6t5A3XMAzmsLsYqm9cyg0fIF7xCZ5VTHkAR2ZLkBJ0Tmjc5uKvEccO/9TzZHd96rfmK2OTwuivjerv1HRPnz+mTti9c2OvW7c9OJ64X3QmFWEePNYpt35eQQXHtzZjdvegjcd6QvbF2g5/eJK0JczFBbQswmRqWM0mjL0x77EblwvZH1ySEORJdK7VG9UONxtOReHDUcTjcttP+O927vsBOZ/jf3pnIDY7FNhn7Vw95095/7w6EPF2Hbf3SI0HcTmxi7J05kkeff2UOvtFhgUA1VIyaNCgpQaYMZyFdZegMGQqMhayJQY1F1XVvwen2csIOGRZDT9W3SlFH5crkTmitWDUGFZLBvIBWIfe4HlMlBSWYWloL23LKZBkpGWxYkMlItZI10Vnnee2LglimO3ckcaogs4qdZxRF89ElQfaEWUmGJkWSkpNX2Yh5c/OHWcgJxiRoUuqwYJpJU0Knik4BTEgZSwXrfM5SyiTxNW4o1mW0S1BiTq2BcRJIh6bCYgXUyGE+qIHOSlmqVzx0TtWhB3We3QQsiTp7M8w0uA3S4cCMbJ5wS5q8kkhGHK108gBx9jCXaPZ+G8W8B0gNOo00kUZveJ+CksRmQw7AmLBOqElcN6S82RO/51grdleATpOv7QyXtdvuER6X/oXNJFFVu/oZu/0TtGSNi7ztiT0S2P9XebxHdjbhoz3UqKEqbnx22+cBUnG7qO3N3fOErWGNa6HZfRJJ8TXCExWcWbZnNla7AWs0RTu9HshGS83Wa7eMwEnTcabs28i2Z7M1oARrImJ9pgikaFoT9Ct3/CrnQteQdmPajowHGtv7bfdp3P1uCze5GbbQo/loY7jpdL9/rJdHSdpvcDQMgBJ+mIQvZqssoE9hQxTaa1mSldUiBQhDWmVve4+Ii1lbA8VvlHpbbTsviMmY9GCTJ67XCKVXRFj1KozVdyp4Imao1GHBg3P9pt+zoeNCSorRIbiMpSqOGxF6ildEJK9MVTW0Jq92MyOzkJlJxZzKSArWFbQWyuJBSatHrDp4w6QFt9UrxyQAfmpUwSs0wocxEe/1k80D/aW67VQSzIJ0Ud2UFMktiOiBuqTiPl6NhGF2edBs9qwhu1LvRbBJqVLpsvfRkM7tOE2KsqCSMWn9i1IrkGUFIEagTgApydVq9jld+xj8gaPte6Nt66Daica0qS31vWx5BNLAbccVlb7JEVmfLdbdroLSJVv72c5rNlENO3Dkd9qi1vDvsj5v6y1oQblLss23wuL5WH29hCeiMG9W3JrXe/8+C0iFJ5Y9DtOxou6tBaHrFutZ37o9y87a2cnLNmJtXFZz1iIhJLsYhMHKCRD+0RbA9gTAVj0e8nNF4gfN1/oYGw//IzR/e+9Q763iv93pkd3mA8rW9yfGVDad9PXWW5PfO3v9K3an2xditvtE1vXjSYC2dptOjnfcq9xWTbC/1TtHu45jAdq8tTHerXFrETSndd7s5WYPtHN382Bsn+3sa/+5UZeuI9d0m1Rs7QPYdH7TqcEQsurYzf5fgV3tn/sBNVvnbT/2WwyvjVWza/Y+yu5rIrvvPr7Wo5/7ilEs1vU+vrY9i6BoVP2v32WjXPc9FcAl24/5tz9mScwiXNjCpRq3ekvRibm7pBwOSH+LRRLXrKNyYD5f0R+Uq6VyUTMqT1n0wO25IyWlpBu09vTLR9j5kptXF5wNXvQZScrHqhRVXvU9Cx31dqA/dwyXD4zDmZkH3i4HljmRz5csXc/cwcWk9DpT0gWvh2tu5hPz+cRsibvTJWeMT8eX1MPMfJgpB+N+uCHZyKJHknacuURSplOvRLjVA29lIPevSHnidYWiAx/OwvFUsHJPrW8oOrBwZMpnHg5wsMqVnchJOdrAUBfkfIfUmfEwY8OIyhOq9NROICVe6sJNWTgOPefLI4f7M1d14qETpjRy1xVe94V+VJ6NM0xneHhg7C+4vhCnjSwOjl1sQW2mykLNFT0apcDNWbihoy8fk9MV5cmX5P4eGwqJe7oy0J0MGztK6rkfF970E3elZ7KeeZlZlgdmNc5coHQsdsliB2oR8gwX5wqLV2DzDRKt3zwJYVszHdmW/yrQvUzeqTYkNr0bpynO2W1Ci14RNIMjtmageFL7rJGv0oyD/aYC0z4EDLSWic61GAJxV+q6CnNrCIGmwLpVALgxEXxxawRYQz63J2jGYwvUbkKllX5a0BKZ7ZrLhVC0uKbrrlZKvReehLMSz26yOnX7sksXfoE4i3HcxPMmeLRlsUPAyzoO0UNCRr93IB1adYBXKxR3Mh4pvq26odXQro4gj52uVexpUxBRgSBfv+zsMDtivGbvlSDF7xrJHysBb6+zU8Yk9ZqwZGEge+PTRsPgzuOCWMbsyoOss5djq7gRJnlYx9fXTWSrczioJu5HlYJh5L4jdQccSa7IBHlSpzXofay7MIotBTem+rlqrXw2Axka12njY5w9GKCdc7RbVkj+rrIopOrN5CxhtVWdjJgVVCZQRWdH3SUJh1rO/myWYxs6+kRrIPjmM7SGxmJI58gTZYk5Lo4kbA57cmdGKqSC847ynNbkTTCyBdXDZcW6DuuvsO6S3Bn9oFw+OXD9/IIn3z1wPI4sty4/hkslj5WUZ0Sm4Fz1MjHFvCReK9aL04OQKMFpLGkKOyRQSKX/6gL7Q0ddaGa1r+NokKuBcEnRZ8KbIdBKwhHvGQE9woU794HgtOwGOnnZ7QlPKHmAdHF5OTTExwJzJH5yICdTJMIW8P4PCaRAWjb5KDhaH+AMJgWVN76njEgIjs6t26WwVUM+r1a07+c6e68Z0bP/LsU+ESPtAk2SzKllU6BRFVgcubd0MyIdyzwFki+QnLmLXO4t2Izqydfu4hQIdXlAl5P3K6klApw5aHeKBxtb5Zy6bHEUp0BuMiychRoBq0aBoGfEKmoe1CNfbrZwk3PiDbZbj/uGqmlBMct9OCOz7xUxv/eeN/ubHo1DHXyMtTmfTZa3aq7QNWsS3pNTW6BufXxWNFRD8uguGdgQxYKPG82hbY5onLJzqDbHKrz2hgxzfgncuY0EWitd1C4CAuGsFneCFItmntGfSJPbDWVxmZjm4It3FKsnocOBCgew0TFRy4okN63oMkUSIpzjunM82BzeFQ3VbBPb3k9Wve1zaklcplH9c/ErtUDB6rCvToCsDq1sV4qPzPfuikzmUcIU09D38V3Zf9vYqgibzv+WZV5JyO8nUko8y5dOwXE3cz+dufioZ8yZ2h2pMjBYYqhCLtX7r9QFloLOieW+h0shVWGSyqnOHnCzD12nZiWp8vSc6Sp0Rw/+358WSgV9rtho3D084355j8vxgXGYWa6vKd0FDALnt1SU0lW6mun1GVIVtNKZ8STfkuk4HC9AjeV8xrRS5YACw0mRtDAcOtKYOY0Ds2bkzuCtMWRv7lbuejhl+mrOJf/8QPrgiE4L5/uTUwk+zdAXuqsvKCac5hT0UjOSlevh7HbKwwWJTD4/kLSiB2Pu4L6eOVHo7Y6DTNj1gdthRLWjqlHfZsobY3hTOOhMzYWcJyiF8rJDFiE99GifmN8XrBO4HMEqBzsjVWDpqJa5P1QkL4xayEvlpXZUEWS4I6UJOVyRnj9jso77LxOpu6LrD+QehjEx6MTx+S3z88ybD4/YnLj6DWTr6C6eIjn94TXWkrN67XtuDVY0bua2tRqysFUheGBUSKwoHo39mvFzVtnnfX+2Src+TNKIKqfgv17zzltfuQagcbRi3qIQzVdYg4YGLL5nU4VUeZzgvonn8WioNJs0TTjXdQ2d+v9n7U+eZEmSNE/sxyKiqmbmy1tjyYjMyMrO6qrp6h6iGcwMiAAQgQgnXECEMwh/5VxxwQ2DtXumu6t7siqzco2M7b3nzzczU1URYRyYRVU9sjIikmg0yMOf26KqIirC68cfb8YDrvsNsazeZ02qy1SxCtmF/qRVsMWDxWlKq0Kwc1oj2HafDWCkZheofxe/RwLUEfTBYcjqVSmDB+HVRVAynRDcf9OGErbnvsj5qjavLW60UBeuvwwab0FpA1hc+HU3yaPmH4lYBQSKVXmIJ/N+uHwTNe9xiB0BYSzCVEDKTKizPSfpKBJ5HHqkK9AXmCY4ZtBE3B/QCuUbs3f08mi3PAekKOE8mEotZ1QDhQ6JPZq8N0Qp1DJ5wl0IZSIxot0ernbEXUbijEahpM6C9tN7qIHuvrMkQu/BLRkoCvNsj2qXhKgCJwdIzGejbvOA6zkUIBEjpA6CCjrBVDOnkgkaEZJV06aAkqmzVbtLvqVSKcNo9m82H6VrfR7P1scpyASpup8AKtEeVcxoLHTzRJwzMhSky4QdxL1QsjKNESaQR1tJNRqiuz+M1KCMvdlYQ3XfrZivNSXrMVUnp7LpE4SAPqrRMU49NSfCHIgSyYOgQ6Bo4TTPpDrQ1YMlh2KEGaP5lIDEDsM0l1VP/7n11X7Xlqw7W4WNmL+QtQftWJqSqwPGqvsRXgEKwZqCepyAJldYthMtzhEa44QnOZcEVk3mrTYbUI3/XluEPFgFCLqBSKpgdszsMmSATcKpVqvAFx48ajJC84VUCcygeQ0yazI/uVV3aaVWZ4JQWfc2M6re+9NtriAuTRcsn8m8sLA6WL+bWlvAVRYb1tIkT2M8IlbpjXaI9qZ3xPsEqCV8qqHjaGSN5reZDWcsFy5XF+aL7J9t7A7WGzMsyZoOo2qoVA+kK2U1r71SoAWv12e7/cefP1Td9ndfZ7U1sXjTEjvyeRHMZ1RnsmCm9Q9b4kKtV4IYq4nYhZbnLEvA3r619ILbuBgNiEeLY6iDgJnZ0gA7JxvietT6G1jQ2s7uPsTS4yIv4wZYKiUl+3Ua8HD0z1asx4WaT05ZzrHG/MrGbhDM3lBfB1AXI6HFzxo4qs2D6X2b5rB+14EU6ol2G382HaRr0qStL9oVBUvMoMhSHdRAD/63z6/6WmWZ4/afxSBsr7pvuMQobedWTwSGltD/oRWFfiTgb7LyMsLvr/b8br/nd18rt388cxorU3nk9LcPTD95ZHcbme9B00ti+oSDvOGQljrAAAEAAElEQVR5+Zy+HzhcFYIUHo4zuzFy8e5HSIz88voZmoTw+nOmUvnqpNRz4Dq+47Db89WLv2PqrqjdPc/zyI/envjZWLj74ILj9XNC+ZoL/T3H2zPz+8pUK3cV+v7E4cXIeC4c64yOheHNiDzPvPn5I+XQczz9GD2ODDf/A8wTQf4r8uGC/2H6ivE88q/TC152e1682nE4XHP720uO31T+8XDi3fV/5H9z/56PvnjP+2czv3gx8eNpz9/dPFDDDVP3BfeHCz5/vYf5xOt/+Aoe7nn79TvmHRz/7hIdBl7fVjgW7r4JTLVD8084XERen5/z4U1PGR/R+oZxisgp8Px0z+58x37+Bk7C89sHXt/+LXcvX/Hl88/Y5x2ve2CMlPeXpHnHcD+gPPLv8y/QnPnRqfCJ3hBCZap7/t8fzdweMq//eMuz+xMSz8jHwnG45pz2vKyVzx4hlgu+6J6jH37FJ6+/pr4Vym8PfH645N9df8r4GPmrbyIpnCmPwnmYefuvv2T+X5KOad2guv6p6+vrxmybQDffc7qXVh7Gn26GbcBjfVFXWbhR0C6FXDH6309qjTzz+62qiO376pv6Ka/d6tyvBndTtu27nk1v5YyLZHYxvyCjxYN7xQX1Zo6eZIa3P55ckVXRbG9pfXGjDVxhPEGAfWvITRhuX9ZWmbDMT8uQJ396Zhzaux6UkY2D1pTEIqhbAqL9bxOQWcrdfEZ/QJDOmtpB9cBhCLXNjn/Agle2nOqSiJeGVBanLWnQSrHAvTnIHSuCTBdaouAK+Ok4sPGG7Veqj7cjSHCEvinHUIyz1RBQtheskMHmSGuj3GpzsUX7teekOEktWsSCz9GDoFqwxuemKCvW9FUWI1DB0SmLDxrafmxOaitHzb5eWzNBX5/epFZCQyd4o8V2bYnuwGMoKV8a0hpH4igzXBYI5rQkUKf5kmDnjwlSJ6RBiHuIvRK6Yk1pgycVF5oT31MhoVoMmeVL0njim3wp0JKhjvT7Fj7ou9ee74V1d4cFDWiGn1ehNNo4kQWobOXBEXDHvbb5b2vJ98XShFHXHzzQL7amVYs5TJ6AaKJKS0PFi1NBb4SEOJ1LVePjRaky2ilVrAFwjubR+oNbJGto92/nq6U65ZE7LY6KJDg6127GYtLBEb/Bm87XDBKpGjdJx2DZcbx5uAA8oMxuZFc0J7REas7UPEOd0ZqpNVJL9MoHW//VZaspnULQ3Bai7S1H77aH0xK74vvX4kJixroEM5SXEt7m9KzrRlxmW0WQo1RCK9WuwMZZ+kuORRbIeh198iaLztPN2b+lMJveXaoQntzG4umtXxZWFKujGpdliqzne6LL/beClZWbfl+QPE+u2ebdz1AdfFB9nZWWxEiWTGmOSfQAi5/bkoCmQwSjVylu/etSATEbPVNt9CyrfH8KpF317WK8P7nfb41TvvX38lO/9ff6uad/bZFXmzc8mUEQqGufg2/bMU9vW9f1uez31Vb5QYdgQaFO2BGoKpxPEznOsA+EIaA5onUgaiBpwJKERoNFVYspTphMPFlMdQqG7uxlhyoUzqBKXyJdEWJQNCrJv49Yg9W59pSpp+8KSSul21HlksqZWI/OOmB7PNAjTh8ZVBk0EwRStOTS5EAY62MhhFyItZpIFahdtEDWXUbHinQQgpAmIY2BMBWYFNklo58blXxWZIBwEGSocDhBDpTxQCmQ1UrzL0IhEjwIbtcWnaneCH7WTC6VQWZ6mSlpIA+BmgO1eKhmVmRW0liRXUGvMzVH8jgjOSJzpAYxwz4KIUVEIbm8L8ECWrlXNBbSqRJyZVRlDMIuznThREgXhF1PvRfGRyHGREkdw2CI51hhGAplEMogSIF+MjhKkIFWhfBnl9gS9Eq292Rm3S8uN+0Ns6VJQOcJ7tVu2DrWVqXqe3az57RtA3/NqlXVE/Rtn7qtqo7wlXYf30LlL9tNNvYQEPz+W8XyUuUxsQB5NNDoY43ytNkuSksAqMtDo2zwCkUBiti6CVYFY6eXxbYxGenJhrpp2G03x4rA1M2zcfv+SfClGRATuhm/hqaL2wQ4alicaq5VaCzz44kedf3b4N9LxZobQwJr0kb9e8nmRdoaaHrDs/3bpKs2O/hbiu47jqa1OrFeDaOB94kFpKj9VKHESA6REJQQso1lniEYLVOtCueCpgp7D2pJNNNy8iSMVl+jvdNleFPcqtbUvK0lKqEWA6/0rt+kWsVEjG4rTYgmQjZb3FhJbO4V792Drq0/crWBhckTdUbbmslUlGGndL1CDtQi1JzJxSh3gtgeFYnNI0XUgsQqhZpGX06KaiB6JXjNYpXbaROo3Ky16kFGA1tZokVSQDr70SJkDYQCaRYaPQqhErtqSbDO1ldo/ce0heGM7pZidgLJgEGaoc5qDa29EiyqUDuzGWotRsFYIJW42K1WIZldO9teCk/G9F1rbJUaugQ9bf9VjGYmLmBFpfWfbFP1BISpirYeI02nt/ek+fV1ucf2uaUXV4thLONoYERZgQ6LHbfxFbS6X25ySZZ33cZg8t3UgIbtNPWJVdgkMk9eZbG9FtmLYmzsAfUYg3jQp7aKj828rrbZRnZIO+0Kat3UILjsyAiJxe9sidkNM8Ryj0v8w+woCze5Ha52/RUEsrWz2sirj8HP2cTt8j605sLbZRXa6Xjy8p85dElEPLUNZRn909faPwONOmjVAeu9bWd7/ZY+/Wmn/raJ6y5si2FstDGy7IM2OJ+nRqMUfC2p9zgKbY03gMJmPIvKWVfZet9rRdOy9tR0rvX6We9KfPFqiwm4zlTdXgMWgO6TPqhtpbVkyuptN9fTPmqfCqEuurKBlVpVTjvXOo66uRasdO2rrNAlvtfu5al8WL4quJxpNpWwVPNsqjG2S+T7DgEOKlyocOwjb7rEu7uO24dKnqGUTAkZLifkOCI1IXJJTB+QQqar70ghIjtFSkXGQhqF4f5A6RK3Fz0lFg77R+ZSOY0DVeFxHtEYOGnPKBe8kZ6zBD4aIxcPkftnA7PuEL2l1zdMUyCMJgNrUGqfKftsGIkETJk0GfXhubsnpwum+RKZA9y+Q/IRGe6oUXkzPnJfJz5LV1xEpb+IDJcdo1wyTR0P86/5orzhYb4nTHdMCrc9fDzPXIwTpJEaHilExl0hl0x/f0t9fGCaJsY+Mu07ZNdz+U6Qs/LusTIWiPsLYtezyx37EcacyToS5j2cI8NU6OYzoWQ0zPRjx7P5JVN9ztRdms2TFJ0xADYdSS+ZpPJWTf7+uE70CuS3nHLHMQbeJ0XGzO5RIU3QVaawI0rPXoXrEhA6HuOO4RA5vHIAdzcTU+Cuf8nVuXJXRroc0UkY+8p4faKk7098/eAkhHgzF5Um+i2AIODKomWGabsPb0O5OYchqAXnMlsc6lbe2M7hDsWmnM8+taEyQYBsSGyJy+YTEg1p/iTg4sJ4EQDSBNUCgfV7rMu1ZRmRSZT1U+pZ+oJlMFckgyGoTXELmQZKMMOhhdFNUC0qpMmcVra3RXz5/CzOmrgSVkdWb6pNDJ1Zfa7MwDRjv6FW/B7EgpEmiO9ZFAW4cdkEndEL6bYhq08HS1Co/b0RjksCwgPu0tDzhoJeaCm+45DRy9sHC8zm7EF+jFe8ihmxjN7roQRzWJKst+p2QwHQjlp3btNMllfYmYAPzXH1hp0S/YnVZNynerIn1Xc27txB6VBRauMbpENCQbtqhQ1JzYkL7jQW097SeqkUDwIP2TLqXoasxRy4uisYW+jZVkxKECIyWyDXGu2pUUOEDCEj8WgGkZgRZjz2zj9YKzrZeiu+VprxJynbOnIKCZGdJVY0u1JvqB7j3tfSUTVZ7DYqGiOaDI0Qihmv5AAR6k6QKEgLysQTJcD5eAdReff7XzOdbmG6Zdh13P3Tbznf3HD/9g+c794wT3cUPVLkRIknJGSiJ0/q1HkCqiBFSLPzqMpgMiRYUqbO56fGzXevPK9uETRbBUjjOpbqMiZEJAqUiurZguyhM6coeEKnWsWDNs79IqBlRRc2VH6xAEejRGqBRtUM5AXoGRbeZatUqZqoJPCy/FaVQhmQaYehHmFFvgiEHjRSHMUVshm3LR9ikcUCJYEGpAZUB3tNJoyrO1qwt3iGS8TW9hiQkI3zGcxZlARdh4RMzZM9Ew+eaDXanIU/wQMZtRZUKzVPhvrMFcle8VOFWtUCzwjoYHOXCgsapgSvkgJ1VElwB0a0uGHXswY7ioNeGkp0gtBjFRt2FrxhNxIWCjBpYJvoxp50ltCb/wIrb1lxy5U2f7XXFoHL0nSt3Zb9DxdqG+OWjdHr34+b4NBGd6y7IrijYx8xajiwRuKTGegNseefk+U+TN/rcvtqekfOto+8WaWIJXBCA/IF721SG/Wch5BavJImy42HeEl8+/5YKh5qpbTKB60eKJ/tt3pitgUEW/CueRFPJ9+d3M3rtSU+mm4VGtXAk8ACAt4fRyVvbIftI20OfWBpUt0cB0lsmLg2c2DrdKlsWQKGLeteV7TYDzgkKPvLkW43weMDOs1o1zOSmM57yvGSwECQjnr1QOkeuQuZW82kJKThQ7pcGMaJHCJnBamVS2aCBNLFgM6Q37ko6Sp1gKNT+nQ7ow05XHbEQ+Cmy0yzow01kHXkXO44DGfi7kQ/BfQ20Pcd4XIglJ4wHpAiyDc2sTUFSiqcryI1RlQurCrh/kSYlfylcf7vnmeGvlLeVsb7in6UmS8rtTvRX1W4OTC/P1BqJo8nZgqPezNbwmA2SfjHmZoC86WtNznNSFHqaPZIfvGOGgU9Jig9F+xIJbCrDyQmJF6R5QX9vdI9Qn0Q6iOUi5HyydmKOWejPApF0NohWQhxJr68Q/Ydu4+eU0Min0DmTHd/ItYCz/ZoijzmkTIpvD2jp4m9jAwC9XWhXCe6UBjCCb3bUd91pItMdz0S6ozOZ04znKc9+SjoTQHNlBdHVAcCV98LqKsNHR99jVaz+XUxdg1NiljgFFzuqqFsTa+4XV5N51FmhM7Rm9W+gyWRbM/ZuRta2COYix+uOXksz5smBxbbmDzbCy1ZrXEJkHk3cJN9o6H4DXGp1qC8yTrwwLOgdJ7Qz4hUs1GkuO8Dqt75V9zm1xkrW8QLNoS1abXLhSWmGZo68NBE44V2PVpd9zcbe6EkdGCICsbfbfek4gADMOCCCpQe894m/7yfu/mALfjUOv06QMa8fliTMMEbLAdw1K3B28E7sPv8bXSeeI++arpB02YsP+DooumSwkxWKMHBJGprQ+JsaHQGUu0JYyCMio6CniN0UJyGsgwjIkI8m99Vgnm0RR1BfAiECN15QrIjugXybHSxca9Ip8TaE2qgTEKZT+SYqH1HyEJ48GWqABWNIxozJVazaR9tCe/O3udtP1IlkNUAf7FAqIFztWqF2mM0S7mSc2XKwlwCrRolBCGFQCkwjyCaCXU0qqPDHjQbJROVogpZmI9mhEa3VesIVQNaerQKOT9SdSb1e2IckM4rdI4D8TTApUP8ilcUD9X6i6kidUaDUnsD2+yd7id0vq+Lpwl6G38qto/DmGAKFtTcFeQ4E3MmdZEYI7pP6CFRHybq44h4QFaCUzVqoaTZ/MN+QoKQ0tOl+M8dIobmL26LBATvhm5/N/BidQQyI8QZJZBd76sGQuvvQUE4gwaz54G22aUxQQSThdZTwewwdZ8fEdTQXVQpWPLAeyyo9TJUbXz8SmjJVMFsB22JUtv7ot6jLnhfMEzWVeyZNt+yqPWODI76FikImSrB/E0qyOg242DrqiUCGjAlzKgGqvQYVtzkZ10AnTsfY/ZIkNldVQqtUr2qVYqIBlR6uz+NBnet4hEop6OmgD64ldmq432dbYFguF3cAIneT9OqBGaP63Qovd+fz5/4Z3VYvm/vndw/uAQKdUG/bykI/9zhzBzez/FJVeFSIbyas9DAtdhYNAA9a1DeOczw+0KAtHnfokmmem1c4ucRaZXOhZbUUV8d9lozX+2a5iN4PE39mrX5J2zuZw3NPwHULIlSd0r882YxZ1/rLSFlIEnVtd9CewTr+VjWvV0ubnwDaDRV5ns3thK8esyoGu26XkG/xPoATaZffFjaKsSbPms+QggbEIP63GPAT4yJRFr1FMX9ro5WZVKxuJB6lXi7x7WSRDc/m0R48xl+aBgEGBH+78NAOATeXp84dROn60I5wce/2/P8ZmAXvmJIR+LNmfjLt0zhxPnTids58KuHnxM5MVy9p5OJ/6vcc3mV+ez5BW/GwL/7WnkIkD84EGPlxWXkoJFPyoEL7fno+Ht0/JLu/VvCaeSx3/Gb1zturz7mcfcZL04HXuXn7OZ70njHT/aFv7m44+vnhV99nBnuhb+eAvMuceqfIVdH8vCWUQvv3+4YNPJ3Fz9hF4/84fqAxo6/Pl5Rp8Lu7Qecx0v45oi8P/Ly6kM+/Jsryvkdwz/9no+vJw7/3cTF8RWXDx/yxXTgv+eRqzDxURcZc0f9ouechN//TAg5Mn+4p+oF45f/JUUuOWkmxRM/lr+nr3c8fP5X5PyM+NkN988mymlPnX9MePcRh/kFhf9MpTB2R479I8/KNR9dv2aXYfj1HXOpjFPm7nHm118eGVLPZy9fEnohXf6cNCS6y58RqnBz/I+c6jt+9Fh5pYG/vviQv+oO/CIEvkb44KuP+OT2GeXTW+KH9+jdiXf3v6V/OPD4y/+OfH7DOPyOr+KZ43TBUXuOhwO9VMI3e+Sm46Obgf9FG1OvCFFf641n7kk52ObjS0hkFWLLJpD1UygeqNP15Bsj+9tntR/bcIYGb9m/beB+pVKBVRDaSYM7DQ1p6WfWlm1tiserJVyqaNvIjsxoDai3ShV0+c/KtzzgyBqw1+01XGEsd7r8Y02CsNzlJgDFRlAv7wVWLrzt3K3IyXVs7uCgiI7+6a0Qk2/9rFfZPr4177p+dkE9tQCKmvA05T78yTn/7FFgQVIIllSqmJPpQXtdkNz+7DUgVdDGuevGgQYMqVR7GkqHqMvqlwKt9Hsb37GeCLCUZAaBGJHam5Et5kwb7ZYlFSQa/ZA9ErXgcjWnUlBb646aw3lk7XOurFvALnrAuk6I1lYYYauiLjdIq8wQipeiDmbctmssCHBBs9NPhZbbt3kKoTiDSrMikil/zcunlj3g59WSzPnUAlGoMSLV+wVoMCczqj2LIMazS4WaqWUmTyPzmDi9v0GkMnRCN3Q8vv2a6e494+Mt+fxAyWeqzlSZLcguhaCVgvXHWDhMCwa4FLFGiBgSyAKVuVlo33tY/MMTi1Id7SDL+VAskRTEKV+c8io0GWF8w9KQ3M2rsciurYXFKAGjtzIUmPX+sD2jHvzQ5tmCI5uKOxi+51W9rLsaKl/TGiB3udMCmLIEWfCtqW4wNQPaHZiiSPWm9IQGI2wzhGqxOZWAhLUPioSKVHNajDjYAk6yGF6AWl8AzWcfu89P9OSijlSycclXRy7mFoi1e9Zasc2b7PlHDwDU5OvcS65bIKpZou0exBuiycyC0tGWWM6gvRncy5rYysSItL4U4L6nsDRUa41P/8KjydbNRZ+8vzgJi2jT1S7fjE2fnGXVHIsO2CJaV0FuY2BVoVrbWm+OGZgEq5v53NxTO9lSeVA94CQWUBIL/onKYkpUFVqpt4q6US2uP9qzkmUUi+1OQdWajtcl+eDINZds2ioh6naQzbBoP9+asbYvdDMkbYl7T0I4ld3yiBYdAeprRprDyrePps/aemoXa1Vb+jQRsXxqc1Nb9F57Hj9En7bziRK7TNeDHI8oEzEEQkyUsadOO0MviZjcDY+cpXCrhUM4cDUciDLRz9bz5qRmZ/a1EIISe5NXYcQQ3pdKSXAMgSJwmcyN7LpA6hIhzOhQ0KkaRYZkC6emkbCbiHOgOydiDE75Fol1hxQhPAZzA/tC2Sm5NxrEEDqkBEsQ5Ep9iGiOpF6QqpxOSj7Zc61dJcWZ2M+U40CVSNWJmkdyMColSUqIFclKfFdhJ9RLD2zORkdI7tColP5E6SCXa8iJXe4IJRK1EHQi01HCJTGP9HWi3kK9E8pQyZcTsUbr1TACR6uqM5ukIvsz4aKQLipVK+VRYFbilI32MIH2QpgzNRejl3nMdNhDGp9DCZHQKSlmklbSOdANlY4ZdELrmVITc9lbbPpUIRXq3vpL6NkoMr77cCc/YGt76XXQAiitutH1Y6s6VH+99X7ayBQ0u+Pt+2jRR55g3oJk2stPdJvTKS4i1O0GT1quiFmrlLUd6phCtX2v1YLzpg/d9tlGOdQrB0LnSYRGI7vhXffxSvVq3RB9/Bbwb3OljUvXq1sbxcoadGqKoMkCl3cNnim4fV7Bk6gmQwOmO51mahN4M3kZXV6zysglUNkorVoCtP2stvb6fN0Hs/JIVrDXagewwqvX98WrlVulRvi+tbYeAlbZIMqsPqqWRApeURfsb9GOgKHyg+E0qMX8oqqWnNE4IRqR7LSCnSUhJgJIIPURDUo6j0itkL3iJVs1hCCEaIG0EAK1zEjOaIjkICQ1DmUrrLQAo4r5NTUEA65MVn3bVUFCpQarqMjuY4Rqdl0uwYLEfUalGoVetSTElCsRZxHXStBC8WrCIOY3aIzU6HZRmSyY5/3pavG94ugBzeKAkM4/l1HOBN2RJFolWlKkdsiY0F7RbHtIJFrLi75YhdtcrGC9s+cTS2erNjV/2v2qTozCMfrWOwnMQt2BRiVKRnQihI7QQUhC6NyGn4sFyUN1AAM+x9Uab0e1XmZ9+BPP+k/XmFElL7z+CuIyqOlk8Yqr9SVbNy13uyQQFp/dA5vagIS6fMrO3/ZoXdH6LVBvq2yxEaw61X2KjUHXrJxWwdLIDLT1rfHRrQHs5oc4kBCjvla30aoHaVtfPNoIW7V6A5liNJ2LndJsL1EMxNlkGYutVx1kWX1OgrSkjM2Z+N9Nm+hyD4lWldGw4+b6iMugFri2SvUVMb7a862B8kqt2WJN7Zl4hRi2355Y7qJ2HxvqcksIzaY/mj/WpnehAfqOQ71aWD1DttE58sS/1EW3tXW5LMAtPTmyrruW1JKWzArLo1+N0O39tVjPlras+Xm66hOvNLRv+jwu7B6VzZdBGlhW13t+4gi16oWm95yidYkp2WdwdghtfTnbXmRz3u0h+Ly0dbq9bvW132z7Nh6L9yyJEV/za9XBRr8tE9nWfWHbk7BJA30icdqNBn82Lfnjz6ute92AvdcrsFQw+r6SBpqSf3Ziv/fIAr9JkakLzBczdZgQCcRD4PKbyOv3PdfAQWfysZDfVsaXA8PLA/e3z7i5fUHcBTpu+YDKv5aZoa8cniXOD8L0ezgG4Zg6ukH5UYJrDVzedlyUxDDfEnKlnI/UsXC+6jntEg/DgTFdEmTigspUM+fywEvJ/LSfmHeZfDGTSuB6iEwhQOgpFzM5VEpVxnMkqHDx/Jrd0MEhoTHyKvTEWanvD+R6gON7CGeevXjG5eHAqz8ceby55eJlJfyokr6M7N5dc1OEL5l4RSZKgBKQe6FeCHcfQ1JBuh4d9+SvPiDXS+bLO3rJXPHAdX1Hf/8J07nChyemg1LzDp338P418f4DwvAF2u8Yh5lZAxJ79v0lmkfy7SMPJXPMZ06PE2/u7tj3Oz66vCTFjhBeEro9cf8ZQSvn8e85lzOXU0FC4Hnacx1fMIeeOzo+rB9zeXzGVYgcr5SH6cjj8Y4yXZMffszMyLl75DHsyPlErpDTnlgD9diRCFw9xu/Vp/CXJCFks8ncIP5nl7QbtRZcbwKjGaBlszndyBAWhdpoO3TZvFvIlbhzsEhaUw2NmmZzNwvV0CaA5z4+y2Zcqis8MIOVvbYAQuNha3UZy9C3PSEWJdaM/eKfi4shgViRrH02LnfZnJMFrr8Y4m38ha3LsRrvqzBpVQp2B2ugCFowpv2I364pdotleokfcbmi3W9T7aY0rWGX+vNssLKm6tzBkLg4STRkwDLXjrhdBKmyNoP980dhsH/kakHR+dGaWHYDEpI/Wks4KGIJ9aCGXHVngqhQC6ozIt1qeDnKN5RGW2RzFxzZ5YBpJDk/d+1tDBNYM+YJEUNsl5Xc0CoDliZsIO5sikQTQFUbQN5Kst34RUBmXwfVMuNWsV7N+ECR2TiHVT0BozNosd4IJdhyibY+DOnjwVsHQSEV7cbFlNIKdbZ9YJyTGNdzbJPUlF6BmhANhOIoIsoyvpCLV1DYWpDgwVgvu9SzWOKli3b+bHt2vDtRRuXNr/5If3jP/e/ekGJgvn9HGY/cvnnD+fGO+e6eejxR54rOnRkYKu7UjG352dKNTh/ma6OmBFHQ0K/75/sOBUP+NQfc6bKCGR1meCsyK6qdrasleCrg1TR1tcVsTWlyI9UryJYgir9fm0FrgXGjPBKQEUTR3BlXsxaCeFmzVHv2uTdnvfi5wqMb+zYxDeFuvKwZLc6T2oyi2gLoLteDmmfu/NNSbB1bMMPolqx4KFs/FgJI8hY+TWb5+MoREEqr9BFH5dRWSRZ86bhukNmc8RqpNVoPFDUUp+jsxmHjEvfxeeDfxKh4jEy9R4U1vFUNVn2E2JoQnOalLgafEEH2/tCMfsoKHzLaGnTXAFKs6kkKGm0fWl+KQAhde+g/eL01abr2CWjKpsna6LLX5Pxa8t3O0eT9qu7wpPrij9RN74BNEmGpVAxNf/ipZXEN3TlpesfllFhlxhLHakayYElSkYUZpDU/1K3D5L9bdd422bHeSPt8xZDSds+GgvMfJxReOGQ9ENccvgWlvFBnNP3vjrxW19Wu00WWgKZIgwyYTrStXDboDtePLdnSbret/fY4aRWdHlxbnq8nv8T0vW6qTbbrwNTp6li1XaZtbv6CoxZ4/5UiEbpwZeGL+Yo+D6SrHbELlHyilJmcH5BvTsh5YDdewD7w+OrMfpo47M5oGRhudpZ8TCM1BOauRyTQfWiJWq4jhMDh1KNF6NMjopl37wPzjSAXiWGIxPwA5Yzc9cS7SpxnomR0TgSp5BOcv4iEvhIvH6ELyN6qYyRkKoVwyoRRkfIW0USuL4z7/MUdWmfOGqmnjm5f2XXVKvTGAKPA1BEF4usTcz9RY7HqvWkmFEtChBDoXr8gdkI3JKNHml/CpMTzjIRM/0bRqIxztCRbf0YjzGlPDntKrWi9Y4oWMKXL0GXqlKlvhSoDWS7Q8YQ83hH6QvpU0VSY+0QMwv7ujjp36Ptn1juqfmANr4cTtX8k3AdShqmrjAfhar9j6BL7WZEvlHOo3MuZWoXwKcgwIbuRmCqx7yzZEyfmnfAgkVp2zOOnhALxfPv94KawoWtSRRc0Z5NnbmPWpryz6Tx1hKUIS6PU4ICG7Ospnv1ULYAw+zkdOU/2bb+FNbuui2JIZq/uNHnie39TOWA8zVbdqIBVF6xV1AuPs3p/o9r5fjRqvtYfaEmEOmWneDJW8myVWtH7WFS1MQaeypJW7esAHNx2BZZGvkYVpUjtWewMWpCypULNt1kqPxZ3wlDPKjONNx3UqD9bcMYrM20avUfVEkxpdA8zrfLB/vYkjjRZbFWdLdiFV67r4kYFT8aoJWHwefiT4ND3HKJInJBQiGp22ZB31JxMh0uxykoMLCFajSa0M48kKWgMFOmpwSibagnIyf2cuEdQuv0ZgiKdUT5FEkEDOndUQmOPI5YEU6TER6qM1GS6RspMurOxqkRKgtIFglQimSiQJrXiBdepE2pB2KPZtlasKmQEREjxRBChu5sJDjqx4utIqtZTLqdKKYVRJ/ObuoDOlXp2/ZsefR4FcqQ+JirKtLO+E7KvBIH8fkDn4PlwpQu96cSTkM+NorFDU6JcRjQpOgtVrXJcQ0GbfB0teRo6b6w7O5p5ND0ZhgmlMh8jWoVOZVWfsVLPAdWOUiukwBwjkrxi/A7C3BOGhEpglBNSImFMaCeUg9nZISqhVuTm+wEkuiDXbO3XpSKyrDEAF3O1VQC1xKPj8i3YbgkDRazMTl2je7WoLMFXfx606otNgiPgctNsaZHkvvVqg6rvOyURCEaPSl7eFW2IJbtGi2cU91da9VqzBpfEYhPhnjRrffNq86edDsgo3c5uUw0LFssuabIqYtUl4v5KWICTTntbbbBe+0BjvBAPaK8wlcbFXygLHbD5NksVK1Ylv8h/Fy7i/5ZFOBZaQmMbCFd6rOcfiMwe8PbeKmocAxGnLPbn0BgEJBz9ug7f/AFyTaRVFJj8bvGL5ak0cJ/brfaOo/i1IfNdVzotorSkf/WBa/FAtydcWp8haRqv+HMsm3Vg12nKZKlOkIou/oqBI1e7mNU2D27r6jrH9nbzQ9w38B6Zrc8qZI+8mQ4PrD1RTZ9VzJ6IoGnZm+sRFsBYG90CQ3Kfw6gcg13DFCQNTNxot9Fi8SfvjyRsnhGyjqvpsyUw4c/fqw8NmNuCNIDr7yVhtACq7Xy2z9r9CKsP5yBUvBLTFo/PqX9fmh32w44o8JMhww5+eT9ye1vovunQY+BN/8j0V7D/OtF//TP0q3s4P6ByiV5coMfMJ/lLTnrBXfdfcVcnfpvveXF6w9+++Q+8zAN/vftbxt3AxbMe6TLT/A06Ff74AN0If32Vuegrw8sDMe64O99xnh8Yxv+RKf6C8+HMr3cT9U1POXd8Qcf/Rzu+mCf++AgXt0J6Ezj1Mzcvv2YYMp9M15zDjrcvvyKXmX93fyS+mcn/k+mjq2FiSAUuvkEv77jvZ8ZY+fLxC+K7G96VG+ZnmX+cO958MaCfd/zVbwMvr45cv7zjMMPV16+50JEP9f8HNx3l9hUMA7x+SQwd1xe/pJwj+XePSD7x/vrEQxS+eJU4lcSPL99yNVQe+IhTfMZ4/Xty/IKf7d/wkyHxj8Oe3+8gTiP19EvuuoEvLy8sTjdfMT9TPnr2nIMkXg4HKh2fP17QhYl9/b+RupnTR695zwccv/kaxpF/H7/hD+GGN9c/pg7POQ2/4u7FhO4mDszscuLV+VO+3L/kt88Th/AJz8P/jg9OPX/3xSUfy3s+S/9PThz4R/0XPBsn/ts//p5DY8b4juMvSEI0B3hDGwLuQC8fYnGul80s6+tP0DLt742jsATjG+KmbF4H1WhKduEeZbmXhV+1KcxFwVS2V8EDEItgXIIXsvkMfo11sy9xGzc01s+6+HE0Oo0qieZAFA84xiXhslXpa0DBxtmUvNKK3drn1l9tjEvgc0kcbJ6B/0grJXfHRMWM/dB6VYSWnW/KwgyIlhhqz2lF0Lb7XQMxSy+CBULasr8NRTCv80HdKMs/f6h4s7Ri3wl5As1ItEbNCxpPMGmZ1IL6MxYUD+J6rULN7h9Zk+uanXqkugJrCqAFjLOdW0TNGVajR5Bc7TupEGKluC3WlILl22RF4BU/twQLwKt6MFeRrpruiW5UFLHIbksq1TZP7pw5r3ANxr1qe2O2PVYa0rAZEWacaHGEeMCqFjrnYaym5Iz6yTAlZi93ZhzMvoelsiSNNGEOvzuzS5LFKj20BLPLew/4e5NinQWCGLKL4ADGSj7N1Bnuv35P6k+M3R0xCHV+RMvI6eGB6Xwkn8/UcbKxtJ4ANaKlIYjcqfWmyVT7pRKsekTEGxX/UE9243S70m/GiRXc+Jqs9kzUy0kxDoDllhaQuH+3SnNWvAR06bcBa8KAJUiiQXwNW/UHxZEqYgHd6v1AludfMeM/KNo5n2t16pYW3G50dpqd392DImpouwVANegqU9SNK3UDsRajWIhuONXRjdxi8+EGnrQ1mkcUa06MBGpoSWlHdbSpLu4IOzTRqhr8eaPmWDsHd0NWtmqx4EZ1bWibgO8ZG8NSVtyMyXYL1WQALaEXDhiljhvcQdzQrBbk1Lg4PDiiklA8EG7PdknC/SWHrm6UiVgbs7SEW7umNIR9k7O+Lu0kiwuF/8u0S5PFLUCkth60/VOWbyxz0k4v7Z5kXQcLqKDpxiYrfL4dfGDnZL23JTnQDHTYImhXGsHtmGz+jTR/dTjXtMCmIsXXaPtZ9VejEtkk2hVagmfN6ZtNscjyJdKxOmPSziENoNB0kL8vdXONp/pY2ucVWjJ+G+BbKl2a77IgFrfn2WpNn4m/sOqmVhjvbLTD5Y6YAl25IJaefpdIF8J5nMnTI/XhTH7MSB7osvG3TheZvpsJZMIxEW9dxvXFAl01IynSXwekF8q1BSeG2huqV85orTzeC6cRrlJgl7BKuTojYyA8CGGohAsl5GrI5glOZ0EuK/FqssopD1wlpw0MkwuweUJI1PQxxB7p3qCcmI5X5Jzo+ok0YPu7CIwJPUHYQdhPFMle1ZWRcQbJSJ4J7ImXz0lR2CeFkijlmTVwnR8RJuL9CY0FrcGaQaeJmio5XTLHjjqfUT1TiBSJSJiRNFkc6VHQkKhxRxhnwrkgQyW+EGebjISsdKcTOhXG4zOr+qqX1JiZ0wO1G0n0xBqYkqfDLjrSbsdwU+kelYkTIxPhEAkvIiKWQAlJ6LpACEoiE7rIIwlqRxmv0JKp4zewBK7+zNG4jRc73/ZgS4QuTnULfH/LQV/lQzNvg3/WZbUIrSH7ii92Hf8kyB480eH3JEJr/Lj6B08tA2n30XqKacAI+jcyi2Kyw2lYROPmTBs51sxyaZRETutQJ5NpErwyArtPBx9s6V3bnl8TqMFld3Ud5wCs2rM0n15uAA+Swdqfos1xtB9pfkub7K0QrU9+a6O6ajJS3cBpSdwFUNX0g1eMOH2KVRc6Dekid12ntDVTbewSzFZtzWp/8CEZayAeCQTQnlh7spwpwe3vbLKGUrB+a4JUo+MpQSiSUKnUEM2kbEAj7REpxD6joSDRbVouHaDQm84OZptpsYpKlRM11caoAlMlTBPEDk3B6IiSOKyiErSSCtSijGK6Losj7GfHxasBJIr72GGwhsfxnElzYY6BEixRYNZWpYZKrUotShAhSDTVfTbdHaI/w86SfjpGqhTyYM+wdJaEqjWhJRHDjIgu1EJlsqqJkAISnIpr1ypfoZKpZLOnpCC1EosiIq3lC7VY7yHN5k/p4PSjo1CL9XsIiCXKAugY0TlSU6JGkGDVRalAN4PUSEg9WQpZJkKFkAdzZ1K06grxvnan2ZN7f/7QRV61vbsFb6jbbjaPpsMDZlNOiJbF9zV32mwzdZq2JQC+GF8rG8K6K5vV4VGDJ9VM3q+SVs3lvoTvL5MF0dbRQqnT4jlLWsKvbT6vLkLMJfdiF+G2Hr6fDR2uLZHslDVGKWNJXZHez+ljlMhSacbqvzabpyUZmv1ZXW6s3AthubclEUJEtZhPq8FkwOID4DJoY4Muz87/3Uy0Jvv8Z7W8PKEga8Nn1KJMVSsB61VYARWn2lkAMdN6Ibdln9p0/8zRqJOkxcR88dCG0ezENisOKtS2WmxQ9o2y+A5P+i6HZuc2pdHu1z/U1vRyRIz2ubLG8Fzek5f9sdWHFgtb/ZMlLri42tvPb5+NJfZVvWJQfFRLIoZVXzdQGpWnQNetTvPqKlgS9evDb1cNy5y2e12YBwiuIm3cBgJu8cg2T2HRb9IAAE2bL3s18+TZb+wRe0BtTtdYxPp5efqjrTqoYOuzxRJgBagpa0XjDzsC8DJVYlJ+fTcyjzPhXSXcRx5+dCI/m+h/85r45XNja86ZJANx6InxzLP6AFzxPv2Ycz7zTr6im+5JX7/lEC748Fmi7vZ8PFyhXeafyjuOFG5HIZyEOlT6ULl43tPthfLNLXI+E+db+mni3V653UH/+JohfsCtRM7a8bbA7TihJ3j5IEyXM6fdkdgHrsqeThK7y1se55nffzPDXeHFL5XdUQkvCt1+Rn5+j16dqLvAFAPnmzvq+3uOF0fKofKmBL6+Hfj0JvHTdzCkiZBu6aYDu/uXPKtnfsJvmeWSb+5eUi4T+uICScqu/5o6V/LNCT1PHA8zpRe+uoicCHwwPHKdzozlGY9ccNw9MDLx1/uR17vAb4ee0wA3eos+vuEmXfPHywuGmng+d4gGrq86LlS4nCPT3DEdDyiFvv97UhgZr/5PnMIrpt9O6M09v+/f8TZNxO4VIVwzdd9wuniHdomeSKqv6ObnfHO55911IIRn9OGaq1nhtvBR946XL37Nu/CSO/6WYax8dHvL8/H0vevsL2hM7YrCpbTZq5uAyCLUm1Bag3eL4GnB3uWTwR0N37gLwj7RAhuACwNBG0/aIoRbpcUCqfmTn0XQaxPQa5bYrlXX32rjXIWGbO6pXdNLbhvPIrLc5zJPPp5WKtk49xr9zaLDW/mbo6JVWqBkg6x6IpgbwmxNLiyBjW/rMjesQnXjwOe6IbB1Q+mz3BDQmrSavFYzKqiwJIDsfpYgl5fQizji3ZFOa/Asge59GG0Ov63U/vTQbrKVU7P9DhcAZFUoxX1Nd+4A4wOsnp8Sb1TWDCMQjUSClwBnVNTLrwXprEpCqgXwtViWOkwDEmSlTBp8pTgKmKAkwRDjZUS0B+1pZZ9KoIbB5i37ePsWKPV5H910aA5d77slKxQ1Z0daM6ewFBNZcHQw4ysZUqBmNzDEOPODNzU2R6hQ1SpWDHmnxqesAmI9EEopUAqi07rm1NptiJeEWiJQiaoELws0IKK4f+youOgJDzEOSivbVdAjWgJ1OoFExpCZu448WKl1PZ/RMjONZ0rO1LF4MiVT1UrNNZjTLMGRhLM9txDM4ypmJZrDKRhdz3euts26oxkKWHIrruiYBZjXSpxboLMqUhwBEW1Og/YW0JXmHJzdxmvP12RE8CSG9csBQ04l6/uxQYpqSVYJYUvQjbLoyZDZ1m/obH8Wc340Gke9NARkcSREsnWhxfm3PaBitqM3Ha+yGFtaZV2freykuHEWogUOfG/HhgLVzu0jl18V/32y8bbAVBNc2uz+EWtGPdn4SKhEakNGOrXZxsT2562oTGaQZQ+EhAu2gWpp1F2tckLdwPXqB3ucm8J5T9ZRE8HlpYZGY+GyuGJrOyc/x3fLtT85BEfE2RhsQ5VlzS1oU1oiXJfEFuiCaoLmPm6RN26ALuJdl7EF2QT/2tlaIOrJZmkVGq0qwB7UqoObzGln2ejd1s+z5UHIq0GveIJNzAkV7LwokJBWWv+tBqbNia26yqfNDXhVW3OubR/Qxq4tGQLNPmluyGrQbxTpYr9sg4IbW2D5WAugqc+HjcfQxU1/G2XAso/axZ1rdosqa89ycQql2RG62gqe4Je/gK6k3XuoEdFAnXq0RkIaoTtzkkcoQj7N5GNmFxPdiysYd3DqSfHMMI6ErNzmHWiHdgrSUfof2fObZsKsyHwmRCGOvdHb3V7BHAmpoExcSiKliEhh0kqfL6jjgfTyzO7VhKSOqTtQciWfCmimi7cIkThHo53PbjMNVj0Wx872Qy722HffGCLxnVXRpRdKuMpMQ2aKmfh+R7gbCOFEOEwwVThWiJEUIrH2DJrQqVDfz4QhEJ89IFWY34vRJu0jMQjD+xnmyjQlagrED9UaWQtUDWSpzKESp0A8dyQyvczMcyXXCDuILwWOJ+T+kTIXSsYS79ITZmV/H+m0csAoq95fntAqyFiIQbmoe7QcKNcd9SCk+Y5QZ+K+EtLMuSgnlFiueVl3nGTmOGXixUy8zugcGU89SI+EA3OF8mBr91AyUpSQrze2/p9ZY61PQ7Mvq/dxkFad4ME3tUSP9QPqNrInNKNj3ScJGg0ieIK9JUTbJl6qG6ChaJvKbbzpbW+a/WYIV1mQ/eLJAQ8QFL/f0FCLbW83O/7odu6KQBaJUFyXcPb92rku9eAkAYL3FxPMtlwSspbItfGvyVuyA7KazVM9IMLe9WyrdGsTUNfn1Kr3mk+z0N96Dw6dXa87x/kSgHObxIFKi5xe6ChcwJe4+Wy7hcpSraiGKgX3IRT7rleJ4Ha+CyhfGw2N24Ja33+oCnPZIWp9aDQodZgNfe2ERBJPELLRnkpslORIjITOGsXr44xEJe4GF7eejJoLEpU+HSBWKrPN9KFQezOvqtNQRiCGTFQoNaM5kvtE6YU4VlIqhF4IQ6aqUEpPUDVatwC1y9SoUCu1CqdqOsCaxwvOlkhXM1KVWguzKFxAFiVPxXIsORBKbwmIkMk1MddkFG7lTFAlHABN1uyzVmQ6QoGAoeFTMNu23F1QVKhkSJkw2nYIh0AICWFGOZPpySRCiNY/bYIwiS2HZCCeMFdqFMrVjho8KB6UepmhBsLJ9qucOkQSu10PQSi5WFLIKVbDwSlDCwasoZpBGCo1KXFO1ghbFJGAJCVenIxir2TDN6ggJVLiYc2f/tmj7Z3iloHblIjZ1JLNpNbdsu6tp1RA6Xzt277WDaWcSqP0rQv40FD9QG3B5GYH+V4J6YldLos/n2m9A8wLt3sVR3crmaJe5bxs2s73tvnzKpvYgwoBqyxaUUPu++FsAi2RYLyoiKgBw1AfR6V635vowegF0b+18XCgJBjIDWgMDLLYYO37Vt3UqgpMIpr9p+DX9+CsZh+p+0Z0rPbzatNpDZ7Q6A1XJlZF42rD5WWryGg+iNnAwcGY1RM727DQalZ6bIVNMv4HHOtng2OIXGcFsz9NVbqt32JWrRenOuiyxcras/I+PU3/LbGxduMSF7t8WQt4EF+i+RJLAklcnzVd2jwOj9E1f6lRm+qMxa+sGs96irSjrUloNOmtAsB6lBS/fgNp+WfFaaXbtZhd1zvwr/kEYtWTjYJ8+f5imyst4e9e1vL/BhheYmob/0IbqEId/IAnBGX9Bg2Q6/3jTC83mjXfT5bSAk+mLFXPtL3gQFWXJU1XC7t1+lj9uLVS5NDe/EGHlsDNl8+QrkPnM0PJvI7KxTN4NiV2NyPHVyfOH55480Xl7ZcHfjKP/OzN54T5OfHZT5Gra86HietT5rMcET3wj7sfc5Y9QQ+Ex8T5fzxRehh/9i+oF/DZZycOuXAhSpXC5+HMnAvPjz/n6v6K33af83V6y6H7ig/yW7oPX5E+3FPuK+Vmpq+VZyocmAjyyKF2/GR6ztx3/KcPD9Q4M+SvGbTywdWnhLSn//nfkcaBLv4DGu5Ic0Zu4Vo/YhguIbxFhwd+zMd008dIPkA5cHl+4Fn6nK/SwG3/E1AhXwdu+gv+8/WPoFTy6TekdODy+FeIBMr5PTnPfPnRmZnM1Y+v0UH44kZ5OJ/50R97hhw5DYWxe+T0+itOP7nhl/ohD7zi4S7y0ZeRPP2e+/EtfXfNz+PPkHGEr2+Yu4mHF/eEOfHp/SXHWvnP6Y5TeuSPl5fEvucYHqgkPtl/zDB9zDT9mjzeUm6/JJy/5hhnYpcZ5wvG+x72HfpZ4gP9mv/z8Rec6o67coWOB9Kzl9AnzpcHShe42n+DngP/X/0xw1z5r79nnf3wxtSLUHGrTTdGPvhGa77AmpldcxMuxKSdqQUs1u1lW6VZsV7e9eQo6z3QKi1gRYiuomKLIrC/3dlXVueGNRi+SZXY64twbYqxKSqnbWpZ1IZkahu9NYIG1iY6YRFc67VaZcJqyJg4CUgrqd5WfOhWfGwCG23ETbG719WywdICpjhCP1i1hjXfW2syFiRU8ARCc+rMunMEQQAvuVvvR12xOD88myAL7dpGZ9QMjTW58h1HyhZYrtmGGi6BSNUjVbM9e9SaHwZ3nBpaTLFAZY1LeqqRmVDVEFBArYKkQBh6C7RVf3Y62blyZ0Z0N0Io1BTMYaw2P7FRKtQMdUJJaGsWrBkNPTV2HpeytRJSQ5x40qv5t2IGBcnXlAEtWBqPVuNi1tb8L/Ro6Bw5XrzvnK0/CV6OGFu5fPShG5rALG8IYrgajUaRo+VkxlWYbO+pl/WKI4bFuMJFs/948UEUNLW9YqgpC9ZaAKEpUvOxLRCuU6WquS2kjryvSFTqcYJcqMVoeorz69ZaN0mIag3RQjKk/GyBWesF0kxQm3OhyaPvXm7bY0EXt2dRHN2jLQHpn2uKflMSa42nAlIs8KJ1ctnYytLc8KluPHiFSHDjzXEjoJbRVnfYtTaDq1qVS/Xgv2QL6EskBGv+WYtCSFhyyb6POvIPp3kKGOrLJm5ZgwsS3LerKF41IVbNE0z2i2YHPfoaK77vo5oRJhZEruLI0wqo+tpkAUuuOcR2zQlkMlS0BjTsIOxoAXATb03yqBupTXpm0OjVU14OLYrq2Z+Pm/618Yk2K603GRVGkHlNQrWxlwjZeqBoaAiWVqHkc+N0Wtoab/7w1fYU9S6wIlaaQb/Sm5jhKWuwZzFCLakl2mS9z8qCWm7y1o19f9a61MaHVV9vRfMGkVNFl7kxDVbXj/htudVvH2g+tjb0n8voRj3mzUuWAjo1eqXWj0M98fGkKsEdXm2cee44mO5RGjds22+me+zcoF6AIGwRXKKeVGZz/8u8NkdjdTxZKinbOdrh3O9NB7dn1dBIC5d+gy+4Tm461Me6ANLa5GpzFI3ySpcEvyP9/hLhBgSNqEZq7oBI2T1CmihSqUWpY0CPQn02IFcDEjtUO1I4M+SJMieOdSAQ6KLLmniF1hmZbpA6w+NklE9tfdwHKImwKxBn9igSYRTDx5ayR3NPfFXpn5+QaU8eLykyUqczhEJMI4GOmC+MFasKNSpTNF0Uxw5KNU7pUCG8R0TI93v0HIkfKPGycros5K7Q3UbSsSdenoz241zQh0yKO7rUEYIQg1DmyjwmhExMJ5iE/JAQCv0uEjQwTAJjZZyC9aXoFbkolFEsLiaQpRJzII6BxERiIs+BUiOhF+K1WPJmukVzYiqDBUVIhKIMd4VOAsNOkSjU/Wh5L0aCCEmfQ+0YDx0lQConCoWQTO7Oj8o0wcV8YJ9fMXNHKfdognBZKPeBeQoQB7R/Qa6Vcj6TKAxhtnGUCw/2fdcCWxewrfPoOmGJ+Nr7xWU20ZPftg9aBZjZo37OaPtGQnDbzt8InuDwKs0Fpbgkg+sqHtUDTKKQWnVCQ962MXm/Iw20wNVaHeDDanu/NnoDQx8GepY+SoYAovGBW0BylSkqaRXvLaLgSVJRXQE7tSXfs31vqQAJy7Vhc/sLshlHn7LKY9+L2qglpbieHbGd6mhTR9cvVLpOkyseuNQNstaMNLcTY7UxLxUtgRX+33w7B1WQ/dweGKvZk93C0s8M9ef+Pb7CclgwH1WKzGiq1M555+sAmtA4ehdo9xGD2QQ1BGpyIM85QyfErnPAg82fFAt4djIgosxqtnkdKtp54fO8IrkNFV2p1cZTUyLvIkFmq0TYVeK+whTRkwXLpXQghZrO1FqtH0sJjMXuM3mxcnUTIWomaGWumRIq7CKlF/JDpZ6UxA6pwSog1Kq3Z01ozjBPaKfIHmoN5NIjeSKOk9H1ko0BLVgitRwHtAjSPUAs1hcuB0INvpRPVEYqRhMVQyUkJU4QZrfZEkRVurmSYyIfBkSL9asLSt3VVjyDZEGPBrzpLjukD5ymiVoKTAYmkcGuUU9mNioKtaKxQKpedGgVLSICqRKSAdtiUYoKY0kG4gqJ76vRd8/CQTQNsKK+f8RvvIL2y7pnsQMaTXOjkWzBYHX/qvN14+vT9+0C/sAsB9SSX1Tji28UaWsgs9l8tr+CrFRQQqBSyDqb39HkVZOj0gARhtpfaw6cdra5n24HGu2RUxepWLWHqtP1mpwxm9QSG3YHgdZH0e632Xe4r2kgzODJjOoxBZFGld3sn8LCndzsKSwRoQuKXc0e1MnAQosUbjKp6YkWkAbUq4QAJBrgzyvQWy9QSzrZw21B+xUsK4v5uNh3SyykycH2XL/7aOux3eUSV2vyS9qIyvINbX6BKI1BgaVKpr3venmT6G8xsBYRkyUJAdtecEtFDS0xtLmfppe0mckeiG8xIApG6zT5Ob7tS/g8LYkEXeKJPjpWIPKaEFjii4rHBdXXcqD1DtQlmeLUgC0hruscNDcDWJOAfh9bM7uNd2EBWYAV4uAje79R1hLU5JzTRapXbSxJM2nJhi39kvqadUDC4o8k/27zj6q/Hv0ZVn+Oa8rEKpt2rAbV9x+1Co/vrqiyR5nopfDscuJ5n3l2rOxPga8/e8/5o0dupwt+d3PgZTlycftAkGvixYfUQ8fVkHk1Fz4rwh0D/7H/gExPYEDOgfk3j8xDx/zTz2BIfPThH7jmSP8Y0QxvZeKuzFyOn3I4/RWnseOrXeCn5Ybn9Ux8pYTXA+PvRh7fTiStXAADGeGeQS95Nl9yw8B/en5BCA/8+P0Nuxi4OvyUmF6h8i8hD3C+sQR8vifOmcPwnCG8hvCIdHd8oK95UZ4h50vkdEGcfkGMv+KUPiZ2H6DM5Isj48XAu49fEed79je/YVeecTn+rYEZ50Jh4ublxLmr6AcXhC7x7qTczRN3byPP7jrGl0q+GBk/e8vp0y/4/Pycd+MVz97vePlux3u95bYKzw97PpGPmedbHm9uOF5k8qt7RDpeHQcGrXBZmPszb3c7Qp8YOVG142X/I673B74Yb3iYJuTxK2R84Hx9IA0D53LBeIrky8j8MvCv7t7zv7r5n/n9/Ix/P35EDi9Jly+RLjLud5QhsH92S807/kE/QEr83nX2g5MQyioUTBC0QHLPinRpuxdMlYbFiW7CbglywUYA2JdaQmAVzWk9HatAbp9u5WJrAmIVpJbs8A24CB+oDTG53eibKy4CfulPwWZjC1sOZl0/sLzSOALtfuw7tbax4+fxc0hT8k0wNCRo3txjy9iuinMxoGWjcFoQFAtaLTzeC3dutrmuHrBfHCufw+YALPfmP0uTH1MgrVxdlw/5zKkpBxP2rRzMlIPoxqiiIi0w+R1HmFZFbjNpFBYSIUrwwChLUsEUanIUdbZgYTghYq0djbZGIGTC/oQ5jlceVM1rYEccAYQSvOdCdTS4USaBzGqB4CTUGNA8QDEUnITZg5J72xft/qUSVJDJVEeN2wCeuA0kxlENZrCGwEIZ0yL++LilLEmkbzebbWXCWkdUkhlxFSR3vl78mQffF86zLLU4cH/nr5sh0+wP1Uz15JYlKAo1ZDS4PAgY+sRRR4aCSObI5TMEV9LB1rZIMBqLEq0KOgBTsQqQOTgqZUQxupxQoTq1QWUNCGsUghiaakERLEEPB/L9wDidgCO4Nmh7b2TfUMdaray9Oem62QOhrdMerzjBjHNJG4Gh5jHhDjfRkkluaNupwnpDqyXoXwnWHBNLJqlTXGl1Q7RVVGkLxBrntlEFqa35loBUzKPViiUOBJjNaKqdJTuc7mT9vDhFRgGZN2ishGry4PFkQSWn0WnyZOFHrRMtmWnjtWbq1vDdqzzcWbGCkmTB6+p7rwWcGk81RhEgakE0AEOwFgJOI7boME9IVEPT1Fqt+qcKxlvbxqs2xuh7wZ+x0VfZ2tLWu8b35oqq/aGHy+gW2GoO6zJpjkBtOqJRdehG19EcG1kSGqvDY+ddH8Faitx6IqwPQZZPLcF/EQirK+of9Pe28siNbvyZLI4Oi5Nm62Q9hzSai8XwbnMw2z7eOgfLnGxdcpZ5a8mW1rNpzSMZkq+BG5401t5Mc3OWdAks+AeU1SvZjn+rt5cER+uh1G7OA3ANVdiSYNLcZR/3sja3T8tPvUxLcw0T69ubxPsPPpTUnW28qUCI5L4w99LaExBTh1x1pFDgfCTeJ/p3E3I1USQQ4o7L/gXKmRJvTAWPD8SqDHMmZugf9oAwj4maEseLmbov9OLMvuFMqDP9Q0937Nn3yu5iZgodzNf0WuniHadeuD9E2yJJ0V4ovcuN2EGNhCmbrg6j8YtfHiAp5XBEtRJeKHpSwnFGslLmgbjbM8SB7jox73vybkepUETYp8rQTeicyNNgfSmmHewmaiiuUHpEE7UMSFDyxzPkYhROsVjT0wxMF1A6QimGjB6VoDCJWoVXV9CQmXNgvAmEmojPnzt/OnDwBD6KJKV0wrtXe0oNhLtEmCvhPCJBmSRADMh5JJaKzBHqjkxhwsAH3WVlPN0wjmdyEfoSkEnIJyVPlVlntHukPjcEdh3NZKwdoELdTwvS8s+usApNjtjW9Z4PXhJltGamMzS4ztMWrNqxKDVRzyU0h35j5zrAYaEZanIzuo5r0NVq+8V66VQHalpQWGqiNWq1C2WohtazjTcCTwMiqyIznQN40jRh6MYEnCzgUJPZpC5DNGZDp7YgRVW2/oTJEBwE4ZRtiyxqrpqNV5vsFU8AtMS1emClcXy3AJr7BSz9lM5mH2iEcmFoUa+kXBCWrQlqS2hn1xUNDd2aZzfdU92e0VZpOD553+Z59vct+bQ0FF+qpBuExLPs8+IEfP8hEHpsf5YeLWqB7GqNv1Wsd0xVMaZLqZANmY9gDYpDQfazURLte6QE8wcqMJt/ljVDVUq2+UnF/IuaFI3KnKIh27PYPRRvTn+ynmqhBqomdFR0blXOs9HDdQJSkRG0Jua6RxFiZwFZ1cnAU9EAX7na3FWvBJgfIpKC0ZVG8ztyN6FJCTEQc6WfR0KYSVIIKRBjh6BGhVpn5jKau+H9reTUEUJA0wRpTdrpRbIEahAohVEvKfj9AjEWQj8SigFngigqlSCCSG/egc4GMsoRpJDUKjvCXEzw9Mntxsmqw7MgRYhz8Go4690SS/BqZEPHh1khWxPXqSvEJPR9MJzKCFoDNZtPHrxXR1mSU9+1xra2gHhvtGbHqAEIVd2GGFlD45XWNNpSNIaYbgFaq1TwCnTd0D2K/WvtN6EgqWkEV/2NIsZ7Q9CjJEQyIjPV71U0EogO3PHAZnBkOT6GBWTSqKFN1lpyoaIbgKR6RbCwJkAaIt/kk1UmUw3k0QK3ushEj6lgFL4teRIaRaVYH6/aKtEavbPLyLVQ1Ga4oJQl8GxBXhtOs53FEs8qK4Xr4o+5bvJgcMPmiFZic739OTwpuJMGJllBtIbuj27Xmz26QmLdL/URf5/lttqCwa/fkPAOZHEg1NpXzK+7gD593aguz0BD8zub3yG+hg34ucSRVBdw69M4lWzurr1rz1QdoGPboV2/3YPpTFmeJRhYaPUdVuCx+6Kb+GD7/cQPWSCH0OJLLSEjDWyks9+pv+5Pb6X6a70eW4LfdSyt4s9Bq9oYQNQSYqIOhs12bl8YKhWjo27rEGgV69L6w7mt74lH1WzTJWvVT9N72sYtfh5nqjBfpVWN+yel0hL863gaXeT3U+Nsj6iVD6dbgh75fB941wnPgFAj5/AhMUbupi94vH/HB6/hg2eZT9/MHL4e6cPELk7s3ghyn8jziX/38BXn8J53/TtCEC7TmW5IHP6LgRyFw/wl443wT489sQR2V0rqKrsw8lImbq++4EEKd6/fwPMzRX/CzKeMdwf0lJgfM9NFQPd7hu6KcffIP10VDvvEJ8+P5Mt79vV3UO/J+o9kvSDU/y2dvmTXPxLiCeU5tXS8mX7DsU4o96DmE/T7HW/lzF2YuAFuyp5Pp4mfhUdiOvNpX5iTMHU7SgrMM8hpT3qbCGXPg+zJMXKz/5QaZl7nW6JmXh6F2MH8ULl7ODNdvuYPuwMvLhKvB6EfX3PxTYQ3B7iZGKYTh66wD3f8KHRMOfP4uzcMpzOfjMLjVaB+HOEh8//69ed0U+K/yS+gq8xxzzzA+PolZ7nk/fsbbm9uCA+Zy7IjPfuI+OwVH4fKs6L88f0j9/N76gE4XHCMH/DN8JxzeuSqv6HjPcgfSIeR969/Qp6F4euOMAtXxxPxB/imPzwJsTQNaoqwBWk80NgEdDPSFwShK+El49oykJsAyqLAyrKZTOi1BjJ50ZHABrm0SXy48FP/4OrOmzMiCkvJY1M6jrxqm9xP7t9sQYFNkKYZ5i6gljKpJzayuCBxpQ00Hskm9J4Kw7CMc73WBskAbGmY1tdd+HtVypIkkYYiamhTATKiI60hsykxC4ostEhNMTZKjJY0Wp5nZSkpX95vt6SLcbY4qNLusBlQzWlzZ4+t8/WnhzwFjhtqS5QQIQTjB1URZKreA6JHpKOWglZH4ofRhLQMRm+jEQmFsDuD7qjVjZ/qwdqG+JJkyr2a46wVWmGc3VtFcqH2yThdiwXaA8U4njUCFsgXNWVlzXZljT2jjsoToy9o1ewnMaMtSQPjQa1Ib4FhWzLuqFAwiqTE0nyIVrVTjcKISiWacz15I8Jo19Y02T6OI6CE2fdm3ZkBnM5oKIQqloxpCDbdWYA6ynquVjbv3P9r6b2XQmZvil0EiQKDr67sBohz3UrFaLHmZMmIboZ0BjXElTqCu1IpIftTsQZ6QbKtT82+1wdExKpVfugh4kmIQG3OdOO6DBHxJuzq/IviST7rKVMN2RAqdGp9HMa2f7wxdSsPlhFDDnW+3/Dt2oy6aIbwNgBb1WmvxBIw0Sg0KMnXsXF1tfyFtgaaXrEWxEuuw2xGazGUhpayIOhNNkx27tpQF4ZcEU92SU1QHHXRgr8SaPVXqFKd/1SKDywABK/GsfUparRhNjxDkqmjIAV35B19RUtClOxNJfHxKqTgzk6HYhUyBmc4gWaCrn0BFmWAEpwuQmpD1g9A58GIFhhvzzNbc9Q5+Bw4QqrRqsXi4/pLkxDQEMKt9Hh53osB35yEzXlbGbnAgnQVls8vK96V65IIdidsSdvrpmn0ci4bP6glIJxCpFWfaVunUi145LzrrRJprS5sSYmm1bvFUVgcAG3OZ8Wo48QSCppZKssWAMN6LtiqXV30krZEfvMUv2XIqzvaT6s32rh9L0vZyK71ESy2gbQ6hrjKB4VFLy+XdidAHR0p20ua00gLCGhrHqvrc9sMzxwgoTnXC3WV1r9otYkoKU2GjpQKITH2gWkn9PfQj0rXJdKwQ/MjOp6ID5H+XaIUpfaBdBi4ODwn6w3HeI/mSh4FaqTLA2mKpNsdWgPjKTAPgffPM/MeDnMlVehltN332CO5Z/gwMxxmNHZoHhi44xAeyN1A3h8IAVK0JrK1c27goSOMle5mIDAh/T3SC+HlFfRCDdZ/Qp6B9Ep6mJH7Sq/PKYcd+9jRX0Xuh47c9cx05NjRdw+E/kQ5BvJtQOaOOO+o5UwJZyQEAjtUI+pUJ/mDESjIPBMolDiZWTZfIXNHOB+JzEZ/ojBLYCYSUyakiZwj4/tI3Pek6ws0ZjTZtSKm8kNS8hC4fbFHp0B8EwnnTJgUojKHQI2BYZyI44ycE+REKWdmnYnPM/Eic9SZU70l6jX9fIVkIZ8hz5aEqN1MeXaEEtHHnhoidW97t85ls+/+zLHsFw+cLMH0uuw1UVn7HmmxRLjssEaN3v/LF//T3iuOYmzNr5fG8277xGbDzW4LWBAMmXy9m14Rdb25yJTJgwrRMi4yAmfMV9nYuk1G4oEXfJwSUe/LINyjTBgNaXI93PS+YtRTHVbd4MGvdv42Ztn6CGKypI3fkDCLvgZFWqK9GiiMhaatyRTXS9IhdH5/BWqP1r09B0fMNsq3JbHR3I0WzHLDRKohK1tCyR6v6w21e7RxDyADeHLfkhBlTUAods/aaChYack3Lt4POSQJkgTOyWzNMrs/UFxNtvlWo47M9iNdpYpYpeYwIn1H3SekBKJawJtsAahcjRa4elXhznsVaF/RqJS+I8eIngSdFHKP5I54HpG5QBJq6pCxorPbFr1TFfYRKdWWHpHMJYgSuyOBQi2zb60ekUCOmO6eTW9rDiCJ0IN0lZKUGjIhKCEEolaYCyFkYqqEaFRK1ErQR0rN5GpOSgq+xkdD3HNpNFXiiW9Npp/rWSBHJh2YgF5HOmZCrEhXCLUQNFNrIFQLhFsSohA9qZJzJKDE2avcs9uygzW9rnqy1/KA1ECcAyGDTnYPIRjljAaoqkiuvryV2hd2XaTbWVK1nIEscOqQZFR1GpQc6/fn8ze9ItvSbWACRYga3U9svSA7RJO/a/0RWo8EtDOwlu4QJkRO2Ao1ubXYUaGBKWd3BwazGXUNfNtkzZh82CEM7mtklEjVlkyLvkcDSPYkRFiBLtqqEzxx4FVPa1PitOx3K1RzGtcGxJAGzpmpzJ6U6ZZzGmWV34OanaXec0eDU1w7bXejqKsy+0THRU6s1/PHIlCkOulbIBI34Lyw2m+hs+sWC+QWVjtfRIiNMrDYE22uYwPANvBqA/+FpXrc/D/rH+lAVPcNxZPA5r6L964TGjX2d683/LotFtMSUE11NV/B/LxGhU17Jl4F0yxj/Lmu1RRrrYVqZkk8sZ279rlNMmd533RLC3Q3P3gB0y22uVNDtb4N6mvAAyKNlkm9AsdoiQRL0IUlOdIqIAywZ3ax7YPmd1l8SVo1fkvob23rZUZbisdtDW30jPb5qk23mV5qlQfiQAj7jul13YAL1HsFmh5sPkHzTzaJHx8f2DiUav11WqRJ7d7a8zXfyPsrNXsCQRj8+TlAS5wJg9bkOiIUjBHghyvTiPLhdEevQj4ceJ8Sd/SkGinyihKvGafC/FD4Fz868tMPz+z+w8z+txOHOHHVzQx3Ee6VLzjzH8M3lP0t8cP3DClz6L9BUs/+2YdUlP3dbygPld9+9S8ZyxWHnyV2HfzrMPI8THx18RX36cT9ywd4fqYef8Z8/pT5/pbpdENNkXoIyG7H0D/jfjfw28uJ5xeZl9cnyv6Rof4e1Vuq/oqiHxDqFZ2+4DId6ZJSecZcrvhV/SNvSiVyT6yZF6kicccxPTKnI/+UL/inqfLfpJkPwpEURz7uCmOIPEhP0cScE3q6Qt89o5TEY9xx7hNfXjwjxMq/mnquyszLcyHOhfBww/1j5tfXB94OL3iVKi+j0o2v2L/Zc/79jvHzieHZA/sXd1ylR170iS/vM7/45h27UvloFh5D4PRB5C5N/Nv8Ja/Pif/LqeOQEr+Ke+73ien5cx7jgd/d/ZHTuxOfnpVDHdj1V3QvIx88PvByPPHu9gum998g+ytk/xGnlx/w5qNPyfyKC/2CqJmqM3p54PaDHyPvC/0v7umnwvNw+kEJhr+gMXWjoWgRrkRryNKC6iptWzdj0owY8SZHrs3WjbBs5FY50PbnImLt1fadbze8W8RIWEq/zOlv53DHR1sZ2sa4XzL+JoKXsI1uSrVsUE3lrIq0CXO/vybKlvunBX7aqy6gFpSsB2aXb20D8m0moDVsWhs06UaAwVag6JP/OV+heD5VK2v/BE94bJMJgnNpu3n+hBhziWiyNt1Zwyjir2mrjhCl8d615dXmr3kULSD0XYd6I2eta9DFHDioKl6V0BxE9YqB7P2JGo1QQpxKBgQ6N2zzgNKtKIhov6MHVCUqBKGqc+SGmRBaCa0/g7BBLwPUYCXFXla/NKBuyZvqir/zYKNT4Ujc0Rok2fwVLx5q9xbQYI2YNSuhNRBbSt8dvQDWYA9dEk0arMTeylmVEFtmx1duBoI4FZBHzhrVCXXhV5dal0KMqmLOZSyOQHdkisfZbDkEJCVbcxocibbKA9sS9izwILVVNdTVxy6zI+sMfSOhoGFCqhki4oj0UDHKLlFrhIdYs1FaAF2o+fsRJ+vCw55xbeOuFjhH0GhBaomTJTZ8vjadjt2BwJycbQ+U0JJ7LelnfThq8bHU7IabowqD2hrTFUll9A54UNh6RohgvOxLvNqMDhuw8ZdKQ2h8G9HtdE+ylHp6ZYkbT6tz0Y7qcQivgEAdaaq2N6QAZz9X8Wum5Vo2bjdOqyNM3coXqR5Qd6dELXFmIq8hx8york0ORjNGw1LWbc/LZHg1WpiNzFLnsrbEiBmZuJFpFT+zB8CNK7sxQ5gTaPuQkFwnuOEZGtrT9dCiH/6CQy15v1ApbZwnkwl2v6vR3DSRrXNxA5RFP7QqnY2upXEGszHGm/z/lnHeqhfB1s+SsN9Ibm134IF9cSHw9EzLGjLV1Lq2O0ItNKSuLudyaKF/30r9Gz2HOVl1NQloq3V1MJYxNkTwt3RlazS/NvRrc7aiy8zRbsly8aouT4Isc1ptnbS1vnnkazPpsrly28vbw5Mey6sruq0ZTFuH0wbu9spyom09zPcfhp49mMPtnPhDSKQQ2HUdfYUyw3kcnf1pQIdK/HgG7ah3O+qUOOtEqTO5KGikjxdIgtN+ssaqV/bMKjuIwmE/UfpKRyaUSjxHwhysAXQ3MUkhV0WZ0Fo418pcLxlzRyc9GiZymqi5UN4qkipxZwEWLhOxCMN4TShC/bJDE3QXezQUzjlQFGI0fGfIAqfoVEhCuYoE6TgcId1NyKEyhkA5J/LDjlgVuhGtE+Wd0YXF/Q4pip4fKaFy3xeIlTScES2E+x3MifkuUbIgryDuFL4K1PtA3nWUIdEdKt1+Jp0S3am3tdlPlEGZX0XSKdK9iaQ5WM8KKvHtO6oKmgbqIGR2iMB0OlHLiORsYnXIxEHIE+QcSVMhFCGHCJeRJIVejiiFWncolTkWmAS+jiQVDrlCUPIEBCH24Uku9M8sMpcbJ5agtGA2WtvbS6CjyeCwii9wW8+q4qyXSgR1qiQ8AYiaX6Lq1E4sAaFFXtUW1PZrLEAA710lRgVlwB2zl4zyyHv/iGBVjE0mSmvtQAM4NR51ONqeXpILeTMffr9hRWqa7WAVkIsMaJWR0rs8NbDCQhfn87VQYrlMav18VhvD59oRzIh4PKT6nASMMiZt7rEJ1QYSC+u4FQ/gNTue9TqtMqVRhW5k5uLPaPbpizTfzFSR+w/Oh28vOjDHMo38cAGnMHslrffUCqUgRcnRekvFUC0B6+WxNRkaOkqhKxkRJYSOIj2lHpAi6KiEonShIuI904oST2Zflr1SY7GcywRhnokhI7P5JYVCieLgEScnrZhdrNZLRmpFU6KEzmSU66MkIwQlJk85aUNlRfNNvEqz6U7rHdZbrk4zIWVCnJFsibdahSlEolRUoiUFTkLRwKSd+X7BIVdhwEKP6o24I0RIoV3PdWCYKaEQJTG0ELyC5oCMgpwqnNS3u5CrUnSmzkq5t3npk8mCOhkVj90DhGygh+pAjVAFCpROKEkI4YzIREWswkUzsRZkrjDZawaOcCqUMSCjNeQmmAwIaonVJLKYPX/uCLr6tLZ+fT8utnWz77F1vVQ7FKw5dLIeFNohrYpJRo9LtASBg0IWEKLb2g2Z7b0wtQVX3aZb6Zs3tpo2ICg2B63aAg+Iak+Tw61/pe1Yo6yS5Tzil2qVphYcNfvegsvqsnBpdL8EQYsbLJ1fxxLItQW3m51WO7PvnSlhpZ102Yk3gvKYxYJo93eDGip8QZsviaDqvwOtSquNOSzgD0+mSKPAjcs8mJ3oPd/UwbctyeD8/ypb2tOZRpFln7VeIAtmv1VdNAqv7zza/G9sylaZhnpCfatLHaXf5LLN9HIe+1wDAzUwagPbrbGedm3zqcyfFG0VHM6ysQkftrVoVSktceVrWP0eBNfXlZX2132ztoyXSt8VxS9Pkh7J161X77s9L21sCGv1SwPQlc38tFkwv8/WdaNNX6xsG0twcO8CmPJ5bj0WHWjd+rO1W7Cxt+z5U/9jvVPbo8Loq8lXsq73a4/P5kuXcbWn5EwBwNJ/dCEdr5vrenxWFQM/8IOPinDT7Ukhsvt05vX1zM/eD3x06vjm/hvuT1/yrLsjHmamaccvjgcuw4GrF9d0AfrwC6ZXlzxcvCaXt/z0/DnnWXn7+AFZO77Raw77nmcvrsh95g+7wjFPvCgH+rGnnw+k+45JX/NWhNtnHY8vIzpO7P5wYvfuGw63R+JzJb5Q6N4h3Zfk7popZ9IUqaePuaxnXr95xzkN3L35mCBHPuYVlB3vb++4q0J/MJs0vxPyqFzmHehrqDMy3PORVp6jfBMq70PHh/GR3cs/chlu+arAEE/s79+SQ4eyo+aZ/PhIGHuG+JwaEjVEJClX/ZEQC/sMUQO/kcIchPjsBXEnfFIGPpqF65CRMHN5Ug6PiTycmH98z9VVZXgmnN9c8Iff7Lkre8jCQxB+uQ9MVbj5vSJ5x19/9tf0x8j/9PkFPXDVC32qHL/+Iw8kLnY7Dq8v6eY7qBMXxwsOv79gfLXjmw8y590D3bN3TBKZJXE6PHBKv6HMZ/L4E06l5yZfcEHg0xthvoW3D4LWyNVFTxe+T779JT0hxDcyrrSaI+7KQT3ArksPAdsOT4RdC5Y2tO8mw7rsDVn+ZwhNPMDlAs6s/yYmcKXRhE+rusA/0wx+R9SijjbdKnhHdzYEJS5gWsDKbpjW6GlFZTWnYDWoFxzrBuXZULeWeIh+vWZsbFFDG4P9CXqVzbnaoN0IEZZrN0PEZq8u/zbbQT37Hl2ZGvp/UbrtHsAa3IksnI/4XDVBZu9H/3ylNbJrCSjR4ii05M3ywDLJnkxZzLfvPmrwcsrZxh6qZdetbFygOFK1+UE1Q5mgE2s0XToLBFOQUtBU0T6bXzf1qHTUYMFhohr/ZHFUqTd6Lmoomxhnu7b3J0DMsLXlaMpJPTFSq70WPOEiqAXWJjEE1N6cNTlXjDuiockMSVklr8gXQOOASqCegs2FIy80WEbc1oYZuCIRrZ6EkIAGb4iugkilpoyoOVSoGJdvDe6Q6Yr892CheiKFWgjVAoeBgMoMIWONsYcnIEdLrDQ0ulGRqUJxxRg9YCytEWH2vRtmkGy5Tr8/28adGbpxRsJk6P3sxkk1FHssM0ShhmDbvTZH3uinlj4aP+jQJVgipRhCDEfvyIDG3iinQvG1V9ESoSardmkB2wZ6dDSPbpH1BAiDG9k2eaFO5uDWBBrQXYYoSOnstWDGSUNKKObMEIwSywqF1NeUGV8NHdn6SeqChk9u+IknLpq8yJ6QMOdJqjkhS1C1yVRRaxSNQEluNDnqSlpJNaDBA/0bQ1k8EVjdOHW5GkJFgrI0486G2pI6WSPpUM2JpyF+gqH0EYJ6grnx0VbvWyMe+MCay6kkH0KwZ9y4ySP2jOpEq6QRLU57JYZ8dgRXjb3LO0OdiSchdJu4/l7H4lsrbilLb4g2S0S05pMLil6b4err1A1+UzeeQF14hl2eL8m/htxre0FXlbMqFtd362/fQE8C47o0E8Vz666TWxKindN5dbU2hJs2hWTvh84+Iw4OKJv12JwjMmgyfbKp9rLqC9+nop7v04Yh8qAlJpuB5gSJNIehlajX5RyLo7JUfHjyq4ElFm+n6csm9Nq8rE9ecDtHcdtj7bkhrax7CTRs0MQIusy3205LElMWO+DJ/fwldEwayHqJ7QlLGAyhJ8TIrjPIyMP5xPHhRKQj6o6wP5NentGbHvniQNlFzmWkxpmSlCCJXXxGTZnHixOalHgJgUR/3hM0cOiPth/JkCuhdsiUCF2BbmQUJVelq2c6zpzyJdN8RdRAFxJzrORUyaMyfZOJw5ndywnpe+rla5g74sM1YQ7kG4VQ6T68gL5yzBOZwmBxLOIUYArMZ6HOhp4PnXLxOHH5fuJRK/e7SD135LsdXTcRD4/UOpPfKnEX4NUO8kx9eKRI4TF00BWuDydSrcS31/CwZ3yfKCUQPlF4UZHfJfTrxPRix6Q9ejkTLs7szh2Hxx1ZJqbdGe0C9cMIX0f6m0QoFSVBORPfvEWikrsLNPZkfYFqZDrdUUZDt0cC4VBJURmPgTwn4jkTZ0GfJ7jqiIfCsH8g33bkd3sqE1OcCWMk3kc6gRfJHKRvkkIvdC+dfuU715jboHoEKWYjNJS9qikHp/JYwTlt/0EDm1jSwLnVl0B4W/deVbvoW9dRnqhvfBpLMMCpqtxAYKECCTtLQniz9maft4aS2+BZq/gy2aCuPhr9QQY5mp6r3lNMDBxBSbSkqEq17wV9ch9LVUN1WiR2wATFk/qLsHa9WdM6XpQWYFmRuq7TNRvgowsGasgV4+4JiA6L7wTgxitLSERjK1yz15o9v1QyV59a+ZZOD+u9Lsah9a0y26NdR12XBoxWapPUCC0B0gJmP+BQ0Hn2Z2JI6JADsQhVO2roScmSEBWb6iowixLqSCwZiUIMCWWg1gtrcn8+kqj0XYFQCHiV0+MBCORDgQ7SOSAzBJkxNLCb2VKYYyXEAyHsAVdtVanVbHKdFIZAHQbfC4ZeTXKGADE5xM5vunijdXUqIXvPbfo82PWLEvVM0NGqMeaemhJTF4nBdF/IgThClsAYI0IiBt8H8YBQCfIAQSkhoTFYXwrBqjqqMoaREgopgkhizmrLbPbKh1MmPVY0RWovVFWKTjAL9RRJg9C/NIrd6dRbWr6zZsopG6AiJ7OvUxGkwDgINQldOhFDppaOXBP9WUmzwqTOPiJoL0jJRgk79ch4Yf5cmizB09zrtmy/47AkhCWWzL9rNp/TaokDYPCgtcsSEQtaVw0U7QgkAr19HrchaQmDdjNNLha/QqPiiW5PlNXHcNmiy35z+bb0e4O1GquZYGsVglX9N7/N5fcC6oHWT6EsgAuzlVVbYiT5vU3Isv9csoVqFRH0q70ualR8rfKWttcLNRpiu6rJzVaka+DGamAgte4Wi58MDtDrUbx/mWREpsVetviPyyi38VqlwxqAb7Z4o9FxGS4JkQ6jzSlmR4pVBzfqXF0q9awfYg2Y7Vr7NTbiq0ckEqRn9Rn+3KGrHY6tL/V4lI2oZ0FL0eJu7bfbsZ5kWz7nskNon/XKeAd8rr1etz6BLPq6JZjV13iT7yKtRwW0JI7Z3xnVVSYirFXVDXTnPoG0ininwGj0WM19b+vVwG5mf0uzHwwZ4PMSsIo/QR0UuyZT2qCajvTEp7+5kHlIdrfLAWItqYLHohaqcgNJiDTAVgMX6OruLDOZWP04hdr6TlnPFWObWOWKYtWDFQMeBE9Pm4/ufp5MVO2paknjb4OlrBJTEHZ8P4JkPaoI7/oD0nXsfvINH34w8vN/eM5nU8//fPw15d03vLweuKbjP00H/uHhGc9i4cWrDHwB+vfUD1+S/2bk5fkN//Lt77h7c83tv/87Tudn3Jx/wuGq59OfJ6bDyO+uMyc98bOp4/VjIjw+g+Oe2+lj7jjw/kfvOX9y5Orv7zj8Tjj88WsOX5+4+jfPufzkObF7Qxp+xVFfc5cjV9Mrro4/YXd+5FU+8aiX3Jz/NX2c+fnVjxh14tcP7xnljtdhTwiB6W2mPCqXcslerqj6e9jd8SNRPkAZ2XEnHR+/uOdnL95zL+/5Ylau44nXd19TZQ9cU09n5nc3dHLNbvixxR5QYpe53j0SY2E/CaKBXwncBeGvX7zgeRn47Jue4Qilm1HOXD3C7tRRX92iH98QLw+EywNv3xz44y8v0Z0iz5WHQfj8YDFI/Y3y4nDgv/gXP+f0GPh/fH0i5pn/wwBDGjl+9Xse5sLLZ/8lw/U1td6iZeTiq4EXX13z9nXk7UfC+fmXpDFwHhOnc8dpd88x/QGdnlHPP+Vx3vF2vKYvZ37cv+XxXvnmLqABri8P7OL3r7cfXgmxiKWGdtTNayxiQpbspywCRxc+Y1YElGc3l6TB5hrrn+oCo2XCA60ywa7bspQeNNsoXxP2q5O/5hp9c2pZNuT6f9kEA7zsahEGT+4MyxxvkY3bc62IHtgEMDalVe3u7GjNJoN/clUG5gy0qNAS6aVFgFYBt9zY+kvYIKTas/IAh3Peb7Pey28VqjbkrCdyFoes/ejmfvyepCnvZgAZQncxkpYRR773kLIaPyrWZEy8lNGftfH8io8lm3M1Byhbw8uNA63WjK1CQzKjkwft3DBbHEUfi84IxZBtUhxQLUheA3mKGLd2FJ8C8cZq7gw6XYsksaqG9oxj+/5s8xwdcRGiI8p8rRRr5iVBzRdWhaqGJM/OP1rdIY7V/Fj3laUhrAV/Fh6YTO15e2VE8eRQXVEggBslAY1KTRUtgVrs+YoWJFQIE0h8GvSrAXLbp97ArTUw1mo0RcUMmaCtasbWjnrEXJtjWyqUGe0C2g2g1YzaslZEKNXsicmeS3DlvJR0lj/dJd91LAhHN2yqN540bMBkgY3Wk0TVjW5HZLaIP238xf/t1A/NcPE1uoCmPTi60M8U3eQdm3Ou1otCi6PyF6m7kU+KLFR5cZladeNsCagqi4Nh0W6B4DQnSxMNM3C0VecEsQbAasESbYFpNyDb/l8D1oG1uZnxuopzdGuj3iuOSGxyrjkItUDJtne9kabdb7vXgsbs6D9bN9q6NQb7bCvi0NgSpra3xYP6Fn8JC5CTaPzsYtwnQIBizeCr7yHRbNdqQW3MoA/Fg8lLkPuHH4uBK00DNXm//m6v2V5W1z9t7reHOzWtomC1+je/25ppk9DWznJDZsRLC3i5xl3QP8341/V5YHNpE77Rz/4ve8WDT4u3XzwZ5IFBwnob2v7ne6q2Z6Y+LS7L2jw12eaOkvo4Vl28OqvrBZozsLncop/bXMrmtbY+5VvnYjmXbu2ZymJPLLPs99tk8XKeTQm8uCxk82gWJ6lt5j+Zpx94BKXuZjRW+mkmaTV9lgNl2iNTB2pUHSUPTHUgBgjDTL0CrWcQQ8xqECReIEQKSk0g+z2SlKQYZdlofOVxjvbozz2UimgPXSBIIpTATKAGoRTT32WO6DRTdxEuQUIghQujUTgcSQkODDB35FsL95yurGeVqMUww3UysXoStCjnobf07b0SxjMo1GCOY5Qm63dQJuRs5ffx4gz9SL44AmrBoyiEcSTWytDtqEGJUazv0/gMiiL1YEjXixOqlVmVMnWEq0L4kTWL7uLMoDDkAyHBfDWRe5h1h94qu18q6RbkrlK6yvhC0RSR7jmCoGWHlsA0ZZSZOpj8S+8j3ZzQVwp7JcYMIUOJ1DrQlUR3juyK0I9CuQvMd1C7Sthnui6y73f0M+THYsG+obO876Q/wI9tfMW+eHWzWLd0JktywRLGhqYtm+8pUmdPsgprFWHFbBcDjlgykfW8iJv76kH67d7aUjCZ/NISkEYJRQMLKBacCDylgGo6Xc1u8n5RdnUHai1yUHxrNv0NBA9aZXGAQtmMz7NkrPRN2iq/Ki5HfK8vSdNG5Zpd/qxIeQuGeNV1NZ0rWvw1rwbBQUUbedhknrYeZLpS4j2Rg03WtftvCaA2h0u1dQNeBdddDiBqVSeNsmL5rHqixOXmDw2cCJCSBcwnUxmxC4SuJeqr2fLZAmZBhIb/lqBLvDYXqFoIeqbOhcpEkcrY+rAFS4wFabZLcjMqeLGN2/yxWJVCDQTFqFvijDjqvO2SUAMh2PoKYkCKXM3+jxo9Jy9ug9VFdQJGm0m1BsFqVWUhiSVVdKKUmeL9VqyPhBLzTIhOUVXFmkujdLNfU7x6e7SgbwxWbR1ypNZAnQ0AV6uitVKLrTchE0MmB/P7upzopkScOwI7ByAlQiyEXqmz0dkpMLscqNFtgMGq0C3ZAkzNdBDrC+gBbJ0TRcw+jJyROqBlQGNBdwU6IXkAdS69+TjR9F/dewKwNoqYrT/759aY2bFrHKQlDsKSH23V8PZ5T8AttkYgtKrUbSXRsoCxFakbm94DWO1z6uDGoKbvtDWXlt4aKquAWHLLAq/N9lEHSmzsB/CYTfJga7N1niYzfEXbWJUne9JMsgZEcjYAVm/f2sJtfCGR1f7RtcK3yfAW/wiSzF5fAB92X9IMYZdB2hD1WJpEve/GApqhyTRYfP1lyuNyXnRjHuOB8Y1dZtPmNLGL6Cs4Z/J2kdh+rc0OXak015hRRevjk+fwzx4LsMefvTx9GiaKZfnMatO3WFerSHPZR3vGAVwXNhNypVBqa8+C87p5xZbA06blNvZmw2+q+pq/oYD3ctzGoZpObKrEXg+OQWhV+V6FuDyYtg5szS5gZyqt98PSZLxRYbeEiP9vNZm3Wcen/sByiM+92PNcHstmbbQYkrQH1Ox31rjbsj6an9LWXLNpcEAvusz4qhdlGb4slFZNe7R7LgSZljHa+FqitK2JBiT/YYeKcj5MSFd5+XmPvInwbuL2eMsXMfK7y2vOeeL0/oTMHR+cAzvd0z+/oj5MlPdnxjc9NzFDCDzIFaWDVx//hny64NXbzCA7rn57Te0m/uvhLZOceZmf01W4H++Z5zNdgCHuGB5OzN9M3O+Et59e0McA+46H18Ll4Z5uTgx3HxPSJfshoP094fl/5kTiN+makgcSt1Arn097tEY+vr+lijK/Dtx3CXm9g2uhnB4peabqW5jukP2HxO6aOEMowqSFmcwwf8xPji+hU2ZVjkPl5vINHYEr9uh+z9vPgq3F20eIleu+I4SesReqZq4Ob+jizOH3L+ke9rypZ3I8EegJeuDZ9cTFs0wRKI8T+WFPoSPPPf3fDJznGx7G35NTIux3yAC6T5SaePePlbkqu08qEoU3zy9J7GC0/n2HZxO77pb8CIwDo47cllvePXbcvo+c9jvG64/objMfnn7LRQiUPpJOM8P5HXeinIbf8i70/MPxkpqFci1orByvTsYU/j3HD6+EWCoGXAmLl9ptUf+0DfA0g2mZVV2U2BYB2L5iG82VsLZNgMuxZiTYC81NoAnGZWN6s9OmLDGh1n5W/uRWZoZnbtdqjCrJRbc7N25oSxOo1f7tYdvFbFgF8kYYS1jPrc6rjld0wJoNbqhw6TcGO2gT9kugpAlg7HObptFr9nPzW1tQuc034FnxxvUorcncMqPteTZuQ+c6Dqtw1uXJbpIiIhuUafugGw9OM7OirgLrvf65wwRmUC+L9P4DtSZUA4GRQLagn4gZApqROVn+og8w+HjE72Uy/kvU0dtqjXqCr5lao83pksNwRFu1YKh0nkkvaiimZtQlcTSYGjp7BMkNjVYhigPV3DkUCMny2aqjzWesFmydeteH2RDEOpmuToL0gk7WbE2zoWGaIYpUJFY0CDUZij1kS0I0LsNaq91HJ561d6R860OhibW0UCyboUoZJrQr6JxQ6ZBajAooFCR6RYR2VglSBKkBnQTrN2ENqUM0RJtmSxhobij00YOZPYamMX5Wbb0PjgVGRfcdKgMxzIQ0mXBwHtxKthYAs++2YAjsIoYU+ssqIaB60N23FhWrnAkyAhNLs4alsaQF/nGnjNBQl46YlwSy951l9xJKQw36umhOeugwCqti5fqhJRVc4lj3VG8Q2BA4LLLRFq4juGnll4Y8qsy29hRHfvv8zP5sUvCgTXDDy5NvMaAhWCItCeRoz694Yg/XDxIMyaKguZij31mzX2U0Yykb+keTrUWdBk9EGOUZzaHKI9QZYqTG5MGTyRwu7VGy9TLRiOadJwZsn4aGDm2JsJBpFWHNKREwmjNRb2qOJwIniD0SOhvjHFl6glCRRtMRmzHZm4M/u+EbNsHjH3K49yUqltRzOf4UzdJeazqtyV7hiU5grXhoAXAJ7kIEO0drEi1LabIHhpaKvebsBncA8PW+cQQ1uPxwJ6e4DE5+d00thAY+cN2yIGBboKwguknMB8w2WIbt161uZ+jGiX7i7KidR1tAoY0XVl5cv6S2VWDjWRJfuL3RqhAEu08x/bvQ42nAGs62sWzuQtu9+f2pB1ojrh/9QrXpxFZV4pUSy/dbZagjq1r1Gxszy+dH/qLFZo5FuZ7QHsKbTBoVnScIgXLao+ceqHQpMOYDj3lPDEraT4ShEp4/wmmAOyuTD/EagKzWr4GrK0Ko9McZycL8KGiGFIwrW457KErdR+iFOCdSCZzpqaFjnnvyPFLHmTpO6IUF00UTXXlGlAfi+Y5eE9e6R+fE6Q7KUHn46YwMwkWP8Z+nHaLGP66zctx3aIRnx/d00wMaMiVUOolEAiIXFLlA85FwtGaDcv2IDmfy1R2h9qT5ilgD8XSkJ3DdX0KCQ5fJohxPA3UWQtnZk7l+h8YTE8+ZTju6lw+kFyPhYSQdIzsuOOQrcn9kfvHIVPeM5YLhzczFr0fL8T9WyvPK/XUhdImL+AGSI3rXUebCdH6LMqOXmaBC/02ifxgoyWzldHmP9JlcBkpNXGTh8gE6Kj2R84Nwfi/UF5X4amKQHddyCXfK/PWMDoHdK+Nml9PMWqH75xZZYWkwvIgVcZBEAe0MZV/DGhwPM41+qe0zaoWS10CAywjTq0eP77Uko9mgK4IS27vLZhHPczYKlGyJ7BIcwT8bfV9wvaeK1MGUZXS7MXr1hToKuHqAKNr+bH0VtKGCa/BkcF1sQ43RgTIYlU6yJscUtXtLEZhBz3bPjeO7esCmwYIbdaNaJW2z081u9+8RzL7X5mNkA5YsjaFHv8aAUZdUx1G4LRvbc7Dqd2k817X5e81OdBmUvGKxVr/f1m8oYJUO/j3vdK7Smc+DJfc3EFXjhAOWasUfdIgFr4OQx5lSKt0hoinCZIlIrROUiZASpOThs2Bj7TAnegLmTKyPoJUsIzVYbwUJkRiuEAIx2NrLJCphKcAdijO8psl6IswdMUcIs60lTVglGg6qigTtCQmiWB+3qcwEFfYeCKxn83/0olhyaPLpTDMaM8UbPPf9mZAK8XwizhM5K1O1pRW6iJZMN09oV6mxIiWhORJKpi8TEpW4s7maT7bO4zBBVMoYQCIlG8p9DuZXJLX+YFHOxDAjwXRzdxrYn70RrYMaRKL1edtV8thRzgcUZaoZofgaCtT9HiFYXjBXwtlspHAlhM7ur6qQ50SukZgeiPGM5B113lO7ibqbSAidCqUmTsVokSSNMCjyTA3Acj8gqsQ6rcGHP3eENvHq+JsOIToKX2iwfZN9iragvBaPHUSidiwNZKVVRNppzYNxGaZNdK49N8HhNLVifXMKVY1GLoRoLXaYQUdoVNgoS2XsxoZqcYUlIA0OOKlPfA67pt1TWCorPC7iSYRaLRnW8q5NZGs14NRSmQw0+mFxVgEDE1pSDoHUaGWk96s75WmtZp81X3qhpGmUUGB9NyYff6PWc92BYj0yTI4a5VhDplv1RUPLL6wayGqTorQ+gIo1uTeq2Jmlglba97yHmrDxqXp/ziZ/rentdye+tAXjQ6Nu8mey5nDctvV79bia+FxpML9M3X+ywWWTx94DU31sYTlpi81Zjz1k9DXRrnUG7w3ZKI+MvlAW32G1z9eqiTUY7gAq2s23xSL+zJQGMkCbjew2szpYzXseiBR/vViFiu14k8dtPF6R/W0Kdm3NscXuUJwBYU0w2H1Ks9E9bLVUbfj4jIIsL/ePsOzhJe64JB+aRdKqluyaa9+sjZ/R5qz5Kej63LTpe/x6mSCtAmlgqXryxKet35Y4/WFHDcr5+ox0gZ/98sDVfSTv7/kmTfy62/GL3Svu5y/58OtHLnfKZ/uZ+nqgfvyceeo53x043p34w5e35Gvh0588Z+hu+dFf/Qfi446+3BMfL7n4T58Qp8In+XNqmnn784HHg3B7PPOY4WdXtzzvEuG9wCP82493fP7Jc+bnex7fjRxe3XK4umH/duDi7c94eQmfDIru3hE++g235Uf86vy/Z5iEn/CGUoVfjZf088y/efcNXZj51V8J537g4scvSNpRvv6acnxHOX6BnB+Qy58QD58QH87EaeSxZo5a+Pn4kn919wFvdm/4A7/jZnfLr5//kZdc8ZF8xunygj/+mwh55uIf37NT4aPdRwRJ3MxCZuTl1TtEHnn25d8Qv7zkVz96z5vLB/byU3pe8uHLe54/PzL+EaavTxxvrni4GXjxk4GP/9s9569+y/tf/DtCd2C4/BR2e+rVK/JNx5f/NsOlcPF/rOiV8Hl+BnNA60v2c+b6+efs0w1T2VPygZOeeMwnvrgbePd1R/3pnvryMz4dv+bH7/6eHD5i3v+Y/u7MxfGeNNzy8PyPnOpHHO//1+yIvHohlL5y//KRc/wefcpfUgmxZOX4lnG/Ot3tZ8lO2s5fPslGueKKcQ2dNeHF6nA8EVSbINuSrTdRsF5hRZTCVuA0PvYmZLbfWEZlwlLZfA/WQPsmWAFA42VkEwjYTrgLlSUaIiZYnqAEvESwGSGy+d7mfH9aQbAN6Dfl007x7Wdhwr0pfkN1rYbOmhBozp87TJJZAlQ+5+u9Vx/1xvDaztWSNNLN66tR9b2GHqC5oUUshG42lAUMq6gr+Gjc/GIGKbXxCVrSRJ0D2ErzIhKTB9Y3y151aX4nxebVHD0PLAf1RAfreMHWbrAgn2hyh3V0AyNaoKqoo8MUdbSvVuPaXIL9Dek05zXQJbAGnXVNJLVnKNh90aoXzOjQ7JUhzuPSGggqyZAnjV6p2LNsFSp4aanF5XQdZwoQq62VBfjja7rxC1awYLc/c2n7rBlLPqbgiYNWuZL8+TaaIvX32zPP6nNfMVht9gbCWCKqKEhxo2vnwVZ83bXfjrYPdQ3efd+6A4w6DSwAr4CXkuI0Pb6XbfwtKNDWRPb104xbl27+2HRJ+i1RUttPujoL6gEGK+luiHcLaIooGusqIhEaxRoeFDHwjLJCszzhqBaIkSKL4FMv56QZXgLNw1XZoBdrtuSHiuddhGZAm7nZDKK6PkOBBTXqCS2TvU0uuvQWq6yxnivex0F8D5M9gNI4Nn3uajCKs8q61hylr47Ek+h7KLSxNfqPbAG1RaWoNf5Vn3MN9n5hNSwXie1G51Lx0vaYr75WXfIXH0+10VJBthzNkFwl/fK1ptsWB4Al6dC4btv9yXK+JsPbadZ3Vr3dEupNB6+6TGXVUgsHqX6rd4J+616Fje62ddCcERN9/vkmM1w2LUguf17rNDSFUjf6cFO1IW0c/9wRnir/1Rv61kzJU3lmisLffYqMXmcwrGdy/bO1H57u/fJUNjURL4FWzbX6wP9/zv6sSZIkyfPEfiwiqmrm7uERkXdlXT3d09Uzu3MsZg+AaEHAEl72DZ8WL1gQgQhEiwfMEC125+zpnp6uuyqvuPwwU1URYTwwi6iaZ1Ye0CRPDzdTFZWTzz8zSwcwXG6y3dp911UF/RJTwiUREoRgTvQ6mqMyrJmwZmKdkQKTVI5Dos6FelKLQhuMFkhVNCr5aM729GCGkMEVvNNNRVe4uiukrJwOUKIg4s5nDkgciHNhqGJG55oJAer1SBi01zgINaJZyPORSCLHg9G6YLJKfIwwWzSFoCyjeHp7UzLHsxuXpwV9byZ5Cjs5RHQIlATrUNBBSYNASZbCJEC+XtE1sqwQqyIlUCWQBlvL+SFZ2pUwW+SVrLZucURS5KoIB12QsVgx1DVZapUC611lVmHWSCiVYzkx1soUMjVF8pSQIBxONtQhmlP56upEnTJrnqFmYrJ9E56v1An0+gAHy5MtuTDKCGkkTJl1yMgpEE8ByKRxJYeIzM/RMNo4QiW/yOgY4WDpBtKy1aD6k1eLdOqG54bwNzlB1As4C/TUD9VrloV9RPCGqu30vbaIQqOzGnbnFKGj/Zpjdec83EA7fn60AqvvQ3NKbICm5mQU4zXNeaqBrU6Nt1UdsUvc+Ix4RKhAj/RSc0woW6oGQ5s2mXsnb/d0II2fNmPaJuOa08WdrF6/qzsHmnXK5WMRryFAoBfv6oR0HwECe5m/8Rbp89XAYO1Zn2PFogSry3zKjiq1Z9tSmWzXUMvbzTsZd08jvzd50yb8EKJgqVCMZsiyEtcKKbvxXTxCQRg0ICVRqqXvLM0465EPMdh+CGqGRVteo3tUiEv2WivJUoJSzaAV1MVDz9ZdBNXo8nUgedtC+wE9RZMRBV/fsHFKUYqakz9oMeBCCZYLvzqgLVdKmU1iGYy+Dyq0eliqnp41B2I1DVbGFWox+TpAjr7vQ6KKcj6YAxIioQo5g6oQkxvmohX9LjUaDjAHUhWqKMthcXkr91NMxZxCGav1RkHLCQSihYxQswN6su2n4plEQqjmsyugNRKkWgFsSYiOftyNf+gYLa2wViQLyeVey4psgCldhbK4gdWBYd+6w3qdxkbT7LMgkzlWdfXopXbemnzs66mVLSOC73ln+hv6O+y+MXOlfW/0K/QzWTud6zKS6xyqYQOh747H5RnbcOmG5N4Zh2nATM8Y0aI/u+0nuqFeUbEUMqrNNmCy36aiNAT8BqJRcOdKk6zq9qz3ufbo1gYYcefdzmGpuqNnPktmU0l2VtUKfLdaoL2mYu9jS9naAF3NBtWKNNfeY+3zVGl1gMQKZ9FoofSoOJ8LaRJp2sTqPsLIRuf+1NUi5l2P9Dlqe0GlyTf2bc8MQEsNvNcTXOcKzebTapq1ndbk9GZAv1wTo0IbvzUd1KMV2speRNKYvrWR765wsfGhxkNbJ31texRLcPmh2Dn2z/r4e5vJzlwr+m2T1nfTHhzUQD7Sw1l8jXtNom0Fm9h+oRN4tF5z1nWeK7uomws5/VIP0t3/27rZOj2tt7XTeaWtxVZrSRguDrdKK05t/HyjOTbOC/vV973CQg3CZ5L4KiTy84lyM7GWa67LxMfrzM/myngTGG7hd6Hyq7vM9cOZl48P3MSVjybhxTow3N8gcWBJI6rw9jaQphXlDeNZuf3dgbBO1EHQqXC8txpAMhbytRKuQEZ4thY+eR14/13kxcNAHRJLiqSHgVwmXqlwJ8JcHnl7EnKtvF/OpBJQKYQ08/7LXzOUTFiqcecpwTjA9RUiI++9TcQ18vurF9zVa16NLywSW1bepzDxyMQjyxj5u2cH5mEhTxNJbnh5/oRnS0R0ptaJcx6otcKQyUV5dron1gF9E5CSkcdrILHWO8qVcjzf8TKfef7+ZxyP91zP10yvnxHDc6aXLziGgds4c36e+M+HhTRNfJR+Qg4TMy9IS+LZK4Wzkj8KrIfKq4d3sASevb1lKANXPDBIIa03UA6EeULniKQFvSoWmVmU9CoT1jN6Jzyu18h5JNyDvBN4Fbh9UfjFx3fk9YblPjOmmcPt54xkeKN8l6oAP8AJ0byG6oeuF3RsIbfOlDuz6aHIjSBZfn0z5u2U9n4mds4LGuFuQu/TFBctDMm9vp3QNwLTvPj2N40hQDf492hJ7+MmIjtB7gZ3Z87NgNsNxZ7ndieQ74mtsqW/2ZSfgZ47XekCT+tTMzqpC9JN2RNpzhFPNbGbJyP9jamYIiFN0pJNEDBmnDGUlYXmbowQJ5ot3Uwba/Dhirfta9ejRwY2w5cVdDWh2Yy4Uj0M0Yv4dgQyXd3509cyGoNNPi9FCaXCUC0nsRcTlGE2NH5J1BqRsFhR4xjQaPk4tSRD4weMgXj4bdViqYxmU6wMne/zG6qlWQoK4UArkGjzv0Lw6JCoSBmRfOVI6hUtkZqnjhLRuFokgVY0LxgCwxBOoQ5QK/rYUOdNcPF8hlrRokaMG9IgYGHZQdEyUItFJ0g2o7vpzs2YLVQGO6dVoRaqG9VtfwjIYEj31RwVUgdb+6nCgP1dPKw3tnB+D5P0NDSW5iBDmn3viLW12NmxiAAguHA+jH18QqWuZ1deb7ytBYukUPSgBFZTtOvRimgGK4hneUSv7LzFYlEaa4sgMsdOjT8EASCoDmZUiCfM4HimpX4ywdXzVlaxIthe2FykIHLG8tw7+qVaPYQm+tbaQiKbENKKV5pxpXLGUIlXCJaD1JAUTWZbHU1ardZJHLGQnxXLRe10I4ilFsKUVPXwYEToIdrSonUWCBWRI0ikysnewzOQA6oL6GKKu+8XWh2ATqfNeWB0xlGjYk4Ei4AwmlCbwUVHhEhoiFRWGpoFxBGpoGVBi6X8aoYYEYvCYHVBVBtNshzW1Yt/hlYszmtg9LQSwfsUMOOr1/6gBsKuEKbs2tzQMyBVbN3ESbuaY9QQp9+ObPrmy86LuuEBLZ03mBPZBeuGQO2II7h0EtCFcI3NMOTtt4iDrmS5A6nxpp0RH0fuGY7akUb9nS5st66A0a0WmSdshvLijqkW9h1a2rs2Ry4HqHrEUpvn5vyIGBqrYrVGNkXWG6I5QLQ2JbLtyWzDdl65RQq1PdyMQS6nSFPcbA43pXnPqVwZ9iKSguXv1lYvy70FTVbq+w/dnNs0533Eis6uPgf0OZbmdQiu4CuONm7ggY37a5c/vueVof4qoEtA/jwSnwemJKQAj8dKPpwZ3y2kZeVcMnE5cUXkvcOB+bxyeqfIEIlH4xdygnUs5BdnMz59cSRK4HibKAPM7xU0K4evMtNJeftB5HQN4+MDaV3Q9JygML5T5LFQh5k6nOHlAV4eETkh50cChQGos1Afn1OJLPFg+yK+QVQYXlmEVnmNRTW60lJ+pDBVjm/dEPnhI/X6xHRKhDWwHALrOLBOsI4raVKGQySeJtJ6zZpG5vciy0Ph9C4TCpRViDGwxohW4fTapJvw4QkZFmZHBDN8hKSJF/M7xnJmOazmsNEIaSS/Ec5vC48V7uvAi7zyLD8yHOHwAuY0ckoHQlRu34rVch8FORSuP3mLsrDIA+TKcZwQgXc/emStifDsYPWxTiPhrBzkivFwZLm943SzoJ+PyLsRDYXh+oyGK/LjB5SwcBruqbEw/6ggKRGvI7EoUuZd9Ow3X9IQlk22DM1w0mjrweXTk0VAFPHooo2GmIFqQcRSE4msKCPolRsszEEhTYNpaoi01CfRaEpsNMaLMKvLk177x0Io6fQM3RCsGoyfmexjoBc6/9oMJWSLYO5ZURrvagnHHQUsmqymFV5TSwbQgwMBmmOzOVFG+7eegWiGI43A5BTJ043EVsR1ZQMF0PuowQQHqaPJE+LFXVu9px7lp5sDveqljagVotbNyGnr2owkbjiqzrdabYjm/G8pRTw3Pq2mloKWvAOtuTzpURiCIp2Gfr9L1SJ10nBAY0KWQF0gPD4Q5jPlOlBSICyCrAMRYSCQg7AGqLFQY0akWqSDCCkka3O1fpbBUfADSFbGB6stUJ/foKOYYbxUrzmnBMlEEYskLiMqhu4dB2GaIiUEckjoHCh30fbdZA686kbQHMy4nf3sjZqRGoirOcCiR7afz+9Yyky4OcBhIokwSmBdEstiBaizRoZZGVZFDhBuz27AMoBN9ijjkMwB+3hjOtzNndp2m238MSQkBvK4UFMmP4zoLEgRpiLk65X16sHT1VbCnImP2c7Lck1VNRmehbq+tei16QoQ6rmaw3yxvVVvBVJA5wXJFZYJSmI8ZFISSp2oak6SUGZCTMhxoNZMLQtBAjEnSIJOUEUovjfWk6XglDHY2f3W/dXO9Iil1LLsC0lHIiOFhaqV2u0dq0X50JwLFgEhWKFw7bJAdlkgULx2QnLgn0X5Ak1n7FG5Lid1f53fq6Da6kzhGrkZkKs6GKjJK2IyjrCaAbMXTXaAhUe0iTTDbzUrgxe0VqwwuOJOZM1Ww02aUdWe6xkhqF5PIxr9a/SDSqvfIK3uqKdXNZ2gIurRMfJg+kLTO3VGWPxcgdUtPXSLkPV5JWgkVEttpS2NnlRv02sYugwsnNjS14iP2nSKlllA8f0rLcNCNJlUTa82ulZpdYmUo6+Tz0WLjPiWSzpgsvWr0dxWmxO2tN3gRJXN+W702JxFnr4oBKPl9YSlo7XowA3Is9X+ubTUtL2x+0+EqpY6TXXB0ktn12vb3oZmawjqhvpu69Kt6TafXZ8RI7IkVGfnQxZ51PSYrZaHpUwWj3xuTrpWd3bTU1sND4fr7kBR2p9rAIC29tDtas4YpZ/ltkeMb6nrciLBxtZtad5kdwCyjRHXyQkog3+10lLGq0cL4bqAOZ0SLbLG9nxGmW3s2rLVOE/t9WVS78f3uxSJZ0pS/ibB4zBSf/w++tEVw+sXfHh/xS/eCv/kYWD+8SPLJ4/8x7vM//vLE3/11T2fvPmK9w6RqzRwdZo4fHWkDAcerj/gFO/54uN/w6hn9MM/cHMXufntS8I8UA6BclN4/mqglkC4zpzfU+KNIpPy4R8XXrzO3D58wM3DS76YJz57HAllYixH/lATvw4DIZ+Z3kZeUvnL9I5aEq+lMkyv+fRn/xODKIz/grW8gJsRDkf0vedIOvDT1wdu1pHfX/+YL+LIEH7EnbzkI7nnZyzc8YY7vuD3x5V/9yHcivBBPHKQa35y/zHj4z1B/0CpI/fniSzKeZqZlszhnTLOkfT5SDgL9d37UAvnDz+Dl7/jxWfCy5Pw8fOvuD0U5rv/hvXxp4SP7wk/WRlfzgx3d/wvt/Avn4385bsb/ofpn/MuBX6liavHlX/w+h3zVPnlXwbuw8ovv/wczomf//rPeKZHPv2Hb7i6WQinD6COhLuIPAhhvINhJqUFSmb6zZnD+Y56iLw6fMC1HrldIfxR4LeJj0LmZ9df8ebxyH+cZ2J8x/X7f8d0LoR/dwPzdzlZf1BNiGY0a1dT3lM/U/237EnXdsi3mAXZEQdoxG3vFW6scftcdu3sXkUzbbO7t72zERp7az+UF2Pp0vKuHX3yBtjSUTWE1DbgzQ+9J9h776sjW9rfftsGFG0UasOWthb6HHWCcmka2b8RaQYOugbRjWfijL7pENoiHdrc68WvbqB0QUb3fXkyTnVrVGcIOy9sZ0QCW2G/+mSuvn7J6MpHdGEoeh+63ye6saZsCiiliQamfIXihlcPC/fCpwJmVA6hsYBdv6X/3dacXnxKe18sPYagVQ0hJdt+1QA6qKG9vJYF6mHJoTEzzyMbHIUW3ICHp9BqaVMCfR3tp6EnHI3dFEBfnpaGQIENRbxufW/jleBbRBwVrmi0cRAbukPc8Kw04UPbugZ/oZqwVfFwalrxKUFb+oEWcstu3VxRp7hzpHv1w45xKqJ166eIC1UNbdMMjy3NmiOIggvaFUTU0tz8kKvVHuhGBC72t7pTbkNU+NTKlorBjBntPkxAUNtjW3QUdAdfS13TIo6aMb5BZ1odAg1Y6ipH4rWQCPHNEsyAYE4C3489l7b9rzsDpUVyYfOqrSl3OHfBNGKKgQuPClqb0GsCTjPcNoqoXtRrS4HXUKG+N/satnyqvjd7SoayCXEVq7kSBAsXN4edtDRvzYnr87DVZdgbT/yd6vm/tdg4VRASraicasvfCkhFQ4aOqILevdCio4yvSMsXXpvh/Qdc7fzurs6humLRFqehgRo9lstnm2fgSR/k6QvaS3S7Y9sLjSXpxbtUZbfdpHdta6/uGm6/pXfrgkNqE+t9/0tT6zYgw56ty57+6vbF06luYINtPHu+tZsYdSH9CTNuvK+z6z5tbS32c89uQ7SnpU+i7vop0FFiW/nsAI7Y660IPgstQszf26LIvM+XosI3rO2fuERguAloCcBAXQLLJOQAuqykXAi5Gt0ci5kNYmWeKytKuRkJIsCCUAhqaePML6rosKAlMd9doUGZysnuOwKDcByUEC0SDh1YgqIs8KgkqSw1U5YCS0FWSz1SBYYQSCGhQSnTilIo8QRqCGVFyXKCIExxQiRRBksRJVKIVIouFlX1AKyR+hAIS6AcFMZMeBBiCVZbSBRdV1QfkEUJd0I8CcMqhApDyIaZf3T2FZxunwqWDm81v+lytuw+EUpKZIU8V48qK+QCpZiMOIoawEISJEUPUDWyqqWyGqLlPJbFnMZaChpgJSEK6XxFIFGjosmds2UlhJUwZnTJLDmz3itlhvyoLFQYhHEcoQRKzqCF9aTIKEzRisLXu2iy0wzfmY6pGY47P2lnxQ0outiESBPGgssDijm/Gw3ws9IeJ+7Oe6Mre8P7vg/lybFs78bZTUCZ7Lw1vsymC2wD2MsORuObUanzKmmpKBqCtPHSurWhT9vbzUmL2kDoNRyc1tCjEZvssTk2AdtHYPfsYZTSDHcC2lJ5eFSVy6tfr8TrfLR/1ITtvPv+guDv5kz5WrSig8c2udHRo6q97R7tZwSSLXrFuM8PS8eEpejM5vcyeuuO76CQMOO0JEuXqZWqXptBBAkDQQzdH6gEaWCwYvsxmPFLzh697CloarQ+x1oM35AruVSTWWrsq95i56s6qEzNyaAlwpoc0OJOGK9PUtq+LGYgix6tKoirgw1ckGy+ghm0LPLBajigwSIL1hlBiUEJCaszFys1Gx0prsqrqgGsSiWoWDm+tuIeiavV6sQRQVOGWFGJFI1Ed9BFMbCbKmhRxFPpIhPECalKcsS2FLMJmOweiOp1Ep2HRk+BJmW1dH55sMjvscEQAsELqedoqWVCFlr6RUUNJBYsKgiFkE0HGkd18XQvK3zzJfg8e0RvT4mqBu5qYEhxY+Amj6inS9lOiLgDYIsGapki3BTedCDwc+tI9A6QFLoHtdWX2MnkRof3dSil4SR2sl+jUS3isjkMXOZzw6X4vdoclr3wdku3syG0bQyh05eNmnq/HTHeHIydnXjEXEuppxfj2bdtDgPtcpMbWHH6QktjLLTItQ5WaYbiNn8dHBJ2sueeprUVcNtAXzyLgrA+Np180+s2MEz7LiK7ue5A0u8Q3RoX3HnZty9o69cWtD3UxrD76REsu7lsgNz+4B7g8vXPO89F2Gp/rjTApN2x/dciR7S31tZWd403+t/G0aKLm+3JnOtOBWyt93J7f17Ba0Bs/MvfsynoF+PeHYKLa9vHrhP07CoejaBtjp/qH9tiane8O53oYy7bvd2eBz010z563LOA4LYT2UVf2j5vNT4aaLrtv2a3ar1pe0e/abh/8hIgriYjHaYVJfP67oZzHXiR70j1zNtnM78KQpZI+WqkzGc+mT/j+rAw/3jgyMQHekNIBRnPlBh4UOMTNzqgovz2OnCQyPGTI+MaeXsN5wlurhJJhMci5JOSxoUghcAjh3gmco3WG2o5ouuPWKTwEFfkHPjg9wNhGRnyyE2shPAlIgeuplskTJxf/Zisys3dNehEuD0S48jz5QumCp/PmT/OI0uJXEcYr+8Jk5DvF041sdZArcokd7wfK1GfM+cPOcbMy/AI8oAO96QYea9+Tk7As1uGtTJqIMbKfLynilIen0OZON6+Jd6cyTJR58h8HZmDAG8Y9Fc86B0PGrkKgetRoCjP3hWGVXm8Mlr9/O2BMcL9+4XzqMxHA/58eLLzGOKZDNyPhTwqkyxELczXgRJgzI+EOjOM8CxBrcK8CM+l8FwyQUey2y7zMziG94iv/4pc3iMcIjpNzPIxK5V5uPYIzW+/fkBNiEti172mYjnycMTuZkpQ55x+cKXQBGV1T6Z586ozy0bY2jvUkQKydbOhOdWP/77InROXjfi5qU0F3ac8EGevsiM1Clul+6bUNKLpjNTpizaklc9Jc4nsSFYn1XbVLTWGf67NyNm9uO19ngfVjXqBlr9We2+2+9s4vds7wWHLB+cFg6VgqYLa+BVYbNzVHBcS3SDXvPQ9DNzbVPG2cG/zJiS0eTaksaHWzMPuwoIEXwcX3qSN81uuG8+JWydrO7qjyEDgWL5IC0PWsiIyE1hQ1AqVBbV0LAqhCpoVnX23BEWDEMNgU+cKgbjnP3iRZfHfWixcmpQtL260edQ1oKsrc8HmQdVz50f3yAdDLEk5IFKRZBYJrROmwNz5GYhAIrRUSsE8/yEFqEIODcUyoZoQfUQw5IGKInGEMNo7qFSJFLHIm8Cjp6GMvvddmKu2nprU1m082DmID3YmlyOsAyFYDnhD+G9INXsY66e4515XQ3hEZ5gBmlG/CRKI2ByJK1cohGeoDj0vo7QifwWoSo1QowvodfEiUdEcHZ6OQzy1gQRzbITVCjsaGvC7t1w/n61GC2aMI4jLs462qB5xAZ0+BDfWqxw8aiEgnjNUWVF9NIFYzagjevD9bWtRB1OWg1YLIZcVUyAsL2eLYpJyjZQjTCsMHtXUkEdpsLHG7H1KNvdhpTsxoK+jyrWthZ5NTitqhqZ4sCAOV6AFQ30ZejPbclZboyDRfR2e8qrlgvb0TKEpKWGw+Wrpt9bZkG6S7X4nh42G1ZLRutKina0goSGpajmbMBIzqpaP2U6fI9pksrVrxEKL74ds+zvNEDLBnaIqVyAJ8jsoMwRDntaY0ZSRMhiS1CMRFCCNdNSTCBoTaCHmp0XqvuPqbKDxBb2guXZLpRnqjXZvKP4tR7ifxR5pc6k4dP7YtKgu88quHePX7RyImCFdSN2A3pyO+5ateCB0BFZXKDanFLApjS33qiSU4BEDbnRocoOnkcJRZebc89yr3Si3zVV3lzTUoUZXdltUw47/ojZ/LbWKmKMrVFwPdmWgz01wHrH7m66ZtwXcodYc+eYGiu7UdodbG7fR/EhT4S0KY1MaG4rNJ9ne7Q7WzdH/1JD47ZckOPwkEkKCdwfWu8hjsh128+aew+kOxgkZEvEZxMFyf797A/VwpP7ohnBeCO8eEKoZi0olPSoaKvVqIZ9H5l++JNTK8/fvSdNMfG9CxsB7g9GeN+OBcxQepoUSH3nxOHD1mJiXhTmvyBSQKZJjYUlwTJFhPFLTwnI7o6yUcCLUyHi+QjVzil8RBV4cnhMYeX1zMEE7rAQtnOsdpazIHyKyTnAvcIZ0KKSxMERhSpE8V9YHBXmkyow+TMTfXNtazEKUynE6G5L6yyuyRB7fMx7KqwXqTDieLZXU3VuknMmfHCk3B06PwnoShDOwUEugrIE4wPUAowSjaQelPq+sYeQ+TqSciY+L8bSHB7RUlrUYX9QjUiP13YeEmsgf3lEP2Qx2a2aYHolp4fFVYjmBfpHhFNBDZT2sHK4jNy+eMd9l9IsHlnPl/p1yuI68N03Umri/s1o+Icbv3G0aTs6XmhHI0y9ZrhZUW/q/wc5AbC0ugCH/u/HG0X6b67zSwDaKbmjZveoAxqtocpWAeIRmMXlKwxUq087nsLpRrL3XjL7mlM4YirDVhFhp9NhsBWc/hweQ4PLDDrVaG72odCd+c8KwOUuUhOhg0XTFijkSXQdoxkZOTucdLdzyjkcryIzzYouKzFCuoA4QZ69tYTmzLVK2OFDC6XpL6RNMV9M6Ou/xnOzSnBnWW+2pW5t+5gYj8fpe9WD9lAUJq8swxrOlDPbsHiDSeIe4zidisqR8T/pWgUebp+j1lWpwB/dUYQiM44GUjuSQyWllrZFFI4nEyIEaM8RAIJPUotlrtX2k4xEpgfhqdCP8DKGwDgoBDnkhZOE0w1IghYFANBEXS2s3hGJBl0UQVbJUNAv1cbKtd8D29GqI+qwZqZBWIQgkDRCFEtxZEs4ImSqTgS9SJMYIYTQ0fo6EHCnnB+r8QBgj8ZAMQxQFzZl6WihDYJ0MCBQppjKuGRFhWEzeV9TKeaRCpZDHEzpk0ihIhBqujd/WSiqVKImQDtR1oSyK5kglomFChxtiXRjWO6gVXT1qPRgSeMSMyJXJLAB6RnRlydW29mlAs1DGgCYhaSIROMfCMhZCVcKpEqJFS9VQKakQYmBIA7IKwxkIlXBrKXnW3EA333YdnBatvmVH0EjVFe1pWwWrHVapHu0QyASKFS93wI7pDB6JJAENE2hB6+xjT66vWp9yLZ0KAgiWIi9oNeeky3MaEhqS0VtO4HopHmXZUvhu9a/U671Ei8x3malF7Ng47WxXZtOpsEwQ1Wv4NJCcOJ1SaanrGqBCmvnB9U9FxWrSSEuTqhOqHpWgOL2oRq/URqxA0AOoUqR6BHJCNJmexYqwIJpRElVdbnTnbRYHWOxkUrSNQ4gdbOq1+VxQDrS8/j4/uqJy9j5PPia3b0lb19UESgaafkKzhYlsdPNbLnEDdm31Q7Q5NNpsbGmKUOk1IIxu236ptARG0m0UvqjQeGp3VoPs5HeTXhvdb7YvjyZxIIr9e+xzStsHVCyyvzkTN7BNSxXW0mRJf871Yo+sV07+5Ygwbnb2Xm/UblfdIra1jbSDflr7DpZz21UHE1xkbaE7cEMHy7ZIZU8V7DVINquf0t3M4kWItckA7d2+j1Rd2rf8clstpLz1BXFe6zUy2TIMNPqkYkCcgKUoM/0gXcx9j2SRFun4QzJCABoYHm8YVuGD298zc+KPvz3wxZ1y88kXTM8zf/ejgb95Fom/Hol/nUjT5/y30x+o773H23/8I95//YL/5lef8u5wx3++/S1nFb5ahakkfp6veTce+X+8/wxeRqaSeLbCbz6o5KT803Pg+RnulsrdK2XgRLw684KvuD6+Re8n1npNWT+lLj/hYfwNb6e/5YNXiX/ymyvC8Qpe3sBhhvE/EuU5H0z/lGV5zmd/+9+T1sp7p0pIiXTzEiXwk/v/lWN8y//t3cf86u01P0+Zj2Ph+vkfmF78nvObK87rkZoTJQsv+SOfpNd8sfwX/Pr8F1wPr/iz9Ace4x1/OH7ONLzjF1nJ43PuP/krpCZupwfK+YEv6t9zflzR5WNCvmb86W8YP7jj3ZKYy8i4DOQiPJdfciP/gV+Vj/m75QPel8yHh4g+ws+/zFxR+eID5fpN4s9++ZyHj4Tf/fOFOR24X28Z5jP/5d2Ahswfr16zhJHfP1tJN8oH4S0jyrtYWVfl5v6RcVm5mm64Gg78kcAX54FPyz1/ud7xajjw+XlilsDpJ4Fn9QPq3/3XnG8K4dMzeRp5U/85qwTeXB+o03fLbj8gEqIhetuxaqffhfF2YGVTuoFuJOht6M6T2fPttWeaQNyIRzvguX93ER7W80E0A0no729t/umK81u3ZGdQuIwxUBrVu3AC9H93knoxU/r0s2bYacNuzEpD/3h7l/dccaNTc1jsGthG4O27IYpLJ8w2563tTYEwgw67v9uctGLWF29gmyLfBz71qpGW+qkhONucbKFyOyLfvdJP2n9y9WX1/LINtdqjITz0uzoiWqt/J+pOgmY4akoobjhnc0j12cb1OfX1qf57v8+hFTG9QHyIIS2R2Z6rDf1lrbfUViYkqO8FV3Kpm73SIwu0NsW1dKFDCFitBmMkPTWQv9/QHb5nGkMUcQWvRSBIV/aFFsbpc1D9/pY+amdw2wQInMG7rtjOSzOCRiw9UbVaD9amIapQtXyzKLUKVEFK8P3T2jYkTkMB2ZxH74uvR6393RsluESvqKoVVlS/Q4VLBOUPuZrjDJ+X6vO8nS2bITdoSkM44/tk22FbBIs7YHfI9i113HYu7BWhTTsNNW0RJtodSTS0X0sVpSYyo/IEdLlH8TRkpjtRW1RLNyCLn1lvu42qfe1/bPlf2+92X9v33hefw95d2nhwelCNFta+8o76sDoZ0mhGrbZ3Wh2O3vYlfbXim7Kd/S642ZibYcoUQv8Mq/FCbI62hiZpAmbZmhLd6FKPrGuGqcoFgfm+l0//13hH37l7/teUKO2fdz57EX684xtPUE+il5zuaT+gjU0uetAfkO2THiUolxFuunXbG+gMcPdL2XLa6q5N+jxeRDpeKFDQFJvORVu6qV5DpbXrbTXtp+3bPT/q91q7G0jgcgZ6X7v80SZuP+hvup7w4J1Dp9GZTmBbP3a01wnmxbhlN7bvc6lAPWZqUlIerPBxMr48h0SRK6IEogh1UMKkUKAUc+b1OklRkBQIoxiaVtzoqx499OxkttAUKTKSi0Vd1MWpZj4QNZFjgLBQa7DgqDERDpaqQB8MPZgQZIT1ytDBcWhZj21/VufbQzATQnV6Fo8ZRoumY63EYH2WqwFqokqlDoZ4jhREF8upPgTWIRKlIiGiIVDWiEhlGoLJG1SIhfJsRaWQhkLQlRQNfBGGEQlKPgpalcOkpKSEJFCEEixlX5yE6QpisPQvMQXKBHIQCgGNyjjNlit9MRqZAM2VeheoUThnM/jkYSFotiLhGagRUTNCGuITGJSYxFMGBSrBFKp5gHUh6UoJECYljuZENqNp9rled3jPb9lkdKmHpoCbmGqOP3O4XkaQ2j635y/p05Nz1mSCLrOyI4UbD7rkEQ29ghtqmnGM3Vua7ORpTi7OsrJF7e34Jexob2vLHQba8kWbfKDy5KyqPgGyajdebFOy45/tGaBHSvYr+hy407399LQYrR8+WQ00gdVLa+/U1laXc/Z8ZsdbLuT4Ritb2kPp4+mOF1wO63x5x0vbH8JOFmnj+mGRhVpcXo3i2UrMWVWDp4IJikhBYyGEgmRB1oh6khhtKVEbfVeobsLz8hoWtSoWbUQQr0mAA4AEqhnxLdBHqcHAMkXFjFBr9e2rSMsIVtVSN/nclmCgho6KJ1BVqWUFhZwiKh73LlCbzNX6qJVaS4+yQzD6p2K+vuinMgdLQxsE9z3hpAGurD1tOqQ7uUTMTA0BSkBWIWSo1WuiJaW0KN0cqTns8HW2LiE2/c2ccS3VbHUhS0syR4i60VgDqpFKoIjYnEo0mbx62iqpVi+tqgcFt73oaKbBdadFDHDjqORaohvcv3ujNSDPBQhwJ9Ps9aZ2V6MZPT3dTn5rtpOdcLnRsP55k3E2OUn6GXYIgzR5pz27FZbeUj7tgYoXVhoH8sjl0QNEW/TGTgZSl5ufzJe0jdZkMPTrc9SJzJ7m+165kNcbkJWN/Pgz2p+3udvQ8e2n0aP9w614dXDyt+dirZ3tverRDdIqwMNG2whsqaSCG+13fZfLed5m1PXs7rTdy+jffF1I0/1+gZ46a7cG0uxc7Qp0u1zrf2v02xy7/hrZ9ducUjZPe3697Y293OzHTvefQ1uby/tl+91kXJR9jbeLbrV0S62Ni/vUz/qTthVaIXJrbkff/XeftQ78ct7VbJZ9vLtoiAt5fje3itH2i4/3+yDs5n8nX9Acee3vPZhrb+dobe/kAhqPbf9ub710W/4gZlqhPmQ0CPMkzCHwPFbSYeXlszPXL848qlDfwVBGpsPAmAJTOFJrIJ9nyDNfpTPvxpnX08pjEFQXNK+UO4VFuToWgipTzYyqTHc2tPtqTm8pwjErV7MyWkY9ylQpz2xnzmXmdH7NmB64HgqHw0C6fU4Y74lDQMeR9XoEbsizsGpgPh4oY+Xx5pGYCim+RbKgr4SiE+N84MiBo77hqGe0TJzXgaJHarjmek08u8/kPPK4vCQvtwzzFWtY+Cy8oERLa11rJN8t5HlmPi+IVs6nFbJydXjOIIVyBbKspEcIryLXRTgopGWg5kgoCymtaIbloVDyiKwDRw28n0A0knUwnjt9DsNK4RlaDoyne8Y8Mx4iGmFYLJ3ch+GOSYvXyBFuxokaEuM5kLJwvj6zXK3oKxj0mpBAj4GcEud0IgR4npThVJhfHzjnM3P9nFwjK8/IIjBUvpXO+PX9nRAeJt3RML3AjyGgLcddI7DBvcbOfCW6QNu8po2ItoPfjsaOYdGE/u0w1hYK6feZt9M9kP0A2qRuKEjvT08x0lnHJf1uObL9ri5s7NIVKe6p7J5updVp2HhJcGToRjRqC+dtYdAt3LAz5eZ9FzbCA2h2fmG5IPUJwd0YHd3TbPneW7GlghWdDaDTjt3tiHgfcfPOH2wta3MOZXoUjICSzRBOI9CGBDBJ2pFkPTnuFkrec8934v7txFBaEdxVLSOLYP2bMGfCerIieMF+dFHLET8JMlgRK1mHnsaWWJChQIHqoDgtFrpXW/E+oKFDbGYPtp5qn6PV6huQqESCeFgzZ4v+KF6g2tdRpVBlRbBwYkXQ7HslzcYrzxjiYjBHDtWQTeLjVT2iDEg975DdPo8hojF41IEpAWhFajYBxZWGGqwgIiGaEdfz8xfx87jaHkihOUZaaK0ZYGqNSBVULLIgaiHUQgiRGKIt9yBWC2NxFEtZPXOQAplYZlvHWsyxkj2nqBsECCdMGfGUYeU5tR7AEUVSVx+O7R+LcCh0BJ9Y0SFUKGuLZHHhNhyeiNzffkkIfjpacWk3MFdFKVYMU8T6Ggq0woAaEFeMiq7WVwWLPDAkqSGUMNqmisaGVtinHVCUhsaIHm7p+yrZGbSAlGjzowuboych9WDjL05VHT0tnvZDm4bseVUtNYrTACpSk0dyeD2KRma8PQvjV9+PFo1hKR6CGe10M1qp0672rIE2xPYiAdEZKKYIq6PWBUQH0BHCgg6rzdWaoQqhuBM3OkKqOALfiydSRtsjLQzbHTTaaoOEKwShRnOgh+J5e1OA4WiOLHX+kxu6v5jSK8nGvJxdqB39zCwgUIa9gPlDLo9IQztqrSPqO51Xnxs1Z2VPXdGUTHboe9tHIh3L41tr1zdV/3Pjw64nOFrO/xaLQOrFnr0/ti8CPdqupSOQ3rwPTbuCISIeCQE9sqN63lwv6NposNtpLEWDND7pPFIM39XyvNPUr+DKeG1h36vfu1OSxJy9ls3LPw+l992GbZFpZi3yfeOov+5orz5WL8KuPt9SXDYKeycHdMSSusy0V5ybQlH8fIkardaw6Vlg70Ro6Drt1p3vd2lQzi8e4SgcD8qwJKMnWnkz3nKq73MTHznGM3oojDeF/FBZ7wspLwz1ERWhTIk4BA6j1eBaOaG6orkgqSC/+Awlcnp7DUuk3AUkw8N5IRe4lveZwjXlwzfozYmyzMzLCh9fMX4wsXwmrH8IDGfh+LBSrgsP7z8y3CrXn3pU4Gr51Wu03f1sOCJFWGRAYuD4wRkmYfkj1DNMU7SQ4ZtnMI7MDzPrvDC8uefw7gzzI+VUmZ/fcvfsPcaQOKSELon6MDBNhecvKqUWHk8rdSrUHz8gwPF+JazKdBwRHVivDuSk3N9aJMnNsXAVYa4Ds8A6JNYUeRkrz48VWa0A3HxMnK8HIpHCgMTMy9tHdBko+RkRuJECi5B/NbDEwMNtIg+F+Pz3hDBzPt9Q55EhXBFlpKwzgQxJSDfKWAMJYQ6RmcByukbON0i+Y6onZKrk28IYo6NUlTU/IhRyagXF//TVI0hpovHS97+SUD1hRvIGVvBzHRQkITX5uW5oR/X6Ch6RWpsQB5txzcE6rR4BWD9DS484Q10NaR0Nydroo8lZDZFs0XlSgSwbuVMFPVnDjR51h73Xs2g8LXtKpR5R2VCNC61GEqoWlZFjp7FGZxab89TQp+44UGg6iD2/mC4SbU5UDy5nvzM5u2Zw0Ibx+QEYfd4d1CUD5oiwCGaLFrE0aVwU0HX61OlwS3PYUkklYHB6Vu3dWjEPZ95ol45WXwxLWdac/7QoPGl8rBmIXL74noYTVaEsglYhHAWZQGtCq5BFqUGoqZDSiSFaVAIPoKdE0YVTXQiDMAyGZq2lohLIYrUjxmL7IE+LbbUxQIBjzUQqJDPYxncznAvxOBEkkYcja7Qad1UEHiqUlZgD8SFY2qM2Z7JSJJCHG4RMi2LOa4Ja0OUOlcpZJ5Pro9dbKiYXT0VJ6hELFD+AgSFFRhmpZyj3Qk1CnQTNAZaE1Mp4yOaESBGSIJ+sUCE/FKvJl6pv8xFIjKeJsAyUR1BVS1+VVtajsCQhlgPxNBKWFZkrTAE5QkqFYTyzrsIpHwgEhjrbXBPQGqnnRCiVZ/HBU+mN1DqxxkBGkGTRVZUHKDM1FQgFBohJSCUSS6JosILZaSFOhXASeAMSCjKeqJrIp2cWUX1c2KFsvvGqspitwQuMF6dPsddHNPlli9rKBDKViaojFrF/tiPhjrFMMTdXA1i4PSBQjNc6Ej14WjTRBlTzKOkwWORBi7BkRnShYsAAlZHAwVHWzTBd3ZlkclhptSBcx4rSIkvtjNcugo5dRodi6cQwvFuoNiaCYJHQ5kCs2qZGTcZvEcgNNBqaPDiACqE7mJu+0gi60dfqtNAiMQF3EqrX7DFnlaVnki4ntggGq6GiLZ2Q2yRajbeGaEevTSJvul9I7uhJ3laLbnjEovdMDpaNYWzv6nNZXRe8srNeHrmw93wTTeu0zedkU8Zc37O/e10IzGG31QFoxbPFMV5tjzaJeLMByZMXi+ukIi0qodmaNuCP8c9Gq93OJmrzL8X4XW/THdUoVvjb9QgECa3GiDu93KkWXCfVfrZm493dtuT2N5qdUGlAz14w2wURDdF0i3r2Ido47EzberUzYHO5eJsHrBC7fW7yMliUZosW3Hi0qWXSVTbbySanhJ5qrOlzDSDgs+9ZT7RlLmgZYzB7mIinvTYCYvurqTDiemujPc5bA8PuHd+PlwIWbfv5A3lRvriOzOORX7xfePnBGf2Hr6kf3/Hmf73j/m8fefHyY158+hGyToTlp4TzifDbV5xY+JcH4f76zOcv7ojTyPVtQl6v3P/nQsmVPz89MAblk/nEYa3Mvxm4L8KvPllZJ+XPzxOfniIfJuU6R/7wvvDqVlheJFYGXv3953z+d7/ip1Ph59eF4XgDH/xD0lq5PkfKzTUPn/6UnBPvvoqcS+D++ogMhd9//MAoZw5/+Ix4r5z+5kOWx/f58OYlhzHxIb/lSr/gj6e/4G36kFN5yTzc8k/vf8efv3nkP4eP+dv4E+L5x9zcf8w7bvmfP7zmRu/4abylzCfufvUVc7nn1d0XSEjMLzLTIfLpT/4xYwycyjvKwzv4VUDmiZ/EwCTwth456xXDBwPH51dwipzfnNC7jxjefcKzT95y/Wdf8Xo98pvHl4yH31E++v9Qb96jzv8dMVduPv8l41A4/niiBuH6ZmUsj/wP8p94vpz4N/Elb+XIi8PPmMIN82NmPVd++fFXfPGje8Lrn/H8N5+SblbmjzP33PNKP+PTq4V//PzE289u+e3nZx7OX/Hq/L9RwnMW+ReEdODqeunlxL7t+v6FqbvXr0uUux+AFgb09Dn7vx2BZg7R/Zd0xKFs93YNhmZo2Xl4+1naGWc6Qgl/h8vq/bjL7qyrA6V0Tzt2lwvFT0axEfDe2V3bWz+7h/UbDn3PtrFv7+L6hmfY/KOXfXraRzOWNe93N17JHgXt/+vpLML2rMKGnG8sp6F7fdUuUKEbeqIhmtnvk20hzXB2MZffcXlaIsvjLn1uxZXXvrMcTWbIOVdGW4FDtdBgSjUBFcvvTmhKVbfsOFPeDK7qRiFDM7kTzAV6A17rtnxCf58ZY/3BZgAVbdKeK3xqCrcqBK9X4V76bVeFbc47y6fPAx2tzW7tfB92VLz2tRae7AFX7FWrIbcADY6QbGfvwgBn4zKEUSCoEEMgpmBOoWBGyxrVkJN+9hqarDH8LnjUbfJMNt6fmfarMdLS2fbF9nFmL54LVoPvFRqtwbdnn9jvfcnWAheommY0aaiNbcN4n3QT4LQJA+Gi5Y6ub3ukn8nWXhvo7iS29W2IL+yfqrrNST9y21neTaY/H7e/Wz86PWv9ajTY97t/Li3iwJGqeBG8ZvxRT0t28Z5GGkM7/7s921EmqZ/fLS3QbspaahxtfXbIXkO69bVobbZ0H7txSUPX6sU8C6DiubP7tHfJsfejG+ubsL+fWsX3BLSipj/0kr5m7rxWuZgCu8nowoaK6V+wt1RfcAX1edk5/C+e2+7sv1X18jbfJ+IRV40bbej9dtZCb2d7/sk7Gk+W3XN9bP6ZPHm+O/6fIOs6z7u8p33b37wfjIdsd0W6KwsN4d6e0yc/T8dCn9NNttDLI/xN43/Snz1SqVF57QAG2RoTvWxj36/vgeDc98Yy+FbiMBMkI48BWQNRInGMVBlYRYksxGKSXwhm3FtPK9QEebRWJBj/yBWpQq1XtBNaRSgt5croNloHcBc3ttYAKpEiiVWg1EjNtsvHVAlDRQ9KHStVzKghqwCxAwwktBQ6TqlUzE46mwG6sqChEuNKTEqVxfCTtRJzQIdAeRasL0UpIUAOkFI/hzUsNuNF0CLU1USUikIQdLKi0emckKJkDZRqueZrtSKoJQhSzBRfvA5CkNXkhQE0CTKpgSiqQKnUXNH7Ajkha/Sspk4rqhBEGMSNH8GcpHUNlCzE64wMgmSFKiQRQjSQhk5qaYNUqHpmKZFUzbCtfpaKwGOtFFH02mWK0GrxfMtVd/ymb03brx0FKbRdQkeu7pHAuucT+zZW9uj6C9rfI37BjBN7h3ADSRkv77ihThtdaOmRUk2+2p23PVFRNh7XnKO6u68L+nLRhEWubmCPzSm8P+8bzWhpUVu0mVzMoZ8DAG1zuWdY4aKtTS/Zr59CL+a5u6cLW+1nxx/38k57ntrnvEfrdZ4MzbkMLW3vjoF2YWZH7y6iML4nfWtTJ0ow+685ubDEmOYwF6pHS2hosrynNFFPe9FsPI0HB9MXPbiXVpjWplessLoKVRxYlwIyicvEwYqRu7xUXXYQMVQ/EizdjhoAp+shnrolBJdZpmJOiGq7IDS9yNeqRfxJdifciDn5NfsWr0gx55jVwHDaJWa8EiosFYkugwXxVDdOJ6q6z0kMdOQRTBbZ7PvYz5JgdEmiyUuWDtVlQez92uUGr6sRGprf91QzTCdFo1JjMvBPk30CSLT5CcENm9rIhq9v18ltLS09nGzrphaVrEk8Cv6799r++G/XJh80Canf3Y9OA13aWd7LcI3XG8hRne5sEeybROOF35/KAF0nrH3+LOKz0YBtfdSdCk2n7RLVjk7r5Z9fm4EWaUPbN02Cke2BHrDFtje3JmUjX/uvmnN0B5K8lHr20RGX87DJ9a03TYPbHMn2ebM1lY1uNVnwa3Pd5Mndeu71pBZlILjM1toQWqRMd0bpbiT9vTt6/Sev9v6dnWY3G5f8wsa3vXv7rLVkS1H3f/X2mhS60WZ/rtH8vsh2jqRFF/SR01vo8+Opu7f12DuYLoG0X+tLk8/72JuskOj16XDDu2z97Uu0a+/re8Z3xkVEn83J/o7Lvu2c5Bcv+ia60dpq89PSwoZNXmnPaJubSxvnhU7a50t3XZLdz96+ts2zkZx9f7//FUR5fjhBqhSuOOWEyMo5zlQt1Gz0cxqFcYzEYaAWJdfCQQLXcmQB7usbzmoI/CgwSGCIwnCtpEV5uaoViQ6QB+V8uOdclRwHqgSirqRaiXpD0Im03DE+nqmDUNLKOJ25fv5APAYWSYxUrnSGtTLfD8xx4g3XlBzJb42zTjeWtlvzSNFKXRZkzZxTRqdCCY+MGlhkoMgNb+fAa1mJpxPDHBhiZDi8R1yukEeo9cw6fUWNmbBkclFeh8mAnw/XSInE+YSkxCQTB4mkuRKkUh7vKacTR4E0TJRh4hwHdFZiXngHnHTgLJFDDKRDMpDdINQ1UyVTrzMlCOvjNRonDjJTK+TTBDlzahFdtRCKEtJzpF6xPl4x1wE9KhIzy1o5o+TzQL0/glTCswfOzwbunh/Q5cztLAwlcf9wxUkT63uzRWzPLyh6IMQHRll5nwMpfPee+wHpmCb71Q+y51NrhF5bfmP6plf3xNaWYsUF8y1ljzPKdq6k7oCam1NDHTXciW834rYQuxVDGbWD7nS2M9rOinYH2tPDtCiFFk5H89LLbnxgBmbhopAaXSQywq3NAbApP6ZXSRe6NnIh9DDo7u3fyPhGsHdkrsk02vIAJgQL67c5z3sy5u1Znr8LO6iC9DxyjrTs9TYcWdmUEidmSjQDe2/XUavNSyu+fl0ScIeBz10Xkmhz++2XLiaQ9vB0f4fU1ZWF0YQ1k6ap1bNxOgov1GDRFLkiy0JloYRHy507HQF3FlTQ3MLm1QTdcbA1XOzQiodbKwO1RigZqS3/vHmagxwo6oJBnGE4GXporWakTzaHtZqAz2Do0yBnt7MbYw+eRqQwYWG2FWUhRggEpKUKIKGMWGjb7Otgudu1WjFnKWrvitGUp9XFtWQFPzXuir0BHI9oitQ1QFFkyUjJSDSUexgCIQViHUllJI2VYVIkVCQkas5kOVNKYMFRB0tBEVY52nq6cCeetopqArN64WGrIxK9dsBMCDMSVkKJhNpSQxiDDhoQRqIeKSFT0gmlEtwZIRqRIIRQdhLvd117Z6qLcjKABKScrR5FcLIZokeXNEGjWARASEiY/DwlWpoSE8qs3drzS7pTzRUiQnFFqqUZS6CBUF14TSvEFYpYOmwEZTCherT9THbaLBbpEHS04yehI3MQ0OLouyYkeR5tbVkVcjJEPBnkTFBbA6tpYqirSkVqNPSqA1OQ5Eg1hbpudN3phcmDfubKaIb7YEbuGoM5w0q2CIdaLvqoktG4IgSLliBCmLAaMAXVFckPGME7mJjbHJjVjQEBW4tqQrxKseKSWTefUKfF0dJ7EYznxMXJsiPfgvZ3GVuS79YrLi6LYPENxcZRhBYZ0JLP2Fo345obpdxB0xSSHo7feLBbatURqaEhh1oqQHWHdS/CualOzrQ3HihG1xXZ+dy99kaPgsTROOzmwftUt7oW3Y/cDU/BPZfV6/yJz7v3tViEX5VC9/FKxQrXRVru+OZEw2uPbM4iUzhEPAdrGPzc2nxYygd7viHvVFZE1e2STTbQy3d4FBDs1JeWUuSiwKIZhDov67x/p3xI6DKMRZ6JG152ylt35tX9zH7vK6jybKmGBJ5eEyalfPER+uaKZ+8PXD8PPOQb7kvgprzj8HBPIBCnyGk5cffmniFecUy3SFTOUyGuyvD6jOoBTT8lp8Cb8ZEqC1Ffk1JmeC8yRGG5D4QVzsvnVmv1cAvpwCklW/fHBdaVG6k8e79ykoWHsJjBjmp77NXUA54QIUXbdwsrWit1ztQauP/DS3SMjIffE48PHI73TCnzuJ5ZzhPpyyPhbmL98cD551C/qJQvFckT6V0kjCN6lVC9R8cvyDow391Sc6Q8BuoklOdCPQjz+yNS4SoLYVbLXb5CrkdUI49lpmgmTnAzVCZGchgYdGXNC9yoVYJTGGtBskWu5bvCw29XEiM36YooShkfAKWEjIbA7ThSY2LmJaVm1rvKuih8/I74ohJfF8IjHFLgOETO14XzuFDPC3JeWHPktEbGmrgqg+Wbr4lHhc/LTDwIV58GhlqJbwqhJbn/U1fjh7uCyIii9QwUq9kUFMsLU1Ad/AwPIIZcp4ZLlq3t/nd+DicM/To4HVjsHU5TpFwZ3dDs/MeZWpNjg6dHMkHJgCotnQ0AyZxbqmypjzzlUQMieF0GbZFdjXNUL0jrDjapJkfa3Dg/CsWceV12wCIWQ3KSKPbe4hHoDLb/Q6HVrDF9xPWyeu/nIxjfaNEonoNeO1rVIyG6AbEhRjG6pVg9CjYa2otnV+M10qJPglOucsaiH65tzUNjL9Xk1b6Qi/H9HmUWPGoxYxXPZVuDYgxGY2M03+dSxIIgSY/Vs7IWY5VTYEkjrLZ82XlY0UwNj4hCqgJZYA5dRpJQCbJAjSwPg3H6oVoKOxcT80MkZ2G9WtBUic+uCJLQEtAMYU0MWdCs5JKJ00iaJrKYrzNWYawe8ZE95RwZohCHRBVFrh8tOiMnyML01hy/JZn83KElywg1oYcFDZlQHoilEJZrwnzNKpllWtGoaIQohRQWk8PfKTUl6q0XeK4mf8X5EamVKqPtz9EcOKW2LTkh6oYRVlLy7ToopLPVY2jyYcluF0jUvEB9h4qwji1CyQzt4WicM08WwVKmAZVAOkOoSh0ymirDYSCmCckrlEweAmUQaijknBFNBFXbYtmjtI+C1ERYkxlyngNaifcrDrP/k5d4Uc4qXi/NHePqMpWI1YAz3dyyyteeOqdFNkwEGoI5EFyHVgwdLiEhVOPwCrWBQLBo8aRO+0KhOSbM5uBOFQefGRBqIKinyNUVPArDY25dvwxosYjlhn6v0uTNpgu5vNHoY7WahciuyL3nw8cjiXsgerPbuINbXZfvUlP1TAn1nb/b5V7dIdmxaAXt8q3JmZvtxceiTTeOHl0iWBTz6vdGpzePxheq+mwYLS991CebfEfDaz3YnnWbiHBCWDyIywF2olQCtRdtbs5Z5wvqdhE5+cH5HlFestDov+kyCxb97nV39mYttEfotPo7Bj60Gg7VHeyBFoXgMhWWyaSlObasJw2oK2gvuGT03oB/OKrf00U7N7Ghrgizr5k5p7XXePOoSGk6xt7RsTnYt7odrlN4P1Un139ajSGch5v9cXPIQatP2OX0at5l6QXT3YHfIwjaLDb9aku5ZdfonxU/zx4hLgV6faWmIxjvNbupRUDYKfY9IdnObfVok1bk3HU/q8HoNjAsKkqkUuXSWdvOrNW9tXtEsssp7dw1t9jeCPjd15AK/+wv/shtXHj9q/+Wh/v3+Vf8a/6TfEZ68x5hecHHY+S9nx0YhveR4SXn02vuHr/i06v3+OT2p5zOn/Hq7q+Jy4GX5QOGNXF9umaKgff+USU9FKa/i1ACywcT74aZX33wW+7lzLPlz7jKN0ycGRUKv2CWH3P8amL448Tb54n7m7d8/PwdLz56x1Ju+X254h+czvzsza959foNf/2bW95+/Izf/vh94tuBl/86cRhnfvRf/YYQKusvX5LXlXcPv+SxPvC3P7rmFGf+qy9/zwenyh/ST3kXf8bvXr3l9foZ/+jhC/7sJDz7+TOGn//3HH75Fdf/+XPuP3jNq5/+Lcdy5EevXvImBP7X4YqbfMU/+uwlV5yoV79lGAZ+9vwvGdJA/sMr5tOJV7/+e8o884//4Y95/vyWv3l2zeth4MPPX3N995p/E2/45Xrko8PET29HboYJGWG+Xzl99cD9h5nyF8ryVeL+7l+QxjOfDL/m4XzF33/xC8pYePPTXxPjwuH1iubEuw/+O9Zw4PO/e8Oru4Xr4wNheMMfn828ngrzrz9Efnsgj3+k/tW/5/OP/oy3H/8ZP/py4V/84Z7P317xr794AR89EP4PXxFfXfPhv/2/IMs7yP+W2yP8sz//iGmI37nPfoATohnl7dKLz6GhV7Xfub9rr03I7u/2/S7PnHpbXyPOT9RtvXyD3dEMKM0T/U1XM6hcttFbv3jNN/Vju+froxOe9nMbqezetRu/Exn7QrfP973aEcguz8v+8/bjRs2OKtvGsOEtt/41GxC9T/v3G8O8fOF+ThoT281ER+Nu63rpwWe777uMwhcotHa7MTXzBrd3bn0zzzw7gMFOEOgpQdwQKc0Q5954wZ05Pq3SECvGXrUhxhtzbEarzqP2jNOFQtr8aY8m6Qjs2toxaazV55MumrGBALZZwITLhqTZPtd+szPjjgj08dbd6kozUmtHOfRAlurvERPeTL5QekJcF0slqEVCRBO1gwRK8Ny71dISWUqy4kvkc92ichrTbnPWDL3diLtDifi+aihsW6PaQNMbrelToNtYGtLxB6GF1YXgba+3oJJeA2O3Hvb2Rlc2IbnTsr3T7QKF4pEn/ea2X4KT0/1Z9eo2DZK33xz+ns0JK33MjWpbe+3dTvabwrUnM05XWtFNOy/KZaH6hsjcP9zG3bSURndgE0Z3dLnVPpHQ6Vijg92Q1Ba0hd5iRnYNstsnX+cufc761ErfHrpbM5oBvtOTS662jW//TENW7fnekzX+//fakbSvk8etD5fooaf7Wv/E5+0IbCsCezReQ8+175/i85+8Qnb3tMiZp57ufdeftrPryzfduoUVt94ql7Ujnr7G9+cFT/Rl2Z3jC07Xeai/8wkKuaGtG9Kqo6cv7tm18aRT/Yw8Qe3taYTyzfvmazuxbb8n0sbTf333JVAHR7YWKpVSK6WuqJrCKzUScyAEJTifDBpZSjQHrESKBqIoISlkodRgkRKYYU00WbpCdzqW1VL6BTJR1AqdBhBWpFpKGA2JwGq1f6Kn14gVohBCRMJg9SnWlaJO75oRBKwIpVTL0Y6wVkVLdYC7mGG7BGqplGrAFkGtZsICIgWZstdLUMSj+kzxLq7MG7rZAx8tT3uFWtw5JlYQvRahVEFCIEg0w2aOMBjNkVwJFMPPZHMoW854IdRgRVfPsM7CYgELZHdQNyRwSUqNShlXNEJIZtCJrGgthh6r7uTUSqGyAiUWqmRKrpQIWlrKhkANyfesoVKDmC4ck/Xr+1wXNBbdiaIO1Gk8Yhe9tW3hJjeV7fOnvHtPGp5GeHmtic5PLtq2vbyhR5sRZvddv1We0OFLHgB7OcC/aunqWl2g/TRckJbG12R7QUe17+h68/Q28iG7PnfQ0lMZe8f/+zhk+3onL2/02grjmvx1Oc2Xc9shXtuH2vq+G6Rs86NNJu80uKXn2Bs3dRvPvo/99w+gb8Hb09CNaG07SfvcaXqLlLcaEKGDEqQoQQylqDSDrTS/DjWYvyaUzZBs4/XaAngRUZ8DAQOUqFoKWMdV1KDd6LnBzVo/PSpD3RmtjcN5UWMx+b36XLadodJ0DTUaX11c9AgLDdUjFGArctqW1wEqBNtiazWnWQ0WIeXyuWXZ8f3ZUd1qtcqafKe4A19BBaur0c6ayZObTiVItEn1BCme8tR4RI0N+OApV10fkTb3ve6FnR9x8Jb4HFlXG6ihza8Qqxd6bWfMo72/Y4P1MdhRbWfiGwCP/rYOcHxCSzY6GXbPbvKXLYJsIIiuk3rE0d5e0BHnu3c0vudClTk2HCRJC0vcE4YGKW3vb31tvbPx97fuIjb14plLeUd2f11+53vwQkdSegql3oP9ODca2VJCd7DqJWPwN+3nRP3+/dgaHfO57v2rbCPaZEbZjfKy3Uu5s0ebNAfExe268cDvcbU+XDKT9o30Gf6unbuR7G+SV5se1D7bt6lsq3iplXIxX1as+XJY1u8W/dOe20f07P+/vWPPuz22o/OuwDYf3zJq2fdtO2ebzLHpx5s8sn1tpMloQ9eP0Cc8dP/+nX77tbWtF72VftNGE6XPc7uh9Zt+z8bj93O/j4Lcfy/951Im+36XrdpAQrhKKzKdmAZlGCKpHojzNalkApVxhUNeWWsiDc8Iw5E6RsiRKAOBgbIODJo4lEKikmswZ+dULEVbmggxglwBgSlFDgJMiVyEhzRwDgODTAxyhZbIvAYIA1M6UHUiMpJFeMeZx5iRMaATnA8rw8nPZFk5PVitNC2RQmWRRA6BQzgRQiakmTIoZxEe6kTMcD1XjqEyHQVi5Zyxem8hk4MyxcKoMKEcmLiW50wSWGKCEMlXSjoogw4MJXGOC+swEw6WVlHGQE1iLjyFEgMMgRRg0sJIZhAhcUeqC7O+41Eqaz4R7k+w3KDpQ9SjGUWFaTUeetBgGUyy6RbvauYsKw8J5kHIFGpZKaxkMaBKyJk1RBaOpPUAy0jME5NOhCWyvltJV5lxLshauw0y1sFknJkO0Pm26wekY2oFY4tv0IbywyP9TNJrApgJm/a3MNDCiLaog4aaL47YFXpxJVcGaqsdoLHL1YIasgDcGwlGXIK11VGzDRUqRvRbv50h2y2hv2sTBLbn98zIZIDtIDcVZ5NZWh/2xKkhq+y56sfa8ogrrWr9jqvTIxpEfXlCF/QaKFJdsVBpqCbPxaeZyhlLb2L5CPF88IZA2vLLNaFN27wEH4OHL1MdhUDt97YpsX96ft5GBBXUc1eq4YxcGI4etWDzp20OvuMK02D9zruwyWYgEzwiQA3RWkJLiW6O71nRUKixQlyRcfWsL0ekRsJi+fmrh/FKdDRAWG3V3JEc5WDhydxbH3SlRSOIVKQki2AYF2oyj7hQEB0J6zWGPgCkUDyHb6gBUYhnm886jSBCTIbI1TKYsS0uxJCpgyPDc4Qi4Egc22YmrFX30EvLTx8nttD3gK5+ViVguRjvASWoeem1JFvCBzFE+jhACIRBEUfvVBfQai5IXElRGdMVV/GaQCVpYRHLF71IYNGBQDF3SFCrDVGrGZhCATnZ8jGacuG1JAiN2WcbYkmojBTXwjQGNAU0Z1OspKJyNjSYiIVWRzGnxtnOaZH1e/Pf7mASJVQBjR5mX80WngzFhUZH1ldPPVUgBDSM7oxamh5ge6wbzY3W1TKa/2mwdBzqm84iyuzsili4e6tdoqIW2VOrRbdETyfg6MF+ZlO8ELmqGkJJxPNoe7RNI20NcLShHatnR4hIFCjFIhOCWtFSmjvI6W1DZwS1iB8Fshm+jKQpsdO64OO0vzVWSMFQg56CBA2WKiFYkVdbD0N9Gfon7QAvQtQCVSkeYi8cbTweBEZJHSRqdMr7kB8QVouOElOSgygttRLVHGrGS9rDvqLR1tUJMq3cRI3fX7nYro2PtfRJZkDZwplNUN4i/Trzach4L8i2FatrfMyRNjX2NbOWGxrIkTti6F11hbAZdrsc30OqoRVC16AXhvuGZhI3BO0V+q5I9bzHPm59oryIQLV8t0gbsyK6dkNOo2UNvSRaCXruskhXKpoMIJtqHzT1ddOGGFJBJWFp3faKniGMWl7zjn5yvtfrRrW6Ek3WaGnLusy0yQwgNgVBeZrGwubb1k7dKNyd2E1IqIb2sndustL3vVQD5/KcZR2Ij2ckZx7qO9bxHbpewcPI9Bi5OgeGMRKHwHQOpEchvrhCP7kir4H5LKSjcP1CyA8jd18cWavwUF4TSDwPV4Q4UfkAXZW7LyLkws3z33E1PlIc+RryW8J8h/IhOl2R0okYF9CZh7JQZWBME3J9RXjvOeXhjvvPf2f0IY7EOBAHQBM6H5AIx1uXecY7VoE8B8p8pCwDNVbOceEUMmksxOvK4dWB8fOB8OwBeXbPGjNzPLOcIqe7SsoLx7WQghKGAU0VroFkBVFrrpTXd6QK1+VIJHE/Tyw5cnxfSWNhfDeQ7gb0sJKPhXx3pswr4TzAfMWsM4+cmeSGq/Cc9V1m/uzMPKy8e1aIoizhjkTkUAfbGkeljoW7l1+iqfKe3jCtQkhvqcwc3rwgLiOn9S1rOXFXJt6kieFwJg13PIYDJ664DjO3zGgNZL2lcIacOUS4GQRCtGi6kilrouTvSPTaaKNHWBqtrEZr1ZH9Ckagp41eikVzWp2lR+crDUnlxgA12a0hKM3tpRbFpptxQzljxs3oCH//qdHQhw013Ghl9VoU+Nn0FEVmpN5FjykmbzrNNAi9n/J2hsM2P9IUF6SDVfq4Y0BjhKpb1GoQ0ILmZTvnbvg1i+xk7UVHq7LsdAyTtVUDhAUVK0yMRpufolY/LDTpIICcIdwDI9QrLhxD6kYSN4j3ukPB6jjZejhiVJKrP7sI+UZ7SzB5TFfM4bHRO2N0vh47YEV3kj+1w3zLJQKMlnaghAOVSDwlKz79sDDUlXw1UaaBqmdCXSBZVIPUAONAWCrhlIlaGHWlDgmGK2oUludNaw2EogxvPGJtHGGEeJiQoNRToeSMHqy2whRXBsWUk1rJZSWfYB2U8wRjraRcsBpvY5fdVIWSByqVpVqdjpghqjKklZDUDDkIKQkhQE2zRUJnQR4CRROrDpa7f3yAQRlHpSyJcrL8/kUUoqBT9P2RCCsc3pnuXdNgW09sx62PBRWr87YheCNyVHSEtVowzbgGRqBmYdHAoDC2iAAezUBRRkIU4iEQRIleR6UM5rw0vUos5VUVSlipqRB0MH5dEnWNrOmRnM4kORLrQKIiSVx3gazCohFZC+mUiTmQFs/zPgMhIMP0nVglrYaOTsHqsHWUuNdlQyLKSIt+Fhk9EskjM1GveeBebKI5m0QtnSwtQqnSKogHOfiOuPIzf8Sc4XbWIiuXSGpPV6N2vkSzyU7SHJaTt7WAPtCcWq6AmVpQLYIpYGh70eISzwH1yApx/dNo3EqPcqcZV73WhVVM6W6aIFbr0spbRUfvi9XrwetVYKkMweNJtBmhmywJrXA7HnWCCFWaMmN3Ft2n8i2onhARYjhgicE8e4SejZ41ZH5PzbnVCWgZPEwki4gOKCu1p27CHW/B5eyMRRg02dt3QI2+TJdAy2+6Sp/fdl+LDHC+pc0Ol1EpVrTd3abtLlN3toTIqtX7dQka0haVzyYjm5y8zbfpGL6NPGWceg1Q5YhowqKAbI1tzZLvOdNX7PzPNh+tfoM2YGVbZAfOdf1mA0y1qHqRFnHS+rqzEdF4YoW62Dq2era0X8X32uDtOu8TbL7Vxmfg1kiv6STRz7367a3uQpuYLSW6eF0lUdOtgu9PVdvrZoupoC0SyXhjd0u39JHqK6jer10ftWWYCU1GsfHUrrM11+73SNC/u2pNvPnqLyiiXN3+nmfv/x0///CWq6ufMjz8iHj3gnL+I7q84vnDwoePv+Xdy3/A1Yf/NePhLa+vv6SkKz5efsG9JL58c+S9XPjo3WtWyfx6GplHYf7pGw4y8M/nn3CdD7x88x5Dnfn04zdcH1by8AFfzUfe6cCZmV+MV3wqH3KX4VePwss3L3g5K89eDDx7f+LdEPm/P7vn+dWJn70XKB+f0b/4JeHLwPMfB9b7kX/9Nx/CIfDjf7SSpsx9eoHkwP9p/SM365nf3Rx5+2zi9dvCm7Pwl6fAJ7Nw/Eli+ihyfnfPr3/1hrqc+fjDzIvriRf1FglfEK7+N57re/xF+S95O0z8+w9vWEeQHyWeMRFf3RCD8PrTd8zDIy8//pQxD8y5MNfM/euFU6nM0zXrixt+sT7wj8o77jLcCxzffsHt4+f84fp9fv/iU4a7P3D8f/0109Vfkj76v1IORx5YiRX+cnnFEJRbTawa+Ps1M6+Ff7v+W2oofPYPPmCtI+dXZ27OC3J4IE4rKbxDBO7/+HNeffVfcPPqmg+/uuFGTX6Ob75k+Pu/4fp14MPTwEN84LeHvyccBo78JVWVv/n8TPoaQO/r1w+IhIBLgrk31LdD3/6l/XPpLEAu7rJb90YKvSAgl+3sVfmv9+jCMPNNl+y/u+zfpdB7Ga/w9TddttD7/Sd7ppd/Xozi6fiezG03/HzLUGjEKjwZom6o5vaOhsbcT//TLj3ti8rOKLO/2QljFza2+40o78d2OW92fQ/DScvRKe2XdIOMMVJvUb1PjSgXTDFAafnbNagXQPYoAXUFrKVGwp9tzDs4mk7cM604qn+bAWNM3qfgCqZ/ZsZpaKGqloJkU1R3/pzdu22MtUVrtPnt4a7NsOaGK5pRtvcI7QYpc3ft0SX2f/9d3TjnCm6fP1VDPvncmvGvGTaxCId2TnZIIysYbZ5WE8BaiGYzxjVltS3h5Sa0VzdDwSautnRZbUftwhF6LcvN6NhQ2TZnOxi8r+N3E8OLTl3QC3938Lb39Ga39a3TeyMwbEbXbf37frZPfK539+v+Pdueb3TB7NJt77bz3e5tBpoNYUErZNfPt/S27H8Xk2n0A2hRKhdzJzgivSlM7ezV3XT42dU2D01A3OZra88RejY5XKDWLyKm2nlu/ceFsPb+3Z7qZ6XNDf2Zts0v1tidvz3Cahc11fbbxXwJtLzsuqML23r+0MvG3OegN7Nb2z4t+/n4erTfNyO16Pvv68j7p+i33f5u8/u1cfkctdUW+fq67u/dqMZFX1qzF3LKk+1ue2Jbx/6qDt/8E3y2R6Dtzup+7zzZ0/TxNz75dEz7mXNappsz/2v9v5AL9PIreXrvfpxP+tZv3aGkvmENf8gVSyTkBOtkDujwgA7uNKpmJIhRLN+2WJF6SiQoDAhEyGMlDJjDNwoMrrjmilBItRDFTMTNrIBY/QWdgjlKJRIWJawZ1dXSrMWCJrXc5iVu6c0E07ejR0nEggxYPnVfV5GmaBtwIba/ZjUDVvSsXrguHCySQNSy3AVVJEIZFZmqGb68kLAUo6tlcF/vYPMQFLQIMUdiVcIqhrrOghTn4qHCYAa6SqUWhdVSFVKaAm/GsoL5b0sVajVATwgWXaFVvRCo0UFNYv7VYCnvJFdCDqSg1KRE1PqkGHgi2z6SUS1tTbPXhADBDJA1WMRRqBYFM2iAEqhr9HT+Iz210J+6WkRVQxg7f0Z1E+Ear+o0XtgiOAs9j1o7h/1I7FWWPQMOTz7bOWF7H2SjW7qn/zue2I+Yn8eLs7rnnztacfE9WzvSvmB7Zze+b593vrM/x328exqyu6fx+PZOj1jqXWHj0Rt92hMcHIXMN15dr2nGzNYHgY68bDJb49v7FK7dYvik33sZZZ+TnXQxBvYAsx8aZdj2tNecuQxws/4aQL/SACe91laPPPGxVyFkB7Yku9/B/Rs9Dlhq1hpopYZ7qq/QgF3mULIMKupAJvEA4yZjB+fpTeZSy0YJJu9psAhqbWKAgVvEDXa250w2DxJ3CHr7vFJ7oLR4n8EBRs2IJUKPABYcXOj8q0dgexrPqLY8q693a6fJVkWherRIcxr2yWs02+Uy6TvD2WeTh+0+y97ZirU2juLGuVp7rQzA5tnPlaVuxnS96s5pl3nU36EtWmN33L/92vi0GVJ358plNPurInt9Yevhk3baznz69ieyTdOb9/TK94o8feyi4QbsAgNWbIWFYSfDPBVOFNdd9xLM1tttv35Tn9tPiwpSnkayKnIhOrVIjybDSn+r7cFeV1JDF4n3NoF9z8w4Tm+nmbdbFMwm53o9xAYY2dFTu/8bgKWEy3XstpU979msXvKkbxs5/dP09/Kydi9156fz3HZ1A/c2fXjHli7evn9234n93082Ut8a+rU7t/tr/1ebeQjO3poc0L5rMoKyP0J7cq27Pgri913O89aTHW+Vp/1/wqt3c7WNob259t4/bePr+tXXZ6H1W3Ztdd11B5Le20e2uWrXVpv1cgfvX7Lb0/shdL2k7c9t/E9Jw7ddSuCxPjcedviCeMgo16TlOWMZSJod25AYcmWaC4FIOSaWENFFKDkycCBWKEuhloXIvZVLL0eyjpyuLIV1yQOpJK7kGhio6x2zrKxVKVJ5VxfOeuI+ZB5R5jySlwEWSKtQs5CbM6vxtyRIUobTzDgLU1XEQYtahaKBQORKnjOEyHPecE3m9xRWZmrIECtTEm5qJEwBjoHlPrDkyIHA9WBgGVkHQoikAWIpjPWRJFCurqkjDGMgVKiykEVYU2QdRuZ0Q9WB03pPrSuPKAsKsZIGYZwjw3nkURcKK7XMwANLueVtFp6VyHMSgcBMRmtBZiGthUO4YxQY50CIcAwRGSqn8ZF1WgjpJYMGyr0w52AYt1Ah+J4LR2J4TsiCnFaIQo0HAwOPJzQOSEmEUIhpIcTANEzEKpzOyVKRfsf1vZ0QDeWjnud1HyInO8aO12/oNhzdH63GRBuBbEeoeXfbnW481i3qYguIg06QdEs7077fBJ69EQ/MAJ1p3tuGwGye5KcQiIYY7egfbYe4SYWet9CNaCbruLdSHCWwF3IkEKQxY0dvtdQsjVs0z6V7MvtomwK3Ezx8Gu1vNWSo9Bx2suMx/mxjAs2B4ASqp+Aobd2ag8Hy3DVBwwRMMBSX53DsL2kC9Fbjwroqfq9HvvTcujuP9J+4qlhOxlqqNTceIUREH5CiBthWtvzBoVju/xwpOSKaCWR0rOhBzHKwHFGfq714UCUiEohyA1LQ6QyyuhAdLU9sHekoD3UBf3BlakhIhCBG0NAZ6gmVEcIRqWYMUFFqKGgU6hB8Py2GhGnlQqMx5KCD1dIu0XXhFcsjPCCaUH1A9RFNCZLl6EdASiGsZ19bgVDRlG3cJViRvHJr+3B8BFmteKUa07G9M3u69WxKT8wQIOjBkHZRqFEo4UyWxdBB60gpiq5Wa8SA40qpVr9A8tHWM7niOSeo6vlOsT0iAbyATmj7MFdqXi2EPJr4F4KhgTWuaD1S6xUiC8I9ooHAAa1KKVbsL1B2aOVvvxTQ3IQVFybbEcUQ80pBKYZwkdiL/AmZUFtufQzhU41GWRSKGjpRIDQEZ/Xw8lZlNTe00g2EEWSGVNAiFglTLc+rVrHUoA397hECLdpJmvKlBSkPRiOC52L2+hyEs9FrmYBofamY4iiKpBVCy7s5eNu+b6udZRHPVS0n2zuLGX2kmJClydCiRj+DvZvg7VbnFxVarv5o6V6aEU9DsogIjbTCyKjxCtPLxepIoNSWT7o5s9a50z8bv6W5kuyJoSWgMvm7DUlkdGoyviDR+tNpabYwqaCGhtaI5NH3jSP2eq2d73k1hC2YIdAjMlpKD+NnO4VcndddIOQbXcKcfbITrVvkgDZBdq/0686G33jDDiG1N4rvndiO6O2G8e6k2SkB3qzskLUtklB72Fqbb3cMt6K3AZqhSr1op9bq/iHroxKNR4sntJDojsymY7QIEnyfqu+bxjuDf75TBLXQC70HNx43RkNbB5ct1PkOagYqV6g2PiubbNEQSGHDCXbVxZFl2uhMT3vmURmyraP0vSDbmnUF4/tdocJ7d5UxVh70hoXI4VpJw5F0OhDWEX1+h06PxHVkXEdWHTnXCUrm+FXm8Gzl5uMZlcBdjcgAh0+umebK9GohkDk8vkYClBjRQUifJjQJjz++geMV+asD+hg4vnnH+O5MGd9QpnfMh8AyCtfvnnF1f0WodwR5w+Mp8+ZuYSozL68tAmB+fkLXG8qrT5EaSOkRZOF09wpK5fjiOUii/lbJs3L+J4+UZyvHeeA6J+6icpoyV2RLKzVZGhC9UvRFJmhlfFWIquhyw3JIPHxiyMq0HpAKh3m0KMU3z5EMZT1TtDIVIQZF1pkyVNYfn8iSWb9K1DeRaYFpHZAxolfAM0GeCcty5nwqDClyeDYyDImr6WjveExEqRyGO8oQuL9+Rh2E47kQciF+NcMaSeMVejygt5k8rsSHCZmvuH49Ek+V/FcD5eWVsZbXC0EmzsMt3Cj6wRvCWhgeM+mUOLweyHPiYT0AQsrX34kWbvUZcDlXdMLoikf2gtMy9fM6oQwu9w4QbB17/QKNUC1iVFt1cz1ZO57GUcI1Rlu81lJZnZ8aEtWOojjfWUxeyg3FHFzUb2hho3WdijWa0AyowU2lPX2D8/LV6hxodIN6lI0H113KBFEgG+CjenvB6UJR0IBwNEW50bjYxuu0J3g9pJZWvDnPtbiOcrb5b7JBmLBiTy2neKMrFrlr9SjKzl4hSKNfrfB29MgPdb5abV0tKL6ALG7srNt8uWXXfA4CXFnfwwTMiD6yRa5FJEyY4+8RCGi93vbM97jEc9snuUbCwDrcUcKMTAnRkRATIoEaA7NaFGVcF6quFD0bulmOZh7SEclCfKPIUMi3CxogNZDQs8l5qumE8T5AUerzgj7LRCwlaSmFXArDNJAOiShKlJUhR45roohQUjT9Jhn/V8mQlXq/QhDG5xGhItlq4q3Oa8KslvpgqNTke6cExlGQQVg0k7EUcxo8MgBBRkhJKSrMNTCocqWFWr0UHsp6O6OaKesDaCDFl4SQmEbb23VKaFDqq0I9KWmOhCyMFAYqmgdyjjAoaVSiBmQJEAdUDpaub6pIyITl0crXhWTFTe/PqAjpxTWEQD6vaFVCXEAK0fPd17Ky5ogskbHeEKYK44LGgqZiOsMAw2lguD9StVC8dkUZ7qnRNdkqzOvwnbKbhFOjCn4ePSLI5ePav/QISrTrIEEaanxwHWIxeUAEkUDQJkv70XRHqLSI9kZu8AhOL+qtYpnmpck0fn6bfGM292oOZD2grBS5N+mxpcnF0fG6FdC1aICVqkqrmRCCOYAcEeC0fhehqqvRF9fnKiPKRFWr16aeo9/qZ7isXPa5+jfQW5M5LbK8esSBUnSitjoDAq1GJmCRCBg4oIluIoEgln2ijbl4RGyrQbLRmCZ/ja7rmH5ic690+1ZfJNgb5VstBkQd9U7XWajiM+38pHw3XYuad3+ZftEl/57aF5Obtfr7zSZVqa6jBrrOhNcUQp1Xus7CJns2+4hI9rc2u4DNj1vnCN3G1vZdAR6d55icr+4MbbVGm81K9ODzZPc3+6IBGrXLtVJbndOJVmPWouJnW4sGLIXOp7QBIDtozXU0bdFCbd6Kr6IDJ6VFvTxY24xAcluEzYM2oIQ70bsM73toqy2x28ddv6iIntsf9v+GBNlH8ChoqxnZwIvV+LB4WmxtQNpW04qmQ3Q3Lhuw0fe47FORffeVZeCXh79CxxvCj8/I9Rcs/+F/R/3yR9x+/C+5uv0PHMqRkYnr8B5JD7w+Rv76/V9y9Zlw+/dHCDPjuDLqA6F+jlyfKL94DeU9jq/+z8h0zfmjkSqZzx9/x3V54GcvRmoJ/KtfBr58LFwdPmMYKvfDA0t8Rlke+X2emcufMdZPuUqF50Pljzzyq/mOP9MD/2O44Q7lNwzkrzI/+Z9mjneZD/7+RB0m0s+PzIcDd+fnhOU5/3v9B9wGeHjx7znHr3j43f+X+4evSLfvuHn5grhESn7G/LySo5KHDyjTc36WP+Mn+bf85/nA7++PPL/6hB+/OHLKj/z64Tecr57x7Ke3BFFuz4FRF969/HdoHFn4mPN84Dd/eMb5JDykvyenE/EFpIPwj8NbfsyJd7/5KQ+/+4i37/2BL198gdxcM733Eb9/9ZJ/83c3/NWHL/in/90/4d258p++/A23j5VffJEZ10cOL34DGnn4Tz8hjBN/8fEV9Srwm08fOB9mPixXSH7J6d3A/TpTx5XhUHhY3udcbrj66MfcfPwhh/m33J9/x2F6zjK8x+lHX3L3cqYOcLgyoMZPTsJ0BR98WpnDM/5+/gcsOnznPvuBkRBfv/r5ovn+ulUDOqn+mq8edoRmQ8BurV284xLK0pX49m+5vPlJG3/i91ME5Z+8V77hFu3fXXid+XqbT99wiSzWiztbHkTZfXbZ1jfNwdN5/VOFQL55bjvB1C1nXUPZXN7fzVdYCGZDMbnV5wJ5vr//m+S6r++Gr1+62cCk/c8VIhWPDbYfdfRNy9knXWm0l2szHHkbG5jA11esR1Z4Wx1Ir26o3Bmq3KmyFTsNEDx6QhSIzshWy4/aUVbNgLQbTisC+GRyGnJHinSUU0eo96sp8BcTZANWd7BtkEO0C7aVXrSQuslbT0MzegFxzJO5/877XBUT6NUSVotGqlZPldaQDY4u09AjGrqg0I0Q7vF3FFZHpKvtoNqUWZqst6HzuyvU58LSFnlHq33eTud3Gk6eXp026W7sLnDthD/aWZHWz9zva4bFvnf6Pm77Rfvj27lpc9wWYPtO27nqham+fkmfpzbfsKWHkSd3svVpg9Lt5rTd2+CEbHPNThB3AccQL0onDXL5Rht6O4th+7BF9vQoBLbf7uDstO5iXhyJ1dJq7AqESr+3rcs2tVuERuqUqAlnHb/UEJ5tDN1os3O+6m4N+6T/0I3WJmb/546PPD36/YNOrXc8adcF2f+x+7ohD9t7vsbqNjp+4fj/FoK979+uV3SkTu/v19v5xtly9PO32gM20r1x4KeCwb7v+uTZ/RoDRhu3NbWHmkD/TTyzPb/fO7BJOk/PlM9nmwZ92p7/fsIn+tJeTMY2OZfn8LsvAWIuDLUQI8QoxDSig5KWgVgidbCiyxKCGX1LRJYEQQnL2vw+ZJQZqw00TImgBYbFDK55saKyaURSIF5FdIQ8DNSgINHQ+URXlJUQMxoTJUVqiAgjopFQFSkVFgufjzEgoRKdP5TqCrlYmpBa3XnuaRxiDWix2g2lgmggqhswpKKxokO1FE/VCxe7TBGq1XrQkKgxklM1VbSE7hSTGkhlNJtTWU1sUMebGqOkDgVSpoZAcXh2iKCDWqrCQQlJKEWpIVO9wHAQ6SniNGK54NOKxGg4vgpyDoS1whkDTMQBCYrKyRRhDYgm4grDXB2HE0mlmJMfocYBUrb0lbWYXTwY+NvYmvqWlu3I/MmrXv5u/OcCFdy+9738JMKwGX22NBztPMrFfduubjxqx1cu5JZ2Hhvtd0O5OxTlKc9p8tWOjnQU5NPIgs5f262tP/uPt2ekO2vb/c1Ywk4MaH/7eDtCX9kiD54uxEYNN6fxEzm9j79FGPjvHcLWUMHNAbHrS2urpX9kN99SuxP/Yi76sG0PtxQ0Joc+WU/YjW03/z+EpdZW8yE4uKdSpRBln5d/k1G1z9XWYcV0ipIgqBJXG3ND9ZlNSrbug0WQVaVl0QtRnAZhcnGtlvYyuSGNSnCwGliaS+lj3vrTDIOhAdSaDy/IZtDzcalcQvICEFrUgAT3+9mNAoQgFqSxWzDp+7miYZP1kGq1M0K1DL8BSwcaXNeQrd9tRatHc0E1ZGrdeKs8SWfSQBKq0SIeqq2BOa7EtlxRC3BBfEzQDf3qEXu1GkBmlxJSHEXfyswUd+7XgI0RL868O6V/+roQMLg4u3uy1PSY3Z0Nqrn/fXHDztm2SZbCJq+Gi2/3htYNYLI7TxfkwfQGA25mtIMshe3mS6in6dbN5NxuVRfPLmlG+9VJzB7w2GWgpyLaBYHs8tT2Qd3920nDjubr7ruL4TY62bak7O9oT+1iIxpJ7T20iIyN/m30u0XYXM5bu9flRdkDRvuEsO2I9vEPIWzb+1u/pHGkti69p7X3d1uLp7PU5mK/x76tP208buAHLnitnXgu6P/Fexp4RnbPNkM6nTR3va2t075fO5vGnrkobHaS/RnYrXuj7Jf7aluZSzm62VC2Zy85rXPoyw3JPrLjya27NmrrMPs51W30XKzLN8zkxRgxWna5fPvopd1cfecaX16KlbHPBIpMKFfEeSQ8RLSekfjWJPicUA2sHChloa4PzOsV9+sz4liZoqX7nspCZGEZTha9GyIiI0N9QWDhtP4azQvXw0AQYV0j8ylyHE5IWtFyR6mFVWEO1q8aIkRFgtU0WM8nJASuQmbxdODDGa6/DEyPQlgKxMx4ldGpEEok5IFjjRyD8FBvKbEw6MixBiQJebR0h6tCHhMlCEtMLDGw1pEizzzQbkWCcAjPWIBzfc2CEoaVQZTDGki1kmW2E1omKFfoOVFPSj5EsiaSRGKKBC2EuqJFKWtgroGHINyEgXM8MjNR1oTKRLy6gjqTuSPXAusC5YQOb6AO1GUxoN6hoFcFwoAoTBoJNXCqkVWTpWjXinIAjoQYSakS55mw3iNhoialJoEXIzkmHkeYZuH6JByCMFzDKoEsV6w6fuc++/5OiO6GN++odo+5djZDjxMVE9q0EUPBwgA9PzVggm7ZCIsEaPkVm/LfBXJHRXaP5wPScot25aMRhoDlSSuY8uXCTPu+1THo+VwacbTxSDfAPvFiOkESBhfiHKm6n6L2DoVWwNCeagyhCXQ+vObl9LYvDQu6KSt+UzOma8851xSFFl0BQSJVBI07xBmGNjEC6IjlHh7rqVqir5NA9yT7GpiSZvPTwoxVLYVCQ3GAOAp3N2dNcpHF+9aI9ql9+aevfGXzNhiiTXTxdLMBOBC9WFqNAxoiGhaUBSQgwfaEhMnkmtkWReJCM1pSgbkJbglUqasjvYbJhObZcslrnCEWNFzRWL+gxJKQklDOoLN5qR3FG7hCtSBi9RfU92JwxU+CHc5Qp938W95pW5gBK64X0AKhGKqKWK12RRVgICwTep7QWKjhZAREbB+HWNGqyGIOmjA4epuGGrZxGzoCajLksQ5qwnlOaBG02D6r7qRZZsuxWstKqTORlUEyRQprWCjV/DdWdKg6cHEBFcJiSm/1FFatvospCwWpK5Y7+ogQCVHQaEhmAxVWqp7NCVWukJoJ+RWeNcLaiPcua5glpearJ4LYd13t7LQz7nmO89BeYttcVgiLFe6rAVipsoIXb5UqpgsZ+fMjsQ+F9tBAaYgkDA1fA5QzlDNh8HlKRjtCEaREU073tVJq8fPR0k8oujYGIE6bM4awf7TPgufvFNsDlgrMIz1ECVjUTcvVreUE5QQhosHyftKjm2yAoaFgei0Fy2Fdw+p/u9OqLPRoNAyZBhmGg52N6FEYWhALTnSbRLEIJ43WL02WUkYVXR1RFRu2yepJVHcctMg52aGiYCfA6oGGXm/pxCQUY94h2aZWQ5FKTq7Ynn34LujqGf0u2nZxdSa3Ibpcodcu9ONyafB/mnNyi26o0BFTTx28ja+09fBPm6HDlTVt0YPdSeECqwgtp7rg9ZiqOp3dC8NNAMfRyWJ2JpqhQzvP9Cqhfd8YsNjy0UqNWHSP2ny70N4iDLrhSBy16zmLzZgGPXpJWgRPM0o5ymmDKtJlDMUd2JsjrBmh1VFOotGi6fpzm0Bvw9bebE9bF/B1bEvhPLboXiuxsyyKYHNqKSZaTYj2dNrWa69M6Q/cbVpZlndIEOJHDxyOA0Vv0XrDMD0wDGfikIhyy8PzK95eTdy8m/jg7ZH1ITO/PcObgC5HynVl/mAlxYFpeEGQM4f3XlHXhbu3M1rg8FJJVwPy4TUaBx7/vsJ9ZZweiHFFnh/Jtzfgxc1IlZoqy0G5v5lJqoxlIp5G3luPhClRn63o+Uj6YqIA6/gFNQhLiISkTLfXhAJ5sJxDz346ITmw3EXK3crpWSRMQqxnbuqJOgbujgFdR/TuSMzCcBbC20x8WKgpsL5M6KSkxwWLyIoUEfIYiFG4vs6EAqufj/p4pqpyrTekknj3mFmCWN7x5wkJFtkoaUXTypgqQ1DWcWCJE7pMzHfXhENhOCzIVOCDEyWunIYHSkks747oEtEvb62w9XgACZQ7oQY/q4eZcC/IrGid0UEJryJJB8JXhfGrleV5ZX4/EtZK/JUQNJGIjEW4HjI5ZurxAQ0FwgNfNzQ82WOO8JRq0Y/Uk9GT9AyL7mvn+wFD5Vu9K5Vs9EZWbyhYBKAYPzUyo0bP6uSHx2XOsPjf/ms0pKtqpeXAphfWrl3u1VAhBJRkzjBd6dF5NW+sTQIq43b0gG5oq87LY7GC65Zzxwx4gsuYzQgudrYb3wxiNCs8KQ5dwo5sB+dN0B0GOTmt8kjDakjlHlEpB5CRLZpkdTtmkwFGUItKVJJ/P9t6yAw6oHqwcTnaGT3b3xVUBQmttobrFnX1cUWEYNEmNfqamh7S6ZlHUqq6/Nvxtbbu1rc2vu8ka7ZdVByoLOToNahKhpJRLzpsAaWKpEIYzMFIjcQSGfKAMlDigE6FfHs2J9hiey6UwdmRC3WlQBDWmwBBGGarKZU0QUnkWiha0RyRJRBIBInktbIuFZFCkDMSI1NK1FWpD2awT6Ov7+2jIbfzAZVAfTbZ/l0XqIoEc4YGKRZxnQIhCmVZWU6FcgSmQF0VXZVYI6mOhBC7o0TLiiRhOXjdieWtAaDqBDoQlqOdk9tska11sLl+tL0f1KId5HpBx0xdDmgeCPVALIkQF3RcCZqRYXWQ2Gjp45aVGmE52l5cF5flktVVWM6Wmi3kZHjlEgmhEoeZIBmmbOdOTbfJdaGumRCV2EiDO7U0mj2iBDPoF16CZEJ5sO15jF+Tnp5ehYM5mB1dHILJKEVWKpYFASCo1XoQTXb2JXc5QWR2eSruVGWP7pQmu1RqbUpDcYm01VwsLqMYql31BnSgsphMjtGNVl8quPyOCBoc2d/EFfWorZbxwQmcdoNy9j6fjYbKaLpNz1Vv9SeCNpT1AZWDn1l39nEGUWIzjmuTYz2a2mvUWF1Lty1QMbuBUHWyd2s0HUhaDYgTsKKMqCRLO6he6UHV18fsFbXxFJNiMccTbKlls/XFIz7U9TLRjEVhuDFaEiLJZDRVRAaQwechdie9xTsY8r7VPUBM1wrNWVudRn0bTQtGHy2xJW4z2jlJWuRer+8g/T+zdTcbF7RU0MHBV1aDVVFt9fpafdHB9oS2PeH/l5YF5WR6mFo/emyEBNC0Of7A+EpTQdT3mTZ7XIJw7fusjc8iUKpnQdnG5ZEC2lwvqbehXp80SOjisf0yXmi2tB3b9qwTDXSqLP657QFoteFavY1mC9zrTK63tZpV2nQga4na7Ix1x/+bbgf4PqNHDia7TxbfO2l7hur2IWi2UGkRj7Tl3fSCIM1C5VVAWrRT6+P3vepMvfuXFCJfrkfOw3t88O4/ch3+DYfj3/Hs+SvWzwqPvz1zkpHP5Zb4my/4Z7/5Fb/+4M/561/8hGNaeTlOHB4G/uKzmVru+fVnZ4u0K/+R9PiSH//rf0LNhV99+RUz9/zyp++TxpFnz1/w3njDzz/8A8+O7/ibz37Fl/cnfv7z/5oPP/6H/CcSv+IVxy/fcv3FG3j3hvf/+CXnwzX/y+373KrwiwLL48CrtzcsdeGr28J8O/Dlj0YIB25/+5LxofCffv//JJUHwo9/Qbh6j39+9eccPnyJjj+myvv8u/f+wO+u33FYf8pUPuZu/CXvhn9HXv+C18v/EXnv3/PTH/3PfCgv+HN+yu8fjvztwyesdWZ9+wXpCp79dCTME/N/GCjzyHA1MSn847svmOaVu/qMZXjB/BANLLU88Ou8UIbPqR+/4rMfB/7644l3jyPnN7fEcM2/+OTIy/EVb//wb6l8wKfX/yVyeMfvD/+RVF5x+/hbBj3w7OZT5mPlX336hseUuP6bf8bweOD9tDJxx/WrzPW58mb9CefDxHS9cDxk7l99xtu3n/Oz9Qt+un5BSislrQwvlOcf/xfcD4/89eEN7y/C+19dsdaBXw6BWSvnNw+UdfnObfYDIiH2lmXToM3Qo/3riy3e/9jubwaV7ekudnbm19+jTXjfv3svIDS/8l7Jf2oB3xwM3+wN/rZPtvfs79gwJrobw9MxP2n1ayjZSnPdyP6+i3d+nVh8XUDaDEAtnLIxoW7UVL/P0aV75Ia9oeWLl900797d0WD7vu3QwK14pm4uqafjUdkV6BQ2x8e3XdUdUcGfKe2dbkzy7m5BNN6v9u8QDcXZp7I4cZcNRCbb/CF46Lg6AxFTLqtaKGvLd9uteNiYL+BQbpSiCVWubDZkfIts8PA/65vn0m5CTwvt7MUU28uCM1T8PszJ5eHXSAtT1A0w2AZf8HREDbXUakZ4m/v8y30+22+xtXABEEz4qhVyqYRcLM1NzJT+Hy5u6rYe4vPQBOuwR/VAT8ezQxIoodtFpSMoLK2X1GT9qiB1NeGsWni4Ga+bwdXHuUMZfdfVHmvTt51y/6Odj2goM/X+6fY0/Tx1x+z+2z1NeXI/rrRrcxq28E9XDDwEuQlXux57F33+msFCxOe60UIXNrsg2y6be90bTXv/QqcnzblrT5iQtc9FvaeJWwTbHtG078d+stsb/Zk23t3YNvTSlg+4z2UjD3u60qa9jcn/1ot+WSfMqB/caOKPtzPkZ0E6/TQH03ZupQt6yvegbd967Wn/tj92nPEbn9j2QhOUn/Ke7e4n1Lm/q6HpNvRY27s++AsnOVw4SHY9kafr+jVZoCF12rlUt1HJ1m/gwmilO9oEnUbYh7vJ6Y9v8/E1tkxTZNrh3t3REZ1y0YZ133kSWxj203eottZ3OL/d8ezOnb3QILtXdkf9/r7GsLa90frfFaQfcFUyBQgpwFgJi4ErbEyFoIFUI8RImQQ5COms1MV5hQbCmpBcjMdJoDIQQrbMbii5qgPczRAgSSAI4VHQt0J8XohTtlRqYUSWFUuNgKUxCorGbAZ9tXpDY4loiWacyQkeJ6PB48nstJgTPYwJqWLRFBJIx0isgfVtgkWoB0GTVyAIhRKEEoyfao6EBUuv6LVGq0AZzBEui/UteNFTS8UFDGqKopNEPE96ECFqgBypRIJEGCKkjETtaOog9qKKEEKgBunlLkXUxnnIaCyUoVLWit4XdBV0TmgWNEU0BWq2yA/NEc0BzQLZY1eDorPCWwiP1s+gWOqgWZAHcx4yOf0OIKEyhEwNK0VObKGgf+Laox27VaDR8rDt2UZjOm1o7bbfLvfsZdPO29rn7UzuHZtsdMtlQq1+Itt52hOEnoJpP4Y9Hd4RGGnfsevT7ru2Abr8tX+PbP3aRzJ0mqMbGn5Pj9pc9nftCOE+au5iXJGLCMNef2HPWwImT3saV523qe6882KgPv8uv3YhfLfG2sBRWCTCXj5ujoiLtXZDy0U0Alg6xKd9/u6r6VW10WlVn8JNdlMKpCZLCxoioUYikdKiKwPo6JE4VCguZ4PLHThxwIFZUGM1uoG47lC2wEkRm7dqjrVaMJBQslRJ5ktTS8cZBFKwczjY3OrqYzOi5X2pVpumyXqKFyc1ZGxL7WWdq2hLbVs9ylrMKR9KQUM0k7AqqVr6H1OpPKJEFRWL8Da2LF4axJlXBIL1z+rvmXG7RVk3OiaxmvOkeISGR5urun7UZABJCIVaTC8QN9KJR8I3sToIFnGHOxzXStXi8njbxE57Wg2Q2CIfWvqVZvzfjuSf3mAtUthulLDJRPu6Hl9DZfdoL6vlJ73+jZ/9C3DBkzPfeL7Tri6y9L7aOVY35G5yx9aPVpzWnBabXNFqjXRjagNc0WoPtfb2/fJPe/s70Jbrtj1ds5/hLp7pZUvNLPF1mXS3bjQAZheS2CIXWi062fqqQlUlevoZ3x2Xfd/9vclqG2003X2vYzV63Ma9W6M2hxdxSNBoXJNzW7opk6Gk262/9Wr8rQmX6G5NvWcXNPpylPu+9y3T9mLLiPC1tW0zJBfP7/fz0/XS/fzsPu/Rg219+rn0z9T1XVZfXQcNdRtbS/Hd3r3/d9j9NMeLbrfo1o82Ub0GTX++xUBsZ28Df23vvNw97V7p7V7O1dZ2K2a+0QMfdwPuUnYttftbVpKmtzc23Cha+7/2p7bxXa4L7Pv29ZX79qsSyxtqhfX8KXM+sMiXjMMdNZ5RUUouLOdMHSo6wPWpcnvOTM+UdUrEVFmGwGEO3BI4l4HXj9eoJAZ5JJWBq4eFdSnku5k5zJSSGQh8HIWbIXA7JG6HgWsp3OnMeEyMz58h9UzWM/PbR071jlweSctMDZGH+Z6jDkz1gKyBqYwUEU7HkfmYyKNJorFUwpq5P71C8h2H058xxSueXV/xfMhUSRRVQqyck+lGQSdKLJR0z5zgLt5yNUzcXmXGqsRlJIQBHUYDP8wrjFCG0WT8dUSXkRgDSYUPdOWGlSs5MsvI26zMq8IiLCVS0pl6VZina+bxitMpcJ8DUxj44FA5yEJ9fAvxGeN0RQ4LD6Eyrsr1nAiamGPkcYi8SmceJTA83BDfXVPG15SQGWcIa0DykZKvmXjHGDOLnpnzzFTOXFfQkqnhTNDEIR45p0JNYvbKVSg5cC+w1orMZ8KSv3OXfW8nhOre8K6oew2rGupFOsrfDFlCI47GYPckfzvoDbXbyId7IntxMj+aeyNpZzbtgJqgpbSoB8BRCP0SzwurBSXbGFRpXsVNeG9GJLAc9RgzakSnhfj1TzwyAGvrwvDgQon0YewMBp1e75UbRTwffhc0en7xhhJqHuumBPRe7Ppf2SJOPC/lLu2Nintg8XbdUy3SEADY/cEREh7WSlXnu7Ojtw8gz3aIbOkokO5AACzixXMPes2ILsR/y1VPlldYhpYr3phVSJbnv64LtRY0H9E8QloI0fPtDx5a6wpH1dVyDWYX1Fu6okEgKETLsWkGBUMH1R1CIBYhaiIE2y8azVMexsH6pZML0CNSRlTOICekBMJ6tP3fwqxDhmBpK1CBZTBGXD2ncbI9UCUaAYu2N+IaCSXQFObiBUElWI56FDPMpwpjtZTDs1odgeIIk3VxfmhWFvFciaW6wLfaXGttculibS9Xlj85KsRKjQvCQimVuQRCgnWo1Ax1iRSEVUxxkSUDBQ4PFmJ9tnz7mvzclYJoRets+yhFCAnlCAwETggLNQ+UMpjymKrl5K+r1cCILlzECqFQh4yHD5g4U08/gPVKpyUSilMmU3xqXXrEkd/qGblMkbX6IQcbr9cOIPpZ9LB09OQkb0Rc2TUlzPO8Bo+A8SJ6oaUVAVfAvNZMKKgU0GZEaI6i1rFKQ0UpgznTOtCjbDItZvTSoKjO1neOGLoHaqmIrBYREIE4eqFatqK0CtLWcTU0TTjYjFdpxlIX6qvl8iVc0RBidi4mkAnLhTnTI9DFkR+0fLVgDq0IZfAFMNrccp1Kzf2sGdtqERBGB5vSp+60q1itDKlizs4WiaAJLSMaFY1NKWnoP6PvPR1BsHeEH5rhsEfpbVKztPRlLUUZjVe4At54kVi+cOMxjVdaM9qcJJ1lVm+++Lp7fnZpPMzF1W5gcQOQR8d0OZrGe8X5UJMJWl/b/YqyOmIs7GR2+f+x9ue/siRJvh/2MXePiMw8213qVnX1MkvPDB7fEI8UQZESRECAfhGo3/T/CiD0gwBJBEjqPRJv4cybmZ7prZa7nC0zI8LdTT+YuUeemu6uaoDRfe+tkycz0sMXs6+Zfc2M1kMKgpeZ8LqvApshBz14ic2F9mxIcwRbULNNZHNC2vhr2yv10lnp4N0zNK0hqG5GXC8R0nR19n3TGGGOBWpxUpcH3vsYLhFAM/YvAsu0aWh7rPWMMEakzVX155M+R23e+hT5CF8ayT/s0iDkux1xEMZQiUvhVBZEI6fn1rxvqgABAABJREFUE3U+MqSJGEaCrNwOoMuRj7VY74JdIo47xsMtUZUxF5aSeDwNiBSmcY/qgHJNyEK6F+JJYM6oVKb7Qj1X8kHJURgeK2lZkfkJWU/cvhu5vR6IMpPqiZqg7qOXOFlYi3L8eLDqIFKRIbG/+pH37zhCUPJnO1SF4VmRooRhRoFaF+paGZ+FeA/rl8r8KjA9jOzvR4gBHTNwop6fqGlHeXvFqSof88I0C28eAmlUhldKHALpaiIrfKMzWiqvsCJT491EpVLXwlIVOe1IZUceFU2KDhB2Sv0wovcTMhQYsu3zUNDwjP7pPSEW9tMCAfJiWa513Vva92czkjODHghroMTFgktRCaoMAYIOnONAHiI13HAuCXm4R755JOwWwu3KElfm50w4Q55H5LOV8JdnzseB519fMyhc10LNmeNJPLPs918ig2PO4lhyZzImFJAzFPUyjwHYoYyeIbGAZ8xRrRdPDwRXY8W2fgzd4ReaA90d4LW8xLnRmf/SzqmATnZOVQzL1ovAsQbXqQnCzp4h+3c3WdTILqFlIg+uT5pD52RnU3eYjmu9GRqhIG7PKyuWaXgAXVGdO3taut7E9DcBi/LJ9sxN5wXLcG59cXqTb010ElZUIKGaXAY92fzJhDkwW43wOxt/zy5p93IdE20M1ufC8WwjtkhC1TGtJvtX/N6hQrRMCbR3RcfqnI+GbcqJxhr+/aVlf9/GA907Np+AoIiO4L25tAbDZXUFDdRyQILh7KrZ2ewFLTN1DeTjNZHCUM42t6NYgswJUGUIs+3P9wNVhHlfqXtl0EQsAX2sMGe4TXAXKaeB5ThaAPRQkV2AK6EsA5x3VC1kmQ2PiWWaSNqjVai12bYrUpWhWEAjC2hQ8mhno5ytPjODOUIqwQKVsqLTYuXrdKVKtHWv2bLIq1Af3Hmvo7Ub2Z8QhSELoQbqQ4IQiCREhDUVSqgsZIoWxnUg5h2pRoIKdZypw4nASJgPhLQSBu+rFs5oqBQxtngs7oL0DPFYTQcXPaPaMg4Cua7WH+qkFiDZTaQUqWmhxpXACnUl6EhYB1Qra8jG2paJFFeG3UyphWV2bC5WgkLOrcHKH9pilkWsYQIJFNk5Nj8Tq/WJ6xhC1Hoh1IZNLvp9tQ3rVQUMa6xuR5pMC9J8Ks0n0QC8NULdgodmCyGFKvY5CyKMWC19C3yYYHSZ3Ho7SvPfJKzevtmfLTig7G2YPZpmWRSN/Y/vBeWM9biA3sxcGolq9DE4sUoyQkKZfLZb3f/Z1t7HVLX1qHG7HLMlLbsgelaCERTQSiAQxDJpk2x+kVYS2cZiLHhxB5W+CIxCZ56TXY+07BPTI9Wijtj/NhKOBLNb7PlBCdTOMPCAXsvI7n0Dd39wrwFuN6rJVFqWnRBb9tllMKs/R7HXLnxg0v8ObAFq+30QtxsvAlHdDLj42/4JtvYMqBTfF14lo7+pfYdlt1sgWO0zPfvH59miq5Y9A94jUjcCoa9ht1GkfU/zESrivUK6lzG2kVgfnTamwOB7YgFqv6dVh7h4ThleIPmWvKC9movt5a0vaur6rH/Ks3vUfZwtK6mXDu739gyIZkddVKpomdiNjGivt/XOKKv5KZqRJy0Ab74G81VcjklffPf3XVGEL9OIBPj0ZeF8PfNhSXzMe7J+zoff3FLqQHkVuV52XK+ROPwVu91f89M5Ef8mc5ruebj+R66eH/j8q1/yIG/41fR/5iqs/OfhF4Ry4v3z30Au/NX5kZwW5uOCauXm4R8ZTkc+1Z/wMP0pz+FL9HXh7/d/wd+lO/L9I3ePX/P8zZl//01luvsxh7/6V3zx/MTPP75njTv+7XQHMRKGgeergd/+/CdMQ+ZfPnxClg989fAbnmYI714R4h188RW6+4pjjcTjNf84/h0fw8y3v75FOPDx1SPzzS94ezXx8/ifcp0P3OV/4pxveP7t/43TOfGbxx3z1ZH9n3zFuCysX18xnzL/v/BE0oGfjreMYSQFy4fZvbthksxyM/OUnvnbDyc+fcj8q+vMl1eRv7l55FfhmfE08td/M1DSxEOa+Mlwz8/HXxOOC/HDgYfplq9evWHdR86ff8bb0+f8+eP/iWMZ+X/ogdO58voXD3wWVn7EJ6b9R5bhmizXxNGyAOttguvCFwfliwmWP3sg/+kHbh5+zM39v+D5MHN/fWKKJ74cPvCzfeG/ukusCzyFI88U3pcDcT7zxYd/Rzwr8H//g/vsj/SYqDP9mjXsoLYfou1voMsQt7Bp/Gh71xY5bu+/jDr36F2T6rR7qL/zMnp58SlXWP333bHhDb/6Z9qfl2Pol8jvepUmFF0zv3zOy2dv9xe5ePV3CYBuaXHJzH0ZiW13cOdJf+1yuPJiJqT/2xyO/j1yAeybV0mhZTSItiZTG0uVy3nWimg2kMwALZXvMgvlRZDBhehFyucPuoobelFdeLqjOSiEahE5zaaci9WI7myisM22KQovzVWdPe120Na//DLI1T7YHFG+Hs7QsZXwYEQSSOKM/ITgjmhXNM1xavNjwRObVjfIOwMloN0oa/VMPVIezSEl1evtt4BeW/6giGao0dlRwZhBNZjhepECSfXAVdQXQLilSvb7u02uoSLhQlmHNrc+s5UO5GpUqFCrUCRQxAIfoQaQgiZ3iPdGTO78qw6i1dJXRQbUAzAtSNnObUXNLxvafnZZUqVPZSs5bOO1dRMt/5wQ/gcvd6g60+8yC8OUewPF2/ullWYg+tu8tFcLUvbnzPbeLjva2d5ywv7ZaLwExeZjbSyjTR5eMnGcNE5j6Xc2RXWpEJojflsH+40bK+2stgBjdKMm4JO/OUSrXLB1LWrhfhbdzl9zrnbGpC9iD0LUHvS0ppQeROos2EvQ7IFjbSC7OV1sQJsjvXbjbZN5NmeNndfCIy2jqGcataCvYq+HFgTWvu7NB9b8WrYHLnXaH3NtbBVTldJZby+V6PYYHbRSt50o2/36v113tq1QX97mO5/YfvPdfbjd67v6Ry4+BU0XtWCzfkcfuHZSx+n/7NPf1R3f/eyFujQhZXu4Y4iXaOL3Mn/6YNv+/+c6tet6uRhje6ami37XsNs4G9bRf/6WS6TQv7sFR2R7XUV+94defN8fIdwEdIzUKSBkQlECVhqz5EKeC1qVGJVpqYxrIZeVhRUZEnEYkTESDglZITwnJAfui2UFxJCwJrsWBJLVHOJVTLaE0gxxoZYIs1hz1TUjeSXU5Ke8ElgpMVKn5LEwO5MlR6u3HioxCClOiFRCnalSyYMbcY0JKc4GH0yXyROEs4V2cwrsaiCdA7oTGNScdPVMDQmdAmUtrOdKKkJYrEdDKhCTMMWIqHJOShXlVi0uG0frK0FRalEog+lnXVHKVoWuRDgO6GjBTQ3VghBphf2MhExMC0oglAklQhmRAeJ1JQzC4H7p3ErxBC8VImZ6I5ESIlUHhJGwCuGYYazooBRRSin0Pu8B6rXJiTVEahWunaVc15H6spD8795kfV9WesmknhHZzpHrgaa4G7NeN6zVWcINv/ZvuAweXh4Ft0Da/aOPowVO1J1v3Xgv/UwrTdc37N2cTJfP48+AkxMEw3gXetYp4hdy70IXoRfPC62JJ+4E7OWU+M6fy/nqY/F/mqMCpetIVdRZyTZhLjxaTzVxghLBg/GtRNQAjFhWrZdu7WVf2xo1rJo3jPBCR13oatq8FH9WJyxR2bKIL7Certu66nfW9odcQSxQFdXjzpGW9Wv9W6znCSUY2UWjEz9Ae5fvYozF7M6ptlYO5e1xTf6IKrKYI6leKXlQqwxWIWRFVscag1BPYrbKEAgpwoCf+0jVSKXlD6sfAUEkWcbVReDcMI4YsSr4e6OzET14HULTfMGISKGV97NN09jG1lvCezCsZhipB/pqLFuwUNUIUxI9c0OQ2LLuK1WqE2dsLiJqcixmk305WFBFPPNbCor1ykCrkVjEszPwXJqLoPxGxCvWX2MVahErV5o8e9VL75jzGytpFhStlaoW1hOBGL30o5Pneo+18s+xyj+7NNv7BbdRmgvFHH8tw6THO7VlFGzYcEN0zappz6i04J29p1w4Y3FS42U517Yhbc9unH/1DId2VhuBkS5HLqsmvDxkm0NeWsCUFgCofk4u0FYry4SwZUZcXCL+TJt8sGcTC4D0120eLCNlw0Ow4UXp8qOyYePEloMuvp5NlXxHX/R12saw4fXm62BbCy7Isl3mtxH9Dv+IGJHM9I/1lnopv7Q/57Z+P0TAtXnd5tuFpQ/5wkb4ZwSBNr+Xax22e/pk2ZjbfTZk2u5hM9H2hpPemiO/61Ldvq9n7G3PLX0+N/+UYV6XGAJw4U9qR+L3zYm8xAjWpP1i+J3M7GW/iKBbY25p+/YFXmGbn8vnuZjHrt+5PNuXFpy4Tm66E1pgqO0f9XJT2zlsP1+ekcsxXcwp4eWkdBul7Y8W6NgkxeWp/aGXADsRQoBxl0kH4ZyEXAaePx5Ix4FSoYwwVGFfFB0OhOENB535/P6Zj/sTT+GReHxkOJ5IQRHekcKZV+GXSMl8mB+RUrjyzMHTWikpM8yfiOcn5vFPKPWGsg+EQXjghuecuDoX9s8nTufCcRU0HRjuPkdK4Kq85x7how4Iwi5VzmNkuTswyMztwwLLwtdlMQt69xodIvlwT5hW5tMtwzrwKT/xPjwwLxPkA+t+4XQFEiYO0w2HFNjVI+VpQp9/zPlceX7KyDATdzOimZojWpWPj4UhRL4MAYZAqEZ/ZBfRKOSrZ+Y08/jtiU/nhXyViClShsqcFsbHyvUn4fE68HAbSTFzGB4tBHgaedaBeY4sQ+ScRkrac83PKSQ+ycqxZt49wUFmbuRbxiHzKV1RCJSQqCGgSZFxZRcz1xR0v6DjzKgj4/oZx+sHyt1KLMptOXMQ4W0M3EflMawUSZQshFwYlweGpXzPLvsjghASLEptyQCXR+XlMbVjZIC612Lth9IPrHojFnHF7QqyRQD1hdF/ISK0MXu7BdcFcT92rfSPv25jyp3VvgkSA+yqm4i2/5r8O3T7rovSD3bWLw2pQqv5t5Vk0e0Z2rN2oXepwpsh0ZgSzrh84fT07/NHegEaXA81ENBFjOBO2rZGTYG4YgSbOwCv+6qdKWvrIrWBPmcPOJtLakB1cPCw0CxXJRgTTC8MLncE2JgMMChqjPXvE4hpoDsMqVQnaSnGECr1YMxRjyakPBBypLGHVbwOvYixiUo1QzsEGLa6haigqyuCYEZHZ4OE5LavrY+WbEA12XupGRUlOLi2OT/b6zUY1BjVnbJmaLWak+IO4LA3hkotT+bDjbYGoTm6ZUWoVDlY88h5Nbb5BDI0IN1qhibbi1ksFVuS1YwNyeo5D9Wc4avvgej1dlvQRq3mcRCr129JNAEtGVWsD4cEWlZNvWDsE7ITBIPb3Ak0O9OqdLCjg4IWtBgbzVg/AzKsdnarWHNNq2lhDDC1HgEhnS0OsoIygkyoZkpLMc4FJMJ653PnDUbD5tj7QZc0+eRMhHYuwh7LsmpGe/V5NvaqAKSEdymyz5Rqz6uzzZPjT4nF678bgFF3PoiuQPVAxXABrBsTH0RdTjYHrMxYmaaWAi80mSco1NkMcPE62q3ZeDI2vKwG+NRBflBMJjcGSyur4Mx7s+SAYFkUl44ILRaMq+74l9IArIEoY0kHIIOskGaQipYdVk9UsKy1xgY9EHQPkpG4Wp1pNWaVhrPrkMHxnphTIXvmTxF7vToDhjP0TDE3jogGDaVe7BMvM3ORem91/tvmi1SxDBSre449Awrf66D7zuViUKB55XsGtpBNh3bDozGOmi6tPXOhtlTcZoEFT2Mu3rixlw0YLr70IsAo2L6pTWP451Wg+vs2tWP31MbQsz1qZwZ3zltm2KVR053xsv0rVFsz38uEajpT3ZHd6unita+bUg9t0O688lJ6GrZeEDa2pmeKz2ELTLW/1HSUYvIILoyXdj49+6LPmxsW3mizBbU63mjntGdAXBpkAMntiR6moAfmRNC2/8QnTaWTK2glBt3JKZ4J88dckgRSoBxvoUR2V5EhFZ645pwPpLuVcJuREqi/rcjVnvHuzvTNaM7oss7oCfSTGSl3uxXiQkxWCuF882gwKe0pIiiP1FA4f3FDqSO7969InwZyqixJiVdKHCerav0xWAPn1wNxB+lKYR3gPBHCzO1wj5ZAOU+2hx/u0Sisu5GalfNvVjQLeTkgCPn6AR0WY0qGSDhMhCFRzmfmb1amb1bGTyf4bI8cdqw1cdYrY+PXlbQKd3lkijPj609ICcwfDoQxwChkEeISoFRO6yOLVsZwTWJgytZce93DHB25SkBjYU2VEgaqDBB21ttqfWBcPlBzJC/X6HXh6YuFGJRJFM0D+fgKTUJIM9RKfDoRToIc94b03izkKXMmUmtgVeMK3u5X9jETQyXsEnPcMS8DOkK4PjJo5vC4sj6MnP/DHWlJ7B9GoPLtUKgCy83w/aZsz6I60RkfGqBuzgsLHIqTOdUxyACaoGbPZmvOa3MY044sCtHZj7LVcQaBaDKTcrJzUhPWX8szgl3W04365kyw33WzXStSZ1cT7rhqQRLxLI2ibgbkC/ktbNkKo2Mc+25t2SFxQWL2TF3bH1LV2M1hb/rxRWabnTmbB1y++3fVavK5k1h8LmvTKd4zx2vYb9mOI7AzwFkdXwSfM732uUx0tqpNgM/PTMMsGxHMdQWN/NUyJ52EItnWKLsj2xnGVt8aw4qApTCwrVMLIP6QS4FHczrnXUWTMpVAUBjrRKoDS8ysw2z2UClWmqwUdCisOyXGwDQkSijI+gmisKbRxrYYVpdoOrQORijRZNm9u7ygtbJmWKpydT0w3gzWJyHP1BSoB0H2ihxG4rqQ3q+sFOa4ElUZ5hFJgTBZs89aK7VU9Gw2SYwBCVDqSpFKnrJlQpwHaokMNRFUUF0ouiI1EjV637KJGCMpJVYiZ8+IyPIaiZWwWy2IMTjCqHuosLiuLMVrpceN8CUKSay7QUrB0NScWddCHQI6jFQpSHqiSEBLJEghSqWqWr/7jLd0ET9rgWxdwcl7kxVy2kEV8lipUZFk5XZCfbJ+N3lEZKCqsgQIJRBWS4QacoBc0Hwk18qiEWogrUAolGBnsTbs9AeuIBfnTMvF2wUlUaT5GcJ2HqwrN40Mp/XgdrExnHEC08aKNttj87E4xqwrmwNbiC3gGlaz4B1/iGevGrnAsrerZkMwHvCsYpg4YL07Rasnlo4GM/y7peFZEyaOC4Nz2IrZfd1ObxmjOGMbk0+6ACvCjMhA4AqVC4KeP2nLBq8yuIlh91hF0VCJBBN71Wwb1ZFKdKzk8kfNL+RhoM4ot9fwDBI1HYO4TaRsAQ/3BdTR3++f1a0fmLofwvChf1wEDaElZXsQfGmr6esasaCTO8Wl+cd+/yVeOreVw23EI+2+nLYBPYDdMiAcO5roVF+7Zlhk1zGtz5jZbia3L3Tp9sTuAlvYsrBDD/SLy+mGUcX9fqriWeZO5FJQThtJDHpfOW0EMLkci4+94d2GwMXHXBXra+hBQfV11ILgev/CLtHuZxx6kMq+3cbSLLfq/ri2dupZ46qt+oD1zdAtXd9wKNACh/a5y4CT2xotGNh3xSXRQamt8ki3+ZKvgflDWsm1bnP1/d3WbsseChh2U+/JapkcP9xaKKp8Xc5QMq+/vefmCb59/zNOz2958/HIq+PM+9cnnq9n7l99ZLn6gGjgoAF9DOzfR+7TkYd6z1r2lPJfobvI1c/+V2Ks/K2OaN7x6emaReFxElQyr88rw9OJ08MZnc9wu4PxFXfLntfnxPJvM0/6NVWfKHXli92e1z8/8OH6wFe7zLd3D/y6/IrH52vefxtZ4srx+oHDtOMvHr9kmJSv3lmVmbvrHW/OlbvffANZ+ZtXn/P+buJ4fGRazsTf3HH7eMf93ZHnm3/ky9PPefPLtzzwW37BfySef0Y6/pwvlpW/OH/g2/TE/3r3Hs1nwr+5Z53g6bOBIgPv6p+wKwNv456pFsry9wiZ3968QobEr59WnrMyPlReP1X+bjfwTzLyF8OB/zatnL9ZmH/1Lacv4XijrGnh76+Fz843/Jx3rA+J8PX/iO7OLL/9wHkYOO6U6RD4b/fKY4W/u498IPHTz/6SKQX2z/+euDzw6fnA/JS4er1wXQvzVyd+e1zI+wNl+hGflzu+yCNzCHwbKj9ddvynp8/JaeH47TNpqbx6I9ykwOf/tCMXeJoqS/rfNAjhaXgXtc1cFfsG7+/c/qgJTzto5eI9W/Tc7rQdVHHBrhd32q4mJgwIqKcdNvdKe7MpYnd9aTvA7dudpf67ovbdmIHOLNDLcdrdtf/bhLNefP53/NyVrTpLtH7nfWxOCL38+AXAvxhz/9Tlx//ZS7rJ7zYSBXmRDmbgx67N0LCvbd/rArizt8NmjDV2UzfsggvjTSFt63IRdf4hHuHYjNVmbPksFN8f1ZRcf95qJbjUsZC2IFhvnocpkCBuGKk7dhv+EKyh9SamxfejePMxM/ZwYCZmUFIg7qyOsxT/XvV428bQl0F8Hwxe9iUgUolxNmUli69PsjNT7cmieC+LYNkSWt3xrcWfzWegsRFqsMax7WcxBhJBO8NJnPXdHXa9wewlO0bdmY6zeTLoYIG2Kl0WqEZr/FctgNByQKStTzXWgFbfMw2l5eK+CJcFXheXKu4jcFZDFWoNZvjExRhV1UFH48yKOytVzfnv5RYk6Jbt8sdcwgZ2RLc92Osne7FwsHmkMf2dOdf6eSDgaeWqXn7L2YQidQOFfp+t0TRI8ACBvDTsxVnyvakYbuCLAxcRB3buXKnVQXrsQYgO+1vGSbZxEltDLnGgaALEZOgm27SxlaSBa9n2IaHLfO0CaDtRlroaMBZmG7tnXxWQuO1FJRIYEXbA7GDXz7jMIC3FvG6JErXJSPHADl5nmO072zi93J20ck7Y/txAshuNPeUZtrq/2HNoKz3i4PCPDUK0BWnz05RqZ+u0+3kQxN+wZRS+2Iobcy4ENwAvv+hCo15m8aEmq5pYr7ieEp+XS513qeOcHdYZX9Lv2VlGCr0UAP56D2j4c7SgQ9hIBS/GfIk5tOP1F6+bbK19czcSQC8v1TeydscewGWpJGhys50v31RbapEP6Tt6Xn7nf17MbzMW/JedPagvn7fLmeJzU/ucdSHWe7NYebHvZoN+7+UQR0Kg1hHWkUgmpcpZBpIGwlAJh4w8KnoGOUTCbof3YISlUpdsDNvVyvHtUjG2LUIVyONqfl/Ze0m2BSWT99dkAoev9gzPO8rNTB0yYT+ie8jHynJW8iGSJ2HYVWRXUAnokhjDwpgyNSdqFtOTyxmNkTKOlAL5aUZXMZkXAnM1x+SOYOb1kJA4UEuhHqGez9R5tsazYgSSzGCBW61Ijew0MIgSpzN1SZT7HVqVvFo/iVDEKves5oicECKRgYEg0UoIjtWcY1UhBMtOCKa/KgllJNRAzBnmSHgaIRRWD7AJ2QLQy2QB1rVAycgyWyWj08GIAW+UGisLkaxCb6oZC8MIcadEDaxlpJYdKosxt+LCwBldAnwckJIYlsAalJMoJUEd4/fr046J8yajRUGTY3P//cW2bXj9xTnuuFKcbHgpu9qfFqRseqjdu5UxshIy7jl6cY63M2/33M6jmNzV1ig7XohO/xmFYkHgrcxqK7fkb+7Zie1nxz4929XJVLXJWXNkbnLgd5xrufgDdGOpYYtQ+xs7QUna87T5WukBny6jLWva5t4+szW09GBzd1pt2SN9wVv29KWsbJmgXovfIEmklS4Ed9DSSAwOltt3OOb5wfJNgVmRgjPzvV8XgYg1Y68i1tdA1bBZqdQFNFSH7EKINvdVZ6omStj5+w3jije5VteZ5thMJM1QLABRVQljIA3i5WALa8hG/BgCjIGwCPGklKQmGxBS8UwDdyFXNbuD7A60bCVaa8N3IVOjUkuizkINNr7mILMa1i53ciQRSSF5ARNruFtlZxlXTsSwIERAs+Gj4hGt0mSJE8sG9eQDEZs3abhBLXiiAdXoGHWlykCpiSgQgjnNazV8FrL2Pa2INbdXs1lUlFCi2R3YM9bgUk2tJKvUBDKiIRgBRs0OCsV9CkXNGV+FdRViDaTScJTrW/k+wQZbJkLb940hLy6emkPWSTR+jLXtZY1YaZ0WZDXdbqVGW3motpn9TDVHpK4Op20EGy+kuH5wB3QXEM0ZXzuZw841WJZUbSiNVrtePfNB29+9QTAXuMj8FP337oBtn+sf0GYDmA0iPi9BLMC2IcsLrNblWrNf8bUxHCQEApmqdfuuS2x2oSP00vZomfNi4zG8HjwYekkNtc9swQHL2BGSr325eErxWzsaVzG/uPo+6PgNNtmofr+G57/PXmh7pAUGlIbD5UJ2v9SFLlPZ9kl/K2z6apsd/NT1V1/Ye8g2b90uatPqAWz/bvEygt1mUCOnmk2o9MoZjWhHC7x99znaz5eaUH3+oBk9tncvepBQfU+28uxy8dmL8sovnr1918Uzd53YnsbWnp65cxlA022fvsikahinnau6zXHfp/yzSxuuV7hcz/aM1hvSyxXq5cjb3DVsMdhXSMHKNHoJ3h94KfBcC1UzV6dnDrly/CDwuGf/UdkdI2GXKTcL5/2J8vrMXV5Z15VwHol1B7qyMlO5AX7EFGdurn+FROFjvUJz4iQjK/DpcAWauf3tJ8a5sC5GPhYGJEyMy57dOjA8fERPz9RxoQ6Vwy7x+d2e8xRZQ+E8zNxfPXFcAudl5jTOfBjv0WHlNr9FhsA3e+sX9xmJ6ZR59dWZmgtlN3K8uiLLAyktvMu3HI4TvHoi7564flJ+dBo5y8KjvEef31GfBu7ywm0+8XR4okwf0OcV/fpMuQ0sP7WG9YenG/aa2AcYJbPqPZWVxziS48TTUjmdlTAruxU+5sA5R/6lDPypjjzMytNxZl5Xzqx8HQLfpMBtHBnllrSeCR+/QsaVWs7Uq8zyk/ccpsCf7pSHEvmbemDWPTLekaZEmmfy+ol1zZyXgdsyc2ClHs88fVrI8448XfE6joRknMbjqoQl8tn5wLMIz6cjIoFpD6KR6TFxVuEpTdT0/f6QH16OSV9GRzdB4QdSLn4Ej4RHB6wrW4QVF8IXUpGh/34zD+xAmX3w3QdpAsicwJtt0cBtYzZBT6ej1a9u42vCvSkzVxheh7CpJaFY/e92zBtQ6c7BsDkYnOHVBLoBkMaCwKPCF6lofFdgtQh5Y3G6sLzMMetpeRuLstWZfAGOmsNF1cGNsQZFZp97n+vQFEi7f/XvcNZaayxVoWUdWNNkF47OMDPHkteg08EATmjRa2f/d2PtB4C96R4QqhuPzWFovQOyGd9aQQ8GPmUia8KawRV0FOv5UAOsPpfR6o128pwEA2SDAUetZ3vOswEOidXJFV7T1x3AUtVjLhaZ1qJUVnRI1DERxLIPepox9DJCITpgNNRCXA3gy7jzYEDX7r4LLXvEavIvlFK8aZ71pqgVA+xF0GKRei2rnb9gzd2QgtRKPPrOFNyA8nWYffs1cJsCyIDWAWokqDkTlErWbEBDohullj6sczUnYmgp+l7n1JkysRjoLO6E15ghFkKxUkm1VndmJjS5c7hlRUk04zqYA7PghrGekQBxsFTOGszYYM60cj1axcjgP/iybITG3G/ZOyaHxGt02jlp7GvrzRF8f0Jj8EOmcpFVA7SG3FqDk9b99712cwNarY/KgIhn+BBsrRGXq9UQrzdgbXtUc5NNexcrzaRwsC9eQm/xTAtnR7aMH6qvvazWP6ICpXoPiFab1AGRVndGGrskjG7sNGYbFigLwZ0LbqhZ4EaQbDLFcKwiMiBhpIEvlUKVE0I2AyBwEasNJvOrMT6os81hTJtdog58Fah7B4nu2Ag2fy0NXGW0/Vdn94OJ9YJAvf61gBzMISqWISfhhG8+bHm/K9d/wHVZ5uhFPrED5nZmXO4jTf5yYWgZKNZqOkg6YDVDrsfbLxlVoq5baw+eWIYNPYtoC6hBd871MldCc9p3B5dnMJjR7XpFq2cLeN+kHrBqOvpSvzedp7SAFojbYk2vbaBbW5p8bHrZd7rmCwPCob9uv7dHMmwgtZl0Lhu7qm1n3XWwB1ssU1x7JkSfnuZw7GvYMiaHi7X2GzZDdUvFZCuV4ufmokxMH3tznFTPCr2AXj/kCsCbCPuhci8rZ5RrMQ29P5gslniNLG+pdyvli5XhaiHdnNgtN1yf3nJcC59OC2OAmy/MSXVmpazK+m2GGtjpFxTEco+0WEZAFfI3J9a8Mp8SpJXh+sR0vbLcFJZ9ISRll6qxQs8DZc6UhzNVKiVE5ATnD1dGrB9BaiHMZyqB42zGY1gLIQmHv3qEfSA/7cjLSPz2A3GeWT4fmK9GdmdhvwADLK8r+1eF/atKOlfGU2GRiZPckoaFFJ8hwpm3hKSkN1bL+Px+RREO0Raj5it6tqFW6u4ESQhhIIXA7byyW1fyrZB3E3oLmhfKMZMfZ9LhjHxZkFKYZqWOsE6JmieWxzdohcF133j+DWjhmG6o+wGuKwSI14WQKuPjnrRO6O6MDjPLcc+nh5FBMgOZU4icRJBzIHydCMyEV2eGQbnaA0ws9RpdK9PDTBUhT5PVm/qDm6whcnfeKr6vB6/Z3Ygwvv91RUuxALD45x2fbT2SzIjvn+nG/7rJRscFomqfwwOeutJlvgZz+jMAnrXoNahENr1g92hO+u1cbucaPG3VySts43NdsDlneClH23nWiDTZEFwOasZ6KYz2Pd5vgcHxQMGetwupvcvDRkRwZnVsDpFszvaW0dWzKzd8b+NMqL7xeZ1Nr2fv5xVmnwfX1cHGrOrva4GX6oEPqwNm79cIsvfnafMAuD7VcKGLu95rRADlhU/ney57KtcMqVKGSogKIsx5YamCLqDnaFldQ4VDRKZEWDNpgVALRdVbgtygVchnQCtJFhBBHF9IMbJGXc8ogfpWYBTSsRJWz8hYoQSlhGAN7kMlzgKzsKzWhi1XyNV0a3idqShLBS0RLXuqChoPtryrsdPrwXTV8s2OukIYIjEIomeQQtBEqHvKKORB4LhCWYjDwHBtHKDgewmxDIadWF+Oslq98yBnNFjyiiLoOCEEhtV6YgVZkFC6boxREcmUSSC5Dchi9hBWvk/mmRKUNSqSA8wTItlsh6TUKzszshiZq8xG+Im1ElQYpJJECIORubREqlbCGqEocQzshmS232T4Zq1GmgmOk8fg2EZd/JwNP4TdDwiwYtmSvSRdcEzSnMR9G1tAzSowNJY6dpZD7fi52YY4ZjGsWd3uccJNONqe7sFNOxtFAr0yAwXlBmXqtqW6yDEUuBGM7HvX/vyGsyxjKrYMLKVjOPPXOHmnOr4TC9qIBqRE5ILg08twNnwXBCF5dn+kOru/kTmqmGwJLSDQ+1d6eSOpRBUK1m9QJJkoq0222+mvFPfmeBa4NB+UBcM6aU4E6b4oG4uI25vt9YbpQiM0ub6iQbFGvqkE8cBX93GoSSJfH2n+mgCb891l8/dctRNe3P64gM6G7Ztjuz1rm43i+6nZ6Tb3zS9kPzeW8oQx5mf/rO+SVgqtZ/eYTm39VkU8M4Dqfibbmz2w5wEDg8O2MqFnG0XHy80FWfyz7Tu3OejEKjBspYo54d3G97Pc+pa0fmq9HboTGzbCTvDfN39cy+huc+f2kTY/omGEjRBmJTVFguvSBDpYYFi8ZyMrG6FZsUyg/kROfGt9G+jvVZell2dVtWw6W7fMZ90W20bZMz2b3eDz0TMUG8H0h12VyHu+4Ayk9R+J+sR49Y9cT98Q3v41mb9g/+4XfPbqK96/nvj6LrP7NvL5byPL/oHTX37LY4hcpStkOiD7PZor5e9Wcrhl2f8XyFjZvftbRI7kh0fQwt2fD9zpyLn+K/K9Ms+3lPuFdfhAGWZmXchLRtNKkJEZ5b6eOHx85K//6dc8Tff8h/2B4XDg+md79uGWw/QzdAf/wxeFSQd++tXPSFX4FB5RXfjNjweqFJbdayYdqOdbltPIx/yaJ91zeyXcvrnjhpVc/p5hfuB2HnieP/C4/ht+Mw/8D6eRD+MNv775nLt8z1+c/p44KMyRNRbuywei+5BqVMqXr1gj/CbvmBe4/vQrXj0/c+Rz1v01Nzcru7sz3+qOf6NXrD+/Yv3pAZ0+odNHOCtf/EJZw8D/+NNMfp65G5+4UriTgUNIPITEU4Hj+5VnCqd9RuqJu7/5BW/qwId3ymk8cP36jptpx0+uJ+7GyLc33/IQHpASSOWe3ZvM1bv3yLDwNMycZaSGA8v9yOOv7piHgdPrW6Im0rpjp5m/DqWfrT90/RE9IeIWUdXGym/CDEzpNqeCHXQTWOUCqF5q+K4BaXXGtQtnXrxPNy4XLv5dfXtUVnBWfKS/TV+KFDRuEUa0axmLsDt7v42rP4Nugm0btQHx9kW9Wao7N/x/0h1L1UfaBIsrJe1mVP97Ew9275cR28usi82g6VHqHjFnm5f+gM3oKIjMroyTA5iX4H8D/e1ztd9bNJgTVVpqXzPQ3JFFwSLhzSFkxt0WwKrbmL7nkmTNJM0RHtzhA2akrZYqXwvIiDWbCuZErOsGgoJCdcewONte29Q4cyUqGn38asaWlOTMfd2yIIIzkmQbi0WkszF0qpojrIF6wbIAVtsL1r9WCQ00OEMwFAyFxsEwghvLzU+X1cCOOc4cqCu9BqxKdKCkUKsFYFrjK2fsiVRz8JoNRRmFZuRbGSN9SaJomTs62T7h5Mx9Y97TwF1jril2jyRIbM3TfU6j182tkYaKbd7dWVqzhQ1bXf6WuVKhs+sEA42SOuix78gIVmKjRtm22dIcquatVl/vH341BkuDI9u+dXvBv5/+vo05jcuEFlA922shuFhq8silmHgpB/WG3WJ1iRvAEEkGqgLd0G8OcFowN/hZDNrtnQ0cNVlhQMgHY4ZEsTEbA701h3Nngw7eO8Iz4DyQ0YIdXVZrtfeXaHWYoy/96vdqzd67ddec4+1Hl3FVbI8GK+fU50lalpCzTgOW4dL2Rm17cMtgsDJXbHuopVrXyedjdmOwLaAHj8WDYB7wsGVykNrlqKWrW3sVZ1RpQLKXOepG6Q+/Nr0jXbuZihI6k1Zt/dWNpa501P91IN73ZtvD/r7mdG8NrNtx2DJedNsmF4HufpPaQLGvQwPJXdc6Hui4oMnHLSCy3e/Ckrp49u/OiZvo23vas7Wvbc/Z52m7Xwvjt0Z4m1rrIUV/q52PPi9+f3Vj6cVS6vae/v3SP8U/Y1g19l2bn38mgrZ12l5qQszZbFq3edPtmeWihOMPUKf9EmAflKug3FPMBFfLEEhDtcyDMEG5Y90/o28Udgtxf2R6uuL6uKOUTM0KI0y3UEuhnKxh6vqkSA3E/TUSAqueqQhjTkiu1PtsgYU0k5MwjSfG/cK6F+oe0lqJuZLWQFpgLpVTXtExUA+ZsijrpwEZFL1TyypYrJTLmm1ldlWIURjenZGbSPj1jZ/RlTCfWHaF8kq4foRdgPOozFWRK2XYV0JV0qwQIue4Q6QyVCtdsugVMawMhzN1EdYPxmrc7Q0Tz3X0IIQ5LnTKjjGjOfpK5SoXjpKoKZr9fyjouVBmkOuVeFtJqqSiFBHWENA8UeY3UAtBPhDIjOWBqspTvCaHgFxBSGqOV1XikginER1PEDLrIiynRJ0idQgsEqyUVA7EOSB7CNcZBhh3QpHMGkY4VdInJzakgKbv8dQ12URzKtnZDc0GENiyGSpkz9gTNZwljhkds1l2Y5M/TV6172myuZ2fC5uCgHhGc2sGb5UDW4ahZzRIkzZND5QuU7QHmDf5p47PpOkEzxJuJRW3qzkqXWL48DuGaPcWdTHX7oHhpZb2JWp1ZVQgW/PaTf7v7AtaFkOL0rcSJbU5QAd/3tSfbZOnXjKrN7H1TM+iriedHNXGHazOfA/GipV5eOHfEn++zgCOjnvdSVOrT6d8R2delpfrtIk/vN8urrZSISqaquGPIGQxXBwWJeTQEzLZC3It8GyxFlGlUgyHDDtYlbp6Wcvk+8LJVb037NLKMo2wE8KCySWUUpUizkl3PFG9EqXxSDwjQEGjIvsMtVLmYqUn62TZBGHw/eLrFc3RVp4j9RQIdxBGdy6zEnQg6ECJVrNblxWVbH3sxmhk4dWc04FAFGEIES1CnYvZDClbFltyfLuz9UhZ3J4p5nx2Ao00WyMFs4VK9RKpApKgFGQplABrhJCFOLtDeW+3qTub20Cx7IW50PqpCVbKztlcQPByrZVaxPoPRSEm7wUxKpqVokqQQAhWTja4w7iZpFpsLkMMLSLw+6+O8R3jSL5wkrpcrA2Tt6wJzzhoZL3WY8wJCOHShm+Bwx40vMDtMtAzxWjQpTm+2xkeUW0VCmrHad2WaYe4ZThocNHaSFEvscZGsFDH2I7lQps/c/LLC5nuDlC9kEe6+QWqky0bxlRaEMCJNOrNp6m+TIb1LVswEluZ3WrkqeaLqD0AUDDSUjCyHIp4tm3vt9bXuY25YegLPeNZker7hI6V2+T7fAXDUE2CSTemEy17w+bSbZaua74/y6sH1ztWdF9Z/63L6M5yr/2PzcEFhm9EpY45m88oYSRDz7h/MS+64dieEe7+Ce9z2XrZ0LLJfazNNNnu0cbRnmtb863PQts/sg273fJyWD1rrq3Zi7tuz42tlfQz1jDE9p5tLr979i24YiWYLnA4hdYbRpr/wzrOuEW+zZl0S6Ht+YvAhCitxHyXH7o9xcsHdzuFylbinQtdq938ap9rPsy2py9X94dcinCUG569lGYo8MX4kWm6R3b/GWV8x/D6A+HmE1/fJu5vKsf7iXWdOF0t3N8trGXHLo/oOFH3CX0IlF8WqkTOd18SrzNX+/+AhjP68Qiq7F/vuRpGwj+8Yj1Gah7RminxEzk9mIdMQUhISGSUIwuH45E33z7yi5vMV7sdd8PE29cJ4Zo9P+Jxv/APN7/lah74k199TsqBp0NgTWeebqEMlTHtSTUwrzvKIhzrFZE9n40rN/tEGo7U+J6kK4c1MecjpSw85ht+tbzlUa95mL7kEAdu8q+Z1sI+K2etLPXJzq5ENEX09oqSIg8fhVPJ3J7vORw/sU7vKMPENM3E3ZnnfOA35QZ9c4vubgkLxPnMeKrcfCzc30Z++0VhGjKvzgusET3vGCRxlkBV5eOxcqSyvl4Yy8ru/Sf2c6K+hvUwcnXYMcY9d+Mdr+KO+12mUomnmXg+k3YL4+sHJApLFNYxUPdClsT8qz1zOLDuP7eTP6+MKF+Ikn6AL+SPyIRozEs/wJ3NntkY7rjgb1DQL7lUyP7GJoj5XYeuAVFz5PWmy7p9Xjq7oAl2/+PfLV3g+gclb4ewe6iact7e+zLc4AK6CzAfgCpblsLFFNkr3UAwBdHubGyFLYUSGqtiE4PqnzPhus2Yg5aLL7OofRObYsr2Yn6adGrlXJpTr9bk4rel1A32vV43rgv2fp/mQLp0xApoY0ubE1+qEmpTHAaUNwFrmRDUCzbv913RjPsgI0gklI7UTfUOOzQE6z1QrdwQutCbMSswu9J2wBHA9sfQ0pU9K6G6wTZEA/fVgW8wp6SIG3retLs1z7V1uqJi9U0NZGc0CDUFJ/J5DdS4EmIijHub/7EZetmGeDANEspgxlxjVJ+C2ZGsVvtzCBCFWirMEIpACcYCidbsL657NGTK8Ox72s/jeAGUNCByQAVKOjlwXT145iXUej23ADrYWHNrJFzRUqEu1px7dGJgCu5IeIRaLc1arU64ijOWBcgVUcjZ2QRTgNgYkq0+MOZZqgXWjBRjdkjYWMJoQXNBc3VfgtBS+tVTPIK0hoM/7Kru1A+ejSGh+uYpXuqqgcx2W5MhlrEQPAZohoAkZ0vWS+OlBb4a4AJhAWeI2s/uhFGheN3nBoqaEaw1Gezxcg6aqwOOwZhWXuIreDkideZmN/qjy53GMMcBf7DG86rrts9D3Jqp6lZiT7xfQJ1WBEVLRYhItMyP6qxW9YK1vTdPdaPE+1gQwta3oHipseBw0gGstCaKpTUzc7kSspVIK82wMRCoLXAZTSaHsFxsAzdURYGRqtFBZTHbL7oDym0Oa5joekwLUluwyOV99JqzvbTZD7zcALRxtxKAFwaLWNk2651gU7cB7eBr14wmQdT7MFTtr9lwWvCn6by2/xr4rfRsg6aPmqzv+q8Zzw0QN4DdPhP6fNHKcNDOCy/u25+9PRBcjI3NFnRDVJvRKI1+oBdrCa2hXSMH1B68sT0f3ODTC0DeQYW8xCCbjPRnbj0jLse2/dixUcdBbcpJ2xS3veK/FHGnRHeaurEZfA+072zlSeQSr0ALVnTZ/gMvRXiaR7ImnnTiLIFhNjE7n4R1EXYZxjRTpx1LukalUK4y63TLfP2WYbfw5fUzOZ64Hz6isyLPAiGR3t5RC+RcqDkzPC7UWtBppMTA+LOZGJThkzn6c83U80oedmgYGVjZp5ValRI9s7LuiFWQ8wwJlp8qNQnrITBo4CYnyMr4CHUV6nGPnoXT1xmelPWbE/UslDAS90KUQihPjOKlnYioXFPmxPOTUp6F/DCyXoG8mm0p8h1SVtL6iErlmKCIcDxYwGN/PRBLIf3mTF0r86sBhsBSj4Sa4T4yAcs+UK4HVhHyrJT3gv5GCKkyvFJ0iCynK3Lcs8YbKJV4XKlZOYZvkKESb4/EuKLTOxAl3kyoBkqJlCrUpxEW4XT/RDke2Z9XhrGQ3yzMb4Vpfma/PlDDLTnsmKqyKwWZDixDIsfKogXySDhN5ph9VS2jIzYH1x+63GHu7FMBx2cZ6mJMVpoTINp5cBm9kWh9Txc/582JEdzBXhub1nsLNFKOXrIbG2EibDISd5RSgJWeadD6O7WUVVFzsjYnepc3zQETrBcAYN5kx5KtDIiTDGw6mqw1LNudhIJlhHapZXrGKOOf8DqeNkd5yyQU1PHAJUPXZUsx9pnKZk303+HzqMXWSJ6BHcoVFthcMMfV2fRyuqFlHSMXTsHGAq+6EQNEIF3I+Wr7QDxzbcsaq/bdYWFzJCWE1iOCi02Ar9sPk28aYLn1MG30daoJajDmaVyRyfRUTckINvMKejRMMTihoo6W3bIKZNi5jgwyGpYYbazBe27V4A7Oo6A5kHVvjajjSgyFsK6MOXc3W1E4q5KkMoRCFCEFK49zXi2zIIXRnn2dqSGwvlrN0Xkazcn9eAVaCekZrhbCMCExMow7YhyISQg127jOzkTfXRFGISShVCUXQaqSqiJVLYG4bfMQ0ZggwLh320QSooE0FCQopWBl4XzZczFsav43pRbLVCiDUIeCTAXGjFRhVwOSKiSbo7Sr1KCsS+3nWqIQhmj7LJstUsdEHQOckuGTmL2/yg4dBpCznYFZCSsms6ZIzJFYk+HKGCFXQl7IotRJWyuBf8YJ+Gd7rBG7QrMpQrc3rRa++BkHZwNhPhGze203546a0CYHA4plj2yOWv99y7J1e9wyyXA71MfAgAVqFrMVtSAMTrxZewDkkg0u/R4guji56eBPamWHJBjhsLo8C132O/HHSz41O1ObjSLqJB93owtkgiOWYvaFB4FTq2jRmfit95n1YtlKnHrGste2l9YYvAVaRDwrra3BRK0Hs604OpY2l1ftJTHdH3LB6O/yUoXgvTHF56PhfWOwZ1r/OGmj9qyfJpuVYqXh/LsArARUCxb84Ut6P9ALX5k0rKm0Ru49aNPLfFWnv7qfSIHmTG89jHBfjGPjLTuk/eXj9T1iQRndKgCA2cetjBitVG5D0M3HJ74/taPgtp6V1fdRbStse7Nje7fBWsBG4LJH3jZW+rP6wHzdYask0pz3ze3ZmmDX7bsawlboJKcLHWowYgIGD5ZV1/8zRrMI/ftt7N7blIYhXG+TfEy+vp6Z2Mp9NT+h4uTsXgqr2f/BCWmB1l/UelCIO2IU69kqCNb3RGXljwlDhKS8/ukz+ylw+nRLmUdSfU/UM/v079inb/nNKLwfJ/TjJz77zT3780DeDcSSuXn/jqHu2Zc75pR42P+Wh3Lib5ZMko98ufw/iXnmMf5basy8Kp8RlgOPv/6cEieuy0f244nnFMghMc2VdKr8xY8zf/ovClVuqWHPfXzP38b3/OVhz1++veHbcMvx9Dn7aSVdH7mr8OMzfPUI//7fKOelcv6UKVH48MVKDSuf7x4IQ+G39zvmkvjRkDjcFs6vZ3Is5Kdf8PBPX/OTj+/47OE173JgKZHf6hO/HB+43WfevVv4cPMtu/CR6bDw/seBYVe45kQoK58tR9Y68o3+CeSJz86Jw1R5lb5hP5340XXiEO74d1PhF/HI3XzF/v0dfxbg5+HML54f+FVdmWRmz0x6vCLc33EVV368fE1eYSl3DHnierljSom7MLLqwqfyW4YY+dPbn5KmkW9eR55q5SYOXFG4lxPHdeHh63v076H82ZnpZyvrQ+D8vOfboxL/nRLfJf7zL0deyxW/Djecpgl9dY3KQDntWWPmOBy5XiNffPuGkL9fxv0RmRDd4vZ/G5tgoZe7AKzUx+X7oRsBDjA3RXh5wFtEVGnd7FuztReBAQXpjpL2xz/f2E/daKldWLf3bY1cmiOxORaaU7G7IC6maHPa9DIX7pTQi79fXvrivzobCzanRS+79OLtbE1pmuKr/Q2bEH/JkKX9039++Wcb70UkHjMC5eLeW0Dnu3OsNAeQMXKSKwfoErO2hC+HWC0ToikSlYsxfI9h4Sxl52gSXGFYVoBQ4gFSuliPCweQr79mB0JbTyl/ZKNra2djqRspXmoqVXutB7YOZpRxxlI9Fyz4dgCZqCwoC6FUWDM6RGeoQIiRINV6O4REjCMSlOApGaUWC0JMBvTjGi3AFI1dUM/R53lBZSUkq6cpxZ5PihCq1ysUK2MR8kgZCoSzz/cAEtBBzICpbp6KmVclrb7vZ8zpNvqRqhtDRYM51r3opfW9KOiazYGQPIgQI1bn/2S25hq6f1PBe32Y2KBCyTbHcR+sYWq1e2tskX0zjCnZDJE0IWn0M1F8HYtvTweIErqxK2RETn+E8nWlL8Gc2s52NLJ9czZse7mDOd/TW43jYnIqupHSYnmtASMNOLj8kOwGSQNKBu5aWrRUZxYFxcpSeSkshOA1z1vGT2tKrGE1X4cIaKDWBtgd+EQ7FF3iuThp8hfPYjNgzXaURcywb8wXUUjVnP6udCwWo12UqDOJtGf6GIPKml+6k0Aw9pwHAMUdLhaE8GBixYJftAChl5MQA2529F2+NxzYfPxiTgMVL0XhQdKqVo9dnNpo5Z6cKVovgamdg1ZnV9ukYWfFfm7B+T/i8l4e1pyz0h/Ee2uIM460Z4RtBm0LXPkPJqdU7dnaa/aU/nsuFI6vvGJ7tDvE6fu+f74bIC8G7v+04Nd2Oxt/y/q6+J4+pm0f9nHhavsCK9CAdQ+0+PrqZgR915izx3Es0AL9rUl7wxPavlcv5mTThNtYKyLZz3szMNqwmwJsa+7nqk1LbyrnQW5t5ajY9E4nddAU14ZvpJE9zPBwvmYTpH7vLQX/h1yqcF4jlYFZE3OInFalrkqeI3W10mhDXplPB9jdolfigfU96+6GUc7cAI+svJczAdjpDgmBeHOFlMr6eKTmQjxmpBR0SOgYiJ9lwq6QMsRaqbWQl0xdA6wjSStTLCxRyaE4mXJAtBLWlTLCeieUGDiNkSKBK43IbEGNWoVcR3QNzPcVzpXysFjd95ioYyRQkHomsZJCIcWBEkbqEc73SnkKrA/OEL1bzairB1iPxOcTRWAZIzkJ52sYBrG+GSuEpaBLIe+EcgjkZ+vZMBxXYo6sO2HZRYpUyyZ5Av1WkDcQ75QskXXZIcOOkHbEWpjOQC0s8oAMlfEmm66Mt0gQYqwWrH4SdA7oEtGjMj+fWY6F6eyOxy9WlrcB+XRmfDyxxCtiigy1so+Bddgxpz1ZFs56JObEdBzRVOAuWomaUP/wBgPTkU5cUG3BZccX1fssOEtUETs+EZdBwTZpdc10ya4UaOV8rMxk05UXWLidF/F+FJ1U07JCHUc2/CAXQQhVC46LGMYJ1cWDO1deZDkEermm0s6tj3OD69vPVdEYDVuxGg4IbLKzCr3XEivIGSuhOm14G8Uo9C0o2uQHXVaLkxW2DA26Yu/PUBXrqTRjDNrBvtMDM8LsOmlna5lP0NnV9OC+9NIYbBAoqM1Hpetle36xz0u1Z5AFesDImvLaErq+6HPdmKM/4BLIe6UGCNl1VXVGclKIGRkUUSvFUTUh64rks2UWJ7c51bIOxJ30Q7OpvF9bTSbXwxrNOehkEZ0tu7TuRkqKMAgaV6acicVsjCo20xaCUe/DYKVMi1aWXAkSGYKXlMwZGSAfbA/rEqEm9DRBVUJ6BFmQOJosSANpSMRcCLWQs5DXQAqRNEYYKoRiGrPa9o9rRQusZi4QRjuXimXhDpPZAc02idGCUnURyxhX019V7PlCrWbDFKHWSBElD0pIlTgUUgkMi0CsaCqEUAiT4/7ssiNaEEZSsN4rjonqEKhjQt0uilGd9CRoSmgWtFRiC14eAjIEggaieJZ1tOLWoVi5Lh2N8d9JK39wjxm+l0ayaGVUvf+WWGMMg2Dq9AxnoZuz1p3El/DLs7LMTqsNLHcYstns7ay5HV3bmb2sNJBRb2Armuxc0Xo0ujxtNnsfRDVykA4Qrvwo/Q7HNMpW1q7NVauzD61H4zaLSttJilBFaJ0g2t1ElEhByWSxElHWB04o0kooebBFqkO1hoSMfNnOvjTSDiZrVEdUd9vc9fXbCCGtXKxelA0xKGa/Dw1nBvVnbcGL7L4k93+JZXAbuS9eBIeLOdq9/JB0Zdf8Wt+35y6zIKA53nsQ4oUvxd7Xsv++ex8a8bI3aPZ92om7refPJns3+7ZuxCCpF3q5EXrafF7AaZr/zTPwsGoZmw9rywRoe0R7QKMNe8PWitLLxGoj1ur2rK3Kgt8vyPrCjtFWQlxsLKJWZlsda28ZA8HtjNY/8DJHomEJwUiOW2Cn92mAi2eM9Nv7ftAXz9X+bZkstobB57f2cdl8tqz9lgVlJRCbTMKeUZucWRGaDFCMXPAD8Ft70qhc/WhmvBZqPbA+7AnLPVILY/wl+/gVS/wZn9LnjM+Z268eGadImSLhvGP//IrruuezesdxN8P0iec68+tcOfDIT8v/TKpnHuMvIUSu6mfEdeL08ZbMnpv6kWmYIe0oIRIelXGpvP2rzOHPVx4XeF5HPswnfnP+LT+bfsQrfceU3zHP/4KSPpDG/8h1hj9T4AT1n2BZK2vJ1Cnw+NbKlt2MJ6aU+eV75bgErt5F3uwS91eZc1lZ5m+Yj//E8HDLm+cDUXYE2TNEZR0+8fpQ+fI2cxjPnMMj6xR5eLtjiALM7MrMm3zPuez5uzJS6553C4xh5So8MA7PvNpH9jLyfqz8XZj52XzLZ6cbrsdHfjqc+Or4Lc+njzAkhiFRj3vkeGB3uGeX7znmHd+Wt8SyZ1desauRQxiZ9WicU4R3h8+IN3seXh15CjM/+W1kOgmPw8Kclee/fUZ+tVL/LDF8lljiniVOPHydka8zN0Piz7+cKOz4IHvKcANXn0MW6gJrWnjeraaH70GW/y2DEBfNh/qlzUHQlKD/aQa+G9wmKiyFqVkcF+3yXPC0AAFIV6qm0rqDuQm6xq56UeuupSUCfm8bxoVzBRcnggtcdXAtWNM8Z7kDnSkgTUAaOO4RWm/QJO6Y1x6pfJnUZU/QYtI+/u6oasrYwUWfj5a65Q72Lqjs+UQvnP3BP3cZPPHUx+a8UQUNJ//+6GvZGiNsz9uemV5uw4IVNpOthl9x4O3OYYoDsGjOPTFka46eg99ndXKCC9S+P/7AtYymVLLlLWsDldHWNHgDbI0WSAhZ3I9rzGytC+QFSYEQXTnUyWxjNWejOcuxcVdFng0c6upjG7wXwmzlYEJajHmjQtDRHb9eTz8oEjKBamyL0NWz73grfxXDTAgwJgxAxYO93k6i1wEtwdrGhauBOkVKHo1Z5LnbEishVmpIFI2E7OV0pKKT96GoxoruTq1YQYKxhFXgbM8fUpszPwPeK0O8FrKWFdFiOypEVCOaIyoVGRUYYd6bMRDMOYAkqLr1gAjWIFIYfP3NAI2Dw+yqyGoN/fo+boDAqOkGUiqwFCcgGeAUT/kVbcEfZ+WLGU8aDpc+0u+51PZ3qwcpGGAo4vLLz3jz2Iuf6+pgvgWD0mrnXOO236V4UAULCCAgOz8SBnxEVhqQNPaSMR2kNSjX5H0h/Pk0o7p2J6kKED3XvzRmerCoQMt8qO4Ije6oDjY+qdIzrFRw59/g95GtPANqZ6fV0hQLklgz8tFljqWQS70wxET7Z9qWbMvdZHpjsnYrOfjYqWj2/jNNbnvadvXAtgUPtBsI/VCFxYGbl8hyMK7Fyn4Zyb6xQxszrL2vGWnW/FDKAGFF42zrUqPt92RZGZc8nx9+benpvZ8CDdIXn6foYNNksDFwNo2sejm/5kCzXzqwbcGUS9tE6FkwepFF0g02N6Ib6Dc/gH9nY8Z2uK1YebxLPdwcgu1+/mPHCqEDavt9M01cf18GQVr5gJZthzV2V2lGy5babtigGW7+DN1AbkbbZoQreNk93V72kSjmmGpMRoM3F8/zYr0v/lsuWVmGEyy+1L7D562VUuuf9bG5o0J6BmLo9wWsP0sf5h+z5xTKEY0z5/0VzzKwF2VUtYaoC5SrK+bdyHA98upqx/UucZsSMR5I4y3jUDhMd1xxy0FH6kMhf1pZ5sKHebU672+EUBb2+0c0Z446UUjEhxF5KAzMxKuF+QbKNCH7ShpP5HXmuK7k84F8vmLVwqIrU6pcjcJaA8/3gYSyoxJEqeKlSsbRaoJfm/593AklwuEWa1X0EMhneP0wsF8jxyHyMVWsBFuk3Jwphxl5GknXiTIpq5yRsVCGhXQWdvMtOYDulDxG6p2QCoy/DMgKD2nPOlQGrYSlsgsjw5CIQyIIPI4zy5CJCwxnICTkdaQMgXIa2A8zN2NmqQvH/EQhMO8jUiqH9UgolfFXEFIg3Q4wCofrYlK1nKgK11eZNFakDsynxJqemcNKOlde/2rhcFLSaU+8gnB1ImviWa9gXZF6JlRlKAGCkq+OdvaejsQA+6tE+L6SJT1Yl5F+hps+Vnpzyva7GlzeXzpbmvPKMIsgF9vcz0A/q3XD8WECgstLd5K2M6tg3dXp32fHqzlc2/2LYfu6t3OqTpGOq4szxzR1NbwRTGd3uSAeaNHmQBhoAWXTJS6HqjhOVMNOFdO1MniwJbkzzJ9RfPwo3nTJNjZCc1xaxli8wC71YqJ8zmOzmxrT9cHXx5uuSrML7HUjBAVeNI1WLKjifeJsHa1kr9YWhTGniUrY5JxGw4aeCWKqQQ3XdhMybHLuj4npK8RTsAzWJE4CUapYtmioUHOwnllSCaxOeGm9QYSokHRBEYrY+6osXZ8IwZpHqxjfooplLQdFwmxQQJVQI3ExeyAsAVlHC0qkzBjMeW6d5yZaCRxTxaYT8hDN5lmMXFIexXRBfUKCkK72oEKYI1omNFSUlXwu1EWJVYgqliQ+aGdSl1zIczYbp0AsgbEESvFYWgKuxEuAenDhyTm6aUZEKPj+PKhlGC7q6jma7Z4Vsju7o5JCYEDQNcAcjYAlpQcfVQN5HlFVkgd1ojgwGyNaI8ucrD3JUyGcCnmZqCWyVpP1KUPMKyUJmpxVrMHgtyo5QBncdltMnobBmoKH0WyusLTqAL//auijl2iTyc/GasSnLqMac7thOs+sBUwGBBrBsXp/uND2mZfTk1aareOIFui0gxI8XksjTWkjXmGygwrMCKvbyy6LGknKz7aVKZowudH8Mi/JfeK2hbYMM8c+VayBukigdd1UWka3BVi7L0abv8NludsStVWW8L4xjYil2kgdcqFHcHvWM0IaqVShlRnS/teKyBk4o8y0psm2DC773E7R7nMyx7vNc5szQXWgEXw6LneM1mw0k+QVc063J4XgpZK04V2cgdezLv7QfpMX/27ZLO37+sP6ey7LMjWHSXNut8yN6p914eq4fRPATljqwQp/n+sS1YQSsN6JRghrdTsagrcr9vm09TIyFU3O0bIolEZwNb6CM/z9cw0LQMtYaXuoZRj4vcRKIqmP3Xxc4eI7VoTQd0nD/OL4QNtzX/ggpNlPnnHe+0+0FfGmbLan2rkRQuu5xOyfg5aBuDXSFqxKCPRKKb6vtiduNlgrQ9CClK2Z/eUOUJvfPpYmN1pQKmxL8wOuIMLbYYBJiNN7TuNM+fYLHh/+BBnOHGOm1JF9WPlxOPLl3SNX1xM3txPP31zz6f41eR8pr4WswlKFfUz872727MfMz3+i6OHAb/grqo5cf/45YZ045vcsVXm6+UTWmVH33GrkOb7j0+kz5t0HrtITV8eZL59/zfuPlf3HL3ga3/E341uORflT/QV35YFx/hYZbjh/8ZrdQ+W//mrH467yH378t6wT5EnYC4Sv3jHmyNVv3qHnifpJmacTKc/s6sqT3vGkP+KreEcadwxxYIjC+7XysCyM48hMRePA1fSKT2R+e5gZF6F+9QWjnJn3C8SBN1IJkpGPkRoCV/EdhTs+rZFPNfDmfeJfrIEvcuG2PhCuPvJp98iyLMQ8UKbPOO2/oKyRPAa0XKOffsKyrhzzI3UqnD67paZMWh9Bj3y+vyeL8PTtr1g/7eBXK5GVefknqp44hj/nrLeENwd208LzMvL4D5GTXHOWPdPVL9m/+5q0G3g9jzytP+P4/Oec18jj9ImKEk8rr4fKX1wXyqj80+tKXpX/6/fssx8chOilgHo4tDkXmoAyYbex9s3J0ESNOU6K/2SfEVckPZKvJlxa6pIEP4K1AfzURbalmPnnLko1mJPcjAary/6SSdMEeE+PIhsgkNh/po25Mav7s9J/1xwgW0R6c050Ri6XnxWCN5ypvTloYXvnJsBrm6fGpOjzo2wzJA5KnEHS5lxdafdorQEkZDbDjL1/i3+vNqHlY9IGiNvTNGOw12LBBO3qCqWJwYQxhVYDmCRjIWjBWFfQen/0sil/4NLFndVW6NkUvYjXeMXYwUANanZNDoRaqcHZbXVF84KEaCaZR4i1VgjGONZe+3cwosVpfYkN0mpTuqyGOa5WJBWkWv1+cqbWTIjqpY7dedwNKS/JVLFUYCCEhRSEMSVCCKRpZ3ahN1Qsvp5LqBQs8l+LN+lcoebVgGL0AAyJapwQY8QntbTyIoR18HPgTQuDAzBnL7EYqz+kigal1JZ1cXGcVKBktC4EScQQKcUaRUrKaFJjii4H22fxDMFq3qEefpOARDPEe2aRmpEoaUakEloJrH7IvM6oecNREkhES7bG20nQFAgi3kwtIt7MUfUM7qAy5trUUOUPuqQHIBrrx/uSdBZJ7KDcP2HOdmm2bLG9c8Gqs3cVQjDDV4o5NzWOtPrXBsSypTw3x0cPDhaCKKXC1sDaneO9Adng62wZEC2TQz1I3AOWFXOepEpvBiqCFAPTpUWOSRuAqxjorqBS3ODy/dTYlQqol3djtedx50J1Nqxobxdm57nFbrv0899esCxFovU68Q7jJpYr1GJfXcWOm2X80lKqJUw+Tx6ECMlVVzZncImg0UmjlSoehKjBG5A3VpGxy9DBW7msVtoB8XLa4tknslUe+iMu5dLYvNCv2BrT2S3mYFHRHuTZ9HG0Z2pl3Fq/ixeBez/36mNGNzEsXAT3pat39cAOTRa0977Qie0m9QL72pgac9Be8fv4M/YeST6kDcObwaJuQAmeCaLiZ6WlMG9Mtq1kUtOlzo50nUiTJT0IUS5kXQtE+D7vDCtcv9lnQjMmWmCgbvNhe7v9fDGpYCUCLhGB+t2dNdnWZCv9Ul0etDJcQi+HebFFLPVatun/IZcq1DNahXlKnAesEavPWYhKvd2zXAcOu8R+N/JmmniXdtRwoIQbxh1c3YLqNW/qyBLOPBweeJaFj/MjGiJyZ4zy6SqjeeH4MFGXSLofrAfB4UQ6ZObrPWU/ElMhxkzRhVNd0XpDPV+zhpk1VHYSuJqE8zkyPyVCKezz2dwsIVGHiLy5JozC1V6pofJpNX/Y3bUwFnh6COQFDk+JuyXxdBd5GJSRyEBkvTqTp4VxH0m7QNWC1kxNJ+r4gMgVY/ySFKCMmbATyg2kEwxfQVkCT5/tmKfKqzqTcmEXRqYkhGQOkMe0ktNMmoV0EiQqcgvkRJ0HJslcj5UnzRzLM1UmynTDUFau9Ew8V4ZvAiENBBFkL8SdUkNhqStVlcNBGNX0y3gQvk0PPMuRz54qtw8ruzUR846QBDksFE1k3ZNWZVwKIVfSHKgHJd+drRTiw5kYYRoG4vcGITbjFxqOwMrfAZ09SKL32Cq+j1848nQLwnlmXJM4L5ISUNeBgoZWOjNu8upFeR/DEchqzhdwLBLREKCX2kyI7tCa6eWTwmJnvFp/NW0NVqOTE7rOavLBs/1IqHiplVZb2tPzpApIdoeIGMEgGFFJavT4tEI0hrhl8bHZDmIYbjO7mgP/Ivig1ccUtt9rRBkNG+qzBQl6DzHBMkOe7PlCC367uVi8FE103NIDqxZYMblcvem0O5Ndx/fmr9LKUdQNP4h0QoTpU9tDP9RvIgrx7MGdvXjfB5MFKQdiCVZRtJiTO4gz+jX2cdusrAaRg6C1Uli2eaGSimWtztUzIIKtfxDPfsXwfqjq2yYga7Q1lEISqz5quGNrxhuqEEKgRgtCgPU6ICv1GctCCiezF/aKkIizOenXmqmslJwpVFQHKgndGy6SUpGi1JpZlkLI2PdVYSggVZgVCIIcXDc70V6PUKnI1QpRKLIHEsOuEKNY8Gp1e1sjWqypdNNTSYSBSFkhzwlJGXZuk0QjQJTZCFMx2hxK6xswDFQNzMnY5bvTM1EzhQHj0Fv/sLQocc1WTSsllAE0ocHwW5FKHTJhTcTVsuFiUmrCmpRXkPk7Nsjv2WNNZmxO/ehkjkxr5tvISN0p3O1k+63Z743p79m1wR3izRaoXpa6GrYUx3TdId/dLIZrrARbtmBgy9hgdru02nyQsGbOht9tv9qu5yJ4sH3GnaUyulh2olXzDojJgOghtRaIqlo3PKmGjb4LFyXY2a/a5nNwmOb39iBEkAHpMhOTWbYj3SmsBFWn5jRHsiCy+jzMoAutP5jh0olWvsr0xMQWKMad3Ur1bHRp5ae0lR83X5ON0w5zk3sd74qd0dBKzSGoKgWTnz8Itl3g5XZPw6WmPxrB1d7VAkCXePOlr0taYFgbqdTXWMWJS9IDlvQs4WZftKBRy2xQ05Wt5GG3J0wP9lJRPYBbL8Zk9w1eWqzpzLa3A41A14JeLQDn/UKcJNuyG9r/Gla3smBeHq2RZyW/mHUNtQ9XfLXpGRZb+Kdl8Bk5swUt2u8b4QIfj/vnWvaBrHRbiKaHm6ETQBshYHnx+0ZU7uVaW4DX95eok5n14jy641HaPRqxjw3nbJkX338F4FVKDAMs4wNxfOL+6c+Zv/kxVb5h5JF8k9hfF74MM//i+on0WklvI1+fEu/LLWVU6ueZchbWD8IUIv/J9Y79fuVHP5pZpokj78hM3Ly5hgrH529Y85nT9EwNlWldmPLE+/yWD+EAYyBH4S5/w2fH99x+vGL67VtOt2/4x7evyPXEj/U37OoTaf6IjDB/tjDFwL8aJn49nfj//uU/8TxW3ty/Rc875DdfMBz3HH71mnoe0MeZdRLibWaaVrJc80TlfbghpB27QdgN8KlWno4rh1JYqBAGduMEnHi/e2RcJqZv3zIMJ05X7xmHwLtYSLUgDxEtkf34mhqUB43MVbi7r0xPlTd65IoToX7iod6z1pFYR2p4w3n6Oev4zDI8UOuB+nRLLp9Yyns4wPnLTNVKuv/EqEfeTk9khYePXzOXkXQE6spy+C01nZnHv+IcXxNeTYxvFvJx5PlXifn1LfPtFcv+16zDe9KUuF0Sa3lHXm44p4X76Z5UVq7KmdcE/o+HiY8j/E+3lfv1ezYZf2Rj6hcHsxv84YWoMwHgxnVDx90zY4z07hOgGd8t4tyin024+3e0MkAXjFG7/EB/Bzdoh5PSrZUWj+/R027RNKdEG+OFSBf6AW/gwuPuvOiF0YW8Pb17T9sTXvzGyzH4c3XhcMn4bNPaZ0kuXrwILrx4++aZMEeG19p7MafO2PDp2tIYpb/P7tueKfS7v1Rmbe5aOa5t/rV9f4+At8h/2J5JL+7zBy7RKzdunP2szjTxrJeQB6gDEhoju1ojug6sAiFYbddKMqOrAsEb3fpq2DO7IZew3hbF0z6dyWYNes3pSDW2CN74zG5hz2qN2sqm2EQIIRoJHYgDjBFiEnaTNVDbX41WU3qo5pPSgFbl6TSw5sLpJGTNnIbAGgZzGmfIGq1McAm03tkEtUZybc0ctGpwo7MeHJyZsVd3bkyqNcMLNTorxrRy2/Nh8PNUA7mIz7dngEhAY0bDoyvQbIrxnBzktXkbnNVue0zHFdsZlvFSdbbPBa/3GWz+NC0OAg2wSsTX3ZrfSTVHkWUFOUMgHGw3ekkkbYb8D73U2UC1yZC214Mbz+FCtqgDFGgMDiS6EW1OCBW1LBRVY9RcsiNbyQKvjW3nxZ0A7RyKoDValkhV0NXOb4gWiFUDuR2oZwvGmPM9YM4GY+ptAMfBVtUNHLbtjIN4bD/XaPBeQmNfwJbhYaxR91bbvlChenPxy8bHCNb8D3oAoYFXkcX2T40GLEM7xy3TQ7c5rybHN9zr81e8H4J3YG9grAU9VRpgb0acs3ObblNvSN+Bn5fh8PmAEeIewogwmJERXQeu7ixpGPOHbzZ6SY0+77I9q27nuWXktTT/zs7vOqUNoM37haO/M+mLi+3q4rjJdJzoKi6aX3Js2n9af6ZwMY82nq6u8KXuKlAvPh78PaV/1rbGps878YCLI6ttdhqFILgqu1irXtoDH5N9d8MZfRTSGEgX+7JdPSNfNwNM2n+2gL5u+jsU33+/D9j7eKrrp24g+dzVSiNyXDLeLLjg69eDgBfs6her8v269LsjmnVg1UBkz8iEnDJ1LUxjIF0rsruG4S07vWN/vuZws+dquGIfD1ylW6Y74epHQj5dM3898iTPlKuCkrh7KJy18Om0UIKyxJ1p2hXkXIlPgbgIeRTWQVneLxRd0dTkTKIywlpgeiBMhcMuQxz4mK4IkjjoCMtCeapU0Z7tWPJABZ7TCaSyO45oVeLwjEhhPzp5oI4s50Ri4XDM6A3UA9SngfxxT9XEUt1JlhTCCLym1Micz1QN5FVgr9zcZOIMYCz/27GyjBB3AxomOOPViRIMwv6pIvNA2Wfmu8J4DqRF0HWhLDOnnbLurVzANSt5rZyeKpXCOY6kCXgl5rzUK2QGPprsicuRUJRZb8g6oAhhhEN6Q5Qb4iGwDgEtyjnDOo2IjqSzEp8+wW6mXh+RMDFwCzEwrYGqlfl6REWZg5pP+g9uMj/fwcuRNezXmjDXZHIuNPy4OBaOfo4NX3WjWUynKhVqKx3p/YAaY/5S7rr8Mi9vC+ZfHhrP2ArpQodDj4hLBcmonGkEIhM4FgBQZ/W3mtM9iN6hsAdAgv+rRtqxTFFj019aEqhYE2LUsxUDUhyft2ByHfxfBSfQbHpbME+zOJZzfagBDQnx0pZGDPCAgmjHVHYmoAUqlAMbxgsgk8ukNr+N2NU2wurz5AGejp9sbrXpKW2ksIg5b71DM3HTQ7U5qFw2Sv3B0k0Fyk2xqQ/JmLEarG9aUDQaTozBrR1XA1Ib69/2ekZBAgFzqEsWC9r7c+TiOqTh2TE6ScptxOLO2EYsUgv0aqnoYk60ItXOgwffVIRaIRdz6EXXS9GJHiUkEOd6K/A0IARCqoQEYY6wBOoumcwqtldqVcoCSnRKRdzY9CJUFdZqDlzGig5OglOsJIgKQS1TLK+CFohxRSRb1omMkI+oZtYYqVHROqOyUktAq1DigIwDRTJZFwIRVsuYDcHERVmN1ZuqEaLWYIdJzoYHwljQpOQFcgnUwTIpwlLQVYk1EiSYPZgUnStlsSBQVCPYaPYeaukRe0o7x/GYHG/P32sn1E52aI5l2ORL8yko4i5x8VI/VhrJSBmtRrtl8kazZQTrSwa05tNKdhxr5632kmjNtvdeKrU5gcuGeRuKapCZ5ihvuAmqNoJTcFynmEIpWPaAYH4DQfTk+NPKt7nUNJzpNqd9YxMS6o5S7T6FhnFqw/wd49ge7wRIbK+Hfl/DRK2U3iVpqSHC6oFTs7/qRWZrC5gcbL/3zAChk9tofhLTF7LNnge3L/ZEX2Iv09mIWj0oBa3E9YYyXR8KpsM6m/9yD/2+6yU5ls6w33DvBr1rn+WOMS9+6nZrszX7WrUskEZ0aZ9xctSFPWT39/Jdot2+oDk9+t5zu4jQdazd1jF/twV8nlomd+990ea6rZ9rS02bTu7Yv8lQG3PbR32tW/ZIZ/D4kFvW/XcqrWyBgjZGw+Ha7YVLGeH6Wi8DIG0l3C6+eK6GW1oZrdp0xsVzbmNs+GWb1a2CDBtJtI1dfYzt8149otsWfwQRE6DWyodPH5FSWNIJuVm5HU8Qnxj3C2ksfPX6A8+vnznfP7Pe76gz1IczY1B+9J8dqIvy8HUmF3hVzN8RDyvLHv7n4Y41DjzFW0IY2I2CaObh+MiJIwuZnQT+erzhzfCW+yCc6onnT08888AYA/LmNZ+WkfM88pR2pPMVgW8I+q+Z4jvGV/8lxxH+l/MjoS7s332kxMCfzJ9zXBT99ERYTvzDoFxfT1z/bOFVHhnOD0ideZYzMyu7hy/48vwT3rw9cf32Nyzhjk/hFR/0mff3v+Rm/pLh/h1zzKzjwqBnfjrMlOvA6WeZY63UVdhV4fBq5RCE12khZOGb9wNzjoxvXzPud2Q9Mc0LP3mbeX21sjztuf+qsrxOxFeRw23g+m5mLs+cnj8wjcJ4JUh5gOkjdVc5lYVFA5J2jBoI8o5M4XmcWXXl9f6WgcRT/gmqmfnwhjpewakiM8R8ZqgLzw+V4ynz+gDT1Ss+Eflfzgk97ZEnWF+d+PT5b/nRvvBfauUQRn55P3BU5c9unplfsoV+5/VHBCFa6i4XhrvQGlRbyhwXDgV3Zuh2JFvzMRdJ7W60nvINwGoXjn6nFwIOtqbYWwaC+bi+K2y7qvTvV3M4N4HbmJL0hEGsxJKL8l7eojUs0otD3QThJajXbby6JVxtT9kcdy3a2TJDGju8Pdal0GeTKd/5eXPCuFLtKYEFqwnpCoeIYLURtTXGaaynNkIdTJb3Jr6ucPr6+XO2xn0tXaCxrPpe276zlwJpaZ7d4Gtj/f2X1AONeaDV6ip2dqwIso6EPLZlRGOmxtWj7xiwGyPUgNbgDB1TMOINsII7lyvZGEBeTSo5CK8arXRNbJk1xpDWWMzhHW0+pERCTQTx9OQekTZDNwQIUUgRdsmy4Xe7ShoCt7cj4xC4vVJShEFHtMKHbwfO58zDemQumTokSMl3IJRg6casFVmrNe722qiG7XT7E8zIreXgO39FQ6UOxogJy4oUNfa3StvxNLawDBBSosxCqRA6o8IdBCFTw+L9jgVdBT0lCJmQzLEodUAJaHLwkk62h/OVOyUqaMbK+VgfDYlKDZ5WqQ0cDsYykGAslwzkpQMQZId4XdOg9jktZ14Chz98iYMvLRa86p915p86s0laCTatGEMjmkEQIxqGC7BcIDg7LI/0IATQG2O2s+O+fNWtHrqV6HLwXb0ZdGzy1B06zbDUiOYdVjLI01HrYOcvPPt4W+M0uQgUNBAn/n9nElHQsFIlE3T0bBNnaaLmtHc5aI6R2c67ju5DaHLVz1iyrKGK9ZAwxqlAmI0JpqOPr27QUxU0eQBHre51UDQ6sFTwqJo9X7SGmL0MmcUcXS7iRp1nhvQa5+GFMadSPCCR3OkfgcmYtqKI7A04BguekT1Fvfzwfdav5rRp7CZPK/aN0JVIC0Z0NYEDyw6e26vbGOS7/yWtrBE+7xaokOZ0f/F+6cC7adCuZ0QceF8aSG1c8tJ46ZBg00/488rFGyS4LqkXuhBjz7afW9aOBteljanXgxDt+VuPDrq23mZt+53ZII3l6i8ItMwxaY5QhV4PGmML9rIrnhGxYZqGEvxbq5f/a/inM62MEW5f7Q4Isee1BKKm3IqzAhve8OduZ/6PuBQ415FQBwJ7JpmQ0xk9CdPnyv5GKdMNNb1lyjcc8jVX9Yrr4Za3w54fj7dMd4HrHweW9ytPvz3wgXs+Xj1QNXIrxhS+P4FGZb3dU4NQc4VzJT5G4gznOyHvYH0/Ux4rYciEVMjjDWXc28+7R6Yr2N0Jc93xsdxxNQy8G3fk05Gn5WRBxEmAhJYR1cpxtbT23fOeWJS0f0DiwtW4J6QBeRhY5kQ8Z/YCS7JEvvI0kD8KdW+NuIcAUwJkBN1Ra+acT9Q1sM4jwyzcvM2EXFGdISg3g5CnyHk6oGFAj1auRIYBSYHdU2BYCw9/cuR0dyZOgXERWGbyfGaZRvJ+4lAX3qwL5xXOTydqisw3O3IU5DVIHanLARaQ5zOi1WogU5nXEXRPuq7ECQ7hiikEaszkWpjLSqmZKDuS7hjOj0wfP7G+Wplfn4lxYOCWEAPDKqyxsl7tUAozP6C5YdurYrqcVp5Hs+1fz0CztDIFZkRnlAllcmdTwZpZGo60pqnqZykgjNtxqLoFf1024Y2uTd6VC7xpWkX62JpjodL7Hkg1BqNUkOjyOEJ1jNyyyHQ2cVHNSb99RSMtOAaunkEZ1IOsjTzg8lyj6TypWBajfZf97L2iakvz814XQyvJ57ZTtAwQXZc+R2jDIkCdMQb0YMSR5gwrLjvVMmatLv0BKyPxjGWOeN37SzLZC3m5+HoFNoas2nNr8d7g4s/pwRKgKWaVZHaFCmTTKdL6X0kL1P6AKyjlZqUmIa4ToQTSrIaNp5WarARNjIq0bNYMspiMrwRLylEr4xk0edsQZ4iHiAqsHoSQlp2zCxZfcx5FzGFzcFGszRVKyBWplRqrxYjKgM4DjVhcigU3I8LQHXdO4grJAhWa7Dg9Wemr+KoigxKPEZkF3QU0Bd+bmVIqWaGGQIjGng0eTFHxLiBFLXgwFXQw57eFUZTeu0sD62olWNO0EkUJ655Qopd5zSwpkKPCeIZ4ps6JWqMF1iYhy4lcn4j5CuYrgrizvlgWmaAMSahBWKKRG9IKIkq48uCEQhUh7goSq9k/2Wy5SCSHAqlSTwonJRWIGmBVy0gZV+TqGSWSGQklMBwtk6GO5QIP/h7R5gFMa04bHBs197NHVHByi2S2UsoNP7UgXEZZ7Cw6Hq096OO/D37fFoRAsYbTZucFDogOHTeKLC7dzIIzGGX4rvUjaLjSdldrhi2e3VawUkLe068FJFWI9dHWSl5jDaNd4Eqmlcpsfpue8apOavSKA0GtfFKtjZ/uiLYRQhVEAsGzg6pnUlUNDoOzY6bhAjtiAUSfZ/HAj/Xxalh5BLlyzOc+Gnfka/CKC7p93mRyQ6Zm6zaeDZ75YRU3rOa+ZZjgtnlwHaQ9gFzJ9F4GPZu+Edq+B7+1oHxXcHvHitYbSLU52r9jR/qu3PCw78/2u0YYZCO20vB8Xw77zojZWT3joZX4ayWK+lPoxTiV2ufQj4xq56x63MDLhAHdN1Yuxgu9Z0MvRWt6QvqM+zT5z/ICeTf3Zu1jNGjvP9XLNbfzYG+0+Ta7aPNxtvK/Dek3X8yWbbH5HVsQIjD459xWkNFH2Ha/+Tu12YDS+uC2J2v+RxuaFT+rHTtY2TXrVdTIHtuK+F5t+rYTgH/YVWvl46ePlGUm3p2IU+FuPDLGJ9L1QrgqfPP6G57f/Jrz/RXrpyvz03Fi+kvl8J8fuP9F5Vf/n8IYC68OFv3PVysfdon/Ob1iSRNX6Y59EN5OJ4Jm7uWRRx55ksQ+jPwfhmv+RN7y6/CR+3rkm4+P3D99YvjpDfLuNR9X4TwLnPeU44FJnrgK/xqN/zXj3f+eT/qRf3v+79npJ/783S+pXPMny19yXoVvP/4vrOXEP1yf2O0H/pvPZt4x8fyPmeWx8I0sPErl7cOfcvPhc66/+Nfsv/x7vtWBT/oZH5+f+Lb+E5+f94xFCIeVZXhi0IWfDTNPKfKL68x8Lhx/FdgXeDesDKNyfZWJi/DLf7zl+Zj47Is3TNe3lPqJZT7x05tnfvTFif/47/d8+1ViuYV4K9zeCV/cLXxcn5gfPjBNlbtrJdUnpvyR5yj8Y14RGZG0Y2BENZF14Wn8tenwm9eMMvHpw084r8GCEPsrOC3IXEj5I0O9Jz8qz0uh/ljYvXnFxxz521Pk9eOen3wLeXfi4+vf8NNV+a/CwOl84H/8cIumyp+9eSbGP6xPL0/p917BeeMA9HTJZrw7M0aVjXm0bfYenesvbYpwEybunJBNQWzC6OL+fsd2nybmCZXmjBH3MKhH4jeh5ECYDp8vxudlmBrg7fVPTcBsQpZ+L5PN3cNCCxJsYqo9Wfvv4gK5Pdvlc21iUi6fq492u7ZwR3uCxhZqSkYvPicXn69sHrnmlPL5l3O/N0pPh+2CVi6Fodd+VfF5a8rMv9eZHDRmibM9LzrEfr/uDW6gDsasN8dz3B4jzOZkjX5/BWvuF2x8UjogNMdOAV3sNW1MLnMgSWtAXJpz0tJCbTo9C4NKyAdUExKtfrBGdy5LoIboWQyGPYIr74gSgpAGISUYJmEY4foqMk0Db18f2I+Jz28SY4TAQqmFURPPJ0FlRzwXlpOgK1hZGC80plYLugpoHNB0sPWpprStXn0zsNUcpuDp40Johm0w9ogWd9pXc/K3aerZCVqItXgjavulVg9s9bn2eQ1WQqU5fGs4OxJxR151Z105IxrdAK5YbVX/72rjFtxIFWgl2CSolaRqjQElUklITdbDAqX1/rAN/H30zYu9185FwhT3RZkFleLbzfvBtNJNgGU6VDNcXQaJMyHU2UaNGNJrILczXle7S2hjbXvdZaEaeFKzciEEY99pY/M4I52C8MTWvLKBEPH3tYDi9ivtWQwNZFpwaSvNdiHbvDF3CyS2AKq28lneK8fiV2akqPgj+We0AC0JR1YrUxCCOYY8+0BaKmm9AJ5tL4diAQ2fo+antzIaxWt1v5TNlzJcenqqG9i+YFbPVftYxfe3dIMBqpx7kFo9uITqlrX+vTTh37HfxBgsL7MZ2tjDJi894NvTpQmbTOySeqvMqz456mu4zUX7hMtwhZ5O1WR0DyA0J1CT2ZdB+IuasVJ7YHtTrN/VRzh2aAbSy19tBrs0sc1m1EBjxm5jaHA/9KdvqehbjHszNFSawSDoBZC30bQFvJgiz4Trx7trdX9T/73Nj03TJW65eLbmHG0p6u3nfjs7v60Hk7iVtpkjfkZbUE98fH39f+ClsJ4qshTKeKaWQk0z5VBYuSPOB6IODGVm2l+zux04vLnm6s1bbvYTdzd7Dlcjr+MVj+OR43UlDjNTnFiuVjifCeeV66eFtSycPy3Ushp+nIT4OiGrsJtGVCrnpKxjpQ4jNQljGIklsC6wPliAP+0TS06UeSGHzJoWuFqZ7iJrFh6elFoKYf1o+uJsJRHTVTbptAzIGhhvI2kQ5iuhrEJeBM2BvJtYwoSmzDAW8rBS48KwFq6eM+tOON4EwhQYDpFQA9PtSJjgGG1vyWtB18p6XKhLYeCMpEyWSB0EHTMESPtMGCvxWBh/bbh1DlBqJLInrIlQRkKJnHOgzIWpLn6WIkErIZ/MAeIB6kKmVmEtrwwbBCGwMp2E4QSPr4VlCvZZXRnrTNSZ9WklP5+gKuH6ivhqIX0m6BnOHz4RCFTvE7VbF1Pr3QH9+y8Jni3Y9IpndFl2YHByZ6HV0lYvhdHrR2sL/ifwe21lUjy7ovdCcBkTkp+HS6d1w5x+T4TNyeHkAREfV5Nx5mwxh4QTrxpbscmGxm50edGIPd2R0kpBhSa7XelXd9hJY0cqlokIlp3YgiDFgg8t268qlm0gGz5ojkfv2+VRZV+AJqubowK6I0uBGpHQcIvpboNu3ixcvfwQe1cDLSPipaxpwWGVRnSCVsKyZ+N6tiVeMpLmcHTyQiun0vsFBlwWe0+pCyfu914K4WyBnqirz40R1OoMLBFdCxQ1PklwB3UIaFQ0uQ6uXraRxeyLIdqjJw8/q2VxRifhaDYHUqpq5fzxEhkD1BC3QsRBIViT+JB8XwQs02JOZjMErGeCLoBQxxbQ8sajVNsDo9m76ypIDobHJZj2y6CpUscMOSE5+jIU81UWQbISsp/jSQlRGQalRmGtiapKzRmplTD6eQheoqb43q+r4Xa1MmGaI6EIWndoHawPh5rMECLRHXVRCkM8+p6xcymDOY9LMowzKGg1Z6kG6+OhEkju4G2+tRIKNWZqDNZOJVWSWgmuMmTvOWH3D4PNoWRj96sKtVTWshACpLTj+7abeDZUlct6+eIkgS0YIZ2x3pyL5m40B2JDESYPg+/dRnT0Wqo0p2YjGEmvJKH+fusDIp6d3Wwcbb0aPYOl4zbdsp7VsZW47a4kx1Kro5u9rXEvn2oBYe0Z1qk/O2xhmN5DUsxmsKBHczOVTYbhe1nYGNq9jIw1uw61BRdWVyNbee0enGvyVcLF3Guf9+bBqD6mhgF74+jWW8dJYZvz170Z0myfZjMpVhp0NHtKBrT12cCCF50X1NfT16v5QXxutf5urPjyutR7TaaWDRK7w3zL6nB5L8oW5G/fe1n6yM/whWO6ZYprsyEuS5zKxUg7wavNmPvZPECmTY/qFhxqc8oFBgcuSMs+5/1HnzPH81tD8PZb18nafIWGBdSd+o041XW9z123FQH63ve+DOqGe++/0IIKfr9LPQdsYTTXw4C4LbkRpxuB1b+izae/1mzJnj9habMXEOtyHBf7RbY57DKml9FqkiiYz6BlFV7M3w+6iiK/PRPCidc72MVEihn50ZkHSZzKSHx8xbtvZk7rwN8cBnZzZH8ODF8ru3/zyPMxM98emcuZ0/lEZWFh5njKjL9+4jAW/uztW/aDcFufWOuZ9PQZYX7N7rhjCgO/PQg53vNP6Z/46uYDB8ncyS3XeU8+7pjqJ97sPnK3DrzJn3OaPuPx+v/CEn5K+fQI9Yn9UjnMV9zd/0skBsKbb3guyjfzFcqen3wmXO9g/fCBD7OiuytqHBAdCWsgD584XZ0YnmfSL6+RGNjFE8P4BfEv/hvW8BM+xj+nTl/z7utveM7Cb46vWaNw2L1niIX4OrBLA9PNa2JIPByfCUvlJszsY+a6fiLWwvDTQHlz4HGYiQ8fCHvlzZcw313zaTiw1nuW46+5ypmfx4Vab6hPn7MbFl4d3rFblNNXX5FS4M3tRGHg6/Nr5pTQH2dImdM5kecd9euZ8Kycwjecbz7xsQamAU5yoMTAXUrs9zNX+4k5fM5c4XxS7pdb0Guen2/Y/eKO45L57z9mtAj3y0odhYfDzrIyv+f6wUEI8cNXpRnura6dl93p5YpW7HD7oac5hV/e7VKobTkDLULsB7pF2LWlFTXhcuEYQbAGw5bO3Rre9FArW1zQVFLwb2yOqCbE1maD9Pu++NOjiRdOkf6U0l1cL50Q7d6mmNWBS3MTNUejaPYpaQ3lzKGhTVk0ZtWFMuiq0g2MFsbRZvA0Bmf708HxGROa3kC2jU8Wv9/IFu3GFbfQ6jAaU9lKpoh6XfxeLss/042ixefOnfvNEAyXyv53X63OKmE1hVdHN3oWKAUNJ98qg7GEVgffYsBA5ExgNbDkDNZQrcF1rS2lz4e5miFXqwPHyRqvacioFGo5onWF9QopIxKtyTLhaA3hpoDGRNVszX0rRKoFIKikEEijMAww7oTdLnB7Gzkcdnz57obraeTPXl0xJQW+IZeZMQw8HiNLCMixMmuh1koVm/ukmUKxb5FADSN1mKh5QdfZxlHac9pel3CybRQraCSuOzMghuog+h7LRkjmQIiWjaAkqkZiPRLKSp1GdEzoWq1shhTQ1UBWcDZCsEwFi9KDhiONQdQc9AChnjwg0UBeMVaSZoJWVCdQK79EDN1Gl1gsRVvNuVgZ0HptRn1e/JxaWR6G2L/v+y91wKqERiRomD4US/euDbzV7qCwlggmV6RadopZudH9yN7oPjSnwCb9jNHiLP1maKg5VRp7RBpTImRnaeI+0BERYwCrFkRWAk8OyvcmFUI7/55J0GS4XDBAvFyCrUM73y5sQuvP4QaCcgHMLwJ6ApqSsSsXkwuk1Uk/zgL3ZtksJst1v3pLjAlIKLamG/vd6gyLVGKwIFAlIwy2t9TBlyqClfXQurgMMeAafGy0wAbe/Ft3LoeLsTZ76rilyFPUkrwkgoyozKgcja1ltduQkE3cBmPNhOZ4+sGXO4EA7bVPHaC6LuzyXqrpxAbkRTAj0xrL25saa8yNInfedX0hDZr76w23tl466tk8zZhp2Ql9vZsu9HIBBHoZjtb7oHqGXwvqNn3dsy2C/9gwwoUux7JAml7basW2p/CxaNwMSaClpfdgY6tbX5sRdMEQahPqgUVxLCFtD/tn+x6s7hgIrTiA/662wNwFvFcuDDR/SZtB217xgGTLxJT2mepN1l8aGLZpjRFnTV/xUjbNUfrD95tWC0KoFtbhhOaZvF9IB2XRH8P5C66KMK5ndq/g8G7k6t0dt+9+xKtXkTfvErd6zRf6Gd9On/jq1ZGYF3Z3e5bnM9Qj8jRz+8tCPi7w1ZmyLux2E+wjy5hQjexlNP04ZJYJjuNESROHHLnOgceHwHIfEQbGVxPnGcrTTJ4q620m3QR2fxapp8DD32bqvLCvH4kFhtMNISSGLzMpKvqbCVmU3V1iuAs8V+FYBPkUkGNk2e04h2vGoTDuKwxnSjoxHmduvi08vBae3gTCFJmuE7sYuTuM1CA8et35+NkAc2H9zQo5c4gn4hRYwoEyJM7jSo2Vu6FwUCV9yux+W1lvC+drICRC2BHmRJgTtSrHPBHrzKGao69qMCLA+mwYcTD9n8NA0cR8+gzVxC4+MrCyv4/s18DzK6HszfmXZOFKTxw4cv8ED/fA7o5w95b4dmb4cWT5uHL69C1BI7nsGGrlqprjqYRX3y/fopdKyk1J+XmT5I7UFStRMqHqmEsmx/vufNMIIVo5IVXLMHMmoTnpZ/uO4uUNgjc11ebYcjui1VPXCQskn+z7teGiAQmpEymas0MIjlcLVorTj5lclphoDpJ29v0s1hYQ2c47olBNfxKD6YvizxX8PAMWtFevmCGbHMsehEitLJP3AGp9aYrLWNcBBH1R89rkZLH3V2NaEy/lenumiogHvfSASEHrs8/9HpNdbjsVDKOE0fGGf4fWrpOVYJmLVMPlwSayZ1BKs8y2IARUz9wQYAL9gfJNIZ7sGUJ0corL3noeqCUiq815HCEMWLnUOBihaVis1JoOhmc5GW4bR3NmDza2WhdTCcFJHas98yhKEmXVQkGoQ0KHSNFqFrEYlhhSIA3R+8sVeA7IYyBEhV3xWvmz4fqdl1B1uV+dBMPO1n49jWiJpP1AmIRQFFkrZVes3OrTgMwjGlZKXIglEEokZPG2ZUrdKyEoY6pkCcw6QCmExQkX+2Ckj2qN2etpRIuQgwWrKgI6khYhqFD0YLikFndMmi0QJRElEEJhiE8oE1VvTJZF07FlKASUcRFUYR6ssbjmAdFA0uR8JBMqNZ5s3SYhJ7O3RlWWWCjj1nNShkrcr8iakOc9Rav1GauZko/EIbIbXhPiHw7qm31cQZ5RKsHLFdFwq2c/mc05YNkJ2e1/x2PaHJAJ0XBRdsgFpWRaORvDh3ZWxMuqFrXKDMXLpTbCjIEXKwVk+zexOa+b07bQei5IC5YR3CWaseBfIOidfTeLYVJtDXSzkbsk0uz6VhbGkNFi95EIwZ5PNBpuD815bme+9W4LYmQ5bRlrDkpDI6zJgqJkPdgzecko8ZK32mV2cxDbvVoQonrwoTP3Gwyl9Q/0wAGhHVJaseYmu1vZJpHFghAyYYGbFijanM2N9tp8K6gFfaSVk9aDPXv9/gx9bb4VHfo6XqLDZi8rZj9t/qlGwKtOlEvmG2ky2oCu70OfNW2VOS6D8soWyGB7res9ZUPWjYDcsjO+EyzvmRp98J0UbHN0eS/TZVb+VxwvQ/N1mX1S2Ii87Zzga99siDYXJqk69rYdhe39g6/00ees9Udp2GUx3aajne9OPDS/RQ8eUmhBPYIFAPhOOa+255v/KahcvN7I3RXt/ZbcHmr7aVt4ttDMhV8UK7FnerVlFS5uo/6RhKWiyK+fSedn3nHFXRyY/3Jl/dmR37x/y1dPV9x+esuXVfkQlV9eV25K5tUysP8lXP/DPeubE6effWI5Zp7vF1ZWTsMJyYHdbyt3u8J/Ngb2k/Awf+KprKT7nxJPB3Z6w47IP9488MvpA3+X/pb3r37FfzH/GT9fv+B5GTk9D+z1V/xo/w+8e97z0+VP+OX+x3xz9y85a6Z8+5FQHjjMys3phrdf/yfE6Znr/f+bTxT+7fHP0WHkL3408+pm5qtvfsnD05HD1Z8Q0x18OJCOI8v4LeX2kfFxx3h/R9gF9rsj049/Rvyrv2aRG74Jb7l7r/zkF/8TX5Ur/lY/p0zPXA9/R02w+/yacdizv31HqgMfHr4lzGc+k3umVKB8i5YzTz//kjwduP9fTxy//oZXVxNfvBn4cPuaZXrDXP8189P/wLvlFT9Nn/Gwvua3T3/O1W3k83fCaf0t9Zf/L8ap8uP9gQfu+A8PP+V4KIw/Wgn7haf/OBLnPeMvM+HjytPwax7mzLe7HxHGW9Z4Q6k3vElPXKVnyuGOc7rjmDPPTyvH9TUf9Y74MLP/D5/xuJz47z4+sBPh7W6hHiL3t3vq8P3Y7Y9oTN3KMbViLa2eanMeWqRdu2OqGexNIUsHk00EbD9dDuNS6LXD2yKJ3zmEXcj8/9n7k2ZJkiTPE/uxiC5m9t7zLbbMyqzM2rtrumd60DSXwWFOIFxxAc74bLjjAsIJRLhghoAhDIAGpoEZTC9VWVW5RGRE+PYWW1RFhHFgFlG15+7hHr0UQGiTJE8PN1MTlZXXPzNXI2b1e2u75JXpmWf6kbouxvCtVYOCM/RHxHexK7ixX0ObQUOuusSv7pmuRpbzbXjsHdam1C1PVudAVUxgvXLtw9WXS30KGgFaFqCmuFrI1oIirmOt6J+a815dR3DDTFvHheE0xEUzBOXztaV6h9WZjI95VZz2Qy0UM7RSjS6+xuLoeO0CJYjlLc0WLWHrkNs+Wy58Z4ZS+aE4T3LDkqo5GMxS6vatGctJbEggU/jECiuGGTM+GyMRMUO/hNn2Wwx9UnLnNqrZlFmPOgiSiQJjt2HbRZ4MEzcbeL4bGTshycCcA9dXE4XM2Cm9QJSZIMlrO0eYXZn0MHopEUmG0lQJlo4gmAFQpaYCsjUqXhBNJFFTZplgJRba6tkSAqZEGMgnepqnzk6SLoXlxJE/ooYstcSx7gBwA7ZkTKFuoJjO197RGrXoWvbSWvXuuRyjmkETsZjziwxldgGgF7QUpEwNGFMFUYQln+8nNbsbpo9HFqOm2qJkBe2oKaGWM62IahPnpQm93m2xkFBLVVrR4EpNVdFyk3pKILvC2oCb1rOCREPtuSHYUsJMUAqSvJCt1LoTLrSW0ztUA2gGajN0CAvaxIRXrWG3y+Xx/aiIooXOan1fTdUTzSiiwaNxiq1HsydEN5i4kcjSAtmehyplB8HqtXhKioSd7ZqjuvKKOsZgSkho6NflHIjvobJE71UhsxoqTH6PDrgvy7kMPgapqLZCdbSrO2ulomDLY0H7E05cKSty7vsga9TKYuiSqlotsNxzNabyRIEleoSFl7WH133AAk9b1lVduaQ69tuae1hyu1PafrNwsXo21rxYlvE13t2G6tNf8Ut/teDny5XIxbG6UoTWCs47QID18lRmWh1rUPn3cpdhcbLV8ctK0K9o6hoBWEOoacrsEqnRPlyNraIhazh3HW99zumO6IIUbkV+ffxt7X/ceZMA406QKAzXCd3CJs70AfpDop8S5UXgdC2U64l4faAfj4yc2OUNT6eesY+kraIzjCEwSiTkjq6MXMlTYtjztv+O1B/Zi5IQurJFpOcYClkTelC6JGR6ykaQMBLCQLmemfqJPPYwCPOQebidSVkYS0C0sAfCvTL8S2NpNyVQQmcRjBoI3Y4QO2ScLf3bEJEi9HsYEQaDJxhJ2yljMCV56GHcCqcuE/s9wy5QXlwRR+HqWAgz9F1PJDIdIxqF0gWUjM5HZE6mfoeI9AH6QMgTlJlhUkvZMiqpg3ilRFHSKOQQDKk7WD4XmUDmjN4nSndi3k4U6UkPwQzz/YClPx0QjQw50pWAxAMlCB0TQTPTeEL7QpGJOPfWZ7K87SlkZAgMXwT6TondTJbE9CaT94E+XCFBCGNEZ+V0KwTp6HcOwPiBpuJpl2pNBK+JsjjMKnBJaOk8G2pzASPgt8sEu+Bn3Y0r9fPghquVHtJQgi6z0mhHrT1nDj1Ri6ijofGboL2MYZWjuo65RpU1o0etM+MOxMVmvh5r/Su2ZxtoQzw00FMwLgjlgKUeYRlnpaWhgo2qkau+I7R3mXGiOhi6heYGL0xb/DuPcKiO7JYHvUV7DP7uFhrrC+JaSqgFP9c8QD1CItAikJ32aU1j6fXD6pkwedF5cp1Hixj9tKYVfRsi4oWlax9BMSBLAI2mP1iKLAPQZLUaBpqsqG5g43yno0ghc6SIEoIDNDrfy1OGDFOELALSG5VJGZVk8mw0rSqgrUg0LtNKDhCtdkdsso9FaepsukdXoyB7+7tkgSzkmsm3K9CJ1UrAUhdpNplKuwKhWDHuLIQJRDKlz7aVYmlydDK5savG36gOxjLZqguWnlZx2cAmBbX+QQnEwpJ9TQJFDMwRTorMEOaASI/GkYpqh0LnRvySs0V1JQcVqBiWJ5ycDLh8XMzA3YUe6ZQYhdgVisKsllZLCxDVItYpZg9MeEQAhGD6CXEgRKHkGV3rsO9rzQC7jgiFNUDD2L0b5Vs0aP279lElNxuo6WnVFuHUxsGX1c7R6EoFJLVaZgqSbF5aLSujiwg1vXJZ3ql1KHUOQqt96fp/1bfV04o1QCR1/uZItisfFgGOwFKoWFzkc6tM6wu/X0ZHSqmyTz0PBsjSWgMCOZOpqvhjUdlLxIc6HzC1q7og8LfXAtR1H8RJXF831t7lOlGt7bhI3rPLoUqLTq9G/rZnRjNbGtImq0Un+d53ORl9rM/9YHOjdqtlsczIxlf5pGcPaHI6JiM05xAsjqhF4mz8cTkUrY+K7i9ntjSXV8WiPpqOobb3S4SvrY+4Dl5PvKw7AhxtS3WktVG0rBlVZ1uBf1uEyUquXukn4s4sXfVo761ruIoqIdAi49fqTN3ftpfhTB5YHrUIv5burOmedSYVYOa2sOYAXNZafa/seXd2rXWleq6AxdFjkUh6xnMXkcf+q97pOtiVnvkpLQT06VPKzZY3uytOQ4/c9BAzu81bvuSBtMvsd9cUEgOJUCAfEqHPbHdHymbPsb9l3w+8HJ7Ra+G53EAXSDcbGOG77V8xDgmVt0wIZRZ0jpSrB1KvTPKWMB+Izye2W2V6fc3r9AXzw5H5OIFsGcJXbMOWm6sjz/TEZ9+94aZEJBugQFIkq3D39EAYHjjoHYdS+CzsIcKuv2IzbPnpk2ck7fl113EnhZMGSur4Yr7iJkWG4Zo87uj7bxnibxkPPyN+fU3pT5yGN9zuZ+Apd/2WsR/pdOb5q8B8Ffj2z58S2aBf78mnjum0JRCRL35DzAfiww3cRwZNzFfKHJ9yuvoJne7Q40juBvpw5HD8im+O/znHTeF0VZiOT9lPO+CB+/kbDuWOh81TDl2Hzl9yCFfE7ZahnwnfPSP0R/q7Pf1ReXI1EBm4HQJbSTw5ZrZyy/R0w+Fq4Fm85zq85HXY8jpvGPLEnxTlLhz5bvs7dtd3/PzzjN7PTA/3SA4c5kLejxy++cJqWX2kfXpNiOD5tj0PKjq60NpYjBMSRz82A0RYKRxu4KrhQzWkrhWbqUx4RXCoKBnaBVIvBLQ8Z5bKJRpgUcwrwaWIC+arpmbEMwLh6C0v7iJuZBIvENtkfCdKBY/wcEVjMegsY68Fpdo7FTfiVwdAXhGzRXmqzKmSneAGE20Upnp5Q+u/0uP2TKihYk6IijGLUHPO1RBJrejbyows16WG6mxaMaYm4IBFjswLP9cl9BGpax19DReXihHNjwh6QCyTz8cEGUM2AclyyZeup8SATIY8XPY7ITqbIVa2LheasqfRGefJkReSQJMVRZaA9B0aA9o7Gm1KLmcM5nTqiiHwPGe5BINThZAIYfL59hTt0LmzHM3jAXSEsjMUo8z0Qdh1IzdDx+e7I892iZ/ebBj7jkPcMRXl7nRAusTu28JelI5E5IR0phSRxK/LATgaYHmKJvTH3mo+REO8ppKQpEiaMTXIkGuEGv1je1uiUEI0vTcqojOhJDQlSjKFWMOAMluKDQlIL+YAyQOUDk0DhAM6HN1QEi2gZXKU2+BnaRosKoUjhULAkGthdkEw27lJo1J6BTVjTigDkntKCeTceZ8JSYkwPZjA123aGVURq93xY9Dpag4VqQ65YMhCUvG999oIcfZ7hgljzASvN0Iww0BD4BRPxeY1A0xQdgcRoMFzfaYqtyarO+LKpoawOIg6K4IoYgXFtSRIVfiNKBu/f6bkWti8IF68siKhSC68DJGWk5mAoZnyQsNLtFoolWb7WEQ9NVCjRS4cC5YuAOysqiLFsV7RhcfeIzzyADmifaEWo5ZQ0NihMaJyROVEmDqYO5ABjRuju2oIKS1eNDsabQupW9FCozfaDNhmJMT3DHUbmQqkYOsdkkUGdJizJFh+3kDy+S4KhFbDmXZG38rHadv5WTMeajqhn1NX4lQWXtmKkDaEy+NUfkt/VQm2530NXAlt/MtBBerKaNunitxSS71nKS1qJJEZXM2gJGjNyytlNY6VEyFUxJW9Q1tUgjmoloiBRRU2I1X910rxhkdoqLRSSTHELvUE4spCRbMtIec1+qBFPBaWwqQBWn55CeZgprAUVjQHhHqeYNFk+yBeYNDXvRae1bV8UsUDd6CYD3FZs7ZdVdiIcVGkvFCuKUIdte6R8d3zehwfaxLg+mmgH4Xy4mTI28mKr47HifH+xOnLyOlFID/f0724Y9zecSX3PE09X+43pJuO002hJLjqO46pp5tHhnTFM75kH9/yZvw1U77nNmQmApv8FNGBh+FbcjiQH2B4CJRnI7obkLIh6kB+ceLw4p50u4W3gdN9Yfo20/WRq7FjLvBGlfBS6P5KGXbCF3/RkYPwOuxQAnF4RugjcfdA7DNsLHf55m1ic1fYdkqJMD9V8k1hd4TdFNgMwrgJHCUxhLfI+Iz85Dnd8cSLu3tTMocNZQ4cbztKH8hX0fjh8Ug4zVwRiDEgY49uId4fiDnRTa5+73rm68CuK4xXcCjCpJFuOxOuTwgD8UHRKaEvJ/KTE+nzA3lSpu8jeRCmn2whBkLeMeTAH0zQa6Ef3xriNJnB+eH6FpGJEka6qYM3N+jDlrSB05AINz3brwJ9yvTziVOeOXyTiGVkDE9gLOjTCb2D/esNnQQ2/UCIP+yEsAjECMHzpmNylsmdJiPZ3XNaEmYIXqSVzhX7GUN2Amo5j00Bn+tJ9vtUUfnVSe6gk1zlZNc7QlXAKzLzgNVIWBT85nB1h4UZduo9dUOYepQyAh6FRue6QiX91Q/gefkrPTf6bohWUY9ei2pzqob/4nRGM9Ch4gjkVuPCjSpOrw1NW9q8CDVdltcqUpNdpfRQOqRL0B2hiNUAkw7oLULTozUqWMXyuQcIhhRd/J6uC9ToNo9W1qwrsBaYIXR0HeNkfJjsY7P0r7be0eV1sYgQDVBqHawf52S1hCBCjFaDRfIEOVkdBIJNNxpQZw5CH2ZinMkhMtGZkfpYnTcbCELphBwmJkf+j2EEokUEF+A0waQcR+t7EzZ0skHmO7RM5ljohEHtzzxl5lPVMWfQiPRqTj8x2ap0nTkMp95KKmiGCGlnEVWnKVBCsCLZMdANBe0g97NF7M6KzIZ1L0MiSnYnRCAelTLOpN3Bz2UPaaAcN0iG8VTQvpA/Mz2gdHZOhrBFi3DUPblkpOuQXiwSJBdiEbos5FnJWclDR+4jpIlwmOlnGKaOMmzIu2cYb50QMlFOlKSke0VzIM0WYdBLIYZM3OxNLuwHVCIxXVuts24kjJGunwld4ZgDp+JOsoSn0yp2FY7G72sq1NBhNfs6M7rn+ROQ6Z6SKqifXcwAqzVNrCPwi0G4HMldAQ1V77RIhhrtGWrUaq0R6SiwCuxKboPAwVVR/R1i51AwOhPK7DrFFisufwQOLvkoaKFoMRnC7R1Lupuqh1jNulBqhETn4tsEK9uNcnSxcgPaU9yREkOgZXoQq21VxAtGlw6VYtE8RHcAFPDI5SXlqTtJ5eRj2yKe0qtGAJu8NKGaUa8jZ1ESmByrmBMMQTQ7yj04QMtlWhVQr5VZDc6aQJUYTBGb2aBEghxtjdKIajR+Etw4Lk4vVPAiMliUgaf1qTUu1B3f5QEbaL+Wlj9w4Exnr+j8BoCRVYoez29r8qndDxHaPhQqT7MoqhqMn/3VLSWS4Hqs6RbB5fFWok0ckV/BWOq1gsjuiKhRggYqqDIqGMCnglHtk0IF1plv3eX4qiu0guHVke9nwnWDqjHIKtqC+m6P5mlgX7e7VQeZ2T8WixRNhnY+3wBb1QlWnRezyyDuIK71pmREdePzqlHkrvs42K24YyYwmQ7mER7aZHl3VhiDsgg5KpCy1o0DKYmWKl0WsHfTI9pGeu0I1hpZWR75lBYC+pOfkAb43R9cI7uOJ69vGQ8nnl2/4avtkV89/4qXNy8I84ntfCJmJd0e6V7MPH3+wHT9lvvNt7zJX/DrzU/4PEf+Mpt+8/2TDWXzil89+d/S9w+8mL+g6A1pgnIMzD/5Hrk6om9ukenI8OTAky/gML3g6/tfEF//lnB/z3D9hN31NU/CwGcv7tDXdxx+9R1RnxL5QwOGSk+6hu//9C3Et+zLSzQVfh4+Z+iEJ8MfcL0Z+OLzB9je8c9Pwr+cC5sSGU4jf3jq+GlW9rvPOd485Tr8Hdfh/8b120L3zR9Sdg/cP7nlrpz4Rr4kDCPXz654cpf4s78NHL4cOf3yC/IpUv7LN8x3keOXvyTsMvJHL+nD94z/1RPCt4FdmcnPlZfdl9y/2FBePuF0tyOV3zPO33H78k/59Xd/wuaPfsv1T/81Y/yC3fEJJ14zHv85xzLw8vpLsjzlt9M/QLuO7qYQ5ED+m6+QsmdMb9iUt3z1/M/YPL2B7RMeyLx4+D27+TWvf/Y5d7/o+UN9zXP+lm/vPufr+xv+YdrzT1PhXw13/Pb6LVefK//oz5X9dyd+/d0rpiPc7u+Z90+4++4XFB0/esw+3QnRCNRiILBWUYFOxB1lKhW50bRve2btm67E5Dx39/pvR7+3y1SbC8BrJd8vXvUQ036xRiet0AjtPSvDSBvr+SNNQXn0y/b+Jnm7YaoqP+upUImsrJ6qa+FzWhORBaZJFXSWzqqxb5l7I/4rhGgl97Rn/d/KivDWLl05Y4VqagQYWBnE7J2OukaoYXdnER5af8PKO173q/AxWmgpMbSln6jFWq0Ile9rtXMGaIxJxdOGmxFPm0EOmvGrXyG9FKS4Ub6ljfKQVldG8fzDUo3Z9byW1OpMafBQSJ2QkAkhWXSBX4uCRSNoNmNcLoGUhVOBQ4L7Q2ae4dRnTkXZ7xOHh8w8KSWp28Ys1E6zb1ev5lzILlivkPGqoLMZE6WEZvCSuqYrBEKr8x4MoWhytj2juIAtrrC2/JtiimxNyRU8tDcYYrzl/HXGZ0IbDSXZ0Bh2uSgSW1ioGegrcqDzz6vgqKgmN0r4WSqGwAjZ9yYmj5yo9GqN1Pl4k4qub+i9ep7FjPVkzNBShRCx9D0KlEgNAbffqd/LqkxXC0U1VIYq+tj+NBJoRlpbW/VDHswhkFdyeCU/6vewoiWF5aw2tKGjZqpzoY250rGwkGpkGbf6mvgyNmFSV2N1JaYV+6rfeYRLC0NtxqGwrPFqBapdwyJRVncQ9QiMAmHyV0daQfOahkmrEVs93cRiyFA/v6UVgl7RaBfSa9qd5kRyeimlOgqqNLjQYpcOne7/uPQ49fWtH6dhyyLq2VPtucfnWXLdnHP+c/YWfTRuFkWhRTvU9V7x0boxrPbq0bVYuly993GkRHvZGvW0zNFCh5dlaLwKD8duvEOM3yieyg03iNk7bbhOS3xfGuis1dOoisZqidqa+XlbyzbLapmioXbXXLXivKOyjL2hq/28aZ2pO2F0vSfS/hhrqs4nU9hkxXsWmelHNhV0HlDpjD/EzHbY0I89+rDlkITUR0qIJBVSysynmdPDiX2YuNVE0UxKB47sOW2OHMvMXiP7HNjPE/vTzHEfmA49wjUhQB5OSJzYbvYQT4yf74g3PXNXHBwQ3PEV4DgQDtA9HEllYNp1MMCwhaiZq9uZMEH/RIijEHJEszLMlsZnlEQsCg8d2kVizIRNYd8HJunQXOi1kGJH6ZVOMUPkqXA4ZuY+oWMATeT0QGGm9AkJgdBH9CTIwbGubwroTAgnwpgtJUoIpG5AS7CsQRPIEKALzJOQ74QyB05JkU3Pk+1oqQ+TRQZmtVz047XAVUS3PVki2k90AYYpUkRIJRNKYSqmzIdi6N5QjFDnrdXZiJsNfdczyUAuEXJHzD3zfmDOAyUOpK5j6gthFwkaiNnuQE4CEcJPzJg2bwqP042902paS6m8r6L//W6EhWY2mlLURdlKAOpv3KBRam7E3u+T036ZWKLhaHKsyryiR3GRbytdWd+fliLBZdSa0kLw++3vxsBS2tCQtXaEv9vl4ApcaobHVmvJ5bEWfVBpYv17hTZuEVPmEKjOYy1pTbRXv618yWlV26JstQiQJZqigg2kApXcseOOeg0766DJLZXmm/wluopaEWh6h0eHL3Uc3PkgWi2+PsYVGlWqcyjTwGRtPRd6+KmtpdBUQbLTfREI2dIddWK+LVV3KZszuVSZMygEN5r6b82+nAknAxqEKg8fk4lRPQbK8DStqpA1W5S2KjFHA5LFQg4ZSiRO0SOOs8v1Zi+PXqg1Fy9BGm2tZzISMqWYHlAtg30spm+UgsxigAnJhFwISYjFZcZgUQ8hZLpByX2hdM5HswGEdEgW6RAFokU+KaCpootnglqFhxDjEhGrBSk17RKtdm/sMzJkIsVLRXZoGc1o7JFNBhrL5o9UIQwY3YzR9Itc746nRsvGB7WYkzCUTCChIZElo3kgFDGQTl8IsfJhlzXVdDEChE6sfkgEVCi5W92bDzR3XGo9n002qql4kv93NUdWm0TVbZZEP8u9rWC9em90oTMij06/GR/PI1EdsCBQU9RYOjnPQqFV0qp3aTHayio6QVCCZynIYLK0ZJOfml2nymyujzSg5SKnFhycouLzFR+D3xevH1dTGLX0QC0S1cdW6/9IoIi5RM7Bp9HnWkEyvs9Ot6XRorLM/ywiuH6vqz/Ot9wBLm2P/fetu/p8cX0RltTengpKcuNVBtI0JH2z8zT72IdbA/Wut7u1tW6wjnioS7Hec2nPV0joAsxZ7DLGwxaN5OxdLS1r/V3lb7Kal9tYzmxt5+9v94dqrZOlS/9WzuR00Hqmzmo7Vv5XWPqv53v57RJlgJ+PmUXfAVnz3fbvFX+lRp5Up121pxkYQHUd+bw6R9SzWkHDsACjljWwd67lk7Li0/g9WvQIXY1TV+NmPc/VPXfX0Uou+cSmghyw2kFdD9ue09cd6c3MTXdijPc8mZ8yHWfKPKLzNbMKp81kLrH9gdw9MM93SNjx9OnERgP3OTOL8PvuAeEtL34rjPTMYUMpGxgjsRNuAuxKoedIkAPd/TVH2dHlI+z+jvj2Nf3hnnkDD0HYxMB1V5h3e55cfc/DrPzm+BUahM0QoY/cYmaPTbBzexoCJWa+fvk1m2Mk3SrhsGH6/gE5ZJ6clOshMIQTucxMceaQFY1PmfpfMB13bE63jF2hmxP0mf7ZzpJ+5AckFO6efsVp2CG//QNknpmH3yNXiW4Y6SKUtGMKz5k+S5T+jtc3dzyMPTHBkzIyh5lX3R0pHtjGiWncM16/YTOc2OrAGE9st79h29+yHZ4yE7jfBWYy03BL1wnP456iE9/lIyEn/rBL3BQhHSb204mb3ZGrPqHdiWNObA4zn72ekM3A3fgM0Sue5IFTfuCv8543U+GKQr6N/O3vB8r9SO5fkAUOQ8c0XfHwspDzx0Fyn14ToqLbsxFabejH5MS1Xo3ehfPJ00y40FljIZ3oSGO+q0vTFIjYGLq0C2foU/V3K0qoCEUPOV7M+kBV4Cs8SYSG6KzGAWBhOjUfXmXY9mgLrWtohoWQLlEXayeJ57NtiKuVYtAIy1rR0NZlDacLXiCu+Dzb2q4NRbhyJ7B44U+Yt7auWUTbFvvqqDNiz4VILQqoVSk6OBGuc6jChhuYs6GUzNicEOmdMHtkiPq7zopruXDXitZV486Hm/bGeEs2ZTIwmjASZcXr3WgbhVAFr+I59WVG5QQSKWKICynZctRvjiAB1R60I6Rram5Hk1M8qkYwRHQ8IJIJwXMCVkPXQWHKKAOlDISwR8IDIQZiHyzXcB4oUck6kYtQUiDPgSkFDilwO5mA9e3rmT4k0vbEXAqvvi/c3iqHu8R0yKRiod4lCzoJxIx0hbBX4hFKKWTcARH2aBLK0c5FyIGlYGMh5NnPuEfFdObckb43ffFk6X1SDyUKgd5Q9F2EGC2cvJhCQIrQZ3SYzRkgCSmJkEwZKyWbQXdMEJRieZkI9e63iAETaGI1tvn5EzI1FNP6S5ANaSnB7ppqZ8X9UsCSgp/s3qZqFFiEhI82ZaVkY+e3GjAiGELaIgXMRiDG1boIWSgMptipoahFzTAu2VJfqRcQ1Jqy7iz1QXGDAVAFjOCCgw4oPaEEcyph6K2GztboRnaLJCAIEqOTF3dQ6snfZWdYgoXfa3HUZC/mTMuYcbfYXTXFxOl4TQPhTi1Vu+sS3DOWrKh7qE4sF5yKK4JSnRANxTHb3HXAFAo3RHv6qgVt4udPMhqOICMqOygT4gVhdF6FLgcM9UmB5AaOMKISnaYUavFrRJ38HYAJug4NVug8aySqEl241oq09fRLJosWSpz9rI0sXr1PbZUBuODoNJRYmoBdEWvUtCEtspCVMmc8xGa1Zu3S2EZTVJoT34XlUosb5pqhzZ9f+J05F2vBWbUzE1Z9Nqa5/rcLy4I51XCkn5/JoixOMefvZsHAhW8QiYgE54/etRvElnQdrjhUlHa2sHwNrgi2K+3/UXXLppyueTPU9G9V8LczW2WU0T7zouQLuqs+68pQMVQhIdv8iztfveistnoUgZY2JdRc78UNR5aKTOioTtWK6jI++3FeetZUKMcr8jyStgHIXD39GddXN3w3C7cBZNsjXc9UAtMhs09Hbo93bMLIb5+fCOlAPLzmoDN3z47cysyrMvAwH3j1cMfh/oE3rzqm446ujISucNp9C/2BL27esukz6aunZLmhvMzkh0IJE0kSUnrC7Q3x5QPd97fcP73m8PkWRmF7JYyvE7tf3dJtCsPPLAJ1mjok9+wOT4HIbjwiRMr3N2gQuqs3yHbm9fYpKQ48eTOzOcCxH8ibjmFURj1y9/uJ+zcT4eZEHAPkI3o8UYKQtkIYIt1VQY5CPAqyT+TfvoVQiJ8p8VqJXyohRtLrG/JhIN4FwgHiTwbCtuP4UDi8VshmOPryZxv+4Pk1p1PmdLrnOM/s88Qwduy+GpErQZ5C6iHe7ZEcGe8HMvC2zBTgnkgUeFoslUr0VCUPuyvyrrDdbBm7gTevIscUIY70suV0v+Fw2lCedaQveuKN0H1V6AmMeSY/QPkdyBgI/3EPGfavUvVlf7iVncmatV5SK/w4Yehvj2DUjDCv8EvqDopgOoBmRJIDLJxmxFrUs8N0j9noRqmGA6dn4cHkTbnGiqo6yWsqh9NZNRSsSPQsTQo5u//ADW/iUdIhYka+B6cVOyc9wa+WyeNSZgdhxWakAEHTBCWhYYuEsTnoqXqKp7hUnIerGG+rhhpDlthP1qAiHAQhYvwU9TUVJM7WVxxR6c3gXJyXS7D56GGhh7KB8BxLofTGx+ZI32SoYVrhai/wW2aX7T2KGqPXoicgofQQBizdaQDtjUeFBMHrcxRPa+GpgCrLWlCuH28i0A3+k1lMBu5MX4hxthSfoxkjclZyCqgmcp6IUswtEgraZ9PbUjBHwaCQA939iCDEweQUnU7Gr64EYoemDaodeYY5zwxaCAWGU0RSx7Q7cdrM9GlgOOxIY2COiaSG3h9CYQiZIoG5jAY86h3hHGfTULy4hBZLgrrtLMohHYVSQIOlce2nQDeZXifFal6UqISYGa8LcyekMVp0abZImLw7uYxnaWxD3pgclhKUTJjsHGy6AXrhFJUSlJAzkmbL7R+idSEQNxOMCTlFOHWQIiWPqFqUq5SZUI5ogrSPSAfxCSafpg5yRO6jy4IWTSWz8/cwo5Lo3KhyZGYuGc0dQSNdKMSdRSoWjY4ethRCWSCEQD92SLBKZJqFlEdK+eGzJro3y4LY2W+mX3E5lpklDqKQGO38201xjdxT34rJ5qXKQ8X1bDmgFMqqRqaZy23uObgboIlNXpdCJtPJtV9sIlqzLojLHFXqMSBQ0B6jgB1IJuoR1UIqLteJ2XDUMyh0LYWWOZrFUUOGp1B3kASCyuJTLibnK5NFcHltC4Ll2pdiwMfq2g21DoBHNsziJEuTZ2uz9F/IxubaGAir/TDbS8TSepVWS606MqrR1+0eDiZr/MMBekHVTSbR5K6A0VPUdQioUQEWxWd6qoTiNNyAFaIrXc8OEkEqWv4HzptHSxirKgSpdid3JTigr9Qh+3hUhZpFoq5Lk1VtgE1erdlJqCj/mpHD/4dnuWg2hOL6j0Sj6UXdz3UCmRA6k/GFNnbjC+ux+zlsYCF8NJWjGZ8rjnzT6nASk8NVE5RqZ/LfVv1De9Nj8HTT4nYpNX3WZIXQ+LpIzWZS7YlVR6pgJJO1i+tUodX/8KiFBgT2/pvdDNONVQmlyjUeFcPkE63OMnPKi1TwZ2f8u9T7BjWjiLa0J9nvndutzvQus+/YK6r+f16f4qOtQHyFRej94w3cbHh4uyf9euKrLx64unnJTw433MxX7Oc/5JD+gJe64dWTiafpQHr5iqm84vDkW7ptxy9+doeK8Hvdc1cS/2o60L058g//m8jN6Yrrp09hewO/7Oh2wlcJns/KVh6I4Y6vv/klt9+8YHr+O/LzX7H5Wtjewu+uen4be+42ytvdyJfhLX9S/op/fXfi/3r6BS/iwD+96jltI38jlo71L8YB+sLbOXIsM3/71/8cCYVf5n/IOF/z8N+/on/9wE9/kfnqeccmHJjkjvv5CW+mBJufobuR6e7Ik/03XElhOybC7pruZ58jxz3hu2/QsOXrn/9HpPyE8M/+FNXXHJ78V4Snr3navWSQnrx/wT58zts/fc0xPPD79JRDmfmT2w2fnbb86/Ca34x3fDE+8Nmwh6ffUrYnrm4CT/OOvrtj+/yveRK3PN/8nMOQ+Y4DB04c5DdcS+IPu+/QnPkXc4cU5ae7E1+o8K9e3bO/Lfz55294Op7416fE91p48ubIV4fA4Sc3/O7zLWH+gp9PO76dXvI/TK+4QflyD/uHHf/1my1X8Yafb6+ZOni9U473kTcvZ3L+eGaIH+GEqDUgaqfFjQrtieXktubCefNqLpEUVbnX9hs3irR0E8YwdEWWmhHCpOXVO+uH9btzAd1sOmvj/eoZqWOq7wk2vLO5LfOrF11qGirlPcOo4wy01CdunNCmKNGIxfIGVyjaXMry3z7G9b/smcWAszA4WdGa81ksntO6D2tjlDZGUZmTnDkMjDEv6T5qWqzVH3c+VFFn8QgrS8Hy83m/r5WaqsLRo9oQ0xUtXlEMjhRAqdEdLUy8ocf9p7E4GsyL5LadNwOiFX+SMwCWAS+qQ8ZQ7lLhVp3nAYyKhIQEbU4KgoV8Zze4F+3JBdKcmWLheDgRJHJ72zMPgX440kVBp0RS5e1RuZ+VQymcVC0TkNrcNJrSrZopJVNCMedMdKOvR3KI591fTk10ecsMWV772Ixpgq2Lj90EBLWCh4BX6PW1dCYsQgXaSDYDnTrT1OgRGLlGiPifmsqqnQFX6KpRIDiiPvi9FFoBRAkWYbVmthbW7IbaimAPASlVOBZI76JEfrBJvYVKQ5hDu2N2bcXn7zSm4OvjMwvN6ulCTXWwLve0kjFdvbeG0tr6Fr9edq9qruYFlVHlGB/DAnCiBkRUobPebKN37rSsyOz239nWshlk/Y639XaBUGlOApqQWPe1Cm51VtWhV0PK671uX/uYF0duFeKEWtTO2ZTUFHlmqLCieZZOz0iCdxr8gK3QLouAJzSEaVv40PbT0i/hxhJ3XlXHLVYYdqFt1q+u1lDP+N8nNllTdz0TThvfAaTReFPZVGSFnqtCr3fY1rjyksfCp7bHaGu3dqaz2vfzdVrQ/W343n19l5/HFr2wftFqeOuxrn97xk/X/16dnbZMftClIgH17KfLOjhvPXPk1zuo62H5vOsAG7FaxI4WflSPRqVmq3kADaElNaXWei5OL9efnxGD2nkd9zLe9d+szsinNSF5UUmZDAk6zSceckemI0hHuIWQLK/2qSucdonTMHE4Hbh7c0ucZ2JU9nPi/vae/ZtEfjmh9zPhUAgT0G1h4+hjlH6we5WngVMqzFEpkshZQAIhKV3JSJlRne32Dzu6vmPoE1F6yhQoOqCbK9KmkMaZEhx3mIOhakuh9H1TVkUCpQQkB+KcISdS6SgyUA6WCoRZ0VyIh8IYM0UjZdpCdqONWuY98Xz1CLAxJH7YGH00oLcyJ0N7FsloTORNZ7WANyCbTKZHu4hMCUnZ9PY3iTIHpumKnBOySehJyfcHQlC6U4YszNFMQDIbPnLbu3yplg9cs5fj7Fz+yAGOQukKSWbz414J0gm583zttU5TLoSsdDOErJQ5o0dMTsjAXYEE5Q0fz6apcBbdXHN9N9qxyOA1CMHu70JV1wGILrSw3P3Ambzb5MwAtbaZ9ize1BUaqyLcS8Ac32sjd2WecXUXF6PMGQL3LJJi9fM2eJuYeoSiVjBWrfVy5smpgC5oQKdGsx7R7UaTwuqdziMUN/JBq9dW12stozc6Vedj/S7Gl9n2qKzWQYVWt6MC0Nq6xNbH4/mop6Ax42p14rgxS4VWq6JZy1YAkDP+/QlNgeQyvZrxR1RbEewi4ra2sgyjCKFYfm07LoIGQy4TMtQUSVGsBrp6LJ6Cydm4hXQlJ8QMwVPfJKp91Jxp2Qz3eTR5LWTHa4cAAS9hbObmivkQNTSqocrrVJc5qYj5NAEpkTiL2wvFaZGdAckWfZHIZHUAUZalcHg1QnqKUWln0P5tmUQLoT95ZiED/xS1exdaGAoEKYRgzjGVQCnGHXOws1/SiWAh5DaX2KHB0eKi0CczCta0Lmr8stSz7PJGcXtBTp3Ru5orPZgjs4jrBRlzTImtu2X8Mik6F2y/+7xCLH+ouW7kGQOqqGBjXGTsWsNAWAOgLGVRoWrZbijGZLtqTC9+rxaZsMplLqfoEjW+vsP2K9fjW3pKTyEnJpsuIJVH+sja4Cq6Qo/XtD9VpssrWa/+VllS2DjPWKO0W1SX/67Vb6zG2wX6eS7fuFylK1z9Gd1Z3btVCO25pOT/LQuNhLUdqtKquo71hlVeb3MQxCNLZFEh2jkMq/fia12HUNfN5mvrsuycnI3z3Vb11lq3oKX20gU1X51Zup6X1nGvJcVFZl1W99Faw6JPr/iYPVh1G9c1jOA82rWFl7ZzcxbRtpaVV/Os9h3nZ1XuWlpdY6dTLoM3x0aLXoDGj1bjWbqqDpX1Gts75bHucfb96ryv7ZVtnv4GqZaDfPbmZgdc17agut5Wss/Kdime7rFaDW3jKoqiLPvRdIeFO/gqcn6rVtEvn9JEYZeRIFy9PNKdlNPrxHQo5HzDLDDpFVMOyCxsJojSkXY7bon8jo7DVeAphX7/nOs74TTCy+eRUJTPTpEwRY5sAGEnAyH0pFHJY+KYD+x1z7EIkkfk1HOdI4enA6d+hG0i3SS6bsPV9JQbDTzNiU16xrz5T+j0BZ/Nz7juBL1K9IPyVTgQ4sw8XFE0MV/dklSJ/REB9tPEXAaGzcTNbmIXDoz5gTy8JQ2vmbdPUa4pmzvyeMf8NDPlwq7vGDY7uq5jTCdzkPVXpLJhzhGdCuXhNapviNtE7IS+u6aXLWm+QSQQxkIXZiT16BTYHgvPTxObNBPLjOqRORxI3c5qTwHdvhCGkbz5kllH9g/XnOYTsj8Qo7K5FrYExrRBp8wTx+ZsY2AIgfCsh6vA6fqK/TiCHhmmRJQB5oHuoYNtIaWJKXzLaXvH4XnhaioMh8whK4d7pe96tOwoQZmOR+Y0wPMnSP53WBMisAXx/HBSc2P72a+MR3Eh01Atlmfa84A2gb7KtZUxLcpENaBUz6PWqvbqHkv7F/4hhrippKYSofVzjvaukQRSsNh4VwgQmsHWtSGpIaheiKhRJakoxEqA0xIl4Slp7F+l9VWL1VRDnHout5X/w6difQbvu+WIJDm6wCIjmimxGqgqs/Cids0wotVAvzJe+JqLhz+re8IrMkC92Kh48VaD1UDN670Y/DEDsfaoDtS6ID5wZwazEdCq5GnEQr4P1lfLFfzhllMy3aWGBurU3o0EQuhsr0rnuRYfUD2awTIYKiHIYAb3JGbc7rMhdeTK0VfZCxo/mJA+3wCBMNs65I2j9OeNodx7zBDRj0jskFEJW0V0IpQjQQJRBqQTSjREmEVhbOi4RlJinx9I80wf33K470jzNV0vfL19IEaIneUQfP0Ax1l5nTIHLRyzkhKUmNFNQe9myj5TSKQuu3Ad0BRh3iAyE8cTqkLOavyyjAbgn1wI3wZLA+EIeakI76GHIsSphwKlnyCeTCmdBWTGkudijpiMoZ3oCWwgZnSMZhiaO6MV2YXPUFlhNRJZAbVSjNmWcKKERBh2EHrL43oSKzTqyKvSedEwLzoo2YSKMgAhUroBSiEURYogp5WC/ZFmpMHvuKuEouLIa3MMmOIXCcHCxtXzKBvYQJBYCF0yA0RxQ0/p3aZoCl9VTMXTLpUqzIceQ1BWg7unfKhRLsVqb5gcpXYXOysYWH2JEk0wl1xoeZXF1sYW2wtX1/z3Tr+Cet5Tf4dUpAsunCmWTqlko2USXWEXOwMkAkcQ9WxcEUNHYk46FO3cIDS58aHD81EnG5oMFIkEOk97oK5kJJQ9MBB0SykzymuEDsJoNMijbqT3FDzZBDaR2RApYabm9LdCijYnjSNCRDp3RDjKJ6iHq/sSEvxMycJjakSgJBP5itdZ+eRWBUjvjxoSjdO+WosDV5Rr9IuInw3bP3Rw3lr5aW6yqo90kaFhkdObwuvPq1p/bVz1R4syasbYlQBMFXgX/kPjF3auq9LRXOwC1eFPNRY1Barqfy5Yq58Rj75Y0o9Bq+QpPoayiobx+QuVJwqLyJPb2LTxfxAxA0Zz4FUFR1gBEHL73IwIvZ3t4rnRPZUgMfk99bssHm1CzZ3rIA1Z1saMx+5xdgRiTcnU9kGrIinUPMqf2lTg1PWkMLB7gH6fePPke3L3hiE9p+ea4e+2dHcd+R/AG0nsvjjx8OyOeJ8Jr0+EpyPxdM3D4cR33/6W+5dK+u8jnPZs5kIhEm4+Q0Ii9t8TmRkfBJk79q+fkiZhplB4YBh2dN1Aty90+4kidxTZE+Qz+qdfsb0+EMY9Ogvz7Q2iG9KXzzn1ibdXe+gL/fVMlws3r/ZIEuZ8hWDCd6Ajpx6dYXM8EWTirX7FQa6J3z4Q5hN6dyTtT2w+S1x9lrjPA2/f3qCxQJ/p5sK4t/o7eZcgBMqzAXaRTiziV/pACYX7eyte28UjbBL58w1atvD0ATYT880T0Gvi7ZG4nwhvM/r7B45seMtT4vMD3Zf36O/vOXz9iuFGGAaTIx42Hd0Em3uhj8JnzzokJObpNSVnpvsds0b0q2iI7zuQ28KJiXmXCNc7thtDzU46UEokFLvLMRX6fWb7GsqUme8tTUyOHTop5a9m9BjQ770e1Q8eMvU7Ww0QfaPhdu8ztKKjYeWI9rtQj3slIyjmcA5IMvSh0SiPTAOEjX3OsCjraqhiwokWMFSi/dEedIRQIy1Du08ah4UUixj/pqAehSA1ssNpUrPNVPtAXZ5s+oU2YEpNU1UgHKkgGVV10ASufywIVFur0KIaLRKdRqObcaPS9bCz58stMBuSshifbnWfxPZcWhqUSo+c38Z7jG8ONu9s/NO8iwXK7IKSGI9Xr/vg42h18uhBekM8h6OtlUI1xqIR8mhW8oLrGqdlfs1y9IkMVQV5iLZvY4JoBZwFoZSaWihBypQSoAghBWLaEcZCCJkSLFpVy4zKkRg6xjiQgzBvsXp0d9kK3QeLegyT+NktEAoyHJCQyLeRfBIj0Z1a5PaxkKJyegrdCfo90IvdV69LIQJ9ECRC3ABzoHxvYKrQe5SOmC56kmBsZLA17KdIzEJQy1CQCaaN5Y6ujOT+xFFmSgmUeSCUQkxek6ScUI1kVZOBB3dIxIgGZRLjefHmHukL8uaGMA0c80BmIAdLo9GJFcHuukgXeyYgZaEEi5hGChw9vZ3Lu4y9I8z3qGTy+AAJwq2DzPzOZtyhV4x+zF0kixBPIyEJoesJXYd2MIcAfYYxW5BACRAiWgKlC6QgkLH6HKEQr+ZVJPIHjhijjV/21IwBUu+Oms5fi5mbUdhScZnMmagYahMvajStErRmyMeivGSBoOQa3eRRUZ1eI0SKmH5i+phFJgU6siSK322VnqDBxqCz9VHrdIplWzA7TPYrZOsdwiJbVnMrohad4TUeKtqdCvrzlDxa8AhU3+uaZrEKncXr5MQe1WBodzKBewQlOyENbucIpdLmRQaqcqTN32Wnpistbp6gZfGNarXJVL1GEWaX4de0fbH8WEolNX0IIYhFuGRw56bzo+qZELAMFNnwe2JnQFAHrGUKs8u3HydprslQIwPQK5pOpuZsws8hdT2q/O9I+eqsoKbWoqbDUmr9Ndveyktn78tBb824nUCLRTwR7fwXBbcdNaatS/RDTddlEdDm5BJ3ZCvVQVoQrxFUayAZMKfqfoJU4Oi6lhNVtldfqQz0ICPSALRufxRtaxmqUuBArgVEZDynOuBK5cQt0rnWp/CtUJ+7DG1PLFo6I+p1Rc/WwqNjoNXlqHfaZAOh1tuwCJ3e6qNoaU4+q2cRAcsAoMFsEmfZF6ou57qgusOq1qj95BYV/fyIxMxP/7vA9W3Pw9sT+zlz/PIPuYsb3pTMbco8OwjPD5mXNxsOn33Or3fK39zATyf4x3vYfJu4/n8eePW58t1/vmVL5p++Fk4Pkf93/5RXQUjba7rtlv1NQXcnvj99z8P0lru0Y56u+MvbkZ8ehddfPeN+s2X+4iUH3rA5fcbP3/45Py0v+aV+w/Tkz7j/8n/B5lnin365p4R7cv87rvTIX6a3HLvCf7/7Cft44OHJv0A5ct1tCDry9tUDOSpPv3rgy5sHXpSXXB8T3z77a26ffUt+EuAa8vQ18/QN+xfX3P35U64O11zf/oxNuOX69msIG/Tq5xyOgeOtkA4PzC+/Qbjj6nqiHwauhj8mhqc87DuKwnb7jE2c+fb2Cnno+fL+wB8dZ75mz+85UnZ33IdXHDbXnMIIx4ntdyfmp5/z8OSPSQ8Z/f2Rt9Mbhvvv6a4C42cD1ypcfz8SHgp/9M2eOCvP7jfsth3DP9giTzpedZ9zqx18/T1P7vbwcEOWLVsR+ln4dnjF6+FvuL0K7H8WKK8mdr87cH8/cf9yT989gZs/JqeZh7ffka5vCP/JnxDG7UeP2Y+oCeFCYUNfumG9InfqY/73IkT7nxVyqBJKXT2/fPc+gbNa7VfDqcYK1RWAcE3VpfXWwpdaB26ka9rPYq1Zew2bB7KN1wj/+2XiFTGvqN/GEHDFKJw9vozWVsIMJes1CAuD9d9Ie72vaYWSyXlfDSHQ9qda3M7f0BAEzbFR0SyhrUdjyWcolDo1n2l1RqyQ3mtmTnvrpxmEQ31X8DUpVYusAhRocANRUfck13Npcww4Srrm0Kxjz6vlMknD/iNWBlqZjxXBlmLFrJrQUFadVIXb0W6VqUkWC50MCS2JkjJZMnM0FNUxW/G2eCx0SUg5EaLS9SYo7I8dp2Q17+ZZmJMXe9OlPoRKsBoRJVguV62r7DesXkFxRb/Um+fCro99yXe/2th2nJe7aqkK6pnylDdS/Fi7WOi1YNqZiz6IYuew5TUPa2TM6pD4exs4pSKj/HyavLvCg1VYE5aaxNBFua0BgMTyLhD8A81InJ9prcNbo9sDi0GwIjCUhdaUdqeEBeVjcvVCOxZjsfUn1GJ1iVqPo561mh9zQd7YOGq4pUtytqaOSrLw33C+xu9EQCx9GVhpoeUNdeX/d0ar2l7VdDC+p07z26vWfVQaVflI2//Y9g9fNZWqcLA8cxYlVx2sC13E194QS8V78r61M7KXMeG3HgapAm7dtwitcF2N+PA0Uy1sG/vOcxqbEG6fVXTap561ZUmF95LEM3amq798HRrCaL0IlR6f0147mzS6vtw7Of/t2UDeczFXY1keOztM70ygkZEVJ3ASvZpf7b9+Uf9UxWb9vKzEieUdbRiPIzQbn6r8g/PvV5+009+cFutBnvO1esffmUNdthZ9uXrGFbBKG9afq1RniC60oq6bLPQdaGi1T9JkHzWJGWIiJ+Pu5SBoENKUKOVE1InIRElQjsJxf+Lubo+UwpgKXTcy3iZOhzsOdzOHQ+aQC6kcSPOJQqLTQJFMLtnu4xzQZPdQI+golnu8FCiJkBSZBO066HoKwVCzCWTvkWZksihHhCyJLrjh89RBymZzzkqZzbE7X2dCEHgww/mcDDgiu8LQJ7ODp0hGyAq9RAgDhRHRDcJkYJNQKJtCkUJ+cOVZZ0iFiMGVa55uYSKqEpKnSQhqDrQU4Qj9bOjjmDJBJlQKkxSKWvoApZAUQhS66w7dWh2LpNFs+AXwwtrJDfk6j+bkDz1CoMyOThS1FCdeTyskQaYCXSTHDdopSCKcAuEgdL3V1yAJwWo7WjHYAGmHkeFjXipafvCAOWCkRcpWx2AToFa05hE9WjoxulsWeiCruyy1eGm9X420FEeiuoPTnX2GAGZ5FzR+ckaXcDR2lSMrkKDSD2XlNFzLScLijRBq+qjKqxoNalahNWoxQ80f7sbH5mQsq8fa/V/TyspHvc8GCK28sspl4oj9+j5d/a5bLYvLa7b57XU1gltW67egOx/t3ZqG1f7cgdz2zASXldPY+ams+mjk7UfQOI9MrVEMUlxOKHFljEm2FtlocI6eytfJibiMXlKEGMhZ0CJ0xZ+p+WHUIoc1mgycV1Nt2KziSPxOCSUQihmRFCWIEgYD1gjFZXjb/yJW44WgUAq1hq/W+SUzuGowYGCo85TiDvvSTkA1cIuf35JXugpi4RYlouqFcoPxolxlH3ofl8tg2YBSktWKfmMOroiX4epsTloKZVK0mBPNZLPo+oYZzggWsaTR9E6lR4uiOdlR6apDLq5ECKPviJqe1WRB56paDZLexxwNw1O8MC/eUTU+VvKRVnTkA02qXlz1ZK12Atduq+HP72eNjFiieqqMUNHP9V6sZJ0asd5AIIshc00D6zrU22FRFtUoXR2r7WKc/VtbeE4dU3VuLgTHvl7kcnQls7Q6c+d3WmoNHwGt8zgjYtUZYXJ6k8VXSHZZyYKL9NS0cs7R/nk1rkVIbHVpqi5XAbCNDhsPWijLehyhyZBnIqq/Q9szoV5ylr2tYp/to1SaKbDUHqgA0I8cNmBJN7SSLWs0Whuvrp9o66Mrvljpd5Ulbf0f8V6fbE1L1Ow1TfasqYdWtqF6H1fRa0vkzHptllVceH2dR1nJwqu1fEcXqafhMYBVV7/X82cdrLR8v5z3xUa51jVZ7izB5Qkfly6/P1/x+qsVb66gZX9Oar1F1q+S8z783KwDMpo+THWGlGVd1rqcr90ZGGy1pu0efSIYs/ab5YiERLgJ9J0BospR2cfAUAbojuxiYZqOfMctR5nYBGWOinaKZC9u3wXCDsIg9CkiXuQ7hsKTbaRkZZSjpT6ebtDYsZ9HDnnH0G3YSsdtOZE2M6fuhpSess2Fm5w5xStO4w6Ve04SmLqZ0/4tp044joVZYT8LM4GjBtIsxO8CEpTj7iklbHjR9Qw6IIeRfOrpQ0ccOsqhMKfMsTzhgUCUnsAePZ0o9zO6PUG3pysjY7ojaGbSJ6TYcdzCXIRCT+gzu+dv0LIncY2IMHAgivL9dmAicH1VGMdA3Cg6Ffa7E2+HA/GUeJYCY79lGJ8TUySneyKZU5eR4S2b4e8oJ+GlCseyZywBKcKuJDYaSKeeMGd2m0TXFw5xh0rHQ68cxoLIiU4TXIE+6xhSpCuBHD3V9XQiTDO7XeTzruNaB0LY0sV7tt2eoQd6s7n03RVd3LILcwP0/lD79EiI0KFaCFpR/T0QnSAnLL9rNRRBLVbWlKFGvOzzhcktF6MJ7FXIaOxnZQSUNZFVFk+jX1BZoRPWkCqJrT+qV16cODSGrGhN6dOYZY0wcMXJGYGhI1dmBPUUB2SCz7uOu2gdr9e68JQkS0SEoxbU0BPaiIsbGb0faWtZlSEWYkmPRRvMQE8t5GyFg7NFr+CCsypnIepSPa+OOlU1xAg46rmYoElowp4W87Tbcvi+h7IYR9aEteXa61mYyw8Tw47RhNLewuv1uPeCyhsInV2ObjLJv2CHPWwMMVMClBPke0QGNG4wJFv0YJiEBIiD7WeJdpbpbP1T9r1OFvETytZyZ1YNI3kahxxMKeg6CL0hU6Ip6TILMWak31PKzJwipVfYZSasMHWchPtbJYoylCNBrIAmQThNN6TScXiIVrB6VlJO5AK5CFl7Sg/lJOSTYEWicaP1RCmFVGwf6Xu/BhmVYogkAc1iCsGsDXSAKHHIiCg54JE4rsKnAJMQdCCowDCjw2R1DroeyYUwHYFCUa+B4AgtOQWjNkO9a9lyL6dkils32lijG48nQRNoPME4gfbm6S8gpaJYFMsj3CEkgs4ULWRNlttVo0X2bCc+Wkxz1bTCJos7OMRRDbIxJUlOqMwmDmuwNXfZQAarTxK0N/u0ihXl7usd8BB+8fuXzVAuevKIkZMLIvU+ZgKFogNWGLMKwobAKSVC6SAeCcO9KX45GVIJyz+J55aVMiz3T100ESWo0RlNWBqRoGisitXiBAFoabLUcsgSjqZoNwEuQFBKZ3erItx1jdQRhe5oBkG9woo5O6orCCECZbZoi2I5iz2DDEpHRW1K8hzT0YRZJdkeqEUJWBRDJKcbW/t8YEHA4/fWkDlCQkNPCT0ktSUrlgtZ4ojEHtSjXUIA6e27NNEc2h42/gm6xfqwGXVXWWTKWvC9CpQhef2jqpB21Fo/lsJATCD1dA8aQGN1QHkBd3fW0zmPrUDkeqRycZ5SBfAadr9SUkVMKZKa5kOMPtSi91Xvw7W9inyu/VQFRfxMKW44WXie6SbO0XWJBhJHslLzrlf+qp7LV6uRwylDlSs8dUs1Wi61FSo9cGPOSpm24rGG9rKj4k7MoG5kqsqZtvnYDOMy/7UG63e2eEo6obgxrMeMK9reW0QMLSWliTRmnKlOMFc0Slk5/n/EeRMljg+EfubhVCg5svtmpNee/dWJeTzyZCjIzUTK1+RX17w+JvZv73k+9By3I7tj4MU+cH8qvH6duT2d+Da8osiReHqDpsJ1FrIWjulA1swhjuSgMB6Qqww/38JVj/zqSHh5IJ5A9gNlF8j9hjl0nOIReSjw+w5uFD47MGXlbipsusJncaKkjv23z5CcoRwtJdFB0T5x/KMHZNuz+9sr4tTx9u5ITpnnn594+tnE1A3MXc9tijwkYRy2jH1PzgNRNkTe0Je3zGPm8Fki3Ramv0sUUfLwQJDAyAZCJLFFpHATZ6Jmwt1gxrqbRO4VfbNFTz03b3s2x0L57IHy5DU69tx2HXMpdHliksx0TGx3HVd/8YxE5G3YUE6Z4eFkt36npFi4lxOkyObN54TcEV4kpMukN7ekPKNfDXAV6YcdnfTEuxPhzczp+TXTkx1l9xp2bxi+6xm+H4gS6HcDZVbCnMkhobJn2nQcf2a5n/vbo6H2f6jF18bTys7k4nByOuAEotRUQVsscmGVOkiMpyOd1SWq9axCjSoS48/hUA+0fRaxu5WMf8qwAenQnLF0mvMCEBCXU925bLx2xhCgE1ImzMHv9X3yqogytPuOF71HlpoX5ky0+kZWQ0JY0CDZ5zEiOqDMEGaQE8reIqXEc61jDhh1FHDN6W5WXgG1aGJpEQiu37jsqrUQtMwU8ai/EtwBORlwxfUGlY31kyejzaW4LDZgKNKj6zwblIzIw7Ie4jSYDNoZPW+GnUq/jY+aoyXRQE6aED0ZbasFxystC8X7emzE+iHaBmX0lCkxIlIIh4jMgcKGQs/Y7+nDkZSVfIB5GzleWRHI7ghdP9N3R0hCftihUTiWQCSwmzpLi3Y0nlHG0cSgzQG6xGkv5AzjHC3DWXbnRl9gW+iOA8PpmpIhp4xsC+G5onMmH4pFdecRFSWFQghqkQ+dkp7Y2QvHziIjHjaUEkjygPaZPm2JJZK7O3J3Inhe9p5EUEF0huKO5VNH6TpyH+lC9Np1UGaT+8pmRrWQTwnRSJivEImE6CmY78X28jhBmdl0GyR0dAohKceuMMdMORbCSZFuIA6jpfibe4QjQQ9oH0jjtTmlXT7WtEFLRvcPJm9tLCK+HIDiwC5RtDe+N94Bx0AZofQG+rIo4iPKCU475OEJoRzp8oSGQuiNj+dsMQp9tLuR74ePAkiaXIC4PGjRQdUhWeW0osES6EgwWgbmEKtpU0RcTk0I5rTVUMxGUGr0cY2Y8CulC0rf6uE4cKkit70OYqt1Ro0ajaij81sx+pIR8eLPfh8tY8WRxUazGFMl+7sbsr1mvHBdmB6VjhBclmYENsC04EjcDiRlRMmUcrJ1aYZRk+2CpwNuQBqnaVmKOeew6A7UabXUuhsFPJWj6OB2lYSl5RoRzQiuC4rVP9FSgVm4TGhO0RJgMdyHxfnkBdqVje/rQsMWGU2xCBivrSLBaD0H0ED06PCa8eKHD9zkez76L7LRzar/ut4emmHaIzOocnil0dFrj+BOhYAp5AXhCIsUitViXaIPcHkVrz2yAO8WftiiKtSdM+05T3VN5aGLo9UGvwIsgPMS8f20miN2umeXD7zOaa2zxOT3vWpH9Z02Fq173Az7Fh1kM538V8m/s36LgyfEga3CBFIsYketblGDC9ejq2YzETVZvTj413T9YLwdbToNrkcIg+svpp9opQ8Ogmq2zvaeZLRcIoQO0dwAOoHJHcvVoYjJAl4ofXEGflpTCsf5NcQHwn860F9Fyr8aOb3s+X18zutTzx8/3fPz50f+H/p7/vn+O56HkZ/IyEzmKJktPXe6pdyMXP2j50gcuD5ekTmwj39Dt438o5/eEeYTp7tvYOp4+uqaMtzwf3j4Kd+Xwn/xPPEH28R/PfyKv4mv+On0P+XF7X/Kf/b2r/nHt7/mN8//gF+/eMFxc+DvdiN8+x36V7/j7slzvvnFH7OfEt+97ngWYHN9w3CvXP0zIXPNd3/6nLwt/GXY8wIo+xeU3PH2+i3ztbC/Fea7xLef/ce8TJ/z7PQrbsLXlK9vyb85wpcT3R/csb1/w4s33/Mw/ZzfH/8Jt5s9v3nxDSMjPxk+Y7xJfP6Xv2Kalb/61Z8TZ/gH/Et6OfLPfnLD2+3IH371FS+GK4ac0KHwN8P3vO7ecPP1Nf/Ryy03T37J9WfX/O773/HrV/+K/W7Dty+uePHsr/nFs3/N1/qU/zb+Eduw4Zf6lE2Bp/MdmnrevvmSUBJf/uyWLiZ+e/eEKUR+PWYehpkbXtNL5vBHN6Sfb/jJ257n+8jD8D0pviS9KuxeKZ89h6vPFZ1+Sol/wdX2d/z88weGfgNXkZi2PB2+YjME/qzc0s8fP2c/IpZ/QVhbc4mxGZTXWvfyyZn4uE7dc/ZNfXL92SOU4dmj63fWD9f9GomWx+9wo8w776py87rLs5msP3/8gPf1CHl6/qSu3vt4MtX6S1vd5an1Kp73tn7b2uNajUWPV79FfZwNv0Z3VIb1+O1rr3ZlcjTDx/luV2HCUWONaOpq+J9uLREPA11QIvX8uYDUcqm4F74JE46eK86EHLFgw1brr7gxT7vVuvoglfZZm09NUVVzzdfzd3b0BejM0aFtyBY+r6CSLcOVg7Dm2XVjY3kWJSs1N2xgmos5ErKSs1CSUrIDR4v6NNRR336vCo7crg6zqsD6WLQqs3WNfXdrrusa1thCAKqyXZFHxdeytIlrQ9VXK3xNoVP/7QbF2l/WFot4JvCLstRfWBAmzbOvbjho586eUxfo11ekneWKOpTwMVHv8elbwEv4fjdpo6zOZHuAdubFI2ge9bd+Vtv/+93XNimqYHMe3rrUiUAW52ZbqzY0v8ur89fGX2nUWfSAP9BiQ9sXVIERN9BKUTfsLqu/xmAttKem4PG9fOyUXL3nMScQXR+K5d5XVFKjHi0VUBVc1Z1E9fvQ0Ii2nrpaz7Kic5VerdBGVXDT6iR22lwNzb5u2s6mz6OewSCrgX5aW5vE6xqpsoqWWdavqgoVfyfrtT1ztJ3z0oasX+/v+5579K/HHOkxj1j/93nkYJ3I2bRs7BXl+vhXy4Vb+qjn9JGxvY1r/dmZbFCf+tCaPJpnndf7nJWVZmpF4a1/+1gmOvsh5+u8ml+NdhJdzVZXtOVxn3WPF1oh7gR6xNR/sIlCTEIUYRaLRtAUKCU6G1NKZ3nDS5fQOJMScC8cxsQDhZSUlJXjKXK87znlxCnsKXEiigEwUsZS7M0J1YzmiAp0IRJFrO5Anok5o8l4XWgOSy/6WXzeXXQSmSBA10OMpvBJESRnSz1XzFDucBj0aIjbLAl6hc1EyNnSU5wEpoDOoGS0U0qC9AAaxWyi1b5ahFAiEeg6izKIkhGJREfxabEItuxAjJolLGDOp1gUSUoo2VK6aLaIxqJoLoam7goSi6fmEcuTXiJlsuiJri/EoOhojpCaszn7+kkQtLPoSCvNpThqweSE2m8BkiKzIJNYzaQiFBXLthcwdLgEOixdhuVZh9LHR4z7fa0CflxmaHdhfZaXO7XQiUqP672u/66GttrP+sathTDQlWzS+GsFFIkYX5LKwx08U/OCt6jiFT1tBvX1vRRnFbp6bjV9rf/nhrwmgFk/lfcvtEPAnesLBZHlzxlNexy5Uf+71lJYf2+/taUs1DRy75KLZa+k8u5HjtkzeaHK+G2+q3VqIDT/vNV4eDyf1VK1tfG9akfiEX/7lBZMTpHK76SARxoErZwmWKREV5BgRd2D02LzoTxaX7EUO6UOzyNrtY5ZTTBvp8NBCRICREE9OrUEKJ07uUXNoe91zKQDUkCS1lfamIr9ETfsSRZP82XrW/MRqGQ3nGrbDq3rGhKqZrSWKB5hYQlLljkvR0dCgFJahEGDB3Tq0ee2RyF6odguGO1J7qxXP2PesVYHnIiXRAmgPTZ6z3Vfne5VR/MAGe1cF+jUIhmknVY/uTbomvlN3CGmqgtg3FNoht7iQaRYEVrLTOzGXMEcbx9tjw154vLBWkaDxYDtv9E1UhrTvdbynYABSx7Tv5XMUWWFBmr06Mn3yG3nNMDWdNE53kc3KyUKq3/5Hq7pjcJ5ra+FZhtgyYCdaxCmrNJyorhzYKl32UzSUv+1phG6/Gl0tJJYe3dd9XreDYQiLM4UG0Pb69ZvWdauHai6tvX9NZrPV0U5i9Q4G1ulkVpPQO3bwS0NiBt4JPH/QFvGe6Zv1TRTZ+sEnPE/qPuzvG21jlTe9pgl6LLltYuzyJmzLzhfL+/h0bBkfW+Eldy6XktY7swCSAbXx2DFS6yjdWTGelQNONzeUf8dHj257q/+7nGrgK738aH37U8dm5z9l1JviT1v41w7G3S1cAaqO5M7RKiR0usaGO0ut+FVRnV+hz71xK1nsGGDoExFeUhC2mzhZkMuHXNRimSjuSEjHXS9sumVPhZ6zfSpkPaQ50I59IQONt0NGXPAhpJNTyggpy3QkVTJzGy08CQrV6rsFHbTwFZ2yKzM+cQpnTikE0kTRCXJwKRPELkn9g8E2XN9fA2z0qUZhsTD5kSelV0nDDnSzxskwnQ1cxAlh87qt3Y3lD7y0A9I33GKA1kGumNgMxXm40ApT4hzZnvMdJOQUkZ04koeOOieh+mOEhNlSJSozKeBOUHpdmgo3HYzXXcidE8ZQsd8D4eQOebMMSqvMhxz4DQJ17PQH4WrfUCnLeTnVueuBEICTomQZ/r+xCAjQ7gi9sox36NZOW3uiHpi3r6mhMLDg3IiMIdMDsrdPloqWyayZhI9xIEihaTZoi2jglhdPtFE1O8Y4j03m4EYQMpbYIsMW3RQDnFmjh8/dZ9emJqJJUBNsGgDRyEpfjnK+TOtMFwlJBWNv2L2ojW96+qiR6d5lYmdN3UvqBVuXRsFjSDVWgznQZFetV4dQVqV+VpYpwpB7xB1OWPEuv4cwXI2myFLPA9fRWeuC+3ZLxwF7QpQRTK20EHmlTEERwivGd1qDepzWt8NlofSGH7NI61iRtogGx+9h2vWwlVqnnNj6uqe5zUjxfZRqthT+4WqjIa6p2qRMVYwFVRMkjREchVGxZ3eP3w4iyPgtOxtb4oz8vjg0ZLREMMJD48ekeLoB8mojGSxnKMhGKIr6IwWK4omoYe4A1FCPNnyJjsDlWWLjPbOTUZDRko0AbofIBqSy/L/iYODdyhboh7p2BNSj8zR0h+EBLNQ5oh2wYhup5zGiaDQP1iuylA20AkpH9EykSehJMinTJmFOVshtZmJpIlSEsRkaJFJDe2RZyue3Vl4dZm8iFpFQgQTyEIVNjZezPGUoWRyjraHxRiMBGDwvoMgWN0T1YGStpBndD4iYSCE0fY51yiozu64mHNE9oa2K6UKY4MLnZ4/dB7Q0hEcMWzOlWh5t3WysPaoKFuK7vwsZsttnS1SJ1RHSGe5SEvesRRt+uEmgMTgZMAMRho9sshRCJqT5W0XRzuKIciUYsYookUUUCMaxCIewB1gHmmgWHSJqiHXqwIoAtnTMnGNMkK3R+LBUOeqiHaIWv7LFn4/xyakoGpnQgTtvUhnDb+vyl7Bx+LODa3UzcYmIVq4fJoNwaH13jrFC1UUEqvfwADh2u4Kfm8dHVqRK60wcEXZRLUoreJKsqej0prOImR7phr71IyaEKH3XNTZcvmGvjP0aOoWWVIy0idEClKO7iBytFDpsVodFVVmRQMlFUNWE9Gaz7yidWM2GliVHTq7H50a++lkbWP5xAPnQdvNoWiOwOZYUUfgiAt7WqB43Z0aEeF30vwyQi2Qbnu+QuzU9FEVpepFNds5lbXgDs1JFip/Fxqqyel5LXqIywiB6kx0BaUVFq+5jYPzBzWjUXMaGxLJU6W3s2i1VUqTrRedxX9DdcYKSOe2/aoUeDRGS6OwVjiwc9HklQWlVWsn2Tx6W1t3glZjQJNPak75imCs0TZelbSiuqrDUDW5qFPab2uxdbN6h+W+NPmDs3nU9Q1ajXyf1kSF67cbBhnpnifmsZAkcsod0l0xhI6yLRxlYnwqpGeZ+U2BbxXddujNyF5nXpcDQ7riZv8Vh82R/Vffk2Ih9ya76QHIiTLfoWWmTBvQjpvjjq4PhPgKtgfevO7Y7yOSHiCeKOEFJTyhz4U+Z9KozE8VZSanI8MQef7UUIEp9ZRUiPHO5L20I6tw2MyoCP1fQwiFw2evCM8y11/s6SXRvbyifD+S7mbmYwfDRNwl8ttA/o3Q/TTQ/6GgU2Y+QigDu7wBDshPH5CSiXOh5MJ8iqQCaX9PprC/SsQAN8NMp4UghZiVaz3Ry8x+FO4i5JgpZSAelbhPlM8D+oUS58J4SnREsnSUQweveuJG2P5ki8Yjc/etRSXst5Sk7Oe3lBIp41PYdIz3PbFA/5AIU0LHwhwDyEC3i4Sc6G/35IeCxJF87JhLbzR0TGgMZOkYi/AsbTiVjofbkVmEKQwfZ6X5mZ3/sORutsNr8pWhAi2yGjm5jU4RRmCgIuYVMYBECBC9vlyq9Qg2fg9q/zWXjsvxxRGZKiZHO58mPGBCoyNCPL+1XT1DLROCOZMDLIjf6iysUVvqaWXUqpYjrQAyHk1tgBBdOaaTG1tPrIuzqm6BresNdR5G7CR2/mbPv06/mq94/YqC5JeY/uAI3ei5o2sR73CCsDcdqKyBGwXJCavJNJlxPsxGs3LV36ojYnJdytee6AHvyebsEbaNbpXkEVudrasOCKNHp5Q2L7PpJQyJ2rk/w4x4NYLyU5oKLf2ZVh1onJDB7mBwFGohkjczaXukL7BLPYVMHk8UEU6pszs+nNDYQb+hiPAwOJ/ZzFbQOlltsnLco6EQ6Ykh0BOJdMgolEEokimpcOonpu2R/gjDEbSfUWZM3xerfzZnQgfDE5PP0tF4U8wbRAPhoOisFGYrWq8mV6dxTw5K2EfCPFosviq6OVmUgcsUfR/pNx0pg6QIkiljMt0nZ0IIxOB1vDxfueqMRjg9yZROkWNESqQbryxXQGc1wPLhCFNCc2fGkWzO7qSJnB4IcSRut5TSkfNTNCRKeYsIdJ7irfj/BQswJXc9dBCHoyHHs8vNxx6dLX2ejJE+FKIqM/ckPZBzJMtIp0LkSNxAdzOSj4n8+kjIA0FG4/8xWQT2rudjwlvx3PVL2hPBariZQyapUsgEApFI1uJ2D3N+Ch3BnS+ipiPkEBE6LAWgRXMAFs2NraHJZVa7T2WH1RucTL7VvtkWQkVpq9Mqt5MQDgQt5gTHIq4UsCwJUFN7iqP0a6reKkg336JWGckjT72GjUUEZGBAS496FJ3RU6/ojiKSCeHBwWsmc4qDxBbbSnTx0tMNVvFHM0EVgtsYpDdKI2bfKWRLa+gytdUROiLaEdtqmB2opaotXl+wIevrGaj6Ss3Vv6dGCKjLqQFpvAtx16xml3MtyhV1q5iASo1e89SNFRX/A61lnsAjItwmVB0iVX9ox9Frj7gyyRJ15vp0pYvUcS4jqECr0K5A1e5WqadrhhKPFKi/N9BUohZfahAp7f3ce2YEcR3VeaR4LQUNXlPB32k6miCcjO/rcjoW+Ru3YvS00y7VoJ9QZixCZfDzOdEACVWPEZun+tmsuq8tp9u61CMbmcAhLqtlcH3VuJX6FzUy3u6i+u/snLWoBJHGhqkRjz6GEo+uSridK0SCRNR1KHV91aKpqopQbSp+Zl3mMnHlXUfRx1qk4xfhT+hUefl33/E7OXH/2Z8RfvECvZ8ox5lTmXm4O7JV5WfXyrMne549txwufQkc7uDt30C67yjfjnRPnvH5P7wi9AeueM0+PfDf3R2Zjx2f//YvCGHkmz+6I1+95R/cTVzNmZ/tO65T4H/0/S/444eBr2+OvNr+M/5m/2se5m+QEhB9zmF/w8PtP2GU33L9R3ue7W/5y9/8jteMjPEFaTfz7c9fsTsqf/G6oz9s+MP8S/ap47dfKr8ZC6dvB3Ta8fnNP2TTB34/v+H++kC8UWJ3z9PfZX7+fcevh5/zZveM6/SKp999xyZFvk+Rz/q3/NOr/zP/Qzrxf3zzlunqGfNPrihH5e3/60/JEig/+4w8Hvm/dIUQMz/p/oCf5Ke8/G/2fHN74O9+pnx/Hfm7324obwL9W6F/KPyTuwN/+U3h+/gzXnf/GcPpa168/RXj6Rn7w8/ow8CfPRX67ZabL/+Y/SHzL/7ma5Rbnv7xP6ePbyn8FTL33L/+B6Y/dRMhKr/6u8+4fdmzG/8lQ/c9X27+DPoNeQrM0hPGjHxZuN9c8f3wgqfz3/LV/L9ju/mcz5/+OafDPW++/b+j3Q3p6X/EYdPzzU06M/V/qP2oSIh3CaYRP3nvc4v374fb+55aDBjv76FZIVaPnz/X/NArNHZVIt7/Xl2I+UfGtzLRnL/rPb94/Ox6/PoOWdDla+TD0z97fCHH528q55+/MzflnXVcD++HXlqpdBufnP9Zoe1htTVtiO9flceDUDe0aEVxNIZRT1eNftAldD8Ual5YFc/r2xDgVZLyMWngLE2P6qOx+29r3YOmTztjb2es/jHG5llKvU+PhEAXAc79ZuooJ9T0VcHD74tY1ISqRzuwOMT9dwvSxP9o+5KWn9H3vDp/tO3VooPaEJuU17bJ5Cptn1dZR4K/S4onwa0uG60/Ot/z5VvrqtTz44sm9f6s6Et7+NG/6zMNeRiaobbZPJVl7ZcJop/ohLC1WWjGOpqibcB6ro/O+tlwz3vFHHGyBCq9/+UsF6vek+BfKbUQckVVLkZj2hm3M/lISJX3CCGNFC6o2jaBdlaqcL7MLKCrBa9zq2N3rlMF3xYVoqy3eInYWq/a+lzoquvzM2RGlUqvH43jESLNtq+09TpHrvuaVfTTWV+VOldnto1rsWGXRgNs6vWcrNb1E9unPK7rM611dqs9/qFe12N6fJfa3i3PnJH1eiTU5/h4giua8njEZ4d81ZfU8/OY9rK6u+D7+/6Lcj7tRxfKf3d2MqS9+Wz/20mpSvjZK3+AR56NZP33+qv3v2095sfL4PjG9/zmMY/3f3+IjvzAcKUIQYLdbAEVsTRQYvWTEM/pHRWNrgDOmdwb2udUEg95Is8j2xlKb4ioIoVcayO1+27KUnWehiLEHImpIHNGcsRqFZlibNNxJ7nTyhawmAsigRhBVcipRl1mX26/r0HM1zthtI1MiQnpZ2LwcMKpoHMx9G5v9Eazoif7u6JijK0KkiMhBkJnpCRm483ZeSPFwB3myPRNdeGgOvyjK565BmsiFv1RQcCe/TM44VJ1w3YyOhe6QIkBulwzYfopKF6uqdIghwcpnre9FudUk40sBMO+L0IplTeoRVgEHwtWHDSoIbAlCBo+Jaow8i5i+HGTlRzw6PP3PsuK7r3vTvp++fdnRsJ1H0CNQGpAG4+0W3hBWPp0mfOdPtZDqX0+JrItInUtX1W6XVhk0vpOO6vv0sD1nT8jpMszDfXrvK45sOuD/rmu5/do/c5CKMvqvx/RuDqm+gqt/1d1jtU6rQ1Xqz/Ltj9ykq/mvuhVP4ahPmKIHsErWloasZbaKtgdiO5kz+4QrmNrIAAHlBUHakioMkpxkUU9VWxFt5v8L+KGOvH5ilrKnUp463kVEyVaml4xP9hyMxajVtteTBZcls1Bba0OVi2r6kC91V6aSiOrrdTlTghuyKu8WJoRlVhqqRNwxHsQyLUWWT0/rketo1haCpegWJoUA1VoNei16Oe6jY+iYBwEIQ08w3JfPdI9eF81Z79q3UtdRWzQxrgW2exauNPzB49XvQMLTVjO6GP5wvdYi0cs6NkTolWerLVbXNZ8JPes99iGUKNvaVLq2ZO6/rfdfUsVo6un6vlrE7O5yHI3H92kR8+v9/ZxXIUf3seAlvaz1QvOZvh+znL2aUOC+8pLoBp4Fxq2/uW7dGytA0jr8zGNXf6s0eu1h7OzuX5d5bONo9Y7YfaIxyv18baszZlOfv7CR63AmfP2fKx1rRZ158NxGWdvaCx7PX559Kwuc67r57SvMoz63Pks3133D9L9d6Yt7/nvuvdrXrecg+bGUPiw43E9x4WvnbHW1bPv340fpifvu7tGE1YyR9vLR3x1BfSqK/pBfnlOUj6pCUJPT4+Q546TJkoYoN9ATBYZi1Kyu4JCoQtKjEqngaEoc8bk7FMxYNI40xWLDB7ITKUwl8KcoaQRCSOT3JFDYSRxpYWhBGIWNlPP1XFDtzmg44m5nDhwotfEQKFoIOUNfdejvRBDYZuOHIAhJCAx9TM5KzIoMXVYtkNhipB7OHYWGZ7jiMaOqXvg2E1sAkQpxKR0BwixR8OWoCN9stShSY0WbeKJPp8o+UTWCY2ZIsJ8GsghoCGiMXAIShCI0jGWntsDnO6UOSkJ5ZgC6RTpZiUmOMxKOmXS0JHjNZQNMQckRXTukS4ydhD7QNhZmtNTsQjgMhwp3YGUD1Cyuyr9PIsyzx3HY08nhaAnSu96kd939TTZJQhJOgoJ0TdE2TF00fAq5YiWHkKiROEQMuUTIiFE9ccezUu7tEu7tEu7tEu7tEu7tEu7tEu7tEu7tEu7tEu7tEu7tEu7tI+3T4cHX9qlXdqlXdqlXdqlXdqlXdqlXdqlXdqlXdqlXdqlXdqlXdql/Yh2cUJc2qVd2qVd2qVd2qVd2qVd2qVd2qVd2qVd2qVd2qVd2qVd2r+XdnFCXNqlXdqlXdqlXdqlXdqlXdqlXdqlXdqlXdqlXdqlXdqlXdq/l3ZxQlzapV3apV3apV3apV3apV3apV3apV3apV3apV3apV3apV3av5d2cUJc2qVd2qVd2qVd2qVd2qVd2qVd2qVd2qVd2qVd2qVd2qVd2r+XdnFCXNqlXdqlXdqlXdqlXdqlXdqlXdqlXdqlXdqlXdqlXdqlXdq/l9Z96oP98MmPXtqlfVKbp/TB7+LwB0AB9oCiugE6kB4kQDkhmiFECAEUQKAkRBPKALIBmVGZ8G+BABqtb032aRgABT2AFlTVng+9P+9fy2y/kw6RAHQIEdUZ1YQooApB7A8BtPPf2LtUon1ORBT7DQVltpc0v2D2+Sf/fAANECb/LKIaEApIgdKhufP1iKAZygwSIWx8/uL9HnxCEYggT4CA6gOQESKIAJM/n30MG4QRlQRkW3JV61nFxiUTaEAZASVIsf2TYvPX3p+3NfZOgBmk+O8iosHXy+dHAS2IFl9jnye6jE/V5sPgn+1tgYOtaT68ee9Z68fxQ8fw0i7t36jNp9MHv/tf/s/+J3+PI7m0/xDa/+p/87//4Hcv/vBP/x5Hcmn/IbRXv/6rD3739Of/5O9xJJf2H0J7+5v/9r2f/4//5//F3/NILu3/39v/6X/9X37wu67f/T2O5NL+Q2hp3n/wu37z4u9xJJf2H0Kbj68++F2I/d/jSC7tP4RW8vyD3188C5f2/6PNjNvoNQCiCZiBE6qsDOXFHQdlMULLgDksBBWxfhCUACpIdSxQ/yoIav2JQJnsedmARHN2oM0wTunMgB+yG+TV+3fnhYob+KW9xxwRbvRXsb5UUbJ9LT3nBvXqIABEUbWxifq73TivRKBHpDOniXgfEiBsbY6luDHejfmo2+xtXcyRASLD8v0ycHcEZKT4OEqHOUsSaEYWb4o7XSIiHaqFojY/IXpv9m8N5hI5Wx9K66Y6X4SMqiISIXSgEzAtziiNqA4I2c8HqM6+5zegmMNDfuisXdqlXdqlXdqlXdqlXdqlXdqlXdqlXdqlXdqlXdq/r/b/XSeErI20uv7iPZ/9O33xez7TR59//N2CmUkf9yNn//W+fuRsFCtz7wde8u471v28/7v3v/Njz7lp+J1vxT/RR5+uP/nQbD88hh96VH3e0Tv1KASKPxDMCO0GddSR8GLrLu/spXh/q7/rmHVlRH/PmFUWQ7aoPNqvsppXXTs37uujHa7RGog7TBZjvzkT1I3prPoMy/jBoiHOnAS+RkREAtrWxx0qWse4/vvxPhRbE8EdOzX0oz6+fl/9Ozya3/L5aulWP/PPpbTfvLtPsNyaZX1kPdf3HrIaEbEeT10XWebyie1D1OeHqNKPpVj/Ju94/My6fYh6fjpFO3/6U9/xob6XMbzvvL2/n8c7+LFnP0ZwPvTWH8NVfohi/dB6/KgXRD/X2X2LTotUIkrwKKJCKGJ+RFVUzSGY1YOdeqdRCqigxW5NloIIdMFGmEuNYDI6FIK4L1ea71MFgigixZx8CFK00VjRgopQpNKk81saRd2dak7F6DQhqNHyLNkcq8Gdn+qRTyL2Ls2IKhLUgtyKzaeSNHMjB1SgBBtAcXqqavQjVAdwKfaXGB2vvFR87LaySihiZM4dqkEhqMeBGZOwr0IgxIigRC0oStJKwz3Wro7J92BZptUp0cpT66fuBA+CFEFKQFGKZkQgBt/THJxOGy0XyT/67LXxPLoIyyzkPYd7zW90YamVJq8urvnN6xl+9HL/YPm8Ou7X76r/4e8Sf1+Rtj/rwWnd0/bjyuceZRut0xK1M17E+bm2hbHZO6+scoWsx3M2jWUorYtHcpI8lvWWxW9vriCDSgDba4rPyvtQOftcZc1Tta2DX/DVMsmy6W0gjzZfzv9xtqaN/2vt+ke1KpNIBYQ0+atGWNqNXf2A1UFajddlKsFpIos4WOdXN/ndA9XOsejCac6mUi9rlYFqRGx7bi27Le/U1bfrJ2lnof5uPb/V0M7GGrxHPyn66A7ouot2Mh7tn7ble2er1ndZ/ExVmbINUVfPijEFpzUsI6PtWaW97be6jOvsz1pOXO2XFKRupDP2dpZ/BHEThdAARgVVKNHuuqoDkIIzWV87zYImkGB8FMSinFUJqPWhrFWG1X2sb9Z2n1nNHuety2OV3tT+FuCN+P3X7HvZ1bv8GBRkQCgJtl+lYpjq9an8v0peKk7R/JMYkBjRUgychPN5QLzv5SSv7p7SRPeF9vlKRLV5Frvb6jR6IT+KhGLMuhh4TPycB7KNrNi5snUx8JgAQZ2/Zft30x6CLUV9PiRFCqhUrqqu1y1TCjZJKghNq6oVfbZ1qf/e2/sO+fukyx87uHW/H/rtv+kz7zD2j/zuh9rjPj/13z80vg+1T+njQ/28l6L+Wzz3b9vWAoO+8/m7o3j/c++2T1mLf5vn17/52N4+7vPxu9639+8IUp84tvU71mv1sbOyfucPPfND7//YGf43pQGf8u4f95vzU/Supe19z3+o5/Pfnks1jyTp1bPnNjh557P3vVff88y/Dc169zZ9fMeX8yUf+PzT24dn+0On/odu6rv7+CmzW55715b3uI/3t39zJ8RjTbb+czWcc7nYDQTiQlYV9hWT8sSEUVRc68eEmfW7Hk9I/f1VaGkrrc2migtgRZUgQmjvNIGlGjFCVY6LHY93dLY2r5UA3/qnCfBBWYxBNgkT20WXNdLgxpRHx7B17Z3HR9+t+qw3uI2rRgX4/Bdbsix/tw3Rcz1qJSg35WElRK7FUoqYsBa8P++/6W7rgYostnZW27iaygdbk3g90qD+zRVCD54SyEhXMcVBgikbBF+egmjGUh11iMb1JL1fNQMbmKAMwM4eKooym8AP7Qwjns5Ior0TMS3AFbrWvZRF0lVZLXYBPfjYqzOl9/UyA51pRII0A7tytpht5wdg9D1UzDkzYlEKJ1fWUxPk7V0jdY9taDMwg85IKWjwlFHq79cAWlBPt2QKhBvDmvGwGhrscql4OhrxZ/GUVy3tlBu7ZMtyABN2MWdbD6I/n/2AKdCjdHZ3SlptptAUtGockORj3bBoaT/cbIdsLhrcAZVxhaveLzPAVirXjFb+nQXn2H2Xpvn4OOtjddzRVaa83FNbVjX6V9SCaNwQVA05UucrYlvQzuYj8aDSIxE/q0A+V2xFim+BGeFCvfG60mxF23Vv17zSNAUh+PEM1ovf15rarJ1/pxsqBRXoSkR0ZdDGU27JopC2o7riNSJGv1HQ7PNYv6rdj/p/y/clGL/Qom19zkROX9OwJuxVsHcDRTV2V2VZxI0QWmnIJ7YopF8EdBS630bCvbAbD/Qx8dB/yal7xlHeMMkdL15Hnr+J6PGEHo68nQOvp47NF4Vnf1EIqdDfZ8qpZ7q94Ujm98M9/aj8yYuOQObrN284zRlNN4gMPH22oe8j8raDOfDwBKYreL6943o4MafPSOkZ8e6e7u6OOJ3oj3v2Y8/tbkPRQEmBqQQeUmSIhc83E4nEt+keKfDT+YZNHrg+PYMS+H78jmN3pDx/C9uZzeFnxPmGIluQnnF6yTi/Zfcss3uWOL3dcHy9pe8D4yayYcu1PmPaKHfPMpPMvM13lJxI9wc6FT4LAzEV8qt7Us58f3PFFKPRQA3045YYe74tE3eaePY2cv0QyLsDuj1xdYBne+XbDr7plC4lNqeJ7fUznnz5C3Yc+Tx9wyknfn06MZXAXLZIgN31EUS5ve9JOTD0Rs73MpCkIyYlZIjcE+XIWBKDJvR6A9cj/dsbhpfPOJa33OXfczVGPrsaSPsNd99+BiETr++I8chm+I4gH05r+LiJwBBNDspzoBQoFApKcadKzEIogYAZi1QmSpyQ0EEckJRgOpFjII2DOdHGYPdrUkIubFNGUKYhu4wVEAIxjVACpwFSgFAmQkl0WoilQN+hXURyB2WA/gTjAQ4d3A5oN5PHAwRFopJLxzTvEO3oxSPi5I3RkLIFjcbXA5Q+UCJMYyJ3hav7kfHYk0gkMrBBwxbVPaL3kGY4HZGuR8atjb/05KAcQkEQo19ZkEkJFPpxQkIhuVEtdJ05rlQRFeYwUqQjTg/EeWLuCnMolCmQTxHphTAGipwo8kCkZ9QrYon0OYBmNB/Q0JE2zy0ocnyFSuZ02lCyUE4T5MwwQSwQugGJHYw99BHNM+QZVTHROxSCO7NEIJWRqdwQRBgkgsyU/h5VJaX8g+frcVMKSe5QMmO3JUhHzjeU0hPlJYE7ND+BsqMQKRKRnAh5RscJHU+IFkIpSOoJ0xXaZfTmHs2KvjWZJ+x6lECaTMYLXUFEycWcqHRAUEZORE1oipAjmUBGmm9Lxx42A5JnZJqAgkhG6VDZGZ8+mH6Rxw4NShZ7LqaCqNLLRAgFNrPx9/wE1RE9mcG7pZbsFOkUDQkNGWVHkRuUE0XvEI2ENCIkJD6YGHTo0AJzNibY9yNBAjmMxr/7I0hi2AdCgiIZFaVIoCDQTUhMhKiETonTjni6QmOm9Mn2i4wGKD2gI+QvCcx08bfATNJIIaJyBUTCfEBKIsWZHDJBDwiJLl8TywaJI8SBkveUcoDQIbFDtCPoAPEO6b4zJ8LcUXLPdLoy3tqX5tj7WAsEnk5P6HNkPt2RdeL7LzIPV0p+eIIet/Q33xC3r+jCQCc9p99GDn8TGV4om58oMe7o+2eMaebJ6YFTUb47ZXIEvQoQAkE2hCIMJyWUQpz3hJKIxc7qiQ1ZOvonkbgRcjD5JjyMxOPINMBpAOItdG8YToHdfUd56JhfjrDrkZ9tTG+ZXwIzIkcgUsoziJHN0wmJyu3LQJpg80yIA+S7SJ7gxMykhV2+ZlOuOOqekx4IXz4l/PRL5odbjm++J8ieIK/pGdjKDUhPiVtUlFlOaCnIQ0EmGF4JJDhcKSXA1UnoFYYvEmFTKK+3lH3PcTcxj4mEkBH6q3v6m1t4eIG8/SkSNkh/w8AD1/ItaZq52x9JQdhvekrXoVc7OgovDr9nmBPDmxuYIvs4kaKSXghlgOP1QB4Cz/42cfV94WEzcBh75tOReTqQdpCulTEUrrtMHzeM41PKvTD9TtGxIF9lSlGmt6XJkp/apAqYNcA8UIVVlweD6cxODdsfEdTTxEqNSK/ya1iertK+Uw3vtzTdS5AlC4DLzAuIwCPuUXumRcNX+d6yAzTdHpNj1fUZE3u71QhosvQSRV8/r/r4KttAe1jeBSO0vtR/t9I3qu4vdX1oM7d+6mIveoqBWPLiIDt7UdWdq56uppfLsn/l0Ty1OOgxuIYXXLesQJwz21TV6QsVEKgUCMlVlqqH1aVf2WR+ZFvwAK5fxdHTL8/g4B0wWUPUM0GEYHYGAqabV+dnQglo6BcbDZisgDSdtJQZpRBDsvPha1WBEyFUAKTrdi1rRfAzWtp6m40joMX4tMQqu7ptpridp/MzXs0/JNNBpQMJhBIxjTz6Gc5+Bj39tg7A1tahBFSUHAoihcDs8zUbixY/7+ppY2QLEohkhELmhJLNfoigMqDSIWoZNAqF4vqg3eUOZbDz4iZNRe1cS83wsJbZxfggodl4VFz/9zOpPm+YUJ0NqJRpqb/tWLpyLiu4k+J3vyBh/mRe2n7c/shy/uqYWI7/MpPllyti8d7el7Gs+16o3urin83H7q3fufZ8hQ/Jo779R963uG1wcWdXB7y9s4ImV/i61dxWVoK2DmuYZRvcymZQ57dMotllVlyhLsCylCvr8Hr+7Y31pf7ORo7kfND1V3LWSaM9As2WcfZ8fYvU0Vd6u55TXXc9+/fqJe8O5D3t3yIS4t0XLIu5/GN9KB8zsnf++3FnDZFUDUuPn9Hz5x/953vf2cbmx6Yy7XZQl4ceD3N5RTWgPuq8opUeH4zzSb2nz+Uwv9Nk9bP1xHh3uxfUmn/SkPCyfohl4nWc+p7FXc9vISnri/G+vXu0vO/59vHIP9TqM4+RQBE7tvk9O2QGaG0XXJffV8eQrMicX+Jzu2E1/JtDQND3zNXSE9mH4ey3LTqjCT6ryITWj0JjQuvOm1S0+m/bH6lCYZ1qe28VLs6kHO+5sNSWqGMQqoPjnQiJ5uhZoi8UgZqGylM92dGpZ74SywBNgH1MqCpzqMbz9f5Xh4YJLGtHi1bElKzXyGtFkFZ7fP6uOhapwm1zhPyY5vfn0ZGV5pyrzO7xfPCt1sbY3kuf2+ePaEK7PI8uua731/fIiaKApx2rsSWFd9mK9dt6XjOU99z9RRw/Z5UfvNZt3PUfKzpUv1sjUNs9aCv5UQJTR9/YvjjCrzmgzwmkrAYs66+XK3Le1t8DPGLo567187smTvs/xM4+2AR0BN0JEgMigShCFyB0PXRbSngguRAaS0CToCdgEqZToE/4FVJ3hoAWMwCcnAzFLhCkUHQml2QIewolCvQRxIx4eYC0VdgG4iDkORLmgXDsCDEQRel0JhLQzhGMrgOn4lEA0YybJxJBTXGLCkPqkRKhF4oqZZxhOyGzEHMPXU8JAyEHYlLGPrPbJthnZlH6IGz6yFZ7rnXLNCjpakZE6HNHmpU8W7TINgS6AHNQpqIQbK71ykkXoeuZU+aY1QxrxWkQZjvsi439JGagjykxIIRxS4eyFa91M9sGKMX80oMp/DmYv0+jImbzZBbQbGqqxGLI3DITykwZIrrtCPtAryOz1y4KImxiYRKhS70ZwnJHFGHQGeGHc24+bgbGMP9mUDHjpN9ZM2gEU3LcyEHEjPr1DihIdkehOtWJAcoCtghqCFuR+lnlYwJE99ersyaLrhEtKBmpjj0NXlapmNOhCKWAIafV/pa1sF55hUdMPvIHVvRsiZA7QMwxshCJiEh1ftu4yFZ3SqQ0VDHqQRlANYSY3aQ6G5SgalRY1DIjFvutBINcG2dz/iyO2s7BMg5iaRqLTHZ/fIRRDQBSihsRfJyGii6uw7okqQpZzYEu7jxtgAdYuJg70dWAK6FyDjUggoRoax8W+eVTpLd1KySUGWSw/kqVQWz+DtOxda81tJw/aUgsBp7gQR+KBjXARKnRsR3VQqO6Os+VX7gYIJoJJJQV2r6h511+jG5I87Mknt6yOpxVlWrAq/xnkZVMVrN6ZTN05tiT7MpvlU3V0P92jrPNE8UMGLPdjayLYQE3xjuivxQbL36OVaOjwKvMiDnHpCLT/RDVFKAOVBIwmhzUaAJ219WBXVZ/bUQJfs7UQWIBQkQ97akBMwwQpJINhODgBrtnnsLT6UiV7WpaVQmT0RxxY0JZj/fTW1c6+tJDiWZ8CkLulKSBUqLJqH1CJBIkkLIw7wPxulDE1kDpEaAvkVQyJStFoLQ189SuLmBItrMYNZvDzCXv4MC3EtSWSyJB+yoBGf0MRn1jyZACcgR6rx0nyWXYTJAJNKLFjGF9VGNSWtAihKB0nUvExUzIiYSqELA7l4uCdMiwJZ+ObiYsRJktgsRCSaAPDSSiGapeq5MiCdLoGWldtQgoXVDDy+RALJAoqJqDL4YE/RFiRpv+NhBkoieaLJ+TnWsiBSXH6Ec2EcpMmAsyB1vraHK9RqEMShpN/upSISQ1+WNS0qEwD8ocIIZMCTOlG2AQM9ydsLNXJcvyWBf81PZYVnX6I5W/OS070yEePw+LTr76jJUYevbVKoLyPaOxxyot0FXfa4H2sXy77uPDwvL5jVykcjsny1pUjaT991q+b/foXGZ/t63k7bNh6DvjP1cgzmdz9szaTlOVhLVTpdKc1tVKTzp738JDcR7aNI+qcFR7hNMyOyrL2D5gn/1Iq+u8uKWWXdLGK+vY1qdzgVvpuje7Bw2s5vRdxCKu21PrP4/Pb5UkxI+cGyf9TIj6mQ9OS/w8ttE1W1Xt0n9bBQ55/H5MHhOnxU2K9XURbXtqcmFpXS1nZ3W2lGX/WqRW5clVTlnZWs5Xb3Wmagv1NPn4TaZZ7Jh1HtUusUSsnd39R2us63edZaJY3YXKl8B4f6M7/yahXuuzcv4+ef8PlnnVPf3wg63X5Yyt3/O423p662l/50J+8NeLjFlp82qoj3/9kfF+uMmjf8mKHD4a6zsE8fwWf7z/D9Gkj/32ES1s5+0xbXp8xuX8sR98j57962Pt34ETwj2ujRDVMHA7vCrShF2tFyXj3/koXfAU944un3v/rPaRFa2q56USqIYS9vfr8n30iAetl9cvcFgpLEYL7e9YI42rJzbU74xglhqi6vNVZzKViOHvXTyFtcP6b13pyI8OVBujni8176F1/nIppuzK40NUlc4m/PvHUVbrUC+Lug1mIXJLd6u1DZVJSyMMNfrDHgttbarCJJXRtKX/yM3Jdb38iNaUA0zATFPgEFo6Hkmg0ZlpWNa6IuMprpArSGkEevGCrq5DY/KOblCfVxBUh2U9tBp9K4HP9p5qYFB3NnikinikjRWorutg0QqVKAlu3NI6Q1m6oBa2Hla/n1f91OgLAS+CLRKdGWTf14wSDFUA9u7WNwaBk0CrSaGC0PkZSo2v2954EWhZIhyW4tCYpQu1733d7aDUWhEPoMHTqTiaBUVkQpjs0YIZh6Q7R7qIr5nOyx0TcWSIQqnvOtVffLQt91egoaKCK+SLwUtW597sAqHRMsqSCqOltfB0LhRD0FZyIE4L22+zozKjvc98WrqQBMyIZQqu+n0qjgRyw06pd6+FXYBY6h2w+6i+33aPg9M4aed0STO2iEz4EI1OLIIbKmZEFPGr6BE+9XsxsLQdBxPEYnPwWJSaVMSRthuAqroot2YI2c6vSqPloSFAKpe0M1dcwQ+lozpo7T6tBMBK0tFFLtWAFIvoCAoq2TfKaf2Z4ODCb/GzJ4+F1I+0rAzfJKQT+sNA0J7pzXNOCabtHdq/pRt6tv3IQV/xu90bQtgQ4hX3MTB1oNqR/kVE+omwOZGHew5/+j1FA93hio6et8eBmCO745YxTxx2E6XLTGFH0sD0NJLpKF/N6BPlzbfPePj9CwYSHa/IWcjDEyKZTu8oN4H4ec+YYHhQ2E98/uZIGjoOz69JeeT6bqTL0HU9QSP9bKknStiS+8juaqC/yTz5+nM2399w/OU96bO35O8z++OOcDqhd4Hv9ie+PtxzJc94pl+xyT1vJlCZ0ftbSoCtjky555AiISv9DBHhzfNfstfM99//iuO85ydPI9sh8naKHKfA/LKjf+iZhyMP45Gn9x03L58z7QK/eRq46yZCf+R0OnKvJ25DYf8w0Zcjvz3tyfPM/UNCQmZ385oQhdu0o5SB49sdOkW63S2hnyjbB3NIfH0ivEmUX0bK54GYM5LhUE4c9hNPTh1Bd6RdRK6/JOeZ/WFPCSfiL9+SppHb11/CceLtPiA/IhJCFdLJohwSiSKFEoJlyihHo5XxGrQnZ9BckE1Adj2ag6X/EMwAVIQyCVKE2BndiskUuHRjvKc7iRmdNwIhMDNSSkdfhL6AnAqSMENhzJCOSEr0p5H+OFKeCGXTU6QjDRGRDd1khmo5JiQoY3dCdSKnyZXbK7PBT4pqRke7u92ciVnZTDuKbpBcmPXERCZJZqsz2zIxBZi6DaIjcbxG+xnGPZo78iRo8DRmRZEymSn1qrezfTIWJ+YrYvYoE5ENJm4XlCO5K5xCRPtiJZa0I5QtXUz0OlFEyLJFy8DpOBIUSskUlFOwCMx4SuagOt1AULpRkCjosEWi0DMRSgHZ2YDyCU4zqWRSKXSdORpTiswp0gfYdjAWYZz2FjWxGyFmpDeE526IixD5iS3kziSjqCiJUt6iJZLTSClfIZseth0yB+IsyGADKVEsdVsJ5DIYTdY9kgbiw09MhuhuUWBKGzQEdCuuFzjfPR2QnI1HFtCwociOlANploVUDwEdAsRoziARZIPNNVvqN7oJHTKlP0KJdOkpSCRuajSnyQya7ihlhixozGga0Dwg4YT0M1EPBD2aHC2gOSA5kNNESbfELjFulZIK8+mEiiLDxpjvjXGwPnUN6Wo+HTfen3ooAQ2ZMioljxSNlDihcUZjsf3UDSFtmEpE4x66iTA8EEiMciJrz6k8QctMyXeUWCj9iDDQTc/QEtDNrUVx7Mwa3R0yOikhXCNiNCXHyQzvJRFKJuaChmTRiP8f0v60uXYkSdMEH1UzA85C8i4eHhGZlTlVLSM90jLz/3/JdMuMjHR3VVdlVkaGL9cvybMAMFOdD2YGgPTIiOtZcLlO8hzAYKuur6paqSjbZYZpRMRRbcbvU6q83eSb2akBP49VeoifT0g8MISFD0tBrjPycueSHrnHj9i0sMwLOjsfnpxwrDqi3yLX54y5EvwDMxOLfMGlEMtCWGD8+RUkMP3+sTrxbUbLwunxQEyK3k4MOZLvr0zXK3ZcsKFgSUmfzsg8cbjdKyKY7wlMWLhQHgvzmFmOhcvTTMR4OgyoKDZOaHHGH76iJaK/fMY1kvKESuGDG8cCd0YWGZjlZyaZ8E+vlHOBFye8JuJLJv5/vlLuV/TihDQyHL8norgMyEHRx4mkzodcnSqmBUuF2+OdbOCPJzwFLCw4Tswj43PgYYRxnJktsyzGTzbyxY8MXzPjfWHKys2fCdPPyPX/ZPEjV/sO40IMPxNVOHuiFON6nfDi3H4cueVEeRxAA8MloGbEcCPGzGIDtij6MaKDcngGvcyMr8r8eqR8UMrvBGPh7neWMbA8FCwLRZxhSXz6+SMyGqe//1rPx2+43oCuquBe5UBX3AXR7uBoKqRUvWyLVqChy6t+uontXa+lORF7VP+q1O7k0K6bSFMlut7DqtfTdIUNGNV1zTbeZmvo4+k+i54lYK9Db8ZjtvF2UFRVKFob1T7g3XjjTbwTyogAAQAASURBVLfoOrHWKAxfbR0VTCFNlu492vrWohH6mL1lQagPgXRdl033XwX89YP6U3e2JocVmd50Jm3r5NL11K7vhNalFrXfIwC80WO8PVN1fUFW/bslHFvn1H6jg3VbJ4fQUjBTwErVBRWkVCCNacBUN7sL1mwnTc+yiNmprmVbD+lKWmlz0aIN4uqU8LZH2z7VAEFbVgBqO7YHPS5VnxetkSQiGBFwRG705a1O9DbvoeqebkvT/1qUhY/1TAVrUQKlynbdftOcHC4DrrHtj9L2X91XNQio2ieq9l5BBF1ZV861L9Kc1V5wctMFB0xieybi1MhylZ6lYTunVX+s9hhfo6LqmdzsAt1eUM+Paa7jaNEnFeBQIx+EUkE/HoAarYgeII04C87ctOQNaFnPRDNsa6UlYr/d3LtZUxuN8d52/9/7z3x7/15ObPp5j9Th7Y9tLurktJ+dVvU51O2B7tRCm7mm0oluMdu7K2pT+7MmK4i22+H+zXO4I7HebCKytxnT3y0rzRF2EyK7Nt7ZUvZzVW0fb+drTV8qLaPE6sTcz4/uWt7N3Z7W9XtX2gwbAHnXK/FKQ2kRcu2d3bHYCOVqA1pnoQH3ZHUarrPOt1C4/+GaENvgO2vYecbhDfFf12PdQO1qAOjVt/Y+TGdtq73q7Z+w33Lvm2jGpe6U8+6aqhLBnqWtw1jXvr/Ld33fycTeTtHu7L1b+8oA19IFHbncTu3b5fG3v/rbj9b3vNnV+5994EJ3DPRDvjYh+4HydlDUg+Rtvn69d5rRD1+jDdw7Lp13je5f+O5ab/kL372/D9hQid2418M+3w1K3hlOW8jkesz63qGHUtrbtfJKqOsDPVfxPgqjbQypAocTdiSl77++UXpfGsPu7YtsfV/jvbqAVdELuvZ4c/R04WXzdu3DKxc2j7239jsyN237Wxy8hat2mNl74+0+usJDgzX3eanI1k3o7hsy7J41ugAOsZ7zltN8m9M+jk5I8/aOvnZ9HCvyb0MLvP3RBbtCTwu1rtNuL4rv9ss3XN4Jf0NdrluqvXsn06+oprq8myH7DbBjT4tWJvLujOq27rXPGwN6c0yBnve2EyfxHrrJdh52ESX96mic1Vbfz+F6Tt8zzdpBb81K+6Uy9P6+HX0Ger7lN/QItrRUtn0sVPRkY8G7M8pu+fZhlpui9XZet+6D7Hi0bWPr7b3dQmvrrP3YGqvj3RP4RhNWgaMLl+vCtCP0N2jbvssOcq21D0Kp2NBlGihTwPgZygX1J/Az2Rem+EIYlGAPLAP4AfKLcPspIKNAdMph4fb0FbXEwU8Eg7koIUMsA8FgiZkylIrwdGFOUtPjjI6OxpQPzC8jrs+I3pnDyBwHQgjEoIQYiEMgiDOkjGohlJm7Oa+iFALDEokVSI6iDU0OLgHXgRCVFJ1hOTDcBgqGHyZykGpIMSPNhdsy82x3zDNJArkZ+3QpxHlBVFqKjOrQMnMkL4gElvMjsxduJXOfrohFIpHsmckKXAfCc8A+OsuYkZwYrwPTIXAZInMUQiostnCLShGIc0Yt8zJnyAWbnRQKZ78iLixlpBTH5oDPERu8ngubEMnI7Ya8LFg+1TQlDsWV2Y3bbIy2sMiCRZDTEb/DcgGiIecJvwWmnw5YicAZ+HYnBFBrVZhgoaKWN9RzoSqOVW5x6lxqBEk7ZJyAq2BZ1gx6YhXQoY1QWKyHLdxDa64a710VcyVZMzDmADmQg1BEECuIzbAIMgmSI/hQFdkGnBAbEC/V7hAKIU24gHlV1NxrGL7bjLu3zw1sQXBiFtwSIhMmuYXTV8R7lNKA3qFGJgWF4NU45aXOV3PsV55az79W3Rq/gpsjsdISw8h0xSUgviDUFFU1VUKTD1uudtVSU3oiQKR4JJeAu1PIFHFmqXx5tIJ4QBiqE3ewipMIIyJaoyCs1Pkjgc9Q6liLey1F0/qRTVZHsTpEq6kkcigQDA3VYBQ0/Tb6hlQHeTPKVUzCgviC2xNeDpUXREFKRWaj4GlH71FqCgivkQwOYTkCBddb3aceq3wdaECRDoRpsuAKhgi4JIpDcWmRK9Q1DVr3mdX97aE62DBpIpFVw4QsSKnp72q6rxqlZhoq8MErAMMt13NmNaWlAKghvqA+79hIpFrsC8wzIkbohrmcKzjAQt2HQ02tGVWqs6EDVVpax+40Qa2mdPRYYeua16DT2nTAbcQoZMmoLrhW+qTc6x7OPTJqBveaUoiA2gExaXMxVVS8gN68AjBIiCRKmClhgVKjnGqEUJeTK9EwCpjhc0K0IEN9D7rtG1kFqb9+ucAUDNQYzxFNTphAFyWWCS13pvIJz4+U+Ypdb4xWGMaMxLo+OQt2MRYJzCExa6lOQtq6FSfeHNdACWdKUjzWNB/DMSBjIllEJTBPRp4XTCecTDgVykGQXNBlwT1g5VjXNV6xBH4wygi3lEkID1KjVDgGWAoqC8EcWWr0oviMiNe0SDhFAkhsorvBYcYfKx0N94DeCnqZ0JzR2QlDIITjZr5KlaaqOmOzr5k6JTi3sVT9eaz3MVQjm3xVNCfGQ+GcjHR3coaLB5In0pyIJVGpb8bLFb9/wfjMYn8HYa41raQmMSnu5GyU7OR7wsy5f1CIikxKyk6UqRoBrbItGQWCoDcnmmNF8DLUWkpjYHbhXgoeAyTHg1PESSbE+YjGTHyI1LDSb7/e2Dm63k0XTXVTdVcRe6fj+KYGdl1m2+k7/YwtuqsD+/Y0+NdyfO/B9m9LxyFvyHfVU/6yQO2tX28+XnW3Lsh3xHPvk+2e7Y/2Brpe0rMI7AV+6rMOa2pXfB3SG5OQV4Or09IPSdM7dxHv8m423y5Mk3d2X1UdEqBUXi2R1bHzJoJE+HXf6/jdhRpBZG/0iF/ZQTog9Dfw0fXRrh920Jv1aLq+tbrOrquBtWo4TUhbjZENyOgV1CV7/XPVzavNRdu+sTeT6NsW7ZE9LZp1nStxqoC4pa1eUyetNhzddFVhnWtvKYN7JgTxUGW71f7T17c5LaCmPdOdARVbeY3QZQGh19J6s9tFgESNzLPtNLrVPrjiLfWTtyhRX/dFn/wW9Qi7MfX5sE2N7HPpfc+y8kMxZZN7ZH0WtxZt23aAKoRUnT7e1+6trtuflnZmfms2iPcnhHYWuq12tXHs6NRfa03aPlrrxe1GuNGljTauz23GgF9/3RxJ9dHd3qXLj/9Wn/7a2XtDhRvtbbzuV899wyl+Z4/61df7Lu8HuFvD3UTtFlX+9rSvDb/jDd5fvCewu/28dYj3Y/S/eM+ONrXOfmuU1/+AE6J3XtpfvyJR6z22dqx+u27gPoPWN+XGwPaj3gruNaLSaWQnxH3Q7WBLf4/sGvK+2O0g9lzs72ZqLWjZX7Oijdl4aNsQgjQe3IWE9c075YZa/Gydtc1b14/XCjZoz/f87+szHRnR6YDstoo3xtF2ci0p4J07rF4C1/0uZke43hrq97JKJzj0PnqlfSuwoD8r+w3n20T1vb7akH275W9dOlM1yjN1my6NIYTGTCd8V29Bepivt3mV7bCIpLZuLZrCm/GwdGGoh4r37kszwPcxWluHOqdCbgaIyCYwCTV3cHUmuDeGpi29QA+376gDob5TDu3d/SjW/MJQ0dvuTcMjg2S6170fdLrQsO4JXccjLT//OuXSDAga206btsUQAU1s1ua81ciwZmlqZ7ejFmr/uwOkO4ty/efXer+256QLHX08tS81+mTvxb9XIWB1KFRniEtsc9KjS4SedxHtdKMWjMX64W1jl2/ZcPur0ZF+5tdQrs5AQxMCfaVh65lbBSBnEybameyHl1VsagJe29IOpn3csKUuqDPvItXYZzU1g3dEkjUhq0UZeOvbSvrar1baPkYREUqPnNKN4PVIhD57jtMLLNYPfHXCrEY0Wjt4LXjI5tXXRuutRdVUw8jGxDZe0eZordPQXA9Kc3rYymGkoZiqzNEdUUIQbc7RliajxJUMrjqHvM/S0oXN1iXpURiZ1UUtAqEaU3sUX98j5l0YWCflm3cZ1PV+/XjCkvL7n+8M5cqwDMg98HL+ym28VIRozgyTEacHPCk83UjZOFwNnRKhHNFlIlyvFJ+5/1RIKfHplHBJPBeDLMTyPZhzeFzwaHy4OkO+YNdnLBu3KbM8GK8vH7j7idflwqtfKadnypA530aOL78n3iOH54FZJ35Md2KB86cTs8IyPSMunD8FkgdOMhK18PyHr2QpyDUyuFLuyl2VwoQOyjQ9kL88oAbh5JThQglXzodP/OODEM8Dwzlwuhmf7y/k2bj8rCyj8PqpkBEmGylS+NPHC1GNEDKDGLf/+chridx/eGJ8Gfn4+8SHU2G538kuTLHUug6fr1z++Ipx4sSZYzE+EnnWkfLhzIe78B//20+8Hgr/+XdPFHckOWkpjP96JElh/AASjfDhFSMxHx/x8MRRXojM+N+f4TtHjwG5KDEHYgkcNOASyCb8cLpwUOfxAmUxfvaBcHfSS81T/ny6gU+c/E9oQ7h9y+V0qi9U7qXEXE9WGc9YPMMyYjkhcSYeDI8Z80yRzBxmhAPqT4gqKdQ0X1FnHGFmAIPwPCNW02MhgkXFI1h5rXKcH3Eiy1EwBggQNCIloCXhhxOLnrBDxsKC6EKUuSLobay5+A9e05Ckdi473U+x0aZXYCYdr0goWD5gnhiDEoLg3HGuSBZiATsoL4dAzbk7V0PjmGpNh/Kh0jbPCEay0gqFVyS6S81ZvMQFL0aQA7hi0xUk02NPSnaKOWFUYhop2TGrRsmQXyBEcjghxYieoQg51PpKIkKUwDEGVGDQGXGl3I+4C8sEHpzxWAjByDKxLLnSYG8Riy54KqAzbopNgSDCcaxOoWVRjIgcRnwU/FiNx9wrrVtU3xhw/vaGE0I5U+nlExDR+QdYLq1ObcBv4HfHwhWJN2RR9KYwjsTzPyDeCrPrgoUbLoFZr1UWkzPihWS3ph90mVtrUGBc8OBErel3PDu2LDWVXHKspOqYTEaQTM4RyxFXw0JNq6VWeaAxVkTmcqhO0PuEMDddLlI8VeN+eMS8wPWAXwt6ECTem0PiQPFcpUod8DDUCJVlAs3Eh5mgAfUDzozKa3XaygnUCSGjbqT7DSkB9484gRwqOlTDhASDMeAhojdFZsXSiIdIUcWC1HRuhQacqMblkiNKwH3AlwQvCcWQ9AOiBS/3Gi1XjlX2vQWQAxq8yhCWa/qpBbyUKifEAKHAMOGiFM4IGV1qjJBJBh+Q8rlx94K6EK05PFvqtm+5VJ3HpysxKuVesKtzu90oS+ZwzgwfjafDlWEUCkbxgMiC+YTHCMtAYuHx8At+Dix/HOpZvR6rs3S61VRBf4gQIrGL9b8bkBAYEJIXWL7AvXA4JMbTmcstM32duB0cTgKXBeYXcnxkGT8w3iPnnwPjJ+O7/8m4FuV2GTBZ+BK/VHr6+gnNMJeFQZ0/fviKBufPP01csmPxgWEYyKeMJbhPAVmOxHnmcL2SXkbslxFdFJ0H0nAjfveChwFPZ1wzc7hWgK0GZkn8SR8hQjzfEUA/fs/g4PcrngvDLw/EokzjwPIYmA1ihntYmA6FIQW+SwvFAtlPHG9HTi8P5BKZsuOnken3F2QW9Of/RLaZH4dnVJ0P52p0vJQHLBdS+RHPmWX4TE4D6eWIvhr5/IIPryySmTCuxwP370buvz9wjweSZtKfF0RPHMIHxq+Fx/8+4dfMkiZUwUbDxhqptaox33jJGvnaI/e7HWCnwzflWcRXx1pX3jfNpOt1HUnf/1Wjar0lrPJ3fZXslHVAeso2WEFdvrNzNHT/O6MDq+JftYT6cU/B2+sh9s/bX+5Vf9t04qb7dkWGFgkCm4DvLfVgcxY4sekSXU/TJp/38XTbhjTwXDeo1DFpczy4bDypp3NcoVve9db+/0R1KPZJ7J1r6yhv6Y20FMGrRuc1+r5OT9hQ0WuXpQIYVhvMbu5Wfe4devk3XK6t3mVzNgRhdcQIjkmsNR4o6Bq2WiNyjKHNZ9MftcmNVoFl2o37K3+vtgqj1x4Zqq4lLRpGqq6Otfo+DIgcKGScQo3UaPuwpb6MVDBJBZT4ivNc09l6jfDojnyktHF1D3powIC2tjtZZO33urWFmtKu1WHogEFPVWNca4DWOdqyWSwohrlSARy22RK9OlGEKld1nXGr6yJtz0307AnS9lHVzVsHremy9CwwLSqogS/dK1BIm51IxCuwAGm2EK9ht15lOsFQqRkfal3b5mxptSCq0XD8jfrp7t7mvFp9qLACkeuImg1kNWZ3kO9mC2E9S/K2/f6jRye8cfDsbBN9xnq7u7F090B1jMhGc96MZX9/b+3tntnAnO0Z79S8WQNWu9JbOt8G0Obl7bh+1ZkVRb/ZQN4COfv49v3ctbPSfViBv+s4ZDfv+2uzZ3ajyGrbgMZjWv9XB/NuWH0J27ys+/3dm1Z25CDfqCf8O50Qu0WWbdCCr3xi3SyysQDYLfrW13b1CdgYorz5hpX5rE/3XffmJt59z24v70JpVjRv214r8rgtyj7cYmXgddwbc/XVyL+GOe426UpvevfXsK894+sbbW3hjVyxzlo/c31jbPLC+re3+afTgtbqitBfGfN+Gnfz+Remr4tSdVg7n+S6eJsg9Xad1mn41aH4tTfx15dor/nQ8gSvDKcj7icaZK31oaGmdm1042Qn4tVp0YWy7rWvXvr9nu7MbL8Dt+lyquG9p4MKyBqZQO0bXchqxvU1nUv/vu812BwGoY3RWAt87aMDOpoz1BDQ6pCRtk+7M6iPoRe1fkck183aP28OhB4Gt+aN7vDW/n0XLHcr7dYEhB6OWsdZl7yiRgXfDNxr8bFWb2ONoWnjXz1rvdd9fvpcdSGk7PrR0kWtB6HN+XoGf7Uzv/HaH7LWbdmcij1Mrp7HfjY6lV4f2DGvd4wNcNkOb11HNsO+CGtxtt3armfP2rz2iIq+NlbPiIUWotg9HKW1skdMtAit2nbrXzfitX4aNTWCNmR0H0KPiBCkpXACUWkFvjrzbAWq2xt9/Vd2pGaHV+p92wNpdqx3RaZ0xJO3fUZlmuJrOW1Kf65F0PjmNd3mswtVfUy71d9jqNbaJ6rb+N70axthJ62/5XIR7mOijIqFC8LMUAohBy5yhzjhNuEeCAXGZcAGKIcFvRbSkpFsBI8EW0h5ocyZ8QbJhc+PkayBSzGKBmQ8o67EcQYtPNgLh3lBX28wLTynwm12ppy4ubKUiVwWzG94uHLw79DpgTgJ8VWZh8z1yUgqDMdE9oItV1QgHQYGCaSSkOC8fn5lCQv86UScEpYTZRYWMh5mlvxAuY+MVMO+B8fEGMLIx+GAJ8NTZpiNI5l7cWxRFuAVq4pKy/v9csgkzTxYJgjkjwMzA8uPH8nTyGmYiefCcjTysTr0MkI5L0wf7shNSdeB4BCLUkJkGEZOd/j8fAUTlnAgKw2FbMyvgnjhPN4Io2PnhRyd+/BA0cRjWTi4kJ9q9ElcHJ0hlAEtkcRAkcQU7tyGC9GdNIMV4UYg5AIvM3MITOcFkYmjv+BMv2nPZd84FwKhWEs7NuIxwRJwU2SQWt8Cw90wFrJcURIiFcEeQz3VgUIhUEI1cshd0NIMCgqldOdeRQV7SwVXolKCEkmI6MoV3A8UTni8YboQpObyNxKFARMnh8a6dHOMVpahjdUV0IymCQ2ZYgOW69dRoHjGmAkoakKWwpJKRQnbDFJTAqkE8AO1kGPF84YmB2ZvzlXqHihiNQc8Nd+9l+o0F1lQgTKDF0GCojHgXiNDtBTUMiaBopHo3upBtNoCKKK1yHWKAVUjhRnMme8V1W+5iaTBCAPMcybbQvBYpRNr9DIYxFIB7lmQCDHVWjOlzY/HgCdqgcjitZgJQv7N2Zha0UUPuD/gPiDlS0XZD3WtfPGKKzgukK5oicg9QTggPNU6NGK4zGTJmEBmRiQQ9Ih4JtgL0sqLOzXax7zl45f6HqHScM+GHxySVeNyAVEniFHMan/W6OXOOhS3CK7VlpYLsjw3Ca9U/hAFl0DpDvlJccvIOKGaKR5xCZgk3BecEdNj5R3ljgQjDKWmoPBYo2ak7sNmPkHV0FKjziSHFgmhZGvnYChIKHiKEAO6KFIEQsRDwDSDLojrWqPWpZlfXCo63wK+VCeDS0a5gBbcJ5CEaXVjhqUVo4++2jdRoxjQcvPXw+Z1v1mAMgCOlgkkYzojJMRPjXk2o6HViI8imxTxt3eaczgsDAnul0yeCtyu+LKgj0p8EsawoDKzRGGJgkWrBblFMYORwjHNLKfA9J1huUYaMTncAAV7CNXQuFRxnHNEkxCuQlgcL3e8LITDB2QY0Ktik1OcGiGmBWxi5oEpJqwI6eIMT5nTecKmSPx6YBG4a5WbtRwJWVGfQBbC+FzTEenC3QWRB6IqNnhNd5UVloGQ74T5RpgEv9ei75ILcsxwnikSmDVQNFPigieI4mQCL4wgwjAYUYTz+JGAYPNcayTdBjQH8iHig7BMCiZcVbmHwvej8XQw7lnIJZFuA+M8cHdjtgMeA/lpRq4D4ccPLDLx4q8MAt/FSnevpzOyFMLlX/AyUQbBdYDXgGZwuYAtWFzIoTDHgftJuD0kbucDh68T+tNCTIk4PjJOE4/PSy1ErTMeIyUZHr1GwP27rqZrCatcuUU5rcLspgav6liVJddg2w3p0/4ZPSHp9g55q4utRicaA6w6bQXH+e7rypNWY/sefClVDu0SusOaGnu1QL1JP9H0vT1wr4Ex69i7INz62pDEa9t0Hbt7fGxrZO3r7ueKtGftx2qSWbWMN3C7bZ52c7XVD+gD2VGW90xttSu1tt3W6AxpaZhWdGX/vM9jc0yt0S1Nd1yXrm2Gf89261Hwq1GUDjTs/2qkXwXB5t61ahiVajtZi4/3uparXroZ5euMbaC1LuXVK9dnm4FfVh10RCSt+uymRjcdqaV6EZEKtjOvRdPerMPeLiBAy2/pLXplzYrQ7SzbLG6OJ9b1q3vEWDNTNOfXW60vrItTLUkddNlTX3vb0/0ctpRTXabYOtBsBB242vf4dn4rXbD17dWE4CvorjoanF7XY18AvtoPdyjg1RbSz1ehezq8hzyKI9oyY+xqhXz7Jev//d1vGwXZCUr9Zxun7O/c2wXftb3/uxfk7mdodZgi7GtcbPau92e3r8M3XO9u2p7b7APdCfn2pr56+0beWxLed6vJhe3e1XbQh/GWJPP2rfLmx7YOvbftzMr25Db3spGzvife9axf/qbN9v/ewXeA/XUn/GrYvvvyb1O5f6cTwjcvx8qcavGuTvfXsMGdfVf6YjbjmKxFavbMx9eRbdXh23Sqbt93h4JLK5jW+7KZkLa93gQDfFXE1okKu8V9w+TaIZDt+RpqvC3+SuChGoN9ty29FupaeZtsfK0Hh/3qBPTItHW89R2662L3165Gu053HaoHsb2/fdFTP633vTnorJ1aTZyNYa1RYjsERK372Le2r4COzlylE//2wcZY1s6v6/C3QnXW+gPccGrIcZ89mnBVIdbNO74yVcO1hcnTixzWtqTXBugCFAPdcL1jCbs17gJdy/Eo7O5TXAoVATJQGVmkIi0KMNNRGtse6sb8AHKs/fCazsj9ziYEBMQP9acsbN7OXnwxU/Pi9/NQBZ+1zkSLnHBu78bVFswnVuGy5nFozOtOR45UvpbaPN2oNR26wNeRHAs1Z2EvbNvCJ/u5wVkdGG8iAWRjmMxs6Rbkbb92zNXXfdcKHrboF1/DP7vzpqeM6tExbAfvG65VKGAFK7RlkWb/lroXpUc/VJRRRe01hdGl6RcdybDb76sjsi2V7Xzgyuq08bKbMrwqvS0iQcObpmr6gva+CsSo+yhYp1SlDaPubev7rDsS2syKtjNrNZJBXFa9ZkWRUGn6Sj4a4EHM6hxYpTHave0tEqYiuPbm/UqDer3TXuTQdd9+R67s6IuDSu9zE8OtzouXst4PFf3TV9W9IniEtja+Y1atJV/35o6W94XK9ZmafUVYC5J3OtsHZb+i6n/10ux8+qeMi5C58cyNGKsR/pdBuQwHbhqZVPhk8OEO95Ny/U45Gjz82SiiTB+FNEaOH47o4YH06T8wy8D/lh9Ry3y+/Ctixs0fKFodEy7Cv8yJMAc+PM6MHwqDRcYXgcUZ8p3LCNc0oHMkfDnzYJHj52duv0R++FMkPQifTr/DNHPNN8pckC8GgzP9ww3TyFCO4IHn2yOLGuN9QBblhwI3g8f4zGF0DulfSVHw9ITHB+S6oK+K3R27L+j9Snz+inPghQ/c1Pk5GIsJy4+R5Mbn+YJoYX4JLAov+caCo5eBhPJTunD5eOM7P3OaTuSHM5YGPsQ/8/v4Cz9I4Z9wPsdXvhuv6G0kXI5EjQzxicWNf/77BVLhf/Y7tgjTbUBn4XyIRIkcT59gUPJBwJzhf3+m3BaW/+eCfTZ0VrQIpUwUy6TpE8flhNwm5PqCfMyUjws2RS6XgSUYJU4UgXxPLIPD5z8RQ+YsifgbFYtkE27VuSju1YAKhLIQpoWyRCwHyjIxy4Sa1GLhcuAkI8qIekWDudyo6qm3gL9ceTJjRZs/ZCRAaASj+Ih7olioKYGmml7EHwJ+SCxTNSBHEaJkfBF4GShlxqQi1EbLZJy8LLg5OQREAunw1I7kHaQgsTllOeLF8fsBcsJOhZwmzCJmZ1aHbwnIVJ2YWQPiFeloBsWNKIVxMNycMtXY35BqlN5cHhCHQRSRQs41GivqASRRUIobEoQoTjAnTI4NiqSIL5niC5QbwWc8CPMgeDCGwXBGFn9ExIl6x4G7BLwIpVrjOOaaLibdHM2GljsqudHNBY2hRnUw4CUgOUFJSDJIpYoXA5AjtoDcQBfFcO5eU86k+Ms2X99K47TykWIvgMBBYXyEokhZgAnRpcqW9gRyw+PXCjM3asQGEXQhDRPFBG8F2mUYq3FJ7phkFj5gXlH+ahBLVdQtGXPIQM0t3zEWoVRjvBAwj6gJA1XXsDis0W8aBoZ4wn1i9j/jwE0fEI8EO1WjXalzFGNFiObjgMtQZZ0ZRBaEGzCCnDFagekUIQ41WqUccQv1nys60CIgKiDAcnUSFDlDCERtEZk92toHMCfeY5UJi+JB8XDDwoyWV3S5IBzIfsTjCMMngl1JZQEPZBursetcdYqiR0QWYqgRwBZecBI5t7oNOVKjdE6IKq53LGREhaBS7VV3R24Zuc3IkOFQt5EWkKWgZUI04DICC0UnuvNOvpGjOs7kmeKOhkyKRgyGFed2/8TdHyHNeFyQaWZYFnypTqc8BObTgbwsvEqhZGX5b8KM8uIJdTgdzzUhx1wpbshXQCh/aoa/5zO6RMbxQDgsPItzt8L8dMQeEskGwp8y4hn5w4IvBV8cTTfih58oh8TP+QQKv/8wVYdZ+cSsyr8+HsiWKf6VpWR+vo1EOXD2C4MWLle4Z8dHhSFyiCPDk6DTwPJy4joo179X4qTE+0JKzihjrcXyqcBNWX46Md6dx2wsLrzkUu0/WjBVbqdqeL1eBnxx0nGudP2r4D8K12MiD4FbSUyMBH9mya8Mc2SYE8u1cJlea3TV54QdAnmW6rQ5fkE98Ef5RMpw/OmOeObDJGRzXiySxRlHkJB5na4sVjiVI4f5yDjdGJnx5ZFYTiRNpFNkzFeO0xUZC/oRZIJLGJF5QV+ulDBxiYYR8ZfjJlx/07UZotYAcqm6QI+M7TLzCnJsOs3WRNdTuq7U9Ks3Rp+me75B0O4gcm/AdU1nX2VcWQ3jFbCWV2G66oPNiNqiyERqlHy3H+wUl2qL6DaaHQ/ouM7NQNwNr7Z95LpTAVtdPOvAvFZ3YbUP7R377KIlulDe5rYjD5pzRXrhjZ2O3h09XU/bahd2ANNq6NitaE3rWdtuRvJV5u/2kr1+6s1J4dTI/f4KpaeJXlMR9f7vfvyWS1dZpU588VYyWasMVMGVM+61dsBaj8G9ggmkpenrc+CtcD2wpjxsjoVuuJFmB1Bt9RqJ4KlG4jW9u0ZITPSaIUENTBGvdoGqbhliE4jWNtfogyon143Xs1P0Kar2Gte5Ttea5YCmG3fbiFUwQM1HWfdXRVM0e1uh15hUr6COmu+0r6Pgre5f8d3pkrb3Wopt6QjybiVqzoCe4bqg6xzX4IU6nmobbY4cD3XXOWuUFCzNLtbohURomR0Er1kejZZ6ttuwel2QAZgrwMBphosOaKVGGq/RAd++6brZbl2H2pNm3tu1483I3dMOdFvopn63/bWnmNS6ku9vYLMtrLSz06EeQFa9fe3RHai3j67RClnb3sEhe9t7hX3fh42obu31V9JsP3XlWTOkrI3p9kyz22yzJFtrK/3eR4rtbFR9i/8KYN/eK9v9sr6z9qvS2M05t9pN2zMitiPr+9Vo38Nq+3577Swujdmto5P++W7871r+a9f/cE2I/so16kHWPcDqiFiZVLuH/QbdQufWBemH5e0HrAbuLbSA1Yy2Mum6gtVWJJ3/1Nv3jN1hn82pe9Z9Jx9AD7trBHy3nquxv30sve03e6nPzR7Tu2Hht498nRdkJ1zQJRtf+wkbs94YmvQB03bEjoD0zdOFBdnN7da3LYVMF4B2RLhRFOkbd3VC7zdh72//+y9tZN7KVn/tWkMXe1qmd46qNleIbtEtVHQ+vVCnh939nQlVxlSfbzn+1o0rbf77xticGLINbEfBWqGw1UHSQglxatKLLRfiti2ah92HbUyrw2UnRElL58SMazfYN+bSd5C3iInmVJEV6aJU+PvSnklbP7og2g8AdZx1Cpf6T3roWXeuQC8wtTEAocIXc22/I3beRBRtgqPbDskD21ld56QJaW+I7IY6kFYkaoXKizQnzAadf1s4SGrhrNbyb7lWbE0/8t4JuqxHbPX6d0eE9X5XQWJ7ps/CjsbtPNFrTucVsdnHUg0UujZVFQnp57EJMBvd7ad9R6esMp1ayKuPzNf5lq45deavDup4Uxh27t83tBtkq79s/fs9c2vMcY8Ce3/o9zxfdk1onbSKHpIdvdiYYD/vfT/r3jHq3opEb2z67fmjOa+3NjchYLtL2DFw3y93mxVtNK47yjtax74Vt9neY3D6arUw8YeZKU2ozhAL1/DELY48x8A1CvEijAKvg/D8qPgvxnkRlkG4noR0VPRDIh2OHD78nlIC//w1MMxXvr9dSbbwcnAWTWQ54hK4lQhZiWeFUXj8GhmnQJ4cyTMlRJYxknIgzcohzaTznZfnyM/PIx/CyO/tgdknLnan3EG+OHI0cs0NyOwORbjNB7LAkAOahVfLPHsh6Y0YZ1K4c9LMPBjLIVYj6F2QyfG5IOVOyF/x0bmfP3JVuISGAn+txdofpUZ4/HxXsjjLklncUU4ECVyGK7ehcOCMLgk7POKHE6fhC59T4Ye78WVyTnonpBm9PqC3RJBICEfyIfPlk3EW4+9ZsBJ4nQQKDEnREBiGD/iQCCFjvhD/9Qfk64X8vyj5LIwSkEXwWAtBK08kAnbN+Pxas+geHffAdFGKWk0rUwJzGCjJkPNXQnRGDb/JCSHuqGXEHDWtEUytIL3aXOlsMbxErCzkshByRJaIaiRoQlCCGaYLRW/tTCbUHJ2soW0SHhw/FohO7OzNImaOaa0PkHIhzEZ+CJQUKNkoQku1UCobu1f+Xws8O8mtgklyjbwrrigR4qnSGbuAzDVCRQX3odLZnPAlYBgWFkrL8StSkFYAmUXwoORUoyNCo0FYS/0UDc9gS3Uw+0EwCWQ7IC4cZK6o91yNEqoJkUhudRiiOKGleZcMkrQaX6kpcZQFsQlTpUhAoxMPjjGw2AHFEO44ztLotElBgWSZiKFLlVnUeyoCAQoSRjQK5Agl4jbiNkCLRKpcp8mAU10vuVdat4yCBmOQSy3G+K37TRrfRBC/VSDPoKAHuCnkXOUyuSMcUTti1Kgr2r5yIsaIyoKGBUGxuaeOjLX/suBSyJ5wBtSrEyIsC+KFuxaKVGMQGgiutQaPGerWkL8BsVp20rq3vwFFRBJJB8xnlvCCWWDRT1BGog0IQvBcHTVhQsWwYaiRQUt1UKAZkQk4gzwCC+4LHgKEgOaEz2NN25SbE72mJke19qmY1JRkckZUay0NoUbptUgG8eo8UhNyrOe71n6ZULujyx1ToUhE9ADDibAUhlzbn6wZEYcqLRSLiEBqAAzRO5Cxjiq1hgiNh7ZeNRqo1k1RtNWEYF6Q+1wjNqisUzK1wLsvbT3rDjdZgIXAlbV47t+4HFi8poU5aE1JFsRQgXk+U+wTsXwhpKmmLixXKO0siMKQKOJMRSmLkn+CJQjXUyCoMw4j4o5NipgRygTulPsJLwG+HtE8MvxRSGnhK1dmnymHAdJIeIkMXwv6WNAPhl6MMEMJC+X0gg0nLuWJUY1PpxnNQricuajy53PAzbBLTS/1ujwQLTJyZ1TnOsNSgFZcPRwGRo3IDOUeuZ0KX0+F4QaDZs4KJxI2BORDlaXKNALGscxVplpa0tBoeBAWEUyU2xSxXPj4dK35l34AXoTlO+MeI3dLzJa4uOHlxtN04nA/UKbCZVkIZ2V4jKBKWQSzhZx+ZvQjH+R7YnGG2xXMELuzAJegSEik6EjM5HDjrpmTfyLlE6kEYpkYlhOynOCpCs6jGcfc6q+cAoTIZCNBleE6UQJMIWMc4Hbit5tENm29S+40PaDqMhsoZg0Kf6+PrLK7NFlZd+3B6lTY6exIle8r2M9W3QeRep4w3DcUdm2rNJ2RtY9v9DSEDV2+sxv0vvVeNpuEr3rbpils0fabXtaFfKfVUVqbb7rTasyz5lDuTojWxb2RZdff7oRYDWouzTZSQVRo/bcG8vc5gFVu38v8W2e9zVXvW6Vlb++RdZ1WHdRrEZWqx25zsc1mz1+/1zt+29Vx9+4OVl0gto69xYV4TYfkLa2xNTVFV8NqW2+rjijxsPavt7jfE6s+TZ/+QK+TUAGhd5AFb3GIHXQpHSQKVQf1ls7SAyoDXYd7q4dV42Y3+q7aeEtR1iNipNsC151Xa2GKxKY01zUw0WYnEMQLW92Kvo60Nev2g74nazP9mODe6mZsu72qnbZ+7z1KoTe9Au+kyhPs9epWU9SaA7E7q7zxIhRda5zYCmqumQ83wBzNqVFrQLHiVbdIl1bUG+GtzeXbrvVueTtX+3ZWADN1zOsZ7R//6pVtQ/7KI7CnOdvZ9N3n28Rv8Elko5WrA6JHT3V75psub7vOd3/vbRIb7X3//31Tb+9avY+dPq7D6i3Kdr9sw1+Jnbyb2UbXtvfu2nwzkjdPtba6HdIaW5BfP9fs1btXVzryvq19F3d/9Gweb60rf6lvf/36H3BC9AHItpoOe+eWeAs88nZw95B+WA1Y7wNu/Vd/Ny99RyT3ScBXhOx7r9LKY4usREV2+8A7argxuM72e1oYp58Nf9vmjm+th2XPa9nO6zYve6fBtiH6Z1sSofazhR+tDFu2c7o6Anqb7Pq67erdIXHw/bbqQkDbTjtjaf26EZE3RsPdGq8GzR0z5e2c09HRKusa9SfWcf0tYug9pVBuzGGkEpSGmiBWhWsNT9uF5nkjzqulFGrkQjXGiycg0MPypNVpoDFPl74iPQqht9Hg6R2tsqIoar0CGkOn16egM0DYHB/dCdG88e1zkQQ4W0RNy++3KmC2MrbOrOum7QVzerGmXTTGZjGv72gpk1Y0TIs+cO3pnyqizQnN2Lo5KeDAhhxvuR5dwdPKmKQT/XVn9NybQi2bJxvfWU9PJ2R711xctyl9PiU0oY+291tIKEZHT4j0yJLe7y5MLfyWa2+jrv217Zx5E4t8J/wKSAh01tjRCxVA0cPkulOtzZRtQm2Vp+rL1uhnoRoYelSGO54boqRNjoRGq7pnWncRF86u6PPOsdjf5ayOge4owcI2SOr3SqOR7Zlmr3xDD9Zgo7b+3fm7Rg75tq83vrtNsjdCKEGqE0Q3BWZ1GPQFAXr+QmmojJqdySkNFSEdZmLeJ7euzeqs0Lf3regT1nFuOXSFfi6rMKybP9Bp6CJqjlNp2++37DV1Xp8mijsvi5Cngc/jI8dD4GlRzj8Jxw+R20NijJCPQlLj41L4ECc+frxyiSPzKBQNfLmcGV3Qxy+A8A8xUsT4v54+E835w6IMxZHrlSLGPwXhluDyovjXA66RISqX88SUMuEID4eE3yN+P1bE9DihH+6M//BKiQd+vGUYhfhhJA2BcCmUmHnNNzDDL18QC4TyQJTAh3wnYXy5KcEE+dcj09czORXsZNgEln9kuTwwXc+kw8zT08T1nvnp8oCIEqZn/Bg4PUbKzbj9uaAxoN//DvfC9MNXii08DGfGAH+IZ6agXIYXSrpRrl+4LVdimGthzvFKGIT04gyvxmuA/xICh3Dm9PH3TPdCer6xhIWvw53FlcPyEU9w/d5qjvFlImXhD19+JmXhMM/EUsiu2PnM/LPV7fLTQLoEwumMjpD9gTsRt0Q8JcZ0wvzMPQT+fIoMufAwPRAn5zAXzOD246mWGxp8i9j6lkuEeKhGU88D7orpAqGgrQisx4xqbkWSq/FE8aqs2kiRzD28ImpoqM7erCMYjGECUzRXFN5y13YmvKGHq9NQtSpSKobI0vLiO4QRTgm5G2pOxli8FowetNLWeVwq+k+G5m8viBdsvmDuiE6ghdQq5s45YCaQDSkFX1o6gMbDFUU1Ij4QloHioGQ0O2FZyKIsWmWNuz1V+j52njtV90ioztsbodGdphjJAVRXrqitttVMxIgEgVSEHJVyiohl1BY0KjEGvBj2dcG9ELgglvHlKx5AHhMAqgUJkDVgIiSRdt5G8IFFlSxCzoqYkNSJkWq4jy2C7Rfw6JAMy4VCLY48WgXiWKrG3fs9bnz4W+ibOz7XiAbOBZJDuCGhIOEjGo54WIALRMFSrGmU8oh6JJiAZWzpKMsMxBphlzL6cMG9UC4f6v5bDvV7qtHA5A6WCUtEs7SaZhnlFeGGyQnTcXPAE6rxzgQmbU67Uv0y+U4tpfwBs5aIQZfqOBKaZwnmoEiI2BAgNrDEoggnxA9YOFI04XJDecU9Q5aaBixfq0zlR7ADvvwOV2oBZM/45YJ7IMgTohENTUali2eVnxaJLQJCQA31Cc03ZAadDmgZqqPxOFMefqRIZjrUCJGwVCeXtcKvsjiiATt+V+f19QZWtkLm6aWBHaaKukwDwhOkO4SZMt3wPBGDoGfBk1CaYpy0ydFDxpKTo9dx2tykiccd0vBv7jYKM46hmqrT9KIcXpz8jzPLp6/YTxPyA/Cg+EMij4nlMTE/CNPTDLcafTWgnJo8dJ5mPBhTCJRiHF7q2QiPf4CgeL7gnvl6+BkEPoyZMRZknDjHwsN8gNuI6g093cm2kH85Ec05xK/M441ravro1wVGQz5MeFZuPweyGI/5jrGQXga0DJTxEQuB+PQLUQq/++UDdn/ki/937umFMnzgHo7IXBA1Ti/Cw5eAvTr+PBE/R/LffWAR434vWHHiuYIofvGMT4WnL1+QIJz+EJAIdr9RPKCDkQ/C8jBwTZHDfzDS3Tg9vjAcFh4vn/DbA4cDHMYT4sZy/YoLpMEJJRG+wHJM3D4pUSJPcSDmwHydmGfh8nMCMexzhuScNeAK99tPZHEO9kgMJwafCbYQ4ytpvPEqhRctuBf0XwqzTkzfC2OC8y9OKZllMUpw7PN3FK9Re8XheXnZMn98437bAD1NT1sV6R55UA1i0hzeq5G3gW1qEdxmiNwjIDvgqbVVr50uugP4VIOr7GTsJqCuenHTLaj3bg925OxuPL7Tw3ZqejfAVkdnE373do43zotm9e9h0psixRax3t4vsNapYNPvqnr7zjbRdB9Z+26N1TprFHxD+q6poazet1pne7HmXpfBfNWn1nXbDDdNHxNWxYwOKqwUcjXYi7DWN2yT6qtRMaz9X3WLXR9+y7XWzWiOGrzZ3KzvxYaAX9e+gQO141QN7TYFbWh6j21Oa/ova5E1K/BS+9z2+g6ON4AR3bG/mhKbXUHCZiGS7ioRnAO9bqV7wf1em2y1EM07cLAOwbTqW7WaRFjTJK5gvO5A8FqHkzVKoAD3uh7ask1YHW8Hz3sz0ovHNtLSzk+rnekLNfUUdBtE3T/dKdjnmxXQ7M3ZgFUZpBYNou4TMWr2iA50FXptSNFePyM2Z9Lc2m9rqIpKAxWuKOA6/7U+pOCM0MAG9fu3ERC/vTbm7ohvVmo6hVn/Xg0C0taj751mf1jTlklrsFtK+uh//dY3pAWlI+979ok2ovUdG/iy065OuLxv2Y08re94Q/x279v93WwC63hWstvv3D/vb/ux+6pbHtbf99P5hv50B9yOZLLZj9+sx46srkBL6X81O+kKkmzr1G1AVvfMlv6sO8PazHjjJ7uVXPvxZp6aQ8zbHn9zfZvc9u92Qqyo37bx1iwq4tueZLf44tsm7N83A9sWdSJv2u/BHWuClTX8oDGh9l/f0jVN+rZS0v/2Pn2sHlZpxGuNAmPrGvJ2jziV0K/hOLIdk7UIyZvet/evw+zIH2ltb310WNMtrWPfyRe4Q6jMWsr2XX94PXdrXpN33rJ1N/8bG8Lfbt7a6Z0bqHnG/F2j2xJLd6htE1e1+Cb/9HnaT8w3EMMuLLXCRN3guwEpwo5UtX6sQxXe1lPozDs14l8dGKvreHcAa1Ot+FNzQqzFlVpdBl8LWfcd08L61jYVkVYnohnzxeN2O43hYU1A2Zi49NoP3lH/u83cd2n/sWMMvhYy6wyqOy26c0h2zzaHRY8UabUERGLrf3NOSF/VliqpIwlWD31PEN28+Mg2V/Ju0T21nubdPAvea0esIstAj4ioz/foi74GPaKiKr1v93dnOHFH6Y3qhPg2BvyrberQC3FVAa0VnW8z420c23/tQTFohUt7JEKnWNWJukcMtV/bGW9N1n+d0XhDkqj0gJ3tFFqTNVp6uyrjb26duv+28fgKydqYqwhVAPTdOvc5aOdvTde0GvP7nHmjRcIaXdPljna/d+3Om+LR6bT1tqWhspsi0fe3VcNZV+i2xjeG12tbdBrffQsr8qMzXjrf0DaHWveRNcVCbMeL2p4S2rub87BJAt4ctdqOW6fp32wv6XMncDstTGJ8/UHI98iHj0+E8cjwckNuC8MxcCewRCcPQtSFU555DAsPDzdcneeYyOXAy/3IogsneyaJ83tNXCXy/05PhKL8p68zH3ImTF/JTPyzOlMSbs8fkdsAHwLzUZieJuaHhTgGjslZXiOzHyBd8GFGHzLp9zM2T/xyFYY08Hh+IERlfBhZRPnZ7lgp+O2FYMrBDiSFB+4MknmaB6wEli9nlh8PlL+r/NiWn7D5K+WeWKYnxnPm/PHC9RL4JR/RXAjzheGQeDydWTLMLwUdD+jwgVKM+ZcLthjpw5GYhM/HI7MCqTCNE+XnZ+4vkdOYifFQDb8mhBeIvxjXI3w9Co/hyKfHT3h5JU7PzMfMJU4UP3CeH/Bo3D5dyGJcysJwMz7/Uya+QPrlTijO9eEBOQzk54V5ctI/D+jXRPjugDwmLClzVMIQCWMixTNu33NV+OUAjzfj47xwWDKflitWhPGXVHPQnzZW+U2XQBhqSepcjmARk1csGFoUxdCQ0ZhR1+owoMtoittADpmb3gkKQ6zh/poSakaSO1Iq9zUPLPNYUWCpIOKEXrdg6CypRS7aHc8znj5ASkhxdCo4heyFIEYSoQRnCRn3gPoIeHUsmGNzg+8PC+LOYCNCYFnGWofBrpWvllr/wKUqyyJKUEM94iVSCw8qshjhXvDgTINQiMx2RHHGIYMvBHutVF0rB757wHCSVAd8kREkErTHSN5xFhYiM4GTQLDqQLQxEsqCLKChRtXkOZNfqxyi3CEv+O1ScQbHUyNJEyhkPaISUbQaSUtVuOdYSx9gWtdmoDoDNOOx4FfBXrUi348tqs+NhDJ6BUJ4LJgZfm0G+m8mcOC5rKkgJBiEC+iE6EM1bkumpmAaIRRcBSNV44CDl4yVK20LViVdHAkFPd6r0X16wLOQlgFxxUJ9X6Ea+XRJCJE4ZEIo4M+4/0IOn8mquGYIC+4DZiNirZ6Cg3ptJfuMiVHimVXXISNS04VKrIw5hzOuEU2KJMHn+nndrwHXAyXGmtLMr63QptS6IKXn6VZqBM+Ah4KlCbeC3ycg1aL2IVSHm5cqY0CVEazhCZrhFlHU5hrplBVZBpgSzJHMTDlcKEkpQySUQvLq8DGZa8okEwgjdnhCDMJyQ3Pp2UyReEV0xr1gPuDxe9ATxLn2fb5h5ZUQjshwwKSlMhMlasDFMS0QjRJKRYdKRgiIndnAMH/7slYUdZEB1Ui8BeILSMzYhxfsT47+CDYqMgZmjVx1YDkp82nB3CmvytmFx1TPy/GeyebcDjX9mV4zgYh++g6GQNSJ4gtfH16ZU4HZORocDpnDaIzzSJwUG+7Y8c7tGsm3kRidcXjFDjP+KHB3+CVX2evzgnlgfjayOye54ZLRS8JRpuEEGvAHEC18/PJAuH/iXv535vAvlLHg8RHxSt8+XhMfngPT14X7LwseE+Ufz2SZmacL4hCOlTy+TEa0wunlRkqBc3xAk5KvE8WU/GjMCcoxUQZnTJlYCjLe8PhMtEjIgfHgDKcD19uFq7/ioqTYkPovEZPAFKoT+BwSkpX5PlNuyvwl4sGQ726EaHwKSsC5T89kWxjkkVFHBruiPhHGF8J4Jw+B10EYviwMP8/Mn+H+PcgkPL6AiZFlQaJg5w9YCXAZKTbzsvxA7oC0b6ZvXcZs+ouEptd0I1cr2LwqxM2RIDS0bvusIpbq2e8Gcm2yq/do9L1VokvvHSzmTW/f67FdV/JuwEC8Y+m7DN/6vjbxtg8rire/u9H+qnv20OXWnod2bls/3vyjgS830Jiv8vROMV71vip/SxvHpjf3cdEK8NLsK934bvspWpH4m17s27yss7hDUsu2nuv4u+FTdnrBr/TJGnG24St369Do1zovK8CJVd/41ssbCMq1AadKTQclblV41oJoodokev3FZgPRrg/aiqSv0fWxLVNdn9L6q+35mhIaasplrQ4IaupBVttQh/G2KiYem92uzq9KabaOoe5Xr8Z8p9eOrPYPb8CRtUh2A6usRv22Vd44f4SavnA3zzUddU39hPaoyW6vqGmrjKnNXX1qW59Y25K59a9Gbe3rgHgfe3dCruaHbmdpgE/pe6xHOuR2Jqujw5oyX+dawbXJN3fEF1wOQEK025wWWJ1Ezc7QbZkMCLXWknhiBb6utcB+2157uzW74c3ffP/+FPi7L7r9oc5Z16lXArU/9WxWlXdnU3Tdm+tJ3dDndFqxdeCtHv7WWrEfWe/ojhauH8vWtnQaI9uxbt+5bO30Y7/ZG/zNa9bMGt05uX7tbA2/nYH3c7z9/fbT7f4+ni19fLXJt/H0yLxGq9y3ue0rsL3jL8ld+x5skywrP3jvQPrb17/bCdGjErqHatsE/uvN5tvgKtHqRivWien3gYB2H3g94LqiZvecaEPirw6B3n7r42oY2vV73ZyNIOt6qPobbb1xtwd7g6sxvvNkkV3QmG78sxKSumD7PHJrQ/ue97G97cr6eTfAv63czko813RPK7PuRvvdiZS9t/Bd2+IrKnojIu/ncSMRa1v7o+KNDe0mu5G+dc6V/XN/Y4tKL0xUoxZq3rv+bmNNKdQjEnyXjsgb8ZfNMC87FMlq+F+jGlrapTU3Zd+th3X86w6TlncPWxnSJrTkdS87Y5+5NgctdNWr4CXrZul1Knr41EJFF7SIBtkXH6oMtI55Qphxj5XZiCO6sDlWAnBqz5Ztw3YP+do3A2ZWJ0W3fAO9uPS2E7pXWzaGpJ149fF1IbvN54r6aEWyejEsxvUw1kiOmQ1V1Ji4S21nRedEqlBPnR8fGkOuhZeQ1Bx9ufWl57j8bWRu3ZnaozS6cNPwPrtzuifJdXxtXbswqrtzQ/X+450hr8SCXvhsC32VjaG1Tglbu92RWpveMZm+hut9lYBJN5TXxag/V1LXiVxjIt4EM6spU2jLsc9ru7Kh1pfuONj0iZ3AIEDQ9Z2VRMl2bHbjUmfHMHU3Bw1h4TQheBtHke6kDvQ3S+MrG+3eGGZdk4bDcBCsjq346iCpKVJgnYD9WYeVXq5zWXqUSh//b7uCCN8fT2hQ5nngh0n4vU08xiuHF8Mm57oo1yWSl8J8dabgzI9OIPI7e+RVErcFwjXi/78HlgTTo7Ak59Phay3GGw68GnzNzmxVMH5QZ4xXQsos5US+J+w2QogUmfDwzLMbX7Xw8RYJX/4jebgQv/8KfkDzR1Qg50JW4/b3ATc4lxPmzv1TpBTh4RJIGS4PJ24RZBaOpjzIiI4DD+XGcJsZZ4c54ReH+517LmSUZw3ch8DoyqlE4l2xnw2Z4PAgqGa+/PwTYBw/3HCMSzhCCJSjYdF4uh/wu+PFIBrD72fCB+fPL4l/vR65xTMfHgQ9XAmHCwEh+hWNr8ThmYgzvRqEwHOaCFIYX14YRDjyHZKFHz7OhGPh4bQQsxPsxMjIz6JcBPjjlfH7iY9p5nMQbuXAVBKzLzjG+Hrj4/VnSsx8HWbiHLjbgJNJwx2NRvpYC2m/loj9xoqanuth8zTXoqzR6CS3FvRN1Hy5gaBK8EKwhawLS7iDZA4SVzSna2SJgVCUxBHoiGYn5Jpn31qKgBUxOnc+pnhUsgvzrIS8kKYrskQyqbZhhkgi66GmcZJ6/lJecIMyV/5v0vigDCC1VoqIohpIrlR+nnBJNWqAKqt6Lvic8agQlDIYZRSiak0XIxDcECvkvKDqSCqoG6GMmChTfMFQxDMRZ4jVgWPMuM2YC1mAkHEtSFCSCtGM4LWGA7nmXs/Doeb+pUaZhNQiKk3QGEjDAx7AbhECWKz0u+FhWbIyu2LJMJyFE4WB5DPRMyKlOk1yTYeCG4wZJKPLjMmREs5kKdz9BRcj3nOl5/HbUzEBII4NC7ijg0ASWB5wO2M2UMTRfEaKICFVw6MrhBEXJ+cruODaZbEG3AjVUc5LN8UpGgT1e5UFJVWJ7nDCvBr31XNlKaqID4gfsSJYWZAkSBwJIZEY8KLY0pwgVt9b/FZ5ytIdVwkVq+nzBFwTLgEdE4SA3IGr4cuMlxlPYy1ITmawOhpQzEM1vtAdIbm+C8d7eszSAC6pIkljT51G5b/B6/qo1OLlLgkjIHlBmCnuFAIaInqINVVZvCGaibcFX45YrimiSpP5TKrcFEeq8cu+4gVsgC2nWMHLCBaoBpAbUgbEM67PILeazucwkH0EP4AUVAri1QhTPLB4wpeCfJ1bUK6CCmXM34wYFhPOP9W6Dbd5YDLl9e8m7B8y44eF74pTvj9RjkeywHI1DinylCLXWfl6D/g1Y88zBxU0FSTC4VSLFofgqAj2OLKIkM8/IArDL06YB54ylFhI+Y5bYSonliFgPwbS1wV5UuR8wH2AITGbYzdnccdCrX0xPFyBwPOfHiizck2KDMbxjwklEn44wAzD5WdwI3w94By4lQBjIT98hhHC9EDKI5FMIOPDndcn43pQXj4q4wflwZS0GI/cydmZ7kqwwpgXNCn2jw/MITCHI0GU86dCkFoEXslMl4FyDywPQjwGlnyizIK+GPrTM1aOmBzJMuKPhXJRpmskHQPjU2Q8wme/kqZM+Km6WeenhJ21Oq2phl0rUBqIZYg1NVh1sjnl9oAtD3x9gZcXWH4XOT0o5fHMPXyE+MJ4/cJYlAORa7wznZ4JeWB8+QRSKOMvqBW+01qH5Tddq97U/uxiff9ujeDegDO+PqerzChNnt/7IrqBfpW234F/Vizvqgc0kOQqiHbdytly6bd7uib+DiS4ycurhN/0iR0waL2zysXSADk9pXC3F3Q9ZDNnbDabZpqu/em5xNcbbfcE6/tWo57vZ7IDPJvsvqYMbvdaZkMys+pmq02i26+a7uR9bH1dtRXXXfXRvsC7d+yMjh2h/8Z20npfXyOsaY1VduP7tsstt3dVw7e0fL2VRFb7QGkAzT5m9WoP8J7BoOvuLaOAc2/8q/J2tapnaUNzWedVDRAqaxaCNv+SqAZ+a3qsNqR2RnpNqtI05Ybkd6l1LSso1JCmswfVNtdt1rzPvzXbQt0r1vfwqmu36AQUIVYZgZpeTiyDh5p6r9kwNpDjuoOoESGGy7yeqWo7qLLqqpNvyj1vlb3W93U89QzI+qp6XnokDdT9R2t9A8O2aMDmHKwmmeoIkg7M9K7U1+dqnZVuv3qon9u99XFsO/YdQPmbrx7p1R1OdS23tnz9bP27oezrdDmr4xVnK0i/o1tAddK8PfXruV9Jmuwe3ejceu+b+/b21X5LX/M3PaDbN9+u8bvXvenH7vf3h3ilY31O3r5zP7LtAdk/uLa/2sQbvVmdHt05ut7be+hr295sKdV/qm86K97pcYuaWnlM36vdydXPQbPr7+zCG+C/00F904fNSfTXr3+XE0KoAl99r20O5pX87ibF2Sh+P41vDKL7DdE2ag+Z821CkT32dXuoe37e2ue3DdTrs6/npL+jFet5yxS3Z3t7q+mpDcv37TmIGmuoS1tL79Fw6wL2AXYD5c64ue3RtxO8Hvh993eLvj/vzsrQ+ubbLIzsDsvW9/cRFXsE8H6qrKMy1rCm7VDsIyCqR3n/XSvu1J/17Zj10f/VS7tn+MSbmhACW72DXo+Adm93JgjVEN0jAzYiWPvWhZ/+sq2QVp2cLjQ2qJc3g6ou1fu/IqPB0ZVAV85ttR82tPdXB0Atlq3rP5fYxnFrfWh5+6TmZnYfWJ0jeyFqZYp3KsJ/Y3zVCRJb/wLiY/vstttiAj60iIuKsKyIAQEZt/3dhY2V8e+IpDQCtjekrwiazkwXdrAQak0OqHhR3Y2jt9kdS53ghho+qbUd6QiG1reasqkf+qaoemJ1qlSpqq63/EYy11Eva8H7yvRreqJ2Ljt6qDGKzhzWM9joo2gn7h1q1Oe37Z8VYdT+9rB2oSOqesv9WK/xC1IVF+mRFmscX32Xde+9dAG90eROl1w2HrdbwzXk0es4NgSFoF6DeTvSq4fgWcvTtAKoek0Xar9Ed1EiLk0ofUfTaahLvIXhvo112phf22utqY1LtDal051Gr9eXbLEQ/Tl3CN6QRD06pScDNd8JgjsBodN+ZxN6bH3F7gx92yXUV/7ucGJMif/8s/D1Dr87TJzSK+FVCLPwLAeCRl6uM1d15u+c6e+MwSLfzY8EhJ/ECVfF//sD5QDP/5Mhx5mPhx9ICkUHLir80+LcivFpyDyoM4QbIS7MeaDkAb2NNTIl3bDhhVeMP2uB++84//B3lN//QvxHQ8ORqE/YLZN/eCEn4/b7QMzCpx+OuCmvD2e8CPHlQpqNazxhY0CeC8cJzjIwjKkWTb3fGV6d4Za4zc59mZiK8YLyosotKXFRRtNaK+JLQUQ4nJVSCl+//IwE4+n7Ox6UL9MHMgk93tFQ+PA6MizCYldKWNDvZ+TvCv/8fw788Hzgd+GBT+czx/FnTqMzF+WWr6Rw4ZBeUITba2IaF14+zAy28PD6SmLgEP+Bhch//fCVYjN/PF84ZGP8eiQsJxY9cEXh+38mn1453hf+MBt/vjxwn08stjBjHC53Pl4WltPEw4dXPB+4l48UChrvDIfMhw8TbsL9y4HyW5wQDt5Q6TbMWBCsp4rzuvetRMyVKIGgEbUbKhMeMvNwJ7kzWi1snkUwDXgUKi864lIo6Y6bE+YApiy5osZCqPKSLCCmWFI8CsWVeRGOnqnm4yMmA5gQTSBUJ4QHwYISbCbZHTOhLKnyi5hwralYUMNaCqWgLW9uE7ZnTRRVii8YGYrVlEEaYAhYMsoB1AW5RxQjeKmIe1uqmBEywUB9wMWZwwUXSEUJCCkeCK7kMmFWKFJT0BC9dmVQYhTC7OjiSDa4F+wQyWmoNorGY0OKYFBKNfjE4YQD+UZNK/LRIVhFrbtzz0rxgA2GBafMR6ycGXkmeWn6Yc0xnGdFJaPDhJQFzTc8RDxFimbu/kpwI929GoUP+k2KxZ64WapGC0lDrUlxe4ApUDTVtDzljEynFh0xQRIkJVwmSrmCjEh4qny2VEXbpOAu+KshKoxjbAWwW22BJmOUdKAAIb9gJYOEGilSBoTmhLCZEEZEEkEHUisknkto4rrgzJjXNAfCGdFIGseWCktAjOwJNKJjrEb6n4HJMRZcJmSISIxEL7UYO1bla0uUMtT56k4Iq3UX8DtIJNgDIEhs9SfyglCYpZ7D4B1ok0ADJhVpHvId7F4jOCQQY4KUIEwQakRDuhYsnij5AQ/3GnUBuCiiTkgOUljKS5Xr01BBBU1mqbJuROS1IjgZEFswvYDc8ZAwHSAPeD4QZSJQEaGGkklMnNC8kG5zFe2eQttvZQWD/M2tZsLp64lhUa4u3NV5/V/uLN9n/vGa+TwZ19+duf/xSP5zYf4h82iR7yXyyxJYpoBfDX8ppNHR0WF0xsdqHEmTgET84YGsjh1/QrxwuH4kXhIpK56MpcwUz8x2xNMB//mO/TwTSMRwwNMIw8hyL9zvC+5GCYE0FNLDhXI98fKvD2SHa5pIZ+Hp+0hCiLcDcinY83/B7xPz7feYnbj/PlDORnn6iByPxJ+U4S4MciGRmYeZy3jnWUe+6ImPKjyaMizOWO7csnObFHVjsAzDQPnDiULkdhsqpOnTTNAF/fqMLAv58kAmkT8eWM7K/HyizAleLvDzM8QBxkTRgp+NPEXmOSFHODzAOBgjN3T26oQ4KMv3EQtKfBDIGb8InoWCIeqkFAlRmAfBFPJ0xmzkepko94Xjh8QxCa/nM/fDE8Nt4XCdGBk5SGCKxvzwTLw8MP6Q8GSU01dEnO/kxG9JNbfpRJXeeJMZ3yjnezRpN5xacziwFWvuEdLd7lRVuEpoe6YEt86j38DCVr1Wmm1KetRxj4Awb5/JpuhrdQJWUXrTDldrSO9Y1/870r3nAV8juauV1Fddez8n7be9scr387af635P78hm43DZvujGM29/7O0OKwq9q35WIyO6g2cV+HcrtIHE3pthdKfjCZQGdFyzCOxsMGy6zYpq9nftrSDJ7oRo7f5GXcFblLr2d2qra9XGbgTMhdBBo+uYpYEzGkDTM1gF/jm54UEqQDBYTWsUmu5qDUsoVcBodoEOMPQa1iqxOSBaih2vKWFUpiqbearr0t7fi0CvayNL2xE1i0Ep1YCtddOzFf6u8+1dh/O2vylUI/xQHeKiuAzgC8JS9XGr8yShzlVNxbXpj9rtTDK1jVZTQW+gVdntk66Fh52do9qNKh/uYI2u93ddVbvq2rhfsxqs6dxq1gZrhcc3nGG3Z/WC1b0WqrV/uUWsJOAMPkG5tGjfY91ru0j/b9prsDopu+222xddqyxdzQtvIwJWNP4bw/j2+fZ939O9U7LRou5sWXuyUbyuYa/nqwPGe1f/qg6+menXcf2lgbdf5FftdNqzv/dtG7+a43ZOOih+e+X7898NShvQZwVF7u/bO4LWlvY8Z2u/nlvd2ZH6PR1A2uvddgDmZv8VeRsh1mmbr3t9a7Ov8NqH9+T9r1z//poQu13Qz2DPDrcPZdk8U9CNe9vGZh1wvbpRfjvma+Oyfkzf4NtSNALxxjNdD/5mXO8dbsvQPKfru9fNtE1pXdqtr2/2i2y/OLLrZmP87Plo7cibivJ7Rv0GXVDv7xu2aQO7V7dB9eE6m5TS+8Fuznv3V292/+wd633/QCcwss3ZW8a6bbl9FEVHFfh+vtp629bMN1zb6lZD/sS2LrvOaBd+uhF7f63eMVZjvTcm8c6TvN237d1aeLkT+spFeghpXXPfprLnnWxCwlaYy98Rus5s2vfa39UP01CJvVSUAtIqE67Ig7K1sdaZ6AWoxzpGcmXIntsZ6ymS8jreuj5D69+yti37RX6D/tisrOsxYxWbtzV5k/rovQAOvWbDRtD6JqkRL/t5Eul5J3dRIuta93oQ3dPfEDldMFjJtjeB57dcjTAZda3Xodf2t/RKVZDYCyjQBNR+Dnpl6d0R34sy/VdvtK+9of1S90EP4xPvUVW9hY7+6GmU+gFrioL67hUb01+PvHZ2LNsYnOZkodKV0I/FxpAbX6w7pnv791FYfW17szsas+6YaOu7K+n1fsTqHT3kZI1I80rmuuN4I3lt/jaCo40OiHXmus1LZ5bVObHt26rAbQLG+9i1HSNpP9soV8fOdttvwjeJEMczGhUzJ/tCTMahOGUcuQ2fiIMQveC3G/E+86gTxzCheWB++Q+YjxXxZYXfpRl0JC7fUYLz6Nd2Ts+4Oi8PQinCYkeYEx8NHlzwqLgotzhyC4HjKTKmAJzBCo9TxC/C7/Kd79OPvNqNn18yDAvxPGGW8TxhGH43cnFu2aoxbBwIBMaPxmEuTFFZXCjLgM+CjzM6zuh4R3ThPCoHSXyVwle7cJjh9FWAhbtkggReJZIEjuqUUrjdJkqBxSIE5c4RJXAoxslnTrcZDcbEkVs8QnQIwng7kP6cCLeC8YJMQroLOc08JyeGmZNeSGVi1IDHwOM4ctDEcMmoFeKtOgLL6YJp4Dhk3I2jBYYgLB8LxRY+4TwIjPdCnIXrXfjPszNnJ5szhQPX4cQY7ryOVyRkfifCFDOv+pUwLaTLBZ0Tt9sji0Wm+/G3OSFo2drMawoNg6xKEal51CWyZGChpuqRjKnDcKyRA0vGVauBSQyVjJVMeZ1YTLiVyi88NMdjnCrKHYBQwWhqoBdwQ2Ouiq0kgox4cbJVGVGZEROkKE6gkCAqOigUIS+nymqTNNqyIBhulbdaN7inArEqtJIhaiaYMve0AiEiB8EGx+IVzUK6VLY4S91fZV6qAfkYkQihRetaDJg7cVrq/DgV3R0rGs9C7Yf5DSOTNBJFsbJgvlCyM5UazSWxyRw3q4WpNRDEidExE5aiVHzwATAs1gL21QGsWK7pYpCMtDEGC4Qy4cUJMoFmKhov1CKHQC0iHnCZKSK4KkFr/QkJAUgUP4JWh8Jvyi3sINZSCVjN1W5aU5BBE12DtIyWtUg3PiJTwvWOS0IkoMTGbwJIQcId8UDkSK/DZUD2e31vqDJYWEJN51dqCgbXAZeAyQNChFhq6gete8qAxZwiC3m8o1mJHsEcLScQQ9KtOrrGMy4BXyqNFKFabHKpDmwMV0ciqGqNapgMZ8CJmAZM67lCFiiGFMFDwFICT2g+NWNhBClobGkpYjX4aJ5xd1wrsCVoLbJuemv3Vb4upda2qKmjMhbA9FBlI6uRpFIm8IxRo6tdUoscaUVul6p0lMbYpRltqm6hSHwEPeCuGDNMCtMBDQNBhwouixU4o37CrGBzxmVG41xr0ISp0g1PYDUaxd/nq/23LlXmjyfMI+n5znlZyD8LMivzQXhJMN2vLKWgV+EhD0iAS16YNONBKDqTn2r0ybjUMy6D4UXhNeI5Um6CK4ShppQKx0CKAT0XJDk+x2owFsdLZjpkpk+lFqHPgi016YnYgngFAEUdkOyULwblQEqJ0Apz6wzTfzuQPZC+BshOOSf8aDA4UhZifCZ4RC8Gs2D3haXUlFqzLIgMRDnyKIExBA5ALFeUTJAD5hAHQcy4L5HgI3H6gKgz6p+Rwbh+d0JTIOSPHK6F1ynjOXP/ZcLuivx5QF5G5hnyk2LHyBLhUALHMkLMLOcrYxo4Lw+gM8VvzAl+/l3CouPyBZXEcH5CslDmul+1VBn3Hh4pUUg+EE2QeKeMM0OKiH0k6Uz6eqvAf18Iy0K0R/L9wJdXmD4F0qczqmfy4YRrJJUnFENL5Nvrj9Rrb4WoYp+9Aa/2tDFOAxR1YFR/0sGtRe62fV4zK+/1rK6AaHtTR6RX3cObsXKV21ckedfNq+Fb9vpjB92sBZff6QKrJa3ZGlY7QAOCdV1rRaBXPXOPMF81HYWdMaS+pWVT6BECa3793pdVrdy0nb2OtX6z6h1Ar1PYurezUDTQVHtawKXX+evye0+nsoNI9j5sSkGby60Pew2rq2MdWLy3c9V3vNMpqlLHb7nEU+tORSbLaoBt+nOvk9ijUhqvFzLCreot0jW0WihcG9iuR6asaZzW+hldn+17PSEScRY2e8SaNH09ETWWc2jzXRXqVZdb7SBtTpstw/p56Quw8hqaXU3XvSkueKsZWoHLrZZDtxF4bvuxpoDqx2IDSu/Bp9v5Ude2D5oRQHsfmx3Be7RFO7fWz6W2lisAop+FeiRL21+0KJO3jvXuoFozXWoz9otuZ291kLb0hdIcQt3uZRtYEqjRmAguC2/Tq33btZ6B/ldT/OuZfauDN9W8Lc1eV96d5Tcb/1270HR7dnZS2927s4G+MSrXJt6SnN0Yf3W83rkV1iIj7dvNVLH+3E6tsGWw2L38TdvOZjDSd/f8ut8b34AVoL8adjebxpt1oNsYZNdUp1+bPaLTzWrr3tNOf/faPmjfvfptFNr+2s9HPyM7Kr3d/42k7X/ICbEyUa+McmMNrZvS2W/rkHdEs6xnatt0Ql+07slfCZHu/t6tTTc1WpFfRVx0A2lndfu1dHfc7A2jWYsFtf97pxa9T9r+bGNCKuO3vrG8bW+1GupcfLMr93e0iegGs+oF7htq68tqtG9jWRl1ZwSN97rv4zhY+0H/vbVf94lvC7YNdL3WnO39ix540Pvcz8ab/vqahtH3TL+9Z7VfI2+69k3XCjPvnP1KRYYN9OzK9fu8LQwtxLMXrPa+aK1wsYe21rbOfw8brO3ptlgAPaSuExUHCA1Zr60/+wJNmc1xkXdG8W2+elt1D9lqZK4FP1r0hQjuzaAiY/NmzyBVcanvpc1FDW2skQA9BVQvPF1oyaPbPNRUT/RoBDm09axe9ooy7EJlO6CudUwtkuON0OW17sVakEYK3SGy1YZoRL5FOXTFtV6tWJULNX0V1DBGo+YyyCBd4OlCaieizdnTwg33+8YltvMg1BoW314TYl1nr4p43YJVGKoyi2BSMGkI+vVg7zgxta6Bi+BB36Qq3cv2Xcap72xOiI7uEd+lQKIJFls9jkpv28Gzih6RNt4tHVmjDr8Kd24/12XQrS/dGYC0tKJVMe3G/y7cC9XY1rFPKk0gW1HV7d3dgGCVP4Tu1Yi+Clc1FRLNcNMmSRvNNa/OhEaHaoTZhoTa+EYvamZriOuqBIQeRdJQNbvQ2n0Qm2ldam1zUT/vvKo5o9aQuEpPTd8uaPitSoUo6fCEDRFbvrDYTEoLRzfscOQ6PpHGV2K64T8UhnvhLJkxZF6X3/Hll38g6EzRKylM/D69YPqB+3TGgjFwo4hwkzNFna9nYTFYpjMq8Pk68DkHLsmYB+fHs3IZlFEHoiSQB8jKx6nw+JL57Ff+kG5oKfz4y0I4K/F0x2zBljvFDLsV3OA1Sy3ceRyQMHBY4LgUflkKc3bKMmBz4PbwjI135HBHdCaPR8ow8JPd+Nf5xh/myMcvAz4WrqeMS2SUA0eBgwjZJr5efq5FJsMDxUcu8pFE4P+RZx6t8N11RoPzX8ZHrmkgPUyEwRivZ87PI3H5BZNXwk0YvgjXOHMJzofDzMfzRMqZIQQ0JspYDf/La8ZLptwVD04eXrAhcB7rHj25EopweSzMzHx3mTnMTrhkdIE/3eCfZnhIzjkadz3zOj6Qwo8cw08MC/xhVp514RovqE+k5Svuj1yvf2S2A/frkbLmPf62y9oZH5dMFGMKI6JKiBGJSrkX8lJwWfBwx8MBi0fKMuPzFU8jHkdEMoEFXwr5cgOEEiISatogATTeUBESCRVlTo6p4/EZ/M6gA0ECwhPKEbfCYoXIUp0QJSI5UUqglAFNStAIJZJnKr0ZMoKh+Y671doFONbSFNhQne5JHSkQrUYNFKvpijRGNA2UeKGEKzonhktiUZiC4Uuh3GqR9jAOqAqhGetLSLg58V4wjByEokJOEdVYeZsXSnmh2JWjHjnowGIzOZe6j3KlYZIUcsEno2hiicowOOPRsSIsc1V+zR8QKYT0FY/eaJCQ5xEtAsMFCZlQTqgFPN/BbmgqEAznAH5YU7UUiRSN9Z0aUTGivECQxntHin+uxbfT9ZuR6Y3CISVVB3qryZHDSCESgeg10s4jrQ6GItMJvT/ieqeEkWpGqSlxFgHRCQ0TgcTIByCSUQxjalGrKRZElHCNhEWZPWLiWBxr0WgJiBwhXJFwq7JhEYpDdqfEhTJeSDkS/IiUhJZzjdYYv6JhgMPvcYvYHSQXVK6INsN6aLKpGjo4mgLlvmDzHZcqzZQYKPGM+A3hUlnnpPghUoaElAHNp8qz8gy6oGmqBgypjg653cDATo8QA6pzdQzKC8iC6EeQI3I3QsmoLNXfEo/kcEIpeM6o16gJk26cVAgJN6mGIXO4VdBKOWRcqMhR1+rvcSB+AHWsvOI+IfcBWQb00GpBpAkbZsRGtBwxm8j3gqc7OrwQXIhBEU0EP2FFWZZvj7xxFe6fH4hhYJgWxmVm/gH4SZj/USifIN9esNevnK4fOS5PFF14iRMt/rgW6P64IHPAX7XKAbFGbvFLxJbI3FKNB1U0CukUSKoMD6DRme+Rsih+c3xZuJ4y03mhLNUBEaZCnCZiujOMVwJnon6CCcpXQ8OB4ZwQCpovNS3T//GAe2RQRaIyfZ8gOofBiHlhkF8Qh/j6gPpQI7ZsYtYZl4WjnDnKEycpjKHK+iW/ElwY/IRHSAew4tyLETkw3D+j4UY4/IgdFi5/+AcYjzw+fyYVCC//CvnO/UthFuX0X88MP5/Jfwe374T5lLgm+N4iZwt4XJgeXxn1icf5gKkxk5nHwI9/SIhnHuQnko6MD5/R4uTLjDCh5Qgk7uGJOSY+ZRgNiFckFE7jA8PwiF5/QL98BZ1AX8ATwhPLJXL5ZxASw396xMOZ5XhGfWTIC+ql1jn5bVrqpuM1pPabVCICNeWMNQrW0fA9Yr8BIZsa401f7yJl5es7EFWvi8e+n1UG9hWE1IGTNc6oI4pdAs5SEdW7bAwd+NV1+h7x23WGroZvmSJ0N0XeYPLVuVsVpC0iQkyrMK3WdKgm7/ded33J2/t7yt5u4KEbPLvO3HTF1djRjRTtTw9gAcLOltFVhD5jDRGOlDZPWwrXVbNx6MVW8R352aaYpnBtNpeuEuxMNf3ZHvy96pN7Lfq3GUXafpaq+zUjdF2ZBDKC3BDJ1HQ+M86AqRJ8Qe2Oi9Z0m4ATqxMiVvuIEdq01kGa9vmtkeIr0Et6jYXqzKrpfDM9KkboS1D5Q9WFaz+l6ZE9Dbp1YJ/FmmZTqkG9F3gWC033lqb3VeNXT3FWIy+qnQAZqCkKGwCTGTwiNlb9LTS7S7N16ZohwZsuXSMltDkVbC08bU1BtGon8yPVyVDrvYhLVR6b3urU7Au1Tke1D1loZ72BdLoTxqlnTdZ6E7V2aAcvmni7XxB0tfm51DpdeEZ8BotVzkJq9IhQI3sBpzrVa8Ht30rfGn3ZncntwMG+vT2b9t3/9zjm7cCAeMt20I/paj/pd3Q6txnzpZ9/qc6WLfXPu46/A2532+RmvN/DDN8DxDtkvdGC/u41LIW/YEzZ3icdjr/3jPybISi+m85qz/EdMZE+ge2eFouyG/JKTVdy9OtR77Pq2O7vbdy+W86VRHW6uSOA0j94Y9v0HW2XHejz3xjyu+vf5YR4Y2zeTf1+0d/c0n/pKYN8G1gn/QCribM/uyf4sHn4OmIXVs/Ubjr2vdgWdftk22Bsk7/a5qU7Ltrt+xMk23Fch7XbZ9UQ7d17UAWO9kw/yl3QaF+wa3j9KW1DvXcYvBnbulm372Q1kG2rsXZvH9m0a3Ob8u3+N+Pr/38THtmBynUmvVvyOulZF3dzuPyFEfDXLmmphrbCzZ0hNCN1V5R24W7VUNodCWVlkpWY9cJF3XvcD9LOsL2+vLfbqKN2YljbW0e6Okqgk4cekrd9p1Rje27dbO2sqP7dNgM2NMLuXHkbTy9KtIfaNHRMDx2swlUvat3P4T40cCNaXQj2fc7dbeO/PYdvTlgLUWwG8+rUyWyEKFShoD/su1DdXmTI7/Xd2tELO6fT2r/Yfs/bWnQnSn/3fu1a3Q3Z7b9KcN9Thr9xvQldozEBf/PduuXW072HwfTzJLUg5/5xF3odmfUl3pxhbz7coqvaZqPnRpb1LPj2t8vm0NBOL9/Ow5scjVARHHthu41zVUD6nO8Y3zannYruQqKdHdpn59h4N/feokvekM6275zmL7WOFNvNxbomHXHgbVu0PvTC3K77m5ujYXNwrJxqR+isc94KP+ENykp2vKefqTX9Xad5+iuAxrdc7k6eFqwYesvIVJj0wDQGSIWU7uhkcBXufuD2EHgcM+m4MN4C371cmFPhelqYs3IpH1E/ED9f0eSMM0wh8MMk5OwMF2csjt4Kko07A7+o8DU7d3P8YDy4o3FmTgWdZuSa8ZCRP2TKXFNIZISwCOEG/BKQxYmqWAhEPaIojzqAKq/zjISJV15YtPAUhQ9BKf+3A4XAXIzimSIB48jIgcDAh0MmhoXTIvi1cPTIH+KRmOGQjZCVOQcWP8DxMzEUHg4zkuDTMSNizMsXnkvmcDiSNDAsF87LlRe/sYQFrheu88w0RnT4xKKB6zBhKTMkWKTw072QTBjDgRIGcjhQ3Fh8JiA8DYklOX863LEgHOdAMtBbS5HzFNCUWGTBiyOiyC3hFkjipCESk9V829NCTBNBJwzlQqCI8BQTwwM8/MMDUz7wy91YSka18bnfcImHlXcbhkvEQ2QJEQ8BdGJQQ5OiY1UOC0tN1VG0ZolYCqaGpZob/hD66WgCuFV6nmF1rCqCLBX47poq9V4SpRVPDeKQF6QsdCeC4mhaWgB6NaYUiVUOkIr2jj0AMmvVL1tftGK6sXIHUbwkvARiMYLX6IPKRwouhhYnmqKLY3nBozcHpgAHsATzCQlGKDM1keGCu5OyE1xQrYp39IK6M+cFc0NIBDkjlnAP1SDeSIyGihlUAes5g6Oj44Qi5FmxAjEbWMZ5rXSvo9894DhFa8HfBqtFtbKCbAVzw4NUQ78bMs/4YpTs4KXi+iQjocoXpdBMZqHy7NDWcalpgH7TFWqxSS+GzwXuguRc0yJoqej9ob7XzSHckUNdmzqfRrHS0gt6jVpIJ1DFdKkOmaCoOfkeMXNcZwgLYopYJEjlSdp5uQbQgPgNSkHMEF8QEsKAFIMpNqW3ghiSNgOBP4AFLLecy7FUx1pPMekTlEKfOpVY191q2jEXQ3RGTUiLNp55RMUIyfCYiFrfHaTUYt6aW9RCS+HS0qwUFMfJy1KjMcZCEK9zgIMoQsJjwOIZyTM2t7QNjbd7UswKkm8gSvCAkXA7ogrRK+I1D7UIeLRY96jGqi9przZfx+LdRoUiIeKSIV+QOKHMVB/KiCKEIWBxpLS0cLkYqqFFJnbQyrdd7sayPFNy5D7d8GmB38F4UuySKK+BvCh5EQYf8GS1EPVdUeCEs6SIHCBNAb9ENDiHnjRjECwWZn3GxTBZEBfuuWFRX++oztyXkZsNhGVGSyYIDBK5D4kSB0KYUL/XouXjQ5WBc0W366mm97LDFfEZUUUDnPINJzCdEiU4NzvDfGA8VNloviywGAeD5MKUAsuQyEOhpMJZnbMaBbg1ncTMCVJ5+0RkXs6oFM6HO4pR/CeKFMrwBLIg//WKyER+fkTmyOgDqoqcFyQZh2MhDZl8Bp4CSkGXO24LN5m4W2ZanBicV3XKArcXZS6B8zQSJPGUChISBWM2uCyPYAc+DpmAI9cDeh0pPjOTWcJC0ZlpHLBzJJkQy0CWSJZQ0+6J4GfwT8YYMw8/3SmuXKZnUMNSwa3APG2y8bdeXb/3bqRq8vGqv71LmbEXPbvi1yOW7e0Tvb1NP9tFCqytCJuisJMDZIeVdWOFAXajr1f7RJennbDTK7d3bHa0rrPYpgoCXdddrQe+xnhU5rOzjPXCwdsM++45wJpBsteCkyof77H1XS1djYpdX13Bhn2qOiLc2YxmOz2g05V9auzdta5VB3joTof0vZ7adb2eEmmL6OiOjG0HlKpbNGP6b4oo7P3qtSWFtsaxLatRgYrW6GZsfYo1qsy7jtrknU77V/19syd0o6/1AsjdCL8mD2rz3fZQ/bwCwOrn3W7jqzy4WTPavK72ieb+6Trnmvu3F8G2amxedT3BrUf1tDSPfe09N/VUEQLisc1Vz/zAzpzXLHkCtNSA4qnysxaxtGUg6Fa/UnVM8+rMWyNECh5K7e8audAV1jpndfv0/QjW04hLy1axFhZfodVrZ30FF/Z1qnfIqkO3cWq1A1g759KKX3sD/jm/TU+Afgz3mm63X/YhbnaiPq91Hd+3wmofWG2Nu7ADadOzWXK3tv5CS/j60EbBKil4b4fe2XL3bcpubDvbw0Zr3jz01oewd0C8oYX7d8h625vp4f0fO6NBo82bLVa2Pq3v2CZrt5V33fr1nG3vWDnLthe3Qf16nH+p33299/zlzZyx8ZF/0/Hy9vp3R0J4L6pTpfJaPJq20dvC7FkaUp9Zo03WhthC5Trqfx3TRvR9Pcjbo9Y2mXpPWSJv2nqD3u/OCmkCw7qRZG2tk9S+FbfXbf9fWVX34PdxayWomOCllwisxHIVJrwhibuH+d1h69uvF2Zdvc/aDqxXpsxKFJvAY3UOlYasp8eAtFFJHXdn9LT5AeE9H/w36Usjora7c3XXaHtCaMi/t+tf10B2bRvvXvvry2dAG1OqYXe9AE894Cdq3YTev4JYqR5kEapaMG0doYee9joNO0TFmo+vb5amPTaE+Rri6NPKeOqjLc+0N8cINENxwNdQv0D1VtdwvLpdarlI2ty8oWO9HoU2I3//2wrVs9/v7GmN2rs84ESEZWM40pelzqUz7BbXkX3ewh6C2L3L3UDzhr70Ra2FH6tzoTt7WqTDWk9jZBUMpQs6rb842JWKIhgao+45uzsd6cx4qW2vURe9FkgVclchlF2ER98Xa4TLJjB+y7Xu+X5UdNvQXXij0Zvqb6xoiSrItHFou6cHyuw8/O51yNLnXmj7mvVsrwXA3WpkmOpqeOiRDiur6ggR0yZDNiG+NOFlRVLVfWstIk06cqWlL1mVIWdjtN13tB7khmoq3pbNKtipORyt5bvVRuOs9HBU2xkWpAUl1N1QKWWd49yGGLow2JnBOodN2duFGIp6New0oV9yU3ZamLF2Z9uOqa/8Wjopt5W/rzRbtM2lrwu3xtiFSvtKo8faeI/1c/etlzvLba659V9nZF64nj9xH85w+IExXrFn8K+1tsJPnx7w88zD08zpnwqP/9dXfjw7Px1hLkeu03eM4vzuj88cXHicAloiX0ZlAf7+54UxZx7SgmjhEs+8BuWHG9wW4/sTfHRhGhbuJye+ToSfFvTvMvIPmfxy5fLLC8ttID0fCUuGe0E1EOIB4kCKjwyW+EN8AAp6+zOz3vjCT6SQ+X/pyIcwkP/vH7HHyMu/GPPLzO31xHIfCBwInvj+wfj7IXP/c+H2U+FcTvzH+Bmb7izLM5bhdk+UQ4Q/fGIYb/z+439hDAuHtJAd/g/7E8+WOZz+IwcZOP35Fw63mR+uCz9jXL5MDDfh8se/I3z6zByeeTm8cBiN4+hc7oUfLxNJDxzSmZgGDvFMsZnJZ04qfH8YuaTM//f0TMb5j88Dh0UJFxAi4XMinAbu5xo6bhZxFJXIIQaGcSYNCwML6TqRjjfScOHuiRcOjBr4bjgwPAw8/sPAL18TL/9rLZI8xIXwjcJevQT1gHjNd2/imI54jEyxFpg+h8IhZBgDch5YcqEsE9GFIbc8+bJgAyxDIAY4pUocl5JrEeYcG5fbhOXgTlxq9KSPQy0YPkc8B1AliuM24+WGkyg+IMlgKATLhDyTJXDXgZpC5lLR08uAu+I5Uen/Uh0FDoJRyoTjeHnCixKzMZqzZgmS2kstTrAIS65OCO3RWkfgAcqAT2dEF5IuZC1MqfLx4xQILjWNjkg13BpM80IxIwwHJASkVHnNIhSteZejOFFrLd5SlCUocViQ051yV+avA1ICaamovxxecQ2YPoAGglVAwxQqCilIQAVUKn2dS2bxTAwjxIguRig3yqzkRUnmDGY1n33KWAHLVT4KEqsTITrihTBNVQH/5u0mSKzRq5Yjng25TOiywFggKWGYiHGhzJE8RyTOyOEZOKM8YSWTl0zPbS6iyPgIwbChmlSHrPisLJdjzTqZvuKxIDkhBjFU3lNTKRYk1T0v9xd0KQ3RWwg6EINRcoA5oVpwvaMtjZZLIttnDMOWS+U7qcovxc/gEMovCLdaA0IDah+QcsRMyM2gj9w5FmXIioVEiWeiFtJYkBTwUJ0EGloR0DBh7uRpByQxIxOqQ3SuxbElSS3aWyojVYmIjNjhSBkH5Osr3C94dnSpW7s8KlpmhDtiI8E+oDICjyjGUG64zvhhqXaS6wEsIKOCOKZ1TKZSCwkPXqGwUZEc4X7DpzuSZgITaoou57o9DgNLGMjpAbdM9lsTYaTZvOKGQPwbl2NM08+4O7erUe7w6ZNy+j5y/V+F6Z9gOh5YxpHxNGOnmTJBeY2k2TnfneUhkL4b8JtiXyMpOA+5EJITnyqidxl+JrvxVUayJy49wPh6IfqdV05cOXH2hdEXkihRIsvDgD0dINwI5RUdnvDxI07Bp4ymQnxa8JDJyREzNCqhOI/ySgnK5fuBO5HXf3mCJfD0uxsSM7eXmXIrfDbh4IE/j4npKMznwnws/E6cJ1n4OgVeb1U+FDNCmMjxhas9cJ8/cUgzH56uuMHX60SRRDl8h3hh+N/+C7IsTI8O8cCJAxoD9vEXOE+M/7qQXibkyUnfReQlw+sE/sKrvHCzxG0e8ehocOYivF4DqSQ+3k8MAZ4eB4oKP14LNxd+mL8DCoeHP3MQQ//1RLg/sIRfKFrIpxkfL9hxYPoUOZpyWI4sEpmJTNG4J6/ONDWOeebzf79y18w9BiwpJSpiBbvfVpT0t9E2Nj16NZz7pkd2/bgpedKNH6thvtkFtMnjDbBTU63IalNZ6zJaaTKqNxxm1bVqPvz/P2t//iQ5kuP5gh9AlTQzP+LKzLq6unt6evq9t6fs//9HrMg8kd19Iz0yfdXUlRkZh7vbQaoC+wNUSZpHZGVE7TIl0t3NSKUeUCiOLwALY2vXx4WIROgR1u5hs+m6wdZw5BK6bJfvcUR7bv/W5dT+6MqqaAPr9lSwizYUcruGc2JFnjd5usnh0u/vRpquHItEvRlhVZ6aMTkedzrwbq3FuAKyvBnBZekT6xjFFz0t0PyGe6sfuFh++vp3fSw1ib80PatFtEjovuLdAdPtC/HebhB0vNnb29w2vaIDUr/u8tX+oV0/DCEmUu5MSwTBasPQBjqhAccmxJ5YAmegZcFoa0aPFHfMZ3BDRaKGardtULCIm2gWsw6AbGBERmwpUttAoj0dmHTAmAbfk0rPhBJ7oBWB1n30yc64h0M/VDDFPSFc2poUROtGP8sYA2GOE5Da5qatbXfCoSABcpQUAFElisgv9W575JEFmkNVWQyY3lJgS3dy1EYbEW0gdCW/RQR7r5kRqZGMfdt+x6AjC0e+e6TU1ga29ba+UaC7GxMIGq8JE8Wk1aXQiMYKElFU9rGWvf6oPa10/VVUB1sw8dZc/5MPsHC39kFXtrvhYmthlfUxXx6/3h+LM3LbZo+86fSzebc0B5t0vb7RY3v32pIvNoDeFZGFk234wV84F5QFhBm36spefR3HMporI+v6WXfSSku7Iy6fvHUbLfJprxqPpdmar25tvZBu8OgAXlnb7XMaVqLPtd5k6M44ujXk2oG70tiV8fAnr78+HVO37i/GNV/A8Gv+vc0gfPNY72I/wJcPWjst0oHN58+XI86szadtxqUbuxtTWv2wGw+eyBoB0VuTTpJrmM6W5JdQx2aY9Wf9W39pT8kqLCxLcuVC3ATVyJYQVgeJdILqzpnORDebrb/y+XKvjKP9/ZlnlvZ+6lppdGUcG6+FexeG1rld5kz6ePsXK2b8y8S8ljJFamtjZIuqAF1m0DdEIK1fIRD0mgct3hUJBkGHam2R9l0Aq/F3VLZiS+NL7v2Vu2zeuxYUFoFePLeHTS7hWWZtvfphuKWGVtAZAUpjJNvoB2WtNdEWyLvhX66+ix62Q3PzWfzaBIOO8lgQPJu+iXBVOBphm/9xNfC377rw473gdN28azP/dGN0av0ekOZgiO71fKdNiHq+870LD53wm6DdZ9J7lElfp+YQ+UKqA9Z46M3o6YfaModXX24ebjTTkPwqm5u3zKqRT0cD9H3To6C2bHwNaOg8YHOo92Y3J3gvit29ttIE8M5XtI2ndzum75lD8nN8pZOJgGjQ29XqtM8FVsSRP+dEaz87n+hr3HfEwiWdDf1uaF5a/5d0ay0Pbx9/Z0bKuvdag1vWt01ntzkJrtZnSRG1DmU5a5DF1/SMlX45rQnwUi+4OrMaVYV7mzgUhaPypAfmOVFU+LAzPt6+40UqyGWmKDy9EMrNwP5wILNjuBGSe+t3QdMTOzV+Q2Guwl29jVDpXYVU0IczPlduPHS/2yFzGJXZJ8qlkl0YcsLnAXufmKeRE4k5GRwqM8KFKJU2FqA695dKQjDOiBovDGaUtz5SPVJsFIF6cWzvVLuleGavlUM2pjIxUZmnik2Zaol6MEaFF6cj83TiND8w28CUEgnj9UUYpCJ1oIpy8bAr3j+9oJSZyS5ULYw1kM7D5cxNKSiKjYIMSh4L8xk+lsychJqEyU44l9CNBdQLbg94DcXBtPKUC3OufGsBfLirkYbpQQoVIx9/5KZmzmoUMVwVOwh6iLQ45XjkfPxISpWX6tzPzu1lj0viKSWqZo51xM7GzSSko/AyXSi5Uu/3TXn88subQaEWjSx7brjNyGSkWcAcSzkK900VLc44W+TCmZvzIoEWQ+cSSltN4ZicJQqaaw2QuMbGSNZS72mg9aQmpIYzxrIi2gpkF0VsIArsZmxw6pChQCphhE5zxaphjcdYO989BZ9PMoWoUGOzquQ40+qI28jkcyBt1ampgThmb3nzwVLC7wUXI6lFSr3kJDUGKwiFi8xUKkOr0iCp8aPBwptgYVRKXnCviCVEEu6ZimI0RHwpyFzwFMawSsVTnK0yCcwKpRVIHKWhYqNor/RijrWfHBaOA0+R17iBALIZUh0rldKEVyfyD1eJvUtTwNUiVYjkEtjOYIKE4TyiX8S/nL8tTE4cT5dAxY8FUUPy0OwXCc/gcxunVagTiLQ0qNKi9go6HvGkUCM3drUcju+TBO0MiibHPONVMA+niUhCtRsMDCkezmp3JO9CuerygkfkRsMUYTKgKTPswwBlEoYpSpxzNZ3izNHU6Kw2XEbCNUWNEosCmZrmBioSLCVmzSCKa6H6DJwxH5qYGEb9MLRMqHkTqxSTPeBoinXBAjmqNaIIzAz3C6o5DikzmAIBa4PizK1PgszNUKX7kLt8DvoajgHAyFPktNYcBiuZQBTtNckoOBXUmshYMCpqE1YdvIYBxzNenWrGzFM71R23hEwZEWtRQQQtO9HPZ9LDTzM2CVALQnp1QW4q5aMgR4FJGW4U24MMM+VG+HC/Q5OTzEjDxLg/IaOEYScl6h5sJ3z8NmpjxPwnpOxwDL0ZGFImtejc+bKjFGUsGTVhJ4ksA7M6lkBQ0jljljgPyn5v3NzN1FI5X2ayCzrtqClxIpOqo0+OasFuHrEcYI/slbs8Im7kU0Q9O3fUQTiKMfPIKRmTOzJPjMzkhtQWSbDLWJmpUyEnQeQGqTsOZ2W3U/QuYSak86EVUt8DFdV70IlLiwhhmshV4RR1XGYt1NsnZpx6ht1pYDgeotaHXrj4Hk8HxIT89A7Rio+RzmeSQlVD9YipMjFSDcaPJ5BCeQXTIFHzgVM8l510ABuVPBvp44ycnFqEcijMhwk5Gbt3FfNMGQYuojzYPXOCur9gQ8IPO7TCcNIGyPnCa5EHmwy6CMi+6IxLTYbtA74B4XW9acsrWxTxohssgEmFrVwtW+2oGVbdF1t3dw4selJX333tX6SvXdvrWRy2RYAFmt66NQh4s7908F2fCt9s1wVW2fTf5xPXx88i02+1oasICGh92tyx/q+12nXoriuzebay0X5WnXrJWLCO61p+/1R3WSLPN/U9QgXeRuZvFQNrZgNdxrvqRl95tagOsdocLuE0iPWJdRZ0g1a3GCu0uSvL/Klo9LnVx6BruG2ueoRHpAgKGaHPVUQM9LmMKMpotxlSm0G8z4EsRs2W+qmFgS7G4R6Zshg4J7rjaLPFNhTVbDFCs5M0g7SzvKtn6OiRNbG3u94YUQurE7HvNyfsRgLawKU9E0b33DRnVq/jCN0a5ZhMnUyARM9eYB1EbBtwoUNPfeVL2ur2t6dmFwmZo6ezuu5/RJtE+vrNv2f2ApEpeM6z/fJz17rbN3ujszhYbF3LnCzGgWe69PYhuqzan9u8rF3bHi48tfOomJ11n/mzBnr0CI1XLNPR+WXvy2fmoXX1Z92DjSAXR6Jf99i3fLL1+7q9Z61vbbCyGctne+mbn8/bWb/fmp2ueNgGDPsp37t+9xUPg/WcuOqLfLoGCwF+Ga39lU6IbtAKj4tDCKv9AG0FQbek2A8hhxVxK1c/MO0OiD6I/n2fsiDaFazQ0QKN2IQgjgAmL/nUukdypUhfCE1a/6NPglt809GFq0dp7Wx/OjbTZtFbCFffG9YLv3qPTYjnGz6AfiD6YrjrL+gCY0Q2WG0eTiI9Qa9DsUUILQzGV1LoX6x05DHOPk/tEWmE1Ffq+fMxiHbQ9vF18WPt+Gpw1d5wZwYryvszPOezl9sQL9O5fXIPZNaCQZs0FH2TNwU7RpJxGbmqgdAOBvchDmtvuTkl0PXuT3H/4mDrm7RBJhsiY418aCiIBTGtbeFnIKIm1siN9n5rKP40bNp2nBPQcwWuwt02VFI8gxZkQQ90QouUGGGNaOGLIo3mu9OAFZFi1yHuLv2wao6FbujwTFisAmm5zUMZh9qK/pB+PzvWSA8F6wWzhjaMhubR5gjyfbxjYXBHnIqkFiHR61IsVJPBewqDZQQheDTacKbojxzi3dadFj9/CYS1sXU1gDWyOBODB9uy+5dNtByKTUBtwkfSK/FgPcBNG4mtqaUEWlSXL/UWVNfoLWsh3yJdIGoKRH/eLAzrYYmK4rt4Q3bIsl16mrgeCdR9vlpbkclezqORf3vFlpNH4Vkc6VFFwdgCgBMDZPW2t3duVnFpBzayyIY7tG3uaqC+Aom0eeKFRh+2HAiL468rXGFLoi5syeM4KCAmi7uro0u2aA+gnW3WqGv9XN1bpLkEYhNpc9g6+XPMbXMlMX6ZT4yp8sdx4OjKfX0i1TNPlwM/lFec0o5zGnh3++98ePM7Xj8Z8rFwSXs+/voWdjte3L1Bs6ADlOIcnwzSBb37E7f1wv/l7QfqnHmo/8QsI/N9wfNM/o8H5EMifXNDvRl4uRs5HEYep8rlfOHGlf0hMZ3uqY/3XMYj0/4BGz7C+GcuVfhxUsYivL44+0vl27cXJM9cfnEhj/CrAkUzf7QbLlY4PhT2Dv5Y8aEwlTdMnvku/Yn78QN/9AsPxXg4Dnw87RkHYXwtfHu88O37HzmXJ3R+y0lveBwzB8n89jHSSx3vD8wox+TolPju7S/hUvmfd7/nkmfu5B8YuOfw+J58unC8G5luE+k2sTtceHiAp2nHLSO3siPVdyR9QMXZ4eBnfHqK8jpFKUPlh90jY4L/UjKpJnxOXKrwr+nE2Qv/9O4tdxhv0wFLGX95g73aYXc7ZPeC83/7I6ff/4lXh5d8t595gfPaXyJ758ONMTPyNN1ydzHuPkxkm/mb4ZHpMPDjb++ow5fTG+L42HZlSVSDaoVqFb04WhxJByzvoTj+VBiKsysFO2fqmXifOngh8YR6gvmAF0FOGimMdMYz7MbIdytzjT2dT7gX0uk1WvZwCzI6JgWnIJ6RmmDIMDSk6iiM58J4mZqxqFCoVPWW1qgQTOsWcRjqBTzSk3hxUt6BJGq9xWzkiXOkUskVGQx/MjhFRK27U19nyreZPFWG4xxFjQcjU9iXiTlNfEhn1I0bcVQVHZpsehvOF3kYkBlynRGfkDKCQZWRyrjITjKdSMcwhs3DgO2esP2JVBw9KjYHIt8HxW5DUZU6hMFWzohDrlF7QrSEs6yOZFeQM0ZhmI2xOE9SuLhRNKGa2hESadQCFJDQMqBpgt0TYoJO3iTOGZcSxscln/iXXQEodHz3GFEFokjRNWp0GLBhxKYAB3k9gx0jH718wO0WyjfIWEi3P+CeqNMdlkZKukOKUj8KYkLaRxoqL7uo11IfwSuj3JN0Fw4edTgbTA43iu/vYNhB3uNzhUsBq0gtFIGLDlGrYMy4ZcolI7WSJsWYmcYPuBp5aJEH5xJijmVchnCq+AnJZ1KaQy4lU/NITXuSTyQ/U+zEXD+A7/FqcWbmjMpMTo8hVpYB95GidyBCHgKk4uUlzoCWMYq2o1Q5koYhRKZi+KVEDPIuIXpCeUIYkPM+irMPN0DB7QRpQvaBQLWhSVg2hC6iUeA02w5BqUzh3MkFRsOYMQq1VqwoiR1JR8wSNo3MNjP5W1QiKos6kMoeGQS90zhfp8i3PVO++DgVBOwOSYnxt+9xNeb/pzD9EQ6/yuzeZFKeKXni45sbHl4dePmx8koqQz5z2L0nz4peBuqQmV5Wphc7/vSP99RJqP8hpGnm9jKT1bi7VfJe4K7ganx8f0+5CK+eBvaT4HkM5+I4MQ2FdMzsPu646MDTPjG8MO6+OfJwrHx8P7GbD+SnV0xZ+eiJfIHhhx2yPzH/5k/4UMhPBa0Dh12OtFUfZnyGOvyacnPD+/yveHrH0TMXU25OJ/bHidEK4hfkxYi82lFOhdPxwpBH4BUyjbz8mMg3ir4OB/Hw+BKGgWw7UKPkXzDLxOPNmWkoyNPErgjy7gbRPZf0I/X1EWfEPg7cvn/Bi4/fwKiwmznbLbZ7gT59ZP/j72CfuXl9w5nE93nC88xxeIvLyOQv8Qlu/vweYebynwfKfebN8MSYLlxuoe4duVFsTOyOleHDhVpgqsr06onLd0f2/zpz++8zxxcHjr94gecdLq9gOMLdn/ExYy8GUoHDJcADX3P1dB6rpNs+7+lTuuFZGuBmmx5YGxK7awc9NU2vediNxz0NzlJcdo2I6PrHAnLrAjVA14m0y8RNHwB6jciOV+r4Jlr9tTUyuCswPVq6Kwe+tBdGt2Zw9a4DNV24RTfIxr7QgVrdenJdeH4FQ60G6v4vdApFmwOk2aD62FtaxXD2N2VEU4tyK0Qk/dCM4y0CogPa2px5B1b1JVmAiH3mNtEenq4BT2qhr3dFr613oN9TexdLf68wlV90dTuAEFkR1hqZ3rOFSIpaBxKZI6I4c4umk5gDb9EGaUmh1Hhss300tZDU6K6yg5j11o2uHLaURc0eEREXuflCSkTBW1Cnujddt0Y0Q202GG31GzuIU+PlXnoR7WGNRjdIqfnUfYidYwRIV7VFVwDV6KnRY33aPqttoTwib/v+W0CoXQ+sN/FMemy2oXPIk34AH2IM2m0qLVGoawPYXJoO3sCuGtk0rN/fI5NqzPlqP2ouhqaMe824a9TMkADvuDjuCbcMkkNms4LUKTiAtELkSvShCkhB/dTW7evASrESW9vLhgy7HePKpuesjqW+a7vls+97NtkVpNkINu0vrMDXLdSfX6JQWHhm/y8e3dgan1kUrtKYdWbny1PL+3sGkW6zvd776wSIO0t2mfUtG77I4qTbOmpXXr32cImU6MbVxR7iG14urCdMn4vNu7f2sO5kFj6Z+2s79jqehekazZHcO+F9GdcHFvnf6TVKgQ2gts2Zs33JT15/pRNiG4GwhsOsX2+567b37S9fSTOG0im6/29LkO3vZT3agR6vvpofv2rxmgg3u2b5fCXQ/uxqebONc6Pfc92UXLUd0QDrggmygAtom7P3dHEmtfvU1xd021q8U65+rhE/1w6ehYC2NOvr93L9P7brsYxAPv34qu++zt3qrX72gG/Q4ps2Nl3ZtPsz1+IZ7siGGTYG+SWnI+3A8R6NUdsBtB1QRzu0+bhCV/cN6vRCSj3Ma32uCSnbeK8N1cWvlaUuA06PAFiGvZ07kQ3tdmRLjNdb+F44bD6zg73Xtli7EdE5z3b91aS3/vfv15Cgzf/7b80BcVVA2mHxxPOMxluxtSW/0Nxa6odER9C0HJGLV7jNcbNAx9mw5QrNeUIIEb6054j36Bh9NorudNnOW3OafBnVtUds6c8nK9AY2KeRWf3IigielSP23/oBxbO1Ida68/ztIbw83mbT/dnSdQpaD7GVrwnrQvlKkn7VwLPDqHGWPj7ZdFf6wSL0KK+VlwlrBbvtkb7E3Cx9kcarVFbRYTlM+8Ep0gKRHN/wxSCZdVwrpxGuz6Q+z93RvEa+hWDatpvJZq7Wriy63Ob3T6jH4z2+9KfT51fQGYALNu8o1ZmAS4L5XKFUksB+KLCvpGEkqXF3HrhzY9onjnPmg8Moxp1PUOMs0Uth935iSBeQC07B8y2Vgcd7mN0YHbQoU0r4kJgTuDoFZzbHpgTTjrNFOrRznTiWC/e7wsudUNKAp1sOs/JLr6QEu5QYBxhrAYWaDVVhtgMFxdUwHXjcJ5Irh7onnQemk3E+RiFokjKZ40XYp0S+ydEnN+aqnKaRixjT/iWXPDDtheRQStDm8TRiNWHDjiTKJRUkOfv6giwVf1WY8yO7R2N/TlgesHEgzw6Pjpkh+8ohOXuEoQjjkzDsDMlnUMf2YwAH9gPoTClntApeD1QS55uRCeemwq4a6Unxqox5Bzoyyx0zO+okYBPDlMn2Apt2PKKRH7wIjzowvRipRamTcpmdDzVQXyXfMnni9OjU9DVG4cjzH2n8Ci6G13Cq6xyKWpbCoEKRSlFwSWE4V7DkUaC4H406gqdwriDYGDmJO5Jc51YrxRrvb15KzxWXiarNGWjgnlE3tBcENMNrjwSAkodISeMWdQDzGMpAiftdLzHCFBF70vmSt4J+Grn9vYQTPWxBglso8Uo4fZczFZoy2ZzQ4sypUtQwbc6VsNBSMiCC1ai3UcXRFGnl1IUiHhEbekF0xmXAPFMFJNFSZQhIRthFZFQy3AQZCiTdIGJjHU3jvKxVgpf59jQINDy0HPspha4LJFOSKW4BLNBFdEhoQ95VJxB2xXEtWI/OsF5L4CsorqE0ZRbQKDYpKF5D3rIcSnhVp4wW8yrjIh6QBRlnSBUpESEZtiNHZoMimKcwkkjjwimiOiylcCz1Whs1NTGu5dAxR+b1JLEIxsHUqRpGwFwilRgpanupxlllTc5U34MbuUaFBiQ3HFZGPOE1DEYGmA5IbhEeTIhFJI1LBtkhcg+kCFGRLvEoXg7gTtr3eg9Pja6b/JW7btGMGwmSClFLwhEfUc90o5qr4qOgJkgsNugEVCw5pIrpGZGGxjRBLoqaUaktmqOvsBHRGAIljFsJoaemFNOwlyHN6KlIUqQ6Uua2Tx1RR1IgOyN1BfjsX0Vuu+JINeoxCpHPg2J3MOyEXfJFHNqdwlEzTDUQ+SbM5x3VE5YGqAk9J1Qhvb2gJowWYy3ziCXjZAU1R45d53B0IBxhgzCjFBQRY7AZb0bSQYV7Hbitgp4KlEQZ7si+x9MOVdjhqFSKn/E64U8j5AFOI2opaqRgqBY8QeUxImkGgXyDlspQKvsq3FRF6sCljtioDBfDEkyvM1pyRKEUwSXq19TTLiIWs+E6Y+/P4VjOcT4fLs44GZkZyY7XW7wOjC2ybrZE8SEqpMjMnIxpVOrsaK2UQfj4as+QhcNgZKncSfDVSwW0cjN8RPdC/hacxFMSZofzrcW+3IGk0N3cjOKGU0kWgIj9o1JSRooyvRrhZmQ3JIYEygWywbCPfXAJ8vW0GuW/9PJFPl+U/VWelV6DbdE82x+N3pc0wGx+bv5oOvBGvV++k8UQvL2efdZftfl7K/Av0QmLLgFsDUmLqO2f6g1Xzon+eT99+vh65Px2/L2fG+20//4MfPp83y+64ebZBYncHR6rYNJu7BqRbP7e6GTXLX0ynVvJ/1pP2kx1czJ90uM+360vsu3vZ0f4c1d7xxJd3vg2sUe6vhk6stNrcS2ZNELQQHRr54AlrfTW7rGZGqE042VE+nkHJGIL6lva94v9w/uZUtdp32inq7F4qx9Dt/f0ueqkKbTt0PuyOLkgoieb2rcxHl8DFYWldkLTVaUZa1ctsNGMRHrBvj87/DeubeRPA5/iDRQa6aaXN7ZIVFjJY8kgtoy9gV5lq4t2Wu7z1PjcsiB9nzQ5e5nT3scS/ZCIsmzhCl9NbSx93P58Pqf95zqPn977fEM/74tvv7pqc9v6MnHLvgqOs7bwU3309c7nw9ne1yMYlvaFaxvndrwbXrc8v3lu813f+b5lxlvWc9WpoMk4InRpo+Oit++/6tMnfPwzPMZha1XczpJ/ugDruxf+0d9zzTc/fa5f3X73l6+/Oh2TdfT75uy9mtTFfrmdsDiNpUYEQ09lUfvG7khtuiLYnrKNSVnYbMJn0ykLa14+l+UEjwX2tuGXCIpGeLqkfgkGbA19rI0Z9IwHwbdWQl1CzlLjgrqJBOlOdOndjrmwhkLo8RHaCjKhoZyQ27lmuhCXtVDEeF9Ho7WxKiyGxo5kWIbXFMAlF2QfRBeANptzs+eWtFZt3XwJEOiD2SwrK5ONz6MvarFRrwoweSCSf44jurZQs1YUEDsSTo5AkcENETZ3JuogNAS4lPiHI0S6BzyDWEP6t8PSO1MwYG5D2QXN9HBLaQb/xXEV7XrPj+iBfIjIgEoUiRoac8pARyOskyMpd9JcJiRkvKHxsMZ4rHnOr8LcaJEFCilyIXo7qLydcOtB1ugEoeXfCJSGBFNhYXJE6gYg8j0CPuKSWRE6LbJjy2g9EAXiaRP5EsVC47uWh7Az9h6JZBcc0BTois70XTqyvl8hjDgjUfOiI2XDKBqHfcuXuIQmDnQk+nokGsi2lsbPX2LxbhNtdWwakkcM14aEd8c8jPAu3fHQa8GEQhRDcxbUCI6lJlTUjoxoK6YLzoQeFiqAm+AmmEcRWfGov9P3vbeoiSREiiQPfkJ7VvrB1NcIWAT1q3OqhfUiUaRzkfzaEklDVnTGopW1l4p4zL2YLZ8L62uvVBGhFZEWeiRpCGcSvC+1cXWnSSv6HCk5Y7/YkrOV2Ke+HtQ9bkEa3Fh8FWYdqBv5W2yDEltCLIPfOhF9og5LmLmu07IIPo3n9WiVr7nclcvTPbMkHtMjD3nm4XRhPs7845tHvr1z6ssb6t2Ow9HY/fiC853x+Nr509H5tw/ONzLxD+UDuQoyK/mhcPjXM5rP+G8eKPvM9ObvOd0O/P6VM9vM335U8gUexx2XuwyjoAmGWrGpUB5HeNrxYXzH9/nEx9n4OE38lxfC379UzsOBD7sDr08nfsM7ZlEeMqgL+19UrFQ4PWE28FTvufiOOo5YEv64f8N72fG3xbn94Dz9+JGPT2em18Z4O2Kl4MfCty8HXr3c84fHif/4UHicMj8c98y395xef8tpV3i4P1JnePhRqKb88HbEd5nx9iVJoOzekxHezH9LduX3v/l3ji+/57fvX3D/uEf2N8jdgXw8kn48c3s3M72eGcrAOAv7s3D7gzLfz5wPZ2zY46/fwDygcsDLmctpxooyPX2Lj4k//28F2838+viOcTLqcU+dE7c3r7kZbzjKa4odsA8P1PkDd483vCx/z/sy8/1x4iDOrVQmveH8t7/CHyfs4ZG5GA+loGkkDb+kuPP+909U+4oc/UD2ASVz0ROVCZviHEuzkk04yJldvvCUYM5O8YFaD5Av+O4UbDeD5wz5BY5ScsLdqMMUe9kSMgt6ifN+HmZMjZTHqOGSJqqfmckUUWQ+QNmRZCanivsF5nNLf5Ix3XE+3FKtMs8TmmE47KNWxPGIe6Xmj7hCHs4ITrocEEvMNQpWezpC8khzNNHO4oRZpiJkzQwpYXoi2VMEWVkg0lyFosY8XKhq1JQRMlpfgcB5/4TjpEtL/ZQrOhgHE5JnHsyZvZLHx0jJU15R6y2eKvMIKQkpC6Q9qjsqhXmYUZ1IPCEktMRZY5JxceYczpN8yWHQnVuNnQN4cspUsVrRdEDzSJYobjyWzFAy7hPuM4pgzRuSJQWK3h0K6KkZIv0jwkCqv0K+Sm1wpJaQcS4JZ4w0TKqR4q0GIlhJXPLENBayDuR0D8Vh8hDfdk9IKXAZkUFJ9xLpth5mvDjuOyqCMiPipBypOIvOmCXmho4dytAKeR+jnlFxdG4RMUOk55oHx71iZSLV4AGSKyqXgGGmHS7KPIzgymCvUTN29h4R48ILLI3kktEKtX7E6hOlvKRwYLippKGS7IlcztT8iprfoHJL8m9wJihPkS4rOdQBKy+QVBlffcCscHn/R7wkzL9FZAxxOFVKOeNu5LGiSTGPaBj1PVpDrjPJ+JjwPMBFkbNH5IPOuEJNiifD8inwsnYDs5A+huOqHmoYvhf1KcztdhnxKbPTgSRgnjAVavVIvVcjDUcaMjoKWi7o8YRmJ+8P8c5xjmyoLlh17FyagefnL3W4u8yMNTF/2GO+53jvlJfObSrspZKqcymQfhBuJ0XuDLmfKKfE6fElfhiw13vkYuR3E3ww9h/fo6Nz8wKKZb4/vaao8FjeI1NF3l5Qg/tvLox7J98kEsrTWTnPmaFUDvOZxEQeCm808Y3ecLlcOJ1P+O4V0+2vySnjNjBo5U06UXTmqG+xAv7HlyRJ3JWEiHO5uWCpkncGgzPN/5PZIO9+gd78kt3jW3b1kZdz4v6s1HLLx/kW4cKtXtA7pf7TgH4/kv55h3uhpke8Kue3d5QMj3czXmf0X/4cNRX+8RekMfPtn5w0Fc73R+qhUh6+xS4HXtvArSuPw57TcMtOjZweedrPvLtTypMxnM+c7xIffvsd9/XCb08f2Ge4v5l5miv/472StfDbu39nd6vs3nzLLHv+WYxjhfqLQsZ4cYaxOO4zNs+cPGEivK5wd4HhDwM3/658+C7z9n8ZGR1eOqjN5N0HPGVs/xIrIO8MwajjgtX9Gu62UbZZZHpvxZrdm8G2fb6kWnZHbA65ugG4fAEqdntG6KlyZbmUcORHI2yUbtb01A2kuYRvw2JsbbpWB3LG7Q5qG9OKNH2KJRVNqNQS/E+anaTrL63eH2hzTkrrc13niP4cLLkgfPl40da2QLpVlPZF7RTpOoO3dprRokUmxI3NMbtEzKdl7lZ7VPTBG+BqyWjR+nItxssColj0NelG7m7kjcit7TP9pyzZAmJo3gGHX01tND3Y6QBHlQIaOoovdo1AxeuSLSLAjcYYdqAeWeN9rtq8tDoTnb7cW0poO7c5jvMuijA7Jq1Gpw+RpUGGiC5wj/nSS0THIVHroaf+Eg+bTdOZob87zl3BVvtTi6SQTACA6tQKZjcggw84u9DZLeZCWm2sNeLEwk7BuLF/+FILMVmso+WWnUKegh48tf2aWdIlaQO4CCHDSMZrjfSsrojtiNLQraaDXKCluYwt0ZwSLSWqt/qOq6NKQFoERAJ6DSl62r1Gj4GKiWh82niFsD34GWUk6R5EWvrInpngqwmu/Wha/eLoWPdz79OaAmjlSVdttL+91WW56st2b/kWYAgs4NTOzJY8FOGr6WkSul1qq+wv72y/XwdKsM75cwDhClxc/l760XlVf77/KWt7y/z0RprTrJuDlj44PY1qb3KNrmu8aGWVV312aUD37vDztYVl3Mv6rc9Fm7YeM3Qnml/Pjbfnt2dFS/cGtZ1tsj7H+hwbnvpz11/thLiOfmgHwXYNNwTwnHA6tcawr4nts+9aIgJaa76upPSJX06pjTDQIyauO/7sj2cTtXFayOYef96QrD98Eca3H17NThtvJ66GWmtEuEbIyNVzy7UdUmtwCWH8/D5fu7lEUfTZvx6vX/0mV88v7+u/PJ+qzbiWDXy17r3zWwYF1/CMn7r6vHcG01DvPb2S9/oJPVKiLUKf2OfOrw27XMbZnDHdUbWmt9p4nHoqp00ky3Zs6z7ols3Ve8kSqhRjWM2yvX+weNY/6SsrLS6/t7noTjBr93tvvy4txNW98luC9OW+Pqa+db195svYGyJ12W+rALeMQzbjb4dHMFFhJZ52z2bfrrur9zY6sW6zvva9r7a+6nPEvvAfQeiprsJR9Mlc/sz1Uzvk+f6U5X8rH1vIf/n8+QZ99oLmZV6euzr5Nkyn3bfkHZX+Tl2W5hP79+agZcufetv90N/0ZRtkw9KdLkA/G8uzwXZe3IV4X6KHNvTlsvDL5clOUn3rLtv1GdPtr20PLTztGTnI9n5/Nu/LIdL4ljQaXEh8pVNxoihbP2qv9uM6rc9p4sspLe49NZqehpmiFw5746aGUbQ6VKvUeoILDE9CyYoenHES7s7CLg30NFxuUEQp+4zkAUk3UcTWhKl4oHKrRcYRT0x7KIMxDIZmSDWRL8quJgqQs7Pbh5Hai6MZHvbG2YSnU2I8D3C5CaXTK56V+abC4JFSpw7YMZSUF9NEUed+NMZcmbXypBVJlV02drvCeJgZE+SaOPjAKCMDhewGO2F649TRMC2IV3YXSNU4ywXLCRkzDILVE4gzHyJ3NKeW1u8plIhJLpwOlWo75JgQJuQwcTfOpDyHEdKcNAhlPzBnONcZn2bk8QHIMM6oGqnuSGQKN5gn/GKYTxwvB+ZJ2KmiWSkVylSj6HdS9lSSgh2c+XXFi5DqgPvE5EeyDryejsxmnAcCRS57kEythltFSxjgv+YqGmdFAC06h5ZI4aZOSQIaipA2J6DjmCp1N6BijBKFGiMFAdTahHbP64YQR1uUXgA3oy0cTGoo8TWQy+JlOXuiMGKKUHbC2Bz7NBSupIEu1pbXuUpuoDCPcyK3dHlWmqIZ+YOlpUpwDxdmbpnSTZuxN9cGCgzjtJfonzmB1peOfieK66Lh0RRajRxfHMjWUmDUXlRTlCSRaENdUC8kv4AUJFvYtptTO8IuWt0CC2hAgOraO/TS7F7NsS3T6mx2qDY3cKaSyE2pMyQ5qoEAdArmLQ2XjCgjaCaUWENroMNNOoikOf0bn/mqa4nAS9eyREsfiQFtrKoJGQqSp6CVGuh91W5Macpc8SYWtiiP2oqVWih11kFBuSBe0FqDBqSh8xGQBKVnyDSUqFeyKFdpRxTmnJEGAIiUq0Gfao3mxRtAoaFDybi3dJNE5BKSol6SAB20IAOWahtTyKIxPQIyxniqEGk/FCTQ745FrYnUD80GdKnt93aOuypeFLMUNNcOp552zMUbwr0ZVTxAKC4RsdAd/VZbDRffN8Bxjz5u+01HwkrUC3n6slaRHmIOY1RuayWgBuJRJwXNWM64CrWOUK0ZwDry6ctOVMepw8ycK6eaKAglSWM5jdHN4agXDBkm6jBRxws+CckyXpU6CV4VTwOmFVEDNeZxpmoh7QKQ420e6wDVhTnvgg+YoGaxdlXxS6bOA9RKqidsnLjsChMwE+t8w5GcBuYdFCywbHtl/tUQImyJaJSppegtGqlSy3yBaohPJIz9ZWbwQj17lFVxxZJgo1IVxjtjdz8zDwN1GkON0kjZohq1U8wDwT+oUVHO4x5RuLOMFm3FYzN+e4PtwYpgzBxlpMg9Zb/Hhsy8V85AGQOZPQgMKeSTbImM8jRELadDecJcuDk0njzNlKJ4EooAOgf/NCO5MpxhrOBZUd0xNUOhuTHXQvUo7m4Y1c5N51aSGbkq5kI9C14Nr21/z+WnTBB/iegaj9s8KJ0agzdc6cRbAbHxwet3bhDFG5Clb75fBeGtXnp9rUWwWQztTjcirrrS2uWtjrgZ2KJHr9/5onM2uf856lb6c13v6zrvJpIb+cy7rvu0nZPlm62sv5Ht45Xy7In+vW0+qcsT19rPlXJxNZaecnyrql7ptp+ooxudZFFuthC7z+ivX3o155b1iLZFxWpr3GtASMhRNEDWErHjsq5XA12JPaOH7vTySFjbja/duCoiNK9HO1M7jRhL2quFtj3AjtJrfGbWGpcr7fR1iXekpStBrlu9q4P9tvPf7BRN/lvWRrbaafuu/75dy35jf0935LQeeS++vmQ6abtpo18uzjtgOQf7K4UAwMqWRmXdu86SMnlrQ1x3WMgdEbmfWApmN1vAuju2RvKe9L3JH97231dpp8sEbX72dy0c7gueff7756/OMfyT57ZMc9uDLWl0+/KG71zd+ZNN/Uzf2ljlM/ctIVz9tmuu8+n4tf224We9nb90XdHmJvKFDX/fDvlz79/YPa75PM9688xmftXmz/OvTz75Ahb319eEsH4wyfUg2uG0+gJ8nUSPexck77M4Q7maKNqEs0Hlt0XuHqVlXfqB3zxsEmkD2CxX8Ij1L2/IZOn96Pm7olLjyq+aAdqbgtj5xrINGxMWOqKdCJM3bzno1nmozZgeXmHoodEVR0QYmlGtHypbo9diHxSwlrN+icLYHnhyzfx01W9wbGMj34aR9Zn6/PZZOwGrY8dZis/SjQdtg7T+WxM6epi8tnfZc0vn5161nAfN0SCHdiKVNTrC18PKu0Oieeq8FYGMOW5OCykE1LpHhfRw0b5QLQWRdWZxjvfoPg7RRiPLGDv8WnrNgwYR3U6YR6i69LX3iGQwD2+i+FO8S4d2rmzrMkhEw6C4tPQBOBH6zgaA4ggF4YJ7jDtyL6RGl5EiI5wtBfwce7FHdNDliT6ZIXx0L3x40XsOZyUiPjK93kZ4RptwgbW91SNZGkp3cQZsURi0NYElwsZbLsfl/mmd807MIXEu9LYWLLOgCfasCJ0aaIQvvLa8rCvhi/DlkfdU+mEurd/UQJ24sGUbWw923+tiG9G3C00AEulMfKGpfk98r1vhRNtYcaTl8mbhOyz8o/9frKMDrq++x5ZosZbWpf9pTkRTaAg1ve6G45u04CEQ6nJIwtZGVfvsCWEMqyEQaet/szNiqfc1bFNhBupC1rrfwiba6bS7ABvv0sbP2/ng1qM12ipKr9kTz9dmPEq+lFNr50esQTcaxZJUul4XA+7v6C9o6+r+uan+ycuA77Uyq/F4/4E6HvlH9ry5HTjWW07zyHR6S7GPjD8e4N2BNCs7gW8fRu5/2MMocKtYgjo4l13i3W93mN7ghwMqxuHseLkwvP+AmvP+8BqGgelbw3PlcDlyKIWbk3D4KIgaN1nJd4X8ovL0wXic4XQw/vtLZ3qbOf2HMs+3/ObyArscqe/+hL2E8/9tRG4S+cULKDv8X+9IT8o/vvtItpmbbx8QzfzLeOFhrLy6U75T4fbNkf2rI9/9cM+r6YaHesuD33PjhXv/SP3Gefon4HiGtw8MF+XNxx1VC+92T+hhx/5vbnExLj/+noLjv7jBJFHe/oieK/IvM1KFdzc/8v4Xhfp9ge9f4H93xn954ddW+Rsv/Cgjb+WW04vMw3DHsR55fz6R5wdunv5AulPyb3dkbnkx/gOcbzgdv6VaRr5PuM787jKDPfFf8pnbwXj3WHicjR9S4UEz3+aB/ZA5/81E0RNyPHB7vKWW95zLH/j18Mg/vZv4mHf87tULko8c7J7LufLDj09YPbGzP7az78suF+c4nKki5Ish3dCsYGPkNn8aMiUPjJ7CGWWF4oXLLnPa77gpF+6mx0DEjWemonw8Dohldn5AxLD8BGpo9kBF19j/1ASmlBFqMvJ5Jl0KlguWwOotsx2QQSAPeJnxeSLhDDl28pBScJbpiKNM+Sb4hExIquiukNTRIVLEyCUjVdFjpB0pPmNiZAZGEp5naq6BhB8CXZjOhl8EPQk1C+UwRKoSnxBTxllINcOcQI1BIspt1jhrLY9xXjqoGSkZe/FIiVMUKxe0nvABfA/jpIyTUlJi9oTMkB6dpJUhgVTBp0SVgg3vwIWc73ERSj7i6qT5BnFhKo9QK3f+isF3WD1T5YKOiXGn+DBRbGbyyuwVlVuE7xCbkXJBbSJfZipwGsIwOfAC8VYE+guR6cEQBXJDkdUxIjm7HJPPketo3uHTQPaRxB7unpDdD0i9R06vo9ZFnsNXkeKg0Ic4B3y/C7qrCamOT45rZc4nLFXSeEbEGI8gJUeZKx0Q4tz0yakXGOrEkE8UVyTlyIM9vELliNYfkAW9l4AbxJQ8hUOg3Ey4FuZWv6yUHc4t2S/ghSxjZFgaEpYdZMBrpg4DNhzi8KsFs3DIkQZkeBER4ycFtbY3nXk+xxmUbyEnPFWgwukS0bP7hGTFs+IpU8+KXRxN8blMRK2U1GSmoUbR6Tpg0w2mQcemhqHh1D7PqGVy+iWCoukHTCbMoo7ZOLxAUsbqBbOKzTNSjTIkakr47ozlI5JvkbxHi5EnC1klQR0OXG7uMB+xp1uwCeqP4BHVrF9oOHF1nm4f8Wz8wMAJ5X7esauZuTqDgT0qPCi8vMD9kfPtiYf7I3flluwvqBdh/tGYPHG825GTc3eYsf3E+5dnqBO7eWo1pQaqK+9fCSUnGF8zysA3748Ml5k878g1M3+8oR4Tu3Jhbz9wflV53IVOI/qKpGd+xb9zHm74cPgWM410iHcJ/vF1RGX8vwoyGe/TCUEYptdoScjjO5jO5JsTY5747u0dtxWemEN72Q0c9wP8IsF3hXF/4fXhifntHZffjfjZYH9kT+FlOuO+Y6r3iCgvknMZBv70y1sceFGEYTbM99Q0MP/6BeV1puYH/OMDv7t5wXn8Ja+qcVeNemc8UZEjDI+Fgydu94Kh2OPAw1D4/a0ylAuvHt8yjHt+/cvf4DOc/114moRJFUuO3D1ySDOHx5FhTtxXYY9weXFL2e94VOOizlwfeLwcqYcX1Js7Luk988NbhjTgeU8qA7eXA1OFU6mYzLg+IG4tau+vu6Sno+26ewNwdV3BSaGT2ga41u2FV8bRrrd0uTyc2bEDWnS49e97PT1b39kd/vjGD9BqFYQyHi9tMrB52FdWkfq6L7IYPNs7FoG3Sd6L/t0R+BI6XjfYeqLniO/F5ldDq7TP1ybjkQ0IcJnP+L3rEt2SsBrL1nf7YmizhtRvba2r1fRTWe5dYJQteqLnht8+18GjCyq8d7EZqOUK+NgHBb3ocm+q165b0mt88SVICvtBFCx21CILQ2jVhlnBzHBaWrkG5Ovd7gj+oKV5M5Yexe9YvYAboqXRTNRWDOejIEPTtWpq2UviWbOCmyEy4rJr5Oas9SkHjB1CQf0RcNRD36p+aZ3bRT9S09q8IG7UFtngOjTKqy3CIcaPdue8Nv3YFzxq2A4M4xJ2tNpAAN7SS3V6tAbitEZr2t7pY7zT21nb7WBuYHWNiqBHICXUh2YPmQigySlARBoZIKIehYIFSEQ9gDM2WM/MHXPt/d8QtMmIMOBacGm1OVtqrdirypL6WmJ9xXKby6+Q22ImtqTX+En7ZQHFwsJo2uZcdOhO/xvH3vMdcvUCOt/qWQ56+22/LP1ZMxasrer6+8YAsdSdaG0F+1tdN920sBRZf5Z5ZLE9YCvf7g8u9p8+Vz0ao89Ho8OWJWEBmy88szkIe1TZtm3v/L/ZjRbzz3P+EnzdXTZA+P751ctgO7fLSgSoqjsNO7CCdoZI77AvUMxoZ5nNPvf+DOfbz4yfv/7qSIjrN64E4o0ze0e/y/Vt1wQoC6HJs2/61QHVz5u6WjNk6c92iq6IRtY+Ljcu9LPp2CcbtQkCvRftueXxZ80uXy4oKFiQzr7e8kn7HZnU+iNsH2gbYzl8Nw30E7x36Hl/Fl7g69/Lc58ERX3+kvXHp3fLCvbgelqvARLr+nzZ1bzbncgDgrVpz7oYxNV8eDtUlne254VNextv+RJlIawVeXVDB3GIx9g3AtoyI53pP6uhsPzohvP+/cpsN4vTurMyoUX+WSZ328eOZmmC1naunvHIqwnvhZ63orb7wgzXMa30tv5on7k3JOUqjDq+OeA2kSB9Eha+3tfq2ZpdMfP2zCaa5VNk0CoELiiXJfx3K9j193ydsBdT3qMOrknpmd+UXgdm2X7LYbO9MQTkEKQ3m6kfWJ0Nbqdly4+k79Mecsk6L765tX3e0231Xi0sQp7PIyudLe/06332nC9eTeXn5rZ3MCZLGiHKQiss4/3EOb9hMFtes3WqsH1m84E85++sFPKc5/X1imI8bWzrxMa7lwgyFmfvFfUtB9A1QWzBEV9yicN4ERLKfBgpXknskTww+IB6pkwDdR4ol8RcYS5KmQeKJUqGNDjDrmICR4zJlakmjISwI3nF5wcoJXLeqzDuFBk0UrSYcaiwr4Jaxb2gyRiGyL3umkmqHJJRZ0U/JNKjMF4qajBpU7DZ4w4mA26KPQ34nJjrBXHhUgu1GsMl8v5LCePsqM5uCL59scRjMWSeeZwuPM0j81xIFdycSo26AFEUAB0HUGHQjHoiP0U7sw+YGp4qppUyXlAzDo+JPCvVS4Q8j44fJoa9kcYw2J3nxFQSc1EmFy4KRmLHjiSQmEgIA5nsKVIlUsnpBJIoF6dSyGdQS+RDGJPnSbjMkFzZS2Jvwl48ivRaIvmA7nagO6rvcAbmCWYxSp6o1graJhhygB9KSXxpupJOp+I1nJrqkAlEv4Amgj6GhA+Kz0KdvSF7heSRiEdli+qrjQvEOSQ1kNia15BhE5CWMsCqNL+8oi06QRv/FjNcKmgNH7oqJkr1MHynGvntF4WzFaTXhvqyzvdqbgqit+x8Sk+r6NZMAt0pLxW0gM6QIu2Sm+B1wK0XviaiI/AlPUAUpzckXUC9OaGtl0CkK/dmgptCm1u3UHzVIBfHckttqj16jJZtU3BX3Cu9aEPD+jN0VKG14tKk4LWpxYp0RbHxOtOoH7E46k3AMuqQFmd/zFdHuUp7X9JWcLQ9G6kYvky5WGkuE6kTJNbZK9IMI4qAa8wRINSQUeo+6k8scndpd+82hJyJPIQOMq8GNkm4Bw+SUluNkba2XebTJj8liXkTAnxiGbPICSjSUJ5NdrMK7gOmrRJ8bgCBtgN8qV1VwC+4tLQVqYEyFJQaTn1t0RP9CDEnYUgOw4/YJYwLOrB4vx2cllo0lUZjh2YEqy28INbdWqoGmoO9jyWyaIYBxesC0wyq9Za6ghqggqqs9gChSqQ97YbOqEPR5txCRg8RorXfpcYsUfhaWmpDAXJTzLWlAC1T25+ppdUII5N2wNEXXqmRfapOdjAxSi6UUqmzBYpUlVa6O5ybJJJ0OqpYmkFH5C6j5qTipAnsqRWAJ1CtdhFqVXQYIlt6e/fZKskKkyWqhc1PBiWlhFqmDoKrkEUY1SgKs2fclDxXvAo+CT4pdhFkEoa2llPKITvNoFOYIiU5NYEniYykgT8iqVC1JacswMmZRHnMI1MZGErUUJNxJlsNm6QKtktIFpwZceemrWUi0ryUHZgqpGYKtUjnpiWRVKFMWJ0C92WQzpAumUpm8hx0M0Qql91JSJZwDpgOTClE+ZoczzCkSOE4jQOuTlZhkDhDxaLWktVYZ+tRZTvHB8fUGEW49YGxZnKL4jorlCLoKQim3CimUaf+KwKm27UBvgCr3np1y5Vc34u5ev+yqwTeJeTOq69lXpENeGuRs9crjF3rM12P+bQTGwfFIiM/UzyWdpp87T0SbStMrzrbOh5Z2trEdGz6uGgBmxnoxq5nNy9z02XsNUp/UQ/7sDZzETrNZjGvxPRnverz7NcztCojm/nrytJVP9c+Ng2NayOtXN/rm98/+f4LLmcd17K+KX5K01u2ao+woel452rzUX6yH8u5J+u/vhbS7VorLSyWrvZ+WQyQ3aEEkcaoG/I7ZfrVeGTp9PpBl/K6Dag/t9BbW+BtRM7iiOrDc5rc2DfGBk++9KWDo1uKqt6P57peu3epNbhOeTPySshtvdC3wGpbElabUd/Ymym60kP7ud+pdiPDLfQYtC6LTau/a2vXkXb71nT/hddmu2+34uf23frF8w/X9e1sq2cf2N7xGRV+vRYGISz89bP3rh+uET9sp2vb4Gee+vS7z3/if/HbTwb3k983Pak1s5D9hiEGz+yy1eeY3fMebP569u5118jmr76YbR/9haF8fjifG+CX09lf74TQeJHUIKZevgBhseFa+5v+8wrpL+1QsY0Bcz286HsVwrsKTdnv38vSvnooAtW7Z381jUlb0Q176rudbWjD4mTo+dSXxWoH1MYD2EPUFtYtLIe1905txiTSI0O0EYwthAXQ843Xxgy19kO5K4gOKczujZfjJtfj6gp470tnUPaM7Sy7vTXdmEL3/nZIxHOiloYyNuNKEIrI7EBTmrSyvFuJYuOF7Ot3Fbr6E5fopa1TE7qX/HwK0owV0kLZEXqNAqeFrQmBwpcBZE+rQkl4judAtmlzQNQxfjKstNfC+oK5n1qvRqIIUqfZFoLuQ7zHC7S6EWtRo4iOcAYiQqNTZj+MG1KD7hxYFq7Rblcsd+09YVARuQAzyAR6IWpR9JyGjd664EiJfkY1t5i7rfHep6BLbX3E6ekvkBTefppRB6Oj09xzG1+l50DsdRroaH3vtR1ijYSRK8+19JyIWzGgjVkyUaIvI34Bm9ohX1kKQHmBHrHS9nXU11C68UAl84li8FN0BwuPiqiSoFtrRieWfSYxJ4vXWFAU9ZYbvaUS2NZSDxbYeFjbAhobm9q95toPpZZmrDHWXnXCAJOmgFlLK7BEAAU6xofNUbvhQ4uhx2s76DbCAdCdc94iH1TXze7QgsU6c/e45zMCjyCtzogjuc1Xr4OTenurg8d99Qd0FrZwcGs0qoSSvfDq5Ub6kaqNeroxD9IKppK1bWsGwigi2hxEvkEyNUSVmWH1+mxaulXDiKmpvb22bZo23fqCKxn8zfcDecr8+fgrTvuK3Qw8jMo3YtxW4z9+eMXHDzcc0wXViWm+5Xx8yUknHl+feH1rvHlT+Xip/O5DoV5G/IcBHTLjeItyYvz47wgT5c0dMg787YuRvWaOf7pQT4XDJZPLwDkXLukJuXeGW3jKmZPfs1fjfqzoDzvk93fgJ/CPjPvEx1e7SIN0/i2+j9oM9cF4/NcJqxXufo9jzJ6gKm9+rIxJGJOxvzXepMLh1vhD2fH+457/8eGR8v4jmh6R9J7xJOxOGZGC6YXzpPw4v8API/LdLXe18A+PA3pKXP73gZoT9p9+TR1niv6Oomce78/s9sJvHn/DYb7hx3LhJIXLL87Muydu7g/sDns+PFX+9N6Y5humec9ZZo5Sud+N/N3Lb6luTPYNeQe3RagmfLycyPXItzdvmUvhD+8/Mk/Orx+/5cYydy/OpHzm9HjLhwKvfnnDYbjj5enEzWWmfD9S343wNy+Qv3nBdDJSgcus/OtFOTLz9s1bSr1nml9zk4S/e5PxeUf+8IZav9woLDj7egF36k7wnTDYiHpilEyWhN06duuUd8b8ZOzmxH7eMUrlJs9gRvEcvNcu4IkblUBoTgURJeU49yZLoMIux66dzhNejOHSeXRGUsXtCcqMjRdsFIacGfLAXJXJM7kYQ32KQIox+E0RyCbczSELfsxgVSnctdQzgdQu9UB1xcsTWmYOMpJSjsLbnLH9EcYz2B58h817/HxD9YmSj1HkV6Yw2jcBKApPV9LtU5wJJaTBHulYy4yhXOaEWVoCJaVWMOMwGzdPxpyE+SB4Ms6jxd45Kl4zNAT9vPtILspNcZDEIb3AEE7zIWI4c9SIyKOQzPHLPmoOIVHUfRRs0EDPVWM8HxguO7KfcE5UqVR9aGmpBMwi7YkO5HyDiTH7GdMZ21W2aS9+9nJB7AYhI/MFsYL6CfUzqiMmI2XeU+cRHc7ocETqDk5/h8yGSsWkUPmI8ILkvwgD/jCFY2dwsJmaznF2Di9xyTDdIxMM5YnEzOVgEeVSHJln/OYJ2V9Q3aPjiJxHON9S08g879FkyFCbA+aGaikiHFKi5l3U5Hp1Qc0ZLzuwqJplVKS+Qwyq3GNphDFHIWabGWzG8ikQj4yYj5FGaTZkrMjNhFyO8FhBB2x/j7iSpgFzwcd70IkhfY9Ywk6vwA7YGEWPnXNEAB7jDMwWcksSQVUpo1GyYXXGns7oMCC7MZCY5YTkyigT2ICXG9wjpZgJzPpHkLAhS4K0a+nSnsBLJWk4fMwL1ecmpwK7EcaRfIR8rPholJuCn8FsQH0mffwzKJRBEVV0TIgUEo/IF8puCtyXzGAOx8S5Ch9fTDztKrsPZ/TjjMgOOYwkrchk3I8Dt+UF6kLKMzY+Yrffo/f33P36bxnew+G/nsmT8O3/fEnJhe/fvOMihYf3M+bKeMmkEYZhRqXyJ46YXNhxIXvixYvMISvOHaCRmioVXqSJN8MDf7YDf7BfMU7Om6dCMmGYb5gfKu9PgQS+fQSTxPvDPWaQfywM58qL25m0r/z5JnMahGPOqCocMuPonH9U6gdB/uTI7+CHNzf867d33BxHvpn2pKEwfPtIfVDOPw7Um8z82x2IUY+P5DLzXy5PqFTme6eMwsObe8qQeelHxkc4PyTKx5FXT6EfV/uR2X/EPxzwjweGLIz5nssw8m7Yk96cGX/7keFt5W//P4rt7jn/6rdMO+d7OaFp5u7NiZ0N/GJ4CWnHf78XLjKx0zO3J2N4f4OWzHmuHHXirEfmfOb2Jdy/TFzmymU+sdeBX8gvqbNRLs7TDv7jHsYCr38QbJ+YX94yZeOjVr7OSOdL5OtiH+CCS0EYYpN024HE2etIOJzpwC1fgExhG5CG5GYje7fafuRmfG8CbtcR278FGObEmeRrRLqrr/ZL8RA8XZAaqWY+AdXAai8FvE7NQTkQ9S6at8v6nK3OGGnpG7sdQmSja/ZxhYLa3ha6XLe8fAJM7aYEAkSn1ADCtSwAoY40Ows0Wd6bjrPK7d76580GE2/vc9siIyT0ogWA5r3+Rgldqxcypf2UPtd9HTZ2j+b8XgGpvp3e1en/xZeHPu3QPOL0egWWQ86Kc79i6kTWCF/sTz1ypNdejTVkWSfrXdGGnE9jzElt9Q1SzEvqaRiagdwQXCLVXt8T+BTrK0OzV0W/kjRdvenR1tOFeLfhbAC4soF92giem03HwoENRG2IhMgMPW1ii4C3PqgCLrEHFge60NDvjktptsSwryQZ295ptouu/2vU/wygR24I/xYZ6o5IRaXiRP2zoJKw16jfxr3NfhMRIaAaUkOv9oBnqIK27BnmFfOKaLMdyYwztz70dAutTogbUZejZdlgalESLd3AUvvzK6+Nbr7Qq3eal5Xkpd9s7V2bIuVs9eLeSnfYsLTTHRHLdoLVXrhxii2U0dMTSW+1z3v/f7ND6NZxsc7FFYCr26E24u1SC/IqjEGIKDdjLfzd3rUAdGn8HPyKv/VxE7Jl60vYYWOfibQUrq3NyGLCZmL6foZee2jh3Iu5on/SDVDbQfbP/XqeunO8O9KgjbGvXz+Ptu1tnJrLOdbpQp7d+/nr/4eaEO3/W29zf59/zhDzmViHrXXoJ18Sh9knaL8Nv//k6l2S7b2dunvTyyq2ddkamzbvevZaWX46V8awpWnZzA3LWQXrVF3N1eY9vvzi602NWftPd2lB/vtmfJ9c69nYNtY6ksU/ek1bXIeyfJ4Et833FDXLtF/1ZUMnX3LwbhhmtLeNhuhvC9PvJ5PZBYMFjdD/dZTKs0KeS5ubBVrG8XwDd+awZV7btv2qnZVBbvv5nKh+bqOum3phQNJpcOsV3/RvSzNLDq7twSiLcNRT7DSAwGYcnQZ7l7fz1I9524ymCzfbMa7uwM2uawfmsyEu97WIjUUK3gpy0uZy67TZ9uu6f+tnX34Ab8Eu61bdbqDtO653Pa2XK7JoK5hev0c++WV7+6YH223oREqnnpJOoBek8+19fZ9+9oTq9/lVu2s/ZenDwhv6uGX9XnzTcfHr/S6sdO3bebp+/za/+Gf5ynb4K4FunpHlu/76qyOzI7nWTz7ty+a+1ivWQ3qjJixbQa7PjS3BbKPqvuByiZoMgbXPjDUjJXpY1JhShZzJOcGuMO9qGI5loOBkCljlXIxSnHG6ROqbzvvmliLNc/hv04jmIZzKUsE0CpzWRHWhiDGnVTGYLUKhMUimjNXZTwXTQkmBCJ0IlHe6MXwMdKgVWj0BoBZ8EdoSEzOOM1QnVwnUfNYoEGyJKntshKqC20yWTEpCxZByQXyIsHQJlKi4ImmPqjJMSnYQL1SvPPS0La1oO4PAToK/zEq1OA1KQ7vODpcU9eNMCUSvF9QGBt+RqDFWhGHO4EbxCccow4RJYT+eyAi7PDPUVkdAII2VXVZGKsMcRYMvXqgKlgXRGeSMAHvfI25Uq1gFncIJX5sBvCbBa8LqEAV6v+KSlps/tqhswGqO98gGc8xtVaTNQ2nuLFVDyZA6tHRvwa9dAi2ZGwvv29Wb0aSfNxFKT0OsxpkkpDBAKnEmzQXMQyiXljoDCaSweNMvvAEtumvbI/uiCGYxTmuGhwjX70J5y3/fDDmytNUc99qNFLIenQ6SWroHN9Da+r4CLRYEoK1nkItHKgOT5WNb/rXxmCzsWLSlRnCBJI1+HaMsok0/xU3WSJArGWs5Prwdp/2M2Diy+3/iCFFAsvMv0zAGLykjvKV2lKtT/IsuL2HoCTyCXJ+Doi2CQ5AUSGvc8SItpWg/x3RBEPehBnI/IlBELTZsl+UWT3SjtW58cAmgkUuzo1SEgotGGhAVQtmtRGrMuqQr844X2cxz2AG6IW8Er4jN8ZNCrwvmrkitsVcWlGRE/2Ap0hRaS7PZmo/6HOHkMxR3j5z8mlCN+hzR9zkMTSqYNxAIc9tjEgAeHBpwBzHEPCKgTKFo0KD7Om8OErmriBxWTnB66DVWQpz0cMAVx8cACK30197tLWqphfSHvSlF6qcWgaNm7f6WRsOj5oqqseS1/dlLMFKYFSWWUivIHHKiJ0gRCIE51MnRszCkhJ4LajMmhTwkRBMyC7kaORvZhLFEv8T2iBTUJ0DIk5Ac9mJogqINQqIO2aipUFQjVYgkZolzphJgNnUlT5lxqoxTpJDxln5LjolIMBtpP1LVFvA749mxnJEM1iL+qguztXcnp4hSPTVokEeKr0lINSIxVBXRIepxEBEBuqu4VGqZocyREk8cTwOeEnKjyAClVpigFsUs+qgyYVYDqFVbZI03IJYoliG16CNVjWi3nKnjgZoMnwpujtoQKU0MECOZkARqTyGXHB0kiqhLbLOksT7eD55a0WFAhxRF0UvBk6N1Qi1S46oLu5qYVTmKdgzil1+dp2z1kCsZsMmf3uXK/sxWbnz+0q0u81MvBZYTqjOMZ7KnPO/Lttm1L7IoDm3/i2/eEP+X9Ql6BPba5jM9YhvFscjS2x4vDI5tLoar7647u45boKfjXnWxfu9fOpfk87fIp5/1t8qzv5/f5D2CbDtab+vxTPnaTvn1m77u8vVwYJFNgNXYGHMSennPkuArLaCtj7LM3QIqaIYF6TSz2A1W2aTTd5M+NrTUnhVlu9599E7X1htF9fRlst7XFneh6Rhr19uvdf1ot7Wsq6F021qvP9Yn7NqZvVLzusBxwK/6Zr9PVjKTfug34/bS1vr+hSUsvECuvpVlHuJMFmw5SnskzaqOyroOV/asZ/sCWA3iG35w1an+9i+91n1+Tb/PZM2fpGP/7F+f9kA+uad//pe44PUufc41f+rJ688+a3p7/qjH/65Zxfru9XPZ/N+3hMBn1+vZtMnV/7dnyuYZ2fD7Z6vZ98T1EH9uvT+/Glfj/OSc2nLIDZ9v83S1b76Ax/1VTog1moGWu20T4bBVEOgbUDaL5KxeaCW8pcKWKa5eni2hrwPa6nlLeF3bo4upcXl0w2w7kp41fcxV6h7pTJRVmazBxFXWA68fwj1PLDQltytJS2jv9RJEFfvo5HYJl0B7a0ZWkXYwdLKKAyXevdkhG15jHf1uvry7j9lb2DlOKAzPCDnQGb7QzyIwNZkEibQCfQ2WFDTu9ByKfWaX8TchIRSONk9bL/fPXO6HIP6lkNSwoBSCAFLzZPciQBP4jGiiF2+KfkaR0TA1ReFBkQqewPexKgKhEsyt/8M6sSSEHinRiyvNbRTh3Q8P/Mb51KXiDe1F2oEwaPV1ibs70qIzmWshrTfZHoIFxR75cldHUe9BK1wkjmtt/RiISIZT61OkR4g6Do5zir71Ap5yDPqXGyByEQra8jFmxAve62z4EZEBT7swMlqHhHtbm9vNGFr/6fU5QOiKbh9XTzc1gGW8OyDUEXXcB4QBfKDHnodJ0Je56OuJTW3aNqGPP3NthcloS5aZjfyTzfutgi8FsST+tmY49RZ1IL5A/L2hTzoqSluY5pKLtaORFudCN/4EPXlz2oj1ILSGbEqyIFc6yKnLnLIUhomR9T1vFgeLaB9xvEub8ubLp20ur6I6gn/qctD0tAstiqJFIWlqVR2adOUSKBz13HhyrJdp40ctTYnXKHi5oFYa7cV7wpilPYqmCW3SDJ9VWrhtq7kTW8tJXbNsPH2Zo6Y89si6NWwiUo5EYdfIx1v7llZBrKFQrBmRxKOor9NquHz5VZPzb3//RE3KN8c33Mwj8vAephN//m5mujf2v/iOb9685Pxq4vHF97x6esWbxz2X857T8SUPpzP//P6B+/KBfzr/iKZb/PUbzjbxhx8/YgLnm79BRkGGjKjzdP7A2Srvzi+Zp4G9K0mg7B6o+zOXKTOdlXxzIe8n5HzP8PSCLCdudu95yIXv9zMTN0ynTBpm9r99h6HMD3ckEq9/kZAKlx8d5sooR8jOu/3EUx64kxcMZaTcjBxHwR5H0iXx4vaX7P/TjvfyR97Ln9BUGXdC9Sd8fsuQ73j5eoc8VfS/XRhuMse/fcPo8HqojGniTv7EdC78v//7yGkaGf9ux3DjfHztPH574fjvE9OHyruiHPcju+QMekFuHPnG4TKRz2f8dITHj4z2Cqn37McLNzdnsBHef8OTXjgNf8DyhbI7MUrlP7+KdCCXH99RZ+UDjkni219PfDvMXB7eMv/xkT/sKw+DsfuFM/4aJL9DqvOLcuA3lzsu9sRRP3Jz2jH8z2+4jJl0d0IUfpCMu3J+Apt//jxdL8XlFpFEsjNYpY7GrDNWHyle8NNAPucw3OwEqYZZYiqRej5nZb8bEVPS8RVVwtBm4lGEVJ18KJHeyWI/T+dWQNVSK458QnCmnTAPsKs7hnog5eBX9nTh8nRB8h15eIUNjzztPkLJcNyHrDYYZsJxniE5w1CDD9QJq0I973ATqrbw/6EiO2MqKZDeVvDZkDoweAYz3CZsqNT9Ba1CrooXwS6C54zc7kIeqxMV49Kek3oGsUA5i2CnyP9dhxMuRr68IJ9GJjWKFM5uTNmoJWPHzGiVnU3YfoffDpiBzbXZgAeKVY7yNuZ8iohGGYyMcEMYAWsxZnPIMwzGqANJJGqFJ6GWhFcoWSjZyN1kawWxHv0nVDWm8QZEAwvgieQvgj/OX5ceBzfK8T1eBM83uKaW9VnwQWAAORgpF/RSkYtRy5lSzmSUQTUcIsM9bgNleohj1SpiRpJLnCtpjP7OITOqzJE6Kv1IlYmUdiTN1HqDzSOcHOqAX07Y9ABZkLtwumhOqDupGM7AtDuE40IrSHwXVuw4Ly92AFOk7Iki2A01nE6ITtjlFfgBKRmxAvmI7DzSIdULfrmB0x6KUuaKyAhpwPxCOb/FJSPDS9QS+/cZkQG5/WXId8MPTSN4hTBS0x1OQvkTYkd4egHTHskf0PTUHE4hOWW/oZTMdI4oi+KQ6gRzQWVA0w1uCb8MuFdUazivawYDm86IOflpQKoyjQN1yCQmVAv4Dcy3UB5xfcL1hnl3aIXjK8aFyZ8CL6k7RDKD3YAltGZEL+TDxzAyfcFlwHvZgwrz7Qnzwvhxxzhlxhsh/WJgnwZ2mnn7x5mP3zs3kriTgVEe2OufKLs7dvd/hx8H/L9mUp7Z/7KQDPLRcBsYp98Gzd2+xymko5GA74bCLgt/IvEkO9KNo8n5eDry42VCxhtk2DOVmanOzChp2MFx4O++T6hVcpk5vSz8+e9n/DIi//YKkYq8fovgHD6MVBPmN5VZnMprlMRlPFKlcHwP9Txx8on5fkbnO9RfcHc3s7+ZOdTCt8eIEGM3UNKeI7+h6Mzl8ITewv7Fe0oqfDx8wErl+GioD9zsfksaR25++QEbZ374b8b5nXO4CDkldjyQ3Vok1Q37Q2a3g4Iyk9GDMNzOHPbKi8tLyjDx9Nsnpt3Iw5t7mJ2bHzLDXLmd7kkOHznh+sTN5YmdTjw+vOPjXEh3A5ozWUaSJG53hoxCehy4HBPlUrBzZTokpu+Eyw/w9GdjmE/8yt/DtMduvmVMiW8eMuesPO1G5q+J8qIBonSj7/nYdLrQOSM6PYE3p2ZXknvkhEvoXWzsEIuO32TgpUt2zXq91zLULpxuZOvoX69dJosc3pD0RZraGKjxeKRp8c6y5xaAg/Riw6npa8FnQ5+1biiIyATpbUHA0CMS372bm5wlSkOgR5T3OoBCTzPY7D1NF9NmD3LvvqlwWm6R1KHf00DYwpLZYrFJxKr1aBNRbUElTVfq9p9eu082hZ3R1TbVbAFiq6Hf+9gWqH1qdrC62oe6gYWOAP+6q0P+RDRWuztp23nousPzELYQJrr1zX0HvqenTWIT7VGb7XroUR7NNmFNnwqdPPSlFYDpRJ3K5lDnArbDbYg5UwEvMXYRfKlPkRupa1dSYzZlDhtES8uHp+ZQ3Id+v0TOdMR2QcUjY4ZU3CPCwK2nfVTcc+jROWqDdlABfmkr1cZlYR9xnYJkPBz8mrqO7s3f1ejDR9wHYAKdoEVrgiKWG3K91460BvyYiLwH3VZzbFQ0NdqJlVLSBmcriI9NV2+buOmci50CBXYx36nZ2OoG8CqEjt3o/mtEt7i662gLsF3ti9e/d316Wzh8q1rLGlkA9NqsvSLjws/aXu4Wi9XJuo56+eGbv+ltXeVZaOSuXN0pnUUuBpj48Ao8upksufrBCoJt93UetPCQ1nthtQsvLT87YxYA0+pwu2quv3uxDbYPDDYFRJaxfuYN60haw5GCrPH75Vnf9KWPTKAlmd32dZ0L2UxZA5IsLOLL5La/Ph3T9uovpRm32oEmm7VZbqGz6+0nzzxe7Q95ftsn77t+Zks+P7HOP9319cnrb65/LBN/7Xn9y9fqKFm9ac+X8roHfjX25yF7P93n9aPFtyKw5KP/9HXXT/f3fW7OuSL/zl6uJuZzI/nc0/LZ75/f3jdXJ+Qto+ud7O2tvVqYzzaWdMtArwjtWdMLg9xsHqcxlXQ9LtmgxJf2G2O6QqA8ZwgrzV//tE8+u+5qJ8L+rv6TNleb+ej77hN76LJqm9/aTxGuJ+Z6fZYUSrINsbNlLlaOuXn+ipM+C4frq+bbe9tYhOUwiPoTfd36ezZzvMz5ts+9b5tQ26+V+D6hEdlMSXcWPntg24clfO/Ts7MfULJ9tv2Uq799+f+25oF8+libxsW1u8zzlU61NLEeVteNyfUUboWLFtZ71bW2TkuB+v5ZdwbBoiCsB2mjz97W1tF8xbg3+6yH3n5uCYVA6X3CJVmWRDbzeBVN4ZsbN28NQOgau7Tdh1e9277wp37/mcvFqXujZKBMbVkK1IqJUzNoVQbJzGMKQ9nkmFXEM5kBbGYujhmMJkgWyl6RYsjTFAh6blBSS/Vn4VcysDlRy8A8hLBaB8NypdaGHpwj17LVrmxUxAKtWGtzEEkCL1QtiCXGuZKAYRf4y2KRUi/nKYSfpjhVr1SrlJrQoqTJ2Z2cQSHvI7e9N3S6U/AKtWYkK/shwqPzXJAizKpINvx2wuWCecGq4ZcBZsVrIKuiGHmlJom0TdWxi2PZseRoDZSTiCCJKKw8xpxVq6gZhbBH6iVSAlQRqiqTauTi3sPoMO9aFAQDjpJG0AEmcahzjN0NTYIMimpBpYBmhlwxc9Qk0PKmSBWGAiTHB4s82P7XKLMtimGBd3eJxAgrdVqVBQEXC9oQqB5iftWoEbGePdGGdyNA+ylNsLXqePHlFJWFhdsiS7volU5g5ksO+VBkA7ndgR9dJTapTVkMp7G1879HzKUW0SGiLay9nXdC7AWXKPxcWz+T4cwggUK21pcwXgT3tu409e3o++CkoXFbjIIYalEDJcJ0LMD4LV97ZFaQGFs7//ocgreQnHDCdoVOoAEFtPlzfZEVRZrDPkfkh7ezUiwKkZMiiiOU48aQ2zp1g49JpLZ0D6S2oohY1PH4GlJzx1u6AKcVZaQFI2iKAo3JWxRQl9sCHR8T241eA+4Jk4hcUaLYavCzQGYGpy9t/85AwSX4wYrq7OALizVvxY/RAG04jpSVlnuUQxg+eph6pGnQGrRjFJxE8hRtM8QYpKWpbLVJovJ6H1NDnPZ/LSrBTXFN4VRpERWI0EPkpdaQ50uK2g49soGp7YmYw6XeSf/X9r140IcCSWL9xVpUkHpEhDRgh0urdea6oKWXoF8hgBU9tGeRdX0ZW5dygpSbvJT6Bu/jlogQcEUkR5TbIrvHun9hNiYcobS97Rb7KVtqwAChqFFSGMzrrlD3Sp2FMoPkQOVXyXgdYU7oCWRHRGs52KxYTVACpJRyIowzUxgxq4QDRZuxyWtErlnwlSg6Hik23GZKHTjPA2lWchHUFG1n5dSwOOMztU1bFhZNGjR7jvZVom4T84U6F+oF5lEZHSQZiOEWdTaSQcWozMwkJkYsge8TjDR52xd4SYhLilpCa8JOAjPwBPLU9rdXJDuqjhWLGq9Dp2sQq2gSBhFGEYYWGWJJoyZOc+xpASmCl4j8wWZQIzVj+LkotQYPUTUGd5JHgVutTWZoID7XyHRWZ7iYM2VDU0RguodslbQl1XVacdiv4m50kOW1LN9BM1sdKCh0+2O5359/9uz7K6F88/MTnWd77/U4Vp1+1TGWO6XzfX/2AKvycmVo3L5v/V3a/euQN3L18zH3n58TXpZnn+ugzz/taPkmCXiPiPxUT1mcFUsEcxvTMgm+kYO2uta1bvCZjn7awe18PLvhKnjjc2387NUH9LxDzwyvn2t7q//1fxv9z5ueJi1KtOttq66mV+2KrKm4uuNrGx0vix2kAzK36lcTLpvBdmn7+XSIx1l9Nc7rGwUWGYfNnrsmWdn8u/67G8GvVr4bfP36bSHz9XE9n3c2fYuC8T3lWmSa2K7P1nHFin/rjrZ+ljZhsEcor73YPC39zufr3SZ8M+6vjWKNFz2PjNp8uaH3Zw8tf33+aVn7uGU7z7+/av0zN/7c9vmJ7+WTvnztPtw2vpGNkAWUvb2WMciz5z7LF9vvwmb94rPV99N5QLdDfW7m1rndWIA3d/mz367/vo5j+JQff3pt9pY8H9tPX3+VE2LZcm0SQNZsNNuOC4HCl7alukGxPbpMaCvksBzaPRy4Mb/tOXXFT/qhspwdnTmy2cwtnUBbtL4YJp39tA2t0Yg05P2CVF+YZJ/ipuwsOf9ls8+vWYGYNx3dN3O1tm09gqDLJkv/OtNqR0MbS/DFCL0XaYocgjZl3ddXrH1u75Xa3r19GdC9VT13om/7upVvroQUWd4VeqNdRW50w3FX2XRzOH9uq3zu8s6w+7y32giRN62nUxKE3BjZNlLECaV1JAzRcxtPFPVzm+hOhLWdZbLa/Q4+r/QIIFOgktgerrT7wmiB5Ag/ll20w2Udkwh4y5uo67vjJef43W/aPT3fZ9M6BEKanxHp9RecHqnQkTBxlTbdfS7i3vWwbakX2Bg8Nkoh7GFBmMzLOiBjfCeX1m2lwSyRnjtTWeY89nNe+w5xL4L4ofVligO2ecGdMdrqkR69r0KsZ2cATvuuGb3oeUor7hcChRSKuV4xmy+4FnnIIwXJEjoac7QY4yWMDi2TRjP+FDAJZXERWNZDSLswIiFA++I1b+iB1rY1Y1esg7fUNtLYz0ZQ2e53CCHQlJ7XdP1mHZcuR85WeIl3dTTspkXQhKamcF95uATXXnCrPdASiy4pozbCjwDaohNMEiaOeORaDb4mkSvBCXreRvm0cYX41niBNn4jJdalGRuuHB7AmuOiK0ht/K2Pna+7ljBWujcUTou2azQn7iSrmEckVhx77RSpfQv1vfpll4rwepdhdFT+lXm+IPNrSHvub/e8uUno2wH9vpJvd9yOr3mchX9++5ZdvmM/vqLWmZv5I8NQOR9+yXw48O67W+p0RucHKMpUXqLVuSuPDBiHxwNpThwue5SM/fZCeTnD/oTkJ/Yfo1D19FCYLjOX2w+cXh8p7wemt3seSZw1o/s948tbMKXWkVuDv71EgfgPsqOguOyxXeX8+gOkwuGtsDs5x/TA0Zzb6ZZRRl6/KxyejPffCo+v4KQTFy2cPxbO7yYe7Z739f/E/W7iV7tH9oeZ+9sLD/uR/8MG9HCG/8e/wQyPv39DueyYX79CJPF4/8C0m/nm/cxQC/7NK8qv9uTf/ZnDu0devBIOO+H0dMvpwz3sMr4bSK93pL/d4Q8X3v/w7xRNnOvIzWni1z98z1nh8uKW6rfI0xvYGx//74+MY0U/VrIpun+D654P9ZbLOcHwZ/z+I3d1Yn++cJnvuaQbDvcXDjewG0+kF0/kec/u/IaTF37vD4yXPa/+fED2E/LrHymjY3cjNn8FwQHB0ytiFTFnOAc/GiyTXZksU0yxwSnZorZGmjCi5k3JmTnt2FG5z+eIbpoPUWzZmrJUw/E7pCMuxuVyg89g2aL49V6a7+oCU2E+FGxnyJyQWTHZYeMuUnbUIzIkBv0FZEMPwfcjbZNj+UxEP94AkHdxZqgGQjtREZyJ2wjUUwU1ZChImilzwj4o5kIlx3ephFzVamW5CtKMuW7KXEZUnJt0QcSYCEahvgfPZLkFUXJLz6PlgswTqh6Ba0OGnLAKpQqJHRP7xbllVig1CsOmEmlDRolIT02HcGDkkA3mi7caYU5SJzdnzHQ3YzvDPx7w80CenFwqsp8gXShFmKYhaikoJHcONjN75lR2IBnNe0wc14mEMdjMVymyArK/hAzieyAiLUwcHw/4cEcqP6LTR5wBHyNaINdCMm0Fwod4XMHGSK1UqDFXp4hmJe9BHNUPOCUcT1RMHzCZIvWNV1L6FuWeYNgGu5fITcXqI7U+wFlJR8V2znwwdNqRHm6RZOjhgg1G3R/BjXy84G54etucKb8G9lj+BULF7ffgR6Q8InPF5RbkBrOClQm1hJAjtdwAnpUyDiQZkXRA3Ug6gifUBPFKGc6YCdMp5KpxNyLJ8PEB9IFwHO2oNkVU6vguapHoK7z8CvXKYJXMB7J8iAjOdEtNdYniKXqDsiN5M7brFFFCtSFKLdLz1GyQId0HSjmnx7D4zorMI+ehMuczY4KcRhQDnvBaqaVCVYZ8G7XIhqD9PDkuhXl4Agy/vP5ivJfgkGckCenPOzgJ462SXsC78sTT40d2t98x6C3zPxj+f3U+/kF4/x+FOrzEdt+QzTj8obKb4YUrLpUHqSQG9ryhauLp7oJRGbUiPvFQ/oNaL3D5LcN8B4c9Y058eDpymiuv2fPK9xRLzYA+YTzAwx0//HBg9MRNzgw2clNeUIrz9K6iVkmHB5JX0kwIGKmiJF7VF+hkXP7l99jxws03v0T3e2r5gPkT6e0b8vtbbl+fuPnuT5QfZh7+MMOLG3h9T71cKKf3lJt7Lre/JO8Gbl/tcITTx4TVGX0cybXyjcFAYicPuGX+/H9Upgl+eRGSwcOLd0y7C4fvXrF/dcPD5cg0HznpGy56y3B5Yri85/Y08PLdPhzubzL8aPCQyFReHL+nAqcExSvldGSoxi9n0Cy83e0p44j+eIOcI8JESuHgxsGFcpwjS9VdQd8UbE4w73g6Ku//90p9WSn/YNglcffxBYMO3IuCwnk0Jp1I8kheCup+2bUiurv9oK2TD4vjDrfm4AtdYAHVpCa/Wtd9eqNN3+mCbItiEC1d4d4Kt4GOhoiMAvAUBd5lMco0Eb3rrcJah6HJ/dQr2binQ+7mzgVDdgXu6yqwbDBxXW9VIv99wprOtxjOloiGJpN33b1FdG+hmoHi77aK7hTz1karm8dA5Oivoa+pNnmgz6gtc7QuXNfLImuAtNqEz50xiy60tV+0ZRXZ6FDe0d/h8JPn78DB6wr+p0Wef+Ulm+gBx8Ox7dqcx4a6oX4majXegUSatkjLF/TT1ao+I6EfK1X2CIksGcHJEsAA27Wh1AAlpKZjRXmslrJTHJHUA29a/0L2R4Ukwho5w5J+z+lrHmhr2YzNxRB9CKe5RYSR1YgAdm32MxkXGg1zRsvQ0NahbTgiAjjeodaARktx6NDBVXqmkrDCmYfTtmmgS1PuAYqipYIMwI21tJkACZEBiNo/uKMVevRQrGPMkvnQF4NmxgjZhBL2AU8BaJEGpPFM1AyIyKrQh5uNxBq4SBu9aUXQSGsH0eZXU9yzmp3yLKKg87jN5lptcNctrTUou02gP9QoZkEgdd7TmUp39D5rV1Z7orDyk7ABbKJBNu9Ycf+ydh9nzUiyfcc1nw0fV+NLz+wubFpfnBE8u3oq2M+CIK8mcDvlrQttb2jYsheTqnrwxQVEZN3SsjzbDDPX/ozF8uObv+OBNUtLn4fnI1n7Grfa5uMOitswup+5/v8QCRGH2PWEwhUj/9KmOo22VCWdkXc7sLCeYxtKZCHF7SR/Sn+fdHslNP/MzddE8flr7Ylv7/PrO9aUT3/h6gezfEq+nS2v21auHBZfdC1zIyuB+2dukKtbt9zmehr6DRuPl7Pt6zqmvg+uX/dzBPpsHTqxLx6pHjkQBq/r+z9HBNvPt4fPem9EjPTQUt800ee5C3Vr5EFfkY1P+5N5+6Qvn4Wnbxl0/PPNnPe17jmTo+V+bxPynre1XRhgQR0sDoFNlMkV7W7najsPvScremAdTz8sAgW0YVPtHls3b0f+LV7c9em1C62fQjuUNk6W5TDzq351BNJ2Na4n4K+5fHHWO1xHAyCLE+FqRTYh1N7ndjns5HnzV9dz0uiH5Hog+rJHrxrZTgWweAjXr+m5PmPrft4h+DwKamWpbX+07ztf64L4Em3V13fZ34HK7OikzjZWNEx/3+YZ2fz77EG97ftmFJuttr176fDntt2nzcSaLWfD+mpZqWDT7c2923d94RW715qANuGcqangA+wVBtEQhGvBa8JtjxWYphmYkaFgVPZUsgg175nTjpMkXJQhCepgzZnpZY4Ug+cRmVteeCXQkslQERCNz7Jjptg0wE2l5hOzwFR3FBLmI1Ij7Yx5GFOrEdH3BJKyCi0RN1iOuhRJjORwsko1Y9ZQntJk7M9RWK5oxVv6D6dSvGI99Ngr6pUkHrZcEXSaIc1c9gVLwkMdsHkgJSElp6pSSVALOnsgX/cSAlAxBk+MolxqwqaEDhqpR5KQxowPhapHiowUG5jNmMtETYksN4grek7gxlwSkp2sjmZFkoImqg/MNfok6gwGyQNVb57JZoFBk4mqE5aANOAOxacoCOthLFaLlIA5D9jXEBwObov8sKZC8JavXsFCkIwgiebMzLbULXDAPIr1hRK+KguiEUXilkJp6udNC3GHlf2TQErfP12QtvaOlkMdJxQuQb0pXxpO9q40im4ZRvAiQdDmO07eHYWpGeub0qweuIGeUWIj3Mex34EgEGkZLAy7Ju1o8kAjW8PCCUQO/Bx7SCKyQZxIk+kexgDakdYZvHeFvTl6W9FJo+kt1lPS5TZpzfClvlG8QjboZ480hdi6vGAg1SNywPpnGfPUok18kSTq4vCWGKt2hb6yKGlfekl0O47zZiBQa0eEhvHeHakzrjmc2tLokhVNHxECLYJDwjDlIrj1bPcpZCMqYYhYZgUWKgwnjXgYBN01omdSwq2lePQ2ZmvyiiWktPSeLqg7xSP1BdUQr0hLybCmptBmPGgnp0TKzhBhOsJfiAiDjhJtiHNta9vkGdGoJaLWimQSgJ/agjzdUjPc9DRZMccd9Ssyt/om4D4s0Ta9YC0izQklSOoyRsxNiFcei6cOtcl+3XjY7rU+BInCnQEAUpyKyxTApwUwYHitS2q2KOCb0dSjLVoNowb5d0ufBUv/5FUDDSC0iIQMKQc6v9SC1DjTPCnsBd87dV+peaCOe2SaKXMhVaOKYVKZ1agV1JTqSkkzLhXPEU7oqeJeKeqoRgCAAkyKXRKaYFBHTFDrSP0o1zRPgcY3BUMpMkQR1ElRh5QcdWtpxprcLUKifT9V5DKTZkNyUL9LADLUEoNUduMZl0qZK7Ua1QmmJyecXdjsRGCMSB27gM+CXpTkMAoMKEqhVo8IiLOyq5VB4OROSY33eIs/a9EIVRJJg5EldcbkeArbqSRhEMXMsakBw1RxM2qqKIbMUbtEVECVlBXPoDqjYqi1/dzOI4GlHirEOWaXYDuSgZIaACbacXXmFNmJlEr+0rCb5doqv1tdr50kXX7fyrGLMZ5rdW05fTan0CL/b9QdaX8s8umm/Y3OEEak/pDHmeRrDHbbka3Nnrni6gRkSQHS1bhu8NoK87Lef91RlrZCd/pLc7iR/Z+hz+OOZ8L6cg5txtgP4QVAKVzP/XPZvOsfwhppvpHjl9uedVy2X/m1HXZ5fKsrNMFtmaavkdeeX3L1w+U66iwcSvFeX/T9lQY6AC7WRJcTtk1D63JPO9XAnroFaXYZC3rqm5VWaGd3B3u1s064nt/tNNNiVxa7R0sl3bMYaDsTehqxdXMv8xGOwP5ZN4iuNCJYc1z1jAhtLJ+IMrr0Pda119VoO2Ub9dtqOl1lpLiejfVentOzbJ4Jo+/VdultNdlwGZN/7v51x3pfe9k4YBb6bzasryK95wevbH4+++7KtvCZRxeu83XXuhv/shDgm5/r/P+FdhfW2vcCyzr3N18NQ7YPfq4vn1vdDS+54hnXfP3adnfd3DW7in3oS998vWnLQv359K88aDUJbVt4Np4v4dNXn/3sg3/x+iudENtDsU8MoRC2znQsfA+JFw9dpiug2+eWyWuzF3nfNpvK+8T25Yr3GC20vhtl2w7o5zISTHoxBLK+rAvXTTy/PjuejXE99Hq/6aDo8LxbKMLrwjbD5aJors8ASx74fmkj0m2J376b+7LrMqcdPS2IhUHiau4X458v53MwnzXqwpe+EUr5s6W9OiebcLIINO0z7VEnS3THEgjDkp6lb44FRbGu4M/Ra4TTC9DR71M05Cn+6QSy5tyMHISJCIUfCMn6aVmzBaEsisghnvGxzVNDmDTlxRnaIRaKXQ+5xps0SyD68BQH20b5jIOqAMc2krQKcOK4Ru7AUHj75HQDuzQltQtPW2GrG3TaO/vB3Qwq62FjG0RMY60SB7X70A7PbnU5tdk5ECt8WvsjirADEi798zOt6udKZ+Ix3o7q99yJAGmGlfDCNoFGwml0Xai7U3qf89rWuwK78GovjoioKbE9ULc+xCiM2lIXtHXyvwJx0tsKXmWx/3pxW/EOTmrj7mNQtCFSJdU299o2x1o/RpAw9EHby32t2Mjzsf6yCCLtizZW9c4rg4eJCKppUzOrG6hYfHRew9vveaUX6fwAWZFZvkEz0evVQM91ufLDWPvOLzq7kw2zi5oJLEzP2sTpEjEQ+9ma4iApjIPWeZfEGEUVyTGXbpVeGyYQPg1N0zoSgANhzXmqyzREepUWxdannmZMEF+QXi7aolai/1GPBKp1h+T1ObAK/F95ELsh5yMyV+zHG+xyy7tBOB1O/LpO6FHZ3z8x7pXHdM+7P/6W/OMHvnt8x7vxkX8pF34llf+zjFw086PueDpn3v+Lkxn4jr8hjRPpu7e4Fc7/UZjPykAmDcbxDcw75cYnhg+V3fCKnL7hsj9S3lx4Zd+xn+45yb9xtH/hkl5xPOwpu0y+zWidkdOfOM+F75/OSEr862FkSPAiPbJTeLkL5OLpoRWkzmEwmUl4yZTfZPxu4PR4T347cLw88nQ+Mc5PfDefmUviY75hoPKb4XuKX/jDuyeG4vw4OsOU+F//+cL5MPBv9T9RfCCf7mGquP8b1Ak9focMIyqJNMKL8pHbU2EuR6pVcnlJmu9xm5jTO3TIpEPmUIyXf37JVD9wGt/ysu54cR64WOHt3QP5fsf/+r8N2Hngw39N1LlS/scD826mfjvCrXJ4+gM6CfPdS+owks8P5HlC6j1S97z0qElwurzk/DRyuTzxw+kjlR2z3lAc3tg9NjiP/+nCOE+8eSuMrshuj+++hr+14sgGmi8oM+dSKebUckeqO8pwoQ5z7JPJSSKMsmNOOywfSFbILc3XyTLojKUzPgz4+BJ3OJ8vSC2MPCBUhv0OHzJzPlA1M46GJmOwjrpz1CtmFWt+siKwQ2OcUxQ6dS3YcI695hKRAcPLcIKVAmak0gf4FLUQbMRtZLoMlFmQcUZTBRkhR5benIgCrPOMiqAqURBddiSp5CZ/+AWkVm7OR8yNs1+o4sz7MKDt6g61hOcL4oY+zFGF1iO/iraCsLZzbJjJEgVXUwUpjuqE6hl8R9E7UjLSMFPKjnK5Q2gltZPghz0ixk4+gFXmYuGwutlBSvjJkSdHyhmRE1oLMkWKIZ8UT3dIvkfSEc0PKJlUdowSIoZLxf2IUEn5jAtcaHWavpjchHy4C5GnXPB6RKZArJpFipjklYSBDFS9w+eCX2pD50+gA55GSJeoa2AZqS+hKoVwbOowIwK53uEG03QTZ0q+B51IozEMMORHkp2Z5kwtGa2RzsUtAW+ww4zdnEmuZDdkcOTujKqQhkylYh97dGgO9GcJw7DlR9AjZZhwrZEKyF+Q0ozYE6R9QykamGI1/kUtuDlEyTHS6NnlCZc5am0xYfWHkK38FZBJuzHeSeTQHm2HIlxqisjJeY9YpuoTJjOVinAmayJ7ptqBYi9x2WG7iMbY7fa4O7VWqE6dHhGUPAxx0pdAfiZth/xuh6swXyTqc4yKpKH5ciqSH8kyI3qLpUOc7QnkrMg5R4HncodyJvEDuGEl6qDQ6laZHT/RkX/q8mrIHx6AyvCPr0kvd8gHw87GcIGDZXjKcEr4j8EHbw8Xbr+dOfjEnRnHVHmvM3V2PpwuMFZIFa8zTw8PmCXOO2A05GUlqXJ7+hXJnZe/esl4GBhOJ2Qu2Pme8f0t4/0H/ObEqHtSyhh3GHvOGeq+MNSZXZ2Ycb7PCTH47XtHByXf32JT4fS79wCMr++QQZnzI6KF/esXyOGWd/fGZXdE5BuQX5DkyF4+8uL2Pa/3D0x3t0yvbnk/CD9ejrw8fOQX373l9Ajvf/+aMijn+4RqZZ+eInWURU0ZuVNmgT/OZ6oJt//whhvLHH73I+lUGb79jvIqMf/xjP3ziYPe8kJe8UTmKBXGPbYbKK+F+T8rRRLnx4Edhb/9OzieK3/8cUbOyou3B2ynnP/xgGjl6Y8nkhlJJg4pIb8Nl/tQbtGaOV0mnkphHio1XbipI4ePA5Haz3lxq9wcwpHHH5TqI2e/4ygTP6b3uCqSI/Lntuy+Unpz4BKGeXJDIneZ2podoDkVLZy/4XjV9fHm6Ay9vtUuakqA16YHanOlNkSz+CYNDizoeOlnu3joWYsxo0Xemy/2jLAZhg0BaQbr5kSKO3rY9AzYEtm8FjvuEcvtHQlCP1kdHd0+0p0EkWkwoi7it4Y+7oK41VV/gNXI1uxFLJHL1iIeVuNdpE+MMzjaso1tSaGh4F1KU12afrIBaknX6ekZFxxUV9le1sjIDkh0j8LC0qIPQ13rFpuNLQYJMEq3ecGaAuOrrj4HrS1tadO8OfhtxD2DVETPyxJ1OxxNzkISrrv4u0WB0Gs8NEepNT6vvmsL3EGAoStJBwt0B4PWxeEdjp0eEdCUUjeEHHqWdh00gBkRnSC45LZvKpGqU2JczbDutPSZRP0EwzCZI0LAh5C5mt7XfVOK4G6Yhr3DZYz+9VSk3h34oRcuuqn0GhIx1yZBC0JFpIDN9BqY0e9Wh4IWdULBetviuGR6WIm0uoPe0lCK99qYAR5z+hxPMceewjZVDaxgydq2GREZWqpNA5nx/BRAA2tpIT0AS5a+jrs924ybn7Z+vlD559ruDzUb1WKoSW3pV3ti2Gm2MFTf7M0OJWm2xsV21HlRtyl2m9infVhrbC5NsurrsokY6I66bSTBZ+ZkYw9eQcF+NRfhuOvv2NhwejPL530e4ne/su9th7Paj3y5f83yEB91m/HWcbV5fvl7dbZ1XWrT9bhjs8brxG3HCVc1Ppax+bP3/uXrr4+E6C/pFqjNW6//YrWltulbvpP1TvnMc9u5uXqvfDrCxR+4mculZaE5NGAN69k+t/bPN/1hIdTtcNf3yOb5Z8NhiXoEWu6naP3Zvr4anjz7+Reuz5u7GjLZ/eq+qzZ9nZt1pNdrtzwrm6nuxtBuXNwO2DdPfo6eN5/1W39+iNcMaj0kdPN934RNa+6ed+/G6g2DgmsmSM/fa0ToG4vwt76je7rr8vsaItYG4sJSGOyKWO1ZW9s+bzbp8kwTVhficK682VdMrLfbx1W3S8j1eq6U0g3eK+Pc5kDdznH7XZ69p83VOn/9des6LEXmXbmile34W+jYGiG0JYg+7i3KYMOot1eLroiCX91ZFM9Ec+nTZ77m6mdb57Py2V4s50wXbsNAfs2Irg+SzVcLAmSN4OiPB/vp+27zwj6NjY4WJ2MnHVnbiTE4q9LQImya87bzxN6sLGu2kTq837VGr/Tw5JWLxHPNZbGS9fJzw4A2PKjfsHj4exTJcuZtxqYKVq8FA+Fq3y273de/nx+SgrT9vkUCrGvWHdfe5739W/7ua9YFEdl04XkoyRdcUieEipdbbM5ccuWsRjHHClgqeFKK3zGdB4ZJORTjgzqnWvEk3KWESKJ6Zi6J8mioCnrYkQXyOGMWArG5M6eKqVJ2lbp35FxIpZLtlpz2lN2M5ZkxjdzmG4pk3KI2gI2C7JRhr3BxOJ6xYlwm8CycbpVRYScF1XDIJSWy3EEUgVUCYeyCZ8H3YDlRdcCIkGstyjiFC9A0o8DIheoz5/8vaX/WJDmS5HmCP2YRAKpqZu4eRx519HT3Ng3Ny9J8/0+xRPuwS/uwO91N1V2VV4QfZqaqAESY94FFAJhHVqVHNTI9zEwVEMjBwsLHn5nnMJwncdTg8baiJOr8QGVgqCPqM9XviM8NwR70rcBQVxJzKP6DkzSjnAhFLPJQoxUpii6JhJKSMbrxhCFSKMOMjnA+xbheB4/aE7cVs4VZRnyAgTvZKq5DWJvVQJSkI0kmTqKcUMwH5vVMnQv3W6amRElxnk2WqXnhNs64V7QI4spwzk1o/fZrQ1JJIJNNolZGCOoZ04ZebiHkgqDSC0lm1CN3N0REBBiewghADpS6eaDEzQ0VQzRC1uM4kXBKpoao03CqpoZk2MSXXlDPidRRVfCh4EMPEe8RAWN7KJzhW556baHJHtzLW7TD5njthhehpfCV7SjvRoUwHLR0F0bow9XJrZ5HrZWqzSlN1O8I5aMQqR/bPG7FQ9sxr3skBtrOjIa820LgmzEBqZF+yVNwyaZU9gi0QXsEQItMUQVVpDiyOpHCsZ2NblBb6jtJkEZEZuRwbqtExIBjrTRDbeq+ULaxfvslquHUsIqztpBybQUfa6CnXbCmhONtrtUwtTCgpbY2veZIA6OYJISosRGpIFpkhA+YCWInkISwBB1KJdJq9Zzt3sSsKJwqqSBjm/a1vXOwNgaNvP+lgYHGhvLsICMqTgWJIuXoQxhHUmljKKAlnA4mGy0KLUKAfnY5XpzIN9UP9bKLQ50uRaKqqDlv60wEajMMG4lIHWEYNeq4kIKntigEV0VSON5i33ozdqyNbgN96qk76zciRtBAjHY+gTYjU6fQQ+pQiT0tm5yeIhrCHfVIbYU1Fdd6McQue3/D5eBzBSvIaOjFkFvFVyOJkhmwmvCqyE3gBvm3xunDyoNl3teIyHtNFTdnzUCK4u/mTikrZgaDRGSTGiRnkDMZYRxHxlMizcH7BofRo9CoSQ1HKxChQRmVgjSwjVvBBGZNjA7nJYAv4qnxmRiftj1fpAYtDRmtGRvDEJ98RDmheifJSpJCpkZ6z0FJCl4rSY3p7NitMsxrRJycMp6iaLgYqKdIoyKKqTOrURQeT620zSSB35pO6GmEdcGenZwS5zQxiwUfJOF5wLNRHp11EZarkF1Ik5CqbPtoWARLwjImUKekVuOn8bd0EkSFPCtSEmaJFacMhuVCvQ3UIlgUeSCpkrPAXeCmLJqZh4GVyiz9HiGbcKn5V9uFN32wG4Lehna/1dPf/LG30KXw/ve/9TbZHAG+mye63rj1/TCII5DtW8b2ph3YDIhNR9vNhMfBdL31q2e/euWuZXTh3NmiEHzv4y+cEF/Pyfa4bHpI9KbPg391azfa2zaOr/XlXVP9ev67HnfQWN7oPkd7Vm/uqPt9rax8rcj9ymubn66Xt+jEgyEydO+C9HpCbzJF7LpW2Ey8yUC+tyPH+YvzQroTQiTkke54OdDAUS3qskk/66PmD8Hzm1C36+tEumEk6sOw90G8Gfd7AeeDGnmYcPo+ko1O2XXpjXytARL7OvQ5O9oZ9vbkq/Xd17mf177d2w63bV2EBgL8BQl3Gm0/pYGW3Zs+2t966KMY4unQAd/31majIYSmDgqlAXL9cGa3gu+/5tr2hfCWxo7733kz578kaz/8k7fP/uJt/jc++aYOv331juzcPvrX+iBvXvqG2H7Z1mZs7+vEW553bKzz1fbZzgvlqwPi+PBXvMK//uzrZ3rbfytuZL/3jb37r9/y11/zr3/4q69/txNCDkS3D6TVWHCaISeMVlsASfdQ9qJzdMRyoIN6FYHdaRXhI11vtfbFJpL2TSE0NEDbyC7Ng9p65X7oa3ymPeqiN9aF/c14aAcigs2g2ZXuDV2dNi7nvjOuzgx7FASAdWWzv7KFJRyjPN50oUOBpR39PczQghg3Yd/ju42cDu+QYyQDRG7K1oZs7zqQbVeU+5nU0BPqsRaR27IpCt0a2ZACW675jjJoa1j7VDXFBPwoJ/wrV0dbaJv7iVBIZgJN3yIi+jpLAhkIAb977Qc6cp6tR71vFfzGhhphF0X2qbD92c0jY8CMULYDOiIg+iHh8Zm0KAsh2vBlf4P3egUc+joB3YBtuM8hRGyHZsZ7wcM2NyJpXwe6cg3St/V2AHYib2kKfGx8sYUp9rBLj2KEopFOYsvN5yfwmP9WypIusISKIMDQKNjafK6tj9FGvLMLLS0qA2Gv+bDvpx4mGkJPX7+YC++FH70jffY0CF2Rj0G2HJ3eUCK/4pLOU7oA49FOKNAeAlXjc8cDqnGGti+G+NC8tdPmoQVG9HY3Q3hbZjdrbM1RATmGmnpD4ffDULrA1esTtDatE3Dcs9V7Sc5mdGPHs/af0vbSHlkQBkptnZUuyNAo2UGs1TixxgM3J0YTfAbY9p13ViFvHNPxdUNruUBtTiX1fY4dqG0urTtctAeZBFW1qBRrdScCQRJ1WPscd/oImaAjzGLsRlu6XvxdmtC7hXnpFg0j1u7ZDqPaRn3gI990OVnuiK68frgwl8z6ZcReYXn8yP30ym19wOuJevqJ8/SJ93bnB7mypoGP+cTlMmLfnVnuzvNPxrwY4/PKeTAeTzN5NfjDe8wN00p9MJYPdyzPrLcfsNfMUp9xv1PnH0j2RF0UHy/MWpDv/4DXgYf7f2EaL5x//4jaQConbsX5uDpZJt59947hEd7938JoqZ8XklXKaaaasP75kbpm5JKQBFZW1Crnn1bG20o+3fB/hPN7wR+hjk/Y/TtOa2EqK6svfLYbaxWYnxiq8X6pjJKxv3+HT5nzGdxWnoYriYKnd1iuvD7dsXzj8qXwfjU++cCSB/78e+H5H5zfyYkPcubx9YpeK+Yrtho3h49ZOIvxQX5LGpR1TPg68/DyQn0V/sf/44kqmeeHGX0qfD99QdLKF/uech95b88MzIyfCzCyrn/HXB/4Xr/wdLqRJkFHQV4V+ZJZ6ydm/idrfWKuP/LOHvm78gPr7ZkvP/9EGivyYcRlItmHQL59O7kFchul+JkiE3Us2Gj4KRCkumakVizVcEY4YWSshVRvJIdMpJ4ynzETfB4RVQa74QiLOyKJLD8g4pS0ghljuSPcSY8t39gchc6ZJQLt7IT4RB4cHUDWhftyR1aDuYQs+QgqCjLiMlLlhIuTzx4GyNszUh3uUS9JdEFkYTw7GUFzCiNuCm5QS6Iugg8JeZzACl7LVgowxCsNw22Ns2mZaJFyJYwhywkXpYy3kHdK1A2Q8wmmgVwTaoqcbzCtJCayDbiEIbjawlpnosxxRk14Z62wdGqG2BQI2JoLnpxioNXRa42C6uWMkIKfJUhrIF3LlLEM9VKoQ6SaSbXg9Ya7RmQLI9SFe/mMjAkZBxAlkcBH/H5CpDINL2/ky79Nbwa3z8BKbqm6yuM7LJ1I6x0pfyJXQ+sD1IT4SrEVkwVJHsXcxchpxVQid79B9RnRVuPCFb+ecVGqCrih8i+IrKhHXZDhWtG7YeuJxQaQlcwdGQcsZapdMf+CsKA24zZSOaNZ0FPoE8XBCwylgih+ukArRg+O1IhKyPUdXiHXSBsn+gAkSpmp/mdSntA8tfz+S+TarooVo360EKEKSF5J6QqmSP0xohTkCyQlPXwAEv7ZI/JDVzSDJiW5hHxVwnikHo4C6ozXlWoLJQtleCBJJjEgspDKK4hQNaEazkN3o64Fz056t8Qx/HKBIujnQIHrg0RBY8mYDSSLaKBVfoxzvsyoL1AdXw2KklJHrb6C3+MdRal1imfWkAeGSTf55W9eIszje9yc/E8Z/ZPz7rEwTRUbfsCXEUuKJ6g/CfY/IlVS+b4yT5nr4wPLlxv60wuSBXufyKKcr+foz/mGuJDGAZLjn19wHFveIzain07Iq/L5pwvLfWF5f8d+d+PuK/hAMkPqgqYJSSPrs1P/4jynKx+HZwZxTsUYJPavLhPjT79FB0f+3qjZme3PgDA32UNviXSH8feJ9ATDn5T0IqiHg+NaHrjfHym3lWrP1HrmgQeW+2/4H9ffslB5/fAJHYXpHZR14C+fn0ieeBoiRWD+4yuejPzbEzI6q/8Rc+fT7x6p5R36OKI5cf5+YhicR6+ceOXlcsPON7z+Bqm/Y7VXXv/8mVuFL0WhCP/9LuQlc7k/khHS7xTXiv1lxUy4XU8IlXL9CMU43f8LSR655znSsw0PDJo46UeEn7ml7/nLMKDMKDP55UJ+jbR+hmHDM1k+4irMKmSBJ27oWpB//gTl17hYhaj9x2ZPoMn/3mTTDWna0qztpNxk+U312a0TTXFBWkS7RUwuSovKbY7EcFqzgctCpvZ4DwGicWhRDLCFSXejs3cbR2uzG3Wk8W33ZmtgN8J0RcVapMem/8bH3nVKD0BG6H9NR9hAhN7E65hr294re18IvTz6H3VxRLs+vRuSI/rAN51t04+avr5F2Ddb0Y5DlF09Z09R1XXhrdaFRA0k7zpE16W6vaUBQFwapK8rFECvRyqWvupbowA9GiC/7doyg1ARka1uQdhcWs3LNCNaN1sYpY0n2eHoFno8QXjdnURzOqcJF0ElwA7SnM3S8tFvGTu6c9p72swAgioFoTTdfQ6dMEtEWFg47j03l8GW9hBo4J494YzgnNp+SkDZnNtYCTCOjIhMTd8PIoyakoKm1q51u9RX+6uPQ8NWYx1taLnp2M3e0+lSwuYmhIPHVTGdgrbciHoaYzzjUY8Be8A3u5WD3o9SZdgHiLGHPDmzuXZ6usYGMnAfQFPk79MVxFCb0drazr0+5hjySdtr3hZddwX4G2mNt/cfnH7SbZEHL8+WsGFjKv3Bzp+2Gw5zwB6VcABH7S/utltvNHAACHvQ5r53faMBttU9goAPw/kKILv/1fiTdP5Ca6vx6r5ubet6t832NduG3u1ybTx+2P/ae3m0GcJme90cWbKZPmR7T9jIXaI+i3uvN0Obpf7+NrdH/nJ8V+/vGwYk2zO73asfCB0k69t73s7Z/vadx3wbsf27nBC9W9uLjyNt+zjoTQ5D3Lvth/u2Bvdp4xir4Oznn3BkHb492idDNsiy72i/f2UetndsLzoeCIe3b56vw4gPjNz/6j3H97z9o6N99y8b4yQOtjed9rfPHn+RLh8cYcO9te0Q76Tsm9POexNN1vo62urNtRGiv7lh489fj1U6Q+kr1dbrgBgGDszq37h+cY9sAlR0vjGkHTbZkBGHtegCwxaaFJ/JJjC2CAI5oP+/Hrw4cvCeB1n3PvjernekRR+/7gzaD+1t7/nK+O4tt6+0MNDN2SDwZlx7M7u3vDMPb6i8w2ccg6eCVt06GuHYl87ke58OzPvgYOnC3nGuQuDtBb42ojmMvzOqjsqQQ/uHY0Bgd7p075rF+myOhM4RbPtbupNCmkFoyxvZ1+jrSJG/cR3O0I2XbUz+iJpp89FpvjtZ+6w4HKRX3tLP4TDoxu6v9vKRtx0iqw974+3ceX/D1nSnhCY86Nu2jz/79Mevx0PluJbbsFtwxpHv+5t56z9bhHooQtuAGo8/rMkm4B34x9d9xQ9KxMbZfH9968KWYc5jPoT4rh7HeXBMb7tI+jHgv6SX7cY+oCND3U8k73P9K67udKqDsmbFPim+CLUYpa6UUqnFScOd5MYghVFXJlVO6qQB6imxFmNdI5VENiO7kWUlI9TbgABZIhXNfJ6xwbEbWFWqVdQLWoi0XTJESo7LwjLcEFOyPYFOcJ5IcyLPkT9eUFQTp9OJ6WK8+3AHh3n2UFaHghfBquBFKZ7DzWiBFNdbJVvsc7sYOg0MOeNDptiF5DO5GBVhdQ/ENGHUGVdhGAfsYYIxMaaKuzPpnZQM14EqmZd0xVJBWluS3uGiLKfM7eLUNaM1UJNDgiqV4isr8CygMqB6QdwpEo7CIVV8dZ4/Z0rOzL+5k0cjjQVVa/nMh7b9HV0hmbCsZ4o9wXRFkyED4eO9rshaqD6z+JXVR2avVBOmMqA1McwFfTD4IYMmfMn4rxTj+h4zy+AW71Zryo2ASRi1xWL/NgA9HvU6xANsEsKqxfnYAAlSChFtkhr/GWOfNePE4CUADa0oKH2vVdrGDQSXSkQJWC1RMtNpvmYP+4H2MzYKSiMSaPVtV1ug1l2AQKKnHMWsJY+IgjV+6AZeFAaQ1IwKFs51d+8lIHAXauNjlgijSG5I+nvnRw1l72s0nE5IVmyJ5zRH0WupY+SH10CEV6chysOYMZgwWKRaKFEYApXS/o6fZnG2eGn9twEkIbUXQ4x6MLUZBzy1BKkN/R+I57Uh0VtudhaETEq9cGlLM1JHkBXNfbF+BX8rC7AgeUI0I3mA4YSUK2ozkUYht5z53VgVRhZRiaCZZgyoMkSESwp0v8gS8kk9x3plJdJjXBGdUZ7KIS93AAEAAElEQVQQH9ASIJm6KtUSmldUQ4bo6Q+MO4kV8QUnAB6mwQpxWlFzD/CQgKUMSZHcD8U1nPGWY4+Yxf4gg4643TFbkDQgJOjRQXhzEhi+NHnBJAxJXhBG4AwUXJ5BhZTDwBV02eI6pEtX2kQoOezN2EDuhtWK5QHTKPaZujLsJQxNIiAtrYU71TzmeohUoqFeCLJE/Q2RmINaM0RMAMIQ4yZqPYitYYTo4lyXw2UFLxFBZtBT8faIR03Sar58A50h1BQ1cuzF8auTTzCdhEFOJHlA8hIFuI1wfK6C1cDZrzlTRZBqSJKoG2RCXpVkjuYFQRhyyKZlXjGD1YIX+axYSczXzP3u8MMN3q/YXbA1UVegWiuRlMOhuUAZKtdh5uSFiy/Bm8QRe4DXgpwELo4Mhl/vLVpsBBNqFagStS8mGHFSaXNpznobKTpi9RXzO+pEbYsycl9OFLuyjK8Mo5OzYxXWEvWTbMy4VWx2UEN1wJNh5Y5TuZ+fKD5wzsoA6JhIlxzpk8zQhwUebzAXmFPEUd8Lq8Fiwroq9/vAuSgXy6H/nGMlI3hRWGsKJ3ZdoVQGy6ATRRZMjCyJlEYyTvaVqxhzEpIb2VakVvTuWDLqYMAavIEMXBBgYEVtxW43fPl1vO2XiPQuNx+E5S5MHqKMd/Gy60j9nv6Ys+ulO/2792hjOOaGD1BQOyfZdd9d5exn4eEScKzZC5rB8tivN7pN70bTY7qyL2/1TeEAlKLpfiqbDO5bG0cdiLcq39f99MbHsA0tfpx7afJY1y36fHQNeLOovdGdDt04/LHFNMqh0PSm9W0tHgKeD58ROmA3Hh51vH0u92nhq2F+6yVd7wSE7gxq878ZzmPcG2kd+9PsTGE7lpAZ4rRDEEwTXW/8RR8PQ+mAwo1eiWjZiF0+rETXb3tUxAaM851O+492HsqWFivSE0Wa7N5WOMfFe/RgetM9Ov2LbmCzDpprKLZ9Id7Y7vr8dKN52p2Gh727AZElQJvdNhGzoe19nQ5Sa7lNuJS3fd1MRm/5hPRMEt6jn5pNRpRe7CzSYdUAq27DaODUQ1hKt8npLxbz266I6thtsmz03fdMm0uazaPb+/q434z4a8X6ePmbn/LV32/uO/C1+HG0GsfT/fO/3sbeo69/2+jn8PlxpPu2ONLuL3nWweN8aOOre7dfj7ziLU/t33a7xM4e2z1HHrYx2cN5cmz+X712PvaLaxtLmwU5HFFf753jY7DRwr91/S8UpvYmq8rWz8b+GsF2D3VnjByM0bG5+hEL+wY+LtMe+dAR5AfCFAKVD2F47Shh+oHc+7gT8lZYlXZeB48gjHRHq7wfog1g86gfDh7f2t8HoOwlGoGWm9zZCrU37/rbArH7fGypULwfhG8ZdLe5d0aYmndmy4bDLsvQDpjuqete4B6lsMn1R7u57PdtRuKGnI417UJHXwB2fiD7/PexvHE++E4rR2HhX722Sbu3eV8bExcCXr0E85czTos6oBcI7GgLJ7zzLYJAIn/jmw0qHXEih1C9+94PTwSqvRvm6y6Q+BAoPFHQ3CIXehGkpd2f2/u3U5buNY/2M0dkRy/+F5ERHZFNjK3l/42xJaT1yTfjdThnfHPO+NbPGG47FrY0T0cO1bzbCBFj3V7t4HWgVYNr819wL7Fv+tyIEs6MJeacp40+gjjn1vbYpqEfxn2MfX46WqOlfPKdZrcNY4d1bPvHyQ0RrEivhGmlbfLTv0Zlf/3yZoiitrVse6h7QundcdyMbpj2vqlFWsRRGHscWq0I2twT8ezb3PO2DXznZ92IsO26fc2803p7dotsaLf07RbI/r3vEUarDcSzH2I9FdLmWG75Xfs+6ZFtOJEbVUCS0oua7gIadMdZdz5o5xvaaVLbSCOVQz/3d11MAqjcUV3BIgMUYr1QaJua1A7npolo7X1uqBvtDfcQ2V64VNs51Z3AO4+Xo6e0H26t39BSU+xAskDRNGPer7nMEn/8/B9ZJVGfBMuO+TP4nc9z5mofOCmMaSYlQZNyvSh/+mHgmjJTEq618P/5ywu3UvhyujM8ZN7/hwemnEjTGTPj85cZSuHdciOvzuNPIzUl/ofCfSrkFmD2OPyZy/BMdiWtwvOXhS/PFcaCTOAU7Fa5XReeP93I+cL0/T/wqAvv5I8wGrbCDfinIZFX+D9eYFqcuq4Ug/U8UU+Ja52pd8f+EsaG+ckZzvDly8r1daW8L5Tf33j848rTzwvne+Lh5Ynbe+XTP2Tyl0r6bwvIwKwZt5nff/wnDOd++kBdM/4vUKux2I0yrvzxc+FaYJqEh3Hg76/KDzfl/Qs83O58/E3ij//xkaV+YimvyD2RrpnsJ7K8p9bCl/WGDhfeffgNq01wulIRHuVOqsbj+h9Rgb/3M4sqn6ff8RepTDqRPGN/mCnPX/gX4A964t3LyuO14PMnJvkztb6yFme2xM0uvGjh4/Q/8PKC18/4MmD/8zuKwM/1j7/OJCyO5uDFtsR+SIuSShQxjeQtQpURTUpOSsG5eqRg0jnQ+WvL/WtI6GBzjZRLQyhJp6ZEmgvuxmoz7iu5RRL5zWE1/D7COkYBiKqYOEVuBA8MNKamEZsmarqQ00qaX0ErJb/idqfMC90RBkaxBK4kCRS1nAVJkG8Tugj1ccHyTJEU0Q6ro1eDdURuQyuQPCK1wloDFT5Ef4drFFtfhihuKw9h6H9kRUSxMUFKSDkTTlNBqOg0Izi1OFYy5gv4iswhv5pmXDJxft7xni6oCDILkTYnI2IMdY4zZWl5rnXGT0I6D5AyxSL6z24VCtSiVAN0RYY7zhlLD4glsqem0zo5C6MaVY25RjoYdcMNCjOOIZa38+bbLqWM38X5oUPM0ZLwdUXuJ2TNrKyQKsWMagZZIU9hBCYhVrA6R7zoHWoqMN4gCz5NgbC/fw6UOqcwXg8jSIblEepAYQYqVSuud2xKyJARm2AZwZRkCbEFL3O8f5oAx9YKFEQKnsGeBkQyOTdDiV3BF5RPITPY9+AjpaU2Si1fs8gTSd+hxaE4lgc8Ka6vcHrBc0J12KLMRBMiFdORejmHjiItxcbcIkvPkc4KH/FFKWUCS4i+IOmGCqicWGSgSEL0iqYropnkmVyfyOUDbom1jthUqU+3SMCRFWqCMuBrxV9CHhKp+ODYJcbH+IJkJ+kPCA2xbJWk90g5JDcg0siZV8IKf8eRKBpvK6wltKexyVodeWbj31QVNtYmMOQaSvI9nN7184+UciI7nM8wTyvreKX8J2f5AJJP5E8jy0tCP36h2AqXgXEp/PhPr+ScOD2eIAnre6UifF4EK45+yYgZp/PPaE585B9YbeSWE3U0PuiFC8Z9VdabUOWOyR1/ydj9gbNUHn584fX0hD79A6lcKbc/c5sK//zdQlqFp4dCFuFhMdLq5BKOkfFVkTVxrxNFEzY6foLh72+kH174+Jx5vf2I3kC/CHoZkMs77hiLVtLLJ9LPr+j5gfHD7xjuhfzpGdXKby7/hPrAqfyIujN++IKrc1nfUS1R/B0mzvuBSPt0M+QFPr6cuM7v+b0L36FwNx7TDdFn9PLfmUS5yAlZYJ1BXZmGjGhB/Q9YUq4PZwrCsii1CjbeQ2+7fEAzWP2E+gv16hERdVogK98vJy7lH/l8+YHl8QOX9SPjKricWIeMyA3RL1Qysz5iNpCXM0kLRZ7BYJ1+8+/I4NqQqZs4X5sVoOtn7DYHulzZ9OJuJ+l2gR7K3HX5pieHI5Mmzza7ySae+q6zt0gH78J0VxuaDhV2pOYs2ews0vSbQyePcnzn9Q3B3hvVbkvxZhA+6EXxmCBbhGbkEuugpmhG9jnZbAmyqbuHJBftlyMSt+uptt0Yzxz1pN2ZTbdMyP7engJjc4psATB9wg7p8Tabhx3e0RWWtt4b6LXXbNxbi9qVfbRRJzG6cbQWfeOlTQ/t3udDZoSgjx286BZpkFxzzEWNGq2VjHhqABJvUS2CWw5dLYfNxT3Som599ZhLzbEwWmMC3TTADUpznAvS7AIx1mZzkFYjUnyjK5EJF8dPJaaiXOiOK+jWFsc9I670VIrmCa8OSSNaNxTXZrZzoEWIIE3/U6TVF93SU2mLcumWyF6/IvW90VattnSDPfOGFJyIWtXNiqmIF9y+4CTMh3i+RSx0Pbbrlb2uK6JtqwUtb/p9Ay86Q6sLpS2SwaBWXFZc5kjrKB3g2Z11fQ9EDT4TC170t9OP/JWrpYh6Y0z2sAW1X5vFon3XdOSeruoN0vBNC/TsELsNtdso+26Rrx7cG9gM4TS7xVdA4w4CPtqL39hANjNFl2UbwHH7W77iad0x0OwI6PaJcOAjh7H2+gz9vceMPL0TfaV2Tre/Vw5tbUbUo00Nmu2rG0Ia/RzWqrfx1ob2V6D8h6+9L9vGhG3rZzhn+7ONr25nhbQu9vd/W+TN/1I6ptatw3s6wdI609Eu++K9PQiOyGA2Q4+440fjU5v8Nn+bUXyDvvrbHvSm9mNu/3avTL4PxPdf2dEMh0ZixxxQul9PRmMBIgdv//bV7kQ6vHP76LiZfFvqwxwfNt7hXd0g38N07NC/I57hSPSdfn+5pdv3h3nZHKntwY2GJQi/5y7pzpjGWg+9//pF0k4I/8W4/vrVw6IaSr/9lBZqFkJES4kkiSi+0wSOXgx468/Q3ts/O4Sh4u25DV+Ct3b2YkzdUQAHaYUusQo7I9v/tcLEbaXDwNBfaod2lGP9hJCNhB7m6lK39rZUSIe5DmE3v6X7bR3bPT01kRwp4evf+tUppvXRCcHKW9jkxqQrLbkFm4NGIKISMlH8CaIIdm/v0KeO1tjm6ziHbG3uCJSN+yJvfpdtnje0wJa2qrZn87fwwv3yvmb17UeHn91JsPXlK8PMxirkbWRX8APfSOHtjuRwF+BbgNv+TTeY98OwtbUHV/VD7KsDr/O+Nldv0FKdvx75lBACjsnuONjCBDunl92x2gX1LWpqfxdvZZZovr3MDyHhb6bB365tkLFHSO+GmDoIGI2koG0vl+5LYleyap/WGIEfBZ3e0OEsOpJdHFR0pugizdjSyaXxmm8K89ovc+X1/p6ZkXS5BVKTgrKwlpGVgTQsDGnFJdCC66CUi7CgJJRSnddlZWVlzXfyaeT0/QNjCkGprpVZo1BaqguDQb6eqWmEB6dko4iTHFK+MsmdsZzINvCyVubqkZru0uZ/WbjOV36+f+bykLlcnpjkmXd2xZLxsiZMlBcCISmLkxeiLoIo8yCUQZm1uS1vQp6BUbBRuNXKK0b5YNTLGtENa2W4J86vE/4kpKeErop4xT1RUNSMh/kTVWA+PVJN8RvYUqnXQq2F16XiVfgeYVTlcRm41MT0Avl1pfwGXp9G5rswX1dODuc1NYF5wopynxdGBobTBfXMwEIyQctKMhjqB1SEx2QswJ/1wjVBGoJbuxdYZ16rs1hGq5Gtkm0m84x4CQOLCbUmihbuwyvKK+gS5+hrYODu/kp5cyb97as73XvkltYI+1YPFTUUu4SokZoTouBkcxKGi1G14Cgm4SiW5uh0JYo6Nx6weNQgcSruBSeDhBEP8zBymoJpKM0yY1KiMGqJAoqR72bAh0i5I+UOqfWhFmyJnLmmpxAzdI8cjMiH9u8aRYSrz5gWqkeUQKoW6W+cyDM+KIwJygLLimSPvV4J4LZ0MV76H4ziqBhrSniShuxvEQfeoh+kUueMrwlnxaWiNVDDDBcYOpgiXhQh1wlZBzwJpAxUkq8BClmH4P/DGraPs8bareEY8gYM8eqYg2oNy0FSnGkDEWmLCFGFoafbdHBviGq35hJpxo5fE+ol4DrhqlSJoo1eHbxCSVATphbrARRv6p0G6CEiMSyKDnurGzKspGnGNUE6BUOXBnKgpY5IYQxyRpwhDOCAaxS8JGXII6wDWBR2VDc2C5/nMJZb1AcQahgUVLFW4F6bnGmlROQLtyb/FHqKNCfOI8URPSEygM3gsb5R/NOjkDlDFN22iE+I/RnpumyIgp7oGTHHl0i7xdCcEiWBJeo6IZbQ6QvogmoUz+5gFfdCTycqnhCb0EIYfEuKFGxSYp9p7E31IQxNqwayShyS7eeoRuoNTRZlXJJHKkVdEJlx4kzzWonUmIZrRZMiNYw3Yi2SI9VwbAajOgCDvuWKKJUAf0jUPlnP2PyE5js5r6xDxccVeyfUSaivGXtRqlbWNGPZYUzkuTK+FnRwxkvFslKmiI65lxattCipGvpwR5NwI9L3lVbvJklmbNEKVhTPS8guRfHrQD4nHh4Fu0y8Pn6AJWH1C8tJ+fyuklbBZ+dcnQ/VGXCyKcmUx1mRVTESaKZqzHt6fEUvd1Z75OonxtdCfjXyMJBEMe4scmNY76TPnxDP5PcPpDIjLzfyuJIfnxEfycu7cOidVlwh15jXIhOoM4ozaIFS8NmYlzNf1pF3ZB5QWAeGVeC04MNnEg9knyJGpsKI8KQaMUjDK5aUdYwojMqImVM8OE8eThFx5DPUG74OMafDGjiumkjrE/BIHR5wv6E2YlOiajvbfMZRig/g4ewTHKthXK7D5WCU+laSO8jy3uXyr+GVb3XyXaGWX5L2IYvBrgn51k5/4K0+43Qkuncwo8umG4RxMvqw5f7/K1EWB8PN4TqM4yvDRqRC2pLzsMMTm9yuLQ3ccY4AvrbB9I8Pn3XJf0u1dND5jqa7TUft9ze55u0zh7EeIkSOutFx1b3pJZud4qhUd72jfRe2qX29RXZ+1XVu3wBQrYFmD5O/Ngl/44oogt6lbgYMA/9GhkLIiN5S8sgup4ReG33URjfRjyaHdXQ9UH2Is7Tpk90u0oInYkqsRcQizdnQAcOp9Snqbm71NrefHaARKaSsnSdShtZH3/riWAupl619/9r2tNkZu+rmoRs0muh7gr4yrdB1d65Eq80cunv46G9w73Ml0R+pMUaMYOoBwgwZd8Rb+mqkvukbttNOl1fahO19A7YMCtpSZPdu105vrRB5txO1tnarSDh+fKORTYn9FdS2z8De54PG3NdyM64f+Il3hVz+jdf2e7/iD94f+Zo/9vaPY/lrYztYIsXffPb1q9+s89EpIF91aHu3HT5tnK7Ry56Kem97syi8cQD1+/zYCrsDQnaTeZ8DgW4vf2P0f9Pe8RV/jZf/lfH7139/vZbd+avbW6Tzva8b/8UEf3W+/CvXv8sJ4RAh8BzOLe8dbH98HQZzWATti9a72wsztIPTjw4Uh/0YDiZnB2vZ8WwIvrX7aUTDc4N3pYotDaI0ZIB2BtA2vdhh8mR/gXSvjjbC2Zh6/yHN29R9ZPv1V//ahIPOwNkI0FsOk/1Qkca3YxDH1Dybka/TW5tb45fClHCIgNg26v5dhLp9vW7RMeH4XefnhnVkBv6mrIZvzx7M+xsj+4ZLekqd6Isw9Vbaeg5AivXd6nc0Q3grxtPpcN9A7dA4jM8RxCL/cV/37tjZok6IMPSNYWxLHzmao6/5sOV2WpfNCN8EQonV6QbycKbtiIgIPW9swGFzBkg/sLsRoI/PgLXRwUB3DMXBFwrf7gPs7+k1INqO1eZMUacXxfQe9SEWhgvTIB6NcUe+/TBIBTk2RupDm8Z70KLtyIxY/Z6GqnXB92MzGm99bGu4tb31ve9Nw1sBJvEz3lAXtNDi7hkPBP2vE/b20ps7PcSMS9Sz8aboirfcojGYSL3a3mVtT3Rmpm3CPTq11U9hCxbd+Mh2BLe8jt4EKPEdcS9OFPNy2jrLlvvVI2Z7C4Pe5q3zFaXxiS7Y9aHGHHenSRRPjWWX7RBsa5T2PRLMqznCWrFwrDlH9XAmAC30rDkIHLedb/bDPOZL27TtClQvlKtY45u+8RTpoRI43bmlHqkjrO09tb5OqfVV99v7NHXya/QYEV1N6OwERTNYtbELYVzeWdu305s4pBnEjOflJyxd+d905MPwgSnfybrw8lK53WH5TWYeTpRxYj2f0ZLRdST7je/rRxapjPLKYxb+sT5gq/Dz68JSK4vdcXf+/Po945r5h3RhTMroN9I482Ux3JSnp4HLJVPKCbcRvxsPi1GHkVom6nWlfplhGEk/DAxnYXoXaMRP428Y58r3/33lqQipZpyK5iurOPlDQiTzvGTWknl3ctJUuAxRkPKUzwwlw/TKNNz5SzE+fipMtzPuD6yPir1X6kPiYR6pw51/+s8FWWH4spJdKfIPIEr1HygOn3/4E5XC9PvvOJ0Saym8VOP+nEl/Kvz4nfL4TrgOC5/eCct1Zvp/zSSFMX0gWUZl4Ms48elUGG6F87WSZuXl4wc0G3l8AZyyOJXMp8uApExPsfL3P12jxsB4x7UynZ7w3098fshcJ2X85wvyp/fcR2UdVnwsnB4SF7nzG/3/cbmc+P67d8y3kU9/+IE8GA/ffSJp5bcyY7/SCeE10ZVGTQ45EPQzV4yVpImMIrVS14r4RGZCLQyYeKCjRRzVGnu4JKop5XVCFc65IlKowyuuxmSOambykOZuKhRVNEfdID9Pkd7GZxJX1CtKpa4j5XZG/E6yGhEJD1Gkeb1P8e6OEJU1+NXU93ucNb5mvLSiymOl2oDfEzoIJMjTgj4WvBpWiSi1E3ieMb1GyuSLhPFwDHb3qB4ow9tDfDCNwf9vd1wqphE54HMg08fzGAhCG8PQPN4hLwx3IS+CppYuTTNZTxERwhpG8FxxUtTncWPyAF+UIQMJS+/iSJxnRO7ImpCaSWRSBpU7LlfWtVLmhOeCp1d81MhrvAhyUywnfHzEFaYk2CqsM4CR0hL8fz7xzTLcxuMKmCN6izOxaKSQqYqaRm53ibQLSYRUVlJdw1mSFVOl6IVEYeQW6eJe3wcqSydMnTKFsbJqRcQ2OSrLgDAi+YrqioniJEQfEX9AdG2G/ITLpfH9QBD6Mse5a4oZgRRNNHmzRD5uhIjGHVgJ5xZnAxbUzhE5cn2KaJ+0olJQragYEA6QOFNGRBJJB1QjvY6VkXqbwrFnS0x7anm/89LO6FaIO8VZJzlkJ8FQM/ArhiFFA0WfHU+X7kfA1zvL8i+4ZmwaQJV0nxBTlhI1VfQMrgnL70CNQdYmAwXQxEvGagW/o37HyxPUiTLcqWmOyCJ5hLJCidoeRcFI+JgQG1DNuA54fgAvpPoZvFLs+u2nqUNdV9wM/X4kD3C//Jll+Jlqghvc85WXtDBenfd/CYSoSWJ+Eu4/KMOXxPSHKSIH/k+lrPD8MVFL4uZjyGNJSakypRuSlC/f/0g5D7wszlpuPMyvjLXAxzPL55GUZx7yyvguMTy846fJ+Uv+CU9Gze8pMiB+w2Zn/fgd01z43y83FGXIkEZHL2DVqT+tlFV59ic8DQw/OqIr822l/LHi50IehFMqfHea4bcz/LBAmWAduZyNp4ugw4CmB2wQbP5ITZXb71fcwF7OJBm5jCMqivE7zJyXJWSp82UlqbMuxuzOuhaqOe9e73z/Kuhl5nVa0fpMuhvr+4n1784s1xNfvkwIhbTesSS8jIJpoZwzbo69vlBloJweEFO+r0aiUIcFRmO0HEXslwmdFb/c8LTy85PyF5SPP/+J53/6E5wrcjbGy8r0g1A+ZuZ/+R3yofLwH254WbFngdUoryODK799P7bC7d9OcFvx2U2B73pM17MiKq9/HvpBt+DucvmulrcIZ2STV+PzxncgnKKbwWPTFqML2vkT+z8OGRtMQf2NsyV0x24wbJ/LLt+yyda97S6nN52uAa02FLJ0MM5RNzz89DZ3W6aEPl9tfF3vajr1phM1O86x9t+xZl40243qffC9oHLe1PAu9B9X+miAlK1PsIHjWrtbNHxbd2n62W7Nauvugm8gxQ6C6nMXtS6ob/vwLZdYz1KQIkphG1+bUw+wo/eMCFizr+2gvy1KpNkJXOLM9NycDpzbWsaabI6MlsseC/4vlhCX2I/NvrDpValF0dPAbxtaX7f5FZWozdWihpzdkOXNmCTWtGOJCLeIznAkrajUVjJUWqRhM7p3h0VzDkSKKGIsG8wbYAx7oyxx3luTcfoe0OgxKhtgI3TDTOQwzTH/3oFyqe0XjQgJMQJ8I4h3ndPbPPQFLTEf/YMabWx1Cd/YbAwTxVIHqZ4RhhZ1Yg3QF3YRxwJQJIraGO/8tQ7W49VsebuK62BN/24OMOmf+1dKtXYe8vVJfrjn6IiQ3eD99b1d55fDZ/HfzrfkQN9y+LzvtW7H67d3u0Rvazc++8Y3Oz+CLctKt/LKW9DnfnVTvbQlP4LdD7y/9+lgW91YzDarR5rt/G63GQWNttv6vHmvw1PaPu8OjD6eZuuR40zuMyqHV/f522e9z0ezAR0iJTj8lP2F/+b1746EeNNpYT+kOrPuXenMMb5C3xDQcYL7JMmWZqk3vtsQD8ZBYYsc6Au0/X0YuKhs+TG31/H1dH0119twZCdSa2TVD/6WYPyIQO/tCcf2D395P6Nl73ZHEBMhjvHuZixs4zLp3ub2ljeHOW/kGeRAiO2mjZaOTKSvwtdRKFvTfljcNt9HD7FvWOzNOXEIJvtFmz209O16/uvXFjLXCFw8t3EEM4ZePKiNbiO2xri7x6l7rY+I/a+23Fbgeg/v6QExrcf9INBt40X6qf55Sx3UHAY7+4Fts9MFqN7qsQ99DDutbFSxhVzmMLL3MXhhj6ioRLHmtLUdvsvmHuqFt733pUVXbPN3aoRZGrqiMZhtzZrQtiFr+qHRHRHSeLPSi5DRFNUt/+K2Qd46gXai/WrnuB3msM1jd26K4tR24Ga2dFk9/NcDrbCNsxU4+/brrRNi36OteXekjfstA2mC9WF59+113GfHxzqy4+CBln0fbnTtsq3sduC5vGX07aAPQUsOB4y3JfwFt2OL4ulr3frfUQQizanaDrGNBTSZwrZXtzC9jsJqCBnvD9hxTom1Ew8HxNbwgT9JQxZ0HtS38oaTbDTJwXn4Jnpqj8LYnBLtDXZYzWAffe73tfPt4A70pzfnirgf5rzzgp0NfeO5++bS4mgxlvrKas886G/5MZ95SAujVv55Nu5fnPVJKXXgPly4Xd4xLQMXRhLCg31iEMNk4VErH2xkXoU/vhZmi2K25vCyXBiXCZUTY4J8ekVZuRdnRViGhJ0zax2oNoJURnFWecDtAZuv8FyQ90p6yKSzkKcCo3B7fEI+F84/XbksoKLUBPM7pw5OOgc6zu6KLcr05EyDMaLkRRjXgcFOmCykYean6tyvhbJmnEfqZNR3BUmJqWSuKfHpB0NeK+efKqMpw/AB1YTJEyaF60OhpIXv3/3IcDpRWChmvH4u8Gy8/85IJ2fJxpfilD/NDH+5k85KvpwhRW2KW858PFfOpfKjG5SE304M48KH0zPqhtVAyq4S6NRIxVL5/tUYl5Xn8cqSVuRdRk6wnMGGgVQm+HJhPV+5XgbGQZgmOKWFh+EL0+M7Lt8/4S+Z8umCnmb0d8/kXBBZfj3BWRd6A6HmKVIIreKssnLGGVzx0nLUo6hPjZ+UjU20Ig3hcHTFaqLMmaRg3JFUcbmBGFkHkilZAtFuIhRRhtTkninh4xjRA76itZBqwVbFV0e8oLaG0qoDXhN1jTSDrk2FlVDQNWnzZ8ee9RrpdkyioLNZAs9IMjQ5mo00zZQ543UJITULLgXzBZkUPeWIKJBIeDiKI0Uot6jD4OeWVuA+hzFtWnAxShkCpTsl1AXxEfEMWpBcSSjZwqDgwCDKmDKrFO5aWro/x82pteVb9hq8UUMhcz0H2y0fgYIsF7CEqqIKSV5A7tQlIasGqCA7ljWKcZcUy6oKOqFqZK2RIasIKk7SFUht7n6FMusQRRoN8SUcBJaRqqj1oslddoz/qRnJVtyiBofliXU640B2D/qtU0RKjJGiquZIhuodJKQ0oFEiSWoBNWFQibeMCOcweuga0TaawBccbXU2oug1HihRW1PwfwtQCBbOEzRSP1U5Y6xRW0QNLTn6yRmvE8Jzi06wVvhZMe/phhIJjb5qjSgCy/g64VoQuTb9MwdIa2p5oD2KtgYdgKQ4lAVQc6qsuKzIqugiiEyQxjDaVMPqSq03XE8wvENE0DXqgJSWpz+yVAieziBhFBYcrxl3odSGdrVPscbrBDUSu5mveBoxHdEqSA2ZwXDQhKTcak9IFDUYHhGbUf+Ce9QC8F8YL/4N1lYjJao8OHpx1vEFTxWZR6Rk1rQwa+U0V85fCuWUWM+JesqsHxTuyullRB4U+QenvjqvH53VEneLdGInCcdpVkCE28Mjy2Vkfq2YRNTiSVbkeqIUYXpfycPC43Tm8njmudxZlyviJ5xzyFi24KtQrxdOFH5z13AQJ7DsrGfHi1O9YhW+MFB15LvHmWEwym1huReyGqIwqJGGQj0t1DRjnxX7nBjVeTgJLhn3CXOhlFeWwbm9M2wW6peJrAPTOYVzyh4wc+b1BafwhDGI8bwaa3XutVLN+P1SeHdbeZleucqNsc4Mq+NZKe9Gig0sz5nJKw9W8QT3JHiq+JDwpWLzHVewSyJJ5uIDA8KcZjwbSSMVmtYBXxT8BlL5NMFrdq7/fGP+lzvj9xOjTuSHyvCwYp8n6ssD+enG9P6Krc5aV+wO9TnS0zydE8NfAe/9m+ztQJsbinWLYO8o6dAdY8N2g3EgsOEol28tBQ/bgJ79+113CrnzgLTloAI3uXu3PbQD26AbWfdn/M3PPSag9fONXnbQXZtjZe9BjG1HLzchuvesC8lH2blFY+xye9Pxur3B+1xx0GsIni37fbve3/Xr4zy2sRDgp0Ci26Zf79EJbU696xJf6aebztE+a6mMdsOusVmDGkK963QbuG5b5l0n/pWSG9224Q3ctkcq7IhlLMcZRqIXUY5htLNx61ezLUhtU9QiHW1s3y8xL5suuttX3Hr2CN3nrTmJQn+NedGDgrQbVeN7EUFbiHykjmoy3MEmEuBfa04JpzR5AVkjole1mQRavTKasd37vDdHjTvQ7Bvezm+NDBkuiUipFWfNFn0n4WAKEJ4cSLqH2CuRZaID5ZpcLbpHqUjjAX6k1ePPQ6obmgOk16TAm7ZqbLWTGDDJKIpIt30MRGRE1AILo/BBZ6XX1zi89ltIbbv9rS7d7RWxDp2v+dt/BzvBtk/twIs42si6EaHtr4OzZPdNyNuZk33v7vUydlunetDyzs++5gtfOyHbf4425cN67e/uyn7jdwLd8fE2QuFgDe3T8QbgfbCSSweDHnnxMSLBt2fe8tADi+77rPPPbo88DHvnantc3tan/or+jRzGe7j/zRw2HfJIKV/f8i3X/0JNiK/6s/V9n8iDbSmuDuI+LE4/l3dDEDuv950A+oJsYSC+jzHCjDve2rcpc5qRrHnmerQGyB4S4FsjvNmlm6Ogma5kb5cWsdGNbj0N0zbn3Tj2lZfpaMAGaXnSd6R1L8Am8tW8tb2hzeO64eY7KrsJw94mZQMrQKND/3pY4ZTZ+trngL2O7rHjbealOx42VEQ/23zL+R522U64rehV1X3f4oe5/tevzdC4Me+GTuuRBRLK/05LDptx/UhYfWMeNov0tAdlH6aDyBy3t0KOsnmhu6E2N6YWjhChRVC0A24zypAQGd9Mqrd3BQ1U8KX9FfftaP3O1BtiHG9CTd4Op5jdgc3JsoX3NOSNDAgF957KaWVndo2OD4fTdsBs0SNj60dDf2v0YedRQjf4C5UtdMk10HEUxFpdjS0vaF+nIyNu6xzE3N7dHUK1zX9hDzs85NoU2Q3frbA2/tr6FoW2/OAA+RVn79a33SVtG49nC62MdAhiB1SDE4UpOboeG+c61JwJ/3Sva9A+73vfY3+9dejZ5oB/eyC3g7A2rufWjCpxo2tDA/R0X72glfobZ2gjNHqYbvRr9/C3D2LOvT8XCBCFHXAgLerJwfMe4QD70nUeaMGYW63s7pGXxsvbs10n2f71gy/mS1TBAqnaeXrs9C7EBX3pUeh2NgFZuuKhnf4P6LDNWViD9zW67HJU7B/QDVkTp499hWr4W1fC+EeeEYflVjFTLo8D5cOE8oHJH3kcXlk/zMylMv/PZ4bvV07pTpqfyNfveciV78aFlcTEb1nLmf9nrQyr8cP9lZnCx/RAycLjbzPZhPu64O6knDlxQkfFxLAvFz6/TNQPV+zhCyyddgwUTqcbH97NvB9XPqwFvLDWBZkM8ZnlXvhjupIHZeKRQZSpRLqTZJUiM5/8MyZKnUfmMnK+JaZV+Twpt8F5VLgU4bfrmdGfyAy8fjejp0p6WEkOgz9zugq//+MTtRbu+WMQmbzDE+j0R5IsvJ9f8Gp8f7uTV/jpp5V1dr5/fOD0fqS+U/40CH9ZCl/mylTfc+Y78u0zw+0T18cTz+8z023hu+sNcuHlH2cGG3lYzuTxjD/8J9xXkvwJMSOnz0CmMoAKL2NC9BQsfyncHhKFyqQLl1zQ7wRZVqgFrYGc91XxYYKnJ25ceP7LCa4LDy9X5NV4eT3jI6zfy5527Bsv1ajnU3MvRVigGrkIWkdy5zNVApmlRCFgZmq6oqYkjwKwhRHPCX8cwGBcC6IVH+6RHqQ+IChSM5gwW9Q1GjxHtIVUkMKyCGUpaMqIfkCGipwr6jDeKpIERgUG7H4GnCFVDGdpCLA8CiKV4jO4o2Pk0vXXjNfMcgJyJVeL9BxVwRSVE3KKSINVr6iMpDlS5/hwCcTXsyHmDPUeRWAfHa8K98ibXDnh5ri94FR0OCHJSesJyKSl4sWRYSGdFpIvpFpBhTo0H+sKNSllGPFlIr0KTsHk1qS+FUyZ5w9IUtI7QRNUixoSdfVI5VNviAkLI6JhLFVVVJx8AAGo1Yb+O0eqIGa8zJTkzMnRlDk9CpjiJTh3yjO/riZES/FFjQFS25GeKBIpj0Sj4KhMCaYJ9yEcnnKPsbuQlwEVw7IiVLJ/iv2+POAo4hMizjCAiOH1NSTQoWKDkIcPaHpCbs/oMqPDnxF+hvGMDCfMBKsORbBVER+Qeoo0TXVGxMiy0MTZOALqDRhAHxEZyOl3IcctC46F390X9PQlxpYATawGZgmXFedOKlFvRXwCH3GPuiZeC8jn4L8p4+rYsCDiJAkHnHVgiYZRB73F2Xk/QZnw4QsmN3QspFyj5gQPgf7UFRkkCsCLYHVFdCWNr0Q6zfeIRJ0K19hbMe6Hlg01IlxyO7vreMZSSxtVFzxlVC54i/bQ2KZkXxFfwwhVwjGHXcIgrs8oMyI3ouD4d8g3MjjBuZTgZaslVkbSeUangqYJWTKPa+J0cwb5SH56Qd49oR+eWNYL6399olxXXk43ZHH0/0qYJvhxIhdn+nLHDVYGijkm5ygiPSdUhB8/38lzYVqFJBPyZEhakMWQz8rP65U/fH7BTfidK1e+8EV+5nydePr4wLQ677OHU/wdsDr+h0rxlY9fnnETptsHtGaUV0SuPF8GfBKqgK/OtSzcXwrpJuicqOmBqo+YVOypMGeFZURuDs8FnSC9K4zlxPm/vcfUKNMdS8azfEZt4HT7DVKVi6+IrKTnAZIwvcvkkzB9+oLdF+Y085dLZRgqF02cZGACHn+eMDvxpSZ+KqGj1McPLHXh5fWZJMY5Az6g4yOelXF6QRxul8LdnNsyUMtIfh3QVXmYKpdc0XlAfkosk1GzMy0nGDM2fmCdvqP4F8r1E4MmfvyNYDpQ/vu7qEMyfyKVxFTPjBW4rrtu+43Xlt65GbA25KwH55OuS8Zu5SDMsumj7fFN4G9AIN8UbJpMeTSo+eH3iGz0zSnRDAZNJ9hsMruCTq95+VZUdbaI380glja9fRvaBvzzhin7SubtOqKGbvwL05ccfzS0Lt1WI3s2ig0U2AQS69pUB2GFrrQbX2KOvKP+N4dCt5pYyLHbhHc5X9j10o7w/Ur3ay/feVGPaunzsv+9/dvaPhg7/GBv0R11/e1XzKdukQ0dMb/XAon1WVDvGRy6gbaNrEXaeANZqZ2ajghRo29tet4MGJJLnPklIy6Y9xqRjdqSQWo6anf+IyCZSBUd+pxoIcst1tWHfe/Q9UjHcqu/0AGXla3/3vREUYcygg9hJ5CKEnU2AnAcNCFqbb4PUezSkhdgwK2ZHvo+zY2OwgimXa9suqB3WvQY11EPd2lOte7gSI1eZIg+1KXRWweGtr3c7CrKCSEhLfVS+Nt8pynbI2tUDJUWhSFOwMcqSgk7qHXbE/s7O4n/Ova2AVHfZqvZ91yPqNm2ywERvc3NgXb3fbp/s33/ld68b5vDfdLZkWxA4S3Vl7eH3ji82pNvHm775NB2t9e+2fuHLu3Ozc4zj/Uym71iu7fti+OcdH4OdMe0dNBwB7lKn5fo1+YMc2G3J0tb895W3z2bYaItU5+cFJ8cI9m2c+fAm5pNdo+YCAfY0XG4P+dv1mfn48fV6u/629f/ghPizUkSm/7IUL3N2cE7tDkgXN4+uvX+qwb2puOTr1+5kVE/sGxHJrT12P/cG3lL69IiiL5C8fc+b923w/xvZELPiR/s/OAxEtiMvs0o3sPTOr12hPFmsuw0zR4+6W1+BKLQYvvegDehoO2HtXer0FLHHOauTdOGPu5dhN05f6CzMOTua7Utp79diw2L3B0RXzGPno1ny7D0TcimzhykbeCO+O+e8u4A6IPr3x/WqKM1GiONPI+ZIPuvhcFg5jGSXgOixmYUpx/mUVip1wroh+xCFC7skQkZkbwdJHQlfBtRxVvIZj+km3sqaDkgbe3+FsXhLfXUUfDxQFi41/buim8ecj/MS0OGy9AYTBsmBycOsS5BUw1FIa192BmK9zGkw5rYPuekOFi9CS4bs+t0/mZ52R1Hts39FprZ143aGHYjoHbQ7EZ0i7XzO2whqjuX+HXV5naB4+hQwx1aeiLfPOZtXN1B2Tyh7Vx6c0kbT8c9uCjigartIYZ9rrYjugsAvV+tP7uLQxBXxBPula2WSd7vj5aCdm1zFDZe08FO237ubfrW5+j3xszZQq83RFebBu39Y5sbcWGrjt2+j2LX3qJMBW0z0hFURks/1cgqSKPzIT9EYkgI8Uik9BCaYNecMcTAnP2Qcz9E6PX/vjnQ27pK430bfYfDeEtBeCAV9bdtu+wos2+5Es6PfuXkjs6B3vj0XeL+FGi/0eA0OJfHivxhxX9ayUNhfD/DkpD5OyYqj1OhkFF74mfL/F9z5d1a+I/rzChG9YklJfRDQhHWaxhrpCZGF8bsoIa9nHhdJvzhM54/R4oMElkSQxoYx4V3lxXTwlMxbrXycS1IqeTpTl1WPumNMWV+449kUU4lkUSQUiniDMMrWZW6foeVCV0yYxFeLys/TYWhwnsT3i8T5/XM66ny5bGQp5XhvECtDOvKsJx5/NN3zHpnef8aAj/fBdJ7/Ehi5nK/oyY8LQu6Kj//qWCv8Ph/n3j/mws/J+dVnE8mfF7hh3rhkRPn5cZlueND4gUYlsr4emX+UPny44yv8O4jpGHCTz/i3MnyM1pnpuWKuDLbheqJ25AwSUw3SKuxVGPG+F5XHpNQHoVaovArLwPFhVIAzfh5YrmPfP48MF1XPtxnrAivf5moJ2VNIz78QnL5Ny9pKfRco1aOWzh8dRHSmlFvDuDO47IHWlVKc9Rn1GNM1YdAkA8jUo1cboiseF5AlVQmxEbEwmlZTDEqJ4+6ERUPA9m6sNRCHhJ5eIz3nSpyX8h6R0aFh8hLX1+jwGAeLXKG1wUXJbXaDasFok1zpGwMJHuOaKAh6lpoNaS2Ao3jhAwZ9yuFO4MlZFEYMowOa4VbFDFMLKQkyNh41BBRX+YD7t54hJDygGTQFGP34uAVOa3I2RjmSl6iFkvJjdVVx1ypWWDOpOuI6R2GGy6OagEbWZcHZFCGqSCpYvUaxRNb8GG2BTGnaKStQpwsGjU+tlQWGkWCrYJPIW84uK1ReNuFQZ3TSfACa4lTUVM5nLvfSG89KtEDUOCWoAqWidQ2GmvCkCI1mLf6IA7OFVYhzRGtY6KorGRewRK2DC1K9gQq5GSIVqyuGEZthYrT9BDnxfWGlCuiV0RWRH+LjJdWUqydS6vgPiD+gNQZXZeImhkLJlAlZJxIS9HkAR3I+RzGiPWK28rqkd4snypkkHQGHahLYl0UYUZ4RdeELglhRCRH2p2SiN1xBcm4TBGRl1q0j5wA8GZ40ASIULXJALdHpA6QF0wrWSOCIXlCfcKE2HfZUUmB8ygVdEb0OeZTHptzo5/1cRZaPYXzv17BazOBQk0jdUjtvC6oRCo7TMOH3exm4hWxOXRGIfiMDTiV4jcSCy4hi0t9wv0b1VSHsRhSK1dLFM+MI+RzhSqIZ053Jd8E4yN2viPvHtEfJuofH+AP31HlhTJeoTj+B0UfM8N/fEDuK+OfXqjFuabIvV8ZYy8URWd4/7oy3RdMzxFpcHb8tCJ/ceQqvCwzH59vfHea+OE8scqNm3whL4/kn4eIUhgLNirzZcBeHX8pzGvhU77hJB5kJMvAg76iajxPT5RzYlxDQ5nXgtnC6XViuDtVJ6qesMcX7HFldY1UerMh18yQjfFU4Ysy/vE9djLkHxNrvnPlM2IDaf4t2ZQp14iCuZ1AB4YPE/mkiN9gXfmcCrep8F0WLqKcJXHC0ZcBvY7U0fl4qoiM1NOZ9Q6vL5UBY1LCAX16hw7GMHzCvTJP4EV4Wc9UT6R7JhXhcVoYp0p+yeiiTMvKPRfGMjCkzEt+z0v+DZWC3f/MpBNP72GZM89/vACvuL6SPDPZxFAFeY3Ugr/uakLv1yDG7jDQnqKl64ZOV7Z3na+R70GnfvP31qVW8+EX7XTdtBstOwCo7gr7pjJEhMWOMO4RzE3ml4MRaxvboZfSELubUbijvOPeDTTU0O/S0gFtemcf4PZ+379v+tSeEqoZxrvh7Dgf3u02x/npxsCm98reVndCuNQ2sWnrSutF+/vtpDuG05zkdN34rfOgY7q9jbdPguxW0l0v2oy0nVx+5Vl6sEeF1aDVzCRDS8UU/y8IN2AEmdrnbYxuuGjUERVFbAwTQ1ukSDPoiEckRDBvRUrYIdRTo7LO0MMRINrqJBmh90mAMb17J7iRWi0x71pZnyva3CTf5nMDSm4REr3/cd7ighNOefEw4Hc9fEtHvYEZu85OM7QalQCCYlP0T4dGmq3+qAXQ0NXafmj7TUKmfGNe7ypk/6wBg9GMWIk0Wl377EZ8h8120lJ66xsmcKCTti9Eul5OS5XXIlk80i85Gk7/bpUTA53bOm4N/8prH3t3hARNeyeasBkc1OjdDrA38Qt+9gtFuXPEbdBv+9BZbLct0KPFpBUfZ+tPryn8Zg5htx9s89AN5T2Kq2U7afxyZy1+WO8dPN5ZvjTes4M7vdlaO20fRnM4Y6Irna7aJ5sR9siTZLvH6TYaObRyjLxpMylsvKrPwh5l0aloO33onZRON7TIqH6WHfh34/6Hnn09yce5/bevf6cTQtp79kFs67pZz3cGvC3UgbDkwBS8p+r4yjmx5WaXviT7VCJQG9H1jRlN9s3Ru7cjkPfuH8NLGtPuh04n4j6GdktHGezOgeYRdFp4W2fyezqbN+33X0V2D9qhC8dDdsO7t5zuDcAcKGOhGR7bnhPHzN/IGk5LC9MZoQs9xMHevuqvTM9hzETEx7Yv+rJuvFSa17rNqQA9b55AdxJsKP/+rl8wn19eeyhqN7x3I3X/3cP43kM5aeFwfZ6dtpEy2Hk7LIPyIpIhDrY+Zqej2zeEgQxt7ZvXW1akORx6xMPu1Or9iHF3phhr3fveLwWm9lEY+7vHUTpq/chfgKg02cbdt78qUTeh759uVW4pOnRgO4gQtrRTTIfGBawb6RsTkwHZijlXIgolHEBhTBiJmhx9LK3/7kTUhUMvTL05Xzrrm46DYk+VdGSGff7bmDvSvBU1pCEcIgCkMVV38B4tMhzaECJn4rcevrGPBVpUg23T1B1isoUFv212A+Qo297dDpyjcCExY52hxJ46bCyn1ed4OzP4W7rYkBLdQSKyyd/H/dAFPG10ot5ywnePZW+yFX8Qiagrer2VHl3hPRVHr3rTIjbaflHvbRApFjiQfkeZtAisXHPjQ90tEwLt1uohMoQkWPeUSHcy7ROzpW2yhgrtA2ppKWpXtFL7psnO1gXWbd9uCx3ztfGZVlgSJ5BRApobDVoTumN8PcrkW68K/DQFUtlvf4ffMvVhweUz14dMPiWuZeI2T3wcX/j07sr3E/zGnIWFe/pC8ZmflgyrYK8LSylcr0ZJhf/3ww3FOD0LD678Lt85kbnM78BP5Iugg8EPL8jlSvoXR55HlvVOeanM9YFleOQ0CKfhlcGMsggvOfFxGlgQbn5n8MLTx1ukbvnNgKyZ+aNSi28KyevwW2Yd+Di8cNWKvGa0JB6+v8F5ZZ0r/mL48IrnV/RxYMgXpvLAZTlR52fWTz+RTMglDIHzf3pmmZX6l9+BCulpJg2VYcx4hvldwrMyv7ugDFxe7ozDitQvzC8L97Vwr0Yu73iq73lMMw/TJyTdWLJTk8FcqCKsTw/YpTJq5kTibFdGX7l4xd24XS9UG5Eh0Nvcf0DqyHr6A2u6cx8GKIlhMh7cGVSQQZgkHImjKEseuA2vlPHOTQZeilAWYbk585xYywXcqWeByfF0+3bW1q4ySIDM5kBrq0aaHKUpmK6sDHgd8DJgGD5EVKPYFMb7MpIVTlNUdPbU8lyfBSdDfQjQe13ACzk3Y4xGGoMqkbfWWsh0ys4pG6Il+MkKfgV1I5+J3OUZqhQW+wIipBRpc8ZZSCooEZUg9TvAkGtEZTDMkGug2hdhGIRhFPyW8WXCmfHqDJzIOWPrI847Urmjr6+4CDaGg2F2JbmgrxFFIUUi0spfgtPoDWQNfmUCeWj8MZx+6S7IEspydWctibVkfBSYBB0rmULBWEWb/DUgCdKY8ZKwZQn+eJdIv1wz6hZ1X6jcp0idZRaHweqKeUbPCb0krBpmhi4DaXbMB2w0qAm5P4YRUCupoajMhTrFeS9p4FcxOMDuBawQqSEskO9ypspIJeEW9YRcx6iNUZcoPisrroH4SyLAgPkjxsCqhVDcz7gkhtwMKcOMqDPqhLhxq69UX6iWMRFUbsjJqZaQIvi94P6CzwlfFLEFsRnXEmlsMKwYipLs+5A5eu7l4Q624vYF90The5wxitRXGFlBVtSC9swLxgCzkFYhyZ0krSD1AO53VhfcA+wiOZDqIqAN4brWOGOl5e+2MoQitCzgRm51HdQWsBmVQhbAH6j+iKUJTRVfKl4tijfXHBERj4LUCb1+H5EP0x0wajmDCVrCMV+GFyISvDb5vsmw6xkqKC+QFsK1JHhyovJ7Rd2pfmoyeY397gOJNaSVOoJnvKcoGwtHGfLfvFxYX8/IYuhzYcDxj8JqE/m9M14Wyn1kuWW8ZLyM2HXEP0+sd0f1FbihNsOU4fGMDsJwu6Grkc8DdjeGv0QOcf2uwij4azPmrYLLwPik6El41YVFC/L9C/L+xjQo77Piw42f8pX59cT0+e94UHj/YaGI8Fljr67/fEKKkE4XynkhPxY8CYkTisJcEFYuKL4mxpujs/P8O2d+cIYvI+frhfolY6+RnNRoBbi5UgZjGZXRhPkTTDfnKb+yqHCdlXobyC8PaM6kf4iIK38eKWti4YxJptwdvPL42yfGv3tg/OcX+DRj48r1XLnPD8j9O8YhMQ3OLDfGfMVsYF0vYMZTPqOEWKgqnPMdx5k/DaF3DY4n5/LpE1Yczu+Rczi7Fkn45xfS68JTfuA8nVmfZsp54cFvTD//zOlSeHh4RzKnlI+Ue8I+TuiQeXr32+B1Y8XN+DzJr3ZCbDaJTcHvhpdutIYtJdOm58fnm+VkQwN19WB3FANs+eF7Lb8tDUh3OhzRrV0C3v+FXd4OdomOrAVpgLo9dWuTu2VvJYTlrxXSJrd3Y58QOoIdo7i7XUQ3289uAjrYSOQtiLMb4zbnA33e6CYWtkiHPu+9n5thvEVhbLXc9hVDepqWgy1BZG8HYU8fS8xVN7L26O7Dcsba72li5RCx7VsGjm1gdMDdlu3h11wSJrueUkuazr7ZaqjNIOwNpNVST8oaPLg7AEQJ1L20Z9jW2KXVH2KI7+sY31kAFaRnfNBCpP6JlIObVt/VqBaNkDa7giDy0KbxaNh0YG40EKBM9czm2KKBz9zITdUjG54c9RyWITmcy2qBwtUUUfK9gLQ020TPACHejMThuHdS2Pl6lgcJZ4x7A6MSNbj2fhnSsk0IrbC207GhcdV+X1+tpkNvpqq2D1nBK9Z0c+8e+zaZpmEU3uvNakRTEilC1dlAcjR506Q02aHxBvs1dpDev87f3ho65Liftu+PNhy2tdv21wbiO+jbb9qRrx4/7o12b3um8863URDChnTuzr72zM5rvp6BDuzuRNta3ornyqF3+76On8cMLx1QTthi2r3iNMfxoT+t7c1hu9kculO5j/U4N92u0Dl0Oxu2bn7l6HwTuXKcyz5/vQ9frVtnaoex7xPudEf42/U5nm97f7+V1v6XIyG6R+rgomUjik6CG4G2Y3AjsjBi75ECrd1uzeuMvxOGN2xud2y051Jrd/dGNsPY5gjp/WLzTvuGpu7vbP1tfevpivbIc91vY7O1R1e7w6gtRkcj6HZOylfE/5UHafulHbTte2/eh/S1XdrDkWFEypnuwWaL5mhOCAmFBvdIrbD17HD1SdO+AQ7CEbx1QnS0x9s4nL2p/m5r89Y2m23928f2t8mz39EPqx5O0esbhADhbW2DRPY0Ad6QD4GgP7EfQsZuKD8iSppgdpiBOPC1HeYAN5By4B4t3FG6Z3FHcLjKThuNNqXNXdwdaE7p0QItamMThjrD0bZq1duz7d1b2qKOJIk2ZEMNKN3w69KiLjpqXqY2X71A9cFZIUYginNrs6eSKiAzW7SI533Oj+gTSttTvVhSP/jDaRPOvB5a5tH2Vlg8iCW2dffEbnD4+CctGuYN8qjtc+9FuobW5tpo4tsPX2nrB95ebfsGhN0B0al988AfnweytOd3fuc9QoAuGPQhCF7rtj/2vmy4JvDO5XjDa8M2HwdUakiHjg7oKFjtB0ujU+1oo0OUWgxbgty9FxVrqH6tEV5qYXiLNdcDX20pj7a1jYK14Lg2nq1NsNPIKR/Gzj4DDqz0Yt+bs1X3vdhTNAU7aoJNS321OSqtKQL9SGrnsDVUlqrtZPpGRrGD4qPhAJK+1sHPakdeiLX9ndiLrmvwWVoI8K+4TODjAFWU8vwbfLlwev9fGfMX7o8nhlPm9vqeuz/weYQ/PxbeD5XvrPDqC1VfqL7ycU2kmzF9XFkW4f5SuV4K/98fb5zM+Ic/wcMKP4owMUB9T5EJnRJyMuS7FfnwgjyD3CdqnVmuhWsauQ7vqOMrTK+ci7KmxOug/PE8YAZWZ05r4fHzHU5K+ocLsmTmT0Jx0CqYKH8ZfuAmJz4Pzqwzes3oTXn9hzvy2xvr/zD81eHxFRuuyOWR/KiMn8/Y63fc75X7y18YHQZL1HfG7T++snw8U//736NaSO//TM4raUz4lCg/XLBJWZ7OiCunP9YwMtkL83VheVlY5kqe3jEMj1z0xmX8wpLu3AfCCbGs1NPI/fFMOlUGSYxUTnZnsjtP3CiWeb09YG7IeENFSMt3UE+UD//MMl25T++wmviNrVzcI6d4hkGE0ZRVlSEn6nDlOizc1PlcFNYMd0dn5VZOaDLyaUVGI+n862hOoA6CK9SbYYsj0x3XBeWM+kBhopDxcsKXM55vuN/i7LahOSEGJFemnjdYMyawThIFfMuIm2E1akKgGU0Siq+DyYJ5wf0MZFI2hmRUXzFfkZoijaMbaRLIQslC1cLClci7PaKeGOvYeFoUPtcaUQlSfg5+c1lwrcicEVPSCfIk1NuAlTGiyLQwDCPDMDHXR2Z/RIug9R46+EM4IdaaSQjDLSEmUWTZDdFXoEC6gxZqV1vyGjJnDeOA3BOpKoyGJacWpZSEnAQ5B39MLFRxCi3XvuRIpzQMcdTmKKDIHGH32aIA/KxGFWsFhjOyLEgN4EW1xHg5odOIvy7YraCrkBbFx4RPzQmxXBCv5BSODhPHVKhj8G/Vhrb81ssdm2ukGuvpIfOApDNGojbkpJugaUQtRyrHegN1XBMqiaQRIWd2wTVTZCGMVxNCIqcBkmHDHRdnlBE1Y1luWH3F1jg18iDoCD4rvkRUjtUrsgzIfUTTgqY5wD35BTxhMqB+Bnvfzo4VkQXyFbc7vvwRd2+uozPJHtGaSLoiFMxn3CpmheoZWTNpVbLO5BQQdk9KtZm11pC/ZEJzRR8iZWFuUS61yZOaQkaTyL8AtxnxiqQzkjNiX8AXlIqqUOqZ6ickVepYoVg46UtClgkGRx4MvU3IpxMyFHh8wcypiyCrkK6OS8Xf37AO8CF4uwjoOkWaiPGK5ChWXE2QVEOG8KhDIfWM+wWRAmlGzUm+RkoNG8PpVRtwaJh3eedvkppQbhPcIF8jtdTyPxV7UeT/cPLvV5Y5c58lalbYgN1GPA347IjeUL+TfIWc0A8n1Cv5/ko2OJ8GvFaGL/eIIvqNwQh2c6ga9U0kMzwq+Qle5pW1zKQPn9DpM+Pwjjw88Cx3Pusd7MT0l99wTleenj7xTOLZM7Uk/E8jqonxMmDjSvpxhiQkHSN1+5cCZYkIyqJM9xGdlet7x38P+ePA6fVELY690PRm5aoLd124Z+V1UEZzymdHq/OoN64kyjxRl4H8hzPpIZH+T9DJ8WXE3XnVE6sn1vmOmzH94yPjh8zwUknPhXW8czvNrPN3rPP3XGThIc8UmRmGTyzLwLouJBt5zA+YK4spaOGUX0NX/TJhKvhvm/5x/YItK/buBOeE5YnFFal3uD/z8HRhTCe+jIXn5Aw/35CPzlSFU3qk8krxj9R5on5OjJfMw/tHJM/w+BMr8HzWJuf9ikv2H95tDjSjZDfeb8pfv/9o5JHNyBCAnW4DiO93dTvaPD7n7Z2Bvj8Ajmj62Gak6HYImkFMQu9s+t7Wh2497naao80iBrgPmJbRwZvM39J17oa1XZeJszqAY7I1Bt0AuM2Jtyi7QxQCPVJZDtr9YfqiW3u/Q3/tc2A0K/A2Z9IAc11j9y2VcX+ntGZ2e5X3lx/HtoFVuxLhAXh4M774bXP/vDGg9gwLv+bqtKLhLHM2Q3l029lSSIvjqqHzbxEl9U070jNrWMgIWHP8yIwjJDnhkgN4gtJrDqAV1RogATGEB5SHNtcx5y419Ci1Qx1YAS5ARCvu9ox4Z+iuAYDUBvy0bjc02XRvATwVnIrV1ExC4RgRrYgXInqwp1fKBIAyUiK5RCFs2hvEI32iS0TOyhYl09rc0lQnnKHt0aBXlxqOCGtpqW2vi7IDC62tOHg7M3fjYQPI+drumQJI0+1unSa7ucNBPZzK7oqhmLdU35s67xgF05mou9HAmfXXOSHegLk3prS7GPu++hpRv1sh+ycdibjlJDjQYZtKwt5w/H5vZed3bPd2/qLb2De36WY7Oo6l2yv2T7YxtnZ2P4lv9oB+72aTbUxx57ONdYg0urG2dq1vAt0JrW6bD3PjSX1dt5U+nhPH4QsdhNz5d88Wss34NuG7PW13gBxm9U0f+st6hp7jF9K/OTa+z92RNg5vePPZN5Dbv9MJsR+UvbTAfkB0p8Le4W1iOxU1d+Ges715dTp6nN241p/bgcSBej5W++6bFLp3kz00RuEN2vUgZMi2Gv1Ho6h9njcG3xfb+xHWcypC87oSDgH6UdfOrTeETzAF2cj+zZdbmHs3miVBVBiUVhwnetT0ByoaDmqLwye8oXGPNk/52xBP6RJN2HA3ItyJZ/Pb9HVtzPSNp7ATeEdSd8Gpbb4tC882rV0S2pdgf/dfv/yNwAV76qBm7Nte0Asgp/jXDsGNUfQl7igJX4FrzL63egwH58H+DuhG+rhPQBoz71EJm5R2ZH5NEPK6CSqBkjjM0/bO/q6NkyFeYnQ9zMyV8MDXJnA2b3xnDG5sIXKqQI/WyAfnXx9Pm5eOuNduvI3IiWgn3tWFN+97RwR8AiYiPF63Pkf3w5MPS/TPR8IpVtrh0NEHPX1To0gZ4mDfwhIjR3hEq/TclUcEQmtrC2dsaI+NvIS98HYXAHqarb997cefsKVg62GYnXW1jdUFVqSHf7Y1EXDzw1bZoxSs7YUtmqU7O7diA31KDwgjaIhhwbC4dyMfPwjEO06ijwKRBp7Rvc2N8/UQqxCQtftwfP9ekEjJoNEWKlu4bf/TpYciS6D0BDS9zUW4ISksBz3lFs3VolvcMz1kOpSDt6ty7LlYas7Rzqza4azWqF3amkg7H9q69GLZW2qoPuU7b6IhWjr6RnoRv47+aEqcbjV1pM3ZLlD/Gj3WHeY5CjzKb2/IADUb66I8f8os94nXUrmPVz6o8X4aeT8699F5LQOfbxIBKpPjo1F/KJRZ+MfkWHL885nRnfMgTFlZpxMuI0u9UBiwx0I6FbjFISu3QLknS2SemEZFpmcut1cuX16gJF5qxlx4kkDVL2cYlhQG5QzD7IgV/MdXSlE+358wSdjjK6p30qsxFOXyCONjUHZ5Nd49G+8+O9P6xHJ7R7m/o76cmLVye/pIGRZqOqP3lceXK7cqfFyFtRjGF1I13n9a0bPx+ZJYRbl+zNRBw4iuxsNJGN6P2Kz4Ffx0Qh6VicLon7jYjakWruP3fM7/SJFXRD9zuRTef1ioBe5/GinV+KcqnBeBnweywFN6pWjhpzxTSEz6EWzieq2sS4LXK2m5sXLhyglkRdbCfVmZM6ic0GEkl4nT8wNuiToNnLzybvrEdRj4l9MjmRvv5CfGEZ7OlyjE/Cvora4p7BMljILUEZeBmscW4WOo36lq1KHAICAn3JeQNXB8uGLZKUNEWI22IigmGcTJsoQSmrvjYQinQuPNVgQ3pXrB3dEHxUaFkiLs3wIRXKRgGmeKVCWZMtDR8SOSHX9co9D1MIUhsu3jlEKmiqirjOVw5NpirEucM1zmpkxX3DTowgukJfITa8YHSKeVbpCQCuVeg/8MzVAyhtHJbQQfsfUMRUnDjOQlRAagjIkqGZUwkiojk8leu7AkfD4jayI3ZxHZIRlFV0hKSr0+TXN1VAt+JSMiRjYFB/VIbSjrglglJScZeE2gguao8+GSsTKQ3EkpjCa1hBznQ3Q81eC+9W8Jbr+4lEEfg/C0AQ5GgXQlqSIqzfEQqRy0JNwSxgNe16gtIBUfv4AoidSKmr9DkiAPI1Ax/xRtl4giKG21TK4hl1sUcK5lxqyidUIYmgJUmqxswIjxW1xmRF8RhazhfJZckeRIKe3IeAI/QxGgoktFuZLWAS0DeMg2tk5YctJQSeqRdmpI4SyzikhGsqJlIJcJy4aNNzzfcf2C1ZF1HeNcsgpq1FM44pgHpDqSWm7sASQLds7Y4HiOuj3FneqCzis63/GqGKcwRKUmkC8W5/P5FJFDGnqEWdRKK6eCi4ejwUGqhqEz1UifloUqivqMrJF6K7UozS4iWxLMF9wKwoByQVKB4U6kTXtAMJK8hk1nGDcw09+kNIHTO9Az3B6Fclbsg+CjsEyRVmUelHIaGdMjozqSJiSv1Cmx1hwOrzRCnuB+Qq0wrAtaDG6OVOf0DwlLwu2pUhTmpQTE5hw6W5khrTC7YEzU1x8p/h6/JPysjNeR969nxM5Iqpzcud0SJSvjpJG66xKpQlTXuGcVpCZEJzAo9kD1AXkdQydJC5wL8nFEloHrXFnWF9aqlFFxVlgq2IjbhazC4/eKLTPz9ZVPuVJPV5TMI8Ak2H8ekUnI5Y6Z89ms7ZRr46t3cMP+NLM8C/PrRwpXsg8M9sg4gr57IVDCBqvBqzNZ5uxRK6SWAUwYqpALJB/wKvCScYEyBp+d7Alk5X5/ofqVkn+DyQk/PZDeJ7QI/vFGfb8iJ0cuM1oXas3c/jKQLyun92AfMmU4oxnsacGlsNZwPsgy7OlQvvH6uoZE10z3tCVdv/MG9NstBD0CPuTkrp8e+Gvj7wdoeX/JJlt3Y6pvWuwegeHdANLAR2EH6QjBbuRIm46y6cyEEXQz5tPaYe/CBuDsTTUPhCIcUdP7r7+c16467xaiNmcdzNzk8h0Z3I0ZvnefruNFH5ReuLj1u8n3JkfdyEO/dLb526NOWtva5zD0jK4qSNMDup7Ys05E6lk9TlCf1dYP39d2Q4T/OlrbrSK2gUajLqLib/LX7hEQ8Q+QxjsaEDFeXeJHB9DKub1n2PvuFZGl6YIxPtHMVl+QGnPCupsymjAjPVGfSFtTR7yDGCOqQulRHJFekNTqUVr0IGlfxyC0utYAn0nLAOHWS6OGU10VbZEe1nT3SNVsu72qzX2kb2pZK9q69PUFmqO9yXcCAYSMqKnIQFEPAKADbRLzGc4fBWrTc2POA7TW6iT1KD9pxcOt00yrO9rmsicNdsLuF2nC4p600XlqdBqbQz215yM90w6g/NbrYJM46sgSc9X34JaW6RdOtUb9zbr/Vf6Z/a7tuV4wvtN237G6PdVX7wDPZLftHnve16P/R95819mHtLTn3fa6mbTe7OMdOB21SNnpenu222v04AQNOXwDONKKr3fTQbfbdBvExmV87+HW/36F3bHbvHeOBtvpI7o5wPZaxvaGb+0AV7Yn95b29/V2d1I4cK0DkDZYcbfNtnHsL/w3r3+XEyKmuG2+A7MX4E06I/yvEEbvoLHnq+peKt82Yh/uZq7rLnZp+Fw/LhnN6dAOYg8nRngC2gHhhweQA5HRX7Yt+DF8pfPALj5sY2nRUtIcBVvC08aJ+/mM9P0q29z1O/RYKLjPkLQ5FUGToioMOTKJbGY49wj3R6C0UFmX7QB12zETnRCCEewEZmyBUm/ofJOpWiqTIOTD4Ds6eZenDpuxEV7bqP2Z4/N9i/2t8zdQEPsG7yj3QOLb1rfI27BCuhD5D2s7ONsBsENAGkpgxbmGUYRzm+vDFhYIq62D39vPMM5HIWrAI8VECHiHA4xGBzRHyJsN2W/rbKBHQPSIhibNbc6LZrR3IRwKHQlzQhhxlhg3LQ/i5hCphJMl8gs3KqYfX21x2Q9Jx7m1uXwX7/KG6vS8zV+Q0QQ+bPvcpe0jMURKi7hYwMeGmI/FDyGyoxLKfoihwDn60VMtSUSbSAuBdBlijjYHxNFb7vTib8cDLhAfXTJpNPK3CO4N7UnrdyfgtpYtAmmrqeKdZhzVQOZvvbCd4KPrXRnoD7ZjoO3ZyL4kWBN+ZVuf3mDrjfV9DFuo1Rbq2dEdx/cKkmMPqTWBtG1e6fTbIj0ke9NZDjQqShJFt577Bi4SYtwmgqWYG61NOG1yrnXy30IN9ejHjALV/RCW1HJn1uBnreB2ZxfS9sMefRdILvdmEExNiOlor+0dddcBXMIJoQ6187jtznb8BH+V5oRx+pxBFLKVlm7qMBDtLqJfFwmBw3025grjf7qRPhjlTxV/Fb58HtAvI8tjoVwW/m6C3+rELMJdlJcrfLoBoyOjMY/G81PlcYb/LI4twudPJ5Iol7Mw5Mz69B2rjryUEwXBnhZ0WOHm+BXklmEdUZ9IkjmNz4wPL1y+PHP58xdqGngeBtRH3smJdYDXByGtihEG7GGeITnrjzPFB15efsA8M7x/RjHy5wFeE+9/dE5nYxVjfTV++OI8fXKu9/fcp0fm54llGrj/cOX2+0/IpDBcSHLl8XOhFuG+jpRaqfIFLcaHTwVm+MuPEzdVrrcTRZ2aPiHjynjOpDRh/6zY1fH3Z+T9xOleuSwfudSZqVTK5Qc+Xf4Lyf872X/m4cn58Qe4fhz483878SLG/5zgoQpP88hDXvnh8RPLUPiveebmyiX9jNaR15tRXTl/fCHfV1Z5pMoTSb6QloXqKzVVzsPASRP5czghRAR5FN6z8B+mZ/6Ynviv42851crD7TMPQ+K35+8DBf4rrrJGmpS0LkgxPJ9AEzaEcin2SrIbJa+UaUZ4RD0Kx1IqmmYYX6lZuQ0jgxunugIZ04lI7bSS1MhTRkSxecSrIhopXtYiWBGqVyqFpBMyJZLniJzxjJVEzYqpkVHGklCU7BnRRNIJdKHma6QaSRe8ClVa+LsG/0s1IzZgJ8WTYM+VujjpoZAuTSbwgt0StoBrILR9qNTTgGYjjS2iTAVfnHJvSLxhQZKjj+18uk94ydj9e9wTw+mfkWHB10gvUy6KD5lsTrKVVIy0SkQ+iKMlwzWKLOchIslqcjwbJUUBxjFn3IVVG5q9Nh6aRwTI3UHc6ygtC6xGEicbuCTQhOQVdMGrYcVJHj4oXCir4tnwoSAejhxHWJw3Z+3fugRh0CeERB0iVYJNz5BvG+TBLQoyp5LQNVElUWXE7Y6sFcaCP7wiPpDqBSFT9F0YDyZH/IbdPgYasXyPyEDRsGQFENnAGw34HZeFwc4kpigQ7isVo4pg8h2VH4FnJBWSVQZdQdtcAKmsOEqRd61A8wXxheT/AhTyckJN8PWMW8Y0UVWYHq7k04yNGR8yfq/43HJppxRIRT9BulEvr7jeQL5gdcLKpaVOsigkXV4BReYLVEHPFcmVNDiSoUqmGFCjPkVxp7iS5xXWFyw9UtND0ElqyXqWQCzq5YSrI2kEL6jfo2j7CRBhkKGd9aEYVb1jqVJHw5Pg1wVdV5QaMmsKSkBDTnBf8DqDvEf4Hkl35HTHWzowmBH9HHaq8YktdcffojWFh/fhs7s/SkRlfRA4wzwZK5UyKkVGzqcnLtNIKpWhLMyM3BnQnMjThJUJu4YTYqwzrAX/sqCDM/0HpY7CqwtrNa63hSKGPjk6wv2nQro5DO8gTdQv75HrAO9v8DQz/sm5/BHS9wP594W6ONebUk+J6aLo5KSnO+5CnSG581QESCwyUlz54g9UH9HXE1TBH34OJ9nHCf6ceMmFqit3G5jHjLAiS+G8nnmY35M/wPl74X594fNy4zVV/nyaeVcy//tV0DGz/G+X8AstN2pxPrmyCLyTK9mNXGekVuqfjEWc2/0LCzPv/EcGe+I8GdP5mfucuM0ZFkMMTpJ51AdWT7yUhBikEmSS15FagC8BNCnqSIJHfyJJodz/BSsLZXiHpxN1ekDzmfTzAq836qVGVM9lRnSm/nRi/vOFh98UTr+F5SFRfndBfcX8Ri2F66tiVZE1t2K0387d6BG6R3CeQHiVD0h/bbpfk0GRMJaGfNwTq5Ym47aCs1v64J7rfzd6hz7b9JEtor/r6l3objWRiM+k78fNMLW/K/SyjuaNGmgxvNBTvempW/rUrpt0XasPvqvbxylqn+wR4XukBYef7kfdrjWNbIBP02ab6YDCzejerQo9VavTMw7gEQHkzUCrfZ68z23a1hHArTn0u3rei75t89VtVLJ96n0cW1rj4yiOH+zOkhjvt+uk/TJvK6dRg9KZmt5Umw7d7Qgj2LjpqWEkShuQLhSiwoaWZQBpDoDmUHJaFGuP9pYp2tActRs8xiLanRAa8qNrpEHqNg5t6r8ZUkvo8xZ2BJUwqFc5BX3nhtavof+npA24G3O1uFNLadHqtdkbQwbqxuGUUktcRETAyr1lI0/7Ord1EJGIhHOPCIrNURT71cW2yPhIvRtRnVSD1NJSAd1J5w0gvdkqpNVn8HCEiEX6ad+yNmgAHFr65c2hQgVfEU8NCNCWTGIfxP4u+/JttO5b5I0250PUt5JmV/h22S2a7UytvaNfG7r6uA+/emY3EMJBH397bQTJlrZuJ1p2sO6u0bc4kLcmHQ++4NvH+zr/0mFAM1N2J243MDQ+zv7R0fbQ/zi2R3eUdDvXRqt9/cMuECNq3Mdbz1qETbcnWXNEHx23mwP2zcrJptvEure2JOjj7VrVZrtrE3MwzP7V9diMtYf4iQ3Jbvv79mlvTR4sLr7P4bdc/+uFqZG9I3BgrNvyb/e672Pcs6nIsRX21X9LTCDsldd3gt8XbD/ktnZ85xEbcfZ166j0Nxunb9T94Nxor+2Vftx1Xv+1p387s9rhG/e3QCFpJL8ReF/mo+Cz90PbsdrS26GN0L1FQlgL9bRWuLVuU7id9sGct6ZjTBuNHG2cx353ockPrGNjRm8J+MjStiigPi5/u/67gPINjFCaYaWH8Lc1D0dAcxJI33y9NyWEql542juyeiacXrWN59wQBK1g88Yo9e07uxDJCDLszI/u4Ta2lEbCvkkRAmHSv+/j7VEN7MRELzbWn5v68u8z3ATO+H4lGEuMzfs8CNEnb1EIklv/Gk1vRv9+cDRBtHnrYtvuxvZI/9PHC/Rchi20WLp3bqOEUPTxJsj076Uf/L0YeNnXbEP/QKsMyRZNchRImzB+mOj47RDd0g8C4BAB8jVv+bZLkIN3GnrqIu+OLQ1hI86S3v/YOFuUydYF25FBfmhyY+Stjz2tU1MQtgDOftvOimLqNu976+/XG7mhD5BAHL8potQ2vnQnUnNCqLaIji2yJkFzQCg7X0ClB5/QoyFqi6BISTv5x1nZFCzr4YOlj6Xx65ZWbEMISA99beRMzxQbbQVJ+b7OHoWpA2nWuIs0x/XmCGvjsogasa/WIpQ5WkRHfKEbvbVxfnX0mNkbltGFF7HexrddKvBdVqo4vv6MX525JlYZ+C6vXHLli6yspfDJKosVAqk08Lme+cvlkXcD/H2+swzKeMmcRiPpSr7Bh0hLjnxWTOHFvuBTor5/bMbQBb9V7vMTpY482cg0wU3uJHOG15VhAW4nnMRahbkqI8Ikjp0KkhYmH/hhuJBWh+dEFWNZCzUnuCwkLTyVO6lUdHDKJZMnwwcYyhX8lft5Yv4wcHtMzJfMuFROcyHLwpQMGzL1dELnGy/jnQXh/GxQB9LfDQwF/rRWbIDb5KzJGe8zGcfWAdfMqwzcsvL9CR4rrEtm+ZJYy8ytzlSE2zBxxxnWVwZZGSVxugqnfwF/ER7WRKLi/sopJR7OAxNKfTkjufK7c+IuyhcfudvInUfMC+8SnKdIDYReAyA8nyjcuXNlqSMvpcKzIi8nLAM3YfHKz8VYqPx2WUkY5iOLJV5uiaTp3yayry7ROyJOyisqhqTSEGAGJiStpCz4YlBXSAuSZowFp1BxVhKWIlWO4FSN0PxBcwDZWv0Yn8MhEGmBGvBBBOEUKLd0I+sKrLBWtChaW6SRCdVKFJpGqBoFi3WtkFLjRwUdHIxILWUSaHCEpCcUQy2Qj2aNB57CWKhuMBsyCDpMaE5IUiQbnl/QlMjdGdJqviRKHFMKeMLmUxiopRXa3YSz6FN6mUhqeHb81FhOtSh+XDNWF9w/U+1EKWcojqyFqk5tURY6tbzHc2qplUOOCaeyQXrBsSiCrUJP0RCps9qYk1ClYMxhlBHBTfB1REwZTNDs2GhYEbhJpBYo4RCplEgxmYeD0Pi3LwdKU7ItRa0FbEUWa0aSjA8Vz6+xtjoEmEEMdMWHFVUPh4pHbuQepQYVk1vIDmVCqgSynoykhUB/PaIY5CjUmczAEknjPBGGVsjRkOxkVQZ1XB2rIOr4JdJLuMZZb2sKA3GcBKQ8I7IE/SBgA15T1GvBwuEjiueCdVSkgedM1cc4D9dmtExtvAyRwrv8AJbwIUGCXCNCQQh+XCZt9JgiKtFuSJ3JJWpRFK9UV8RWtNxIksnDdxR1XF+bcaql7VwCBFHyGgd7Si0LashqqRvuPCNG0AQRGaJuIClSgNSIfHKZcDmh/gWtr5FStDqeM3IKp0pdb1FUfR5xG7YoRNcVxEnl5SDf/w1aE5gvIwU43W8M98L9NeoYyFrxXPGnCueF23lhfVw4vcJlde5JeH0cGQ0u6xJOlR++UJbC8vE1BIBBw2j2KePZYJoRKrMbReApnRhz4uExk0fhKoWFmdv/n7R/eZIkydE8wR/ALCKqag93j0dmZVZ191RPH+Ywlz3saf//8xIN0RAt0c5Od1d1PiPcw93NTFVFhBnYA5hFxTyiMj2qJcjDXqLyYAaDgQ8fgJfoLjUNynQc4XFB15nloDytimYhvYOixsUXpGTyywEZIN+HvWzniqxC/TRjNTGNQToZPbJP18uJhYHa3IFxCdrIMQs+OFVGjEP0w7n/TMpCviRgxr8x1gLna0bmzMunhOTEkkHEmOaCYkyjkgQeSmE0J0lGJEfwaXBGuyP5gA6JOlSkwrAKtTilVK4pcZXom1SKk4bC3ZsVuxrL+5U1Veb7JYJq88QA6P0Z0cr4VEi1cjAll5E8G+pL6BMx7DRxPp4ow0q9FrhmdE7IOJC+V/yUuS4TdYXj9ZlUBDsfqLKyTleolTzvMYSv1G7iG4geenFnKFJ5zTBld45hlNdZA/ushM03a4KNgNvt4zfPnK2ky8+86+YfvXredoZY+DXSS4g0auTeydju4Y3xLVtSkkj3u7vPvPMFxXFqeDE3p+F2r55ZTgPNLfHqfbRV09gAwe5LNjveG+Gz+1zdl91tTDeCV/NZd5fZu4I9ULFhd68Qm+6HxvciG5KzXSfmIwIgN2Cy+QJ+w6w2Px3ZfNtfDQi3MZPts9J80kT0b3idieE9/bI9SxDfGtVKYs8Qbdcg7+Z0h7f0oMcOjA8bA/rcK9oItQ1r6D5llzNpPhZEmSVJje0AaBDHUh/WLXOoP+O+Zn9kRkhWnBFnaHuy414xr41wEPZRTENm678pt6kX960XbfR0hU7SdG3VG9rvN9CYFXqZKQCNrMuuB9wiCBP2Sd3pBo/Mh4Zl3ChyPdDom68OtLXWhSvWTx+Xzbds/ntUwqhtvBqZsMmHeAESJq30968kyMVr73VQD3IKrxXlFzpuG2R9/fP2w36t7ibl1Yl7/Oe2zm75IP1zba31Nbvpr5C/Xva6CfF2XenytemsNnZ7NUb/zF4X9oeRpndv52zX3GdCtHfpV3C4ZVvRNU0E0NRbIHZTezut5l13C71yRT8nrtN+7kC3bzT69tcvghhdvnZD3gMer3Xhfm7l1cdvg9R02xZE+nXHvz8IsYvi3pj+r95ge+5XWRnbu0dEb7eN9SmClm5yA/S+GIh95FtkS3IQ36XKtbQqddlY/8BGjt8IAGbtzn0S20T059g2lLh/JzhHZKCnHjYB7YrWiYhlY9lvEdqmULVfsA2V7zfwfh1h6werKbIdskaUTSpUk02JWm2ZgH3vkHb9FoToi6RvhzfBobU78GCf0PfcqAWM3Bjar2Sxl5Bpv7c29gHUduVI38e2KLbvBfbvCGs0O3KiZsa+1uIJPAMzW38IMtEkb4m/cwJfcJbGwL72B28b7l1TyEuTrx6VbnXrvewGMjUGwIhIsB9FClHzs2U8bCyYvtP1QMga99mWRO9P4e25/Ba42VJuD+1rNO6M+obWlIogzHRmAt7SMJtxE9I3gB/bGrAmz30z6AZVm2zr5Y56qaS1/b6zeKIUwsZ48NaUpgvndr3mWPsI9hj3TXPbFFrwwoYYqy3jIeQsnsFBFsLr7vKR4jm0xtxuR2N39iXTrxcrjJ7F0PWGcNMLX334jZ0DtPqbAikMKMPYwHK7Kf0Q6x7Za4ZJmztzYWscHYs+5rSzJrYgaBiOXbJvS7kbKqEUpOtICcfA2cg5dD0ZTc7DyA8xaEZEL7/UUgc1RbBBtBlOvcF3CqNKmy2puS0RV7DXAZCuQTfwXltKd0vgtxYEqYSD0csZpbYb1NbzJIwqUPEArqQZzY0iIi2bJGpiRgBCK+G4pMYSkxYYamVJwmi0TYerS/Nf2j4ifawI5ksLCkad0CY7zYinZbBYby63GR5tWyr/FuPjlw8Fvh8SORnP1z+w+IVL+SfOvOG344W308JsMy/ryvt55g/LwskP3NuJH8fMnx5PHAR+py+sB+H+ISGsDI8L6dl589nx4szvE6sbn+t76h0cfl/Ip5Hhr4ac4fnTW65z4ttvXnhzN5P0zLXOvL1kHtbEU7njSQYuq3FZKmlZGeYZuzN0MA5Z+d10wIrw4VOhmDMPK/UE/tuZPBjf/OmFaTaOk7BOleejsA7O0T4zlBc+3H/D83Tk+i4zPw78w18uvLs0IC9Ho95Zj+jymU/TGXfh/mMhHw7c/S+PLF75l6cS1VEOAT7fLdeY7+VETZm/pJE5Kb89Vt7hPF9HXp4zsxZmPUO+g+mIm3GYPzOmmcOQuXuC4yfQKpRl4EFmvlk/kaeBh4d7xBL1wz2Sjf/w3ciShf/DDpzrwNkOOM4wCPfDlTlXij6jfkQvJxZ94UU+s55PrOfK3Uvi4ekUWVH3cPWVP9fK4Cv/ZAs1V86nA1fLfHoeEPk1ZpwhekG0kscos6MpjIfOAhwGJ08gtZK8lSSaMiUX5lzw4tg8RDaCDIgUqsyIKGMO1uTKQC0gL2ekOjkVRDTsChWynBAdyIcKQ8F8xa4VLQktilRQU5a6UmWBFLuWmKBLhpSwFA7hMDheHT6H6ssPoKpkO4buLzPYQq9YIHeKjIr8VNCzIfmA5zFA5JxgeMGnJ9SPTP7IWpRzyahXRgqKMKToWeHXCffCslwhGWlqzDBzvAj5fCB5ov52hlNFZg92/6z4OlLLGedKse9Y18doOn1dqINH5oMmhuMAa8KfR5SK5hdwRcsR9xIAvqykfA+SAoh2Q8sJLRmTYKivWqhSSJJJEgEdXyYSMLpjh0p5U/GL4pco26DliEthlRlE0HFCtx5ZX3GIU7SEas/RsDgtEnqyjFCP2MMH6vQZsYz4EZE57Jxs+GhQlbRGY+mqUVZHKrhHBhQ4upyQmlEewy9In4g8yText41/An1hmDXKFDSb1HzC6giyonklqzImi0CbCZ4duyu4r5gVvCR8SZFtbI5IJR1fkLSSU4BB1Ah4MnwCvaIamZxumUpCbEVqxcZvqMMb5FLRZ2sBtQWSkxigTPD0BpJj9wWlMJQSdo4fMDL10LL2Wr1nrS+4rwylItU5a6KIInUllUoa3pCHR+A9yI84B1xO+Apy1Sixlq+IDJFdbM3pNVALprYSpaEKUcZsKGsE+moPUIU+qnrE5A619+j6Pq5lgh/f4m/e4WejfnyhlowuB5AhbBk1SlpQKUzl8tX7qatwOU0kUd78+cLwUviwHjjXjF1XfBX8v6z4myvPDzPLu4UHE/yTcDkqn+8O3J2dw4tiDyvldxfKc+H6aY7gynhHLgo/JlQKvJshF64kFk18k0/cjRPv0iOjj5T1fzDXjzx/Fi4K7w4Dw8MRYSHlK09l4IclcXxQHr+H62J8fl6RRcnzkeHOuf/9BXfHVoO5UP5ywdfM8VvQITN6ALwfnu+4rlDGC6Irx0UZinB4a4xHY+HEwh129xF7eI++JPLHgfGucvytc30W/NOAPmeefhxwUZZnJ7kxXBd0qBz/o+ITvFuNgwlDPiAp8/HgXI/OtGbECjbCeijIS2ZcFFudUgoXT5x5gCUjL86bt5Xvvl1YPi9c//jCMlU+PxayKd/OJ7KAvLkgUjlcr6gZ1AmrE3dPlbzOLMeVOhof3r3h+f4NXK7484LMV/IyICchfwdWlPM1Y9U4LR/hcsR++JZyvLL84weEQprP3aX8evXWSyLQwaPuZTfMYRPebi23TASv4buhAbR690PDSt5XbpAGfHnvU9D9ru7mcKs8EFZ1veEhckM/NhRE4h4i3WJvEJXwsx6YW6lTCTtZtYF1PbVYUvMxcgNVbuS4qFWfucFM4SvCQksha68buktanWrfkYbA6ZEPaYCtbczSXqK5keWaj+zdP4OGyfTxDV8g5qX7WztsZMuc74BbK12E3Pw9ulfWAY7GbxZi78U3vztAPWPrbdF8StmyFX6lsEHLLts9hwQQHj5Mo64pgWt1MmWTz+4f14bRqDaZkynmVLxhKs1vql18a8zBED5Z6hhPIxbqrr/EJkRJA2DXAiZoEUSUpEPgDTKE/5XjfqnhbkorUdZsDG0+c4ihk5Piyak2NqJLVI4wr3irdGG+bISzrTQV1l6oYTbmmNU2f01+2rKq2uap9Rw0rGXvrC0YkxFJuOTI/pba/g24jYgvQbRQR2XFO+4jfc5veJr3ptge2U4bLrThY/H8IgnR1AL/to0LGO4F2t9DtEMWtJZNmmNaesbU1x5++7IFahom0jI3NvKs+xef0+3cfnRIZcMht+BgA8q7/DYZ6PeX/bN88fx99UpnuLd/QXRyVG1TpdLGs/vst2vTgFBp+q+P7e0OW7ZJfyZp62l3zw5p3a7RAkfbu8s2lu7e7MfYCwQPnEkkyOVNr8UY92yb23iJ6vb3/pzS9NH23EJk3HTdtQUyeIWH7Uc5oKvAmW7P3X63n4M91iS2zeXrmfk6aft3BSG+vLD0h5YefWxxvh6lkdsHe3YA9KyBn11t+3yfwG1z7Uz+7cy+qcq20vaRwvjc3hgQeqBgV68IaCk0Hezbv2gHp+iR3NvnvL17LHppANkNwNzYx/38VxPVJ1Ve/abbM3HPNn7eAi0e4hjpO97GKTZv1YaHahPHTfOwAZZsC99vmw59voKJ3GtitrXCtiD7Qt4Pj76e29sPr1f4xh+42QWv3vuXj31DYyei2T3SthIGTN9UegS/l5sJtOH2fv19v2CMboBxO6c1+OnPuwUntufomQGNqUHbfIgmgbdB2snmpr50dy3flMLWKF3auT2g4JEJstV0E92IFP06Tmeu79J9AJfWPOnV+pDGegPx2mSr7hSQbM96m7fYsL0HEvq9Nn3UshpwtpJIssRntobU7bm8tOdsRmuLavdNNwRe29xaW7O3cQ9DQm+f74Y63RgKZhibkdc3OofG2Pv6o4HYbb5v+oNtzLeNlDB0eqOw2/t2laSv18amd3o2Qv85NOOXSyM2tp2OkG27uY1v15beggyvgjB7hlEz6FRbQKQZr9J/DkakagtK5QSpBSGcYMBol6W2pUs4QN3k2GRU+zt1fRLZDpJsYzlt09fMjkhHzK3nRRglkYHWxnnPKvI2Luq9Vt223nsguan72xjtlFe7bZsaiQba27h12W/r1m/z5Mn22/UrEcebEfMr0qxFhHE4kCvM8x3nRXisxlu/MIyVaxLwkckHhlW4m2HMJ8bhnjdJ+U6fGGThr2LUmpmvE4MnhmL4vPKcLzAKcnLM4DwKJYPbzGiF00EYFYZZWXHWVDlLNFobvVDnicv1yCyJRTOMK4dDYZgIMHdIaApHc10qVowiV0ydUcFFURlREi/+yNWsxS5jbbrB88uEXeA8TizHzKMrx0uU+np6aGvpgzDUmVP5gD/PzNdHkjsjguaRkgYWUa7HkVoNeV5JKyzP0QhYNONTIp0gJ+eZEzomXj4/szw/cTrNHA7OOU1chkdsLXh5D3ph8sTswk+iWFaYLuRSOV4eg2meZkoSzncKCQ42UKswyMxJF8YS2QD5YcXGxhF0OC+ZpYxcbcLqgUGdw+HKMRvHo1OOzenXFU7OuMDdZ6GSqZyi8J7PhM78SnlDmdYTCFi9sLZeASIeIHBRaioBBFqiiiA6IjqgZgyLNwA2N3ugr9GoN1znCSfhNuFmaL2AG0UMVwlWuoOnAPMtSQQ5Foc1gpG1Gil5xNMl2EHqzWlWRbKCZrIMCBYN31xZskX2QUltq6gRL88ZcWXwSFX3JUXzUxX86I1lLvhYcSlIqtHAuIKV8MQHBtQzyTKiUBvbTw6KMcD4wL7UokwzPpQWjFBSdWSpkfBXooSBToLJ0HRXZJSQBT+lcCIXR1TxOQXLP0X9ZR/GpjvCBioWafepDqHzW68n0WAcmkfl5Rgb0CxtO3VkCD1cPfZPW4YwnwbADeWKSSFNUW5Bqm123NcLXejMCDpkpLTMszxgo+B5BE7hCKZuN0TzyFRCVVRo2XKRRRCBpZl8fmn6+U08X1piz6mxd4ussbelBHnCS4nyU9pIJ+5gPV1swRhYS8G0UpO10n0SpfvmOfog1MZY0wzJ8EExzahVsJZ8Lwb5CHmgl5s1i15aKgvCgplgtmIJ/ARiFs/ighcNM6QRXAYfUfLmM5X6jIuS0yGu6RH8K22b9CqogUn0e9EUDTZlWLHxDFiUazDD6yVs42EKk5fo00LRyF7o22Lt9kMb04Pg5OirIIKWClaa3Zwi+1EMZ8T8Ea2KlATLAZ8dFgFLUcm2ziHPKYCkCKwOmN5xo6n97cPceXo5x/b7zhjfZcpHQS+Ceri6Ka+YFoYPcPhR0AIv7qzLFZGfKDOcfUSuK/LnaOw+HGYkJXTJJBWGUwBaXsFcETmiKVMqzGvl0/lMWmfOWVn0hB4HDgJYZflgpKJkv0MPB+4eBkSd6/mIWOWdVKwI9nImu3K4Rr+U62fwGeqbFbxQHjza9+QAPK0BtkO6MKYV9QHTxJpiXS91ZbEX8lyZhgmbHVsrPFX06mDCMgr5jSCTMphyt7ZSEu8KNRlDGnATZl2p4mgBilPOC1KNNGdkHbF1xZbCy9LKjV0H0nxgfIS7t0Z6hny5MrpznuN90zAEQHlu5T2PA5ZAxoRopT4odig8ryvFCqu8JduAjs9IOuPDPXDAxoIl4zoaazXSkEk5B9Bo1gCiilvBTi+sp5XyEMB+Xe+jH8WvPV75vf3f9kfAd+5Y9wF3xn9b09IM0lc4wd6/6z7fLzrjdO+h4RHtefYEwk6Y3D6rG1NYes+HbbH3R+x4jNx8hn6t5kvcbGG74S+e0JYV359rYwC38rpbB82WZbHds4ORr8iKfVyDfLrhNNKfuSM9O3+S7SO78esgcNp8vPZwceoX/tXmx3dfvfsHXxIz98/r/ftbj9B9dv6N4PYrgvn92CpEGErnwDm91Nbmhu5wgj4OLvuqGP3vzS8jgkbdp4r4VICX0gNPNF9MWxC/v+8GwjZWd/PN4z2jP4OkTkqzBke0HlstWNN7CfYZv5XFaT5qg2rcw5d37eBTs5sI282tbrIh1t+5S0bm1rh7Nzzb/HGTJ5GwY9v47rOFevZSBJda39CNANllwAO3s15GvF1De4Cwl1DtASl2GRfexjM1fKhlFdExlChlH6XEWlDKHayNbbuOS0MvZGnz/PPAwNfJXP/UTTf0Eegn3NZgl/LdGuzndtn88hm24B6vz9/Qg589zu2sbdHKdn7/ZMjLLvMB2b72dbgtRemf6Oe8/t12X9m/bws07PrlbHxSYv549TPNDvR27zZv0sZA249dne4zC3aEyT3efdPN7RqdhS8Nc204y5Yl8m/OzW3WtnF+PSE/n4X+rNvC+fIaXydr/+5MCNuAoF1KyrZP3CbtlXg15e2NNdwjyKav31bbNXaZJbff0zMf9hsUm+O138zcPeq0S2RdqMnNGOibWI+4tkGsfePwnmUhXdJxPFrtyG170qZCQ0Fva6E1n761Wt0r3E3XdMy3sSn2JUCcAPdMvCVr3JZD6NGmvKX1jmgRXTe/PbMQ6Xa0Rbi9d5ReiUXkm0D3fWebp23Q2+bvNFa5R31G3eB6InNlm4325bWRpL3kir8W9l8+LvGxngKuRyLI8IywNpDb2obpwAi0Hgg+b+D2TVkqEb2ODQv6BtE2PPdgS0I4l2hstmiLsLegx6tda0V8hjQQGQ7Bbgml0BsOtayCnvK+KQpvhk9jWyts9e1RxA9NibWsC21Kqc2V60IH7AOE6YGFEbRlWzRGSrBvEsghhMfOiEc68E0Q+waltzUrpY214lu65hrnugALwkyUYIqyDS4vRHQ+GpXiQ9tge9mqYVOSsaZKU8adsXAlkJpeS7EryIEIRHUl7M0Ca+xDaNHvNs8t8OFbhszfl7h+9CZS3Ri+rQG7Kfhm0Fl/POsp0e0zTe9sG1Sf7xYl3xQF7ZXa328hrxYUbAGCbkx128mgNehiG49N62qim3aCkLyt/xzvIuR203AGVNvZGvXbU45gg+RgHGu7hbZan96Cq9LX3u49u2HvGmOonWlUQ/Yz0dy2mASDU9q4dj2kAtZLmXmULqm+0+VODxAoFkBibppWGiC61ZDtExq6L+JoO8Oi1VIPsOQWkAxmgjUWVP+9RFaOlliHXXf0pIt21aS/bDj9W4eIcpweyDXz/OnCx2Xif9fC9/rEX/PIZ8nAgRMDx3ngeM7Y/Rvq9I6cZkb9kSvO/wVIHchPJ+7MuVsOeHnm8/Bn9Oi8eVOpnvh0l1hGqPbCoTi/ecicSEyLUtS4DgurrNyXhUNZWV8y16cHLkfhehTSyXl8cyHfg7zNSB1IlxMU4XpZqcvCkj6Cwykf0DwwcsJ84Md6olZ4N35g0DkM9eL88PGel0936D9N6OPA/3pJ/OdP8F9H57995/gL+P8Qvq0vfL9+4jxPPJ1/y5HCm3TBhpGXPHFOxnNaqNeV/Mcn0gXk6Q25DAw/jpCU4fuKnOD9uzf8dDhxOf9I+eGPvP3NxLtD5pLveT78lmL/SrV/QerIgxx4tswPMnKYVr5585npnHnz9BtqXnjOP3LN8MNwwCRz7/fICgf5zKgLx7qQ3CjfTaxvE/XqlFU4Pw2Uy5F0uSPNlftReDh+ZhqNw1RZS+I6j/hhxt4Yhyd4915ZfcB4w4WVD/7C+ivSrMWVu/kR8cRH/sIsFwYJxtBQDqTrRJWZ1VbMBkyjh0ZKE2mt5NkoZK6MseZsARe0nvA1sTwfgtU1HYEC5SNgXA+GJWHEojpzXm4AbjrAi8PZKVZZvTKejOEAtSi+JiQlBs14jqwylUxmaox/obizjgWvibweUAS9m9FkZKJXQloMzFjPSjXwe8VPEsGO5DAsVGYEGEn46hRbEMscOCIOqYb2mcVgAB0EF8WGh7CNzs/R1+YuSrj4esQ9kRYjWQTp3AQ9gk5K1QO2TBHocYMR/JjgRUk/CdQUGXjq5FxAFT+cQuOkFzCjLAcwGOoY9um4xNaZRoyRUqE4DNXINdj7qEXZqWSYKVYTToKXVppoqkgtyHohpYLczUBG5h78/zU6LvZ+ne8i0NWA9XIP9SDACWFC1FDtDYqjjnFaI9uzyIq74bVEXenFSH4ln98HIzG/hUFhvMbznUsEDvIltqcxw3gH6xNWr1hSTCeSLSS74sy4zNRVKcsBG1fqWNBs6CARfHl5iYyAGkxNHyfIYFMwI3kpSCFK9VGR6RHGtJHQzKMviNQX1K5UU2ydsSHjpwyzoecrWMbWQ1R6FCNL4uin2NPtAfMrpf43SMZh+g2qI4tnzBKrK16FUlvWlp5wTuT8Qk4zdrhi0xwxEjvAfEGWJ1zv4HgKe4lrlJaYS8uECPtQVkUwNF+DC3I4ojqg6R2JjHz+M7JcEbkDGSmScK2Y3SGe0TKg18icMilIUVLJaF1J6wuuTh0NPKE2gRwp+k/wlZleZsaPnz4zU5n/HycO3w4c/q9Efi+hA1JGxo9Ifkb/73v0v93x4TfGj783cnliuH6g2CMf/beMT8Lpz0/oceX4jxd0FYYnJ2UY72fM4fmzYksmTQ9UGbmuV6rPfPrhgr849Zs77O4dxzcrd99Vyl8WXv5HgeOBdHxLvp9499sD54+ZT3/OPKbK7w8L62Xl8w8fydeJh3/4jlKVv/wwUakcfv8JmSqmU9hypxXEWJfIZDvlM6MuXNIdi02UYcIls9aZ9frEGx85+R3LdeY8P5NenPyjwxvh8s8w3inpu8xxht/+S8Uw/vT9TAHGvz7AknjOK4ZRLgarcG8XxryS1+9Jds86PlG08NN55f1z4d154t3LI6c3lfy7wvj+wunTM1cXfnrK6CocD6fIzPopYyPYd5U6AneHIFaPn/Ey8+Hzn7isM9O7fySnE4/+rxz4gep34BP1AGUQLlJYdWUsmWk9RIlBWaPEZAZLC6t/ZD0Zy7eG2shQv0PqryxtuJH2bv7TDZCBje2+4UONLKUNpGqErQA+I4jecfLeCgKLssGdfNNLwHZA1b31LtMA/KUTnDoO45GRHeWegizXCUtRz1/ozYpvoJw3/CDtEA4Qydu9aETGLWvBLJKPBcQy+BRBSLEW7IwgLZI3zzQY6D3oEO/Ts6S7r7fByE4Y8d3n2ux7uCHKfbxv6NPtHIPGGneJ8jjSyY6+C05sA9E/13yrPXbXyUbdvxEgedyi36tlFfQSzHt4JMb018JvAjLhKMnXCKrRibclyCreZSBvAaOY0+ZjbT0MAtsAacFuw7lEMFmi32UvoBBlm3pJGUcbM3/LkumEBou5817RwCdgCvJjSigr6pHZHM8cZJWb79llwFBmAKpOILlD/Lg04qRHmWCTYKOLzojNVGtZscQzBQhfYz/rZRc9yiD1xCNrJcv3GH3gdUFqjeBK2Vx294Z/SmmBmlYpo4+zN1/dFe/ZgVrbe4e9LL1ptEavEms+bpzn3AizFWm2j3kvvw0wBCYTnf3aNRt6KeEnm7byZ36OsfY7bn1XvlLeutQ2DGQLbm7k0FuQsTPoO4v+Fojidp22Vl//uq/31+fKboFv7x1gZtcc7XMhldLe/YaU3nBoGsZB13P9fTYopgcHGwGz/33Davqtd0GKAEHaWroRSPv9tWMKqevh27BGzCFeqAcbrBE+ghDeqjr0gFp7/5sKcroW8W2sbuXZe/DhpnV2GNYeodhYoztcss3d/pRXvMr9D97uLd6zCm73+kq39H+iJ0S718/APXn9Mu13rxXwFzp++1l2l/RXkw/sos9dIe0HY38/f/Ul9tQdiN8/1oIMW5B69ywdU9vfYnvyTdDYIlpbis8ms/3vkaWA7+qMO68HoS3uLlabmMW+Tqu6RG2gXWcUmLeyTO6vFmQYGI0tn/p03EZ4q5nOLVFzW9SbEm5j5QRIDnTD5PXM/nx4fvGQ27j/W6fsD99u1FMuexS4l9/p6SJdGfaw0P7p+mdv26d4X4SVAMDZCUSbmF7GZvv8mY2N37MnJBOBDwXvy8gQSrteN0b7v9vsxn3KppVibAPwFGmGkkaWwe2MXZMzkfYsnUGiuwSFzK0fRd0poz4PSoD5LcCwpa46EeTpz+rt3Nzerxtnsnu/1jhoGytnU3Leg189SyUevkeiexBRNmZKf7l0e5a+CXkfn3b9fWZFWLzt+zD6XKbds3Rr9Us99TeOrnd2DRE3lbRZwJ0p3yPc/X3oiRCvN9h+2a6/buFuun3do8qvllEzdHvTd+kBoJ2eiVhJW8Ftk9z+6/dRgikqt8ZJkiKSrylqeqpE7eqcM5qCcSzpFswIGezy33VfPLh/aTBolJXS9o4m3tLJM6ihtRs0sS561kpcTyMQ5NaWT5Mhhdhoe3jXb+8GbLVWZXfVPl1ttnbpRNwCu7cgiGyKajc/7a32inuvw17pM/fXG/bfOcycT08vSEnUe0XzgZfVGKpzuQyU54TdKXZMuBsLC8kruShmhqTO9M0kCqN8Blc+LQlMKNwxpMpwjNZ8d6dEHpWcorl2WWBxIw8z06kwT8olHQJo8xHXhI0LNiXqIZigaR2oL/DsTnblXa0Mlil1irLfWTCDdY30bX82GArD8JmsjkjUaz9J5uDCZSzIwZHrgn5YsVx5yQt1qowHpxbFLhlbhJfnyiKCnKYob7JArSPlcqDmgpihqzHmgTTBVFdStWgaKIlJS4Qs/Rn3QhoqdszYeGBNR/KUuDutXEvlcnZUhEymiFKzU7VSLOqVfzou0bx4zXh1huJUMc52DbFZV6jG4oq6MjwnsidKDXtkWIVcPRqwW2cqZcwjI8CsIj5TbeZaFnydeZkvVBXKnWApk+z0q1QbOMXmaJybgxmqNfxn8RVPwR5XKp49nCwlUGxzjEPr7xKLP1lzFTQcsiA3pNa3xdCU27mx9qTpBPdwvGxRqjrqGU2OqpLcEY3sQtGKZomMABuiiSmdDRmAhLfScKOH/hpTiXR1s9hDt74zwdD2FHZR0lYz1nuQM2F2ZDOoLZFaY0C1CHjaoWV+pcairytobTaeYy3lXzzqp/shY7mVrTKPca9Nf2kLoqoiGVKuLd9Po4FzdiS37VUN0yVIPyWIBcrSdrdD5OylsNXUAziKHmGO5MZQtBJl5FaD4mgWNCcsCzVL4BgziCSSZvCCaTRhrvOIkIKo/qvkDbrtYM2mG0Qj1kxpAd8ClCDSuGE+hL1aBavW9pogc3htfyMRhS4egjDksf+Lh9Nv6QUomEZpGSkxJu5DjCWG+RVNQNaWuTPgKUeATEH9GA0yr4oXD5OkSvRYQhnXlq1QYo2IpFYpMmbRvEYj6ZoR67Zn/DPp1o6jtoausBJZQQwIY5ybakscXaHve1rQfIx7+gA14XXFrOIarEnXEaeBR2oxdj7gtUZDbAlAUnSAKXpzdJPJqjb/J/Za1/ApUrN9tgaxkZ6CMwehxXoZkgqytqochlIRi33RUgQRfZVYV1ljre426i1TknCA/CtTbwQYpoADzpeB608Db8/OcS5MSRiPUK4j5cc7RpuYHhPjGIz+IcFdinG2+kwqFZkHbHAWPURezppj3TkgjmoikRmmBIPiR6PmyukwkGuK/XMZWC2xLo7MZ4ZSyauTkuGXK/40o7OSiXVtz8JalM9vhTxBjjgja45gXF0W1Co+DaCZ+jmCVeovDGNlQpjIzMcJG45BfqKVLUGxxSm1ss6J9eWe4sb8TWU9wZ3AWCrp84wX4SWDaaXkROkZM1UZhwwyYDn8GB0Ey4maC87MkCDXkas5CxU7rCzTC35QZFHqCi9mLKuwnivDKsgc1T+HKSZyOTt5FQ65ICqs5wNWM8P8gNuE3StlKiyfBblmGJUhAdeKXKJB+zgO5NkZr2dkVNKdUl4Szx8SCecwOQyOr4oVx68zUn4dO33zmbst6zdZfZUNv5VF6p72zSfaerB1oGkzP7ud2olM8upje+LMfg3cgI8NVNicD5f+XLH3yIbma5yizYfRm/+w9yWklV/S1vtNNl/Rm+67UYQCEI/DhEbua35Sx6w2BvN+TKCTJbchAG7E1I6P+O0j3qdhV8ilZYSEu3rDAfb2+60whHLz5vqV4sL7Md2CIb8w6l0GNhZ/q5LRHRLZHPEeVvkVjsJ2qx54iq+24SE738Rl98wdHu0Ku5/VsRQAbaTTsT1bbXLcff5OUgy5cfp1hFsGDUFOS3YbR7nhBn00RRuRsjlJ2ghsmhoku7lmuf09SG9RegsgB77V7D9pgiQkomS2t/2uZylE/4ioJHELMMa99JYp0bcfF5xhk13vPjdp8wVxbwE+C8H2KJvtfT2I4zLsfOL2/CJEo7d+H7ZrSl9/rd/JLft/iD14V3ViO783mm+H7WS3Z4e8OnpZ6V91vD7/5ld3udivlX/TK45PbaUP9j74L9xrW/btvK4KurLdPr5fr7ADJLarSbvYhl9swYeO27S/96yHLauhrxnd7vGq58Ome3qWUAvI9s9IWxsNt5Cm85rpsOmlPs1BUG0Eb7HdW3Xd2PeOPi59Pl4rwLBx+9s7G7h9S5H5YjZ3q/Nv2fVdV/+tE/cAb8dyvkLe/t1BiK0kSXsx9T5cfQPc/rcB4Ft0vf1oHUNtL7clLW31tn1zdp2WldAAN/rmQgezuI2NNuXR1zFdyG6ROd8a6chuA4vFvXnKu+yErlD2DU1eJTdpm+j2r6dMikY/B5CWMk0TYLllQnTd0hVTi5zVsBMoqzeC8A2MdDwYbiWcO2uCpuLBXKqRYVIl2AfS0kx7uSbbxq/dvC3KPn+9BEuNwQvFKDRGvmzT2efa29+2+NMGyt42fOu1He3nKupnx9asqivyVhu8N/JhDMXesheCkdGZ/d421AM91ZAG8AQw3zfuS3v4YTeTfcNJ7feO8GecC+4PuE9IukNkBMbNsAzsvSByiQi3CcgAemgxg76B9fdZ2rVbvT9G6JuNrG0WItDgvmv81LRTsOv6imlBp5puk9HKIt3mqU9W1IB0SgMDAwCI9RWp/bTGkNIa4CIBQGy1DzcDs7bPZyTav7Z79PF2uiEQBsmtwdIrpF68Cybu4RDLlgnRDKDt3guR2bDb+lxxFuAZlwxECv+NpfTr1Jz3FOMm4FajhFB3wuPZbSebt2OT9a6XGpAetVTZ9u1u0vb2HNHPILA8rEXipcmVC5KiPI23AFDfXDFwaxkSW3O52AA3RlQOfSYpUltTO0dT1BbUcdgcahVlGA6Rwp5bMzIfQm6SQJL2Pl2dhwFrlpvebDUu2/pXr7g5Nkea7FIDjJG1y3C8hJhFZoQGU8VqgOx41KE2Wo8d9wY4rTsJaOOwNpZDCqaYV9s2/JicWDy1jX9PnuuMMvWEmrbMiLD53HcsDKA7jHGl/V4XsuC9UflXHrVW/vDnH1kXo/6/3jD87oEf3g+8f06k/w/on5z1P1XqbyurFVZ95qE88PYiFDXQKzoODHlgkJl7ec9iI3+4fIu68Ji+J+WV05tPiFa+vx9ZcqJOodsuz1fKWhlPT4z3zr+k7/lJHliKczc74/jCoM+U+4nycGCYlfx04tngQxV+kwv/fLiyaObH/MDCwDL9RFkrL58dWSqPf1kZDgt337wn5YJdT1AHvrcjow+kuxc+5QI/nuHzzPofBv7028Ryf+Lu7kjxgfV6YP185oe/FvSdkn93j1+d6w8H6jIyf3rDmi4kCtkqd6cj+eDc3T2hbixzwT3xMK1ocq5eqHXE7ldEDtS7d5zHN0wPA7/99oUPdWX+LGRJTD6yqlPHyiqFeblyRrm8g+zC48uEmHO3VhYK/yNfKRhvrJIdnm0CT/zmTyNHTZRDBGpONUoEvRQ4F8HziNmBdQ1muthn1P7Kul75eHlmPBvl+SdkHLDvTtQ8cnx5EyyvrzzcjaV8CtbiZEhW8uIM1XA544PF2sbxg1BPAucBeRmpcqTIO6oWql7JLiRLqFQ8R6+iYbDQLeMBSFFz3wV0ATGSR4Vcr1GWqswp+uUkkCnfaAMp9lfNlXEU3DK2TiSc0QtGYiUhzbZRFx5sRAXyYQY8TANrtpsopkN8PUS5nWNaGWnZh9VZ1zvWco+niqeK1sbz8oraSh2F+TEjJPI6QS2UORqnZrng6swaxIHJB9SV9XHEJaOfCzpHuStMcLngacFb3500Oum0RsmX60DVlfXkpOykAVwqi54Rd4Y5oRhDnjEfUP8NyIBNT6ArwzyRilOtZXGOFRkMny+UsuBngasyPRzI48g6wjxCfnL0J0N1JA/3WLqyDmfMMuunIyLCYaKVz/jaQ0BGHI2SSuJMoowiCAvV56bLS8iG07JhDFsFW4IlmfOIlYwtE6ZgoyMyBcBPJfsS+4afwjYePuP5QuUdcEDmAbnmyNBLCbOVWhfSdMIPR3wesWVq8/KCMJL8G3xe8ctLNKs8zmHO1EyuidNLRhKs44pnKGmIPTKH7VLrlVqMtN6jNZOYcQp1LNgY9kQGZL0i1wuuEzWdcB0RPyG2gpyJUhnX2AV1RZKQ778FSeg5R3mp9RPVFzyVsC/yPSYnJK0kXSO7wgdsPuPrFc8ZzyMyQboH5gF5Bl8FuyQkO6rR8LImRTFUomfUoilKq60OXrH0Oea2ROaEpCUCmboypZgfwbDcIDMT/JxgTKRjRq2QBg8WazfhG6mk2MzPwJR/S9JUuH9MLKL84ccD579OyE8v6HXhzf3Aw33i86cHrn96y/jOePsfjXM1hrVwp/DtpFSbWea/4NcJuTwyjyMfdSBjyMWYKNy/OaMKOQ9UGTg+DAxTYnlbKMPCt8sjb8cTcsnwnPjvnvjBlLtnOMwLB3emulLqmXX5TPJ7DvIt+SqsHxNPD8a//i/KUJX6PvThfErghfzpjEqlvD1hqlx+fIPPiW8frxxPFx7mzLGOvLx7xN7eoz85+jl8IMGoF+N6mZmvd1yfv2f9vnD5LzOTLPy2PqOXQn7/jKnyl/uMjUbJA14LWj6QVuGb039gzAfk8BPYzNMxMQ+JOsxInnl7ueN+vuejOZ9ZqN9ceHp7ZtA7xqdHLmfnpUQZJr9a6O+5ksfM6WGkOLz86GQ1HqyQVPn40zvWNXFMiWNe+HhKzI8z8tfE8tcDh28yx3slfzpTni/ku4l8f0Sfz6Snj/DbO/int3y6Cn/9V+fh3vjunxeuWXj/kvAZ/KfPePn7oMn+8A0Ta/6+lxtAJYQPKI0JKLW5p0qvKBAVD4bwnXr2vN5IWiBIa+KrreSW90pCW6+/3uy5+Qzey8g2HKNlh8ci8eaAx9omdfs4N/8kCD9Ky5JuuID2LHMdEEno0AE9213XW8YzG7jmFgQLkSjtGOS6JZIfSoc9GshnbQyt0vnM/SvAVmtIug3eSu/07IOGJb0iDHXAp2FIne6+ZZFstn1uU9YBouZb9sBon++ehXJjlG0oRwCLbXwdpCquCSSCl5HR0q4mLTDzq8TNcVlBpPlGkXXQgfLeK6SX1O74mW2589bRDTpLPeYq4Q2sdymIfSKCZof27AORdxA+l4kAlSxTYBc9SJEqVSrqGfG8Ba16WWcRDx/UIggtkkjNB40IYptjInMiAkSNdGdjBB0MnMgiUFdcVjwXrEzxuw0Nm6MniWe89wbbKllEJkYE/B1PgcvpqoRxcQhsJc2YGKmVhsRtk9Fg0QTWElnz1/DhtWFPcgcYRmQ5qQdpJWx1b3rDNzlLG1GmrV9pJFS9w3WEurDbHAHQht9II75Zq94SxV0Cm/Eu06ZEs7xfp9/i6OjopunaWmq/3xP7/NUq4nUJ+tvV2iJq393wxP0TGtx06Y5ETRs36RkQG0bZ1qU37APf/taDp7fS07egQ0CxLZjQwYJG2LwFaMOH6BkJX75QPHfHXIL8EWXLur28jdoWjHDLgS9Ujffp+ozob9IJnFGGdH/bnhl2CwL1vqmOtC1g24Bej7ft5rLrq1+am20mnE3H++2zfjs57vHFPHfs/eeBj58f/1OZEKHu22P3tLQ2SdvLbIL6xau9GtQWvvDbz6+/7gCf3Smv+ahtkHe40D5rZv+57etO6LeABv2Dzpd36C92m1qBLUvgtgg603g7ZftG6GxnXj2bb88Du3lzMG+xTgWsLbz2WWsg7hZN256dLfqm2/ltEeyMpm7rv4pg7Z9j+51vz7UZGPL6dq9H6Qsh3U/AVwN0uzHsH5RmcBCb4C3fp7Pypb8Qu5ejR5dpaalbRHlTMi3vdSuh1Df2nonQldprRsBNMTcFJRmRiS1VbdOoXS59e+4NIO69DjZGSI/W97TKLnNN6etusnuZsM0C06bg+qpswGjPnHgVyexrU0CGJqNhjLSQPpuCk9ZErWdG9OkQDdDfuyJs92qllW79KtqzAb7VL28lgTZ2QmnX2LHqN53X53BnbW5rpG1OItyyQHj9+V+58W5bo+9/lm2a/Mtr+k23vdIb0vSWSKSM7oZ/0yzS50tu77aLbm7rSzpT+ot7S1c9Mcb0CHzXUk0nhWPRmtBJCqeipdkmzdHIVRMqiTxkUhpI2ZHkwR7dBSFaaXb65uMEOzRumdq0tLmyiquF4WlOEkNNqe5RGcyD1SNU1G/jEMkPstXw3cjJNFbvZmz0QWjGv+x/bsPQyvB5z1Loe4/vJoSYB+sMzJ2eEuk6rWXObctHNt24CcKrr19xqCCnER2CEW9n53KGehGmtDCcwgmfqnBXB3KdyFkYZeHqzrkOWI260ZgFK39NZIGchMNBOUhm4oCKcGIkWeKlrJgbdVV0ceqUIUe5iVOu6CFRLVFnSHNlTYWrr+QaTTKTJI6aUVeel5FVhdmfKa0GeyIz+YiYokuww+3qUcJmHcFGrhaAY7UaDGgqliqLJ5ai1KtRxfElwG4fM+s3A/kOslypalzGGR8Lkg4MrLxZJkQyhyOoGFoTVKUyUGvm4lETvl6iH4HMlbGsjMsTE4X16ZGqD/Ai5JqRnCnHDNeV8bqQ1UGOmCrLmLCq1Kccaeh1aY2XU7CAc2hzS80lyCNVM/hCqhXXldqaOQ/1wJAVz5VFLWpw28rBVlQrQ0mgzsu7F9IxMzxF3fThYo3h/5WHgESzjmgCa95kR9oWEQ6ZV4FV0FnQqiSJBnhSF1IyJg23VS30srWgsjZySm3lEo0pXF/JcV4ukdG5Rm8Bb5kAaDCeDYk+FObRJyILMg4IKbAcHCRKHiaJvk+iKdh/tYMTwTztbZrSGOvUqmCuoEISIUkmYxQdqEnAM0ppDkqix4HJCpPAADl3Mkyw+LeU67anpnjIRuJwYMWpWAvOSDczegmDJJAzbQiixIJFlqTkuLYtBRdrpTEc6yUXyhR7XrNbai1YrSxzNBy33kOj6dZwRGPNRgaGsEoFjxrwCsgoMQ/pirHgPVjc9w77QuV9xeHdWdTIdnCEakItQkVb7wrfyDguqYEVBA+BitkFZ4j3UdAWrBbvY2LBxK/XeEDNuB7ABpwUqe4dIWu2lDpQEpQM1oDBBn4Hq605gKtHua6xgSjDBAKlRCat13jH6LUliCztnXsWR2kVjZwocxHZi6LSMiQOKCOVVhILJVlFxKKfjxuUaObqRDBVGhnLRIJQlcdYAzqGBeIrYk+NLS3NJG17pkcWGTVkiHlESkMFBcipsZ86eFpwgyo9o6U1ZOzrsUoDh+JZROvWj0XMOx6Cm1I9h22tbYwt8lmq+pYd4ts8FMQu3Jjif0e1CeQhyojcX2Ew4+BCRqmjc72rzFdhXYRlMOYUvY8OdSWvmXo+wXVlmq+YG+UE6eAc3VAccjQtPR8jSCPuZHNyaTW6lwgrzea8UIjW4cJE4qSJPAE6YTil6clchOoGvmCemIcBScL3jSxysPB8iy+IrwwWupCqVBeGZcGXyKTIecKvwloVXxbk+oTUAFPyoZAORn4WvAxoVabRSKkitpBZI+vHBfMRxDikF0xguYxYSXgO8s9KAVs4ytCyZ2eQEvuERSZb9KsQSlJ0dOwkyCrkBaQMDP4Y+98wk1SodcRFGZdofEsKM3h9ckoD+VJOpIPDIIyHFZmM0zExno5knDRfsbpgvkbm03XFykr1lXRdSD+uyJOR1BAtrDJT3clXx1ehasLSr/MVbjx5ufk/sTS/8P1uv+6fvNVdan7c7sTuQ29by3avG8i+5x9vftvuN50U2j8V3/SeZr0htRDlRJqf2UmUrwhNbOCdtqao2vrDCUMzkMM/f0Xeaf62SbPfOyHAY39+VdZkP0AaoNzNB2pj3IDDL4Eztjf98rc0H+x2OZfXmM6XCM9thm5E0psf6buvvywn4k0fd/LSK9Bk77vvbvUrjo0h35/V2/js534Dd23n69wa9Pby4O2CRFnltk/IbY/0Hlzwnk2hm0TtS+XQ9HWw43sj8mHnm7PdtfuomgZEFG17jaT23J1QE6xm1FLL0pBb5otLZHh5CwzgaIqgvkk0bjZPkeXnaVtdHQy+sfj7OO77nAiRyWdI+/fKv+/y1MYDbw24pW4rLc5rDcnbGMlOBnzDRZxtnW4VOsLAcrrcV+ilx7erSzxX823ddcNf43Zt/raqEh0fajjKrz72wvpz46+tlNvg7M67ycvfvMQvHm2qX/9mk/WGs3z599043DIXdkGEL4MQ2iuM3Iid0RdFtrGO+zRs5aaUbndt38t2z3YfDfspGsDfMiG6CrFuXzZs4raWfAsW+G7F3nAJuY31HtBouuDnODrb3/vwxzvv95vb5ISO5abuXk1ck3657X3b3rKbLN///u8c/xNBiNsCirFrpVlSZWto00ElaUpEoNfk3p5ZbhFvt1arv09q9++2obBmTzcFwE4WNvaBNAfipjS2tdkA+X41gVsPhF2NsO167fn7gG+xg5bCGMwAbnit0Mqa9BOdnpqzjZcQfRocrLZFmtpm0jDwXhJRLUZqJTafqO3ut9FvG/22uzgbMNZTg9R78qUFHLyXS281l2FT+uwEqkf2XcPR2CrhIA2P3xlKdHCujZvsbyZNHrap/PsBMm0bQwfdt823T2AwpCJa30o3eIoNoYGW+NLmytqYbauqvefQUvRO7Xet7FJ6AdFw1DwhRNPNKGM0NJUbGQTiBq1uIXJs17ogvGybGhDjJ4bI0mR0bF8zeyUX/RWErbSM9ufvwYHW+6E5sdEDpAYQJcF40K0u5sCtL0EXUgcp4KWVx4nGeuHoDdtcuRsitX3s0j7zCH7AvTcFz2y9Rsza+yYiayLqL+JrW+NDG7OnJhKP4BmXQxv7j8CKMCKdFUCs+ZDtCt6pMzuQfdt0BnqgQ7Y04L5psZv3v33E55t6bcybzivSBJrAqrQGdn3tNR3YVhoirYZmy16I71pkv92jE4ikremt/0Rbw347WYVmULSNSb3HvQIU0tho0TYfxCarcHMcUDKZCEU0AzBFuaVxGNGUGIeBpIlxPJLSEOU6VLBw8aI0U5ItONCvvyW19E3avcmlU2vUs6zDgpuFo16NqhUzZ60pAEwrIXO1pQJ7pMqqtCBGC4QFUOVtTqK/iLSSXJpXvP0tRELBG8OFHvDwbV437dTScq0bjiZtn/IGRDoihptitaXpOqFbOsGsGZX6q1jCIEmZ/vGBTGJ5ubC+LHz4kHk6G28Onzn9pxd+o2/5Zr7nH693/G42PuTMD/mJT0X56/rAKMp9TbAkrk9K0sSbQ2KanLffCCcdeFu/C0D+ZeSywHV9YfXC+pyxVTnnREG5f4S39zPn4cS8ZPjk+PPCkxo/1YovK6eXhfF44ncPb1jXkf/6co/LhZr+Bc3C4XRg8MyjPQJGuXzG15XZBEkDJ32DcuAHnlj9is4zuhbmYWU5FZaaKU/AiyOpcijCcZlY3hy5/O6BaYHD+T2Lrvz09sIwjrw9FY5r5h9/+gYZjPU/fKJOhfN8Yi3C5f0brnPir+eFy2xMT5lsI7+bZ96Uzzxe/spdWvnw8X/jOT+CDBzkCHdHzr85wI8LD3/5hOQTKr/DJ+NyPzNclOXTAS1G0RdKhjSeUE0cjkdyEj7m98y6cL57RPKE/OWvTM8zy50zHxZ+o0e+0Xuejy88Hc58Ts77bLyzJ35fXxiK8ng9cj5U/vK//ZXx6vzm/zaGMnKo3yJfCdJB7Bn5MQJS9bxEMKCMUFMwmLVSagRXWAV9UYa8MI4zMjt2rqRRmLJiVlnKiqmzSoDIA4pjrPUl9Ibf4aKYHiA7a75SpDDMhTQ7PDhMCW8A+qrKKopcg3mcjokhnVAVhpHItMozSYxJgh1XfQo2UWn1rqUiatjgkGH4BnSA9adEnTPJIp1+FGUSoQ5HyjSh42cGe2ZcJ8YlmndLjt4y5V4xreS8ULxykQsI5BRNoqNHmpBSauDqC24Flys1OXI/YZrIZw8G+WRIrogckXxksMq0FGwxyrKSspJOGZ+N5emCOiQ5BuP+FHvKcmkA0OmKiLGcL1ipzC8DUpXDYyJNiWRLNA2eR/x6IKmSJmHOKxedGWzkbs7REPYBzBdm/xjJmi8tSDQFUJVW+dVBiKpRBmu0KyqFujjFEoslahpJY0KHgerB5pRJkUPUnJZquF1Y6idERtLw2BIro8RaWu8wTyw17LGhnoOhe3+H5IyvE2aK2wJlRc1RVxKdATdBPSBUnIVcV3IpWC7YUPGlUJ9X5GCkeyJj8PSIl8pL+WsA0esJMUGZY58aauNrnEAzyiVKjI13SB5hMVhLBINkQOWBJG9wrqz2TLbCWC/I6OgjeKmUz09gRjHABnQ+4uKsovggML5tWTvBuNTzf4X1I6t/Q/E7dI1G6+oTygNUw2pF1nvS+S3oR8h/wIaM5BPUCa5vwWfgzzjGkg6RRaJD2CnjGcEYPim6CotEqTMbF3QsyFJIRbDriM8DVQdWPaIZ8jCT3GEueF4p401etDp6rbjNePlhc3b/vnKD8TQwZrhbDVlXBpQkE5fHmZfvChcpLFmRE9Ts2HLhm/lCvbzjXL/ntD7xeL2w3lVefl/JY+GuXjGD6yn6Kb38ZkKz8fbJGJaV+a8FirDIRJkGfryufFxXfkvhQSsPmjmocrk/cU3vmF/OlJcLRxJ3ZcKLcVk/suYjy+M7HqbE/7MqVpTPZFavpPIRd+NYHxCUdclUcYbzR1iMkx4ZxxOLOdfZqT/9QDp/RtIJSQdObxPTG6X8cGDxI+Mk3E9XfLzgT59ZtXJOheoTmu8Y84Xvxz+DZT796b9QfOTyMFK18HR5jj4O/jtGOaD6ryBPjC8HxmVkeHDSyakOV1fkTpG30e8hfxDy5Z5j+Q31+Jn1zb9CTSzpDVqdu09XyE59FyUJP/+r47Vy/5/eM905vB3xg/Dm7TOcVh5/c8dxfOT608r66QNmKyVVWCp+XZi5cNUXpvdw+uOACBxPTjrOvMgnfHVOH4NwcRlPvCrx/BUCt2UhqtwMykCDYv/otmbDQzrA2Nmum1+2c5X7t1ue+x54AnopnghiONF3T8Pvb753Z6BLwwy0g5jqRAWB3MD+3C7dGgc3IoL0TAhtvkTzLVJjvqcMqoLKKXxibeCpBahmFtnj1QrF1ihFWFtWtEcdfEmpnUPDDGJkrKUo9958nZW1BSMiXZxb70tjI6nu/PuOQQTA1+xzdliZS4wFbV6kgduAtPI3LhrjX1uv0BZs6aWV+iPgN9AyPIfYT2KaGiv7FSny9Zx+7SFeGqEq4z3bvzacRoJ0Kq2c7dZP04RbTYrIS1MRUlIiQ+FzwyLS9jjuijd8xGuMvWtuPl4vlezxPB0B8gPiI/hIVDSIrATR0voHtvPSQMoP4UMODiqtvJdELxFusImsEcwo6YpJiQoerlDbPUxjj1JFc8bWK9UXIGOMgRto75/R5tRSq7YSnnlqWIs1WEF8Rtw2Espt/+nk0jaWFn6x64JpDUKEdyLMHLIn0gJwvUJAkG2qRLauWAR6IslJIou/wZtx39bjyvuYt14SxHy7K1Yi87L3jtzaocvUBrETYsuvFbcdHhpvRcc4thP62uSmOzu4J03+Og7TP7J9t8cPua1vv53Y79gHxXcKcg8vxhfdfKEOvW3lpKXJrgbhNv4ujU3ZMZLdz9pJu61Hx5bl0PV1X+tfZEhsf1Zyij4nmvz2QEhr6eNYbXhF05smNF3VyoS53YK5TshuJ0ZvDVt2oypstnkPQW9/b/iUb9/vpnXbrm4YYainG3a1L/vV79eR+xvR+NWfv1rW/v1BiL0j8lpS+xK4PY3fnlFuJ9yE7ovrbP/fIp/tz/76vNcvuf+dbAMtr8T8F46d4OyvI/uHpn8rbaO8Lawuijfhk1bHLh5YuAUhnBsbru17G3i3H7/XY3t7i9twtHH2W+Ih7MHL/XlNMuUW2ZfdPP1sGHdjtw3+L5/4xSDuhvOL19mO3c9/z9aT7WX7GzbAd2PJ90j27Wa+f9BbjavbJtL7OfQshZvgta/97x3k7g2WegZA/73t/vXn661p9XY5aYZiLynU/44Q0fdm7HVZ2ikqNjtlp/icYJoh4DtmQFN6QEvD6r0revy0v+jNeBXqlv1zUyS9P4Nvn5M27p0VGO9ZW/T/hqTfMnR26q33atiyR8Bb2ustraAreX891/TItN/+tXttyK/3n/s9Gwt/P5/9vX/V5vs6uIa0K91sWTYNtzkVX67dVyv1tWx+oVpeffyLjXX79C5bSfrP3ubq9b5420yaFSUttVC0NbJXDaMtRWBBNZM0kVImpUTKAzkNpKxoCuPTO5NAb0GIra4i2zbEFpRuTkiQgizqHathRhhiFs+e3JAtfbyNWRMd9cZAdaIpV3P0eg+M3tApNtGuk2PEuivws4H2n4uCb/9rn+16dJOt3QDvldtO9ran/9U1N0FyRcVRriRfyWSyOHlKpGliXhMfCzxa4o2PlCykI+RZGdeR5BWr13iGIRjqh+oMq+OXSsnwMkYezKKVapDXxGTCkUrSSlkaO/455sPKQq1wTM7plDnPRr5eSCbINJAOifEEfhH4nKhkFj+Qk6EjkRlwXGMeRXEGqIqbcm6B03moVK1MWtGhIosiMnAgI5apiQB+WVAuKEbiiOfC5bRSZmN9rnitnHXFMtwfJiQLVRLVnDI7tQg6FYZkjDVhMpDcUFbKoFzSyDAVdKjM1VnriqWKqFMMLrOQSmJgQG2AdURyIeULOgh6ELwq8yAUjdRYqY7PFyw5KZ0ZpEAxzML501FYU8Ep1Empg2DU8BO81UvXhA6ZWpVSAiSeVmOo4VA5YNZYbF959H09WG7RXcFEWsUI3bY1N2sARMh2qVALeHE8G6YrvQkewFbbLAXw0UvDeWo1hLUzuWKtS4t562DoQEtyE8RTcwhApER5SQnt4gTrvRNJIhAcQEn4Z81kzqGnWu9MshvqwjiEk5Jqf8Z4opSFUZVoDn0ky0Ai4ebU4pGhnxw0Gs+7a5SLcg/SzaYBum6+cYSEFL0O0I2gErCHgidcEyo5CIjmAXpE/U5Sy4I1CN2XiEbIvTxx6gyapkfa9WVISBbIJQCAVsLSs0HzS731WJJqILUBO7QMtJZ5kQRpNftzqxVu+tWQ8HZIjXJLt0yAtjdIJ6Y0tqU5bjX6BZWQxx4EF4/mGFFuyBFdQ341Mhi02Va9ZJDiW3BbqoCv9LJAgrVyQ4CseF3bZwwXwYYAybwEK7QH67X1e3C36L2QG9DWkw26qdIya7WVj9Vt76ggBfEa495ASZEV9IKwktXQrYmoIDaCC1lGUKN227GRi1yC/OWbzSZs2R4SOj8bYacou4ds4yAtw1QqvadWJ5D1mu2e4wWdYGGIN6ZyXYGKpeg/QWtaq9QYc2tAq5bGbwmCELogegEL+TdCL8ZmEU1RpTVDEZWdUfR35AxBfYjvs0cZshTy4NmxIZquZneqKpchRU+KNCCupFYS8toICcgSAK5qYJWpEeieEpIVWw2vSm2lhbKF3k7emoUmazoj9J/nmZRhHQtrdRZRVEdWJIgPkki24tV4mRUzWGRhVaPmAcEaMQ0qkVFGbvtFLqRkXNORkhJSE+Ms2CFThwkTp7gzD8LlXpmuRsIgt7WforwUltBiJIfqJyDBGDKVmlzUHCX7bF6pNSEFkie8JGpRVgJ48TGRbUAN0hOMKwyDk9RINXqI1Ab6pDHEMh9qPKt4iKoF21hWkNUxHfGs5PMVWQyuQlQBU2xI6KKMxSPbKAnmiWoDRgCEipG0opJIco/jaLEoCai7Jqtfrdy65H35O3Zy+6Xt/6URuvNjvV/Av/j7/rCf/2nzG6T9+jXuERla/cQOnN12Kdm+hi6WV42nuysRv1fRVkYnfAeV3Po574IQtWLW1p5YA0ebL6PaenD3TLGmtzZA5PWQvHrZX5qeva/0aqi6w/ZqgLiV6b39v2MjG1rg0JDgmI0NW5HXl9vdq4/5z3Cqzt782QP/el+BVoI5HuXmL0tTk+FCt3cSvcnbF/eNkWm22OYA3QZ/AyVFNjBUXPuWFZcyNp8/vhj7Hp39+bbCCsiGSzQDjw1Da99v/Qq725aaXyIjkJBOVkNbpo3gnqPXlhVEE6oZ94CNvT+sEI3bnaZrW2WGPqcbxmCtknRfFd2m6zJibM3L+5Bu66rbfv1aDbh2toBa70FxW3Vpu5dvY7LlDtAZfje10ObJ21hu89XGchOpRiTtcrLPlPh3H3sZ2fvVXSD2ctbuKT8/ZdNNX4rldnz5i1/4WW7f38DzvTw1fbWvDtGCqrBrGq2Bw20/N73YMZMODvSSY7K7z5YdjN50etNn0jLGJMywhs20YFd7cfVWLrVPD4p59NXCbu+9Uepflbr6pdyv/bHPk9uPot9kCegY0v4Tf/vwf0M3b399/f+vuOT/RBCig8HtaToDVMIoks6k73X+9HZqX2I9Kt0Z+tIyAno9+d6A+ZZ+0w7tp0Szp2jEp7dBfLXnNwZ5F5R+d28LNt/O7d+Eg3rbqLyBrBGE6OBo+3kD5YIarNLauDbAbB8F7Pzd+L6n5zi1CZS1VAhtqRDe+wjQAeauBuL/JvGvbyr9Wfdj5oECRU8CsyjJ2N/UG6u6ny5s6XBx7b62uhLvN2kXsH0wpjtUN8A20tRvGXab3v4aXWidhd+Vbo9Cdwp4NFHaskz6RklTAji0UgPuiegzMBFOUK8zW3EIoAOIWn5OFN104NokdQIOt2eThcgM6D0YWjPq9mjB/ifu4TMwINKY+j1y3IIa4noDUPraQdryEpAJRHFKe97YYGPTEtxWXJaYZ7FguJRDE5aVaL595baTVeASTmvfTG0OGeo/b7LQnEiTBgKsOGeEEin3oi29NUPKSM9WwECifmT0CEiNsSAgj80gbqxVztDeLca6m6qR3YKseNq1XJIBdMCtxPtJpFl6a0wVNldbb96aN/Vn+YojFGcX8tiYtG8w5iGWTQd0tYJ5yyrZbxhdt3WgqLTtqvU62XRh11m3NU23fEVuDAnverQBFK4xpi0+JpscK0Krx9nBuCE21KSNxTQOiCbymBBNDMNE0sRwOJBz5pgPDGkgHwY0J3QUJAteU9QxVGnOL5sO6/qs1yPtTK9SwhlZ5wEzQ1OhmoGuWK2oNGeUGxgRzou1BqwhE5agpijllErwulYX3AyzXsqry1SAbtrAEt/m72ZYhs5s4JzvdLx4ZEpoMLq96XDxHHZfK/HiPQDU9blHYMhtZ6B+zSGG5M+oVsb8kSwLb86FiRN3b+4Y797xlx+MD8/GTyXzk504HSsP/1C5/+nAb69vmP09z9c/w5Dxb07keeTd+wlq5eXDC5cjPP/nFT0oaY2a9qePD+Ql8e6QGYfCjx8XLldj+bCwjJX5MHMdlN99l/jH7x/I//1H6p9/5O7Ndwz/8HumOzi+Af1RWP6YOds9T+nENF559+2PqM4sdwusicPLI2IZK4lizn/76cpLOfP2m5XpWBkPMykXxvmAXka+s8Q7TzwNhae7K+VlpiwfGdcH0sv3nO/P/PkfPsB7Qf8o+Mn4OFw4HioyTWSUtR6wpXL98xWvleM/f+J0dIYfHlkvA5fLE2V95nM68JPc8fjuhePDheUvyvLDM5Iv6LhwmY98+qMyLRP3wxvGeiQ93ZPkzN20kgZj+L2wCPx0J5RqjH94Jr1U1vWJqit3/3DGD5Ce3lDrHYfHzPj9yDJ/wssL53cv8HjA/zoifxkYRLmTxPHBGb8pzAV+ugjjGX7/WZBUsdOM18r8fNl0z1cdTjQsNjCfcIQyFipGLgldMu5X8BXNTjrCusDLGVgEmQUbZ2z8BDVDOeIpoeOEeiVJiebRNgKKDQveegy5tLrvAnKKvXA4raTRWdaRsk6kYWDQjKQrOr4E0KsVyJhNTcelkKWzoqqMp9CnOpX4eozeN1qD9XS8XsirMRwG7G4M9qoZYgvulUN2TgnIb2H4Hl1XdF24XFdenpcAz9VI6owZhJE0nPCyQv0JrGCsMaaWNvUNiewHFGX0wCSzJZIptTpeEzqdsDHKwKx1wVKmjiPJFo7lhdWVMg6QHT+GHlyTgBuS52Da1iNiyjTcIYNg96FXEh8QrohPQMYfl6jbPE/UNZoU55eKTEY5rEg19FqRLMgkyKCkh4y4hHZWZ546eeFr5c3Q5aewz46P1DRgfsFrIboQJdwHKAkrL1g54+UIc0JTJg0DZpmiCdeVMlwRCuhLKw31EfHMVN+Ap2aXxNyaF+rsWHESAQxrjhJeeqroZNi5YvPSsgNHbFLm4wm/GHyeUYXx/oBMoMewaUs547pid9FLq3QnvwVyJ+5QyQzrEgH2PAXrVy4YL0hxhpkoHSEV1/eQ/8iQRw75SBWnaNTklvkdyQuHFBtP0SCf2FpxE4woY7Nq+A/Vosye6QFJzuQjyeCaYVXwUvDiwbhMhnAOAkl9gRKMZakDyYTJrzAY47dTUFQuGTOlkKL/w/wEMrPcPUIeGeo3JD+g1yNyKeCfqLzAYYZ8CUZwSah8QPWvoEeKPGIm1CVDmmF8IumEDPeIZRLDV1pugAu53qGilNMTflywlzO2rjDcoePEwT4h1xfO7+75/OaOgx442gPTRblbz1zSlT8OlUGNu1LRIWOHu8DOxkq6wvh/ZkSc5ftKTc75ulBs5Y0fGSTjckFkIU8TpIGcZpIUHnlmlMKfH4788e7Ei0243ZPXxHgdmNaZu8snzrPyf8wTkpzj+D729YdvyQpvygtiC9f5E0s1xsd3ZM8Mp4+M08pPd/8rL/KOx5cXHp5Wnn7zHevxHef6Gfv8xPMIn/8jPDwb3/y0gqyYLIx54s30DbIYfn3Bq/J5+c/4INR/MLCV6Yc5ItFvItOn/OUjdk2owUHvWK8jc0nMoqRDgTzy9jiRPy0M/2NmfAvH7426XCjnZ0grQiLnxP2jw1Sw764sq3P5V6GuiZzv0ZpIn0EXYfmHeywn7v+rMDxfuHrlmRWOB/hmZPpx5P5p4Hx34Xx/oc6ZdZ4Y84ScTqgt5LJw4MQj/0zxQlk+4RRSXjd77quP5j/vs8O8+8w0H1ytBfcTW7NF2ECpfnRwqRPsokFw931pYL1v3K8b66j5DNr9l/A/OtAavnsDYTz2RukBNQmPJXWwztreKb2eeZRV01ahLTeQN42RPZ3zEdUBTQnVFqB1o64ztSyUqiRLmFVKrXiJjAuvNcgu/T1plDd3KNZs61eLu/nzxo3Ux+arOh7Epq00sMfYmTeQsJUN3pW0FZrPvBtT09Dp0gLjt8bbHdh4jUXdnrG/h9JL6qGtaoKHXULLSLiB78KvFbfovUcQCySINGC4jDFJ1QInl9TKHFa83f9WeST6O1YJAkvykV75IgL8HuOS4nmrL5g7qU4NrwgCgbUhFjVEDe2lbbpstnuK2sbs95Y9ILlEQIuBLVtfgoEu9L4Gggx9HT1iZLSsiFWMM+4Lq2WKTbDOgYsoaE5hI9QIWMS0J4rkwJUsgDSV1ESkNmLB3IiWLcPeInsw+k3GOAZWETigaWs2L40rbuC1Z31U8AGxAbxSuTYpaf6/j23+g7DgGvSCmz7RtqxDB9TeWN2DwOXWMC0vSPItOOjesYgKNuMSNRBAAxv6Nb4pN13WS0tt3rOw4bjtzCbrfb4aOLIh0R259p3Mt7XYq0B0ZdX12mZI93fvem0feKDJ860qTQQcmp7TdJOrTsAUQXpWzyZvN1x3Hwzr/3oZp47vdAw51pO2MfHd+un3hJRugTYHJLUMh5bJIp2Uo466YBKZZFE+FtRSjL5KZDX5rkrIrrk83qvo9N4nfnv+VqHGX1UTasO9TUFzDGl7RQv09QmTbe5aZsar4GYfG7+pyK90FP79janb15/r0C9vHCLs+5Pl9de2Vb/ayLfj1Qd3n9m/4F5o/fYx2Ufi9n/42Q1u1/rZMzS0ULZn7WBV3FM7W0dDUFVkxxroAtzfsN2vRXCtK5zuxLxC57vQxPcN5t8C6rfXl9cE8jYGvr3Way78PiC/Cc1uXL88pF+yD6+33+4utIVAtvn98mJdiG93/XvHjZnQU05fL47bdfu/XWorfcR6+lZ/tlu/hTjCWNhGZ2Pu93JGX2YvNAB44yfK7lpdobbvb7t+U267Z95HVTcR7UGtliHRlbnkCCztGkJv0Q6R2LQsDDQXQyRtLMedUOw2B9+tlx50sNdrc5dF0sfpNoPtPu39v2jPvhu/WxMoNsW4q+G/KbtmBO7mtDfn6WN62+p8d33fDJ0wrvfb4W1T27I5fpW192+cu1FN+lq96axYH77X+2wb522Sf3b9TSdsm22/hNxW5y7K/nqj7vfw7fobg6TXbN0YEj2TodV0TYKkhKZWlkkTKTXgJ2dSyuQ8kIeMZEEzmGbcUm/50aajjUNvxrYFkINBAxLlMKpRzWIFStS8B6LnhPSUacDTTsz3ac/anBwwbUxmb/lHN+UcX/qYe69TGorrNZlpr19vQyjws71zr+l+9vfbJO0n6OsPh1yDoTOPiaIJ8hI1p3OUfRhSZVIjDwaDYRkWCwNhsAWYMT9jOlE5MYgwSAoHrxq1GHNxhMS4ClqU4oksmccU7GYzsOqoBUvtaFE7Xn1g9QRpZBoyPijnwfAEgzizVNZUqU2eJLe0fhqjV1sDZHOYDa9E2RfVyMfy0EOCUXNmHTKWpYmBMhRCdqcILVVp9VFtQDw0k7mwlMQCnNNKQqkl4atSamlEXyNVJ2vC80CeHM8VGyoolJyZ6xGpwmhzBGCj2yrVr1RdsQfH54ouV2BhtBrVb6dwdIYhQownVxKFNFUkrWEjuKB5QfSFasZ1Uaw4WiqLGdU9mPJ5wE0YXMnemDbukVmhSh2H2NeKIabkoW5r5GsPq7XZHG2teASBt32l0922lIO2T3XbhvDj1IJ04Si1RnmA6B1EYxz1WrVwK4cgba3FmLg5tbY9IPWyawRzOMW678y16EFBlFerens+u5VeCCKIggrJgzGuDChGloRpas0DwUswf7NkskQQ3mUM1rtDGoQ0Gq4WtcIlbDX1RG6qvpM4cqt1b/3a1rPyel3iFZVbtqRo9DdIoqiXdq0MaQCL59WaUXV01MgoyWsjEjYnpG8DtRlmYo3QIPHMhWgK6s2eql3fdeY7kU3m3UkClVaCopXd0DZP2xa1txm/8tiaeDbGvaTWJKAFbGiOc3fogyvW/ok3+2do2+ga+sWDhLL1BmqlJ7xl+Xkvc9n6FtyswdZrodtIKgTNeghihISUwgpcY66601sieIWVxlQbml3eSmFKZHm6RoaGV321NmNPjOeTQaPetbUsDm+bnndLP55zKy2bW4lJCYKMtMCjSsG2uRKMtQFTwtZs1dmIWioS2Y1t3CKTs69/v82FV5yZbutKeNPhjLdgvljYzy2nIuyMnqHpjfnsbT9QbSBRsKM7iOFok8HU9FCsM++t0qyTU77uUI+Ck1FyI5GGhB4dW4GnilpCxomsyuQW2W2dtCFAikbcDMIs7XqrRgB2AVkdiaL3+CUyylJtGSApglyYIyXGwlVYp0QZIEkhi+FFkCWjkjAVksAwGIph1aPybZJWirWVX6kLWBCqhIyok6jkyYJ6YYIt0XdFDgvVYE4ZGYVJoVSnLMaIccqV0Qpi18jomxJDHkjTAFRqkHMj2IRsJI5sitZOcuHmlq3N1sygY9h0GJFt6IpaweuMW/R4Mmk2hzjmmeoafSao1KSs1ak1YabkQ0XNsZQw0SCreIpriFM9UVr5TKxlaOfIrBjGTPWImwwqiBfUCllKZEOYk1w4TMpqier1Z0Un/t5xs9jZbP/X0uqbr7T/xBen/OxHeXVq91//lt6N/Xpz7f7WAwub70m3nzcSzs6tgte/ayCeapT83HwFzaQcxKbuv6mESqQo1JVaG9HSFa8pXFZNEaRVu71ie8ZXfhWyG5TbMMg2+ruHfuXIxs8bMezVr788jxgDdjhN+/SXZn33hV/N/d85biW1+Nvz8/eOLYDFzllpPlgv29JvsMlMf8bmq8vtUq+G7DUIcBtzb7q6AeK+z4hwoWd6eMuyi+BO1+U3DGWzHzYi6e5vDTTWXiGiT2krp2NEmeeQF8Az0by3tSBOCbUh1m8HdKVlNnrLEdxkqjHU21hIY8mK6wbbdPsquMvS/Mgv66q8HsAb0vZLMrET3nZx73PiEjZJC8l9ORcdD2D315bSEe+1ZcR0om4L1r1SBn3Cfu3xS2HZDjj/0jv+DfvwFVayH8d/Qzduy0V2fnv/2nQWsFda3Q/oWRBbDwh9/TUaT+stSLFlTMQ73AIdX/x+b+c0q3KPd4o4qG268tZ/gm3pSTvPGtlZoZEYI5Agas1PEtSIHnk9o+aLWfmbM7rhVV9zdLn8O3//xWNb2b/SM4jj3xWEaPMMsC27FvxpJ0QEx/pmtFNqscB903FdTwoNS4Uw8raXCra+QKTxIY3hyrYQoteDRLaztbRjaYrDWiPV9HrZhCPXUj7pjHpuTsNOmJt3RjTcbMBAN8i3tMSIPHd8LoC+pmBaIybX6H5u1XB1aq/vTwihWaL3eIigmjf29W3Fvt4g2yA2JnZ3NquF4u3z5A5m3jIp5Lap4PT0PtuNi3TfzL0xsf0Wfds2+xY578yOpv9corFkX7/gPTzXyh987dGUql+bpdsVQkZkvCl7vwAr0aS2Re8Ip8YZEQKko0VHQ1lN7bmCzu2t6bHImcheKJF6KN/HNbbgRHPWLJidMQwGcgcc20DTysbU2Fh9JKKyQ9xTmyrbglvWFOUQMqORMRG9IUJubhtIwVpDJieCDeYZlzHkp9Wa1MHDobNrm/uesdHeV/qmm5tyn9s9hibzn0FW8Ck2+9Zzw/UavyfqTQoJsSjVE2u6dyCsuDdWkRmvjZ8euZ0I4wMCSpziHHtp8zkTDZlGaP0kAuCK0gnC0J4rtbqs/f69kRMgnbZu/BrR2zb81o9kc0xazepeP1Dco8+BtDf0myLupq+2mqs9xdPdGibuLVOibWopsi58169AIDJJxDdWCs1ply0V0PHqTbxb4DNHVkT0JY0mwUKUHdCkDDlH8GHKSEqkPJI0M4wHhjwwHk8MeeA0HRmH1hsiC1WU2tgWWA3jzgPcyRKAf20phtE3JAIPboaKbpkP1QJcMdNgdlZD1ihpYxq1bKsVjIrXtbFLBqqk+J3lABUpmAg1heNjGvnBaW36tDanSG7MAOl7T9OLUdLOb3tsa9oaGS7cdE9zUMSjXb3QGTbBWElVXmd9feWhrjw83yMo/3IaeToszKc/YvKMjQXSO35/hP9UnHfHlTeHlU/pyJ8+3OHPFw7X9zzynqP8mbW+4zn/htEOjNM9JV9JS2GRhR8+X6kkDh9/i5SR6zQih0wdVx648FNyZnG+Oxy5Pw3k4URKB35ahf/6WRimxLv/mPlxgP8+febOhW9flGILl7cV0cxhOjINFeZK8sJpPmOa+PTbkWqZ6b9XfBUOj+9wHajpzOwrXjKJyvk48mnK6LCwpsK4HjmcD/jjhP/jgZf5E5fLv6CcuH//jvSiHAZhxvjpw8IyLfzh7Y8IA/r5n9CSOKmSZYEPl2BfpSOajwyPH9Ghcjd9JmXj+Q/f8vznb/n+5cy3809cVuFFFZueuRw+4t8o5T9kpp9eOPx/3yPJOV2dlDOnh2s02F1HpCS+qw+oFp7/yyfqYeX08VvSOlC//ZE6/Yn/6799y/sPJ76dhPsB/pIS78vIkRPHbx54uFTenisHLmgtpNU5zMbyOPKn/3xkeDYe/s/EIVW+/300kP/qw516OYdOtInkCS1PKAsMAwwZLQE0YiN+HVAxpqlGNaDqFJTLy4EkiZNmio08P9/F3poeSepMQ3Q0tnON0mw59Fjuza+vwX6/LJUyOEedOdxdWSxK5nsesTyRfCSvB7LMHNIZXRK6jJgmyhjBK+YFS0qd7qJ3hHqrVz2iktB0REQYfUCqUO8UGyv1fMTnkYOuHGWlWKauA6IjOj4gw4zcvbCaM1eLxtFFyHXlfnnGfGXNgGdSPeHqzPqZ6sZ8PWKWMY6xb+iPSLpiqphmZHqD3I3k9Sd0fg88wvQutm0JXeia0QR5cioLhc/gTm4ZXkLTUTNQjZouUepojObHZTnAemTyhUxnzmdkqEguOBMmdx1qJKWV4VBwVYpmsieStJ4XrbFluv5KrrAIMjy07y/AhTQtiBjlOkZGhhXc18gGnUZcHUtnquSwYxgQ7sELudeMbmNQqAgrqXxCBMrpAc9D2C6iMEXt87R6VK+qc2Su2ESZR5CfkMNnhAdE3gIZlhHsE+QLPbWekrCPI1ARq8CAyj2gN6ZbPsZYZaMmh5KxVo5LrEI9gJ2QwwE5TeTrBb1ccLnD+RZ3WC1s3sQzqpDHJ0Rh1QqWqGvcQyYItucn1IXkv8V9QPiI+3PUF5YBd8EwUn1g8jtSXkjjwro6ZSX8kDSjFLQFo2txnCvI58jMvY6QRmwcwDN5BqlKro/gB1ijn0dgURXxK8hMMSiM0YfCxwCzh4XoaP2I1yO23IMHWzqaRD6DJuoUTOmcyldjJ8LW7516PrDWkYdvTkyDUf7wmfr/e8G+f4f/4wPf6BOnyxPLcmCxKZiPIzAYHA/MSXjK0RdO/pKZLsL3fxlQqdTvPoU/9Ycjuma+efsOjonl+AfWuzOHPx3JPx2Ql4Styl9/d8eHbxLfDp95N8D8/o7j/3hLerOSv5sZxiuHu5lZ4JMmzBJvqpCKc7iu+DxzvTyjOmLjf4R04m76CUuVaVpQcdYf71hnZfjuI49vPvDT752X4cDvr5Xfrc8sn8/MH6/kkzPcOfP5hfOnn5jeHTl99xbJB3y4o5wXri9nisPcWOEsiVQVnSupGFOJYFZp/qGfV8wrwz8b43dOmpV0EXKJpt0v9TNP48fItl0TKgfS3QPrmLnUB3wtPC1P+CKUxwMsGX85oGYM//ADkiov8x1VxiAt1IR8O5PfvVA/fI+d72F+D5dPaALewfD4ltPDG+xlpuqFyszKJwYr3NnMICtyGZmS8vg7KKvw8YcJq39bxl4fjSQjNIOyo2vebPgWwPHelDcClt77/XXnvIaHscXr+6VaiUMhAsbUPTraES3Z8JItkKkeC8F6eZjmm0jUuY8M9ggwq6QWQIpgoUZxMJKE3tSGc+QUZRJzTmhKDNNAygOH8UBOI2k8kfK4se1LmallZlmuLPOZss4sS8U0U1ypWllFolZ+af6j1fC2pJeuaYG8Nl6uLRDbKfikGwgYEY/Iutz8/5ijzWfqWI4b2NKm7FYOOY4gdXjrh+gdhGxldsI9636Y0Ev8bYGQTQYCUwiC6J6oGL5DzOCvh+y2TPg2zt7IOOIV8RW3ATdtvki7l8Qeqh74R3BKNKobEBhZODEBXJtEz0C3FlDwwC7cLuGD2xEjkyRkIlkD0D3j1dG0IHlBZET12AKRUWXClQB+9dj6VwRpJHFo8tUDwvGeuT2ielAIPDdZqHe43SH1jNYrVSdqvqeuZ4rQyB1E5m2dW9ZkZPWQR8DQVtK01oQ3QNjdqERza8/Nk6/aHLs15p3uN7Lz1Rtk3Uko7TxrpZUSQ9hsNUicnqzJUC/duMZcecsCahiaWZQ6FApK3SQHjyzLQMlacL9jZlKIPXYKG7xdk7T+annbgMcNje34SHuMhjl6JzB1cul23i7ysOmujmd21Hunz+JkttKS0vGQvsabHu2lR/vveyaE7oMP0Zw8+l+2YEPS9nNmnyGxBRk0bdjKpldaEGD/3kHo6OX74vfeMPCOMcTjamRd0Ow1nNQwPZWGB5cSeloi46QSmRCd8Autb45ow76irGcnUXq7eR/Nvc6Rhm9sGEiHt7vq2faOPh0NS2ub0W4G2VCtRkq7ZcL0+Y7RMOtj8nVgyP9EY2rZvfH2jK8EaXuDfwMBfP1y/PKJXTZ/8Rr9l9tUvP6Tf3Hazz79+qR+n/jaJuFGA2BTN13ItTVu0s4QiCBEgH+NYdxTACVK7Fhn9lqrWYujjTV0e8w2dnb7cZ/N0B/bue15TTPurxCn9jQcZ/u3//vPt8HdTAgbSf7LIXw1Vq+USRfOX7pyDwT9GxPys/O7cpIvPum8mnPfv82XsnBbNDcF2ZXljvW5/0xfmP3zezFjN4B7wWzKcvvM7tnjqK8HrW1OXbYidXanEKWFs7qybsw+vBmxLUtDvbWMcWkR/Z0MvBpm2c1KNP12SU1JSXssuc2+71/6Nre3MfxyfuUXPkcb68546JvkTWidXnuvG4M9q+EX5pHdWKLQyu98KU+3Vb2/xq80+OT1NaOE1C+e2LX+z57jlUzsvm7sGr7426t3vG3kr7VjYyGyE402d1sJOIEbG6D9U2kBU93YTNqzIjRSqTX1f4rmRMqRHZFaTWwaw9itlSlyMNPgqUgYQ8GSkeYAKRDssqQp7KDGekrNwUopmnK5CNbTxyGAH2kMTJVmd+sNFGrnCI2NLWz37aPUBWE/htvAvRKH9jJddnen9q31tkvcZOpnl/Gfic1XHZtoNCN4SI6PRM3maiTRYNnniuQZyojNis1RusoFkkTz16NnkmTqkCOgUwU0jPHq3hLKnJKiNMtizmywYpTkkY6ugFYkGbUqyyUYSmMeSVrJXqHCfHVsNpAVSUYeFU0razPaj3PGk1LMqFQSSzBHRxizYotACfZydaGSqCRWMnPTyeJr6IZaIxhVConCpFGzfEjBbB/rGsbc0tT5xaAKzgq64jXmN0EL6DkqHonK1sp31+h3g64tWJcYEkyqjKqMWcnJt/rgJI8soangNTE8TcjcegCIoww4E1YHKDlKyNmVQmUWMBfUBFuE5QJZYUwRbi1iFITa6n8lBdWBmjSqK5qQVAM8GH6lbnu1RzR57gZt1xWE4x0NRAgGUXLIob/Fhpg30TA6G1HCWlDOetJgM0alyqaTXi0cEygg421fvC2kcAiSdyZQAk+oZUQ0XH+h6b3mKLhCa96oufVbaI5E6DsJp0AzVUdMB4YUwZFIjc/xroOSvTIwIDVqxEsNZrRDNK5zR4kyD8G+dhLaTItwbG9VZMONQTrLL8ZFDVIxSI6nyHYRjWwRKxGebx0KKG3uouwhXfG34fQW/K2xxZrgNIKAhb2JKWLamh/24HkAPVI8Mk46M69tUVECpF//tbn/dYc05nzsFVuWaJe5XpKj2cyyPwXwVjohskl8A07EGnAVRnW8o9CyWdJWcoHcmw5+YU/UhJO3dXwLnDeb0NscKfQGi1iUGtncPY2H7XuNtnT8SGjwG+umlfOSXv9ZFLIiKaNpwGXEZIqSqWpE89EUBAJt19MEkqAF1iWFVHlLG4ygoW/ZZ5C3LIS+5GVbk21/dAG3zSeR7rhq7HgBBGnwSpwg10A8H6X5xG1+rT2Da8yZlZvMWMLr0GTO4z26nWfN1m4kDKlNAJo/47+ylGax6KsDkKTRkpp8yxJgsKRMKkpehHqtyFpwlDoqNnj0j0Ao0ZQIbaaBZ8OlYilkIFlkViQVSEF3MocVxSQxirT1EyXHig9cLVNNUXMyxqTRm0G8hh85JqQKg7XSrd29KLEgS/ZWKiI1EBmStL29GtQSQJe3Ph0KSVsGhsNgzmCOmSA+gEf/G0yxhVuCkkk0bG3s+hhHbbyyJscN4K5DYSWyDVKTBbVgTq/uUX6zVqwKa80kAZ0cn8By6Cersa94ASmNRLPLbq8afSK0GrLEmFYP/SYqUbWkOiUJnkJ/ZQP16GVRFCwp0poyJ1fUKuqG4pGNkjbz8VcdP/M3fukam13ov+AqfGk0+s112RmUsZ12v7J9bnev8Ad2F/9ZSaPtKjfXte/H/SObX9pv3QC+9k97TwjtvkHPmB5JeaL3oVMVihL63aJEr9VMdcNSkC8DWIYoGRSsdRA6QXTzj5Hba/kNtbmxk33bl3pc5/a2sr3bNpyvxvUL39H3c9k/67t/+3Hc+2tNn/7CiL++Qf/fv0PQXl9ks6+822r09+1GgW9jdrOt2PnXt2t1O43uXTps9LueIYBvxDtalkG3DXq25JYL4Nt3cc1tuPxm/3Rbs7PVGzO9Vx6KDLo4dwtCNGJhz7A11gg8tb3RLaE1+mqZBlktSowZ2myZ7mV28lk0a2+2L7KbwRseEq/Xm723csxwE4P9eHa/f8v0iDHkFcq3k69NFLqB9cXctLncIYA3Od6d5nKrHLCf99uv/mdkbn+0Z//ycv7F3/cPd3uoL34XM/LLR7/Hfkbi//3rhs3u7Oog+eov/BN6xk3Hb2UXhIjP9XLZPWjZMyH2ljyhC3dBiE0W2jvJJuuN/Ly9Z/sbTvd1VFsZrRbI3vyvFmzpenyPYTRK5E0f9mvuM7w2sPdLvfWLI73BHzcccJP+L6Zvp1BfT88Xx882ul88/l1BCEc2uZGdMYIEyL5F39n/78s0t/is0yp6EAZD2P9NxF6xxm+b79apu+OhreN82OM3d6PNH8H+7jpwdz1pJ8XdQg23TbSX+ZDUzu/pNxpOasq5pSW2WnYpo5rIqmSVcICHZkxbSzD32HzNakS61hIpqqUVMpAWtcJu47BT7GVjSUcKVihGoaWdbLNjbfuQxoQw77/dy2h9JY/aNqybo9mc02aUhD3an+f1XnprktfOURpD+qZDnF31MpG/K5ouHYC/a/dpZThkJtLEuyHc3yMUvG93ag6PJ+A+nsQ/AwMu0d9BpDXI8BFainVEu0szgpbbiwp04Ltvut6ZGEh7tubca236pj9L6yEhGZFTA05KU4QHRBKapiZXPQ2/Nfpr6fmuB5AGR7hgdcZswWvB6hJOhWlz+hrjRkYEQ1vNOWdtkt6fObWNK4FHKnOUwZrAh3DKO7MEa4BgRHPjv/ibM4CMtBxpIm+9M95OIRg11imtz4l7ZDFI63FBA3NcDqAZ6k2nxId7Y/ALzoq0Gs9BX+vsSGnz02px0hzYDTj4+0fcs+mHrsO7rsNbTfIeEYZg3DQGDx4gPc3I+vJa7m2caZsLrfEe4cBDA9HYgACvzTDcNkJt67KLpIDmqIM5dFZFa4DaSi1tvR/GAZVETlOUXyL6AwxpiqbUw4gOmTQN5DGTspKTkseBlBNVoSahlkotNda4tRTanvXWJs1tDFZJuaIW829qUX5CK5Uhys8M4GrBqtPKWgOcRb0xC1qxh2podLXGbAC3YDl7aSxdj/qdEo0T3Vqa6s55MbNY5+yYaBIgJw69Qm1UBPFmkKZoTNtKOkWPo26wRwA53jf0Z/r7e+6rw8T5fLoEoHr9K6f1wttxYjqeeHo5cX1WrsOR+eEA9Zl6eU95ytx9/IZPMvKj3nMYE8uUOeZ7vtFH1nTgw90Bq46lyDBKKYDSu0NC3fDjv2BiXP/yiF+OLMMT9W7hU/rAxWYY3yKHO5YPJ+rHA/PdQrkbeKMD/1icT5+Mv/7JGIfKm9MzHA2fCiuZP14emWbl+NcIJF38zDLMXPIZzXD/7Rs0J87/1SifnXnKlAw1Hxl04HqMmUj6Z9Lpz3A+IR9PpBUOs6D3K+k370PGTndMvHAn/x2WAfnDP2HrwPz5GdOV8vs/wrTi9R4rI6cadXS9rFgqzOWOUifu7Mp0/0TJxl9H43gvPDwIj+V7WP+RwVfGHy+sl8x5usPvV/zbz+RpJd294J9G/P/9G+oZ/nz8A+QV+cM7TL/lp/nKaoV3l8KYK9dTof6nFZ4Scpngo+LvDR1n8iQ8S+Gjrrx1gfodnjKHhwM+VvTTynRZ+G6K0h9PgSN9/SEwjCMCXCwFs3Q9gGUWOVJ95KCFUStSVqS84HnC8pFVCktaEc9M/kgB3itIdcblIy7CogNSwS5r7PPThIgyPo9INcq4Rq+rqUByDia4CWojJlE/N4shPiI2MEhlSp+pjJzlDaMmDnkIZk+5oKOQ37SeB+djBAq0oIMzvD2gwwhLqF49GjnDkXfkMuGy4mMl3Y+kE5T5SJmP+FTgsJLqSCpAcd6sUNy5eqXUiXk6IaUwXJ5in9TI2BxeDgHYpQlX5dSyENQzYiemNDCMSvWFuqzIxeA8ISdDTs9YGjGdkOsM5RNWjbwaSzJsWHEqUmccpaZ7EMHHilfDS8WtMs4JLUodEjYkytkpayGXA0Md8YPhQ4keHrVSZ8XOCZeBqo4m4ziVyJaYClZaAoHveW5fKW7m5POMFFjGxyjpN/wA+kJdrlhZKIcjNk2MqWHRHiAma0WuBVOh5CFsbwlbBV9bACvhNrCsJzw5xgQu6PUDYoVcvkF0gmXBSkV0RljxxfHi2JsVPxkyf0LmGeFAZF0Yone4LtT8HMBDCTb/6iWyK8ZwWr1MiAjDWBC9lZzxU+uZpUv0SlksypMIkeE4nkDfIUnISbaSiNQjUhRJweh0VWoewRPZWl+z9IxJokz/gJHw+Qp2aeXZhDQfoAyUqWDZ8GWF5RPFIrCNjSQGCsbqhlpu7+FMpyVYqXrCq7JeogxQwRFdSce/IrrAsfVUKwnWhMgEcsDW93i54p2gNSf0OiFTRqcBlw8UfQG/IvMVxow9HNF1RT5rZEQcEy4rq33m5jn8nb3UnR+enjGF375NnAZB3s9wLtFE+14YZCXNZ3hvzB8GFs4U/wn75kT53QNXu7Cuz9g8kT4fyJNy/M5IFJaHZyhGvQq5wDf3L2S7cH6bWQ8DPh8xG/nLkFgehf/8zcpRK+/ykYOMXNcTHxZlnIzpH95zeDQe3xnXi/P8k5DuE9++HZB5IH0+cbWVH9I1gtXrHZD4MM6IOId1ItfMcc0knJo+YqeZ8umO+mHkmO+Z9IR+98Lz2wvTnXNXMmVSrgfn6t8wL/+M20x+/0JahPFpQdJKfXBUE9/P92gGvX+CVCk5SiHNDlaFyTMqwsd/XPl8Dw8/Dhx+GHjzkBlOiR/ThZ+GmYfPyuP7zLW+4Tx+x0ELh99ekcmojxalm2YlGUzPK1IW/PgRimIfHoK+8Lhgg/HNp5kR53r9hlrfMNyvpNOZ8qzU5cRHTrzYgTefKo9PZ07lysN6Jp+OHB9+F/ZfXbEC60XwZeZy/QnEONx3o/qrtdvOzm8ZyxtoFn68dIyhkd2CsV4bQacH/cKP38h7rZSKW4NLO3i8a9IemFPHMW6+e3sqtkDChu/5du3ONI9ni+z5G4O3MZpT62HIhKJRqlWVnCdSGpiGI2kYOB7vGMeJ6fCOYbyjN2Rdy5lSXrjOBy7zyHq9kiVT1hXlEoG4YnitlNmjRKSXQHY0iHbefCLvzo6lBrLeAr8Abq16AeCSw2/qpKI2P+GxdftfQFL7uHFDnPZAXwfk6/YX6JkFzq1SQRtxb/50R598FyiXhk20coxb6eFfHdGX6MOFBHaB4SlKvkkdo3pD8DTQ6iSzKH/lB1oaJ7RSSoGXtWA34YvDCO6ozziGaZQjTD6FE+w5iIsSMpzGyJYxC7wAiT2rv1rPNI/SgiXkPxmaRiQdgoXe+hWqGirCkEN+epMOSfH3RJT7jCoWkcmPCZkjlQt1KdR1pUhmlYkSsXPM5sCjrGJpjfKfq+NeqMwghmrLiHCiFKEFQ11sQkgUab0aTULOOmhtrfJDyz5wDRtKevUT0yClNEzUUdDU1mVt87i28Qo/Vq0FerTXI4x7GL3EUiMjeG5z1qtDCNKJqkb8rK3KSe3ZUDt99dVHJ+Q2/LP9fCMYwSuSr3RwXVqmUP/4LXDQ2fl9XfTr90bam0rd7tFZKZ3EJNscqCiNoRVQSMdJGvmo6yNNkfGlKbeytynwNs3QssIQCSwM2eROe2ZENClpJZZaQLYHSBu+4L1pfCNWeMtbuS33pu+bHnIpkRXz/yftz7skSY4tP/AnoouZu0dEZlYVtve6X3O62TxzODw8Z77/N+FMc9jLW4DaMjMi3N3MVFXmD1E190gUgCzQgKiM8MUWXUWuXLky2rm1XvImAs1JHz1DQrQhY6zRs8M68crrto51yvvA3qyNHbMy20npfbVn/8+XW989MbtjKHuAc3zlPvJi+2/IPUb2Fcf/jUyIN3d8W7y/DH7IF3c4PnL38Le0jrF9f/l9eftlvvzA4Krexfo6YC678J1/Vt4M5rtT7/JFsneut/mQjOmbkvom/YZNfMcMiOrAnQchAkMqSbEu3TuiZILWXrb2zxaGWyuM7hzNZebyUvS4wx79vB8Q47v99VuB77uBQu8Euxt9v7gnyh7w6HPtro/v+pxbe1pv/t697HE8u71uXz7yn1323hgYJ4R9UexAoNt2Y3L0qOC4zv5AzshmD8+M570NVrk7py96o8Hafu6d0T+CC4O2t9/XHdUM6c86Fubx/riajU/dNjXx8boz16UzjzDQBBp6QAnfeKoHG0ZtB+u34X3lAOrtWj01eH9a2ZvZeHtPt3YYr/U2uGfZ9O/YF2Pudn5nJN7u4cZqGndn3LX3PiBG+4+g0N15RRm6yft93VbDu3sbg+zLe/rK4y8MThmD6/6cXzbbX7qMyf0/t6jzl81nX37H23wUNL+7kR3w554NwAge3rNLblkPO9tk/Ei4rWXh9iP7vz4W6SxVx+11Z4+MdZYeLPMB2/t1zMM3TINhPLiEnol6yur4jGqnUfc9YXxPu6Evfdo17YGKzsCkp7AO9s+bvviyU2zvu9syMb5g/Nm60LviNle4PXv//Jd72FcfYrRUaeISZtQNmBHNBBEHZMVTqqvBYgEaaKu02FiSoSlS4gMWZzLQpFFDN1yD36cXNg3kIK4nbl6UtxajFMWSuh62Vba2Ybo4OERCS8JvLSDJmFPj0hRZXTs/50KrxmqVasoVd1hq8wJ4ZTXKHVUt0IhWCLVgW4GoNHXXLKiinftdBDZZvf+rMVsi6tzHYUXUi+i6tNniYMbqEhhsKyUUtj7GKsGDc1shmnpdABO2JcKWCPGKhEqdoEYhToEcIy6jl4hAvDZsS6jMNFGaTuzJN/v+2qh6wWRD7ESrkcWE1WDbAloDNvvQaarUkJEi5FZJrRFKo6ZGiZUiiWoOZnNUCK2zXY3Qjf3VlPZr6Zu3CCY0cdYYOGueYU31Ac9gf1dMjBZubFeAirOvXevd55DZSCf2vmYEVtuYLj1AqM4qUxGcQd1noeFMVSCKEaTPjz4BrWtP61hPepFN64x37SCFBq9lM4LjEhRUUItES14wVAzNAZ0VI4NNtCxY7pkPfUKLGZs1qvnaV5on9Lv0T88AaYZJ9HHcGVXRhpHtgJKPb71bexTpAXYRQ4Of1+nCvrZoq50ZPNhPvZf2dOw++IaBNgLaETQYTemSpt1p2etGidsnTWida9A6IKZNui1xV4h6EHF+1WAzPGggrtNP8kwWi86g704WemN8jfuUIV3oo2q38ekjbzyvs/Q7IDTGmnVpA6dId2DBmc90iRRavbMjDasOvqs4+OK6wf0pzJB2nwXavIYJ9KKSghNQfF9WoAXfAHfHuIPybg9Wr8skqeMKtjOM6XaTKGj0IIQFYbDk6HPULQInEtDnk1rwbJEQsRh9zRiSqXIbLbeevBkkgzgUegaiaLwZNYaL62sDVs8u0z5+rTPMh300GH10Nn/Dg/qDKDPWFnOCgdeYar1Luz3bbmvJX3BM/nykmVFqozav25JEKNVom3kWEOp1gbYV2Sp1g6qVEjZq2KhTwWpFMWT1n6BGNB+elsFUaFe3WZgNo9Lmpdc9CsgWaMXvocWG5eYZDxjXImw1eCAkVzTabkK0amg1Lww+MulEfL8wRaLrnW+2QmtM3cZmENNir9O2BiiZ0LpcigWv5ZEr4SAUDbQWMTIaDyBGXV5hMcqrUTPYyeeENiE2SHKrA1Z398kNMROoSSi5T6crtINR8WDcpkZT/7JZpNVIi9By7DYHbku2BhuEIlAbLW54vRBhSOkIhpaGWoVFsSJwXB1MFUE1Qq/701qjrdZBRetrQs82x0ksUtcuP1YhNiSHW/bSrzjuXIDbXNkHJbtpOUxT/5TdYBq5++z+971vfmdZjjW+/32fwPvmmja2+bd3t9u1cv/hG0C4/3SCzr20ifsQN98haiCGQIyRlBIpJlQH+Fddusya25O1UeMEBiWu3sfmdod6iiGt97EMSRBujNxxf7uvuiOVXz6H3FjBsNvyY57d/LdxjWHx9I/3zwl3WNL+ubf9JF++YDd36Gs2ya8F6d5+6W7NvifnDn99rPPdsXSXaNzwSBe83fZ4stFkb3yYTt67x0xk//5dZqQN776v2YzMiPt283sa0tbSMQXZC6CPITd8w24jqUtIad8LvG5T6nsLQHbMpC5eNy1EWg1YoNfxql0KcMjX9Gw2RuBojI0uh7M36a1PdyxoqFPc2yA3+vj+r429724M7f+K7HYO9Pbo7Xeb224PfylvdLufca3bXB5+tn9Udxvqhl/xdwQg/voxtvu3NzfQPv/EG8/4bikS7rGjv3Lsz/tFAALusNrb6/7rwD6EIaP/tkbEHRYypJzuMyAYOK8HdjwDbOATHS8ZAZA9yNlrjzTPmvb5Me6n21wmPRAwurnfew8uD1KkDAWI/vv+zP35Rn0Sv/D9ptHn/S/0yT63v3z7Lzb6m5Xh7zy+zm77O4MQN4GQ4c/e1rbesAMAF3bncSxeu93bJ7D2E9xS57qxLLd0MJA7/Lk7JHeDYB/g5q8PmJOxqXU5EIw+gG4OLNbZt4hLDiDEvqhrD0KMtB0vwOS66kEDMSRUAylFQgqkGF0/sRd59ch7pVqlNI921lqopSENWqss1jMjeiSsNTe8mowCyf68Q9m+9hXLdj0vu7Xt6J07B9WMW2mBsa3sC5m93Yzuopc2NjDjjaUjjL69T5kcfc+eGTNwSvpCZHfG098en5feqbmft7PN788BeOFmwyPDHmzw4pbar1GddYbgkkbg9Qb6M4mBXvvGOTIjHn08joj8sMt4AEsIG1jFpTu832hX91RGBLvXm5AR7bUDQne+xdxJZpy66ygqqBoigZgzopPL2Oj+QYYcQK2ZVgN1C7QSqHVB6oXWCtJWZ9Fo9kWxdsmI5hISDc8qEa9c2Xvo3uH2goS+KXvBQGNFLIPN/l5nlO/t3K44OrrhnsUHPJo7cvnH3j4xRqrc95tdve9ovd+aO6adleDR/+6cM/XFt2efcMFZKF5YD7n2aw4GSrqNl684bsWQ/e+hpSnDaeYG0ll/MDOngAxjTDvopPQAnvTVqEfUqa2vefRNpl/cbgVDTYcxA+7siyeMhNusYhhw6tcSUTR6tpb14qdRfI2KPVsrpAnVSJpceilNCY2BNAdicr3XlPPOFnA1GYc9xJQQBYnmEjrDRuqggY41o/q8EO1jrBus1bwYsWhzbcTq7AMvmxNooXh6di29fRUkO4MMRbVBrDRzOTtpYFvobVFpSmctmKPDYvvyqJ3l0HEqhlTF0Du/Bd9clsfMFV93w6H31UiDvO3ohqj3/OA6ffVYU2N6f4G08fFT5XUVPi4R1sQ/PKx8981C+vkHwvPG5/AdP+r/Tn58ZXr4I9fDxstpRdsjof6B2FZS+YkK5DWxUVnTlRyE//XpCbHAS4HL2nj5MXEpkaMq4QQiD4R2RC+C2Ay/y/AbZVqVsCrbqqw/Ri6/Wfjp/craJo4vD8zVOF0L51r5KBvLJFzeR1qGT3ZBauVaV2o1Du0DiUD4lwtqr+TzK0EKaVbCQdD3Sj5kDutM3iY+tfd8Ki+E4yvhux+Y03uO0zvOi/DTCxxs4nfHd2wNPpYZLJB0RWPleCxsIfID/2/WFpH6PVO9cvzxM2FttH9ULD9h20y9RjTNxKh8+EPg4XeB+P23xH/7DS+PL3z8zb9hnx7gj99wEPi9VrYt8emn7xBdaRKd/fKff0K3hdNP32MUXv6gbGki/hSQJRLKN2hrTH+cmFfl9Q/vuP4Oju0z39oLsmR0nViOcHjYmEpiW0+04wv13/8LyxW275WtGdfWaEX58eNE+ZXAyRZ68Wg7IBopk2BSiPXihc5tZiVhmiFFxDbk8gnRAymcumG8oAIzgiZI33o9q7AuDvgTfc2/voJBNc8oqrph6qQMbQoaXYKoBnRzyR01yKEyhYvXB4hGDGdi/AzlxIXfEAwmJiR4jS3RSnooKIGpvetSNiuqK3GeUCJVvqUxU9KK6LKDuPFpJj9m2sMDrTxQ9ErRC6kJUxEoFbZCqZXzurHWwrOcvaDqIdNaoF0CbWtcpSAYx15pIVsimKFyhlAwzWwWSSkyxUjQhXhYsdAZXWmG6eh66UAtG+V69ULwk2KtemCqNmxxmbF66ZlYUwSFrbj9G48rYYZoDbIirwqLUuXExgPSFqgr1pwMo2mlPFyQbSKc33kG0fyCiBFT9YCV3Tvhf/swge3g9UFWjIaS2yPBZhIV1caqkU2EuK1oWVBNBE2utHSIiBZC/NmBCQKwAh/9fjjuNiai6OY1TWJ8h1BYowcF25Bh6ZZ9aJEkjdom6jViF8MWOhj5yQH4MGEV2npCC+gKSiNoxRJYNEQLKq++D9WZ1gLh6H6FdftD2gkhklIgZEXC5sBp9GCchM4QrQ0tBQkbkhuSM/r0gFGo9SNWgkufNfPMhWbIeaWZUiawENH6rQenvu3a02fP+tApoSnSgtACsAhtEdSM2TpDuDVvmxKwmCjzwW2Npw2phfTyJ7e3Eh3s8eBDiA8Ey2yy0LgiNSA8Qc4QI7KuWHnG1l5jJl4JqdFCo76voJlgE5IE/e4ExYF+aqBt73lDHPorhyDE6jJC4fmAXBOLRdZUiS+RcA4c6k8ctz9ykcj1Q+Rlhp8OE/EB8vFCCsZ34UD9Xtj+2yu2JMSeIB1oh3cYlSLPlKnwz7+Vni30R0SE06d/4nA+wH//zPq8UP9D4eM3lZQ/M8ULYVPsKuQmPBJhCZw/RkpdCPGVrWw8/+lMSJH8zUq8BH7/zydqhE///spqhe2ffwYz4ocP5ClSX72YtX77RJqM/NNv4fJA3TxT+pROHOM75Nsf0d8s2L8eWP/bd8wHeP905bItfHrdsDVQtwwmtM+ZqsJHeSVr4jfyHUmF4+kjVgovMrFV4RI2tlSJ58ZDbRyXlbltLLJyEQ8ivG+KPkae/+kDVSJWX1n0QOX3aK0czleaVTZ7phb1jCZgmd1Iy9Or182ShKFsrbI1o5pnRC9tgVqZphM5HfkurnyIr+RzJp4zKomLTGxlY/34R4K+Zw7/hKwr8vlnGo0aJrYYeHn3LS2Fr17b6Oih+83a8SDt0E3HKIZKgQ7cY5Csxjkat+DqAJI7Y7bjHzYKjY3XhyzakB61Aex2+9Zqz8yVHtwdgN2d3vk9e9kUa11jXXuR+/5vCE5UCiE7yTLPhBCZpkjOgfmQSdPMPGdSTgTJCJFsiWon4vpCiIk1XdAY2ZarB/FrQZZEKwWpZ1otWNs8kI/7EJUekOuZzrvLv/upthMXBpFtzybZSYTWs8U7JlVxbKTrRcoARhghoV430gaYqvvv3ubdtxCXbsR8V/M+KLgEWsTpGb048yh83E/ShF+xg74db05u6b6fKVK935q2Xn9gQ2thZC1ARaLXMhAJPXAQGAoLfhpXf5C29XExqkSV/n5ff2XzVpJHhEzZGrp5oWiVgraISsSzC5rjQLZiEqianGRhIyPlFWmR0B7QEIjTKHhuHUs/+H4e+zBuXqtjBAIsecBA2wHaTLGFwgLqMqFSChJWastIeU8rhWILJgsWP/nwqEdGfUOzhuhGE7eFHDMrvifa1bEhzRjxhkl0Rrtn5CuNQuXi7We5y+q4P2lt63ZK6N/b/Hla8r4J2r/nQXolutS2eR3SPQ7SAXmkYrrtGKfPGfc+VZrjTDVi0v1scV/z7xl4xljV7l8c1OiO/70JFPTp9wavo+O5o0264sAA6GW0zQ0avEnhj8CBv65jPevzekhK34i8oWfNqgdFVQkhvf27114dUq33mRPAHkwNmvrnPZNiSFTHGAgx7oGz1rxuQ62NUmrPTihvMoIa245LmQmm0deO5hiFkjAx53lY7SWBdhTb54UIzaqTkVvPjun4xK3tBvZ1CwgJ+DWlE25GRssgtewZdvdE6f6a7CfueHIbSO8YCryV+hp9rnzN8XdnQlgfQPv9/tmxo2q3P+3tS7dP3kW4sS+/2Tf5cdH+2hj0fcTfn/7++mODlwHYjdu5Z+RyY9n6x8bfcve5Hl3bMyDCTRdRIzHGzgjwf/392Du7eDHt5gxBDxK4RjEMFvDY3KyzP/bh5M+wZzV4C+3BAcbrt+jq0Lobi9N4/za77/vjDtC8a7t7dt0eSB+jee+E8ffbASB3r7ztF7n7zt86BnP+y8F9Pzpug916VoLs3xufH9EXvZ3O6tvz3BdtERi6w7ceuG+4+2j4aKMx6b984r5R0XMkRzTB+uc6k8H/O1LRXE9T1TWDQ08jG3q6XaQHEaii0HVd/U4GcDvuwzc8N1YF6AGbUejs7tn8rGMMwn0wz6Rvgih0yQwZRbeQvhC23o4N5JadAaNINLfnvvuHYRAzilrvXbq34S1mPp6jb+T7S/djZTCM7K6dfx1wsp/3/nb3YShvP9JBbritSb80H8ZGa3Kb23tb3z3ZbvzuU6VvrPuzjO/IvjHdIhj9d73buMWZ5cpt3fL6D56iGKKg8W0WhIa7zImgtODAvRuufV3sa6SMKfbFc5uMja6nou6bMXfPf2shf84RPL6xHRjslPvXe42IffoNBsjOBBltYr0hf2mD/PIebHTQm/eNLz/+18bRvlr/umMwvXGQ79KEIlCSEY6N9Hkj14XPoqxyRPVCCiuWN2ReXbN+7cBkXX2GDOk/hRSUOUYU5arF8wxK9qmZAxJ6xl4vIBdac+c1CilAiNBWkE2gGSUWLGXipMQVdBN3wou4RSGKaWNNDg7X0ovakkgtItsZWiGYB4yjWC9KV7GpEivkLRDaBPUBdEPmimRDjgKmlCK0GhFzSbcmE6hSk2Hq9SdQQeXkTKj6kbattG2jbYVWJ5pFZ52LEiQSxJhSYJojqjNaTmi7IrrQOLCVyKSVHD2tPSwZT/9PEAqcrkhZiZ8LZgWbN9qk6KtLByoZqYaWgC5eWt1yIJpwHMBBcQZXSYo0pZbuOMYN1HbJvaZCEWGtXujxa49h0N6ZO6CelSTNg6yNio31WwJ+U60Hz7tT1fdZNXGcI6t/f/OvmfZIX+1Gd3coTJwp5NKbt/1zt8vM+1dxNvCtxlkj6krTTNHmUMqeVta/G5qvc4RemLog0pMKxGUDG9n7KlSEXlgxJkLIaMhYSmgPQk5VOEjAtGKyEWqjtYjKxlY2irGDsVVBtO2ZiyNzLUgP1YuTEpp4rYgQElEjKTaimjsHohACFoQaA8Toa5dGV8gQ9ewZ8b1WWvGYe4XBpBK5rbUiNrYC7+OA150QxSxhbL1vlNYLo4j24qXNganBRB8ZIe1vprB+uba56WNm+4+/4ODbwIeCNC9SWrtkBMEzANSzltDCjT1XgM3H5hj6XUhaqo8LT783THptAulFOQdxQrwwYDNByi1j2ckXPatHC9I8eDHY/GDOihfr92UOuAhY7baHiJubHc0QCYglNMSdVCJqvV88e2IkcmgzZ4OmhOSEpGlnVjbrg1m6Rra55IaY0bpskzo3BPLi0pcLbjOMOja9wfdAPJ0owWDrKTSvEVAlOHiqnXATuhRnr+ng0pE927UDXkZlz2xRl4FEHTwzU5eX1IY26XjSMJ46ABD0zlAQdqnUrzkMYu01qUqgoVSLFBHUMtqi73lLoUVly1BmpR4Fyb7yIZBC9GyQVrGm1IthVWg5O5AiFyzAMlcsefFsNWf/hhJJC16TaDVKgRCb2+ZOz3XekyjNArUEZ4BnzzjbLsWVS+OKhEQqsxOTpl43Qtyej0GIQXsJE0OTIpOg04zUCWRFaiMFIUnEJv8hZigzaoUprtTmWXVFhRIDEgbDE4pWggSsOhKooUtsdFuwqdG0EZoRN/p+LhQ2VluJeNDPkmcnWMHrOZhQWvT8r9sgxAy26vZTcWyOGCvBjFAzmLLRmaZSQDYaXtNkwmuApD4fCeYYcRU2lJXKpW6kZmiN6FrR2glCwTMkCpH6ayERu43fYZP7Aw0C4Z07de+WjjfZvfTuJ5g/+G7gfulPfOkD+79vV+Xhd+rtwvLl9+WtP2/dZ+h1CRm2dre3d3+gS5uE0CU+gxKCE5NCEC8I3GsOCkpqmRwzrVVizZhVypowEa+FZKAaMGs3PGS0V6u7m9rjAt0nsNtj3lvb3T36c+/iy9bq/73Hk77wO/fz3Pus+4flrjNHht64ad1f/zNBkrvufCNV86uOLxzT/aVOyOuZf3RSnMkg6t36fdz/ret7JG2Xqr2zJzvY7lftwOXYNayTFwbhtft59w7s7rl322Rnsffgm1jn7avc9kV6O0roDHTftfesSdQlchV0ANehdTnGSrCbxBFVaKO2jXr7yGCet15fae/j6veoyi5bI77uuqE1nuVLH/aubXdMpTeE3M5Dx0qGLNqt8xrSs5CRsRjKvqaMFr+/2o7j3F2VsXbcvcLw0e+whr/3uDsrDHxF5c/Pa1/+8dcufEN/f3mt4836JXtT32cOyF/8eZsJIXeBhnCHZYysk1tQQgd2ogHPAvOxGINLX8cUSTF24rBQm1GaZ+p54LK6PWjOx5QRfJDWg5JjTnbJzk4CtrHY7ffLfp/Qn6fd1ucvLaM3yUe/0HG/CGPsUd273rK3b315vOnVbqrtwfT7NfMvneDu+DuDEOOmZXcsfKEYW4jQpN2Y8qOoXLA++W8P4r+M30bEtW/KIzozNvL9uv2p9U776g0bv39P+t+9gRQhDAch9iEwJn8XNN+zq/rkCn3gjgKHSRKqSs4TMQWmdCDGxGHK5JyIKRFj8s05dq19K5RauG4rpVRkXajq2RC1eoEsWiNYQ6pgpQ/e3iyt+qI5olfWmbs3ELiPPLMekRf3l3pwpmH7udxXG87/3uI3g0S8eoTur79dAG3vDHf22j5w/QIKeyG3JnffGSN1H6R/6+hC190SsPG39NC4XXAPK/XxNYINlSYbWGIvtGcF11a422T3dmiILf3hXefR9spIPTvAuq6aXfD6Dhk0YLIACyIJYs8YaAvSQQLbkeRRHHNo1Xmk2y8xorc+FlM8oJpI04EQZ1LuQYnggYdGphGpZaPVwrYJZRVKEbYNWgnoVmmtUmvA2gasmAVqz1rQ5s6Uj/WCyAu+oY2MgeCAyC6/MEOP0I80e896GIED6W09LO2K8Nq7zvpmmvpGvPZ+TX2D3PyS7cqoxeFHBkkMYNiBgdqvn24GohS8/kR39FDEHhgLNka/t6/bgfe1AG8Sa3ixR3pfqcufDGaO3G2iOzuiB6pGxtGIZWN4rQvr3xvSDOB1POx2acS65FF3qgfA1AH/ESDwYTyMwp5V0vfUmDwjS3JCQiDGGQ2RNCVCCKQ5oVHJ00SIgTxnr3UTIkKEnGi5ayeGPTyAVTfgxlLQxAsj7kyj1mh1o7VKKdCKsZWNViulFFprVPMVuVVn8nkhz1FjwYEyNFI8sR96wVbtbCnwDBfTQovVi18W4Racal5E1sa46NewHuTlTsYJB4RaB5nE8MKuQbCgjuG0W0AX+usM0HGstzC0I7/2qAW+/6/CZoGn6Tseo/J/Hhde88rPjyf0lPnw8TtCVGgVrX+kbQvrppwOif90EVaN/BiEtRlTNaIoH8KMqpLCI1s2/iVvlGbE2rAa+cfj/0RrR96FSqLxafuBrZ15TJknzaStED9W1kthq2dmE45BiPVCfD1Ta2M7CDopdgwcEvzHR7gQ+OM500rh08sZC5Xyu0pUePrYmDfjkmZqmzmGI7EaXA5wjtTphRL/DTl/h1yEx/UfmLb/jMb/L+HRsGXieVtpnx55/NN3SIEftlcsRfT9/06ZV3745nsaF+r2L+QW+F/qibwd+P5PP7Ncr3yar/DQWNaJ+lmZ3wXyMfDbMvNNm/j4WfjhoxK2hRj/leP5zH/+r4WPYeNffrNi8sqZf6FsmfbDe0Iyjt+stGhsIWMmhPDg624qkIyYElRlSoGMIClhW+D9AU4F2hJ4XiPHsnGsz1zWzMvlkfyq8PNK+mni+N/+icQr1v5I0kr5UFn1wDU+sMnXF4VwDdFTr0XzDLaRPOOXZgcKDwhnlBdEZpSJKjOFQwdtnx3kbUoj0EZmnK5Ii8g6YQRKnnz9i2ewSujZq0VXqjSsKaFEl7NtDU4VDubzuAXWKGzRi64GaQjRGfoSSccLVKNcC0ok6pM7cdvm2aOTQoqgjwiR1I4OiM2GxYU0z8R44ignMpMzp89KeBTiY0WWCNdHJhEOQVil8aKNWiN5nalL4bG+stQrP5UfqCy09DONSrRINViPRlMjFGfwWXzAAuTmNWie4sQxZVJVYjUWEguJrS4s5x8pW6PSQIWcM6ZGtUaxwCZHEMhy8vWuedCr1T9hbJRwwiSS6oQuAS4B1spVF9bjCxrfkZoz7USEmmBLjYAS18mDSflnLBi1gtaIXIPvRTKK8X39Yb2OVmQDg9ZeWOrqBYC72RCbZ6RtY38zpeVIzZlAIbFgVqjtjLZGrAkj0/S9r+Dt3MfhglChvUCriE2IBOLW8Do/PUOxXlBbiCUSWqBUoXWTIaoz0hpXpCW0uB71liMk0KeCBC8WLxKR6TsERasz3VpJSFVSboRohJ6BqOkRjQcf02poeEbDz4QyE9eTV8bNGZkScjq6zPwVB+7kg4+B954NY58jVjf06dXdWf2t24bhFbMV7IptFWsLZgukBsFl82rDbdiY0dCIYcOK0uwRM+FKoMVAmRJaIZ0DyIQ9ZtCekd2MXL0Ielmrr3cyEUQh/4DlV2grVoKnkMwbtUVKU6IeIASoV8LzC02EosWzR3vmLfYCooTpcOeN/PVDTXg6PyIlsOmVLV/Y1ozVxOuD0k5wfj0Qf37H+ZvE+SlxPDX+4aGxbIXL9wWrkbZMpMvKY1ywAuWnM8sx8f17gRh4Ck9A4+eXF6pszGJEoGyPVDnR8gKzwuuKtMrl3czLKVOuK9Oy0qbMS84980mIR+PwoRB+FOr/kbGjYQ+vbFvk5+S+bfloSIh8881/JBH4Q2mkZvyYlHWCJitWjZYBrQStJC2kwytJzpTpSH36QPh2Zv7DkSCVlZXTg/D7377yagf+2L7DZEGD16haqyBL5fI/fmApRjmu1FT5/PhCDUaujXBtzK0RV2HLjSU2Xm3i+nLgkBtzMuY5cDxE2udAuybqpbK+/rEDLxGdZvL7f89ShX97VqRtvDv/iErjXN0WneaMhgAZD/ohWIuU6R01ZeTHz6SXnznO75inD/x8WPnpmwVbG3Yxrjrzou+YP2Xav3zE0pn24Y8c1PhDCNRWsf/jv7sd+6vWtjeO9c6DsQ7ADtE0GbYnLuHlHsAesh7I5g7SOsTR/ZcdebsFNoAbe1WUXWp3B0rH+V3WzklizpZ3yTnP2JdOUBr+6QACB1gXBllpioQYSTn0OnGZmBMpR2LWvs4VQkqE5BhAxJAUkDQTVw/GrVlRrZR1JQiUomAFLUrDA2dW3BYveG23ZnKH79+hbG3gInTcfAQE2g1TEgd+XZLrjsymo516H4zTDm3NkXm+p7rg/xkYkWz0UvS8RUAadMbzXvuBG55l4yMdSP21h7S4Z8T76YvjQlaQ2sACZhOezRA6BmRAgpZRc/vD8DYWjDDwcR1Z+24Q7ooAtTdwB2itvoC93jAzUt/jF1zqyAPAPkeFEPycTuZ1Gy7ojEokMPs9Fe04x+qSN/HY/c7se8JAKsXrNASK7/MdYI0xUOaJWAOxTJRlYXm90HRB5ZUqgtXsohX60DNhcHJN9XpeZiBmBI2efdMWxxzEMRda9Gey0Ek1imlEBimCBMx7X3vP+3jSnjlvQxVAXMrVgoEYyrX78l77yTFUOvli62cZADXsEuyddDrqMZp1uIqGcL5LRDBudWN/5Zi7/2VcdgQGBlQ2Tr1jIDI+fjvDHUYtHWf6xet9Qaq8yUr3xx9ZD5p8/9iHpvYAeq/n0Ne58bpnNPSA1w70R7fd+oRSGcQkP0cMnk2XYsdMpkjMkZwTOSdCdOn92jwDYiuN5VpodWMrl54h4ZlcrSpYozX/t9bNA3nmmUfSJV1dalh6JkQncor0pLoeAuyyT3KX2XBTmrnrq73PbpkRY+3Z+2YHkweOdevoATH/+YiQ/Y1bDMNu12Bg/7/YxW+OvzsTYofe7vYEOrC9/9XFr6TfqdwNYj+J3b7nJ/0L1+KGb/qJ8Ql9f823HSDYLYr05cnuI2V9k7997ja5bozcEYjoA1R6BkSMxJzIMZOniTlnQkrEGH3zjj0iZr1QYA8Th1JdkiAElxQZkk9yN0H6/fvYeJsZsbOJbcSebB9ItkelR7uPwWT3T3jf6r6I9Xdu8jJ/vvjc+unt4LL9Y29H7f7rfRfsofK/fgzH4w0D/T6CCTjw3GfaGCR3Gnq2Z0awf95P5Z6vB8k8lXUPkIxzyxhv9886mP6uPUpvd1Pb+8x37NY/q70futEjYxALnhrbx91+SemLavJCwTES02CcRlBejgABAABJREFU+EbTZKaRXcO2FkatCZNIswQUrIW9DxvVH7d5vwndQLVhQEg/R0WId5vGWFkEXyYi9wbX7abHYjOof70fpOzg+N6g90l9g1VPz0LB2QayG4owAkbOEuj9JA6GcDcG/nxERwbfAnFps19z/BnZ80bBuXvt7Z/7u/eh6D4mbYzYu2wk0fsv9zHsu7u36ZdpR/fzaJ9YenvPuSJjRO1riQ4puv6jGvaC1c5o8pTr/ScO7VdxNmPobJQRLKOv/Z4asU/nKmNNogemfeOtbWSkV3f0mjO+nSTag5hjzepr1b4WiiKMwkqjbWS/Bx/LI6DY14fx+5sVffSJdV9Phv3GYIr49L/bnEYbdwNrnG1kIe37w9iwbx3xNcvbrecN1rOwViXpxEETUQqEQtXAGiaqTrSQoX1CyzMUo66BKDAHpUVhyY1kcDUvJXhszkOcY+JM45WNDePBfFU8xAfEHpjDFZWN0ECtEWMkR2FqjXRtUN1pNhVMBbWGLga1InEFUyxEQlbmSdFmzAusBa6bOVMxG0SvbxHN188WlJAjqQpWT1hNaHtBuCC2Im0jlYmwfIOWd2g7sTXlKgabkraZWirX5YySSPIOwoVy+IFNKut6warycHnliPFxWVmvhe3YaLlxaVA3ISfQozGtyrEIn5+F7VWooVC1cKwbhzVwOQo6A7ZR7ZVWN2w79CWm9jEUO3M7+xgcTOc+GlWcp6+ToknIAocNzmtgWyPWILQCW6IsgbBCXY1UlLgesLCRsxFyQ44eVDeN2K8IQvigG/uXO8wB10t39fJM4AIUFGfFN4LvLyxID/TaCI5auK1dJniVbP+8Zz2MtbjXZOoMbA+6irP4e2KeROuMc+nZVz75glhn5kc0CCE4a7hKcfa3xm7LVd+DonWGdUIso5YRiYTYIFVCmgkxE+VA5uAwkbkEVJqq66mvkSxdbkqNNRqtJUI4YVRSVIJFXuSVokKLkdagdOehptIzC5x0Y6MAnvrtZU1MIZLwHyNSzKVZal1pdezNoOqZRcNOG6x+X+r6gmluy/hc7bXGmkINXsyyQtNGDVtP1+8QVc+QkIRnEWwRoXpQSRzos+r/ev2QLw26rzl8r5CeLdkoGBu1b2EjFu/7wc3eqght1ALyQYO1teNpHWQJoxhj8rGpV5BeiNgqVC8aLc0ccKBLkvTi1rvJwqjZ4MCcy1NUxBSlelkRdTBEpm7PDSJCmIGwg33Wuo6/+NgJI9MwRyRkggpRIcQzGgpRjFjFgfkQYZ6R4xOyNuS60TBEJ5oakl2qsMbLDj4AqGVgxuzqtnPpvg0GUj0jRH3euUqh7UCCqHmQX5yVX1GaBmonaMXqn7Xo6KIV8cwR/PytNawWBA/4WDbQntXaAoQ6NlF3pjWgmlwyo3RgK3SA9u6evW6Mr01fdwiJiFpkaWdqK1hL0ISaPajZLpFQJs5ELjFyCJVZXQ73upgXsX8NUJSonUVcG6U6GUIEomRv4y3iXkYmGB1cUGoMXvMAZ0PWLVKWiJUVbT6Pt6g9O8XQbOjB0CjoGrDktSmswabFbZzNA7/z/EDWwNQuRGtI9MypBn5u1+UkTUaMRoiNINBCpMUTYUrEY0SboA2mlHh3CqhEPmrqTGKhGtTijPa6rLTNWGfPkVvCRkmVmLybdRMP5GmjBGMzYW2B2CC0xqxCzNCi0zasFViveGZ2z/i2GTFYt4qOGg4ItbqERMy+UIThFwe390wzTWesfsaW0ou8Z0w2tqm51FyAVQNrzASU7bzCcaHElRwgh5m2Gen14kDurziGp+nuQbcFb04rNzt9rBfdj7nzkd9Y+rupKzeS4RvD375wUO7AJOGXfZX9U3I7x/6Vgey9tV3HS0Nf3eWl9S4DIiAheu04lZ7ZZV7IPN6uFM3JUUai1uR7Z8kIRl0CRkODZ6dp6Lrs1XbQ2nab/76le3b8F/c8/K17bOLWUbeM9Vs7yR7ouX3nXtFgOAa3E97gDV+jGJnr9zfyNjX+i/u464Zfu43u/sbuiLFjHq0Hmojskoky/Ba9/Qxc6K4tfLiOzHXp2RP9uwa77Pdg2VuXWB7SVWj3yUdxXF8VxzVu4OTItPHsYa+F1aWhrGcf9L4dwPJgpNuu0e/BM7XRFvS9pd+bCmiACjVUKtULnKt6Jpf0YIJYB+Vrz4jAbdk9K9fYCZMjoLK3X9/5OjHw1pFOtrxJJI3swjt80XwPHPiWySh0fvNRZf9ux6fepv37uO3j7n4cDTzTuj24yxjuwOmvW9veHLJro/yN4/5TIxDRb/LL8X6/rL35/m0RunPnuckt+dp/y2oY1Pe+Vgxs975d7l6/YW597O4qKoL27GgV6fJgEdVICJEYIikmYgzklJlyJkQlpEhpjRAKqg2rSlWhUdDm9oP1DBjHAz1g0FplzIv92aVnUe+1INifZaeB9v70kdj3kTe4xS91lO1j20Y77V+UP/+C/cJrvSdvH/+lz9z34d8eLfB/JwgxgJmxVo+H628KAy7ui2S/acMN+NEQ+4NxvxG/2VWwLwa2Y4rCAEWtdsB6LMw2/uhXNDwSJbghM8YdvjgBhNaXjv66jGJYElERZwhrIOeZGAOH+UjKmdPDA9M08XA8cpgmUnJJpr5+06xQ6sa2bYhE1q3Qqg/2TQomgvN9C7UXA9SOs1oRxNyf8Hbo7dfXJV+IhqxB28eFF+rsm3Zf37Tj7G2wCcb6hNzA9v7fsSZab1Tfs/el5DYAcNhzpNSO3q732X/wZ7IJtzDBXz72BXVs73IbaP68ShfIZ9fbf2M4BKTXAvDbq9BKvy/d+9gB/HF/4Y1BJmz9TnfaQT9WnO2gYCd/r2/GMjI1RoCLEQzzDUVkAYmYzricQO5t3AvnSSZoJMeZmGaOxxMpJ/IcidElJYzAukEpcF1eWJdXlmvgehZKUTYValkQzrSWKTxhzQg4CNxwdqq1rn2vrjtIK7gDPp61gzo0zAIOQI2MCdd+FIa0lUsseDynuXdC8M+KIJS+3h3u+tcArwXh3nQE88i0NS96J+Zgg7FCr6Phm2tkZMvYCHaIB0pE19028/t8/KL//tbRF+kofS6UPk78vRGRbzhoImIOeu0ZIdy1i/blr0eiu9Fi3YDbJUn0Nl/hi00U8feVPUNrH1PSpZNG+qD4OFICQZJLxUn2mhAp9uCWR/Vz13mdYybGQMqZkJztFKKQkhI1oNlBUxtsqYYzi6p5wbmehlhrY9XNsZ/uyHp1EaPgLOWtOWhROgvAqBD8Nayn2pv51AoKVdhDUEqv5xOhmWshY9Bl7yy4E66ha5o2X/SU0EFL6+tH3ffeW6DX+lAXMKWNNaB/sI2FUSqjOPrIdBlrjHegfO3eC0AU5Z8entCmHHHg+T+ej/xum3jgxPwyEVHWD8b8w8Z3r1fWfOL67oFrW/h4PXPVymX5AcnKT6cPPGyRh48nqgqfDsolGi8tU6WS4pkk2rVcC+kPV/K0cvrvCp8zl0PjT7FiW8E+bkxJmH4n/HCZ+OEyoVsg/PPEt7Hw7+Yr19b4uVVkC4TrTAlKeHolrkb7vFKLUZcMC3z+/72ynpX62/dwCCxPjTIZcTI0CfEJDgc4/LAxhTN1/Rfq5SfkFXj+3yC/YoefkYeE/k/GeoXlY8Cminz7IxPGP7x8YKtHflo21Co/6cIzjZfHmWWekPefkbzxdA2EGsntE7Fd+bm957k+ECt8U+G1bTzLwvn0Lf/8u9+TSuRxmUhSySGzzkL992c2MZbgBVtb2DBVPr3/va9J+j2xFK6fTtjzzPoCUoxvfnfl3UOBnxPlJbLN71nzB1g38rpx+L5yOn8inGbkwwNiKzp/xriwNuWgifdppurMakL5FQPO3S4PHkWJKIcuGSRY30+xY2d7edHbgDDjYE5LASuBWpKfo22wNsrWJfuCpxcXWWnS3bAmpDWh1giHhEQhqks5WThgLVFY4VrQ5EArzaA0tCc1NFG2GH19s0iLQn0/EWJCT704b31ARKgHZ6jF9YBIpDwolo3pgxJnyLURrTKniRQeibkQY+XwWJgfYZoPzKeHDrIkTsF4H42yNZbLxnppfNKIrDPHlw+UtlIk0MoG7UzZCpu+Yhi6ua2VmVESc6hkbUwRUijMDzM5zdi1UK4ry+vE9vItRQsWFhqFqivVKuu2eEZr8Yy4ii9Fy1FddjwfEZKzTtvGcjWqKskSGjNmR2RLME1I8kwzSV6klVKdBd4mglVSi15ctzWaKc/qYaq5vqK/ypkVTPt6HAKGS59pM2oobKEi2oNE4kksVYwSrqhe0SDEGgnbRKsbsr7QiCz6gISNEP4VJBLCI0hgy1caG2EzrzPykmklAj+CXBB5h8jsYDwTWzBKKqjOxDATaoIyIe0Zrc9uS8yLgxc6udlh2edScLClVt+js04+i4r2fSDTREnR/QKmhsUzhwNMk6GaCfo7QlNijWicCfnRa0XkZ6wo9ckDVDXMtGZs24W6Fc7bO2wraD26HFOdnWm7uoxQtQmzSEoLUQu1GXVbadsB2ybCNpO2GaZIjRFrZ6z86P5PVowj9fW3WG2U+gwU7NPiQYH0AdGEHQJVKy3/5FkZ5/ewZbgssBghF0KsDjrJTFmyg/E0NprbJtNjZ75mtCmyBZCMxBNmFdYXvlqOKRnlPxcIxvl7oVwDxwRpamxPihwcoM6TUI8Fs5X2qfH8Q4VcOU6CFGOzjU0Lz7PBUbFvDpgqx1qQUtjKiiFMk/sF88uVUAur/kCRT3z8PVyi8f7bK8fDwtN/iRz/e+LztPEyXShH2L4LlFrZauVwLrT/M9MWoX0nhKQcigKZ9vjkAdKt+xvxCkn56XSlBeO1faDYRCoR3RReD8gaef8B3kfQcETizLwZ9rxSZaW8f+VQJx7LEeMd9qJIWtDH/+ZygZeEtMRcnxAg/T8XtDbefTKsNMpPiYtUykmpD4r9S8LOAaafIL5yOL2Qp4X6Erl8ihyauXm8RdqUaapYy9QgbFMhRuFUjbk2kr5gVontSDNh3QI1GOf5E5rh/csjsUQ+pcgSKoTPkD7x/UPgj3zg8emF08OPNGtMm0v/lGsmHTeODy+EEtl+MxEn5eH4LYdcKaeVUhJr/oZS/8YY+2JtG7J73Si+wy7u/L6ewe0ZD/cZB+5/DpRj+KLDz3D/qducN4fGr7srI9ykDG+Gp5MM/Armfmb3S6UHkRt9/9XmINjwKRzf2wOyqtoBuNRJl5kYAiFOXiciJkKKxDQR00yaMiFnRAoiyjQFSsnM60SeMutyIUVYrwmplbgG1+vfhLZFqlRaLd0u9yyNqp3Q1P116shEt13ObYDEbrcMucjW6wrCqIEwAvvD39qzUazsbTu6aWAtO8A1fMCOdfTNoCMvA3u4Gx07sZHddxgAql/0Vw02wLB4A6StmUupakBa6q7JYI1XkHX3Z9xXv3rfB727z+G7W9eNcd9UoGfLDp9TaP0ZdkWENsiMzdUnqt+XDhA1imcjAqP+HkE7LuaBadHmgfdwdCyu/9iuxe8ZMxrc/216wEhIU39mdZ96aGHEprQqrCQwo2z92bUTV9oVVaW1gqoHiYtNtGpgK80azbaONWQQxaTQxtzEn1ekOBEndJLJqPvR+9S6n6+dxOm1NWEPVHbVB6lOohCZe394ttLI/tEmHd/qONYggQzC3xij2uVdR/BBcCnEN/jgwLP+juMO4/vz9+4Av3viqfTnHSThHc/4hXsYwdP9c4OEeIeFdODFi0o77iJ9To1aDnvBFf3yGtrXhx5w6O0aOilF1fHdFBwrSTl6vcx4cDwuT07QmyMpR6ZpYppmYhJiFmrzWr/rVolxo5RCWAKtVrZ1w5oTgLwmcHAyJtBaodWhtHJTydCOKbZOPvakLM8sGoEU2xdsu+vnjin1cbirgUkX3RzzcE/weoutj7XlDui9vX1P2MR2u8zedNy4oDmQ/RXH3x2EGLc8Dtsj9+O27pn3fQQPNv/tDX++L8bLG7B7vH3D5Pbvy0j9sd4yuo/fu+v27+yR7xHNGUxaGEC897N/We02AW4V1Z0pHGMixdyjYRPzfOBwOHA6zKToBehaT70sLaDVjY4UG9aEGJIDaBLQHvlydpYv6o5f30VPGUzhu6ayHT3bG/Au2fD2111jy75h3tr8doXRpvLmPKONOk73C9+xN0EMu/ve3md33xvBja/Pev1ycNxPmHtG/P2IGZbCiNA742IfD8MI3Isshtv37H5i34dL5O73kRabcVmh/tZNgJlhQO6ZFrumoGdIeKjfjUORwb7r6bESetHzSM4Hz7I5JFIOeJKrEldlK+LRJd0wqw4MSaNWN1qtusyUSAApiHjRX2mbt8e9sQZ9xWp7u4qMzcsLRruhVvozRu7H3mi7PTvJ2l1bcPe9u3oaUqGf03p2ifRCTZ7GYZ1tcBv4ft93fdH7F1GMkRp5K+i+A+d/IfXvF49b6J3hX4AbFt4mY/z45/z10QbsmwLcvjuKJO9N1cfoHoLtepnWDebxufu9wAMRPQjSTzci5WPDvt/JR2BLxMeUdjbIqPsQNBD7OIvB/w0hePZNgqhK0M7iTF2KYxhTBpQGW0Van11jo+y/m7hd2syoVIbavGdIuFHoTPGeTohxW3tk74Jb+3tD+Ho85tZgNmiXr+oMz87cH2uqB0/umTq98fYNyPZz3fJ9bg6eLwvGTUuwOy/3/bPvdL9gqP2FQwQepkwiEK+GVOP9ljgQSOdIKIEWYZsaURqHrWKTsuXZC+EWZa1GaxdKmFj0gUykrhkT5axwqa753LRisjiLsDYkFPRhIxw3Tn/0/j6Hxms0Dx5U493USAe42sSn6rUMwnPidLwQ5zNCYbMVWiRUpamgk/S91IuHtxpo1dieV/RVkHeGZKFkqEeDRyHOoEcPfIVXQy8V9Ax2hvoeyndYVCKvnuI/GSEZsuK1IvJCqMphPVJK5PX6SGPjOjVWKWzTgRqdUSlJyKuQqhDairQz1/pAbfDe4GjGxSpVVpYYOZ++4f0F3p0hqQfuJBrtoVLNWFaXiot6wUiU6QQWCHwkVEPWRLtk2mejrsb87QXVjcsSWF+MJhMtzEh9JdRKOG/EHxdUEvob7ev0BasbZXGQP0uiSmK2e/7Z1xy+B3lGj95x5GRnx9ueEedjeh/pggNI4pr9LonfwCqtuANL9HWy9ZokYz63Kp0BIT1Y2kX9zIHvRsVqhQRBzZl9zZnHijhDu0+r1p2/NgU0RiR6lqrpjKhgEWfYLs66swAtG2FW0iykFWIxLzKXEnF2qfQ8G3M2DmHimA5YSLQ09W26UTYvuHpV4XJV6hLIZXYmnWy0shJPBVbZmcbSsz2CBa+JEj2oEhRUGyFn4iET7ELYNoRILQkLqxeyluGUNmprzjpvDqw0jCbCliINl/1xl7cg5k5RaYL2Iny01MGYTrYI4gzDYrBad3KiOxvWCyWbr+0bgopxYHXG/685+n466qtq8GB5DVAH29E8HyQATYrbK52JLkyIzT0wVdw50w476aXLOjyCCFt0e0IazpYsAVkjhK1nSRxB3MYwhCaFGqqz0GNE1gzbhNQzsvl4tFxBvU6EO/Zu8w2Hrg2fTQfwJ91hS52B6dnRFg1LG2kS8oEehMgEjGjmYzFPiG4uidMiZUo0ggchaoPXzff8NLntuHpAXiwgzYu6u6yg25NBvT5Xq8VrBhXBSkJqINRA62n9hmHt2k0ahRZxLMZorIhttOWC9PokiPaEKsNYsXKBy8wAs6SCJOvJiT7mtClSZCeFWRYICUJAohMOKN0uDhPSVsw+vdm3//o4g/rUIAv1Z6hNkAQhGjobejT06MXLYypEqcja2F4q8cGIB7cbmhhFjKsCUZBjQJswr8VtnVIxUULL7j1shm4NixdqWFhOM9eHwPabRj1W4v/VOLxUrqES5soWG2WqrGtlaR4wK5+DZ9vMEIIQm9fZqFNCqzCXhjQoUmhBOE8bNQplC7SasG3GakC2GbbA3BKPEqlyoOkD0i7IdqXSKHPloSTeh8hS4HV5QGIl6AutBbQ8Yi0R64xE0A9GbI3D2YMQ6VrYqNSnQJsUmKF6nRkRJcaNOF+5vk6saw+MrdVl96JBy6DZ5d5SI2ojNqA1HmXD1CiWKQhDS3uLK5oM6gO6KiUISxCirATZuKZHlnnCDp+px0/kRciLolWgZgKVHCtko52i17uKMyEV2mGjVKFuiVq/3nbzMXdHbrLGTbK2D8jdF+iBSdG79wYYXO8M/S9BIWFki99elZszfefPD6DX9u9yd647/6AjSQMb/CKx4ub6CIxMiJFFPWSmveaOvyYaen0510sPfT/WTiQKwX0P63tIKxNijSUlzIwYIrRG6PVghn+jol5suYMIQ2nBdqCr9SS7ocqhd206nKd28yHk5m/J3QPbOPfdO/eJ6W/6ZXTJXgNkMNa5+RNmfOmL7czRN8d9X3/lsfdxBwAHULtnBlh/dOt2oxP6vEG7jSa2j9P+Sb/HwcwawZOxYf+iP9M/Z93/1dqJg+ZBIDXPPhws2P6oRl//h5fV9xvPIPY1b9QcQgSloLh8oahR1QP7u28betbEjp0FmgSvQZIT0KhbBhqhFLcHEWrzYsI+LByH24MvFnrfO24gUu/6V3Y/0LtbbwNl9yXv/Mfdeg6dXO59ZNLTf3dVh9iDDV1a2u5Gh938YXpWxe09v65nJo/s5t6u+zmGR3uHgf3KY9zHbe0ab9yRk9+AFbe2GH/Kl6/bmy/dHb74vFWoGeuR3L0/xvndQmb3p/Snv11mjPM9p6D/r9fKFN3rdsWQ0BC6DFMipexBiOxBiJynLskvxAmXmK6KSHUJU/XAROuBLq9jZO4vdbtdauFWbL3tt3zLeLi7be3vyS+01xdzzL9ib7aH0foOG99lhf3SbtGx8vtPyJtP3bftl5sHjEy/X0oE+6Xj/1YQwjCGbhxvUrhknwAifZ51+aBRKMRPcJ/KNh5M+sC+e+yh2zf+u0fN+kLU19g3a35f7BzVuw1o2Vmsfo8eaWTHSkNfgDW4szw20JhcIidPB1JOnE4PzNPEh6f3PJyOPL4/cXo8kGMgp0gtlVIq161wvi5EXZyIL8q6rWCuFW0CujlITlSP8pfoLOHWepDRF2Cr/dlHw8hIYe4D4q5p9nSaLpliejfYDEbBBtkjhmOD9+e/xV5HR1pvo5EKtpcxZh9wOobB2Oj6rd6ByP6W8Etz6c3Y2vXZR/Gd1tePdOusDkC7/mC7AcQmOHvklZ2Nj4PUoIiN9LseHGDp9zb18eePa0NKYoDesjmrZc+M8IV9/wJdogK69IA7+YI5qII7WELwTBtAbPPz64QEcfalJlKGKTceHxKH44F33zwxHydCPKFh4nq9sGwLzy/w/Cq8vk6E58xyWZCXTFmOmJ2gLIT22VmpdfNAgrpcQOuSOrQutSSLGxTWC2kPhsSeETGeW/DikAKSe9stOHBQ+5DJfbF3PX4HlKSPw2H4GHsUXSJI9GCEKXDBq5x6QUN6sciea7Mbe/ugshEgqLcNfizuduWNs/C3jjoMvG6Q9mf2NPERvOnR9zE06jDcxDO9+ltewNsGZu0BIXCHTPr70Nvaw4StMzvEhFFXZC+UVXEWZ58/gb4571kCQuhySk286KUEj3mFLiWnaUJTJM0TMSpp8g12mmfXeT0mQlJy8EyKMDnbyXPbQg9L9fWpNmpp6NLYaqGIULfiOtGj3nsV2iq00iP/1nwsNpcNwejp3K4HS3XgTqpAC3g6d8Os+jSq3vdRRuiir3ttGBg3h2E3eg1HvDrbQMeaJm4gNBzA8a2jMwbMNy+x1uez0auS9vnsLF925oGvB7/GzGvR+P4frpCFx/9LyJ8Fq75S1e1KkZWPqfESjMey8TBFJgK/vyqvT5X5n86sF+X6UyJJ5eF1QbXww+83bI1sP5ygCb+LAQ2V4+wSIDX8V4zI5Y+VazTapqQkvLwqLwXePQjHg/FuaTxeG9fnhZdnRcuJ0B5ZU+b/8wFaWVnPr0SDw9JoKIsGloNy/n8kbDPefV7IWyP+u4w0ZQ1zrzOwYmbkj4loiYcPv2c+fseFA5+PE0//4ZV3/+4ViWck/StXS7y2f/Jxs1WmqfGH/7zSzsb1vymtTZzjN1SpxGnF2Fh6vDf/o1fTCT9E5NXgYaE8bBzPD8zP73iOkRIKFyu0uaL5ld9ML5TywPrPPzMnyKdKDCsx/o4QDKIitTK1laYb16MblIdS0RXiv55gm8n5QPt2RjjBEigHhfxC+fZKO16ItXFqDftw5vV05vJ5Zft24SkKv6uZy8NnfvzN96zPgeW/PlC3yH+pMy1Fzh8aLZS/Oc7GIUAKq//SvD5LakJokEvBauCajDW5y1JMCLIQWIBAWCOlwtoaWWHGKK1xXn3epXpBENJw1FgxMdZgtAhWW5/vm8vcXM7O6M6KpplQN3Td+v4U2cx4rTYWMJBK0WeESNpmQoMSjBjgNPeCckVRU6ZoaKzkgxAOyokncp3Q0JAA+QmmQ2FuiWwzDyFzipmcj8zhRA7KMQWaNEqorNdXntdXDtqIqly2gJwC6wKf/nhkWzOrKiFtPNFotlKbr3Ney6aQUiKRCLIiFNrqwJeuM5NlDnHh4XjlWqBcgjv3qXrAdsUR77qAmRcBNYjt0uV+FZHcgUFjKkdyi7TNgWmZGjFWxK60pXjmYyu+5nYb1OxClcYS6lj+vF87dWrR4690ZA3Rq9tn9drXzitmFSkuGYdOIAcajS0aFnCWItBKo7Kw5qtLQbVvEI3EdHTwOkfMhGURjEpNCVQodPmzfCBKRsKDB6jaI9gJyVckbmhOxBQIRQhLcYBiUoI0whppLdDqBCgpegFrXja3abukjkzVWZv2RCARj04CC+/90Y7zzBwTmioSG/PDkekwISH4s2glhUpKB+b8SJBK4kiTROGR1qtilK1x1QPbshHqT5R1Yfn8TN0KIjOtKZeUvGDwcqaWjdgS2h6Q1wW9bigHGgeQK/XwCYsLyAX3H45eaL4pKhNt9gAjPYAYt66b3Bakbr3eSYMyYy2j0RAWGgeaPHpmGA3ZKlJXqJCl0VLFomdAWjJnBV4WTAJbmhAg2AWseEbtTTPrr4+0Ilz/S6BZJC8Lx2a8mwrzQTi0K+VsXBdj3Yz02MgfBK0F+XRhqSee7R1TbDw8bmgCe3iALRA+FmQJhJ8nJAvT/+x2x8t/Wajrxvbdz2haeT3/gdUOnD4ETu+Fp9ffMv+kXA4/cvmf/5mQH3lKv+W1GC//1chVmcrEKW48zoWzCc8tcCHzEt57kfos5CpEZoI1yvOV9lqRl4UYlKd09WF4+AGZC+HxiSAT7+LGUTMlZWqcyNPMNCnPUfkclNfVWGrD3jX4pqDlyHev/wsbxlkrFirp8eMuscMGn1qhNSNG5WjK9q9OMvmoG8u3whSEpJkkvyduzoI/fVBSbJxbJbFx1IUqldl+pmyJpR4oJpw3pabA828zIBwuRyiN/PIzUStrPmEpcM2JFeP1m2cu84XvngOnT8qHxwX9rctc2PXIdpk4XybK1ihmzK+Vb64bGxuXU0VbxD4fWCb4U3YhOxOXc/o1xwCDh2yKoLvf4P91u9VN0nFuYS8se8dyeUPWfEN4GWfb0bwbvGZd5kbYfU96NoXhJBCh7cCSdETLdlnjWyaHDYUAFLVEIBKCg3BBc5cJnp2I2TOmU4rklMiTZ+tP88HrGXZ/xJnKzga+LivrNZNUuaYLbTOW5UotlW2NlFIpulGqeYaVVa/H16Vdqa33k9cbRTtpyBKeQX8jzLkwvtDT1bqPcM8EHoCRjea/tXO370fw464T/lxpq2fA2M7GvmEmXu/Z5ef8VLGf4+a3vgXx/vohgHaZOhtM5s1rppjhrOmeGeCaWAF0BHG6z8rwkcb9u9wqvV39Qv5ZU2eJe+ZfuLVV93WsKc0CaEGs9rHv8lzuBc2ozT2L0Pdlw+UFWzOQRJV3jrNYRK1n8JvLLakpLcx4MMLHq/bC86IuKbnXBbA+3pvRmtvDTRIh4NJMZQO7UmvDliNKgeBB2RZ6pkMnb9A8+9Brs5Y+NipjhjaJey0r7TiDqfmYMsc7BkHOBhu8Qy0DFQsSuv8/2n4UYfc+UGmYaceJIojLbA75UxkBoL3fGm4gyj7PpUffWmsggSDTV481P+7G/j5M+/p0T26+B/0FRjDLOgiyBzvHvLiXH4Idm9lxy74k7ehLJ5LuEtNDZrq/Bl5Hbp/CA5aTcZsdO1W7ZQ/YIEN5EDWGiIbAlCdiiMzzTIhOAo4hkaeJmBLznH2tmzyzKyQhJqHVQi0bKVZUV7atoBqptaKSaK2ylYVWXVWjCgSNiEGVRO2yrf6fHqjuWKeIE2vljtzqSg9gzfHdtrew7wn73wNm68GPEYBBduSkv36r9WYdZxsqEbKDXPdrYMdn6fvOHe7uRnH/yFcsb393EMIY0d67i8nd4BzPFn7hPm4aGIzbvj/vbSPu2/Jd0OL2+ZFB8HZ+jGjEjlEaN7Yw3Pb8vuHI3fx6Ex3rwRLdUxK7dnqKhJRJOTNNE6fDgYfDiceHE6cnD0JMKbCtlW0t6LJRmg+YFBdabV1/vbrOYqs3LVrV2wTvAORIrdpv8h53vfvzPrNg2DA38Pzug+OXMXD48gR+XZE3w5pbV4+BPF4afdS7fmSY7H141zd2+/VvHqPz9k58u2CNcWa7UTWivOPOxqLsDqSvaiP40HeQXqzLrDACJ3BvJMRumPk9qHghZts1EMdEHCah7WyEff6NBXaPVt42CT96MeVeZEb6ohgUYoRpisyHzMPjkdPDkTQ9EeORy/UT10WRuGK6YSJsfUPcVsMso+uE2Suir50B6cGEPXVNQx8nwQ0LGYW2PCPDRrBGVn9OuxlNQz/SVVp70ehRM+M+0DMM4H2+90LU+/vW/+9BD+mZEn7+kdUwFs4xiIaB7oEQv9YwMGsvOnU/YcrdpvkVR1/YRfsatMsQOcNyL84+Fpd9Y76d4kZKGYwJeDORx6bQ59lYKJvsI4nB/BnHqJdhI1vqjoQh498RcBV6ETo3Sv0zfeONAQ3OWnLm0qg/krtzkQk5kELsRegSmjJqAbFAkUaRrrfbGrJ1iaNNCKn0rDNlaGhiOAOz+mZoVFwOzFwbHnHdd+1jrAFNOonMedq3WjeO/yvcinjb3fazL/yjvW/fG+vqbRPlbh31k3jyTt+8Gx4IsdFfvdGbs3z80b7YV/6M7fTXDxM4vyvUg5H+2WVLQlMUcaesFV5z5VNoaKvkGDihPG2CZGP7biN/CqSXQKqN41rZpsbLQ8EuDZYjcROe1LV8MwXiwjp/pIlwfVaaKLkdaSGyrMJ6VcJROEY4XhqnS+XwWplfige5ZGILjR8PV2SDuC3Opt7c2CsCJSrbISOLkb5fyasQ3ns2YXlJlBZZxIvvlksgrpHDNKNBKWQuOfI0VabpiraCliu2fsP18p7WFlr5TDwYj9964Gv7nLAW2N4dqLGh8Yix+YoUGvnpioaGfh/gapR3hXYwwo8n8uuJcNhgKmyh0NLKab7ycLhQP18on6+ERyO9q+5cxwdXcRRDqMSmVJSaXXouxEbchPickCUR30VsCmyXA1UnLD3T4ko7nbHpSnhJhEuEw8r6zUZJGzWspG3laVmp8cr53QulHig1Umvmx3KAWShiztL++hFHkApqrpkuBs3JGC6vViAHr8mwZxEVlAvSJqR5fYHa52NgFF0bNsG25wE6U33DpHGdqpOczenvrQfv27Zhi6HxgBJdh7/iawexFys2RIUggkml6kqwRmgJJdC6QlpMXmZTVg/yh+ws6JggJpdEmuyIhQ3TSpyFeKzkdWJaJ2Z94BBOpDST04FjFN5FoUpllcK1FUoQoggWvKD0OSjXV7iQsRZcE9YCk8xgwiad2W8FrDmwM9iw4vOlVqBGoilJKzk3SjOXpomC5b4jVHpqmTvZbs4Yams3Zw6IqgO7ArFNSMssdXWJi9mQ6Pr9Vqoz45thRW+an2y0YO5Uy8321r7XVcn8yhUOoWc2mHTOxuJBCDsi1jWsNWFaqaEhGpDQi61WaOqAAUxIfO/MxZA6i/5IM6O0a1/n3fZoI8dHExoTGiZEC61OWJsgFsgVzWBRkapIaVhsWCxY6fUjLGI2ISYEwW2LtRMwWnBcaXICjNpEYCJmx1zioaIz5JxJMZFSIYRGno6k6aGTTpQUCykVcpw5TBPRjIlMk0wNTzSE1aAshlwSUVbK+symhfZSEN1oFini7QbRwZji9ehogmwNrraTXCy9YvEVwgXhBWMGXLYyWACNhNS1jAVogtYBgBSkCdqKO8aWsCaorBAqTXp9CnE5MWkLsm0EKwQRRI2WOiig5oHJUrHQaCn4utEJQqLtrXPz10Zag+0npa3KcYY5GnNozBliXalroVS4mhcyzQeF1JC2cTXh0g5eH2kqMEfCO0HPEH+osAj2EtEHIT7ioNVlpV022h8u2HFjXYS1Jh5myCc4/Hwkf5p5Sd9z/e6Zd/LIrA8sPy/Yx4XUlFRhOgn5ZKxNKCtUCRQ9df6UMQeoa0RKo15fMduQ64aqcjoWprwhp8+QL6SjEeOBeUvE6rr9qpE5ThxyZiGBJbZ25aovhIOSfmvoOXM6P7FQWeTFC7pOH5HQEEk0gcVWioFqIpliLwYLlN9WrkdwqFJJnEj16NLsBwGrbFYJnEkUIoVgV8SMpRyxAttV2I7K64MXEk1M6FqIi9czaeGBFjIlCBaN9bBQjhfCzzPzS+L4rjKdjMsZlmuirDPbcqS2lcIVWYzDVtCpsTyCrAbL7BS0zaezSpf3/BVr29vf7WaI7zhD9zO7v/jnXsj9Ob508sdJ9A7yGX77l/d5d83+mV2ueb+u+8pvnfL7aw4vxf06YWQ7dL+U2GVLYs+mFscy1KWCY1L3H1Les6w1FIIWl1JUJYhQNg8Q5PmAASknDIhxwmtDXPye1W1uVcOs0Zr1zLzh/wXPBBhAGxudpYVn7juI667ZwAToTgS+/wq39UUYIIaf/27deUOaNG/G0bruKOhdv/QIgRmjuIHbUqOOpNs+pn8+Gv7WoeI4R5PO/B/FuXXcut0Y+iLehq3dRl6HUt5iOjdf1P+2O3+b7miG2xfH/fcaOIi5tHPPam/Uzra27uc7E8hVSHptMKuYCa371q0zHvw16VNJsI7BWK/DI3JFtOBZ6uaSYST2jBTx91qEhGcH1ujPU+oGRIJkRIQ6lCF088zPcd+SnAQTnHQgPet3qK15psYgYA85b3XyoxhYdfLsUNzY+8Q6TjICC4KoSyS1O4BXxhgd/bCTMDuR1b6Yt7sD2gemaI8D9LHB8HnDLzPp/+oxznu/TsgXv75dt26fuOE1Nm7xF8DMGxb2xbq04xodM9uzH8ZlHc8YOINP13Z3nrH+djyn2c5fHt6KdOKm138IxBi7rZaJMTHliRAd600pMc8TOSfSnD0IEYUQexBCXXGkNkE0UGtjK5VahVpLlyADrYpZQ4eyRMf9Rsab0KWWOlHZpJMg73eP3i0jCHFrzS//vQUm3rTxGC/2ZmX8YlexWxd++a7dn3P0eMes7rG3r9hO/64gxG0YdYBnH2tya6dea+E+mrxPhvY2Ke5+WsiXvwg7KDwY/9IHvt5fs2/++2Tvkcu3g74fPVAujLQoYYCUY3A7MDzSvgIhJh+UaWJKEw+HE6fjkffv3/H+3SPffPPI07vjLm1yXQuX60o4X6nlBa3CmjasCTmsWBByvHoaovQIMtoX0j7Zgm+WAjdZ1DH/7Q746pN7BAxGd3jT34A46SxgBgj3pvP6eXbJmfEx2fvax1f/y4R6Z3SJGVLGmBAwNxhuRtNtPH7dOji+O7lBJRsj68BGaqMA5mx5fza7627BdfcNpDDATPaFqmKy+mYmee9zEI84Q5/47mSBdHDbnTxGcGLode4IaD//aMOeNmriYLp1FNXa0vHr6o6uHHvxyoRIQiWjMjHlmeN84Lv37/jw/pF3Hx45nQ5c1geWrfBvP37iTz9/5scfn9H4iRc9U5dnAq/U60+eI1K8OGNrHxzAqFfoBp1H0n3jNst9cenFRkm4RNJtfO2LYmeoYOU2Pvog8k+NgpHc2mdfDMcY6wuWgAcKGq6vAtJ6YcOePQJd+ko2YPV218K+q+zXENCZAX776P16pjCM2cK+BoexWom4MUVnGMkdEA57qhvD0DTcuKLbEX1eADdtR3nTegxOgFo3QHr0XgjQQi/UNYBvu0kfqkB0fdARzNlDOuIpq0EjURM5BkIKfaMNpF7L5jh7ltd8yKQpMOUDqbOcUnZ2CG6q+U8xylppW2PTylpWgka2sPX1bqWsVwRliw7Qsm3QdcYbjWr4fC49UFJw4F9aL+xqBBPP/qih97v1oIT3A23MKR9DIyio6myMPTyp6lNzN7b76+agv8pIzuxGSw9Y3KdmO9vHaKMQThvOysi4+xUZN7hhdPjTBcsVCQfqU6IsT1iZueozm155TJV3uXIKyiFlHmhMduYVWJ+f2NaFNX7ioBP/qEqNkU/lQGmwnq6uYjIXNq38HA+YRNJ6QRbDwpEmmT+t31Drkby88G1ZWC5n/lUL13XlUla2nHn8JsO8YaePwGe277+nzYHl24ysCfl4INjC9MP35BB5nGcv3rl8g9Cwb1+wbKRtIVwbOQOzEF8jWhLnbeZ1S/zTXPhf84bUd7B+60UyGzxK5jd5pujKNSY2XTh/DGyvwCGwmfCn8ANgvKtKDIn4wSA1ng+e2C3fzjA3wusL+vPGz9fCeVs525WlrqSTFyee2wN2/cAiD7w8nvn24cQ/HL+lrY3lo+85T/LCZiuX8gnDeC8uCUO9UqrrgluDyX5Eq2Dpowd+80YIlVMWokbKoVCWF84NPv7pwNwa/0EqKoWfKFwvwsO/neAckHBFpKE9u6/V4bV83WEISw2+LreMWF8dBQqVag0rRsYIg3VUM9re++IUDBVnKHuuoUEMxMcEGKUt+77py6U7fCE400s21/MNeL0HgtHS5sVcI86MLyeIFYkFzFly0QoTK02UlZMb7i2iDeLrGY2ZqicIiZhOzm6ajZiEU5hIEskThFxJ+ZEQM3OeyZJ5fJo5pYmn44nH4yPHg3I6+r0kSRQzlmakyaVv1m3Bzp8QVo4RZN6YPqxwqMw/f2ZbV9aL0uqE6IomnFEATE+Zac5Mq5G2zuaiUhWuIqxlobRPXkj2NNFoNDtjePaGKDQ9AEKRyND7lWaEAlSjTc/UWLDFkDZRl426dqN39WxgaV4QliBohjAJtlbaxQixkg4L1gJtzUgTpqJuQh35VeMNhNolFkPPVpU49yBYpDWBUJGwIqUSagXZ3CZpAi2BOGAjbQP7CYiUckRaQrVAU6QYUGEtDnKHEyaJlgyTlWCTB9pUkLBiBFqZoW0E3aAKleSLfdswgZJnmiXacvBkjeTM3JDcsW9hdru9KmpGSp+JGph0JkggtUCowrEuTLJxev+O6eFAmH5LSB/IWkihcphXTscr5AmZTmAZrQewCG3CbGXbfqKGxlEb6wpGYrnC9fIHWFfq9XtqXWjqa06oipSEpY2SFsgrcd0we0XbhqKI/BYrZ1gn2KIHZ6RrSzfQ5QK03eZgGqCKs73rkhGaS2JRoR6QkhCdHLhumSqCtjOC70NbE6QUt9tTgbD6/mxu38h6JEpl5hlapZRug3/VSDNSuGJJmeaVlAuvkngpSloCYQM5XMmPC00z54+JfA1M4dF90stPbKnxMvtcw1yy78MKNRc+/2+fqBm25mBZ+E+KbBPW/hF7rsSrIPXM6U8wX0HamfoIh9fI/PLveHwvnJ5+4qICSQjXhcPrhRiEchWmqfEfvt3Y2iuv139FrjP5p98RWyRVsNZYV6FJ4DgnUgpoEsiQ9ZHIiYeSmQjo6R1rfuCDPfFoJ5YTrCc4pMRvUiK+JvLPR9bDmXNObBfPEkGE6TczVgLy/IEmleupYbpxfPqRNhV+Pj+xlYQ9GdLgH6OgFdpyxsorL7ryWZ4JayBsSvkOym+E5YfA8i8fmOYrD+8CaZs5vL6nmHFZz6gY84++Xxd9JeTG6RtnudsF2uvG6fUToRbmmij2DfNkcDLEVuRcyX+c0B8PtDlT5oDYhLYIl8LPn2bswdewGISHdws1FiqvWAmkT++g/grZVm625A0YHOQZtws9W7rL4Y3ghH0RjOgYhsuHdlsScb9nx3GM3Y/p9SqtwzfW56N0gHfnHu6+1fBHerHJfj7rILz0a/nnq2POsXpNNoVBLHRCU3T/NMxo8FpDISbSlMhz4nhMzHMiZ/8JYgRplLKxrCuXywUNRsrCurwSg7Bcr6gurJfVXYQ8oaX7WX1d9mzC4sQquMsGdyIhOnzLgEuD9zbFdjb0rd17X9z5Y7Yz/TuTfcjk7HjaAE5uYIb7sKNNXbVhh+Vs+Ip3GS7iJFOXrbc3p//aw4ZcWKATntwP3+sBDjIXdQ8+WL/2Hqzp/ryrMgzcxM9lHXMxk64gLL6205DWs3yMjuUVtyma+po/ik3LYPZfaSbUltna0TM3uwS19boPXqDXqKVg2nrbuJSNSSDaeyDSNIMGt0trcIWSoEjsgfehitEqzQph82xaiRs1u18WigcDQ5yhRrR6poOoY4WjTqXI2uGEFaid/CeeeanqCfEIN9lnv75awUabmGdVthZ3PIqRpQMIHd9ojhXpni4wkNGlYzJee21HJ8VrtTGy80f/Ne14F11twrxWnLgSgkDnfX7dXno7vsBPbf/PHXYzBpYwAi7cf2zggLs01R2ecndHt+yN8ULHR+5qXu71H4Y6jrUb8bAHKgZuCR1SomNwHawREWTILkWX1/VgQ2Q+zKSYOZ4eSWnicPDav/M8k3PmeMgc5kieEtPscpuiSikry7awrhshRtbVg0tx8xoqpSjNFqQqdY2di1w6+XhkrnSpcnXpxV1VpLrujFmDNsjpI7jQn32HIHs7m1dJsS71t2dE9PF3lwNwt7/cB6tHUKevq28Wqv7HG6xjp2PexvBXDrW/vzB1/7f1fZU2Ftu+144B9MWgt7v/3GIWd6P27uOjiOvt3dFQ/X8D75P9C/3iN0b2DdYbUUVvUGtyx2gel5Zdou2WY+EDPmhwOaYQmXqEbJ5mTqcjj48n3j2eeP9wQoPLNsXrCrrSqnCNGzU2YkzE0giaiNr6OXWvxi42BuPdoygjQOZPL2/b6C+uKXL7537dGEGN/etG37RH39n4mC/IexBiH8X7Ob0ob3/XHFAbLAwZ+5rceBi39ezrF0KT2K/RC/4wjLRuEsgwzLibLH3DZ2jijM2iyw71DAivUwBe0LhHVMewHa1gQ3gq9HE1Nqu7gSODbeIBkpEOan3xw5zx5dkF+Gtt7YpOI4jRjc69TkREJZJCZkqZp+ORD08P/O67E0/vZi4lsBRF0kyLB2qbOJ+FtmYuSbBSidEnRwgeRJHQQDaP7ovLFg0ZK2/XkS7ao+3iRbCFbVgujPoHtgdd6q0t7qeT/FLE3m5zU9rtuQGxnh42Iv7j/D0QCBmzubeTpx/epIy0/10wSSDZT13HSlt+1Zgbn3UQ2vZyErtR327BPhlr7pdUmRFo3Re5MQeGkSH7Ce43Tfnix8ZQbt6eYysfuTRvplPoEXRx9sngPPlGZ6572Nec2LVdQ0zElIg59Ro3mUPO5ClwmI+kPDPNkTyNAuHBAxCGp7pro4bK1gpJI602FgmsxeelswTEpSfstlG5TJLzZsyMQVKQvqGIupPkzytoEaRK9x1u2Q3edtaDAc762ZeAu0YcUrH325JJX8PMw7/72ovsfT+KYvteoYwCT67/S0/rtlu/3vf11xzNmD5vrlkumXqI1O1As0euurLpyrfReBeNpEqOymwQ2wrAdj1Qto0SzkQxvpGVquJBIIPXaaOIcX5YWNX4TKbVwOl8JpZCCF7s/vP1kWt55B9q4dEqP67wrA2phdY2SMbxEKhPjfLNK/XjM+GPP2PhQHk8UK8ZeX1AV0jPZ4JGHqthNfCpHKnB4OGCHQrhj8XlinomjqJIjfxcJ15b5v8VzvyneeHz9YlP6wcgUAgcafwuVtaUeDkoL1vk+blQF4NJqa3wrJ8QjHdt9v362GizsKhyNcUeE0Rj/klIHxuvrbBQ2MJKkSty8PlW2wztPUWUy2FF5kc+TO9Yt0I7X6hNOODMqxc5Iylw5B0icG4fKa1yCQkLENqZSMXiZwiKhAOiicMsnFLgmirrXDj/PHH+PPEQL3yXGq80fsaB4+njRNiMrGtfAnuNHWs3GstXHqW6M6mWULSbqsaGM11DbUSMGEd9hgQ1ASvExYEXac4ibV16Jk/OVtw8y0mpBFEvOEhAqG6NtYxUJYSKSKPpBrFhwbXOtRzQOnkBVl13IDpYI1NYSVTJvWaXOv5QVrQKbQFJAtOMxEDIm2cTaiZL8kyJ3JgOB1J8YIqRiHI4TJweMg/zzNN84OHUeHr09IrWEqWBFEE1UFZBlzPX60oLyhRWWjTSSWihkV4v0FaWdqAVt10kmu/pqsRjJB8j+bWRGlQRD8YirKau+d4uNJ2xeXY92W1xVqt0RmGcenZe8nWvXBCrDrKbUfRK0wUhI63RtkJbfP2ypqMUH0zBJcWioYkuZeD7c0iFVm0PQsRNeg0JbnH/rzjcEe8ZXnSnK3rwg+pZb9L7X1pFt4r1zzULaImY1A44eUaOWfI9xQpSxL3rFt0pL81lfmLCdKIGJwNoiVjTjgdWGt632kqn/iiV6O1o1UH2mLCSsTJBbEgQVBsxgaEUnTBTwuakgTCdfW9VIZDIpsSm5FaYDE5z4vj0hIQPSPiOg67MsvJwvPL0FKhpYpsPWDvRygekqoNx9ZXCj9RYiRmW1Xh59TbVeULYaOu/0tq5M+t6QcwaKVOjpYLGisZGrQtSNuAdyJPXM1mt90WAoDSJDs6UCyIQokvettBBjm7/ttWDWSFtqGzQHrA2IySQiFmmdeNJEZpVmjW0VkIzTCvYipnbFTRFmVA2l3MbkrRfa7uJEXSFIF7zITdexFgbHFchr4qcKvFpYXkV1lclbAFPh9mw9ZmqwhICqkK0iDbhVIzt2Pj8769YgPISnRDyuwNSI/Y/PsAVwvqMtIXpM0wFytOFOm/k59+Sru856Efm4zORCZOMhpW8PSMk6nZgmhoPD4VtvRBfv0eXB44fv/G2VqVgbJvb1jFPJAsuHxSNqAeyCKcGhwrX6cT2+I7D+si35cjHqbLMhekxMj1F5mflIQReQsKiA2+X8goZ4lOCq8L3JyqVelgwbczHKxZX6nJgrUI4GEHg2xY4GjyvK9flwkfdeJbAfIlMS2D9VlmeXBpy+/kE3wTe/74SrjPpfOLKyrW8Ihj5VWhZaKcFjZAOLrWyfIS2Fg7Xz2QWpvoPVE6UdKXNG1BgXQifJ/RPmfW7SDwqsSqpJa5r5fk5oaGRWiPEyuFQ2GQlsGA1E15zLxT79Yfsfk24+bngPp81RDyzw+58h53VOgiC5mdyuZp2l6k7jNXh59SOsQzJ2lELr6sPjKxq7lAT4YY4jet0sHB3HGQAYN1fFfBag223oaXb4g4EeiBCJKEad4WImAM5R+YpMs9OZvIqhs5Cn6ZIiMJWHdx9md1mSNOEmXndHGteIwIIzbPmW+31EtWQ1hnmah1ka92/98yIm8b+8BPt7odbG3wpCbPXjVzZnYPdgfDPOZzR+6VjDbKDfi6z4s0tvZkH9jTO0LMBdqD57s2vPXYFCOukeF8new5oV/DAAUuK7410ILyTsIbfPcDPXip6PCGDbGZdBkvoBbXtblw5iObXtqljKy4BZZSe6VoQc6nIahPO8HbWt0nGJOz+mxfnbUM9q8s1xU64VkwjFrxmZM/J8ay6oJAEsQiWMKs0C5gJ29aw4JnJ1jyDy9QQzT3DN/V2iD6+xeeFZ9G0TnJsHeQUN3R7pqVaD+JZ7eMuuj06xpZZz8bsOcED2xvjaw9gtI6f+zVsn5dbH09dCYDhynZS5sg0aR6EMBPPzFQD7Rkd1N7tso+1X4OCyN3gvM0g27me+xp195mbAov8wtiWN//47zfs6B752DNxRvD2brzKnR8+Ms18Oo5A745EM+of2CBg98uoKqKREPwnpkQM0eVSU2KaD+Q8czidyDlzOHoQ4vGYOUyReY5Mcy84jrKUiG6CRqX2zO2teAZwrJ4hE4oXxlYJ2N6It2eVHkD1Z24+X8ac7IGuEXSxDn4MHORNpkOfp9Zxsb3n3uwFd5+/Xx9Hnxh9zLYehOsAjd2pE/3FwTQAlr/0/tvj7wpCGLYXcB7A2D344g5Tu9vs/L09CGDtBq75Cf2bO6ngbqFl8FXH2cc1bpNif9i9MNT9Bt5ZS+Ybqe5j3g2B1u9deqqSje/1YJuGrrFOQM0DETFGDnniNB94Op54//DIN4/v+fDu0dNfYyRfVkK8oiTWohAz11IhBPK20AKEJaNmaIieKrQDXLyZlHva3wDUbk9+s1V2g+LWR8ZtIdn/q9wG8V373SKQva3t9nmgY8dyywbrQ/zNofJn4xlGKj83Q+x2t3/xEMn9KQoO8I+shPHNW+Fw//yQBHLt+qGlf1vwCkLPux2Tcyyk7e71vhEh3SkzcPZ96SipYjYi2j1yaUOKyFOdEb17DzeGWumZDsYY2X71DsZWD2C02qhqlBYpLVOLUFd/2hyE9w+Z335zoLZAbUrAN0pbN14/X7Gt8XJ8pVkiTgmThm6+IKkmmrkeoTePz4Fdo29MSBk6vP09NcwisCBsfY6BZyfM7IEdGo3Uh+0ITowBZH0+dmZj34xlLEF7qk/sVkhh6O74eFsQCmYrsILVW9ZBv1evQ3HH9hlZKrtM1NcdnuRibvzsM8hNVDekYF/cm70xPGGsdPcsJvZfRqqrDcOg2X5+uhGJ4MYkfUMtPoYMfI6FvlmPjalpB+vY5YQk2C73IBqhG3EEJagQg/S0w8Q0Te48zBPTlHk8HZnnxOPpgcM0czhMzFOG4JkWW22stbFulctS2dbKJRXyuhFi4LqutAZXIq/5FbPFmdANL4TabsaGjvk72jn0LJmxqYwu7ibenmre2873AWGkyKJKY+tLhe1bAfT07mae3o05CYXhFA4zXG7jexh6iDtd+9pmni01Ep78xvubvw4R1qbMP50IZrQPGZsixIK1CxJfWfSFGApGo2yNthmfYuYSM9tFsM8wtcDTdiK0zP+5uY50+WDUsLF9+4xUePwkmCr59ycqmfDjN8ilYE8vkF/49vRAFeN358jT+kiYPjLHRv0U+PQxc3x34PT+hD2/YttnHjB+9+4bXufE92siF4hyRsyYXv49aMDUadOP8ZVK5fM/V2pqnHIhJYE/PmB14hTfM+UT3+aIJuW3f4joH048/vQ7jj/+zpmOD0b79Mr2x4+sUlm3K7WuxGDIpOiHA1M1HtZMkY3X/EILlckEWYyHSyHVgqYNeajMT1eiLURzV+HyoFznyBMH3p1n2kF5Pa40mzlyQNvGy+f/wcdS+S+HjVbO2OVPWG3oltBrwGxxeZFlxYqxvhwoJSCpEXXD1tXBvWn28VwbWyq8Ho9cHmbq65XH5Zk0rdR3ynJVPhOYV+H9j40CPEugPAUu/3MiVuXDv4IuXz/eBJhUewqXw9GBBbXiwWcJlO5zUVe0ri5ToY1NYRHfQ3JzKabMhm3Qzqvv753lvgY3xC0kf9ZLRapRJdBixOKG6OYZqa2zF8WQuBJCQeuGvBYvFBeNYAo1EyVwCo1gRrCCWKTFE8SZlg9IztSpQYb2DlqGdoQWcZkfcw1hCZHDlDnkyNNx5vGUeTcl3k9KPiXigxdh13NgrQFrCWHFYkXqhkyuS13OwlaU8pKoFyNe3sG2EsNCk5UtXmmyErdAaIHrkqiWWZ8r8VxoWbEsLNfGer2wXY1aT5hADK/QVlKdKFtlvVQHInMnNUx9bVwFKdDMtf3L9cnVE1pEg6Dvva5NrYo1QYr41li8/lCpvraEKqQ5IkkpLcIGevH9s2RzJ3w93BnuXzfeUnBbLrTYbfQFo0I4oCFDm2HLvqdrxUqAEntNtIqlBPN3GIXCFSzQ6uza03H1PTJlaIKWh67iuIKs6Fq6o+7Zq6bmCQaqVFFsM6x06SepWDHa4gGnoJGWBNMrTB4oQQPIEcHrJrhj0QkljyfIiSgHkibyw4E0JY6PDxznzOnbdxzeHz2onzdOGEeJHI4HjqcEecYOD7QtUy+T24O6UUrmfPmPbGVjvT6jdkX1impFOACFpjNVry41RkPy5EFGe4JlxuwFi1c0P5Ll0W0m22hi1BghVsJ8dQdfo2fgBA/EhXUGoEWvGeY1SkBrwKpQ7MGJLLnB9EqVSiMh9TOxVVQWhNX7gIDUFasLapVw9f22dpKAiVCInNsDtJVWVuwr91QBsjo7f+HIaoEYGzk3th8qLx97da+ibJK4pJlGpSwrVzMIiW1TyjmQqnCMwlaFS3D/K79eqCasf3yAajymK2qBevH6avo+UEPilcLrpVJLxILyuDWIZ/74U2P5FFiPgh6NGCem+A3bJXB+CZSL14+p4cAS/9Fr3lwSYsqWDI2N0wdDFKaWiAR0XuBhoaUHakj8nCufAryv8P6sTDkhx5ljOBLLgWO68vDhQj0+sD18Q3v9jP6UyGHh6fcTGyufecYIaPiAWCXUV0pLfI7vqFwps4GunJaVVBvLMbBE5ePnA+fXGTuceZqu5MNKmioxPhLWAzka8/sr6f3C+X2lvpxZn1eKwDUa5EL49pWwBcL/eIegXP5xQ5IRzX2S8+mRsxw5PDfS5RVX61KuT0+cH4TyD0o50LPZCzULLSsbG21b0KMQWsDWysvrC5soL+Fb0Mj8bfcj/47DOtnujdQncsMk3nzWP7PXHdt9JL19b/+BwVgf2b9+jU52G5frCKCJdHu2dYB8WNa9MFyTu1MbWMHrL3UI1Xq9QqMD7sV9YWmYNPcNVcDWzgh3QC/FzJSOHA8nHo4PPJwyp2MmBIjB2LaNdVFyNOp2Qg1eHx8RDUwvFzDIc0YU1m0CDdTWoFXaph68DO5Dth6cvAfwbo3g/qAHsTtIPnz7jj15H/S/hy/egywOJve97g6n2P2TW6+42ztUNIZCAuYEKhs4VG9mnHUPOyzlfvVXja67saM964K2n1+GBBDW/eJB2PTPMggrO2Kj3redANkGMbcDqvS+t1GvgJFN4gG1vd325+j1OK0hVXogwO1JE7yvyuaeeMg7w1owf08FaQXpxAAIaJ0xi4SwIbiEpBB65oMQciKGRJpmQppAZpCJVs+U8opIolVDTanRsGZoaF5nRL3GlgYPWIVk3R6anRAnfm9Bzh0LcT3+Jo7RhObnMxrNzKX5pPlcwuVHLY0Ajo/ZUZ+hI7lYk94GXXLnzRpg7HU6GYGJLunVwPGM6vviTqgd8k89+CMVYfM2sy5JXt+M3r891t58+oZT7NlTd8hIn0Rv18A7DGlfom5gMfdg4VB/Gb8zAg5IDxDdMgYYoLgNPNBbcARldizlDpMeWKHLLznxO6i4zH4cqhCZaT6SUuZ4OjBNMw+PD8zzzMPDgXnOvHuIPB4jp2PkeHRfqDbhdQl8PMP5Et0kDMqyFMwEZfUaFsQeI1Hu0VMZGUy92PlQ3Lhl5W3eWuN5HQja8TvvitEWjksN7Py2wshOCr9j/4/Wv61VfqHeYgNTlh2K2VvU7teutyOFHeP9urH2d2dCtNHR3Dp4Hwj9JmUwVvdP+us0TxG6gXZ0QKcLaYy0Ga+2tzNiv2Qb34oA3655Aw37JHmT8jM6xjel0WWyg2Fj8N++qurAoAt2BIIEokZyysyTByIeD0eeTo+8e3jXF8mI6oJZpFngdfWY5Hy5UDHinIk0NCW0dQ1cHQtUu5ubd4D5fWPd77l3h+ydfwtB3MbRfTvsW+9tY5UB7tnwBvyNXmS3Y91+hj2b8XYDbyJjdjd4GdI7Y7LI/Rz4K0fsd3vFF9wxpNtd28iNnY4XFnLexSgWa7fnp+LFkwPDex+GHa0bnj399VZ8dlDgS29Xj3Z7seTa72CwIIY0kGscyyiwLOqGAdJBnrZv+LLfhW/UJq2zEaFZpFqkFqUWv2pU4fGQ+OZx7jx3ZVk3Lmvh9fnK96eZ5bKQ50ApXjysWXEg2jyVVtU6YAsi5RZBHm0uYLLiRZr6eJJe5Moa2OptbBFPFcz47ubZBtY3RJGr95HeDToEL7Zj+4AycQkEd1ING8GbLnOzxxPZgOXW1ruxP34UhpO7T5Bx2fr2779y7ONVfHOxwZI39uyuN0u73dYh4A2TvltzjDt9+8tYu9r+9wg0itBBQunNZHvWlo0ghLlD4YB5L4jezAMQ3TuQMIIaXcdDPQihKgQVUgyk2AvL5cQ0+c9xnjkcJ94fjzzMM8fjkcPs7GJiYC2VZa1cSiHlwrK44ZPSSkBIYWFZNmhCSjOtguria5wIe7q09ZG3GwviKYgyNldB2mA53FZC1wxtu1NmncvqTAJPu+z+h48fHWOoG2wj8NHaHsgSGwlnYyztJpffVzcOfWm0PSPI+5BegF7Y09a+9mjC9OlIKkJ9FNosaKiQvBaAhIvLgRnUulHWwo9q/DEoh7Py+KOSTfnQZi418s+rwtE1pjkU2rsX8gLf/ttM+P+T9mdNjmRLli726R7MDIC7x5DDmaq7ebs4PvKR//+FTxSKUIRCIe/tGs+YmRE+ALBhD8oH3duAyFN1KrLaUpDhDjcYzPaounTpUgkMB0/xgVwidc1U9yM6XBgfv8XFgW8+H3mcJ6q3teLT7Hj7cWDwA+F0IOcLOl85ngZ++/6J5+C4poDPinczXiPj8iuqOJYRcIWjf6No5scfMpuDh78rhMGRfz/Ay4npd488vnvgQ6ycovL4TcD9N8cUviOW3zB8TIzfJ55/r/z50zOpVHLaLO3aqznBbiRkx+P5yCor/5+HV7JLDOrxSTm+FnzOhF+tuDEzPWyEknAttFgeHfngOZ2PfLy84/Uw8zzN+DoxlQmpK/P1hc9S+cexInLhdP4zMUWO1+/x6tHzZgzC0RyudA2kxrb2DtgWcwgXtbTuqqRUeXuMXJ4eOIWVY7oSXKacHKs4LpsjrMLhtXL1wuVBWE6Ol/9LYJg9pz9A/AVBCIDYalB1Y9hJwZEMDCZSEAqCz4lQCi4oLirVBVaJOBVCcQRJRFeoRVnfsgUpTxMaBKthK0jwuKqEpJCUPHlq8AYSuYyT0JiibS75hBPFz8VeYzUlIxW0Rhxw8KYZ72sF9VQ3IWFC44jGQB3UggQPoKOgIy0V3VhsPQgxDgMPY+RhGuw1BB5Gh58i7jjhqxIroJGkk+2TbqWEgETQYnJypQjlGqhXCNsDkleTqPGJMmxk2XDlgCuObbO5ly4r/iJwEvCetCXydSFnKPUIbsHp2XT0S6RmoayFDGRVNCiMZhP55JAsqNtQqZTtgzGt2RBXcKeW6XAWWJwp2lWlFkWdUEph08LoPX4cwEOpI5Izfl1QXykHWzclx96YX3eISY5Jy1BWLVQWKtnmgAxoHaDcBSGSg+SwIpbJAlvxEZVkJIcqQKRKoboL0Lb+EpDlwfbe8gIkXFkBRdzRbA8H6pQaHNU7q7GxkxaqLd+rINHjx2B1JMICsYJLqIyIG8G4mOAqldn2tOMI00hgJBIYjgfCMDC9+57D6ZHD+4HDU+B08hwOiUf1PBCsoOtxxA1H/OGJsnoygeITeVzZ8kgJ30JK+PonpJyxgpyC1dUoqBupLqKu2UjxgGjArUc0TwaYhIKLT7j4LSW9UrcXVJQaAuIKIawGQGaLrqsvSHb4NDS/YLP+8dn2waKQvY1XcejhDYbV6nNqRtIVKSteciMJTahMJsm4JpwqYWtJnt729SpQqmepR6S6u1T7r1zbpCLOsXCg6MAHPzPFxOcF5mdlDELEUU6B7TBSdCatG8UFpEZy9qyLZwSGSUkFFm8wSlxWXHIsPylug2PcCOLY/ETxDh4cafS8vGSWVdE5QIV4qMRh5aeXyk9nz/G3cHxSQhiI/kgqyvoCZRXQlXoYSN+cTHt/CyZPieK8cnhUJAjDS7AaXeMZOVRUThRxXGKhBuVDhcdVGMYA08CkHziWb/gYP/Pd04+cyzs+Pf2W+S9H3J9XgizEj8KSZy7zm+0LzmSqfIHiPGf/QBJPHlcgMy0zUym8jp5l8jzXd5znicch8yBXwrji/YILE5ICo1OODyvlMbE8FpaaefUb6gM8POLHyunjG+4t4v78AWpg/cYKG59qwaG8Ho5kJ0znmZA2/DSgMXAdTlwfRjZWttPGdK5MFyjBUQdItVC3FUKwvTpV5vPMxsQc3iGTQ77LuPDLYOEO1PRabnLnO3fLf5cJbp+gA4titqupSJgdf49d9AyJXvBY72sZQvOr7+RIurtKEyBtJKU9m/yLInLNP2lFs1XLDkL3IAQ90x1n9yqKSivUi0kcG7HTEVwkhiYffDjycIw8nQZ8VMKgpNWxXk1CZr4maqlMxyOlwjCO1FoJg2n7hzAAjhQqWooRg7UitVrgWcqO01gTSWvjnmVvbbszeAGrx9CIazfQ40syJo081vtA2H3Q+yBE9xf6YbCIay5L+24MqL71ed3bfsdavlav5O4OcXJ7XqVlhDQkqwUW+jNrz5RtfdzrLZpDVBA1O7V2PEWbn3jvW0ul1+9yLcgF2soTtDZytbV3hdJ9sw7MY758yah4ammoSXv+qoqrLbiFR3WkqqeUCVVPrRmRZHazc4g/ImHAx0iII8N4IA4TuCPiDuSkuG2GGigBKMIWCqVkpNXVE1cQtbGkOLw3/ErL2OqVNx655N3fN6yi+edqfVwbfiQ9CNFrhjqlNCa7q+0zbfToHrn5Ep/bAdtOMrbObu93jMEyWVytVOm+7C3b55YVlM2Cl80MI53ad92KD//icQc7lnGPYez1RG6T6u5THdO8zzqSv7qDO/e/vdGzHtzt3P7d95dvGF8Lze7Ip7Rr7ETku6ymXereGbbrvNX7DWEgxIEYR4ZxZJwmpmni9HBimg48PR04HgY+vvM8nTxPj5HHh0AuSsrwMovVHvGOeSlUFULcKEV3mWdpREVt/XpTiOnZHTRcwfpapK3DJqxlj93mfQ8w74GnFiDbMx24Cx7qfcN1XKqPt1ubt42g9ZLe3t53pdtauS8R0t4X2AMru1rP1421/2QQ4ssBt8Ns9+v5/U1K+6Vj7NLGVMEGS1/M7q96t5n/e8+ys/c7RVVuQZF9VO+XaOGJuyibvdsQqnaztsbfnkudNPYxTS3Hfg/eM/jANA6Wzn848Hg84kJEohVyZRjQITIrEOCSr+SgDPNEqdWKXJfOriotfe92j1WaIdKi6vsaoNyMAr01vdANkzYcOohLjxwKewpoa9ed/N7B0vsm1/ZdtQ1a3/qrA6K9FXv6U3sP2b+hLeJ39626g4J/85B01/XCLT3Nag3sRYi/SMF0bRLV2+9CY7dUdvZ6Z0PsgZY+XkJbwNp5rl+nGSaa9sm1M/jvPCTboI1dujOjq0XSkWYcKPa3Gs1x9b4tSjOVTNWBWiHlCy5VLssjPjo+vcwM48SPny6MozDGkSFEyia4PBDUMzgl+koMhRiE4Aeqq3g3oC7hXLKWcRY4ENfasGV27JqkEu7as3dUyzKRoxk1ZAzU7bU6WqBlHz9DM0JKm14txUwaYtbkl0RbkcfdMO59Yn0pAqo9a6WxTZpBaQVZ3W1zVWl9t3Db/JpxdddPf+vooD702+lri/21r3WuRZQrd+fs99BuH1qgYA8J3sVR6xdLXG+1fU/Isv+uzXZs5p+x7tTmrLj2asaR1GpGX3U0konNX+1NLDgJOGcyTHGwIkzRR6IEIoHRD0xh4hgPnAaTKDkeJ8R7nPcsuXL1lZALeNO1hkzeBqJ6go/M64aocBiOUB3XcKXUYqmIriDBnr12v6F1v3b5M7E1rCgtyGzzUfb0U2s86ZuJNHPI7GZE1WKItz25ZWE4agtwiTqbpWIGpuvTUy2Ypmbx2eV3I/Fu6epTBG59XO/O/ZrDQTpZod8lXimucNqUuAzIB0WOkVxbqrJYIVQflachM50iJyKhetZqgdenWighs7oL6wqf/tkxquPxceAgnsMfrmiBz5fMVirJTxAij1oZyxnGQvKRZT1yTb/j8VdvfPj2jEsZnS/ksDGPcJqFmgN58KynSNSEaGI7Jn74+wQqTCkgqi0bphAzDOL5oCemOvH5BJusyCkhh4welXKCpA5/HXj3nfLtbxdiHBjikePgmE7wcj3zx+eIWyrbc6bOK/nlRzQJ1+1IlsKH6skycHYDpSrrfEZzZfpTIbpKSgfm6UCu76g8kvSNkpQXFlKrRzDEAm6gysqSZ35a39hy5Nvlga0Kl+M3LBLZvn3PsCrf/PHNGOnlBF45HJ+JUknraqnh6yPUyHQBX2aSOAoHtmWj/PQj57fE5TQwbkemPwTyqpwuMxIKP/3XkRI94TQwHRz80xm3KVe34sZf5sxmTArJh4oTqDVT1cTWBJDBiteH7Cwj3VeT08LhW2p6FTFN/zxaXYqhgPM4Z0y3kBKkVrwVWMXDICArXhtzPERj5VfFXxXOFRkDdWwp/VMmD548QBDP4AIqQumLpre9LPoBFzzEGZxnzAPROR4IRO85DI4YPJMcCDJxDJ7BwUEcowSmrByWxDBk/FiIThhKQKmN9Z2pcianxEoiLcDrI04HglaCbITDTHGV2SdSzq1IraesJ7SOSB5x6nDzjKszVQt6KOa0vyh5LaR1pbBRw0LJhTwLuQhrakzrRyE64eRNOzmXBEWR6MBH1D+AKEGtzoTVI/JItX70kpCQIEYKvgFIFV8qvpa2N21UJxQvuElxHyJWaHEzB8i93YzGrzhMr9gCATkUqmhTFgy4rK32UzI70WeqKxAKGsyJDzqi0XPTtx6gWOanFYO2uiZuA2pF0mqrb3DgLHsTrVQJ4AZIxSSbRgNhhBHxQ/OZrR5GiAWRCdxotUV8RXxCygYkNj3jJOL9AyIOPz3igjCKMpAt0yGMHI+2vx6PA4ejyX2dpoGHUTgOwrtp4N04MHrlEJQwvCdOvyZFZXaFta681GpFn9c3ZM3ka6HMWOZIBtFPGOMxIHLChwVxlRoHtE6QN6S2oEGFqlfQn6iyUkOi6orWK6qFbc14PxHjA1bg8w0o5HI1+dpsJAZ8RaRQZTWfaALx3nTknUJpAIKEvbis1eColHLFixKiQ9TqPFWnEDIiV4L7AaoBoWbkPPC1thuiMDWCyriiXjlfE/OckaqcRuA91O9BFghnGx4FRw0Od/JEgegKAcWfCzU73vxArIHjD+9M/SwOaIBZCs4p18eVEhOcTLZIzkfCS+D4IREfCoOMaB04Pr0hTzOjeoZ/VrRUPpcKQ+H420wpjkt6T/HCunqyepaPnqgwRcvuWg9K9ZU5rQieKUaCcwz5kUGPfBsro4On6SNufM9w+JbD+JHhwwfGDx94z4n3f/4WwsAlDjxp5LeHSBZhjYF1vaBpZhsKr+8zuRZEBVcdshyQbLJ3mjLLUKixcM2wzODCzOGUrCB1PeKK2Z9BToT4SAxvRPcJXTz5TwPl6qirEMvAYz7hHgb89wt6FNb/omgp+BYUuMQG4DyAd5XLD4X5tfD2QVjFE18jvg6M7o1D/EyRI1s+UFXNf8BxmB6IUpk0W6B7mig+wmFDD4H6IVj5v19waAP2b4hB/6kbop0oZK+GL+1nm7PQx3eTxLmr23B73Y/zXqXuDrtoYJDsIEH3qbjDB7qlimVO7+6d3mFXDbxq9XO0NkJPMcBTSzGN8gaGOSd4L8QhMI4Dx2nidDjyeIy8OwVCFIYB1jhw9QMqE5c1UAhM05VSlGE6UhXiOIBAGCwTIlQFMj6WRk7y1AJejbleapeGsTpxzRkDwQr9ihho09tS++8N+NC6Yyq9KDO91hty55eo9Y1wS3TecZUWnGfv+lt/yd1YaL5pDwYJWPT1F7gKHcg00m/HMwxbECIiJvcsWukyNjuBEHYmtYrV0FR3P3blliXjeoaNYRMmed1IngoQqbj2nzThiNRwl0blUodU3+r4eUpTXzBg/JZlUhtxrraiy7UF5NRvdDFc27siWoLhPd7jR08cPcdD5Dj2oERk3Y5GkLsuiFwQL2zJ/MphC2QdyO4AmhF32Wsv3v7DajtgzrM20qqo4htprbZgjCmi2STyKqgLRmmS3BAj80ultQWtz23MbOyEtzYejahq391xPO2gsOg+NmsH54AuvdwLLO8YBAGpoeFxDc+SX+SZ7ud23OEGDnbQ/+5q0lezu/nzM6Dvr/VP+t9uwQbp61i/ZgdMqtyWRQy36nMQ7iSi9q+3Oik4mkSZETKl/e6cWJ3MFoSwmpk0iepgPucwMk4j03Gy12Hk+DDy8Djw9CS8f3RsyRQhMsrrXFi84WdKoVTzVUp1rTi1UrO2DN++zgcgted3dw9whyuotHhLa9e2ru/Bx9tOwo32b3NdYMeAb+u8/Owz7e9fdI/uyWN7f9597r7P98Wv3fptC9KfA1z/5vGfzoRA+1C5Y5S3+xJkB772ceigFxQFWjovhsfubPZ+9/tT3gXfdD+nN5+0/9+Ci30hsS/dM+VUGxOc28Ys+/DlNnVuU2vf+s2Po0ux4QxhjN4z+sDUipacjhOPxwMujvYaRzis1BCYixmOU3ojU4kvI7kUQgikEKCzEvdXu/d9wbF1ZB9LNJumt0Zn/TdasWvnmV9lG0rtE/WOpWFjpxsqdxunYHr6iqWdtT2buzHVvx/9WXu1NuvdubehmhP01augu6v1gGAM+NI2MHczqBorT+4BbEwjsTM4LGe3oZ17GqIHHW5jE2np4oCYVJClIxp7EhUrjEgFGTCgvrO2+0P24ENPa+wOdkV9KyTUwHdjZFgxIVtKFmMm6MEKyaYLzlWu6wUJjs8vCyEsLQihPB0rJ/MxcWXA44hSGXoQwkPwA8X3IEQDqwGrlNmCAs4hNaFNb9Tmi9/nt32iB3ECygBcsYyIliop2GbbJwseGBEKKuluEADOCvZQ2nisLQjhbR7sRmHbcfYaG/QUtp6tkm1T1vZ+C0RJL26NpzMAZM+q+bpDb5SiBu73gdjypu7YB7XKzn7p2Qk9YPnFItKywty9Ybo/Zs+cuBvDxSaYRlDf4/xtTahyC5CINnuz3V/PiOgZNcL++76+ScRJJAyBMNqGG8NgbCbxDHsQYuIUJx6nicfjhHMBcYE5V5NIyYXqM8FbMdEcCr5YgOO0rGgVpvFILYILTX/bmXyU1a+wqahqhbNvh0Wruw5tLy4lPQOhd47eNtgeegRumXGtQJfkxo8Qb2SwYiylvluUPn7VirVXurFuavki7lb37m7fAcC3dbIvdir7UvpVY00sCIEob8OF7BaGTYjzAb5R5BQpGUqpqHfoaFvQk0uMPnIYLWi5lZEgG0/+zFpX5u2V5Rr40+8/MA2R3/0fRzzw7h/ekGvm05ZITlncA4TIBy0c6wXGzDZF5vTAnL7h469/z6++u/L6j5mXf7iQpo15ENbFUV48eQysJZpm+rixHTL/+usNlx2//uOIy3BRCzw+bpEJ4T0nDuXE2zGxxBVOCZkK9Qjl2IMQkePfK7/+7ythPhCuTzx+iDz+LvKXz2de/tXDs7IsQl5+pL78/6gJLpjB+WELJPH8g5uYVfEz+FwYnyuTVj59PLAcItf6jq0+Ekn4vPHCynN44310fByEGkZy3Fi2hY03pD7wzTLy5gM/HqCOgevHdxzeMh/++Q2/WBBCY2F69wM1znz6IbMlR92+g/ye0X/C5yspTeQ8sr28kuOF7TiyHkfi5cTw4wOH/Ma79CPbt8JP/3XED4HpNBHnzPRPZ3LZuPpXqq9/c4x9Md5oDp+A9wXnlZItGOhRAgZqp0PAJ4dLmISNL5ADYRMrNogg6qmrs2Bz3MAFRAabqymjtVCXxRLEnx7Q4BnrYpr7LoKPiDeZJvemyFXh0VMYkcFRRoFoOv6jGL8cJ+TaMryCQ3wkTkPTRp8R55iyMornJMLgHNPgCDEwuokoJ44xMDqYxFsQolSmNRMl46ZMdDDlSCazhkp1meJXciysJLYK6GPTJ14IDvxBcFFZx8yWE+uLkFdPvZysQLQ3J9FdL7h1ozwE8sHDm0POjpwzOa2mcT5cKZsjXzypOrbiYHD4d4J3MIhpKK+XSi1QQ8toiSMiQkwbrhZWbcXYq+2rnoQLmXoI1NHhc8FlxeWKSxXX5CpULAihwRMO0bb612w7UMg3x/ArR5xJIxXSUJo0gmUthgw+FQOgPSZDF4s5aFGR6gg6mD1ca1tbByjJsooAymjb4JagFrQsqIgV3dZOSjGWr8oAW4JSzEaQDceEcwezQ2oiDMowbmgdKXkwptzQgJVqMiApv+FkJIxHvA+46YiPwigbA4XxEBhHC0KMMXI4RKbDyMPhwNM08DDCaYQPTwc+vjsw1cKxVob4gWn6HUtOvIUr5+3Kcl4oNeGWMyyFcsmUBTQNkAvCZ4SlAf4nvHvFaSaH0erapAqltV0F6pWqC1WgBkXrFeSZmoSympRfODwAK1LPIIVcLlACWh7MthnW5rdZloybPMTQGLG0uk4eJ5Z1ZPZZRfNCXRfCEPDjgNZAwQgy6jdENry/QPW4OqIaqeEdOwnoPzoEmCw4pWFDBS7nRF0zH4tyGmB+B9v3IH8A/5NlH2QVJDjc0YqnBy24XPDnjGrg7AfGFHj44QnnIL1zVFeZNSG+8vp+pUwwhhVfwF0+Ej898PTxzMPDxroeSdvE8d2V02PC/77i/0W5jI7Px8rpmHj//cz89sDnPzxRHGxbojrH+tGChY+iEIR0MLnWJW8gnhCPeD8Qt0eO+YG/K8K7IGzje/LDO4bpI9P4HQ+/ecfpf3ni3b8E3v1vkXxc+fz+wpNG4hRZY+T14YH1MiDPZ8668vn9C7kU5AouOSQdYPOUrVCLYx0qxRWuKbNuFR8WplMFIqUe8GLZVoMcieER79/w8pm8nCjzkZKVujn8NvL+7YSrmexX0lE5/5eKJiU2NvlbcBQHp1PGu8p1LqRPhT9N8Dp4fvMW+bAMjB9Wjo/PvDnhtUzGyK4wEK24aF2Z8psRsMaRMDjkKRkB4uOEhK8PsAItOwHo2QfAjVVazZfo9fEaQUk6U7SDNt247BI+3UffMx7u9/cbuKe4PePa7GOrpcNe089O7YotZr7qjTSoN2BwxxKaHasqaCcy1WYzu0Itxdjstd2bAxeEGC2z8LAHIQJPp8AQhTEKSywEX1BW3pZAqo7p8EouyjAdqFqJ04AKhCGDeCskjKPG1OTaWk2anURYb0RC6fiQ3JE0Hb0YtPntsMsk3/taKK55D7X5Y1qsDUWsX9XdsYr3l+w+Brtkya1jd7Jxu5/e6NJ8F9dBqF9w7EGIdu8qpfneYb/u/v20Pc8NqBRUE0bmTLZHSq8B2S7e8ZkePNPQWqm08ZabpxVRMVWIRhUzR04KVkDXqjZo9VS8kQEktLva7G+EG7hasaLUWim18d/1JkFjY1GovWamc/jRMxw9p2PkcRoYp4FhiszbgesihOiodQYRltnA1xhM6tn7A+iGkytdWki0v6w6VKVQexCiyejIliAbYa3SphkeqRUpakSHELAag6XhPKUR03zjwdo4Vd8y5guAuyMgd0ezzUhp9LZW17EnQ/WxaziXRU5dD1y0/RcdDJ9xW1t3fkEG68/HXVtPtAPOLYJpY67NrR4J0LtzuGEdrUNv4/MuO4G7Md1OvM3pTjJWuNUi3e+sNVVfTI306drne9aRyUwKzgvSuBRdat8715SmxerbhGBZEcNgGRGHiel44HAYOD6cOD1NPL6Dd4/KtmWWNbFmZYyZ6GvDBjNVDasp7VWzUkul7goMvq3Be96Btdm9fd23htrn+32AGuQuCHEfSN5f7aqqPZhnn3d3Ch3ysz6Svq61/uzL1w60dwL87a97X4jeBcLpZPG/ffzngxD7Ddiz9myHfQ107Te5LcaWdkjPXLvd4M8yeno6kmpvgA6Us5+0z4U9Rey+7/og1/33/b76xLkbsL3jdE+9ug2LfXz3B1VLO8tFWYuyZSVl02vOXohjwB1GQnKMyTPmynBdiGkk+AkfksmaONcGl+7M3fsBtT/HnSRNNxT6Pe/N0QZyH7C9jXo6To9+Kd0AukmJ7Ptj38O7sULfVG/9u2e07P1/G377xXq7CQ0wvGMJfNGO/M3DNkwxRhSAmjPTA0x3aDV3D06fyEpAXERpzPD9MyZLZF7viG2gC3uhaqRFq7vhUrFc/7v6AGIApWhLuXS2UYFHXGk2j9AHttJTJmUfPyrmRGgVYxXUSCVQMqCFlOye5uszkPjp8wNVK6dTYl6OvDueOR0GXi5ir88vLJeNbU7UrVCzMTgteGOGh7HbMqILaDX2QutcUZM/sEBEMyKaYd2LKtkzN4dc3N43VlS6BXZocktqMlo3mar4V2Nk32jA2qret1cfXf72954a3CdD9W2M3Bmiyt5f+1j8q3n1t4/bUqP0QvA9ENHnYp8ct+ykfg9mzBa9e69vinfbrDSGQ7N6oY+R7kC47oDYzr9v1H2etk9Ie75d1uuuqaTYullbdlBVY/dbUFbw1RHU47XXWzCd7AxsWtmwyh2bKmvTznc4khOqq8Z69M40Op1QfcaHxrCOER9D09Zu+osiOIKB/HUzRmsVe2ZLeTAHQ21z7emFss/p24YpUvYYI7U7bxbcE+nMASvkJM1c3mtIY+mPtwuqGVL7VtzWCaWN8c6+boGQWzfv42pPhrnRNb76SC0jMEjEBWX7lbHTt2OgyMBWhZQgvo2Ey4B3geAD+qAsHxW5JtzzAgLFTYjzPMSMGx3fHQLewfZ65QK46NEH4S+amb0wxqOxjc9Qi/Jy3EjDyltMLA9nzmFhyoFlEuo32fTUB888B368BubsOazCqIE4PnEqG797PUNyPLycqDjWjwdUYLx6YvGcJ2F1BZ6EEUcOhWtdeSfCKQiPa+D4fOJ0fmRY3uH0ATeeIESqGxmC8Kv8E68lM9eNWjJrEtaiPEvBe/hutBTVY9rwmqnTmSpX/vI4AiPvy5FvLpEwXbkOMz5fkLJQx0AZH/CD4lYlPcN6WRiCMo6P1O1AxhFq5VdJKZooz5/xW2V+dIQDDKczGjLXCaoEYjghPjCMBRfPDFUJ80CsgtTK/ORZnwbG1TN9BsmvOD4hQ2I+zOAnxk/viOPAIT9YYVktpBpYZ91lK7/20KxQKy5mLOdgakxxT/VKzRW5ZKovlFBAIopp9IpaseoePMhSzK4rA6ijtoJ7ooMFszEtb3HObJ7qqVUIc8UthTqCPmgL3ioctEnfCNTuqBZqrZSSTbqDiRo8aYh4F/BNbsJVW6EkOsQ50puH5AkhImNAhorzCcoEeHIVVoXNB9LoWGpEL57iM9VdKM2+W7WyqrCujutzYF4zl+WNJc2s8kpihvwZ2Va0LNSSoQxIGXB5g5wRrqjbWFyixoyWFa7gisN5IbORdaPURLlmigr1oaCp4q9GXqiztUsJ5pRLFbwqUTKqlTUnKsqwWcaYb1KihZFMwGm0TLlcwS3mpEWs6PY64AdhODmStF27KDKviFbcFCy+LX63t79qrAlocKgDV8TUAmQCAp6AeN8Yh41wVJresctGyChT2x8iKhvVvSGacWFDCVQGEIcbLOvKmQFF6ThcPAADWhcoK05G+87qIDnEJcSfUS/U6KhupIh9xsy1RM1vZj66IyqCGx1OghEqnBDDqTExJ3z0DMMjwzgxnR4Yx4HD8MTBPTA6YXCVg3OccBwYGfSRMWYOIZsZ6Z/RWsk1kbbK+nJivS7Mr1fmlJjrhaVunOfMMmeWtLKVhZpsTtfNwMOSLtS6UtmokqiHRD0orpisiVS1ZFLAMVDUoUSojry9AQnRbLbEaLJC5M3GTC2gitMDAGEVJFWSz7sWv9ktGdVsQJgEJFTLgpJgQZTqkRLNryib2aGuoCqU1LJx3eVLp/w/GGySD2YfLRXVlVAEiNSQ2KTA9R3+z9/ic8Y/bky1MqwGltU1IFLwZNR58lPA4znoQEzmT7oKU1GKOpZ3IxorpRZ0VpwKvijycAZJzONMKYl13UhLxLHgFsfhGji6aJJabkLTRnkJ1Cy4h2dTxXsC1YGyHsiuko4z+ErOkYowhBNOPOO8MeSMHzdkyHAUGB3fHSaO43vG4UAMAaeVLS28qSeHjVdV1tlTy0gI78g+I2zE7Hl3HvEZRh0hZdxzIiUlLMbolE2gCLVaLZVYBnOT/BU9ZuSaYCm4bwL+/Tvq6NmWGZcE4YnFHVnCA0rhUFcOUYnffUYOirzYunZ8E7QqUzB5k9chUJwglwFfQQZB3hVO4gjLxlhm8EpxI2v9Dl2eiPpEJBH9ZtrdLORa2IqHWqj1SnaR8XDAeXj8wzO/1Hrb6zJ0n7zbk52I1vwTRW8ZD3ugockG707EjgKz+7X9csCeKb5nqpfdR+t3oz3ruzOTm8OinQXdvm+fUs3B795DVaslYQB/ywKsLVuyyM7iNeu89m9t1DPzA0JUIylFxQdnwF71TYNdCH7b5U9CTPZzSIQwUYsjRFtD4pYRhFIGEN/iHqWx5ctOrLLgtNy1VfOZaBZ9V27oOE9vrzum9W1P29ND9jbs2fFy7/DtpEy5w6HaGNh9ADtJf45V0LPD/hNHUw4QZz61NEKJE9e4lH3cKZAbkz63b+z+H+w1LESNDdxTyBFMZlkMP+j3LNg6Dpi32EiVgFIaccuY9yZsYnab1tX6LbVaI86DV9Q1/65m1DmTZHRixBWUXApOwfuAqKf4ZDXGdEAIJifsPadp4P3DkYenidPjges6cFlGnl+Ukk2q8XJZqFTiHNCqeN9IG9lIjd5bAKcGG1NaG+4krvVRI442crAx671l5WO2GZKbl9oxxWgYS/fne/1CoQHJg43F2p3Qu7n/BaFW9vFoOItreE3zm/e1olKbJLYgDf+3bBnRDuptd9f9hce+nnS3ud/vbQ59cc9/9T16d678G+d0fEz+jVvs66Ai9aa6cn+N+9kkLfgoYhkWrmVBOBF6TQhxVhfCgE2Hqsmo28u1Me4IziSrowt4F6k1sG6B61wJrpI2WFfleoXlKqwz5KWSlkrerNZayZVSTGq9VG7ZZR2uauszvQ5oaX3bIk7SMl12LP2LZu7jQ/Y2ujUEfdFrY+Yeb9P9n9azDev74s029fvA7eOgj4XeV7d1Tdv7HT/7muM/HYS4D0D0mxO52xJbJKUPkdsDWUqMLdo0wOwG4LX1/A5M71H7L+NFtIfc26pPTG6bwt44O21fWvvawLP261Ffu5mqukeJaJ1ig6UDUzapU6msqVo6zlZJQI5COETcw0TMkSllJlXGZWFMG0M4EEPCxQDeikEZYK27zIj0BY9++/a9fTPtbXYPlzkRy0Zsa03PxLwNC3t2azdjuu1z/taA3DqUfT3QrjsvtwiXqhnc96PhC6NJ7i+pt+/u4+GriJupbYSx3UzPUrAJqU0HbZdWQtsks+wCkYjKaH+vVrRHbZdo1/M4RiChzPtGYoyx2G57a4bKyG0s9nFY2qJozABcc6ZaFEerYMyAO0b3bn9US2VXjxTTpaluRDVQsqK1sC1Xalk5XyDlM38eRy7LRikzP/x44N0p8HDwbDmwZs/z68L1bWa9bNStoDmjNWE0xlYYkISQcJypVJxoy8AMLfCwGmgrE0pAdMOY4G1etXoMplvnLAhQXWs3xaSSJmABvbT+bu+3SP+tIFMzbHq9jx7c6FkX2opM7wW1Nm51J/wXm7C0Od+DntQW8OgsAv36YnP36/s9M2gPzqma77AbAo2p0dectiaVKvtoMXej51zdsQP6eEBuDkpt+7S3a7n9k93g6HP3tjYKBVs5m8ZR092k9HYxXU/FmH1O7fJBPUGdOQ8C6hxVPJuC18qqyqrKrCbX4V0LQoiivrktrb6Pd4HqAz4KvmrLCEvmgDhHcEJxjl7gWYo37enaGKb7el1bY1fki03slmHU1xJb9PadvBWrU7oRbqn4TbqKfs5dVom0oEUrdGfrpi34FqgxQ6AARQ2E8P3vtRtgerc3/1vG1d8+VC0IocAgAy441u/hesjwNsEycinKdVNOn99x/Mt7gh8ZwkT6r6/MHz4RNXP88xswkf0HXMw8PVUmEcopUnJl+XxmE2E+PJF94A/jyuqVX8UTRz2hLwZyfvr2z7zyxjZCOsJr8LgU4QDy69zaNHAtgT+ViE/CwywMRAbeM+aV0/OGrp78+YktBC5/Z0vF+GeIq/D6JKgvjE+eQ3SkcyJvC94JD9HxYQ48zU88vbxjvHyA6QGOD5CV7JXJF/4ue37MmR/zypYTSxLeCvw+ZGKAp0NlEOVhW5h0Y354YQsz/3z8DbM78X/75wd+8xaR8S+44dWA2aSk9x+Qj+9wa0LmTP0TLP90xX8YGH73nlQjK4FYC79bK2VLXJdPJHVcnh7xHr5//4LzieumlDwwhI8MceAxrERdKW8jdRmYpDJIZZg8yzcT5fdK+UGp8TNl/DNp9FwfBsYcePzhSBwPnPIHhBUhsZbE+XUgl68z9trCYwPOVZxa/QXkiSoHirdsQ9kKJEUfMvmUoU5QH0DVNHWDEoZK0coWN1yKxMsJBbLkFuA8NNZXAikG/HqhpoiWyjTPxJrZfuPIjwJSYRTwFUIPTkbLxNRKKYW8FiRMIEerTxEGgvN4HE4dkgfUO9xkrKf1xZPPgThGXB3AFZxsbe4aG5MqrH5gGwdqCWxnTyKRJVHUUzSwFpiTY7kIr392LGXhLT+z6pVFPpNkhvQTbBtacyv+/A4pAZ8ukEC4oP7M7GFx4NeES5ngKyFWkjgSQp438jlRDlDeAYslmZRaKddKdUIeLKzqqxWcHiWjFJa0WTHPxeOqECeTzdrkwKaRWCOhKKQV0RWZPAwOuUb8MhJGYXw053rbCi4n3NuCREE+RKo4Y4j+IkdWqKMDJ/izgyS4+ID4yfYwLybBJMXW3JypYaP6DXSk6AFJATcPqH+jjFecy/ghgTpqmkA8RMVJwdcLaCEV20nccLKt8vIDmmbc8B0+nAwQ2Rx1XNGwoO4A7ohyoOgjVtixoHWjlBfETUj8DgkOf7CdV1MCgWEIhGEkDA+EITKOT0zTyOHxPeM0cQzvOboHDu7K6DdO4ngUx1GPjPU9h5g4PprcVdGfqEXYqrAugfXTI/PFc/38E1dNXN0Lc8m8XgrLnLluV3KeqSlY4u3FUbOnyBuFYsQDUepxow4g5wxnhayIxVAQNzTphhEthbS8IBST78KjB5snNc22BmRjxjp3AvGEeW7ZFwX1BRc3CGpEg1pQd0LdA4SM8wuSIrq2IEQeGg4QMdnSiqqjFAPIQjyDfJXDYLZWPiLFwfUMORGmIyFEdEgsKOH8DeH8LeH9Hwnv/8RjFj5cPJsG1iXSXEO2gyN9OODwPOqAzyZPxgrHvxQ2p3z+4MhDhecZt1mR7VAU9/RK+QAXEpdcWBdHugj+GvDicSVwchHxR3BP1G0jvc7U8YJ7/AE5OvT9gOYjOX2DD8L6bgUq6fWI1sjp8I7gHNPlD0TZ8L81WUN9dDA6fns88tvpI9fhxBIimxa2bWapwqcorBqZ55GgB4bhA97NoJ+J2fP0diBmxxQX2DzxJwhJid6T1VkQIkPdvAVEaiDi2A4rJVa4ZLgq7nfvCL95JC/CNl8gCchHlnBgPjwx1I3HqkzTQvz1J0Qd/qdHfHLUi/mcw0OixEodPNk53OcJv3lknJCPlaftDeYVPztEErlO1PQI6cRYHziGM4/hjYtuPNcrqMMlTy1qwbZ4YDp+x5AL3/7jT4SUf8HaRsMstJGJmkMtsJPmtGVyOyOu3Wx+qzF5I791r98Y7MCNKNh9hA68SWgOftuvd5C9+WOtrtouW9p8ZrvdZvx3mbRe/6H7rVqbSV0sgbomRCq1JMueqoVavRXk3cEfC0BEFcvAjxAG8BF8MHZxqMEkX70QwmqvYSQMmRgHcs6EeKLWyDCAYyPHDRGhlAmRQmnPJlUQTbu2/65msRv5HZhjB8JUxHyNDj5IvQEliBGqgFsdyD2vunUCNxCuM4Q7M1PE/NZ+zQ4OS/czQH6G4+wAzC86FDS3px0sENH6fs/v8K1upa5ozVSX2rd6G1dV9/FXJVq/S2mAuhEGq44NetpsPLvua0aQXiNRLUitxeT0mj+rDRR1Te5KWaAoNQWchoYbmDKItOwMqYHqHK4KVUyaJuUN55TgT6BCiCtVi+ELOhCcI0bP42nim3cnPn574MM3E5dVOc+VaVS27QzA23lGqcQYUTUpQMThnUe0ErzJKJWYrX2Ka7iXN7hGuxyVrUl4CzVIaYEurVA223/E+l9rJ2MaMKe1ZXaIt3Ghk7VP3ejE1O7C3zKn2Mfozav0jQDqEfUNPzFJ7cJqWfuttqfzzY/OhnhbkOIXHvsQ1f2fL/FXvTvRXndUy1sbfOEWf+kj76TT/VINx9lXxD6+3E6a7de54Sl9Krf2chaE+KvAg/P2Em+BpBa0q+qprYavVqsr68QTfWD0gRgGvB8oJbKsHueEUiFvQlrh/AbLGdazsl0qaS6kpZK2QkmlSVEqtWqrVyl73cq97FU3rWsv5N2DAgULRPR1vK9t/Xlvy5PujcFtDdzbtSEfd1kSuuNJ9/1lP1u39au6G27y82Gx/9Izprp8fb3v5n/3+J/KhKDf994uHWyW/UF2pSXYNwS7QX7Wan04yxfX0vtRrz9/JvnyJ9nbdv+qvXDxXd2JvqS2bXmfNl9MH7HP2mILXcmn1EouhTVtLNvK5TpzPs+8vs0cXleyrFQ3kFTZqpJKvUFrIrZ550otjWnQUnNU7xtEv/z/PshuDyj7z93w6Zvo/VD5N8aA0oyW/sT7qW3juf3c2+F2T7q36X3Gxe3suz6Sn/XNbZ/6OmLTLoTfmQn9O5ohoT37oP/J37VPwdj/JuvSqeE9w6bft13RQR3suu7OwRYQGXaDY0/XUejFrSzVzTbxlvpj825nFTTGNq1he9RVxAxTdU0bTql+w2mhmP4FOY8okW2Z0Oq5vD1Ty0Z0M+s8cTkcOIzGYMvVcb7MvJ0vXK8z23wmrQs1bdS8QplbhMq3pzsiFNC13WtffNoc0YQZxom9SDByFwW3BroFde7HQm1vTtamTetxz5roC90eifpZQd/WXpZmym0h7WOBHtFtfUcPIN4Z6a6tHD34IF+/zHU7sz2hGQg9Sq26pyPepENl3/zuF+jbutfuZX/cPg7uFiPupOL6fexTqhkorn2XNqaJtnZrgUynLUuiG8nSxp6IFTvveoTOAL1SMqlkXPaUqvhqmQJFha2o1SPZCs5n2BI5gC+C92o6h4jVFKhWnLV6QUtnSPWedg189FR3q3GzB3fk9u++7rR1UAQL8nTdV4WWz9BbpaXKcrtWCxDUvp7W3pdym7fKvvL3kIXuxqPu65run+kn6S0e1seaQmdc7WvKvp993eGAdxrxKpR1pYhQ5ICeA8ecGcpKWDPDUjjWjclfISZy3NhqZn6eyCu40WQHNM9IEdx6otSKPmS0JLbtglYoOVCrYzysjL7yrv6Ro44wPJIkMg6ex3Dg5VxYZ+XyIVCeAg/jkcfjkdO2Upcrfoz4kzFJShCSVuZLxkklNJ328DBTopAq5ALrIpTVsThPjc0wFCVMG36ArT5yuUzE9w4eNt4frogEtuvA+hapnDnpJ17Pn/jLdeXlOpPWM1qvDMfCITve14OxUX+4Ul1mGx2rh0/nA6s6jpfAwcH1mvlTVl7OlTk5DpMwPCnBrej8DPPA23W0OhJDoVD5y7JRayGvlSgJ8RvqE3lcUCCmhGbhh9eB4iI/5UIuwumqxK2wjI4UheV7T3GB9y8z/roxVhhWqKOg3zlyOJDje1J0rINjLAOPQfEsxMsPGFkCfBamulL2xeXrDkvDV3QVNJsEmddsgD+ubZcKSwAOqMQ23iuEhIjhHKjitZECgs2/SA/4zuAUN9aWYWwMZ6kZUSWHYDrBpaHyqaJFcb7iKKDOJCGdMxkorBi0c9E4SrXikxUbZFAQj3gDNOsMxSn1mKlOWEsLMCWPJ1BcprJQt4GC2DgPhThBCJCTZ9uCkb+1kKowp8C6FVaZWZiZS2arkNMDqQRWeWYTyNtGSRW9nGEThBkNiYRCsUJ2qkoiQHBYWR2l5NJejqqBUq3gtWqhestwqM05plhIuTQAqeSCkq3WjihZGqtrc1bkWSuOhIsmC1U1mAriLOgmUBzxUPFeqSlBLsQ1IZvikgVy12u0IPUvWNvs0BYormjJUBR1Bl54jeZIS6JKQl0Cn9Hs0DrC5pElobVQ3GZFl51DfSAH2nr3BnhERrPSGvNQatfdtow9p0cMuFEIVyOmqEL11kbOgS9U6ZmjGyIzIquRVdwAQRBXcXW2ukrDR5wfrT6EOHxIjf0biG5k0IlJDwwR4rjhxgAxmMSbG9nwrGVFUoY5UQuUDJcF3q7K27bwpq9cdeVcVua8cd5WlnUllTNF1zZ3HS5vaCqkDDl7aoioeKpaYKymVrWrDG3+F9O+7vtl9Xg9UjVTNrNzqjN7TILVexF/ABWqGpjhvIBYvRhTgBh33WWnTTu+BMQ1Z18HtI6ojqQ44mslOCOX1F7Y021tj7fv0Nrtw68YaQJ1NJbrMEAoSkpX1gKeAc+RPBQknKnLCptSrsqqrcclmD+WPanAmmfqELk+RrMFR9PxXhyoCNNi2QBXCRQvlE3xSXn8EHAnYVk3ci64ayH4SnWRKpF5CHz2juDhQ8xIyEgsSKiE0bJTTz8OBCC6T4gTUoqIc8TDEZGIPxoQItsBx0AY3jMM3zAGGLxDKtR8YXkcOT/CkCunP2WuF8+cHOWQ8Y8XdJnZ3l5Yt8y6FuqcOb/bWEpmVI+EwvruQllX8jWRSyW6ahmbKJsoh0MleGU9j+SLJ4SC+6aSNJJ/tD2l4okBxgdlrYV1fYMo5N9FtghvpyOslbzO1ARbdaZ83EDBuBTUwWWozEGI8cpUEmkuJukU2hSWDb+uRsIqK2meeb6+UXzE+0dwifVpIavnUr/HT5Fp85ALm08U0i9d3fjCHmzAnLYagJ1U+HMfmZ5N3/0uxFjt9/5Oy5TY9eGh+WMFUXfnq/cZ0v3O+/fv/LLu31VMPUew4Ihi63K/d6BWRcTkjlSlKbpqqx8FWpOR5rT5A+ooeLIKqShbhi3dJFvWUtlKIpVKqQb4qQaMoOYRF3De2St4nEZ8HFFx+GxBGmOw655VibPgqIGxII3Q1v3se2ypO2DSsxP2un8ta6DXTfjSmqf7vrduk+ZOyO36/bS7+iB7EWPY+/fmM/RAyC+Xx9lxKbm7M6VlmtPGkREx8dH6rN9gbciXNHrcXsTasuB7KONL8ld/Rm1kTmWXQBZTHBBN7JJMVejZGCpWIl204nSzbNZWd8IXk2fS4ppq4kqlZRc0wrFWIXsjoeQCOCGp1V8ozayoXtDRE8bA8TDgvNlwy3zkMD6wDEr0byTncU5xrloWr1bEGx4ibkTIuNpkuIvJfnV4u5OinTOpqZ2k1v1459FgRa2l1b7sYIkFLgwUN7Jly2TB6m3gPTsBVhTRDuDeQpICjezaMjAkgBZqz2zowHsn6PUshQYcarP3f7Hp9m+PwD4i9t93FLDNB/35mft4+rcILLIHSPvU3c/5WTDv/qr7PGsfukk6ccNSnID3FpDoSQ90Ymy7TFWTWmuYQa21jVOlNAKUUNFqWO26JnKBlEwSsGyZtBbezpnLNTEvmZQyOdc94LAvQfuMtTEi/cfSx1VtoETfDzB7ygsOI61LD7A4b/5Rx806Roc0cqWwp1u0duv4R/ttb03twYn++97Ud311A/7+jUPuO48edNJ//wNfHP9zQYi2GGq7y70pFKA5TE65E9S2j2lfBPtnyz40hJY+Yx7FbUHfryv7peSus24X7z+0q2m7T88+KQVzvPuCLU2O5IvruFbsRZshVBUtFoDYSmZeF5wPPL+eiWHg8PCE80cesyepo3pH8Z6tWBHB/ioKJWVqzpRaKNUGa22OGl27qy8aas+v0kC1ffO7e8wvJn77dHu/T+ovBpeC+LZ41LvLNLOpG0mCLbR9Yet1DHaTpy0Evc1vTd8WQNfTiWq7J/nyvL953BVHljvjoRWoRkfQgDS5h57dYihnL/rTGfctItfSXW/9LKAeyqG1QG1rXhs7HXzp+jba797Gszpj7YvmxopvC6YY88UyW/T2HJg8h13BnkOLOXqalwbUFisQvT1QSkTciF9B9U9cLo758sA4HpjiE0M47fbWlq5s6cy6Zq6XlZQSeV2o+Qr5DapDOFpmiQwgCRqTYe+UvWGWxjDp6Zhja4svAVew5rPAqrQB0SWTTm2g5dYuPVrRjcEu2zGh2rJUqG090ZYi2gMYFv3HtS9rgQ5zbJsB1Zu4zfdePNvG/ri3/9ccffF01Qp3apeg0NtSvxv0nj0w0W010D0lFbHh1zMpuvqSpQLetYNrxbp2x6IZPtodE7U1qXdV577UboRwG2+2aLW+sOCAilK3SqGQy0Yqji0lcJ5DLfgGfIkKS6oUXwhrIuGYA0wUgs8EbzJiECiIrXUK1SvFm15xbYYqeCQ04MU7qjc3oWpbz/bAAZbJoZhl2SL/iNhj1JZ509ceBVVHJewbqFBbrTml1XHe/THTpDYj2oIK3RSprflcY421dV6cpQhrLyDFLVi3B49an5Q2WlqQ24Dcrz8cwvd14FA8ny9Xlq1QXh6BAx8O/8rT8JnjJXK5BsZ6ZRgql0F4mzxzPvD2l0cGN6LHA7pdyOnPaB7R+XskZNz7nyi6cr1+ZkvK6ydBNPCb9zOnWPjV8hcOWVmmv2c5vOdwiDwMkflfNl7+mHn5X0Y+HQf+y+N3fPfN9wwvLzz+9IlyVLZ3Fmi/FMhVyc8rUZVTPRDGwvCbV0qsrBm2DS5nIWyBix+okzB4hxdheFgIYWPOH/n08p7ya8f6u4XvngDZWF4feP5x5Bj+wrvxf/Dy+Y1/fDmzvF1Zr5+o+cL0lPBpwp0fTQrij3+m+I3r/ylyHeEPPzyyXg/8vUQegde68QNCXq2/h/8ujN8Kcb4SXj/zfPmOn87vecgb76fKs1T+9TLjsjAsC4PL6LjCsFKmC6KZYU1sJfJP199xZeClGrD/394qp5y4jBEdHK//dWB95wj/38T0hwsPNXK8BjhG9GMkuUc2N1lgp1bGOvBUC1xn6o8vFI2s7hu8wqleUf0FDCeRxv4R9BLpaoJRNkoIJrdT1LTk84BePYweHQFfkLAi1eGzay6Po+Ioo9UUGGsGreSut3u0DAinGa3gqgHR62GihMiQI/7No/kKdUFCMWdaHZI8Do9jwEePGyMeISiEqoxrQiOkYUVlwIUTUqG8YevKYUN8xaVCFuUYAqIDk9sIbJTliGzC1VVKzURXiaeMux5wr4GihUKi1MBWYCuZs3thkStvOVnR6O0jKS1c3TObE9bLK3nZ4PmKSxU9bDBW1k2peSBn09VOwZMjyOaR2UG5IuVCTQ4tI6VaUWplpcQFRSlrwCgYiSqOJAO1CnUrCJlwyIhAwpE0IEuEYgEeXxbct+APjrIN9sq2fo0HZXw0ecayLJAy47xACsg6kZJjZkKd4EKr6fQLDitqWiAvlnHECi7ga8RXb4x9FjSuaFyBA6oH3OphXk0WbMxIqLgQUK9sg4NSkfUnTA/7A4KBW2Zs2+is5QpaiDzh8Wj4BMMZcoDi0Tqg64T6ivqMuo3iF4QrIs948QxyNEAnOEQ2fH3BuRNh/A7vJ7yAFwjDShwzQwwM4cBRHzjWA4epMj4s+NMjcjhQ3InVHRBNaL6yLoVrydRVqFfhnCs/zoXzsvBZn7lq5TlXrsvC508Xtu3Cmv9I1UzQgKuesr0ZWWANpDygzqOhUrWYxNdmAQ7yAZUHvM6EOpMobFrxGoi8o5SVnEynqYTaakAkBMHLI1RPagxsH2bEFbJvTG//gLiIz2+4slJypCaPk2jASRmhnljHkWUaGXVhKFeqmlQkkiEs4AKEESkeLoGvjrEK5AfBBcfB2cr04x/PXNbExO+I8gShwPEz5ccZ+VTJXrkGSAor0QJBcyanjXk+Ex5H5O9P6FBYj2cjSodIKJ7vrhGXHNdhIIVKmh1+VX71dOTh15HPzyvzNbNerqRl4+JGZj9xPsDrEX5dK39XNxZJnN2Gd5UhOMZL4OMfDzAmtl//keoGlvV3+DDx+O4BPwTkwSFOcZcnpArj9GsO43ccIhyD2Uw5feZyPPH5V8L3f0y8/5fERuBKxL+7EH/7Svp0Zfn8mes5cPnLgTUkXr5bQAvHS2DcElo+k+aV9M+VlCtDMD/1RywIMX6XCUfQ/9eJ/OcB/7uM/yZzfSss/1LxD4HwGBmicDwql3Pi+uOZ+mHi8PfvyWrs0vp6ZZv/aHKyzhOcY8wnvDoOKeN85ccPlTQIf5dfOdUr15cTaRkIk+AjhMuVcJmpBCqBy3Xh7XxhGr/n9PA78uMr87cvLG7ip/BbQoWP141aVq7R7JBftLYh3WtuvksHmM1XvmlDyM13bz6CZcoLXepHvtD7bsAUar4a7AQj2bPFOxDS/PHOlty9hJY5rHoLcOxa2LQ6ge3nZNeuajhEjZaSbfXnXJNkUkpdcSVT60at5jPk6kjqSRpYi7AWWJJjWZ0VZVVhTZU5J9ZSyCVQSkR1QHVrsmQJ5wM+VvwwoM4RyglJiZw3C64XY0Jn70C9ZTw538hGrR+k14nw7OwlNdDZnCTffKvasIvmhznZOZ1oywrQSpe+qrdevutD9gwHI4MZqQZXb7iV3jJb7PMVutT0vwnK/u3DdVnbBrR1waBBTNveHFJnNbc66VUV16SrVE3+2aS0UntcCzRp81ddv/82lGvDfgz0dCijtUtzh7TX62z1EaX5pdVZIERqhTojEi2YQMUXy0JQL7b2B6vjKaXgxNjoVYTkCqWCT4qKsBUj4qVqTPQaPHoIjKeBp9OB0yTk4shr4YfTzDbD5F8pPuF9xYWCj4kqBRctUG9YWMa5q/W0WGaEJ5n/33x3dRackFJMXgeHc46KBZd1tzs2pM4oFpwTcRDseaVsbc6bOoSEpv6gs7WhjtwVfjDsrAEHWo3U51ykklEWw2WcqYV00rQ5wG7PzlLpaiJ9Xfja497O6xI7/Rp6w//uzjAYTNklsjv+J+5GGrzDgm8XuPnWe8yiZ5U0qOXn7OW9DnHz1y0TpYM0rhEngoH2TVTjdgmzpKuaPKXVIzF81+dCLpa5oLVCNZu95MyalFJTaw2TW8prZlkS5/PGdV5Z12Q1nbKRP29LdWu7XqumYYQU3+ZM/jII4VxT5bGaIU4dveC7SGhzrUvH96yo1s96w4A7ltTfv3u3YSo74twCgPIFotz/0T4W9wBZ/1Pb4faO63vg1yO9//mjA/n7zfZovXZkbs8iuJ3HF2P7i0Es9sf9im29b3vmnm53r0krP7vel9PGLtLvb2cnN6BT7hq4Ty77vwFPvWvacKVSydUGaUo20K7Lwnmeeb1cGd4u1MFTh1b5JDjmeWaeZ9ZlYVtW0raSUyansmuFFa2UFrFW1ICvSuvsWyS231Nv+z1Qcb8v9vXrvuHufukLiej9MNr/QpfJ+bJ3fn7uv33cj4Zbx/RBL/sltH/P3zh6RPivCpvsmoftSq1Ddw35nTb9MwkeFb5kHijQ5Zb6pLmdut/7F4GTPpgbAPwz78iauo8rd3exG8N6D/o0FoFKAnyTKRKqWlCstJhHziaRtK1dq07IuZC8EH1p+oRCLjMpL6Qts62JlDMlpzbGoiVC1NwW7hvTzMZCv/+WH7ZvEu3cxr7Zs0K0Z5fcz94bk+LWYD3F806YSANgNTFsc8p313FYsfDeh9gm1NtTxQy4nubV2UB9LNduePZ+2Wdz752vO7p8Fs1oxxZY7e+1c744nFqsq3bJsbZQ7w7C3eJzf42fL1h9bfoiAwQzZnuSifRNoiK4HcuXfa3oab8mQ9ZXsapKUSVrxWshFSvAmFJFpOKiMWr9ZprOa9jsMb1S1NhuPqjNI2dF90qrAaJVzTDTFqzsGQ3akj+a+vRtHvU+NrkIbZqZtz2lPQs9S6Q7DdqyUixAXGCPee7L3X7cMsxU74MD2oZXK0gnasNLZe+nvbg1cru+9Pv7su+sn9sTfVlh+z8+FMqSSKVQTgPqAjEXXJ3JbytnNnKOOA2oj5QpUqOiQ8UPG2M8472iseBqZdpGQohMDxYMum6wiUMeHglZeLc+4KrDBaG6xKYZp5U1mbNYnOISSIocJJKjUA6WjZPeCnoRmCNlmSnbK1VaID9W/JQpRflpqYSoPHlH9Z4nRjIe50c0eI4ugFQWDWw1MpbCQGXOZ7YiaIKSAp9eKj8m4fJ24fX591T/zBggvVTT0S6ZBU92UMJKovIyvqFamaIFF9Ia0QoniYxROMTI4DyODaEwrRVfBF0Cl1fPVAsjFT8mDv4z7lItKBcj0+OET8rBG4Ps7NWYSfPJZIpIVCc4vzFI4VeTx4lwCo4hNeZwhvRpxl2VsQrh6cB16tcSXDW5C8mFGgphzCQV/pQPxnqOraaLmBTgg2vB5F8y5LyN31pdW9pbthEFQsV5D6NrLB5blJw6nHoc0dbdbM67dxZQVWd7R2rRv84EdKb3QumrcPDgwLuCk4qXihMDllWsBkRNFVcFCboHUytKqqXVJAioKM4ZcOOqx1FNRgqT/xHnCDLiaiQUwZdCZSZLYcsjUiMSQb2yLG1HjEoJilsWXE3UIpTiSLWw5I1UF5a0sKUNSQqlUPMLOa9seWHLmzFDUaorqJjjormSk6NUYyOpU6rbsOKHA+qjBd29UVRlK5QsMDvrW91akD+2JaOx6FzLGHNhX/cRRUOzQHwbK0OFWg1oybaYibT29drW9+bA4G3Li8Zqd9UCxsE3uTryX+99f3OwCZpNgoBwRESprV6IBb1bbSEBcRZwMj3liFARWXBd7qE6dDugPgErJtln9kvdTMZn18QVmxO+AQPkYtnH1aN1bHu12RUOY7R3TVzRxkp0Td6QakSLYnIUXj5a9oPOeDJINMauRgIRLwXvV9ywIoNYcesuDeA82VVWt6G1kFPFFwibNy3hc+aaCs9r5rxunC8L12tinmeWZWNbCymBFY11bBlqVtaWSVPdgEZPlQ1VK74tLiN1xpW17cUZ0WyZKZJxVFQKWVZUN7zLNud2tnEECVA30O4YV6rPdm0SVN2Dh5omaglmCzhF3Yo4RbzJMzm/GXimawuoQXaCEHD1CESoD1AF1fTVppsCuQG03gueAHIg6Gj+gV7wY8U/VcJbkxoN3gq1T0Kdsq2NOuFHmE4eCVBeV4gQjoPZKQ+FQOVwNJnJDymxlcryWFlP8FAq+pbZ6kqJGy5UBucoqkgqpJDZtoRyZGMgSSXVQolQ4oDGANF8hLQ8gA+EZOCZnDacFI4vEAUOXonO8bhmTroRRiN7ZJStQnhbePjzM+l84S/1wuc6cakHxrcL/k/PpNfC2wWuKXM5nNlYWbaKy5V4UWpSlvXImj11WFDJLdPY4kVahets4GA9FIbvFtxocy0T2cJIqBVdFjQUYik85MJvgiK1Et4yKi0zrW5oVFQ9JT+AeuYYcE5ISalZmDbHoI6wToZ7ZkehmCQfkEIlD0KMjjF4yuTJh4j3kONKGRVlQjQybRuxCnGDwADjN/SaRl973LKm7wCmji3o3Un6sw9JB3vsMzff2dAGO69nj9/Gd9P26RdizwYHdqbTfkr339rPzbe4ZUrfSE/75W4YVntZnQiTYYJaPLVAzorPlbwl8raybYlt29i2yrYpa1SWaOSUlCtbrly3wnXNLOvKsm1s2Wpr1toB/IBzive2lvtghEznA7W21A3ZH6W1WPOFGllLOwAi9p4Bo70vuu914+juOEQHNJu9v0sBy61d5b6Rvmg23S9ve6T87Jp3/vSurCBfjomvPPb7FsWJhTecKIOD6K3jVCvVKVWsIC61JUG0gSHOpGZtWMrdtZsKQX9Y6TTuPq4bWEpneTV/qfn10tUgnFCkM/itVqSWYOSullWj1fyTWs2vc8XsGaUnbDQbtxjOUHJBJJtsq4dtmViGwDKvXK8Ll2vk7TqYzE1xpM32MqtPRJsmjaSnLTCnxUZQY9J7GajSgOsutwvgW00kMqqlkU4bQbPLgSsNFO5+rd58V22pR9Rbe92NO3vcjp10HKUHjdw+dn9WkxhtGSPUTp7tjFDDqLTDuzue8rXR/NvX3Pz17pXf//6zmXAP/dxhwF8E7764/j123Na+Paujz1MDPbQ/xm1xo0Mj+zcIuwzTfQ2IXQ1HdljC7PBGLK9Y9oOrplBTSiGnQtoK65aZN8tWVFrmF42gqJWymeTSumbWlMmt9gN9PDRsodV6b/eht2domEfHJ/bMGez+e9upCK6IqZ/3QMv9uvJXQFJrkF1F5meN//OAzhcflS+vL31D+Pl3tdb/eTTqyy/69/6wH//JIMQNsrb2uBsKzhzQ+2KJUvtm2kD2u03UwKY7aZfeP33tgz3iZsVs4AYC2x+loUD7PqN3UTuBrglmX3nrfPuYtM/2VJ6WZlVtMTVmQKFoBoWUMoJnnhe0Op7f3mzBHSc2FZ5K5lwyPgohOq7Lysv5zNvzmcvrmev5yrqurKtt2ClbfYmslVwtGqe1g3Jtsc/as+DsXruY2P043iNhLaWna6Xvu1ZfPmSfBzSnS6VvUncJU32y3k+Yu2VH7wfobelt1/hZiKEvSH0wo7fP/3uHxna3a5vBoY2XoX2fAeM3460ikvdhIdrS7Zv2pmKOrT2LseRVlnZyYA8c3E2+nr60my1iWtoQkGop7T1oo40ZbY9n6aXGwPbs7AcFqa24kJusbf1i478aY0JKK+gpzjJw5A3nlaoBv3jWZcWHkSBXK7IoARFPrQnVjVIqORuzM+fVtOjSRNVMLbMtuFKajJTeulDBCpGVnxloyi0jghbNbqmXvd1xQGQPFtA344Ky7ouh6VIerT24WjqyzDaw6wE0oDK165oOY5/Xoq3/NQMbqtE26N3gC/YSA9RteN/v2l9n8dka3A0LoargmnGhYmmo98XglGafORsrft/g+qbYzmu6mr1YksjPs4Ps77XZHKZ7Ks0Oljan79YrUSoFr4pUi4q75jlYHMmYnVbsyAJL2UReWWtCizBtCcUT50wuHtxGzFZEtmYLqmzLxryNxOuADxEfAniPeo9zI84FRKoVlMxWPLZWG0Ougi9YQVIiQrI52QuQi1LFAJDSjIK+ILlmgOybOJaVglZ6oXQwUK26m3HR63Tc97uWuoNTejevnZhh2Nt8H6M9o6RZNrY+SuuzPj+kJ9bZ/O/6XO6XpVhrrSznK3Vz5G/eUWLkkJ5xaeby6ZXny4Xx6cRwmqjDkfV4IIWVGhfCOPNwfEWjo0yBUISn6yOno/Cbh8JSMv/wk+Ji5PKb3xDE81GP+CS8DmeSbJxV2EomzZGaHbpkk9HZjryTiXScSR9W3OvG/Gk1lZ3zRN5eWK//So0ODiNu8oRvA9ek/ONPCe8dvx0mJj/w2/IRZeKH8Ruyd3wT/khwK/+bjrzVA9+mC8e08Zf8I2/1J84zvLuMjJ8m3OpZ0g8s65/4KI4Bx7xWdL6wpcqLG6jeIeMb1yj83kdydBxP4HPEvx4QJ3zrF/zR8+7xyBAdZ3clycy7n+B4ET6/jfywTrw7OR4PjvAw8/H4iesPgefziBzf8fSrbxjTxsPbG+dS+ceskAKn50fL2xs2asiMwzPjUPlvv3nPFCNvL568CsOPgpsV/z9e2baZh7/7hsOvv+Ff9Mwf9Wqaylvk4bzx9JKIjxvj9ws/FuV/nZ8ICk9TZaTyDjiUwrd5IegvYG8KMCo4sfT37JBLRlLF6gdV3HjAHwNldZS1pforBBUGHKkIy+bxThmjybFoyBStzNX2isEVK5borPBw1WSAxngAPFFecaw4b3tYcSO1jmhOlDUjI7ih25OZTKWUhHOREA4Ep2jMBOc5lgOuFCQlxEN+HyEEDjwS8sCQhCCZ7J4hCG79nlQidaoMsZCyw52FYasMS8W7M95f0e1Iub5jrYm3fCWT2HRGU8LPlVpXcv6BLa1ctxcDYqpSFJJP1JBIy2aMqDqgGnBjRWKhyoUqM6s/scUj6jbwGa8b/rzA6mEL4FaIs8kGabSsEywzT5rssN+mluUlxtwaBIlK8FbHJ2hBqKTNk5OBPcH7FoAwG2/TxpJ0gwGBccTVQhw3pFamYmnfVXqW6dcfdYuoCu4wmHTBNVhR6KKoZmpQ6xc/4F1EyoTUCZUzNbzinDeAoES27QmVK6SfTBrJW1AsXyxlvkQBpwwh4aUStoCrgbI1OYgyoHXC1RVXk9UrEk+u9JqfqNuM6BkPiDTZgzJQdcJLILpv8RRC/YyrUOWRKiNBHxnqyOA3YgB3iMhhJYQjUUa890iIrJJZZcMVwW0OqkdqZL0sXJ9n5lx42RLLNvN8PrPMV55f/mwFEM8DpZqkVilwXgt5q6yrZVfXwYLVtT6jegG/4iQR5hfc+ob4V8QNUAOaA+IK3lkAYolveMmMdTXZxhhAArWeWkeebbyJ2dElLKjLxG2xvb4qiGdbHslZ0PCGhhkXziY51ALWrmxWO6Eaozp7zxZHpAaGdII64vQbY3TWn4wh+BWHoqy6UhFqcHg3IO7EgEP0DdUfCU8w/gbca8H9ObNOJ5anA3kSymmBNCDDI2EMnJ4Wypty+V8vOBc4fniEqZK+e2aIlXfBMVbh9Mcrayr8P38deZ4c7pw4/7Hg359xh5kYJ4KLxE0pW+LMGdU3iv/IWziRtLKUZNmihxNFBT1CKQPL6wc8yoO/EsaMPCguO759rhxUOPyXI3EMfHdeOHJG3gVq9Cx55FKE8U8vnP505o/DD/zD8ANLese8fOBxOTP+8BOX7cSfr9+wjBvPH17JW2H9SyEsleFzJmflbfvItW7k408oC3U062v60RFm5dPnyKLC9+8vPP16Y3uDdIVVvmEe3xPyZ+LrC3iYAhwEfjXCpRT+/IeZPGxsj2/mwxwUdQPl7VcUDTxPV8RXdFEkC+8ukeA94/kdpBMlvLF5kyUTPNuopMHxzSnw8BCJVYkV1gTX7ZXiPUXe40vm/fxGqJ5DOhHCAf3491T/H4Mm98eeZO8au7X5Dp2M1CWOoNmmLeDHTsrpELZQtYOPVkvwFoRodvEOSFWzf6WnYd/5q9yLnrR76Wd0nEO6QgIdBNlJ0h1EN0y/F6qGWjaTW8rGsE9rRSis84x3nvlyIcYDx8sjw2C2unj7rAe2UphL5nJZebmcuVwXrmti3QolCVo84kecemL0iCumMJ4c2zxSCzhZbwhEN7ylBfb7/qeBnaDVT9yDE9JI5mIgvCi7/G+vFScNaJehtduC1d1oJDia9FNPb98Bq31EYMS53uftXqCBioYV7IoTv2wrtXsHQvOHRgdelEMUBufML6+VFBzZOXJxbElQ9SSsXUVWqFCK37/ffK2+x4MFAbpE8ojgLKMNh+gVNFG9KRRYBsC4A3elZax3mU+TSxhQMaKTqFKL4TPFgXN+zzKoLcBZXMtq2UqTUdqoVYlnhXTlMkQcjufnC+M4cAwQHTgVfHVcL29ovljNhSYRKK4RKatlz9i9KVmk2akHnCiFofEcW2DLHVANlLJiNTlWPInqLKii2cYPZBxba8NOmmvBh0YUUufpWfiGBxmGZHiSKWXs4LzQiBWCSGljDhSrmSa14VVSwAlOrOYFxQiC6kbzzWVDpWLqG79wwO3ZRN3ZbeN6v06bkR3vxjDU+2Bpn3sWFGw44P1VtAPvX57fsw36ex2jky/mnAXVnGjrY2fZQk72rKFd7omG6VSouYKrVo8MZ5kOYlJKkFnmhEji9bxRnafUSEpCFWfBvWKBi7wV0lrZ0sKyrKQtGeFXtdmnivhGxuxBu0aqMex7z0mwdUGkYTZWGBsBJzdpp6qKKz275B5HvVtMGm7Rc/Qs2HgfgLrDce/3gXYPttaVfQzuGNvPLH+VGz66r8e3S90Raf/28T+RCXEPnnF/J/t7X+xz0IDcPoDuAhf9qHe/ye1h7Ge9nbtfuDf63Tfdf2hv2S/PvU2fW8ep9EFw94i6D4898lVbak4uhVwya9oYtpXrcmW4jsjoIAg+OvzgWJaN62XmellY5oV1XtiWjbQlSjbHQZsOmfYUmp2GsGNyXz5Hj0rdjTtLgbobIvLlv/sz97bSLwdUH2s/30/lrun2N7hxNvZR+Ffn2LfePn+XefLFDf57x/3CwV0WWE+rvIvS3z9AB6a1AeX7fLtj/+8Dsv3Qge4uubSPp4Yk37PSFXaAfM8GUHpRFtkb8Qa09kVcdlF5oRcjQ3tmj/1cawNfi8kY1Va8twDqLbOgFE9xC16MZSASmhGWbWEsBa2FWjK1LZbGUG8pptSdqc9dP8oehb+rpdDSVrU9Hz2ltwWJbp1kCYy2gbTMibuZduvNHtDowaG7TWlvq96hfdXQ/RyzuS2LZKc4aG/XngbUGTC9o7+eAbCPKPMg7pe1xnbX/bx9XKh+AX7vc+l+v70/9sHcNux2RYGbYXE3xUG/zKi4G/OdK9Cf8u6vrbgWxkbcx2uP9iu5FFyrD1GKp9SMU6GWTClCzjaWdXMUpAUUgKDIoLjqW8qqlfDSxiSoxfS/tZpBTC/83IIMeyup0JNv+rrWx6IVjFbwt+wtJz0rQVubt3Hbxkvd/35bN297o9xlQ7Tnulunvuy42z7SyVB7foPe9o/74d9rDv5StgkiuGia4u4E7lEhGnt4yQ+cJRCPkThmYzc5B3EgR4ePV8Z4Bga4TrDB7EGl8nm9kNQyprQ6nv4YcXjebREBCiNJHJtPpJBxo0NCReKKuAynBP6CBEfYBLdm0vVKKBsurOATdZzIwFZN8GxQu7+n08EKuE4DqsLr9RXdZnw4EXxENkWvMOjKAUWCknyXZVHW6yuXz4HXpHxKgYLJiH3WSqbwU/rE8/WZOWHgYK2sjMxUcCsuOMIp4LKi7hVxTbc6OM6DtzTx4jkUz3Csxo7NDl88tQRSGcg4nB9JUZHJjNWyvkHZCLxRfOEUEiKBETWgcz2ivjCMr5bwPidyApce8CWS/ILGhA+OQw2EqsjapBYILUE+kzOUFPHZQfZ4JqbBIclRZtPJ3R5WXC1c8gFf4tePN1UkV9QJWgK1KMG1NHVfcK6CK1Rf0BAQDTivhGCOzaqOQqU6C/gnjKhRpFC77EFVU5Bw2DxGgGjrZ2gFO1O0eL7rtQagSMU3pp6KUKTr7+a2OkZzBmuXIzDt41wDTh2hJpt+2wDVUb3VhMjZo15wqznNoRriHHNC2Ki+aQXngksFdQUtxt4reAusrrntnxlNmboVY0xlY03Va6VuxtYtxZHVYzIG5nwpCSVTNEHpwf4KqaDZineTC6Wa3IT5EcZIRyrqoAyLtYNvmQXFMlmkdCOxLValrbliu7CTphbsG/DlxSQfVcwOEFs7JYEsmFcw2W5SsT3BvgPL/PmFjqy4Lr3YQDNvtoH6Ymt/LEi0Z6jq2462oLJS/YbIgBMBrziy7Wd+aoy3IyC4lu3Rg/0twQPntyYV1KCgILAXJTTiisqMZTNYFqbDABDxVmzS6YDi8bXYGG77qQFeYjIizkFZqVkpHCgOOglFi0OTkHNGs9U8UBoYUgRqRmtmWRbO88qSCq9bYt1WrtfEumSWgkm7ptmkXPNKLoVSC1lbxqME6/tiMnB134oErd4yGnRApclTTo0wIsYid8VIT7kjktLJXqtdo9kg0gKNNWMgVLJsMwI4V3CijQ1rN1CqnRs04ImIJsuqqEANCBEJI6JNQxxnwTQtjcXwlXuqCDp4NAqrzkjOBKr1TbCaFk435JopwZPfB5IM5GugJkU2LJ/aZaSCc6MFWWRBxYo5u6yE64j3hTyYbVxCpLrA0QcKDnIkrQ5ZrMBlqYJ6yG6kyAGJK+MhWwH44tnwbOII1XOcAzEJ69AgrRgYtDIWx+AhbJFQHRwSxQscHDI6y65RqxUgSZjzYnVzrAe5lJltUdK2UNZnrjLzF7dwLvC2BZJWylxgzUzLAlvlQiJLxvk3vMtUXSmaOCwbvmwk8RbwXDakKseUePKFVR2bFzZZmd2Z4K+EuJBy4GUNRCdM0ch0kRnRQgm2J5CFSkQeDSfw84SgeLfgYmUqiyWMBaurFGTiII4QAj46wjajaWP7VHj+UdGTwlNFquBrwKF42aAUKOByxS8LLgjlyo1t/PWL252dXpvdvlP9uBmJNn8ax9V+b+dIs4VvGN+tCKj5H/1abf7tn4N7MK7/fSem7o6A3PzYO6zkdp/3flJpMENp6tBmJ9dmb9ditlAuGZcTKW2ktLKljW3bWLfMtmXWLRBW20Ecla0UlpRYVquluaWFnBfL9K8Fk0cyiV3T7Ld1SaRlY7nuFFU6/iHNZ/iS8HsHity3j3RcoPtd+we+OF/uP3fXkFYP8N43vR237LsbkHrDPXpby/4xbU7KF1koX3V0cPL2n3dKdMLohTGAqxYs2ZywCVArxVWKZgP7tWVFdhgONfui3+eOo0C3J24t1X0zZz64KkhBaIXSv8jouW8AbT4gRgQQMbItZrsoiiuNyNZJXk31oaqCs6BFcZCz4Hxl2xaWJXK5vPH66jjESvCFoFY/7OVtZZ4L29prbdU9s/cmP9X9TavPCr2OS8I5rK0sAgeAa/VT1NuodtXja2y+pGW4SnUWSNlrYHbcsrWidKzl1qe6Y056G699ju+1RWXPdNjlr1pG1S6p07IglNz6rWe23KMCv+zQNt7lbiz/1dFBkg7T/NV61T93t9ZIvzP5q1u7fUr3deuGo9zP174Odikm12pS9QyIflZvG91rQPT1bMd1SzHCSU4U8Wwp4bfEvGy44PAutL734Fyro1VNhlithkRVvRtT3Nacu7a81dYxaMQgEd2JkWgfM7dA8b5s71kdP+9LvWta3dfAL+FguWGR9/2oP/tZuN3//fX/6nVbS2/7VP9B7j73Hx//ySDEXUPI3VtfvHFrl+puQNFtbN426to0uaUYaCxtw+nyRHtf1p9/g12nR/dv7XsDlfpCK63oot4NzvuW69kAjv5eZ3ObAVxrhqwUn8jq2NKKiHCZz6iryChsunBdr1zOMxIdLjq2LbMsG5fzhedPz1zOZ95eL6zLTJoX0rZSU0JLbvUhemnXuxKArg3tXL/cY9vt2QJoBpDTDjzeDKD+JOam2vt90+6Xch37vJv7t9ZhZ2zfZkRbMAX2Ggr7YtH7qd2s9q1J90v8x0c3qOz79nVtl54w59zS2NoAEQ8aoQbQ1TYPjyUjNMfWikHHLy21LllTV2stN7aW6mB8ZEc3EZAVY0RHbApVYMOAloghAy3yrQoSEaz2gWVddA1AGvvF/Cyb/NlSAWu2rysFcVZUWNxA3ozt6fyC89VYdN25V4dqoZJ2Y6NWKMUCEFpWm1U92LWvFU3zscbWWBmVaoaGAMyIJrRJRaED5sxaKv6tkKBlc/T+sfdbsSss+q9uab3bipJ1N8m1oNHexm3M7FJQFW0FS5XDzpC3LIpI1z81qMHmkAUN+nz6eotP78ez3huWJh9SmxFzj3jv2o3oPhyd2Lyyd2+p13Z0MCfbKtjZ+Wrn1WbYCD2lzyM4Aw87U6DZivUuGOLU/ooKtdjmXLRpREpCVchrgZpZx4TiSGlBpJKKh6KEVswUKaTqLSV2KzhvxRPd5HB4giqxOnxVhgKIZdnklKjbSk3mYJjDV6BkA+aktn7z1CzUIrfNVwuViutajc7awzXN08pNx1FKtbod1eQ0rHaHMc3Utdj/XYDIapFKk5OQO5banXNxtwhKT+FVU0qhzxtuWRDaog+yNWZV2L5yfbNDnDA8PTAQ2X6d0I8JrYFSHZ+PT/z04nkMnzj5V0o9kmvgGg+sceR0+AMPpzPh7ZHhLwdeU+WfDxtOVn78/AN4Rz28Y7hGfvd/n5iq5/TfB3hwDEfP1VX+dRiYfeHd0TFKZvKvRHdGHzc0F8Lwa9zrt2zPM8vnxHG6MDy8kY+R9O5b1rfM+Q9Xnio8bsrDEBh/9Q0lOMpUWdeZf/79P8AC//vjyMGdyG+VdBae6jMPgBzec40T+ThTh8T5pz8wv/0BJ/+VjcR4chweHX/kzCf9zDI/8/bD7/E6MbmPFEn86N6zyUbwb7jRc/zuA1Iql+s/o5L4+He/JU4H/h/LwOcU+D98nvhmVcL3C+6xMv7Rk38a0QLXzZPrgexODIdXxm8+sZSN109/wLuFq39lHAq/e0zIHNHnd+Tliefz36FBeXz6hKOy/DCzamaQ/07giU/x96wh8R0DD6tjTAV5vhBcYHATyVUWtzAsjrQ+4leHro5xEH716Kytnx3rQ8X9tzfW6kn1W6R8/YATBZaEqFJyoKgjxkQYE6EBfmtwbEFx/gk3noh+Ywwb1y3wsg6IXAnxDdSz6YBqobBCm7eugMweEUFP2ngBR3ABnZz5tp8FWaqR5AJkSWRNxsxGqd5T/QAl4fKCyAHnH9EKycpAoe88VQJLPuAqDOtMdBsiEReUPFypIVKHgEPILwf8HNFDYYgzsl0oK7ghWq2BdUOGDadHnD6g7kB1EyknymtCq4GnmhPbZWUtG0suxub8VClJSdWRa2QpI7V6fN2QmsDNqMukXClZiWkjlIIrqwH8NSGaWRTmOOAkE9yCJzGQUV/Zxivg8DqYHvbsIDv8NtnOO1lWWt1maiqkUakB8BPRRTR4JHo0eiQ4ZC7IFZI4kvP42RFfHPKg6GDZm1WLaRHPFVHBu/EXurOKxMVstaJQrS6KekFL06seCy4qZY3kNQIzcKW4heIueIEoD4gofryCCNV/izE0vzfQIP6j2Q+r1YQYc8ZrpUxnNCTq9EjxA5ICVNNVDirgr1Q3U8t7lAknShAFv0J8w9UDPn+0TJSymfRdSFQCpX4AjcThQIxQt2fzDfQR55wxKnWkbpGSPfm6WoAPR1VHKQO5OmpdKXXm8rby/PnCmgrnOZO3jfVtJpXEa3KULZEvP1G3je1yJWlhDZUMeBdxbkAXC2qV1IqAjg4JHvIEWaAcoR7hUOAxW30XBVkFvSZKVeZqWteDCGhG9RXwFPceQQh6NtuyeKp66jaYnTQp4jeCV5w3sCQplM1kQQ75QMiPiH/G+TekDlCPSByJ4USlUiRBdfiyIZJwYwvQfdXiJnA8UCfH5eUTZT3zjUam4JH338LxgZA/4//0xjIcmP/7kfwHT/mngNOCI1FPhfXbGfEOV9/j5IIbf2Kj8lkn/Ob5/k8wSOJ6eEFiRZ+eqDHwvXd8rMJlDiwXh88zPhaW7Cgj5PKekr9nOs28+/b3pDd4+zSQfGEdIu+2wPc/TGweno+F7RC5/jryUCtPnzyn5DhcToj3bP+7K/NJOb2LSAy85cpFN7wK7gxan7nWwhY2sk+s55HtPJLyG1v6C89UXqSwyZlZPiHDQNzeMW4r758/sWjmH/xGdSsP8V+ZKGR9YEtw+NMb47KxfDihp4Avb4xl47ur8LsrXOPAGj1VXrnymcEvDOHK/NOJ//HTE49B+H5yoCun+kp2EdZHSgnkZUAGIf4uQ4H0//4G2YSH3/2FMCyE82cohbd337ONR47rQMxKnTx1coT5z8S3N17+yfEv/+h5939OfPy/ZlyBQzri5IrPz5TqSGlCtsrw8oxKZlsvjaX6tYcYKIWApuZbmWFojHqz2c3fvoH+Pc93z9Ru0i+3umNdBaDbpR3Q7ED6ze82c/VnxB46utKz3XuWePdTDKzsjNzdYVFaFrMzSRECtZjvWxq+kHNCUbZlRkthnidwyuV6xseJw/lK8CcKgYSaH+wSaassS2Ker7xeXliWK/P8ibQmStnQUnBNCtAFbyXWtlbQvklba2eUV7P/aUVjdxmWnsEM3CSYGs7k4hf4mThp9rxAyy9sDddOs2B3r02nNSFaqd3PbIxhK1jbQOKOcXQsSuXmt0qr03CP39zAsK8cbeAIeDEpJacwemWM8DTCMSi+/XetlblULrpQ6mz7rFMjniTL8vBqvlhxW8NYIuCQRuTUVmPTpIvMr6pYVicKzl1xpFbP0PYC7X5tvakJ4CpaN2r1lCIm/YhlHxT1raxHNimusNm8qa2Ogau4xijXaqQpVc/lHKw+SbAs1LfziR8/nxjcgcGdWJfM9Zw5nzfWy0Ja0+5rasNJrKh6RauRSyoL2oLWDlBNDYFcLRuhZUlJEUp1SBrwKZBdRUI1+EIz1EDRVsuoSwuJa+PgYgSHNgZqy6wxvKjJNYllroCRKEQzKkdgQMti2R1SDP9hsPlNhppAi2VyYpmHXb2hj55fgoP0NeF2fAlg29ojX/699ue1rKJOxt1rpzQsz+7my3u5Qcr9mu6LS98kcrRdympTWgCiYQTebBfvWyCiK1HU2oJPljFVxNbAUo1cW9IGVUluRmvlOs/kKrjBN+m4zHRYiGHAh6HBTWKkoapkLRaMaEoj1akVjxbfYGalNKWbkk26uhQjHe+iLZUmuW1qHr2YqJOmxOBMYUWk3LVFz4j4sn1ukti9UVsgqZ2jsJPD9/ZV2InXe9TpHju7I5XLvrLu15PO/JT7d//j4z+dCXEbev0h/voL9/Sc/r92ivzVqX2A3n7VttnuEeu7P3fAyi52F/G6Cyp8sbTfYUzcTvlygrXP9vQV2vLDHqWy1CwrolYaWziR8saWAtu6sgwR72ecC7jocNFbEGJOzNeZZVlY16WxBzZyTsayazI4nTV8+867zIifd+j9RnbXoF2f6zY8fv6o+sU/cn/Cv7Mf9ritKreAkN638l9d/d9q3Ns7XzM2WzGuLzqu/Wwsd1qH+2bMNeZ9M0zsGjfj6svbahPrFmK8v812rXr72/75vohLswVbytT+bisc0w2hL64JXQpKu6YigPrWnA0039dYsaK5rlhqb81mHIj92zXtbLxkuw91lg3RMh6MzdKLjZV9U70x+Lmbt31jueM5NgD2JrNk7WGLS0sz7A0ndwbyHoC4Hw2dp79ffL/uF2NGWiBCW/8q7Zz7AVrZMx92CkwLYFJQGlOU22b/i1gn2laCfT3hbn78PKOnv93e6/GwNj6lM5w6vn3/+X0O9YvL37RJb5nXfTGU/f0vurKvXTTmBj3aX3FS0GJs35ITxTlyyfjiKDkbeJKM/apOmna2BcbE2+9ePF4UC9Rt5s/U/q2FvGVjaTamZuljsbEO+pjU1s4qfRzbuqdoSz20fbgHY6rYaSZf9vMH13sf7Pb+/UYrP/u9b6bdcfxZ+/VLNRfx1kd7W+u+/O7BDP6t/e1vH9oCllwTEgsMLcV0UNxRrbhzqJSlUtdKIpE1s2ThbX3HlCYClSiVb1u2RBkmigusPAIejRYHuuSNugrXHFnEU7hSKWxNKz5OgeBGihtQBzGdGPRggNYAKTouDpNv2cCr5zgdGR2U4nBb5IineOGcgRyoHNEAafJEJ7B4XBaTmRNlCxsSKyXPSE2WlRMc2V8o/pnZR9YYueqFSz2TrwmuAyqePFhh1BqtkKNsAZ/huFxxJZN1BSnUtFCccJiP5CRMORA14rRJOUwK7ypxTcTLwjxMpEOkEtCjUJZAXj2+OsaaCa6yURHnUT+Sg///k/anTZIjSZom+LCIAFBVM78iIq+6unt6tml7aHeHdv//n1iioZmdnZ7qrSOzMiPCw90OVQUgIsz7gUWgMPPILI8qZFq4mSoUCsjB58svU9PqaO0CsZXVQmAOmSoLNYEQ0aIUCquOaInEFLmTyMJKCIVjCLwRr84IT5FwJ4S7wJAKx7FCFGxte3yUDZzxdWsNjOh7KpnTFqYAMSGt2WAgEc1pyQJeAaC1ePIVxd2atg8a7WYoAubOm4igySsfIhmoBA50fmkzHCQRHWmvDRYUtCcMcaehFoL2ykfc+Ma1gahhM5gET8IY1OrOTi6eqNXRKyaM7NQAeUI0UJNXXSiLBxVahVRR9QQHsj0fQdFW2VgpZMtUy2RWCt6PQ9T59a1WBz6YQjUoYLlAydR2nV6PVqtADWg2KIXNsm8QRQNUHa3fS/jpz6Wt+XINOG9+q1LM/bPq1RxED3arB8RUQVGvBgiwVXOKC1qRhvjCth493vQZrxSxrsF+2SGdSzooJrkFGYInZ6y2/iLi42f+TKID3q8nE1pgQ6g+riG0SpiKA0LKpgsCMyCYZCqVKpFGhuHVFN5wxu0jMcQCoU6oijvxMbRKE1+DoEg0V3BhBWmwJAXJTgOga6GaUFKFYJRVvb/DpKxUlmPxa1SwpWIlYhrJohQp5Lqw1pnrsnBdZpa1cr14tfRyWSiayZrRvFLLjNbuNzjlSQcdYGAlY7kSTDHxtaJVkDrhhMJpqzSi9oapsPVCEkNiaUE9r2xVc5BHaACRKgPdtoo7/6s2tGsdGu1JEaJ6QKXrSwvO0x0aX3v330KrADYtLWDR5rWufH0la6N3xDhWoATGwQh4hVeoBotQcsAOzg0UYoD3gaDFK10OoMmr1OJlhjk75ZckTsmfeUVRUcJkhGToUtAsrClRJLKqUkKhSsRkQtQI2RhVQVZSFWSdvAopPYNmwrliMbJMyfvSHCrjAGkNnBTXoxVg8cBGHQhFODJxlJEhjgQbkTASQiRIpUZjTpVryL4+M6w6s3DhgnCxQG0ANkERHahSuIzKbJXMjLIyt2qO4ZyQFY6WGKVysIhqINtIFqGGlWsozJKclg4lSiUJjJpYLKFEMsZlq0qfqDrA6pUwIRoSKmldkZpgXL2/z1CJQ0VGB7OkFCAkYvI9SK0wZ4YIw/3A+n5g+dWA3CtzqEiOcDXCpMRThQxhMU+mtapY08TXOacvpVu3CTcQ6rar9gG4dq40W7JHnV5Ymfvf5GZjvni/O4iuL16c8spH8r86ANFun+1n7u73Brxiq072Xm0eRNdWBVaLr5VaKxIKpWZyyeR1YV0W1sWrIeJciYM7BhKNdXVU+roWcq6U0mwKdX/YNmYD2+7Q7QXrIOabOb89s3EDBu0P25n63dfaj0377IvKhpsvRfeRe7TUul/pts0my7YJ231+G2vZOQK7OILdztrPx1cdzac06WhvnPJFjBSEIQiDuLYtCFm9F1HE+/hEqVTB7UfdBmgLEN/mINx8Kvb/uG2x3Yzh9ocYHXSJvXq65qcaTmdOdXomC+7TW4hbxY2aEqS47yUZIWzz71SKgVr8uXOuhLUyz5mYFgaJRBOGaIwR5+mfC8u6UOuKatl8z/2Y+6z1aoPUHc7bKbtx2GIj4oAzaRRAwcSBcOzAsjcLEkOQ0JKRW2C9x6g2p373+st4y617fKsglRtKfn/0/oe30ECXMbvv+8XHXu7sfWH7IlbxYrmzB4bvn+919GR3//vb3n/t60TH9iU72SnhViUg+wvdzrdd5YOZohYa3ZzHdEUDqnWjMpcQWBe3l9Ls67WM5hXsUZAYPKFQjFJbzENbj1/VLfbhya723erUSv7TGCK26i7bqhXE9jGcHsvrAOJX47qThTcZ2p9bXw5/f++Ledmf8udk0su1Ki9+f/1Lu5evcE3/TUkIwQNBrkt7aTHNCfD3Nbgh6tupZZxbUHNfFXErXTHofVU6FV27QO9LsC8J8gHoxaYvA4b7Bi4dwa/tfntv4q2graH3vTTbg1sqoNbKiq0lJTQDSqmOdB3yBchcr4JaQQKUUl0JzxckRkesrJX5unK5Xvj08JnleuF8fmRdZub53BIRC1oLUpx/12oLyG29Idq6CHj6uzP5IDfUNTehL9wEQlfowXrptY/5pmv7ST04YD2T2eZxox/ZoS62JryyXcT1UQ/VbZYN+4W7dbP/mpUpT+2BJyC272IT2iLiY6ETxgCcEfMKBecVECBtuhKT1pvE/H0cte/VCY1CSDyZYc2RFTm1c5qBETy47W3fnE4IG3f6KtGbRzoVVFcgPfvrDZlBcZ7bnbIXT0SF2ipvrAvVDC14IVKcX1+M0LjvvPnS6kI4BFB35Dyp5fzNFWvz68h3k8nnTHvTv7YptkXUp6xDTn0e/P4NKCj5No8SERmaYbMCGWxpuqElaTrh8laKnHghocwrHqSVEtKrOzryZFtLBZHs68JGH8vWLNODVAnkACgi2QMpOn7Nint5K4DTYEhj/toXWFuTfc3c7GVUYlhs/RC6fGkNx289u9se2BADwT/Xx2lTJjvDtifLBEel6G6KOq2Q0ZofWaskkLafPZinQFkzpsaYrogW1iWhlpmWhKLEa0KzI1ZrythywGQgTNVpetKAxIE0jKRhYogVHSoBj3/1/lslL1zmmXldWHTxBo22eDl/cQoTre7YWPB5V63udDRkUVG5NZxFURWketWD1OC6tYLVLiMb167cFLp05U43zlrAbdOPAhpaZQstCezGuEh1ideckVsyq1XbhLrpWBOowUNdsV/3a9caRpVn5yT/h+JUV38VCW8C06FyOgjX08qfpor8WJCPhSeeuZRHHvI3LE//d76xM/9h+JH3ovxPxThPE//927/hUSf++PQdg1S++92fWMrCx/mJdRXWw99Rp5GVH8HOnB+OnNeB+Ou3hOkdK28pduT4NHG3juhdZv1u5WyVP3FhWITpeeU0Hnn/q+9gHbg8ThzWyq+ermRRzqeIxhOM/xk9CI8f7llD4t3vE2lVuF/QsfD49jMcFoYfVuJjYbU3ZO7Ixx/hdObT9cjH6z1Wn7H8ifRpYvrTb6lj4fndhXxU7JiQHJCfYLzO/PaP/0yyhfhtJo9w/ekjwsTfPr1B8oHjeGCIEVlmiDPhm4L9debt//rIt3//iR/mA4tO2LuB/OtI/nRkfXjHXc38Np+ZT8If3iXXeYfszX3jR5JV4kUZYyL9KqFT5P8MHzmHR76dIsc4kdMnns7PhOfvkPmOuyC8j8JTWngaF343KP8hKddn4eGHQP5tRH4zMB0X3n13JWvk4ccISRg+VG94/dWHUMcJCzBSiVKxNFElEXVCbCBZ2ahZ4AmrmauuZEYClSSVSQZXY7liYmiNTWR5M/L8ZkSkEuV7oipBRpeZq/MAMwQ0CUu9UPLMWA5M1fmmvXatOPowDI6+D0aMV3pCNWQjf28kOTLKt1iAZTTWACwDUUeGN5EwCFN4JhmE5wBayEQ4BqZopHhBeYvEO64ayLP3WAohEAcjSaaGFR0zuSw86DM1ZJZ4xmwl2QW1FbOLN8+sFalGnIG1oudnNF9Yw+gB8ZZ4y42X2K6KXT3QRoyEoRDGjGmglCOkiI0VyyDPwV+34Sa/TDEuiCnhyQEQ+biiQ6XqhNWR1Y6smrB1hrIwxIF0SCAZY0XEA0pxSAzHkZKENXsqJnIgSWWcZjBlzfqLEvqCENUrF5fpgsbCsCTCGpyzuS7U9YiFCWu9umI+ENc3EGaIU7Pty+ZeiXi/NQ0zJc2ug7Pb8kk/ghXWOGIEVu4wSxzUGKqh+RErMxYmShgY8olYjqjNYA9IuoPDG0wFXQohFeSYXa/EjOlAXd6iNcGqMK/MMRNH0HdGksTp8wrzwmOeWQ+C/s3K4RBgTnAJcEkwR9a7Sj5VzrnwlDPlYWV9uDJfM49PM+tSeH6cgQJxxspMXR6w4lz9hjEUrykttrhTe32GtTAc7xiGkWtN5AIx3yEFZLrAeEU1YZcJSeK9VyQ7zR7V+42RCHaiWiLrNwhOt2cirPEtAJNdnVd7rKDG2tGGxxGbEsMZhuzUWNWMkDIlXpC6MNbiyOAgEJRUZ9QKoV4xWbD42cE3c28O/jWHUXXGKvz1MnA3n7jeL5SxMj4sxIfE5dG4ngfsOJKOA/JNQP7nQKwzsVzQfOC03BHXC9M/f+929eEtpzjwzWFhMeMf9EJNlQ+/qSRR8v/3jJ4j57sTeThQwkdsujJNR8bhxHCeCc8rB85Mkpkvxlx+jY0rev//I/wUmf45om/f8v3fHhnvCve/njlk5bvvAyFH8nLCpDAeP5JSYHz8D4zLiV+/PfFuHLiP7xg4ocMBjYmH8TOXaDxE5aewwuMCV+M6Xrkczsx65Lm+ZUiZ43gmhkDkmXUI/Om7SKmF+fyZqsqzvIU58u4PI8NsfHu8MN6NWBmYS+CgB5YgnI+/Zx6vLJdAXiKzVZIVDjHxJh0I+cgqJ5Z45U/pCXSC+itSTZzmA5Iy4f4T0TLTH58IEjh865U86XRBYqZOK2bGnYwETpS0oBTiT0+E85nD7wbGv37P8bcDb/7ryGMa+HFMyPNI+F6RX1Xif6pMZ3j76IHJZTIgETn9ooQ+gGlDxe98ZjfMW4J3Cww6WrxH0r3PXmn+WEfzRnpCGJpfsbMlt2BxD0buEU/9u6V9tyhYbD3t/G9pzrD1z8DmV2m771hbQlhwmsWwYjEgpSfFI1qNEGZqLVyuB6rA4fkRLJCGd5jcs5bEuo7IqIRRyUtmvV6Zl4XLdSGvK2teqLVgYW1xpNJASIpilFIouVBaA+tqDkzSfkYHLG2ApjYcPdOP0+b4O70a3Ptu9BhAp5zrgVWlj/2AINt1Azg3+wau676CgCT30VSQ0H1kvY2v7Ssg2i/2y5P5hueRQxCIEQlCDJkYjEMM3A+BUQKDBMgNpS0jK4BUashkieTgc1hXa35jbeBnjwyp+Brp4Kzuzd78qBagU495WCgtruHMBs7MEFvi3sEQVSqikbDURqVWMIsekg8JtQERpZQrBCGMngg3CQQDycnXpikpDZ4AK5VaFy4X5fqw8DQ9MwwT43D0tatKWWfm/MyaV2rJThXc95O4vxx6EiyefD/2fdZbGMqMSrn51HiFQWj02G6ABEoAbWDlIKNfs8UVkdYLQifMKmqLr4FGH2mVtqe7X9njRgkjeuW/OpOFV1Xckm+vQ8NeIdDAndZjTnCLzv6Co4uJ9stGQNHZSczjei73xPX5jvLtlumUnfy5+c2e+5Tbd/T4Xr/edh+34JR1dg1pzaeD07g5OMV/epWYS4vmx6Otd6ohwUPfpRanZqozSoGSiFTk+pmcLyALwzKx5IVxOjCdJsbJK6dDTF7NWzwpW0uh1kLJmVIKa1nJJbOWQimFXFanb23xj1pzo/fXdp9OCUZP/DYwr9W19XTNTt9faxeEDmQwBe0gzxuQswX5bqtjkz8tzsQuVtHf0/bZlljdaMD7dFhbBD3ghDQ2Gtvm7kbn/nUS7t/RE4LbaurHtht6KLqh1vdhmX3c8cUf+63Ud9dOub74ImvX75fcRueLPbZ91vrlXiKZv8wo3gbupZLrP94XolqlavBFVws5Z9Z1IURviCIhIMErIa7XzDzPrMvMui6UrQrCg2+qnbffNiW3FzJmr++s37y9GMMtQMpt4fSh6Wdu19ijM15d+eW5snv9zx1dQH05/i8+tSHbv+ZoCq8Fe28v7y5guzVgtwD3ZjZs2agmAOnlYfrqzvqY9fN7+XcTYLuA8O28sDv/dh1rFQK7rbud11Q8W1+GXqGAQU869Bhpe05tgU5VayVapQmG1AKiBcheGkpwIdKDqdrHR9uddNqmJoK6QbxZcN147WPU73+nJF7v0U2IdZxAu/aGDmnoog1l0VCbL5ILP3d0bbWprN33deqlnli7rfzbHXVlJk1x/0Ll2y/RaaHozsNuLfR72y+N/d+bwc+Lc6Tfs91uy5oyvj3pbmdv17vNxW6Ht+u5QdUm1OdU3QiwNse9esZajxCtXtFVSiXEQi4FQcillYhawYIQSlPsPRhvjpKUBBEvDdZ+/QolZ9bsMjHnTCm5fZe2qq/2/X2dbSWCtwSCP4Zs3I1O1eTlEbE5Kh3RsD0vt3/3Pze0Vx+tXan7Jh9vWssnZidqtn93eubV8pd/y/rqFw9tbsURumm9h6sbsUWMmEYOCae+kEKgIoZz25dCMueSNwE5BmISDhVyNd7oQjAPKFdTSlCKBHJ2fzuKB7E0VhhhDQdgQGzAE6riMi1WSEotyroaoRihU1Bpc1jp1/RAa5JMFBxdHQI1CFmMUipkRYKQUkR1gGJIroRcCAGSGDFEpAUTa83IXJFn4KJUXVwHh0bflSuWlVSMoFCHgJBIY3Tk13OAYgy2EuWKMrNaJs1K1IiMGZnO6GCsdwdIytQ6bEpZUTuwxIFsjuqqZswOhGcitSC5J+QsBTThBrIZJ1kQyUT1Br1W67Ynfe01IEeTVzVF5kNgtUCdIxpaKXiMrOHkvVrmAZm8QTzpl609aRalUDxRp6Mn0prRKRjRmi7AaV20eqAkWnVkMQ21E30vxb57GnAkNGekJ2gt+Re/AFbA9rc7bgndHH3vLyHWkhtmaG1J83izLx1PvbSLlZYQNKd1aDrHtDa1V1EzSjFkNcqklFjbfnKUvaBIKGhsvLoRzLI7062aoaJk80bIWgq5lqZjvC+GtkSmRaefUzNUChqqoxhFXDeXSC9fd6fLUVmpXUMFBN3sHxFp9H62U6mKBa98VBvcAgrBK6nUaT96HtxjCo6CtOLPHKI74NHMKTlHN5uk4tdIdasGMQUtv8SG61ostCTvgDvQDlAyWhNRc1rLHshrqxSIjSKizQ9sek62oFq39UbcLnCXxpppselEbbZae8OsrT0cVINW73XQ+ZYBdMQDec2eU6dyUnMZY9oaFZaKRAd5SlTyWokUlumKoMzzCFOEqg6EWSoskRyqV0rkwpIz5bpSlsUpSuaZulTq4pVEIt7nq5qvqYpXF1huejAXrLjTqrS+FhiEzqvuz2V0wJZsVAqbHGoB2Chd/yawuAGYjA5a6UYpWN+f0W6ANKMxKKW2hyrS9pNKY3AWT/ZZA2HQGnp6YLXRsIQWLPjaJISBrR48kzURsoGt7ZYVqR5sC0PcdK7YCqpIXSBnQkmtUqayToFokalGTxImHz8baGvGH31Iio3CZchYEkKv/jLzwt4EdhDIFckzKpWMc4fHQQkxEo4DNgpVV+83WJzCqlOv1xwgCHYSwhA4DiOHYeIYD0xhRIL32rHgFayZwsJCWTJaC8xO15GXzHVV1haUFFvI0ZNSUgMlRIpGtAbGcqBSuQzBcUjZkFWpd0KNEKwQgBSTB3sr1EWoa6Tm6JVV4kAcN90UldLal4wEG0gSiVlgbragOuqzFrclLFQkeNNzMTDxxL922VfNQXsFaNUeYTHUIAziVX3r5I3cB0eQazFi9XOQAOPQZPDIzziwf/l4YZt3D+nLa9juv37S63OM3h/uZlrerNKvE7o738Bevnbzj8IX51uzZ194d83udhtbvFoR8YqIKlStiAqlVGJW8rqyDAvLcmWeL8Q4EuPkKHGEkpVSnILE6XCaD2GvKaYbSrj3Mmw9OL1qQm+Ao2Yz2Qvjfn8hmq9180+tU5LsxmEj2pC91/h6VF+9Iq5Mb+N58wdvHtrPzNjri29I8V9y9Ge8xSj6j7VKVaUlEJo95oF1bRrhdnc337PHHZpDunN8+pjZi+/3h7nF0WT3dwcZ9qCz7GIBboN5jKJpKHFwgYbO5tDWYmMGseDRFN/vHm9DhJxXJCRi9HD7qkaqUMdArU7dpVY91tZQ6tpki1OnNQ6cLgOa7SHs/M/Qn1Aa+wQvnpduL3d7RJrtZftHbr6k7ONCt3G8BeYdkCqyCyDTqjKQ7TV79f3+WoutbF/aYiM9GfaiuuPf6qf+zKq2/TvddmtS68XXyIu1//qtNgkvxua2j3YBkj1ryfZ524Zii4n0+RNa4la2a1ob15dVEYJaBW2AcnV/E4GcnaospsX3TmgVO6kSU91AkNqYH/b9gkv1pIQ2GiZtsZfb93b5tXttK0NrfVxpPTZbsqL/3qsqvmTM2Y2BS8idPngd0Pj5af5SLPWZ+HOJ09d6bbe2v+L4dyUhNoW74966LfQbFclN1XmgREPcjYdsN661XVFq20uhZWjDtieBXrH9QtmahZtQ7YPQUaxNGHoWr6Po8Y7qDh+mc7D1vLiZAoHOBlBrU8w5Y9XIMWCihCU53Q1GKSvzOnG5nt1hRFhy4TKvrMvC8/lMXhbO52dKyaxloZbCuqwuMHvma1Ou7acvVrFWimVeBSA4ancz0IwWh77NUduMrpqa0OwBY7uN1q3SoA11//q+yffadbv4TSjs37p1TdebcbM/92sU74b+buXe2onT2nPXcHtAUTwDP9GD3V614OiTjkKx0Jri2dnHMjQhtQmqw21B4ZtduqfRExpm7bou6Pta8/96lYNt698cXS1AaE07a3dy1zbWGSwidvR7NDeEtQkUqY6O8emuaDj7sNQDIiMiV0Su3Hg9kweVSBgHPJ1/BekVEIrplRv9Tbt7A5ELUJtjiFNetAyybXMYbkuhJVFaLTPdGPKpTu0ejv66zHiFxJlNUVpDTWyKeKdNPErQ/hYcH1tAEl4dM4CMiNwaXdP7g6gLi61yI+SvWHD7o0ks6cF9F6faDCcJzVgIvv/caPJP9iJMB+II0gHCbYMEaeZZ7OagvZBtXs5gNGKTvgXozn3fD/16gjU5Zg2ZYWgOrTzUHHzVDBtvviSUxvNd1hVTYx6u3swcGNLAapk4DEgqEAZiTcQ1OlJtiKRQqKESY6ImD3BvzSpRcs48P5xZlitPD48sy8zy3BKwulDo1V8VpCB4U/W+JsUMbTLfA5E98y+NokNbQ06npKjduKSAtjDMriLCxcbOAA9NRpjgFGYucwPqjlerYDITqok3ZjVXwVtzOg23JWcQQnghT79+pUlLXIOczoSUuXv+LenxW8ryyKdy5T/++h3/w/uJp/mJZ3umiDDLPUfNvF3/EV1hvcL5XeTzfxpgVj78/sJbe+bb+AOlwPkxspoRPkRCjOSLoufKNxKZYoJfXbFT5Q8cedATf62Rb6uiaeY6ZPJBYTTqfGX5vDDWyJQHWAuPXCBEdMjEBDIaQ1i5G34AgWN9yyITKwenhrk8MTxn7n/9huE0kc9v0c+B+Pw9YX1kuEtwVA5v3xPf/R2pPjDkT4SPkP7hRI5nztMf0SlR7u4wVcYfV8jKdPWw9A+/+0BKwv1p4pBh/l/P6FNl+C8fie8+8lM+M9eVD9+/5ZQPxOsnpm+eeHr/Vzz8v/4Tp0+f+M1P/wsrlVkrn2zgh/sR1sgzypMtfP/pM4NFfmf3DCKMY0UGpfyuYrFy+rQyzJX/2+kZpPKPn+ApQ7wGwhpJxYghs3JlYWXVQNGRj8eR57uR8DwQ44i+zaTjhaue+LH+hjgr939YCW+M+h8Ddvxlkm0oTW7oGWFtgZ1ImQqa4BgWJskECwQLzPnAmidivZLqmZAqaajUZJSDB7uHMrUCP7fx0uBl9SEfQYwyBDQY+apoNWIoLkOrl0WHOJHSiUUWSsikupLq7NV+YfJmvJcFmUbim3ssRCQMiBqavwfMeZ7jxHJfCEMhhepBkKyEKtSoMCh2DSyzIe8rdRCiZmJZGXMFK5AKMoBG0FURWZHp6nokQzE4L0pZC+v5Si0rGlcwp5zIqtTjE6aZ9aJoSazHZ+qwMtpItESdT9Tz0WX3YBhnjGdGrQy5UoOyRqdI0uIB53Ry/RDG2Qs+H0ClMqer46hkRCUSmDwBExKmkXVQasyu18NIzRUeMuOwMpxWYg6EJRFTwt4lZIHhbMhUiW8uqAhnS540yfFfWWFfHl4bGLH5W8wC+XiBMSN6T1BPEoaE6wIpSG2Jvgh5GIk1exPxIM4XHiCkZhvoCWSA4Q6vpBsxVmx4xkJh0ov7AfkDagcPyFrAstvUdVqRo2LXmZAXd0SLIZqI+iusGkupBAYGfev6RLPrmzoSLFDrBbJTMFlVnlhYhoDWK9MkrOED4+OJMHhTcJaILIH87Mmsa6mcS0bnhfp0Jl9W8sOVvBr1Kp4cKwUNhfmY0QBF7p2e6/LsyYd6xrRQJKBjcj+mKuE4MowJszNWn1yvqScvdYgEK6iuDRnr9EljMUwimbcQ4BAXjEK2Z6AySAUCpb4HGYjHg9POywWjEDvVTbyjHg5ofIC4UEuklsQQEyFOmA5YGcBmzB6oOlJ4j8iBNCS3sFP4WkCdJ/Y+jVQSy5MQcyZPK5WCrhnLM9PbkeEwIiuQr5T5kfynzzALdgkgBWJleRN5/E/vOZ6Fv/l7oU7Cw29W1uA50KiB8RNMGG+/BQmVNf2IAeODEhfjOK8kMfJbZf2NEH5/Rf408xwGPoXEqQTe2MBwvGP6rx+Yc+bh+gfW55EH3rJMA8Ov1OmbfoIxRfiPdwxT4m/1HW/CG749fWCaRh6isAQ8GSSVj/Uzn/OfKP9SGH6sFH2m6DOXnyZ+/P6AvFmQbwplPDMffyRyx0H/imqBosLAke94Sx0y//Lt75mHlc/rCosxxsphMkp4ILByyCNDiayflHI+EuqJYCeGQyAdAFWuJTNbZYkz03jicP87jkH5JhXyY+Xx44JKweJKRXmaJyxGrtV7eP32MTBZohzfUqLwOStLuXL/Y2Y8V3gzYMd7Lj/N8OMF7gXuRsIy8fZ6z5Iiz38V0XilfqzYKpxqIqRAeJcIRFIZPdbwCw7poKqOOBUaBWDnYr+9fvuX5pQPdAoRdzE9sLzF1UMLzjUfyXqApzdq3yolWqB4ayTf6P3Eq/VNOtL2BpwLxi65vXug9vjaAD/akrfSeiTksFKtIhkqlXjNaM08xWdKVmAkLwvLuzNLWYjjkXQ4YTWjuVIqaHUqsmD3jgivHlNpbeOo10rJhXV22up19mpJXTO1VLSuaC1Yjwm0ceiVziqCNhu+J1yxRO9r4P7q2Caw+/d9fmzz203F57eP3z4618e6fcz7a+gWV3H++QZq6MFZie5bKP49/wbgklA9ZtViDWoBU2EtyizBK1oJzGVi1ZGskFXJ6uAfBVAHkUj0+VUbW7yptrXXQJpN8Kp4VSR0euMe/+gglr6Oe0/MNuSmWI3Q5D2WMbuAJbQE9+OKop5JQEIicO97MC/+nLEiYqx6RCShFEKNqFXW+Zk631GGAzreUYYT4VCJxxlCwWRBi1EWdbCwFoquWH2Aalj1sZN4ApQYzhjV9YjhSXJrSVQiLHLLCwRrSbSEBe+dE4NhHLy3LcVtW8UTLeHiYDqj+cst7lYdGCp6bGtsbrGiClYxTbdEv1iL3fWAnLWl3/qHSkQ0eu8tMYilUYD6mgy1U5f/kmNb8O2vTgHn3y+NIaL3suj3eQsX3mipvoxJ91hSDza2aoe27l7uj/Z+6IwUtzhIp8aixRt9iNtzBpfNZua2tAREfD2YKVJC8yWEECvkQK0riBHLiKoR08xcMmkcGeeJNCRiHAhp2KrT+h1qVWqu1LqS5/MW362lV+5Ut7esUM3BS6a5AUNzSy60v2sHqC+Y5g24Xkum5oxqcZox1Y2eugNrZAO28WKMb9hz2Y1r/1tucd4mD7fep/0laYkS2NZSn21p1+kU9bus3V88/h1JiBsKv/+3y/uXUZhb/kS2vztq+otLbgv155Jet2u3AO+Lc9qH/8xzu5DcR+f7xnn1OdndRJ+4bQL7T0PyqpfhlOrlNiFkL1NiywOzroV18SqJsq7ksm5lO70KYp/V2lDL28Z89ZvdNviX4S65TfxeYdrLoTRuQ/HnQEbbZfp37eZ1T4u1v/KrZb39YvtTZff3Xzy6ku8f2i+sHrVtr22GyK0p8qvF8eL+XhgP2zXcaLkJQz+hb2i2WaAZeH0H7B9kdw7OlbgJ2BbofDEP1q/Vg6JNsLc9cruceHVDQx3TFc9WasttPLZsag+67p/Vbqi3pgz9vbjbobfP2O6/vP69Iya2yeyo9j5Wr1dDQ7j1MsFt6GX7w5uA9U90hPz+Onqbs15VIy/H/PbeZgnRy5u/9hCRF0+wv93tVr7YN3a7N169v3tpp6e/PF7Lv93L/c1Nxr6+KblJCtlkFTuZ1RIRDWkk6ll1kUqtBSlCKa25eIlOlmUBgrXgjje9jhgSIjVkbxxYg+8Pc6WuVK8Kywtr9rLrkrvzsJN31jP+t5Vnu383uWttzTeePMP5mHslhe44HvfPe9uyvgZutsJLuXgbxpcv7nf2vgDi5cDfLvBiPn+JbyE4BzmGkNw4XSNWAjVDVcgElphYorA2x3Q0YRJlipkcA0USBeFJA6Lq5c9WSTiCY41HVgOJkKJxyD52cYhIGhlTRqJyWIWlwKCZIAUZVogZUhuPWmH1sa7mQatYVjQmbIpUE7L68JfgVHBRM4PhQWUC1VoTtmyE2Wm2wNwfrOKl97VSKVhaqZrJlhkaOj6EQpgyNRmrFkQhOWyS0GjRSnWHL2tEDOYpYQUOUbzxccgUW1ljJRgs1VhnpQ6ZOsxMtraAqMLiSOQoFZFCSRmzlSmvJIve1FQCPe9dLW3iKxiNDxR0FWepqw0fHpQgSolKCZUS3HleTFhLYAzC8QQMEIs4QieMjspPKwQj1OyI3689bMMvEKwhxy243aL4Pmpgh80OCe2HXpXE5mR7I3ia0Uv7rKCh6ZBW9uyJbRd+ew0jtCSfsKldN6QDMGAWdvs38NIQkZZg9QSokZp+Wz2YnCNaWyIxCHVcEQJVFCNSNVJqgOJJy9SN6462tCZTe8I5gIkDRar63ixFqGVXlWGK92VavfQ7mO+dzUlqNpyq925KEJK4w1pvzme32cTYOXo+Dx11R2wOmTUwRA9oWWisdB2b6HNkgQZO94oLa2h+B/AELDiVlgVDrFWi4DpBrQOHwkvl9FXH5jYSJKABLJpXmQQ2BPBGitEe3MW12w0Wkptn0XZFrg2dDy0gBR0Z6+sttGABqN4oNzYHevvWZpvYS9S92yqdi7cXFjb0PB7stdD2thq1+PopeUEIrFkgBNJldlqUY4QhIqsgJZCrtwPJ1XVwnTOlVQ/WnDdaWjOw4nlvryakcVxLe24v3/fGoQMmTsMirWeYqG77UnbOprTmoQ6XMghOWWJMmA0gnpQPFHqFr4NMGthBfOy0VUMSos+lCwi3Q+kVLKFZJ+1zKfoDSYAqWGkCQKIHGlpzXrejv269CeDdK6zZxeaJuDihIXoLDBNCiY2KtCDmIAgleN8j8TFTE59b8Y42FchByYG2VoI3UpZAHaPL/dZs0kLw3sKtcpkEFsWTtoNhIRNiJYkx5EAahDgYA5XjnFET6qKQKhwW0EAaB1L0ykDiQIojQxib/g6sqszFCOqV0lUzpgVdKnat3pw6LKwkl4cqpGpYLqjMCIlqmSrBZzkINg5e9WEJq+pVWMHthqKVUgw1cWovTb42Ao4QVBrYz6k+iwVUjBhgkMBkgbGtHokVPWQq2vSFYUnREDCxJlcbMadGr7qgeDCJSjZzIMcQyTZQ1YglkJZKWBMpR2qCcShoUGoUUhC3bYNXtpkIafiqZfbq2PuFbEmFl07O/tyfW8tdp9mLv9vq372+v8bPBUheXXLzPW2T2dYCmZvv1ORdx+Hdvql5E+Y+g2gjNlIfK+8JIdScKZLJ60qMkWW5MgwX0nwhTheSCUpynabeC8nUe+IYydeoClXZ0MS1FGppMrEUP6f7DmrNTrGbff9ifP7M0Gy8+nAzNnb6pn2whzhfVNFt5+y/6/WXNB+enY+/Xdxe3c8vsNdeHT4n7ObG7fCiwlpDq0SGVc0TD23+1Nj+dX3R7kIEw3shbO6rdTutrcFdgPfVnWw+J9Zxz7Z7XrstM73peLBtHVls9lADM/aqw9ArccRlcHBDiNrolEpZEaCEgUgksxItEYOgUbzyLxa0uJ2migPb9vEE6SZTD1i7HtwAoJtv3eONL31Er9y8VVFs/jmt+nC7trSqoj5Wt9e/OF44+Ls1Jv2bdzGltl5vjDPtVJMt8djnprNOfG1Cf/+cX33uVlbUPyu317fF9eWj7Y/X6Pm9NcZuPnb/vIwV9wqALZPbxntny/v7zb5XB1+aVldbtbhvW2+xEDODNXZ4OLUOxFQJxeE13X5F8GRqqWjJniyo3oPT6aZbYsnKBrr0xva1+QN+Tj9fa70lI6xXhHU5qI3x5OZTsMWNX4/gz73WZ022//7Z07dz97Jvf/K2OF/O6V+41v74NyUhuux3FO5tk2xipmf22/q3F59kQ92L9EwetzXMbiFqD7p1Y9TPFRW/cNSW0vdre/arf7fcGFu6zoFbxq5lcWqTl8Gcu01C3D5/S5VYa8ykaB3AAjV7l3WRxUttqrKu2bNkgzfbUfUSxHUtlLyyzFdyySzrlVoLeV1baY2X1zjVnrWSRQ/8+abuwqTfjS+bTaY1zeT/yCYstyKB/iHZhsoLw27DwNY8S1/+fStIa5/fENu3+Xzp3O0Wg8E+mNeFp3ZH5S8dcmhf0pIR0svVrrRa71fv9/4MCxtpvgJSMBak92rAjSejUUUAHX1uzhmBSOs1YL3McfG/W38Gswnnl9DbZrCWpd1nhK05uGagS7vPBP01rKH2e5IBkFYyj1MX0LLaxhXIbqRLbBUAASUhMiCdT05KQ9Ckhuppgs+7ZPp8daOC7I6seCk3ege4c+1GydrmuCnUjaoguZPaETcUvEFkn+X+3BXjoSEGTv65Vr64lW2Gm5L2e3L+SW+sqdscWW84gCG91FDa/UhtKzU1tMlhJ5ydp/trFaorlQ4Hoq3h5nyHnYo0vFFjSzp6pEP8FkWaQ86tEqLtv7B9z81k2zbL9oLQYyi6NRBjc/B7n42+iXoghOrnhBZE1KAtiUBLnHpt/7oWYgWRlaiVsASKekl9SpW1KjFFRwBLIA0TcXDHN6WRIVQsFoJEgniwQqMrzlxXSl65XB7Iy8L1+ZG8ruTlQimZshZHA/S9lX0PiAixBwjFAxiGG5FmEFpQzI1Sb/aUm9x1nkdHoZraxuX5Qjli/nmPntOAYnjVibbqCcOCVyFp9XsKATcEgr2YsZvR42tUtLb1/K8JttcLTrC7E0gkPgzIWrhehVouLMeMTpV/+Gbh098Y9aNSPyXeZuVXuRBGJd6BLZFxmLgS+P/8U2BNcH6XudPMf54vFCK///aOaoHv0sodld+kmSDKT7+7J5/u+LaM3JWVDx+Fel5Z3z1T7q6k95DeglwG7JJgnonPK2WEh6PxhsS3l5l8mnh4K6xr5IcH75rzx3SiWmG8PHBAOQwfISQ+p3fM48TdH4xBCuXvHqnvVoanTJqNH+vMx3MlHf+J93ziUSrfS+X+UPn220w8Vt69Mx5y5Z8/nxnCwHfHd4h4sMhWIf+UWKXy9OETdSo8/D8TmhL/5ePE20VgeoJD5eN3K2WIPD8NXD+9I12/J83/J/H+G8a331HyTH48M4XMX6UHDmlhfvuJYcn8Xz9eqCSug0IciNMBk8D8LxPRBuJUCEH43y3wWGF6OpDOkXD3E2m6kMJEksQalSUGchBygOunyvmHlXcfZn7z18oocPzRnajhBEyVfDwTZeH46TNp04dfd8TsskumDxCEmie0RiQqkUIdYQnRcw9qlHFGDlcohmWh5kRdIpa8AkC0QnMOczJqCCzDABIZxzcEAnHwfTEm32dRhEBgJDqb1KDkNFPngi2VOpywNBGpkAvCwJBOCEqcMwRFhgim5Lb3qiRXd08/EGJi4A6VBOlIDInj3Q+kEaZ3d6TDxLJ+wPI9aSzEVBhPiXScsNbvIgwRpoEqgRy8KbWFM0qlZKMsiXI9UetARii6oPqMlZn1/EStmTgckTF6Y9Qlbc2ksz6zxIrcD8h9gqcZHlvDZC1ImBC9IwZlaJzFFcWKNtodqMcENZIe33ngr5lCoQ4ENWrwQOrUkzRJsXRL7tY1kC9H4hCIQ6CmkXWYCKUQgycqZLm4/s7BVSoHbjSXXyHegFQDgUA5Zl8zaUFDhunqyYgaCFXonNLVlJKUiDDmCClhxxMaZogPECCmCLKi/IujLR/eIVUQzo4UliMWvdFuxbxCRzNRLwR5ZpCBwIDZEc1viXkllOwVAYbbhMF5m8kVtZViV4KsTHxymqBDhDiy2kgoLjdDMJJ+jw0jT+kD0Q6s//KREdBvTtjdtPnfepmw60S1TLHMkmcu8xWdV+oyYyhhUmpJzOuJWgP5wZNXlR/dWY7qjYXjDKKU5QNWj4Q1I1URXSEuqEZqeuN0OBTCWomrIsOADHcQMunugpYT1+VbxFYG+wFnVfe9nSR4UuXk9o2uQ2t8DVRIhyMhGppWcqgEfXTqdU1IPWH1QtULMkTK0OyjACwj8vgWCQMhjc6rHr03VFX5WtONGOBX94WUKgPPSM4sb99jdweuNmNDZvp+YPg8oMdn9PDZm1J/84b1rJypkBNyHZG5cPfwQFhHHqb3lMl4jGeqRez6DVYDD8MRicbT6QhR+PEfLyyXwrtvK/ZOOUxXLM1wmZDrQD5G6u8SaXjk2+GR48M9dx8/oFIpbz5zL4W/OWXmAj+er6QJTt99ZLQD79a/I+oIq1B0RE/v0XSi3hkyrXz+feXxrJxiYZBKGGaOEda5clkynw9XPg/P5DcTpJEEHBTqubD8+BOSVjjeo+Md67sT5Sj8+BtQjTz/6Rv0Uvlwt5DSiqw/kpeZ86cTZUno6VtsOJBOPxDfPiHPhs1XOAU4Hrnkgad14BQy3x1WTiTenRdqqJzjwpIK5//LBasj8fwbQjWG06P7IKMhQdFwoGhgXg9UE968+WdkeOJpHXgeInfv3zHcnXi0NzzqyNvHJ9798OTVcWngTlbuhwucVuz9CJeAaCYX5elpJY6J4TcfvFH5Vx/WksYt9NyNdm6sDL0626z5Kfvg2Ba8DQgV09Ku2htXtrCPeGDWWqZAGk1mCxjsEost+Bbw1zrQh0Z/JHgCuwdCEURuYD/r3yGtByGBUnq4JDvFIkIITmusOYAG8nIFK6zLCVVhWRcuuXBeC9N4z2G6EtJEGI7Q5EUpSi4TpVSWLOSsXC/uI1zPXgGxXB4oeSEvMzVn6toAnMUTX+5+C1hGrPUMarrpRmsDjs71+ZEtKNQS91pbot9PVUvtI7VVFbXrqdCpT7ovt0WHmn9l0vokWu+h4M6fYtv5+6SS39Mv8xfUAtXEgS4SmHVAibCOnLPTgkqAXIxcZuZauNbcKN7cblBzkEeVoQWARg+vJvfhg3n8x1ka3LF0Fyq0mEZfp94z0ml6g69vSV7Ro/67J5rw8ElQQgwNF5g9IZZiwzM2itl6IRAaZ3+gtMRBwquVSmuIbtUoySv5S63ksjKXM0OBITuVa0zeT8FI3oSYI0YkyAKhMgwF3WJUEWmsDausqBlRvFLC42VgMaNUQvcjpSXsg7UEvgeYRQJBBjQYNkSPS+bFYxHF4zZB7kGEEpz6z3tpatu7ASsNHNSSpV5SAciKhYJTx010dIxYIciOLtEccQ+RyJGN7vsXuqe3terrtYfMrMkQu22Gm0yjx2t3gFp4CRzvQZF9oHp3b9s+2eLdN7ovj9N6rC3I7W/aLRgK6o3NZevZ0yvAWrJNs8cAa/HkVK5IjWjxdVvVCCGRUibEgbheCSkS00RIAzF65XAQIQbZZK41thNVr5Q2rZTGeEO5YrVAOUOtaM4OZC/ZqTbrilMRenXDBlRvlV9q1cEnDbBkrYqVLf7bq7VaBQPS4r89ECxsAWHbZmn77226hRudTpNxcptXT8rdVkWXs33p3WgFO5D4Lx//vp4Q7atuwfqdULWmvLgttC+5EvdBop+9dE/K3i7INhS7z+4GrA+O7P7dooD9rIYWRr64o5+9Cfa2Q0sQmCLqgbdahdKCqc5Fl1oZjbmyzb1ZSXYlqrdsVkcG3+hx7GVM0toY7gdptx5ejKXZ/q/d3XObI9uPw+069ur8V1d++d7rYd5eeHl/Hc1vyLYw//y3vDxsV9Ljd96Nw16t8OU17PUYNWd7B4t+8Uxb8uTF00tbdLI7c/dQ27W+/PZbNUW7dhMI0p6DXeLmtvZ7ILtTvuh2XqcFk44q68mV7Ruqj5O1oHy7Py8DFawlIPq9b9nhvSJ5NSK9esK27ODrHbIfq64o/tLcuhF8G9PIyzHff/+tAmVLFEqfw92N90zZi++TF0/xxfXt5+bszx/7BGS/omDNYNqNy7Z/bt+/H7NbMcdeHX/xZbtv2r+2U9L7D74SgH3WrH1fr8AxXBkZt2qI3n9GqI2eCVeQAjUWrCXT1BylLQ3B7Iq7GdihBTFRIp4U0FipWslloZSVvC7kdWlVENlRTbWXDloXbC7zlA1Q0pfTDWHTROP2iycxvaKDG7qEW7XDtkKbDOhjcfv91VjuRt72L/V5aAZWXwM7y4iXWXbj5yf4Lx/BhGCBsibWqzdGs5QJgzKOYFFZxJuLq0VMheCMGN50LgrDAXJRlrmySuWanM+6Vk+MhCqgwqCBASGlgERH7wdRKAIZp6Rp5Z7rmh2lJgFMidV5V5NGgjmK0GBDp6EuN4oECgL1iFnGbAZpaUdTiDi9ekd/1IzV1W1xDSxVOANLXSjVWFS4IIyhouPaqFt8nMqyEJMRDs7BDbI1GleETCCLV5BY8MesTW8lg6sYc1SWGsk5oqs3cM9VG0pcGqqzkmRGJFPw4PyQqzPZx1Y2nppzsjTdL4pF45qEaxCOlphIzrFujaotOQLMtPFuB3W558Uinh7TloyUQogZpBIm93vSVUmmP7es/sLRqBkZofGyG+05W9JTX63rINYmsDvWDUHfaCy1IZ1V6q0EfJM/btQKRtg80gZW0eC9M7Cmr9RBJhrwRL8nVEUMS80WKE4l4InqLv0ax7CB1QxaqZIQlKKDD+nB+z6kOiIlUKRhnEPFQqFqaMGXXt7tMsdwQEhVc/7x1n/FcF+775FqocnXgpUMJWNhgtgZ+r2xtNXgFVzioABXDxUHOACdM3srKfcx2RLym0Phn3bUOM6fvpdj0p1GT8CyC0Bt92+3yhgXc20thPZ+6RVQgBkx7PXxVx5Nnot4fwlfB90C7/fc7bpuUXq1itB47pM/rwVHUOrmW7TPbz0j6s3uUrB4s8dcrvuakyCNQjbgPSm8KvCFJm/RKS9Jjw29qajUBlJyaqdqaaO5MFNKcT5hakWLspZWJXhNHlTo63nFi3YsU62Q80rOGSvuH7TSsGbVFQcrlWaDhkZDKdDLrnplt1cxNfhn8b1gktreNWj37Q1Em93VAxQRR/KbA2Oc0rI7rokeZOUFqrSN62YK9j4uGbRFMRv4RHowYYMf+zNo8Mad0rizX7z/CxZalOp9CAzfMzogdfLGjlSKBqdgaOsZCUgYsejUbFhCkvcyCKUgGslerEFnZukoyrJUpELqweGKM392mg8Vz4dVQXIb3JAIMRJjIIQBsYPvASkEPOFcEZJCUu9dEMUIyYgGUUaSTAQSIr6eVPCKn+AVhGKZGpQqUFTIGlgJLCGgQ3vu6voeAysOwnBqlBtveW0UObokWIUhFRLeo8jZeiK1RpcR4m3sCQOV2igyXcjUmqj5gJiQQiUGIYZGm1kLFgs2KBbMUcxibW8qkdgYc7Lr/DiiBELIJFkhJWpqgSYVl9dWEa0ErdTWj0RiJsTsfW7CgEYhx+D9B1R31LO/JAnBS1nYkwHdGP+5tbvZpD/nufz51f4Xd0E3/HfX6ajkTaK+9iH2L+wCTP22uxa59VpTVHe9IRqwq7bq6ZJXQkys60wYBsJ8IaQzVp1OKiYjtgbNpkYtXjlWqlFypWSvoK4ltwaua/Mb8q5nZo+VNB22yZEmE/f+apMBW2VC15V7f3ubidt4bH7fz9jxe+DYXs/S/7aXZ7+Uj3Tn7OU5v1yV7n7c1i0mrLXZUwZi5uNalaLuK9Xmv2j3uei3sn/e3aoUXrjZ22raL1xu68ZBi73axKs13bGDznvv8S3oJAr9HO850ilkquuvViXXG79v+rtVqWr1SqhSMxJS23puV0oQz/1tVQptHas/tEhPgHsV9LZyrNEDSdj5eY32pwciW6XXtnY25HR77m289vDd/sEuY3CaoP65F37j3rcECb0a5Tbi/b8e9GaXFOPltbaYS0uKvYgffeXxSqy8OPo9vY477kTL3mf+QgSxu+fdb3sJvIEFodkQvPxpr/er7ffjLTbgV77FAbSBMsXtXzVUS6tWiS0msnqVDoGg7ptIdX0RqqKxUGsiBE9CbIkQazpNlVq8ykFLA5urV3XZxoLjyQpPMGirwrj1v6mNcu6Lfpq9EqInw3j9s58720/Ey4Hfn/6Fbtifay/e+7lqlS+Xlb363J8//k1JiH0wTaBVNITb33T118+1tqdcSIYtUwK0wBhACPvdJDs71M/v4V/p1Q/NyPHTbRv0GGRDuW7qXm9hqL3A0rawiVtRcnuwds9NSDpqQNCYAaUWw7QhAmrASqbGAcke3HGntTXyzJWaC3m5oqrk4l3Ra143geqbom7Zdg/OtU3TkOuioT1ve7+Vs7cePtBVaF98IrSectucdeG5nbJTSuBxRjBvcs9to3eD8uY/3BRqH/ptrOU2+4g4kwMNSSDgiIR/5dCmBeXcgqr3IAPGvb8nC47AH/EibOet3Ro/Wys7RfDqg960sPcQ6NlRwxH/uz1jsJUgAsbkr8crUBAidCoLHAFgonj5fuKm1QuwYr3UH8Nk3g1ixB1gz/z77a6ujC239d3CLAIQCTYCI1grkZcVZN4UoKg5YlUiEua2L28Nqf0edmV6JlhfSFwQ6o26wLp48EZ7/qyDLzicN4+o7bxefVC4lSni0UYiWya2d9pziFwbI2nl3AJyaa+NPs4UHEEUAO/5YXJt12zXtkNbbV4tIfbY5lU34+BfX3D7teef7vQXW6ltczK2gFLfhwg3rkX/LolNClojopJmmGwVS00dtgauugWc2jB0GSviyIhur5rTBjjoyo0KH9qO9mlGuppTyRjUELzEdM1IUERnLEQnm4hOsxHSQFnPhLiSlkSIgTh4/4CUl5b5PxDTRIqJlBJikWDJFSfeADGvC7WszNdncl45Pz9RSuayXJyXs3jVQihu/am2/ifVaOVjHjBryQrtVQqNQqqju7oBAX1pN0NP1PnCraGGrVWE4AFQAWqjFtKuUdQTLrUHnel6zNwAsVbGTDeijU6gZDuOzU5j80vWmijc/5SZsvK//Un4YYl8918XTr823ofAXRiQUpA/rKxPB9and0gpzLlwDsZnMb69L/yn3y6M15nzDw/E4Ygd/ppjVOSD90T4Lz8kmAPy8J5K5MffvidPkePjZ8YfFp6ezzyuC+NpJt4Fnn+E+Skx/21g/F3gpAPf1pGhDpjcE5MxHAyq8KclwDwS/nRPTAF7lxhq4jePJ2aU/+PuMzVlppMxiRHvFnSolNOZJQGflPBjYMkjC4mHUPgpVn5anvn4+RN/iif+Md5RY+G7u0zJI/rjHef5Gf30PTJGjnImmnhAJUTWX78hDwOXb46oTYz/yyfknLn87Qp3xt2l8CbD52flU6iE6x1xPfA4Hng6/YpDgb/9foVjJt8rOl5YTn+iLPfYp79huD6TP595G4X/BxNFAv/teGW2Svr+gs2V338GFSF/OzCNkb89wTdH4dN84jInwp2Q7jPhxwN8mojvL8j7C6fjW373/h7VSvnnlXK4cn37iRIDU3ggMHGU9xxy5fhPkZh/SSWEoukKGAPvCZpYIuRoDGbEte2j4ta/iDAWYTCcL9wCykoeziCRaN9gROZxAArUzwRTUlFX39eL2y2pgBgH9SD0fBzJMRLDCSGBPkM+E/OE5AFns66QPGlVxhk9fibNE9PDvRc+HudGfeLofEkjYNS5oFKYh5UQAjEXgozoaWAYIvXH4jQRb67kYyBNkIZMCgeSTgyDMU0JY0HnTKmFtSyUZaE+Dg4imVZ3IrhQtbIEIytcl4WyzITLM7Fk1uvoa+A+UacA60hYI1gmBSM9F9KTUoMHQSUPhOKUKSvV7bqcnN9/FiQZ4e3q2uHZGyfbOHjiOF0xUcriPXRqCmgIjbaukMwp9dAB0YTITJquDETGkigGqqPrkylQdGKZ3wMQoxEj3A3zLwJvmhmzOkJvLGeCVAJvQE7IckbKQmGgtGbEIpEgxkDBUiJPEwwLTI+Odq3m9BPZA+GxClhExyMYOCldgeviibLTEYsJrQNWIzJ/Q8hv4e7ZkZ8aCTrCMFPTBcJIKAcsjdTD0ROjWbxZcT6jEihxIkhgKE6JVg4C0TiEmRCUukzECodLYSgLOShBDP14xj5esUEhGVIMyV55kQ3qUiiXFSNQm2smZcWqIfWRUCupOI+wDG4/pU4rsE6uu+ojog+OmAUonxC7IsN3xPQOeAR7hPAeG7/BQrMtRL3BOZk0njELlPoGoRLl3O5lxCyQH522yoLzdadxcAc8Z2xVZLgnhgmrn9D1GZmeIS3E4Y4Q3xKLkZ560DlTRVlPFSkrcX5EiFg9tILSr69iNTMu85kAHH+6J15G4uUOxsF55015loH1TeI03nNIwRG8SyRj5JPBXSB8ExCtxJyxGhpln/DhY0JF+Tz+QF4r1//2RDDju8MbDveJI0pJoD8cse8TpzByL4lLmljiQMwHYjEsvUdjIdc3XO4+kO4eGE9/hDny+JyodWSQA8M1EP/bW5iE65snppT53f033MU73nLkaEe0fIumkW9/84m3OvPDn/7I5+eFz7VyNmPOB5aceA6B82kilkAYz9QlUXQgJ2GZThhH6jIwSOJdBhbI/9gAzcUb3U9vYRigvvUKszgY5QHy9XvKqiyXA+QTl5+uLI8L9c1KfWPEpzvunj4wvXkgfLhQT3B5H7BrIX58ZJiFQ50oIlzC94RYGcMjsQbGh98QqjAOf09IM/Ldb2CasOeMrQmRXxPH98SHlfRj4U3+J4byE4fTHenNCTtWyv2ZPCjLVDjIgbfP31Ky8DwETAqjPhIZsJ/eeeXcLzhexpS9stst8RZ0RTcwjBuGLQmPEELrG2G0BKJXJWxMES25ZRaaTambbwBsvOfabP4bmZD7tm6atkBlS7KIerB6c/A3T70l/rT7Gi0+EnKLffh1S3H0sYXR6RxlJVSD+EzWhWqVeZ25Xmem8xOH6Z7D8R1peMM4fYP7a4laF5b5kZIvXJ5/ouSFy+WRWjLX2X2G6/XsjBHL6jRNWlBzNLoHqm0Dad7SLS2e0+IfoVNNQkNOJ26gBcMkua+1JVt69FR2190zfvR/uw99A6Y580CvhmmxB7vNl8c0BI8bGGZfL9u2JUajLXIEFosaWaBIJpIbQhxqMa84wSgkinl18u0ZI2j09SlPfh9t3dUeUK+15U3cvrKwui9em58kPpcWnKLPLGIWvfLVkj+Z3uJXZh4T6/1S3a86e2W/ejW4DoqJy1yRSNSD+7/Rq9FNV6DCImgWrCq1rtSYKCmR65GsJ4YkTBoIogSZcfCB005rPGJBieYNrEU6BY9XqSYOHj3oFMPWK5NwsBFGUJwu1ioiC0Ge3Qa1RLVWTYkSqZhATcmrKtQZHpQnv2CIDdAw+RS0QLNobsJXWgxAkBBQbRSlBLwCqEfjzcEa0GIWkWCnbf9DxcL1F623Lk38uO0x297z12/+7i4qvBOMHj/ta8/flp48tNvHzHZgSmkgpw5cFadU7ePg6zxwuzK3mFqLA21ZNJON/SNo67MGiAZKY2HQOrucC61SpaxIiIQ0EkJsP8ErlONIjJEQAyEIIbZqDKeu8NhFs7mtg+zU+9yoVtbl6oDNvPiDQIQAAQAASURBVKJVKa0iQqsnK5xKsScezBMXtqN06gmNDlpvOsVoYMBtRFpwaNM/24xAjy/111s4sMc9NgrMliTr/Z3bRPmnhU1u7mP+2xxvNER/+fh39YSQHqVuh2w31b/7ZZ6ZbQG+2go9SLgtyNc3vj9bbv/Y7jP26jOy//YXa3272s/l5l6+92pjtL8VbY2beld1w+lxoKOEeva+FGsNSW6d0p3rq/OA3TJat0Vl7BfHF2VLPyNHuniwV0+9JV12n3nx58+g2l5/zesz7LUQ2b/eru7m1k2M2e5KX+XDblOjt1VNFzLwkmurb4DXwZjX4rIJwhf3sRtrOq2PvFgwziIuyIbi7yWsLcC/BalfrakvhrYJDBOMdEuS7DnJ8J4O2yi2ShCT6AJ3owlztIHthS34+dZHW6AhG6Vday+g/LT2uiledtmSDZtA3wmfbb7bc/R9J/tn6Gbw7fu3Tf96KF780q/dEIDtKlvqsDUKvr2/X8VhNwYKlndyZL92vu7olSQbtK+N0ya2+1Dypdi5fdXNLO7oj/1J2y7dEnYvr3VD8YTdrXfkw+4GsNvvL2SENYov2RKbWj0Qb1KdI7T6fqmlU8sVQvQxDDFgkog9EadGR8maOkehWCQ0xajWkxCzo5mWxemXSqa0Hji1IUV7/5tbU3i2e5SWQNm2/bZnO5LGGhqmPXqn9OP27Fu1w3bSfo/fTv05c8xuK/eFkr4lWl8urZf6/ZWg/ZrDDC2Vmo25Ji4qrBNMJ2MIOI1HrticketEyImobpzUIhQN6EFxnviChJkgiYFIkoimCTPlGIBgLOZyeY2wBJhWI86KroYWdXq00Vxu5ACrN1ENlkhER2gKpABjgoxxNSOacKheCu5geWFkajzPjjyMKiSUITnNmxwKGpvhNLfhCG6Yx+jJqTVnVnNO6Urwhqo5kteIlkCkkjCiLkRr7bgkOiQ1CjYIVGGcjfCsUJWCr7NkAqs4arU2aRdGGBJhXRmWmTLScsWKjhkphq0HNBcqTss32eTBXVncKdEVq8paAlUCVgISIykoQ6geMNaARYHRjbWYoyO0xXtB3CUhl8A8J2/Qa8V53osQNJJa/4uaD9j6CyohhC2xuqH9mzyV6qlV7UDkABAIBrF64rWXNUsHjHQOehnBhEACqicMVZz6TF2vyA4t1vtNuKRtnPKtokNCo45wIh26zNdY0aA4B72B1o2XvusAa2aAAZqKO3546XUhEUwoxaB6larUgmgBi1QKhURsoAJHd7hcqzl7w7kMVW0rjfbeD97Q0eqtWVzPXau5VeExA/GkQr1JGFEIxas8tIn63hzVWmVE53CXTbc3CoTaAQrGFv9oKtdga9DZQd/a0erqzYklQIjmwIXmPEltDk2zn2t1nv8Qm1yL+kqX/euHNdvI0fk3Kk1RIdQb0tFjcLcUv4qh0fBqBw+697m29pC3ZovNKSL6ONXcYx/05oQOuAiYNvrJ9l3OPe20Rm64Rr+DzhdkcecPgKr3m0nNXqxWQL1RawcmqBmpZH+2BCHQEHGeKCWp94ZR9aSKCVoKWjIqCQ0NXdTpJHX1setOn2kDvrhuUm0NLm1BrLbxEbeFWIBOWeK9I7wiRdtaaTZCA/5IzKAJVQd3mHfabfs0oLVXtrrs8DiJbDaHqNuEpsGDmn1TirnDXtWR+I1i06KisfVxsNbPzXaW9NeuN8P541GyBqeKytae2e/fAtRE6zfQxqw4Qjq0NURqNsZ6C+qIQVqEGiCcKiIZKQtUJZSJWJUxQkzCuipajCi0Ki/3CYN6oZvmgJSEhpEcE5IiNkAtwtqCmDEKUSLhOjpa942PU4gjMR4wS6hEVCekjqRpREJBo7LiOnPVZh9owHQAnZrd1nj4a6QaaIpUFUpVgnl1K1WpV6/0CILjfZI5PdIYEIlwrFhWtGaUAjZBcb2sRahqVApJlSGrI04DreG8weLUcyaJ2KqJLBRMCtLoWUKTBQ4ym5GQN8pkLBBsJOjkzWBLIdWVQ72QdPTgc2wUdLHbkIIUp8WrEiBAComA69Nfyqa5HXuh+NLB5oV/1i3Ldv6+SveLhb63Kw1e3tzOr9k+arfzN+v1VtMN3EA20t2afkYD7b1wx5pfKD2QKR5cA9fvIo2jX6mlOA1QXnDwQm+SDUggVVCbgIQwUMvCusyUfG0V094/rtZMzkuLl7RecjsOdOuVlDvgZI8fvbDFxfXlDZwlmywRbs+zzUOvQmwjp9tv/ZL7sd1NT5vrm9fwev72/sDeR355ra8+dk5lW9Ft7hrNjHm8p6lzqri9v2P1/ZkL7umtd/dtfb10f7X5YrtETa/+6bbKbvns1pBttt/m00n3+Zx2j1o97FAFgqEhNlCwui8SetzEv0FbNb0zkWS2UHRISKyICDEoUczp/Uy2Z+kASV+jTXeJIb2a5Is92+DJW5zDn+G2Omz3d/uKzdbtNnagVwL6HDYA4RbP6mPZje8W9zFcz26xLsEBsDcPVtoa2HaEsDPgZbfMlNsMff2xyQr6fPZrvnK89zLpaxT3a5FncKNw6m+93Cu3Kojbfu774eV1+svb5mx/3+JE5v/4tRodf6+UsSJIaEkricTggB4JINWBbiEGQhRnFKAlIcwaNW3r+WaV3mjaZVm90SyVsv1trSLCeoVE2xfW1vjW91J79ZDuZ5y+X2WTi8Z+jfT3f35K9m/sxnF/7m4MXxwvdN3PvfmvH/8uOqYeG+778sWmlF6i6Qacdqfrxef97rtu7bj0fqXQJGcHm4Yu1LZ13gLsnTc02FbL06qzW8a2y8pWMtMXMj5pAt4IRxrIXpw7rD+KEbAUvGrCKqJGEW8KbFoRCVRTghTPzkKjqNBW+eAlNSWvLTHhWaxeAVHVnRfVtrBCz141QWVsAtigcf77uEr1VRDa+vdgogu7F4qgBQ16CeOtgV8LA2yVLE1gt/mVXimy08HNJ8F6gNT6692p24vk/gB7O+11Qc+Xx5bUsRMQtmw8doHWjBBArCPqlW7Sbckx602QFa+cWPodtcXrWU+vRjAvcTfB5MhLU8QTAO7UKbdy9P6T8TLyrsxbpYQZaHKFJK2vhBVgADs0+8yrMDzDD9L7TtAqJIyWEY4YEWzFmH18pGKWwAZHxUdHEfRGU1vPBrtiBEQ7CqRviNG/256xlkntw+XntOdp2XtaTwiTXgXiVRlmK+j8Is/QDX5sbGsgt2s2pWvNEGyNtY0rzi+ZEB26Cm4b1QMGXnUh7kVK5zhstBZWfV303hEWfJwbpvYXHb36aduHrUqjU3O4inmhDDsN0rb+zNej4gG13t5lM4gbAnHj7Otf3calgVJu7dm7YdMVvHngtCNfEPOAmxi10XLEDSklHqRWgRBQ7x7ofK81YqaEEMnZS1vjOCAxMBZvfBhlIEgkxishJXcCo1dCuPNYqbZsdExaCvns2f55nV3Rlp7dX12RFi+B99J7kG2N9R9fhxIqQSoqSm1Nsuk/tc9HQ4JtyZbmpHSgUbNWKl71sSV8+5a2vma72RO8r0afmW5dSy8ZZiMR0TZRHZMR9S9q5S+OIsY/DhcIUP/unrswMNwffNUeroRpIfy3Z8I/z6QxksYD8/TA9e4j757uef/5AzbDHy7CmmCdKoGFt58+I2Hgp/HIoIXv8meMzL+cFmYTls/fojby6RKINfKbX5+4P46c0h1DGHkcC5ffFN7Hift14GLwrFBrJoWVwxR48zbyfFn4/PjIdAjc/faZQYXhOYCNrO8Llcp39Q+Ea+Wvf/8dR0u8/yslvylcr8/k68qPyTi/gTudmGzgr44TfzeNxAmuRMbLid8s3/JugnRy2qmimfHuyN/+za8YVZmuoCVwHgZKDlz/ZfCKl2EmDcZvfw2Ht4F1MfQjzO9HlveBuz/e89unI/XDJ+r9v/A+/4pUvuV3y5XvzsYPR+OHobAcB8r7I0M98OYqJHnH9Lv/GQj89zJSWVge/8H1vR6wqIxvFUuBNXxD0ZE/zD/yk10pb4V6EMLbD+jpnmmoHEWZ5Q2zvONohbvyjJaBuzpx1oEfIug1Uf94zxQj6d0zWRP/+/sP1F5F9TWHCOF4JERQrWAXYtuLUxwYYvRG50GatVCbTDGKVBac9mowMBFqCFAhXFxvxekOE3NUvRh5WsGMIbRi/asH3otCtYro2YPRoRJCpL5NhDSgJVPKQjJHf2tMWH1PiQl94yXSsQYiQqr+3bUuYImwfOsOQbjAoOgpwwB5uMPEudkD4tU5FjgtiUDyEutjJpNBV9fpUcmaWezKopmHPLNcFy4/fqLkC8v8PVZWhvNC0MIoj0gq5Ok9GgLLHChVkLMiS6U8OYrPBmA4eKXHVLFsyOwo9zVW6iFS7gckQzkX4lAY3l0RKqm4Q21DxiioXsFgsIQg5Aqq3ucnE5liJoUKdYI6EDR5JcQIMkDNRqkgtRLqBU/mKEErU17RGCjDkSpCkfq1voUfQUinyXW1esK1yEzlwlAioUSyVYoV0sFII6AJSiLIFdELsmbCwwJpRE8fcFSmYLWyrleoMJYFscCaWl8rfQIppNromcInNGTqNFFiIkpGKkx2IcpPVFYPyFry5GK5YMufiExM4R0Excbqjc7nI0pFh3ND6rmNds2e2BuPKzEqMs/ERQjDGyROhHpFbEVnT8qpnVDu2v2ZV1vIxW2fxk9c19kr+uYWnB8cCFBrdpWk7/Ash+tNzV6ZLdWTF+NxIqZAyYW6fELHhI6/Qsgof8RsxGwi5JE4f4Bpwd4+Qg6E1e09T/gFwtrsrpP7KKaOrV2jNw4fMh7ILR9dn9cDpm8gj5jdeWIvXTwoJoLZjJZnqANTObodLie8wfyxrZcZtsDBvybalIOcESl8fH/HfA8cPyJD5j7ecwgT9z8qdw/Z5U55YLhGBk2MJXK3JpaYeR5m6hEe3x+Z8sC3RbEMT+cVS8LpeMdhVMa/cXtT44m5DKzfVKoY8arEslDHmTVmyvN31OuRccyMoVCfL9SnM8thYL77nnSsTO+VOApDiRwwPsSZFA6Mw3tCEsaSieHED/ZrPssbrtM9x5D4q+eV47my/krJB2EJj6zhe6yciPUNw3ol5CfuHhSuI5ey8pQLaVkZrzN6N1O+Cagu5PzPyPiW6/CWOGTC7x4YNfBO71HgOayQF47/MgMr8xtj/gByFsY1IT8l5OzN1+N9xH5d4NfGOP2RQf/Eepr4NBwZrHJ4zpTzwvVqpFPi/tdvwSLj2YhL4fjxQJKC/OYRS5XH+YTWI8OPHzjqgeEAIa4cHzPp8QrfFa7fwUHecCdwebjj+dPJm4XHypSUd6PTOyVTSrMVLSj5zogh8/b4L96f6Bcc1gJ9Ww9Fq83G7IER871JQ8p3f4aWHLPuKzWx2n0Ebn5+NyflxXfi/kl7p1PheODSKf82hKx4klU6DaQHPPxa20Xb55vPZ71pfQvoafN1TFOLxdZWJbwg1ZP2qSRqVtJwYZnPDOOBNBwZxxNxuGecPoNEhITWTFnP1Lqwzp+oNTMvz9RSWOYrWit5uXg16OKJiFK92bqzALTgtLXKjhaY7d0sNvijgUjEOfSV3jtCWjJD8ApNbYwRnhyl+anWsHaGbnEGn29r9s/mj2FsYA4JLWGcu+OGp9O671t2E/oLFlxbCmbe7DtglOY/VlkdhGTRE8XmlOHWvrdSUVoSuwEXg7bG7+FGk+Vroj1XGBoCegVWejNd0cQNMQEdhY01Shs6baHHLAK6IaaD+kLvtG9VW/8UWx18YuaxKIutqvyMIFQbHJwUBkRG79eBYaVStHpVbUoMtlLsTA4TJZ68N9g0ESSSovt+UjwWYWl0n848eBZC8LhduIBVLDTgk0kDsxSgeMypZkQhmrU+Im/p3qhIQaJXjQTNqIJk778RJLf1Gpp46ImQVgEhpe1jwXtvqk9X6DSTO3R5Y3MxaT1nam2xhdTWXWxghARSEWlVJL/kkJcJqK2Papdlm5fcf/p6hy/Q5lsAsCd7+r+wLSbr8pE2/4061szjOFvgdtsSmwPfSWBvMtN6xNO/kx5vaZVqBLTF9mpsEqONaajF5UZeEYLHPBq7iEgghBYHCfJFr1B68oDWfLpX1FQHbJbiceCcPRaSc6dZ8r4h7pd5v8st+dAqZDplbdcZLu5aZHiX9LqlJ/R2Xy+C7/2XG4NHj99vcbdtXl5O3+3aDRS7/e2f20bjZwDuP3f8u3tCNNW7yeEXi7Efsl+PPYh2u8HXIALtm/D1M3RF3de47DZFf32LAcnOEGD3wVfnt0Hc0OPbnGyRqe2ZNsSQ9XIb6Bx80MvLWtZZHQZXVb0Ra+94vusDoa0CQrtB1LNYG7rXXu7z14/gGqk9mu3tFUReroHdaPPlYbcxbQinLcH06lPSRsITAu2VHiDdjf3rb9q/9XVqt3+zB5JvD17xhsQdpd8CJcBLRHwXhrvNKB1lFdsz2u5Ot8XQtmPcCZb+fkd37O/nxWRs3/dSsHYDZcfJ/KI3gnYwx5eCe9vfXURUNooiFCzd1rnB1hi7f28TgtJ4pukGq+HGUjOGHZ7ZqybaF1szYDssvVVLbJDLjX6qCVuEjTtxO7pA0u0zwA1N8WJuKtKag7eTdguvG+S7Pd0HR/r+7KHhPmgdHhp5dVN/9rB+uZfas41N/55+UitT7oL450XWtvalPbfP816LvihuZJu7l3fgq132f+8vfFMhPRjfFZNXRASctxM6p7Fq4z+sPSkZvAmgGEEjIQo9ORUkoVEJtXgJaYwtCTGgFApLS7iuaCmUvFK1lVBrV6KuQLd1udsrXv1zy+7feCbb/qAnG9prZs2RuCUmpL3eZWn/s1+lq2i25Hb/Lr+LXjAhcpuTXT3LbeB3q2y7fpuDLyXfXz4MOAf1pNOkDEmJAaQ2tLdVwlKJl8KEO9PKyiIXBpuYKswLPGDkA+jkyPVhzVgQFo5gRtGC2co8zl4NsVygFlY7eKnpKTLcByYmRptYWCgDTGXgVCdWVax6KXgISpCOiVdU3NlKgxILjiiiUNMVs8q0nElLZTq/ZTKvt0oR1lLIayGLsQwwFRi0chcib0NiRphrJObEYUkMKaIxUcNKlkIaAsc3I0NW4uro3xoGigTqGqlFsLUSxDhMwkECdXZe9RoDNiRSTJxCZJkq+W7m7lw55cBpS14mlORc3oNXaKRaSSkSDu8wE57VTVpdWhM6dWM5jmApEPKA6Mi1VoouBBmQFCkhEZmIcWZIhRwHJEzEcCGFBQtClImZtm2ywDm4SryvqAQu00Cxr0+yesnx4BVP4qW9ghLMG/GFDjrYkJrB5YWYB17p9Aw3vS+4veMUcS1A0pD7NbTEdejJVQ+EbNzOdApK18sSA3YQWM2N9+rBVUdpDhiBmqD3+ZRNvmkz+iFsfPcNhR0NTY7grCZYdB+6Bpdc2pKipm7kK8XR7a0SruLXLlpYaybnTLks3nBOZ6grIV+dh3woTr0jIzVEVFplYzGvXKjWcqzuHFooLWlMQ1j58tEoWLIGjDMkKnooHvjJTeAEmv3oZfli7lB52waj9+OQ4P1hVKNTiGqvHoiIJLQ9YzBI1tD8rZ9UbDaTBzN6CvaXHSE2W6MmrAo1ZFQq1XpVQ5f3Po+OAooIrdFjdRno9sXYgiTNhlZB1JyyjojKdKvItfaeKiFmTBY0+TOIqPdmUUVoNBPCzQa3gumlAXpuiQLZ7Fu3Rf1evMeC06WHdn3zRIEagQNoJNlKsJnaOc6Z/NxojWK22bYmWxm+5oxV86pF8foyw9kLXQENDtxoTUQ3xKf5bDmlQEByq6ZgwBhBMuaSBcybvIYyYEO9NcOkUSPKTrfi+0mieUUHoMFQUVLT1Q5IWRHrZWRjW3dOmQoNN6YF0+xOveFjiH/GATfqG/UXLDkJvlfWSbkOShwWQljQ4QBxIib83iWjsiAM3rehQFgCmipRFqwmchhIIZDEvCZLHeiRGAiiTKeEUy8kqiavsEg+ZrEYeiiUVKmzeymtpAyhINWBMyorRTzIESNYFIYAaVCSqNdamzDWSKiRahGIXMQts1wzoxSK+Y/qgpUZqZNXT5UKJRNFGFSQDJYNzQ0Mp4rFhjTW7PJIFIIH+cUCQ3ZO+atVrBbGi/dcsHtBD9b6Uwkheu+gGCFGQQZBJhgOC8NhJg9vyHLw6p+1kIsyqzBI4DQmsEi6uucV1tZkN83YWClloBIZzgdCmZBhgFAJRYnrSo2KHg2JkUEO8DyS1wHLBStKkMCoHi8I1alzg5hTvESfl5icIu8XrDb2nvG2R3qw0Gj7qFdW9/Ok+Vx7G1d2suX18doLf/Ve9/f6eXsXqP8hN1fhxQm2f/12vxuA2Hrl4st76VSpiBIo1NJBjE1vN71cS0VLJQ7qAWdaEkIzJV/RupLXa6uAmNFaqTn7v7VgLXbyohKiJRA2oGMft73P9MKh2iUlNr9453tvp+89NXbnvxzLLdS3+Qq7L5XbF0tLiHTqpxcDudlYX+8r3J7H7aUNUAqtKu7WO0pbFenm29w8K27+095Ppvlk/b4CkHbLyra1sh/eW21Ctw5uutkD2HH3vV/8s13a9YY/h2M9GzixxZWsgbtEUqNy8puoWlslY1OfQQnFdbloIhpIGoghtCp/3P8TuPVICk1fOthxX+jRg/y3uXM9LVZ3O058rFqlgX+syYHeV7ElOiT02Ev/cP+l2T79921O2gi3gerN6b9YEm3+drBFv5M2B75KQg9u/LLjxb2+fqPvmN3a+tnP7l9oP18Euv/cfnhdY7T73m1NdjnbQa27tWltPuw2X1usqNvIQgOUFnp8z4Gbjc8lJP87eONxlYJIakmIF7eKNeNMW7JvSyBoA53X7BSpZceMs9HxN7qlXeXD9jvtel3PvNhEuxvYvfFiv7Z197Mr4PVU/Jnj56r2tu/4S6rrLxz/piREzy/JpjjZhGFPHki43az1bFqX/684D+X13Vsvg21/xnZ+Swa+lGm221i3+1HM91wf+X3UzqW2G/WhD2fLrFcXQqVl6CJ1qyoQ1LnbtT9j2+AWbomILcbm9CdqHojzZkzVUdRWNsfr5U+7P93dJ/ai0qNTKBgtlqb2YvJ7VUlHXnfToBsW/br9vM5p3sHHPQC39c0JbZRDnzPc4W1DSA8g0A0QWn+KpkDYzLPbPH3FwrTNYHOhLOHSbqgJWrtRBTl1wsjWb8AUWDFZ2PoubAq/S6jQdM/NKJGGXu/9RHysFJPV76EHwD3a0u6vBU73pay0YL1EJAxtGjvN0dTuKbc5aZnvzaI5wI6CpwserCuRFXd6B8wmYEJkwiw79YWYn2MB1HsoIG4ESav86OidXprmPS+M3qnOtiSLZ/49KhJuCIltEgteXaIYk8//1sSwDUZrvtmTav4dgsjQFxA3a84rOVxB74IhbW/2smFCv2/foQ5jERw9QVvcsY31a4P/Lx/dNvE/epgVNybMWok4bMmaajebVpznlbYyBCC4/CCkLVhusPXB6YH0HswTjW1L2TZuKh74Rfr4diXQnzs0g61RCqjvi2ot6aWuZGtwOqaiBSGQDUQCSY0gFYYKIRBLQiRgayJFb6YoITqnRAxICIQQHcFs3sS6tmBiVaeaK2XxSrDm6FIWHEXTk6Yuf4P6uBZt8sx8T1ZKo7pzlJUWxXILsqjv2VC7iOwKoe3FVsVA6vtbbmIVI7TeMbeqCg/ceOVdr6jqOkNc7vpk+bwYPqbW+920qeBGpPa1h0lgOb2jEpnKheM6c/gsDAIP/12YV+FueMPxt/fo4UidFM7G/R9hisrd+8pjzTytC2GO8Ol3HnRMEzJFhncKtfLp4vLj/rd33EXDPj6jq/E8Hqhp4PP9O+Zpoopx4srHHxc+nVfmceA8RoY8840+Mx9XDqeZ8znyD//vATtUjt9EjmKk32dEjEUq1VYuHwO6VMLvf4KqfP8B4jRRPt6jnwfm64FSIvd3B05DIi2fiesz383Gb63w8Sj8dHjDapXRfuRq7/jn9BuWY+X87Zkxzry7PvNGE+/jW4I4XUhIgfHbA9WM/PxMvSh/0oEUBoZvPhHSSrUJu0Ti/6ik+ys2fsDSd8TfZ+L6PX/8cOC/v3+DhHcMz4Fv4spv31zIy4Wz/h8s+hbR/4EownS4wprRP4xIFY5BkFQZrbpv9f2FPC/IhwwHOPzxwJgn5m+N85sLU5wZ/m6lHAL5MJHGM4f3f0SuR8LzO8KyMPyTkJi5f/uMpSOL/A6Jib89XH7e+PvzC47x+oYkAeJHkIWyjmhJ1EGpacVwWg5kRGVwZHpOiAqjChYjeXRdK/XiIfpDQZIQ3/h506fgYMAxe6BnqBuaUoqQLCGLYCFDrOh8h+XJaTMmCHUl1SeMO0r6lijG3aqtfLlioaLHGTSwrhMmiTq9RwjIYXF3cDSXVxqQVYjrGWRmOr5jGA+EKWOTQjwgKLFeSOsZhkIZhVoSeR5hNZjPsKzU6zN1XVGbPYDYKFDyIaEavCGrGiVHShGGQ2GUSnhSWA29C9gHwcoANaHlQpnV7c7qCZZ69Ea0YzWoeNUd1irYQGvCNJBtxCRQxzduy1pr/F3OSFWm8UCKAyNvvXeCXqk2OxUNDV22jB5wPAA1UEoCyWi4QhAkenAwZu8/EXL6M97Gzx9iRszPBDPqecByIJzewejzJCGT7EC0RAgzwkwdoYzFy2UWB/voGCF6o2rv5vyRoMah2aopug1RJ0caWi6ghiyKrMJwekcahHy8UMJKmO8I+YCugZwFPa3oaSHZymSfcfvhhMkBjYMbtdeCSGE8OnecqlddhHoFCUT9BmQk1olQhPL86AHg4xkZZ6o4nUxd3lDXE5Jio44ohFCooVADzT7zHmEWEkaGdMVMnJqPQJa3QEBydJu8LED13nZDJIcrqhkJb1A7QPhMTGfXb9lakCoTwj0hvIco1LSCzej1CiqE2Oxpitsdw9m/W+8wEjE1u3pcEVHUFm+Evfi/mgZsVETfIPoWqxdsvSD1GdFHT0yUt8AAcmw2a0BiRg4PzVUZvwhB/LlDQ+T5u99gB0GeRw5z5O3fv2f6pFy+Sfx0D4dojN9BkkJkxo6wnhLlUcg/RWSEt/eFK3B9UGYr/EsIhIMxHnyNlTCCGYc6IlrhPPo81UwZKs+lUNR4Xw8cY0TOA1yUqxZmy0zhyPj+De9l5jf5zOPjxA//dAclE65ndEh8eDd5Ref8JwZJ/FV9wzRdGe7/N0xHzh/fozLw038+8nwfqNcr9rgS//6B++8L9uEn7PSJhyfl80fDvgG7h1Eq36qRT5H1LhFFSZqgHGH9DegBvZzQpKyHmWDCYVndbpwu1DAzPizEuXBKifEY+Pz9ynwpfDjO3L0LWI7YORI/DYQyEqZM+I8z45y4O58ZTTnVwkUDT8M9M5E/PJyZML7LTo/3FB+cmuWf3kFKxA+JYYgs7z+w2MDwvCLnyJyulHdnwr0iJ2W5CMzCUzEeBnjDyvv1mRrhczLGq3L/aSQRuZPosuaDc4U/P9xwoV93dH8cOv/1rf+AJzq7r+w2ZQtydjRr9zebw9GpYHow13pPvs3m7zuh2ajWriu35KXbrS1x2ALN1vxlaSCyzlaw3ROy+WfWgm62IZ1bfKA2KhkyTpPoHHPRvPJKayGEQB286XqMMyEkUhqJw4EQHgjxoz9rTI0lwqkMdb2iVsl5QdXIS0XVKDk32uoZb9jqCfw+ntqCFntr29qc9LHxk8sWELHmV5q4v6JbY7kOjnM/osdepFfsb8GoHnVoc7LFBNrfukuObFHvFhuwSq9a9+MXVuhjPhYYaicQpxV0PMKEhAHUgTAii8cBtEJVCEYIhhHQcACVrYpbtAFEmm8qVdv6Xf3eiThYoPe1lAbgb8l701Yx0qCbJh4zCA5ku3lEAcWrNX34jGKNUSCqV6eqV+rHsjhrSUeoA0LEVFBxgIgHVFs8q3qy1jRQcyQGo8SZmLxSISSjhoSYE4JhhtW5rYUWog8RU6hy57R1ckWk3oLZDZjR4w5qHUzgfvkt6ROJMmGi1NgSAM5HhllqPvyKiMcH+/IyZIudSbCtiCaIYBYxUovhFIzo82GV3hMU4Zb8gG0dizhIlDpw6/P5NautX2OfxGtJSemxmS5LbHvfY18/p7OlBRB7PLInZ/ve8nv3/ips1zDM2Rzwj7tPH9re34KN9CqPzvaxUTLJbUhkF8PyRIR/RmrvServBfFepSLJfYoGtGsCoFVFxPZNLb7Z2WpaEFhbXMIrRm2XjKgtGeHJWqfDdjDRHqjpv/c10mKU9Phvj3nc4pS+9RoQe99v5nVo0myrhNti49ZH+jY+Pby7O2EHgm0y0INcr1aNvfrSv3z8OyohdoUu/Xv3xwskr9zuaXduF08b5nQf39x99Fbes//sq6/sVCV9QfQVuy2cmyjpwczbNhE2OpV2k4o0AXArU/H/t387L73Ky2C84QkIxZVm4w42xZE07Ps/wI0b2bZr959u4LwY3v44/bO2De/2tg+/bSPMfpStj9LL6+nuC7qibLOyja+1cfKhtu0qX2S6b0PRgnc3YbAZDf/aAn0hxNwRun1nYKtO2MbIHTfpdEnsyyfbl2/VG/3Bm9BpSR8zN7Q2ruxWVujB9o7K2pUhbhUSu4fpDyftu287ub2X2LqFb8mFbtQ4OvHWZ2KfGe/X8Yx5by7lJWodUShsCRATv1+RFrTfPcduI7rR2ktZe1+TXQnehii/7a1b1rtByMC/v91nL896sS62ATBuHM77Oe7P0Vfc/vnbfdwkxe16fT5um57O48yLapOvlIjwQqbudv9uj0krU73N66ZQrb3fbqena12nduXb92f/hr6pbiN8G7/bTG0VH/3idjML9qKz7/FtBroypPOpNyqk/mmLrtNjm11z9vdi6oZ0rBCjK7jgSYgYwgbeMIzaFS9gVima3SAvzeFqfNa3fPEtPbpPLG+/2s1hwMzLZKtiFjZu81vitj17T4Ddhsdfvz3qtn6lBfb8+nETTj2R+lJwcVtaHVHRjKCb2rHtu3bFmf/6IaBxdN7JcmbQTFocmV4+HbieB4bfRtK7SBgjYajEs5HmwHiE6a4yrkpalVoTLAeIAZNAsOAINDFm9Yqg+0MgDEp9ulKtEk+CDsYyQg2J+7CSpHC1zCUXxuRUf2+lMsmKxpUcM1qV508wvDNOv/YEjpwrFg09VqpCuS7otRIevMna9ZsLMlRsPWE2eF8HNQadiDJi9ghaGXPlVCtPMiAMhGDEeKVyx4XAEuFyKFQtHHJhsuil43ifBUMIx+gOdVakVOZhJEThdFCGVKjXA1YS4V6Jv66I3SF2QtJPCBcuw8APU+J+HfiwjBxz4E2eOdeVZ55QojvREWJwZ8WuzvUdj45qTfh6n5ZKmJViYEFI18hwHriORpaMvCvoXaGmikalxEw+zIQoRJ2wUggXSEPl8PZMDcIsQhThPmXiL1humBCK06v5ulWCNueN2hB1BaHivZAc32waEDViCVSJVBsQMoGCSUVTRpK0ym8hatgqxEQMh6Th6H4xYhFEBQ0+X6YJy5MHMbV4VYEWNAgaRqCQavHeCgU0VTQWVAJVkwfjZXCUEtnVenBdENQlstbszuVQiKEFW8LOgdQCtWI6YRSKBnKBUIyYC5YzWjLWmgM776unuNcQPAGpsQU3vCI2JfPvMnPfLIEeBGZPppqClmYvmlAFanQ5FCu3RGkT9j5WHmgwEioeVJDQKHrMqyVEa+NDhlBTqzC80vs+eWVKRGrc+rhAROvg9kXAG79MAiUi2fuBBBvoPSu+csERtLhdViKUANrQ+zFDgmAJGECz6/MAGr1yxNsuiPeq6WXvVkGvvh5lJAiEYCDivRREGhjDoKGeHZWfKGlGoiJrRJhAW4LbDIISrJKsgB1A36IkSnAbUSqekI4OKNFG4xmYW9WaU1SKDkgVag6ONUnZndqYwQo1BzSPBPMW1EjrqWRK2VVI2m4MCbWtFQ/kaBwwi820U0KtYIUQvUm0mVcnVHHqzyCREBp8TGl6znBaS59zr45wnb0FB6StP1EsLE1zHjBrVVMhIGEBqVhYndOfFjyUjKUVMgQbHSijqS3nFbEDpqNvik5xqkBQJMxuc8b09etNhDIc0SnC6uydx+vE8TNcRiUHJb0JxEPr8mYKE9hB0FUogzBMwnhwMSQXQwXOgzIGOCS3WRWXhUGC43xXtyakrdmsxmrGSiLWgZQDsRi1OO9zOk7IeGJU5b5cmNdAvQxe9bUapSWizAxdVyRUjvnEMRbG+hklcb0oRUbmYSEfAzxe4ZLhMRM/QzgsyFDIOXFpfaSiKEFgEGCE/CYQciTNDliS+haVgVoctKQq3sOieA8wnTLVMnWtyKKk2deTPiv5XJFDJk5GlAOhCmFJxJCQKcCdEaoylEpSJZbqRBhhQE24zhlESVpAM1kWKgGeExInTm9H4pgo44gSkceBsCZKXFjD0ipIlaoDOSeyQhYwU4aaURUyQtCKrl7dNXS5gSNe88rWFPprj+7rdHtxc0M2n6XFG7Y3Xhm7ezuz/94Ab1t8ZWfc2/b3TkB0WbcJjJ3XIt07iGy+xubdCR2MuX3Ydn7Hdlm5/Y0nOFT9qioNfWzm+rYFLa06PbVVRashshDC7IompRZ0axzo2QFLtTp1TS1u72vpiOAWeNXu47Zx6nGU2wTcxmFPBdHBdtYChO6x+Oc6eHS7ru4e3GAjWn3t6998BaP7Abbdlw9tl+U9hNtP1pf399WH0YOLpk3ftTiEhtCWnTMeeLVqe74e3NmclfgyPmPdL91WRVs7rfrOOnAxtKHtY9jGqz1XkJYAUgELbD0v9yPWZPk2vNsesSbzfK5UXQeF4OuzB4udEgqnKjPbVrSo0ivlTd2uE3N2hVIqUYLblARiZ/tQj11YuFUP+JSlFsydX8z8bX958s62Mdiid9taDMRGg9zHsUAwT6ziwOst9vdi77cZaH9vgNi+9nfrxuek0LnnX/aP3K2ZDsL8hVWF+7X+5YVvF9riPdv22H/JX5CnO798e6FvWdkgp6+lpv+9B7ACPUBvDdBqrxN8GwC6x9760eK4LenaYyfamS7AfQi6nGzrPTj49QbEl+2etM2Hvkh83qq4rNPv15586P0fyk0+7Sq+XsTBtoHrP/sYmeyG+9VEb4N4k+09kfdqErhFrL6cri7sbitiv8dfz9bX6dJ/exKi88eFvcB1JK5sAX/bnKjOdf5is7fakK0RYn/QHeoetj3minkf8Gm30q+1KYSb+t4p8N1nxJDQBLj0JEIrZd90WTPEW6ZZtU9wbzbRGklmQ8qu2kObAlWjGq2cpiUhqruutXFBsiFxu0DtQTTbdBm2S870AFhblyJCiG0pmrVKyt35TbHYLku0LY9XmUrZlPfLpdQbUPcEhO0U5/aO3LaDB739/dCeYzu/J2m+RhDqbu7aePu49A3Xr+noZGk8i9KzgJLZhC9uTNA5MZuAcoFj9EC6NtRV0N7foQXtw4yX3ic8WO7IgP7gL5H2NwXic1raawO3Cg7atdt9AYjz7TpZdEP7YcAFR6K9QzhgNrUbF3qSw6w3bmyVDHQEjicjzAYcXdMFcEM4SGqCZWfAdYVqOGpF8PUTeh8Ob9roAq8pVxG8+0vBm4D2x4p43wjb7u3202gepD/n2MbGx9wkgiQ3JLqxYX1vN5POPOtrXLfXNhQGgtnqBh/9O77ukEY/oNqu167r5XrdAAlsxiq3MsBbMLrdkfYx9L0ddBfoBnqvnNC+RlpZ7ZZIsEqnUeoKwH88KIP1dYY/q3kwTEwaFa2gwSlXHAElHniSznvo9BHaS0aj0KtXsiZqCFiIPh8hOLrFcxHbpvfgCNta8cB+40EseVNTvkp6BRGbLOilu74EHY3Vn8n7MEnjR8zt/L7v/H/a5qGThUjfe9WDS9KagIXeJLPpq30VWPOtXMeEVkgt7X7M5bmEJjd3Ms5FyU2+djqarz2CGe+WGSEwHAIxTkzXz8S88PDuPeH+G67fLCzvMm+unwnPnynhCN/8ipAKd8NHjjHxN9ORhzVzfvrEuo58vHyDXBVJj4CQ6zeMAr/74ZkYMn9/jpwV0nhAbOThMlMto8cLd2llWUamElnnC59rJU2Zu3eBx48H/uWPB2ws3P+HBUuBJY9UXal14VQTf1Xes9rEU/5Akcr0XUVkQd8aMlWG4Nz2SqIyMORCXDIlHtHjxI/v75nHIx9z5adSIczEdOWQPzL9tDIHmOSO4Xrg/ocj4Rj5498eKTny8HFAUYZ3T8SQ+TZnJCjXX6/UAeT3Sv0MT1NgHSPDP0L8B+EqiZWR8Cdh+qGQ31+4fmN8CPDrA+ScePqnA+iB7759RymZ58v/igSIp0RNkeffefDxwwUI4rRCE7z9nxxNfn18R1krd28Ch3vjeJhRUfI1UNfEcsishwfmxbhc32FpwKaEfQPcTRQRzqkwVuHN/Im0JPRPU3Nsvv6YpTrRlI6IGPNposaIDYolZZxPxBzQGlFNWFD0VBmycJCRGbgsGWJBJqO2QHgwof4UnYJGV8QglhOhCmN5QiRT1PdwkQBJiHokaOODDwHTDOsFqqBy7zpXFiqZxRZsTf9/0v6sWXLlyPMEf2pmAHw5W9yFZJKVWV1VMjIiLTIyL/P9v8W89PRIdWcmmXm3iDiLu2MxU+0HNQNwgsy8cdkg40YcPw7AFjVd/rphL0esF0xcpuQwIjET+w4kMmY3gPvs4GsqDpgu5tIpXkffh25g0I6c3rjEgvUwLdB96ug/HchxZkk3uFzhY2YcYXk9MGskh0LORvl48EZz5i7eLBmzQoiZJB58llMg3BVv+F4i8hqJ5YWoV3KXCEPCtPc+ADqjLyMSzZsXZyHMwbPOBvV1qVmgMUVCCLWEiJJvI5ozMQcCHd5naSRXi196X4e0GHExliAs4g1kl1JLRmXxtUyeraslEBbjeJ0hBPSh/KYAThMhdwdExPt6qBDzZ5gXJHtfJ2t9sCJY7JBiDEWxLKgFYoCUwMJCKT9BWQij6zZFDJNAGnqcKQ9Vtl5Bije+l0DhimlAJyXQkRYhloLFjB4LIUFiIJrL6KIHlnJ2ARUvoBmVETMoY8IkYp3XR+/ljAikOAIZnTrKFL0HBwdKvqFkb1Wl4tHzOlNkZEkTwdxu0hxhTKhMlPgZ8oJcxgrGDC5PyxtGJJRQgwIm1xmK60WxOmMSA6IdOQ8s9HQ2EMMBYiSEguhAKN9Uff9HkA6JR0QH4vV7iEo5+J4jj2CFOL0iqgwt2KWM1YafMSl0o5eeywUWCmVa0Ll4o2OuUIrrHDljS4fEjnho0d6Tg0dLICSj64/+7CXA1wLDixH/N89ylHPAEsTvle7O+MCFO2Zmu2PRE3o7YuN3HH/qOZeB6SFx+0NPiD1dGrAXuH8W8lGYfi9ECxwuCVNjCZ/dcf9dIiyJh//fRLpMnA4BTQNP4Z4sEbm/IsMIc4KSEBmR9Ob9tMKZ0RJZjtwOkfg0QxZk+sChh4ez0c098votIRg/PNzoeqW/fkMIHeGYSV1mGmfss3D7ZSa/Krqc0HDH5fOPjK8jn8Mjr398ZJg/0f/5M+ot5EiTcvday1zqickKL/LPiCaG6xGTQL50GMYv5eJOstsnxGbC2YhH46BvhKvC4Q7r78iHK3OYCdeF4ZcF7QfKccBuA+Vfv0PnA2U8o8lYBkUX4+5qZDPiRyN1kdvDEbFMtNmddGUiaCFNruMfwycEIR0DMkReup7XGLi7zBw/F2aEBaPMgW5OqCTeQiRNB54+3zH3Mz9985EUD5yGnl4KD3bDsrKMqeHVX3mJ24Liuii1UbxfrR9h1VUFWsnRFbyRHfyyKvjQMtFDK49TI5G9B8Rm+67GdbMpKwCy4ZmBrVZIdjtCqLZatWlapkPVndfpawPK3cpfe140Y18cWGu2hom63aWKLj7WEAJhKcQ4VxtRqg1RexNWfETz7LxNt+wEq+U/vUyJa/VaA5msViEwbdhStXmbbt4sjma64TYyrV9gsxloWMQO8fgygli1+SnqMxsouLdj6rN0e6cPpQX51ZKD1fZrwWpbMN3XXg6urlBUA8YwrLQoarfjPKiizqn2JLHiWJCG6lzoKyanjkWE2PpwVnyEXCGnOtcWFV4pxaTD6NxRhNaCBJWmSqj/pu4RtP5C0gJCaevEiskgueJtS8UYjgQL7lTAS0auEKlKtZfNM1tE0LggHYh5oAxWXF8gky83ggSMzm35zhfSfRGBELb+Ax6PJ6gE71EhQgyD289hREPGLGAWadlBPtV9wFyt3S9GDBut+eqFWjqr9unA+2CKBhyodicFYfE5huokKskzCKUFZSQaT3DSDBttVsDdZKq29m9ibqyHB7frHSuT3ZlZqW87dzv8cMVjaJ+tjLA+voHZut7bDo/sXuEnRioY4CXvt2hGaP1G1k/UaQ3clhfWYdQ+nxs21g5sw4J3M68+O9e1S3NGrgMLKy/cXIyOO7Qela15NLXsvmnjPa0Ebdm+Z7hTrPKyRiWV0NukKou33R7YOofKUNnvwLr4jbPLfqXaXuzWTtpMKk3Jyt7aqeNdX5K6j9sub1jIFz7I//D6v9kTor5sx8S3ciq7ia1MaHfJRnS+qLISykqPmwRZ37Y2gtsz8P2zrLGolXS3e78Y9UacjYCEsBJ3FXAV7HX8ryrfoh6NC4Q6aBVvXI2q1/a1mvnQvO9aGZRtJNZqt1dvw5ez2s27HfLdBOqE3jn8eXc293oN9Xz8ldhbFZa/XqAv6ez9e9oa7lIfV2JtaaX75+zu/5prPevrmBpFb4J3rzv4iWm9DWo2QBOWa/23sD19Vdaa6iVsPR909zyv6eaNffYnamWrvg7rhrybQX1WYHUyrI6AOr7m3W7ZDFWp2xYg4yA6eFrtjuHUtZcalbmujexqZ7YmT6vort9bZYGweodX516bW3OQ1IbPTvG7TVnDA+saeA1nGkOvwL0/s2V9tHm1P7XGmm1r5t9qa7V90t4p0iJiWupZruu3Nb32y9MnfYxfT3ybF7gRbWzMB1nXpb57Hd+W/bDR7Y4LVwVgTQusPTQMoTVnWtMaxd7vs33x857G9vS/OjLb2tR9bMC7lapENCHv39XmWCsuoEO1+w0jWPCeDlLcKRWKR1RGW/VxU0GXUJ1VxuoQqIaFALFGmzSj571qUrl9dWBsmTbt+Y1vlvUu/3s7f1U0r+si4M6M3bfQypNCW7uqJFXF8a9k+runUyO735Hq7ijuFamvvwQYSiYhhBQIvdDNhVBm4iER5UQ+KmUoHG4jOn3GYsKOR4pc0DCS0oEHOTHbguiNUmDK1Wl3mWta+JFgQn8ZiVK4LYE3jPucSJKYx8yUF17lShlmYhaiRkpeWMxYDoYOMObI68dE/y2cn0YWFeY5oZpRzSSLHJaBwBGze1QKnE/uMBtG6IyQsveUCEeURHi9EZaMyIDFxOV0Zjod+XyZeL1ODAEOUujLjfMtE+ORpX8gjYn+2YHN15jIJTJOA8iCdAuhmznGTIxG/ia70fGvoFNgHgJjDORfjHAxRgksElg+Gvq5oP2E3htxUE6dcplOzJcTXUrcnQfm+Znx8hMWhWBnNHYsD2ckB1gqt40gvTDcB0KMlPGA3IxuyHSxcAiFIJnb0jHOHUUKOWTGq3F7G9BzJJ+ErgsMp0ghMVrHaRG+WSaiFfQlwfz1ji93i7eMKG/YWLrE0gcPkY2CLT0ydx59VZph500PU44eTZq1Gia43iMJVLCbN8mzmpIt6un3sThPKFLT15MbCKEcCeplBZxleQ1zs4BIX3mtP2+x7MD1WB2IudYyb+n5YQZJFDxYoNMava/u5J3NG+LOy4KoYlMgxEAxb0osOaIlcJgzYcrkAfIJbJyxV4+ULbdIEaOkSLGEjhHN1RkqUnsOuJ4iwSjRMzK0r1x5wsFGRgKvxO4MnRuWVnrvfTCbZ2goUKpjIECo5Si0RslK8EhB18GUJS/Y4tF+Lm3cOC4sKIUUz4Q4ELPRmdd5R7yBZTFFrHj2lDlYBuI8tEBaMsRAqUDWb+FwFhIWAxojmBEuI6JXKEfAa7tbqFxfIoHifS08qoWAkAIoXvOeooTZg22sq/QXPfPRNO1EvXoZUdFa3s/LNogGpEAwpQSXbQQIFh1ksIBpT9EekYVgI0bGZEYtUPIBCxHtgzvjqRkRwXt15azeb0nPiHWgE5YNnZ28gyhBCmozxa4YCdMOywGWgEVF7QLLQphHkA7rT1UQeTaF4L0ULN7wutOdn+cajRpq6YysiUwgSEKkc3qJBnhzcmPGuABHkCMQCYv3eSKoByDEkztOwoKQ17KFVpviqXoUe8g9YYk0Sa0lo+ZlWjytp0YNqkKJXiotNT2qGtmiEIQYa9mO3yJQFeSXQlgU+UOCoyCnQjwpx8vEMN14sQOTgi4ddjsRx8Th2iN9pJw6RCJBEkmUYcpID8tBCBpIlwGzTOAZE6McjhADaZoY3gyWAWJiSAc0JqZuJIv3AlwblsrsaxGgWGAJiSWCDAWJiWgHUl8Y0kwqATgjUrgc3rxB9dwTpedhuBC64g3HgcutMF8N1SMWBi5jZNLCeJeYzyfklxfCa6acIEfhmAuncaaEhMaBwsKFz0SNBJ0xOnJ5IGO8xStmM4flRrDMfOiIAfppJmrBuieQIyUuZAosM3HMnt2WlHJL5NsJ0wG1WnIvGSEXhmUiZvdnySAs54FAJNATrBC0EESRxbMWYsiIGCk9QN9RDpE5gX4u8GzoENDOM8yCOvC65EAqHcN8Ij8Urt/eGDrhfFK6ohwvC1qMkuNaouYrWRs1MgVoQXCbzrg6Ilbb+4vqCyKbjb4a2LuofNPtDLwb1t5ekvWtQs24q/jL3t5sZYO/GLzrKWsw1c4mrO9Ye0LsQQFxe86H7MaCic/HA0oFCYYGz75y8K3OUdwWtmajqAcqeURwzUijgXYNlMPxoTU6uM65KuatZvoamFVftVVQau6SGoncZvMOK7F1ndraGV/Mmxpc25p8r2tLDfFqZt/ejnE7w9bPN8DmN8Ah2zj/qgB9w2Cyo+nmOo/rCM1+r/ZjM3HMA6ossPFjjNB6Bla3sawr1Zwpqa5EXfiaweYN1luZK/9GkN0erWPFQfddxPn6H5Fqjrn2pNVZ0fqsrrGn7e96HoK03au2rxRaOR+15PRimVBLo0ciUbwJtUQvwdPk2Nq/Yd1tt1dFHHAOEoHOAyfr2ReJGHmdhgW3V9c+r42u6njXvwlVfy51aXzfzMz1j9WhuDUxd9dSfcmKefoYWlC4mNDiIX2nKt6zbsRvNFDfUVvlX++wyB0V7zOqkB0OIyt/qQ/aDWOz299VEKhB3Q0Ls8qL/Ny27IV25xeGe8NUBdYG6u3Z9eC3BtUtz8W+XJfGYtfKKntMpT1vz82rYxSrZeIqPVbMl50TomgrY1WzmhpRt+BLabza2hP3A6rT3a/ptqDN0bQF3+/3ZC8B5K8+Wfn+/pa/uv4G/VT5tfGLLzCSX7n+fifEDmFuhOL8wCi2h//XX2wEgFaUK6zribihaPUZ+0VYn1WBsTbD9UA3ntjeZTtGr+tD1kVZz289sG5ANu/PtqHN+ybO0d452Q2PsNUmyCk+j6JQrEbGNS99Td53CUBoQrauRyNCaYp47QGxpszV+9bL2l9Ss3Fsdc5rq0DTvvSOGNm8d+0Z69fs3c8OIMNWm94q3duW1bcqV/7sFlOxvrZ+cXPAtpf9OnWauGGHvBPvrDXtxCPEVwG2CkZqkkLAC2LUJpVramTBmHDm3dd16euYW7aF94Bo5ZGEcz34rcRTBbcdOsSsw3ADcF+/s9a48e9TSw00476Cyq13iiuCBbHbpoQCIgc8iwJgdsVi7UHi91hwZ0nzXloJFeQe2c6nbAqMedM/Y65EdgDi2u1Q1oY6vrdCAtmaWWKTr0Xw8hWOtrUGVLXZ09o8rDFQ3dbaZEtVbb9bS0X5flldS2v0oqHeN/u4qXQn1H3GBfpG8IhUT3N5LzB+nfZCde5Zdfq27AUvUrKer5qV0ATzao/UX9MESFO4TKi9HOvYjdX4rssTWkZVJcXmqNjF3WyCRct22to7gqxj1rq2LQPJs7rEm6UGsOQZYdIaiy9OJ0vCAa5S3Mkqnv0iMSIh0BJEPNPUKk3GutctI6TxiuoMrhEy4kMjVPrVgAOOGmtJkrlminmK/Ap2qCEa3FCpa7o6cTR4tsOaydP4s6f3aqtdGf18aJU7rW8Otd+GFmo6flXftc1TCBadHmtwwupCqhvnmXJ/O43xP70CDL8LxBT4PEamCaZ0poTIYxz5x/AzrxSu10K4ddxuj4QjhP4jb8cj8/mf0OtI+fzKzQT98C1BA8c8kYHXfCZ0xoc/fKYrxj//i2Fjx1Ke6DCO88DQB+667BHv4wd0EmzM5MUjV5MoU4JfohCnwj+VGdOE2jdctGdc7ojLhf4ys1jgz8EgZu7uRjQq1nUgRrwpMgJP31PigemnN5bbTLpPpFPH7bnjckukWAjdlcKFPr1xvHacL48cu477w0CJMKbMeVGeTpk5KT8/vyBm/P7O+dbtBQKFrnymi8p9/4GlG7jwR8oxcdYbxykzhZ48BKR8hPJn8vGVm7xxfCr802Ph2HV8HHqKFMLlxDAGHl5ufD6P/PLfT/QG/3jtIQrx8Q0x40NfCBluk5Bn4ac0oV0kyAPS9fx8XKBXvnsZeLgdWM4Lt8PEbU7cbgnhxrF/ps8Dw6czY0g8pwP0mf6+I6WO3D2Qj4HLRdHl14js/WW6oCi34A23zTxwIphHEesCsxbEOiKdR6rHGyUkJhvIqoRSzfpwJIhxDtldswc/PaWW2XD5YJRqXFo+uQEvbgjT1zOv3ow3JHd8CgfggNiClYmikUUfiKb0dzfPKhgEiEhJSBH4ZUGkMAzV8NCbl/QIzrdKf4/F3vtTJGPKE3rNDDnTdQsxHuhlICyFsszkUVnelGUcmcYLyzxzvb2yiHKJRskzOdzQuKB6ATNkOhIIZGYHcl+rdlg8CrOzV4IomgNZn9yhYRMWDI2ehSDJdS01B4wlOcBgnzOFyCgBCUIXFs/Ju01uwKTs/DSfQRPcEjYqdOoliDS5wVoNYM9gU2SAGIL3J+g8Ij3fDogEYoxELdBdnfF9TMhvkKUAGgcHs68LLAp6I4Q3IkeEg5fkCkJZwG6Qa4PfmAsxZ9BEsd57WcTout0pgHSYPGAI1wqkmNcaIsSTy6eWgBlmF7I5ISWgKZJ76vcLWWG5QSARxUtaABgLxV6rnpQQYu2TJKAjpsZs2eVPvLkNo3egPUVxfXVRkIjWaNXUzdAFitzI+Urk4BmCS8RG8eyNLrv8izU4pTbTDIfBx1ISZoGlnFx3jKkG7U3VLgmoBoLc6GoQjtJDzoQ8QZyhX5Dcw3jEpCf3EOaZoLda0gssFuyQPZD6GpEiKDcwpSwVfOx7JAnjcMRiIuWRvmRffCtYDe6xDFq8v5V0EyRBQ4doR8j3eFmpCTNjefHghZALXytSQ1BO92/OI44n8hAJ8cIiC1kGSveIlAcOb/dob1z/MHmfljFz7Y3XH4zcKfOxEK3QfzuRUuD7jwNJhCFUgPKSMC3I55mAcPiHjvCHwDh1qAqnw2e6buEqAzP39I/QhZFb6Jjkib4L9P0rS5koy41QEv0/D3SxcOpGurnwQ7lysJFvkxC6QNEOJSIfXijS8zrdIWPk9nJjToUflgM3EY73V9LwmevbK9M0cy0/M18v5Ji5Pg7kZSJ/vtEV4zkr3ZNw/MdCmQvx54IFuJwXVI359Q1E6Q5vdLLwzTQRzPjh7ZFZel5PHaErXFOghMzzW89lTsTzlfjfJ/TuQClnVKAkowyZcnijzz2n8QRLxnIhmHEcBM6K/O6jV6vRMyUaP4cbqPJPL5GDRGzo0AgvwxtLzKTnxAcNPDBwerojW0/RRLrLxLsLR5k5i6HLzFt4ZrIZ+ZQoGM+8MgQldYNHbo9nj0T+DdcKzLUAtxVQchsv7CAJvzbl2d5F9nmG/gr2muF9HmrkuAmEVDnvvoGwA2ChBSm1TOk6Ohro+y5DoNodVu1Q2cYvUkugulFDa3TfXOsqWnX56A7eOn4JpfKd+pYQva59s8rWmDKp82LT41tw5mocVV7e/q497tZAodZn0GQXw1ktJPXnWlPU6zpU94Hbg+ZruG4Hgpe1gYYt6T7oUewLzKJlubRgRX9/y8BeQdK1uWDNfpFmULg9L2smw9ddbrO4nR+aXRnasJsN1uGwXqMz72PkjgXHIoIutF552mgLiBU8sra+VfZ4oyIh4HvcAgRNW8S9euCANtwvoJJ853Xe2blSxyFuc1kA7TwrPbvO5tkIIKFWG6glb8he7okwIczrmTDzMsGtEoloRvKMhETRBSsRU88mjBIokihVH4xqte+Eo3hRCyLusPf9PrhDn3mTYyKoHDwLoe21ecamn4oek4yEGTMPfKDa9VqxKt8wx2A8y0HrWmrF3AQL1SYHz3xgoytpJaoqrYp6jyKjBguG0fEohpV/NEzhN1qn7EvCs8fh2t+y0U87O00/3LO89/f8bRzQGuZIw0O37IIW+A1Wq5nVkuRWEyWlDqBNsL1DtTqQqj5X8V1dA2/r3/p+ZawNt0F5LfB0jUSsuBrs+GX9bnWetZtbbwfHQY3W71S/4HOg67hbQOqGd+/dBW1QuvGUjcOxOUHZAqcblrdb8vfYka6fbJOvS/Ruz+2L+/1zX1ZbvyNsou3Xrr/TCbEx5QYQNzpocgJ2C7C7z0Go5t2uz2mSupLdPuK+vsR/3tPwSsd1EY1NyGHOoNpDwrY04a+HVP+qoBjv08W0AWmtFFKtmyJm65w3AQfUxoRqzTvrDg7H0fwdsdUKq3Nt7wbbAiJ8Ci5HdvTRFmNtkEpjanXdQgXCGj3I9qB3vMB2f/aP33lMzWSNbF4B3x0far6e9VU7WlgPhBlr5PU6gN2h/Y+uxhyqwtWcrPtSQE0gtujqdQ2l3dAA7bRNVhRvppwwujralgHRFLQG6jcPqKf6ryBrZRoizUkRMXq/b426typoUt2iadsXwu7zXTS9ATbXMdU6uVWp8NVsHm2rHnPzOsO12XPL5lmJMeTd3lbEZ0+1lnffl5XxbdTQaiW2kIlaUooZo7iRLDU6vZ7DrTHOPkWrRbjga0LVnFYaZn2Or1nAm59tUS9tn52uMptQTCD9+k5PE91H0zcl/m8R2X9wVS+lBX9kaxq9yoqVfTd6CqvofZdFgfM4WYm/phK2H4GmoFrdA6tRF+BGirVz2K59jlstY+TfcpB/nzShzQFQD2g7R0at+R2t3uUGv+vENTURISpVMahMVBWLnq1jUnlgMdba0dSIHPCyTVT2UYU2ssnwlvJnTTGrUQburHUmuGWKaQ2WfC9sra3H3lsrXgt7v5dKi/Txn1tt2dVdURUYqwqgj9ujTsyaWlUJQjYnR6NtP0vxV1na37okQLwX0hCYfoy8FniJA3OEp27hQ3jFckCngM2ReTmS+kySK2N35nr+hrJ8Ypl/JKcDdj4T1EjLhJVAng/ErjA8PBOy8Wk8sLxGVHuiCH0UDgsc7o2YhOd8ZNSELW9QbkitJb0swtscOGflG1NmS9zsxE2PLPoIOSDjQAE+J0god3GGHqZTxKwjvQWvlf50xuRMeb2SXwp2HpA+MZfE7RoJNROksxtduNDlB4bXI4dDz4EDMS4snQNhxz4jMaO3Cylk7g8zVgLz6wOoEvVGioXh+Z7YDVx5RPsTQ/6BUDJFEjkl0B8RfqZ0M3NcOJxGHg83Snfk0t8h00BkIS1weDFin7l+12FF6JdEDIqdR4IoJyvIDOPPES3CZZmYJXCWMykJ195YeuXBBpg6yqkwp8I8R+aL0A+F4TByysLDeOBz6Pi5OxCs0D9ASD06PFICXO5u6KK/Smfb5RGGnhHhKeARbzwasjek1lLIZqTWzFIKFhYUWEgUc+ebaPSyKlIYQnaH+tEj0+fgdZ9tVsTUgzwMXIZ0q9PQy3lm1KI7DFxLw43pA63Wm2ki56OnEhxunrWRojs0tII2FwdgY1RP7CqLRwTGVPWAiMQeixPEwqIZmzNJhA4IUyLFHikFzRm1QrHCsszc8sySr8zLJxZgTolSMiUsYBPom+tY+QgW3aFHwbJU37rXLE7mRrTZmVJOXqpHprXHRQhKiFv0J6JIV2BW7KqYBPLBDdEkHgwh8xWsYF3AQsA0IuZNoDFP5V/tJ9vxOlWvQ69upEnIECd3MM4nr3kfE8IMaYZsyJu9l0e/zuHQWlrRlgyTQlowmUAg0EF0+qCATUIxvISUKql4WQYVz37x3hAgQwVc7OTO62UEqrMFQUJfaaPKqFIgGJKjA/gpUGKV7aKUAmWu/Di4nVAr42M24Q6IAcEbr7qy4yUHJ/W+KIlrlWBOj6bR6wPX6NSC6wMhFkKX0bJQykwgAepJDotAMdYSnw29U7xJZ6p6oThAY0vvIrKrskmuwOKBMQahlegUMDqsZMyy93GIV8j3yHKPdgmN4lkpXBALBPNSmpo821XsWKOePTu4ZAd/ogxIjOTuQJFENCWa1PKwXh5SzShN7iYj9MX7R0hB6BE9QPF+AKhSWvAXeadT/RqlGYfDjU4WtIvk1CHpSgkTuQxkDsjlQJoPTKcrywOMi8HJuI6FlxdjPiiXWDiS+fY801vk7toRQyCdXF+VKUA24rj4OfzTAfpEeY7kBbq7K8fuSh5/B/nA+TRx6Ofah6cjdYWYRkqesDzCy0D81NP3yuneoCy86EQJmW/DK4QO1TsgEk4jJso0fgO54zrOTEH5pD1vEnk6PHPoX7kuE1MpzOUNna8sYUCPB5Y8kW8zcYTbm3CKSi9e+ia8KSUJ86CUnJmuE4HCndzoJXM/Z6QE/pwHLnJABoO+1Oq0hXGK2FtHf1zo7jJK59kPgAajDIXlYSJeIumSsGLk4gE/XQrQz5S7C6IR+fQtqvDCFSkFXhJdCWTt0QSjPHOLV/q3I6e55/h45ng+scwH8tyjwzOlf6PXzKHAGDJXvZJNCdeIFrjNE3RQHmrPnOXowU6/6ao0sbOjNltuR5st8tF2972LBGz2ZwWLxfmLCI5NCaz97yqt24rBhB1QpKs++x4F+nJeuv1texvv/VlrdtverrGGjzTzrH3e3kvT8aXiGY4jOCZfo7PNmsHhILIZVprdvNnqTQ6uJViNqpNUEHv93WaBub3ZIsw3nGYbne1sp20P343ewm4lvoyT3vZ4i+JuXpayAp0r7lH32pozw1p/jnfAzldc1b7FgcsG0koFgt2iclm7Bp1SMyVwHdyHMnlcXzUUlWq72Bc0JC17ve1mtVWpJaOrUelYmCJEt9HWgMeMtL5+ohUjqOdgzQJqa+3G4Rbg6hkIzdy20uxS1zOD1YzFdT2hiJcwCzp77y/zHoLGQqBiMcEoSV3OC4Qq60XEMyxFsOTuBKlNtMU82ENFakBrqvpr1XlrVJ5IJJDq2mVslwmFsO5Xm5M0gxgPmPRm8K0slVfwcGdmxUNqdP8WlOtrJ9YCQF1fdNzHfL9pgIDx1+Dn19Dbf0KfjSch25ndJtsm+cXZa5+3X1Qbu2UuNAft/hU7e9/RFl3t/qaL7tnq+m5YeWs7wa1igX05qndOS9kSCNbPq1OsTW99d8vAwddem3OuPU7x4OXKB63pdmBfOiEa0Ls6dfY8dz/B9veXPN7e/d52UmG7mgD5G44Ce7/q62TfCa51Ybb9amvWnETbK77q+judEHu2LuueW8OTDFpJnvdza/e0xjk79dKsgspsEwv15jrn0DDhRsAVj65O4fXj5vTf+YaqkNoJm/UQ+ODF8kp4htTIgmokUxdUpNbZqwKmAa+71aDWM1Sac63VCGsHALQeMtVW83GXurc/i229gu3w2pY50c693xuCrU4BX68d+e1pdVV83u9J6/2w1vtdFYH3e7zO2WwFLetXfH3q79o6+lr7fBuEXKf5K9dSx1VJ1DItW8Ajjr1ZFbuaeA0w9qZFrhi4wjNV4mj0dsAzIaoyog7ii9QIAk4+Rm1rY6zGkFCdGoKREFJlKjfMkgMi1CiwNS/OoBp0zZEhodasq5kBnqZo23eqkLL1oFcHyLp3qZZZMWBTuLy3SROEgeaxdQbh75S1EVPr13Cra16ZYo2kWJtRS3W8rGlwM14iI4INfpb3/gKBlvFATVuVd03Bt3Wx6vDBGiRdxyaKx9C0UkhlY/Y48GXSnEVV6DYxpVOls3p2f6tdoVWhLpXWY5ONsinewi6SqXGASk8iVdcybwBdzwXIyk+oGUXSzuz67lXKebCluZLlYEk92jVySBAISqs9uvZ1yALBsK4qOdU56/dWmlaQWRzfCK2uZt3vOm/VUKeTPfpCBVEX4K0cXeOLnilTHbZNL1nP+S6NcaWP6qCtNV9Vszdqqn+8PmytE1trxW4y2dfaMz22nhmhGjOUFkHShHvj2dv++nnZ0h6hZoXUbdRKP6uKs+oFAW9NWWmrMjOrdVfli4iKXyU1hGfpMElcbGDRwAPebNh447OMLPOBlHtG9aj/URVG41yeeRozZboxcSOXwHUygka6+Z4BI4n35AjTB8Tg7lwoQbnYBEH55pvC/WC8HiJjDMSXhcMCelqw04IcAqEPTLNxmZV8Ssg/HigpsryNzJ0yPUAa3zjPI5FISGdCCqQ0op0yPYyYLsRfPpOycb59QMqCfW/M33QcTeheFMJIuTcehshDCoR4RKyj9MLrh5GyjMj8TD51nD4ciTpxmS+wKN+/ASUw5oipcMwLEYjpOwzjdk1MUblNwqyBPkAXlO48kns43s6kaSC8GXI14nhB3l6ZuwNvw5nDeM99/h45zvD0Qncwnp4zqpH/aQMhL6QfRgJwyb8jaeLuuHCkEMqFeZrJ8hOaIh+miW4upPvf8/bUM12P6MeBdHfj9Kdn0q3Qvd3BMrGM/8wiTyxxIH7K2L/cKMeJ6U8OCvfXBVt+G811RjUcMyoQyoxYJpVI1MRkPUuLxtQMY3EAWt2glR7SUVDzOhpBHGQSMSgXt8nUTexcs48CglgPoQPtiKYENbRXSjRsyYSyVJd+8nT5JGgRskYsGV0/EoJ63wARkiZXB2YHNXTwvjUpuiO3L95/YgmBQmAIIzEqXTSCGHkJ5Cx00eg7ZZ4WLuVWM7iUkmBOxiwTN53ITNz6Gzkbeo0ohbmf6zo9gkK8KORCv3gwyrK4zhhkxmQhdYrEUMVaga5Hk/cx0cUbA5chEs3obMJKolzvoMyILFhIdAyg0ctSUSgyuhYwO2dC8EoJfe0b0EUkCraM2Lw44J/AgmeeyDEQTsCckNuJokaZJ/fvH70n2iQP3qjaBr66Rj8ARtQbVdBg5vXwSaAlYpbRMqOyoKnHzj0hRfqugzGyTN6YOBRc1sUFQscS7hET+nIBE3KKqCVv/g4QspfHOt8j1kEnhDgRzMviqLna5yBNghIJEpFcM2sShMHBjJJ7wMsHBTxiElqgEURz8KfkMyWY9wUKBY0eQRm8BS/F3lBu5Fy8VGuJhHKPBShxcjqqWWQWBw/yWNywRQsWAqWcXEc/jgBE83J00kVEIC8L6OR1rot6ZGnwni2WemSCsLjeKnRoHigiXnKrqoF2Bxqcriggr+48DkvVM4cBMCT3Lv9qYnBAkZCJMRNYKIiXxIgTEmeCHBGOmB7QYjAbYbwBSgnuWLHOA2UkOFhZQktl+fVLNHD/y4mhKPN/7fwc/fItcXQAXNIb4Twg9x19eUM+vTCfPjA+PkF65lx+JPaR3A0cQ+Dh/kw3BuLHCNFYPlwhF/jkWUF6PEAI2Dijy8xzPDLFiB56Dh1EEpKFax+5dT3TaMwTyJDohg69nShv36LM6OONpeu5HU6E+UD6eMAGY/q9IVFYPiuhF+TwHV06cCQSRFnevGn049HoeyG9fYByx3zXcz2+El4unC5vdMeZ/jTydlBeD4kwKuGtIB9m3pIHFYVxqTZn71mSNmIU5mtBBW7yRIwdh+/uoevopjfC9UbUkZAy+XiH9gNRC9HgppnJRoYx04+FULwMXpczhzhCJ5TzgTJmxl9G7DoTDu6sXT6+YBl+p7NjOzlxIyLpBRsWukNGu8R1OLHYkXzrmT5BkGeEhWuYeQ4zh0PHw+mOVDI5T5hlDjZitwP2ywOBwG2samk3/wa+VmmOiiNoM0Crqhic9631wFeglVX/beaDrbZRtQ1r0+S1/0JoGc/VfmOL/AZWuwCJ1YatQWAraGDrvWtwJaniJU0vr3qwhYqb7M/cLru4OkLEanS/1Z4YLfifiuNowwG8NNAKiEizab3HGw1Mhi1QrenkVU/X9jctQ9/tjFadYXVG1OA0eQd4OA6xgo5rWYaw+n5odmMDxA13tMIagLbZeG1fZVvjFReoG7Gzdbc5VcAKl9mORv2G5kr1GRJS3T/q+6l2pMsm1Wb/Vn4KFLyXjakHaRBitW2cJtxZLHinsIBwdsxgrXzt62nSKGOu1FD7Q0ac9jACZQOGa28Dj0RTPPDSx2+lnZ28vgKjNnMWL+FHwEoGSi07Wc9Ks75MG6xT7a+5HsNUMwFBLBCtRwyiOkAvdkEkYtYjIsTqCHWdAYINIJEgJ4SINazBFiBvWFs737XPhBcanYDqzDAPyjOzFuZX4TbHk7xEn09c1+weL1XmPT1jpf26flJW0vM6lLHS8+LkFStd64lmgEul4WZv/xbNzQcklVb2eKKtcMfmIa38oZ6T9u31Ltn/1HhNe8iGlxgtWEl2Y272eptWzeZtOGOADXjejX0HmWnLxG7rL+/7n2x8cpsi7z6yuv7V3m9TaLyDOgYrK264PlMy2+P8+w3DaZ9g7Tm2TqMFsbflYreP28BkfY+0/7pX5906//XO7zP36n2yz2H5Uufa750Lsc3J0NZ+45TAminya9ffXY7JKlEFk3XILbFhdQasIq4OvEXlV2G8ZopYY/Ztk+OOWFgdRBtBV2EW/d+GbLimbMvybrx7Qt7/tgFizXMeQv1oE86tJNHmtaUyH9nmXR/VCMt7QsAWBe6G7Rq4azXG31gzQ+TdRm/DWzMpV8lGk0LrKsvu1ua3WddsT7NfHDZZEdr6rLU8UJvXOrN3a+aNc3ZjE9ZqQ1Zz0FZPYQVebU/wv3plWtofFrw+JPVwCZWJZNa9NHPwODZGGOsfb5a8eTJ3zZJbmqBUTlY9/yaHuq6tb4OD7tup8xRAsVTvWzCWGnnX78ZWo/4RvPGQ96yQdWOiC5N145R92ovznVS/2xxWWxaGN29uEeXKGllS75EaYe6eWau/l5WJewS7InahOTLawTRatAZ+NhxSqt9ppZN6sEMVFM6IZQW8myJS/yWprl+u468uwhrpvkb+bUhxVWY9+kBF1632zBMXCu4g2qXsN6EMm4D5rREA9bz4VsjWh8f85yrf61ja3lXh0ARFrS3Xesy0XVrvsz073x3LVtanGjEt7XRLq9N3Ak1qSufq+DA8krIeAU/Wqd7/LW/RnahWc4iSQpDVCUHxs63F+WoI5uWTQnUyqpcfEnHHsO0U69jWKPqznN3vFKBVONR1KsWzHzSjxaOwvRmcG6POlzfh72vXRHQT/v4fq25Ov38XYbDyCMCM1ddNy3yr/Llm5VmxajDtxlt5YjsjjQ21x1YJ89Xe/3YZ8CaREjpGBrJFHrXnREZt5E0+Ics9YT5iCnOEYkaejON85XR9paBEy8wM5AWCRob5CFI49BOKMC93GMLpeEHjwmQLFjIPjxOPB+OSDsySiJdCZ4IeCtYXuBfsBMtH43JVZOjpTwOMil5mclTyGSxcObxNROuxFAlJiHHGUiEfZ4rNHMMbqHKYX0lAfgykPjH8uxHeFEkLeswc+54PoYfQY3LipZ+4Dld4Weh+niine4bv7ogKt3GkfzOefulYJuHjzQ3AU8ykEAnhASQwzTdGUaZRPPpyMFIy4nEm3il38Y5zPDKNgVkDsrwg1yO5H7jYEZnveNBHpL/CH16JCveXzMUC/06HqPLwOhM1cIkPDPHAh/Mrxzhj+sZSMs/yTInK/bxwVwqX3z9xfRKWfx6w10h8utF9dyH81BE/HpH5Sr79RBYhyx/hmrEfZ+xRWe699FMaSytH/VWXANH8PDuAbYgtSMmEHIklYiFRQk+wGdEFiiI1Sjwkg86dECUXdLwQECxW+aZXV6VDjwnkkLEgRDsh5uWARCKplhTUoGhSJE+ILgQZCKQamQ9Za1O4YMRhrunzni0Xc0KKQnYl37qAhlBT5YWkBdSYk5uHMcx0QYkSCUGYc6BMQj56uaglZ0+SDIYEpYiQO2FiYbbMIjNTmlE1dBI0KPm0eHQ+d95n4HZFJNMtBgV08TrZgteDlxggbY0WLfbegDzfsDKhwRwwNyPagmpkGY9gAZELSCLSIerAuZHRlDDxcnKqAXqQaFjv4X4Sa2+NaYK5oL21hEMECAPEAZeXY4fZTFlGV18SWOhY5B5iIuhhE35fyeGcjgTTA2jEwgGLhmrErGA2YTqhKWBpIMRASAld3FQP5vp5MCXEjIWOEk5EVTr97FQd71A8Et0wNMwerNsPiByIrYFznhAKpkbJVh0EEaEjSO/l+GYBFBlqFoF2Dn7ECi5p603k/6tFBin56GpV545xCV6OSMzLdmIjxoWSE7okpPRIGaCbKDISmh4fCgQHjsjZdYLiMl51gE7h4epOmexOZ5LLWp0ymjNSanlNyS4vg/fbAUGqwyVIxKw2OlUhFsE8uQQ1ZdECJRCXrmaTeBwioas6ysEdJDZDqSVCxHtjCB4Jn4mE3iP/JQ5IiOjYU64Q8kQYL943oA8+xnTv+yFO0yVOvAdE/xPepnB8PnCcjY9/il5S8vlEfO6Qb3+GuyvhNBGPE8OnG93blefjB17Pd0R94XD9jKWBMQb6vud0Ojj49ZOXucj3E8yZIBNCQPt7CJGyXChL4XIcuKUAXWLo4UEjQxCmFFmSUEpBR6Uj+v7eDujzGT19Rp9eKbFj7gbSInSvR0wzc39DRJg/KWEUhqdH0nCgt4VEJt0KqSjns9EdYLneUSyQDwtTVI7jheEych4y54dI7BJL1yGjIb2hd4UxeqRvml1vSpoIQRm6mUzmMhayRKbDHV0Y6L85EYbA8GclTTNdfCUysQyREiNyNZigaGHWmWGeOd9mejMGzEv3pAVLCTscmWdjfl6wW0aOTkP5ekUUnmzxvmQhMoZIH69IuhGHjq5PTGngTY7ILVLeYOiu9N0LYxFeC/w+dZzvjxg3bnbFa+fP8NqhLwOaA9MkSCwMxxH5rQqcUx4NQHLbzhVxETwgpgU1NTxEWimXdm/DRnSzaxActK2ZA01/NsFLFct6/xr8KaHapdWisBa4lGnGuv+mhdDsQPTVYmv/3WxQ2Oy4NShuVYbDeo/f16J7q71s0cvJiHkfJgk12US9pJnJpo8HVlvBz7M189Dtqxp0Rvu5BaFivi4r6lgdNTTMIVQubat+bjUwarVP66e+LbJiFdLSB78I6lxXqgLEW0b3RhJr+wqPaNrhYVrH04Iev+5yEvKsBQ9kVef9wFrqloxZqTZy7ZNErHS/eKPe6GWZmrNGqhQrtdpA4Ohvq71ssFY+S+pSz3UOrQw1EAJihUDNAK22VstgaY3NIVYTv9FXs/trgK7VvjwtS8N21RwETN1JbVR8YwXItJalTrQemGpUZ0AimHqmXfDSiRL8O0ECFMe9JI3eAJqMSITkfZSguFPKJjAv9SREgjq2JTULwvuuLBUDredIvdqE1ECE7fLSp7bSlzsSvHJPINRzJeY6LLH2roLt/NUSTrVWlZfP0rCWZ8IKJlbLojUs5+/gbw2zfffZRpRrsHcFNd47IuQ/JvHdM/zHdjiloSU0T+0Gf9oWHGsNwGd7XwNW6p/VIdCcit7Ei7WReP3pr9elPbt+X3R9zwr0rzyw4isNo2g45+qYbcG99X+rI9S2NaDtzbZPGz5WF6k5KlY8Zcd7G79qY38XbL7n03Vs655q5WGVHyL7b61j26p5tHF/wQ/XHx1HWsXoV5Db3+2EaCxvPWxtHBXIqb+tdb23MTcQftvkSrS2rmNdwPbFuqC7g9022uVhFWIqm3OHdl8bRS3FsYJIbbmduGQ3I9ZzXtPHqgDx/+9iBFqtxTqeRj6NsW/ZAO1ttvkNqAS3Etg2rf3f21h30/ab101vDKCR4JbOxrvntwPaiHMjpy+o5Mv0pvaTc/313iAb41n7Pa+HsH5PmnOFLz7nVy8vkLAxkNoBkO3Q1NqHTQhZK2OzEli9Wu+IiNAM6FZjrwpArcqLjfUwVmOrpsY5wNqe40xA2rjW8UYc/K6RW/LFONZDXGsirvNrQGpb8c7nF1rUxEow27ispuuy1K3pNmaza769Z4qypyKb17GsigL7++r31rJHASx5RoQY2JbuSVg2IbWrpeyKn/fCaGD5tuaeReJjONT11I2ZmYE6qLytYUtFrk1PEcQGVkfSuo+7uazM+7enWAusGUjN0yb7bJoWFbzyFV8p3XnK19PSslGowgx/pp+LtnZ17ZsTcGUqBaz2nmlfbXyxbqnWzLLQXheVNUVXQXMdp9RSFdZEdotKqkpj7bvhWWyCl5arAUlFqt/K6cpq7wTPRJXq6BG0ltuSYjXNtc5ZsjttayTMUg2GnDOqnv6vuaCluDPC1EtZ6NYTojl6irU+MXWtrDm1ah+Tasx5fdsqcK2dAF9rQ4lm1Z3lTjcBdxSvPL4pHGzKkG7Kke9nXOkBqg/pt5Ea3RXSbAyvb4Sr8o1cOTLzHO4ZOXLX33E8HbiEC5dwYbEjsx04L0ocC8hCihOxEw53n7Cpx+bCJPBL9Ky8+PJSI1VfoC8cEEyMX8bC26Jc+p4Sj4ydeDZCgfMU6LqOGHvOWbggmHZcNNEFYzgH7k/KPx1f6fLk5f+TED94CY7bzbAMx18GTDo0/BemQfmpWwjxE7+fE8ccGK8wj3D4bz3H73uWZeBz7rFqwHaj8vsxYddEmU+EpeNcCrkEPi9PDEuhKzO3aPzrt4EQjH9MzhPG4s7sLrpif8wjZBgeF8JRebl2/HQRbr1wf8ikIZD6QCx39G/3nFPGxpkTC3fHz6Q0c52FogP3+TsGhZQLRQtFAhIip0lIIfB698AlKC8vB+Z5oegvmN346TXweVIvcWPP9Ek4fi/MTxPzXQc3sLuZPB9Y0j+RQsef+s90Y+A+Hcgp8fJ2oADzYfnthkU7S6XqJbV/UggZ6QoSIkk6QolQAqFbCGlxp0HxTCm9CcUU1eSlcvBospB6zIxQs6kiAyZCFz2DSOTF+UbXoSliYQA6QsmERR2ADhHL7gwMRWtGg4IpxA7rvGyGzjX9vwgajCVmJASSqjcZDicQQan186cFywvWdcQYkGUiGpQlMY6RRZJnYai3Rp01MmpCR2F5haIRK3eoZuZuAuCweMTd/HqtQWELASUn1ghXUSP2ByR1Higxe0SpmRFuM/HmJcVCyzbLIDpTyoVSZjQGJBU4NAMCMEWWGhzhTN+NYRMkL57BUqMUY/Qmxlqy964x182K1R5HRQlLxrLXytW+wDcuB6J2qEV3NqvV8kK/icN5+Ts84hUCKkcsRDh44FGYO8KcUAZUo4MF4wQlIIP3+4miSPIsA5HghRJEmHvXoYrdMAtE8cbUoepG4XZFtFDS7L2QosLgur0QCdn/uLyd0L6H1CN9xo5v7pxbJtAOyR2E5GXvQqb0PwOFmANiAeEONJAWj3Bc4lJLsboDLszf0Ocnilb5GTPSz4h5o21kweKC0SH5DKWgzG5AB8+S0ewAULhml8fZQRchO3/nANJ7MUurWYle8Yo0QigOTakKy+JlPr2N+USJo9tK8xERo5cMWeG2gC2ozBAjMRwQSZ5BgSC3AiGTYgfi5SGUjhA6ulrbWwvY7GV/pASiHl3Hj50HS3S4HpInkI4QPZu3RPlqcjMRrsdETsLznHh9FYa8EG0ma0/RD4RLQW4fiVMhypHpmig/GF05M4T/4tlLV+iuA7fPB4IW0umGxsL0Y4DSkYZHNMJbcF3uWz3TEfj+Jl5GbK6mgxaKZXIYyH3CugU9ZCxn9PON+GwcfhGmbEynO0KI3OXJnSd/EuiNBe/Lc3j4hiQ955crfZgIB89QDsxIyFx+mbkI9N0rccjE2wvdPCLxEfvwxGxv8PFCuXYMrx0lBJYgxLFw+EukTIHlg++H3HVYUsbjwFI65mdDVLgNkRIMe/mIiKHzyGLKzIDhfYpKf89JPzKEK0l7BhWC9FhIBIxhMW7a8aKJnCLjoNixYN9NxBA5dn8gmDKEN3f8pEKQQC8dEjrehg+U/g7LESuB8wIHvfHQD5z+0DFNZ8Z5QEsmjQtZIq86cumEy+EBCyMWlHCKpP92w6ZIfO6IKN2QN/38qwgONhwCGkC12VoAsZoue4vbo+5lLV1Tfy81C6Hayhsc1DLe97hIu6cCoOLZQ9AAJ9w+NS8rvB8fbM4HrRkNDto32+mvEAc3AWlRya6P+zNbhGibi7AZKlTdpKy6O6g7pBs+YuaySqjBi7u319c3M65Oim0kVa+v9qusN7l+/x4L8H21ZrC1RsortLHZiNICrtpYrN6/i1xu2SgrriHVRGh2dQuiq7ZCs+/W0ZsirWH3b7la9QmppYLW7IrsvfTE6uubzVmQWsWhZV7UDgi+l7ItshSXxxZf6/61oEz1bIb6HNkBob5eEVHPIMl1nQzHx4hhC1Q1r2rQbFDfj0avLRizYiwtGK86npSmQ+RqgwXH6MJEEM+UV8UDFUItpSQdBpTQHNm1cXfuHZ4xxYIiUhA1cvYAllBt7cjiAH4tyWNEVDq89G5wPbpQMQ318ys9ZguGZ5EpPgY1wUx3Aeo1i6RF9NesBt+TWpqp2Z5V33NUO7kNLbFiX20fjNAaUCCuM7QKEVbLPdrciPmrLvmrH+Rv3u7nc8uCWAM12Tv49hxQdnfK6qAy2XDj9eB9gbO2+7wR/e4x+iWSKbvEAqOV6miB0VAz0SrgK/UFa6/S/buckbH/pLFBaE48WHnnyoPY8T1Ysb76nXb/9uRS+f9uYisWvuPF62ru3iXrL+oVNt65G3n7RNax6Hqjrf/d/m7/3eTa+3HsFm+dy9Yrgy+I6G9ff5cTovEU/8H/FeobLbD2TaABXtI8QS5wS1s/3Qn8Btw3OVhnYfVAtTMAteRFEx7gwtykeq2bbtAOo1T52AinvdwH3foJrOViWvpOrBGylRmUbaqsxGErOa9/t2asK5Ht7tFtUqsgBzbCl/q5tFdU9tLSXPZrhDsChC0GI9h21FuJlr1Hfz+cNYXT3rMK/1I9VlIFcgu1MFzZWQVureW7vktqUzHWfdwzoTaAr7IppNsYiE8WCKtTC2o0llvsIJ6dsGUfODP3o1Pw7IfWE8Enuu1TW8GZtQ8G0UME1xV2b/h6CNfUqDbZ2rC59ptY32XyftHr+Kw2w8Yq4wl1F7SmK+5Ad1cbWqaDp9KvnvRVgAutVAxrRtF6GOq2+lzM8o7R12GsjohVY2CrUTfUd9Qavq2vg9f0ofXX8DG0ckqhvjfXOdZMFjbi8LEPlbZqA6sWzq/ioHjLNpL2zKUKpg6h9+eHxZ0C1UnzTjlE2NdS/S2XiHrJCtL2rKrEtl4Pq+JrTRY2IWZ1+V05Dio7Qd2WuK5549YCW4pxVSysJnKK89ZgHlGxCbDK42ATE6Ge3brHWqoTIlW4vQmJVd7WaAutEcbRz7hW8F9b07fmhGhnvfG6ANI5/RX1COcQfC606CZ1Jc2qMllqpkOZs5evWzJFtWZD1DJNukXreGSAR+q5S4YazU11OrCuy9oMvcoN1SaQNwXN18HXWFfHYFnftVVVagK1Gg7WjBlzepS4goLte78FoxPz0twhGOfLG/114YPMHESZuWOWgbv+zNPxwGH4kWN3ZdIzU/6Ww6UQbxlkJoYLabhxePyEXnvGj5EsgefkMUt3rzcSC/HwTOiVgQeMwKfR1z8deySduA4T8yHz+CLcTZFD3zGkgWOJHCXxosIvJXBKxukU6U8jj8OFMi7cFDQI8SlgGcZnl81HBgiBW/jAMhiX7l8hXPl/LB1/0MgPo/A6CodvOg7/o2f5sef5Y+9Ag0W+nzPfz4nr1PE8D8SsnHLmUiIv8xNDnjnrZy7J+LcPgdgpv+tmL/fzlpEcSCR6DZzKRFoKy7CQ75TXH3r+7TWRf2cs58JDb9x1Rpzv6MYnTuGFFH/hcFw4PYxejzoLpj3ncs8pF+7GV2bJ/Nx7JNJphijCK2eyBD6/PTJfC8c4EslcPwX0YpyOC0N85XRSHr4zXh8D8zlh1wW7W6oT4luO6ca3p8/004G79B1v+cDnt2+YIrzd1ej5r72qPBDVWnvez7dJQIcJTRkJA0kMWdzYkiSEY8YWBy+tCGWJqBilAiBmHnmckjvRJXtT+0APQUhBCKIgr8DCkk5o3wG9A7QlEXNxQCUErIizeVN6zahmcpkhHkFOPoapnutap34J7oToihItIHKseoGf6WWaUClodkP1QCZaJueEzdEj3GIkqZLUGEvHJQ/IrSO8HZ2PlDMWZ5bDRDA4zIJNyvyLNymWJ6NW9/HSAuq8MJwGr0T1VpDZM//ECiErltVBxYMgRZACWhby/IKGGUsR64VwX3nhjEelq/dFkZo97E4IkDKzdkQsENNCDIG51GD2Km88tCIgumB58tJXFrxe1xnv83LrPT4y4dkDtpVb+EoO5+uGOwEFwcIBjR3S3SDOJO1JS6JYpFjEZkPHGfoIg/cPCaFU/d51goSgAZZYdcQ8ggoBLw8ZK2ASxxFyQVOmxILdKdYrIdaSX2MkWEQ1YxQsJTQlpLthwxXmTFwm0AOy3GMpkIcjmkbK6YqwEG8RNCH5DrFEyi635jhTgoIeEQv08wfS1INdWOyKnCakm5BZCHPAuox2M+id16c3d6KrLBS5uR5TZpe5t1JBR8/kCHZDpBDxhuKzjUCujc0hTBAWByqCeG+qXLy2dZCCyozGkWADsjwQxEgpY2WmXG8ohXLW2nC2luCsupmMGbFMGIJX25CASUcMCYmBRYM3nh8NvSkpdqQ4uMwMA8TF1zsrzLPrVeHg7Crw1TEkJnA7ROYYeJl7Xkzo8xuRCeweygEbP2L51ecRj9itg4shw4n+9A+gI+X6CkvP7XYgDjPdt28UU24/+3r3/YHcw0/Ze7E88sBBE99OI1IybzcvWEIqlJAppzOZM6QJDjP6vGDPI/EzhE9CCYJ+cyaGwlkm7CjMvw8YkSV3iBwYHr6lL4HzL68kVeTp4LXLZSGQuX5aeJnh8Q+fiPc34ueF9FoI999jdx+YP/8by/MIb4n+pWM+BaZHoZsix+fC3PeMT3fIEOieItoXxruBJRuLCJKFqY+eOfr8jCwLxRYQY7KeTCCne7R/oNdnDrKQUDoTQkhoiMhk9DflMkc+jx3jCV7PRjoqd9/M9BxJ6XsoioZMYWI+CBqEAwkJPZf+iSkZ/QIx46Wm5pGHf4gcPyR++nhiyh1absTlRs4Lb+PE9TxwDXdYimi3kI7C4Q8jYUykEDyrKmWXUb/larr/2ix2B0wYeOR6izI11sC3ZhvCapu4HG22C5td0ALw7P3YWqa7Zw6JB1SK1cx3v8ft+D2gWW0DadnCNaCrIsUe+NUyOlj/1ha82PAHtYqV6DZGqTKvZp6vwB5Nz970dpAKXDfH9rYO7wKG2C1TVXM2vKL2p1uD1Wpj37Z475iHVdstQK1I0LbPJ9r6IjT7bBfJ7UoG2NZvo/U3qD+u+7gGd2G7fW1BTW1WbXy7yX3FZUAr1xtIqyxEBLO8RtW7nei6NzUQ0Ev6xhow0ogzuc0s3nskaLUFw7Xa5EdEwlYJoGZGBKnrXKfgukdCWzBbO0O1ATS0niVhF3NZ7egaOScy1DneXMepTa4lFJDiwW0i3vy6Oi6s9iIUyw7yI6gURFsvi4PrfmF2mzhmxBLkvuoStbRXaD0yjohGSoMapBDMVlREiTUJIVR8ogbBrAB1wDP4FgpTtf/juk4NvHY6bjZp7dugocrDaaWXd5H15vanz7lnLSdfCVDEtueuKEOrJuIlnnZNLb/yanTS/t1OxIY7uHW5D3Kt37WGC244xMoS35G8rR86b5HdMzaA3JlLOy5tHnUMDvW1p7G6O6xujTTc1NbzJmumQbtrG7t/tBuH7PCWFgy88qj2mdOlf29Feus42r/03c/v3Sb2fl7IjuE1F4BT0borlTZWNtK2xBlxvbXynPas3TPZ4RbbGf1yPWyFMNfgZPHnrMkD7+awhsNu2Ri/cv3dmRDUbvBBXPiEJuikeizbQNco1GpArX+zMen1obL7wyoE5Yu1aWWQqATW3tUOZEA2h377WKrgaEyPumGVgHxcsh+Mf69JGdsxXeB9BMROZDZ5RXt2JRtphN++9Dc2yHZrs33IfrFW5wG7R9j2l8r+nv3aST2M7xa80tPO+7aGdrdnboyH/W8qCC/1pWsKKGBxYwL+yEaUVfDsHCn/4WXTeq+vX+UyQVhLJ0nYAYBNIDdHRBWIRJAjNGZvFcxflZW2HoJJdRys6a62/Y5NsaM1OVqZXSW0Jmjb7y36ODHWkkFr5P7UHl3fVSOqWSodrY0I3q0lrV6obXvjabwt9RI2oL+larbxaV2fVOc+bestVajuFT/zqARp9LcuRzsntUHVOhFDbK6kF2iOEl/Krn6teqQbv2gOk1Vp1ipwazktUawq10irjdocNUudVm0E2Rq6eUhqfaSx1v/7ystMqg9nP7fGc8zHU4F+53WV/qUVBNqd0ebJXum9naQvLetdRsyOpzSHhJlVHaJFSO0ET3UkvgfOWxSJQKxgQY0WaFkMRqn+xSZl/F2azevw2iZUpSlNa7ZJzQoTqw7cZoAtoKFWUNrKNkkj2uBZOKUU1JSiGVVvAKvm5ZeM6rRoTlcTWk8Ie8eEWZme1Cwvjyppa78TArjDufGLGqtTH1E2gb467FjpfK+n7AWrb1XLlmnN3H6NsX2x6wa37I1XS6f0x8I0C0kjcxpI6cySAteQscM9/fnINAduo7FcJ8b5jZiUlApXIn/mjqiR0+LO1X+Mfs4OegB68uhe4i6fgMAvMTAHpe8Cqc/EWyEvSloiswXya8/1kniLxutxRpJxlwrxoswfFw45c7qfyItQpgOL9HycC8HgflBSFtLLyRX3OCIhMyx3EA/8n8eJn2ImfqfIE4SfIv3LgWW5spRPPKUDj90AKfGpe+SWhFcJDGHm7m2kCx3fHU6YwdsZRuC0dAQLXHuPVj0PV2IqjLeMauCH+w6VgT92z5yt8F14ZImPPC6/cL48Y90Ll29eGW//wPMFuuXKMM1MnQKZOQQufUcMcLyHMEZkvCPZgbsQsCjEu4ihjJeJGaHEG3Jc6FnoDJbUMacAMTBH5Th9w2l+YL5cuf3lho5GuSqnkPkmvXiy2c9nrpz4mJ4YDx2v3wfUjDQbX4IT/9llAZZTLain6mdWE2ZCjj0myR0NYcG65KWXpCfqo2dOLFpLTTqd97i8LwksBDQNiBkxFlChFM9akLggosR8B9lwnFwIWhBbiGqencDstYtLhBwhLGgMaB+wY0QWCNfsgHhJEJTQAxLpbndVJ/MSbyYzQi35EwxNMxaV1AkhQF6UUoQ4e4kqDzATpixINrJksiiSF4K60zR3M1kyRWfUlEkNQkHvr5ipl2MJgXJw+R1rZkOZBFsMswW67NkB5pkKHECjYNH5mBsMB4jfISEQuxpNW8xL7FwvLtZkhuDxdmZGGpx3qSbMImWpxvJRCV3xaP0d8BUVUCVkgykgpX5mgkQhWqJLPWqBUry5cLQbX2qov8LhkORNqHUwL9vVygMsBVkyLF6Oz9IR+ojYiahd5WveAJ0cKWGi8BlECXIDhFCGGkQygwnJEq2etZlSgvcjsCEiMSAxIzKR8oGoAZ29LJNKpoQZwUt8mQ2U8i3oBPKGxM5LaYkhZSSQYXwCMpoVLHh5I6Dk5GPW5LEz6YwT6Q3sBZMRk4kQemI4O/3EjFlAFwcBQ6nASedlO0Q8i1eyl30QDQ4ytR51XUdrYm3BnQBYRJcJNGPL5JkuvXivFVMCGSmKFK1Ziz2igTjNEG0LuhmSR972ybPcs+t10i2QBNEeYaDIArJ4dkMIBLkRdME0IyURLEAySDOl86hMwe0ys76aOV6iQmuZkZTfy9z/9ApKePxMZ8pjPNBJItwn5HRiPkdyb4QbyJuQnyL5PnLKyl2eGMLCaZlIYcG6hdx1zCfBQsToQQtdccfPoY9YNL6TxfWUt2eWHJGkhGB0nZFiYH5K5GMijCPD84zEiIRIf5+Ixx7uC/b0Qn8fufsukrJxvRaQHsod0YTDzYjBWOIzFhLjQ+chSGHGUJYhoCEx2Mx5WQhToUyQ8swpjYyXjuvrwnH5gUP5N0r/LeWb30FMiPQoN8bwgqZCOh4hFphGmAz55H170qKYCbcFZvGyT9IH0ts9sgjp+UaUzGAZlokuHKH7nvFaeL5dOJeBVA5kU96ksAShD0IIShc9ezwMSuhnlu8/EtToPs50Bfr0iITI3cmzsTTDVIzrBZbZz8dy15E7oUN5O48s3cihKPdZOMyRcUrMt+A030eG8x0xm/dGugnxecHCwuXxtdaW/9qr2QA7+7nqqVsGdY3K2wMeLVu6VRaoCmbjq7LaC80mqH+awt/sTGl/3CYWYjWPawS7eYaW91LIq/3mOnBgtQdtA63WUO3mlGi2bYtubs9oFQGqfbOGOFpwAHkNTrT1nubAaNHvZq3SQLORa7lf29tIO1xhtUPrelot7bvWFvTn0oDCNs62WytGsQcJW+Z3fcfqs2g8pzoyVt2+ZVi4Td9mv2EwbfPrPlYM4j2KUu23sLcUv+YSTGoZob+qwZnXebWo8BaH6E27WGnTMtveCbQ+IRb9fu874Tb6FtAHHlFvtWQSa9aLlYJWOlmbRdeg0XeN3m23HzunltPI6PeH1iNiqhn+ut6LCl6SqDhPFqlOlZVcq60IiKKhBja2rB81PBhyREhQkv86NL3LA1ql2kyiXvLaaqANkpxW28IKrNUxNINl1LKXDi/JHWxVnpV1Ef1cNtvZqlPSgvdA3BxlVfbWQAOkx0jYWmGikVGhRerrGoC6Lx/uQae+yt1vpLf1JbvzUB2lK0axVXRYz5A0ZKo5WurnGyPb7nt3tXPk62D7z9aMgPbe3aPYxrb+1L6/8o72nS8yAP5qOWx73frRhiFs+Gz73ja+DX+xbSrrsHZ2mr0f77u13c9jHcj74OD36+8fr2v5bj0aHLGbzN7puWJb727e/bJievV3a67Eu4m1tdkwvI2zfh2t/d1OCDFPi26pS54SGDxVyC2mzdsYFFRpAGPzQq9w1moX7cA+f8m6FGCroNQVNKspNasjot4mXp4Dw4G3sHN6NCfEXmjYJmS/3Jg1O2cF5HbKBuZe/1Wys2VNsQntJvtWQbxXVNjkf1gjc/2eNcCxHeQdsW0CeXt2E/DOc23jZ+2crErFbrq2LkSbse9BS/Oq6fttLzayqhPQGr1Xd86Cl0YwqN5seJ8SIbSI4//8muoaetrhWg9POtZixTtQsU6m3hM9YtkMD81q4HpVHGxyptnKLYmPsQnf9VhYYxx1Ias33h0QztDXMkJtnoQqrCtAXx0ireafX4rYvJtPwBtXAzWND+0QAq3MzVYvTneb3SJsPE2vlY/ybp0eSeVfrZlIq8JYx8SlCvnDNr+a5rgpcq1mo2yROsEVELGWjVBT/ywjNu9YV83gQPD6kbIRfUt/bd2vpDay5oYrVCc89dDLEXhoR1Vy6Ot3Ml5ztKZySuUtUmmHnQPoK6+2yhhrdI+fnAq6myFBa+3IxnSdF4oUjzCqK0dTAtslzflSWfp+OfYHeY+d12gCb97sAsidrP6njgpvqFajXKw9QD2tOPpArDSFwV+q1Tkj6rVnm0DVYkgx78stOJ+vAL80rz/1NaH+XB0bnqnikfBe/7VGpWh1RgXfi1IcOMu2oGiNorH1b68DVRtMN8Wy8eCdoJVGouBKtLFFAbQDF+qZ0Qp6mAP0Ftoe6KojNAG/1Rul6R718zZ/X6/Gs91R5lF7v+UyhLccWEQovdKnTCkJy4HHdOTUn8lx5i1kDodHhqd7Xi6v3OwZlQmdP3Mk8kTHM4H/nQeOZvzjVDib8F9FSBIJcqSI8Sk7mHh/GxALvDwcmHqj6+B4WDh+KvBcoE9MMZLfesqt5/m7kefHmafjwnd3M/lfZ6afRwaF0/fCsnQs0x2LJH6ZCl00vj0W+rGDf79DF0HOL0icOcg9FgL/c/iJ6ZD5Xx4zHzpD/r+R/s8HlsefWO5/5P7hjv/6cMePh2/58+mJsVeuIXO2zOFloTsm7u8P3ILxlzMsWbibO9CBK9+xRON4/DMh37hdF6YS+J+PHbfhwIcI35L5XXiij3/iuFzoLz/x8e4vfH76F+bnmUVPPOnC76aZMhRGFm6x49PQMfTC7+4hvUWGH08kNe7SHRaVMhSyFm4/K1M27PwRGSaGPDEUeOl65pRYUkGicn/9lmX8X5hefuD2+gNzHxmHyHD+xLdPP5FvB64/fcPlcM8/f/cN+U5Y/stCzIX7v5iDyF97CcxnIBrxTQmLYrnDNFFi8KMTBDRTDqAHkLmHqYM8ocvNnRAmRDOGYpQe8sn5kXYdwYy0FMiBMrsDKsRLdUIckRxYpiuSMyErQRdSUmIKmF1RHSELsji4al2HHSL2qMgrhF8W74sSCtIZMrjB2L3cOY9Iz2hYILpMNMvuUJWMJIUuEKK546xAbFHiHUgnlFnIkyBWEB2REIlhQWOhdCMFI5eCKEwKSEGfLqgVbov3XwiHIyKRfvbovXkyd9wMGdKI6gGzjtRBTEaxWpNZazNhDki+R1IhdjMExbJ5o+Lrm+t2J48kdH3RSNH5eV56SknoNWKzYP2EdBnRtEUJCoAD0ACmEVEjqUddEQIpJVIaKEXc+WMLcOW3yFPEkHRFYmEuCU0QYtUX54yUGVu8b5WFoTohesQiMc3EeKXYwJLPqLwy2bNH/IcbQRPddPI9j67vpqoXliWiKCZvjmQP99D1xJAJjPRLIi0dY3ZHVEmZHCaiDqRimA1ke0DCldCZ94PogsuQ+QpFCPYBxChaAZTkJUG1JKffMSEWkfuTA/n2GbNPWFggFES+I8k9JYzkeHXwaImImdNdCujgwH9IB1cPWuLv6Hq3p5W7nmzBe0P4z973TJcJlozlEdUChwE59pW2Z2Q2JCtChNATshGmCSJorDbHofNn9ycEQ+YXhIIMxZ0N4Q/AgbJ8QnWGbkBCTyyfMX3BSvKyUQgxGtbNlGF08CcC+YDN90DBwuRgTHF6jCvQ+RWkFpT49JEuTjxdz9yVgfLwOyyeeEmGBaX7CdKLcP0QmJ8ix1H53TgS80xabnRdhsPC2BVuR4ESKbeBqJmhTCQJnPqI9MowLJgulGliLs6rIoHT0BG7wPLHSPmQSP/blfjDRHx4INzdk04d8TDAcsGmZ4ZDRzgPlAtcJi9f1Jc7JMPxOiHBuKXP5L5j+vBHlhB4e31DbaE/DEgfOQwTUjLLnwv5WehOE11/4fpL4fr8Rt//hb77M/NhIB//BDkSpkCRiZu8ElIhnR5d5xqvyAjhx44gRvdNpiThWmO9TidIEpDLPXHuSdefCLmQZCGWCbk7Yad7rs8/8en5mRDgHHtmK5RQyCHSB2EI3qenyMztqMjdTP5vPxFVOB2MuCSkPBFCx933EKPR/8WY34x/vRjjzci/i9i98NqJ2yH3E5ZmHpaB75ae6TOMN5hvgl4L8Rg5yL07QG4TMhb4PJG7mdfHl1Un/trLmj1WTaZWgSHU6gEitadZC2KzLayv9Vhr+qzRcIzVyqdFtm+GgUeaOo+Ou89D7fMSKngcEC2YFbc1K2Df3m/1PgmyBRJC1ZX3qEvFAHbGv0/RbTuPvpdVQfbvh/qcptO7nRMaJhL2CF3rT1H7Yazo3QZqreVa2n+qLYDVIDcrboxY64Og61pvGcp11qsjpOJDtMLiGy6yvcdz6jZDbcN+tg0XVnyG3QBXMyC8u0+gBrfp5uT9DZeFRke1t1EzTt7DUL6ijZa2lP21vG4QQ6Lt7FyDVLNicIe2tQyc3Oa42btuJ1UAHe/v4TN1x5j3J8BLKtKwA8cJpNlLPiHEFK14iFTby50SNbgNWWnQqrPFainuWkyHKEKstpeauI3OVJ+3C76TUs9kh+mhBg/WLH/J/m+tvTE0uCyKwbGi4NiH6JZ5Q8ieXmoLZjOqk/dULAmjoKJoMJe9O3rZHA2eXeJBCB60LS2rB8Mk+VruAi+970TFPuuiuemufs5rqehQnVxagxRrmuLX09oXPzfbvzEDf2qLfN/Rv9TfNByi8r93GU3S1gC2EvEVp2rAiTQe1PCo6nBdGdFub1ccRfxsWft3fUbFNtZeEPuxsGEFDWdtfMjtfCoequ/eZY1XrXzxr1as/qJiBCvPqL9bt6J+tmaj7Z5T/6lS+XQNkF0zOtZ3yjqwxr/8+OsXjxL2f23/2DP39nlY98RXqFVekf0d9V/yxaK25/06f/v7MyGk/ickT8OPHUECIXa16YuXkSk5o8VLbYh6fXOv/be1R1on0QQBVr3T9bdCZRbvZr67rP6/pRW24ZkDdc1RwM6L8+45smU02CaiDap3S3bf3zk0VmG4o8Xd9/b0vBIhm1Bdn7Xbrx1JvVuVNQKh0dq78dt6f7ujgWXvaMtsPZTyN+bjd9ju942oKtE1D+eqK9RDHnc/r8ORnS61H4vVtf4VZtiY0Pr3HpndgePVM97qFzrgXxWT1UHQVrEqmKEB/rvxrkzRhYCvQish1BY/8q4fA7ZzDgDoGt3i9xUkZN4pV++JhC09d9mNqQmo6lxA8BJMbaGtRiHY7vsGVi3USiQidYx4FUh3MrR1cEXN1jSsxrDbv8EdKe7RFybMsq+3VUdjLbW0zaew1XisDpEVvW0TruO2vPtZ6vzb+1uvjxq9Lqnua0ujzZUe6j7u1sF3Lr2fz28JblovYW1OTBsL1Z8m2xmoCmnD4Lf3+txbpPwqsN6/wfdrXZuwkvf+jIu4AGgmyHp/FVztrK5yLNYsguaaXwW0K5naeKu1s647Gqj811qEYhWLrWxYMzZ2Asf5k9SgE8MNlMyWF1LXwnDjzKgOFUMp/ierf6buxTVrpZfaWuwEuLXT9mWk2Pv1F1oz9/fruSoathlgjTfKquTUvatiODTGt6sd68pffWirYfrO4frrlwBDJ6QYuI+JQTvezKtxLE+F22mhywuHMiNjIL8ojG90t1esKBof6DolDoVzH/hTSkgn5DtjyRBKIIr3RJgF3oaeGZjlnqCRcxo5xIzOCzcrhCweWZYiNkTm3DPngSXMUBZmK7yKeU3pPhGi8bkYpTNe/2HiFhaWPIEKl07IIpwfJ+ICMY+QZw49hBDQS2CeDyzpyMckLE+C2I3DkOk6oyyFjz/N3J7eCEPEysJoE92ilNHAJmz+kblMyPBKlwLnyQ2qMk4kgZQz0Qp9P0FSvv38L8y5Yx7g53Tm8+nCy8MPhOuVboIhHHjoHng+BC53r8wUpiXT9wMnfSJOAs8Qo1Cugi4LU/fs/KE3tAvMpzuKJZiUOJmX4sgDw+WO82wcSmCKgYe4cIzKnY1Y/jPHYeK72HHrr1wOb0i48fNSvC7tI4RoPJRMuCrHv9ywkllenQ6+9jIDRvxsywHtxA1SLQQxQqnSLIKoobkgRcjmJY9aUGCqTsWlA00RYUBUieNMMEMnBQ0UZpdVOiJSCAkkRIJkOstIqvJCj0juKWGhyOyiJ4IEJUiGYugYMI3kY/IAhzwBRl4KgUg3eKmaGh/JXEbnAp3z7pQjAY+U12BebsgCRb3Ze5CMALp4uSmCVjHmzghCwWTyHsHZQMUjtk0IS4+gpJgcAMrON4MVolT8WpxPop6JaNIyOqj8NWOmFCuE0JOGnlBLWZlG8iSYKqWrgLtUAKXTapQ2GMB1BemDO1oDZANJQmyBDVrFsPg+i5oHeoSaQToHCjDGK0qkSAJR+m5Lt/46ghPIPWbubBJTQq7Q02xI7mrfAoGuYGmC+YDkwR3WodY+roBT0oBE8UqZJVCWHqw5SAoa53UPVYEUIHr962iFMN0T9A7VhawzWYQlus6XlnPVzZ+xMFSbvSDiTvomn2xZ/CBlL0eTUgUv5uhrah40IVKI4j0tRBPEjtJ/QOxGYiRI8AwMOop9gDAi8Q3LgiyelRFyqmpn1TmyuLq7DJX+eggBCTevTxPwscRETFIzGltWpNFKlFgpWMlIccDUtSf1huaHFonopSTUXPzKPCMERO7d+C9vXkoxjQ7gFMVyJJZCkIVgPYF7SozuRMwJy15eKwKoEYphRT1oQRNWvLRHyJ45hc4VrPv1S0243E5M9FznO3LpicsBCR1yPxH7hfgQiNYjvWLjyBIyl7sJlojNPWUOLD8py0EJHy6oGdM80hflISqdGcePN6SD9PtHNBU4f0b6hTj1SEkUO1PmjuFzx7AE0hhJErzfShZ47LBvhfxSmMeRsCTSrUPm4s7TZab8dGEOwms/E4OgZSAuwjwtBAnka7Wrl4IlQZ8M6SEejDArRTv0dmLoI/ffCBbu+Rx/j2lPub2AHYic0NCx9I8ECcjlDS2B+ZIQU7qnKwlv5l4WYSpnzCLpLZBEOOQbsbtxPY8sNjMME0kEGQUmUM2kux4ylGVBrBCtoJ0ig7IMytuwMM8Ll1HpDb7/l0JXAt0PnjlT7q+UKHz6MYMYnRZkMA53AZIQj5HQC7cx+rjvF+QMg40EuRElEomkWEhxBjkyXZ4QEZaY6Ck8Pb5RQqGMxzUg8OuuantVJXMDhCpA1+zItZ5Ns7BrWboGZK594jZYz59SM3R1cz5Q7T7X9bUGP1UVWLw021oloNr8Qit9S/1bqy1neIkdqQ6NOsxVP26K837KG0Jh1My6ZvxItRVaEJvWOX7xjNV20NJeuK7NZh83O38fT2s1yFLXNaiRUDvcx1bNneYgWgPq+Bs2mG32f7UJ/HtbJsUWTbwCBWxpBuxs/raXuo7r3UtX3KPaXV+Dg3xxSW343cratv4MrP0a2xvVefJqf+I6qjglSbPz2poZFR+oVR+s0adjKiv2U4nNbWBfaZUW6NswhjoU2+2DlrpOjvp5MGFbZ8/woNEODfA0f55Aq6DgYXcRM7cxveqE07VWR1qzQX0hmgBr2ye1XLyicnO6Ka4PhQAiQsgRgpcEdpqcEVmQVHGP6oRQXTBbqq0K3itiQCm4s6CAztWxUKtPiJe09p5dmxPKs1StBtw1fMHWNWtlu92ibg62Os9WXruWjV73rWZcbMn5fxcQ4uNrPOHdZ43+W3Di7tP1WG088d3h253J98/ev2Q7b7L7yBqvXXE6WR+9Jjt9edDXYMHdo9cb2Phaw3V2Y7AKqnsQ6vau9to9lvKeT+zHUD//8v37H1Y2sWVbbL/Yl73aMIo2/10eyvu1WHep3bUb/N949zb2SpuyX4n3ev+2M62f0BdrDuyI7z+8/m84IWo0aHCnQ5cGuhhJ/UCMydOSrDAvE/Mye0pwASkObAXTFaLSWqMbZfWsb4enLq1sLN3lym7Z67pJY3r7lMLgfwcJ1SNYH7l6krYpGSuvqyPbnBaN6a518pHVGYrZlhZmvMsuWGVb/d86gd3Pa3ZCZR5NmTFbH//uXDVALch2gHUF+vcHeqcItUbbbd5r0HB96KonbdHO9cY616pktEPahHANoG9jclBvy8Iwc8DRSVjWg/Hrsrd6m+uYxXYrKaXerogsWPDeD0hyOrOl7VjdQwfpheKAdvD6g9SeJGvGYVublZFWT/U63JbdMIPkHeNpzO89I3LP+lyfVuvOF9m+j1XjsEUWbsJjbXCNp+MbLVNg8nevtFQBfzP/3VbAcfeMWq7J+t3nylZSyu9ZoyxWRtp6YkwYE6uDp84HZoyZd86ZlfF1dbwje+a78nxyFbLNIdTGWhuOh6ZEelSCz88je9xiPfgfKSBLfWZbi20p/aW/ATQB9s2JnB/UiJ9aexWqwlAqKBEMiS36pinzNVJe96W/ZI04CvVMaSiVrBOt5NEaXWO0CgseubhTqtcIDmvvqhMWQ2JZdS/B1gZ4dZG2CJnKykJrWC2uzLdSSC3zx50Zm2fEG1O7w0dahECNoA3SzlpTGmu2UeUNQX3MLX1XcSUuZ3+Gl3symtPBzNVRjw6tz1zTWeuUW0TPmiZbMzUqf9RcuYXWTW1ZNbXvyJrlFsVrmKpnYbi+7c4ff3SoyjJI7UNhVcMXbTEhv9EJIXA6CNIFvlk6BjPyMVMwpn/IzE8zj38ZOf8yM14WxuUNlgvD/AbLHdp9x9DfSMdnHg+Bb1LP5RD4y1MkjhA+G50KQwxohM+nA28x0qVv6LTjv8XPnGXiX8bM66h0cyBahD5h58A1D9zyiSIXyDOjGosYlgQ79OSkkBfKoNz+x5V5MuaflBIiz/dnjgj3eiVORvz3K7JMPBxu9Clwerlj0YF/uz/x86nj9LuZ4dtXzstMypB/WPjLD4AV4uONUkau+kaaTuTnD+RyY3r8N3LIhNOVLie+0wCl8PJ2RlToluylIr69kWTij//zz+inwu3+f+X18B2//L9fuPyXjxz+eeLuBqdw4jx8y2iBKX7iFo2LQQoH7vR32G3m/uWVGS8NldONy/lfIBX6Y4f1By6/v0fpCGMmXox8ecAW4fTc83iLfE4Lc6f8Mc18FzM3e2NcfuTudM+35wfe+p95PvyfTFfhz58Th954/F4IWfn2MnEaM3/69xcWm/hn+czyWyLTDewNzALl4Q7pE7F/IepEbGJNwIIQywKzoepNmgUjJPFMBzFyhGkQvJ7yiZAXuuXVGwFPfnJKFAffywWRggyBIIk0ZaQslOOMJoPrCeYz2s3kdMM6IBmpFPqcIUfk0qEk8l0POSPXK2pGHt2J1x0d3NFZKMUY8wVDSckBrW65I+XO5ySK0SGSWEoho0TLBM3YPKBzj/YFHYCSsTwTQiHK4rxsCaCRohHRSBqPLiwevCSXzYYUJbEQoqvvpt742XIPMWNhZlGvmS8siGVUlEyhC0LoTyQLDBY9Wv+1Q0NhuVckQLTOjeZugWCEJdaMtA6RAIfK9wQWjNgJXed6yFaa3DyTdTG0K+TkJTFsEpZYuA3F9apwJorRHcJaovzr6E3Q5QhZCXpFtGW/GDYdYOnhzmAwrC9ofyVcO5iSl4aJsaor2ZtT49H+cgTNgWU8IsUIOgMzml7BlDL3WPHsBYnB77VMuH2HjGdK92dy/IUpFOak9MsT/fSIhVc0/ITEO2RILuPMm60XVci1XI1WED8Y3b0gEtG59/4k3YSFQkiuL8RwQywwd0+U+A1x+UzMbxgBlZnCA7N+IKQX0uBRy7aMiPZ0cYAOrBcXiVNwR8R0BAuYHNx+CAt0t1XV6dKRSKIsbnMpuUaf1sbRecHmBdGEaSKZESlYNMqdOYCY06pHoEqYRkJIyOkfQAK2eFaxypurXUsPS/JmzlaQcCCEM3oXKKeAjQHVQJJMFJBcM7GKUjKoJXdGFvOSUGQsjl/thDANvFwfsAw3vaNoz5ETHR0cb3RpIn0rpIcDIb/B5cL0CC8fjGV+Yrr9jvDTTPrXBe6U1L0wo9wWb5x7TInDYtz9+xXpOqZv/4QNkB4/IzrB6z069zxfHpjnE9/8UDglpZ8nUsxcNTItgeU0sPzxyITx+vPMaQ4cl45QJjRe0VFY/vKKHY3P/80bfh+WA1YC09WdbMvrTFkW5tuCBiP+v47Eh4icPYCjfBrQa8fpUTndGx/tAz/ZA+nzRPf5I6m7ZxgG5tiTD98T7EZ4+Zk8D7w9f093XLj/H78QbKb/84UyBWQUNA/044lE4Pi7F9Jx4uPdwmtQzt2NPhbsLWO3QnmI9E8DvMI8TURVEhk9GPL4xpzgx16YSub5mrl/E/7weaFfEsMvR4hQ/vsLS1/46d9vZC384U9wOAnnPHA4Jk53J7q+55cfEm/PPR0TqYeDXAlyJciRyB3WXegOnynzB26fv3FdLsDDaeThjx+hROyX31Fy/A3MDVoJ29CiwkOLDt+AXQ+kagZyy5SvtnuzAVfTvIGITRf2yGwQR0mRmmXgGdmwgaci3oyXv2pcWx2PRIyEZys3+3UBiTVjmTVToDWu3p2uFbj2UVblW6sd0YDwUDPpLNTeFLbZY1Vn14pTSO0F0SAB1soGtRdcDZqyBlOF1gBYV31/hdFlB0AjG2BWKyh4H9EdBFcD1NYeF808WqfcMjP2YHh7Jr4n1ddgtSG4tMBHSrV7ql2+YjI7p4TQAJzfcBmQK6bjWMRaqjh4xQCvxNFCpyrfVMfKWjlyN9EaY69OHRPEvBx1C3cjV8dA0jWbXOo8NieEY0gWDbWa+YdniJuJO8BRxEagg3D0/TGqjVcrREistNqaJzcHVahYX6kJN17m2rMqJsR6WqZERc18rsH3EFNC61WRcfstRdwZ8AYEd+QjHu8gQifm8lzULVlZ6qr07ohQp23VGSszqjXT1movUBlRru7oKz5v4QAYGp0/iy7sy4iHShvZwgozSvWMmATEFtBc7etYeyYaSEbCgvf3ONSjVh07NWJIGr5qO9zo77r22OIKrqww4QaQv//dCj00EGAFgxqGVXduta3fv7Oyjt0YlC3guuKD73ArWJOzqLx07ftq7169ZlutL3AMZvVFrtE6DfisvFTa62z3rIqPrOOQL9Zst3bt6NsWyPylQ+T9Ku6evQaTr6hSXQNope43x2jDNHcB8LKuKttibPiRBy1vw6c+n31Q6X4uNfh31/W4/ufrDIW/vxxTTfOK0dO2T6eBoes43B/oDj1LzpRSuF4i3IRlFkoFuGPjL80IWmlnA//Wv2X3Y6PhL8/CPlK/Cso1xWfdSamRuHXr9nvAjnRW4qj/Mdl/affSv7EdFSD80tsk72/eHY79CKC5rN8T9XasGwFKpeBNadk+e0c5VtO0Nim//nrN/NgTa53z++2wdu53362Pqc6iVups3dL9moAL23eh3fz6JbV+3eb1YOVoLSUJWJkGsEZLNyEq+wr9TZnx9L/3gi7WsddUrRZLuRo/Nb1rF+nifxrg39a2Rumj9e8G2tc00XeL0wRFt2Pghod/VsVqXdNG9O1d9b3W/h3YNSJZxyTEXYqY0JwXsv63Oh+awmKZ1lB626fGeLv6fs9CEGvaTGX+0lKOa9Pq1RHXmv5S1zTznkm3XyXW+nprua56rjEciajZIlLfsc6sUV7Lpmi1Dys9/CZFr61he25bA2jZEK6/VUESZbcv7CSo0+4uQICVbgzQGsUqYeVnbcfXsxfq7Hd8p63Ieib8IGLrvrIFALXz2hyr+3FWnuFOwxr5KC2jw9fN9fcqmKQKsDp+q1lGsmZbVIWtjVE9m23nj92CH4xV8Gr9n2l1QqxnWHffoyqdzbDztZVqjKxBDCuPqU4K3Y93t0X79GTZHJFtXfyDZkC1E+jP2sdlrRu7yinht0abKMqzvaAW8Co5kWNRkinjeGW53BCLWB94NeHjFIhjT3c7EUsgxhElc50jnSaOmpACIS7Qwa2PZJS3w40xwJgHco6cZ+GgkLqMhJmUFrq4cJOObMJDnDh1xiQJK4G4LHSj+rNvEF47Ej0xLpTel/N8gUOGXhTrIuX+zEjk0y0TzcjfH0E7xlS8XZ4IucA8Z6Y3Qw/KeIDvl8L9vPAWhPkkRFO654WjGHcycI49Q+8R0MsvB/rOGI5nkhnHWMg2U3SmaORZekIM2JAhdfTfG2HIREYKn7i+RPTfhX4UYuxg7LFfeuLnSPoEcTgQjgdMe6Z8I+vCTWeWKFwPilqG1zOlg1+GExoSfBoRZlLxZs3WOYj1lg5YHCjnC3G4oqmwlEJIM4ejkvvMS5gQizzMT9yyoqYk6dAeJBRC8X4A4zmSS4RrQfTrS0gIELtmzLtjOWStgWPqJc1ih8SEWalZFoLEWj6tKJFMDLOXKbLeM6l0IUgh0GEENE2oFYK6czXI0XmS9pgEcopI9Fr8ZqBJUTJZjEVCbbcrRJRE8fq8OZARcnUgxhQJ1iLBYC7m1eG08C51XAoEYxGliJIyBDXovSxOMKXDwZFsAcKE9QtIJk65GjCKqZCX3tve3HAexxXE0ORMN9Qa/Sza0FssKLI4Py2aPEtG1UsGRIjBCCUgJSExQ5dJpoSpgChLKKgIegQTI4ZIECHQOT+a88oEXQWYnC8nb17prY0SVqBoQaO5r1xxOWTO7lSMLP0WoVkg3pz3qnhfh1Ks9hT6+iuouMyez6BGoVAwQm1Cjo6QF6REQum8jMBhxmRkuY1Y6T1wJPRIPCFRneYkk9MFISBT75HAvUcahtr3WIcFS4pFBytKmCAGLBoWE9EGuhyJmhCZK0DgjqWgEbEMWnsgBO9Z5PIwYd19VaFaI09P31FJWAUWhK1Xk0nxXitiKDUyXgMmC133AmmGOEBImER3FhT8faXJx5p1kQ60yFUJ5kBTrrqjeL19uuxnL/Se4aLqwZJxgVQ8KEzMzxCGZS+vJLHDiGjtU2YxVjnrjTELo+9rFLDkZcJyhaain4OiQmpqOB4Fb+pl31CBMvi5FyAMBBnAIskCSMFSdn219+CIryM0IR17z3SaoZRCzCOiM+E6I5rplgOpDIga2WDpF+bTgkzC8SbEBOkfDD0ay32kU7i/Ffoi5EkZDcp3kZAC4WZICcjxyfnb/ITMA6fTkcNdzzkUDqIMp0gyoHRIOdHlmTxN9CjHU6APkVMXmZeBcgkUi+hTInZKRyYAJTkIOk8T0aCXhKXAeKfMUb15PYk+3AhhJtuRJfeYvWHc0LmQpoIuyi0IR5SjTnRJGc7egLXLCZuNXF6w3hg10WXhOHvJss+PxkLh8CkTciAlo4uBB+noxAg3AVUuceZ2v3BaDnzzYyLaTEgz1ynwMkXneQvkJZAuHXbrOc8neoFb76UpXx+cDyRGTI10HBCBmwhzgesglM6da8fFWBQyC2maCW9GXozLrCwF5i5QpCcvJ4p15GP2yOdS7S07owizBrL9Nt7WlPfNzGi2V82GkMaaq1xo9g2yYUnSosKbbln1WmkNdhu+4SU/Vwyg6sHW3iiuzzbdvAXRrWlvotga9NZAuXq21uAyH+OqO+/muY2xRb3XQFCR9xhD+97ObqmMYAv4MZcr6x22rZ5Vu2l7mm3PXC2dqm83Fb2ts7Vo5+oMWsdYn/5l5PNqPDTbqGUO7LKim2G1OjFarPJOx9jpG7I6fdo7vqCpNdtadhHkX3nVvkNr3W9xUHsrSB/WcZsY7/y30lw2LYizjb06xaQ5daqt03wu7fl1n6ViDm692WqDiZg3kqbZfW6jiSlrL6q1Ln79zxpZvAeJ6x8xlwF1XGYQbQsQVZRQ3DkfVrwvrO1BWqaRUqqzcNfrs+EDtNJSQgvgtOIgs8bJA/Os1Kw8qbGnvm6qLlM9Q9IwLVAKpgWzyOpkAGqTKlqFDpMdTlKDCh3H20D9Lcq5AWzrhrgOEGDFf0TwpuLbsWulwhvNbv1Jv/6Sv/Gvv/pOI/2/+Z2W+fVrb5EvhtYOdv333/i7kdCGiqwz3VhpK/e9x0zevbfhCzveu3+V7O6x9o7GK/ff2T+j/XrPt/avs92zdmOrX2pn0OpP76/Ko9bfvx/D9q1tjG21Nl67Hxt/da24V8M+1u9sY3x//Y3PV7zo1+Xp3+eEqGUrQgx0fUfXdTw+njkfDzz8w5nj48B1LEyz8vzzC/IxcLsEllwBppDfyahtWWXjD7BGmb7vmVQjWAHCPtmnlv8J6p5ZccbkQFsV3C6Hd8J685jrboeaJ3I9GGJsqWmyEsB6vGXLXqhQ2Tr+AISmOLSGQU0ESKiCoR2QKqh15+AQT5MGjx5WIARZBZvuFYnqhHH+LasTHlgjpJoDZnUctLVtwmqNZq9E7uij1581vDSEUCMPnHGaFxnEWo16kTUJxfeJVYjDjsj/k0vD4BQRbqsQ9Nt7GtN1wmnM3MEIB1pbSmoEMsZS16j3MWirK7iAhNXIEcu453OsdHCo9zUPshv1qwLQej+sDHiqRFqfv0Zvtx4W1DQyrwOIRUxqrV+57da+ZW9UxLaCxP7sJmGbEugNybbNrmdorR3ZGIFVj3nbg9ZbwfAm4K18VTOm6zwFxLr63KmC0S3zIdb3FDyipgc5rOfUqaj2a6j1GNFbjZ4fWIFeBNGa6SFjfV5NCaX4fVZ7QEjv+9iaRq+OmAWTsdLH3W5eVTn6VYp7R311zVp6auNOFaw3BxC8N8Que0GsMalVkaau9prVVRVZ76MiBPHSU6FGUGk9qK3ilWWrw2lnvo7jC4WcutrSov2lKcN49o0IFmNNFHA6a2UYvPdCy+aqURPikbyioEnYWMwm6D3EObDVNw0r/YW1eVblr3UttEYkNQFQq5p6eYgG2r1r4OR8W50SVgU0SKnRZ5VHWeO9TjOu7+2iDMD3SsT5sdSSLO0dVdBIwRt7Nsep1UyPWsN063Ei6176YjbFIf9Nwf4fU1rhB/t3Ris86B/o9MTDYvRa+PH1E6/LBfgOPT3y8yXyv186/vAa+S8vBw6HkdPphWcC/3ZJHKzjYAPSLaS7GwThZfZsodfzL0wIry/fYUviPAl3JnSHkZAuDKeRZcj8KIFPJtylC4/HiasoOhcOjByzequemzCEgXP6wJxG3s7GcBM+fHSwpR+M27Hj///9B65mXF4+EaNy/w+PdFF4fbsQloxdA7Yo13HicoXyjx12H/j+NfPt9UZJytsHoyuZ0w8ZO5/Rp284d0fuz0fKmLj+s9EfE49/fCTGkRT/D0YyS74ylp7n7gwdHO86+uPCXeg5jgv6wwv69onlxyfijyeOdz39oaO8TOgPM/FfhP7/ELr/55nw//kd/xdpf9YkSW7k+4I/BWBm7rHkVllFFtlk3+5zzl3kyp23+QDz5UfmbURmHo7I3Nt7k0XWmpkR4e5mAFTnQQEz88gsMovHyKyIcDeDYVEodPmraj1lnn56z1kr39eZOsDyAtI58vKbLyjDyL+/eE21yuuf/p3BMtPwkhAjHB6gGt9PX/Ku3JDe/Cfji28pCk8z3A1w/wr+LDN/Br6sI7+Zf8tDntH6iIWBchRiXRjjBRtHPrx5iS6G/Ech5vyXiWx/iTFOhRCM0tL8hKVCUWwsMFQkjUgcsVIc+Z0qMlQqylKVQWZSeAAdGauj76WckSDE4YYqmTI9YarEpwFsQMILCMmN0GLUqXoh5gqi3j7jhVyVWRNHiSQbGFgYxR1KFD/TZowQYJgGsIKUC2bGZXFeMVkmmLEVSVywUDmHghK5WYwh4xb2wRhMiCacGbiQiOlCmM7EsxAfxfPsT4FiA8t88GPlvdc/iuk9Fo3yYkJiYtJAKAGZC6JeH8SCErUgizHrQNbB6z4ERQ7GEJVQI3EeqYcLMc3EuRJPXpx4GQsaobxcEAtMdUIsOjLPlHD2c64empGgPrhjKh1hSAQSwkC9KFUzdaroQaEMnh4Hgeo5oDVEBCFZQEolnmY0VvT2EUPIefyrKuUVudGj3wJ6foXmgXwsaFQGWYihIPoIywMyTKTx4MWL75+olxPlwwMSXxDG10iMhEEIcSHaA0qmTD8BI+Hylcs0U0CGQrg9YZKx4wWNGYpgVSjpiWoXQqqEcCAttwzLDcgTyJPLmnUk1tGNslqx4vQjQ2UFGcURnX5PCIbGPxCsILghvQRDY13LkRZtOknMWDCqKEqkWqTUwBBOTNM7NB4o6RZauTCzii4LmFJzAeu1xAZ0fAMMRPMc26IBciSY1xKTwwVSJsQJqwekFh/LVNHx4qYNE0I1Au7I1OWCpAMh3lCJVPXUYow9AtjzXGd+RCiMqdHVU8AqpCkjY6UUoag0OIogdkHqCfSA6cHtAnLnDo0YCQwkuSWI70NDqYOnzwt3/Wz9DFoTYXxxIKVIelyoecFOFywb408zsRSG8pJUX0MamNOIhCdkeuD+Enn9JIQ7I/3vhSWOPAwDwwIv3lc4w/KTcJkCy38dCJJ49e/GUAR++zVhEOLpQLwkXv3DwPAqcszGqMo0PDBESN/fEH98DfMP8PAOoRBeRuSQkNuBp9OR5fuJMjkvHi1zlAsGXKaBogH5cGJU4368I4zCj/eVy1h4GgeqJV6FhWN6ZNHXzMsbap2p9g49FcafKk8iPIRApJDqA+lWGL7G+cgyUufMkr5DLPGhvORmFn51Gqli/OvXlfOUeUEgnoVpgmmI/IqRivD4QTmflG9/d+G7L0/8z/8U+f2/HTl/MfP05Tt+uBz516d77oEvD2BLYvpww5gnDueXyAjvXxRqUj7cZQILX9s7n8PXL7CU+FADSzY+3J3IQ6a8n3lxNk71wkxgOgupCOd3yvmdUt4I+asEOSCXgTomysuZkIXhIboz0b6gqnFSIf+CoEKgyb09K4NtUQsdfSxd/whNp6sIFU9VE5rkmeiobW+neJs9bXA3GgUvbxvWyPeO6OlmLPWaFgZuBHedyahu7xBr9TkznpsfeqTymhbnyimx1y6aY2P1qLru1nV9Ww3YXTem2Wl69LA4L6EZa2myfhugIF64nmb3WXW7TX5/DsbaAMRdMm8gBBy5bw21vOlO7Z/4XAGO8DcQ29WB7PNieP2KtbB4N1rJ/uX0KPRVN15Bgp1G9sbU7tyQFjnxSzRTwTpXtRmx6hlHRL2GjiuSSEju8JYWadLTCgtOl+IzKCKtv47SR0qjv93cYEht5150QKGIgypVKorXlQoGklymUXMHtr9L3QbS17KW6+WIPi/aQjPXQtRrhEdBmtPerLv1mzMed6piBcLodQtTRGJc7f1Cd8RFhIOPr6VQQpa2ItrsCS2NWRZUAsIM0TxTgPlrxOqabMKKYtXTNlVrDojSbJuWfM6kgU9tafpkB1JOPs+6NPBlt4p1vtF1zMxqD1mzDDjAz20vTYcVw5pdtYaWYlGb1ULbHgjpF5Gbm6Jk+73rvew/W4l817ax/dHtM902stvW/T7pYF67fnbXNG1uriIp2j1XtRisp2BuvKj3oqvzVyO0re294bmPT2TnWNhcnyZ9vbY+byavRtzGeiZs6dD7E96mdl7T370ab/scdxvSHjjczxq9WgV6u92eLO3vnSPHGp/1d+6neFvXbXo7kTcAVpsjkZ1TvN8q1/O2/baf05+//ofSMSGBEAMxJcbbgcP9yIu3B+6+ODI+Zc7nynIZOT+OLHN2pJLUdZL7oq2Fh+SKvNoodwPri9y+XA+rZ8+sxNEPB/pzO2b8fDhXi7J/r7JP/bQRYUcG7J7at71rb3NKbH9f0b70Bb2OobDWr/0yylUn21iv9s+uL/t7nzfMz01F23jC9bebvZgVkSz7p65/9vH2l9vuvX+dLNmcImvuwK1xN2LvJ6YPqEeEXPUC30T7Iiutp7LfaIYLiLrb7M9eDI2T9YON3bsMtxqnrf32PrtaIF2da/6atvISvX8dEdLnfxU2wzVBrIbanfC3MrEN1eLCWtiaumL0e+bXBLbeddo4rTO/7qjpwlUfT0d8RLAepgkr1fe+rCFmaWcYrlf0bN2hIuyIp787ru/r87ilcOoNJH++oQfsuVD1mdd62LR578iY9n//1x1+/e3d0bHytL4Wex61bYK9E3TjLttY9g74PTX3aJEtrdXHDH/Plxwh9Wxsq5O8399e1gqarwrHuvbt+LoO68Cb6vTY9lkTcq0LvlfIl62bnQa26AalG3j6gbeDM7S3GmuPzI0o7vex9ncfjTvf9giybfxbNEUPHlqRTwDhOnZqXdfeVp9Mtf2na/u2Z3SfcYkJxzIQiY6UtoqOLgTHaWAYD5RSOdUnlnBEB7hMxruD8vJQuL3JBItINazCPJ+ooXDAc0czOnL3MNwxqPA7je7MPjzxRCAMmSEoMRTuJXM7BOZJEQssy4RcIuOTMUpkmA7UG6HcCbaM2CWQLPCiwJCVafZZyxbRBLdnLyBMVmJWbhYlxsCjGUXgFg8iPjakul4S9iDYcuQdL1lsItnEmGaO44VlvMXkjjxEnlLGwkI9ndE0EMoRtcyDwmzACFEVyhOywPAuEs8jsw5oUNLh6LtPo0dpkDiXA0XO1GEg3QfefhVILyDEJ0wypZ7JmljqHVKVWy4kEYbgPO/tU0YHmOoLd5LpRFDh7jwy5ArxAY7FEcnnIwW3N+YqFAWiFxeWKtQSKBYo6RaRSMwDlpWnx4U4ZerxHeSMFCHWz0QKN4rVmpz2Q8GkoGJIaM42NcKlEnp9ITEPCW9AjkAFG8g6EmpiyH58hFbENlNRDC0TmLVoBcGsQsVTrgRBShPKmxOD6EjOIJ7G39mTUkksMTovLs7Px7bFtPH2jRt56LrGBDi6LHRt1JSaPXIl+61EKqLV0wh4MhpqMESMaF0xdUeGszclNGepjgtYRcMBxLzwejGKzYh5EVWiueHFhCrWkPQtaiFmQixAcCdOOypicWNZsESYAjUYNrQzrTaUYXN8V/XzT6LzG09V7GmcPDplgjliwRx8rk0iqQKLNfm9STvB03WGMLhDYglIdXkooF6wekXffT5/M4zaik5aOkKISPDikBYcSSlDQFJyEeGS1/NErBADnpYpXUC8mDJSvZg6TawIAQ6ZHibvyMbkRbvDhEpEZSLIAAZBFclN/quKsax6ifR/IWP6AAiEWyQUkBNExSYHbEhYmsjngBOSQfU6INSKxGa8j7FhRwyx3M4VT+koxdMpWJyxal7UsgRUPEGDRHHDUhPAA+K8croABVvc6Bfq0FDSPj9odqNIHbDSldkGTOqAIvEULkEGB4a1/SNcMImEgNcUaVGuEt1YGqPPrzIiGhroy0ghux1HpEW/ZFS8qLqop+qIBIJ5fUAT0Obs147MFq8BoTFB9BRpv0h8qy63xlIJpWIXgVmoo5CPQDFCVY4DvBmEcUyMHEgSmMNMrIo9TOQxUW6DG5Wj01KtA1KEsRoxFer9I9TEdDmSLokbLQxBSVmIZ+NVnbm1gtwq3A2+v26U8S4yyZFzFB7GDElRWTwqZh7RVvelFMMeBmSIpPsGFDkt5GI8MSMWCLMyVcM+VMoA8lOknEbqJVPtiVzP1HwhEynDQI1GjEYsibQcyJfK6V0mmDCVEauRAWfAqkpW4VEOEJRjOpGSEqNCiFRGigkLQjUoU0QlkELlkJ2fnMdMDgaaGEPi5RQZJ/XIRBQblJAqh2mGQeF4pgQYwwgWONXEIoFbPRJqAp0RU4Y5EUok5UzQiqWBckych4qlynJMLOWGNETuakvPO0RyCJyKEKowBCMqlIfkNXPiZ/u7Vu4mnQlJN/I0Q7pvt02V2TsN6DpBly87fHnjq1dypVx/ukqrDYhmrQCtrWhrnBe2lNg9+sDMHNDW7xFYIZXPZO3VECZ7fbH3YadzXRkRZKe37cbZ/q3S/dVYt76sVhHrsvbe8Ce7Pu7l9i6nd1V6FQ72trztkm549JFf25R2toM1MmMbwNqMbW3t9ahtKuTqxv2qbXNkbEaVX3Ctc9f1/qaXy6YbSaMLpMkVssvF0eSY9VmRtQv2zFjc50H29hTZ6VPNaXY9vv1MdIVZ6DVHTNwBF1YjbpuxnoFhRce2NExad0Zfms7sNRvWQVnFrEdlVHe6hEDPwqANDhCk19No2SpaLcSuiXf7iIrLPdJTA4devrxB4WoffkW1Rx6Fttf8d7G4+3ynF64GPW2r2PLpSwPMrbU9+qFXHRgBXTNuY+7r1mqhWnfgNFDB6siDDRX/C1PN7Rf96mor3f+z2gt3vdz9ff2TZzyCbTN/6t7n17r3drzGYEuT//xZ+8stXn2x5217B8R2q139fb2/989e3WH+W9+HH/Vqv9/287l//475bHZyuXrbxupkpe3rETxfx4/X9ePR+htkBVw+v+8TV+fLn3mW/g+kY4oEicQ0MEwjt2+PvPzqlq//l5d88fUN739cePxQqKVyfqzkXImPC0b1vKntn0cnXDO/0FH+7bCUNQRr50nanRV9v61A5ACeQqYf0sKaf2/nbdifT2ttqHWAtD504t493+jkuuiSbQ92ELs6wSjGFrLIKhSERqFdQdBmeZS2ipsZvBObsAX5bQfOGuKIM7Lrot7N5bGGk2jr5dZfJ9YWbbFJDNfrHdqEtYKy6+ZavXnbHPb52Mbb7u1d+IyDVzqjb7kV14Owe+etM3HYxbxebZSeRkFEMUrbGBsSYSV/r4qHK3DmSJOVYdgqzbjD2XDj94yFCZpzQ3DkhUdPaBPtcjuwFdaCUu3vPmmhHRA2OKNiR2/ghx6GaAulE6Mb2aWHYqIeiSKd7VSnC7xwmNjgyJuOpFefLw+dZEWq0Apd9j6a1q0rEts50Ynbo0Ns9Zi2aI81DNV27+gRTgJtfszOfo96CgMPaBCQASRC7SFnfvhvoYQ+fi+yvLAKUxbwvIsBL8hVwXpURcfb//VrL1NX091z3UvsBrvQ0QdtHV24Do7mMYEafG2Tp0rRlUTbukZHO5kM63ZzWq5NRg0eLbFnPa3Alql43nFxl4usQkt1fqcuiji3YOUHna9YKyRnLXWClZZjMZb9+Yk1A9zV3PSojODxWSYQ1AiltRV831voTqvVm9iadkFIWzSQdWRpVVBDQyuc3chcOlM3x435/32vafUCipjv7drmt0e/SV8bqY1SPSy4rkpZi9roTuYOYuoejeZo6rx350VeBac+PT0AxfqkfOYVEL683FEDpKAsYWZ5McAxEQ/3HIcb5vcPnC8fOMWX2O0976PxNBh/d7zw5d3FUyOcE3qBD6cPpGC8MoMQ3ZAiE3fjbxhL4Gs9U7Xw/3z1Ld+NlR+KMqD8tzTzWi6cbgphSIjd8/hwAz/C7XfKlA5Mb264vBHmXwnl20j5p8htFb64gJwq9pRZNPJDusGK8qvvnkCM/JgJBV5oRmPgX0blvSj/oJGXNfA2zohk5MOIvA881Tf8C6841oljmbh78cjrVx9YeEnlK07TmfPtT6TTman+SLKRsAgzlT9glBiR+8CkSvz2eyQbw8PfIWHi3dcX6o3x+tWRgyVknkmlcL4cOF1ekodMvs+8PST+/teJx/sLP6U/AZW8ZC76hqfyG+6GC1/zZ0KAMghSlbffP6Jp4MPL31FS4lIeCTXzP/3ZuJ8XPnzxR+b7zMPja+aHN1xGISchPgnxBOHwgdvDB6LBpRqX6Zbz7WtGgZsTnE4Lf/ouk6YL93zPqHB/viHU6bPpDRPycvAgt+E9hJkQvdhvVUErpA8LnBS5jchNRCV6OhCDAaNa4lKEoQjjLIQE6dbTJJ3IqAk2vyCIMB0rEaM+zVgRcrpHQyKWjuxqilFLkZMGIw6GFEWLUdMNy3BHmB9I9Xsiwk1IVBEu1c8Ez9wfqAxYiJSj7+dY/Rxx50ohXzKlFJgiZRQmywy5UOWAElgGYxlBqjG6VwgbkhvwTaEqMc9ulL07oZao+gWmUB/fg2UqD0hQ0ssjMkTinJAaKCHAUKmcgeyI/lEwHaGMhIoXgZ0jcjpidwl7M+ApRgOWC/I4e3qvG69jk/MZUGRqCk701DXx8AWRRPgxIBdY0hMaFjKJghCXQFwEOWbkmIkBUhQoIywH6hKYHyIWKnGMEKojvoOio36su/wlcsPIvEepxBtPqUJeiFqwoZWWvBkI0xF7MuTdCZJC8jRBYQAbFnR6706RywXCgHHfRG11QfrFE2aC1uh8PUxYHCkhokEROYJEQj1DXjyqRhOaFiydCUGIIRAmI0yC5TP18h4JrwnpH5AwQ/wWk+ypojRDfgABnTzFZNCKFIglE60iYXJHxJAgBWR+RPIFYUBihFo8DdVwQeWMlYgsJ7QmajhASMRxamep75MkgkWl3P/k0uI7jxBK+cbVDvlPVJ7W9F86j2gZ3JkRA1oCtdWGCCES7ECId27EiQULT5j8GUik4d7l4NjcfRIRCR6tQmJZbrzGSfS0ZgwLEguxOU0sPVDCBfINMR8RHTAGT89TCyqhFb321EtBZmL8CcJAObxCMIbytEaC/3ViM/RcUSrDeSbkSvjpAKfEt3+fefhCeF0qoSy8nipfjoKkAxIOfIiZH9N70mXi8O4F+Va4/Dq6/DMcsCiUfGAy5cvTI/Gm8O63D6CRV//n33HzFPlqOnEYjPlB0XPi9/IjX4UnHn974PzbIze/E2ZZePsw8vbDG/41vOe/D2dUMsVmyhLQ90fKoFxeGvoYKX9S0k3g8F8zFpXz04kF5Ukr1MjN2XhhcPtuwULg9MPIcoos4cQijyzzDyznD8zyksv9C2JaGIaZ8WHi+PCay3zmzz+9YyLy2o7YELl9MVJlJpc/UavwTXzNEOHteCKOhSV5KqjFbtA68mSVBaW8fIWmA0cbCI8Jlcz39yfiAKnccJ8mji9H8s3C5b6iY6BaYUzK27sMsrDwA4WByO9YLPLj7Gm7fp1fMeWEyDcMMnP//g5q4siJgYV6vGO+mzinByyekMMN8mLgy7Lw9eWMjCNyd+SxRPQUiAKHpIxVuHxzQBPEN/g++QWX57vH88evRumwOf1W8JVuxsSuZITKmqam6bQu7HcdvAE2W9T/agPptovqkYGGbYArE9c7EcwWTAtmhppH5UtVWsJ5l2mDONBf66rL+Dep9bXXrJPVZuJX1//Wwbisrs0uIt3AoWvGB+vIYtUmOxtbCl7Y0N9N87Pcvoq7d+81uT1Q0Bwsgbg6XG3VRYSGCm/6SZttb7M5KzT0KIyeeq7rDwLifEDUjXvWMwRI740+Ny2ta+qNNDAbcdXPZGcP+kWXNkNK6xciHlHZEPPBBqepVuuu047TQ7N49fS7oUfjO90pLk9tkJaWqSM0G0NDQVcpXf1ZnRwizQrSol+8iLqvs8slCaNQzZ2nUj3KR6wXVm8ZHhodmnnaTmlZK6Q2QGRI1JAIhAacWZzOm/0hVd8RxNFtCfgZEwLEeMGj9hcnF8X1yLbO0gAotWVQiNW8DEk4YCEh4tEToeFzlOL/LPrcafazzAaEoflU0qZrrkSy2fwcmN1R8cZq+FJfz5463HXVXow8OMjP3F4i0kE3ipAROe30024r63aSX0h0cv2HrJ/t7CIS6GmUbf9cv69HJ7QP5eqmfs92/95S0yxW621dv9+edfvQZv2z5oQLV/10O8jW7e4M3bLIdDso+5vWy9ZG2jt3tYG1GXxljRjYT5rtmrue+801KLt/0Jjo+tkKfNxFgux3qS/1th77jsvuPthHfnzinfRJ6n+3PrR7V/LdOYwMWc+wlf99ZIv9y9ffHgnhr8UnyXljNUdPrPm9Wwod69XpP9mtHU58nccrNr6S3Xq3bD97P65aNlmNR7q2si36ahDdfXc1pjbbV4u7/mz/sV0Ex1Vv+7w8nyf29LgeTldEu/9Snj17dcMusOaa5jaCFz/I7aNHm4Ag+0d2PuxnhHT9/n2shj+5s/8/G+DuvbZrWz6enU9fzwfVayVcDQZHK7pwcLVpVkeDe8S3fIfbbR8hEdYJ7QWb5frrXVSCkeipqq43va3/dcO5G9n7qMVaWOqaE1B2/ZCNFnoYnEWeL2LDcLAPjVu3gxhCXefErrzfzrC9kPNegOzz2gTR7ljYBu6H94pMaft+dUAYG4KhO1l6SqrdnHf0u62VA9isza1Y9m4wmyPY+7159ANXTLO7hjsaf3X0PBvHZ15Xr71mM3Sa8Nd1zqTb11dz1tZKoEeQSHvDWp9hv81a++tQ+oZZz6Pt997Oxx2+jvzy+9bQh3Z7WH9zHWDfzp6hbJ275uOsRnq0fbduzd2zZhuaYH10Q3WsoYbdEXE1Gcbm3OkOV7y9df82etpPgYHs6WjjlOs4PhLE9uFmK532Pu8YwPMu7uZKurN35TufeZlgLZf3MmU0Vm6TF0BLXJB6YY6GjgNH4K1VwuKC3JAjT+cjJxMuIi5VR+MoMC1GFeEsAQ1QUmY0uE1P7pSRFkLd6tXkZWLGsBIIJowIRxFsUsqdwk2EaWAgc3teSJIIrwMaCvPTGSmG3QdqEY4zWFHq0+JOcC0owixKFbBSm2Cc0JQI4iHaVsyNezUhlpgHZTlcHDU+K6dQ/fdSiBeDAsuQiCpc6sJi2oGwHH+qBBXy4vn3YzoTYuaQZ+qlEOsJ0UCQgRRGVCtanhgRBrtliiA3hhyMMC3ECEMJaFXe1AemMhPt7OfPNII2TFNShsMZiRFdPN1avA/IwRHA4VJIUqhD9rDxEJhH5yMlBTSM5FK5aCZTCPGCBE/dYlJJaSZKRi7JSc+Frs8nN4ySapNtBDSSgoe5d35uUdChIgRCxZ0BixGtFZ634G72YNShOt1pi7YTRXUTnKv23MyxOTXbnorREdKtCKUaHk1AIOAoOG0pzqieXk2HtAp1jvFo8kcaEEtExb/Mvq8E88gmdRkgqOIBG16400xdp69GsIykQKzmhXw1upJa1SMJovneDoane6u+5rm40zeyKoqEVv9MnbeJKUSFoIQanL472xEvZK3qgQ4SfI4V30trtEexVqNAiMWdqtIcuStAQ5tcsYbhuzKjDSUYREgCUbRlj6tQakspKD5WUzRoq4nRxRBhrdFVuyL0eZeA1wUxQBYsiGMNAqvRzkyw6gUfxQS1hBJwF8UM2iIGeloHFTQ3I0pHRNbGnIM70mvw1EeoK6WieMSJeMoIoiO1JSQ8jaSiUVf5yWtmGsSKyYJJ8SiRVZMVYPazLzepKBdfxOJnrKdPbQhlrd7HGtzQok1GanREHdp3oU1v9uiMDhRwSyF1E9BZjT0IFi5uCAhev8J08D1nB0wOwOyGKhPE0qpTeZ2XikmhSm77ccCrsWxSRjdimYmniETd+ENw8MKKRBW0Nl4Sx1WWcUNRBS1og5JqN1JSEJlB8nbENnHeAyE+X2Oo1eWKIgkJgdDz6kvkIANR3WGspZJjZhRhDHBQOGpEasByIGTjsBTQSpyFcoGHVLyWyJNAiUTcUSkWkCAwFWyoDNOAJGNIEykmxjxh70ZkOBCHxDhXYoapBG5zZI5GiQY5EdXLB1uK2AA6DmgU7BHqIMxDYgnKUwOffTEroxrzUakRbHZnhV4MLQY5kuYDIQ5MoW0PFaZcgBMjmdf4/slzdX4YmuG53DhtjdFJ9MMNljJLAUMZzPm2LELSwBLOzCwgM6N4mrtUE0EqMighR1IZkVyRrKCKJiGKcJkhSEDCRCRxNGVQo15c5r2VmYGCxUrBI2lAyG3Pai7IJZBuKhIrWQaWGFksMqdICsKoBmTKcHHQ1pC8RvOsECEG57+/7Oo68TNZ/uqOjT6vMjusuttmpdjrV+wNSNaebfx4BR2uzo1m4LdNL1ztL10/2xmqVljSitDeZOS1x7uOm23jk2f372Vv2z+3/t71j2eyNF2H0jY+W+9a52GHsv7o1LlSUZ/p9xvXah/J1kHBz2XA6zVuDW5Okd18rLqtrXModP4rW2DDro8mthtH52q6Puk3/pII1t6dfv72N0XMYlu1zRZioRmue3/2nVt/afaH1VG2zgJNQ6PrYfvxrWvTyNG702TA0CjrWTTFtY62RXFs0Sy0dzZnUXdg9PqEzyJzXAbrBXRbQePWZzWcP2hZV9/aueSdaw4ns41CWmS8o+ramNsATdTP7+ax0lYTc43saTUsfZ9FHC7nB5i0xV6zR+9G6nPbJ7XP0DbOfVaONctET8f1UbaPBnBtxus9iewjZv7Wa7M37viXtPla+/h5cuG63s9ZbX9eru/tH+336TOu+gnmwDU/Wkn4+f22u3d7//MoiI96sg6i72v7xL3P/352z0fnhbGFOdiz26/5svGJ6ds11unmeezFx0/Iz3wn1z9/5ljsUWh7nrmtzOfRw/+AE8JfVSuUAvOinC+F82nm/CBcnozlZORLpeRKrVuhXmmH6LqJxcPipFrb9B0T3rZdG4t25PFuup2YfcE6in8fYdDRAT1lxyrDW2e03YDYGU772Ta2R5/vD3Npuqj32VoIvNH3v21nlbGRghlrCsCWB89CQy63iI2tH88Xc1MHnpN86DyLzgQ7EllWD6y35XPkKHjBkq2bbT1IaF5ktmOzK6Ern8QPkB7+h0EvlmUreqBtgt5IUxBXGWo/uJ+5tLUfGmrD82a2QoGma0SEhQ5frk1J7Y07SmRLawR7aaGH7IN6m0JzDng0g6dJ6GNsB5D1otMDyMHbs7LNCQateJ8fjBFjuhKonHFHLLiAv4b8dc+qdkSGH3iB0duxjPX0Rf1E68RkHXVujkgLcyMcwxixVpDJ56JC+NDm447NQWK49UaBWzy1UftKZpDZDSZ9Xvdpk6xHJpjPh2RMTn6fTXTDgTsIPNqk1+HoDgORx/ayAa83IS7QtDPeIQnFv++1OcSaU6cdgNILrpU2L8dGazuE/1+5nHzailnvxuZ8WWkcc+XTohveuuG78XVLjkIIgWZkcUfTGkXYUoFJbjQW2kEvm2NjX8RNWlSCRFYhUWhIovZSNyi3F4h5/ldozrLWf5G2lwRt4bRbhFLbx52/Bm0ojegoDDVUKyKyFgJTGq+JgWBGrNYCQZpg1HiSG8ZgrffQrtA4muettRaV0wVtbcifvTTRf7ogipjHuZijcJwd1r5C67gEacbI7XAUtkgGa3wb3dZ3K57d5r5HqTUUEZ3PC0hsfP+XHqkm1PnIQuB08z0yzbwcXzIMN6TyLbZ8T00vmV++4GsV7mtBL5E6Bx5Pt/zxhzc8HZWfXmQsZuRw4k1V7t4XFon8IQ7MUTiFnwgUfjj+QFSl1tccdQS5QUg8fIgseWE5nIkp82oUvojGn95WTjcFezlhLw/cnc/c/ce3LC9vefrfIvn7J779/30HdyPyj2+5OUd++8+Q58J//OkHllCxccRi5MOYqCEi7xZusmG3B+bxhkQi2IKWC1YuSL3nUCe+/fI93779wP0PxovvjHAMhPvAuCi375Rzivx4e8elVOLpCa1KrUo6C1/+qxe6/dOX95SDMr74E+OwcP8UkQ+gT49YKYxf/Re4e4PVD9j8PTfnLznqb+DtE+XlA9xV0qsThw8HXpzuoGR+W/+JGjPn/EQJR8qbF4gGhqwwLExf/CdjjBy//ZpgI/KPiZoK9t9BflCmtyfSi8yiE8UG3t8K3ydhnAemy2uW+sRDWRA5MU5PiB1Y9CXEM/d3PyI1Et+9JJhidvqEwPwXyC0Y8/FCDcBDRJbEQXoR2QEJgXI8Y+PMkANySdTFmC+Fw5C4OQyUUH1vDYXL3ROpRtLJpRRNoBaoVhGD0zwTxRh5CSFRglFDJU4DkhIDD0Rmzh8G5pMwjZE0jiyTkSdzNPPpjCbzmiClUi6O7jSthJTgcE+QwI1WLMP8Y0MbHqsLjzmBRcb6hFKI3BDkiNrAUitxPhPyiYAwxRE0kutEXCrpcvFULmNoOAhzp0hekFwYHt9DCOTXgoVAzQfMDK2uuFrxSKt4yISkpDog+ehpgEyxY6JOEbuYp+OJAWKgEigPATEllYUAJAZPV6UzGpSaFlR6JFdEcwIb0AGMQlU3/KpkTCpjGkihI9cLWit68nzJKoEalJou6FCwN2coiXC+wVMb3TuPneundZa/wN/GfItYJfOBGiohvvLIhGhoAC0JnQNSI0kilSOL3SL2ALaQijLlBRNBJWIaKVm8BknytEbWinhzt0Aq5PEBDUpc7gk6EtVIZkiqSMhocdSi8BuUr7D0RB2fnJdrxbJgJ8HSgtp3yDjAcAMEyBHTmap/BFVsvvf0Q8sTQY1sEyqJfFAgE2t1JOeSsDxh+gh6bk4UgTJAPbpuoYLYQuDkxeDHgklAGVARakiIBIbijgLRiJii6c+oXBhakfac76l6hPCFy5r2Z6w8EeJEsAl38GRKycyXJyzO6PjEIImjvUJNyLbpYljAyoioEBZtDpKzG2xGQPCUci2dFBYJ4tFQpj+i+g4phmSoekTrLZKMOHk6qhBPgKAlojXC4ns4XwKfW7zVDM5LxSxwSUfqFJFBkWS8lgNfYoQlEU7KeZk5z498cQy8lsCQR47LDZc58f4SmULm1eMT6QQ3/w5PyTh95XVRyjcu0w6HkZAiaRoJt4nl1Rk5XHh5WzkOI9Pxd0h6ze33gds/BJa7wnJbGS2jZG4eBn7708SPh4mnO4inkRt1OZvDgJEoX7TC3/9ayJPw4+/veZqMfwmZrJX/9pC5LZUfvzozHwq/fjNzd6rkfz2wfD8ynm5I5SX3B+VuMsoC+SJEO0F45JUM/EoO/JSVf3p/otaAF8wZ4PwbggnhZYZinP6vX2O1crr5M5oWSq2MWrh/SBwX4V3+E++nB+5vIzeHyDFPTI8T9fZMvT8TfhqxD/cccmUMMykFpkPgYY78y7eRKANvj0dGMV6USqjKb0+uI42HH9Fo/CnMnIJiwwWNgYfjgg6F+u9G+n7m+PXMYcx8x4GfJDGMwjAF7gq8WSo5PfJ0/x3jODHdfUG9GKoXBJiG8IttddalyyYbrmh/AHZRC7ABj6TrpU32tW6DaKn/uh2D1GTMpj/HnfVDxJ16nfARB382Q6jrjN0monhu+W582PpnHQQXuplxD1qzDeCgDYUdtOkLkc0gbE1ktzVf/jWquNduoyHfW3pHZX1esNWxtIKtDFxDaLUzup6yGj+a7UijO2/X8ZhHcLQxuqQf1jZ7dLXDRgY24w1rNgfrtqCurkhPTxkRgkPrRXxsrWix+4Lc8dz1V2tghK1AeJ/aADayAaQ+5zIsOmDH6/EJxgElEXAHMqFgkqkSqCIeCVqNiBAteArE0GoktOwY1iNjWsqkXv+TVqfBOmBA2+fRnQ2hr1EpHtUniZ60IEi3a0W6FmWG1yckYOK1Ik0bCKXdZaFFRIQZdyg4QYXg553TS8YTmRaCTASZEAmtRqBRu86o6nQdq+vfxaMlghybjl7WeRVaSk2kqeZOMyaCpgxxbntZgCNiYzMrGWbZ7R6aMDviyQUzSCH0Oi7mkSmqsY22rJTv5qqeSq3ZBcxtQsLk89ozLIjbwZBWW6bZXDzNlYO7pMZ1n7gtsAN4+79fRHKs6PvVNOnpqWS188l6q//S9euVan3edjaf1SSxu3OLJNrr+Rsn2ZvU+y8rb13vtvW//d10G2Xjt9fvsI/f3cdz1cfmFFuBrc1egHmEDLLrxM7GCGzp0ffvvn5vM734XK31eLrdo7+z2Rxg44UYm1OP1XbV+bztHajs1mR9fvfT+n9kpUMfd4V1Lvp37d3S56adI62Jv+z8uL7+ZieENc+fqjsYlsvCfIo8vbswROPpA1wejflpoSwFLR4hsRmUdl7qtiarQWj97zPi/mj/7D7YraY9+25bzE5k++Y70fYPdpO2PnYdAbA+KjtP6v7LqyeuBrU1KqyU4L/aRhnb0D9+5264ewPaduP15trmwP/zURTOp67dd7s9crUOOzHr6rXPmQRsjGv1jn8WH3xeeMWZsodC9nb6xm/Id+kOLmnPr9LKrlP7tWyHbJ+QZwVy3PAorf0udPTN1qIXVs9WEzja89aKCT0XMtat2TeqsT7h39atXaCj7a3T6kdzt0pJrAvz0YZx5rs5Srbv18/2vVsN23sa6ikBGvJuP6IVKdE/D8/+7RjUVf+FjmLYJkLYaK1RfWdwDYXLru7DdnM/YPaEp+trftHVyWtt19reacec9ZC/JoS0e5zM9/S170v/T0N1iKwG7OtrOxZW9mSyAoKsHXIrkscavubKw9fa6S9YWW5zpj6PG76K8pKNlNaX2vZv94htxLu1bbYuR49iWOdwPVB3U71Gx2x93Pp+vSRXNNeRzrtPu5zxHHclOxp5HhL5/B173uYffgbx7LfL8+c/42GJhSiCRpAYCDUQl4SeB3QZsSFiEaoJ1QTJSkS9qHmMDAIviMxWeVC4GDwFaQHzFRWYKUioLHFkwEiXQNKAjEIIwhgSY4I4ZWRS5gUezkqt4vUgVIllhlJaWmF33mqAPE5oHFiqp/S5pEAJkSXckoO6XzWIR0CIcbBIRZiyMdWCal0VapmEmB0NLtNAvZkoJzdIxzEwDMWR+cWdT7maI9bVUfQpGSnJ6sBTEiZGGEfCYISzIot6nvgoHKpxWBbOsTDfVNdtlujI/KLU2ZGvdgmtiG8hTAt1FDTeY3EkJM9Dq4oLbJwwC2RVqHA5e8HfiwTy6AXRjUpRpahySYWLFAgTKR6IyfN2G4rVgpAIWjyXeotaSMkddMscGqr68y4xSFU8eEEE4o7PNFIPazFGbekoXYEVPF8u5ikLnfONQKCII6dDEDAv+CkdFIE1pySOsm+OWao1BbgJurHSa7J48J2jObWqh8q3s9208WJz4wMFTJRKKwoYGiYuVn+uKc8pBMwSwQS0za9ok9c9fYDUFlJfM6aO7vaUMV1cdOYoRDcgDwUa4tqa4cFv62dFoGoDAIhuwZGynY/SRA8b8PGHHnVono5AytqWn3ptXZSW1iFhEtf6Fx4JCRa8ADTB1hqG/RkQpKPurQEZYlOAA4TgtSAk+NrU0Jyy4ZfyN/GClhbQMDiQIeBpGrsRyaylCMQjToKDGvzY9wKPqv2cbRmcg9cvstgc9aErQAHT4MZ5QKoiWpoZC7oD2aLPmakhNmN6wcq5tWtAxOIEIdHrRSjF2+/z3OTp7i/fckSDEaAe3EbVwQhBWOurCBDdQE5ITi81INmNj0kGQjdwIU289eKtQnCDPgohtvlw4ExtRdnXFKbBa2lgF48yIyHaQBNmbrikNPF3xNNu9pQJrbCpxVUOdZFbG/CiyT2tiKjvTWFLKTFACZgmYGxyhY8XkbbvPPe24Ch8T94WvFi90tKLfD7F1XFoSFV1J+3k7ZUUmA1GjCCZKpDDwCNe/8UGRV8a+cmQ2Sip8DBdGGokHI+UoEQiUSAODRI1ek3EOsKSjCoeKFRnodTAZYIhGAcxBlNGhEgky8KTFRZR33p4mqyCMB8NOyj3XiOVoh4lZShFQWogFGEoHvGkS6aYMlw8MkofI8vJ+dHh6Pw4mAMwasVTytVKMAWrqERKwIulD4sXpp896illNxDazRkdDI4JywrJebXKhSqVfDhgyQ1doTiP1RApA4RDQaOgOrpsc1OJk9cVCb3eSYAUi0epLS2JaI+gG1z2L7EZrlIiBbDksk+pBbVADEaalCnBQQJ3VljqhclasKCARSFK4KYkIon4FCAbs6UWUC9/E2DYj85VaN7J+v3ba51rM3j0+7qW+Fwxf6aP7cX0qz3RZOiOhO5AKXve3qZbdF13L1PLbjRXEveqB+36surC19ju9Z3SNct937uRYC+ds2tre/+mo2ygqP1491riNvaw+1Su/+2b59n79393o4o8mzfbRrqi5Peo5e229T19Xj7SZ9fOKH9JH/nZax1Dm/8V0d/pr0VcWE/H21+9KSnbWrefJmAbeOuKerujakdPqwG2/eEGatkcbVd9pS2B7fqwtr6u7+r4AcTc0K22A9btp0CFno7KW9KVrBoF7V7RZIvuKOw2E/X12wC1PRNE43v4WeKKhM+RGYh45KCsQmEbcmC3P7qReoMMXkc29TOWHY1vOr2s2TgaLLg5zmyNptFtHLtJtpYue53r1SDO33jtFIPW72uS/UTD8pf+3NZ/o8T2Dtnfs6PAlXY/wRufvf9n/7I+f/uvn/OB7bnO8vZkt+6Z55vcns/vs/6vdLnnp70Lz+ezv+k519t4zM8N8VMfdGf39umnGpCPvxI2Wt7155pvPG9p79rZretfuf5mJ4Sah6EvyxNVZ95/C8vjieXDicPNQL1AXeDD+xPnDxfmeaYW9RBxrYi1MjhNCbnan23xu9G6+ys3/ibtHOwf1NVTKyZu8Ngdjf4uoxtE/amGmg+dDe6OL6N5icXZkdDy5m3s20OJmyGx6QmyEltjH7K1Z0AL0WAN+bOmGTY67CF8nXHKjokgoG1HBO0IaD/mGwBpDc7eDmVvJ4iHwBugqY1jRRs0Aut0FXwg+31Gv63PPewU81YyT9j62hV188MgtInpdY8/59wVacgNS95eR8KHZqTvBvEWGSFScGUrIQysHjwGkBHMw+w3RlSRTlnBkSPdU0sLW4epRTW0nHsiuCOkK2r+zm1LBjz9kaPM3OKwHSbOrDqRzBiBoG0L9v6zeN9x9OZ6NHX5rYchrqgaD79HRgiT1wso3heRbuToRgynC7Gh9anNobRimdadEq6gWE+RZI6whNSMAl3YbQYk8NQHFnFYXGJNE9CdNxJ8/sPiB+hKUEeM0NZ7J/70yCVaVIng75cBbMSjLfKO+5vTgoj3EcNrQvR3f76w1xEinofSVhLsQpI4yMFRtsFNvZ32+z6zNUTazR8qbsTrESCODDAs9X3aeEL0/edpPDqfaNkcMCRZS0EhW9oNfH+HnUDss7uhf1BPjWIibvjod1rjINaKtxtY7GG95rU5tCJWm93M2PJoQnfQSfWTWGubJ3qERaPgVQDs7+58pM3x1vXdfNrq7H5em8ITsfs8uBPGt7GZUXelTPxNLQJl/bT/8/doG4zrZZtbWXaoFFuFGHP+2OYnrHJgSzUTdBvG59BaMKa7B1I00hEYJo5PB4514vL9G/RxQKVQpPJhCDymxC0zd+FMGIXDeMcbibzWwB9L5f81V3Iw/ukYfXfbIyHCwyAgiVfT14xL5MV3C+msjG+MdFDu744MI1zeGPNN4A//b2P+55mvXh95+/IGswss31Gl8j4lpED4cCJb4vKb3/FUjG++LdxYQO8iIkc+DL+niFLsB4LNvH74icGM2/gVkg68+GlhXM68KzNnK4y/G0lvJqbzwLBEfnzzmvirN8hQsJTROJOHJ0/FcopcSuX8eCGoMJSRkIzhNkMKnG+9EPGc3EAS7waGKaPffkN9OLN88YZ6nPjdqfL68Xv++VfKH39rLD8a8h6KVvK7hfIOso3Enw7Mpzvk7oJ8fSEfX3A+/j2SMofDN1g2lmVyuWj+lorw/fxb6nli/mNkrAOnL0bybypDhVAqeVZqMd7pjzzoj7wNbxlu3jKFmReWmUPl6ZwJIhxlJFolhRtiqkx3T5xn4Z/fjyzlF/A2E16897zB+dbQGyBXR401BM6QMilm5iTMoxHzyE2JEDI5XAgWGfXGQSh24wjkCBICxylhFsllcmM+H1CrzMkNlza4YbXOwXPWjwWNBRln4mCggWoCVYgLlGwsObvjJQh4oF0zOk+eOmnJWFByurjD6eiyYxgugJFsQiSRuCMwUNXQOZPHGY0ZjgniDdSCLe889U/OmERyGtxYvThyMtLSEnmic7h5dBmrHKEGph5hGt34eV5GigZH21rBjgmmgFwmZBkYrDJYwSbDJmtpwZQgrQC3ZsgXtEZK9nMwR5dbJLtDfhnvQQK3OpNkRtOCRkUPiZICU/S5swXKAiG09JQtlaUUQUrwsyuIOwGip22K40IN0Y2ACDKmn9NBPnmZCPPh4M4HblzkHk5IPGO1RUbbSNABG4ycFLELo86IRJB7tMzM9ohYJdSChQGdkkeMHGLj06MfRSVArYxEL7x+OUNdCNOBEBN5ECoJ0xtMD8T8RCj/DssTdn7Ephs43kGY4ObWHRBpxuJM1YsfblUARYboBZcXPwu8AHem4KmRwuUrJB8Z7iNpiCxTogwDNg9YToSbC+HOIyJqmAhnkIeBVEeS3aGykHn0cyaDaCCq59LWk6e2YnB5Z7HfoRYZLh8IdSaFTAwZGf4NwrkZs5sMmA2t7tgRM2IyGG6Q6UtiXSB/cFmKC2IDIb+k1+0yUUpyGbWqC0YHFiKVWgJaBR289o/kA1xGJN1CuiMkd37KUJGhQKmweBFvzjMa4TK642HMiWgjY7hHPrOgpsXA8vIFGhN3339DOp9YvnxDSUceLPKuRr6UD7xKJ5bpwNPhDd+GJx7qAzdvC/d/Vzh+a7zM8OHFiX/5+nsOyw2/OX5BnIXDhwuTFI6/mhkTHI5er+OdVqrBWCIsI++/P3CqE+UfF47pPb8d4ItbONzeku6O/Hsp/Ft9wO5mSMYlw3JJPA6Bb7827gflvx4L8yL829NAqYrcL4goxw+JkQjfHShZCEeoaeG3H05MCH/+wz0/Pkx8+bvK/e+N8wdjfsycy8SjTRzzwm0NWL2geWYOxjnBORT0i0eMkfr9HVGVm/wTdihc/u4dNirp5YRkiB9OxFwweSIH4d3btzAdsT8euX0/oXeBpyCcXz8Qjw8Euyc8vuF4VA5ffiDoBamRSmIOAzUU3vIBuSjDtyBqlKFgY6R8+RJNA5wUU4jHkWMKhJQoIuR3ATtfONwUDi8rd8fIzZR4NZ/4+/MPfFhueHe+R19E7O3AzXLL7z8ELCfK6UCO8P3tDWGCF8l6/dxfeDU9x3em65pdoA21oZR72hzZ0ph0ufNZ2qXNcFTovwkC2nVJF3A7/75KBwNNvwLrzuUABEeed5ydR/L2Phg9b7usRt3NAendrU0ubvoKQ+O7TZ4XGiK4G6vb2dJq8q0K1PoEdMOihLHpxtr61trUrkOUNk+ektejxW2NBtDu9OyO/dY/dxiHJu5fGwZXX0PXEvrXaUORe6da2h2NDgzoxuBuO/FDB2vO065bCDg4pulIDiRsNRqJmJij5X+RtgDU5NTQ+h9MMTx1YktyB5bdYU1qsojg6U/diR60fS7V6bEbruvSVtjpzItFizuRezcFYtNNvdZei6KILouEZlLUBkBxsKytyH5afQmT2vTbVjMxeEYGFQefpnrwfok7IdYMGL0j4jKFiqcDDRTU6m7Nu96PpxCl+xwqqKdRFRn9Z2i0Kwu9ZoTvuVuEhNUGbKjBbYwpI2lGPL6kRcUk18vDTBDPaOC2wQactOR1V+zSgA/R56c5ErTZAEQ7JNZlOuUMtrjsHD2y0sxp3JNlmEcnWXJHb6sN6ekjmy3JarMhpF9Ibd2e1zZH4yW+lXTV5ldba3PCSJu9bpoRaY6U1aitnWFc6emrdt717GYj2sCMvpf38O5uK9562ze2Nh9MV9BbJM5q49t4gX/7qbF7jxxosrORrjaMrY/dQdWfWXlltzUIbZH7PNBodBtPMwmx/rHuuf2qyeZbsq0nV5EOsp0odv31Oj9eJ5erPq996GPv/Hmt89r62vaof9Qdj22O+3lmsBl8//L1NzohGlE0pJxoZVkyIkKMgZIruoBlWC4LJWe01tWgxNUEfvpym+iO8z17PSsB2GZPYvd5n6W+f+x5A/ZRs1w935A9ewLoVP+p/q792u7pS2udumx/U3+bfPRZv6+nCLF9/59PyY6erztDEwKefS7rD3/82etl3Rh9ANadiOwnrI9rDxx4PrKfmeBnnfxL3wub52lvWWyd3h9KJpsQsr5/P1mbwXwjQGsdb4LKGt66H4Mz9dXbf0Vsz9Z0NySfl/bsFqN6TT9tfldU/9rnHbPG6MXGaWmnuiOlsZP1ENjYcE+xFPj0PO9QMLu2tvoRrWWzRv/7lX3e310kxkpLQg8Hk/UA6XsysdVs2EKPt+gGu5r/bZybwLuFMO+Pjm5E60Lwrr+fRNP8levZPns+x1v/7HrvPdtQW17O6w283eG8YWviem0/5g27+ez3dHZ81Xm5IiVrfVnbaLS4HUSysahdB7tbaI9GvD68mpgguvajj/u6R+sXV+Pav8/6AXs94u2e/RJ00tspF89r9OzXZt+TLVrJv+j+lrVnXcnZPeifX3fimso+RR+fd00kDGOhomYsRXnMhmlCbULFKOIFN8WMgcpsrt5JrERxW9QhKK9MiWbU5ugTDZTOsgJYiqhF4kFJKGGoEIWCrPQRETQK8wBlFOoINhg6KEWULEI0GB7Bk1UVIsZBXH25mM97TaE58CGpMVVjrOqp9sxR9YvUFZXrbECog/P2UI3pJIwlM6QFkQV0IWhTrq073oSskaQwSEKjcLpP1BKxo3lkx7Fio0JKEEY0BoiQBc7AbIGlwMGUgRkLmTIWdzaWCQ0T+TjAocIwUJM7ZoMaaTasKkuqYBWbG9rZFixcWj7JQBwGGCqxZCRXklYChUMVyuJFey/hwlQrFgMahEogEZGQwaCUASxBHTET9DB4rttfcPmxIzs27khZiRv9rqQu1lI1dNbjPM86KqsJ1l7qFjwHf0/P17VwLw6INFyXGGsUYgHVgA0RUvA0OGUX8YC1I93cUdKKWoZ2vAWMXhZgPT9iaud1x2I2vhKaY74UTNULHfd0jxIcXdeaCHjBuUpTatUj8aSdYz1joEU/b1Qb/7Q+be3UUiF2O0xwEcOqEHqqR1zGU2kRMh3dAZ7SQNz2ZOJGY/DQfv+ezZEgID1EX1pO6ChrmgqpLV1EZ5yhM7YWYeiLg6SOkLeWuqGs67wq3X9Vdttdgr8rGFIbOKHVBxCrLVWFeKHmlVcra2qP2AznxRfcCJ7GKGkDG7U0IbHJZ62ApdSEaEBtpiMIrQFGXGmKYKmRd3UDjkVMA6rN+Rzb+oBHWpWO7M1tkb1QsxeHNC+ubrIFYEp1J8aaMrM2Bc7Tjng6pQEHYbT1iE0eJTqRVUdiiiqynv1N8jDYAEO6nqpGaHTYIkx6Gs2WBsWbaMaJFpUpwhoBYd3OGJqEZqx7HvFCsyZC6HxHNwSs0GnMeSFaEEaQtCke4sQrQZw21FGdPdLFJ2+hy0a/CMYZGlL/piCpkqISQpNPMLQKWVPbv9XTnGmCGsmLkBajlEKthtfOCAQWIoGBSDKhlIy0M9cCLKoUFc5z8qis7IXsb6xSQyHHwJwCBSXmylzV63CYwmDkIsw1uMk5FFSNOVaW7LVhTPpcKlKFYEZYFkIW7OAVNubixq6KodHfW0J1lSaDiqdpqwFyMMcd5UBOxpwKGcMkISESh9J4VgWpVI1oFUIwQjvLsOQZVg3fw6US8cLpOQucnee4IKBQPNrRgjtsaouuqe1zgke7sZ5BTgsWtRWqT56qrAGDiAOESDRPz5akkpISJRE1otUjP7SVXRGUMGVEW92LCnEO6BickQajxnk1gH/+tZfrd+C9K/G37bG9tWwTKPdPPZMer3WNrohLO2SukbUfSf/rHG6bbnffcx3pL7x3r21sz0k7X/eXPGtKfua7tr5XD+8Uld0z0vnc+oV8/Jrd83Y1D13W2N39/J3ycUubsLNrev/g2qSua7KO5xOvuxr2utqfuPmvXnstca/F7DpqsKZYXo2duzGt8+68fI8M/Tgqo618dx7tolM2vtz4wRrB0G7vwFPbt9rONRyQd83bu6tta6dn+1hlO3F58iotD35gdbBxP/98RNc66ZV8AfRo061wsjWS6DTWbUbNGWM+djGXQ/d1HV2ucYHaZefez83W4lMUnnVI22rarg+93d7hZ+siXdftT7Sz96PIp2snAbLJpZ93XVHvOj+bUt1obAURblznmgvZJ9q6uuXqI//l+ZfPeOeeH/BsgT9u7dke/MS1NmHPPviMWKVnDo2P5mxt4S/t+X380bMu/dx7u334o6Y6aPNTX37cw12DbKvV+/m878/u/6XH5Seuv80JYbjgoIYWwbTy+CCcTwtPDxdSCKsMWrSQa/Gf6oW+PATYGrK/hV/a5ijqgqg0wVFWQbt7WJpxVtoxta59Z7rPDlHroWqt84KnHIDdRm9HQ+N8uuacbxtsReY2Qb0Z60M/e7qhc8/EugeQ3caUxsytIdEMpBu/27WaLVcjYRdWWBmcCp6uoDHr2J9rvGtDyntf9MqIzqq4W2uPlmveH+vOj533rzOc4PcHk1aPoh/COyGr93/jUd477REn8hFffX5JyxnolhHDoxMqYgd8tHPz5DeEvk3stHyumHhTnnpB5lUusdZJGRoj7Wj8sT23+JqH7HPC1A4Vl2xtd/h2lMSaH47k9+jZfw9Hf2EouPLbcgquBZndaLMVe85tKsd2wLVcmj03pYU2r7HdY46aNEHkxvu9MpG0W5+IMbY52XKKOo3dtPZ6bYVO63Xto6c9cQPCGgIaoqMWzd/he63NEz0aYcKNCC8aUTyxGakEV1INs7nNbRNyrUVvuLqI6QJ6cmWz1c0gSAvfLm3eewilG6wI+S8T27OrIw2s5wDvwrY68qTLnoobVFuChPbKtvdb2oW+x+MaKt3TSbSok7afpL1DteWGbPUdNh7oohvqaAlnZ03IsbAhmcWanGP0+iLOa/pegh7JoityKm77DByNIYqG2Ixcnm6Bbhg0sIa+2q+B4gZF5699f/kv3ZklTZDTHm4f/dmWfpQePeV8Q1r6Fjd8iMjmdzL8wBA3FgkNebTyX0eIgLky3PgP+LniyDKfG232njUf7w5m0BU+94GFRolNzO2fI9g6f+VKRP5rV7TIF/kVQ4085D8wy4k/nJ+4zIGvp4EXh5ecBnhKhagPRH0kn+55eHrJGOAoD+gA8yS8lpn/R1g4WeUP88xFR37Ib6lD4HCzEIKQ7yohVOTlE1ELywk0D/zwCOUMw1C5LYGntwPhNnE6GD9MC3ms5ClgRbGiTD/A3X8GmJ44vvgD9+PA3794ySUnvnkn1GCk9EBKyv3NI1NY+HX2VEDv3j0xLzN/vodZ4XBuRZ8nKEl5jAvz0ZAfTvzdv50Y7mfGV2d0hnwGKQfC/BKJkA8TLIHvHgeOdeTv6muWUfj3/22mSOWrMpNi4Q+//hEdCjd/vmewF9ymRwae+JfpjiVNvH+Epwd4Xc/8ulx4fH3iw9dPXE53lIe35MPI/OIWCxdKNJKM3MyZMWfufozU0Vh+f6EA+q9fIVmY7r9nvP+JF2++5BAmAi9Aj5Sfvkcfz4RDJQyRenmFfvg7/jD/wH8s33J5PZHe3rAwcrZbwvBEuPmOeRl59+41qd7yuvyKPAryjzMpfj69GXAZ2qG8BFik5amFJJmQPN1WaSjKKC3/K+KIsEuiBCWnM7EW0nIBSUi8wVSo54sbJYvzntSj12rEVBiTm42X4UKNleVxgGXC3t6gtxPyYUFypoRAiQGJSrwpHp1wuQAQohCSMhyMIJEoN27Urh6SX4db5wsa3PClI6qROEQIQs4LtSyEokRRL7oaUitADWMYGVNgNmExIWggEpvsFRzFfedFdGu5w0woIUA1hvPsjqnBJdvDpUIRZjFKAn0SLAtxWEjDjNSI5UiNwpICoShp9lRrKYzUQch3F1+TcyGUSDhPzgsPfn6Mg8spYZkxlDwEaopYuUVkJDwW4qyQMjXOnhlnMKhucJcYERmQw0y8u1Aumfm9EVvef6mB4WkCBiy2AgCfeQlGjItneyqvkTqiJlieSOWRqBfqOKHTjRs9a0XrQq4zMmTkVmARRCfQhmYchPHoabLKMjm3HS5gil4uSBXS+QVCQA+GxYUaFqpkdyoRCSUSSyDVyKAR5Z4cXnrKu0WIsTKO76FGpAxQBmw+Qprh5ltHYdZXoCMS7l2gPl4QC6RT8vP4UCA9oYzkPKD2A2KPSJ2QOiLne0J+jYSKhgwhomPLf76oR/2cIh3ZaCY+d0BJuCG/GZEG/ROeG3qEELBiLQXPW5c1BsNiKzxuFWEh8IjEGyTduw6RT1ArS/YD3MLg9N7SNal4pGkKd84R7AJaqWWiYEiskBwhiypmM0JGJBDChBeeLpgesHyDSCFOGY0PLPoeleIoeYnUccHsQFi86Pzn0Zoy8IBGqP/1gk2Z+/8sTA+F+nJGj5XzTy/44fEVoj9wW//MF9xwtJd8+JPwwzdCflz46YdHyInfvPwdxzzz6x/+naAH4O+pJfLDNwGScvc7hRHeLZWSYfnzDeMsvH4zc3N74eUUGafKB7vlKY1cHivzDyeqXBAplENluVHen4U/nUbCZeH+/QPLofD/fXsh1IHj8QWpGrZc3AB/63L/Umbmath0gx0i388DtQgvvn5kkoUPknk4Vab3E+MPA/IVyJvAOS88zQtpMcaHgflGebx5oNqIzb9ieJm5+1/fQTaWfw3kMvD4/dcQhDj+6LQw30AOLOkGk8D0p0dSvXCMwngUlh8T+Q8RuUvIzQGrC1b+jMWR83hgqYHTcktcYHj8AINi9xBT5PhmIFZlOAtEQ+QRZCDe/R3UxPyH/6BczvCbr5GbkWOYkCEwshDrQlgGrBz44QzfniKhulMiTGduvnzg8s54/x6S3HDUFyRJ2M1EnWbm8TsslL9GZtc0J90W0dPG+OfdAC7NgCkEDxTX7mh2wJwDtjv4qqd9i52gm8mgC72Lt99qAq4RD+wjANjZP3qatLBGDWwmNV35s/fW+chWn6LtuR7pbR3h2o2qga1n1ZHdO0Qs1gvbN4duswG4klTZhW63iMne7c3mIrZz3mKuYyKtj023bXaW9TI2B3tPbYwgPa1PR1+v5p/cxtGd+Vv9CteLnwHjWli84DUa6WCfbTjNnOjr37SeNvZeBFvWT3/JWQq2Arm7LgLu0O/mfSRhTKsdpNe5dEKpDRPitTCR7IpPTUDA5K7ZDEpbB12NTtZ1Kml2hl5/01z/t5AcDiC1OU6ju5XX7B8BLOI1DoxAzyDgdoaui0b16AVXCH0MQUDDgmevOOCSVdunqi77RacDkwGVCc+M8YgRCC16xG0ofra5c72wM4JBHJs9cXAdNPociY4EG6gsWCiIGVIdRGUBpI4EJiQUT7HYHY4aQGObUweYST34WoQO0iltGjx9oLY5NS2rHUIQr9fRajuIBMQKQsUseX8NkrXaij2zQelz4jJbDL+E1mjU2XTnNaIgso8o2INBu7NQrhyfxqa0t7WVnW3OOg/aIeqvgIrGVre078VmX9zvHen6uuz2Hc12vDlJVhvlLtNCH2nvzx7YuAd9bp+2vtn2CNbGbfs2ej/7O9o4ZOO9joPuyULtY3Zg+18a/5TdF902Zfv5WqfoWXPPMtzszpLnL70C7cqub+vru6F5nfrdeBvf+EyH1/9AYWrbmLRBrbUhyYzanBBUqFSqtVyp1jbH1eLbFY+HRvhy7dPeZmo3sD2tPuva1cTaz3/16aFdE8OK5pafe3Y3lnaHXX1rH9/6qcd/rmONSa4k9Imx9X3THSHPp2t77X6j7+57Hj3Sf360CbZXf2rqrz/fNu/6jv7jswh0MwiuzqD1q87s1t2Ee+S74NGfZ3fPxgyvJ30vDjyf3B3i/zkCvXnyN8TFPvLAhacmAnE9W/u+7ASqq0XbMRXTlQ9ce1DafRJw9OBz5v/XN4Lfqbu+7+/vQmT7/flir9EZ230fRRyshu6GHOgHPv0g2r2zHcD9D7mar/5cnxPbzUXrozwfQ0MnfIpIP/PaO+6uchM/I19fms0hujre1l7birhnRxXPr0/vqe6867tKdufkz/OWLVzwZ8a27uneXt8vq6fhZw5F2/GLHc8xWZEvzi53DuL+eG9357T9xAt2f+7X057d8okz4aNmNn53zWb/wkmwP5p2Qs31wbpnjj/HCT/vsjxhDFgWkIotBZsLdhO9RsKkpKESsiJFqQKlBKQoY3GD7SyJaMZYIgEjBRe4FhVMxVOyROEQKlOAGCtCy/kelVMwLgK3WpiqojFhU4DYiq6txeB6rR3PK+5pw4LXKjh4DurUkLtkd7COCqN4XYSGq0bNOEvkHIU0GFFcmbMcqKIUFqYlc3gq2Fip1VHlhypYjaglEpUpKpqEmgIaAyEEQhB3AoqRpDDIgulM0ULlFUEm1DKmQpaBSxyoiyJZWy7yikhGhkoMwqQjNQ7kWy++WhYvyhelknIlqitLhUytgXA5ILMwHc5YUMJYHLVZCqFWIq0wX4zIEIhlwOpA0hHMa4DUwZ1nY/H6GCUmSgwsyYV+9QwFpKRrerXPvZrZxNffEQtNOWhyj2zGipZMji3lQ3eKuhPYd3FHqdFCzsEtLuJjlI56hp6+QEQJwc+EDujoqGupgoTgSlcwz8ZXbXU6Wj9GeuRbD+mwPV8NmHne9FaW0YOFPdF8Sx8I9HR5aiAB6akWG0LcO9aSCxpetNi04bYFa4heNT8frBmZPMuAteyWzZFRXIn0bAE7GdhcbqYYVFCTFgXRlJMqKx8iOChHpCt0tP2p9EAHa3u+O7etRWqYGERtIHvDDRXq56a4o1hibQ5+3+VVjWDNoWs9AvHzlIs2OGhFysWyz20FpCOb/R4VT0ElfVDaFPAOAuh00ujIgvna9vuanLQdOA5aEBvwSJXifQ/N+Oeja+TuxUYlxFWX61EHTgFe04LaQCfqxCAd+RjbGoYEDB7NgEEoLVVCk2HVow82FGhA1dN7eTQh6xm8ycx9T7qyaNrSA4TCFqUqLZJC6WH20M9X8b1olY7MdJdij2rp89FSdqznpABtL9BzhbeC9Fp3c2isKNHQiiFqK5jZldGVr5jL57KhRdf0r+LOltBpqwEpNJZPgpV/jtQku0GqikfzYZVQPCw/SmGJigxCmD0ibRQ/D1M/3hYBiURLjPPItFSYfX1icgBJXgStMM2e8oFaQGEJgsbAnJSYKqVk9Cycc0FLYc7KvChBigMCAixJWYqxqGd3my6CinHRhaSVOwaCGBoXLBrVoq/G0VNBllCpZhTTpm24Y3WNGsMjDGpU5lSwXLCanZ8l8/IcKRBqJGoiqOsRpkbQSLBArG54iqUXo3WT58qjS/Wz/ibA4AbfmAXV4M7dUrFaqaoUU4r1LVQx9XPYebQ7vswMbQZkbfs4VGlp0FijdnxnBgIBNKFlpEqgRDcPV/MEejFGAhFycN4cDQ2uN7XkOGDGPO8MYb/o2suEcv1x12k+Uu2e6zafIPLO137msr1wvb9t343+rlWc/3l94ZNjuBrMc/3wWqL+qD1Xij5uddVbGkCp9Wsz1j+X89ufxg6QumvM9jc/e2iF5j/v3DYO2z+7P5Ov2r0a1K7t3tbGtPca7Drx1wvyUR8+/7KrIffZ3WuT8pxqbH9vk/3keY8av1+jVNnGtDfedhuICD39ubYzxGg6hQgOHHQ5qUePrm0Bm0GD9eenKWtnUdjvzasIim0Gevc2Wt8ZVLXJNbIi5FoT2mS/Fj27Nt1qczW7ZW9rtUu3OllrCqQ1sqJHdDyn1CZXrk40W9nD85HbSou+LptD7Xp21j8bwPHa+M1KrrK7/Zdc15Rl6y7tjjeu+vkpatyPnqv7roex21e7LfhXuy0fz/Mnt22j2Wem3U9fn9yef2HPfvSuzmzl2Tp+fN9+1jbh87rbH7/n55j9rpn1j5/p9xVPfD6H+/Ns/4xtS/Wznfu5sf789bc5IVaBUqlWvcCgOgK0pqZgaWgKYAvDtOrCa9/BHZ3ORjQrU+wBD+uh1z1gfXOH9SEPE94OgZX96i5EqH2+Iv37VloZyCeYmO4mtXvmd3f2b9WsRWzZGjq2qmliLof3iAa2Jp21uMKgIptxbr1vO/D3NNWflWDsHrk6mAQ8/J6OQN4fkk5wa3qyPcFd9cHW9tZDpzehtuue/2KNCcqu3+sarYezNEPs5xCpNnmkz0YgSM9NVvF44sIWobGjlR5ZchWloPSaEV5M0xDLGxMT8O3QV5C2URuKREJTjHsOQAM7Ycz0cERjADsABbGCMTRjhhdBlFXAMrD37d1dEZz8nSvypK9JQ4xbU9CbwcEFA3NDRUgu0K/CZmlzlNnSHLnhoufSl7Yefmj13KMLnvu3IU9I2/yYtYNaQIa253ZGf2uHa+/fvg3w/W+6peTzwbIKJR39Yz0MvyEFpAsATWmWEQu3wAxcvGtq/n3wIqmOyqEJG+q86OOT4pOXNNprgcDrljALeHC8tjSPvh6x7Q/BjZ4W29o0g4XEtm+S02FoRpPQaLN2chAwaQV5gRVxJC7GaV8CkXUOQ1/XlX73TBTcOChegNa8qKUbS3r0gt+qDqT1tLHNj+eCWG2GiVYQ2brg1PZ7YI1OsMImhHXShTb3sJk+WxudJ7S0JD2CxpoxrB/ivm17PY1eCrNdfc+3D2pDeoTOs9Y0NbXdthPO1oN3x3vVVgHUW27C9Wqsk46HbjTZIkysFbc06NWHPveqNfCnH15jeaKUf4VD4YsfFg7nmcN/KQxvKl/dvufN8ZHzY+T8+IKnxyMP50TNH7DLd5zujnwIr1ieEo/v3zClyts3M1WEC4pE48uXkfvR+If6xJSVp2+gzpF4p+Sh8ucXyp8x3sT33NiFubylLAPj0yMv8wM2ntDphMqBKrdoKtTfL3h6tX/k8d74z98ohwf4/R8reS7854dHLARevL4nDfDvtyfmoIx1BIv8qBNPBNLNEyFl5DIRnwYsfgB54uaceJNHvrnc8R9PE79W479SuYQj78NLhvSe++Fbyjjy4e6GiUrieyQHfvXHG7QaX4UzKV0I9ZElKfZ4gPySzBdYFMKxchyUMT+g9QR55qc8M89KLoHbp8ivvx2YXxmPX584PVz47rsnAiPHYWQcFg5fPXKSzPc/ZvQy8Pvv3jAuiZdLQYfC5eYDpyTc2nsGFu7Trxlf/YqnG+EyBpaXC7NcOI5f8Pvxd4z6PaZ/5O4p8+pp4RRHfgi/Ix9O5PHPxPIj4eknIsbr8xn7bCudX6Uo1YQhFUJQYmyFi2NCQqDGSA1GKDAUR1ZZWbygcoAokdESVYRlcP4mYUHMi0h7BJinqqm3E5ICcRQQRecTWmdiGhyFel+x2hwa5zPDPDDkyHlK1OPguHVbGr8aqAa5eoojWYQQKpreoyhnqyCBybyewFxHlEAMAyEINZz9fL01dwRdRjQP5JAp4cJkE5PdIHVBy4ykxDiOhOB1Mlgq9mGhqnF+NAgeKYK6UdMdWAVRpV7w8+oohJvAdLlFlgO8rnCjzO8j+cnzNscYifPCNM/kIJxjYkyRdAjoHOGbEUlKvGnRljctsYFPBnU5oShPHDAZSI+tEHLKmCiXdlQPYyEdMjV5xEcUJZHBRqgHql5YikebpMmjV8qDwAjhrQOL6ruLG+M/9zJgvoAVrHwAE1L4FSK3rc5BoZRHLunMFCamNBF0dIdcVuRSkeqOMI1CHiMamwtUI3UekGrEphuIuHxmN14cnctrbDZMZ4yC3RqMBvFC4AGVgVxvQSopVHeoWkA0weXgRtZxwgrUpWLVEB0gVlL6yZ1sB8MY0HKD6ZE6LmCVEJ7awXjGrJBqJOg9NRg6FXJLbZeSkVJzVqypoMSjXsPF5c3pBiOgNSFkUnjndiA7YjIi4SVixlAeEJmZB6OIEWv2udEFaqHaG5RXSDkSyi0ag6fGAXrNMFJFiIR6i0gGeY+ZUWMAhXo5+fkYJ5cpHc5NzUewiOo7sIU44A7E4HSrsWJDRoIRYmkRiYpIRfQFgUwIAxYiJd1iEsgps1UF/CuXAt+57H4pR/R44PDtGXl88PJdF7iLifvbSj2fKR8qHC883gpLjoQ8MIwTt79+w2CV47czNY/8+PArhmh88eKdO/ZLQLORv7mQRuPFi4INkdPvYUnC+wgXEX76ppL+LfJuuPCUEqNmkhaIRyzcsDwVzn9eeEdgkZFiAbXX1OEDw6s/MV0K99/9gATh/OtECYH3lwM1Dtz8H19iKfLun7+nvJ95KZmIcvuQmJZbxmMmjhW7ndDbgff3yjeHJ27fnbj/4xPHm8Tr3w8sww3D4QvKCZYPSn1nPP1/JqIG7h9uIAXSV49YVA4fZkI1VAqWjPHFAzYo+fKOZb6gNwPnu8R0GRmWkXcvIu+yoF7hAAD1/ElEQVS/HInfC+G9stwK82HhTitvU4aU0XBGZaKEt1g9UPMbtBpL/YCKcLHXWA0cvr+QyonhxZE0HMjThLT4tAhczm/JJbK8fcdwfCA8Vr6wSpoSw+EF43LL5b+/YBkzvLigYeTywZPujecP5JORH95Q9S9S2LNL2EwoHZzRdLCmH/XisZtWrC1kN7QoW1vv6QaELY+5bZ/jRXpd3teuDLTbutG4p7qBzdrW9aum1zZ9Yi00rz2C12VkQuuXNsdjAymslpXYQAir7iEYadNr1/QzTa80dzquALFuO6JHU+xQy10mv7Iv2OpwchFd14jl0JzH1OoO3lgbwnwABqyn47CuATdHMN3ZJGu0uLRxtQJxWM8tIavGs+o/G9Cx6XjXKR/amm52KjPdrf/eZvU3FCAJm4PAwWh9LtvaqyIsLaqz9Uk7eKRbpppdqsXwe82E2ObNWt1Qw0pxMtqlqXSSH1oWp2YbaU56T3dYEBaimOuMLY2lZ7z2VHI+Cw080Gxj/fOe57KE5jI3BzoFRrqjZLXziHltE88z4EsnBuRGYgf/Ozh4wtTj2KU2+0DwSKHI0oAdDn6RZnPR0uwi4nYMjZ4ZoFbPeCDB3A4XMlVmp0WNTWsMazRNPx8JeDo7McwyZp6K1p2uLVInzHS7iY93dNoJZxCXK9wY4HYsU8V0ZgUErapAozExJOTGCrr99POuvtyr2bDZr9QXrpkbHBSzPuBE6ntmtT2m9XHfD3u+tj228r21HVlNS5tZw5wn2fZ87xdt5jaHjNtW/VVhtbPsbUF9bGs6TO12rd6k7e/kU+n5hb3zZx0NW93Tzt/3IOF9N7ozYgPMOgaq8b0db9mcW7brI91gw5qYhmcH2dpuH4fvQeljX4f5nD765DegjHWO3exQe9XzSg+VZ1/+/PU3p2NarUz4IdqLCjWQTGN8Aq2QbmfS25GzHT1XDXdqlefv6x91r+zeSA5XHrGr3fMzQ7DrV0Aj9h1hrDd+egJYEcnPifr5vav3eH/DTojo/b9CIT3v37OWf+5P+fip7oCxZ+Oxj+7ko3t2jXz6A/krt9IPcfn4i790yW4TXXkS9wJKf6Pu/u0Xtvdx3Ta7Z/ZjfL5qGyNhFSY2olpD1IDtYO9CltDRlayCaJ+F1gczel7graBZe5eFTWi7Qsv08cF1wZf+3W4M3cnXv2sG1I/HvR9qb6czTWOLLNhdwm6svRT6X2I2/b2tbSu7ed27864pZ1upZ3Mgn6CwLii3QlpbI33tfpFm0VjQRkfXYX/s+vzsuyue1sd33fDV2cl6jl3R7BYxsd6xjTNwjdbofb3qs6wMbp2/9SPbDlfZ7Xq7XoE9W7tmB/0g2mE9rs7fPR3uH97/3O2vq7FvqJVNPNlN1ubN5PkZYZ/4eEUPXw1q/+t2s+3G8BEYbv/aRu4bt+wOyS5I/BIxz6+qnu+9FkOyEaoxNB6hoSKhEkP1fMeS3NAmroyGukBNqFUWIg8S0AAhBZJBSoZEIZFIGFOcmbRyVqU0HZEA8eDlEkwr1TKxKqEYYTHIrahwVELwdE4lGnUKbggst8xB+cCMUglU4jpDglRHw5clUkRIkiBGIpFkAcJIFaGWhCwBkhFiJWogSsJsZCm3mFWSFoKNVPHnh+YUTmMkqKB5gRKYLp42Kk7uOEwnj46oZ7BZ0JDIIVJDRmMlRmNsKN0ZyCVQT8AsJFUKXj8jxEqiElWJixAD6ODcrZwMnQ1tua0HDVgNzBRMPE94MLCYIA3UGMgi5JTJsRIOgZvjgCwJu7iiFCmIjVQdsTATUvZQ9DGCGiGfdzzy8y4zoDv/WtoyCbamlPA0g5Gehs1Et0hiCwTTZl5pCGYxd4i6xtqE58ZfGisMwc8ks4JZS0koeEoZPNzbawwqYq7IrWi9NcVcN/M4okm1naWherrJ9Qxte1RdEbBgrluIh6s7+hosiDuUpRVtZETM0+j1GI8gShBFxB37Zpk13VTAFVnDlX9tSnN7muaotQhBgo8pGqTqTuiuTDVfu7ToBVv/NcdmcblAVLeIkq6YrDUkDI2eRjSauuG+1TTQ/irxs8MaXzbtcnlkreHRUoWINMN09TNVk9cB6GjrX0Bt3j+rONTcn9+c/OYOBaM5x7uoEtwpXMTTA5ptOePDZvLb8gN21Hebw05vtGgYK83Ib+74VnVDgEQ0SCvILV7Qs3Y66vJDO4166pW2FtCQ8GsBSHeuIi2iohnoTQ16hBBdvmuxAuZpEffnnh8nrf9r9EfoA2/7trRzJrvTpAFeHFtgjtIUQGsTBd0g5wYdJ0pPd8J2CJjv+Z6r1b/XvvHbPBqmXp/GQqvzEHYy1o6mt8VsJ7tUT2cRaACCDpIygjkf8WKhEWlGJ4vPZNu/RmrFSVifEloMPZ2w84IdA6SAHFtEQ4BgkaKQa0HNnasxgKSIFEOyQAkUSwiVyuJ8ZEiu32ZtwJKCoEhqJCAJJXDWykMxziYsVUEyJoVqIwUll8J8WshDxKaKRqGm5PWKGv1qF93b8vv6GfE2YoMbdyRXxkFJooQa0ZyQ0UgGOQWPFByMGnzPS3ZnrR2dBwYiUYw4eDRV8cwniLohbRKn76Fhv0p042wYvM5SDpUq2na0M7Mo1SM3UsBiJIREjYoOCtkI2kAnY5Od2r7sNQlrCFSEUvu6VrRWGKPjvDrPlVZLgogyoSVSs4NJxijEKKQIUiJ5OVBFPL1uFErj7VA9DVsdqb+0vtLeQrYjxE+i0ddr7xjo6OKuM1w1vgm1bD+tt2D9sw0l/enef0r2Zjuc+3e2l127QiCbvCuuG8qqtOz79Pz9V0oBO8b+yR5eCfCrkXEveF/dBFfz1Xn1lbZ09fmqAD1r55mGsY17BY52OdZ2T/QmW/sdfXo1tmd9a7x5u6PpDr/0MlgL9/6lm4ANzdvGsAIZ2/fWnVYbDbjxeAPgrUbW3cwasjmfQ6OPLvfIFiktH42vz2iLtJU9HW/d7t1T8bTf7ZCB53ttnYLWt3UNWh2mtc8dxNzWtDkGTPre0zYLdXPEd/nNDAutltTeIbcnTXPQpRuLt/gLzK70dDFr8vS2L67pYVuF3vhHtOkz034NdLvQHubse3Wj7M6JZHfP517Xu7z37XqX7e/5udavwM7wCd7W9+LHO3L79vPlgOs/9hvvWRt/gd0/H0/bFZ/45lP96vvbrj96Dhj7S8O9+lw+7q/97M1/4Xq+ovA8UmwNHvuU4eR5S59a9P7Zs/X9uetvckIYbHWCpXm8em69soWOi+w2/bp81hAwtEiJBjQXVoSvdq/ObjTbkbM/1HYkoewE3nbH6gXbuJytDgGhA2B9rvzeNY36R4dq+7wzMl3f3H40Au1oY+kMyFah3oh0gxUCGhpKQttbQmdqnZ+2d21frweEtNQn7VRax9BNYdbeEfr8NW/XGqzdUcMtJML6WnWG30bnPNe2M7+1K+29a19la7Oo7darratsx/jnMcMTLhR5DkZ/j2xBMATcc++ef1ekZpykW/Fj65Bu9fvtFsgI79sBOrFGThisSR3XQ7fVSCDjTpGM57UdQLshMGEcwVqeZmnRFTZiLGBze8cZz/N/aAu9c1oA0ozzvqQ9Rz9+uLUxepDxDe4dv0Abt+il9bNHcrRrLYitjZYaimJoaJV1AwxtXXp0Sf++slP3d2d+73fy8ffqd3huacOa0lzd4NQEfazvv4hw1+bg0loetr52Bq4RCUest7U6W85gPbFLmyvB+y7ixhVCG1ePzvn8a4087WvTES+N5kMLSzCRZohjndselSA9ZyItOqDY2ri1ZxDZAnhWPtr2XkvXIW1zxZ6Ggv650B1AXZjSNULmev/q6rxqP7VLN43/hNSESV1rMwBoK8gqYs3o2Iww4nMj0ITEzgO00arteOq1gLtGqIVr3mzNhe+oG2l2taaUhmZ0RDaFXGnnh7E6LFdEkjZe0QVdv0JHJvUByrpiPfAK6WsTQKt5nnKfJAhCaMg1qx1RZW1Ku7Xgl10hVL744t+IJjzJIxnj6U3kKSS3t/1YyecjeTKGcyJdEgdJDF8IL4A3GHpTydOFH0Pl+wQaM3r7joNF/uflJVUHlu++4jJVvv9f3jMOT+TyiD4YT+9uqU8T//ffKTcvjG+WkQ8lc/O9MX1X+DAe+G4YeDq84OlF5rU98St7TxzumQ6vOC23/PT4hsdT5pt/fs/NsjDJmXif0N+8JoTIu/PMOFe+/qNBhad/PFJuB/6PUyYuhT99eMvD5UDJP5HqE+NN4C6NhKNxuVkQecXd/AWhzJyWE+9D5dvhRyYLvNb/BklIlpBcefd9IMzK7eMCQXl4O6IpwfcHhpMx/scFzt/y0/964Hw78HgMzAfhHznzq+HE03Lkh3yPfB+Qf4vweqF8+Q2Xu4nHeEM8Km/fCsNp5PDDG9Qy39fMrAvHhzNFjD/9396TQuRXP9ww6sT09yfSjXF5+AeeliMPdkbskYenwPkxIMdCmIQ7/Z4X+Q9c8g1Py99T9MTD3XuCVY7vzsS4MIwRYmS5PVIvcPlzwPIvUCwMxhywKowpESJky2RVdAmYwjAeiCmAzJS4wH1GXmbCZSQ+jYRQQc4ESQzhxoWmc/RoiOkH32OaHH325DzNBnd2WCmOZiye/1r0gNiINENK0UBNRrWFkDMyFjhUssKskRAgDeLOiuz8XqcJgjC0yD0juWE3L5hWChUJyiQtVRcJtUDhTKGSSuZYK4FIlckdQyGRWBjkgxeafXQ+nkYjSILliKLU8CMgJI4EgVEzYkq9oRkTvQZBHT31sj1GeIzYXEmlEi8uMtQ4kI8HCIUxLSQqNs+ePuTgCnW4+M/u5tCWHi0wIEEIdwES5GqgMKmQqpCToqKITtjpQDAvYF1KJueFmIw0FILCOI8oiRpGiBWJs8/pPLRaIT290GdeApIKSHbHiAEhY7KwSKHUQpEB0RFihKjNaaQOgH+CIIUoM8SBMLVaSSYYmTh+Cxg2lCZzHN1Rtjy6TyUesBCx5qgKdYBTwHJEK+gxw6FQw0gNE2lRUlEIFRkUakCeCiEFhlee31kLCJEgLzGp1PqDnyn5jXskpdXvGiYvkq4JMaHEE0VmhCPCLaEYqZ6JOcNcCEmRIUDJ6OWMJqHcvSQEZagF0YyUBSjo4FGKLH8GC9h4xEKkioumNQxe7Lz6/U6ANw35+R7VM5UTRiVoBl6B/AbCmTA8gRkhB8wmlC89XVmpiBXUZoRKLrMjR2+iO7pP6ilvRgE5EkICiZQS3IAcThDfQTwg6Rbw3OGxQEJdXkt3KIEwR09lNy18pLj/HGsLcL4JZBPszwMyA+8/YEtBOYCNXI631OMr4v1EyHeczieevnviMMGXt4m5nng4n4jm9XgkVcKbR6oo34aADMLxN9mDqv8tUYohnN3R/S4RJfLqJjGNkf/4jfJ/Hgv/03eBr94L8xhYxpHvbOFbZib7kcP8LZfhFXI7EQ4TcutOmPrhjtNl4j/st8QCx+8eGGLmN+MZEnxXH1lESBlCGbk5BNKg/Hi85SIjb48P3I/Kh1B5EiXJxN/bxDTA8bYyHwf+r/FAOMHw03vkOCD/5YZM5VQuhALxsXLA+MKeiEW4yEuqJOZzpAZ4MQjpTnk4HjktkbuHkeEhcricuJUHLvVAnifKMZF/84r7V0/cvXgP398xf/MFdrNQfvWOeKlM355IaeH4CtSE5WRoqYzf/4mAcDh8RRhHLm+MOhn12xN2MuSQCTeVqQpDVeK3gfhPd8jLirysVK3k/APKDXl4QQ2ZJZ+hCGYXakzML27RFMlvJzZj2edebrGxVebWZhLQzS7RI+lX576ttpOucW86lTQjRLMTsCP/FZjX9LqeM15k/c5W/anJ0yv4i/UZEVsR9asFxTzGV1p9KGuRER3N3NHw1guHr0BQWwVs58u66kmuI3QgW0u35cJB69/SkLtdV2rDDB2J3JHoTdc2T/ejrc5cT+cghMb7I2pbajlvw5/1FhV3oxu9/gaR3Zp3/YEVpLF9JRtItTsVmg3KwQZ9TWl9xW3hEvAQc9gXdparhf28S4CgnlHBnbp9HgXE0/OZ+nmDttSS+Fnfnf1eXyiBJZRD03lchxIe/K+a2hy1rAbRo6mtKasqB0yjp2iUCjW3zA9+qQVM3fkfNTTgg9OdhYIhVGk2Ihl9CksngKbPiet+2oAh/QYLzabTo2NaKkBXoduzQR1cQESkEqzg9TiOgEf1+3zWNpOtJkXxiFsVr6EZO4LfmnNFu23PzwGkp6QFcvA9FWYqiSrV16AOLtuGE+Dp5cwgi9flMGspbm1xuRFwO2FTXO2C26zA7Ud+ZpokjC5f7vaZVISZvucgEDU0YjzzSwAkH9lb4RMOsJ2O3+2C3c60bQg6r9iZHeh8aitw3+DSsm/LAUqbnbz9Is1GtNLMjn56/2z/nk9HBvQ9aK0WyWYF3cYEPeLo+cPWWOuuT5uRbLX7bo/VlW5ZbUB93LClLdPt1f1RYbVtNMbM7s2di9M54mY771EYvcHVwN32TP9iH+pEs4PsPu/2l63L29mxHgDd6bjZuj7n+ptrQnSzpKwHUjPKqG8yCd071+7/JL/dBn09iX7J+t/rh/eT3RE66wGy2ryuDVDXzWzvXf/affSc3D5JDFfv65ti99TVg+2g6L8+H9O+n2yH3cdTdt3n3RNb+71b+1dcDaALCFuX5Wql5NnPhurozcs2/Kvvd+/+6LVrk32rfXJwV1fPPSzry65Z4vZZZy4NycfzjbCf+whScO22IdKu+hGvHl3hR73NvtZXKJCWiqdZRt080A6RK6a4jwBga3M3zz5F4ZkXkt33iguRA562CDavuOzWsdPfszZ6RIT0UM7+ntieqiuDuer7RwvaP+jW4FYAps2VrK6ujQ/JyqT3IWl7RumFvmX3Mh9RRGTHplr+RUR3ssieFbc5WcchH0/lX7t2TtDtTJGPbrl+t8+LXN3f+eOuO/v91Uh7v9zy7Nkr8nyOuLGtmauDqJN8p9dd//zxvh9sdTKuB7AZtjuoOou7yjO4Hpq7pqVFSOx54r6vz4WDPcNvfVgvY2Uk2/KtlL1/+34a1n25ORmuedlVzY7GM6/BWW0/i+2myNoa7fbplfd6/4q/ztc+usRI45mEkYorWPOo1FRJCGGJnCWy1MRxCYQFohjjwTiqcGNeKwAzYlTsWNCQKSkTDW5UqCWQTyOVyiUKdQBJnlKhKFgNvBbjTTTOIVAkcAtMYjwQWSyxSGKJI9UWUEcfxhBbSHz0nM+LUGrgKQSGIZLuBkII5HJBsvJyNmKGSwjYGLkpCyPKjxYJZQR1vKkIJBEkKBorSeFYE2OpkAcsKXWcqUzUeuu6ZHWjZZ59jg7qysoijg4fykTIkGZF5oLhaWlyjOQoEAspVmwQFknEx0Q8R8qLzDxeWKKQ7YAYpOBOQUUoBJ50IFdD6kJIynJbqINSL4LV4Gl0boxzPpDljlIuoIWFQNZWQ0Mg1oXBnshlIhSf6yzCoDDkQlBliK6EZHEUstYRq7+M6ELbf4Gw5vg2zCMHqrjhNUR3/raQc5KvuUcUG6YVQnAQtAnUXkTS94G0/WDFaDB/V9QbQrplRWgp4jwlhPTCid3Q0XLoEwyCoMFDgFsJAzbG2gwNa+HKDSUvphgLHq074Mpo/1/FJCMUolWQ6g4SzGsomCuHqINrREAG83og6uecWm2AwJYZuTkza3JkNLWA9dzm4nVfqvgRZuapTDGvYRITiBKb3GMtNQSpOYOLn4PaUPKKro5rEfG1aKB0kxY9YNYA+W2NNLTlMLdNFyMExVNnRIJ6kcrSlBMv+Chu2dZ2Vv/S87Shut3gJM1IUNDQIiCu+Gvn3y7XWPWoBgsdwNCWXNv8hQVEsSTtLBRQQcjtPIj+vtgU2ZJcBKy+N0G3YAcJDVDQIoBihcZXCAFJLuB2Q5T1fUOLsiDjwJmJHk1kgZYgpUFvOs0TwQpB3ZnQ9Q+J7cxpKSiNAS+6nv2z6nTqexa8SKi48QlDSRtKdTVmNCOpxYbGbOk6Q0UoGAvS5C8Pi7MtTSIB08HHrWFFkfp571HukZbKQmqbN49OEyIrgEhdRpTYirm25e54WenzHwankUYrHRn/uZe1zDCyGOEsXuMhB1gCzJ7OqpBQGYnJqLKsdXKnUSiLohdP81rE90YYKx4rFQkRbo+KVKEmaUE+HnWX2taIg9d0OSd4f4QcjYQxi1BFmK3wqBnThUFbvYpQQCIq6m3mAS0Ts9yT1JjmBaK0IvQVKQtm4nUaaiIKxGjoEFnMC92rmNePEuOgcCiBJJEwJuqQOIXEYEqYM2EKRK/56jUcslFzbDVhqqcRxc9S1YAaTesRJEYsDkgeiCUSNRNkIdnAUMEkUKfEOERuJZAtcckHF6PS6JEJJQMVixeMgKaEaSUuZ2cfN0BK1Jg9G1ythGzIobZIvoIMwVOJPkbk1m2/JTuP1uC1WzR0pHOjP/GUgtb+/S1Akitdy7jiZGvMwyrvNsF8B6C80i/3cvGnX9QWSXZCedeV+j0b4HMP/du/pH/XjXufBGrtVbS9GN/esNoxVj1y0yH2Ss1HbRvtPOjrsH/R/nd4NqHtbmPVzroc0BWedd5sm2tr59/zM8b6HLHdZ/sBy6pTrNP+cXe2MQh7xevj7z5a1F+sLKwOm66z9Vd5yqA2luYgkRbZsoFw93PUzoR+3gHdeGzWU3T5XlkLp+8LgCPrO/08ak4depHdXntoR68oa7rdtT+xt/Yzc+K1vdZIzRX53yMdtsdcJ9/ThNPiCkpkvzZtfLb1p9uc+hnXY0S6tOjOoy7Pbt848K8RR3PG9Hpkoj62QF3H3iNB9nr2BsztzoQ+/21ud/13EOOmy65yT7O9yP5va0LhL6a1n7+e7c4dZ/nIYnF9w/rB9Zcf6fNXR77tfsiV7XEfa2a2+3vls7vv2U3WVT/6Pr9iY5/q+HZJe+HP3iPP7t1/9zGDt49ufD7D7dP140/xyZ/r6Mrgf66Hn7yuYeTbKeJH3V95+heS2t/uhGh91FYHwA1Q4kqcOVpY+iG3Y8LbGdGUkt1huN67pzv2B3lnFu3b3RpIO9jso8Vt72p5BtfCRq1gba9PsPoVQiOJ3Q63q5/9UN0W1nbzIcpqSt0M8p2BcCVUb993VLF/vvfZ7Zd7dY72MTflskWN7cl1PUc7Y1DZ2NTK7/q8gYext9lGWu4+2x10u772QW/MY1uw1dC3kwf6uWBtFh2E8VcIWcd2t/9coxR62O8a5dAQ9NZyi4QFR1gk9/i3/JBrSgALIC8xKSCXNqKmfHUI9Jp7oilrLP58aEgWE9zAEfDcfDMiZxzlHqD12WdmH/IY3VtuoY2vHXyy0dIay2JnFwCs1ZKQACS2SJuhzbnSCyv5kz0qoUeKuODiKdF8HqV5+jehpEXosNDTqvWIBF+7Tr/N626FXqx2owlX6F3Az5id2VEA1mpeyGq9b0KFOerCo6Na1IQAhBYkaVzB89s8thiqNle1zXcXDJqTqYcWdSflZ177yClPetPzNu5QS6ELnXvslBvA/OOOoOeq7+GqbsG2/7pRwXmTbXu3CxT7KC9r/ukWJtrHFnoYc+ecaySY9NPDx9SdLD3qYmUgLcoi9D3Rip23/es5ML390CJbqnZBor0LF8Z6JIO2SILQ9q025mDaUL2tvZWd9qi52HiWWkOGNUPmtkjQ0sdg2/kD1lBR9ANljQQJrZDaOi+hnQn7ULOwzp7/nsJVv7Tu524vOvfx/xJKc2o9BT8rL+EF1Ywg7wj2HVP5mqSvOD1lTloJnEhcuD9OvLo9MuYRWf6BOVe+/2nhXawswwc0C998uGWsEy8vL4AROSyYKj/+4S1JXvDFHw6Ml8KLKcDtguWZ+X3lLkdSvePd3w1891+M5d8PDN9M/G4s3E+ZykLmDikTMiuv7cxv5E88BeNLySwxcZHfEpLwm0clysLj5ZGSCw8HIw2RuiT0lPjPkNFp5s39t3w1RH7UBx45EyaDUWCZYTnxa73lv9g7wnIgXN4w3v2I3H5DEeVir9xJ8ZCxoswSKINxGmaMir6rvq5fjNjbyO3hnmFOvP7twuF15WU9UefM8PjET48X5rsBeRkJXw6kaSTMGTtloiYOOaPvjXf/PlGOmfnv/onZhJ8eAsEKb+7PDGJ88d1EHCPz72byJLx6PxMfjMfyAa2F1/XMjWXsBuxWsFtBjxDfDcSf7hl14WX9D85z4sPpBh2Up5sLJOMhveSmBr7+dkCJvPv65Zr39HMuEZCx7WmpVHMHTsSwGLAUvfwRFakXqE9eA6BGtBQ0fyBUIVqEVGH84N8tIyaK2oDEQJzuwCL17A6yEJ6QWJHxrgE4nbdpTlADQ1JCyAQTxKLvs4u1czYzhIH4VYRSYPYcuKUYQSJDTm3vLc4Hqp9v45BAAqInsEw5B7KCpowGN6CNUYij84JaZkp5QC6B6SJI0cY7BsJ0cINxPiOhMKWMiZDspZ+ZtYJCLfcQoE4zNijDTyfkYtR8QGvysmjq50BojpUaoUY3lMWlkmYIIRGGEY2FcLtAATm5kyKNC2aVuri8m0ZFQuAwC3YRahNXalwoQdDpiMWBVJVWVINQCip4AfoQnDeGRAiJXDK6fHBj9K0SZCDlEdQ4pJZ66Bdca07vOjrfHxYIlTgYMkx+kksmaMJy8jWu1R0+kxdDLtxQi5D/bIRgjBN4cXMDC+jshn9rdcOGdEFSpswzWgJixR1F5YZQRzQGLN3BsCBpYcgQZ0FrREkQzjBcuprgUZmXCROjGBiK6gMiwjC+BhF08OirUH+NcAT9BuoTKRaiGEVv0foaDUYNEOJCtAsigRAGpArhaYEUiF+8cAdNEaRW5HJ2WSMOkCZCegVADRcUo8qEERk0ICpEzV6geDq6L2KZIZ+xeiDrREj3xOEFZhdUT5hOWJ7xlFluULLhjCyB9L45PCYgKeFmwASWpxkrRnxKSEgIByQOyHSDDANSTl6LYr5ALi4+ywtIN1DvGlRFoSRqmJoqUV02n85N7J/+utLb6Qx4ER3prLfvsFQYbl8i+oZDXRh+qFhQdF54fFJO58DLaeDvfnsgHA/I3S3TO+X+XSHE/z9pf9ouOZLcd6I/c3csEXGWzKzqajYpilpG80LPc+/9/l/kvpgZiRIpspfKysyzRQQAd7N5Ye4AIqu6mdVCd9Y5JwJw+Grr38yU/vDMEpS34NFnsb8HVfR/PiFkygdDipD+6d5rAP2HRHcn/PjR+Dgr09KR3gXOr8LHRcilkK/K8jbD60xMkbH7QLKO8PbK2TI/aUQ00y+9F6mPfwIKx8sTKSlPJy+Knf/wRjA4ffqe8NYj7xQbjIe7C8fwwvHTmfg2cewjMQWWjwtvr4HrSbj+7kSKiUF6xjTz/jBhEsifFlK/EO48Mlw0YCXxB/W9eA0Lxkzs7wmWePr4RnwpDAx8dz/w7u3AgQ4NiSklpDxyeLlnkCtFrhzyPcPlb+jLzPF3z8zDldf4QiHxlD+gWlienolBuJOBQEDtN6h2vJXfILlHn36PxCsPLwe6c2RalKUznj9cOd9dOX4XGC04b9WAhhNluMPShPXPxCHTne4YMB6AOQR+GmdKFMjTXon+hmtvCG6ydjWpiKfoairlKkMKVM89/rLNCY814GbmFrDVjL9VL60yvoVl7cfaG9vAcJXLshlXZO2rtSj5podUx6KSb5QMc2UAkYZubqC8Fpkeqkzd9Aqrxun2v509ZtVNyqpv+FVcJpe4vtc34GYraeNv4AOfz9r/oDWyQ1Z9ajNWVrl9jfo21xOs1irUPQK4zV97rs1j1S2asRk8SsMUpAd6qA5/BzfVscl+DXZbqxqF7Vtr3ex6VKTmI/SCSp4W0AyTDiO6/coUKQuitRZeMIwO4VjTRhZMChpecZ2+r+phM/Rcva9B3I6yZjCQ+n/nyJb93VLTBUrVf1uEm2/dZiurdoqyOMgoNGtU3ZsNWdJ0U237059tETcm5qACdZ0vxBrlYlJ1zlSdFjhPBorWgtmcQUKN0DMHU4mstpN2JK0CRtVaetLqVI+KyFxTx4GnxfXIIQ9eKtjSUk6musYOaBCi69J5AQsEG1CDYh3NLiQtZSKG2uTI81Dd9DUSSSwQ63lDZlrtTDVBG4JHBn9GUiUrvq+VA7+GwPmKh68+XK0U66nZ7m9rFLallPo5bDbV9tCNbaQ1sof7aX2+2SmqiFBBOJsd+Ks0crsX7LPprO/8uuOwyhhr1h5pdqBqX1idi3W/Wsv60Ohzox3b/OxtMf5bsxHcduAWUAXNkWm7tlpQxeYcCCtt+srEVMFH9aNdRo713astiN16tnfW44jtvqsZKW6A0+4M3KweXwPZv32f/dVOCGTzhTt6dptWw3aeKWGdkZ1xrzaxeiEFbkNubu7fPdUM4/WD1anQGlmNnLtVWZ+uRjhkJarr+n/t4Ngzuptx/+KvtE2zR9bejnY7lM0muI8Osf3Nws18/uzQNNos29zezFSbw/WLzUMZ1r7ub2+MoooN7TysFrU/s6m+OtvNGLjdve/DrhmTr+buFy5rjoBmXN8Y4DYJ0ELUpHnJd4WwmhfemvBiS+1oVztStvHZ3lfaBt6U7eaBrzBM28iJE4MFs6Ue+FYI+rY1N/QHtoG3WhGt0NR+jszHUetGbE6sneAonuYB2hZYJV08EiHs7q/PrjSlIeXav1jH74LAjdttF/q46yBrSC2O2NtCZNpcLWyEedcXMdZD0voNK7NuY2hEf6MjG0FuhH9/9reIrN29oj8/v990tU28b29/nuvqi7Hpx7K/YXfidt/L7scvHKeNLm3ttNRHtYX1/S0hx8agv8aStn3S1qW9u531r/pt1BRzrOd6Fap3Y5PWvlGF0xYeGNj3cuNfe8Jm8NW8bIXnd7e1fdecytb24W6+d+u6FqpqaabafN12fTe2jWjJbiE2R3hjwMKeoG/8Z1Ovvn7HX7PbSkWEFbw2QuQzQd6IKJ1FT4sxgwalxBkh0HUd0XokP1B04rIosynSFVQD1+uA5Q69JCQGwlgoGPPbSLGEXc7IshAPgiR3Fi1TJmSh14QehOt7yH/0Qm6HYnyXjVfp+CKOKA+q9Cy8I9OJcQ7wZomzHbAAh/mNQOElZ1QzOVTlK4NNwmU0llD4bXfhQYU3vXBhRrqIxZoGzAoHy7zXhaIDWTsGC4xRuYp62h0zYs4eESCg0ZhDdpT65Eh1HRLaR+SaCHNPf1qwQbHz4kWXszIXQYMShkx4CMijwSfzlEJZiaWgZ2E6R+aUeTm+MZXA0/OBXgof7rwWxnh1vfgyKuUAfDTiWYEZI9FpZjQldhAS5F4ovWemLXNP4kpnZ1hGrueBZVTmQ03XFxJ9CXSTQAr0h56Swl/YXT+/JDba6/s8NKYt4oh8qSl3aiSBZEHmgGnBNHu4uiUEdx67QuC0S4sjoEPogViRae5ENhRiX0PIm8IulU2Yo9VxZb5qaEg2iEYYjDiAiqFLdkdGMOftNX2FGwaA7Lw/9BEJ4o5M85orpbhBwqIRYySIIFHcv28FLQuRSCzJawCqIKEqrubRIoI7VU0igc7poF48/Y+larzxotCUjGSFpYPi6a7UqFEbjrz3mg018lPN7QspIDHVGhKVOIn4eFKlT3OlOrX4b6jZE6SC5rNozYEuWIqsEQYt+kIEC7XYqTbkZOUtOvu7O8ACYao8NjT+/o1Xlfcc0ZhY6wyYIgFiLSrZojZW8cE8Is0jA6pBwEAn/4xkteAx3v/i86nB+b50pSL+q9FJayHkmhpJZHD0dvD8+MEgZSUTUPEUElLb8rVRpMSVRyhG0YyEQGqG8jA5P9QOsWHjzVREfUlgA15hJjt9qzKEiBeElZwhdcjQQTbCoi7OLrlO44Ab0E5VtBN3/tWq8UrAK3VlhxHE6JE0ZcJKxgt0AiERoqfY8vMZ6/nZ0koqxcFki/O8OFQZPFUjE/Wc5ro3U3BjTei8aLVOlV9mpEyIJYJ0IB1IqjIf9bxU2ZCMSYE4+5xIz07I+st0jQq7ESN3M2YLIhG1A7wYcTHiZITzgk4wL4IcAodTRIdIHiIhCl0xQjRSt+ClVt2gE7sOlgJnvNPvDCwg1x459wwEuiQsy8z5op5KLAbyIlwMrDiftWshvGXCUYjjiCF0S0ZYmMnEUuhLcPonF0QK0SZEjUkHcgF7W5AixCUQtV/rinT9mdQtxFhAlahCZ5DnQnnNTEfh9Zg4WmQsvldijb6xi/OF4SiYetoS1cBFR4rBVNPSjjXkar5AmIU0RroYGGLPEDuusSPTIfSk3LuDMShp7gh6j6QXwvgZSwsiGSORbSDrzGUppACnWKPWxAuvF3rQSMhK1IUuj4wlMM+CFmPRwhQK3dDR3QkawVRQOlQOWCyUboYEQ+yIwRjFI78TxU9q2emq33j9fGfKplPefLvxuhvdwNppa783YfxrufmXzkCTi1nBlHux/vaxvXaw79/mSNmkXFv71T6yNWtABeE19aLet8ZhyPbaW31kPxbdq1U7ZHwTpmsPpek6rRNND27GfX+h00Vbg/SM1r+9TtgMmq1nXxkM63vX99UUxm0utrG032p9KWBvEPSufr2JdDfxe1lt//5vuzbd8yvDq1WAJKXyq4LbOzY9X+hpKa28T5kWbbffk7baHdKN/nhjyKxymrkwU8Gwss5/W4PGn9tYXb5jB/K9/dn0L6kyQLMHrIPd0ndsf4tVL0A1Fq/RIv674pGlXmWmRTFAs69sKO821p3jiVD1ywA1tbRUkKDXa6pFrgW8Dm49u815Emy11YlRZVFdh+QFuo22H9varPLxNonb8M1lNGqEirU1Wee0FbDf9ppHTvz6QuhtxW8shvstu+rLO7pym17g5oh9/YG0QdmGtr+hHH8x4uBnHdl9/hd0ImFHF/68LXKjyetDP3/t+sGO4q32lv3AbVvHla7Iz5tYm9rRwZ+9bz9P9ovf/PyTP9P3zVtx88wuPuyrptpm3++Jv7QO//b11zshrCG298zPkbIhVIK+o7F7b3CjLZWU3fDetet74tPyHTbi0sDSyMZ4bizntX+t1kJVrre+74yXm3ttNw7WDbLSs1rnoCGjQtht3h0Xdz5jKx2CNh9See9WXX4LK6zDut313DRf96xHfbVQuO1pWTd2/Vwaq9htJ7E6noYG2Absr9YViN4M0Cb7G9raWNOc/c71ls3rL3UetvVnWyv5pVF+NebQet+8jY6eWOt8NCJT039tgkU1tjfPuhXWugwr8qAqvHZg1doRxDr2wolYRZpIV4lCccSjyzsI4mkrDJzw16iLlZlZRU4khKGOpzKycK1npC6sNFbS7X4mmvG+OZz8fwsOqTQg1b2d8bDIiHHCQ++rN15qZEBjmDXNQwt79+/rXrLmRKlMGX+Hf+7RD75Bku8XE0fLgM+jLKxOmPUQaDVW1eiMJhj5JqEJPL5/rj4OqjDQamPoDHbF47IPdR5G3xeSsXWdIyJe1NAjIKy2922XgSMH6haCirJHNtt1M5isNLiabtp6ynYm2kMr9dGy+1wq2ZBViN0clJtw5H6bHcFfjYYrbB/DcBusuBli5d3tMFKLdtbemBc9BEfzefMtcsSqIaB2XH3Dq+K5oW/4TPTAkJ3R3qBGSNR+G6jWSI/VL1Y7WOXhFj3W6LFtxXkArcVJfU0t+iS1KA2p9NzLtHgqhDqy/RJA2ilSjW5JpTU3DhjzM4oXd3YDq1fFMGmUx7Z6HtR54Qab8E2XqHH4fEay8nS4561L6OkRxhN/30eO8cpvn5559/LEW4BzGPh4PPI83PO93vF3PGLDmfP7iUjk3zM6glwLoRTEfo9Ixzh+j6XEfHYa+fx+5llnzp8+UKYDT/eFsYc5Xyi6MI2PFDrmcmEeX3nWnvjac+kDr0PPaVx4ePiRPHX8z5cTGg2OhVgK6fxKzIJ9nBErjJIwFfqcCaVw+f3MEoUP3yfiYYTrzEte6HPhQ1FeNfLSB479ke9PPefzA//365E+LBzkX/nDVPj//+m3DJ3wm+OZIJnueMay0i1KNCXFiRKU831Go6HdQrHIF19Vev0Th3zmej6xnAfk8APhceRwemI4vDBnmP44kPWIPozwMmEfnyhhQP/zA5oCZVmIS+b78plDUv7+fqYLMNkbpUTs//4O6JjPwQ0lh0TpjEufPIf6sxEvRj4UyliYrieudsfx8MbplBg/LfzHLz/xZvCnemYsZlKCHwdPhWVcNiHlmy5DxVMElcrDBzEvJN5lSEKZI2WJxO6elKoxMV1QTUg4UHphOgVEEtEOEDJyOIMo1pWKivNoBDk8g87ky6sLT3fmhV1r6qTOZgILJU9M2Q3FcCUseIFgDWAHZM7E/ApW3IAbhNgHYoDUeySCvr1hat4nemx5AAlYecFMCZoQOjxSMRKiIsmw6UJ+FYomVIWYDPmuUELPnA7EYqRZEeud56hi0+KSVZU9og6YKVmuboj+04KIkeIdcQxwqirvpOhilOPIMoyk5UJYLoScwNwYwADRYMzGYsIiCbGw0hutSNpY5eIiA0XcAOoAuYpsrBQwxoKkK92yEBclZ2HRzhH/JCwrZVaky5heQTJ9HyAJQodZYioOwIj94deQN+/wfARTrDt4kdr8gkwzIXnUTCGhFb2oXCD3WLnD1NMFBVkQuaC9oI8JEUG7gKoic8HUyFogKP3djET1qB4GQq8VN9KBQQgjogOewkoh98h1IOQz6E9IPyLjyRGc8Q4ZMuF+RkwItbh0UPN9le4hhuq4g2CHqhw8YfLm5ykk8tvo9VZkwjgjoZBQrOso/T2pOhtUZpb0QrCBeL53SpU6TDJ5mDGEnNywHt5OLgOrIrIQ9QxSSCF5lE2XkaAUmzwjWJzhoITllRheEb1HL+8gdh4R0S+E04unT3sdPS/4NGAamJMgSUh3gsVCXjJqmRA7CIaM4g4lfUZMKSWj1wNWrqAO0JFYa40ZWJ6xYogkEj1m7vgRWepaA+ERAugqs3zDTjPh+DaSEKYRllPmeVam8srDKXMIhTv5zA8oD+EdkzyyDMKP9wsxF7qXK/k1kN8imjIv766U3FGeHt2xExZSV+iPQtCO8XUEItPfDVwlkr8vhIPykgpLLhxervR/UC6nR6bhyCkpY1SOtfB7OiXKQ8d8Vt4+Fewh8e7vFMsL9vJEugbuPh8RiTx//55i8PyWIRfeXQJRlNffvJH7hfG5J30OlDuwIaDdAfm+p1wyOmW6u4XxPjMeOg5dIl5n0vmFy5L4x3DPkBPvLgP5uePpcw+h0IcLosZ4eXNa/RCrE1xhKZw/PpCzcHhf6A7GeTT0bmIZIXcd5fmKvi5MvXAdRq6XzOXLTxzkymNY0JPwlh6IGnkfMyEY8TCiJbL89IhJxH4AjYW36/9CUY6nN7q+IPOF2C1IfsVsJr729HOi7wr9DwX5PCBfRnIozOEzy2FmSUaaEt3HA5ov/HT8kRyF5V+cHvSl/wsmqV+mbasBc5+GpyKSraVsWeH5BWED1UmrEclCFZLrfZVuUsFiq+LR9NFmZNzZPKTqJU3rt/o5sUYzNL2u6X4NBFdT51YAjzRwXHvnzv7hukobS0Ob1/E140Rw57FjGFr/WiPGWpdOdp+vQCrXbRq4btXFm3OoqTurqK5bSLmtOTVoBZcdqduixRsI78ZqstmUVitJ063qejZjhbV1U5dzVr21ANc6N6z2sDbcdRwrNHwzusivTpNjeF7/bRzNQB7IiOXVgU4IaIuaqBEHgezR86LY2p+M4Od71bmIO+cBvk/BgRVoTcagBCvEGmPSMInu4C4EsWqLaOCNqsuHrm7tOn9VBw0yuw5XTSchlKq69mBhTZMppUbmEAlSHQOOFmFzBuXqwPY9H9qYtO5ZdR1dtKvrtp0FcFCO2IbzRku1hHj0i6lH6DuvOmMhgSSfv3KqJ7A6crTOXdUxpeAOXy71nXldTyM6P6c5TcyBMajXIZPg62fNjtXW3yct6jaHSCDggA/ligeQNJvdr7nqnq0Hz1aleQOr1q6slHO1xzU735rBYLOLtbtbJoPtwf07tgwLdbT10fZM3ROVnm7yeKUlzXy1/WA7+7b2x3+rqchW+2L7Wce9+2ulmexpvrHavW6cD5sdYv1tQ1KufWh2n9qJbd7r28W+es6c/m2A4X2b9U1yMwWtJb+zLcGeoK59bv2CW+C0smZiuZmTr+wsv0of/d9wQrhtqak67TIX3lvu4HWBtq/b/rHd1/vHgZV5i9w+vEZN3IQS1EXcLcd+2dfHQ3vm9lH5aiFksx5+tTS3Gwtk1z9Z/1nt5+oMbcR821PrYfH1rdvCtq29In4bunk3jft/7bXbcalcQHYDuzmEsjkG1sLa7ZUbE94O6e6er/cmu+alIrh3t26HYRv/2s9voYPBVuLqVzNMtwiH6vmuZ99kT7SqUCN+UL0TewRfa3PnGRYqwwggjTFUxIUMOFKs5rPdTbwf9oYOSbiBoyIR1hFX4zuKcyFw5s9XC7mb5DWiok3WFunQ5mKNhiGyFrCuKFVHrMSNAVRmK7txbVE/+587piDbu4Va66UiNo34FXuwypgakq61erNj2YXXbGNuYYRtnLvokO0dBc9bbTTHxEZ+2/01WoWteJdvvH1kyjdeti3N7VneTnsT9NdlsVua0abShalKuNd0V9WUvZ7T/To0WnJ77cnhnqnaboqFHX2swpZVw/7+2LXwUzeq1OfXlGy20aBAlWp8wGq2kpc12sZ2L9/3ad9x3fnNhZ1its21p5+qPMUaZdT1BlEc1VvzsbOmApR1UVx++YrvNGVwi2nc1qfNtmx0mXUvN1UGD3XdI1J2u68N0VZEy6+4zEjXjMyFkgpzTMxhwLoePQRinzlOC+M8MctAlo6cei6x5yQd2ICmhXyI9JZ4yBFiYeGKsQBnRDpSWrAo6JQoCNODUii8/CFQ3hKhiwzmKSOKLoTJkKtgtlC6iRnhnDumJCwS0TSTxguTKU8cCEHpu8WNwzJ73vOrC+2pc9oRLSMK5aIohfFeGJPnnZ5VidlIxXjLkKMQho5x7HmeBz4ROTIRwguv2vGny5EHLfymvxDiQhom1JRQEWxBCiEaclR3kJhipXBhAgq9vpH0FVl6mEbkeESOj3T9hUPK2KxMZ8O6SOnd2SnnCTsF9L14ccQcCAUGnTmi3PVGFJhjdkDx54iVjqzmil8vEI0iwhIFW0DfIBcoszFZ5MpAjJl+nBi7zANXTAKddKjU1IABLgchaKS/xg1s8S3bDeeJJopqrOdsM14gCpqQEgixIxJAipMrCQQZKJ2RByNoB8uBwIyksx+C6oOnFnqTuGBhRsuCFSWUDLFFXDjtjgZZ1c0FtcBiZ4HOBLPOEVwlI3l2A0dFwIfoxk9nB61+gzl6GkWLOzu0RMw8P65n+vUUCiIOCNCc0WvZlM4EMroxROUAmol6BYuoDRi5Fvx1Oum+apdHlCtqmXh2p6k8dIS+Q7qMBFdmg0AeA+WQiG8gS/a+tdoe0QjFiMXLR1CcsEkFkVhF1dUyn5RGkFdZNlSZw2lyQAmyEK0QtOBFKauBgMEjXLKDGDQXLCkxVLmGRLHkxRxFPHTnV/m8pFbkBut7L9Q8vyG5riFuLHGnldfrMuvrurcXFYIUTAIh+pisAgRUwdTTAnrBVY/gsFidYMGqPlINd+IGg7UorCZYWr2LC8QAfU2OLz0SA9IrUtxR4IVmXXiX0GMhsKw8PNXA0asbWUKBKKgmLCeIZ5BL5VuGhYTF3p0t5qk/NVzAjLj4XIWuGmCiusoZnL7ZUmW8kKAV35QFr8sQPIolGrYoWgxL6vtKM6FkTEcsexovCT2SCtbNmEVsGSBH7OqGVE2BkATpPBJHp+gRQpJ8brvsxUuXmaCZolcMQXXBVGukVdUHaioDr2nmgAFtBhjxPShtbgU0fHvKEjHolkSySD6NaJ+ZrXBmoTsp9Mb9dOUwzyQ5MUrgS4TnpHS5INNMmROWe4plpsGjvtQGghlBLoRQCJ0QcyAuPUbkch8pXUCHgiRlvvf9GJ5nureFub+jjIE+CmNnpF44jAEbEzr2lEshXwU7CYfRKLkwXWdCjoxa0Bg4HwYWg8sryNXgGUJQ5r+fme+M7mMgPkcHioyCfojIGNCrYlnoDspwNEj1XOuCTROzHniho1jifopkS0yXEYkz6e7qDv0lV1BxDzEQg+uY5ZpYron+kImpUE4zy6GwnIwyBpgLvC1oGFjSgFGw+UKyGaxgMbBoj5jQo3RiHGIia+TLNFBCgMOC9coyv1A0MyQl9SD9ghQFvJ5EmDtSFuI7JRyN8ARxdqdZiLM7qQ1sDshLh4Ur12GmqKCv7jRvZuZfc636bf1hO/uB1/drCqrTm50ZiAbyWvWXJjQ3xaNF86964e75VW+qj8hOY6j6xl5HoCLVt97Wd6+ZFGQ1dAlswLIbgbn1oerZJnh9nzoLrf2mM+0MBrJLtbMaX4J33Kyl3d3ruzsZXl2H91Q8+y5tQM5Nj7iVy9d3rQrQ14bNppe1D3bPCzRmt6avWlMDVe3AahrhdZ3qePYI3DaOverb1vhX7jirur+0zApV7xSUIFXjtVgDJ51RmobatYKI1roo23qILa7LWV/nYN8n2c2Fz4+K1farPaOdnFUPNcRqjSHZ6adN7xUHLrZT0OTOdhr8i+aQK025WqdTLLizq71zzQiwAfmao65lcnDDfqrvy+u87XXVZi+QmqJrjU41cxlJGhLPCFWmX9OUiYBGTLvq5MnrXHjjLiuaNj2xFfLeANayCjaNXkh15GmVeZt+7HO7WupMCGv9syYf1rNqujotpMonv+q6mZt2yfbFzafNeiisqvQv3Le1vT/rXynm7Na7GT7s9jnbfe52cdnmu7366+NVm7lN8djoGtvetwbMvKHw2G4mbh3WvzTOfQd2zo8bGrDZelv70gYnty1tRuv9u24HKfZVT9ZmrL2ujv/rVdyP8yYXCrKerUZkrXZ3t35tLX41B/3fdEJI+6V21kTWGoTb+jmjcMNT9VnZjqbcDEbXyZa16W2pv06d0XKar4SPreHbCZZqE94mekv9sjGnjTBtH6+BhDVvt+imge0C8G6ulpu8+Vcb07KaBmEfCtQ2hIUdj9baF7GbZXUEtnfMqqFRVqLWnndmqLuwNUFWwMA6X22G1uHumD6tU/7PZMe69whw2dZEKoFdZ82khv3XiVyn7ds2qhPUihZZV8INjzcEQ0q1olLnsxbjqf13tHRVZEIrPN2cBHNlive1Lb/PCxZS/zZErj6A6oSQhlC5ESQi2AJMQI9Z7/dZqEiU2sdywJmgt01s0Q61ToM5kxGZnem1Naj1IKwxqLVOQhN+GrEw1rwM1hwvO+a8W+TN+1s/3YURbutU0zP4BIJ1OwLZzCCKo3wq0sFaaGZBaMYavM/xUtutUSersNtyKRqOZKm5Etf+936vBY+KaPtWWtoqaLU41rmpBkm7qSnxb19NmFbd9n7NJLPxwf1U1nMgZutW1Jp2SkKoqCCf8VYgzbRFuLRwzi23ozdrFV1Zd781nM+OWTQ5bReR1JwL+6VuSoLXttgiV6wJScFWOtTas0YztUYfBRz90SJ3aOJ7622tdVLHuxK0puSE6s2v/IE1ymR9KfuCgcamGNww++p1bPPjg205Zdu4ij/TjLPqg1udMTWSxao/UGs/pSoasnP+aVBQIdQwrlbTx2paNlPb7Qu5rd32DZcF4emxB1UeRrjrCv8cBp418afJmIsS5R1hvOe53HEuJ476wnF+Yr4o//wkLCK8++4DfTLuB5jPhfPUQzaG8p6EcjdNZJn4g3RcI4zHB1IwfrgfSASeXuDLF6H7zR3h8cjd8MZRPnMe7rncnzARXmRiHCe+P83ELnDOj7yUI5/ke4QLffkjlJnEK12v5H9/pqjw+vqA5R5sIORAjh71dOqeuEtXfkzwhjE+Cd3c8Q54JwtdOfLpeuR5njgv/xNGJX3nXOFv7JXjLIyfhWNnPD4EcjHeZhfu49gTu8hv+hEN8PLxjWnKfHnLlFL48DLwkAODFnL/zPynD+R/GijjO157sGFm6D9j14RJT34pXMsdi2TeDv9CIPB+GjA6lu5vUYMf/7iQAhAikgLDY8KsML1doRQeBiUNwWsavGVegzI9GOH6SHh6T0pnHuN/ozwNfH49cCmB84eBL8eO//ndgeGa+f6fLoROCR8yRYXpOW37/JsuocgRFcHct84VYwJGhK4InptWWS6FfFaCCEEOMAZ4UCIwzmBLRs9nT3tRHpGopC47H8oZw9yYTUIP95gZGhUlU5JhUcjniF2EpetZUiR0kxuYYiBKIEevM6aWWMoDgUKyCUKkdAOqkJ8XRLMLszGgccCkA311+qIVTRc9KrALF2KYkXNHKAm1HoviyD4rhNyjr4OnZukKYcmE2WUFiwZBkVR586wQQR+9SG/56LmS+34ghoSNR0rXYfKGO38GLNR3lReIGRurITwLhUzhioYeGRI5CJaghMIcPQVL9+oAA7OhYjFqUe1FEQ3VUdIjIRIDxPMz4XyF3GHao7FDuwRLJi3PxD4gY8CC1SgLRSawJKh4JESs6XfCsgdzfMt2M0fhi1JOPdYHrBsISyBMibBE9FiwcYF5gblg8YwOC9YliiQiA50NBDKpXDAJaPSISjkdETNidsNmnoHFSM2YrQdCiGjytJ2aeqwEgr4Q7FzrVCSWdGEaDAszVl4I2iP5CJqgHEEWcvfm+0iPCMZgM6K5eoqkprSCFAsSCllmFEWTYl0kyOJ8JHXQRUcXz6+QO9R6iJmQHOwy6RsQIE+IKGG8I5iQNGEIGp9BIjKCSELVEac5uDwYl4TMgVIyVjyVFFFBenQwJAVi9wZJsBQwZlgWgkZiOqBkcvcFC5FyvENDx5wPWFCW/oJhDDkRLRCmGsUSBzQsSDJifENmRbO58Ud7LPSoDATJiCyYQSkCoiSuIBPC1Z13c65Gl29nqAaUxUCNM5EpCsl6Tip0FyPM8BKEKQWWByE/LmgO9P/jSC7waTHSsjC+f+FwzDxOMxeL/On+gMjCYL8nLPB2eQca6McFomJd8ijTf1EoSvlhphwyS1kIWiivZ0//9Hjmej9hekD1yOXS85IHwkshTpnhS+b0j2/MqjxNd6gqr+kMQ0d5OBCi8MNdhmlh/qc3rlMm/HRk+CLcL1eGDn5MC69ReVyEwzmgeo/FRH595uXTC8Mx8P5+wb5E7A8n7lPHdyNMqfDxwxWzjqAPdNF4OF4IZLQbve7Q6cWjTft3SIGOfyXOmbvxgSH1dPNELAvnYpxn495O3J0OxE+G/DdF3y3ob1/J18DlZWBJQupALfD0OdGJz58JML4hIcBTRMQ4fhlBCx+6K+OoBDJ5LAzxHal0aLhisrCkO2Y9cnj8zGH4Z4rcscQHRDuOmkgmXIvAMCK//R0xw8NPkWBe7+bn0J9v3Hlaqp5fwWLmZbup0ftuPaj1/WyfunRv3qt8POxkYmvyrzvkbyKb66u9dqDbBG4BnO0tsiPZUmXhqreukQlVx1utWA2It0frSzVeVVm9vmMDbuLtlWq8dargY3RB2/sG7AF2q7y9Rn9Xebw5Lpvc3jJiSItC2GppUB2dbmvytRCsghmtjl8gVN202qZWxHq4pTPW5qU6wrfUS1VnW/XuTWfHiusQdjvGn0XJuAGKGxDkN16hRlVY07mlAgRJlBox4Mj56PYOK05r8XSfbR+6vcJrZarNtNnwITbFqM5zGKutzWsxiub6nKe7tOpYECtutzHchiWeElGkIMHrnHgN2bja0da5qTUy42rzqp9XYKOsemMDIzfdPCDSIRZpabebBt3sM14b1GsleB+8JoTJUsfT9pU/q6uxbPLPdZduWsAsUAiYRtR6TwsZMyYZi9d1u632KzOPngUHDZh6vTUzJLTMF/Wsl3pWWtSPRAfhqIIu1flSHVAE3JnhqRpdj40eNQFgSz1bodoB9FcFQqzzWK/V3LWe4e2u7c6armo9ozsH395wiKyP7oGG2+d7eN9WE+RrmrnPFuG/SG2q0hHbP7e7bsi8rHaX7b5ma9lo8c9HzM27277cnml2t63N/Tt9M93O8E3be0dEI/arwal1q81SPRPVBug1elhtKj+LxrgZktzMqP9r0VC3fQVqYNcehim75/Yz9G289K9Px1Tf0ZiS1oXegV5ozGT9YO2r3Ax75zr/2Ri2Jd1jmyuZkv2n3GyUtk6bt7C2UdP8eL7zr4/Sthllv1K7MbTCuhtqdn//hvteszy1T3dr2Ix47cXrn43/1tsa31yXe00vU5fdtineH5E6xbVJWX0e26H+pWs36e0Qtz7b7de3Hd1WQPbhJWYbQrnSo4ah+Lat2e5tDdyi+Fdk1ZqGyJUzd9K0kKHWXyfEJmHrI+CCVoKWdzZcqrC0hRytCPwa6rf3g26wjDbmgiO8AjB+NXGNGaQ6jvqMVIGAVN9ZjfFScCfBJnA52qAWdG75DdcrInR1LzUjvL+3OXTWc9jCZH+2Eu3v5oTYHEBrfQWL60e+FdozLfKjQWEDhue59abbmtXaGba56LyfzXFS59XqnNT5kJZD2wx34NRIpHU+hFYMamVaLXqmCanfcK1npJ0Bw/NwU8+xNQcYeyKxgpXafW152xFwB6xtbVtDmFRpoxZWM2vnb7fP6iHcqEv7se3xduZvSG97an2kiQnt2cq4RFefWjtzbryr8xqBuEffOp3cY4rWvq2kfm1wzxB2QSktsqfNRxNEdgy2trmRYt/DzSm2Z97738EwM1wA9InxYJuNIu/ppwu2lZ1WpaMVFbSWmql9XxW45gT+mVOWrf/fcpkI14Pv7cfOSMEViKwdr7VAa2cjXeq42iO5PIAu9OVP5CXw5dqR8sgY7hg6YzwWjEI54Ln8rSOWzHj9kckK50E5x0DoRkIK3I+JcYKnL14/VH7o6Q+BPj1zlC9YGmHouEhhksxhLJwOhUxiLj2THrnYHWJGViNqYeBKSEp59woWmfIDOkW6vieGgFpATOnilSG8YV3HLIH4EgkWOFE4iHIpkTMjU/7Cop+Yu8j82CNmPKgyPEe6y0CXYTwKcxFqTjI3wMaOMd1hCK9zplyEc1ZmNWTqGInEMJHThLwa9lOkDCPL8EB8/ER6f0a0cyVlCqA9Kpm5e2Kg41gSWjo0PGBFeH2dPJ/1fUdIEIcZo3CeCmoLj1E4psB0vpKvC3OnvI5Gf35HuhzphycOwyde5/dcljvykCinkc+nno+nE3dL5t2XjtQV5DCDQn6Vn5UV+stXzZNNQHqDZCx1K/ez4lV3nUJoLpRZiVFIqUfECKPXHkgXQRdDrwtmCeRYSUWNVtPmsHceF1JfEXQXzIrn7I7iRsg5oCGhsYdYCF0GFaR43R81c4VPE8kWulLcqNz3WFHydSaYI5QJgVwNzuhURQU32heZIJRa0DMTlkiYBOkSpIbny64glw7plBgUKZ7azOtWeKQGqUX7mrOro2LVAIAZISVi7CD1WEyOpDTw9BgRbCLo4gpKjGu0g5qSyUiI1JrdWHRn6NwvxFnoZpdPrOuoBQOcXmmB4nUBTCIiHUhAJkNKBjpMoteH6BKhzAS7IqlDBk/hpCZON4pTSU2uwAep0Wflr4gqlOJpBHovnqua3NA2Jwd8BMX67MhmqfOcMhoGkFpHghGxK0EvrmuE6N/1A2aFIAsolCpuBHEQUIhdrVHg6Qw0BDRBmBck+1600qFdZomAZEQNy4G4SK3xMXjkTrpgJDQeiVaQMvlZ0SqnqvObKIoET3tm4ukrNGaE4nwpBIi9F20uM2hEq2FBkqBq5CpHiiohRLpuqMZ5P1WzTBACqfMaKzIFN46I8xRyJGj0bBXqTnnRAL24wy0YIc5o8KgkdIHixswQO8Q8KkNTgv6IiVFKckdbxYMEIqFEwjwgGsjBMBIhvSFpdt+Y4vuQARN3RDhWYaH6OnHz2ALiBhXMDV1WDUy/hqFqMUSNRQJzEIJFeg3EBaQYU99z7TLLIOS+MHyC8VPHDJxNGGNmPF7p+sJ9WSAoOnQYhaQX0MCcBzdMhRlJpaaEMXhS7KrYQ0H7TFElqxfCtlnIxwuLXXHEcc+UO16WjmEK3GUhXQvHTxPBIm9lYIkL0/AGSZFeiX3gdFKYC58+zixaiG9GMhhCZkwFjcocgBLpZkF1wMKBZbowPxujKsfO0DdBnwbCGIjJ+JKU3x9BiBxzIsXAYZwRCldGlyP7ySOxUsE0EOdnwnxhCB2jBEJeYFkoCSaBexL9cCJfJvIfZpahMN9NqPQs58GLswcH3lwugQIcuuA1bw6z04ir763+EgkaOL4ujNmwU6F0QmIkxTt6KcxhYgo9s93RjT9hhydUEiU8Eq+J/m0EU2ZVQuhI9w/E2RieIWmm75fV0P1rL2uArwo+YpUj2eTdquy7QffnNLTpHhZ2suVOft8bE6XJymxRjFoBTVL1iHZqGvjHnQ/1HRUtvdoOwqqNeRvNCL87e7LdQXNaSMtIsE0ErWD1pmPs0d57yV235s1rBrHry82LbR2E3y7NkbDJ9JsjYl/I+BcneZVx1mcbMn//6hsIfxtvy5Ygtw0aNKDh10a5ZhiUNZq62Qx+JWIJ1r3jUc41dQ+G4fNn1JRJ1TnhenurfaAYadU9XT8qmC51rqrs3MbarOEiLk+0cWrdl7TaSc2WsQcvtvF7ce8geddmU5ZX5ZhWr8CBi+B2Gar9wHZBNHVd13VrQL5mQ2nrpjUao82zywtrvymYzAjqvHz9vJ6RGnHgDiWXR2mprhAwQ9XtOYHs4wvq//BaOuzTPBWvPWUpVZV4qTq6261ozhvfwhX0vs0/qhVc584lB9ru00ixOYMqeNNTkTU6se3PX3V9TaZ+MZRCdjdu6+4ZQn6p0f2htPXfmvp9vUO+ume1wmxdM26b+7o76z37tnbff/V58yP8rFZlu0d2n9rue9nfVenyDRp0170VaOr3buZ8/9SsgdO/Muj80vXVWNdfv1onu5nRHcCzjV9aRDzbJkTYVqLNfbu/fXb7ln0f1rb+jet/ozB1WIm8z2lDaLN5728sPXW2GhGrdMtpxq1hWUTXKAiD1bu/erfYh2I5y6v2qW3u2vv3FvrmZbW2CLZuQn+PbfNeCWTLm9+6voVb2lfrb9v9FZlYbs5+7ffXa7LJEj87GK2fWv8OYT+lta8N/L6nNWt7cvvZ/hV17Jvhst5QdeV9pMv+HDRGtO3dtmZU0IRt53R3vm19xvaT9heu/qYRq0ZqkZZrsxbPlFo7QQYCHWvdAtwzvhr6W6SMKO491vpcQGz2zjcP8upBOta+uBe/oZ+duewEqlUeGYFjnc25TXR9lwtmIjMrYsaom8TRG47+qPUr3Gq6tgFLRajWNDViuLOh5te2anhZQ/nmKqjEbS61RRa06IRuv3Bszgef9/VkrF5taILjtve358wMqTUPfA9uQqPLpO2AFld663r6PdWZRKhEek02sa61VVTEVrik7Y+KiKkhkNYQKMTdhv3zO+3rS6oQHLSNcUMLNbaxDr0Odot8qB+1sRerfamPNEWgnt/QBANtRGZ1VbSG6gzXdd8pF+svYadw6NbG2sWGjioNRdIebsb1ZlCrwnKNfKDRmZaosz7WQi69n3Xtm9LRal60lGiVFmpVWmITlFoQm7rw1baYob7FRIh7BFGo+0y2vSltXSt9WXPQsi6C79Vi1YfWxlAdDG2urfb+JmS8OrlFPI0Tbe7qOiOVVtbx1Wcw+zmN/0uXwHASR6lOZ7QYv82FR+uJn3vkmrB5QvOZx+PE94dnxF4QDRSM5WGm9B3LHEEn7vMzIS+E/gy9oHFkmZUv50LOcG8d4xJIXwqdZE5PM/dvxv95rywPwssBJjGW5Z5PpadMv6HM75GSGdSRsjkakxbeSiG9nvmPf/ojlpR8/whjQT9MhGBMy0hRuKbPFEvk6W8JoecwdCRRPj8K51PhuoxI7ngSpYjxIQYeu0D5ovBlJp0yp0dDUuHyNoP0PNgDXTYihVkS/xwOhKQ8/nZgtsK/UlhQ4qTEFHn/f554H0Ye/jST3wqn3yv5zfjDf7zj6XvhlGD84RPPRfhSOg7DyDEcOc6J+7eORSNl6Eid8B0Tkg19m4iL8T0XNAnXuwWLBYkXAkrKBbNA5ncUGemnC8eyIMeO5b5wfEvYFMnlwGILl/iIDgeMgWMeOR4vPP72GaPndDX6eSbHL1if0OE9URbu4h88Fcs3X4bkQjBlOC+EqCzjjKbivDUIkgJBhJISZewrzQoEu5K+vHrB8+kAYvQHr8djltEQmaRHTBm4AEbuIhYiodlnyolgRv86eRSbel2GLikpKWjCppF4BbkIMQW6XlAJZAfuMVeqUyZHS3fHHiFRWqAjGaNgyWWN1FdZbfSC1DpnlgLlFAknA4VkQOk8dVAUrJsIoqToaTxyHAlaiG8X6ARih0mg9BEixFr8Og1OL+ykaJwp3RlCIusV1RmJSzVGRMwSahmYkTQQJBByIs1eQ+WaFwcspkAQY8yAGTpWoEPqEYkkAsGUiEcIWlrc/d4taBJyicAJia1+T2a4FqwoFhJaItM1EjF6El5nK6GWmLVDJNAFPCJs6r5JsbjZb1ERMfprD8sBnb1+i1gihA7NwDlAvkNILjvZTEJJ8oLZgVkHhOLykSSCHbEi2NkVXU/NAik8IiIEqmMmKMhMuF69fFQ6uSFcB4reQeqh83R1XVgodiXPF4IFIiNCRmzBiqfs8lRBbvwp0rtMEDzvdGw2H/X9x1IIooRZkQVCK4BrPYSD8zD10scaLgSMWI7Q9pUl1EYww5bZ5Z++5XB3WdWWJ48OygYWCEVRM++LGF2sBhoDMoQuEqrTSwnYtcCleG2LlMlRWcYXZDHCcoeEgvEjWMDKKwgcljcvhB4UJJHXlB+vwLU6PgKae68tofdgJ7Qv6JhRzZRywVG6ChYp5pGvYgGlUOziBeFH5TZ1wl/aacZbP1UdLLgR/lmwN9D7zDIW5FWRJcKdIseJtFwZ0wUNPUs4EMee8njHbHDOTvPvP3wk2YxcABG6Kg+m6NFPz3+4UnLkkIz4DoYu0EvkMQbGzijHgA3KXISnjxE7GvrdxHyekdcL8TTTvZuQqFw7JedAOncEzXS8UJbI5V+OTKnnD3eeezzkR6JkHrpAJ4W3U+alU/ow870onb1nXk4Uy6i8EO+Nu9ORQXvCpScH4/qdwrDA3Zncw2MfsHgldleSZsLZIzRVM4VA+fIDSiQHAyswvUP0nvl3Ee4X0n+H+DGSx4WlK7zNEywXgrwxdG8kNdLbETlH5ktAA4xPoNkoP7iD48tDxJKhfSGYcXhxB3B+dwaUs7xjXjrK5YpNmVOZ6DWj+UopheXwmWl84zgoYfiBo3YcywWxV2RceLt2fJwOhHPH+OlAT2YYniEvpKfLior+5utG5656S3M4m9U0KrbKhVL1z3XHNjDdnqTaTn6lydg0YR5wsN0t8nYvCHMTnbAZNNl0g2rxbMb6Zmqyqiu3e1YzeVPbq4GqpT92W0Q9ozvnC6uE3kB21Si3DqMBfprhY4UyslVd2w/b5/HGibHaJlrmjLCh92kGodrCGqLeprjZdbZoBKvzg8FagGmNvmjz2GjWbg0EXOfotqWooEmzFinS1mc3h79GKW19XEGxFQ2vTX92MIJfbsD36Q4QehoA0r3MHhHvmYS02jU8jZSrNV6rRILr6KYzkFkzmUgz2lcDlO72YPQUfR4IXx0DTa9ve8AMcCO8tjZDc2YNrJ23FqmieIrN4O82rdEBAUJe72G1iZR6FJqrJSBkQpiqDp3cttbyEFsDeLZ90JRTBzFq3du+xwRtZ7BmL8DMs36oO/RtrQ/aFs33iR+VpY6tgVSVNcOHOQ8zqdE8wW00QnLjn1X7gdU1MHeSxFrL1KRzWiEORNNqg0rt2fVs/BVXo3Prqby9diebFvnVwK5fA49lvXtvixCasbLZnVrdW9t92n7bKEbbTztqIbLRu5s3/0Lff/aRrf2A9uvebms3D932rdlw2idxd5Ntzcr2mezmoLVlsj70y538egmFle6ufgtpZGbfQ6HZb/Y2ikbXN7vSzr3QHOGtcTaa6zR915m1Ruktnf+3rv8NJ0RlMpW4S2N0G0+pP3eboX33VbRBw7WuBu32ZZ3NdTDWsPTNCFgH2/bvurC7pZVtU6ze8dVQJLs91xjbOrRtMUyqjdA2/rYfU904LUqisgR3nu6MUs1st25Za5uijnudl8rc605qTghpc9b2+o7X3kxZm5S2BNWYBlRD3XpKGvve/b3N4XaHbQ3bboO2eduows271862163L9suE7PaqRFwq+r2i/006N5bUHLprlIQMwAj2hofRtToNoa6Nh7P5Hihr2z7HtXCzDfXzJiQOPg9y8Xc1WqmNYVaBYB18DzIgzP5Mi7YxxVbBszLuVlyseapiZURSIwJaMegVXeCREUbnwlaw+p1glpB104LgeQCNC15Uu3MUnbZQrepUITrxWhenMnKrqaHW8dXv90gH2TOB9nkbQ9uQ271uyG0n06AyUEIt1iZeYMoFF6njbeu+MRt3MCysi0EE6VkjIsTcqSnBx26y0oBvvfaONScuu1Dllca1kOqVHK/zuCfg62tlR/5gQ8814aYasTbi0xiwrYxDEUILJW55mlrYXWM4lZ5sgu/uMt3mQcTPhFh1MrSRiDs1aqOCVXmwruN6hmW3PlQhyRyNyxYl0Vx1rONo01QJWFOaPMwC0xqW2lAybF2mpbNbnSXtyzrWVX8M3n5oykltofn2mkBY/4V2T5tTbaRe6rnSyuN9/60RLIBE5w0ePUItPMY3XyIQD3WrLjO6LLxTQchcniPLU8c8zeT5yuk3E+/6N64ULiYUMfIhI50iOdAXQ+Yzwox0r5gErM/kICyqaAkcNDLEQHnNJMmM54njVXn/YUAOiX/p4TPwWo5clyNhuSfkO2SZ6ebZi50OC4tOXJeF0+uVHz5dKV3PRR8oLEynN1SM5flALsoSn8kWmQSiJIbUI0l5O8L5pNhrQErizMIbSh8CfRLkYsiPCykp42+NJcM8ZToZOMqBkAtBzmQJfJIjY2f8wykSbeHl9ZWzGSxGH+B3fzfwcIQ7EfRzZvxvhv7R+PIfRv546vjdWDjoK5fzgU+XkTs6jIGuRNI1EUKidD0xGgc7omVhup6RDPc2oV1gus8QF2T54rnXs2GlR3kgy3vi/JG+nCn3EU7GMI2Ut46zKTOFORyx9J4+wyjGcbjw8HjhPBWGp0TKV0/DEo9YNxKiMQwvRJu+fcMZbrBV6GwhhYz0F4osBOkwSRAd+W6SKKTKJyLkGX1bsBLRKRJ6JR2cp5Yyo5JYpMNLAntqi5JOWAiEXJw8aw9FPM+4FVQNjZCiEqJRNKDaITPI5K7+lIQcxfPcAzmAmlGyEmNgOHiaikUEswJ5BtNWExBi8ZD5Q/DUSVpADRvcSB/mQFhceTQNXlB4cCN2skwOCY0DUow4zT4XOqIhkGOkpsYHM2IKnsKtOnaUGSOTbUZlIYnVQM0DZg6aUMuE0GPRU0kGEmrCUgoShCDREy6oI1xzl11+iIFA8JQ4pqSqjOfocoQlgyiUGDAdvEZKUOJc6BaXSIoEVCOleCFDbyM6HtEC2SJBxFPJI5BrGqFfcUk1IIUlIUvPvFyrmBCRkJCi+BY+AQfgjPBCZKLjQiYwm7ljr/L+JnbpEsCUUNMGSn9CJCJ2dllKPE1CmBfCosg4YKkna+f1jWJ1QkgiScdSMiXPiHQeXdFS+1kh5OKI0OTv0pRAtBpr8LRlGGoFNEOuKNBc0xI1YFNNDRFYEBVUvCg1CEF7NNbIIeuwcnKnRvGaIjpUHlai8/PlArYQdfR2S4UrdOZ1QKnpOoo4ep1EDInSoi/mBV4mj1I5+t5d+guRxBBGPC/Xs8shOhMQ+qIEhBITFoyiHuWU5ErgDSsjqKf+8voed2APWDxj4xu2uGErBCUKmA2YDd5PAlhGbUYQYheQ+G2IYRNj6mbMIFlPyoHlItgr6JhhzISLEd4crCOyEPNMH66UFBiTYMdIeRyQKTE9Dagox/sngmZXG7KQ6uaL4rWNrp8X5qkQ/i7Sn4QhuSvtFCKHKJTR0JMyPcP5NVCOht55mixeCjLOpO/eEInM0qNTR9BIKBDmCzkHzi8XclSe9BGTxDs90pE5RKGPhZeTcukLj2Vh1My8JEo5kuWJIheGAwz9QPfaI0+eNmu+v2J9Ro8XLAmHlLAO9PRKmgV5Tm5cCzNmgp4fKaVD0xeMQlpOiAjl/cTym4z8D4G3SCkLJWWuywJl5siFMb5QbCRcj+QpsMwe8dCfPfqrPM4sKfB8P6JRkc5IBU5nJZqh4xkTY77+jrmcWCbBZGLQhV6v2DVjs5H1jUVfUDkh3SNdXhjmGdIFhhemMHJeIF6F+OLRbmWYEJvR84wsv84JsTfcVMmblpKnGfltgzbDaiRk/WzNOlBlWVmdEDtw5k4+l5a6txUY/grFKCYr4nx9bbV77Asn3zxDSxtU9cEWBb3qa+3OKkTHpjs33a8xW+cbPiX+Ym2Dsy39r4/R0/tYA5XdzOrOcCltrmo9hGr8cGPtDuPbHAM7HWxNG7Xi7GRTHfcKTbvftvmg2jc8giCsLa7fW4uMroNac2q38WyOiO1RqzoqX435264W2S4NkbpGorRi0wlpSNKK7nLVrdWrzCCzf6dNhwz19goAlOowCLVmVsltxD6361SE7ZmWgSJSdS/cSWA13XQFcDo4L2PM60waeDRFizKpPACqLl8BfVJTQoLV/RMqODFva8ICstS+xQpIqNpz8M9Fx9r/dtbTposCK3hV/R6LHgERV2R7ywTgNgqt41/3gXgEX4MPNjuQYai2uezrWK5VLy/uGGlTW+uVQarzHtbvoOn6Ws96dLmdAVgQrkBByQhSs7s13vrrd1zbqPLVZztTAntHwOrQuekwX/3RDPDtcNZ2b/pnXx3P9Y0rZZKVtrZ3G40C2M0zf27gX4+ttcFqd3Fna4sSYEePocVP37hZVsDmLc246cNKY9t9zR7CRq/ZvbONe0dKZP2t9qHaNvzTOkO2zdmN5+Fr28pKm/Z2o72VZNembO226filRn8WhfZnrr/aCdHQxo70tc2o1haNtlVYO7xFsG2DsvqFtPvNJ/8GUbrLM9IS9PjiqNPR2D6pBmvZjsjeOOhdsYpu3T7zeZa1ff+/E6XW5UqWWcnETi4wzBG/tZ+Nkbnddb/48vWq3cxPnQzWAtVhTUK0ztt+0zjiZ/9dm6SNCW8HvX3XhIs9s7aVHje0720Ptzm8CYOr87v5nnabuB4Iaf3cDfNbmK9JNaxY3jllGsOV6n3f5Wa0apxec1xWZiTVkFgXy/v8VS5GAWcWcxUatvyPa8EmgWptBGmpJrygoK2N1NRNa9L7RmC39liLcFUHSvAiiLKmM0qsDg8MEWfiq5DRmDQdvomrp3z1SDWhtq1OLVRtnh7Jla/mjGgLEmmCTJujTbDDx7Qa9ttYGwpm1yeRHeFtBm9vQ7QKaCvypKvrUup7x9r3jJgXfDIKa5jl2rew/d2EWsv1TLV378My1+5+89UKlK7KQRtrJeQeKLCe0hV513iAk5Ow8gAT285xqb2M+PibQWd1GqwcCGtMWBxBEswLObZaOG4YqOtsgMpKpZAtEmsjc2H35+ZcbOmFRJvTtdK0ley6AajRicboWffkjj5L63cNha0KSWMPaw7WNSeoz49KnY8qAG/1Sdqq1N895MH70iT5dXw7Gt5uBUKtBeNFurZnNldJc3Lh+85sjfxu4bdirRBYpahaBxtC3Q+2/u/XXCZG7goMhXjoPCe4zIhd0V7R8UJ+V5i7wqU/0aUHZP7M8PqZrh8YDwcsX9G3F6IuvORADh1df0dJyiTV+HsIhACnlwto5Kx3WIqcv/dCzTILMkEnCz8shYGeNxLjlOmXZy7Xicv1ShqcvpViXGc4R+H33wfuQ+Tf9wHkQHj6e5asvP5+oVgh3UdSNMb4RCevfD8H+gmufyiUbmR+7SlTj+iFGC+cuw4bEo8fTjzIPa8fIn96iCwf4fp7YegTD3eKpUD5h3tKEZbLlcNifMBQAndLR5eN+bUQk2HfQ7kz7LzAUpjfOUL4uwvc/a/CwQK9RYZpYpzPdHcz8uCOj+c58FaUS74yLIXj3KOTUa6FGDvswx3WQTe+IiSG5QeCGW9aWCxQTq/AwvPnK+WaueRXlmGGXuk/GGW8x+5OHKeJ46eCnhL6u54pRT5/+ndMOXM/zSSE4/2BLiZO0xsxFbrDByT8inxMYoTuFcwoYcTkgC7Rkd45ei7flCBFQhE6XYixEFOsoswRcgca0RBYcnCw28kdpGnyE5iHAYKh4ki5ck6EDL1kghiMgsUOFneIhJTdWL2IB7RZIo8JDQtaJiRFhkNC58w8L4gGZAlID2Fwnt9N5iC4S0VgHjyNDrZAdoMfGCF3iAZMExoiqgUxTxNovSBJCEnQ3FGWAc0GpWARyuPBCx+nyRMNlARFWJaAiGFcICqLOQFOeSFocBZanLZFQErB7Ipm0Nwh0YjR0cByHGux1TMiiShDpecDZkbRDMGI6Q0jkPOBQCTbHQYsoaAodq4ybHBDrkwZyVrTxBgpBfqUapymFwgvtskSAWFYQEIh1fzJIe0VsG/acDAfnRjXvO0WrljIKKnKZ5koHkFEXAi6YLMiXUceHihLh82enqfYOzylVYfXNzqDzFj44nwSLw5JcZS6zp6eAslYb+iibqwMAxp6YjwT0itlyVjOZItgfwPR0CFXcGXwNGVXBzRYyFgQj3pCCefJI3rm4MbakDBJtfaBkUXQJIgsBCle76CcIV/RPCHS09FBEIrFyvYWooi3YQZlQDWTr68uQKQXEKF0JxdLixsxQnxwV5IsqCnBtBatVnfiVQciUyReE2VSL3wtgnYHRJR+VkIp0J3BMmnyfN2m1ei2dGgWLDsvrO4Mr3Vg0cOKAsQlIrnHDUPPYC9QXrBLQp9+wGJNwaYzkr94fYVIrR3xHRIDmX6NpvyWvRb7DjPIlzNqme77e7ofevJZKS/K0mfsqMwdzBFUI4QTXVj4Lv6B6xJ4+dxRZGHuXwgG4x+MUoxPbz6UIVwISeC9YUE4fDG6SyH1r158fhogJz51Pdwn4nwlXGfy6Y7h70Ymu7L8eCZ+hPh7IX8Hn7uBEKI7woLxcv+FaBP384gtCS0jMfR8PwLByEeYZ2G6GLYIZQHrhCmM1RY6E+QzgTdULlifKIfEVWbmuKDZCLNSlkT++EhIynhY0AEWIsXgx0GwIizXA1Zc5g6SIVcJMI5oSujV0GfQEcJvHHk7vkXsolynydMc/TYjd2foZjQErn30wuth9BQmhyvFEmk+IiEwSEcy4zjizpgyUsy4hleKXEljJibj2YRnEteHyILRaSRZJL52XL8k7KTEhzM6B8qnO87XgfOhZzhF4gehN+EwOUDr0okj5L/5usXy7vOgb5EHVvVGl1vdUNnk8J9Li+6wrej79t9WP5BNjm3vWX0QUh0Pe1PCDoG/RjyEZgv4Ss+vxvNVn11tNK7ftCwH62Bt3/6m6m16mrCmT5W1pXXce2ndU9JYRZa3vrX2a5u7/lB1j1WGr39CjRlZoxNcDxO0GsRZdR50m5Pb+d90mQbCcrXDx7O3ZTTw19bPqkNQbUFtnur4t0LHNbXRTof81strIBhbOuadRawWNV6tO21NVavNIq9qsYCDJTAHAhoEzTjItMcjZmqh6hYY0KIw2rwpiApea6Dp7B7Z1sJSW6T8ui6h6ezdqh/usyZYqEW+Y03rWbwVkxljXvVQv6qer57Gtdl22s7yaBdFbKo6vDtNrIFQrVrAPEQJramk1y0hY13DydNZhrbXW5aG5nQSijVQasGjJy/rGjfHo+DpAQEkTGAOWPD1qFE0LYU0o6+FVttWiwqQ5qhxkIxKoIgDdMW89haCO4fEQbVq1R70K0uQGPDzKMR2Pne0xdp5rnPSoq1kf8ZhO2yrsXE9G/7tRk19rE3nZ3Uu7pvxHzt7Uzt3rZ/t3N202mj17ha2HXVzHs3PkJsMbAUmrjaHjejdXNuUrcbZbbw3A9jTjZ93aKWbO/vl7Uh2/ay0x9bv21ibPVTqvti9bu3wjmatr29rutH4bXLs5h1rv9sQapTXt0aw/pVOiF1IhjVGaHsQLyArz/p6pdva+fmVdTFWcOwaxlPvbkJoW//GkKwZq9zjuT61orE3LrDfL+21u+Fs6dL2kRub12TnR9g7ArYxSt2gK6gYqlfZnPFXOWQ9GLvdvgeOO2t0r2qsU7MZ8NpetJXfiwQX4hp6u7XbPP/1fluJZJu7UMdVx9OMoXE3ftvWBtmLLftAQlkZ27rxqqCze/SvuBwZJlLq4Qi0nH0+jIo2WcfphHg7+J5ftuWs3LzxICvhavujIU6W2wNdkSHCAJY2YTJOvt9NEXJl/p5n0ENtzY3QEpwhs9sURFyAcESfe7A3h87GKVp4YWJ1TNwITbXYkrVwV9n+VSrrWy0iluoeqKmMbjcHrd6EVeP+mmKnCcuWfVySuKnnYG3PNseIC/FryOVKtKEVa1+dM3XcnpYJkIPPsTmyz8NejVZUStq5bs/b4ntXrM65sCkBDQnS5lB28/aXrz073KKH9vwm4GkhWvhkm+Pb11ilDdrmqMor0gJqgtMUrfO0OkXrmduM5R6u6QKMORqkOZgaPd2CZfyRWIM863bYVJ72XBWu6ysczxGIG1XfWHctouo5x6WCZ1xRsiaAyO5MVfqmwaMxPP//ignC0DWiAzyNlQEh1MkTZ27uMNih0oQNSao7g7+4Y2qljevqsfl2a9E5K7dKX2Ow67y00FgF1NBKt0M9Z47aqg2rriHb3i2nsYVdn7/lEshJsU5hTJAE8hOUK5oMHXryd4H5UZiuHdf5nuH8xPjyhtwpHBNaJvL5jGbl7QqkSDol6DKX/hUzIw0RMeEwT8iSmDlQ+pHL382UsVD+ZYFL4QfJ3BUFIpGeU84c8szTfKVcrshdXTerINog/P698LcE/ksJRBmwlw/IVdHff0ZZSDERhsxDfGUImfdXpV/g08fE1XrstaPMCR4K8Xjh2hlTLxwfE/1wZLkLfD5Fph+Fy0fhcFKsK5QxcvnbI3bOyD++kg3epCOKcNRINxtvPxV3GP5klGxwdYP0cp+wPvBuNoY/KjORhUS3XBjyK6kXpAvkQXg7COdr4TotxCzEpSMsmTIX4gj2eIAOunhGitDzABq4aGYyRQ8XiG+8/jEyv8D1eianM3d/f+bwMFGGv8OWkePvX7l/fuV6d+Dy/Yn58sj85QcW3jjxI4nA4TQwWOC7+QImzPcPv8pwIighXTAKhQMFN5hhjtZGHR0uMSE6E3UhxUCKNV7VRoyIZU91l7Mb7dMxIVmJF6+ZUAavT6TmBvhwDdgM/bCQUib3gTIEbCoVMe6RftJqRKSI9QnTCS0XutDRD5Ats5hHY0hO7jDoay77i0E2dHJ6pscRixFZoqOOpysUJYQBCYmcK0sPM4TZi/RGiKlDYoflRMk9mhfQi6OEjyOOrn/zcgDF6zCUJblceneFqGQG0EBcMqEITAYlEDojRAjqTvacO3RONZpixroe6wfskglnT9ES6DACRXpU1MueWCbEsyORy4BaonB0GiSvGAvhIo7DuBNIgiyGXApZjCJ4rY8YqgTkhpqiLktLjbjrFkNiIabJx5e+UoD+rcsE5rHqiJMzwLGgybwuAAFPU6QuV/UT4WrIAoWO3A2oGlh2A4Le+9paTfMQLyAXLL4AhukBMS8+bSrk7PMcDgWSUWbDJkMPPSVFQnglxBd0XliWBeM7kO+wcMH6Jx+CRphBaoZNC44ksKCghXidkVzw0JuAhiMmkSjBaU/s0BiI4QxihKUQLlcKk0fHkOgkUCyQCViVK712RE3BWToMyKoQCjEuSEwU+YCnk3hBVOnDHUEGcnmmmBfrptbMEMmYRmwOyCUSzglVoZgDSDQNRMt0i6cEtbR49M91b4zyyFvPB+7PxehpHZc8otojVGdSDsScICwQJoI9I/qEXb/Hnr8jD4n5rgP7hJRnj9yTAZWExhOe+7rJtt9A20S89gcwnS+U5crwHwf6x4T+NyV/NvL3Sn6XuRThqgIhEcLAe/nMO/mR53zg+fkRGxaW+1f6LAwfe65ZeJrc6PVerqQ+wAMQYXgw+qRY94rIDPN3ID3Pqefa9Qw/zXQvxvB4pP/hPcvHH9E/fSH+GEi/jywWePvg9ZKG0HEZFz6+f6VH6eYBmTvsPBAl8W4AgvLjKCzidc1tAS0OEFnSgIbIaJkkE4ULwoR1I2UIaMye6ugaSK+JMnXkzye6tNDPL+gIOgTmCF+GguZAeBsIOXEQ89zn2XVDO3hUkU4T+lawwbD3RtTAcA5MU2GaZ0q3IN/ViM2klCEypQQ6EuYRkmL3EyxG+BRIIpy6RBJlHMyjS88DSzGWcGYOxmlIhC7yKpFJAjJ4PZXh9UB3HpBnY/5khL+50n+fydfE8jQyaeI6JMIxEh6ElIXxElAVXrrVdvprCFxV76SZGrbP27+mi6yGnma8bLc3A4D/Lq1I9FoUObcN7s/uUrfubUSsERD1q4rOt5Y2puXux2hgPZMaKb7rr9TnqX1omSI86qA+r96+3Sj5rQ2lFeFuNdXW/q33NItVi4hwhHybO2uDWGX8Hehr7Wd9fwWArrJ9jYK2qmM4Wn83xjXKe53i20vktovr3Ab26bhb95pDYkWE28+bdHxqdRes66q/jpey6Sye7rms+mrLXuAAtBoNJwbagJJtrTw9s63rqdXppQTKuh5uz2iZBPY1FqnOlA345rUQCs4kFzxcrym8zaEmdWq17hAHRgqprk3eFGTwPWsO7hUTVBasaqqutwYaaJkajRFMUKIDX4SafaGAzphETAfXrVvtDvVFlqqDmnhKa5G6LlIzYejksmm1mXkETluNUM1CQqvFGchI3curjWJNNR3rGi0g5pH/zR6yAqEVz8qR8LpmHslr1f5gIeI5D5s+Her6NWel20LEujr3VLPIr9RNd7vuFzd12+/r6m5fyHpwVmvKZgNajUftnLW267qwP5S7g9iIndWz1GhZQ+ZbrYPSnGU3bfufgR2AU1jp5WY12N9NHVulR9WQIzu628CLTgP2DKBFwEkdj/2s5QZMtZU27Se2/iZsANg9P/nZZTse1GjE7o07HsEvfU4zXm3jbqNv714d3nXpNgK5W5u6J9xWsmdOf/7669Mx7dD+0g7h2vc2UZVdiE/J7Rg33GgL7163g8jNXK8hcs2z1t4VfHFdFtaV0Duv30K227OsxIKVea6GPNm9u/Vmt/hbxOM+RGZj4LfH0CoovAodXxm/tlbZ5JL9gWkLrDtnD7tt1Rwubbysf2w9aUbglTlX495X/WzbbN1ytR8rQrgtYAO7s3MuVSdL69NmcGbde40++O1N5PrFU/TV5XUMrIWHtlDMVpR4Tb2zzUP7bN3Wbf33k00TAnfz/fX5N/Xx2MCK8KcxklasSKAiOCC6wV42Ru0M0lhRLKs30xn+GlGyhjUtlWHr2g+BGrLVoiu+IkBi2zutCQ+Cp3HaEb12NENDqAy78QhYTTETmte+Fgdccw16NMZWhGxb3NUpVa3wZh61IZUO2BohVfu+Sn26DdJgi9LILoCsURUNGbAP+w313RsSwa0CXnjK60ZYnTep6IFfce0ioLDqsln3T7tF1uk3sVqQyie7oftXpgCbA4t2bJxIS1Ps181a378KuC78bvlUfS7WAtbWPPTm5LA5SRvNveE/OyGkhc+yo3nVmCk14qeF961Cl7ATD+q61263Qs61wfWdzRPv4au4YYFtzOtu2gjaOtd7T7rzNqv7pyk3ZX0G8FoeBluYrXe6OTO0Cc9S0TeNB+z4gTt2nXYbskWI1fG2CA0v3G1IUDDZkcHADZ//Ny5VeHqF5QrdRYgZxutAt0QOYjwcJu7yPfPLgUOJjGVxNGu5R1pe8BShO1BUuY6RPsP714CK0p87Sl+Yv8/Ie1hO96Tc8YP1BBHiqUDMPHXGHIWX1zs0gz3AeIShL/Rh4RgWtGQ09Ng8kBYYbeaTRC703NMzhJFikbe3K7ksDO9fsFD4H71AMv5/Q6QXuMQrl6J8SfdcZGB4McZp5hgjEg98ypGXM/xpEl7nQHhR/tP1ykfgf/1no+sCd8dAHhdCeSWRubt7I2VjXoQShI+nDh2F+3ylUzg/dyxX4d1B6O4CX55GrlNP6BZsKDxr5k0zn04LX6LyMAT6N8NmQxXGTvntQ2YYhaMFiikqPZ3Cu9ePaOoocvB0Pq8RLVCmQAlG10+EMfP8w5FyShyHd3TpDnl3RseZI4/cc0DTwiVMTEtkegK9ZvTtSn9Uvn9/INhEXK6gyqcCRZS3y+L1aL75Cog54tlS5zJULaZn54jNTuWDOeJVpmoeEC/0F1iQ0BP73imtAMXQpwVTRfTqvGBxw2Qofk4YF+iNnJKjrqcMsxG1J1hCO0EjyFCIoVT6OUPMhOB8ZlncqRkOHeSqVAfIX5SAkYpH0cW0eN/mOzSHSk+qA3uVi5WQnMbkoBTJRHqi9sgcISdKMTIzkhZCN4MkCr1nTLw6nQ8xeIHtkEGgSwdHj5QeB00kSgjE7kKImRiUINXBnyGaEsLkiMK5piaRBbUFixFFyFeFaJjr0KQEQkCmugbFvSlW8HdKwQRSMs9gp4ItwdNYjU5HxQztlKVXYlG6opQAJVS+uvJST3upS65c9lcQN6dO7sApiqYO6BENxCIYA0UShAuEDFkg1xqOg2AlE54NsUiIta6V4SCl+QqiHpkhHTr/gGE14iB7CoUALe2jWUJLICR1h9NwJSQlhYmgnl/bUu/nV69ILsjU06LdzBImBwQllKmiQKPXgLArFgsMCUICOsQGbDqgBaRbCEnR6EXJzZSohaKJrPe4rNuhKDksnoIrVSDF4mAH6RVESekApqTJDUY5ekFnyZlgiqa5AmLVZYYyYzqT28aPbghBMhKvlNihqUeSEM1NTyuazEKty+DRuqWmpVyd87M7tiUdPDVYnup+6QGPMrLoCGcJGXJPePtAyR2lv6CDYAOEMhHl6PuujM6fcWBHLMo3bzk1eFMocKcnJAx0M4TLxFuYmA+ZA0Y/KZc8cFl6Dp1xuMuY9DyH77lgwETSK6enJybt+adlpNATuiNJhC54rY/5f3p9Ohk65AixfySEjL4oOr8xFmOwGbMLerhymT9z/jTRvUx8mBN6F8n/R2QYhXGRKquCJeE+JWIu5FdzO9pwRkjkpyPB4FQ8Vdj9cKTrIjEqGWWMiRQjb68L17fM0B84pDumV2O+GJe3mfPLhcNp4P79gHaBmDzpxxATOQYu2oMa/dnpSs9CkIV+Whw8MhQsClM3oVHhXNDJWF4zelVyUnJ0UMtRMt3QYYd3lHhhSa/YPJJefoMWyLkQ+kQK37mT78tEJ4H7cvJUXctCCYXrhxdyWjg8zxxm5eHtRE/grovkmLjazNJn5uvC2znSRaH7EJjGGcuRkAbS4z3DAg9nZSyZ/vMLoSjXuSfnxEscvN7FryJvTf7cyec3CODt+xsZn0bOqu6CrPLolq64ydg1NXGoEeuhIk3bwdi9vzG4DeHtBmmP7g1r7v21C/toYmMDnq1o5TauWHWL1nbYdNQ29lXx8DS/btdotMT11NXgyhbRLbWo94o4bkJ4U95t32ej5epfjY57ffRnOn2V21d7j+4+b8aX3XhX1H97vgLualHivRNltY3cvLKuyipnbJpQa7ylD+JXyW1+aXvMnPZuGRfaXtvbCAIturw5ZkAqqDWwGp404BkJav3FkKnFqGrPszvTrQLP1qLLpUavBFqNIloNkNXhtItusSqfQAUtK6GupbnwQkPyNZBaRbAh0oCIuep+4k7warswDJVS7Q9tz1UJJrSUUTVFd6hSTEuLVvspNSViq2uJLHXNHZTVUk95TShPW6kW65xVh45VUKoljOqcMdg7GazOg9tY2ikudbh18bSuRa2BaavTJqw1Zv2cBE81ygaedaFc1j24nYlf7WFd/ZwbjdntZ1t3+/a+neOwFmLcUTxbb4V93IPdtLEHaNeT1qwEW1s7gPhmM9vO80aZZPfX7nvZVp7NCsF+r/pIdgYUrK7F/trHA4RdL2W1vdr6ltpia1tu+/JLhoNW12TtY6Ox6xXW1tc+mm22k69pzB5k/9U73al783ZWZ079ez+b7gjatfGzPfIVv/sz11/vhKiXeyDZMtXsdpB7Wx1bvceer6S8IabXw9KebJ6jZgRnx/BYF8J5k7cWMC9+KsZatAerDg7bNnfzjlcnhTUBYbVLtwltz+0mtBIJa8SSrV+VBK39JogPo4CV9jkuoOz30vpv7YyPyWxXaNUqYQaRFnLYDHG2McKd8OKEYxep0frbIiKaY2c9Iqx/y9qW4Fl1mtF9a2u1lzfnhLW32iZEreegHeTNKfVvXcZwu+FFwVoIItt8trGIurG8pe9Z97+y5rcUvLOhbftm2G5thV3bgufYi+s4qHUo/BwHkIYd34fhVqZcQyMdZ+7eUDeslN172SJQZKmRCl+RxKZEr0WRNwLmvXTHiEgC6zBrNRI2g7PJ1j2z4EgFDGGiMeCVmLfCaWJeqLMW7G6Mf0XCtH9t7zZnQGV0bX9vKJvaH22I+VuUO+YOAy+upRA6Z9yawZbdvS4Q+OCj05hgYBHRzsfS6mqsaUpWifCbrpUptjPS6E11MOy3XlDQuHm9Gx3citxXz3xVpjeZ3PejNHRSdTjaDcGTtY6HU1HzyAFxtH6LgDBzR2yIyl79CZXQbOevKRYe+SIVTSIrcqauTa50s66rBf8XxNu09s525iu9EGFDZa+OnIqEUafSIa7Drdun0bC43reS3TW1V53sVRipZytU+tSmq3mL8sb0rc4ZUH8ase3VSpMaTfZj6Ts8BJ/xmieqrq+/zGDNTmZahT+tDCT8OqSwKjy9wBnoZ4hZeHgZOczGh+9eeH83sSzvyS/3JInEsHDNkUu5r3OuWJfgdEBRrhZIr8LjxwjZGPXI8pB5+i9fKEch//YDoh0/vAYO2XhNymSFnOAS3AmRXwYO4xvDw5X+UOjHGbOFMGdKGFimkbti/MaujNbxWUYeqhPiuhhvbxcszJw+vDBH459kQGPg/3NIdClwHt5YrPD5eOAa7/jh9MR4nXiYAoflwDUrP70Zr1mYsvCfz4X/WibCo/Kv/7nQ03FipKCEfOZA5rf3Z3RSPv9YuMTEj8cPhAS/SVfG2Xj94rTpw3+C8U6YbeR1OpAOr3DMfF4yn0vh093C00npzsL9K16zwIxDpzweFkIQkgUWMxbpGRXev/1ElpE3+3uydti1oEUpOVCicewnwt3En3448DpH/t1w5NglpLugcebBTtxx4HM38yVeWebI/Nkoc2G+XOjHwPfvjs7Kzsq5CD9OxlWVp8vVUezffAlSQ71JHXQBTS4P6ZywOSE2Y5phMZh97+cAkUyQmRAE6Q01z8ZpxShfCkhBuqsraYufvmFxyWge37CoFN5RrCe8ZmQpxHgihCNzJ1gUglyI3UTOSskLQdxwr+LpR0QC4ZAg14y82chflChKPxaCFEI3YRaY50pnu+YMr4YPcad5qEGGWQoqC3EZiHl0dJ8GNGRymIhpoetnTIWSOyRDeA0uSjx49MQUMyKBoTsRJCGzF5AtMmIS6JISMaIZwawi9QPBZiTMaIlYDhSUJajTneSovnlSj5TolSDC2HlRxjJ5eiatjoIm51iNRu2i0RlkFXQOLFFYOojFCMWjiXIvxLmQSoGg5FjAksueUpA4e3TJuaYTiAH7VRTOQC+gBbN3ID2iA5HEEoKj+OTqKcUmYK78cAhIKYSnBelG5JBQqfCNnLFyRQIkCUBiXn6LoZB+QsOy8SHVWiy6R4l0nRHiTEhnNF6JBE+RECIak8v/eoEc4Tq6Pa0TjwCSD2ATofyr6xx2qJx5wsKCHXs3umtC9IBNPZSAhCekv3rqrxChLFAy2Y5kO1b5PaDMlLh4DZDUu6NtUTcy9BmikPojko34ZQZVdFgwUYIuLsGFGsVgpcroM1bOZBtQOk9bkRLGFdIrKiMqgZiEoOKp0kLlexZAOuLhHWaC5oxhlFAwNfqLeOTS8YCESJBSHf4tfVhEgxElE8OMLiNcRoplcnfBeoUhI0VI4YiWhM1DZc3uRImlAUq+bavZcyFMwv39kW4IlOWMXiY0XJnGzDsCH2bhbQqM00D/bma4m8nW82RHirxB+Eh3PvPw6YmfOPE/5DfE2PO3x3v6YHT9M8zG/N89fVb3/+2Ij4E+dgRT8utHdL5yuir90vF2uDAdZq7zzPmnJ357GfhuGjg/Rp4/JIYrHF8dBz5hyCg8dAktQn6txtn7M6KJ5eNAKsLpkImhcD9GOjqGmFEydzHSdR3/dD3z/JQ5ne55OD7w+XLmZTnz8inz05/eePcfAuM/ROQUiPfQZWGYO0QjVg5Ige5tIbBw112IoRBm15njQ8KGiIUrCxnOGc1GvmTKnFlOQg7CIMYQMmkcsIeD17CSF3Q5EJ9/h+mFrB9JcyLFe+S6IJ9/YpCOez0RQuR5vrAMM9f/8oVymnjMZwZV3n0ZGKYOPQSsT3wJF9648tO18HZWDsdEeEiUzphL4BBHxsdHhsvC4/xGXzLDp4lggav1TASeU1qx+N921TNiuF7S5GWoulKosqzgUfkNFb5D8Vtw2bcZi1vEOoasOlKrAeG6gEkz3IIQ3LC+gmWo+maVWauA3HQY0VpnsLbtuB3bKYnVblLtAKtNW9yZ38A5zTC2ol6bihE2/mCrsiMVPOiG21bAuc4CQtn0Hqu6/qoFC9L0vYpwNltwvTqtfdgZG25V+o00rJprG98GrKuy/arLVjUeWQF4q73HmlOnjW3/Ellb9/XbvRypY1daAWm70W++7bKqf0RraXlSNcY3kGYdS8uSsCZKcL1Y1hoO/iwYViKu818q4Kxmc9ABDFJYfI3a+qgDLERmBw/oASpgEfbSgdtlWPskmEW2Wh4VMFjnf78PpUXS7IpHu2Or2ieCn5/QMmK4plfPVHXWmYAkVAbEbKsbZV5DzKSm767pnL3gNmzpuNvi9nU+WyaOmSALqp2nOgq5zq0hqoglKGEXIeKOf8+OUPta6Uao6bnbnFP1a9Hs0xaq3YAA9Iipy4+iaI0akVDPUQPHleogbMempWD/K5wQbRZWO47VyCKBpumKrBSDrf5mswmZ6/RsevFq/1ztKO2XeuZl9+bW3HqC2d3LrRF8pZHNDtLe2+w5O0PY7vXrs7Ce771r4aYvK6pzR393jsDNML+1+vV7vhZnNudmu7/2rzmoVvOVlxvYvWlzZNQ+rvZ32+kC6+g2V87ahdXZ93OZfg+Ob+D0to4b+BvkZwvaluTb5Lb/DSdEHU5YbTcrrW3o4GbQWRfF1sCc3cS2tm6o+faWr+ZmW0Dbfm92sLaUjWFZXUhh5xypu7rZpbe92s7YzX5feyzrW3d9dga4Mh32G4gtkiFsbUmdB6mDcb76CwwNqoFyf/huN9zPrt25uXFg1Q/3R33t58/23s4vaW2O9oeYdQpbSI61AkftIK39kO3g7nr887790lC2EE5vfKh/epFoqah/IVcHRXtBYZfzZmVIrOGedkP09h1b96a19D4zm4PB2zZ0CwPbIzSaFdNqSONqTK5zvU5mLSJj+PPV+24rQqXm5NQdw5CaDscMpHfusjozYhXGwFaG3kaTvup//TW0XdwEMD8QYs2iG3e7pQkHrc22H6vRdSV6xlb7orZt7aDBWsNCWkGm5gDRbfqocwKrEQR1tMAqIO4JZt2EGx1olL/tmbD9/AUi+2evlVQ0GleROtXpuc6HVBCJ7I5Go+l1aiVolWvrTfW+hsoPa22Eto9qhITWc7qjO9t7Gv3c7T3xAvbGvjPtP43ByW5YVkmkbU6KinSUGltsVaFqDi+z9nttc2U+rPe2/bc6bsKOrjXHau37Gp1pNPHjNrqEPWuHVgx8Tf23Ig3qHqhp+2rWtY3eVEdfqPRqrYO3RuC1/b0S/d0WqFTB2gzWsxPkZktZjcrYakd82yUIaT4xKHxY4JDhvhQGKwRLnG0BThA+8DFdeElnxlw4lETuOqalJ2gg5c/MYiyhcM6RP96P9AscXgsyG5d/PjIPwjLORMkMU+JYjGF+IZaZ8XqHSU+4P6PjmeugzMW4lI6YA3QDPBZK7CkxUWQgyx2TCY+L0EvkSxrJodCNF0KAh/hAp/CfPvXMAtfuhZ8oXN6EUoTTPPMYLzxee8bcUbqZl6Fg05VxnknLRL+8ohb4qN9zvkykL2+c4pG/6d5xHSb04RPMkafLEQ1Kfl+IQfgHW4i5cJQnYlKGzsOxz3pgWSIvwwtvD184/Ab6e6GblNNsTFdj+ah8h/DvJPCSjC9SOIvw0zxwKoXffL5is5CeR+jh88lQC8wvrxgRjs4z5XUimnL/qWe4dKRDYT5e0MW4nBNdudDrRJShJqW5cuk+U8p35JcPIErXXVik8KclY2XGpoWSjXjN9AKHg5/7b7+sKrIGs2GLuQGRQMzukAz1fJWhOLrMAWc0xd0ENE5YEUL193p6/0Kojl9dEmZCqXUQ7AIWCjIKEgsWHDWuQbBQUC3YUtAIljpCEXoDNSObYiG5E7EYXAAzomUvkHkIWAiUMaEEwgxqgZwMZSGGK5FMWbzmRa6KeYpKjDBk6Iqnk5JydYP/YGSr6eQIaImIFlJ5QinMY0aC0HUBCUIfO4/KkBmxBck9UgISryBep2GRSJcjQSEUQ4ohocMkbGmUg6z8QkKLVCsEiQwlOTI9RF+P2QEWkmbn6Z07ZkuIno4iZkcvCiiREDJdUEQTgYioEuZCUeEqiRKUOToAJsgFIZLs4A6q3uU8W8pOBv9GCpdS5ZseWRbKjNgMYURDh+SEzaNLSrHymFCTRKo4bTWvf1GIEArp6PW+tHeEYcxeE0GWEaRjORV3CJggBVLOhGWBcMAIaBkw7SgoaoYxIjISwgzhikc8OFKyBNyIFhdgcYeDGbbUNJd653wtHxFLyHJ14388Qh8RPROnmdAvPpaslNn3YBwrYs7EUyXl0XlXMLw21gIYmqtjytwpmruaS6x4+kwdDCLuAJOesIjXHQl+NqImgvZVF8mEXpCxRzVg2ZHHZYnV7+Aykxc/jeRwdcoRXD4MLc1lnzETsgCWsDBhqRD7HukisTOSeU0Ope5PU0+JVnytNTsgIneCRs+tTTUYgXohz1/hhAjZ/9mhh1NkCEoogYMYUwosJfKUA0igPxRSzEiZiZKQIJxD5C3doaeBMY3Muef4dqKj4x4jqVEuydMf3Ts6dnlW8myE+4UYlQuJHAdyF+mCYObRVd0pcTx4FftzUJZkhFJQgakXihSmMKMhEl564hQZ5uTp3QbfO9f3Z0LuCMs7QHi5WwjxSn4yj3Y6XEnpwtvcM6cDlx5S/4wmYRgGjsuRci0cJGGfLjD1hOcIvZDvepYUmYcAuXAsVyLK4TgS1LB5gQXma+cRZqczEtVRu8WQkyD3AbMJtZnl8Ij298SuMJIJpacvHwjLERNPrWIlQgzkbNAp8g/uAP8yP60RckSj/0OipIHpTVgWo5cBTR2zQLHCKwtXmUmnjsehZzBhsADZz1e0gVJGhhj57fdeKyVpQXNheZtAje9VfpXstiNxqyy+s1G1/2zg29Wa0PT9HXit8eS1B0KrXdjS46IuuDaErd+3RwFTZfnN+LS9r8m6e/TSbgBNdWrvagjmr6KRMdZRuMFtcxbwlY6zGVlaeEEb705fFzbDXtV5ZZX9d/OxoYTYdLv6jt3rN918leDXnzfGSGl2gfZ91VdbquGb+WkD9/c6uLaNtbb79TwJtJqFTV3bDEF1nL8mZLq1XVMOrzYFM6RFhrR+rLULtve7/pbqs25oDVUH3GZpxPV9n+fVWdacZKjLtXWdhYRIxEJCLFb7QYsiqLNo/rtHJTaHW00dJGBrWuadM8ia3tX0aWGrxdHRIi28/86/1/m1AixAQNSjbiUEghgxNudWTfEtzt/Eop8/cwf+qkC2iQs16mB1dlnlxYpo9mgQq2fGumo8rhEQpdYTZefYaOd01W63/dz0/O0MtRoX3mYDDCIbIE+01ZNwUKFWo7ZpTb8dmm5a9g3/23tt/c1uPvGUWhXMs7vnFtBcdWFre8G2Of2qvfZzBTTuANP7E9oI0M2n+7AJ4OfA4mZf2MaxWUO2CIv9p9w8vbelVJq0sxWI7e0TG826udr963C/ms+bOag7TNoe2X1406Ss83HTz9uX/pnVll+Qqb4Go8tuvb6+r83Jbcc2zlXh+N9I3/5KJ0QLyZMayl/P4BqKU/u+85yArJthXZMom5OUZtSx1WjUxhBW73a4+Xw/USq1HoPJbs97+4GdV7pNakXxe1HrStBFUK1OizalbZOtz7vxdQX7V6G5vbSZqZqBb7//2jysjsk6Hzf9he2L5Exn3R5f81ZZf9xsNmnja3yyMfrWNqyOhXVD3RwM2d4Vq8KxenHbzNtuHuoBqkSpGQhFq7ujceW2CKtB489fa3Gu5rWXIx6VMOGF7jqfIBZnAqV6XMOufkHo8FoOHTCDtaS+TozN0o3wsA7acl1zY4tqqMd0lTAq46iCiDuUqqNjjYLwMcsaKRAg9HULtmLLtQB3GOrc1IJMNeSRUCMDtBYolAMuLEw+HvEUB96OF5n1PkSwfpt3sV2Ilm79x5CaCsm0EnBpSIK6WOtSVaGnRhqt6ZCsRXhYZcg1nySGh3lW9AsJkRObc6IpmLt5rYgBf2+uqNTWpU3a3GjAuhvdGdXmecfgZFes6t+6NjJhK6GxYLSUJWvhZJxe+Hu3c2Ria2kKkaqwm2AVtWPqETGEmtYr1+eSO0qac2KjoXVaVmFfaamvBPMaHPj3pRn8XeJzsabSIW/S39VK7GhxehUqoWspnjysQm5E0UYRtbUTbJ0jdxh8RV/Uu2G1KHSogprl+q7odFTrBEolhNIiLGrUybYeG9IitHdXvqFtnbWetVgdwrV/UhlUqKG+6wSsW29H35tzRDambMqaTkoqMV/RJ3WOdHVCtDDpb7vEAv10IuTE3yyFx6Kc8kynmS/6xmsJ9PJAij/wx/5f+O/jC/9OIv8QElfueJrf09kzo/6eOcDcCUvqmd8FThP8w2WBKfL23+65JHj57hW6wmIDJzX+4fMXTvOVY38kxoS+/0yJZ656pJSBsniaoUMvHI6CZi/ueiHwYj1xznx3vUKIfIwnJEx0B2UI8CG9I18C//VfOs5WuHz3wksonF+ASfiv3ZUPweh5R+TAT++vvJ5m9FPh+Dph8xWdv1DkPb+X73k7v9AtysPwwL8//o7n7pm395+5viU+/mlEAnQ/FA5W+I+vF5JOvIaPZJRDf0Q18lpOlHng6fD/cE6fufvdO4bvjvSvQroI5R8V+0Phb+6E/3Rv/GNS/rkrvC2Bz9cjvzmfOX680i0d/eWOcid8/JvihsEvT4Qo8H1CkhGur6TZePfHH7hPA7/7L89wd+H/+qh8fO14eH1luF7p7u4Jx0jmwnn4iF4+oG+/oTs+MT7+kTlc+V/zixcEvQr9orx7y8Q+Yu8PTju+8fKjUBW9ix/SqJFgnts9xEpfgqFDQccFnUCnRmc9xYqGyfPFz5UO9pEgSgpeO2aaOkzjWujYNLnhqZ+RLntRU01YFAiFUi6ozsh4hHSgX4ROYUKYqAZLAcuGvhgxGuOgECMcEkQhHzo/6y8dqkLuHC3W6YWgC4UDqokSXCyISQmp0M9CmDqyKrmcSb2SjgUpA2U5ei2cJRF0pi/Pnov95Eba1AshRIboxuMLb5gZ/aJIDkj/CrEwhQdyHBiWjlgCXVlIOXtupQiaCtoVrBTC4rw6SKgO10IkMJYOIaBdrbcxqecuOnhBwjCIp4IioCZY8hzNKsWdEFIrTskBOCD5jNhMkcQU3AmROyHaTCpnkh6I5T0qERt7yAW7XLDyl2W3G/oGhNghEsnZDT2BiWCF0HkEQr526BTQwfyfGEWMDq1I+IzaBSORORBDIZ0WVIQ5uDOl01qD4O3oc/P+gg6FaD2yCN30E2G+krsepUeL7wVsAVsI6Z7Q3SP2jISLOwCy+7xKMAILMcxImNDe0zGhwT1H9gCWCPmdb9Lpn/EaIvdY1xPyBVkWTxcYYM7GMkM8CenktStUBZ0Sek5eBFMdZRpidYQsVXvIXuvp0jk/Pbw5QKU8KNYFgnaIDiQTJBfKkLAuIEsP5YCGKyYzcRTiYcAmsEsh58A0e2oeT1MWCJIwUXKtZSHR5YO44Pz3cMFMWVi8Rkfw/SdDJA4DHRciC7NmFtNqvChIKcSsaA6wJCzBMhiqgYI7NuPkiqGWedNdvmW/LSBLgOOAves5zNCXyHOAqQtMc8fbNfJwJ9wfMxJnQr565EkInFPkpX9kOQbioWM5w92/wlDgURVR4+XiiHl7dNlm+qKgRvjdRDwUXiwxxY5+MJLCaRoYp8Dw2NM/dJCuvKYLIpmQCyrC9RDJMjGlZwIj6csPpBmOM9iwcD1MLB08jxFZRoY//S2UnvO7f6R0Z/iXA/yUeBu/ENLEy/DvuHYf6PofYfhCCPcM4R4xGIqDn/SPb4TXgvypx9515P/jwJKE6T2kJXOaz3QC4zvf1/l6plyV5a1nMUHHL0h39T1fBPlwItz38OWKvr4y3X2HffiebnrmbvpCzAPxck9YOkwyipLU6cJlMewuwz9cWBb48X8EUu64O9wRVRj+qUOXwPP9SO6EXrymy5vArIUrM4tcOT70PPQH0rPRvQBLhDlSlgN5PjC+T7z/nZCL8nZV5suV1/MXEoW/Ud1KIv4aArdD4so+ewHqwCCpiTokrLKtPxP9vurU2+CMrkB4PRTjJhVv1bddZK/3B9cdZC0O1+R1dvpqFc0rOK4ZQVcAz9rnXfS4NH2HGmXX3g/NXrJZeMI6Dz5GB24h0sDJW7RwM9BWHUGS7XQkaCmkWuTxpgT4+KTqiS06fAPz1pRJa80MB+6JyAqEtXXRqn5Ki7L3MVhD07b0QG3Q0uwfTW9mtZnc5oJvP5U1dbO275ve3P3MZvNtlzh4ALd1qZhHwLX6HogDV4OgKCpKUGp63YTRrZEErYqeIE67EUwOGAWzM03XN0AtVXtPrk6IBo7ofG5JeA2QGVnTJVX92aSCCpr2lNyhX20wGnw+Q93rZjNtf64pjdkiIzyK3zwriI+Sgvr3FhBmgl1cwLMeCV4/SsSI0aMLSsHl2HCoz/V1M16qHSNiLZMKhoXKu2rtkbVIpHnR75Ym3oioeRYKrxWakDIgFAgX9rYU3zrB5Veg1QJV8ZXZt2kWvL2QCWIEMXfqG34OrPMtGipQMfj+lVp3zFiqTTOsNoBvvpopYm87Wu2dvidtf7P5rK0dkWbrqd+z/b051LydVS9fW94ZQdZogWaXbZr31o/2jhUkud53Mxxvw/bPgDVnZu37/9ven3VJbiQJmugnogrAzHyJCAaZzKWyprunZ+7pl3md//8n7p2H7qmqrsrKhYzNFzMDoKpyH0QVgHkEyWD2qTeTcyLc3QzQXWVfXs5pWbe2f2w+u9AubYwxVW8tyzqsI1xXbosJbIPvbP1IYJs2r6VoWvWR7XvWdxcn6CYbygafrXqMZvhZxyQX8/PV3OCXl2PdrsAabQC2ffbn4e+PhNhaOtvwhaqAsRePViLY1qN93Yz4F4/Lhulcieca4lJ/uXCn98/kshX/2QjQC29BacSsNVLWxb/ouz1hmzmvM34x0/XddiiW87RlBnSjnF+0qetYFnJWLt/bEsWlXVvHuehot80ul7U+dfH5spq0wt6NUfFutxd++7RtX9xczC3DcGkVXce/QRA/A2aboymCF6pubbWaDxnPtRcwatFklknUFABNKdg4le2otgewWrHFkBYJYFrbrEyh1JDS5YJ3oJv0Q1SvNoTV00IuLqs0BdCy/tHfrQWaF+IkZSV2LVS3KeybJZ+ufj/XLmLt8pIpvPQgATdSwFrQeuOh0k6KtPe4eGY9ghvvi82KNk9Z/75g1qIQ2hmorrOtvsbC9L7w5mgFuqW4wrutcgvbRGEppVy/W3KEVcZy8bwJ67H8BbDtLJeruVmjgs/JzL1Ple2RX/GIbGmJ4yCrYZSNCAqyoZG+1wuKtBolJQ3Z6+J11BwRnTCzEs2yHcj2R4syqGTvRdRCKfX+164W0lhxj3tqUulzPen1s+Xvhgfa0i0Evc1nHfOF51QzHNU7Ic0IoHgaigUpNSIH27RIsDGu0Qg2lUTIsv5s1nrdrzbgzaS3K7jBt1o9npZpWet9JbrrHfra04YbTL6fIWT+8inwflR+X5Q7AqfhwDko51KgPBHkxG915Jv+wB07ZuuYijDOhafjBL2iw0BUGEpCTfgU/ES9lRNJjQNnzArfUNiJEIc9hB49KF2X2Y2Bbhr4iw486OA20WLELjOQmebCecqk3jxAo5/p9ETKxjR+oIindtoBr+YnmITurmOPsZsjdtrRo5RQGAl8NOOOEwOJ8yc4PgnpfIfkW4bYM8Se5yg8hU8c8hO/SU98Mw+kU2bGmP65Y84ThU9kiTzle04Yb7szvQnnvHfD3t5TrUR5JpQzh9Qj02uOD8poI+FThz5Hwtzx+i4g95EPryOnEeQIOxPeBuP2APpbJU+Bp0+BtDOOISPZGIILsc8PrljrdgPdDibreNZIyko5C0wTN2kmaeGxC5z6kTh85MNN4Fi+47DreLV/wLqJPPRARp4CMhf0MdOZ0LEDIma32MJYfQWIeCoNBBmlBps5q6mV5mTTmi4ogyW05pIWoyqgDR0LkjytT9GOmZovv3rCBXXhrexqVOIoYC6kyVyjsCR53rMgNRd/IJRCSGdCiYh2qEEobvzimP3qd111UkhoVvTUVZJZaUPJ9Tp3nls4dUgWTyPVFYyZvAmMTFmREkgUcvA0DyErlIhUr7uSAI+zIIqwD51HLVSvwzzVXLFSUxz0YJ3XOEJmJGfIrhiQDkrI5L6mbkQpksk2+u+hQwSKuk+Rmhsf0pRdCM2hRp9kCBlVrxkV6FxgLYAZEzuS7HxM4ukThBntR0LM5DJ7nn/LWBE0QzepFyXvdlA6j4Sh4PmSjbJLGzrzdeeN4MYGOldWFJ19v1qgZnRjimhLV+UkP6jAzr0ZHZUH1PylyXYAnurUCsboERtxcBqQPEIAO4EYORrFApmM2YyUQig+Dk8DlpB0Qiwh6gUqS/A0lGaeDkwZcaH+ABQWKz8dSCB0yc/lPIHN1cu/pzDhRdcNZkNCIBwU6ZUiydm5yZx36NQjX2rKidK7gihkrf4xrvQIjc/oat7uYvWMP6LhiB0iDAppgNkVmlbPYpFpcZC07IYUwej6BFqTGZSAZFfMW6XF6tobTxFpRtFYz4YrgFzhBWrZo4GioSqEMriSOiuaPaKm5Bld0kI6GihW7wqGpFT9vTa84y+AKZxfa83I+Uh6BIkTXUiknRBqzQNUGHcGu0KYhO65oww9RQdmK+xLYgiFfcp0CfJQ0BQ4ng4ohd3+2aMTbjIZeEyFnMzvjURezwIj6J2hg1Eeerz8uNBNSsSIIVGSkOYO0YhpTxciMSRyiUznkTwp5RiwMZL+vKNE2HUdwQKDjgRNPOfCLMb+ZibkjCa3GCsjQc8eeDIPaOyIEtAS6IsyhcC566HfkYcbrIesM3Mp6MNMnAr7jz0i8MSZHCDvhNIFxpLIxYhhhxCdpy8FklAmQ/od8VVAQoeMmZIKD8XoQmY4TB41ZEoMif1dIVlBpkJ+njn/zYvY9xMEMiWMHi0XO8wiu5sRGzIZ42iGPQphBJkOEDtm6cGE3fNE+DAi/YAMOxJHjvYj80kofxE3pMfMbIl5B8UCj3L7KySF5dRdCgAbHQ3t5F4yk5X/fiFLA0toMLVGX3N4XJQ/Tcq0VfTesNLIS5lCNqytVRmk8ttSveCttdYU/G34jc+v7frLq0PhRrFo7bn697ocVTdhnsqvCUWCyw0tovki7fQLLc7yU2DrDOgsv6cnaXLBWiePVQ5fVs22m1H/tlX22OqCtt1XGcGWWnS1u403qG0WoG3F6t1urPqstrd5ndOvAmPJ0lD1Gm5YaG3XfVxk83VNvN9UdTQuPxUreHokH3WLAWmRANJSeS1pjUPzca5rVzay0Fz/bbIhiMdbeN2xmgaqpGqEaGdpZtGvmPvyG2x0hW0uuRozoo956xDbdFw1rVIRl5W1rv2i3djI5g5VoV7rdhpN71DTFC9ZGdywIqU9XxXdS1RGqXxBwSqf5Ccg+3dSo0vMqted65oW3Vkdo88m1TuX64haymSWu+wicTNmVV3RBp9I1a9YqMWxpfP7t0T5/DpY0NdyRWSxMa3yta04aIvvVsF/Gd/iId+ix9o9faH3XZGoXHzuXdqmb3/3Que6tPAl99MvrMJF5A2rznqZ3mUr3q6tz7xsdhmyLKn+X371+cA2a7hdU/jCLDbr+7KxpkC5mEB7vOEd2+DsDe5bjNNW73b7/gsmBVkN2Itjbv3818DfaYRY0XtznlYVWihcw3uGV6wXpOoDG2L0y9dSjrTLVWez5HNdnPdbqGELWXqZH7+0yIz6Uh2AyEqorWkF2y3eRi6YLCn0F4NffX5J2V+RiNXCJC3f49pgHXz7qB0kq5fDmiAlNY3kqtBd7JNa1yPXBSntKK7HXTZjXKz2i/cungduiUiSVhvGvbmFtSWpa7YxAAIrQyClntW6ry00qvazhI1VAr4aejbrYS0aQC/382tQofWbPwrCEZfWIu753wwCQ0XoDRHVfbGaS9Y2bKU2z/W2olsFePAoBaqbZItGMAVtEROT92u1foPua2TDSkR9vapRpDJe1s66FCheNNPfUYxqhS8Pdd2GuhlTJS4dHsJYF7AUrMwYHulgzHVcAZG+zu8SDS+eJ9UlRaymgLIdVQtQN9IJqJ8VQVrItMV6papRxmaw6hVRzwKLVTtCs75jrIWkG0Y7+3ylMiylWVnbpQnu0WJNQ+Frbsu9rpEi0mPabebY5umZdX0fd6wFtr4WMbYoh2qkFKUVMrYalWFVAS+huCKoiCsYinruBsO9HmElXsvhdwY01DRMqd4ZT71ghOLYIJnbn8Xy4hXhLrMtymo1QDRleyPOVlnFdtvtgjgvlMXvp9XoDFiMEG4I8Huvam70KIKpJ1YQFMULkBcxL38jwpJHGvAi563vyrgZ1OrZjQ76cRJaWs7qGV0VMWLVNmVLKqyFCdxYSzxtHQvB9Ro8LPexNNrABkU1Zo01JLlahlZDTN07d+IpCyk2vP8LA0TNw7nWIflKiEb4ryemW+G//88bzo8dJUR+K8LT6Z7zdMvZCqO946184r/qM692B97s7ziWjlMWTo+ZT9OR267ntzd7+iLcnWZyUf7a9eyC8X/ySAyZD0xkjFcS6CRQDneY9MTXBe0z3/+p4/4Y+XF/4EPYIfOEpIk4TOztxGlKfDjPxEHp3igxTww3z9jjkdP7mUkiT7s9OyvcTe/opNB/u2OQwO24Q6eBD1IYo/FURj5ZBh4oVnh6d8en5x3d4TvC7hV3N8bbG+Pfhvf8+/AXfvt44v9+98Cce57GxOkjnP55YN6PlN//lTHs+ev0Pb3Cq90DOxRO1fvzriMIxPweycar8TX70xv+7a/v+PDhmdsfhcOnwNtvdvzmbU9+G/jT28jTX2b0rxO3nXE4GMMd6JvAdAp8/HNk0sxjSHQG38ce5sCHvw1YJ7z6z0rcwznvOVvkY4pMjzOvTifeTDNP2vO475gPT6SbZ47hwHH3n7gvhd+Xv/GcOt7Pe2Q29MORMM4Mn2b62DHc3yHSE+0e26bu+yUQyPsOC0pvgs6e7qgUUDKKkUpHTsFT78wJiRHponthl4LmRMwzUgxNhTn2jHaPkgicUQoxGBYL47eFEgR9jMislLn3iA47YpqwqFgEGRXJPXGeGThhdsA0ogU6c6//9Jy8/slh58aODJIi/WkHYswnLxBc+glUUNsDAR13kDNxSKCFnCdKLkh25fGcBrJFiiZKEIQd3bwHPG1HyQWb1aOwYiSoMnQDRYVRs+vfTtmF3L53nHaTKZoJ84jmGTknJBdKn1zRHBMWZmyK2KSYzVg+YnrA4sEdPYMhFgi5Q+bMfDx5RET0tDkMnotYmZ12mNM6TTOlGEe9x0LPUA0nUT8iMtPrM11InM+B6VwF+mxoCcTcYTvFdn0tlp3xfOZHDyqVjpcC2S9CcIHbdgMWlSITJpmQG4vj/ELAnGxUz2rbB8pth5WCzR0UJVikGJyrx2HIZ8QyxZ7dCNEDKDImdM6gR48EqVEXRTNWznTZCNmw3R4bKp6bZi8cHgI5dOQ4eG2XuRbmlGc8yuQOpGDx0WlR1yMS6IYRZUbTGRiZTj0l3SD9BDEjc/bgz2FHf9OTyCQmSAWeM/QB3XVoScQ0UUJk2g+IKF32Gj9pcv6nr7RKhuhRC1mgFML+BzSeKTdvKbKHHw7I6R6LT0g4YTJS5IzUOiFMEaZA6AphlykYqRhSemSMmLriWYvXnVAzJHcYHinlG+bGujhnrzdSJqQkQhBCr0jeU/KOcJoJ00SywlQmikWP0MENTsVmRJ8QDJ0LpgHZ37LUqvoFKAGefq8kjPzuR7rHM6fvCjqAvX1Nd3cgRa9XcDwUHneJ4Z2ye78j3e2YuxuUkds8shfhFiix0O8T07zj4/M9nRT+eH+i7zP2JpMwUkqMZ9DuFtXIb87G4Qny7wrlW+MHPfCRgTtmhnNip4VdP3Gedzw/7z0KOtwShzO7XjnOM4+PJ/I5kD/dQQnIB6WLwpu3kb4P3Nw+YZ0wzplTgptXE/sbI/3tSHk+E3mi0w6SMJ9u6Ic9vfbEMhOz8tB3PO+VUm6x229I+zPn+COSJ/ofHunPkdu/vCGJ8afxPeedkX93D1FRjuhc6OIdUaLLLnkij0IORri7o993xPOeeJw5WubBjNt+4s2uUFKPFeiHzDffZOZTJv515nwUzg+3iBiHOKJd4hyfPBKrf4uGwN2bkXCT+BAKI8rtMwzPyji8gdAx5jPnaYR3Z7o/f0Bf36HfBSY788neweOe9z++oTsYN9/PpDAz3gHak4bvEPk1edNXmbop1pqeQRYliLWgAbaeSS13f9MXmVVlg1Q5EaFKADT1sDRPaim0yGFnShvPXfne5rHdZDMaorVlzEuwfqnzYHIcvUQjLDPEi+e2SbRCzWmR2ZpDkmsUSuWVq97HMlY8Gl60FTquOgjNG/lk1R2IbfhqmqF/67y0qSGxjHJROi3PNilfNs+sa2ts16Mp3y4d0Fp2A1gjsVdHribX+Pe2vNOUc4YuxhY/BzUypLb/q73SwXUPgJQBxNOieqaBhJAROyM2V0/+Gr1RQMgEqgFKa0q/WoDZJFRFfcsA4bKMG509y4EJFDngjo5uVG86tKZkV8tN0eF9q3pbGkA63Du/pjwyP89ef0HdeaLKlYiRagokLbM7lVSdhHFPkejRHdkFSJdER8ymquboXMzUTEvHaAap6rCC+tnMNOPDqW6l84tNcShEfy4VCgmP0yuL7CcMCHtwdyiMhMlI02MseqiWxhtDkmEE56NEkFrzoiXxdepVsJoBQ63KxfS405F6SyW63ktLjZas98MyyoRJoYQMROeDTao+69cfuXqq6541nWNTabQ7afXoy8YRsBqpWG9kvYU0vNbuZntmO8BLNlNZOqY6G0lFZC1rSougojpdsNX6vLynF1/ScEEzyLV5LrrWijSl3SFY8PMaTbbpA9a6ZF/AQz7eRSPzcqXrAm8GuizL2spi4FkWyqped7NedvHa5VIsVuz2+YqHLyNMdH3dtmO3hdYtto1Kc9oov8Ye8fdHQnx2mG3z/0YFtq4Pq1WqTbQN/KUdevMSspm4K81kbWK9HReD2hw92yzOxsP/4o1G0LfvLpbtl6tYfXO2myeb917MuVKbpcnFerjZtPXsNgLYXmh8zLpWhtFy5Dcjy1KOthKchgx8zezFlC5v4DLU7cfLuCtqsBerYJWMby7R5mqsjSzff+km/BK0zW21D14euBruSFqDMRYGL3CRY99SRVSrvdln1hiMbjOLxlgYq2e90DwWIbL1xK9JjFlSG2k9W63Q1bKWNa3WxTSM5j2wFGiSAqJQGlmqc1xCQGsoWw1zXNfVmYXq2oen7Zlr9+v98dDN5omRLucs5XKMSyqwFvba1iBVQ8bWwFAP9GIgXEMPWTwl2jpRx6jYsgewMC/AGiWxenVsT5pPK19eoha+u7TVDCPp4r2fB+GiiLtPf8Ef1Wy5zqseEbFmCLQN4d2AbTd+DX5zwsFC9KziSWxloZci1tKEkmXBeHGgLojsGseyGjOXV2v3qxcNCx5uI4Ot10LdmQ1hRrZr1X6s58mghVm0BhZ83ZrdGhOWhpbaJPXP5cuyrNzWGLqgigW3St2GRiTrcwue2K7Zip/XOcoFbbeL8W0WaOstsXjuyIv2fx7EYHfOBIX7UegnweLISUfOqoyDEqdEd1Z2qnQ2MMfMh/DA89xRzgP9OfEbu2FnHYfS01MI3TMiSt9ntEQ+pjtUjJETKgndPxGCke1AxhAJhBl0SjAlbvrMWxJnCUzhQFcS/ZgZwsT+/gQ6YO9v0UE53CpW82yXbIzHMwGfk4jyFDtMI131BlUrdBRuUqAURe4zaTDCeGI/T5Q7Id+NTKIcTZD8zKuU6SRxHhKznRj5wJhmJs7QJ+5Czx5Fx08IQsrKWXq6mmP/OHdQAsPZkNk4PQvTaFgHUaEPI/1upsRXnDUikyEPM/3jzP3zzN2t8d0A0gsW95xix1P1Qr6hZsHZRVeqzxMW4KiBoMouTWiZiUdBrKeblC4XJO/I0hEfn+mmE50kDprZ20QuI7l05JSYJPF0iHShoGcDNc5FkWRwPNbOfwUUFxpL8PPqzmbixk4FaWnyLDntDB029IgWtCQXCEOkpEI6FVIoqJ5RzUv0klXjsswFLYLkWB22bFGuiwkyB2QKmLnwVcSYVdwjnRMmGcJcveEjRPVCicXwSDhlpubN1+TPmxdzLdkFuVy966l55t0xIWDm569IosRU01q4t9+czGW2IE6qYsLMSMkjakTVjbKhYFmQFFHz2hFO1p0XIO2hdEgGTTMarCqNCwEhlUIpE8WgMCDWeWFik0pbDEkTlounWMKL4TZvPANUQxX+PP2kVoWDZffQU6qTSBQIgUJPrkKaisumRAPJFK00ZvRoizy3yM8eoRaC/BV8nONurw+ieV5wsUlPEavRGYra4OcyV0WRuAIhpEw2IRMrb3EEE/oc/ZlwBrJHAqAQXZHg3tZSo1kq7g9N+QdmrlLwtBtn50ekRUpkcoaSBUyJJSJSPG0IgsyV9xJPd6mp+W+OmMygXhNBi2LRjXCmXjvEg1qr5V2Dp1BQTyOickb0A4JiEivvnxc+w4yaes3QUO9XqvSSZgQfIInTXZ28710tbq017Vq7D8lAOujvvH4II6VAThByQG2uaxl9bUxppbqQ4h6i1RHIFQoZUS/TokGwJKRS+WSi13cwP5FFeop5bZNSCiXNWM6UGVeiRt8PydUR6CtATOjGDjElc4uFDosT2mXyU6Q8B8q5EIJHKEUyEmDeCewS/X5GTonwANob5TZRYiEPM9CxQwnZOB8n0pTYaURRdrNH8IR6z8b9TKEQUkCfFJMZ3ReSwMnMfXgKzHOphs9ADhOERIiF3uCwj8yx48gAGbrJiOpK0ZSN8+iF7Mk9qpEpn7GSyfKKoveYKV06IjkCgZxOTLNHPuX7gTl6Lb2ghV0YOetIshFSgmMgpMjzrgct9INABzlXnJkFMpyLuIGsF4JA7oUSFDlH4tjRz5k+nZCQ0dDRl0zOCbLSZUGTkc4T2QryuhDmwO6xQ7WQDzMlGjL1BAIET7s7TQOiPRJ6OpTUQb41yIn+MSPfTHA7073qsPGedKfY4Ui2QDxE9BiIk3seJ1FyCEjvHsVxnleZ8OsR3GeSqX9clUBLJHN9mKosXAwS9THYMtb1PDc59MWDsulz+aXyovZCPmiGg6380fjlbWjwkkPWP2h14lZ1VJMhGl/e5KD63mKEuRR7F8PBRs7YqiIdNhEO20ldhJMbF4V1K//t8thGXli+l3VdL15q9KvJKe2Hbsa9GZuuits2tpeZO9ZNWOVC2/697JtePvb5AH8ZXigmF2OAzaxRA2EViRZZT5fUuN5z8z51vO3DrrqWlt5JagT/EiNRUy5TajTPVo4Nm99l2Z/FkFTnbSLVqLWVFX2gZs4XAojNNGMWNf3zci9oUQLrxrg+Liz9uKqw4DX6qm7mQnb2+2WsRhePoDWkpRBd9Ce53sVaTKzW6PT+nec029wTW3tyYrlK4p7eTBGZWRR4QjXkWHWg2zrq1fE3xaGURR6VKq8uvI4Ja6YOKmPnSavEajqrX+mlvp7hNbJIdCMcL8+8aPfl17R7L5t/K0b48ovbT+3yuS+K2LJ5+uWYNrgOuxz+8sVm317oazbi/pdhQdG24q2NceDyh7x47+VkvtDR6nm+8LOXS/KijYqATdra/RRcaLR+Yggb/bN8/tBFpJf5WJfnv0IV8ncbIWxLq6V1ZgvxuThmsrUmN+KK4zvBvW1XlMSicLX23wbZiSAbKmDLYOySkNYxtVxaYq39dYybWIp6sfhM4SQbYgctM8zKCWzPmVuEVqLUIgQuUpWYLcGWi4NPNYo0fVzLXV6szX212zfk7YKwEzFtXsaLgNAOTGWCZL1c0moVLXx9YzbqUJrBcUE6G4INmwdXkrAWg9pchSUMpXoA8CJM9GcvRrs4BTMvRL0WdG4b22o/NAHMPSakRNbix7UNPfk4qcYGibiiIgGKlL2vqpyXd7iweNYFkypQiSv5vdZEZEm9tPGCEaueIlYwaREP5s0KtehkwSMDMku9Cu39EltXGccnvAbGHqlRBkKuF7+Nr47HJjwPRPD1kWP1IouV0NWIgjL7wV2Kk6R6BpuRoV2ERgzH2l4lwkuS8AFkqLkIN0aS5hEBHrpPceEcwej9fluN+KjplVaGohJtmfCojXbQat9s0KbVNjXUCJEaPlrq+YutLkUrgv3LsLJMQqmEfa15IJVJqeGTxerSCS3/ocSyGIcu8AvUu+DjKCK+5huDBwi5puBSc8/7gtYkINXDSJs3zpZwFDbHwX8Rzxu6Ko6gFZW2WoCaVvi+Rj8t6LPhMj++9SqvjNtKxD3qR8w8FYrVmbZIBX/Bz3PzMGsGZSpu2kRi2XJ36h6arLa/jVGr0Nqsz+S6zgsP0pjOprnRLcrG2nrJ6tnkQ6geOjW6xMQVkbSlXf9bvBysKW+r1cKX5+uUJgBajNcfZzga8UEYTwHpHnkMn3g+3DD1A99/FN48QD9G+u6ex92ZT7s/8fg0kD7ueSORP4bv/K7NAYlHwuG9Fw6WG+Z0y7+c/jfMOm75wE5OyOsfCLszWe+ZbaB7HwnPAXk+wfPId7vIgPCXcM+P4ZbddObmNBG+fSL8/hOnd9/w+E/fEX8befOfAyoJ9Eg6J56eHpBgdK8UQuBvwy1zjHQm7M3QaWTImftzT8jK6Y8z529ndukjvY18+u07nn7T8fihI33siMAfirBn4sPdSOKBM//KUy48jzM3feF3/R0hZezx3xhL4E/yLadu4P5bQQJ8eh9IZzi8i4QznGZlLhmLsFPlMDxyO5xJw4734Ttunp65+fjM7bvE6w8zv+uF/3YrPA8df+1f8ykHHvueYsJ9caVkuh9I2ZDTJ7LCh/gNppG39sQuJ3afDoTxwD4OdBohHUi55/7Dv3CXPxLeROI3AfIz0/zIOAXGU8/TzcAP3x7YnUDTIzEZaVa0FPryrnpTfSWYUaaZop56qATz+2OCxkBUIeszwolC9Lz53QG7u0HPM1ZG2CncKek8c3yfEUmE7oMbnWJxspa8cG48VgPCtMNMoZ/deyu7srD/FIknZdrPpCGR1AvI9mWk57kq+o3CjswtURKDHDGNZLkhizHKCdFCCBnR4gJsxutMEKAET/GTHIeiAypeXDZlyP2R3I2I3CDckJNwnjP04nPVhOhEmYzxaUBEloLJOc5ICYSpRyySJWLaivcK8ArMCNOIzGf3tDWlGwNxVlKcmONMYSDLHR2RLkS0KJoipZzJ6YGShTn3BAn0NYdxkdFTQsWdRw/idbOCZdQSISWs5jlXArLzaM9UhGSAzUSZyZ1hQ8FIzDITUkf3sMdKYS7JDSP2ChUY+vyr5dhibsAI5wdgYrZbsvXYYUL6EeWOyJ4yZcqUkG5EhxnNhp4zRXtS3CN2xOw9nQUO6QZCYj48uje+dSAdRV9jdNjRsDwSsgEJ0zNIcqNXhlwiVgJaTmh+rF6Qe8DrMZQcfCy6Ywh3tTaa54W2UUADdnsDJsSzehHo8yNFZuLtDTp0hC4iVhhNSdah6inBtBq5JUToA4yD56cO/5Ou+1dIt+T0WzdMpRk1oaSaT3zvtcMC5tGXzx4RVLRGe053bnDonyE8k3czaR/pSiSWjjgr3WyUDKVk6PZw8z2lnMjFz1k6B8QSkSNYh+Ubiihjpe0hTwiTr6kmpNwBTgM0FLoohCicj8o8KWGIhL6HPJFyIYdIirfYVCgpU5hJ+gBZ0DEipl7Qm4DOYZUHfwGkCPvjgZI7jnFHGjLd7iNhGDn/68D8PnJ4O7K/mwiSCGXm1AvP98r+Hm5eA6cCfxH0vjC/SeR9Zr47oyHy2gJlMj4+n1CZ+f7TN3QSuBccjyIUhU+vT4x3I6/O9+yfI9ydCG8mxuOe42nH7gT7k2AhY92ZOWTOnSFDohtmtFO+6facbGD89haZjMMPXih9ZmJOxumx8v39HV1QnuJ7ioxk/QesO3Cf/41DfkdON5S8Yw7u9a9vXqG/+4ZxPlHGmS4kXnUPiJ75W36ijML0cUfSgXev9sSYublRbtSYpp5SAudzIGXj06DMqtzfuE+w9QFCoPuxJzzsOIRnDnokH3ryYc80z5wF4hwZUkTKxMmesBuBf+zoniOv3u8ooTDfjBCE/vkeKUroPmFSeDq+JR0HboIxCHzaz5wPmZu/PHP4dKb/ttD9xsj9nnT3DXP/nmn3N0zv2YU7uvcdh0djCsJjiJQohJuBkGD3/ugRRV8NUqN/WWTx0uTeheGs0eSURT/gvLBzok1Ev2hzYWS3bkSs0cVNybOkkHbFZmNPrSqmvZ/G+0Nj6AWWJACrkcBVQbr0V3nZJWVR2Oh4rGZvUDckojUaQkAzi5dy07HUlLz1hiz892Icrul/dCsbAASPQF/T4LiB31r0NNVAadVwbVXaEqkjbDqE7drWvBPVcc5T9FR8LiBNQaL1+WZ0b2tnzeu5rdtGF2W+Z77+sspIbT9bweNmCP81fFvroxW1rgKT2OztlWrZFMWkw6oxvalBLESkH9aSkWRa2mKpHv7Fpqona/sntUaBRweIVe98bc59baeqQ6EELxLdUjUVRbLU+s9VytfodyJnX7rS2spVRh7qffL6lqKuPM/S+zisuNxvVp0YBI+GUNfvWL2TWqpxoBaernoqj2RwpxWqFG2hptAsk69VOfiY4sn1EVZpkLS6lhOemruAVyyruroqO9b74Hew9iX4WVLn3UROVeTfgwhZPSpDcsdSD1QMr63Z0puUZcyouX2s4ClSawSpULNTiGC5OuOqaxxDS8v0tWftUqFXr091wKhHd9HlIqzGntXJe/3O6j1t+sKmX2z7UPuABVc0PdRGpV1xUX1N2jNteBvc2aa5DG+j5ARWxUN9uRk4japbajrly+m3NrYzXExqG4fvLR5fa7Y0WDwW2SCn+v2mw00Piy715VdLxNvat9UxXZp0N/qY5V1bxt7WaNXFbSZsTfe1hZfnqBo2G6784jNfhr/bCNGGvnqhbwwFG2XNJYWt1shlnL5ULwMAbFs4dNuhvPywLo68+Kg9v/2oHR552fYXlrYR34sPtz1uu1k3x14cgvaHfeFctUia9T17+cjSk1z0wnroWI+GvFwsYTmgW9gaTYxNuIy9+PnyHfvCkVq5HhYEsUxiO9kXiOGzm/SFPkmbw6x4mGgLBa1eb4tnvjNhtDBUrDI7mwUWcMzZIhfaGhkmNXdew26LRrcmjV4QVWRVMIblwMoSLdH6tI2hrOZubMwNCweFE8YWbdDqXNTvFmt6pDGBVOZ1MUlJdoFt8SRpJ9NDM/3DtnEbgrJ4lDQk1SxPzdugvPhb1nE3RKu1ePWyrtWi2A7L8ntre705boara7b1OmljMmEJwd+EuVhbP/Hw0/UC+VylMqkrNt4UWftKuDj+G5q2fGuNmXlxZVqXC7JphpKLC7fBQ+1MrXhv7XQbcVFF8IWJXw0QLz2HPo8IukQDK8q7jOZaacbmrHgL6ztt62UlbtCMBWC2MhX1+NYxvcC3bQ1qkcvmNLCNXNiOc4umF5qz0MUXtGZ51i6Ouy/gil+3wTJbj4kVtyyDp4UabjG+bfqQ7QKxETi+EgTYm6LFSPNEPxUII6az12zQiPSR+RA8fb4KYhP9XOhiJr5KkIVpMoaSuDmO0J2wkEhZGSeBAoNOIMYQoeuUvLslDR2HI9g8M843pNIzHiJKIOwDt51ykwPPORLESDqiBjfTDrPIsS8QJ+ZsJDMv9jsIr2VgT2EyFwKCiqfK6BOTFA6jERLMYwLPVEKcItb12I3Qx0hfIpoHyjx4IbkAgxZKNzKXjmMRkgh3BxhioOiOIoXReuaiqO4IJXA3en2CUk4kMjcmRAOLPSIexRFe9ci4Z54DhYBlL0J7GE5wK/BGGXfGX0+Fpynw76dXjFOhjCeKJube08KFklA1NEKnHjMnZuyT0U2FeJrQc4a+I0XBsrkh4SYw7HbAgD0OeGi3ElLHzbQDE6YyEjIY31BUvRZdgOl+WHnarz1zRRBTT39CQbVDonuy5QIlBEwHT2kUKj3IM5o8N7rMhTRlSsZTNeH5u9Wkei57ahQwbDGAzrSwfTPPR0wRghakU0o0j0SwgCTFyki24vUqqoFPiyHBkCiV3BSKGqV3njJo8vk0r7QWORZj5Rd6x56Gp4hI7nmvEYSAO5RVQ0bM7nGbY/Vy21UPfTcurMUWOxCtdk+jMPn8WsHCyqa4rCwo0emUBogBDdVznIAiRCkIMyLRDbxV/nBDZ0E0U7q5CqGOgLQ0DrFGVUqBYAvaC03xhNXgR3/PimskzASyIhJQ8SKRok0xVBF/mDARcvN2+RVQZKJF+ol51IsjcDcMGNELM0tH0QOqBeNMaVGdFpCi1Ts3YVY8ykUMdOfG4orHrZxdyTA/IHmCyie2wBIVBfVoES+0mdHinFsJLqwrvZ/l4GfI1A1nLQf24ggwOzUIdkKk+L0JQon9EilUSvIoM6nRPTl78EUByxGSIVNHsIKyQ+Q3oL23JQHN0WlQ8Ugcm2sO7eApQ125U7kBAYKn6rKyw6xDRkMTrjxQL7jpe+vOQZZnLJ3AzlDOIKCD81GZDiEg+YRIJEhNbxYD0GHs3CiZC1gihw7THpVa2FOzR0eVgk3m+xJOoDtEDphmEPfglTmsRBl3wgF1tvNrvdPF0Dgimuk6RWNAYvS6KSKEGv11HpQhK3oOdNpxe98RVMifBJ1A9wWLMFaDyIChU6STGYuJfQ0fms+JBJzuOkqv3EhPNEVL77V29kYKM2KZeDak1uYQOk+jYoalAkGJfcR6OPWRMgnp5LzJTg2zjOwmrORavwcku3I1WSEXpVOhC4pIQpgQUUbxSAYrZ0Sdl7DRyO9HMoVCZM5w1DOzzfSjYFNEyp5eI10ciV2i73xfbDZyLnQFNMPNpzNJJvaDG55mUbJGUENCwoKRglLyTDnOjt81wDlT+mfcsWlHKYHpNKCnQJegiHHu3fjMx4Qkr1NDoBaJnTGJFBFCTHRhQm6MUiJWEjwkL1PRCSoDQ7oH6SkpEQ10D3FQBgKzZZ7njCYhpB75VUaIS56w8bGrXqnJgWt61Pb0pYJv5bgvmr2QmVZ+fW2Jhd+8YEORBSd8/u8Smpy6csFfUKZsZBrnjzeTlJdtb6QAYVVSXvDpdb2kSTS6MOaX86BGYm9kKNm2shnXwmdse3C5dJEbWtT+Zh2kFQJu+/GZvFL5+vb15t2t5Nr23t8Pi7zS1qg5Zy1C5VfoQL4IbX+rUnpx5tKmR3OGQbicqmBQyqbbpvtpDnKbs9SMaC3Lg+q6fkZN8rARfmoUQjvv7Rz5MwlqcWXEDXG+1M0Q1/J4VJm26kn8ROkqV27kaFf25sW51eeqSCsovSThr9EK0rI2dLjmqNWUaM7RTeHcDs/6nbfedE2sc15WtZ4PNWgRCaxyZtsP1xfhvBleJ2KVpXVzJNuGLR7KdYmbeXDGyNXxUarOaxPhsjgeg1R9l7WMFb+Sb9t0v/76cpwvwcA2Z6COalkHx2OXbb9MHHBhwljO8BaPrPdn+7XrOS7v9+W+skXOl49gNYrs5WC20QSXe/+igS9/18b7FWu/PiWff7aZ/ktdMHBpY2moZqVKm/5lWXDfz8+fuXAWf+mVfzG2l3P6nD59Dfz96ZhYh+2Wt3r4y4sL1bCeVKGperhqQzyGh2GJoOIHoRWQKbg3akOmohUBNR1pbdfaZW5eCa1PW47/QjCsHrhGO60padUWhZiPvD7QdlfWjbLthi5IaqMcXuhz9aLe4hWDJdytuOCw1MBoDrt5bcbwUNetJcDzDK6jbJ7LbUjWhGQxr5dRt8b7qs/leuBqfrzW56qIrHuwocnb43gRgXPxxeYANm9qW1+ySh1/8UraqTbqnhbI4OvMiLufu5DuRYoqc29aLc+1XkSr9YALbKbVm9o82sDPbYFyqn22k2J42FvNX1j8U7FaiE08H+PCeSyFclsRx6aU78B2IJ5awgto1wiAarVGXdBbiHJeswOCgO5AesSahbwKw8wIHibu9TMqM0epa5crVpaqxPH5SU0p1fbHIW72tDEOBawqb6xFgLQIkYBEoRWIEhKU5H3lZiSo81yYunr4W1RULdAk1eNkKc20MDS1DkONSFl0HxLxiBbDBdjqJVMiYjuMGavFDVukxNd60jUodR202pmsMinWPBirwqhQzze14KjhaSGkIfoVFVtb78b3VA2RNurJhhmGekdkSShV6p0uS2Ot+WrQqdFORfyYiBmh2aEkrGK8uScm4MVgt4p8Ke7xWXxexbQS5oUVo5nMrEYruGJIsJqmzGqUztYw7DjNjVRWa1pIbbBFfYW5oMXIQbwQ4YpG/blS7RbG4r3UDDVLntfKqJWK20qrFdGicpa92HA/Qi1uiqeJ0TUTL8XcEaY9B2vNnIorPIBuva/6K92EFeENHTuM/emB6alwjg+keOJG32LhwHi/46HrOMwZmxIxj3xzMnidOX4/Yx/hw58ib+czv/nrR2w386xnzmng46eIiPD29iOxi8S9orvA+Or3lL7wn//ywOHhmf9evueR1/DdmWOXeF0GXpcd6XmAqSeTeOo+cT8f+Objd7yzyNM3M7Y/83D+xHPuscM9+33kt8MBmQsPfztRZtirEPvCn789UrrMH0dlNys/pmemY+I/nQ68sRtk2MP3hgUIZ8jPr8iPd5w1MYeZsBt400XOWfnbuWM4ZP7hNxnomNIbzjnyl1pL6DWFQzb+8UNmkIl34U8kPXKvPTEE/uf+wGPf89t/6Ln7bs8//e2Ov3w0YgrE+Zn93Se+vf/A+OrA6Tf3vDtm/unHkYdpx78+/SMHfeQf+v+HvDd+fH1DlMJ3+YloBQZBVflOCn3O5FPBzoX4/gE5Fh5vIuehw2yit8Thv/a8+j/e8Pz/u+H5/3vA9gK3Z4bzgfunN0ynR7759FdOt2/48If/hsQRjX+i7OH5H99Sul+B30yQOSIGiRMmM32/J/QD+TxjUyZ1N6QuoHYmyIgyoeMn9DQQng/MU+I8nyBEwv5AKJkhPXskztRjIqTe740WASuU+IyJMVv0FEjz7CmG+kg3KCXsMB3QvCOmHfDEjHiqlpIgieec34MeOrIIOc8UFfIQHHvW+gB99oK3Y/DUUTLs0NCh5QaKUk7vIZ1gzJSp0IWB0B2YpDDKEY3ixoESiPMBwyhyAzJj4URRSNGRkjTvxg7MEklOFAq51vM6xFoQu/d0PEF3BOuh78gaCDKxk8kNLNkwTRSZEQY0xI2Hp0FN2ZL2LsD2VpAixCkgBXJ5dH75IBCFOHSIKMqMAOWYndURT6NTdKToiOUeLKIyEKR3vBgNkUyfc/VMfnT25BRq5NnXQiGFRwwj2B61DrNnsAmRE6oTxc7kdMD099jubfXDOKIWMRuwHAi5Kte7M3kWxhHUdqh+B2pM80enSfkdkjLh+V+RNGL9P4DuPaWTQtSeEHYE+0jgGUrEcqQEI4eZyIDaHtWEhplMYpSnSjwyokrocP7tKKhlev2IhML55hUWe1LnvOp8PFKmTNfdErXH8nusnOGUyWNxXlDc4BEIqH1DkN+Sw5E0vEdKJE4HsIls77FklMeEECm3b9CgSP+MSMZmV0iV3YCFiJ1usEnQ5we0nLG7SD70oB30gTDOhJLI+ZE8CSYjpo9IJ3SvA3BgtO/RORE/vSdYJMZ/8HRP+ztMCtP4jOVnZPIaYeP+e0wPJC0EjD5+opeRPO4pp4z1T7D7AbPfofYGNEE8O897PEMoyJDdgjkdfM37mc+0FD8BIgXdfwSB2+EbiAPjridFYYiZISaeDsLpvuPunXL3IXD72zvu/vCKpz+f+fA/jvRd4fD9zJQ7nj4e2Bv8LheCBsr+CbrMXdeTJ+XdP4+MOfHx2++w24H/oh2HIvQnIc8T5b8+M759Rv8H7P6MFzoPO7IaUyfYNGLjkThEbl4dKEPihxuBDxn5YUbJvDrMWDdz/uaBbMb0fANJ6ZkRE442Mxv8rg/cdh03T0c6jvx7VN6H1/T6kaif6LrX9N0rpk+Z6Z8/kG578us9R0ZO8oBm4f6hR+Y9kt/Sx8Td8ANxSMQDYEo4ZvJUiJM7Xr/6y3vkNBPf3iCHno+/6Tlph8aE3I7MquTQY0/vKe/fQXqNTt9jh2fmb95hdkNJ35NSx/OfbxhOie9PjyTNTHeFmcL4/IidI6V7DSFwMxzpw4mS7yl0DMORoX8mxRvmtzfE4zP2/87kV5Dujf34ipuntxR7JuX3Lpu87Qga6dnxlBJ/fTqTc+T5dN+s518NroawlY1uBmGpkfRSi9Wby6r+VFUiVuG6pbNQuZSXL5xfTLBS081orgr8jXKUxt9uInvN+/IaEvlCH9bMJqa6vrU4x9U5AdSoaWuGgkU+bnOvOe9dKGhxBos+ZDuFrcJrqZWAVwLwPhbFSX28yY5NB9Pcr/1PrQYRr9EXXBGsTdZtMnhedRLSJKxl8KChKsY3ToKoR5ktaykbvYbroFbF+Kpc8eiRtifmgqQUaLUWrM29qd1+naywfacwVtm4GsS1ytrFnQW9Tp+Py3VjBZLX/WgKNalpM5p87IWuq6xvSsmx8jbNESRWMXHyKItAdTJTxDqXQ3V1/BNJqM4UOi/fYBv5sXS+NovRQUCNwrmpKrBmvECr4wweaauu/zCrdTAoiO5R2VMIZOvwAs+GGyBOwIDJvTttWo2SyaUaPbwWptZoQpOCWUHFI/0LHUao2QiS34lSpXepRletx6vUKHsqb7ikcBp8rPqIR8p46uymX2nFtYsUz1DQnEubipHo8m1JNfoluBND6SDvvL3gKfa8Zq5HwxqCSdPFbFND/ZrT1nCR1LtiL47uKlkv/2w1B0jLwEC7I7Y+zkZPskE/27Zb1o+tw9+i69pafdtZb+f7orX1s9oaayRAUwV4W6uBWBaDnLeUN601vW81KDWdyrphW0xc32jjXBDii58Nd67vtLGtUWlutJOL8W3dQmtLcvnTL5Qt82lpB6XqBteIOFtoxDJ22+K/Nra29pslXuLo2n9fd9b+fiPEQszWY7Qqd+CFpoyLE2bNEt4+bxtY/14W4YVVFS6sVdYIp9Ttu7gYtqxGIyftzLf9hIZEN2lRNq9vj9HGtfcLS3EZnLMxm9eRby/dC9hY+i94jk1zi9LuxVHbPnPhEbH+91NvrIeq7sXGhnE5N1uZA1nmv2ln01cjyi8DH17+Znzez+ewvdSwpvhZFmNFZsthbEyKI6jP17P12goScbmIS5+NEfX0R1TkuaQjEuFyBuXFP1jdUzdRBZtxy+K7V5FZy8vYFsgWFetnq2XVG3/9uE3C4/MWJmmrfG9M10Vbl9b2dWeacvrlLjUi8yICpX1n0CoNL4W7PkOP2y7b/TVWBN+e18q0WV3DNnZXdC+eK5txLeFgskVrbR1++cQtrS137Qs4TLynCyX5pcvJZl958T4Lkl9WpeG5rdFi095iML2YfyWelVvz87A+0sjMcg4aSl2I9Sasb/Earp8X2UxlG/VQX23/L2e5fqjGOmbW7+v50HoeFnS33ZI6gNKMkwvurP2It1czVS3I+zIKob5oK07fjviCwkiLJmnrYCsNMmj5ToXNWbjY8LpnS6SGbD79NSfNnz9npYiR54TNMzr3hBgoDFgIhFrAXU8Be+4JXWTohb0Kh6KoRaIMaFDOO7BhZBRI2tPrHsQLtYkW6IFO6OaOzowikTkaQY/0ChYTs3ZwFrrR2FO47QoniZzkBtEdIfdgxmSjp4gYI3kKaILOMnsmyIVjyF6r3U6kjNdZKMI8gs6g9ESNjAZPObuXokKa660vM6U/05HZSWFfvZ9MOnLcYToT5hEzz11vo7Cb8SK7YcTEOAZlFiFZTyETeiNqxoIxm5FPij3UmgS7wuFRuTsah55a0C6SwgDMDCnRZ2PgRAwjea/kHWgXES3MKKUIeuoRU2R03D+dhTJGcjejB5iHTOpSRZfBC9CWA+cYON5kQp+JsTCpMtOj9NzSQRF+nD0FSukiRKOb0xfw9M+DitOwQMCL/zkWt7Jmul3ZUqk2b8OskHSm1LyzC3USKAQXukKo97UWcq/3RkUpGGrNqaBgUTzVknr0gvPYBckzRQxrDggqHi4AXqNB3UNPTFGDUIsaSokLPyW457Nf30wRdSWlghuyeywkpCsQAhJcwaNiqBkhGWIJar2JRamh4EZxF0YlVDykbgxv6Cq0NA+l0qUibqRp7/tTYEJoJA6n7QUlCKi6QbdY8LVWfC0QpEadeFooH4QbtI1cjcfZWiHFKhwUHGdVPwHTQNYBrIfigqpqFS6qHsVmTwWg2YsfFtgi3l8GEaQaNkSVZtJuaQu8KnlAokcrWPNwbOi2Ehg/mS5Qu6G3x8xTKrkzwIBZQYi+Rrp3r+uAK7elI5inXciMiLqjitBD6f3cdqEqAROllOp/EnGHioQw+tjrWdQsiGX3FDVBa2qhVohbqqMLye+T55KeV2cgFa//oaA6I9E8BVNJNdOoEdKMScZi9d4MlXBKLWor0S9gOAO1gGYRL1xZWh5oMFMsuzcoDFgCSwm0RnyoIrGvvibV3aCAZaXkDrGI4PVZpIy0IpCCs3xSGsctkBIiqTrvdF7cOrpTi803oNEVJjpjoUYhx57m5OI5s5N71Wr+6vNmwFQVETtx561xcqc2DYrsjUMpDEejz4YGd9JKp0CaOzIDczDOO8jJPGXIrNjR0/aU3YxRSDZ42rXd6CmgSkUT2UhiXmIu+t8cjZiVIF4INZeTK9p0Ikcjl8Gjc2ZXTFkwmATSUPfEtyz09R5OniO8ZE8N1hWPQOtUCTESh5mYM0HU6y/hxkW1gBajRGO8hbzz6AKxjJg7VGURonrUZNCZUUcSme7stTumeaZkYYpKIaKDs30S/ViWksmz3wNJBc1O7/NUk62IOA8SgOipWmIpFPMUNlkLc+/1eXT2NuU2IQOE6Dg7hhHpzJ19SkZRVKIrRcsIKEX2blgdI2UOpOyFb605QumElEyYoVe4jZFUAjnMHp3z98A24vzi85cy1oZW28uPN3ysLCw0S1TB1oN1ESIa391kpIYvN31cCMFS6c/2gZX/XTllW6Z1MZjtsF+KRwtIe/GFvnIjM2zeu1yxn7nrS0j3ZzEIl3OhyS5W5a36jLHBJVtZZZ1v+862svOLqa0KjpfvfOFZoHm6fyZP/Vph4UXji+6g6gOWeiBbcchDMDf7187KdrSN2Fcj2XY9mpJzVUz4sJc13cqlLyUhWJTpzYlRmnOkVRpZ02wvhqjmgbvVaOXqZAqVSfC7bE0X05zQbHEYXK154syOSHVWq7fDVjl8daJdaetyx5bV9nE4UayOj7JGJNhGsLWlLqat+jNzB1W7WOsWXbFZMYOldi0tm4LVNmUdZ40Q9UiRL92Zuu/4+vhq5p+7XV+ERTewSAUtEqp9vpW120ttLdYzs13Fz87Il/5u1/bFlFY81c6XfT6CbZqZFw1crtX65vq5XXy1bfsnr+qCXrc41D77dWlnaejFXDbtrdEXsrT8ua5huw/bFr+wJ42GLP21OytffvziuS/Nve7vcoG+9OrXIbe/0wghyxiaEmo5ci+US2a4N/5iSJdlgCWoH6IaTpQXj9W6YEtokxPBViOB1ldDNCab6KWNN4H6RXRBrHq0lzVUTUQ8TFnWq9IcXVuZokaEm0Bh6/5hVgu8sd67JXy+XvuyuYOr4Wg9CkBNTyZtpmzzqQuGVc/gJR9hRQpWlWDNcGrFFXWLR3sdt+Ehrm1TBBaP3c/Pjy2XwIew6bNFV6ishrANrlmK8352oi+5ja/z29ymDDLg2ZE/ff0u494L1TuEXL1PAkhXN9Q9BbywbxV4ycBTXbAe97iXOu22Lx2e/9HPjnveaw1L3BLehigSyLSh8139l8GO9d2+TseJmOclVIxdXbxWmNrbl2wsueREsGbgaEri0DQJ0CI+jFC9G6qCtDIVZk08rEyG1QLW1UJueMTHgm50tZxbUwLU8EUjI7JjieioxE0qgZNiVTJJmz1fDj5LfYpln2vbNd8k4pEhWM0ByYzI7OuJgs2Y1PEuCgpfvxKmeh5ualuprnErPP51YDVEV2sfsoSlVm9DijsxLR4MrXlbusniihatjJPVmhF0VeiueKs0m1WoEV9Vi9Us840JoXpOmTavlHrfTHBmzGg5Y1uUGbJ6JbmxoX7f2lsYQRf0tRYcdI016/jr/Dw6QqoDVoEslBr6uhidmndTjdzI4ukktLhSoUWcLba8yaD4c65gqwrOZpEPeOFdkyrIXho5zWrtjnaOxD2P27msyM/XMbCMTxCPnm1SUk0P5YU0/DwZWr1ZrNo32z1oUVQeLSJQ6Y/nKf0VR41swp/PHYgxPP9IeD7ShT8Q0z3jNx3TLrB7/8DwdMT+/VvsL6/Y/fHIN/97JGoHDz16viHKt5R9x7+/2VH0mcS/EOfAq913CELSGYtGfpWQXnn1cc+Qlcd+4mEY6Q7/wjfdmYfH33Ea75EnGD7OfPN65vB64od4xxT/M+FUkMfCWJ55nz5xsIEhfkN+ht1jZpcm3kxPziPfd5xi4Sk9MxVhmL5F6XieEqcCr/iGruv4UH7gz9Mzd2NkN4eFx5/3H0jf/MjvcuSPuaPoTLER4p60+45Sngnvn0g5M05P6BT54yejlMyDvGNU+B/3b5AQ2U3f0zPz9tVfifHE8QN8PAuHf4qY9Ez/eEZ+88wf3t/wf/xpz3mOnMPAFG54jm+4SWe+H4UnZnY3/8S0h9P3A/SBm/0Oi4WHm4Qm4dU/vyKehPTj3yjzzI/Pe84lsP/WCPuZucwUe4JuR4gdJ7khvz/wcffAx//yyG155j6feOKeHx9f8bsu8H8dRn6Ixn9/+leUjsP3t/SaefvDR68/8JUgIsQwVDo5ARNyVkjFC3Wqojaj2b3ztQTHO7ORbGTuz4jWouMYIbu31aQ7UCV0A4LX/ZBS0OybqWXATFHrKSin/QxdpgxnckgMx0J/LpT5mTxl956THQwgOzDNFHHNVI49mNLn6Gk3phqd190hkvGi1oV9OFNInO1MtoRqclype9Bb7DBhkrCdQO/ptLoidOeZ7pSw7oztPyyMoSFYH7CSyPMzEoSuHxwPxQnM6IJHXsoxVPRzJklGxx2SAygUnTAGrES6rMRkzAqzQpaObANDKHTd6M6UYUfOq5k+VOODnBzHz0NAonHIE1oKU/Jok6zPFEmQDlA69knoTSmDYAcjc8PEDjlHdOoIdiTKB+dzYodNSnraIbHQyUQJMOpllNsvgxLiK9CIxpOfrRQrjxkhG6E7QBhIFAqfsPnsJbKKeZ0nbbr3gOr3tSyXp15Ik3vzir121iW6t54Me4gZ2X2CcKaf3kLZceYvzPLArBnVgpaBYK+xHegOsDPJPsK5g2mHl53/HpFPBPub4/noNExzctoVD1AgPD2gYpT7gMWeEITQReyhUMaE3pyR4UjuOyx2hL4n9DdoTGh/JE2J8TghsyKnSLCJWJ69PsLNjZf7EndeyWHEJCByqHzFAzBSZqPkDlIHpUM6Nwyaddh5h5m5Z+f5kXLOyL5DDhHtO8L+FpuNcsxejDoXLCl5/NZpv4xIGAnyiIRC0BMhFuc3qndpyYV4/ESQJ6x/Te5ek3rIw4Q93VOeXiOHhNx9wKMmZ3+3v3ddUhaQEcJ7RI0Y4lfT02LCh9SRCPxhp/TAw3tlSoH9TaT/nfD7hxOv/nXi46Hw6b4wjXD+V2Wc94yHA6ebBz5980g/Zu7smTD3nN+9QfqC3T2RNPAwfYMBw+9/ZE/mtyPE0XiWkWc10h+8OLJ8LOhf4S5HDvvIeT4yzR8pMnOKE2P3itPhLUUSu4+PoIZ2GZ4HGL+BnVHuzsgg7A57TydmPWkWnk0os3E/jXQ2cYgHun1AOaG3J/ZPkXwOIAfgFV3OdDkxvYb3/yXQTz378UCYIv3JmEPhOCT2KfN6fkfqZ/4WP1KKMPz53j3D5QFT4XTzmhQCZThBgrfAnsKYjoxPuMF9DoR3ifghkd7A+PYW6SN6mOl2QhjuCKPSz0eCRh76QgqJT/KEhEL/yegHg//PSJSOb/90oJsPfNhnpmFCpoSkmWg9ah16fk95fkb635Buv8PGgDwFJk2MYSZopXs2Qn6im4ThU6ALOw63bxmD8efDB5J8PS1t4CzyKo84Q9wcuQJmnlJXpDk7Vr1HYTFGwkZGkJmtgq+6CX4WNd5SPS0K/2VE8tm7VD2GG+Pre5h7yC/Py2KwXpV4oX6ny9TA1ohgqpPU4mFflc6l1iQQn6NYwOshGUvx3MX5dG1rKytqnWfz/5Eqeze5WHSV3WUZSzO6V91HHdNiiF8UVk3HUvn7BceUOi6tq7cqlJcIjY3s3xxhPcVwZq0PCUtMtcVlDWWRv2s7n+lffh7a49rk6CWqveqo2jhLjRjXgMVYT405vyNTFV68aH2R3qeWBChY50WTRavcXI13VqNqTH3sUjrEahHsajR2XUsrPBGwPGD0rmvQGdPR2y6Gp7H0elFmfjZavYZWm8Jl+oJXnQk1kj6wOJGZVMcKpyVmuBHdsivfQkDCTd0vr09Wao2SYG0X6tnPsY5pdD2NV15icS4tZ2Cueol2DmesRMQ8JauI1xYpOqIlEJJikr1+F0KxCO0fVNl2U3vQWuHp6tBSt9Mjh7I7DeiA5OhRnAJF17Thi25PPH23OxF5fdKlPsWvgYt74evVHCf971qPZjGQNhxQz+ZLfaC1Rg0Wo1BNX3ZhXLzo3JFAUyIb9b5tnmz91BRdzSa7phaTpc262+twNn9fjLXqY1afRll0KdthUTU1sr7kX2r54mov+OOCkW74qOokFpzX8FX7si3ARs9gG11PcwSv71nTVywGto1Ch8s1aft5odRvj27/XkCXcRurc+w6tK9j3P7XIiE249t+XO8QbL9rm3jx7IstWqytm+83a+W6twuf//VVezGWZf62/PnyQDjtfPnpShhfLuHWALEu/i8v9XY9tmfAl+Tyon0RRWwPfVu1l0u3GUUb00u7o/f/YrRyeZ4vW/jSTLZ924sLuml0+6tcfmxfmsBnsD1gn+0En1m7Fs/77fvV2ry4idcQrpeDW/aknZV2iXVhSC7H0F5oHgVtXeTFUM0JsoAXqJbN2Xkx3iW0s473M+RtXGz8wsRVpq7NRVjHa05AZfl+O661/y3hcGgM9OoxsT75c1EF23bbeNvat9DRlgOywXZvmukOFmZwYbQMN4LY8vxKiF567L+MQmmM9tfBC9TBJQKu+OEFwZTPGOoXjdn2gxUpNu+YxXC4xNFtiMgW52yu5oKOtq/8lPV50+3ymNSXNhPeRnDI5nl4mWKpjrV6zV6ilToy2+xMwzPS8OElLWjHVV7QAGDhfy4f3+CHjRDWDBG+Vu0n6xpv1g42uK91u93zFw9e3qAtflofbET4q8Gg1FQa2kXifoBhgG7w/PckLzJbEifLnKyg0Yg7t990pSB4ujexDClQNDOpUiSQD16Y3FOJuW95KAU5Z0hG7j0VyUAkWGRKEcYOEddj5T2Uu5lQhJ31iBbOoZDK2Wv8zoacCmGEnQmdaVWAFrJOFDH6amQvsVAkM0g1MQcoWj3erSPTkSRQSqakQjgU9v1MTG5gTRinUhgJWM4eYZ53lAzdHNCsaJ+wkkg5uVfqlGoaHEU0kjViGrmJwpsIMQdy8bz+IUDoDT0UikbG8cDURWbNzAYTHSVAt0uUQUCCG8CyR5/1qSMk0Dx7ap1JsKSoBIJWWmRaw7zFPbRDosyZ8Zjd+1ZA8OgWieKeoGOuwQBGNwg6FLSroejFvHDjr4HqXazqxfxMgxse1b1xxUCTR0AobuRbopAuiPnGkIe5sSJt6VOLrBKakkJq1EUwwYqg1lVvOI+UKKFgXStyr1XucFpU2mVNTlat1EFpExKtOpRUYUXU6zvAIjsUPOWRxYJY9ebO5hH5uPBrGUo2F2zz5DXKck00oY3xXnH4BQ9RU2tqNQjXakV4PQd3pClF8MjO5LUpFsNmWIy3tPXA62eYSVXKGJJK0zP4mILj4RxdSG9GVHekKFgukAul1PT9OC/SjMPUeVkxSllyEDoXFIxmiRYzQvk8Ou6XQDY4tPji4HUeWj9tHbPjOzGvRWKG4XUdzAJSqiUmizvmaDPT+xlzz8Pk/YXqzCAe/eCeOtRzqDQvQalRkx5JEzDLWJlqNAALa+L30lN3WE1X2AqklsqvaeU1xKs++3k0F/697phHArnreMRU15PU7gu2GVemxNmNLtUz1DpWw7u1E+YOF6IJckZQVyQFqQW1DU/d6UY5AzfchIio+FkpAZvVi1zWKKPlXqu0chj1zjSnE793ZaG31XHGXNkqxVwRVB0nTEJd9gw2Vf4y+aSasbOIt681Wqqd8a+EhknKnMgGgyQkZDoRgjkeyWZoUvo5MBtkEsFgEK95kI4DYS6QjFI6zqYEg5jdUULEU0RJVcYlMygZCTMqBc5+v+zcwRywGrWTJHMOQorihiHxVcw5k9LkuHGOMEWKRoxMOmf32u+cjwmTIEm8NlQwYinEjBuMipJD57imN08NiNOUkDOUmSDKoAG3lQYkuQJNSi26boUsI0kqnQViMY9qMMWCO/xpgDz0lAjnVLAyI0UYsvs0S4R5UOwQyYeM7h1hlQQ5KClGZA6O/5MixVMM6dCjIaM6V57Q69QQCiVnkglzEQYtxFCIFj3yJwQY3KFG88Q5d0xJkH12o5dlLPu9zUmxJMTstDgCWYxetKHvr4dF5Luki2tw7YsGtzzohcy6jQLeMMv+IJ/pSrbPtt83Y9o+9NmbzVP4Qj7bMvfbN5ostX7W8PU645ej2zDVjem+0HO0cb8cWVuPNif7bPnWKa5UY/v6Kods8ze8mF97axvdschQPtaf1FGsm8RnQsMiu12u+tZosa7N5VC+HtaWZXMuXvpKtzjWZYtbX40Xu/wQw1jqMG499Ot819p461tNnev8hsswl9tVozSBJcpNWGXaiwUoL96UzU/ZjKW+swxfKVTjllXjVpX7XX2w7pNVPcgy9kUYbfN9edh+bnM27dTWFwPQ6rW7OuU25bg1Xqq+Z2WZ23pOlrcv12dRTn/pPG3Hahs8AizRJcbPz+lnYHsfhOXCfJk2tzt/+elPBjRu5fft/X/x/Xrv2vPreV8/334vL6b7+QAaGly/2WDz7RW5fOtLk3jxgq3D3uD4z1/7aRznbzb9SUNuax+fRVb9IlzSmy+Pnc33dvnnixv+8q7/Uos/Bf/LRogF8cnqxe+G9noAXO6uob3ijEbNc+tSlLi1dglfsEsjPNDqHVhpClCriL5GMZTtOFhusdP4Kqa0zxb9pD/QhrnkH1wo6zZdjy3fS1lssMvh2OqePS1hRQ/1hDea7/u4XhBpOctbH8vSbhmLl4TOFkIiuv3alvVQbM0HuLnAQpXXBYjex7J0W/zZkKdsL0HrS5a5yGbstBQD4mvZ0D6AqG1nsOznz8PGa0TAPeENWVIe7cAiJidcg+CbKzXixcPUe5aQzBq+53uwWvjXcRVE57rXNXytDHiWy7xiq6bNMEAnmsd0y6NIaVkxjZYP0p+pngGlr/i5nvXFo6SGwIsX4PZ0AVWIKO2MU73W3Urv+UubgJvw6xyxWizTi0fPSM15yMW4DKQWOZTImloGaJ4bF0TL6hwjqzGnzbTOT1wh6o+74oBSc0zrWPcu13eqN4E0Q9HB74S1ehRnWuEpk+hrKDPYgFgN3dd8gTeWOVrEvXyP9e/C18bfwBqD02g5LZ9qDaFcV6SdLamfe7SB4HUXXO/mz7R0S6XU6BTXeiHaLVFXi6LbBGKNeMis97g0fOEeS4JHJqEVG9WQ1SItgqPhtHr/alSUF5mh1Rbf0JqKlJt2Zb2w/nPjDGUNwUYDcYVQ1fL5VCpiiR7m5fUZcPypGJbWUFGnEVUxVlgNFGZYMh9OXWal4lfxP8TMa720dTOQ7Kq/0kKV29fB/24FcluKlG0Ux+LNU9fAEE8VU41oJrWbZihstKzRh/QrVXTFCA8nBLj99i27PvDUvWIKPWH3kZ09E+2M2Mzf+pH/eXfk8Gbm5jvj2zHx+2Mhz0cm+Rvh3LN/vuXUweN9RveC/TETs7H/k9DNws0p06kx//hAnpTy+gbpD9znA3st7H/YMz31yH3Hpz8Enn935PSbB7ofjN/90PMpKP9+IzwfC3fHRw5zYf/0gWADUV+RYuQjwhzOPMlfAfhdekuKkX+6G5m7kd88Dhxy4MNw5EkVfT5wM94S+p68Cxw/PXGeT/yxm/jj65npfMcPpzc8TcaHUyaXQinvmEPH0/A7hgLfjhmLM89/+Mi5THz6OJJHuP3xhFpi/G1P7oVRDgxE/tshoDv407Tnfb4ndmcOeqb8tvB4d+b9pxveffyO6TBy1o+cS8eD7tFDIf5mRkzhGLwY9vjMIIF/fLglpsTp8V9gTJTjd1AO3N92WIQ8BcqYiDcd0vcUPB/+00Pm+P6EBriLHYdyw664Aqf85kduzyP28UinPd8O99AnhtsfkATTc+eell8JRqGEBwjQdTcE2ZM1UJKAfgQ5E5574nOPdoZ0BZshzQYSCI0+UShFSUVQCp2dsRwoo3t92iH75+cOBfJroDPCOWNJGEajOysqrxDpGMuJMyN6ADqllEApgZiFLgspZfJcIAghGlZm8jxjapQbcaXv0Qun59ghEsh9jwUjlggpkIu40rH7SBkmdk8d/RiRZ3E82wG9kSfvqzCSJRFTR3/eQ2fIzVxxfMUPtdaNzs5/2L7iJTkhpVBmryDe7UaCZZ6mjnEORH0iyIksrtANsqfTA1kzWZ3enHLE8kSajqgpHQOSC3I+U6Qw7Xw9ut5TDz33O6eh+cEjDubi8xp9zZONzMxo8RRfMh4ZzjMldti+x+ae8+k1kmfEzk737msEW/DUA7tpWHDd1544KWdASHmmWEG6gEikHxNhzkyamDWhClF9f2PXU8qJnJ/IWUizojPIWTFVct9D7LwCPIIkLwCs84Oj5fgGugErd5ATOSQszIj2RHlNsAGxjqCZoBOWb+F4S04DKe0QSyij83jDE2KJkG7daDS7cny8ibgS2oleVKdtfUloUvKUsVzI3UiJGSUg8yukjxCjn/FxJk5e4wMCgQHCAP0dJUycasqb/ex0kr2nELKH3gN940fQGRmOEBK66xCMEj+CKnI2mA2xH8EmMnuS7Yg7oR9uKZIo+Yk89UyfBI2BbtfXLXZeM+zcmCizR/IQj6CJ2RJWWooJiPNEMPW5hYMbROSJUg3i2k3oK8M4w3xcjHs2K3ZqvJUXa9fhFpFMya1Y3S+DYtzFiWIwfcrkovz2dyM3d4mHh8Dpk/DJjHeDcXfe8/rjntNd4fnVRzpGdunE/HDg9G/fe92GPnOahI9RGRS+P/X088j97k+YZqZ0QyLyZybQmd/vH7nRxPjPt0zHnvLtHeWmY5wj5Mjfdh95d/tI3xf6wQuUp/TE+Xzi4fGJ/fmGVw+vKTow7XbkdOb0P07Qz8Tfnomi3H3cIyj6rVG6Qv8uoWejPEVGKaT9PbrrsP49fXmme5qIp4SNR8p44i4P7J8HjuHAw9ATZkVHcxu0Kbmc+cCZGeWxvEGtcNAJxYhPNyBK9zphXeahe8Vkyg9P/0aZHvnfjrf8bt7x/FY43QnvvjvwgYFv+x/4bnjH+ClyetcxRzjdGIc8cMivkdOEfvhAvInc/p+/JQ6JvvsRk8TpqadY4Ck8U4aJd1NhSsLv48yhS3R5RzjteL4/M+1g+NsT/fsPPOc3/FjeMNyf2f+nI/KQ6X9IzGd4fD6gOXCkp1fhdXcmBOVebn+lUmejb2jyxSa/uzQD66UATUvtZ6E6WpXtMzXqVpRWJ1BKk81Wfh42bS6iz3pPmlJ0MfG6coYl0tisRgdUet3kUV3vmyHV6A5a5bIm4zfFptdI3HjSSvanpKbJWuTNdQ6myhLl3WQkjGJVdqyyobXYP7FFt+Rj3BiuFyXNothY/nZnhK7KQsuOuZ5AZfPcdv3XqPfWxfKjyf0G7mVeo0klV9lA1/Fsnl2c6GQ1+Pu00sWefQ2Upux3b4LFoUXEa+mpBb/HqIuL4nORUp2RBIr1i5HFCySf/LxJzQxR/SyaTCc5uU5Eq9y10Qu4mNRqHCwTdvlfAtZF5zl59swCNOVp5UXLVGfmdHzZlkXd0jIn1JoIMiNSfE5SKKXDyuB7nKpB3iZ/J7jDi2bBJHsUhqnrD5oMWdumyrO2eLobnnLTlvPolz067191NUXCso6Q3ECNIlLTEOLKT2/WfGyInx3AbKprvTqOuv6gppyuNNijZ4ySek+FR3K9jiqizQjj8rCUamwxzxhitTamO2R8PX5b7vTyQ5Z/sl74Op8V1yzqy59UsG/NLazv1W9W/acsn17e9YYpVzOENIXlEq1UoyyqLrKl4tritqYBXfRR6+ub/jYTkBd/u+qDVtvm0ihiy9otKPMzg27ZNCeXXy1/lEW/vNQB2hgj3M60RiFcGoS3q9xarGO0y73aGs4c/7W929z19nPxxl9f8S/qLw1/fCXf9r9UmHohqi8/2yqZ20Z98e2m4t4s2+agXXaz2aQvddu6q/0tC79Zr5dDXpf38zm9PKrbMf/dYOvPNTSzfrBRZG35lS83sBnFT2zB5+9cfm0/+8HPtcfFmm7RxOWF2jR48dCXx/TLfV9eJf9bX/z9EprX4mXI6QXz1sZ6ceE2nvOL58DLK/XyWd20vXlmGxLU7oVthrZB5MvvAouxAy7v0/bULtMuS4P+UUPIX45aaCizteW49UtIcLM+bS0uNn5d98UToCpr1zdf4IPFA+dLF3OzhotHQ9g819rRze+yfrO03Zpf5/jS0+Kn4NeRaPvs75cYY3t8L2w6L+7PcgRp424/v4BxLi4/S78vvvxsidtxX87IZ3jGfgYXtLMpaxTI5sh+ceFsS5o3L3wJ130Bx6zDerFo22Fvp/1y3BfXpBLXLS36OWWaXT4jVOK7eDttFqqhkHaufy2JKC4Uagxo33l+dFVntMkLw5DEGNVQ9aLpk7rRxIsOTpgZmnpQIVfBNXeuYLA6Fy3VXJaze3sXQSygBaIZXQ6usBQld4HcC7kv9EGIFRfOEiiiKIqWjGZXOEfxuh5FlCxKdhac2EJ2Q6IEH3ssYFrIwQj0Nbw8gHrb2dx5uVcjqZDEIyEmExcO8uRCAB0GxCJkshvvrJDVyIIriYsLmkWqYYrAoEKPEVouQxEPlo9QBi+QnnJHLhOl1QMQIaoQo1zIXCUXECUWJWZB84yVuTpiBIIKFqBUecIzMDQmpUDOlNk9mIMqWtT3RCD0GS3ZFeAKsVMsitcLUDDpfvVxawy6OzK0KAip6NeFW8mCxA02s4ZjmpDg/6wxmzV9IYvRcOvEUZlaBTf0uSODlx9ww7b7L+MK/LAhNQakGsXUPCbUqpd5NQ43ydWsOZT7Pa9GQ09bx/pPsituCdVpQTwNTGA1oi5tFU894RkP101f1qX+twn3phqGFyHDaiRENf5boQouVRnVIjBFPZ2P5GowrpEmpQoZFcdIKYgWCq78EPHzV8TF/GgtOmajvDHfo1LxiZNHQ0ryu1nrT6xeQ3UNQ51vNbaLeTTLrwM/G6uw1CIt63GT5jW28iOy5CJoAnUzDvu5tc1ZWnG1IZY37ztP4aaB5MZqqY4PFhEiTdD37VB37Miev1oqH2ZaqrOIshZm9HNeYEmpaFtl3vbAScEkYRbx9BVh8Tr1eTUvU3dMcuWZ04ASZPVlMT9X9bRU9qZAc9xYvIgMCdmVnK1gKV6PgubAgSDSEjfWqI2apXPLBPgSVgq6bHtZlDUvya40PGGyvXC0zfZCiAUrhSWdZPMrajzJEn3suPyrQagOA54WKmcjaGaIXtlDiivmZgErQkjqd0kygUTHBHnHPHq9HYLjjVzRA0URUwIzpSrUzCA1XKcZ1YzMBmeBHDAiZpFSIkkCk2qNQnA8bKVQpFAsY8U8KiAo9HVnJvdAKskjTiQ1d6W6XOaOTKWUahAKFG1pRUCDEUIhi6dSVTJdMU9vpi0Kt9734oVgcz0tZZPCQQR32hB3yjKxeo8CWSDhirauHbkIWZVJI7kTpCuI5z/x2l8KRf19irqhLEPQ6BGJ6vdWMx7hIcUNtObRXBJdGa0Zr2mkCl2t+1MmzBLZCkUL1mePfKuOcqUoVpTkXIffB/EaSZdJPr7uzC1yznJ2v+69RUZpd2VrXFhIzJekiRc06GdhlQ0u+IQLHY1s+n7JTbyQKzZk7pIvt7XZrWL9i8O/5ON/Wubgp6e5facp/DekQH7y4S8N7MXny+M/1fmXBI1VLngZJb8+Zi8m/Gs5t22PtugNL2d32ebiILv8Jws+vnynRq/BFxpdn9zGXixtbuW3ZU8q3Vn0CuXF2LbnBWSzc5fz2R64tZMlS0r9Sy4Yxp9yOqxr3hyBl/sq698Xj2+fl8s1XMakrE6dL9YFWaMxrI3OPu9j6XebCWKLE9Z/VmmOSXPIvbgIdbybIQKXmSB+Le+2vtX4jiVS60ttLcps48vRTj/X9k/D12K7X26ljetLjX9+ky7svT8x0s8//V+51z/115fwl7347Uvw8nx8ocPlaDRe7Uszss1P4Sd35II+/OSgLl8xs79/xa5whStc4QpXuMIVrnCFK1zhCle4whWucIUrXOEKV7jCFX4Cvj5HyRWucIUrXOEKV7jCFa5whStc4QpXuMIVrnCFK1zhCle4wq+AqxHiCle4whWucIUrXOEKV7jCFa5whStc4QpXuMIVrnCFK/yHwNUIcYUrXOEKV7jCFa5whStc4QpXuMIVrnCFK1zhCle4whX+Q+BqhLjCFa5whStc4QpXuMIVrnCFK1zhCle4whWucIUrXOEK/yFwNUJc4QpXuMIVrnCFK1zhCle4whWucIUrXOEKV7jCFa5whf8QuBohrnCFK1zhCle4whWucIUrXOEKV7jCFa5whStc4QpXuMJ/CFyNEFe4whWucIUrXOEKV7jCFa5whStc4QpXuMIVrnCFK1zhPwSuRogrXOEKV7jCFa5whStc4QpXuMIVrnCFK1zhCle4whWu8B8CVyPEFa5whStc4QpXuMIVrnCFK1zhCle4whWucIUrXOEKV/gPgf8/0m5Pfur73nUAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "(Mapping bands: g β†’ B, r β†’ G, i β†’ R)\n", "Generating mosaic for Training mock lenses (J23): 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)\n", "Generating mosaic for Training non-lenses (J23): 50 images.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import Image, display\n", "import os\n", "import random\n", "import matplotlib.pyplot as plt\n", "from astropy.io import fits\n", "\n", "# Set a random seed for reproducibility\n", "random.seed(42)\n", "\n", "# Uniform sampling: take equal numbers from each subset\n", "def uniform_sampling(directories, num_samples):\n", " \"\"\"Uniformly sample an equal number of files from multiple directories, adjusting for underpopulated directories.\"\"\"\n", " all_files = []\n", " remaining_samples = num_samples\n", " directories = directories[:]\n", "\n", " while remaining_samples > 0 and directories:\n", " files_per_directory = max(1, remaining_samples // len(directories)) # Adjust dynamically\n", " updated_directories = []\n", "\n", " for directory in directories:\n", " dir_files = list_fits_files(directory) # Pass directory directly\n", " random.shuffle(dir_files)\n", " sampled_files = dir_files[:files_per_directory]\n", "\n", " all_files.extend(sampled_files)\n", " remaining_samples -= len(sampled_files)\n", "\n", " # If there are remaining files in the directory, keep it in the list\n", " if len(dir_files) > len(sampled_files):\n", " updated_directories.append(directory)\n", "\n", " directories = updated_directories\n", "\n", " random.shuffle(all_files) # Shuffle final list for randomness\n", " return all_files[:num_samples] # Return exactly num_samples\n", "\n", "def generate_mosaic(files, rows=5, cols=10, dataset='', 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", " dataset (str): Name of the dataset (e.g., 'C21', 'J23').\n", " label (str): Label for the mosaic (e.g., 'Training mock lenses').\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)\")\n", " print(f\"Generating mosaic for {label} ({dataset}): {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')\n", "\n", " plt.subplots_adjust(wspace=0.05, hspace=0.05)\n", " plt.suptitle(f'Mosaic of {label} ({dataset})\\n', fontsize=16, y=0.92)\n", " plt.show()\n", "\n", "# Generate mosaics for training using uniform sampling\n", "generate_mosaic(uniform_sampling([c21_train_mocklenses_dir], 50), rows=5, cols=10, dataset='C21', label='Training mock lenses')\n", "generate_mosaic(uniform_sampling([c21_train_nonlenses_dir], 50), rows=5, cols=10, dataset='C21', label='Training non-lenses')\n", "\n", "generate_mosaic(uniform_sampling([j23_train_mocklenses_dir], 50), rows=5, cols=10, dataset='J23', label='Training mock lenses')\n", "generate_mosaic(uniform_sampling([j23_train_nonlenses_dir], 50), rows=5, cols=10, dataset='J23', 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": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "ViT models:\n", "['convit_base', 'convit_small', 'convit_tiny', 'crossvit_9_240', 'crossvit_9_dagger_240', 'crossvit_15_240', 'crossvit_15_dagger_240', 'crossvit_15_dagger_408', 'crossvit_18_240', 'crossvit_18_dagger_240', 'crossvit_18_dagger_408', 'crossvit_base_240', 'crossvit_small_240', 'crossvit_tiny_240', 'davit_base', 'davit_base_fl', 'davit_giant', 'davit_huge', 'davit_huge_fl', 'davit_large', 'davit_small', 'davit_tiny', 'efficientvit_b0', 'efficientvit_b1', 'efficientvit_b2', 'efficientvit_b3', 'efficientvit_l1', 'efficientvit_l2', 'efficientvit_l3', 'efficientvit_m0', 'efficientvit_m1', 'efficientvit_m2', 'efficientvit_m3', 'efficientvit_m4', 'efficientvit_m5', 'fastvit_ma36', 'fastvit_mci0', 'fastvit_mci1', 'fastvit_mci2', 'fastvit_s12', 'fastvit_sa12', 'fastvit_sa24', 'fastvit_sa36', 'fastvit_t8', 'fastvit_t12', 'flexivit_base', 'flexivit_large', 'flexivit_small', 'gcvit_base', 'gcvit_small', 'gcvit_tiny', 'gcvit_xtiny', 'gcvit_xxtiny', 'levit_128', 'levit_128s', 'levit_192', 'levit_256', 'levit_256d', 'levit_384', 'levit_384_s8', 'levit_512', 'levit_512_s8', 'levit_512d', 'levit_conv_128', 'levit_conv_128s', 'levit_conv_192', 'levit_conv_256', 'levit_conv_256d', 'levit_conv_384', 'levit_conv_384_s8', 'levit_conv_512', 'levit_conv_512_s8', 'levit_conv_512d', 'maxvit_base_tf_224', 'maxvit_base_tf_384', 'maxvit_base_tf_512', 'maxvit_large_tf_224', 'maxvit_large_tf_384', 'maxvit_large_tf_512', 'maxvit_nano_rw_256', 'maxvit_pico_rw_256', 'maxvit_rmlp_base_rw_224', 'maxvit_rmlp_base_rw_384', 'maxvit_rmlp_nano_rw_256', 'maxvit_rmlp_pico_rw_256', 'maxvit_rmlp_small_rw_224', 'maxvit_rmlp_small_rw_256', 'maxvit_rmlp_tiny_rw_256', 'maxvit_small_tf_224', 'maxvit_small_tf_384', 'maxvit_small_tf_512', 'maxvit_tiny_pm_256', 'maxvit_tiny_rw_224', 'maxvit_tiny_rw_256', 'maxvit_tiny_tf_224', 'maxvit_tiny_tf_384', 'maxvit_tiny_tf_512', 'maxvit_xlarge_tf_224', 'maxvit_xlarge_tf_384', 'maxvit_xlarge_tf_512', 'maxxvit_rmlp_nano_rw_256', 'maxxvit_rmlp_small_rw_256', 'maxxvit_rmlp_tiny_rw_256', 'maxxvitv2_nano_rw_256', 'maxxvitv2_rmlp_base_rw_224', 'maxxvitv2_rmlp_base_rw_384', 'maxxvitv2_rmlp_large_rw_224', 'mobilevit_s', 'mobilevit_xs', 'mobilevit_xxs', 'mobilevitv2_050', 'mobilevitv2_075', 'mobilevitv2_100', 'mobilevitv2_125', 'mobilevitv2_150', 'mobilevitv2_175', 'mobilevitv2_200', 'mvitv2_base', 'mvitv2_base_cls', 'mvitv2_huge_cls', 'mvitv2_large', 'mvitv2_large_cls', 'mvitv2_small', 'mvitv2_small_cls', 'mvitv2_tiny', 'nextvit_base', 'nextvit_large', 'nextvit_small', 'repvit_m0_9', 'repvit_m1', 'repvit_m1_0', 'repvit_m1_1', 'repvit_m1_5', 'repvit_m2', 'repvit_m2_3', 'repvit_m3', 'samvit_base_patch16', 'samvit_base_patch16_224', 'samvit_huge_patch16', 'samvit_large_patch16', 'test_vit', 'test_vit2', 'test_vit3', 'tiny_vit_5m_224', 'tiny_vit_11m_224', 'tiny_vit_21m_224', 'tiny_vit_21m_384', 'tiny_vit_21m_512', 'vit_base_mci_224', 'vit_base_patch8_224', 'vit_base_patch14_dinov2', 'vit_base_patch14_reg4_dinov2', 'vit_base_patch16_18x2_224', 'vit_base_patch16_224', 'vit_base_patch16_224_miil', 'vit_base_patch16_384', 'vit_base_patch16_clip_224', 'vit_base_patch16_clip_384', 'vit_base_patch16_clip_quickgelu_224', 'vit_base_patch16_gap_224', 'vit_base_patch16_plus_240', 'vit_base_patch16_reg4_gap_256', 'vit_base_patch16_rope_reg1_gap_256', 'vit_base_patch16_rpn_224', 'vit_base_patch16_siglip_224', 'vit_base_patch16_siglip_256', 'vit_base_patch16_siglip_384', 'vit_base_patch16_siglip_512', 'vit_base_patch16_siglip_gap_224', 'vit_base_patch16_siglip_gap_256', 'vit_base_patch16_siglip_gap_384', 'vit_base_patch16_siglip_gap_512', 'vit_base_patch16_xp_224', 'vit_base_patch32_224', 'vit_base_patch32_384', 'vit_base_patch32_clip_224', 'vit_base_patch32_clip_256', 'vit_base_patch32_clip_384', 'vit_base_patch32_clip_448', 'vit_base_patch32_clip_quickgelu_224', 'vit_base_patch32_plus_256', 'vit_base_r26_s32_224', 'vit_base_r50_s16_224', 'vit_base_r50_s16_384', 'vit_base_resnet26d_224', 'vit_base_resnet50d_224', 'vit_betwixt_patch16_gap_256', 'vit_betwixt_patch16_reg1_gap_256', 'vit_betwixt_patch16_reg4_gap_256', 'vit_betwixt_patch16_reg4_gap_384', 'vit_betwixt_patch16_rope_reg4_gap_256', 'vit_betwixt_patch32_clip_224', 'vit_giant_patch14_224', 'vit_giant_patch14_clip_224', 'vit_giant_patch14_dinov2', 'vit_giant_patch14_reg4_dinov2', 'vit_giant_patch16_gap_224', 'vit_gigantic_patch14_224', 'vit_gigantic_patch14_clip_224', 'vit_huge_patch14_224', 'vit_huge_patch14_clip_224', 'vit_huge_patch14_clip_336', 'vit_huge_patch14_clip_378', 'vit_huge_patch14_clip_quickgelu_224', 'vit_huge_patch14_clip_quickgelu_378', 'vit_huge_patch14_gap_224', 'vit_huge_patch14_xp_224', 'vit_huge_patch16_gap_448', 'vit_intern300m_patch14_448', 'vit_large_patch14_224', 'vit_large_patch14_clip_224', 'vit_large_patch14_clip_336', 'vit_large_patch14_clip_quickgelu_224', 'vit_large_patch14_clip_quickgelu_336', 'vit_large_patch14_dinov2', 'vit_large_patch14_reg4_dinov2', 'vit_large_patch14_xp_224', 'vit_large_patch16_224', 'vit_large_patch16_384', 'vit_large_patch16_siglip_256', 'vit_large_patch16_siglip_384', 'vit_large_patch16_siglip_gap_256', 'vit_large_patch16_siglip_gap_384', 'vit_large_patch32_224', 'vit_large_patch32_384', 'vit_large_r50_s32_224', 'vit_large_r50_s32_384', 'vit_little_patch16_reg1_gap_256', 'vit_little_patch16_reg4_gap_256', 'vit_medium_patch16_clip_224', 'vit_medium_patch16_gap_240', 'vit_medium_patch16_gap_256', 'vit_medium_patch16_gap_384', 'vit_medium_patch16_reg1_gap_256', 'vit_medium_patch16_reg4_gap_256', 'vit_medium_patch16_rope_reg1_gap_256', 'vit_medium_patch32_clip_224', 'vit_mediumd_patch16_reg4_gap_256', 'vit_mediumd_patch16_reg4_gap_384', 'vit_mediumd_patch16_rope_reg1_gap_256', 'vit_pwee_patch16_reg1_gap_256', 'vit_relpos_base_patch16_224', 'vit_relpos_base_patch16_cls_224', 'vit_relpos_base_patch16_clsgap_224', 'vit_relpos_base_patch16_plus_240', 'vit_relpos_base_patch16_rpn_224', 'vit_relpos_base_patch32_plus_rpn_256', 'vit_relpos_medium_patch16_224', 'vit_relpos_medium_patch16_cls_224', 'vit_relpos_medium_patch16_rpn_224', 'vit_relpos_small_patch16_224', 'vit_relpos_small_patch16_rpn_224', 'vit_small_patch8_224', 'vit_small_patch14_dinov2', 'vit_small_patch14_reg4_dinov2', 'vit_small_patch16_18x2_224', 'vit_small_patch16_36x1_224', 'vit_small_patch16_224', 'vit_small_patch16_384', 'vit_small_patch32_224', 'vit_small_patch32_384', 'vit_small_r26_s32_224', 'vit_small_r26_s32_384', 'vit_small_resnet26d_224', 'vit_small_resnet50d_s16_224', 'vit_so150m_patch16_reg4_gap_256', 'vit_so150m_patch16_reg4_map_256', 'vit_so400m_patch14_siglip_224', 'vit_so400m_patch14_siglip_378', 'vit_so400m_patch14_siglip_384', 'vit_so400m_patch14_siglip_gap_224', 'vit_so400m_patch14_siglip_gap_378', 'vit_so400m_patch14_siglip_gap_384', 'vit_so400m_patch14_siglip_gap_448', 'vit_so400m_patch14_siglip_gap_896', 'vit_so400m_patch16_siglip_256', 'vit_so400m_patch16_siglip_gap_256', 'vit_srelpos_medium_patch16_224', 'vit_srelpos_small_patch16_224', 'vit_tiny_patch16_224', 'vit_tiny_patch16_384', 'vit_tiny_r_s16_p8_224', 'vit_tiny_r_s16_p8_384', 'vit_wee_patch16_reg1_gap_256', 'vit_xsmall_patch16_clip_224', 'vitamin_base_224', 'vitamin_large2_224', 'vitamin_large2_256', 'vitamin_large2_336', 'vitamin_large2_384', 'vitamin_large_224', 'vitamin_large_256', 'vitamin_large_336', 'vitamin_large_384', 'vitamin_small_224', 'vitamin_xlarge_256', 'vitamin_xlarge_336', 'vitamin_xlarge_384']\n", "\n", "CvT models:\n", "[]\n", "CaiT models:\n", "['cait_m36_384', 'cait_m48_448', 'cait_s24_224', 'cait_s24_384', 'cait_s36_384', 'cait_xs24_384', 'cait_xxs24_224', 'cait_xxs24_384', 'cait_xxs36_224', 'cait_xxs36_384']\n", "\n", "DeiT models:\n", "['deit3_base_patch16_224', 'deit3_base_patch16_384', 'deit3_huge_patch14_224', 'deit3_large_patch16_224', 'deit3_large_patch16_384', 'deit3_medium_patch16_224', 'deit3_small_patch16_224', 'deit3_small_patch16_384', 'deit_base_distilled_patch16_224', 'deit_base_distilled_patch16_384', 'deit_base_patch16_224', 'deit_base_patch16_384', 'deit_small_distilled_patch16_224', 'deit_small_patch16_224', 'deit_tiny_distilled_patch16_224', 'deit_tiny_patch16_224']\n", "\n", "Swin models:\n", "['hiera_base_abswin_256', 'hiera_small_abswin_256', 'swin_base_patch4_window7_224', 'swin_base_patch4_window12_384', 'swin_large_patch4_window7_224', 'swin_large_patch4_window12_384', 'swin_s3_base_224', 'swin_s3_small_224', 'swin_s3_tiny_224', 'swin_small_patch4_window7_224', 'swin_tiny_patch4_window7_224', 'swinv2_base_window8_256', 'swinv2_base_window12_192', 'swinv2_base_window12to16_192to256', 'swinv2_base_window12to24_192to384', 'swinv2_base_window16_256', 'swinv2_cr_base_224', 'swinv2_cr_base_384', 'swinv2_cr_base_ns_224', 'swinv2_cr_giant_224', 'swinv2_cr_giant_384', 'swinv2_cr_huge_224', 'swinv2_cr_huge_384', 'swinv2_cr_large_224', 'swinv2_cr_large_384', 'swinv2_cr_small_224', 'swinv2_cr_small_384', 'swinv2_cr_small_ns_224', 'swinv2_cr_small_ns_256', 'swinv2_cr_tiny_224', 'swinv2_cr_tiny_384', 'swinv2_cr_tiny_ns_224', 'swinv2_large_window12_192', 'swinv2_large_window12to16_192to256', 'swinv2_large_window12to24_192to384', 'swinv2_small_window8_256', 'swinv2_small_window16_256', 'swinv2_tiny_window8_256', 'swinv2_tiny_window16_256']\n", "\n", "Twins models:\n", "['twins_pcpvt_base', 'twins_pcpvt_large', 'twins_pcpvt_small', 'twins_svt_base', 'twins_svt_large', 'twins_svt_small']\n", "\n", "PiT models:\n", "['pit_b_224', 'pit_b_distilled_224', 'pit_s_224', 'pit_s_distilled_224', 'pit_ti_224', 'pit_ti_distilled_224', 'pit_xs_224', 'pit_xs_distilled_224']\n", "\n", "mixer models:\n", "['convmixer_768_32', 'convmixer_1024_20_ks9_p14', 'convmixer_1536_20', 'gmixer_12_224', 'gmixer_24_224', 'mixer_b16_224', 'mixer_b32_224', 'mixer_l16_224', 'mixer_l32_224', 'mixer_s16_224', 'mixer_s32_224']\n" ] } ], "source": [ "import timm\n", "\n", "# List models for ViT\n", "print(\"\\nViT models:\")\n", "print(timm.list_models('*vit*'))\n", "\n", "# List models for CvT\n", "print(\"\\nCvT models:\")\n", "print(timm.list_models('*cvt*'))\n", "\n", "# List models for CaiT\n", "print(\"CaiT models:\")\n", "print(timm.list_models('*cait*'))\n", "\n", "# List models for DeiT\n", "print(\"\\nDeiT models:\")\n", "print(timm.list_models('*deit*'))\n", "\n", "# List models for Swin\n", "print(\"\\nSwin models:\")\n", "print(timm.list_models('*swin*'))\n", "\n", "# List models for Twins\n", "print(\"\\nTwins models:\")\n", "print(timm.list_models('*twins*'))\n", "\n", "# List models for PiT\n", "print(\"\\nPiT models:\")\n", "print(timm.list_models('*pit*'))\n", "\n", "# List models for MLP-mixer\n", "print(\"\\nmixer models:\")\n", "print(timm.list_models('*mixer*'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 🧠 Train by fine-tuning half of the layers/blocks of ViTs/MLP-Mixer" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-12-21 22:57:47.070462: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:477] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n", "E0000 00:00:1734843467.079213 1215053 cuda_dnn.cc:8310] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", "E0000 00:00:1734843467.081834 1215053 cuda_blas.cc:1418] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", "2024-12-21 22:57:47.092635: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "2024-12-21 22:57:49,104 INFO:Total samples: 116948\n", "2024-12-21 22:57:49,114 INFO:Total samples: 1372\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using device: cuda\n", "Single GPU or CPU available.\n", "Configuration setup time: 0.1167s\n", "\n", "=== Training DataLoader ===\n", "nonlenses: /home/ia/rparlange/datasets/holismokesVI_dataset/training/nonlenses\n", "mocklenses: /home/ia/rparlange/datasets/holismokesVI_dataset/training/mocklenses\n", "Added 40000 non-lenses and 40000 mock lenses.\n", "\n", "nonlenses: /home/ia/rparlange/datasets/AnupreetaMore/partitioned/train/nonlenses\n", "mocklenses: /home/ia/rparlange/datasets/AnupreetaMore/partitioned/train/mocklenses\n", "Added 18474 non-lenses and 18474 mock lenses.\n", "\n", "Total dataloader creation time: 0.1087s\n", "Total samples: 116948\n", "\n", "=== Validation DataLoader ===\n", "nonlenses: /home/ia/rparlange/datasets/holismokesVI_dataset/val/nonlenses\n", "mocklenses: /home/ia/rparlange/datasets/holismokesVI_dataset/val/mocklenses\n", "Added 500 non-lenses and 500 mock lenses.\n", "\n", "nonlenses: /home/ia/rparlange/datasets/AnupreetaMore/partitioned/val/nonlenses\n", "mocklenses: /home/ia/rparlange/datasets/AnupreetaMore/partitioned/val/mocklenses\n", "Added 186 non-lenses and 186 mock lenses.\n", "\n", "Total dataloader creation time: 0.0040s\n", "Total samples: 1372\n", "\n", "=== C21+J23 ===\n", "Combined training samples: 116948\n", "Combined validation samples: 1372\n", "\n", "Number of classes: 2\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-21 22:57:50,005 INFO:Loading pretrained weights from Hugging Face hub (timm/vit_base_patch16_224.augreg2_in21k_ft_in1k)\n", "2024-12-21 22:57:50,376 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", "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", "2024-12-21 22:57:53,134 INFO:Loading pretrained weights from Hugging Face hub (timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k)\n", "2024-12-21 22:57:53,214 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", "2024-12-21 22:57:53,261 INFO:Missing keys (head.fc.weight, head.fc.bias) discovered while loading pretrained weights. This is expected if model is being adapted.\n", "2024-12-21 22:57:53,813 INFO:Loading pretrained weights from Hugging Face hub (timm/cait_s24_224.fb_dist_in1k)\n", "2024-12-21 22:57:53,921 INFO:[timm/cait_s24_224.fb_dist_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2024-12-21 22:57:54,843 INFO:Loading pretrained weights from Hugging Face hub (timm/deit_base_patch16_224.fb_in1k)\n", "2024-12-21 22:57:54,945 INFO:[timm/deit_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2024-12-21 22:57:55,872 INFO:Loading pretrained weights from Hugging Face hub (timm/deit3_base_patch16_224.fb_in1k)\n", "2024-12-21 22:57:55,994 INFO:[timm/deit3_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2024-12-21 22:57:56,668 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_svt_base.in1k)\n", "2024-12-21 22:57:56,781 INFO:[timm/twins_svt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2024-12-21 22:57:57,320 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_pcpvt_base.in1k)\n", "2024-12-21 22:57:57,415 INFO:[timm/twins_pcpvt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2024-12-21 22:57:57,765 INFO:Loading pretrained weights from Hugging Face hub (timm/pit_b_224.in1k)\n", "2024-12-21 22:57:57,848 INFO:[timm/pit_b_224.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2024-12-21 22:57:58,355 INFO:Loading pretrained weights from Hugging Face hub (timm/mixer_b16_224.goog_in21k_ft_in1k)\n", "2024-12-21 22:57:58,456 INFO:[timm/mixer_b16_224.goog_in21k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model initialization time: 9.3803s\n", "\n", "=== Testing Models Before Training ===\n", "\n", "Testing model: ViT\n", "Test passed for ViT. Forward and backward pass succeeded.\n", "\n", "Testing model: CvT\n", "Test passed for CvT. Forward and backward pass succeeded.\n", "\n", "Testing model: Swin\n", "Test passed for Swin. Forward and backward pass succeeded.\n", "\n", "Testing model: CaiT\n", "Test passed for CaiT. Forward and backward pass succeeded.\n", "\n", "Testing model: DeiT\n", "Test passed for DeiT. Forward and backward pass succeeded.\n", "\n", "Testing model: DeiT3\n", "Test passed for DeiT3. Forward and backward pass succeeded.\n", "\n", "Testing model: Twins_SVT\n", "Test passed for Twins_SVT. Forward and backward pass succeeded.\n", "\n", "Testing model: Twins_PCPVT\n", "Test passed for Twins_PCPVT. Forward and backward pass succeeded.\n", "\n", "Testing model: PiT\n", "Test passed for PiT. Forward and backward pass succeeded.\n", "\n", "Testing model: MLP-Mixer\n", "Test passed for MLP-Mixer. Forward and backward pass succeeded.\n" ] } ], "source": [ "# ============================ Imports ============================ #\n", "\n", "import time\n", "import os\n", "import numpy as np\n", "import torch\n", "import torch.nn as nn\n", "from torch.utils.data import Dataset, DataLoader\n", "import timm\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from sklearn.metrics import confusion_matrix, roc_curve, auc, classification_report, roc_auc_score, f1_score\n", "from sklearn.preprocessing import label_binarize\n", "from transformers import AutoModelForImageClassification, AutoProcessor\n", "from torchvision import transforms\n", "from PIL import Image\n", "from astropy.io import fits\n", "import logging\n", "from tqdm import tqdm\n", "from torch.nn.parallel import DataParallel\n", "import pandas as pd\n", "from torch.optim.lr_scheduler import OneCycleLR\n", "from torch.amp import autocast, GradScaler\n", "from torchvision.transforms import RandomApply\n", "\n", "# ============================ Time Format Function ============================ #\n", "\n", "def format_time(seconds):\n", " if seconds >= 3600:\n", " hours = int(seconds // 3600)\n", " minutes = int((seconds % 3600) // 60)\n", " secs = seconds % 60\n", " return f\"{hours}h {minutes}m {secs:.0f}s\"\n", " elif seconds >= 60:\n", " minutes = int(seconds // 60)\n", " secs = seconds % 60\n", " return f\"{minutes}m {secs:.2f}s\"\n", " else:\n", " return f\"{seconds:.4f}s\"\n", "\n", "# ============================ Configuration ============================ #\n", "\n", "start_time = time.perf_counter()\n", "\n", "# Device configuration\n", "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", "print(f'Using device: {device}')\n", "\n", "# Check for multiple GPUs\n", "if torch.cuda.is_available() and torch.cuda.device_count() > 1:\n", " print(f'Number of GPUs available: {torch.cuda.device_count()}')\n", "else:\n", " print('Single GPU or CPU available.')\n", "\n", "# Setup logging\n", "logging.basicConfig(level=logging.INFO, format='%(asctime)s %(levelname)s:%(message)s')\n", "\n", "end_time = time.perf_counter()\n", "print(f\"Configuration setup time: {format_time(end_time - start_time)}\\n\")\n", "\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\n", " normalize_image(data[:, :, 1]), # r-band β†’ Green\n", " normalize_image(data[:, :, 0]) # g-band β†’ Blue\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", "# ============================ 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", "# 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], std=[0.229, 0.224, 0.225]) # ImageNet normalization\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(\n", " dataset_dirs, transform, batch_size=192, num_workers=2, shuffle=True\n", "):\n", " \"\"\"\n", " Create a DataLoader by combining data from multiple directories.\n", "\n", " Args:\n", " dataset_dirs (list of tuples): List of (nonlenses_dir, mocklenses_dir) tuples.\n", " transform (callable): Transformations to apply to images.\n", " batch_size (int): Batch size for DataLoader.\n", " num_workers (int): Number of worker threads.\n", " shuffle (bool): Whether to shuffle the data.\n", "\n", " Returns:\n", " DataLoader: Combined DataLoader for the datasets.\n", " \"\"\"\n", " # Start timing for DataLoader creation\n", " start_dataloader = time.perf_counter()\n", " file_paths, labels = [], []\n", "\n", " # Process each pair of directories\n", " for nonlenses_dir, mocklenses_dir in dataset_dirs:\n", " print(f\"nonlenses: {nonlenses_dir}\")\n", " print(f\"mocklenses: {mocklenses_dir}\")\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.extend(nonlenses_files + mocklenses_files)\n", " labels.extend(nonlenses_labels + mocklenses_labels)\n", "\n", " # Log the number of files from this pair of directories\n", " print(f\"Added {len(nonlenses_files)} non-lenses and {len(mocklenses_files)} mock lenses.\\n\")\n", "\n", " # Shuffle the combined dataset\n", " combined = list(zip(file_paths, labels))\n", " if shuffle:\n", " np.random.shuffle(combined)\n", " file_paths, labels = zip(*combined)\n", "\n", " # Create dataset and DataLoader\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\"Total dataloader creation time: {format_time(end_dataloader - start_dataloader)}\")\n", " print(f\"Total samples: {len(file_paths)}\\n\")\n", "\n", " return dataloader\n", "\n", " \n", "\n", "# Define directories for C21 and J23\n", "c21_dirs = (c21_train_nonlenses_dir, c21_train_mocklenses_dir)\n", "j23_dirs = (j23_train_nonlenses_dir, j23_train_mocklenses_dir)\n", "\n", "c21_val_dirs = (c21_val_nonlenses_dir, c21_val_mocklenses_dir)\n", "j23_val_dirs = (j23_val_nonlenses_dir, j23_val_mocklenses_dir)\n", "\n", "# Combine C21 and J23 for training\n", "print(\"=== Training DataLoader ===\")\n", "train_loader = create_dataloader(\n", " dataset_dirs=[c21_dirs, j23_dirs],\n", " transform=train_transform,\n", " batch_size=192,\n", " num_workers=2\n", ")\n", "\n", "# Combine C21 and J23 for validation\n", "print(\"=== Validation DataLoader ===\")\n", "val_loader = create_dataloader(\n", " dataset_dirs=[c21_val_dirs, j23_val_dirs],\n", " transform=val_transform,\n", " batch_size=192,\n", " num_workers=2\n", ")\n", "\n", "print(\"=== C21+J23 ===\")\n", "print(f\"Combined training samples: {len(train_loader.dataset)}\")\n", "print(f\"Combined validation samples: {len(val_loader.dataset)}\\n\")\n", "\n", "# Determine number of classes\n", "num_classes = 2\n", "print(f'Number of classes: {num_classes}')\n", "\n", "# ============================ Model Setup ============================ #\n", "\n", "def initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode=\"last_n_blocks\", last_n=6):\n", " \"\"\"\n", " Initialize a model from the given model_name and fine-tune it according to the specified mode.\n", "\n", " Args:\n", " model_name (str): One of [ViT, CvT, CaiT, DeiT, DeiT3, Swin, Twins_SVT, Twins_PCPVT, PiT, MLP-Mixer].\n", " num_classes (int): Number of output classes.\n", " pretrained (bool): Whether to load a pretrained model.\n", " stochastic_depth_prob (float): The stochastic depth probability for supported models.\n", " fine_tune_mode (str): 'classification_head', 'last_n_blocks', or 'all_blocks'.\n", " last_n (int): Number of blocks/layers to unfreeze if using 'last_n_blocks'.\n", "\n", " Returns:\n", " model: The initialized and partially unfrozen model.\n", " \"\"\"\n", "\n", " def freeze_all(model):\n", " for p in model.parameters():\n", " p.requires_grad = False\n", "\n", " def unfreeze_head(model):\n", " # Attempt known attributes first\n", " if hasattr(model, 'head') and isinstance(model.head, nn.Module):\n", " for p in model.head.parameters():\n", " p.requires_grad = True\n", " elif hasattr(model, 'classifier') and isinstance(model.classifier, nn.Module):\n", " for p in model.classifier.parameters():\n", " p.requires_grad = True\n", " elif hasattr(model, 'classifier_head') and isinstance(model.classifier_head, nn.Module):\n", " for p in model.classifier_head.parameters():\n", " p.requires_grad = True\n", " else:\n", " # Fallback: find a module containing 'head' or 'classifier'\n", " for name, module in model.named_modules():\n", " if 'head' in name or 'classifier' in name:\n", " for p in module.parameters():\n", " p.requires_grad = True\n", "\n", " def unfreeze_last_n_blocks(blocks, n):\n", " if n > len(blocks):\n", " n = len(blocks)\n", " for block in blocks[-n:]:\n", " for p in block.parameters():\n", " p.requires_grad = True\n", "\n", " def unfreeze_all_blocks(blocks):\n", " for block in blocks:\n", " for p in block.parameters():\n", " p.requires_grad = True\n", "\n", " # Create the model and identify ft_attr (the attribute that holds blocks/layers)\n", " # If none found or applicable, ft_attr = None and we'll fallback to parameter-based approach\n", " if model_name == 'ViT':\n", " model = timm.create_model('vit_base_patch16_224.augreg2_in21k_ft_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'CvT':\n", " cvt_model_name = \"microsoft/cvt-21\"\n", " _ = AutoProcessor.from_pretrained(cvt_model_name)\n", " model = AutoModelForImageClassification.from_pretrained(\n", " cvt_model_name,\n", " num_labels=num_classes,\n", " ignore_mismatched_sizes=True\n", " )\n", " ft_attr = None\n", " elif model_name == 'CaiT':\n", " model = timm.create_model('cait_s24_224.fb_dist_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'DeiT':\n", " model = timm.create_model('deit_base_patch16_224.fb_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'DeiT3':\n", " model = timm.create_model('deit3_base_patch16_224.fb_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'Swin':\n", " model = timm.create_model('swin_base_patch4_window7_224',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob,\n", " num_classes=num_classes)\n", " ft_attr = 'layers'\n", " elif model_name == 'Twins_SVT':\n", " model = timm.create_model('twins_svt_base.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " # Attempt to use 'stages', if it doesn't work fallback to None\n", " ft_attr = 'stages' if hasattr(model, 'stages') else None\n", " elif model_name == 'Twins_PCPVT':\n", " model = timm.create_model('twins_pcpvt_base.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " # Attempt to use 'stages', if it doesn't work fallback to None\n", " ft_attr = 'stages' if hasattr(model, 'stages') else None\n", " elif model_name == 'PiT':\n", " model = timm.create_model('pit_b_224.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'MLP-Mixer':\n", " model = timm.create_model('mixer_b16_224.goog_in21k_ft_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " else:\n", " raise ValueError(f\"Model {model_name} not recognized.\")\n", "\n", " # Freeze everything initially\n", " freeze_all(model)\n", " # Unfreeze the classification head\n", " unfreeze_head(model)\n", "\n", " if fine_tune_mode == \"classification_head\":\n", " return model\n", "\n", " # Otherwise, unfreeze more parameters according to the chosen mode\n", " if fine_tune_mode == \"all_blocks\":\n", " if ft_attr and hasattr(model, ft_attr):\n", " blocks = getattr(model, ft_attr)\n", " unfreeze_all_blocks(blocks)\n", " else:\n", " # Fallback: parameter-based unfreezing for models without a recognized attribute\n", " for n, p in model.named_parameters():\n", " if not p.requires_grad:\n", " p.requires_grad = True\n", " elif fine_tune_mode == \"last_n_blocks\":\n", " if ft_attr and hasattr(model, ft_attr):\n", " blocks = getattr(model, ft_attr)\n", " unfreeze_last_n_blocks(blocks, last_n)\n", " else:\n", " # Fallback: parameter-based unfreezing for models without a recognized attribute\n", " all_params = list(model.named_parameters())\n", " frozen = [(n, p) for (n, p) in all_params if not p.requires_grad]\n", " if last_n > len(frozen):\n", " last_n = len(frozen)\n", " for (n, p) in frozen[-last_n:]:\n", " p.requires_grad = True\n", " else:\n", " raise ValueError(\"fine_tune_mode must be one of: 'classification_head', 'last_n_blocks', 'all_blocks'\")\n", "\n", " return model\n", "\n", "\n", "\n", "# ============================ Testing Function ============================ #\n", "\n", "def test_models(models, train_loader):\n", " \"\"\"\n", " Tests each model with a forward and backward pass using a sample batch to ensure the model can be trained.\n", " \"\"\"\n", " sample_batch, sample_labels = next(iter(train_loader))\n", " sample_batch = sample_batch.to(device)\n", " sample_labels = sample_labels.to(device)\n", "\n", " for model_name, model in models.items():\n", " print(f'\\nTesting model: {model_name}')\n", " \n", " # Wrap the model in DataParallel if applicable\n", " if torch.cuda.is_available() and torch.cuda.device_count() > 1:\n", " if not isinstance(model, nn.DataParallel):\n", " model = nn.DataParallel(model)\n", " print(f\"{model_name} wrapped in DataParallel.\")\n", " \n", " # Update the model in the dictionary to ensure changes persist\n", " models[model_name] = model.to(device)\n", "\n", " # Test the model\n", " model.train()\n", " try:\n", " optimizer = torch.optim.AdamW(filter(lambda p: p.requires_grad, model.parameters()), lr=1e-4, weight_decay=1e-2)\n", " criterion = nn.CrossEntropyLoss()\n", " optimizer.zero_grad()\n", "\n", " outputs = model(sample_batch)\n", " if hasattr(outputs, 'logits'):\n", " logits = outputs.logits\n", " else:\n", " logits = outputs\n", "\n", " loss = criterion(logits, sample_labels)\n", " loss.backward()\n", " optimizer.step()\n", "\n", " print(f\"Test passed for {model_name}. Forward and backward pass succeeded.\")\n", " except Exception as e:\n", " print(f\"Test failed for {model_name}: {e}\")\n", "\n", "\n", "# ============================ Initialize Models ============================ #\n", "\n", "start_model_init = time.perf_counter()\n", "\n", "# Initialize models and store them in a dictionary for easy management\n", "models = {\n", " 'ViT': initialize_model('ViT', num_classes),\n", " 'CvT': initialize_model('CvT', num_classes),\n", " 'Swin': initialize_model('Swin', num_classes),\n", " 'CaiT': initialize_model('CaiT', num_classes),\n", " 'DeiT': initialize_model('DeiT', num_classes),\n", " 'DeiT3': initialize_model('DeiT3', num_classes),\n", " 'Twins_SVT': initialize_model('Twins_SVT', num_classes),\n", " 'Twins_PCPVT': initialize_model('Twins_PCPVT', num_classes),\n", " 'PiT': initialize_model('PiT', num_classes),\n", " 'MLP-Mixer': initialize_model('MLP-Mixer', num_classes)\n", "}\n", "\n", "\n", "end_model_init = time.perf_counter()\n", "print(f\"Model initialization time: {format_time(end_model_init - start_model_init)}\")\n", "\n", "# ============================ Test Models Before Training ============================ #\n", "\n", "print(\"\\n=== Testing Models Before Training ===\")\n", "test_models(models, train_loader)\n", "\n", "\n", "# ============================ Training Function with Validation ============================ #\n", "def train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=10, save_csv=True):\n", " \"\"\"\n", " Train the model with combined training and validation DataLoaders.\n", "\n", " Args:\n", " model (nn.Module): The model to train.\n", " model_name (str): Name of the model.\n", " train_loader (DataLoader): Combined DataLoader for training data.\n", " val_loader (DataLoader): Combined DataLoader for validation data.\n", " num_epochs (int): Total number of epochs to train.\n", " patience (int): Early stopping patience.\n", " save_csv (bool): Whether to save metrics to a CSV file.\n", "\n", " Returns:\n", " model (nn.Module): Trained model.\n", " \"\"\"\n", " print(f\"Using combined dataset C21+J23 for training and validation.\")\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)\n", " print(f'Model wrapped in DataParallel with {torch.cuda.device_count()} GPUs.')\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)\n", " scaler = torch.amp.GradScaler()\n", "\n", " best_loss = float('inf')\n", " best_epoch = -1\n", " trigger_times = 0\n", "\n", " train_loss_history, val_loss_history = [], []\n", " train_accuracy_history, val_accuracy_history = [], []\n", " train_auc_history, val_auc_history = [], []\n", " train_f1_history, val_f1_history = [], []\n", "\n", " for epoch in range(num_epochs):\n", " epoch_start = time.perf_counter()\n", " print(f\"\\n=== Epoch [{epoch + 1}/{num_epochs}] ===\")\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=\"Training\", leave=True):\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='cuda' if torch.cuda.is_available() else 'cpu'):\n", " outputs = model(images)\n", " logits = outputs.logits if hasattr(outputs, 'logits') else outputs\n", " loss = criterion(logits, labels)\n", "\n", " scaler.scale(loss).backward()\n", " scaler.step(optimizer)\n", " scaler.update()\n", "\n", " running_loss += loss.item() * images.size(0)\n", " probs = torch.nn.functional.softmax(logits, dim=1)\n", " _, predicted = torch.max(logits.data, 1)\n", "\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", " epoch_train_loss = running_loss / len(train_loader.dataset)\n", " epoch_train_accuracy = (np.array(all_preds) == np.array(all_labels)).mean()\n", " epoch_train_auc = roc_auc_score(all_labels, all_probs) if len(np.unique(all_labels)) > 1 else 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=\"Validation\", leave=True):\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='cuda' if torch.cuda.is_available() else 'cpu'):\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", " val_running_loss += val_loss.item() * val_images.size(0)\n", " val_probs = torch.nn.functional.softmax(val_logits, dim=1)\n", " _, val_predicted = torch.max(val_logits.data, 1)\n", "\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", " 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", " epoch_val_auc = roc_auc_score(val_all_labels, val_all_probs) if len(np.unique(val_all_labels)) > 1 else 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(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", " print(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", " # Save the best model\n", " if epoch_val_loss < best_loss:\n", " best_loss = epoch_val_loss\n", " best_epoch = epoch + 1\n", " torch.save(model.state_dict(), 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 with no improvement.\")\n", " break\n", "\n", " epoch_end = time.perf_counter()\n", " print(f\"Epoch [{epoch + 1}/{num_epochs}] completed in {format_time(epoch_end - epoch_start)}.\")\n", "\n", " end_training = time.perf_counter()\n", " print(f\"Total training time: {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": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sat Dec 21 22:58:06 2024 \n", "+-----------------------------------------------------------------------------------------+\n", "| NVIDIA-SMI 565.57.01 Driver Version: 565.57.01 CUDA Version: 12.7 |\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 L40S On | 00000000:41:00.0 Off | 0 |\n", "| N/A 64C P0 331W / 350W | 19087MiB / 46068MiB | 98% 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 1215053 C .../miniconda3/envs/jupyter/bin/python 19078MiB |\n", "+-----------------------------------------------------------------------------------------+\n" ] } ], "source": [ "!nvidia-smi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ€– Train Vision Transformers and MLP-Mixer" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training ViT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-19 18:58:33,446 INFO:Loading pretrained weights from Hugging Face hub (timm/vit_base_patch16_224.augreg2_in21k_ft_in1k)\n", "2024-12-19 18:58:33,582 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": [ "Using combined dataset C21+J23 for training and validation.\n", "\n", "=== Epoch [1/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [17:04<00:00, 1.68s/it]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:05<00:00, 1.36it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2524, Train Acc: 89.10%, Train AUC: 0.9615, Train F1: 0.8906\n", "Val Loss: 0.1566, Val Acc: 94.75%, Val AUC: 0.9905, Val F1: 0.9486\n", "Best model saved at epoch 1 with Val Loss: 0.1566\n", "Epoch [1/100] completed in 17m 10.68s.\n", "\n", "=== Epoch [2/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1242, Train Acc: 95.20%, Train AUC: 0.9899, Train F1: 0.9516\n", "Val Loss: 0.1079, Val Acc: 95.70%, Val AUC: 0.9928, Val F1: 0.9568\n", "Best model saved at epoch 2 with Val Loss: 0.1079\n", "Epoch [2/100] completed in 5m 50.06s.\n", "\n", "=== Epoch [3/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1053, Train Acc: 96.01%, Train AUC: 0.9925, Train F1: 0.9598\n", "Val Loss: 0.0878, Val Acc: 96.94%, Val AUC: 0.9951, Val F1: 0.9691\n", "Best model saved at epoch 3 with Val Loss: 0.0878\n", "Epoch [3/100] completed in 5m 50.95s.\n", "\n", "=== Epoch [4/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0948, Train Acc: 96.44%, Train AUC: 0.9939, Train F1: 0.9642\n", "Val Loss: 0.0749, Val Acc: 97.16%, Val AUC: 0.9965, Val F1: 0.9717\n", "Best model saved at epoch 4 with Val Loss: 0.0749\n", "Epoch [4/100] completed in 5m 50.07s.\n", "\n", "=== Epoch [5/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0862, Train Acc: 96.72%, Train AUC: 0.9950, Train F1: 0.9670\n", "Val Loss: 0.0793, Val Acc: 97.23%, Val AUC: 0.9962, Val F1: 0.9722\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [5/100] completed in 5m 50.17s.\n", "\n", "=== Epoch [6/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:49<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0822, Train Acc: 96.93%, Train AUC: 0.9954, Train F1: 0.9691\n", "Val Loss: 0.0791, Val Acc: 97.30%, Val AUC: 0.9964, Val F1: 0.9728\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [6/100] completed in 5m 51.90s.\n", "\n", "=== Epoch [7/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0784, Train Acc: 97.06%, Train AUC: 0.9959, Train F1: 0.9705\n", "Val Loss: 0.0685, Val Acc: 97.45%, Val AUC: 0.9969, Val F1: 0.9745\n", "Best model saved at epoch 7 with Val Loss: 0.0685\n", "Epoch [7/100] completed in 5m 51.00s.\n", "\n", "=== Epoch [8/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0732, Train Acc: 97.22%, Train AUC: 0.9964, Train F1: 0.9721\n", "Val Loss: 0.0703, Val Acc: 97.38%, Val AUC: 0.9966, Val F1: 0.9738\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [8/100] completed in 5m 49.85s.\n", "\n", "=== Epoch [9/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0707, Train Acc: 97.37%, Train AUC: 0.9967, Train F1: 0.9736\n", "Val Loss: 0.0760, Val Acc: 97.23%, Val AUC: 0.9970, Val F1: 0.9724\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [9/100] completed in 5m 49.53s.\n", "\n", "=== Epoch [10/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0691, Train Acc: 97.40%, Train AUC: 0.9968, Train F1: 0.9739\n", "Val Loss: 0.0653, Val Acc: 97.81%, Val AUC: 0.9971, Val F1: 0.9782\n", "Best model saved at epoch 10 with Val Loss: 0.0653\n", "Epoch [10/100] completed in 5m 51.75s.\n", "\n", "=== Epoch [11/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0651, Train Acc: 97.58%, Train AUC: 0.9971, Train F1: 0.9758\n", "Val Loss: 0.0610, Val Acc: 97.74%, Val AUC: 0.9979, Val F1: 0.9774\n", "Best model saved at epoch 11 with Val Loss: 0.0610\n", "Epoch [11/100] completed in 5m 51.26s.\n", "\n", "=== Epoch [12/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0623, Train Acc: 97.63%, Train AUC: 0.9974, Train F1: 0.9762\n", "Val Loss: 0.0693, Val Acc: 97.45%, Val AUC: 0.9968, Val F1: 0.9744\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [12/100] completed in 5m 50.33s.\n", "\n", "=== Epoch [13/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0609, Train Acc: 97.74%, Train AUC: 0.9975, Train F1: 0.9774\n", "Val Loss: 0.0627, Val Acc: 97.96%, Val AUC: 0.9977, Val F1: 0.9797\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [13/100] completed in 5m 50.49s.\n", "\n", "=== Epoch [14/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0576, Train Acc: 97.85%, Train AUC: 0.9977, Train F1: 0.9784\n", "Val Loss: 0.0757, Val Acc: 97.67%, Val AUC: 0.9972, Val F1: 0.9764\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [14/100] completed in 5m 50.89s.\n", "\n", "=== Epoch [15/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.02it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0575, Train Acc: 97.86%, Train AUC: 0.9978, Train F1: 0.9785\n", "Val Loss: 0.0498, Val Acc: 98.25%, Val AUC: 0.9987, Val F1: 0.9824\n", "Best model saved at epoch 15 with Val Loss: 0.0498\n", "Epoch [15/100] completed in 5m 50.64s.\n", "\n", "=== Epoch [16/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0563, Train Acc: 97.91%, Train AUC: 0.9978, Train F1: 0.9791\n", "Val Loss: 0.0618, Val Acc: 97.81%, Val AUC: 0.9969, Val F1: 0.9781\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [16/100] completed in 5m 49.91s.\n", "\n", "=== Epoch [17/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0545, Train Acc: 97.99%, Train AUC: 0.9979, Train F1: 0.9799\n", "Val Loss: 0.0533, Val Acc: 98.10%, Val AUC: 0.9985, Val F1: 0.9812\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [17/100] completed in 5m 50.45s.\n", "\n", "=== Epoch [18/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0537, Train Acc: 98.01%, Train AUC: 0.9980, Train F1: 0.9801\n", "Val Loss: 0.0853, Val Acc: 96.79%, Val AUC: 0.9964, Val F1: 0.9684\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [18/100] completed in 5m 51.22s.\n", "\n", "=== Epoch [19/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0520, Train Acc: 98.09%, Train AUC: 0.9981, Train F1: 0.9809\n", "Val Loss: 0.0590, Val Acc: 98.62%, Val AUC: 0.9976, Val F1: 0.9861\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [19/100] completed in 5m 50.28s.\n", "\n", "=== Epoch [20/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0520, Train Acc: 98.07%, Train AUC: 0.9981, Train F1: 0.9806\n", "Val Loss: 0.0801, Val Acc: 97.52%, Val AUC: 0.9969, Val F1: 0.9751\n", "No improvement in validation loss for 5 epochs.\n", "Epoch [20/100] completed in 5m 49.58s.\n", "\n", "=== Epoch [21/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0512, Train Acc: 98.09%, Train AUC: 0.9982, Train F1: 0.9809\n", "Val Loss: 0.0657, Val Acc: 98.10%, Val AUC: 0.9972, Val F1: 0.9811\n", "No improvement in validation loss for 6 epochs.\n", "Epoch [21/100] completed in 5m 50.97s.\n", "\n", "=== Epoch [22/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0393, Train Acc: 98.55%, Train AUC: 0.9989, Train F1: 0.9855\n", "Val Loss: 0.0583, Val Acc: 98.40%, Val AUC: 0.9985, Val F1: 0.9840\n", "No improvement in validation loss for 7 epochs.\n", "Epoch [22/100] completed in 5m 51.62s.\n", "\n", "=== Epoch [23/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0338, Train Acc: 98.78%, Train AUC: 0.9992, Train F1: 0.9878\n", "Val Loss: 0.0569, Val Acc: 98.18%, Val AUC: 0.9986, Val F1: 0.9818\n", "No improvement in validation loss for 8 epochs.\n", "Epoch [23/100] completed in 5m 51.24s.\n", "\n", "=== Epoch [24/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0332, Train Acc: 98.77%, Train AUC: 0.9992, Train F1: 0.9876\n", "Val Loss: 0.0555, Val Acc: 98.32%, Val AUC: 0.9987, Val F1: 0.9832\n", "No improvement in validation loss for 9 epochs.\n", "Epoch [24/100] completed in 5m 50.98s.\n", "\n", "=== Epoch [25/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0324, Train Acc: 98.82%, Train AUC: 0.9993, Train F1: 0.9882\n", "Val Loss: 0.0587, Val Acc: 98.10%, Val AUC: 0.9987, Val F1: 0.9811\n", "No improvement in validation loss for 10 epochs.\n", "Epoch [25/100] completed in 5m 50.61s.\n", "\n", "=== Epoch [26/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.02it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0322, Train Acc: 98.82%, Train AUC: 0.9993, Train F1: 0.9882\n", "Val Loss: 0.0650, Val Acc: 98.32%, Val AUC: 0.9984, Val F1: 0.9832\n", "No improvement in validation loss for 11 epochs.\n", "Epoch [26/100] completed in 5m 50.50s.\n", "\n", "=== Epoch [27/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:49<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0304, Train Acc: 98.90%, Train AUC: 0.9994, Train F1: 0.9890\n", "Val Loss: 0.0603, Val Acc: 98.40%, Val AUC: 0.9986, Val F1: 0.9839\n", "No improvement in validation loss for 12 epochs.\n", "Epoch [27/100] completed in 5m 51.93s.\n", "\n", "=== Epoch [28/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0291, Train Acc: 98.91%, Train AUC: 0.9994, Train F1: 0.9891\n", "Val Loss: 0.0608, Val Acc: 98.32%, Val AUC: 0.9985, Val F1: 0.9833\n", "No improvement in validation loss for 13 epochs.\n", "Epoch [28/100] completed in 5m 50.55s.\n", "\n", "=== Epoch [29/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0286, Train Acc: 98.98%, Train AUC: 0.9994, Train F1: 0.9898\n", "Val Loss: 0.0615, Val Acc: 98.32%, Val AUC: 0.9985, Val F1: 0.9833\n", "No improvement in validation loss for 14 epochs.\n", "Epoch [29/100] completed in 5m 49.93s.\n", "\n", "=== Epoch [30/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0288, Train Acc: 98.98%, Train AUC: 0.9994, Train F1: 0.9898\n", "Val Loss: 0.0622, Val Acc: 98.25%, Val AUC: 0.9985, Val F1: 0.9826\n", "No improvement in validation loss for 15 epochs.\n", "Epoch [30/100] completed in 5m 51.51s.\n", "\n", "=== Epoch [31/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0292, Train Acc: 98.95%, Train AUC: 0.9994, Train F1: 0.9895\n", "Val Loss: 0.0620, Val Acc: 98.32%, Val AUC: 0.9985, Val F1: 0.9832\n", "No improvement in validation loss for 16 epochs.\n", "Epoch [31/100] completed in 5m 50.37s.\n", "\n", "=== Epoch [32/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0285, Train Acc: 98.96%, Train AUC: 0.9994, Train F1: 0.9896\n", "Val Loss: 0.0627, Val Acc: 98.25%, Val AUC: 0.9985, Val F1: 0.9825\n", "No improvement in validation loss for 17 epochs.\n", "Epoch [32/100] completed in 5m 49.45s.\n", "\n", "=== Epoch [33/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0291, Train Acc: 98.90%, Train AUC: 0.9994, Train F1: 0.9890\n", "Val Loss: 0.0618, Val Acc: 98.32%, Val AUC: 0.9985, Val F1: 0.9833\n", "No improvement in validation loss for 18 epochs.\n", "Epoch [33/100] completed in 5m 50.25s.\n", "\n", "=== Epoch [34/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0285, Train Acc: 98.93%, Train AUC: 0.9994, Train F1: 0.9893\n", "Val Loss: 0.0615, Val Acc: 98.32%, Val AUC: 0.9986, Val F1: 0.9833\n", "No improvement in validation loss for 19 epochs.\n", "Epoch [34/100] completed in 5m 51.23s.\n", "\n", "=== Epoch [35/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0277, Train Acc: 98.98%, Train AUC: 0.9995, Train F1: 0.9898\n", "Val Loss: 0.0615, Val Acc: 98.32%, Val AUC: 0.9986, Val F1: 0.9833\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs with no improvement.\n", "Total training time: 3h 35m 52s\n" ] }, { "data": { "image/png": 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EhDF/+DD4+jo3HhERKfOSk5OJjIx0/FaWc9P5hIi4PJ1PiIhICSvs+YSSGpcof4h4QECATkJExDVZLKfmAwJ0EiIiIiVG5ZQuTOcTIuLydD4hIiJOcqHzCRW6FRERERERERERERGRUkEjNUREyiofHzh69NS8iIiIiIhIYel8QkREXJSSGiIiZZXJBKGhzo5CRERERERKI51PiIiIi1JSQ0REREQumdVqJScnx9lhSAlxd3fHcnqNdSl2OsakKHl4eGA2qwq1iIiIlG5KaoiIlFVZWTBihDE/eTJ4ejo3HhEpU+x2O3FxcSQmJjo7FClhQUFBVKhQQc3Ai5mOMSkOZrOZ6tWr4+Hh4exQpDTQ+YSIiLgok91utzs7iNIoOTmZwMBAkpKSCAgIcHY4IiJnSksDPz9jPjUVfH2dG4+IlClHjhwhMTGRsLAwfHx8dIH7CmC320lPT+fo0aMEBQVRsWLFM9bRb+TCu9B3pWNMiprNZuPw4cO4u7tTpUoV/Z2SC9P5hIiIlLDCnk9opIaIiIiIXBSr1eq42Fq+fHlnhyMlyNvbG4CjR48SFhamUlTFRMeYFJfQ0FAOHz5Mbm4u7u7uzg5HRERE5JKomKaIiIiIXJT8+v4+Pj5OjkScIf/PXX0eio+OMSku+WWnrFarkyMRERERuXRKaoiIiIjIJVHpkiuT/txLjr5rKWr6OyUiIiJlgZIaIiIiIiIiIiIiIiJSKiipISIiIiIiIiIiIiIipYKSGiIiIiIil6FatWpMmTLF2WGIlEk6vkRERETkv5TUEBEpq7y9Yd8+Y/L2dnY0IiJOZzKZzjuNHz/+kra7du1a7r333suKrW3btjz22GOXtQ0RZ3Ll4yvfF198gcVi4aGHHiqS7YmUeTqfEBERF+Xm7ABERKSYmM1QrZqzoxARcRlHjhxxzM+ZM4dx48axY8cOxzI/Pz/HvN1ux2q14uZ24Z/LoaGhRRuoSClUGo6vjz/+mKeeeor333+fN954Ay8vryLb9sXKzs7Gw8PDafsXKRSdT4iIiIvSSA0RERERuWx2u5307FynTHa7vVAxVqhQwTEFBgZiMpkcz7dv346/vz8//fQTTZs2xdPTkz///JM9e/bQo0cPwsPD8fPzo3nz5vz6668Ftvvf8jgmk4mPPvqIXr164ePjQ61atZg/f/5lfb/ffvst9evXx9PTk2rVqvHGG28UeP3dd9+lVq1aeHl5ER4eTp8+fRyvffPNNzRs2BBvb2/Kly9P+/btSUtLu6x4pOQ56xgrK8fXvn37WLlyJaNHj6Z27drMnTv3jHWmT5/uOM4qVqzI8OHDHa8lJiZy3333ER4ejpeXFw0aNODHH38EYPz48TRp0qTAtqZMmUK10y4GDx06lJ49e/Liiy8SERFBdHQ0AJ999hnNmjXD39+fChUqcNttt3H06NEC29qyZQvdunUjICAAf39/brjhBvbs2cMff/yBu7s7cXFxBdZ/7LHHuOGGGy74nYiIiIiUVhqpISJSVmVnwzPPGPMvvgi6G1BEilFGjpV64352yr63Pt8RH4+i+Vk7evRoXn/9dWrUqEFwcDCxsbF06dKFF198EU9PTz799FO6d+/Ojh07qFKlyjm3M2HCBF599VVee+01pk6dyqBBgzhw4ADlypW76JjWr19Pv379GD9+PP3792flypU8+OCDlC9fnqFDh7Ju3ToeeeQRPvvsM6677jpOnDjB8uXLAePu+YEDB/Lqq6/Sq1cvUlJSWL58eaEvVIvrcNYxVlaOrxkzZtC1a1cCAwO5/fbb+fjjj7ntttscr0+bNo0RI0bw8ssv07lzZ5KSklixYgUANpuNzp07k5KSwueff05UVBRbt27FYrFc1OdfsmQJAQEBLF682LEsJyeHiRMnEh0dzdGjRxkxYgRDhw5l4cKFABw6dIjWrVvTtm1bfvvtNwICAlixYgW5ubm0bt2aGjVq8NlnnzFy5EjH9mbNmsWrr756UbGJnJXOJ0RExEUpqSEiUlbl5MDrrxvz48frJEREpBCef/55OnTo4Hherlw5Gjdu7Hg+ceJE5s2bx/z58wvcxf1fQ4cOZeDAgQC89NJLvPXWW6xZs4ZOnTpddEyTJ0+mXbt2PPvsswDUrl2brVu38tprrzF06FBiYmLw9fWlW7du+Pv7U7VqVa666irASGrk5uZy6623UrVqVQAaNmx40TGIFAVnHV82m42ZM2cydepUAAYMGMATTzzBvn37qF69OgAvvPACTzzxBI8++qjjfc2bNwfg119/Zc2aNWzbto3atWsDUKNGjYv+/L6+vnz00UcFyk7deeedjvkaNWrw1ltv0bx5c1JTU/Hz8+Odd94hMDCQL7/8End3dwBHDAB33XUXM2bMcCQ1fvjhBzIzM+nXr99FxydyBp1PiIiIi1JSQ0REREQum7e7ha3Pd3TavotKs2bNCjxPTU1l/PjxLFiwwJEgyMjIICYm5rzbadSokWPe19eXgICAM0rKFNa2bdvo0aNHgWWtWrViypQpWK1WOnToQNWqValRowadOnWiU6dOjtI8jRs3pl27djRs2JCOHTty880306dPH4KDgy8pFnEeZx1jZeH4Wrx4MWlpaXTp0gWAkJAQOnTowPTp05k4cSJHjx7l8OHDtGvX7qzv37BhA5UrVy6QTLgUDRs2PKOPxvr16xk/fjz//vsvJ0+exGazARATE0O9evXYsGEDN9xwgyOh8V9Dhw5l7Nix/PXXX1xzzTXMnDmTfv364evre1mxioiIiLgyJTVERERE5LKZTKYiK1HjTP+9EPjkk0+yePFiXn/9dWrWrIm3tzd9+vQhOzv7vNv57wVIk8nkuFhZ1Pz9/fn7779ZunQpv/zyC+PGjWP8+PGsXbuWoKAgFi9ezMqVK/nll1+YOnUqzzzzDKtXr3bcoS6lQ1k4xpx1fH388cecOHECb29vxzKbzcbGjRuZMGFCgeVnc6HXzWbzGSXdcnJyzljvv58/LS2Njh070rFjR2bNmkVoaCgxMTF07NjR8R1caN9hYWF0796dGTNmUL16dX766SeWLl163veIiIiIlHal+1fxFeznLXHsP5ZGh3rh1Aj1c3Y4IiIiImXSihUrGDp0KL169QKMO8v3799fojHUrVvXUdv/9Lhq167tqOnv5uZG+/btad++Pc899xxBQUH89ttv3HrrrZhMJlq1akWrVq0YN24cVatWZd68eYwYMaJEP4fIf5XE8XX8+HG+//57vvzyS+rXr+9YbrVauf766/nll1/o1KkT1apVY8mSJdx4441nbKNRo0YcPHiQnTt3nnW0RmhoKHFxcdjtdkwmE2CM7riQ7du3c/z4cV5++WUiIyMBWLdu3Rn7/uSTT8jJyTnnaI27776bgQMHUrlyZaKiomjVqtUF9y0iIlIUcq029h9PY3tcCvHJWbiZTVjMJtwtJixmM25mE24WU95y82nzJtwtZixm47lb3msWswl3sxkPNzNBPu54FeGIUTm3XKuN+JQsDp3M4FBiOpWCfGhR/eJ7AZYkJTVKqRkr9vHX3hNUDPJWUkNERESkmNSqVYu5c+fSvXt3TCYTzz77bLGNuEhISDjjQmjFihV54oknaN68ORMnTqR///6sWrWKt99+m3fffReAH3/8kb1799K6dWuCg4NZuHAhNpuN6OhoVq9ezZIlS7j55psJCwtj9erVJCQkULdu3WL5DCIXoySOr88++4zy5cvTr18/R8IhX5cuXfj444/p1KkT48eP5/777ycsLMzRFHzFihU8/PDDtGnThtatW9O7d28mT55MzZo12b59OyaTiU6dOtG2bVsSEhJ49dVX6dOnD4sWLeKnn34iICDgvLFVqVIFDw8Ppk6dyv3338/mzZuZOHFigXWGDx/O1KlTGTBgAGPGjCEwMJC//vqLFi1aEB0dDUDHjh0JCAjghRde4Pnnny/S709ERATAbrcTl5zJ9rgUduRN2+NS2HM0lWxr8fw2BvByNxPs40GQjwfBPu5582c+nv56oLc7ZrPpwhvHuJifnmMlI9uY0rOtZOTkGo/ZVjJyjGXG81ysNogsZ1yLrRHqS4DX2W84cDUZ2VYOJWZwKDGDw4kZecmLU49xyZlYbadGnfZtWllJDSkewT5GLdbE9PMPzRYRERGRSzd58mTuvPNOrrvuOkJCQhg1ahTJycnFsq/Zs2cze/bsAssmTpzI2LFj+eqrrxg3bhwTJ06kYsWKPP/88wwdOhSAoKAg5s6dy/jx48nMzKRWrVp88cUX1K9fn23btvHHH38wZcoUkpOTqVq1Km+88QadO3culs8gcjFK4viaPn06vXr1OiOhAdC7d2/uuOMOjh07xpAhQ8jMzOR///sfTz75JCEhIfTp08ex7rfffsuTTz7JwIEDSUtLo2bNmrz88suAMZrq3Xff5aWXXmLixIn07t2bJ598kg8++OC8sYWGhjJz5kyefvpp3nrrLa6++mpef/11brnlFsc65cuX57fffmPkyJG0adMGi8VCkyZNCozGMJvNDB06lJdeeonBgwdf7lcmIiJXuKSMHHbGp+QlMJLZGZfK9rhkkjNzz7q+j4eF2uH+VA72xm6HXJuNXKudXJsdq81OjtWG1WY8z3/t9OdWq52cvHVzrTZybXayco33ZObYOJKUyZGkzELHbzJBoPephIefpxuZOVZHoiI9L1mRkW297IRMiJ8nNUJ9iQr1pXqILzVCjGRHlXI+uFnMl7XtwrLZ7CRl5DiSFvmJisOnPT+eduHrx+4WExFB3lQK8qZmmOvfQG+y/7f4pwt65513eO2114iLi6Nx48ZMnTqVFi1anHXdDz/8kE8//ZTNmzcD0LRpU1566aUC6w8dOpRPPvmkwPs6duzIokWLCh1TcnIygYGBJCUlXfAOnOIwZu5GvlgTy4gOtXmkXa0S37+IlAJpaeCX9x9RaiqoYaSIFJHMzEz27dtH9erV8fLycnY4UsLO9+fv7N/Ipcn5visdY3Kx7rrrLhISEpg/f/5519PfLbkoOp8QKXPsdiNhkG21kZ1rIyElyzHqYkdcMjviUjh8jgSCxWyieogv0RX8qRPubzxWCKBysHehR0ZcTJwpWbkkpuVwMj2bk+nZJKbnz+eQlPd4+vLE9BxSs86eeLkQswl8PNzw9rDg42HB291y2rwbPnnzAPuPp7E3IY2jKVnn3J6b2USV8j7UCPEjKtSXGqG+xuiOEF/K+Xqc9WYLAGteguJEWjaJ6dl5jzmcyPsOTqYZn/v0106mZ2MrxNV9P083KgV5UynYu8BjRJA3lYO9CfXzLPI/x0tR2PMJlx+pMWfOHEaMGMF7771Hy5YtmTJlCh07dmTHjh2EhYWdsf7SpUsZOHAg1113HV5eXrzyyivcfPPNbNmyhUqVKjnW69SpEzNmzHA89/T0LJHPU1QCvfNHapzZgE5EBABvb8hL8HKBJpMiIiIiUvokJSWxadMmZs+efcGEhshF0/mEiMs4lprFpkNJbDmUxJGkTLJPS0zkz2flGpOxzFrw9bx1cqyFu7e9YqAX0RXyExf+RIcHEBXmi6dbyfS4MJlMBHi5E+DlTpXyPoV+X3aujcSMvIv9eQmA9OxcvPKTFO6WsyYvPN3M50w0nEtKZg77jhkJjr0JqezJm993LJXMHFve8jR+3VbwfYHe7tQI9aVysA/pWbmcyEvInEjLJjkzh0sdfhDi50mlYG8qB3kTEeSVl7jwcSQwAr1LR6mswnL5pMbkyZO55557GDZsGADvvfceCxYsYPr06YwePfqM9WfNmlXg+UcffcS3337LkiVLCgzF9fT0pEKFCsUbfDEK9jH+Iqr8lIick9kMpzXEFBEREZGypUePHqxZs4b777+fDh06ODscKWt0PiHiFEdTMtl8KInNh5LZdCiJzXmJjOIQ4OXmSF5Eh/sTXSGA6HB/An1K5wVwDzczYf5ehPkX/2hEfy93GlUOolHloALLbTY7R5Iz2ZuQ6kh47M1LeBxKzCApI4d/YhL5JybxnNsO8HIj2NeD4PxeIXnz5XyNklrl8vqMlPM1Xg/y8cDDrWTKXbkKl05qZGdns379esaMGeNYZjabad++PatWrSrUNtLT08nJyaFcuYLNTZYuXUpYWBjBwcHcdNNNvPDCC5QvX/6c28nKyiIr69SwouKqpVxYQflJjQyN1BAREREREbkSLV261NkhiIjIZYhPNhIY+cmLTYeSiE8+s6yRyQQ1QnxpUCmQauV98XQ342Ex4+lmxiN/slhOmzcePf/zvMDrFrNLlBsqa8xmkzE6IsibG2qFFngtI9vKvmNp7DuWxuHEDPy93AokJ4J9PQjydi+xfhylmUsnNY4dO4bVaiU8PLzA8vDwcLZv316obYwaNYqIiAjat2/vWNapUyduvfVWqlevzp49e3j66afp3Lkzq1atwmI5+zCqSZMmMWHChEv/MEUsKK9R+EmN1BCRc8nOhpdeMuaffho8PJwbj4iIiIiIlB46nxApMna7nfhko4TU6QmMhLP0ZTCZICrUj4aVAmlQKZCGlQKpFxGAn6dLX8aVQvD2sFAvIoB6Eeo9d7nK9NHw8ssv8+WXX7J06dICTdAGDBjgmG/YsCGNGjUiKiqKpUuX0q5du7Nua8yYMYwYMcLxPDk5mcjIyOIL/gKC8uqgJamnhoicS04O5CdjR47USYiIiIiIiBSezifkCmC12TmcmOG4e37fsTT2H09j/7E0UrNyMZlMmACzyYTZZPR6MJmM56c/5q9zalne+8xgwsSRpEyOpZ6ZwDCboGaYnyN50bBSIHUrBuCrBIbIebn0ERISEoLFYiE+Pr7A8vj4+Av2w3j99dd5+eWX+fXXX2nUqNF5161RowYhISHs3r37nEkNT09Pl2omnj9SQ+WnRERERERERESkNLLndUW+2CbNF8NmsxOfknkqaXEsjX3H0tl/PI2Y4+lkW23Ftu/TWcwmap2WwGhQKYC6FQPw8XDpy7MiLsmljxoPDw+aNm3KkiVL6NmzJwA2m40lS5YwfPjwc77v1Vdf5cUXX+Tnn3+mWbNmF9zPwYMHOX78OBUrViyq0Ivd6Y3CbTa7auCJiIiIiIiIiEipkGu18cWaGN5cspsTaVn4erjh42nBx8MNHw+L47lv/nNPN7w9LPh6GOv4ehZ89PGw4ONh4WR6DvsS0th3PD95YYy8yMw5d+LCw81M1XI+VAvxpUaIL9VCfKlW3pdgX3fsdrDZ7djtnJonf5k9b5mRnMl/zH/d8dwOgT7u1KsYgJf72cvei8jFcemkBsCIESMYMmQIzZo1o0WLFkyZMoW0tDSGDRsGwODBg6lUqRKTJk0C4JVXXmHcuHHMnj2batWqERcXB4Cfnx9+fn6kpqYyYcIEevfuTYUKFdizZw9PPfUUNWvWpGPHjk77nBcrMC+pYbNDSlYugXnlqERERERERERERFzVqj3HmfDDFrbHpTiWpWTlkpKVC5xZoqkoWMwmqpTzoVr5M5MXEUHeWHSzsEip4vJJjf79+5OQkMC4ceOIi4ujSZMmLFq0yNE8PCYmBrP5VEf4adOmkZ2dTZ8+fQps57nnnmP8+PFYLBY2btzIJ598QmJiIhEREdx8881MnDjRpcpLXYinm5GBTs+2kpieraSGiIiIiIiIiIi4rNgT6Uz6aRsLNxk3IAd6u/PEzbXpWL8CGdlW0rJzSc+2kpb1n8fsXOP1LCvp2bmkZVtJz8o96/r+Xu7UCDWSFacnLyoHe+NuMV8gQhEpLVw+qQEwfPjwc5abWrp0aYHn+/fvP++2vL29+fnnn4soMucK8nbPS2rkULW8s6MRERERuTK0bduWJk2aMGXKFGeHIlLm6PgSESl70rNzeW/pHt7/Yy9ZuTbMJhjUsiojOtQm2FcN6EXk4ilFWYoFqlm4iIiISKF1796dTp06nfW15cuXYzKZ2Lhx42XvZ+bMmQQFBV32dkRKk5I6vvJlZGRQrlw5QkJCyMoqnlIlIiJyeex2O99vOES7N5bx1m+7ycq1cU2Ncix45AYm9myghIaIXLJSMVJDzu70ZuEiImfw8oI1a07Ni4hc4e666y569+7NwYMHqVy5coHXZsyYQbNmzWjUqJGTohMp3Ur6+Pr222+pX78+drud7777jv79+xfZti+W3W7HarXi5qbTayljdD4hl2HzoSQm/LCFtftPAlApyJuxXevSqUEFTCb1rxCRy6ORGqVYkCOpoZEaInIWFgs0b25MFouzoxGRss5uh+w050x2e6FC7NatG6GhocycObPA8tTUVL7++mvuuusujh8/zsCBA6lUqRI+Pj40bNiQL774oki/qpiYGHr06IGfnx8BAQH069eP+Ph4x+v//vsvN954I/7+/gQEBNC0aVPWrVsHwIEDB+jevTvBwcH4+vpSv359Fi5cWKTxiYty1jHmosfXxx9/zO23387tt9/Oxx9/fMbrW7ZsoVu3bgQEBODv788NN9zAnj17HK9Pnz6d+vXr4+npScWKFR3ljvfv34/JZGLDhg2OdRMTEzGZTI7Sx0uXLsVkMvHTTz/RtGlTPD09+fPPP9mzZw89evQgPDwcPz8/mjdvzq+//logrqysLEaNGkVkZCSenp7UrFmTjz/+GLvdTs2aNXn99dcLrL9hwwZMJhO7d+++pO9J5LLofEIuwbHULEZ/u5Hub//J2v0n8Xa38ESH2ix5og2dG1ZUQkNEioRuJSnFAr2NYXonNVJDREREnC0nHV6KcM6+nz4MHr4XXM3NzY3Bgwczc+ZMnnnmGcdJ9ddff43VamXgwIGkpqbStGlTRo0aRUBAAAsWLOCOO+4gKiqKFi1aXHaoNpvNkdBYtmwZubm5PPTQQ/Tv399xwXTQoEFcddVVTJs2DYvFwoYNG3B3N25meeihh8jOzuaPP/7A19eXrVu34ufnd9lxSSngrGPMBY+vPXv2sGrVKubOnYvdbufxxx/nwIEDVK1aFYBDhw7RunVr2rZty2+//UZAQAArVqwgNzcXgGnTpjFixAhefvllOnfuTFJSEitWrLjor2b06NG8/vrr1KhRg+DgYGJjY+nSpQsvvvginp6efPrpp3Tv3p0dO3ZQpUoVAAYPHsyqVat46623aNy4Mfv27ePYsWOYTCbuvPNOZsyYwZNPPunYx4wZM2jdujU1a9a86PhEREpSjtXGJyv38+aSXaRkGv/e3tI4gtGd6xAR5O3k6ESkrFFSoxQL1kgNETmf7Gx4801j/tFHwUP1SkVE7rzzTl577TWWLVtG27ZtAeOiYe/evQkMDCQwMLDABcWHH36Yn3/+ma+++qpIkhpLlixh06ZN7Nu3j8jISAA+/fRT6tevz9q1a2nevDkxMTGMHDmSOnXqAFCrVi3H+2NiYujduzcNGzYEoEaNGpcdk0hRKanja/r06XTu3Jng4GAAOnbsyIwZMxg/fjwA77zzDoGBgXz55ZeOhGDt2rUd73/hhRd44oknePTRRx3LmjdvftGf9/nnn6dDhw6O5+XKlaNx48aO5xMnTmTevHnMnz+f4cOHs3PnTr766isWL15M+/btgYLH8NChQxk3bhxr1qyhRYsW5OTkMHv27DNGb4iUGJ1PXLx9y2FWX+j8MjQd6uxoSszSHUeZ+ONW9iSkAdCgUgDPda9P82rlnByZiJRVSmqUYvnlp5LUKFxEziYnB556yph/8EGdhIhI8XL3Me7odta+C6lOnTpcd911TJ8+nbZt27J7926WL1/O888/D4DVauWll17iq6++4tChQ2RnZ5OVlYWPT+H3cT7btm0jMjLSkdAAqFevHkFBQWzbto3mzZszYsQI7r77bj777DPat29P3759iYqKAuCRRx7hgQce4JdffqF9+/b07t1bfUCuFM46xlzs+LJarXzyySe8mX+hFbj99tt58sknGTduHGazmQ0bNnDDDTc4EhqnO3r0KIcPH6Zdu3aF3ue5NGvWrMDz1NRUxo8fz4IFCzhy5Ai5ublkZGQQExMDGKWkLBYLbdq0Oev2IiIi6Nq1K9OnT6dFixb88MMPZGVl0bdv38uOVeSS6Hzi4m38EnIz4I/X4arBYC7bVd/3HUvjhR+3smT7UQDK+3owsmM0fZtFYjGrzJSIFJ+y/a9rGRfko/JTIiIi4iJMJqNEjTOmi6zNfNddd/Htt9+SkpLCjBkziIqKclxkfO2113jzzTcZNWoUv//+Oxs2bKBjx45kZ5fc763x48ezZcsWunbtym+//Ua9evWYN28eAHfffTd79+7ljjvuYNOmTTRr1oypU6eWWGziRM46xlzs+Pr55585dOgQ/fv3x83NDTc3NwYMGMCBAwdYsmQJAN7e5y5zcr7XAMx5FyDtp/USyck5+01kvr4Fy3I9+eSTzJs3j5deeonly5ezYcMGGjZs6Ph8F9o3GMf4l19+SUZGBjNmzKB///5FllQVkRJw0OiBRVIsHLj4snalRUpmDpMWbuPm/y1jyfajuJlN3H19dX57si0DWlRRQkNEip2SGqVYkLfKT4mIiIhcrH79+mE2m5k9ezaffvopd955p6P+/4oVK+jRowe33347jRs3pkaNGuzcubPI9l23bl1iY2OJjY11LNu6dSuJiYnUq1fPsax27do8/vjj/PLLL9x6663MmDHD8VpkZCT3338/c+fO5YknnuDDDz8ssvhELldxH18ff/wxAwYMYMOGDQWmAQMGOBqGN2rUiOXLl581GeHv70+1atUcCZD/Cg0NBeDIkSOOZac3DT+fFStWMHToUHr16kXDhg2pUKEC+/fvd7zesGFDbDYby5YtO+c2unTpgq+vL9OmTWPRokXceeedhdq3iLiAjERI2H7q+b9fOC2U4rQrPoV2byzj/T/2kmO106Z2KIsea83YbvUI9D5zhJyISHFQ+alSLH+kRqJGaoiIiIgUmp+fH/3792fMmDEkJyczdOhQx2u1atXim2++YeXKlQQHBzN58mTi4+MLJBwKw2q1nnEh1NPTk/bt29OwYUMGDRrElClTyM3N5cEHH6RNmzY0a9aMjIwMRo4cSZ8+fahevToHDx5k7dq19O7dG4DHHnuMzp07U7t2bU6ePMnvv/9O3bp1L/crESkyxXl8JSQk8MMPPzB//nwaNGhQ4LXBgwfTq1cvTpw4wfDhw5k6dSoDBgxgzJgxBAYG8tdff9GiRQuio6MZP348999/P2FhYXTu3JmUlBRWrFjBww8/jLe3N9dccw0vv/wy1atX5+jRo4wdO7ZQ8dWqVYu5c+fSvXt3TCYTzz77LDabzfF6tWrVGDJkCHfeeaejUfiBAwc4evQo/fr1A8BisTB06FDGjBlDrVq1uPbaawu1bxFxAYfyRmm4eUFuJmz9Hrq8Zox6KyPikjIZMn0NR1OyqFreh3Hd6nFTnTBH8lpEpKRopEYp5mgUrp4aIiIiIhflrrvu4uTJk3Ts2JGIiAjH8rFjx3L11VfTsWNH2rZtS4UKFejZs+dFbz81NZWrrrqqwJR/ofP7778nODiY1q1b0759e2rUqMGcOXMA44Lm8ePHGTx4MLVr16Zfv3507tyZCRMmAEay5KGHHqJu3bp06tSJ2rVr8+677xbJdyJSVIrr+Pr000/x9fU9az+Mdu3a4e3tzeeff0758uX57bffSE1NpU2bNjRt2pQPP/zQ0WNjyJAhTJkyhXfffZf69evTrVs3du3a5djW9OnTyc3NpWnTpjz22GO88MILhYpv8uTJBAcHc91119G9e3c6duzI1VdfXWCdadOm0adPHx588EHq1KnDPffcQ1paWoF17rrrLrKzsxk2bFihvxsRcQGxa43Hut0huDpkp8K2H5wbUxFKzsxh6Iw1HE7KpEaoL9892Ip2dcOV0BARpzDZTy8WKoWWnJxMYGAgSUlJBAQEOCWGoymZtHhxCSYT7HmxC2bVLBSR06WlgZ+fMZ+aCr5l5w4hEXGuzMxM9u3bR/Xq1fHy8nJ2OFLCzvfn7wq/kUuL831XOsaubMuXL6ddu3bExsYSHh5epNvW3y25KDqfuDif9YI9v0GX1yH9BCx9Caq3gSHznR3ZZcvOtTFs5hpW7D5OiJ8n8x68jshy6vcjIkWvsOcTGqlRigV5G+Wn7HYjYy4iIiIiIiKlU1ZWFgcPHmT8+PH07du3yBMaIlKMbDY4uN6Yr9wcGg8w5vf9AUkHnRdXEbDZ7Dz1zb+s2H0cXw8LM4c1V0JDRJxOSY1SzMPNjK+HBVCzcBE5Cy8v+P13Y9KdeCIiIiIu7YsvvqBq1aokJiby6quvOjscEZ1PXIxjOyArCdx9ILwBBFeFqtcDdtg4x9nRXZZXf97BdxsO42Y28e7tTWlQKdDZIYmIKKlR2uU3Cz+pZuEi8l8WC7Rta0wWi7OjEREREZHzGDp0KFarlfXr11OpUiVnhyOi84mLcTCvn0bE1WBxM+abDDQeN3xhlNgohT5dtZ/3lu0BYNKtDWlTO9TJEYmIGNycHYBcniAfdw4lZqhZuIiIiIiIiIiIM8SuMR4jm59aVvcWWPAkHN8Fh9ZD5WbOie0SLdocx3PztwDwRIfa9G0WabxwbDf8NhFCo+Ha4eClHlrFymaDk/sgfkvetBmsORBW1xgVFF4fQmqBxd3ZkYqUKCU1SrkgH+MfrSSVnxKR/8rJgQ8+MObvvRfc9SNHREREREQKSecThZc/UqNyi1PLvAKgbnfY9BVsmF2qkhrrD5zg0S//wW6HgS2qMPymmsZokw2zYOFTkJNmrLj2I2g9EprdCW6ezg26LMg4CfFbTyUv4rfA0a2Qk37murt+PjVv8TCSTPlJjvD6xrxfWMnFLlLClNQo5VR+SkTOKTsbhg835ocO1UmIiIiIiIgUns4nCicjERK2G/OVmxd8rclAI6mx+VvoNKlUXPjfk5DKXZ+sIyvXRvu6YUzsUR9TZhL8+BhsmWesVOU6SD8Gx3bCotHw1zS46Vlo0BvMqnR/QdZcOLHHSFzEbT41CiP5HE3l3bwgtM6ppIWbx2nJjy2QnQJxm4zpdL6hpxIc+cmOkGhwV48cKf2U1CjlgryNHxVqFC4iIiIiIiIiUsIOrTMeg6uB3396TlRvA/4RkHIYdi6Cej1KPLyLcTQlkyHT15CYnkPjyCDeGngVbgdXw9x7ICkWzG5w4zPQ6tG8kRufw++TIPEAzL0bVr4J7SdAzXYlH7zNCof/AZ/yUK56ye//fOI2w75lp0ZgHN0O1qyzrxtY5bTRFnkJiXI1TvVq+S+7HRJjCpanit8Cx3dDWgLsXWpM+UwWo1xV/vaDqoKpiBJR7j5GWaygKmAyFc02L0d2upFwTI2H8rWMvxdmF+gPlJsNx3bAib3G31tXFFTF5UeXKalRyjnKT6mnhoiIiIiIiIhIyYo9S+mpfGYLNO4Pf/7PaBjuwkmN1Kxchs1Yy8GTGVQr78P0O5rgs+I1+ONVsNsguDr0/hgqNz31pqZDoWE/WD0N/pxijBT4/FYjmdNhAkRcVfyBx22GjXNg0zdG8shkhia3QdunIbBS8e//fI7vMfqP5I9wOZ27L4TXKziSIqweeAdd3D5MJgiuakx1upxann9BP35zwYRHxkljecJ2YwRRcfAMODMxE1YXPP2LZ3/nSuyc2GP83c2Xn3T57+gV7+DiiyslrmBM8VuMhIYtt3j2WVQaDVBSQ4pXsMpPiYiIiIiIiIg4x8H8JuFnSWoANB5oJDV2L4bUhDNHc7iAHKuNB2f9zZbDyZT39eDzPhGU//pWiP3LWKHxQOjy2tkvSnv4wA1PQNNh8MfrsPZDY1TCB22h/q3Q7lljpEFRSjoEm76GjV/B0S2nxeIH2anwz+dGkqPl/XD9Y8V30fpcUo/Csldh/Yy8i9cmqNUBKjU9bYREteIt1eXhA5WuNqZ8djukHDl1kT1us3HRvahknDRKkmUlQ8wqYzpdcLW8ZMJpCYXg6hf3PWSlwNFt/0nWbDH2eTY+5cG/ojFyJScdDq03ptMFVD4zCVO+5rlHx5xNTkZeEikvnrhNxmPGibOv7xkIobXB4qIl6UJqOTuCC1JSo5QLVPkpEREREbkM1apV47HHHuOxxx5zdigiZY6OL5EyzmaDg3kXSP/bTyNfaDREXA2H/zYuxF/7YMnFVwh2u53R327ij50JeLtbmNs6jspf3gVZScYd910nQ6O+F96QTzno9BK0vA9+f8kYPbFlLmybbzQSb/3U5SV0MpNg2w/w75ew/0/Abiy3eEDtTtCov5E4OLIRFo+DmJWwYgqsn2kkXVrcW/y9JLJSYOXbsHLqqWbqNTtA++egQsPi3XdhmEwQEGFMtToUzz5ys+H4roIX9uO3QGocnNxvTNt/PLW+u++p0RMVGp4aseIZACf3/Wf0xWbj/Wdjdj93s3STySjzdGLvmSNXEmOMXibJB//TfN3T2F5+TPnb8ykPSQfz3n/a5zu+u+CokHwms5EgccSV9xhY2TVKdJViSmqUcvkjNRI1UkNERETkgoYOHconn3zieF6uXDmaN2/Oq6++SqNGjYpkH+PHj+e7775jw4YNF1xvwoQJZyyPjo5m+/btRRKLSEnS8SVShh3+B2pd7+woXM+xncbFf3cf42LluTS5zUhq/PuFyyU1Ji/eybd/H8TfnMUvNX+g4u9zjRcqN4feHxl311+M4Kpw6/tw3XD4dTzs/hXWfAAbZsN1j8C1D4GnX+G2Zc0x3r9xDuz4CXIzT71WtRU06meU9Dp9JEZkcxi2EHb+bOw/YRssfhZWvw83PWMkP4q6r0JuNvz9CSx7xehjAUYiq8MEqN66aPfl6tw8TiUBGvU7tTztWMGRFfGbjREXOWlGX5r83jT5LJ7n7jviX7FgoiG8vtEzw83j3HGZ83qJhNSC+r1OLc9Mymu6flqy4+hWY8RP3EZjKvD5vAr+PTyddzmo8J+RKKF1wN373HHJJVNSo5TL76mRqJ4aIiIiIoXSqVMnZsyYAUBcXBxjx46lW7duxMTElHgs9evX59dffy2wzM1NP9Gl9NLxJVKGHPr71PyXg+D+X4w7l+WU/NJTEVefv1RNg96waIxxgTR+i3Gx0wXMWn2Aqb/tpqFpL7OCPiRg3wHjzvIbnoQ2oy6u/M5/VWgIt38Le5fBr88ZibGlLxnlqdqMMvpxWNzPfJ/dDgfXGYmMzd8WLN8TEm30KGnY12hkfC4mE0R3MkYj/Psl/P6icSf+dw8Yoyjaj4daN1/+nfI2G2ydB0smGqMKwCi11W4c1OupO/FP5xsCNdoYUz5r7llGT2yBpBgjoeHmZSQFTk8UhNUH3/JFF5dXIFS91pjy2WyQeOAsPTr2GgkNx6iQ/5Ss8gvXn3kJKsbibVISHEkNlZ8Skf/y9IQffzQmTxet0ygiZU9a2rmnzMzCr5uRUbh1L4GnpycVKlSgQoUKNGnShNGjRxMbG0tCQoJjndjYWPr160dQUBDlypWjR48e7N+/3/H60qVLadGiBb6+vgQFBdGqVSsOHDjAzJkzmTBhAv/++y8mkwmTycTMmTPPGYubm5sjlvwpJCTE8Xq1atWYOHEiAwcOxNfXl0qVKvHOO+8U2EZMTAw9evTAz8+PgIAA+vXrR3x8fIF1fvjhB5o3b46XlxchISH06tWrwOvp6enceeed+Pv7U6VKFT744INL+GalRJTkMXYJdHzp+JIyIjsNFjwCA71hUADknIRPexqlWuSU2Px+GucoPZXPpxzU7mjMb5hdvDEV0q9b4xn33Ubus/zAd17PEZB+AAIqwZAfjRENl5PQOF2NNnDP79BnhtE/IS0BFj4J77QwGmjb88pIHd8Dv0+Ct66Cj9sbyY+ME+AbBtc8BPcug4dWG6WkzpfQOJ3ZAlcNgofXQ4fnjQvYR7fC7H4ws5uRPLlUe5fBRzfBN3caCQ3fMOj6Bjy0xhgJoIvbF2ZxM/pKNMjrvXLbl/D4Jhh1AB7+G8YcgvuWQY934JoHjFEvRZnQOBezGcpVh7rdoO0o6P8ZPPI3PH3IiOvpw/DACrj1A2j1KNRsD/4V9GdewpTUKOWC8spPJWfmYLXZnRyNiLgUNzfo2tWYdFeiiJQUP79zT717F1w3LOzc63buXHDdatXOvt5lSk1N5fPPP6dmzZqUL2+cJOXk5NCxY0f8/f1Zvnw5K1aswM/Pj06dOpGdnU1ubi49e/akTZs2bNy4kVWrVnHvvfdiMpno378/TzzxBPXr1+fIkSMcOXKE/v37X1aMr732Go0bN+aff/5h9OjRPProoyxevBgAm81Gjx49OHHiBMuWLWPx4sXs3bu3wD4XLFhAr1696NKlC//88w9LliyhRYuCzUzfeOMNmjVrxj///MODDz7IAw88wI4dOy4rbikmJXmMXSYdXwYdX1Iq/fIsJO2FplXhzb8hrA6kHDYSG6kJF3z7FePgWuPxXP00TtfkNuNx41fGHepO9E/MSZ7/4lc+cZvEGPcvsNitRhmnB1ZAtVZFv0OTybhw/dAa6PI6+IYad71/PRQ+vBE+ag9Tr4ZlLxsJAndfaDQAbp8LI7YZvToimlz6RWN3b+Pi8yMbjBJYFk848Cd81A6+GgzHdhd+W3Gb4LNb4dNbjNEnHn5w4zPwyD/Q/O6zjz6Ri+MdBOWjii6xVlQ8fI24zlfmSkqMi/3tkIuV3yjcbofkjByCfXVgiYiIiJzPjz/+iF/eBdu0tDQqVqzIjz/+iNls3O8zZ84cbDYbH330Eaa8k+cZM2YQFBTE0qVLadasGUlJSXTr1o2oqCgA6tat69i+n5+f4w7xC9m0aZMjlny333477733nuN5q1atGD16NAC1a9dmxYoV/O9//6NDhw4sWbKETZs2sW/fPiIjIwH49NNPqV+/PmvXrqV58+a8+OKLDBgwoEB/gcaNGxfYZ5cuXXjwQaPG96hRo/jf//7H77//TnS0yozIxdHxpeNLyoBdi2Hdx8Z8z3eNi3h3zIPpHeHEHvj8Vhj6o3HX+5UsIxES8nr0VG5x3lUBo2G0T3lIOwp7foPaNxdreOey71gan8ycxnfmdyhnSsXu7oOp8ytw1R3Ff6e5mwe0uAcaD4BV78CKt4zEABhlr6JuMnpe1OlqXEAuaj7l4OaJec3MJ8GGWbD1e9j2IzQdYpTF8j/H/y8nDxhlrDZ+BdiNEkTN7oTWIy+vAbqIXBIlNUo5d4sZf083UrJyOZmeraSGiJySkwOzZhnzgwaBu+4YEZESkJp67tcs/2nKePToudc1/2dA8WmlaS7XjTfeyLRp0wA4efIk7777Lp07d2bNmjVUrVqVf//9l927d+Pv71/gfZmZmezZs4ebb76ZoUOH0rFjRzp06ED79u3p168fFStWvOhYoqOjmT9/foFlAQEBBZ5fe+21ZzyfMmUKANu2bSMyMtJxwRWgXr16BAUFsW3bNpo3b86GDRu45557zhvH6U2cTSYTFSpU4Oj5/nzEeVz8GNPxdSYdX1KqpB2H7x8y5pveC8sPwPKZxvnEHd8ZiY24jfDFQKNfwpXcADe/sXFwtcJd1HbzMHpBrH7PaBjuhKTGsZOJbHjvfqbYfgITWMMbYenzsVECqCR5+kPb0UZS4O9PjdEO9XuBf3jJ7D+wMvR8x2havmQC7FwE66Yb/TeuHQ7XPQxeef9fpB2H5a/D2o/Amm0sa9Abbhpr9M8QEadQUqMMCPRxJyUrV83CRaSg7GwYNsyY79tXSQ0RKRm+F3FXXXGte8FN+VKzZk3H848++ojAwEA+/PBDXnjhBVJTU2natCmz8hPDpwkNNS5azJgxg0ceeYRFixYxZ84cxo4dy+LFi7nmmmsuKhYPD48CsRQHb+8LX3By/8//ESaTCZvNVlwhyeVw8WNMx9eZdHxJqWG3w4+PQWq80ZD5hlEQnHexvm9fCKlpJDJmdoMDK+DrYdD/c+eViLHZzkzQlqTY/NJThRilka/xQCOpsX2BMdLDO6g4IjurjIMbSZtxO72sBwBIb/oAPp0ngJsT+y/6hUHrJ523//B6cNsc2L/CaGZ+cC388aoxUqn1U5CdCivehKxkY/3qbaDDBIi4ynkxiwignhplQn6z8CQ1CxcRERG5aCaTCbPZTEZe4+Srr76aXbt2ERYWRs2aNQtMgYGnSm1cddVVjBkzhpUrV9KgQQNmzzYaf3p4eGC1Wossvr/++uuM5/nleOrWrUtsbCyxsbGO17du3UpiYiL16tUDjLvElyxZUmTxiFwMHV8ipcjGObBtPpjdjAa4ZxuFEdHEaObr5gU7f4L5w43kQknKToMfHoVJlWHnLyW779Pl99OINJIaOVYb244k8+PGwyzaHMefu46xITaR3UdTiEvKJCUzB1t4IwitC9Yso0l2EbLb7WRkWzmaksmehFQ2xCby565j/LTpCEt+mY/l43ZUtR7gGIEc6T4Ln+4vOzeh4UqqtYK7FkO/z6B8TUg/DotGwW8TjYRGhUZGCbYh85XQEHERGqlRBgTnNQs/mZ7t5EhEREREXF9WVhZxcXGAUR7n7bffJjU1le7duwMwaNAgXnvtNXr06MHzzz9P5cqVOXDgAHPnzuWpp54iJyeHDz74gFtuuYWIiAh27NjBrl27GDx4MADVqlVj3759bNiwgcqVK+Pv74+n59kvGuTm5jpiyWcymQgPP1V+YcWKFbz66qv07NmTxYsX8/XXX7NgwQIA2rdvT8OGDRk0aBBTpkwhNzeXBx98kDZt2tCsWTMAnnvuOdq1a0dUVBQDBgwgNzeXhQsXMmrUqKL9YkXQ8aXjS0qtxBhYONKYbzvaSF6kpZ193WrXQ9+Z8OUgo4ySdzB0fKn4+zEAHPkXvrkLju8ynq+b7pQyTskZWfjErMENmLI9kMV/LWdXfCrZ1gsneIZ7XM2T5m1sXvgez/xVC19PN/zyJy+3As99PCxk5tpIycwhJTOX1MxcUjJzSM3KJTkz11iWdeq1XJv9jP35ksFCjzF4mLNZYWuI320zaFynVjF8K6WcyQT1boHoLvDPZ7DsFSPpc+NYo9yUM0cFicgZlNQoA/KbhSdqpIaIiIjIBS1atMhRn9/f3586derw9ddf07ZtWwB8fHz4448/GDVqFLfeeispKSlUqlSJdu3aERAQQEZGBtu3b+eTTz7h+PHjVKxYkYceeoj77rsPgN69ezN37lxuvPFGEhMTmTFjBkOHDj1rLFu2bDmjV4CnpyeZmZmO50888QTr1q1jwoQJBAQEMHnyZDp27AgYF2i///57Hn74YVq3bo3ZbKZTp05MnTrV8f62bdvy9ddfM3HiRF5++WUCAgJo3bp1UX2dpcI777zDa6+9RlxcHI0bN2bq1Km0aHH2ciE5OTlMmjSJTz75hEOHDhEdHc0rr7xCp06dHOtYrVbGjx/P559/TlxcHBEREQwdOpSxY8c6ml9fqXR8XXnHl5QBNht896BxR3rlFtDq8Qu/J7qz0UR83n3w17vgXQ7ajCzeGFdPg1/HG30NvMtBxgnY+7sxcqM4mkpjjH44kpTJ1sPJbD2S7Hj0OLmTXz1TSLd7MnWrF1aM8kT+nm7UrmD0DErNzCU169RkzUs4zMm+jsc9Z9PAtp2kQ9v5137xPYPOx2QCP083Arzc8fN0Y2T2p1TNOMoJt3C8+31O49rVinR/ZY7FDZoNg6uHGF/mFf7/uoirMtnt9jPTuHJBycnJBAYGkpSUdEazuZI29rtNfP5XDI/cVJMRN0c7NRYRcSFpaeDnZ8ynphZpPXoRubJlZmayb98+qlevjpeXl7PDKdOqVavGY489xmOPPebsUBzO9+fvSr+R882ZM4fBgwfz3nvv0bJlS6ZMmcLXX3/Njh07CAsLO2P9UaNG8fnnn/Phhx9Sp04dfv75Z0aMGMHKlSu56iqj5MRLL73E5MmT+eSTT6hfvz7r1q1j2LBhvPjiizzyyCOFiut835WOsZLhisdXcdPfLTmrlW/DL8+Auy/cvxzKRxnLC3M+8dc0WDTamO/6BjS/u+jjS4mH7x6APXml3qK7wC1vw4dtjREm/WdB3W6XvZscq429CWlsPZLE1sPJbMlLYJztBtJ+lt951f1Ddng1ZkHTj6hXMYD6EQFUDvY+a3LbbreTlWszEhyZuZT/7jb8Dy5lX72H2Fj7IcdyRxIkM5e07FzSsqx4uZvxz0tQBHgZozn8vdzx9zJGc/h7uRdY7uNuwWzOi2H7QvhyIGCCoT8ao2xERFxYYc8nNFKjDMgvP6VG4SIiIiIiBU2ePJl77rmHYcOGAfDee++xYMECpk+fzujRo89Y/7PPPuOZZ56hS5cuADzwwAP8+uuvvPHGG3z++ecArFy5kh49etC1a1fAuDj+xRdfsGbNmhL6VCIiRSR+KyyZYMx3fPFUQqOwrnkA0k8YzZUXPAleQdCwT9HFt2uxkdBISzD6eHR8EZrdZdw9H93VGL2xY6EjqWG328nIsZKSV5opv1RTfnmm5PwyTlkFXzuems3uhFSyc88sH2Uxm6gV5ke9igHUizCmphsWwCaIbnoj0R1qX/BjmEwmvNwteLlbCPHzhJZ3wMGlVD/0A9X7vFA8pY1SE+CHvET7dcOV0BCRMkVJjTJA5adERERERM6UnZ3N+vXrGTNmjGOZ2Wymffv2rFq16qzvycrKOuMOdm9vb/7880/H8+uuu44PPviAnTt3Urt2bf7991/+/PNPJk+efM5YsrKyyMrKcjxPTk6+1I8lIlI0crNg7r1GOadaHaHp0Evbzo1PQ8ZJWPuhUY7KKxBqdbj82BY/ZyQtAMLqY7v1I2LcqrJ50xG2HE7GfCCKkUDivz9wy/ZeJGXZC5R5uhR+nm6nkhd5jzXD/PBytxRccdF64zHy7KUML6hOV/AMgKQYOLACqt9wyTGfld1uNFNPS4Cw+nDTs0W7fRERJ1NSowxQo3AROStPT/jqq1PzIiJS6uzfv9/ZIZRqx44dw2q1FmgMDRAeHs727dvP+p6OHTsyefJkWrduTVRUFEuWLGHu3LlYrVbHOqNHjyY5OZk6depgsViwWq28+OKLDBo06JyxTJo0iQkTJhTNB5MioeNLXIo1x+gN4R1Ucvv8/SWI3wQ+5eGWqWf2Dijs+YTJBJ1fNRIbm7+BOXfA4O+gyjWXFlfCDuzf3IkpfjMAq0P78pb5DjZOiyUla59jNQvh3OPpSxDJhCdtJMZex/GaOa+vRH6ZJv+80kzGsoLL/TzdCPR2p1aYP5WDvU+VbjqXjERIyPs/pPIlJjXcvaF+T/j7U6PZelEnNf75HHYsAIsH3PqB0fBaRKQMUVKjDAjyMUZqJKn8lIiczs0N+vZ1dhQiIiKlyptvvsk999xDnTp1MJlMREVFMWzYMKZPn+5Y56uvvmLWrFnMnj2b+vXrs2HDBh577DEiIiIYMmTIWbc7ZswYRowY4XienJxMZGRksX8eESkFstPhk25weIMx6uH6x8FsueDbLsuBVbDiTWO++5vgH37mOhdzPmE2Q6/3IDMJdi+G2f1g6EKo0OCCb83KtbIzLpUthxLx2vQZnQ++hSdZHLf782TO/fweexWQCoCHm5m6FfypXymQuhX8Sd3ajqDY+bzd9Agpre/Fz9NIVvh4WM7a26JIHMobpRFcDfxCL307jW8zkhpbv4curxVds/MT+071OblpbKH+DEREShslNcqA/KSGRmqIiIhISbLZzqw7LWVfafpzDwkJwWKxEB8fX2B5fHw8FSpUOOt7QkND+e6778jMzOT48eNEREQwevRoatSo4Vhn5MiRjB49mgEDBgDQsGFDDhw4wKRJk86Z1PD09MTzIkdOlqbvWkoHu/3Sy/JIMckvE5R/ofy3ibB3KfR6HwIrFc8+M5Nh3r2AHZoMgrrdi2a7Fnfo9yl81gti/zIe7/oZyp369zM9O5dtR5LZfCiZzYeS2HI4mZ3xKfjaUnjZ/UM6W9YC8Ie1Ic+aHiK8SjWGRgTQoFIgDSoFEBXqh7vltP4TAb0hdj7hh5cQHvramaNNisNBI8ZLHqWRr8o1RmLk5H7Y9iM07n+5kYHNavQgyU6FKtfBtcMvf5siIi5ISY0yICi/Ubh6aojI6XJzYd48Y75XL+NOKxGRIuDh4YHZbObw4cOEhobi4eFRfHdDisuw2+1kZ2eTkJCA2WzGw8PD2SFdkIeHB02bNmXJkiX07NkTMBIFS5YsYfjw81/o8fLyolKlSuTk5PDtt9/Sr18/x2vp6emY/9PU1WKxFFkSQseYFAe73U5CQgImkwl3d3dnhyP5Vr8Hm74CkwVaPQprPoD9y2HadUZJqHq3FP0+fx4DiTEQWAU6vXzu9S7hfMLq5s3RrjMJ/LIHPok7SHq/K/+rMpWtKb7EnkwnLjmT/+bWrjFv5U2vdwnnBFaTG9vrj6By64f5PcT/wqWgarYzSiyd2AsJOyCszvnXLwqxa4zHS+2nkc9kgsYDYekk+Hd20SQ1Vr4FMavAw98YOVPcI35ERJxEV7jKgKC8RuEpmbnkWm24WcwXeIeIXBGysiD/AkxqqpIaIlJkzGYz1atX58iRIxw+fNjZ4UgJ8/HxoUqVKmdc1HdVI0aMYMiQITRr1owWLVowZcoU0tLSGDZsGACDBw+mUqVKTJo0CYDVq1dz6NAhmjRpwqFDhxg/fjw2m42nnnrKsc3u3bvz4osvUqVKFerXr88///zD5MmTufPOO4skZh1jUlxMJhOVK1fGYtGFTpew/0/4+Rlj/uYX4NoH4arb4du74PA/8NUdRvPujpPAw6do9rl9gdFvAZNx0dsr4NzrnuV8wm63cyItm9iTGcSeSCf2ZDqxJzI4eDKd2BPpHErMIMdqJ5RH+MZjAlWzDjNgx2P0z36WJPwACPP3pEGlQBpV8KF74qfU2P4+JuxQLgpLn4+pH3FV4T+Ppz9Ub2OUvNqxoPiTGjYbHFxnzFdufvnbazzASGrsXQZJByGw8qVv68hG+O1FY77zKxBc9fLjExFxUbrCVQYEep+6yyYpI4fyfmoAJSIiIsXLw8ODKlWqkJubW6CBspRtFosFNze3UjVqoH///iQkJDBu3Dji4uJo0qQJixYtcjQPj4mJKZCgyczMZOzYsezduxc/Pz+6dOnCZ599RlBQkGOdqVOn8uyzz/Lggw9y9OhRIiIiuO+++xg3blyRxa1jTIqDu7u7EhquIukgfDUE7FZo2BeuecBYXj4K7vwFlr4Ef06B9TPhwEro/TFUbFSoTdtsdo6lZZGdayPHaifHaiM714Y9NZ463z2MOxBT5y62p0WRs/EIuTZbgXVzrDayrTbsKWk8lLfNB2etZ08axJ5MJz37/P8muZlNeAdV4n8Br/L8sSeokxvL7xHvEtN1NpXDQwjx8zT6Pnx7NxzKSxBcdYcxasTT7+K/yzpdjKTG9oVwwxMX//6LcWwnZCWBmzeEF0GviuBqULUVHFgBG+dcevw5mTDvPrDlQJ1u0OS2y49NRMSFmewqqnlJkpOTCQwMJCkpiYCA89zZUEIajv+ZlMxcljzRhqjQS/gRICJlT1oa+OX9e5CaCr5F1HhORETkHFztN7Ir03clcgXLyYQZneHw3xDeEO765ewjMfYuhbn3QWqcUWKp/QQj+XGWxHLsiXT+3H2MP3cfY+XuY5w8ozy1nQ/d36CD5W+22SLpkf0C2Zy/DJl3dibb/tcHgLqPf0OGh5fjtfAATyKDfYgs50NksDeVy/nkPfemQoDXqQoS8VuMz5qZBFE3wcA5sGUeLHgCslPAMxC6T4EGt17EF/gfyUdgct4IjSd2gP/ZeyYVib8/hfkPG4mIYQuLaJufwfzhUL4WDF97aX1Bfn4GVr0NvmHw4CrwDSma2ERESlhhfyNrpEYZEeTjTkpmrvpqiIiIiIiISNlyYh+kxEFYXfAOcnY0l8duh4VPGgkN72AY8Pm5S0vVaAsPrDQueO9YaPTC2PMb9HyXk6YgVu09zp+7j7Fi9zEOHE8v8FaTCTwsZjwsZtzdzPRmCR2sf5ONG28GjKS2Z3ncLWbc89exmIznbsZzN7MJn9xMx/bGda9HxYjyRJbzoVKQN17uhRzxE14fBn0Dn/YwYn+nudEYG6DKtXDrBxBU5eK/x9MFVIRKTY1m6zt+gmbDLm9755PfT6MoSk/lq9cDFo6E47vg0N9QuenFvX/fH7DqHWP+lqlKaIjIFUFJjTIi2MeD2BMZJKZnOzsUERERERERkaJxbDe83xpy0ozngZHGhXLH1ADKRYGllFzeWD8D/vkMTGajpFRwtfOv71seBswmZ/VHmBc/g2X3Yk6+0ZzHsu5jma2xYzWL2cRVkUG0qhnCDbVCaBwZhHv+aIkTe2HaELCCR4dxvNdqSOFiTUtzzA5sUeXSR35HtoD+n8HsAUZCw2SGNqONUktF9ecW3SUvqbGweJMaB9caj5fbJPx0XgFQtxts+tpoGH4xSY3MJJj3AGA3+q9Edyq6uEREXFgp+V9fLiS/r4ZGaoiIiIiIiEiZYM2FefcaCQ13H8hJh6RYY9q56NR6bl4QWsdIcJye7PAt77zYzyZ2DSx8ypi/6Vmo2e6cq1ptdrYeTnaMxFi7vzJVrBN5y30qdc2xfOLxCt969GBb/ce5tnYELaqXw9/rLOWkbFaYd7/xHVZtBdcOL6YPdwE120P/z42EznUPQ5Vrinb7dbrCbxONhttZqZfWm+NCMhIhYbsxX7kIkxoAjQcaSY1N30DHl8CtkL1SfxoFyQchuDrc/GLRxiQi4sKU1Cgjgn08ADipkRoiIiIiIiJSFix/w7j73jMQHlwJHn5wdKvRpyF+c97jVuOC/ZENxnQ6vwqnkhwVGhqP5WuBm0fJf5aUePhqsNHIue4tcP3jZ6wSczy/L0YCK/ccP+OmxeSAKGbU+Jj7sj4hat8semd/D0f2wnXTwSv87PtdMQViV4OHP/ScBmYnNoqP7lR8IwlC6xgX9k/ugz1LjJJORe3QeuMxuBr4hRbttmu0Bf8ISDlsJOwKE/+W7+DfL4yRL73eL55EjoiIi1JSo4wI8jHuyEjK0EgNEcnj4QEzZpyaFxEREREpLQ6th2WvGPNd34DAysZ81euMKZ/NBon7IW5zwWTHyX1Gg+3UOOMidz6zu/H+bv+D8lEl81lys+HrIZByxLj43vNdMJlIy8pl1Z7j/LErgWU7E87oi+Hn6cY1Ncpzfc3yXF8rhKhQP0wmE9ASdtwC3z8IcZuM8lydX4arhxRsMn3kX/j9JWO+y6sQXPXi4i5N5xMmkzFaY9XbsH1h8SQ18ktPFfUoDTCSTY36GUmoDV9cOP6UOPjxMWP++hFQpWXRxyQi4sKU1CgjglR+SkT+y90dhg51dhQiIiIiIhcnOx3m3gd2K9S/FRr2Ofe6ZjOUq2FM9W45tTwrFY5uO21ER96UlQT7lhmJgC6vGWV/Tk8EFIdfnoGYVdg9A9jb7n1+/esoy3ZuYe3+E+RY7Y7V3Mwmrq4SzPW1QmhVM4TGlQNxy++L8V/RnYwm4vPuh72/ww+Pwu4l0P1N8CkHOZkw916w5UKdbsbnvFil7XwiuouR1Nj1s1G6rKj7rOQ3CS/KfhqnazzQSGrsXgypCeceDWK3w/fDIeMkVGwMbUYVTzwiIi5MSY0yIkjlp0RERERERKQs+PU5OL4L/CsaozQuJeng6QeRzY0pn90Ox3bBj4/DgT/huweMREC3yeAVWHTxnyZ9zef4rPkAgJHWB/lm5qECr0eW86Zt7TDa1A7lmqjy+HlexGUa/wpw+1z46x34dQJsm2+McLn1A2O0QsJ28A0zEh3FnbhxBZEtwbscZJyAmFVQ/Yai27bNBgfXGfOVm59/3UsVVgciroLD/8Dmb+CaB86+3rrpRuLD4gm9PnBOOTURESdTUqOMUPkpETlDbi78/LMx37EjuOmffBERERFxcbuXQF4SgB7vGKMOiorJBKG1Ych8+HMy/D7JuHh8cA30/rhI7sC32uxsOpTEsh0JxG5ZyQsnngATTMm9lW8yG+HlbubaGuVpUzuUNtFhVCvvk1dS6hKZzUbj7WrXwzd3wYk9MLMbkDcCpMfb4BtyadsubecTFjeo3Qn+nQ07FhZtUuPYTmOUj5u30ZuluDS+zUhqbJh99qTGsd3wy1hjvsMEIxEiInIFcvH/kaSw1ChcRM6QlQXduhnzqamufxIiIiIiIle29BPw/UPGfIt7oWa74tmP2QKtR0L1tvDtXZB4AKZ3graj4YYnLrqZ9tGUTJbvPMaynQks35XAyfQcgknmB8/n8TLlsMqtOalNn+CzOuE0r1YOL/diaNYdcRXc9wcsGg3/fGYsazoUane89G2WxvOJOl2MpMb2BdDxpaIboXIwr/RUpavB4l402zybhn3g56chbqNRLu30BIo1F+bdCznpUL0NtLiv+OIQEXFxpeB/JCmMQB/11BAREREREZFSym6HBSOMZtrla0H7CcW/z8jmcP+fsOAJ2PQV/P4i7PndKN8UFFlg1YxsK4eTMohLyuRwYgZHkjI5kpTBxoNJbDmcXGDdIE8TX/i8T+WMY+QG1eDa+77hWu+g4v88nn7GyIzoLnBkA7R6tPj36WqibgI3LyNRdXRr0Y2qcDQJL6bSU/l8yhmJqO0/GqM1Or546rU/JxvlxTwDjWbz5nP0WxERuQIoqVFG5DcKT1JSQ0REREREREqbTd/AlnlgdjOSCh4+JbNfrwAyb3mP5Ao3UP730VhiVpL59rXMrfQUv5qu5XBiBnHJmRe8gbBhpUDa1A6lde1Qmu58A8uqf8DdF7fbZkNJJDROV6eLMV2JPHyhRlvYucjoK1JUSY3YvKRGcTUJP13jgUZSY9PXRnLP4mYkM5a+bLze9Q0IrFz8cYiIuDAlNcqI/PJTKVm55FhtuFuUsRcREREREZFSIOmgMVoCoPVTRomfYpCVa2XhpiOsP3Ayb8SFMdriZHoOUJ4qphd4y/1tmuTu4bYDz2LKvZHnc+8gAy8AfD0sVAzypmKgV97kTY1QX66LCiHU39PYyeZvYdXbxnzPdyCsbrF8FjmP6C5GUmPHAmgz8vK3l5lkNF0HqFwCSY1aNxsNz1PjYe/vULUVzL0P7Faof6tRokpE5AqnpEYZEeDtjslkjNhNysghxM/T2SGJiIiIiIiInJ/NBt89YDRhrtTU6GlRxE6mZTNr9QE+WXWAhJSss67j7W7BLagGkwPeYnDWl7Q79jkD3X6nR/B+jt78LsE1mxPg5Xb+pt7xW+D74cZ8q0ehfq8i/yxSCNGd4QeT0XA7+TAERFze9g6uA+wQXA38QosiwvNz84CGfWHN+0YJql2/wPFd4F/RGKVRVH1CRERKMSU1ygiL2USAlztJGTkkpmcrqSEiIiIiIiKub837sO8PcPeBXh8YpXaKyJ6EVKb/uY9v/z5IZo4NgPAAT3o2qURkOR8igozRFhUDvQj0dj8tYXE97OsPc+/FJ2Uf1ebdAu3HwzUPnvuCcsZJ+HKQ0cS5Rlu4aVyRfQ65SH5hRu+Lg2tgx0Jofvflbc/RT6MERmnkazLQODa2zQdbrrGsxztGzw0REVFSoywJ8slPaqivhoiIiIiIiLi4o9th8XPG/M0vQEjNy96k3W5n1d7jfLx8H0u2H3Usrx8RwD031KBLw4p4uBWiXHP1G+CBFTD/YaO/wS/PwJ4l0PM98A8vuK7NBnPvhZP7ILAK9JlRpMkZuQR1uhhJje1FkNSIXWM8lkQ/jXwVm0BoXUjYZjxvcS/UbFdy+xcRcXH6X7YMCfJ25wAoqSEiBg8PePvtU/MiIiIiIq4iNxvm3gPWLKjZAZrdeVmby861sWDTYT5avo8th5MBY1BFuzrh3H1DdVpWL3f+0lFn41MO+n8O62fCojGw5zeYdh30nAa1bz613tJJRokgNy8Y8HnZuZu+NJ9PRHeBX8cbo4Ayk8Er4NK2Y7PllZ8CKjcrsvAuyGSCJrfB4mehfC2jYbiIiDgoqVGGBOU1Cz+Znu3kSETEJbi7w0MPOTsKEREREZEzLXsZ4jaCdzD0ePuS+wQkpmcze00Mn6zcT3yy0S/Dy91M36aRDGtVjRqhfpcXp8kEzYZBlWvh27sgfjPM7gst7zcuNO9ZAn+8aqzb/S2o2Pjy9udKSvP5REhtKBcFJ/bA7l+hwa2Xtp3ju4x+L27eEN6gaGO8kGseAA8fqN3JeBQREQclNcqQIB93wGgULiIiIiIiIleA9BNgcQdPf2dHUngxq+HP/xnz3d8E/woXvYl9x9KYsWIfX687SEaOFYAwf0+GXFeN21pUIdi3iEcWhNWBu5fAkgnw17uw+j3YtxwSY4zXW94PjfsX7T7l0plMRgmqlVONvhqXmtTILz1V6WrjOCtJFvfLL50lIlJGKalRhgRrpIaInM5qheXLjfkbbgCLxbnxiIiIiEjRyEyCrfNh4xzY/ydgh+Bqxp3k4fXzpgbGMrOL/QbMSoV594LdBo0HQr0ehX6r3W5nzb4TfPTnPn7dFo/dbiyvWzGAu6+vTvfGEYXrl3Gp3L2g0ySocSN89wAc3WIsr9rK6AlS1pT284norkZSY9cvYM25tKTEwbykRuXmRRubiIhcFiU1ypBAb+M/aPXUEBEAMjPhxhuN+dRU8PV1bjwiIiIiculys41SRxvnwI6fIDez4Osn9xvT9h9PLXP3gbC6eUmOhnmP9YyST87y89NGnIGR0PmVQr0lx2pj4aYjfLR8H5sOJTmW31QnjLuvr861UeUvvl/G5ah9MzywEn4aCSnx0Hdmyd/FXxJK+/lEZAvwCYH0Y3BgBdRoe/HbiF17alsiIuIylNQoQ/LLTyWq/JSIiIiIiEjpZ7fDwbVGImPzXMg4ceq1kGij3FHDvuDua4waiN9i9HyI3wJHt0FOOhxab0ynC6h82oiOvFEd5WuCpZgvEez4Cf7+BDBBz2lkmP1IOJ5OQmomCSlZHE3JMh6Ts0hIzZtPyeRYajZWmzEsw9PNTO+mlbmzVXVqhl1mv4zL4R8O/T513v7lwswWox/Fhs9h+8KLT2pkJkHCdmO+spIaIiKuREmNMiS//FSiyk+JiIiIiIiUXsf3GImMjXOMUQ35/MKNJEajflChUcHm2tVbG1M+m9XYTn6SI39KioHkg8a06+dT61s8jb4RVVsZ+4i46pKbdwMcSsxg99FUEvISFaknjnDflgcIAL5y78HEmemkZC0q9PZC/DwZcm1VBl1TlXJF3S9Dyq46XYykxo6Fxsigi/k7fXAdjtJufqHFFaGIiFwCJTXKkEAflZ8SEREREREpldKOGaMxNs6BQ+tOLXf3hbrdjURG9TaFH01htkBobWM6vUlyRqIxiuO/yY6cNDjyrzH99S6E1Db22bCvcVG3EI4mZ/LjxiPM//cwG2ITT3vFzvvu/yPAcpLttkieTelJFrmAMfIiLMCTMH8vQv08CfX3JMzfeMyfwvy9CPX3xGIuwRJTUjbUuBHcvCEpFuI2QcVGhX/vwbzSUxqlISLicpTUKEOC1FNDRERERESk9MhON+4g3/gV7P4V7FZjuckCUTdBo/7GneYeRdjLwDsIql5rTPlsNkg8AEc2GA3IdyyEYzvhtxeMqcq1RoKjXk/wKVdgc0npOSzaYiQyVu05Tl6VKMwmqB3uT1iAF11yl9Dx8DqsJjfi27/FJ5UbOxIXfp5uJdsPQ64sHj4QdaPxd3rHwotLasSqSbiIiKtSUqMMUfkpERERERERF5d2HA7/bYzK2DYfslNPvRZxlZHIaNAb/MJKLiazGcpVN6b6vSAzGbb9ABu/hH3LIWaVMf00CmrdTFa9vvya24TvNh9j2Y4Esq02x6auqhLELY0j6NqoImH+Xkb5rGlvA2BpN5Y2199Ucp9LBCC6i5HQ2L4A2o4u3HtstlMjpiKV1BARcTVKapQh+Y3C07KtZOfa8HAzOzkiERERERGRK1RutjHa4fTm3fFbIDWu4HpBVYxERsN+RqkoV+AVAFcNMqakQ7D5G2z/zsF8dAts/xHP7T9yvd2HJGtLEm03kBLWlO5XVeaWxhFElvM5tR2bFeY9YCRuqlwL1z3ivM8kV67anQATxG2ExFgIirzwe47vMhqFu3lDeINiD1FERC6OkhplSICXOyYT2O2QmJFt3BUjIlcud3d49dVT8yIiIiJS9Ox2SI0/lbiIy3s8tgNsuWd/T3B1qNEGGg2AyJbGSAkXZLPZWX3Mi/nxN/HTsbpUyNpDT8sKelhWUNF0gtvcfuc2t9/BVAVsfcHaH4g+tYGVUyFmJXj4Qa/3jD4fUnqUlfMJv1DjOIv9C3b8BC3vvfB78ktPVboaLKX4s4uIlFFKapQhZrOJQG93EtNzSErPUVJD5Ern4QEjRzo7ChEREZGyIycDEraf1mA7L4GRfvzs63sGQnj906YGEFYXPP1KNu6LYLfb2XQoie83HObHjYeJT85yvObmV4u4Rq050iicCrbNmDZ+DVu/h6QYWP6GMVVsbIw8Catr9OMA6PRyoZuNiwspS+cTdbrkJTUWFC6pcVD9NEREXJmSGmVMUF5SIzFDzcJFREREREQuid0OSQf/UzpqMxzfDXbbmeubzFC+5mnJi4bGY2BlKCVNsA8nZjBnbSzfbzjE/uPpjuX+Xm50blCBWxpX4tqo8ljM+Z+nLdRoC11fN+5+3zjHaHZ+5F9jyhfdFa66vSQ/isiZorvC4nGw/0/ISATvoPOvH7vWeIxsUdyRiYjIJVBSo4wJ8vGA4+mcTFOzcJErntUKf/9tzF99NVg03F9ERETkDFmpcHRbwb4X8VsgK+ns63uXgwoNjFEX+UmM0Drg7l2ycRcBq83OHzsTmLX6AL9tP4rNbiz3cjfTvm44tzSOoE10KJ5u5/kd6e4NDW41prRjsGWekeA4uBb8KkD3N0tNYkf+oyydT4TUhJDaRp+b3b9Cwz7nXjczyRiRBVBZSQ0REVekpEYZk98sXCM1RITMTGiR9yM8NRV8fZ0bj4iIiIgz2WyQuP/M0lEn9gH2M9c3u0FI9Jnlo/wrlPqL9EdTMvlqbSxfrInlUGKGY/k1NcrRv3kkN9ergK/nJVwu8A2BFvcYU9JBcPcBn3JFGLmUqLJ2PhHdxUhqbF9w/qTGwXWA3SiZ5hdaUtGJiMhFUFKjjAn28QAgMV0jNURERERE5AqWlQKbvjFKIcVvhvitkJN29nX9KhRMXITXN+7qdvMo2ZiLkc1mZ9Xe48xafYBftsSTmzcsI9DbnT5NKzOwRRVqhhVhr4/AykW3LZGiUKcrrJhijNTIzT738X1wnfGofhoiIi5LSY0yJtA7b6RGukZqiIiIiIjIFciaA+tnwrJXIC2h4GsWTwirU7B0VHgDY4RBGXUiLZtv1x9k9poY9h07ldS5ukoQg1pWpWujini5l+KyQiKFVakZ+IZB2lHYvxxqtjv7eo4m4So9JSLiqpTUKGNUfkpERERERK5IdrvRz+G3iXBir7GsXA2o3+tU8qJcFFjK/mmw3W5n3YGTzPrrAAs3xZFtNZqb+3m60fOqCG5rUZV6EQFOjlKkhJnNEN0J/v4Udiw8e1LDZjP6wQBEaqSGiIirKvu/5q4wKj8lIiIiIiJXnH1/wOJxcPgf47lvGLQdBVcPAYu7c2MrQUkZOXz3zyFmrT7AzvhUx/L6EQHcfk1VbmkccWm9MkTKiuiueUmNn6DL62f2xzm+y2gU7uZtJEJFRMQl6ddMGeMYqaHyUyIiIiIiUtbFbYJfxxs18gE8/KDVo3DNg+BZhP0hXJjdbmfjwSRmrT7A/H8Pk5ljjMrwcjdzS+MIBrWsSqPKgZhKeXNzkSJRo43RwD75EBzZABFXFXw9Nq/0VKWrr6iEqIhIaaOkRhkTlDdS46SSGiIiIiIiUladPAC/vwgbvwLsYHaHZndC65HgF+rs6ErE3oRUftocx4KNR9h6JNmxvHa4H4NaVqXnVZUcPRdFJI+7N0TdBNt/hO0Lz0xqOPppqPSUiIgrU1KjjAnK+9GapPJTIuLuDs89d2peREREpLRLOw7L34C1H4I175ynQW+4aazRP6MMs9vt7IxP5afNR/hpUxw74lMcr3lYzHRtVJHbWlahWdVgjcqQolFWzyfqdDWSGjsWwk3PFHwtNr+fhpqEi4i4MiU1yhg1ChcRBw8PGD/e2VGIiIiIXL7sdPjrXVjxJmTljUqo3gY6TDjzTusyxG63s+VwMgs3HWHR5jj2HktzvOZmNnFtVHk6N6hIpwYVKOfr4cRIpUwqq+cTtTqCyQzxm+HkfgiuZizPTIKE7ca8RmqIiLg0JTXKmPzyU+nZVrJyrXi6WZwckYiIiIiIyCWy5sKGz+H3SZAaZyyr0MhIZkTd5NzYionNZmfDwUR+2nSEnzbHcfBkhuM1D4uZG2qF0LlhRdrXDXOc/4nIRfAtD1WuhQMrjIbh1zxgLD+0HrBDUFXwC3NqiCIicn5KapQx/p5umE1gs0NSeg5hAUpqiFyxbDbYts2Yr1sXzGbnxiMiIiJSWHa7UR7m1wlwfJexLKgK3DTOKDdVxn7XWG121u0/wU+b41i0OY645EzHa17uZtrWDqNzwwrcVCcMf68yVAZIXFtZPp+I7mIkNbYvOJXUUOkpEZFSQ0mNMsZsNhHk48GJtGxOpucQFuDl7JBExFkyMqBBA2M+NRV8fZ0bj4iIiEhhHFgFi8edatjrUx5aPwXNhoGbp3NjK0I5Vht/7T3OT5vj+GVLHMdST/VF9PWw0K5uOJ0bVKBNdCg+Hjp1Fycoy+cTdbrAL8/AgZWQfgJ8yp3WJFxJDRERV6dfRmVQkLc7J9KySVSzcBERERERKU22/QhzBhnz7j5w7UNw3SPgFeDcuIrQ/mNpvP/HHn7aHEdi+qleiAFebnSoV4HODSpwfa0QvNw16l6k2JSrAaF1IWEb7FoMDfvCwfyRGuqnISLi6pTUKIMC1SxcRERERERKo3UfG491ukHXN8C/gnPjKUJHkjJ4a8luvloXi9VmB6C8rwc31w+nU4OKXFujPB5uZai8j4irq9PFSGrsWAARTYxG4W7eEN7A2ZGJiMgFKKlRBgXnNYvTSA0RERERESk10k/A3mXGfIfny0xC43hqFtOW7uHTvw6QnWsD4MboUO5pXYMW1crhZlEiQ8QporvC8jdg9xKo3tpYVulqsKhvjYiIq1NSowwK8s4bqZGukRoiIiIiIlJK7FgIdiuEN4TyUc6O5rIlZ+bw0fJ9fLx8L2nZVgBaVCvHyE7RNK9WzsnRiQgRV4FfBUiNgxVvGcsqq/SUiEhpoKRGGRSUN1LjpJIaIiIiIiJSWmydbzzW6+HcOC5TRraVT1ftZ9qyPY4bzRpUCmBkxzq0rhWCyWRycoQiAoDZDNGdYf0MSDxgLItUk3ARkdJASY0yKCivp0ZShspPiYiIiIhIKZCZBHt+M+br3eLcWC5Rdq6NOetimbpkF0dTsgCICvXlyZuj6dSggpIZIq6oTlcjqZFPIzVEREoFJTXKoPykhspPiVzh3N3hySdPzYuIiIi4qh2LwJYDoXUgNNrZ0VwUq83O/H8P8b/Fu4g5kQ5ApSBvHu9Qm55NItQzQ0qvK+F8onpr8PCD7FQIqgp+Yc6OSERECkFJjTLoVPkpjdQQuaJ5eMBrrzk7ChEREZEL21b6Sk/Z7XZ+2RrPG7/sYGd8KgAhfp480q4m/ZtH4ulmcXKEIpfpSjifcPOEmu1g6/cqPSUiUoooqVEGqVG4iIiIiIiUGlkpsGuxMV+3dJSe+nPXMV77ZQf/xiYCEOjtzv1tohhyXVV8PHSaLVKqtBll/Dt03SPOjkRERApJv7bKoFM9NZTUELmi2WwQE2PMV6liNMITERERcTW7fgFrFpSLgvD6zo7mvP6OOcnrP+9g5Z7jAPh4WLizVXXuaV2DQO8yWp5HrlxXyvlEeH24Y56zoxARkYtQKv5Heuedd6hWrRpeXl60bNmSNWvWnHPdDz/8kBtuuIHg4GCCg4Np3779Gevb7XbGjRtHxYoV8fb2pn379uzatau4P0aJCVb5KREByMiA6tWNKSPD2dGIiIiInN3W00pPuWgz7UOJGdz9yTpufXclK/ccx8NiZliraiwbeSNPdoxWQkPKJp1PiIiIi3L5pMacOXMYMWIEzz33HH///TeNGzemY8eOHD169KzrL126lIEDB/L777+zatUqIiMjufnmmzl06JBjnVdffZW33nqL9957j9WrV+Pr60vHjh3JzMwsqY9VrALzRmpk5tjIzLE6ORoREREREZFzyE43RmoA1HO90lN2u51v1x+k0//+4Ndt8ZhN0L9ZJL+PbMtz3esT6u/p7BBFRERErjgmu91ud3YQ59OyZUuaN2/O22+/DYDNZiMyMpKHH36Y0aNHX/D9VquV4OBg3n77bQYPHozdbiciIoInnniCJ598EoCkpCTCw8OZOXMmAwYMOOt2srKyyMrKcjxPTk4mMjKSpKQkAgICiuCTFh273U7NZ37CarPz15h2VAj0cnZIIuIMaWng52fMp6aCr69z4xERkTIvOTmZwMBAl/yN7Gr0XeXZOh++ugOCqsCjG11qpMaJtGyenruJRVviAGhaNZhXejeiZpifkyMTKSE6nxARkRJW2N/ILj1SIzs7m/Xr19O+fXvHMrPZTPv27Vm1alWhtpGenk5OTg7lypUDYN++fcTFxRXYZmBgIC1btjzvNidNmkRgYKBjioyMvMRPVfxMJtOpZuEZKkElIiIiIiIualte6am6t7hUQuP37Ue5+X9/sGhLHG5mEyM7RvPVfdcqoSEiIiLiAlw6qXHs2DGsVivh4eEFloeHhxMXF1eobYwaNYqIiAhHEiP/fRe7zTFjxpCUlOSYYmNjL+ajlLj8ElSJ6WoWLiIiIiIiLignE3YsMubr9XRqKPnSsnJ5et4mhs1cy7HULGqF+fHdQ6146MaaWMyuk3QRERERuZK5OTuA4vTyyy/z5ZdfsnTpUry8Lq8Ek6enJ56epadeqtEsPI1ENQsXERERERFXtPd3yE6BgEpQqamzo2H9gZOM+GoDB46nA3D39dV5smM0Xu4WJ0cmIiIiIqdz6aRGSEgIFouF+Pj4Asvj4+OpUKHCed/7+uuv8/LLL/Prr7/SqFEjx/L898XHx1OxYsUC22zSpEnRBe9kjvJTGqkhIiIiIiKuaGt+6anuYHZeEYHsXBtvLtnJtKV7sNkhItCL1/s15rqoEKfFJCIiIiLn5tLlpzw8PGjatClLlixxLLPZbCxZsoRrr732nO979dVXmThxIosWLaJZs2YFXqtevToVKlQosM3k5GRWr1593m2WNkE+HgCcVFJD5Mrl5gYPPmhMbi6dwxYREZErTW427FhgzNfr4bQwdsWn0OvdFbzzu5HQuPXqSix6vLUSGiKg8wkREXFZLv+/0ogRIxgyZAjNmjWjRYsWTJkyhbS0NIYNGwbA4MGDqVSpEpMmTQLglVdeYdy4ccyePZtq1ao5+mT4+fnh5+eHyWTiscce44UXXqBWrVpUr16dZ599loiICHr27Omsj1nkgnzUKFzkiufpCe+84+woRERERM60/w/ITAK/cIhsWeK7t9nszFi5n1cWbSc710awjzsv9WpI54YVL/xmkSuFzidERMRFuXxSo3///iQkJDBu3Dji4uJo0qQJixYtcjT6jomJwXzaUOVp06aRnZ1Nnz59CmznueeeY/z48QA89dRTpKWlce+995KYmMj111/PokWLLrvvhivJLz+VpJEaIiIiIiLiarZ+bzzW6Qbmku1ZcSgxg5Ff/8vKPccBuDE6lFd6NyIsoOycD4qIiIiUZSa73W53dhClUXJyMoGBgSQlJREQEODscM7w2V8HePa7zXSsH877dzS78BtEpOyx2+HYMWM+JARMJufGIyIiZZ6r/0Z2JVf0d2XNhddrQcYJGDwfarQpkd3a7Xa+23CIcd9tISUrF293C2O71eW2FlUw6XeSyJl0PiEiIiWssL+RXX6khlwaNQoXEdLTISzMmE9NBV9f58YjIiIiAnBghZHQ8C4HVVuVyC5PpmXzzHebWLjJKE98VZUg/tevCdVC9PtI5Jx0PiEiIi5KSY0yKjivUbiSGiIiIiIi4lLyS0/V7QaW4j8l/X3HUZ76ZiMJKVm4mU081r4W97eJws1ivvCbRURERMTlKKlRRqlRuIiIiIiIuBybFbb9YMzX61Gsu8rMsTLxx63MWh0DQM0wP6b0b0KDSoHFul8RERERKV5KapRRgSo/JSIiIiIiriZ2NaQdBa9AqNa62HaTnWvjwVl/89v2owDc2ao6T3WKxsu9ZJuSi4iIiEjRU1KjjAr2NcpPZeXayMi24u2hH+8iIiIiIuJk+aWnoruCm0ex7MJqszPiqw38tv0onm5mPhjcjDa1Q4tlXyIiIiJS8lREtIzy9bDgZjYBKkElIiIiIiIuwGaDrfON+WIqPWW32xn73SZ+3HgEd4uJ9+5oqoSGiIiISBmjpEYZZTKZCMprFn4yTSWoRERERETEyQ6th5TD4OEPUTcW+ebtdjuTftrOF2tiMZtgSv+ruDE6rMj3IyIiIiLOpfJTZViQjzvHUrM0UkPkSuXmBkOGnJoXERERcaat3xmP0Z3AzbPIN//2b7v54I+9ALx8ayO6NqpY5PsQuaLofEJERFyU/lcqw4LymoUnqVm4yJXJ0xNmznR2FCIiIiJgt58qPVX3liLf/IwV+3hj8U4Anu1Wj37NI4t8HyJXHJ1PiIiIi1L5qTLMUX5KSQ0REREREXGmIxsgKQbcfaBm+yLd9NfrYpnww1YAHmtfi7uur16k2xcRERER16KRGmVYkI8xUkPlp0SuUHY7pKcb8z4+YDI5Nx4RERG5cm393nisdTN4+BTZZn/adIRR324E4K7rq/Nou1pFtm2RK57OJ0RExEVppEYZFpyf1NBIDZErU3o6+PkZU/7JiIiIiEhJs9tPJTXqFV3pqWU7E3jky3+w2aF/s0jGdq2LSRddRYqOzidERMRFKalRhuWXn0pM10gNERERERFxkvgtcGIvuHkZIzWKwNr9J7jvs3XkWO10bVSRl25tqISGiIiIyBVCSY0yLNBbIzVERERERMTJ8kdp1GwPnv6XvbnNh5K4c8ZaMnNstI0O5X/9mmAxK6EhIiIicqVQUqMMC3aM1FBSQ0REREREnGTbfOOx7uWXntp9NIXB09eQkpVLi+rlmDaoKR5uOq0VERERuZLo118ZpkbhIiIiIiLiVEe3Q8J2MLtDdKfL2lTsiXRu/2gNJ9KyaVQ5kI+HNMPbw1JEgYqIiIhIaaGkRhkWpEbhIiIiIiLiTPmjNKJuBK/AS97M0eRMbv94NXHJmdQK8+OTYS3w93IvoiBFREREpDRRUqMMCzqt/JTdbndyNCIiIiIicsXZmpfUqNfjkjdxMi2b2z9ezYHj6VQp58Pnd7ck2NejiAIUERERkdLGzdkBSPEJymsUnm21kZFjxcdDf9wiVxSLBfr0OTUvIiIiUpKO74H4TWB2g+gul7SJ1Kxchs5Yw874VMIDPJl1d0vCA7yKOFAROSudT4iIiIvSVe4yzMfDgofFTLbVxsn0HCU1RK40Xl7w9dfOjkJERESuVFu/Nx6r3QA+5S767Zk5Vu6auZZ/DyYR7OPO53e1JLKcTxEHKSLnpPMJERFxUSo/VYaZTCYCHX011CxcRERERERK0LZLLz2VnWvjwVl/s3rfCfw83fj0zpbUCvcv4gBFREREpDRSUqOMyy9BlaRm4SIiIiJyhXrnnXeoVq0aXl5etGzZkjVr1pxz3ZycHJ5//nmioqLw8vKicePGLFq06Iz1Dh06xO2330758uXx9vamYcOGrFu3rjg/Ruly8gAc/gdMZqjT7aLearXZGfHVBn7bfhRPNzMfD2lGw8qX3mRcRERERMoWJTXKuOC8ZuEnldQQufKkpYHJZExpac6ORkRExCnmzJnDiBEjeO655/j7779p3LgxHTt25OjRo2ddf+zYsbz//vtMnTqVrVu3cv/999OrVy/++ecfxzonT56kVatWuLu789NPP7F161beeOMNgoODS+pjub78URpVW4FfaKHfZrfbGfvdJn7ceAR3i4n37mhKyxrliylIETkvnU+IiIiLUlKjjHOUn8pQ+SkRERERufJMnjyZe+65h2HDhlGvXj3ee+89fHx8mD59+lnX/+yzz3j66afp0qULNWrU4IEHHqBLly688cYbjnVeeeUVIiMjmTFjBi1atKB69ercfPPNREVFnTOOrKwskpOTC0xl2tZLKz31+V8H+GJNLGYTTOl/FTdGhxVDcCIiIiJSmimpUcYFO3pqaKSGiIiIiFxZsrOzWb9+Pe3bt3csM5vNtG/fnlWrVp31PVlZWXh5eRVY5u3tzZ9//ul4Pn/+fJo1a0bfvn0JCwvjqquu4sMPPzxvLJMmTSIwMNAxRUZGXsYnc3FJh+BgXomviyg9lZlj5a3fdgPwdJe6dG1UsTiiExEREZFSTkmNMi4or/yUGoWLiIiIyJXm2LFjWK1WwsPDCywPDw8nLi7urO/p2LEjkydPZteuXdhsNhYvXszcuXM5cuSIY529e/cybdo0atWqxc8//8wDDzzAI488wieffHLOWMaMGUNSUpJjio2NLZoP6Yq2/WA8Rl4DAYVPTMxeHUNCShaVgrwZfG214olNREREREo9N2cHIMUr0FsjNURERERECuvNN9/knnvuoU6dOphMJqKiohg2bFiBclU2m41mzZrx0ksvAXDVVVexefNm3nvvPYYMGXLW7Xp6euLp6Vkin8Hptl186anMHCvTlu0BYPhNNfFw0/13IiIiInJ2+qVYxqlRuIiIiIhcqUJCQrBYLMTHxxdYHh8fT4UKFc76ntDQUL777jvS0tI4cOAA27dvx8/Pjxo1ajjWqVixIvXq1Svwvrp16xITE1P0H6K0SYmHAyuN+brdC/22WaeN0uh9deViCk5EREREygIlNcq4oLyeGklqFC4iIiIiVxgPDw+aNm3KkiVLHMtsNhtLlizh2muvPe97vby8qFSpErm5uXz77bf06HFq1EGrVq3YsWNHgfV37txJ1apVi/YDlEbbfwDsUKkpBBWub0hGtpVpS41RGg9rlIaIiIiIXIDKT5Vx+UkNjdQQuQJZLNCly6l5ERGRK9CIESMYMmQIzZo1o0WLFkyZMoW0tDSGDRsGwODBg6lUqRKTJk0CYPXq1Rw6dIgmTZpw6NAhxo8fj81m46mnnnJs8/HHH+e6667jpZdeol+/fqxZs4YPPviADz74wCmf0aVsvfjSU7NWH+BYahaVg73p3VSjNERchs4nRETERSmpUcYFeec3CldSQ+SK4+UFCxY4OwoRERGn6t+/PwkJCYwbN464uDiaNGnCokWLHM3DY2JiMJtPjQzIzMxk7Nix7N27Fz8/P7p06cJnn31GUFCQY53mzZszb948xowZw/PPP0/16tWZMmUKgwYNKumP51rSjsP+P435urcU6i0Z2VbeW3ZqlIa7RaM0RFyGzidERMRFKalRxp1efsput2MymZwckYiIiIj8n737jpOivv84/tq9Xrij914U6RbA3hWDxt5NVJKfLZJYYkyMxiTGxMTYS+wt9m6sGEVRVBRFERAEBCkCR+eO62X398fcHRDacdzd7t29no/HPGZ2dnbmsyfgzb73+/2oYY0dO5axY8du8bkJEyZs8viggw5i5syZ2z3nMcccwzHHHFMX5TUds9+AaAV0HAKte9XoJU98upBV+aV0a53GifbSkCRJUg34NZgmrqpReFlFlILSihhXI0mSJKnJmvmfYD2gZqM0CkvLue/DylEah/RzlIYkSZJqxN8am7jUpHB1o711hTYLl5qVggLIyAiWgoJYVyNJkpqyorUwf0KwPeD4Gr2kapRG99bpnLBHl3orTVIteT8hSYpThhpNXCgUolXlFFT21ZCaocLCYJEkSapPs8dBpBzaD4C2/bZ7eGFpOfd9MB+AsfbSkOKX9xOSpDjkb47NgM3CJUmSJNWrqqmnatgg/PFJC1ldUEqPNumcuLujNCRJklRzhhrNQHbVSI0ip5+SJEmSVMeK82De+GB7wHHbPTzopVE5SuOQviQ6SkOSJEk7wN8em4Gq6afWOlJDkiRJUl2b+1+oKIU2/aD9bts9/N+TFrKmcpTGCY7SkCRJ0g4y1GgGqqafyrVRuCRJkqS69uVjwXrg8RAKbfPQgpJy7q8cpfHLQ/s5SkOSJEk7zN8gm4GWGTYKlyRJklQPVsyC7z+EUBj2OHu7h1eN0ujZJp3jh3VugAIlSZLU1CTGugDVv6qRGk4/JTUz4TAcdNCGbUmSpLo2+f5gvetoaNl9m4fml5Rz/4fzAEdpSI2C9xOSpDhlqNEMtKzsqZFro3CpeUlLgwkTYl2FJElqqorWwtfPBNsjL9zu4f+etIC1hWX0apvBcY7SkOKf9xOSpDhl1N4M2ChckiRJUp376kkoK4T2A6Dn/ts8NH+TXhp9HaUhSZKkWvM3yWYgu3L6qXU2CpckSZJUFyIV8PkDwfbIC7bbIPyxTxawrrCM3m0zOHaoozQkSZJUe4YazUCrjKrppxypITUrBQXQrl2wFBTEuhpJktSUzP0vrF0AqS1h8KnbPHR9cRkPTKwcpXGYozSkRsP7CUlSnLKnRjPQsnqkRhnRaJTQdr5FJakJWbUq1hVIkqSm6LP7gvUeP4Xk9G0e+u9JCzcapdGlAYqTVGe8n5AkxSG/ItMMVDUKL49EyS8pj3E1kiRJkhq1lbNh/vsQCsPw87Z56PrisupeGr86rB8JYb9gJUmSpJ1jqNEMpCYlkJoU/KdeZ7NwSZIkSTtj8v3BepcfQase2zz0sU8WkFtURp92GfzYXhqSJEmqA4YazcTGU1BJkiRJUq0U58LUp4Ptkedv89C84jIemPg94CgNSZIk1R1DjWaiagqqdUWlMa5EkiRJUqP11ZNQVgDt+kOvg7Z56GMfB6M0+rbP5JghjtKQJElS3TDUaCaqQo21jtSQJEmSVBuRCHz+QLA94nwIbX3kRTBKw14akiRJqnuJsS5ADaNq+qncQkdqSM1GOAx77bVhW5IkaWd89y6smQ8p2TD09G0e+ujHC8grLqdv+0yOHtypgQqUVKe8n5AkxSlDjWaiVYYjNaRmJy0NPv881lVIkqSm4rN7g/UeP4XkjK0elltUxoOVozQucZSG1Hh5PyFJilNG7c1Eto3CJUmSJNXWqrkwbzwQguH/t81DH/n4e/KKy+nXPpPRjtKQJElSHTPUaCZsFC5JkiSp1iZX9tLY5Sho3Wurh+UWlfHQR98DcMnhjtKQJElS3TPUaCZaVYUajtSQmo/CQujZM1gKC2NdjSRJaqyK82Dqk8H2yPO3eejDH33P+uJydumQyehBjtKQGjXvJyRJccqeGs3EhumnHKkhNRvRKCxcuGFbkiSpNr5+Gkrzoe0u0PuQrR6WW1TGwx9XjtI4bBfCjtKQGjfvJyRJccqRGs2EIzUkSZIk7bBIBD67L9gecT6Eth5UPFQ5SmPXDi340aCODVSgJEmSmhtDjWaiZXrlSI0iQw1JkiRJNTTvPVgzD1KyYOgZWz0st7CMRzbqpeEoDUmSJNUXQ41morpReGEpkYjDRiVJkiTVwOTKURq7/wRSMrd62EMfzWd9STn9O7bgqIGO0pAkSVL9MdRoJrLTglAjEoX1JeUxrkaSJElS3Fs9D+b+FwjB8P/b6mHrCkt55OMFAFxymKM0JEmSVL8MNZqJ1KQE0pISgGBouCRJkiRt0+QHgnW/I6BNn60e9twXi6tHaYxylIYkSZLqWWKsC1DDaZWeRFFuBWsLS+neJj3W5Uiqb6EQDBiwYVuSJKmmStbD1CeD7ZEXbPPQBasLARg1sKOjNKSmxPsJSVKcMtRoRrLTk1maW2yzcKm5SE+Hb76JdRWSJKkx+voZKMmDNn2h96HbPDS38v6iqo+fpCbC+wlJUpxy+qlmpGXahmbhkiRJkrRF0ShMvj/YHnEBhLd925hXGWpU9fGTJEmS6pOhRjPSKqMq1HCkhiRJkqStmP8+rJoDyS1g2BnbPTzXUEOSJEkNyFCjGclOSwYMNaRmo7AQBg4MlsLCWFcjSZIai8/uC9bDzoSUFts93FBDaqK8n5AkxSl7ajQjrSrnuF1X5PRTUrMQjcLMmRu2JUmStmfNfJjzdrA94vwavcRQQ2qivJ+QJMUpR2o0I1WN+xypIUmSJGmLJj8IRKHv4dC273YPj0Si9tSQJElSgzLUaEZaVk8/5UgNSZIkSf+jJB++eiLYHnFBjV6SX1pOpPIL3FmGGpIkSWoAhhrNSNVIjbWO1JAkSZL0v6Y9CyW50Lp3MFKjBnIr7y1SEsOkJiXUZ3WSJEkSYKjRrLRMD0ZqVM15K0mSJElAMF/+5PuD7RHnQ7hmt4r205AkSVJDM9RoRqobhTv9lCRJkqSNff8BrPwWkjNh2Jk1fpn9NCRJktTQEmNdgBpOdmWokVtURiQSJRwOxbgiSfUqFIIePTZsS5Ikbc1nlaM0hp4Bqdk1fpkjNaQmzPsJSVKcMtRoRqoahUeisL64vDrkkNREpafDggWxrkKSJMW7tQtg9pvB9ojzd+ilhhpSE+b9hCQpTjn9VDOSnBgmIzlo3rfWKagkSZIkAXz+IBCFPodCu1126KWGGpIkSWpohhrNTFWz8HU2C5ckSZJUWgBf/jvYHnHBDr+8KtTIMtSQJElSAzHUaGZa2ixcaj6KimD48GApKop1NZIkKR5New6Kc6FVT+h3xA6/3JEaUhPm/YQkKU7ZU6OZ2RBqOFJDavIiEfjiiw3bkiRJG4tGYXJlg/AR50M4YYdPYaghNWHeT0iS4pQjNZqZqmbhjtSQJEmSmrkFE2HFTEhKh2Fn1eoUhhqSJElqaIYajVU0Cmu+D+bA3QFVIzXWOlJDkiRJat4+uy9YDz0D0lrW6hR5hhqSJElqYIYajdUDh8Idw2DhpB16WVWokWujcEmSJKn5WrcIZr8ZbI84v9anqR6pkW6oIUmSpIZhqNFYte4VrHOm7dDLnH5KkiRJEp8/CNEI9DoI2vev9WmcfkqSJEkNzVCjseo4JFjvaKjh9FOSJEmSIhWQkAIjL6z1KaLRKHnF5YChhiRJkhpOYqwLUC11HBysc6bv0MtapleO1HD6Kal5aNs21hVIkqR4NOqvsP9lkNaq1qfILymnIhIFDDWkJsv7CUlSHDLUaKyqRmqsngcl+ZCSWaOXtaocqeH0U1IzkJEBK1fGugpJkhSvMnbuw8qqqaeSE8OkJiXURUWS4on3E5KkOOX0U41VZjto0QmIwvJvavyyltWhhiM1JEmSJNWe/TQkSZIUC4YajVn1FFQ176uRXdkoPK+4rHqouCRJkiTtKEMNSZIkxYKhRmNWi2bhVSM1olHIs6+G1LQVFcHBBwdLUVGsq5EkqcZ69uzJddddx6JFi2JdirYhz1BDatq8n5AkxSlDjcasaqTGspqHGkkJYTJTglYqNguXmrhIBD74IFgikVhXI0lSjV166aW89NJL9O7dmyOOOIJnnnmGkpKSWJel/+FIDamJ835CkhSnDDUas06VIzVWzIKKmgcULW0WLkmSpDh26aWXMnXqVCZPnsxuu+3GL3/5Szp16sTYsWP58ssvY12eKhlqSJIkKRYMNRqzlj0huQVUlMCquTV/mc3CJUmS1Ajsscce3HHHHSxdupQ//vGPPPjggwwfPpxhw4bx8MMPE43aIy6WDDUkSZIUC40i1Lj77rvp2bMnqampjBw5ksmTJ2/12G+++YaTTjqJnj17EgqFuO222zY75k9/+hOhUGiTpX///vX4DupJOFyrZuEtK5uFrytypIYkSZLiV1lZGc899xzHHnssv/71r9lrr7148MEHOemkk/j973/PWWedFesSm7WqUCPLUEOSJEkNKDHWBWzPs88+y+WXX869997LyJEjue222xg1ahSzZ8+mffv2mx1fWFhI7969OeWUU7jsssu2et6BAwfy7rvvVj9OTIz7H8WWdRwMiz6BnOkw9PQavaRqpMbaAkdqSJIkKf58+eWXPPLIIzz99NOEw2HOPvtsbr311k2+iHTCCScwfPjwGFap3KJywJEakiRJalhx/0n+LbfcwnnnnceYMWMAuPfee3njjTd4+OGH+d3vfrfZ8cOHD6++udnS81USExPp2LFj/RTdkKqbhX9d45dUTz9lo3BJkiTFoeHDh3PEEUdwzz33cPzxx5OUtPmH5r169eL002v2pR7VD6efkiRJUizEdahRWlrKlClTuOqqq6r3hcNhDj/8cCZNmrRT5547dy6dO3cmNTWVffbZhxtuuIHu3btv9fiSkhJKSkqqH+fl5e3U9etMVbPwnOkQjUIotN2XtEoPpp/KtVG41PSlp8e6AkmSdtj8+fPp0aPHNo/JyMjgkUceaaCKtCWGGlIz4P2EJCkOxXVPjVWrVlFRUUGHDh022d+hQwdycnJqfd6RI0fy6KOPMm7cOO655x6+//57DjjgANavX7/V19xwww1kZ2dXL926dav19etUu/4QToTidZC7uEYvqbrpWGujcKlpy8iAgoJgyciIdTWSJNXYihUr+Oyzzzbb/9lnn/HFF1/EoCJtSZ6hhtS0eT8hSYpTcR1q1Jcf/ehHnHLKKQwZMoRRo0bx5ptvsm7dOp577rmtvuaqq64iNze3elm8uGYBQr1LTIF2uwXbOdNr9JKW6VWNwg01JEmSFH8uvvjiLf6+vWTJEi6++OIYVKQtcaSGJEmSYiGuQ422bduSkJDA8uXLN9m/fPnyOu2H0bJlS3bZZRe+++67rR6TkpJCVlbWJkvcqO6rMa1Gh7eq6qnh9FOSJEmKQzNnzmSPPfbYbP/uu+/OzJkzY1CR/lc0GjXUkCRJUkzEdaiRnJzMnnvuyfjx46v3RSIRxo8fzz777FNn18nPz2fevHl06tSpzs7ZoDbuq1ED1Y3CnX5KatqKi+Hoo4OluDjW1UiSVGMpKSmbfbEJYNmyZSQmxnVbwGajoLSCikgUMNSQmizvJyRJcSru7wguv/xyzjnnHPbaay9GjBjBbbfdRkFBAWPGjAHg7LPPpkuXLtxwww1A0Fy86ttbpaWlLFmyhKlTp5KZmUnfvn0BuOKKK/jxj39Mjx49WLp0KX/84x9JSEjgjDPOiM2b3FlVIzV2dPopR2pITVtFBbz55oZtSZIaiSOPPJKrrrqK//znP2RnZwOwbt06fv/733PEEUfEuDrBhqmnkhPCpCbF9XflJNWW9xOSpDgV96HGaaedxsqVK7n22mvJyclh2LBhjBs3rrp5+KJFiwiHN/wSvXTpUnbffffqxzfddBM33XQTBx10EBMmTADghx9+4IwzzmD16tW0a9eO/fffn08//ZR27do16HurM1WhRu4iKFwD6a23eXjLym9S5RWXU14RITHBmxBJkiTFj5tuuokDDzyQHj16VP9uP3XqVDp06MDjjz8e4+oEkFs56jsrLYlQKBTjaiRJktScxH2oATB27FjGjh27xeeqgooqPXv2JBqNbvN8zzzzTF2VFh9Ss6FlD1i3EJbPgF4HbvPwjYeH5xWX0zojub4rlCRJkmqsS5cuTJs2jSeffJKvv/6atLQ0xowZwxlnnEFSklMdxYMN/TQaxS2lJEmSmhB/A20qOg4OQo1l07YbaiQmhGmRmsj64nLWFpYaakiSJCnuZGRkcP7558e6DG2FTcIlSZIUK4YaTUWnofDt6zvULHx9cbnNwiVJkhS3Zs6cyaJFiygt3bQX3LHHHhujilQlz1BDkiRJMVJvocbixYsJhUJ07doVgMmTJ/PUU08xYMAAv3FVH6qbhU+r0eGt0pNZvKaI3CKbhUuSJCm+zJ8/nxNOOIHp06cTCoWqp5et6t1QYcPamHOkhiRJkmKl3jpEn3nmmbz//vsA5OTkcMQRRzB58mSuvvpqrrvuuvq6bPPVcUiwXjkbyoq3e3jVzcfaAkdqSJIkKb5ccskl9OrVixUrVpCens4333zDhx9+yF577bVZTz3FhqGGJEmSYqXeQo0ZM2YwYsQIAJ577jkGDRrEJ598wpNPPsmjjz5aX5dtvrI6Q1priFbAipnbPbxletBHY12RoYbUZGVkQDQaLBkZsa5GkqQamzRpEtdddx1t27YlHA4TDofZf//9ueGGG/jVr34V6/KEoYbULHg/IUmKU/UWapSVlZGSkgLAu+++Wz3vbf/+/Vm2bFl9Xbb5CoWgU+VojRr01WiVHtx8rCt0+ilJkiTFl4qKClq0aAFA27ZtWbp0KQA9evRg9uzZsSxNlapCjSxDDUmSJDWwegs1Bg4cyL333svEiRN55513OOqoowBYunQpbdq0qa/LNm/VfTW2H2q0TKsKNRypIUmSpPgyaNAgvv76awBGjhzJjTfeyMcff8x1111H7969Y1ydwJEakiRJip16CzX+8Y9/cN9993HwwQdzxhlnMHToUABeffXV6mmpVMc6Bj/jmjQLd/opqRkoLoZTTgmW4u332pEkKV5cc801RCIRAK677jq+//57DjjgAN58803uuOOOGFcnMNSQmgXvJyRJcSqxvk588MEHs2rVKvLy8mjVqlX1/vPPP5/09PT6umzzVj1SYwZEIhDeembV0umnpKavogJeeCHYtpeRJKkRGTVqVPV23759+fbbb1mzZg2tWrUiFArFsDJVyTPUkJo+7yckSXGq3kZqFBUVUVJSUh1oLFy4kNtuu43Zs2fTvn37+rps89amLySmQlkBrJm/zUM3hBqO1JAkSVL8KCsrIzExkRkzZmyyv3Xr1gYacaR6pEa6oYYkSZIaVr2FGscddxz//ve/AVi3bh0jR47k5ptv5vjjj+eee+6pr8s2bwmJ0GFgsL2dKaiqpp9a60gNSZIkxZGkpCS6d+9ORUVFrEvRVkSjUaefkiRJUszUW6jx5ZdfcsABBwDwwgsv0KFDBxYuXMi///1v58GtT9VTUG0n1Ki8+ch1pIYkSZLizNVXX83vf/971qxZE+tStAWFpRWUR6KAoYYkSZIaXr2FGoWFhbRo0QKA//73v5x44omEw2H23ntvFi5cWF+XVcchwTpn+jYPqxqpsb6knLKKSH1XJUmSJNXYXXfdxYcffkjnzp3Zdddd2WOPPTZZdtTdd99Nz549SU1NZeTIkUyePHmrx5aVlXHdddfRp08fUlNTGTp0KOPGjdvq8X//+98JhUJceumlO1xXY1U1SiMpIURaUkKMq5EkSVJzU2+Nwvv27csrr7zCCSecwNtvv81ll10GwIoVK8jKyqqvy6oq1Fi27ZEaG3+jKreojLaZKfVZlSRJklRjxx9/fJ2d69lnn+Xyyy/n3nvvZeTIkdx2222MGjVqq73+rrnmGp544gkeeOAB+vfvz9tvv80JJ5zAJ598wu67777JsZ9//jn33XcfQ4YMqbN6G4ONp56yz4kkSZIaWr2FGtdeey1nnnkml112GYceeij77LMPEIza+N+bAdWhDgMhFIaCFbB+ObTosMXDEsIhslITySsuZ12hoYYkSZLixx//+Mc6O9ctt9zCeeedx5gxYwC49957eeONN3j44Yf53e9+t9nxjz/+OFdffTWjR48G4KKLLuLdd9/l5ptv5oknnqg+Lj8/n7POOosHHniA66+/frt1lJSUUFJSUv04Ly9vZ99azFSFGllOPSVJkqQYqLfpp04++WQWLVrEF198wdtvv129/7DDDuPWW2+tr8sqOR3a9A22tzMFVauMYAqq3CKbhUtNUno65OcHS3p6rKuRJKnBlZaWMmXKFA4//PDqfeFwmMMPP5xJkyZt8TUlJSWkpqZusi8tLY2PPvpok30XX3wxRx999Cbn3pYbbriB7Ozs6qVbt247+G7ih03CpWbC+wlJUpyqt1ADoGPHjuy+++4sXbqUH374AYARI0bQv3//+rysqvtqfL3Nw6qaha8tsFm41CSFQpCRESxODSFJakTC4TAJCQlbXWpq1apVVFRU0KHDpqOXO3ToQE5OzhZfM2rUKG655Rbmzp1LJBLhnXfe4aWXXmLZsmXVxzzzzDN8+eWX3HDDDTWu5aqrriI3N7d6Wbx4cY1fG28MNaRmwvsJSVKcqrfppyKRCNdffz0333wz+fn5ALRo0YJf//rXXH311YTD9ZqnNG8dB8OMF7Y7UiO7sln4uiJDDUmSJMWPl19+eZPHZWVlfPXVVzz22GP8+c9/rtdr33777Zx33nn079+fUChEnz59GDNmDA8//DAAixcv5pJLLuGdd97ZbETHtqSkpJCS0jSmfM0z1JAkSVIM1VuocfXVV/PQQw/x97//nf322w+Ajz76iD/96U8UFxfz17/+tb4urY6Dg/V2moW3Sg9uQtYVOv2U1CSVlMAFFwTb990HTeSDFElS03fcccdttu/kk09m4MCBPPvss/z85z+v0Xnatm1LQkICy5cv32T/8uXL6dix4xZf065dO1555RWKi4tZvXo1nTt35ne/+x29e/cGYMqUKaxYsYI99tij+jUVFRV8+OGH3HXXXZSUlOzQaJLGyJEaUjPh/YQkKU7V23CJxx57jAcffJCLLrqIIUOGMGTIEH7xi1/wwAMP8Oijj9bXZQUbpp9aMx9K1m/1sKrpp9YVOlJDapLKy+Gxx4KlvDzW1UiStNP23ntvxo8fX+Pjk5OT2XPPPTd5TSQSYfz48eyzzz7bfG1qaipdunShvLycF198sTpoOeyww5g+fTpTp06tXvbaay/OOusspk6d2uQDDTDUkJoN7yckSXGq3kZqrFmzZou9M/r378+aNWvq67ICyGwHLTrB+mWw/BvovvcWD2tZPf2UIzUkSZIU34qKirjjjjvo0qXLDr3u8ssv55xzzmGvvfZixIgR3HbbbRQUFDBmzBgAzj77bLp06VLdH+Ozzz5jyZIlDBs2jCVLlvCnP/2JSCTClVdeCQRT6g4aNGiTa2RkZNCmTZvN9jdVhhqSJEmKpXoLNYYOHcpdd93FHXfcscn+u+66iyFDhtTXZVWl45Ag1MiZvo1Qo7JRuCM1JEmSFEdatWpFaKOmtNFolPXr15Oens4TTzyxQ+c67bTTWLlyJddeey05OTkMGzaMcePGVTcPX7Ro0Sb9/oqLi7nmmmuYP38+mZmZjB49mscff5yWLVvWyXtrCqpCjSxDDUmSJMVAvYUaN954I0cffTTvvvtu9dDuSZMmsXjxYt588836uqyqdBwMc9+GZV9v9ZCqUCPXUEOSJElx5NZbb90k1AiHw7Rr146RI0fSqlWrHT7f2LFjGTt27BafmzBhwiaPDzroIGbOnLlD5//fczR1jtSQJElSLNVbqHHQQQcxZ84c7r77br799lsATjzxRM4//3yuv/56DjjggPq6tAA6VY6GyZm+1UOqpp9aa6NwSZIkxZFzzz031iVoGww1JEmSFEv1FmoAdO7cmb/+9a+b7Pv666956KGHuP/+++vz0uo4OFivmAUVZZCw+Q2HjcIlSZIUjx555BEyMzM55ZRTNtn//PPPU1hYyDnnnBOjygSQZ6ghSZKkGApv/xA1Si17QkoWVJTAqjlbPKRV5UiNqm9aSZIkSfHghhtuoG3btpvtb9++PX/7299iUJGqRKNRR2pIkiQppgw1mqpwGDoMCra3MgVVVU+N/JJySssjDVWZpIaSng4rVgRLenqsq5EkqcYWLVpEr169Ntvfo0cPFi1aFIOKVKWorIKyiihgqCE1ed5PSJLilKFGU1Y1BdWyaVt8ukVqElX9Fx2tITVBoRC0axcsGzVblSQp3rVv355p0zb/Hfbrr7+mTZs2MahIVaruGxLDIdKTE2JcjaR65f2EJClO1XlPjRNPPHGbz69bt66uL6mtqW4WvuVQIyEcIjstiXWFZawrLKVdi5QGLE6SJEnasjPOOINf/epXtGjRggMPPBCADz74gEsuuYTTTz89xtU1bxtPPRXyQ05JkiTFQJ2HGtnZ2dt9/uyzz67ry2pLqkZq5EyDaHSL36xoWRVqOFJDanpKSuDyy4PtW26BFINLSVLj8Je//IUFCxZw2GGHkZgY3LJEIhHOPvtse2rEWG5hcN+Q5dRTUtPn/YQkKU7VeajxyCOP1PUpVVvtdoNwEhTnQu5iaNl9s0NapifD6kLWFRpqSE1OeTn861/B9o03ehMiSWo0kpOTefbZZ7n++uuZOnUqaWlpDB48mB49esS6tGavaqSGoYbUDHg/IUmKU3UeaiiOJCZDu/6wfHrQV2OLoUZwM7K2sLShq5MkSZK2qV+/fvTr1y/WZWgjecXlgE3CJUmSFDs2Cm/qqvtqTN/i0y0rb0ZyHakhSZKkOHHSSSfxj3/8Y7P9N954I6ecckoMKlKVjXtqSJIkSbFgqNHUVffV2EqokZ4MOFJDkiRJ8ePDDz9k9OjRm+3/0Y9+xIcffhiDilRlQ6jhoH9JkiTFhqFGU9exaqTGtC0+XTX9lI3CJUmSFC/y8/NJTk7ebH9SUhJ5eXkxqEhV8hypIUmSpBgz1GjqOg4K1rmLoXDNZk+3qhyp4fRTkiRJiheDBw/m2Wef3Wz/M888w4ABA2JQkao4/ZQkSZJizTHDTV1qNrTsAesWBlNQ9T5ok6dtFC5JkqR484c//IETTzyRefPmceihhwIwfvx4nnrqKV544YUYV9e8GWpIkiQp1gw1moNOQ7YaalTdjKxzpIbU9KSlwfffb9iWJKmR+PGPf8wrr7zC3/72N1544QXS0tIYOnQo7733Hq1bt451ec2aoYbUjHg/IUmKU4YazUHHITDrtS321aiafmqdIzWkpicchp49Y12FJEm1cvTRR3P00UcDkJeXx9NPP80VV1zBlClTqKioiHF1zVdVqJFlqCE1fd5PSJLilD01moPqZuHTN3vKRuGSJEmKVx9++CHnnHMOnTt35uabb+bQQw/l008/jXVZzZojNSRJkhRrjtRoDjoODtYrZ0NZESRtGDbaMi0YqVFYWkFJeQUpiQmxqFBSfSgthauvDrb/+ldITo5tPZIk1UBOTg6PPvooDz30EHl5eZx66qmUlJTwyiuv2CQ8DhhqSM2I9xOSpDjlSI3mIKszpLeBaAWsmLXJUy1SEwmHgu1c+2pITUtZGdx0U7CU+fdbkhT/fvzjH7Prrrsybdo0brvtNpYuXcqdd94Z67JUqbisgtLyCGCoITUL3k9IkuKUoUZzEAptGK3xP1NQhcOhDc3CnYJKkiRJMfTWW2/x85//nD//+c8cffTRJCQ4ijieVI3SSAiHyExx0L8kSZJiw1Cjuajuq7GtZuGGGpIkSYqdjz76iPXr17PnnnsycuRI7rrrLlatWhXrslSpukl4aiKhUCjG1UiSJKm5MtRoLrbRLDy7sln42sLShqxIkiRJ2sTee+/NAw88wLJly7jgggt45pln6Ny5M5FIhHfeeYf169fHusRmzX4akiRJigeGGs1F9fRTMyBSsclTLStvSlauL2noqiRJkqTNZGRk8LOf/YyPPvqI6dOn8+tf/5q///3vtG/fnmOPPTbW5TVbVT34DDUkSZIUS4YazUXbfpCYBmUFsOb7TZ4a3LUlAM99sZhoNBqD4iRJkqQt23XXXbnxxhv54YcfePrpp2NdTrNWPf2UoYYkSZJiyFCjuQgnQIcBwXbO15s8dc4+PUhNCjPth1w+nOucxZIkSYo/CQkJHH/88bz66quxLqXZcvopSZIkxQNDjeZkK3012mSmcNbIHgDcOX6uozWkpiItDWbMCJa0tFhXI0mSGjlDDamZ8X5CkhSnDDWak6q+GsumbfbU+Qf2JjkxzBcL1/Lp/DUNXJikehEOw8CBwRL2n3tJkrRzDDWkZsb7CUlSnPL/Ss1Jp6HB+n9GagB0yErltL26AXDne3MbsipJkiRJjUCeoYYkSZLigKFGc9J+AITCULAC1i/f7OkLD+5DYjjEJ/NWM2WhozWkRq+0FP70p2ApLY11NZIkqZFzpIbUzHg/IUmKU4YazUlyOrTpF2znbD4FVZeWaZy0R1cA7nrvu4asTFJ9KCuDP/85WMrKYl2NJElq5Aw1pGbG+wlJUpwy1GhuqvpqbCHUALjo4D6EQ/D+7JVM/yG3AQuTJEmSFM8MNSRJkhQPDDWam200Cwfo2TaD44Z1AeCu9+2tIUmSJClQFWpkGWpIkiQphgw1mptOQ4L1FpqFV7n4kD6EQvD2N8v5NievgQqTJEmSFM8cqSFJkqR4YKjR3HSsDDXWzIOS9Vs8pG/7Fowe1AmAu9+f11CVSZIkSYpTxWUVlJRHAMhON9SQJElS7BhqNDcZbaFF52B7+TdbPeziQ/oC8Pq0pcxbmd8QlUmSJEmKU3mVozTCIchMToxxNZIkSWrODDWao+301QAY0DmLw3frQDQK/3K0hiRJktSsbdxPIxwOxbgaSZIkNWeGGs1RdV+NrYcaAGMPDUZrvDJ1CYvXFNZ3VZLqWmoqTJ4cLKmpsa5GkiQ1YvbTkJoh7yckSXHKUKM5qhqpsY1m4QDDurXkgH5tqYhE+dcER2tIjU5CAgwfHiwJCbGuRpIkNWKGGlIz5P2EJClOGWo0R1XNwlfMhIqybR76q8P6AfDClMUsyy2q78okSZIkxSFDDUmSJMULQ43mqGUPSMmCilJYNWebhw7v2ZqRvVpTVhHlvg/mN1CBkupEaSn885/BUloa62okSVIjtnFPDUnNhPcTkqQ4ZajRHIXD0GFQsL2NZuFVqkZrPD15ESvWF9dnZZLqUlkZXHllsJRte1SWJEnStjhSQ2qGvJ+QJMUpQ43mqrpZ+Lb7agDs26cNu3dvSUl5hAcnfl/PhUmSJEmKN4YakiRJiheGGs1VdbPw7Y/UCIVC/PLQvgA88elC1hQ47FSSJElqTgw1JEmSFC8MNZqrqmbhOdMgGt3u4Yfs2p6BnbMoLK3gkY8drSFJkiQ1J3mGGpIkSYoThhrNVbv+EE6C4lxYt2i7h288WuPRjxdUf1NLkiRJUtPnSA1JkiTFC0ON5ioxGdr3D7Zr0FcD4MgBHdmlQybrS8r59ycL6q82SZIkSXHFUEOSJEnxwlCjOetY82bhAOFwiIsPCUZrPPTx9+SXlNdXZZIkSZLiiKGGJEmS4oWhRnO2cV+NGjpmSGd6tc1gXWEZT366sJ4Kk1QnUlPh/feDJTU11tVIkqRGzFBDaoa8n5AkxSlDjeas4+BgXcORGgAJ4RC/OLgPAA9MnE9RaUV9VCapLiQkwMEHB0tCQqyrkSRJjVRJeQXFZREAsgw1pObD+wlJUpwy1GjOOg4K1rmLoXBNjV92/O5d6NoqjVX5pTzz+fabjEuSJElqvKpGaYRC0CIlMcbVSJIkqbkz1GjOUrOhVc9gewdGayQlhLmocrTGfR/Mp6Tc0RpSXCorg7vvDpayslhXI0mSGqm8ylAjKzWJcDgU42okNRjvJyRJccpQo7mrnoKq5n01AE7esysds1LJySvmhSk/1ENhknZaaSmMHRsspaWxrkaSJDVS9tOQminvJyRJccpQo7nrODRY78BIDYCUxAQuOKg3APdMmEdZRaSuK5MkSZIUBww1JEmSFE8MNZq7qpEay3ZspAbA6cO70zYzmR/WFvHKV0vquDBJkiRJ8cBQQ5IkSfHEUKO56zQkWK+aA2VFO/TStOQE/u+AYLTGvybMoyISrevqJEmSJMVYbqGhhiRJkuKHoUZz16ITpLeBaAWsmLXDL//J3j1omZ7E96sKeH3a0nooUJIkSVIs5RaVA5BlqCFJkqQ4YKjR3IVC0LFytMbCT3b45Zkpifxsv14A3P3+d0QcrSFJkiQ1KU4/JUmSpHhiqCHof3Swnnw/VJTv8MvP2bcnLVISmbM8n//OXF7HxUmSJEmKJUMNSZIkxRNDDcGwsyCtNaxbCLNe3eGXZ6clcc6+PQG48725RKOO1pDiQkoKvP56sKSkxLoaSZLUSBlqSM2U9xOSpDhlqCFITocR5wXbn9wBtQglfrZ/L9KTE/hmaR4TZq+s4wIl1UpiIhx9dLAkJsa6GkmS1EjlGWpIzZP3E5KkOGWoocCI8yExFZZ+BQs+2uGXt85I5id79wDgDkdrSJIkSU2GIzUkSZIUTww1FMhoC8PODLY/uaNWp/i/A3qRkhjmq0XreO/bFXVYnKRaKSuDRx8NlrKyWFcjSZIaKUMNqZnyfkKSFKcMNbTBPmOBEMz9L6yYtcMvb98ilbNGBqM1Ln12KnOWr6/jAiXtkNJSGDMmWEpLY12NJElqpAw1pGbK+wlJUpwy1NAGbfrAbscE25/cWatTXHnUruzVoxXri8s59+HJLM8rrsMCJUmSJDWk0vIIRWUVgKGGJEmS4oOhhja17yXBetpzkLd0h1+empTAA2fvRe92GSzNLWbMI5+TX1Jex0VKkiRJaghVozRCIWiRaqNgSZIkxZ6hhjbVbTh03wciZfDZvbU6RauMZB49dwRtM5OZuSyPXzz5JWUVkTouVJIkSVJ9qwo1WqQkEg6HYlyNJEmSZKihLdn3V8H6i0egOK9Wp+jeJp2HzhlOWlICH85ZyTUvzyAajdZhkZIkSZLqW3U/jXSnnpIkSVJ8MNTQ5nY5CtruAiV58OVjtT7N0G4tuevM3QmH4NkvFnPne9/VYZGSJEmS6lueTcIlSZIUZww1tLlwGPYZG2x/eg9UlNX6VIft1oHrjhsEwC3vzOGFKT/URYWSJEmSGkCuoYYkSZLijKGGtmzIaZDRHvKWwIwXd+pUP9m7Bxce1AeA3704jY/mrqqLCiVtT0oKPPdcsKSkxLoaSZLUCBlqSM2Y9xOSpDjVKEKNu+++m549e5KamsrIkSOZPHnyVo/95ptvOOmkk+jZsyehUIjbbrttp8/ZLCWlwsgLgu2P74Cd7Idx5ahdOXZoZ8ojUS58YgqzltWuV4ekHZCYCKecEiyJibGuRpIkNUKGGlIz5v2EJClOxX2o8eyzz3L55Zfzxz/+kS+//JKhQ4cyatQoVqxYscXjCwsL6d27N3//+9/p2LFjnZyz2Rr+c0jKgBXfwLzxO3WqcDjEP08ZwsherckvKWfMI5+zLLeojgqVJEmSVB+qQo0sQw1JkiTFibgPNW655RbOO+88xowZw4ABA7j33ntJT0/n4Ycf3uLxw4cP55///Cenn346KVsZHrmj5wQoKSkhLy9vk6XJS2sFe5wdbH98x06fLiUxgft/uhf92meSk1fMmEc+J6+49v06JG1HeTk8/3ywlJfHuhpJktQIOVJDasa8n5Akxam4DjVKS0uZMmUKhx9+ePW+cDjM4YcfzqRJkxr0nDfccAPZ2dnVS7du3Wp1/UZnn19AKAG+/wCWTt3p02WnJ/HImOG0a5HCtznrueiJKZSWR3a+TkmbKymBU08NlpKSWFcjSZIaIUMNqRnzfkKSFKfiOtRYtWoVFRUVdOjQYZP9HTp0ICcnp0HPedVVV5Gbm1u9LF68uFbXb3RadoeBJwTbn9xZJ6fs2iqdR84dTnpyAh9/t5rfvTSN6E727JAkSZJU9ww1JEmSFG/iOtSIJykpKWRlZW2yNBv7/SpYf/MyrFtUJ6cc1CWbu8/ag4RwiJe+XMKt78ypk/NKkiRJqjt5hhqSJEmKM3EdarRt25aEhASWL1++yf7ly5dvtQl4LM7Z5HUaCr0OgmgFTPpXnZ32kF3b89fjBwFwx3vf8ezndROYSJIkSaobjtSQJElSvInrUCM5OZk999yT8ePHV++LRCKMHz+effbZJ27O2SxUjdb48t9QtLbOTnv6iO788tC+APz+5RlMmL2izs4tSZIkaecYakiSJCnexHWoAXD55ZfzwAMP8NhjjzFr1iwuuugiCgoKGDNmDABnn302V111VfXxpaWlTJ06lalTp1JaWsqSJUuYOnUq3333XY3PqS3ocxh0GARlBfD5Q3V66suP2IUTd+9CRSTKxU9+yYwluXV6fkmSJEk7rqwiQmFpBWCoIUmSpPiRGOsCtue0005j5cqVXHvtteTk5DBs2DDGjRtX3eh70aJFhMMbspmlS5ey++67Vz++6aabuOmmmzjooIOYMGFCjc6pLQiFYN9fwssXwGf3wT5jISm1jk4d4u8nDWH5+mI+/m41Yx79nJd/sS9dW6XXyfklSZIk7biqURoALVINNSRJkhQfQtFoNBrrIhqjvLw8srOzyc3NbT5NwyvK4PahkLcEfnwH7HlOnZ4+r7iMU+6ZxOzl6+nXPpMXLtyX7HRvnqRaKyuDJ58Mts86C5L8+yRJql/N8nfkWmoMP6t5K/M57OYPaJGayPQ/jYp1OZIamvcTkqQGVtPfkeN++inFkYQk2PuiYPuTOyESqdPTZ6Um8ciY4XTMSmXuinzOf/wLSsor6vQaUrOSlATnnhss3oBIkqQdZD8NqZnzfkKSFKcMNbRj9jgHUrJg9VyYM67OT9+5ZRqPjBlOZkoin32/ht88P41IxMFEkiRJUkMz1JAkSVI8MtTQjknNgr0qG6p/cke9XGK3Tlnc85M9SAyHePXrpVz76gyDDak2ysvhjTeCpbw81tVIkhQzd999Nz179iQ1NZWRI0cyefLkrR5bVlbGddddR58+fUhNTWXo0KGMG7fpl3luuOEGhg8fTosWLWjfvj3HH388s2fPru+30eDyDDWk5s37CUlSnDLU0I4beRGEk2DRJFj8eb1c4oB+7fjHSUMIheCJTxdx+XNTKauo2+mupCavpASOOSZYSkpiXY0kSTHx7LPPcvnll/PHP/6RL7/8kqFDhzJq1ChWrFixxeOvueYa7rvvPu68805mzpzJhRdeyAknnMBXX31VfcwHH3zAxRdfzKeffso777xDWVkZRx55JAUFBQ31thqEIzWkZs77CUlSnDLU0I7L6gRDTg22P7m93i5z0p5due20YSSGQ7wydSkXPTGF4jJ7bEiSJKnmbrnlFs477zzGjBnDgAEDuPfee0lPT+fhhx/e4vGPP/44v//97xk9ejS9e/fmoosuYvTo0dx8883Vx4wbN45zzz2XgQMHMnToUB599FEWLVrElClTtlpHSUkJeXl5myzxLrfQUEOSJEnxx1BDtbPvL4P1rNdh9bx6u8xxw7pw/9l7kpIY5t1ZKzjn4cmsLy6rt+tJkiSp6SgtLWXKlCkcfvjh1fvC4TCHH344kyZN2uJrSkpKSE1N3WRfWloaH3300Vavk5ubC0Dr1q23eswNN9xAdnZ29dKtW7cdeSsx4UgNSZIkxSNDDdVO+92g35FAFCbdVa+XOrR/Bx772Yjq5uFnPfgZawpK6/WakiRJavxWrVpFRUUFHTp02GR/hw4dyMnJ2eJrRo0axS233MLcuXOJRCK88847vPTSSyxbtmyLx0ciES699FL2228/Bg0atNVarrrqKnJzc6uXxYsX1/6NNZCqUCPLUEOSJElxxFBDtbfvr4L11Kcgf2W9Xmrv3m14+ry9aZ2RzLQfcjn1vknk5BbX6zUlSZLU/Nx+++3069eP/v37k5yczNixYxkzZgzh8JZvnS6++GJmzJjBM888s83zpqSkkJWVtckS7xypIUmSpHhkqKHa67k/dN4dyovh8wfq/XKDu2bz3AX70Ck7le9W5HPyvZ+wYFXTasYoSZKkutO2bVsSEhJYvnz5JvuXL19Ox44dt/iadu3a8corr1BQUMDChQv59ttvyczMpHfv3psdO3bsWF5//XXef/99unbtWi/vIZYMNSRJkhSPDDVUe6HQhtEakx+A0sJ6v2Tf9pk8f+E+9GyTzg9rizj53knMWhb/TRYlSZLU8JKTk9lzzz0ZP3589b5IJML48ePZZ599tvna1NRUunTpQnl5OS+++CLHHXdc9XPRaJSxY8fy8ssv895779GrV696ew+xZKghSZKkeGSooZ2z27HQsgcUrYGpTzbIJbu2Suf5C/dlt05ZrMov4bT7JjFl4doGubbUqCQnw113BUtycqyrkSQpJi6//HIeeOABHnvsMWbNmsVFF11EQUEBY8aMAeDss8/mqquuqj7+s88+46WXXmL+/PlMnDiRo446ikgkwpVXXll9zMUXX8wTTzzBU089RYsWLcjJySEnJ4eioqIGf3/1Kc9QQ2revJ+QJMWpxFgXoEYuIRH2GQtv/SZoGL7XzyCcUO+XbdcihWfO35ufPfo5Uxau5ScPfsb9Z+/JAf3a1fu1pUYjKQkuvjjWVUiSFFOnnXYaK1eu5NprryUnJ4dhw4Yxbty46ubhixYt2qRfRnFxMddccw3z588nMzOT0aNH8/jjj9OyZcvqY+655x4ADj744E2u9cgjj3DuuefW91tqMI7UkJo57yckSXEqFI1Go7EuojHKy8sjOzub3NzcRtHkr16VFsCtA6FoLZzyKAw8ocEuXVhazgWPT2Hi3FUkJ4S544xhHDWoU4NdX5IkSRv4O3LNxfvPqqwiQr+r3wLgqz8cQasMv6UtSZKk+lXT35Gdfko7LzkDhp8XbH98BzRgTpaenMiD5+zF6MEdKa2I8Isnv+T5LxY32PWluFZRARMmBEtFRayrkSRJjUjV1FMAWY7UkJon7yckSXHKUEN1Y8T5kJgKS7+EhR836KVTEhO484w9OG2vbkSi8JsXpvHQR983aA1SXCouhkMOCZbi4lhXI0mSGpGqqadapCSSEA7FuBpJMeH9hCQpThlqqG5ktoOhZwTbn9zZ4JdPCIf4+0mDOe+AXgD85fWZ3PLOHJxdTZIkSdpxVaGGozQkSZIUbww1VHf2/SUQgjnjYMW3DX75UCjE70fvxhVH7gLAHePn8ufXZhKJGGxIkiRJO8Im4ZIkSYpXhhqqO236QP+jg+3XL4NIw8+5GQqFGHtoP647biAAj36ygCte+JryikiD1yJJkiQ1VoYakiRJileGGqpbR14PyZmw6BOYeEvMyjh7n57cetpQEsIhXvpyCb948kuKy2xsJkmSJNVEnqGGJEmS4pShhupW615w9M3B9oQbYPHnMSvlhN27cu9P9iQ5Mcx/Zy7nZ49+Tm5hWczqkSRJkhoLR2pIkiQpXhlqqO4NOQ0GnQzRCnjx51CcF7NSjhjQgUfHDCcjOYFP5q1m37+P50+vfsOCVQUxq0mSJEmKd9WhRrqhhiRJkuKLoYbqXigEx9wC2d1h3UJ48zcxLWffPm15+vy92bVDCwpKK3j0kwUccvME/u+xL5g0bzXRqI3E1UQlJcGNNwZLUhP+QCJvKXx2H5SXxLoSSZKaDEdqSGo29xOSpEYnMdYFqIlKzYaTHoBHfgTTnoG+h8OQU2JWzpCuLRl36QF8/N1qHvpoPu/PXsm7s5bz7qzlDOiUxc/278WPh3YiJTEhZjVKdS45GX4T21CxQbz5G/j2dSjJgwObwfuVJKkBVIUaWYYaUvPVXO4nJEmNjiM1VH+67w0HXhlsv3E5rF0Q03JCoRD792vLI2NG8O7lB/GTvbuTmhRm5rI8rnj+a/b7+/vc/u5cVuX7bW+p0SgrhnnvBdvTngNHXkmSVCccqSFJkqR4Zaih+nXgb6DbyOAb1C+dDxXlsa4IgL7tM7n++MF8etVh/Pao/nTMSmVVfgm3vjuHff/+Hle+8DXf5sSuF4hUJyoq4PPPg6WiItbV1I9Fn0BZYbC9ag7kTI9tPZIkNRG5RcHv7YYaUjPWHO4nJEmNkqGG6ldCIpx4P6RkweLPYOJNsa5oEy3Tk7no4D5M/O0h3HHG7gzt1pLS8gjPffEDR902kbMe/JT3vl1OJOK3v9UIFRfDiBHBUlwc62rqx9x3Nn08/fnY1CFJUhOT50gNSc3hfkKS1CgZaqj+teoJR98SbH/wD1j0aUzL2ZKkhDDHDu3MK7/Ylxcv2pejB3ciHIKPv1vNzx79gsNv+YDHJy2gsDQ+RppIqjT3v8F6cGXPnhkvQSQSu3okSWoinH5KkiRJ8cpQQw1jyCkw5DSIRuDF86A4N9YVbVEoFGLPHq24+6w9+PDKQzj/wN60SE1k/qoC/vCfb9j7b+O54a1ZLF1XFOtSJa2ZD6u/g3AijPpbMCIs7wdYHH/BqSRJjUl5RYT8EqefkiRJUnwy1FDDGX0TtOwBuYvg9cvjvqFv11bp/H70bnx61WH8+diB9GyTTl5xOfd9MJ8Dbnyfi56YwkdzVzk1lRQrc98N1t33gcz2sNuPg8fTX4hdTZIkNQF5xRtGJ2elJsawEkmSJGlzhhpqOKlZcNJDEEqAGS/AtGdjXVGNZKQkcs6+PXnv1wfz4Nl7sU/vNlREorw1I4efPPQZh9w8gfs+mMfq/JJYlyo1L1VTT/U9PFgPOilYf/MyVJTFpiZJkpqAqqmnMlMSSUzwllGSJEnxxd9Q1bC6DYeDfxdsv3EFrPk+tvXsgHA4xOEDOvD0+Xvz9qUHcs4+PWiRksjC1YXc8Na37HPDe/zq6a/4bP5qonE+CkVq9MqKYMHEYLvfkcG610GQ0Q6K1sC892NXmyRJjZz9NCRJkhTPDDXU8A74dTBdTOl6ePH/GuU3qnft2II/HzeIz64+jBtPGsLQrtmUVkR49eulnHb/pxxx64c88vH35BY2vvcmNQoLPoLyYsjqCu13C/YlJMLAE4LtGU5BJUlSbVWFGlmGGpIkSYpDhhpqeOEEOPF+SMmGJV/AB/+IdUW1lp6cyKnDu/Gfsfvz2tj9OWNEN9KTE/huRT5/fm0mI/72Llc8/zVfLVrr6A01vKQk+OMfgyWpiX0oUTX1VL/DIRTasH/wKcF61utQWtjwdW1s9Tx48TxYPjO2dUiStIM2jNSwn4bUrDXl+wlJUqPmb6mKjZbd4ce3wgs/g4k3Q59Doce+9XvN8hKIRiCcFAQrG38QWgcGd83mhq5D+P3o3Xhl6lKe/HQh3+as54UpP/DClB/YrVMWZ43szvG7dyEzxb96agDJyfCnP8W6iroXjW4Uahy56XNdhwf/vqxbBHPe2tBnIxbe/j3MGQfLpsIFEyEpNXa1SJK0A5x+ShLQdO8nJEmNnp+sKnYGnQRz34Wvnwq+zXzRR5DWqu6vs+xrmHgLzHo1CDWqhJMgIalynbjR40RISN5oewvHJGfC3hdB1702u1yL1CR+uncPfjKyO18tXseTny7i9WlLmbUsj2temcHf3pzFccO6cNbI7gzqkl3371dq6lbPg7ULgr+PvQ7c9LlQCAadDB/dAtNfjF2osXpeEGgArJoThLeHXh2bWiRJ2kF5hhqSJEmKY4Yaiq3RN8KiSbD2e3j9Mjj5kbobQbHwkyDM+O6dLT8fKQuW2przNvz8begwcItPh0Ih9ujeij26t+LaYwbw4pc/8ORnC5m3soCnJy/i6cmLGNo1m7NG9uDYYZ1JTUqofS3SlkQiMGtWsL3bbhBuIjMOVv2d7rEvpLTY/PnBpwShxtz/QtHa+glLt+eze4N1djfIXRzUM/D4rf57IUlSPHGkhiSg6d5PSJIaPUMNxVZKCzjpIXj4SPjmZeh7BOx+Vu3PF43Cd+8G34peNCnYFwoH39be7xJo1TNoTB4pr1yXQUV55bpso31beC5SDhWlwfbXTwfnf/JU+L93IavTNsvKTk/iZ/v3Ysx+PZn8/Rqe/GwRb81Yxtc/5PL1D9O49d05XHnUrhw3tAvhcN1Oi6VmrKgIBg0KtvPzISMjtvXUla1NPVWlwwBoPxBWfAOzXoM9zm642gCK1sFXTwbbx94Jnz8I374Or/4Kfv7fYPo7SZLiWG6hoYYkmu79hCSp0TPUUOx13RMOvgre+wu8+Rvovje06bNj54hUwMz/BN+Gzpke7EtIhmFnBmFG6951W/OAY+HBI2D1XHj6NDj3TUjJ3O7LQqEQI3u3YWTvNqzOH8ALU37gsU8WsDS3mMue/ZpHP17ANccMYHjP1nVbr9RUlBbAgo+C7X5HbP24wSfB+G9g+vMNH2p89TiUFUD7AdD7YGi3K3z/ISz5AiY/AHtf2LD1SJK0gxypIUmSpHjm2EHFh/0vgx77Bx8Evvh/wWiImigvhS//DXcNhxfGBIFGUgbsMxYumQY/vr3uAw0IprM563lIbxv07Hjx50GwsgPaZKZwwUF9eO+Kg7nyqF3JTEnk6x9yOeXeSfziySksWl1Y93VLjd33E4MRUy27Q9tdtn5cVS+N7ydC3rKGqQ2C0V2f3R9sj7wwmE4vqzMc8edg3/jrgibmkiTFsapQI8tQQ5IkSXHIUEPxIZwAJ94HqS1h6Zfw/t+2fXxpAXx6D9wxDF79JayZF7z2oN/BZTNg1F+3OyXUTmvdC858FhJTg4bAb/02mP5qB6UmJfCLg/vy/hUHc8aI7oRD8Ob0HA6/5QNueHMWecU70fdDamo2nnpqW/13WvWEriOAaDC1XUOZ/SbkLoK01jDk1A379zgXuu8bBLevX16rfyskSWoojtSQJElSPDPUUPzI7hqMrAD46NbgG9b/q2gtfPBPuHUQjPsd5C2BzI5w5PVBmHHIVZDegFM3dd0LTrwfCMHnD8Cn/6r1qdq1SOGGEwfz5iUHcEC/tpRWRLjvw/kc/M8JPP7pQsorInVXd03kr4Cy4oa9prQt0SjMrWwS3ncbU09VGXxKsJ7+fP3V9L8+vSdY7/UzSErbsD8cDv59S0gOGp1Pf6HhapIkaQcZakiSJCmeGWoovgw8Hnb/KRCFl86HwjXB/vXL4Z1r4dbB8P71ULQm+Cb2MbfBJV/Dvr8Mmo7HwoDj4Mi/BNtvXx00Jt4J/Ttm8e+fjeCRc4fTp10GawpK+cMrM/jR7ROZMHtFHRS8HcV5waiTm3eFBw4Jmh6rYS3+vGFHFzQWq+YEoyASUqDXAds/fuDxEEoIRn+tnlfv5bH0K1j0CYQTYfj/bf58u13gwCuD7XG/hYLV9V+TJEm1kGeoIUmSpDhmqKH4c9TfoXUfWL8UXvkFvPFruG0wfHw7lK4Pmu+e+CCMnQJ7jYGk1FhXHPTw2OvnQBRePA9+mLJTpwuFQhzSvz3jLj2Q644bSKv0JOauyOfcRz7n7IcnM2f5+rqpe2PRKMx8Fe4eAZ/dC9EIrJgJz51d8x4n2nkrZ8Njx8Dz58LiybGuJr5UTT3Vc39Iztj+8ZntofdBwfaMF+uvriqf3husB5649env9rsk+DescDW8/fv6r0mSpB1UEYmyvqQcMNSQJElSfDLUUPxJyYSTHgy+7TznLfj8QagogS57wRnPwIUfw5BTICEx1pVuEArBj24M5vkvL4KnT4O1C3b6tEkJYc7epycTrjiE8w7oRVJCiA/nrOSo2z7k6pensyq/ZOdrB1i3GJ4+A577KaxfBq16wdG3BE3Xv/8AXr/MHgANobwUXvw/KK+c9uvrZ3bufElJcMUVwZLUBD6UqO6nUYOpp6psPAVVff4ZXp+zITjZ+8KtH5eYDMfeCYRg2jPw3bv1V5MkSbVQNUoDbBQuNXtN7X5CktRkGGooPnXZA0b9DQhB74PhnNfg/96FXX8UzE0fjxIS4eSHoeNgKFgJT54a9ACpA9npSVx99ADeuewgjhrYkUgUnvxsEYf8cwL3fjCP4rKK2p24ohw+uQvuHhkESOEkOPA38ItJMPzncMojEArDV48HfU5Uv96/HnKmBX0XIJiCamdGySQnwz//GSzJyXVTY6yUrIeFk4LtfkfW/HX9jwmmq1o1B3Km109tAF88DJEy6DYSuuy57WO77gUjK4OP1y+D0oL6q0uSpB1U1U8jIzmBpIQ4/b1bUsNoSvcTkqQmxd9SFb9GXgDXrICz/wO9DgxGQ8S7lBZw5nPQojOsmg3P/jT49n0d6dk2g3t/uifPnL83g7pksb6knL+/9S1H3PoBb0xbRnRHvom+ZAo8cDD892ooK4Du+8CFH8Gh12xocLzLKDjqH8H2+D/b56E+ff8hfHxHsH3Sg5DRLugd89342NYVL+Z/EIQGrXpBmz41f11qVvDnGOqvYXhZMXz+ULC990U1e82h10B2N1i3CN7/W/3UJUlSLdgkXJIkSfHOUEPxLbERfhskqzOc9Twkt4AFE+G1X9X5tDd7927Dqxfvz82nDKVDVgqL1xRx8VNfcsq9k3j7mxzWF2/j2/3FefDmlfDAYcE311NbBtPhnPsmtO+/+fEjz9/wrfKXLwyaWKtuFa0NfrZEYY9zgubzg04Knpv+XO3PG4nAggXBEonUQaExVD311A6M0qhSNQXVjJfq5+cw4wUoXAVZXaH/j2v2mpRMOKZy9NOn/wpCRkmS4kBVqOHUU5Ka1P2EJKlJMdSQ6kPHQXDqoxBKgK+fhg9urPNLhMMhTtqzK+9fcTCXHt6PtKQEvli4lgsen8Kw697h5Hs+4bZ35zBl4RrKKyKbNgKffB8QhSGnwdgvYI+ztz2t16i/wS4/Cno9PH16nfQLUaVoFF67FPKWQJu+cNQNwf7Bpwbrb98Mpl6qjaIi6NUrWIqK6qTcmIhGN/SeqE2o0e9ISMmCvB9g8ad1X9un9wTbI8/fsV4//Y4I/jtHI/Dqr3ZuqjFJkuqIIzUkVWsq9xOSpCbHUEOqL30Ph6NvDrYn/G3nmz5vRXpyIpcevgvvX3EwY/brSa+2GVREonyxcC23vTuXk+6ZxOjrnuLrfx5V3Qg82ro3/PQVOPF+yGy3/YuEE4IpkToOCb6R/uSpULSuXt5Ps/P10zDzFQgnwokPQHJGsL/LHtC6d9B4/ts3YlpizK2YGYQ+ianQc78df31SKuxWOYKirqegWjARls+ApPQgHNxRR90Aaa2Dc3xyR93WJklSLRhqSJIkKd4Zakj1aa8xsN+lwfZ/xsL3E+vtUh2zU/njjwfy/hUHM/HKQ7jhxMH8eFB7fpk2jle4nKGFn1IaTeCO8uM5tOBv/ParNrz29VLWFNSw50dKJpz57IZ+Ic+d7TfLd9aa+fDmb4Ltg68KgowqodCG0RrTdmIKqqagauqpXgdu6PeyowafHKy/eaVu/9xWjdIYegaktdrx12e0haP+HmxP+Aes+q7uapMkqRYMNSRJkhTvDDWk+nbYH2HgCUGT42fPgpWz6/2S3Vqnc0bnldyZfxm/jv6b9FAJS7N356r293JX9HS+z43w7BeL+eXTX7Hn9e/w4zs/4h/jvuWT71ZRUl6x9RNndQ6CjaQM+P4DeP2yOu8X0mxUlMNLF0BpPnTfF/a/bPNjhlSGGvMnQP6KBi0vrszdiamnqvQ8cEPz9Xnv101da+bD7LeC7aq+M7Ux5FTocxhUlMBrlzhfsSQppvIMNSRJkhTnDDWk+hYOw/H3QNcRUJwLT54C+Svr73rFecG3/x/ctBF450ve4+aLT2XqH4/gkTHD+fn+vdi1QwuiUZi+JJd7JszjzAc/Y+if/8vZD0/mgQ/n8+WitRSWlm96/k5D4JRHIBSGrx6Hj2+rv/fSlE28CX6YDCnZcOJ9wRRf/6tNH+i8B0Qr4JuXG77GeFCcC4smBdt9D6/9eRISYeCJwXZdTUH12f1AFPoeAe12qf15QqGgaXhSOiz8CL76d93UJ0lSLThSQ5IkSfFuBzqaSqq1pDQ442l48HBY+33QbPuc1yA5ve6uUbgGvhsP7/wB1i8L9g05DY786yZ9M9KTEzlk1/Ycsmt7AFbkFfPRd6v4aO4qJn63ipXrS/hwzko+nBMEL6EQ9Gidzm6dsujfMYvdOrVgt04H0HXUDYTG/Rbe/RO06hmMRlHNLJ68oXn8MbdAy+5bP3bIqbD0y2AKqpEXNEx98WT+hCDUadMPWvfauXMNPhkm3xf0KCkt3Lm/f8V58NUTwfbeF+1cXQCtesChf4C3r4L/Xgv9RkFWp50/ryRJO6g61Eg31JAkSVJ8MtSQGkpGWzjrBXjocFjyBbx8Ppzy72Akx46IRoOmycumwbKvIWdasJ33w4ZjWveGo2+BPods93Tts1I5cY+unLhHV6LRKHOW5zNx7ko+/m4VM5bmsXJ9CQtWF7JgdSFvzcipfl2LlF78Pf04ji76D+UvXsB3RVl0G3wQGSn+s7JNJevhpfOCD+oHn7qh18PWDDwR3v598Gdm9bxg9EZzUtVPY2emnqrSdXgQIK1bBHPegkEn1f5cXz0Bpeuh7a7Q59Cdrw2C0Gr680GI9dZv4LQn6ua8kiTtAEdqSJIkKd756aPUkNr2hdOfgn8fB7NeC0ZVjPrr1o+PRGDNvI3Ci6+DAKNozZaPb9UrGJ2x/2WQlLrD5YVCIXbt2IJdO7bg/w7oDcCq/BK+Xbaeb3PymLksj2+Xree7FfmsLynnlyWnkJK0iMP5iravnctRL15HQuuelSM6sujfqQUDOmXRpWUa4XBoh+upd+uXA1Fo0bHhrvnWb2HtAsjuDkfftP3jW3SA3gfDvPdg+gtw8G9rfq3ERPjFLzZsNzbR6Eb9NHZi6qkqoRAMPgUm3gzTX6x9qBGpgM/uDbb3vjA4b10IJ8Cxd8L9BwX/Psx8FQYcWzfnliSphqpCjSxDDUmN/X5CktRk+X8lqaH12DfosfHiz2HSXcHUTSPOg/JSWDkrCC2qRl/kTIeygs3PEUqAdv2D/hYdh1SuB0Nqdp2X2zYzhf37pbB/v7bV+8oqIsxfWcCsZXlMXXIzfb8+n55l3/Fw0j85afWfGLe6kHHfbBjVkZmSyH5923DOvj3Zp3cbQnX1IfDOmPsuPPfT4APqI/8CI86vuw+nt+abl2Hqk0E/khPvq/l/r8GnVoYaz8FBV9a8zpQUuPvu2tcbaznTIT8n6DXRY7+6Oeegk4NQY+5/oWgtpLXa8XPMGQfrFgb9aoacXjd1Vek4CPa7NOi58uZvoNeBkNaybq8hSdI2OFJDUrXGfj8hSWqyDDWkWBh8ctBb473r4a0rYcpjsPJbiJRtfmxiGnQYuGmA0X5grUZi1JWkhHD1iA527wIHvgYPHEa/9Uv4sOcjvLjbbcxcXsy3OXnMXZ5Pfkk5b3+znLe/WU7/ji0Ys19PjhvWhdSkLTTHbghTn4ZXx0Kksgn6W1fCd+/Ccf/apP9IncpdAq9dGmzvf3kQbtXUbsfA62mw+jtY+hV02aNeSow7VVNP9ToIElPq5pwdBgR/f1Z8E4yE2POcHT/Hp/cE673G1G1fnCoH/gZmvhL89373j/Dj2+v+GpIkbYWhhiRJkuKdoYYUKwdcEUxD9NUTsHx6sC81uzK4GLph3aYvJMT5X9WsznDms/DwUbTM+YSfd7oTTrkTQiHKKiLMzlnPs58v5oUpP/Btznp+++J0/v7Wt5w5sjs/2bsHnbLTGqbOaBQ+uQPeuTZ4PPhU6LoX/PcPwQfo91SOoqmLqY42FonAyxdA8TrovAcc/Lsde31KC9j1R/DNS0HPhZqGGtEorFoVbLdtW/8jUera3HeCdb8j6va8g0+C8d/AjBd2PNRYNg0WTAxGSw0/r27rqpKUCj++Ax4dDVMeDabM6rl//VxLkqSNVESirC8OvvRhqCGp0d9PSJKarB3sUCypzoRCcMxtwYfopz4Ol0yD3y6Ec18P+mwMPQ3a94//QKNKpyFw8sPB1EpfPQ4f3wYEozoGdcnmL8cP4tOrDuP3o/vTpWUaawvLuPv9eRzwj/cZ+9SXfLlobf3WF4nA21dvCDT2GQsn3Bc0Zz5/ArQfAAUr4MmTYNxVUFZcd9eedGfwQXhSOpz0ICTU4kOCIacG6xkvBlNm1URhIbRvHyyFhTt+zVgqWgs/TA626zrUqOql8f1EyFu2Y6+t6qUx8HjI7lKnZW2i536w55hg+9Vf1e2fR0mStmJ98YZRw4Yakhr1/YQkqUkz1JBiKSEJhp0ZNANu1aPxf/Nl16PgqL8H2+/+KeghsZHs9CTOP7APH/zmYO79yR6M6NWa8kiU16ct48R/fcJxd3/MK18tobQ8Urd1lZfCS+fBp5XzwR55fRAchSv/CewwAM57D0ZcEDz+9F/w4GGw4tudv/ayr2H8X4Lto/4ObfrU7jx9Dgv6P+Qvh+8/2Pm64t289yAaCXrHtOxet+du1RO6jQSim/0Z3ab8FcFIGYCRF9VtTVtyxJ8hsyOsmQcf3lj/15MkNXtVU0+lJyeQlOCtoiRJkuKTv6lKqlsjL9gQDrx8ISz+fLNDEhPCHDWoE89dsA9v/Gp/TtmzK8mJYb5evI5Ln53K/v94jzvGz2VVfsnO11OyHp46NZhqKJwIJ9wP+/5y8+OS0mD0jXDmc5DeFpbPgPsPgskPBMOua6O0EF48L+iV0v8Y2OPs2r+PxGQYeEKwPe352p+nsaivqaeqDDo5WE/fgZ/lFw9DRSl02Qu6Da+fujaWmg1H3xxsf3w75Myo/2tKkpo1+2lIkiSpMTDUkFT3jroBdjkKyovhmTOC3iFbMbBzNv88ZSif/O5Qfn3ELrRrkcKK9SXc8s4c9v37e1zx/Nd8szS3dnXkr4RHj4H570NSRtD3Y+hp237NLqPgok+g7+FB/W9eAU+fAQWrdvz67/wBVs0Ovm3/4zt2fiTO4MopqGa9BmVFO3eueBaJBI3bAfodWT/XGHh80Bdj6Zewet72jy8vgc8fCrb3boBRGlV2OwZ2OzZoav/qL2s+9ZgkSbVgqCFJkqTGwFBDUt0LJ8BJD0HHwVCwEp48FYrWbfMlbTNT+OVh/fj4t4dy22nDGNo1m9LyCC9M+YGj7/iIU++bxLgZy6iI1HDUxJr58NARsGwqpLeBc18LgoqaaNEBznweRt0ACckw562gifi892r2eoA5b8PnDwbbJ9wDGW1q/tqt6TYSsrtD6XqY/dbOny9eLZsa/LlJzoRue9fPNTLbQ++Dg+0ZL27/+BkvBT1XWnSGAcfVT01bM/qfkJIdBDDvXBuEPpIk1YOqUCPLUEOSJElxzFBDUv1IyQymcmrRORit8Ogx8O0b2/1ANjkxzPG7d+GVi/fjxYv25ZghnUgIh5j8/RoufOJLDrzxfe4cP5fZOeuJbm1aqKVT4aEjYe330LIH/Pwd6LLnjtUfDsM+vwh6bbTrH/SyePyEoNl4+XamxcpfAf+5ONje+2Loc+iOXXtbNQ2uxbRJjU3V1FO9Dw6m3aovVT/Lac9te4qxaDToswIw4rzaNXrfGS06BqOfACbdFYx+Kq7l6CXtuEgEpr8Ac9+t/VR0ktRIOFJDkiRJjYGhhqT6k9U5mPIpJQuWT4dnzoR/7Q1fPRk0796GUCjEnj1acdeZe/DRbw/hFwf3oVV6EkvWFXHzO3MYdduHHPjP9/nza9/wyXerKKuoDEvmT4BHjw6+6d9hcBBo1LY5NwSjTc57H/b6efB40l1BE/GVc7Z8fDQaBBoFK6H9QDjs2tpfe0uGVE5BNfcdKFxTt+eOF9/Vcz+NKv2PgYQUWD0XcqZt/biFnwTPJ6bBnufWb01bs/tZQT+YxFSYMw4eOAxWzY1NLc3JukXw72PhxZ/DkyfBA4cEf/cMNyQ1UYYakiRJagwMNSTVr05DYOwXsP/lQbixajb85xdwxzCYdDeU5G//FNlpXHlUfyZddRg3njyEQ/u3JzkxzOI1RTzy8QLOfPAz9vjLOzx6301EHj8ZSvOh5wEw5o1gKqmdlZwOx9wCpz8Naa0hZzrcd2DQOPp/P9z8/EGY+9/gw/KTHoSk1J2//sba7xaENZEymPnKto9NTIRzzgmWxMS6raO+FKyGH74ItvvWc6iRmhX0UIHgm/hbUzVKY+hpkN66fmvalqGnwc/GQVaXIIh54FCYPS529TRl0Sh89QT8a19YMBGS0oO+PEu/gidPDkaCzXvfcENSk2OoIWkTjfF+QpLULBhqSKp/LTrA4X+Ey76BI66DzA6QtwTe/j3cOhDe+2uNGnGnJiVw6l7dePjc4Uy99gju++menLJnV9pkJHNS2eucu+wvhKNlvFGxN+eUXckjU9aweE1h3b2P/qODJuK9D4byInj9Mnj2JxtGTKz4Fv57TbB9xHXQYUDdXXtjQ04J1tO2MwVVSgo8+miwpKTUTy11bd57QBQ6DILsLvV/vcGVP8sZL255arS1C2D2m8H2yAZsEL41nXeH8ydA932hJA+ePh0++Kd9NupS/gp4+oxgxFXp+qCXzYUfwSVfw76/DEbs/DAZHj8eHhkN30+MdcWSVGfyDDUkbawx3k9IkpoFQw1JDSc1C/a7BC6ZBj++HVr3geJ18OGNcOsgePM3sHZhjU6VnpzIqIEd+efJQ/h874/5U9K/AXgl6WjGlo3lg3nr+fNrMzngxvc56rYPuent2UxdvI5ITRuNb01WJ/jJy3Dk9RBOgm9fD5qIz30HXvo/KC+GPofByAt27jrbMuhkIASLPgmmx2lK5v43WNe0qfvO6ndkMIIobwks/nTz5yc/ANFI0Belff+GqWl7MtvD2f+B4ecBUXj/enj+bChZH+vKGr+Z/wmmyJvzFiQkw+F/gjFvBVPYZbYL/t5f8nUQcCWkBH8HHzsGHvsxLJwU6+olaac5UkOSJEmNQSi61U672pa8vDyys7PJzc0lKysr1uVIjVOkAma9Bh/dCsumBvtCCTDoJNj/UugwcNuvryiDV38FXz8VPD70D3DAr/l+dSHjZy3nnZnL+XzBGjbOMdq1SOHw3dpz+G4d2K9vW1KTEmpf/9Kp8OL/BVMBVUlvE4zmaNGx9uetiUePCabFOeyPcMDlWz4mGoXCypEq6ekQCtVvTTsrUgH/7AtFa+DcN6Hnfg1z3Vd+AVOfhL1+BsfcumF/yXq4ZUAwIuKsF+q/x0dtTHkM3rwCKkqh3W5wxlPQunesq2p8itbBW1fCtGeDxx0GwQn3QcdBW39N3lKYeAt8+Vjw84cg/Dr499BteL2XrK0oLYDC1cHov8I1ULhqo8erg+A5o10wYjCzQxAStugYbKe1iv9/JxsBf0euuXj8WZ314Kd8/N1qbjttGMfv3gAjJiXFt8Z2PyFJavRq+juyoUYtxeNNiNRoRaPw/QdBuDF/wob9/Y6E/S+D7vts/gt0aQE8f27wzf5QAhx7B+z+k81OvbaglAlzVvDuzBV8MGcl+SXl1c+lJoXZs0cr+rbLpE/7THq3zaRP+ww6ZqUSqukv7KUFwTRaUx4NHp/+FPQ/eofefq1MeQxe+xW0HwC/2Mo3xAsKIDMz2M7Ph4yM+q9rZ/zwRdCEPSUbrpwHCQ30LdF578HjJwT9Uq6Ys+G6n90XfNDdph9cPBnCcTq4cfFkePankJ8DqS3h5Ieh72Gxrqrx+G48/GcsrF8KoXDwb85Bv4PE5Jq9ft1imHgzfPU4RCr/fel3JBx8FXTZo/7qjrWy4mCkXdE6KFq7+XZZUTDaJSEpWMJJlY8Tg3U4acNzW3ycuOH1kYogkChcvVFIsZXH5UW1f0/hpCDk2Djw+N/go2pfUlqd/BibIn9Hrrl4/Fkdc+dEZizJ45Fzh3NI//axLkdSrDW2+wlJUqNnqFHP4vEmRGoSln4FH90WTAND5T9P3UbCfpfCLkcFHywXrIanToUlXwTz25/yKOx61HZPXVJewWfz1/DurOW8O3M5S3OLt3hcenICvdtlBCFHuyDo6N02k15tM0hL3srIjgUfBR/iNdS3+YvWwk27BN8Qv/DjLX+jvK5vQqa/AHPGBaNDWnbbuXNtyft/gw/+AQOOg1P/Xffn35qKcrilPxSshDOfh12ODHpU3LkHrP0eRt8EI85ruHpqI29Z0N9lyRfBB/OH/zno/+C36bautADeuRY+fzB43Lp3MDqj24janW/tAvjwnzD1aYhWBPt2PRoO/h10GlInJde5aBSKc4MwoGjtRsu6ypBi4+11m4YXOxMe1LeEZEhvCxltgtFz6W2DdUZbSEwJ/q6vXw75y4MeKvnLgxFiOyIlKzhfUnpwzsTUDUtS6o49TkwJFkJU/3+v+tfzWj5u2T1mo7b8Hbnm4vFndcCN77F4TREvXrQve/ZoFetyJMWaoYYkqYEZatSzeLwJkZqU1fPgkztg6lMbpnZp1z/4cPnTe4Mpn9JawZnP1epDyGg0yqxl65mxJJd5q/KZt6KA+avyWbS6kPKt9N0IhaBzdlrlqI4M+rTPpE/lun2LlJqP7qgrz5wV9PTY75KgMfn/qsubkAUfBX0DohFo0Rl++nLd95i4/+Ag1Dru7i2OuqlXb14Jk++DwafCSQ/A7LeCJtyp2XDZTEjJbNh6aqO8BN64HL56Ing86GQ49k5ITo9tXfFo8WR4+QJYMz94PPw8OOLPkFwHN+qr5wXhxrRng78vALsdG4zc6DBg58+/NZGKIGwoXB18QF+4Oph+aZPttRu2q4KMqgCmNkLh4O9Iasvg3+O0lpXbLYMP+yvKIFIW/BteUR6sI2XB/orK/ZHK/VX7tnR8KFwZTlQFFK2DQGGTwKLNhmOSM3c80CsvhYIVmwYd+Stgfc7/7FseTGEV7w68Eg69OiaX9nfkmovHn9WQP71NXnE5715+EH3bN4L/90mqX4YakqQGZqhRz+LxJkRqktbnwKf3wBcPB70NqmR1hZ++BO12rdPLlVVEWLSmkHkr8pm/qqB6/d2K/OrmmVuSmZLIoC5ZHDesC6MHdSI7vQGmTvrmFXj+nOBncen0zadHqqubkPXL4b4Dgg/zElKgoiT4APOsF6DrXjv1Fqrlr4Cb+gXbv55d/z1J/tfiz+GhwyEpA37zXRBofP8B7PsrOPIvDVvLzohGg5EH434XfFjccXAwJVrL7rGuLD6Ul8CEv8PHt20I6I6/O+iFUddWzQ2uNeNFgm/Ph2DgCUG40W6XDcdFo0FdJeuDf+NK1kNpfuXjjfaVbGFfaf6GIKM4l+pv6e+opIwgKKgKJtJabQgnNt7+3/AiJSt+p2WrL9Fo8PPPXxH06Sgv3rCUFW/6uLwkGMFXXhKMbNnW44qSjS5SGchUBzO1eLznuTDy/Pr4CWyXvyPXXLz9rCKRKH2ufjP4X8nVh9OuRUqsS5IUa4YakqQGZqhRz+LtJkRq8opzg2Djs/uCOc1PfxqyG66BZTQaZU1B6SZBR9V60ZpCKjYa3ZGcEObQ/u05fvcuHNK/HSmJO9GMfFvKioMgoCQPzn0Deu6/6fN1cRNSUQ6PHx80JW+3G/zkhaCXyQ+fBx+EnvZ43fRvmPo0vHIhdBwCF07c+fPtqGgUbh8K6xbCAVfAxJuCXi2XfF0/U23VtwUfw3NnB/0G0tvAKY9BrwNiXVVs5cwIRmcsnxE8HnI6/OgfwQf09WnFrCDcmPlK8DgUhra7QlnBhrAisvXAdIelZgf9YdJbB//tq7dbb3l/WutgOiSpjvg7cs3F288qt7CModf9F4A51/+I5MRmFlpK2pyhhiSpgdX0d+TEBqxJkmovNTto4LvfpcHjBp7qKRQK0SYzhTaZKQzv2XqT50rLIyxYXcD7367g5a+W8G3OesZ9k8O4b3LISk3k6CGdOX5YZ4b3bE04XId1J6UG09pMfQKmPbd5qFEX3v9rEGgkZwYBRnZXOPs/QWPqeePhqdPgxPtg0Ek7d525wYco9Dty52uujVAIBp8cNHyeeFOwb7cfN85AA6DnfnD+BHj2LFj2Nfz7ODjqBhhxfvPrsxGpgI9vD3q2RMqCD/SPuQ0GHNsw12+/G5z6WBCqTLghmDJu5awtH5vcAlJaBNOdpbTYaMkK/g5usq9yqQ4x2gSjKBL81U5S7VSNSE1LSjDQkCRJUlzzzldS4xKHH8gmJ4bZpUMLdunQggsO6sOsZXm8MnUJ//lqKTl5xTw9eRFPT15El5ZpHDesMyfs3oV+HVrUzcWHnBKEGjNfgdH/rGw2W0dmj4OPbgm2j70D2lZOD5WcAWc8E4ysmPEivPDzYI7+2jbTriiHee8F2w3VaH1LBp8ShBpV9r4odrXUhZbd4Gdvw2uXBP0d3royCDiOvqX5fDN/9Tx45SJY/FnweNfR8OPbg9FeDa3jIDj9SVg5B3IXB2FESosNYUVyZvObyklSXKkKNbLTGmAKTUmSJGknGGpIUh3brVMWu3XK4rej+vPp96v5z1dLeXP6MpasK+JfE+bxrwnzGNg5ixN278KxQzvTPmsnPmDueQBkdoT8HJj7Dux2zIbnEhLg5JM3bO+ItQvg5cr52EdcsPlIjMRkOPHB4Bvinz8Ab14RzC9/8O92PHha8gUUrwvm6O9SRz06aqP9btB+IKz4BjrvDt1Gxq6WupKUBifcF0zr9c4fYOqTsPJbOO0JyOoc6+rqT8n6oGH6+OugrDAYAfGjf8CwM2MfjLbbZdOeGpIUJww1JG1mZ+4nJEmqR4YaklRPwuEQ+/Zpy7592vLn4wbyXuX0VBNmr+CbpXl8szSPv705i/36tuX4YV0YNagjmSk7+M9yOCGYNmnSXTD9uU1DjdRUeP75HS+8vASeOyfoY9JlTzjy+q29wWB0SEbbYFqdD/4eNCz+0Y079o3zqqmn+h4W+6lzDrg8GNFw2LWx//C7roRCsO9Y6DAQXhgDS6bAfQcFU1G17Qtt+kLrPpCcHutKd055aTAl2rTnYPZbQSNmCIK/4/9ls3RJ2g5DDUmbqe39hCRJ9cxQQ5IaQGpSAqMHd2L04E6sLSjljenLeOWrJXyxcC0T565i4txVXP3KdI4c0JHjd+/MAf3akZRQw2Bg8ClBqDF7XBBEpGbvXLHjroJlU4P5+U95NBiVsTWhUDA6I70NvPmbYNRG0Ro4/t5tv25jc98J1n1jOPVUlcEnB0tT1OcQOO99eOasYDTK+/8TVmV1hTZ9gmnG2vSFNv2Cxy27B+FZPIpEYPGnQZAx8xUoWrvhudZ9ginE9vq50zpJUg1UhRpZhhqSJEmKc4YaktTAWmUk85O9e/CTvXuwaHUh/5m6hJe/WsL8VQW8+vVSXv166WavqRo0ENpkX9WjKG8ndaZvxVJ+e/3feCl6UOWxwfMpSWG6tkqnW6s0urXeaN06nW6t0klL3ugD62nPwxcPBdsnPlDzb7ePOC8IQV6u7LNRtC5oLJ6cse3Xrc+BnGnBdt/Da3Yt1V7rXvDz/8KXlY2rV38Hq+cGYUDeD8Hy/QebviYhGVr3rgw6+lSGHZUjPDLaxmZEy/JvYPrzMP2FoD9FlcwOwVRpg08JphBrKqNtJKkBOFJDkiRJjYWhhiTFUPc26fzysH6MPbQv05fk8vJXS3jt66Wsyi/d5LhotHK9pZ3AK+X7cUXS8xwT+ohnyw8EIK20iFm3BqMOdrvsBWYt23LvjraZyXRrnc7w9BVcseiXJAOLB11MtPV+dKqI7MCIkZODYOPZnwTTAD12LJz1PKS33vprvns3WHfeAzLb1ew62jkpmbDPxZvuK1wTBByr5lYGHVXLPKgoCfpwrPx283OlZgfhRttdoN2u0HbXYN2qZ92P7li3GGa8EARvK77ZsD+5BQw4Nggyeh0Yv6NKJCnOGWpI2kxBAWRmBtv5+ZCxnS8sSZLUQAw1JCkOhEIhhnRtyZCuLbnm6AGsLQxCjY1yC6Js8mDjFQnr+sDDz7N/4kwmXziIisz2hAoK4Nbg+Xt/sgcLS0IsWl3I4rWFLF5TxOK1hawvLmdVfimF+XncmPwHksNFfFwxkJ9+sQ+RL94nIRyiY1Yq3Vqn0a1VOj3bZjCgcxaDu2TTNjNl8zfS9zA45zV48uSgAfjDR8FPX4bsLlt+41X9NPrFwdRTzVl6a0gfAd1GbLo/EglGQmwSdHwHq74L9hfnBj06lkzZ9HUJKUHY0W7XDUvbXYORHolb+HOzNYVrgmmlpj0Piz7Z6PzJ0O/IIMjYZVTQEF2StFMMNSRJktRYGGpIUpxJCIe2HBhsS1Z/6DqC0A+Tab/o9eCb+ImR6qcP2rX9Fr9ZlVtYxuI1BbR++xd0XryEvKS2PN3lj/TMS+GHtUWUlkdYsq6IJeuK+JQ1m7y2Y1Yqg7pkMbBzNoO7ZDOoSzYdslIIdd0LxoyDJ06EVbPh4VFBsNG236YXryiDee8H2/2O3LH3q4YRDkOrHsHS97BNnysrgjXzg9Edq+YGIzlWzQ62y4uD0RQbj6gACCUEU2C13RXa7QLt+gejPNruEowgASgthDlvBUHGd+9CpKzqxdBz/yDIGHBsMCpIklRn8qpDDW8RJUmSFN/8jVWSmoohp8IPk4Omyf87vdBWZKcnkf3NC7D4DQglkPWTJ7irxz4ARCJRVuaXsHjNhtEd363I55ulucxfVUBOXjE5ecW8O2tF9fnaZiYzqEs2gzpns9f+j7PfpPNIWjsvCDbOegG67LHh4osnQ0kepLUO+h+ocUlKgw4Dg2VjkQpYtwhWzYGVs4Nl1WxYOQdKcjeM9pj9xqavy+4WTFu19Csozd+wv+PgIMgYdPLWR/xIknZa9UiNdEdqSJIkKb4ZakhSUzHwBHjrt7BsavBt+bTO23/Nkikw7qpg+4g/Q2WgARAOh+iQlUqHrFT26rlpX4z8knJmLctjxpJcpi/J5ZslecxdsZ5V+aVMmL2SCbNXAtCa3/B46j8ZWDiPkoeO5st976LTsKPo3jqdcNXUU30Ptw9CUxKuHI3RulcwNVSVaDRoDL9q9kZhx5xghEfBymA6q6qm3y27B0HG4FOhff/YvA9JamacfkqSJEmNhaGGJDUVGW2DKYLm/jcYrTHy0m0fX7gGnjsXKkqh/zGwz9gaXyozJZHhPVszfKOwo6i0gm9zgqBjxpI8ZizNZc7yEKcW/577km5hf75hj4nnc+l7F/NR0n68nvQKPYCX8gewfMI82rVIoX2LFNpVLq3TkwmHQ7X6USgOhUKQ1SlYeh+86XOFa4KAY/W8oBdHtxHB8ZKkBmOoIUmSpMbCUEOSmpLBpwahxvTnYMQlWz8uEoFXLoLcRdCqFxx3905/iJyWnMDu3Vuxe/cNvQ5KyiuYk5PPzMXDmP7prxmcO4G7k+7g9vIf6BFaQCQa4i+zOrJ21rebnS/oLZJcGXak0i4zCDvaZ6XQLrNqnUq7FimkJTvSo1FLbw3d9w4WSVJMGGpIkiSpsTDUkKSmpP9oSMqAtQuCaahGjw72J/zPh/4f3wZzxkFCCpz6b0hrWS/lpCQmMLhrNoO7ZsPIl+CNXxOe8giXJb0IwKqWgzmt/+6sWF/MyvUl1cvqglIqIlGW55WwPK8EyNvmdbJSE9m1YwsGdMpit8pl144tSE0y7JAkaXsikSh5xUGokWWoIalKQsLW7yckSYohQw1JakqSM6D/0cFIjbn/gTfe2PyY7yfCe38Jtkf/EzoNaZjawglwzK2Q3gYm3gRA+z1+zO8O2rxnQllFhNX5pUHIkV/Mirwg7FhRFXzkl7BifbC/pDxCXnE5ny9Yy+cL1m64XAh6t8usDjoGdM5it04taN8itWHeryRJjcT6knKi0WDbkRqSqqWmbvl+QpKkGDPUkKSmZsipQagx4yUY9TdI2OjDifU58MLPIBqBoWfCHmc3bG2hEBz2B8juCrNe3er1kxLCdMxOpWN2KpC91dNFo1HWl5SzZG0R3+bkMXNpHrOWrWfmsjzWFJTy3Yp8vluRz6tfL61+TdvMFHbr1IIBnbMY0ClYerXNIDEhXNfvVpKkRiGvcuqp1KQwKYl+G1uSJEnxzVBDkpqa3odAelsoXAXzJ0C/I4L9FeVBoFGwAtoPhKNvjl0z5r3GBMtOCoVCZKUmkdUpid06ZXHC7sH+aDTKivUlzFyax8xlecxaFqy/X1XAqvwSJs4tYeLcVdXnSUkMs0uHYPqqfh0ySUoIE4lGiUSDc23Yhkg0WrmP6v38z+Oq14RCIVqlJ1c3P6/qC9I6I5kEm6BLkuKE/TQkSZLUmBhqSFJTk5AIg06Ej+6DwaMhIRlWrIBPboSFH0Nyi6CPRnJ6rCutN6FQiA5ZqXTISuWQ/u2r9xeWljM7Z33laI5cZi1bz7fL8igorWD6klymL8ltkPoSwiHaZGwedlQt7VukVm9nJCcQilX4JElqFgw1JG1RQQG0r/xdesUKyMiIbT2SJFVqFKHG3XffzT//+U9ycnIYOnQod955JyNGjNjq8c8//zx/+MMfWLBgAf369eMf//gHo6uaWwHnnnsujz322CavGTVqFOPGjau39yBJDWrwqUGoUVIOlMOc/wbNwQGOuxPa9o1ldTGTnpzI7t1bsXv3VtX7IpEoi9YUbjKaIwqEQyHCoWAdqlpX7Q8HwUl4o/3B48p94eA1kUiUNQVl1Y3QV+VvaIK+orJHyPakJSXQrkUKnVum8usjd2V4z9b19vORJDVPhhqStqqwMNYVSJK0mbgPNZ599lkuv/xy7r33XkaOHMltt93GqFGjmD17Nu3bt9/s+E8++YQzzjiDG264gWOOOYannnqK448/ni+//JJBgwZVH3fUUUfxyCOPVD9OSUlpkPcjSQ2i617QsgcwI3j82i+D9ciLYOAJMSsrHoXDIXq2zaBn2wx+NLhTvV+vvCLCmoLSoOl5fgkr8yrX6zdaKh/nl5RTVFbBojWFLFpTyM8f/ZzXf3kA3ds03VE2kqSGZ6ghSZKkxiTuQ41bbrmF8847jzFjgrnX7733Xt544w0efvhhfve73212/O23385RRx3Fb37zGwD+8pe/8M4773DXXXdx7733Vh+XkpJCx44dG+ZNSFJDC4Vg4IlUhxrFedB7BBxxXUzLEiQmhGmflUr7rNTtHltYWl4ddFz/xiymLl7HhU9M4aVf7Etqko1cJUl1oyrUyDLUkCRJUiMQjnUB21JaWsqUKVM4/PDDq/eFw2EOP/xwJk2atMXXTJo0aZPjIZha6n+PnzBhAu3bt2fXXXfloosuYvXq1duspaSkhLy8vE0WSYprg07csJ3WCk55FBKTY1aOdlx6ciI92mSwV8/W/OusPWidkczMZXlc+58ZsS5NktSEOFJDkiRJjUlchxqrVq2ioqKCDh06bLK/Q4cO5OTkbPE1OTk52z3+qKOO4t///jfjx4/nH//4Bx988AE/+tGPqKio2GotN9xwA9nZ2dVLt27dduKdSVID2LhvxnF3QXbX2NWinda5ZRp3nrE74RA898UPPDN5UaxLkqRG4+6776Znz56kpqYycuRIJk+evNVjy8rKuO666+jTpw+pqakMHTp0i733duSc8c5QQ5IkSY1JXIca9eX000/n2GOPZfDgwRx//PG8/vrrfP7550yYMGGrr7nqqqvIzc2tXhYvXtxwBUvSzupzaKwrUB3Yr29bfn3krgBc++o3TP8hN8YVSVL8q+rR98c//pEvv/ySoUOHMmrUKFasWLHF46+55hruu+8+7rzzTmbOnMmFF17ICSecwFdffVXrc8Y7Qw1JkiQ1JnEdarRt25aEhASWL1++yf7ly5dvtR9Gx44dd+h4gN69e9O2bVu+++67rR6TkpJCVlbWJoskxbVwGA46KFjCcf3PvXbARQf14fDd2lNaHuHCJ6awrrA01iVJUlzbuEffgAEDuPfee0lPT+fhhx/e4vGPP/44v//97xk9ejS9e/fmoosuYvTo0dx88821Pme8yzPUkLQl3k9IkuJUXP9fKTk5mT333JPx48dX74tEIowfP5599tlni6/ZZ599Njke4J133tnq8QA//PADq1evplOnTnVTuCTFg7Q0mDAhWNLSYl2N6kg4HOLmU4fRvXU6S9YVcemzU4lEorEuS5LiUm169JWUlJCamrrJvrS0ND766KNan7PqvPHao8+RGpK2yPsJSVKciutQA+Dyyy/ngQce4LHHHmPWrFlcdNFFFBQUMGbMGADOPvtsrrrqqurjL7nkEsaNG8fNN9/Mt99+y5/+9Ce++OILxo4dC0B+fj6/+c1v+PTTT1mwYAHjx4/nuOOOo2/fvowaNSom71GSpB2RnZbEPT/Zg5TEMBNmr+SO9+bGuiRJiku16dE3atQobrnlFubOnUskEuGdd97hpZdeYtmyZbU+J8R3jz5DDUmSJDUmcR9qnHbaadx0001ce+21DBs2jKlTpzJu3Ljqm4hFixZV32AA7Lvvvjz11FPcf//9DB06lBdeeIFXXnmFQYMGAZCQkMC0adM49thj2WWXXfj5z3/OnnvuycSJE0lJSYnJe5QkaUcN7JzNX08YDMDt4+cyYXbjnMddkuLN7bffTr9+/ejfvz/JycmMHTuWMWPGEN7JqVfiuUefoYYkSZIak8RYF1ATY8eOrR5p8b+21Nz7lFNO4ZRTTtni8Wlpabz99tt1WZ4kxaeCAujZM9hesAAyMmJZjerByXt25ctFa3nqs0Vc+uxUXhu7P91ap8e6LEmKG7Xp0deuXTteeeUViouLWb16NZ07d+Z3v/sdvXv3rvU5IejRF49foopEovbUkLRl3k9IkuJU3I/UkCTthFWrgkVN1rXHDGBI12zWFZbxiye/pLisItYlSVLcqE2Pviqpqal06dKF8vJyXnzxRY477ridPmc8yi8tp6o1U5ahhqT/5f2EJCkOGWpIktSIpSYl8K+z9qBlehLTl+Ty59dmxrokSYorO9qj77PPPuOll15i/vz5TJw4kaOOOopIJMKVV15Z43M2JrmFwSiNlMQwqUkJMa5GkiRJ2r5GMf2UJEnauq6t0rn99N0595HJPD15EXt0b8kpe8VPA1pJiqXTTjuNlStXcu2115KTk8OwYcM269G3cb+M4uJirrnmGubPn09mZiajR4/m8ccfp2XLljU+Z2NiPw1JkiQ1NqFoNBqNdRGNUV5eHtnZ2eTm5pKVlRXrciRpcwUFkJkZbOfnOwduM3D7u3O59d05pCSGeekX+zKwc3asS5LUzPg7cs3Fy8/qk+9WceaDn9GvfSbvXH5QzOqQFIe8n5AkNbCa/o7s9FOSJDURvzy0L4fs2o6S8ggXPfFl9ZQikiRtjSM1JEmS1NgYakiS1ESEwyFuPW0YXVulsWhNIZc/N5VIxAGZkqStM9SQJElSY2OoIUlNVTgMe+0VLGH/uW8uWqYnc+9P9iQ5Mcz4b1dwzwfzYl2SJCmOGWpI2irvJyRJccr/K0lSU5WWBp9/HixpabGuRg1oUJds/nLcQABu/u9sPpq7KsYVSZLiVVWokWWoIel/eT8hSYpThhqSJDVBpw3vzql7dSUShV898xVL1xXFuiRJUhxypIYkSZIaG0MNSZKaqOuOG8TAzlmsKSjloie/pKS8ItYlSZLijKGGJEmSGhtDDUlqqgoLoWfPYCksjHU1ioHUpATu/cmeZKUm8vXidVz/+qxYlyRJijOGGpK2yvsJSVKcMtSQpKYqGoWFC4MlGo11NYqRbq3Tue30YQA8/ulCXv7qh9gWJEmKK3mGGpK2xvsJSVKcMtSQJKmJO7R/B351aF8ArnppOt/m5MW4IklSvKgeqZFuqCFJkqTGwVBDkqRm4JLDd+GAfm0pLotw4eNTyCsui3VJkqQ44PRTkiRJamwMNSRJagYSwiFuP313urRMY8HqQk761ydMmrc61mVJkmIoGo2SV1wOGGpIkiSp8TDUkCSpmWidkcy9P9mT1hnJzF2RzxkPfMqvnv6K5XnFsS5NkhQD+SXlVESCefINNSRJktRYGGpIktSMDO6azXu/Poif7N2dUAhe/Xoph940gQc+nE9ZRSTW5UmSGlDV1FPJiWFSkxJiXI0kSZJUM4YaktRUhUIwYECwhEKxrkZxpGV6MtcfP5hXL96fYd1aUlBawV/fnMXo2yfyybxVsS5PktRA7KchaZu8n5AkxSlDDUlqqtLT4ZtvgiU9PdbVKA4N7prNSxfty40nDamekurMBz7jl09/RU6uU1JJUlNnqCFpm7yfkCTFKUMNSZKasXA4xKnDu/Herw/ip3v3IBSC175eymE3T+D+D+c5JZUkNWF5hhqSJElqhAw1JEkSLdOT+cvxg3ht7P7s3j2Ykupvb37rlFSS1IQ5UkOSJEmNkaGGJDVVhYUwcGCwFBbGuho1EoO6ZPPihfty48lOSSVJTZ2hhqRt8n5CkhSnDDUkqamKRmHmzGCJRmNdjRqRcDjEqXt14/1fH8zZ+/Qg7JRUktQkGWpI2ibvJyRJccpQQ5IkbVF2ehLXHTeIV8fuzx4bTUn1o9sn8sl3TkklSY1dVaiRZaghSZKkRsRQQ5IkbdOgLtm8cOG+/PPkIbTJSOa7Ffmc+eBnjH3qS6ekkqRGLLeoHHCkhiRJkhqXxFgXIEmS4l84HOKUvbpx5ICO3PLObB7/dCGvT1vGe9+uYK+erWmRmkhWahJZqYm0SE2kRWrSJuusjdaZqYkkhEOxfkuS1Ow5/ZQkSZIaI0MNSZJUY9npSfz5uEGcOrwb1/7nG6YsXMuHc1bu8HkykhM2BB5pGwKQNhnJtGuRQrvMFNq1SKFt5bpNZjJJCQ4wlaS6ZKghSZKkxshQQ5Ik7bCBnbN5/oJ9mDR/NUvXFbG+uLxyKWN9cTl5lesNj4PtkvKgyXhBaQUFpRXk5NX8mq0zkjcKOyrDj6olM7V6f6v0ZMKOBJGk7coz1JAkSVIjZKghSU1VKAQ9emzYlupYOBxiv75td+g1peWRLQYfecXl5BWVsaaglJXrS1iZX8Kq/BJWri9hVX4pFZEoawpKWVNQyuzl67d5jYRwiLaZyWQkJ5KYECIhHCYpIURiOERiOExiQojEhHDl4xBJCWESwiESE0IkVT0frjymcrtjVioDu2SzW8cs0pITdubHJklxY0OjcG8LJW2B9xOSpDjlb6+S1FSlp8OCBbGuQtpEcmKYNpkptMlMqfFrIpEoawtLWVkZcgRBx4btjfevLSyjIhJleV4JUFLn9YdD0KddJoO6ZDOwcxYDO2czoHOW33KW1OhEo1Gnn5K0bd5PSJLilKGGJEmKa+FwqDoI6d9x28eWVURYnR+M9igqq6C8IkJZJEpFJEJZRZTyiijlRKGvuAABAABJREFUkciGdSTYV1YRoSISpTyyYTs4PkJZRYSFawqZsSSPVfklzF2Rz9wV+bz81ZLq63Zvnc7AzlkM6hKEHIM6Z9OuRc2DG0lqaAWlFVREooChhiRJkhoXQw1JktRkJCWE6ZidSsfs1Ho5/4q8YmYszeWbJXnBemkeP6wtYtGaQhatKeStGTnVx7ZvkbLJiI5BXbLo0jKNkNM3SIoDVaM0khJCpCU5rZ4kSZIaD0MNSWqqiorgwAOD7Q8/hLS02NYjNQHts1I5NCuVQ/t3qN63rrCUmUs3hBwzluQyf1UBK9aX8N63K3jv2xXVx2anJbFrhxb0aJNOz7YZwbpNsG6R6jelJTWc3MINU08ZtkraIu8nJElxylBDkpqqSAS++GLDtqR60TI9mX37tmXfjZqmF5SU821OXnXI8c3SPOYsX09uURmTF6xh8oI1m52nTUZydcjRfaOwo2ebDFqm+6GjpLq1oUm4gaqkrfB+QpIUpww1JEmS6lhGSiJ79mjNnj1aV+8rKa9g7vJ85q3MZ+HqQhasLmDh6kIWri5gVX4pqwuC5ctF6zY7X1ZqIj3bZtC99UZhR9sMOmal0iI1kcyURBITwg34DutWNBqltCJCcVmEkrIKissiFJdXUFxWAUDLtGRaZSSRmZIY83CnIhIlr6iMorIKstKSyEhOiHlNUm3YJFySJEmNlaGGJElSA0hJTGBQl2wGdcne7Ln1xWWVAUchC9cUsHDVhtAjJ6+YvOJypv2Qy7Qfcrd6/vTkBDJTEmmRmkiL1KTKdSItUpLIrNzOTEkkq/K5zI2PS0kkKSFMWUWEkvIIpZUN0kvLN1oqNl1XPV99fHmU0oqK6uM3DiaKyyLBurwqtNgQXJRUrqPR7f8MkxJCtEpPpnVGMi3Tk2idkVz9uFV6EHxs/Lh1RjLpWwkdotEoecXl5BaWsbawlHVFZawrLGVd1ePCysdFZawtLCO3sJS1hWXkFZdtUmtSQoiW6cm0TAuunZ2eRKv0pGBfelIQyGz0uFXlOtUeBoqxvP9n776jo6rWPo5/Zya9AyEkoRN6VRAQqSpKUQREKXIVLHit1y7FAiiKXbF3ECkiKopiR0FpovgCUhWktxAgvU1mzvvHTiYJJBAgZJLw+6x11pw+e04mydnn2Xs/CmqIiIiISAWloIaIiIiIl4UG+BYb8MjIdrHzcF6QI43th9LZeSidbQlpJKRmkZVjhoNIz3aRnu0iPiWrrItfquw2CPB1mMnHjgUcSc8m0+nG6bKIT8k6qc/o57B7gh2Bfg6SMpwkpjtJynDicpcgklIMH7uNHLeF02VxMCWLgyd53QN87UQE5gc6qoX4ERniT7VgPyJDzWu1EH+qh/hTLaT44IzIqVJPDRERERGpqBTUEBERESnHAv0cNIkOpUl0aJHbs3PcpGQ6Sc3KISUzb3KSkpmTu87Mp+RuT81bzt2enHusZZmAgp+PHV+HHX8fO34Ou2fZzyd3chz1WnB73nE+dgJ8HfjnvprJToCPA3/f3HU+uet8C6/zddiKfHifke3iSHo2h9OyOZLba+JIWv7y4TTTu6Lgcl4vkgPJWRxILjroEOBrNz0sAvN7UeT3qvD1BB4igkyPi/Dcdb4OGxlOF0fS83t45PfyyOvx4SQpI7vwPrnBlEynm/3OTPYnZ5boexDgazdBjxB/IoMLBEFC/IkM8aNasD+Roea1SpBvhR6OTMqGghoiIiIiUlEpqCEiIiJSgfn52KmW+3D7VLndFm7LKtcPwgP9HAT6BRIbEVii/S3L8gQd8oIf6dkuE7wIzg9WnM4wUEF+PgT5+VCzhGXKK1dKVg6JaU4SM/KDM4fSsjmUmsWh1GwSUrNIyF1OSM3KHb7Lze4jGew+knHC97ipS30evrz5KX8uOTsoqCEiIiIiFZWCGiIilVlkpLdLICIVgN1uw07lGtrIZrOdUtDhTLPZbIQF+BIW4Esdgkp0TFpWjgl2pOUHPUzAwwRDElKyOJS77XB6NpGhpx7gkrNHdu7QdQpqiMhxqT4hIiLlkIIaIiKVVXAwHDzo7VKIiMhpCvb3IdjfhzrVThwEcbktctzuMiiVVHRPX9WaJ69sdVq5ZUSkklN9QkREyikFNUREREREKgmH3YbDfupDasnZxXxfKlcvLRERERGp/MrvwMkiIiIiIiIiIiIiIiIFKKghIlJZZWRAjx5myjhxYlkREREREREP1SdERKSc0vBTIiKVldsNixfnz4uIiIiIiJSU6hMiIlJOqaeGiIiIiIiIiIiIiIhUCApqiIiIiIiIiIiIiIhIhaCghoiIiIiIiIiIiIiIVAgKaoiIiIiIiIiIiIiISIWgoIaIiIiIiIiIiIiIiFQIPt4ugIiInEFBQd4ugYiIiIiIVFSqT4iISDmkoIaISGUVHAxpad4uhYiIiIiIVESqT4iISDml4adERERERERERERERKRCUFBDREREREREREREREQqBAU1REQqq8xMuOwyM2Vmers0IiIiIiJSkag+ISIi5ZRyaoiIVFYuF3z9df68iIiIiIhISak+ISIi5ZR6aoiIiIiIiIiIiIiISIWgoIaIiIiIiIiIiIiIiFQICmqIiIiIiIiIiIiIiEiFoKCGiIiIiIiIiIiIiIhUCApqiIiIiIiIiIiIiIhIheDj7QJUVJZlAZCcnOzlkoiIFCMtLX8+ORlcLu+VRUREzgp598Z598pSPNUnRKTcU31CRETKWEnrEwpqnKKUlBQAateu7eWSiIiUQGyst0sgIiJnkZSUFMLDw71djHJN9QkRqVBUnxARkTJ0ovqEzVIzqlPidrvZu3cvoaGh2Gy2Eh2TnJxM7dq12bVrF2FhYWe4hHI0XX/v0bX3Hl1779L19x5de+/Rtfee8nDtLcsiJSWF2NhY7HaNdHs8qk9UPLr+3qNr7z269t6l6+89uvbeo2vvXd6+/iWtT6inximy2+3UqlXrlI4NCwvTL6UX6fp7j6699+jae5euv/fo2nuPrr33ePvaq4dGyag+UXHp+nuPrr336Np7l66/9+jae4+uvXd58/qXpD6h5lMiIiIiIiIiIiIiIlIhKKghIiIiIiIiIiIiIiIVgoIaZcjf35/x48fj7+/v7aKclXT9vUfX3nt07b1L1997dO29R9fee3TtKz/9jL1L1997dO29R9feu3T9vUfX3nt07b2rolx/JQoXEREREREREREREZEKQT01RERERERERERERESkQlBQQ0REREREREREREREKgQFNUREREREREREREREpEJQUENERERERERERERERCoEBTVERERERERERERERKRCUFCjDL322mvUq1ePgIAAOnbsyMqVK71dpEpvwoQJ2Gy2QlPTpk29XaxK65dffqFfv37ExsZis9n4/PPPC223LItHH32UmJgYAgMD6dmzJ//88493ClvJnOjajxw58pjfhd69e3unsJXM5MmTad++PaGhoURFRTFgwAA2b95caJ/MzExuv/12qlWrRkhICIMGDeLAgQNeKnHlUZJr36NHj2O++7fccouXSlx5vPHGG7Ru3ZqwsDDCwsLo1KkT33zzjWe7vvNn1omuv773lZfqE2VP9YmypfqE96g+4T2qT3iP6hPepTqF91SG+oSCGmVkzpw53HvvvYwfP54///yTNm3a0KtXL+Lj471dtEqvRYsW7Nu3zzMtWbLE20WqtNLS0mjTpg2vvfZakdufeeYZXn75Zd58801+++03goOD6dWrF5mZmWVc0srnRNceoHfv3oV+F2bPnl2GJay8Fi9ezO23386KFSv44YcfcDqdXHrppaSlpXn2ueeee/jyyy+ZO3cuixcvZu/evVx55ZVeLHXlUJJrDzBq1KhC3/1nnnnGSyWuPGrVqsVTTz3FqlWr+OOPP7jooovo378/69evB/SdP9NOdP1B3/vKSPUJ71F9ouyoPuE9qk94j+oT3qP6hHepTuE9laI+YUmZ6NChg3X77bd7ll0ulxUbG2tNnjzZi6Wq/MaPH2+1adPG28U4KwHWvHnzPMtut9uKjo62nn32Wc+6xMREy9/f35o9e7YXSlh5HX3tLcuyRowYYfXv398r5TnbxMfHW4C1ePFiy7LM99zX19eaO3euZ5+NGzdagLV8+XJvFbNSOvraW5Zlde/e3brrrru8V6izSJUqVax3331X33kvybv+lqXvfWWl+oR3qD7hPapPeI/qE96l+oT3qD7hfapTeE9Fq0+op0YZyM7OZtWqVfTs2dOzzm6307NnT5YvX+7Fkp0d/vnnH2JjY2nQoAHDhw9n586d3i7SWWnbtm3s37+/0O9BeHg4HTt21O9BGVm0aBFRUVE0adKEW2+9lUOHDnm7SJVSUlISAFWrVgVg1apVOJ3OQt/9pk2bUqdOHX33S9nR1z7PzJkziYyMpGXLlowdO5b09HRvFK/ScrlcfPTRR6SlpdGpUyd958vY0dc/j773lYvqE96l+kT5oPqE96k+UTZUn/Ae1Se8R3UK76mo9QkfbxfgbJCQkIDL5aJGjRqF1teoUYNNmzZ5qVRnh44dOzJt2jSaNGnCvn37mDhxIl27dmXdunWEhoZ6u3hnlf379wMU+XuQt03OnN69e3PllVdSv359tm7dyrhx4+jTpw/Lly/H4XB4u3iVhtvt5u6776Zz5860bNkSMN99Pz8/IiIiCu2r737pKuraA1xzzTXUrVuX2NhY1q5dy+jRo9m8eTOfffaZF0tbOfz111906tSJzMxMQkJCmDdvHs2bN2f16tX6zpeB4q4/6HtfGak+4T2qT5Qfqk94l+oTZUP1Ce9RfcI7VKfwnopen1BQQyq1Pn36eOZbt25Nx44dqVu3Lh9//DE33nijF0smUraGDh3qmW/VqhWtW7cmLi6ORYsWcfHFF3uxZJXL7bffzrp16zTWthcUd+1vvvlmz3yrVq2IiYnh4osvZuvWrcTFxZV1MSuVJk2asHr1apKSkvjkk08YMWIEixcv9naxzhrFXf/mzZvrey9SilSfEDFUnygbqk94j+oT3qE6hfdU9PqEhp8qA5GRkTgcDg4cOFBo/YEDB4iOjvZSqc5OERERNG7cmC1btni7KGedvO+6fg/KhwYNGhAZGanfhVJ0xx138NVXX/Hzzz9Tq1Ytz/ro6Giys7NJTEwstL+++6WnuGtflI4dOwLou18K/Pz8aNiwIe3atWPy5Mm0adOGKVOm6DtfRoq7/kXR977iU32i/FB9wntUnyhfVJ8ofapPeI/qE96jOoX3VPT6hIIaZcDPz4927dqxcOFCzzq3283ChQsLjVUmZ15qaipbt24lJibG20U569SvX5/o6OhCvwfJycn89ttv+j3wgt27d3Po0CH9LpQCy7K44447mDdvHj/99BP169cvtL1du3b4+voW+u5v3ryZnTt36rt/mk507YuyevVqAH33zwC3201WVpa+816Sd/2Lou99xaf6RPmh+oT3qD5Rvqg+UXpUn/Ae1SfKH9UpvKei1Sc0/FQZuffeexkxYgTnnXceHTp04KWXXiItLY3rr7/e20Wr1O6//3769etH3bp12bt3L+PHj8fhcDBs2DBvF61SSk1NLRS13bZtG6tXr6Zq1arUqVOHu+++m0mTJtGoUSPq16/PI488QmxsLAMGDPBeoSuJ4137qlWrMnHiRAYNGkR0dDRbt27lwQcfpGHDhvTq1cuLpa4cbr/9dmbNmsUXX3xBaGioZ3zP8PBwAgMDCQ8P58Ybb+Tee++latWqhIWFceedd9KpUyfOP/98L5e+YjvRtd+6dSuzZs2ib9++VKtWjbVr13LPPffQrVs3Wrdu7eXSV2xjx46lT58+1KlTh5SUFGbNmsWiRYv47rvv9J0vA8e7/vreV16qT3iH6hNlS/UJ71F9wntUn/Ae1Se8S3UK76kU9QlLyswrr7xi1alTx/Lz87M6dOhgrVixwttFqvSGDBlixcTEWH5+flbNmjWtIUOGWFu2bPF2sSqtn3/+2QKOmUaMGGFZlmW53W7rkUcesWrUqGH5+/tbF198sbV582bvFrqSON61T09Pty699FKrevXqlq+vr1W3bl1r1KhR1v79+71d7EqhqOsOWFOnTvXsk5GRYd12221WlSpVrKCgIGvgwIHWvn37vFfoSuJE137nzp1Wt27drKpVq1r+/v5Ww4YNrQceeMBKSkrybsErgRtuuMGqW7eu5efnZ1WvXt26+OKLre+//96zXd/5M+t411/f+8pN9Ymyp/pE2VJ9wntUn/Ae1Se8R/UJ71KdwnsqQ33CZlmWdWbCJSIiIiIiIiIiIiIiIqVHOTVERERERERERERERKRCUFBDREREREREREREREQqBAU1RERERERERERERESkQlBQQ0REREREREREREREKgQFNUREREREREREREREpEJQUENERERERERERERERCoEBTVERERERERERERERKRCUFBDREREREREREREREQqBAU1RETkrGWz2fj888+9XQwREREREamAVJ8QEfEOBTVERMQrRo4cic1mO2bq3bu3t4smIiIiIiLlnOoTIiJnLx9vF0BERM5evXv3ZurUqYXW+fv7e6k0IiIiIiJSkag+ISJydlJPDRER8Rp/f3+io6MLTVWqVAFMV+433niDPn36EBgYSIMGDfjkk08KHf/XX39x0UUXERgYSLVq1bj55ptJTU0ttM/7779PixYt8Pf3JyYmhjvuuKPQ9oSEBAYOHEhQUBCNGjVi/vz5Z/ZDi4iIiIhIqVB9QkTk7KSghoiIlFuPPPIIgwYNYs2aNQwfPpyhQ4eyceNGANLS0ujVqxdVqlTh999/Z+7cufz444+FKhlvvPEGt99+OzfffDN//fUX8+fPp2HDhoXeY+LEiQwePJi1a9fSt29fhg8fzuHDh8v0c4qIiIiISOlTfUJEpHKyWZZlebsQIiJy9hk5ciQzZswgICCg0Ppx48Yxbtw4bDYbt9xyC2+88YZn2/nnn0/btm15/fXXeeeddxg9ejS7du0iODgYgK+//pp+/fqxd+9eatSoQc2aNbn++uuZNGlSkWWw2Ww8/PDDPP7444Cp2ISEhPDNN99oLF4RERERkXJM9QkRkbOXcmqIiIjXXHjhhYUqGQBVq1b1zHfq1KnQtk6dOrF69WoANm7cSJs2bTwVEIDOnTvjdrvZvHkzNpuNvXv3cvHFFx+3DK1bt/bMBwcHExYWRnx8/Kl+JBERERERKSOqT4iInJ0U1BAREa8JDg4+pvt2aQkMDCzRfr6+voWWbTYbbrf7TBRJRERERERKkeoTIiJnJ+XUEBGRcmvFihXHLDdr1gyAZs2asWbNGtLS0jzbly5dit1up0mTJoSGhlKvXj0WLlxYpmUWEREREZHyQfUJEZHKST01RETEa7Kysti/f3+hdT4+PkRGRgIwd+5czjvvPLp06cLMmTNZuXIl7733HgDDhw9n/PjxjBgxggkTJnDw4EHuvPNOrr32WmrUqAHAhAkTuOWWW4iKiqJPnz6kpKSwdOlS7rzzzrL9oCIiIiIiUupUnxAROTspqCEiIl7z7bffEhMTU2hdkyZN2LRpEwATJ07ko48+4rbbbiMmJobZs2fTvHlzAIKCgvjuu++46667aN++PUFBQQwaNIgXXnjBc64RI0aQmZnJiy++yP33309kZCRXXXVV2X1AERERERE5Y1SfEBE5O9ksy7K8XQgREZGj2Ww25s2bx4ABA7xdFBERERERqWBUnxARqbyUU0NERERERERERERERCoEBTVERERERERERERERKRC0PBTIiIiIiIiIiIiIiJSIainhoiIiIiIiIiIiIiIVAgKaoiIiIiIiIiIiIiISIWgoIaIiIiIiIiIiIiIiFQICmqIiIiIiIiIiIiIiEiFoKCGiIiIiIiIiIiIiIhUCApqiIiIiIiIiIiIiIhIhaCghoiIiIiIiIiIiIiIVAgKaoiIiIiIiIiIiIiISIWgoIaIiIiIiIiIiIiIiFQICmqIiIiIiIiIiIiIiEiFoKCGiIiIiIiIiIiIiIhUCApqiIiIiIiIiIiIiIhIhaCghoiIiIiIiIiIiIiIVAgKaoiISJGmTZuGzWZj+/bt3i6KiIiIiIhUUKpXiIhIaVNQQ0TkLHHFFVcQFBRESkpKsfsMHz4cPz8/Dh06VGh9XkXkRFO9evVKXJ6jz+nj40PNmjUZOXIke/bsKfIYy7L48MMP6datGxEREQQFBdGqVSsee+wx0tLSin2vefPm0adPHyIjI/Hz8yM2NpbBgwfz008/lbi8iYmJBAQEYLPZ2LhxY5H79OjRg5YtWxa5LSEhAZvNxoQJE47ZtnXrVv773//SoEEDAgICCAsLo3PnzkyZMoWMjIwSl1FERERE5Ewr7/WKgtOYMWM8+33//ffceOONtGzZEofDcVLvAZCamsr48eNp2bIlwcHBVKtWjXPOOYe77rqLvXv3ntS5RETk9Ph4uwAiIlI2hg8fzpdffsm8efO47rrrjtmenp7OF198Qe/evalWrRrXXnstQ4cOxd/fn27duvHhhx8W2v+mm26iQ4cO3HzzzZ51ISEhJ12uxx57jPr165OZmcmKFSuYNm0aS5YsYd26dQQEBHj2c7lcXHPNNXz88cd07dqVCRMmEBQUxK+//srEiROZO3cuP/74IzVq1PAcY1kWN9xwA9OmTePcc8/l3nvvJTo6mn379jFv3jwuvvhili5dygUXXHDCcs6dOxebzUZ0dDQzZ85k0qRJJ/1Zi7JgwQKuvvpq/P39ue6662jZsiXZ2dksWbKEBx54gPXr1/P222+XynuJiIiIiJyu8l6vKKhgg6NZs2YxZ84c2rZtS2xs7Emd2+l00q1bNzZt2sSIESO48847SU1NZf369cyaNYuBAwee9DlFROQ0WCIiclZIT0+3QkNDrV69ehW5fdasWRZgffTRRyU6X3BwsDVixIhTLs/UqVMtwPr9998LrR89erQFWHPmzCm0/sknn7QA6/777z/mXPPnz7fsdrvVu3fvQuufffZZC7Duvvtuy+12H3Pc9OnTrd9++61E5e3WrZt15ZVXWvfcc49Vv379Ivfp3r271aJFiyK3HTx40AKs8ePHe9b9+++/VkhIiNW0aVNr7969xxzzzz//WC+99FKJyiciIiIiUhYqSr3iaHv27LGys7Mty7Ksyy67zKpbt26J3+Pjjz+2AGvmzJnHbMvIyLCSkpJOqsynIzU1tczeS0SkvNLwUyIiZ4nAwECuvPJKFi5cSHx8/DHbZ82aRWhoKFdccQVw6mPfbtq0iZ07d55yObt27QqYIZnyZGRk8Oyzz9K4cWMmT558zDH9+vVjxIgRfPvtt6xYscJzzOTJk2natCnPPfccNpvtmOOuvfZaOnTocMIy7dy5k19//ZWhQ4cydOhQtm3bxrJly071I3o888wzpKam8t577xETE3PM9oYNG3LXXXed9vuIiIiIiJSWilKvOFpsbCy+vr6ndGxe3aRz587HbMsbPragTZs2MXjwYKpXr05gYCBNmjThoYceKrTP//3f/9GnTx/CwsIICQnh4osv9tRl8uRdu8WLF3PbbbcRFRVFrVq1PNu/+eYbunbtSnBwMKGhoVx22WWsX7/+lD6jiEhFoqCGiMhZZPjw4eTk5PDxxx8XWn/48GG+++47Bg4cSGBg4Gm9R7NmzYrshl5SeZWdKlWqeNYtWbKEI0eOcM011+DjU/TIiXnv+dVXX3mOOXz4MNdccw0Oh+OUywMwe/ZsgoODufzyy+nQoQNxcXHMnDnztM4J8OWXX9KgQYMSDX8lIiIiIlJelMd6RVJSEgkJCYWm0lK3bl0Apk+fjmVZx9137dq1dOzYkZ9++olRo0YxZcoUBgwYwJdffunZZ/369XTt2pU1a9bw4IMP8sgjj7Bt2zZ69OjBb7/9dsw5b7vtNjZs2MCjjz7qyRPy4YcfctlllxESEsLTTz/NI488woYNG+jSpYuSsotIpaecGiIiZ5GLLrqImJgYZs2axR133OFZP3fuXJxOJ8OHDy/zMuVVPjIzM/ntt9+YOHEi/v7+XH755Z59NmzYAECbNm2KPU/etrwk3nmvrVq1Ou0yzpw5k/79+3sqZkOGDOHtt99mypQpxQZZTiQ5OZk9e/bQv3//0y6fiIiIiEhZKo/1ip49ex6z7kQBiJIaMGAATZo04dFHH+W9997jwgsvpGvXrlx++eVERUUV2vfOO+/Esiz+/PNP6tSp41n/1FNPeeYffvhhnE4nS5YsoUGDBoBppNWkSRMefPBBFi9eXOicVatWZeHChZ7GWqmpqfzvf//jpptuKpR/b8SIETRp0oQnn3xSeflEpFJTTw0RkbOIw+Fg6NChLF++vFDrnVmzZlGjRg0uvvji034Py7JYtGhRiffv2bMn1atXp3bt2lx11VUEBwczf/78Qt2qU1JSAAgNDS32PHnbkpOTC70e75iSWLt2LX/99RfDhg3zrBs2bBgJCQl89913p3ze0iqfiIiIiEhZK4/1itdee40ffvih0FRaAgMD+e2333jggQcAMyzUjTfeSExMDHfeeSdZWVkAHDx4kF9++YUbbrihUEAD8AyH63K5+P777xkwYIAnoAEQExPDNddcw5IlSzx1hTyjRo0q1Pv8hx9+IDEx0VMvyZscDgcdO3bk559/LrXPLiJSHimoISJylslrNTVr1iwAdu/e7ckXcbrDNJ2KvMrHJ598Qt++fUlISMDf37/QPnkP/vOCG0U5OvCRN67t8Y4piRkzZhAcHEyDBg3YsmULW7ZsISAggHr16p3SEFR5lZnSKp+IiIiIiDeUt3pFhw4d6NmzZ6GpNIWHh/PMM8+wfft2tm/fznvvvUeTJk149dVXefzxxwH4999/AWjZsmWx5zl48CDp6ek0adLkmG3NmjXD7Xaza9euQuvr169faPmff/4BTI+Z6tWrF5q+//77InOdiIhUJhp+SkTkLNOuXTuaNm3K7NmzGTduHLNnz8ayLK90EQdT+TjvvPMA0627S5cuXHPNNWzevJmQkBDA3NyD6TUxYMCAIs+zdu1aAJo3bw5A06ZNAfjrr7+KPeZELMti9uzZpKWlec5bUHx8PKmpqZ5yBgQEkJGRUeS50tPTPfuACWrExsaybt26UyqbiIiIiIg3lbd6RVmqW7cuN9xwAwMHDqRBgwbMnDmTSZMmnbH3Ozo/idvtBkxejejo6GP2P9UhckVEKgr11BAROQsNHz6cdevWsXbtWmbNmkWjRo1o3769t4uFw+Fg8uTJ7N27l1dffdWzvkuXLkRERDBr1ixcLleRx06fPh3Ak4ujS5cuVKlShdmzZxd7zIksXryY3bt389hjjzF37txC09tvv016ejqff/65Z/+6deuya9euIgMbmzdv9uyT5/LLL2fr1q0sX778lMonIiIiIuJN5bVeUVaqVKlCXFwc+/btA/AMJ3W8hkvVq1cnKCjIUz8oaNOmTdjtdmrXrn3c942LiwMgKirqmN4pPXv2pEePHqf4iUREKgYFNUREzkJ5raceffRRVq9eXaqtqTZt2sTOnTtP+fgePXrQoUMHXnrpJTIzMwEICgri/vvvZ/PmzTz00EPHHLNgwQKmTZtGr169OP/88z3HjB49mo0bNzJ69OgikwTOmDGDlStXFluWvKGnHnjgAa666qpC06hRo2jUqFGhIaj69u2L0+nkrbfeKnQet9vNG2+8gZ+fX6HxhR988EGCg4O56aabOHDgwDHvv3XrVqZMmXKCKyYiIiIi4h3luV5RmtasWUNCQsIx63fs2MGGDRs8Q0lVr16dbt268f777x9T9rz6iMPh4NJLL+WLL74olI/kwIEDzJo1iy5duniGqi1Or169CAsL48knn8TpdB6z/eDBgyf7EUVEKhT1RxMROQvVr1+fCy64gC+++AKgVCsfzZo1o3v37ieV1O9oDzzwAFdffTXTpk3jlltuAWDMmDH83//9H08//TTLly9n0KBBBAYGsmTJEmbMmEGzZs344IMPjjnP+vXref755/n555+56qqriI6OZv/+/Xz++eesXLmSZcuWFVmGrKwsPv30Uy655BLPkFFHu+KKK5gyZQrx8fFERUXRr18/Lr30Uu655x5WrlzJBRdcQHp6OvPnz2fp0qVMmjSJ6tWre46Pi4tj1qxZDBkyhGbNmnHdddfRsmVLsrOzWbZsGXPnzmXkyJGnfB1FRERERM6k8l6vKGjt2rXMnz8fgC1btpCUlOQZMqpNmzb069ev2GN/+OEHxo8fzxVXXMH5559PSEgI//77L++//z5ZWVlMmDDBs+/LL79Mly5daNu2LTfffDP169dn+/btLFiwgNWrVwMwadIkfvjhB7p06cJtt92Gj48Pb731FllZWTzzzDMn/CxhYWG88cYbXHvttbRt25ahQ4dSvXp1du7cyYIFC+jcuXOhnu8iIpWNghoiImep4cOHs2zZMjp06EDDhg29XZxCrrzySuLi4njuuecYNWoUDocDh8PBxx9/zPTp03n33Xd55JFHyM7OJi4ujvHjx3PfffcRHBxc6Dx2u53p06fTv39/3n77bZ577jmSk5M9LaieeeYZOnXqVGQZFixYQGJi4nErN/369eP555/no48+4n//+x92u5358+fz1FNP8dFHH/HZZ5/h4+NDq1atmDFjRpGVvCuuuIK1a9fy7LPP8sUXX/DGG2/g7+9P69atef755xk1atTpXUwRERERkTOoPNcrCvrzzz955JFHCq3LWx4xYsRx7/sHDRpESkoK33//PT/99BOHDx+mSpUqdOjQgfvuu48LL7zQs2+bNm1YsWIFjzzyCG+88QaZmZnUrVuXwYMHe/Zp0aIFv/76K2PHjmXy5Mm43W46duzIjBkz6NixY4k+zzXXXENsbCxPPfUUzz77LFlZWdSsWZOuXbty/fXXn8ylERGpcGxWUeNxiIiIiIiIiIiIiIiIlDPKqSEiIiIiIiIiIiIiIhWCghoiIiIiIiIiIiIiIlIhKKghIiIiIiIiIiIiIiIVgoIaIiIiIiIiIiIiIiJSISioISIiIiIiIiIiIiIiFYKCGiIiIiIiIiIiIiIiUiH4eLsAFZXb7Wbv3r2EhoZis9m8XRwREREREa+zLIuUlBRiY2Ox29V+6nhUnxARERERKayk9QkFNU7R3r17qV27treLISIiIiJS7uzatYtatWp5uxjlmuoTIiIiIiJFO1F9QkGNUxQaGgqYCxwWFubl0oiIFCEtDWJjzfzevRAc7N3yiIhIpZecnEzt2rU998pSPNUnRKTcU31CRETKWEnrEwpqnKK8LuJhYWGqhIhI+eRw5M+HhakSIiIiZUbDKZ2Y6hMiUu6pPiEiIl5yovqEBroVEREREREREREREZEKQT01REQqq6AgiI/PnxcRERERESkp1SdERKScUlBDRKSystmgenVvl0JERERERCoi1SdERKScUlBDRERERESknHK5XDidTm8XQyooX19fHAXzIoiIiIhUAgpqiIhUVllZcO+9Zv6FF8Df37vlERERkRKzLIv9+/eTmJjo7aJIBRcREUF0dPQJE26KHEP1CRERKadslmVZ3i5ERZScnEx4eDhJSUmEhYV5uzgiIsdKS4OQEDOfmgrBwd4tj4iIVHq6Ry65E12rffv2kZiYSFRUFEFBQXogLSfNsizS09OJj48nIiKCmJgYbxdJKhrVJ0REpIyVtD6hnhoiIiIiIiLliMvl8gQ0qlWr5u3iSAUWGBgIQHx8PFFRURqKSkRERCoFu7cLICIiIiIiIvnycmgEBQV5uSRSGeR9j5SbRURERCoLBTVERERERETKIQ05JaVB3yMRERGpbBTUEBERERERERERERGRCsGrQY1ffvmFfv36ERsbi81m4/PPPz/hMYsWLaJt27b4+/vTsGFDpk2bdsw+r732GvXq1SMgIICOHTuycuXKQtszMzO5/fbbqVatGiEhIQwaNIgDBw6U0qcSERERERGR0lCvXj1eeuklbxdDRERERMoRrwY10tLSaNOmDa+99lqJ9t+2bRuXXXYZF154IatXr+buu+/mpptu4rvvvvPsM2fOHO69917Gjx/Pn3/+SZs2bejVqxfx8fGefe655x6+/PJL5s6dy+LFi9m7dy9XXnllqX8+ERERERGRs4HNZjvuNGHChFM67++//87NN998WmXr0aNHkWXKyckB4LPPPuPSSy+lWrVq2Gw2Vq9efcJzpqenM3bsWOLi4ggICKB69ep0796dL7744rTKKiIiIiIn5uPNN+/Tpw99+vQp8f5vvvkm9evX5/nnnwegWbNmLFmyhBdffJFevXoB8MILLzBq1Ciuv/56zzELFizg/fffZ8yYMSQlJfHee+8xa9YsLrroIgCmTp1Ks2bNWLFiBeeff34pf0oRES8JDIRt2/LnRURERM6Qffv2eebnzJnDo48+yubNmz3rQkJCPPOWZeFyufDxOXF1tHr16qVSvlGjRvHYY48VWpf3/mlpaXTp0oXBgwczatSoEp3vlltu4bfffuOVV16hefPmHDp0iGXLlnHo0KFSKW9RsrOz8fPzO2PnFzmG6hMiIlJOVaicGsuXL6dnz56F1vXq1Yvly5cD5iZv1apVhfax2+307NnTs8+qVatwOp2F9mnatCl16tTx7FOUrKwskpOTC00iIuWa3Q716pnJXqH+3IuIiMhRLMsiPTunzCfLskpUvujoaM8UHh6OzWbzLG/atInQ0FC++eYb2rVrh7+/P0uWLGHr1q3079+fGjVqEBISQvv27fnxxx8Lnffo4adsNhvvvvsuAwcOJCgoiEaNGjF//vwTli8oKKhQGaOjoz3brr32Wh599NFj6prHM3/+fMaNG0ffvn2pV68e7dq148477+SGG27w7JOVlcXo0aOpXbu2Z/jk9957z7N98eLFdOjQAX9/f2JiYhgzZoyn9wiYHiZ33HEHd999N5GRkZ6GfOvWraNPnz6EhIRQo0YNrr32WhISEkpcdpESU31CRETKKa/21DhZ+/fvp0aNGoXW1ahRg+TkZDIyMjhy5Agul6vIfTZt2uQ5h5+fHxEREcfss3///mLfe/LkyUycOLF0PoiIiIiIiMhJyHC6aP7odyfesZRteKwXQX6lU20cM2YMzz33HA0aNKBKlSrs2rWLvn378sQTT+Dv78/06dPp168fmzdvpk6dOsWeZ+LEiTzzzDM8++yzvPLKKwwfPpwdO3ZQtWrVUilnSURHR/P1119z5ZVXEhoaWuQ+1113HcuXL+fll1+mTZs2bNu2zRN82LNnD3379mXkyJFMnz6dTZs2MWrUKAICAgoN1fXBBx9w6623snTpUgASExO56KKLuOmmm3jxxRfJyMhg9OjRDB48mJ9++umMf24RERGR8qBCBTW8aezYsdx7772e5eTkZGrXru3FEomInEB2Njz0kJl/4gnQcAUiIiLiRY899hiXXHKJZ7lq1aq0adPGs/z4448zb9485s+fzx133FHseUaOHMmwYcMAePLJJ3n55ZdZuXIlvXv3LvaY119/nXfffdez/N///tczrPGpePvttxk+fDjVqlWjTZs2dOnShauuuorOnTsD8Pfff/Pxxx/zww8/eHqANGjQoFB5ateuzauvvorNZqNp06bs3buX0aNH8+ijj2LPbRXfqFEjnnnmGc9xkyZN4txzz+XJJ5/0rHv//fepXbs2f//9N40bNz7lzyRyDNUnRESknKpQQY3o6GgOHDhQaN2BAwcICwsjMDAQh8OBw+Eocp+87sXR0dFkZ2eTmJhYqLdGwX2K4u/vj7+/f+l9GBGRM83phOeeM/MTJqgSIiIiUoEF+jrY8Fgvr7xvaTnvvPMKLaempjJhwgQWLFjAvn37yMnJISMjg507dx73PK1bt/bMBwcHExYWRnx8/HGPGT58OA/lPZyFY3run6xu3brx77//smLFCpYtW8bChQuZMmUKEydO5JFHHmH16tU4HA66d+9e5PEbN26kU6dO2Gw2z7rOnTuTmprK7t27PT1V2rVrV+i4NWvW8PPPPxfKUZJn69atCmpI6VJ9QkREyqkKFdTo1KkTX3/9daF1P/zwA506dQLAz8+Pdu3asXDhQgYMGACA2+1m4cKFnpY+7dq1w9fXl4ULFzJo0CAANm/ezM6dOz3nERERERERKU9sNlupDQPlLcHBwYWW77//fn744Qeee+45GjZsSGBgIFdddRXZ2dnHPY+vr2+hZZvNhtvtPu4x4eHhNGzY8NQKfpxydO3ala5duzJ69GgmTZrEY489xujRowkspaTKR1+z1NRU+vXrx9NPP33MvjExMaXyniIiIiLlnVfvilNTU9myZYtnedu2baxevZqqVatSp04dxo4dy549e5g+fToAt9xyC6+++ioPPvggN9xwAz/99BMff/wxCxYs8Jzj3nvvZcSIEZx33nl06NCBl156ibS0NK6//nrA3MzeeOON3HvvvVStWpWwsDDuvPNOOnXqxPnnn1+2F0BEREREROQstXTpUkaOHMnAgQMBUz/cvn27dwt1Gpo3b05OTg6ZmZm0atUKt9vN4sWLi0xA3qxZMz799FMsy/L01li6dCmhoaHUqlWr2Pdo27Ytn376KfXq1cPHp2IHuUREREROlVfvgv744w8uvPBCz3JezooRI0Ywbdo09u3bV6jrcf369VmwYAH33HMPU6ZMoVatWrz77rv06pXfDXvIkCEcPHiQRx99lP3793POOefw7bffFkoe/uKLL2K32xk0aBBZWVn06tWL119/vQw+sYiIiEjJudwW2TluM7lyp9xlp8uNy2159s0bwcSG7Zh1RS3n7Xf0PkezrGLWU8yG4xxT1Lajz3P0drdl4XRZ5LjcON25ry6LHLebHJeF0+Um56j1Zv+C82Yfl9vCYbd5JrvNho/dht1uw2Gz4eM4eh04HHYcNhsOOzjsdhx2sNvM8S63hduycLnB7bZwWVaBdRZu66j1ufOe19ztnvIX+BxOl9vzGbLzPoPLwul2e7Y5Xe4ir80t3Rtwx0WNjvdjFSkXGjVqxGeffUa/fv2w2Ww88sgjJ+xxcSYcPnyYnTt3snfvXsD05AczdHFxQxT36NGDYcOGcd5551GtWjU2bNjAuHHjuPDCCwkLCyMsLIwRI0Zwww03eBKF79ixg/j4eAYPHsxtt93GSy+9xJ133skdd9zB5s2bGT9+PPfee68nn0ZRbr/9dt555x2GDRvGgw8+SNWqVdmyZQsfffQR7777Lg5H6Q0XJiIiUhS322L3kQw27U9m8/4UNh1IYfP+FA4kZ+Jjt+Gw2/Gxm3trn9z7bl+HHYc9f9nHYS9yW956P4ediCBfqgT7USXIl4ggP6oE5c9HBPni6yj+/+WZYFkWlgV2+wkqUBVAptPF3sQM9iZmsicxnT1HMtiTO783MZM+raIZ26eZt4t5XF4NavTo0QPrOLXeadOmFXnM//3f/x33vHfcccdxE8sFBATw2muv8dprr5W4rCIiIiIFWZZFhtNFamYOKVk5pGXlkJqZQ2rWUVNm4fkMp8sTlCgcpLDIynGTneMiO/fhdMGghUhJZThd3i6CSIm88MIL3HDDDVxwwQVERkYyevRokpOTy7wc8+fP9/TsBxg6dCgA48ePZ8KECUUe06tXLz744APGjRtHeno6sbGxXH755Tz66KOefd544w3GjRvHbbfdxqFDh6hTpw7jxo0DoGbNmnz99dc88MADtGnThqpVq3LjjTfy8MMPH7essbGxLF26lNGjR3PppZeSlZVF3bp16d2793GDISIiIqficFq2J3ixeX8Km/an8PeBFNKzvX+/GervQ0SwL1WC/HKDHnnzvlQNzl8X7O9DZraLDKeL9GwXGdku0rNzSHfmzeetzzGvziLWZbtId7pwWxa1qgTSIDKEBtWDaVA9hLhI81ojzL9QrixvsSyLxHQnexIzzHQkg72583mvCanHH+pze0JaGZX21Nms40UVpFjJycmEh4eTlJREWFiYt4sjInKstDTISyKZmgpHjcksUh7l5D7oz3K6cx/wu8nKcZGV486dcuedefu5CuyXvz07x/RisPJaw+e+goXbbZYtcl8tCu1nkbvsNr0I3JZpyZIXlEjLyg9ilHXMwc/Hjr/Djp+P3dOiqaCCt3WWZ13ecoFtVuF98tYVdw9e3K358e7ZbUcdVdS+RR1eVEXAz8fuabnl67AdNZ//6uMwrbp8HLnb81p7OWz42u3Y7bZCPScKTZaFy3XUtqLWufN7Y+T12PD06sjt/eEo0Psjf91R22356+25rdGK+wy+eZ/BYc+ftxdcl38dfB12qgT5ER7kW8TVPfN0j1xyx7tWmZmZbNu2jfr16xMQEOClEkploe+TnDLVJ0TOGhnZLv6JN0GLggGMhNSsIvf3c9iJiwqhaXQoTXKn2lWCsCzL00M6r2d5Uct5PZILLrvcbs98ptNFYoaTI+nZJKab1yNp2RxJd5Kc6Txuz3BvCfZzUL96cKGAR4PIYBpUDz7tvGiWZZGW7eJIWjaH07I5XOB6HEnL5lBaFnsSM3N7X2SUKOgU5OegZkQgsRGB1KwSSM2IQM9y3WpB1Ajzzj1DSesTGoRTRERESiwhNYtN+1LYtD+ZjftS2BKfQobTlRtAyA8eHBtQyJ8vvG9+kCE/8FCx2G0Q7O9DqL8Pwf4+hAT4EOJfYCqwHOzvQ6CvAz8fu2fyd9jx9bHj58hf55kvsM7HbisXLX9ERERERMQ7Mp0uElKzcLosT+/vrLxe4AVes135vcEL9gQ/et/45Cw2H0hhx6G0YutidaoG0SQ61BPAaBodSr1qwfiU8fBPeVxuiyRPwCObI2lHBT/SnWZ97rrUrBwCfR0E+TkI9HMQ5OdjXj3rfMyrb972Y9cH5R4HsP1QGv8eTOPfg6n8m2Bedx3JIC3bxbo9yazbc2yv05jwABPoKBDwqFUlkPQslydAcTgtO7f85jPlLee9Ol0nV1mODPGnZkQANasEEhueH7iIjQikVpVAwgN9K3T9UkENEZHKKjAQ1q3Lnxc5CZlOF1viU9m0P4VN+5LN63Fa6pwJPnYb/nkP/n0c+PvaCy975o9edniCAHabaflvs5HbMr6IZfKXC66nwPYAX3uRQYqQABOkqMg3gyIiIiJFUn1CxKsynS427ktm3Z4k/tqTxNrdSfwTn3rGhqitGuxHkxqhhQIYjWuEEuxfvh4fO+w2qgb7UTXYzyvvHx0ewPkNqhVal53jZufhNLYePDbgcSTdyb6kTPYlZbJ0y6HTem9/HzvVgv1yc42Y16q5uUdiw/N7XcSEBxDgW7nzbJWvb6WIiJQeux1atPB2KaScsyyLvUmZnsDFxn1mvNR/E9KKvFm22aBetWCaRofSNDqMJtEhhAX6FhpKx5Y3XzBIYCd32QQK8obgyQ8imPUFgxJHD60kIiIiImVI9QmRMpPpdLEhL4Cx2wQxigtg+DlMw6683t6+Pmb4Ut+89QV6e/sW7AHu2deBr48Nf4edsEBfz/BR1UPKR06IisjPx07DqFAaRoUes+1IWjb/JqQWCnhsS0hjb2IGoQEmIFE1NzdIXi6QvEBF1ULBCz8C/Sp3oOJkKKghIiJyFknNyuHrtftYtzeJTftS2Lg/mZTMnCL3DQ/0pVmMCV40jQ6laUwYjWuEnPZ4oCIiIiIiImerjOwCAYw9Saw7TgCjWrAfLWuG06pmOC1rhtO6Vjgx4QEKPlQgVYL9aBdclXZ1q3q7KJWKnkqIiFRW2dnw5JNmftw48PNO10wpHw6lZjFt2XY+WLad5KOCGD52Gw2jQnK7GYfRNCaUZtFh1AhTSx0RERGRs5bqE3IWSspwsj0hje2H0kjLcmGzgQ3Tu5zceZtnWNv8oWxtNlvuttxhbXPnyd2+PymTtbtNAGPLwaIDGJEhhQMYrWoqgCFSHAU1REQqK6cTJk408w88oErIWWpPYgbv/PIvH/2+k0ynG4AGkcFc0rwGTXN7YcRVD8HPxztJ3gpxu3NrBrppFxEREfE61SekkkrJdLI9IZ1th9LYkZDGtkNpuYGMdA6nZZdJGfICGK3zAhi1wokOUwBDpKQU1BAREamEtsSn8ubirXz+f3vIyW0F1KpmOLf1iOPSFtGln6/C7YKsZMhMLuY1yUzH2yc7FbCBTwD4BphXnwDwDQQff/AJzF2fu+wbWGCfgALbc6eIOhDTBgIjSvezioiIiIjIact0uvj0z90cSs0myM9BkJ8Pwf4OAn0dBPv7EOjnINjPJ3eb2R7gay/Rg/+0rBy25fa42HEo3cznLiekHj9wUT3Un/rVggkP8sWyACwsC9yWhQWeeQrMWxZYWLgtoMC8lXtMRKBvfg8MBTBETpuCGiIilZUzM38+fjPUb+u9skiZWbs7kdd/3sp3G/bn3oBDpwbVuO3COLo0jCzZjXNOFqQfhvRDR02HIT3h2HWZSbkBidJgQU6GmUpLlfoQew7EnJP72gYCq5Te+UVEREREpMQsy+Lbdft54uuN7D5ycvf9NhsE+ToI8vfxBDrygx4OjqQ52XYojYMpWcc9T2SIH/WqBVMvMpj6kcHUrRbkWQ7x1+NSkfJOv6UiIpVRVip8/J/85Y+ugdsWQnhN75WpoN2rYMuPcP6tEBDm7dJUeJZlsWzrIV5ftIWlWw551l/SvAa39Yjj3DoFHuC7nLDhC0jcYQISaUUEKbJTTr0wPgHgH2Z+rse8hpvXgPCi9/EPAyxwZkBOppmcmSbAkfeak5W/3Zm7XNR2Zzok/A2JO+HINjOtn5dfzir1CgQ5cl9LM9CRnQZJeyBpFyTvgaTdudMucOWAXzD4BYFfCPgG5S7nTr6564+3j0/AscN0WZb5+bqyc6ei5o+z3Z1jrn/eubDwRMZOeh6wO8DmAJs9f96eu1zidQ7zOd05R02uEiwXs4/lAsttli13/uRZLrDe7S68ruAxbpdZX/DVM59TYN6d/77uo/cvUJ7SdMH/oNv9pXtOERERkVKwcV8yj325geX/mnpLTHgA3RpVJ8PpIj3bRXp2zlGvZj5vKF3LgrRsF2nZrhO+V9VgP+pVCzKBi9yAhQlcBBEa4HtGP6eInFkKaoiIVDYZR2Dm1bB9Zf66lL0wYxDc8I33W6hvXwIzrjIPoOM3wNXTlEPhFLndFt9vOMAbi7eyZlciAA67jf7nxHJL9zga1wgtfEBGInx8HWxbfOKT2xwQVBWCquVOefORBdZVg6AqEBCRH6jwKWdjLacfhn2rYe/q/NfEHXBku5k2fJ6/79GBjpg25nMfze2ClP35QYqk3QUCF7tMMCPj8Jn9XDY7+Aabh/95wQm388y+p1QcOcdvmShSnvXo0YNzzjmHl156ydtFERGRUnQkLZsXfvibmb/twG2Bv4+d/3ZrwC094gjyO/HjSZfbMoGPrMLBjoKvadkuwgJ8cnteBBMeqMCFSGWloIaISGWSehA+HAgH/jIPmcltcR8SDQc3wuxhcO08k4vAG3b9DrOG5A8ttOFzWD0Tzv3PcQ+TwpwuN1+s3subi7eyJd4M++TvY2do+9qM6taAWlWCjj0ocacJdh3cZB6GtxhQODgRHFk4gOEfDvZykDz8dAVVhbiLzJQn/TDsW1M42JEX5Dg60BFR1wQ5HH75vS2S95rW9SfiFwLhtU0PqfBaZgqrZfJ+ZKeb3hzONPOanW6G8HLmrs+bnLnr8/bP+92x3CXoUWMzuUccfuDwBbtv/nyh17ztDnOMzWZeIX/eE3gsajvH7mtZx/Z+KNhzoVDPB1f+fkXtbwEOH7DnTY4C88WtK2bZ0wsktwdIoR4h9gLLtiLW5S3bC/QsyTunT+56x1HvZS/8vsWtt9nzr2lp8HbwWs5K/fr1w+l08u233x6z7ddff6Vbt26sWbOG1q1bn9b7TJs2jeuvv/6Y9e+88w433XQT+/bt47777uOPP/5gy5Yt/O9//ytRgGTevHk8/fTTbNy4EbfbTZ06dbjkkksUXBEROU05Ljczf9vJCz/8TVKGaYTTt1U0Y/s0o3bVIuotxXDYbYT4+2hoKBEBFNQQEak8knbD9P5waAsER8GgWTC+g9k2dCbMGQQ7l8OnN8HVH5iHhGVp72rTWyQ7Fep3gzoXwOKn4OsHoU4nqBZXtuWpgDKyXcz5fSfv/LqNPYnm4XZogA/XdarL9Z3rExniX/SBe1bBrKGQFg+hMXDNHNML4WwVVBXiLjRTnowjJtBRsEfHkW2mV0fijmPPYfeB0Nj8YEV4rdzgRe3c4EVNE1gs7V5IblduoCM32OF2md4xBYMTefN2R+m+t4jIcdx4440MGjSI3bt3U6tWrULbpk6dynnnnXfaAY08YWFhbN68udC68PBwALKysqhevToPP/wwL774YonOt3DhQoYMGcITTzzBFVdcgc1mY8OGDfzwww+lUt6iuFwubDYb9srQgEBEpBjLtiQw8csNbD5gGuM0jQ7l0X7NuSAu0sslE5GKTkENEZHK4NBWmD4Aknaah6rXfQER9WBl7hBUddvCsFnw4ZWw6Sv4+j64/KWyG/bpwAbTgyQryQQwhn1kcgLsWArbfzWBlhu/Nw9kzwJut0VWjpvsHDdZOS6ycl8znW7PvNmWOzld7DqSwcwVOziUlg1AZIg/N3apz3/Or3P88WA3LYBPbjQt/Gu0hGs+Lj+5VcqTwCrQoIeZ8mQcgX1rTbADKzdwkRu0CKnhnaCB3QH+oWaiRtm/v4h4j2WZoGZZ8w0q0f3C5ZdfTvXq1Zk2bRoPP/ywZ31qaipz587l2Wef5dChQ9xxxx388ssvHDlyhLi4OMaNG8ewYcNOqkg2m43o6Ogit9WrV48pU6YA8P7775fofF9++SWdO3fmgQce8Kxr3LgxAwYMOGa/xx57jL/++ouQkBC6du3KvHkmX9ORI0e46667+PLLL8nKyqJ79+68/PLLNGrUCDA9TO6++26mT5/OmDFj+Pvvv9myZQsxMTE89NBDzJ49m8TERFq2bMnTTz9Njx49TuqaiJwRAQH59YmAAO+WRSqUXYfTmbRgA9+tPwBARJAv913ahGHta+PjUDBXRE6fghoiIhXdgQ3w4QBIPQDVGpqARnhuC8n27fP3q9cFBr0DH4+AVdNMi/0eY858+RK2mB4kGYchtq15qO4XbLYNfAveuAD2/gk/Pwk9x5/RouS43CRn5pCYns2RdCdJGdkkpjtzp2wSM5wkZzhxWSbw4LYsXG4Lt2WScbssM5+3zW1ZJgdwgW1WgWPcbotslwlKeAIUOS6cLuvEhS1G7aqB/LdbHFe1q0WA7wkeqq94A74dC1jQsCdcNVWJ2U9GYBVo0N1MIiLe5kyHJ2PL/n3H7c3/v30cPj4+XHfddUybNo2HHnoIW24gZO7cubhcLoYNG0Zqairt2rVj9OjRhIWFsWDBAq699lri4uLo0KHDmf4kxYqOjmbWrFmsW7eOli1bFrnPggULGDhwIA899BDTp08nOzubr7/+2rN95MiR/PPPP8yfP5+wsDBGjx5N37592bBhA76+pvFBeno6Tz/9NO+++y7VqlUjKiqKO+64gw0bNvDRRx8RGxvLvHnz6N27N3/99ZcnICLiNQ5H4fqEyAmkZeXw+qItvPPrNrJz3DjsNv7TsQ73XNKYiKBylntPRCo0BTVERCqyPavMkE4ZR0wr/GvnQUhU8fs37w99n4Wv74dFk01r8/OOHZe61BzZDtOvMMMe1WgF//m08EP18JpwxcsmefWSF03eg/pdiz2dZZnkcGlZLtKyckjNTRKXmuU8JjiRmO7kSHo2SRn565Mzc87cZz1Fdhv4+zjw97Xj72M38z52/HwKLPvaCfJz0KtFNJe1ijlx6ya3ywQzVr5llttdD32fK/shx0RE5Kxyww038Oyzz7J48WJPT4OpU6cyaNAgwsPDCQ8P5/777/fsf+edd/Ldd9/x8ccfn1RQIykpiZCQEM9ySEgI+/fvP+Vy33nnnfz666+0atWKunXrcv7553PppZcyfPhw/P3N0I5PPPEEQ4cOZeLEiZ7j2rQxQznmBTOWLl3KBRdcAMDMmTOpXbs2n3/+OVdffTUATqeT119/3XPczp07mTp1Kjt37iQ21gSs7r//fr799lumTp3Kk08+ecqfSUS8xLLgwDqo3uysuve2LIsvVu9l8jcbOZCcBUDnhtV49PIWNIkO9XLpRKQyOnv+wopI5ZCTZRKqniXDFB3X9qUm6XZ2CtQ8D/7zSeHksNnZkDv8AnfdBX65LWM6jDK9On55FhbcC8HVodnlpV++pD3wwRWQvAcrsglpQ+ZyOCOAI4cSPcEGE5xoxflR/WkV/wWJs27gqbrvkuAKIjUrx2zPziGtwLx16p0cPEIDfIgI8iUi0M+8BvkREehLRJAvYQG++Dhs2G027HYbdhvYbTYcNhs2m0lQZz9q3kxFbysYmPBz2HODF47c9fbS736dlQqf3gh/5yZqveQxuOB/ZTfUmIiInBm+QabXhDfet4SaNm3KBRdcwPvvv0+PHj3YsmULv/76K4899hhg8kg8+eSTfPzxx+zZs4fs7GyysrIICir5ewCEhoby559/epZPNy9FcHAwCxYsYOvWrfz888+sWLGC++67jylTprB8+XKCgoJYvXo1o0aNKvL4jRs34uPjQ8eOHT3rqlWrRpMmTdi4caNnnZ+fX6G8In/99Rcul4vGjRsXOl9WVhbVqlU7rc8kUiqKq09I8dZ+DPNuhk53QK8nvF2aMrF2dyIT5q/nz52JgOlZ/vBlzbm0eQ1Prz0RkdKmoIaIVAyZyWYoneWvgn+YGUap7gXeLpX3/PMDzPkP5GRCva4wbHbuGPsFOJ3w4INm/rbbCldCLnwIUvbD/31oHoBf+znU7VSit3a5LZIznBxOzzbDOKUVmM/tEZGTtJ97dt9NrGsPO4lm6L672PvMn8WeM4j+fOX3Gw2c++m6eRK3O+8Cir8Bttkg2M+HID8HIf4+BPv7HBOcKDyfvxwW6ItvZR3HNWU/zBpsckA4/OHKt6DFQG+XSkRESoPNVqJhoLztxhtv5M477+S1115j6tSpxMXF0b27Gcbv2WefZcqUKbz00ku0atWK4OBg7r77brKzs0/qPex2Ow0bNiz1ssfFxREXF8dNN93EQw89ROPGjZkzZw7XX389gYGBp33+wMDAQg/4UlNTcTgcrFq1Coej8JCSBXuiiHjN8eoTUrTNucPS/fkhXPQI+FbeXCQHU7J49rtNzF21G8uCID8Ht1/YkBu71D/xMLkiIqdJQQ0RKd+cGbDyHTM0UcZhsy4rGaZdBj3GQtf7vJOs15vWz4NPR4HbCY17w9UfnPBmOT07h1R3Jumeng8u0huPo+m+3UTv/5msD6/m0zbvssu3nqdXRHp2/vBOaVk5pGXnkJKZQ1KG87i9JaqQzGy/J4i172G3FcnQrHHsJQKAAF87VYP8TIAhyJdgfx9C/E1wYrFzMnU33sRljpVEnrOV+IZXE+zvINjPBC3MZIIYAT4O7Ha1+inkwHqYORiSd0NQNZOMvbb3xicXEZGz0+DBg7nrrruYNWsW06dP59Zbb/U8yF+6dCn9+/fnP//5DwBut5u///6b5s2be7PIRapXrx5BQUGkpaUB0Lp1axYuXMj11x87bGezZs3Iycnht99+8ww/dejQITZv3nzcz3buueficrmIj4+na9fih98UkQrCsmDXb2Y+Kwk2L4CWg7xbpjPA7bZ4f+k2XvrxH1KzzPC+A8+tyejeTYkOr7xBHBEpXxTUEJHyKScb/m86LH4WUnPHSK7WCLqPhq0LYc1s+PkJ2PYLXPk2hHkhcWYetxs2zIOUA9CkD1Stf1KHZzpdbIlP5e8DKfx9wLzGp2R6ElDnJau2LLg0+0ceyH4NB25+sHdm/LbryX56SX4S67wE1ZaFX2YGq3Pfo93jP5Lhd+wNZgDXMdNvN+1y/qHHH7cyKGsi+yjZcAeh/j5UCfajSm4viKrBftTwy+SGrY8RlbqLzIDqHOg1h3dqNKRqsB9VgvxO0GKnFSzZAT9OoOOmp6D7ZRBZ+q0wK6UtC00C+OwU83sy/GOo2sDbpRIRkbNQSEgIQ4YMYezYsSQnJzNy5EjPtkaNGvHJJ5+wbNkyqlSpwgsvvMCBAwdKPaixevVqwPSEOHjwIKtXr8bPz6/Y95kwYQLp6en07duXunXrkpiYyMsvv4zT6eSSSy4BYPz48Vx88cXExcUxdOhQcnJy+Prrrxk9ejSNGjWif//+jBo1irfeeovQ0FDGjBlDzZo16d+/f7HlbNy4McOHD+e6667j+eef59xzz+XgwYMsXLiQ1q1bc9lll5XqdRGRMyxxJ6Tsy19ePbtSBjWe/nYTb/3yLwCta4Uzvl9z2tWt6uVSicjZRkENESlf3C5YOwcWPQWJO8y68DrQYwy0HmKSrbW+Gup3hwX3wfZf4Y3OMPBNaNyr7Mu750+TdHvPKrP83Vio2Q5aXmWG/QmL8eyaleNiW0Iam/en8M+BvCBGCjsPp+MuQZ6IkY5vGeM7HYDZORfyUM6NuHEBriL3t3Lcx6wL9nMQVKB3RLC/D1MdTxEbfy+x2TuYH/E8H7d6B0dINYJztwf5mR4Seb0qquT2sjhmCKesFPhwIKRugqBIAq5fQLvqTUp0GT0uuMs8oN/+qxkW68YfwKcMu7nv/wtWz4JmV5R4OC6vW/UBfHUPWC6o2xmGzIAgVSpERMR7brzxRt577z369u3rSYAN8PDDD/Pvv//Sq1cvgoKCuPnmmxkwYABJSUml+v7nnnuuZ37VqlXMmjWLunXrsn379iL37969O6+99hrXXXcdBw4coEqVKpx77rl8//33NGli7mV69OjB3Llzefzxx3nqqacICwujW7dunnNMnTqVu+66i8svv5zs7Gy6devG119/ja/v8fPATZ06lUmTJnHfffexZ88eIiMjOf/887n88jOQ70xEzqy8XhphNSF5j2mMl7IfQqO9W65SNG3pNk9A49HLmzPygnrqQS8iXmGzrNJIuXr2SU5OJjw8nKSkJMLCwrxdHJGKz+2GjfPh5ychYbNZF1IDuj0Aba8DH/9jj0nYAp9cD/vXmuXzb4ee44vet7SlH4aFj8GqaYAFfqEQ0wZ2LgPLBBMsbOwOa8svAd35NL0taw47cBUTvagS5EvjGqFmig6lZkQADrsdh82GHYta69+gzurnATjQ4kb2dXwEh91+VLJqchNbm6TW9vQ0atWJAiDtUCKBEWHF33Am7oL3LoWUvVD7fLjuc/A9ibGjs9Nh5tWwYwkERMDIBRDdsuTHF5S0B964ADITofPdcMnEUzvPyVo/D+bdCjkZZrluF+h2PzToUT6TbLvd8NPjsOQFs9xqMPR/tWy+/yIixdA9cskd71plZmaybds26tevT0CAhvKQ06Pvk5yytDTIy++SmgrB5T+vj1d9dS/88Z6pl+7+HXavhEseh87/83bJSsW36/Zx68w/sSy4/9LG3HFRI28XSUQqoZLWJ9RTQ0S8y7Jgy4/m4ey+NWZdYBXzMLvDzeAXVPyxkQ3hph/hh/Hw2xuw4jXzUP2qqVAtrhSLaJGe7SI500lKRjb+a2cQ+8cz+GYnArC5Rl++j72dv9ODSQjdSfMjP9HHtozz7H9TO3kVw5NXMdhy8KujFT/4dWFn9QupExOVH8SoEUpkiF+hxJGFrs+P42H1FLPcYyw1uo+mRkkesgfkB1CC/X3geC1oImrDfz6F93vDrhXwyQ0w+EPTM+ZEcrJgznBz7f3D4Np5px7QAAivCVe8Ah9fC0unQMOLoX63Ex93qtxuWDQZfnnGLEc1h4R/zOf5cInpedPtAZO/pLwEN5yZ8PmtsP4zs9x9tMkxU17KJyIiIiJytsnrqVGno6mr7l5peoFfcGeFv0//Y/th7vpoNZYF13Ssw+0XaphgEfEu9dQ4RWqFJlIKti81wYydy82yXwh0ut1MAeEnd65NX8MXt0HGEXOey16ANkOK3NWyLHYeTmfdnmT2JWWQnJlDSqaT5Izc10wnKZk5nteUzBxcbovWtq085juVc+ymu+1Gd23GO0ey0mp2zHsE+TnoXC2NAb6/0TF9EZGpm/M3+gSYobJaXgWNLi0+ybfbDV/fB3+8b5YvfQIuuKPk1+RUWlZtX2qGkHJlQdsR0G/K8W/AXU74+DrY/DX4BsO1n0Gd80texuOZfyf8OR1CY+HWpWdmSKWsVJj3X9j0lVnudAdc8pgZC3fZK6YnTk6m2VajFXS7zwxN5c3k9GmH4KNrTPDJ7mMCQOdc473yiIgUoHvkklNPDSkr+j7JKVNPjZLLTIKn6gIW3Pe36T39XGNTr7p5EcSee6IzlFtb4lO56s1lJKY76dksijf/0w6fo4ciFhEpJeqpISLl154/TTBj609m2ScAOoyCzvdAcMmSVB+jaV+IWQqfjYIdS2HezfDvItx9nmFHqp2/9iSxfk8Sf+1JYt2eJJIzc0p86ghSeNBnDkMdP2O3WaQSxKyg4SwOH0iVIH+uCvAlNMCH6qH+NMnteVEzIjB3qKfcxHAHN8O6z2DdJ3BoC2z4wkx+odDschPgaNAdHLnjLrtyTJBm7RzABv1egnYjT+6aBATAzz/nz5dEvc5w1XsmUPHnB2b81wvHFb2vK8dc781fm5/hsNmlF9AA6P0U7FhmrteX/zM9R0qzhdORHTB7GMSvB4efCeDkBQfCa0Gfp6HrfbD8Vfj9PTjwF8wdaRJxd70PWl2V//MqK4e2wsyr4PC/4B8OQz403xsRERERkdJ2KvWJs9XuPwALqtSD0BpmXdPLTM/q1bMrbFAjPiWTkVNXkpju5JzaEbwyrK0CGiJSLqinxilSKzSRUxC/EX6alN8q3u5jegN0e6BQQu1T5XZbbDuYjPPnp2m86Q3suNlmxXB79p1ssOoV2tfPYadpTCj1qgUTFuhDWIAvobnBibDA3Fc/O7W2z6X6b09jzzxiDmw91LTkz7tRPVmWZYbZWvepCXIk787fFlQNmvc3CcZ/e8tcJ7sPDHzLPEAvS7+/BwvuNfOXvQDtbyy83e02QZc1s8HuawIajS4p/XLsXQ3v9gS3E/q9DO1GlM55ty8xgZv0QxAcBUNnQu0Oxe+fftj8TH57w7TCAoioC13uMYGQsshjsWM5fDTM9EaKqAPDP4GTTcQuInKG6R655NRTQ8qKvk8iZeDnJ2Hx06a+eOVbZt0/P5gGSYFV4b7N4OPn3TKepNSsHIa8tZz1e5OpVy2IT2+9gGoh/qa3++/vQmRjaNKnwg+tVaG4cuDINjMEdLW4k8uDKVJBlLQ+oaDGKVKFTaSEstNMq/Jlr8DajwELbHZoPcTkAaha/5RO63Jb/HswlXV7k/hrdzLr9iSxfm8SadkuADrYNjLF7zVibIfJtnyYGjqKXXHX0LJmBC1rhtO4Rih+PsdpYbJnFSy4D/b+n1mOagGXPQd1Lzil8hbJ7Tbjrq771CSpTk8ovN3hD4M/MDeK3pB3Y26zw+Dp0KyfWW9Z8NU9sGoq2BymjHnbzoSlU+CHR8E3CP77C0SeZkK6P6bC1/eDOwdizoGhs0wej5LITDY38Mtfy/95hcaa5H9tRxw/B8zJcGaYIOCBdbB/Hez/yyQbdDshti1cMwdCokrnvURESpHukUtOQQ0pK/o+iZSBD66AbYsLNwhz5cCLLSB1PwyZcWbrTKXM6XJz4wd/8MvfB6kW7Mdnt11A3WrBsHsVfHaTqeMD1GoPPSdAvS5eLW+lk5NtrvHBTWbUh4MbzeuhLeDKzt3JZhq7RTY2jd0Kvp6JoZtFyoiCGmeYKmxy1rMs02I8eQ8k7zOvKfsgea+ZUnLX5bVqz9PsCrjwIYhqWuK3ysh28feBFDbuS2bT/hTW7Uliw75k0nMDGAUF+NppFhNGq5rhtK1ucfHmCYTu+NFsbHIZ9H/1+P/g0w7BwokmlwOWSXx94ThoP6pkSbNPlSvH3ASv+ww2fmnee8iH0KDHqZ/T6YS33zbzN98Mvic5VJJlwZd3mWGoHP5w3edQpxN8Nw5WvA7YYNC7Z74XidsNHw4w1yfmHLjxh1Nr5eRywrdj4fd3zHLLQXDFq6cWiMhON9dl6RTzXQcIijQ5T867EQJO4v9CygEztFVe8OLAOpOo3Dr2+02zfjDw7dILnoiIlDLdI5ecghpSVvR9klN2uvWJs4UrB56qA840uHUZ1GiRv+37R2DZy6YuOmyW98p4EizL4oFP1vLJqt0E+jr46ObzaVMzFH59ARZNNvWUkGjISgZnujmo4SVw8aMQ09q7ha9ocrJMoCIveBGfG7w4vNU0wiuKb5AZBvnoZy0FBUXmBjgaQWQTqN7YBDvCaoFdw4dJ+aagxhmmCptUeqkH4ch2SNlbfNAiL4HyifgGQ/2u0GMsxJ5T7G6WZbE3KZNN+5LZuC+ZjftNIGN7QhruIv5SBfo6aBEbRsua4bSsGU6rmuHEVQ8uPManZZlhg354xLRoCKtpHsQf3ePC7TIPqRc+ZoI1cPpDTZ2qnGzTIt/vNBPxlUZiP1cOfHytyZsREG6Gx/pzutnW/zU49z+nV8aSSt4Lb1xgfjad7zI/l5ORftgMN7X9V7N80SMmL8bpdpXOyYLVM2HJi5C406wLiICOt0DH/xYOoLly4NA/ucGLtfm9MNLiiz53YFWIbgnRraFGS1NBiGqu7t0iUq7pHrnkFNSQsqLvk5wyJQovmb2r4e3uJufd6O2FHxrHb4TXzzfDCt+3GYIjvVXKEnvh+828/NMW7DZ457rzuDg6Ez67GXatMDu0HGR6pORkwuJnTD067wF8q6tNI8ZTHJGh0srJLtDrYlP+dHhb0Y3ZwOTfrN4EqjfNf41qagITNhukJUDCZnPOhH9y5/8uPMT10XyDcgMdjfODHWE1zXMTLLDcZt5yH2eZ3Nci9vELMuUMq1l+6q1ulxlB5GQaHpaFzGTTG6e4n7+3BVb12u+xghpnmCpsUioyk2D7UgisYh5e+od6pxxut/mHumsF7PzNvB7ZXrJjgyJNPoywmhCa+xoWU3jeP+yYf2h5vS827U9m474UNuxLZtO+5GITeFcL9qNZTBhNo0NpHmt6YjSoHoLDXsJ/lPvWwNzrTYsHm90EWLreB3aH6UL79RkeasobSqsS4syA6f3NUFl5+j5nkruXpY1fwZzhgA2u+6LkCbLjN8LsoeY77RcCV75tkvaVJpcT/voEfn3eBC7AvNc5w02Lrf3rTDlcWUUcbDPjoUa3MsGL6FZmCo0pPzeCIiIlpHvkklNQQ8qKvk9yyhTUKJnf3oJvHoSGPeE/nx67/e0epq7Z+yk4/9YyL97JmL1yJ2M/+wuAyVe2YljACjMsc1ayech+2fPQenDhesqhrfDzE2ZYZTA5F8+73uTOLIshcy3LDB+97lPTGC80xgx1HXfhmX/vE8nJhlXT4JdnIO1g0fv4h5tgxdEBjFMNDGSlmjppwj+5AY/coMehrabxZFkICDcN8qKaQ43m5hlLVDMIjDhz75mXb8QTNMoNICX8YwJwwVGmLDVa5peretMzn5fE7TblOrDeNGw8sN6M0JC448y+7+kqmB+ojCmocYapwianLDsN/v7WDDP0zw+FH3JWbWBaZUe3gpg2uQ82o89MGfasyg9g7Podso7uumiD8FoQFpsboIgtMF8gcHGcBMmWZZGW7SIhJYutB1NL1PvCx26jYVQITaNDTRAjJoxmMaFUD/HHdroPeLNS4OsHTHJrgHpdTeT5zw/JH2rqIWh/05kdaqqslGYlJP0wTO1rxvK8dBJccGfplPFkfXmXuSkMjTFdu080Vujmb+DTmyA71ST2HvaRuXk5U9wu2PCFCW4cWHfsdt9g0x09upUJZNZoZcpzur1yRETKCd0jl5yCGlJW9H2SU6agRsnMvR7WfwYXPgzdHzh2+29vwzcPmLr+Lb+WfflK6KdNBxg1fRUut8UD3Wpwe8ab8Ndcs7F2R9M4rEq94k+wd7UZ+WDrQrPsGwydbjd1xzPRSv7AetOwbN2nRT8grt8NLh4Ptc4r/fc+Ebcb1n0CP03KL1tAuHm4f3TwIjS6bBqzuZymoV/C37nBjtzXtASwYRp/YjOvNttRy3nrbMfZxwYZiWY4reJ6H4TVyg1yNDPXokZz02vkOM+VjpGTZQI0hQIXf5vgxckGbWx28xwuqrmpp+e9VqlnGsCerKyU/ODF/twARvwG8zyiKMFRJ/fZy1KzftB7slfeWkGNM0wVNjkpOVmw5cfclgPf5I87CVClvhkWKXlP0ccGR+UGOVrnBjxamz+6JzMOYvK+wr0w9q099p+MbzDUage1z4c6HU3Cr4DwY07ldlskZjhJSM3KnbI5lDefks2htCwOpmaTkJLFobQsMp3uYotVsPdFs5gwmsWEERcVjL/PKfzzOBmrZ5vWJs60/HVthkHPiWU/1NSZVNqVEGem+Z5Wizv9sp2q7DR4q7tpedL0cpNwr6gbQMsyQ0ItfAywTADr6g8guFrZlNOyTPBy45cmGJjXA6NKfY1hKiKVmu6RS05BjbNDvXr1uPvuu7n77ru9VgZ9n+SUKahRMi80N/WkEV+aB+lHSz8MzzU2D1xvWWoaN5Uza3YlMvTtFWQ4XTzQ9BC3HXkaW9JusDmgxxjocm/JG/5t+wV+nGAaUoIZxqbb/abx4Ok+wD201TQQXfepaXCXxzcImvQ1wyXvXA6/v5ufULvp5XDRw+ZB+plmWebZz48TTd5EgJAapudI2+tMLozKLifLBBkObID49WbEggMbih8Wy+4D1RoW7tVRozkEV8/NN7K5wLBdm48/ZJNvUG7C9KN6vgRHmqBHXpAh7zX9UNHn8Qk0vWfyyhKV28MjpLrZ7nZD4vbcXhfrcntgrCt+xBOHv/n+1WiZ27ixhZlXQvciKahxhqnCJifkcsK/i80/201fme6aeSLqQssrzViUNVrmj4e4f63phrYv9/XQP7njFB7FNzh/rP28gEf1ZuAbYFqKx2+AnSvMcEE7f4OknceeI6ymaW1Ru6MJYtRohdvmYE9iBlsOprI1PpUDyZkkpGZ7ghcJqVkcTsvGVVQXi+MI9HVQp2oQzWLOQO+LU5WwBebfYX5Ol06Cup28U44zqbJWQvatgXcuNpWCy18yXZsLcmbAF3eYljFgbp57P3V23ECKiHiZ7pFLrjIGNUaOHMkHH3zgWa5atSrt27fnmWeeoXXr0kkeO2HCBD7//HNWr159wv0mTpx4zPomTZqwadOmUilLSSioIRVaZa1PlKak3fBiC/Pwf+yu4ntgz/mPafDU6Q7o9UTZlvEEdhxK48rXl5GUls4LUd/QL2UONsttWqtf+S7Ubn/yJ7Us2DgfFj6ePzxveG24cBy0HnJyreCT9+YGMj7JHzIawOEHjS41z1Ya9y587RN3wqKnYc0s80zFZjfD6fQYA1XqnvznKYldv5tgzo4lZtk/zOSDPP9W9cwH04sjfqMJdBzYkBtc2FDEqCEl4B+WG7TIC1w0NcGM8Nolb0RoWZAaf1R51pvgSXH5Y4Orm0aLh7YW3/siNDZ3dIaW5nlfjZYmaFMZRgMpIyWtT+iKipQmtwt2LDWBjA3zIeNw/rbQGGiRG8io2fbY1uXBkRB3kZnyZKeZP6771+YHPA6sNz0Mdv1WOMeB3QeqxpkE3gUDKGD+gddokdsL43ycNduzI6cqW+JTzfRLKv/EL+ffg2lkOEuWpCgiyJfIEH+qBfsRGepPZLAfkSH+RIYWXOdPZKgfQX7l8E9NZEO44Vtvl0JORUwbuPhRk/z927FQt7NJcAbmhnf2MNi32vxO9HkG2t/o1eKKiIicTXr37s3UqVMB2L9/Pw8//DCXX345O3cW0cjmDGvRogU//vhjoXU+PuXwvlSkItjyE7Tp5+1SlD87c5Nnx7Q+/oPrNteYoMbaj80IAeXkAeeh1CxGvL+S0PQdzA5+k8bJuQGIc4ZDn6dPPe+nzWZ6TTS5DFbPhEVPQdIu+PxWWPaKqc817l38sEtpCWZY33Wfwo5lmOzUmOBRg+7Q8iqTJ7G4HA0RdWDAa9D5f/DT4+bar5llhtM67wbTc6S08n0c3GxGCNj0lVl2+EPHm03vFrXEzxcYYRqTFmxQalmml9PRvToSNpueNoFVTANeT/AitxdGaeSftNnMSB2hNQo/h3O7TAJ3T7Aj9/XwvyYvSl5uFIe/6c1Ro1V+ECOqRdmNDiEKakg5Zllm7EH/sPL9j8Dtht2/mzE018+D1AP524IiocUAE8ioff7JDzvjF2xaRRRsGeHKMV3w9q81Ldb3/2XmM46YP/xgEhTXOg9nbAd2h7Zmva0xm47AP/EpbNmUyo5D68kppreFr8NGg8gQGkaFULNKoAlQFAhWVA/1p0qQH34+GkJHvKjTHWas1n8Xwac3wk0/mt+Fj64xv4OBVWHwdKjf1dslFRERKV1pacVvczigYEv84+1rt0Ng4PH3PYVW2f7+/kRHm5xw0dHRjBkzhq5du3Lw4EGqVzfDNuzatYv77ruP77//HrvdTteuXZkyZQr16tUDYNGiRTz44IOsX78eX19fWrRowaxZs/j55589vS/yevtOnTqVkSNHFlkWHx8fT1mKUq9ePW688UY2bNjA/PnziYiIYNy4cdx+++2efXbu3Mmdd97JwoULsdvt9O7dm1deeYUaNfKHLP3yyy957LHH+OuvvwgJCaFr167MmzfPsz09PZ0bbriBuXPnUqVKFR5++GFuvvnmk762ImXu38X585/eCOHzoF5n75WnPMpraFj7/OPv1+gS83wgLd7UYxr3OvNlO4GMbBc3TvudDokLmOD/IUGuTAiIgH4vQYuBpfMmDh9oN8IkF//tLVjygmkRP3uouWY9J+Q/5M5Mhk0LTI+MrT8XHmKoTifzXKX5gPwhgEqiehMzZPGeVSbw8O8iWPkW/N8M6HRbbr6PY4fdLpGk3bBoMqwu0BvknGugx1iTn1ROzJabyzW8FjS+NH+9y2nyUwRWKZt8IwXZHaYRbGRDE5jLk51mAljJe03PC/W+8DpdfSmfstNh3n9Nd0UwXbwiG+dP1RtDZBMzhJI3xqe3LBNQWPepCWQk7crfFhAOza4wXSDrdSv9P3IOn9yx/ZqaG4Pc8iQf2MHaP5ezMTWAZSnR/L03gz0bMnIP2nLMaYL9HDSMCiEuygQwGlY3r3WqBuHjUMCiUvD3h6++yp+vTOx2GPAmvHGBCerNHgrbl4Iry4x3OWz28ZPYiYiIVFR5Q8EUpW9fWLAgfzkqCtLTi963e3dYtCh/uV49SEgovM9pjlScmprKjBkzaNiwIdWqmZaLTqeTXr160alTJ3799Vd8fHyYNGkSvXv3Zu3atdjtdgYMGMCoUaOYPXs22dnZrFy5EpvNxpAhQ1i3bh3ffvutpwdGePgpPozK9eyzzzJu3DgmTpzId999x1133UXjxo255JJLcLvd9O/fn5CQEBYvXkxOTg633347Q4YMYVHutVuwYAEDBw7koYceYvr06WRnZ/P1118Xeo/nn3+exx9/nHHjxvHJJ59w66230r17d5o0aXJaZRc5ozIS4dv7YFhgbmv9DJg1BEbMNyMPiJHXU6N2h+Pv5/A19fcVr5ueC14OauS43IyZ8TO3HHiK3r6/m5X1usLAtyC8Zum/oW8gdLnbBDiWToEVb5p8n1N7Q6Ne4OMHf39v6nN5YtqYHhktrzz9IEHNdnDdFyaosfAxE+T45VmTe6PLPdDhZlPGkkg/bIIzv72dX96ml8NFj5jnNHL6HL7lr3GzX7D526e/f+WGghpS/qQeNA8o9/xhIt2WO7+L146lhff1DYLIRrnBjiZmvnoTk0j7VBJQWZaJBqcdNN0d89630PxBOLKjcJ4KvxDT9bHFlabbmo/f6V2DEsp0uli4MZ4vVu9h0eaDZLvyxprLH/aqarAfDaub4EWjvABGVAgx4QHey2chZcPHBy67zNulOHPCYqD/q6Z3xtafzLoml8GVb516N2kRERE5LV999RUhuYGXtLQ0YmJi+Oqrr7DnNkSaM2cObrebd999t1Bvi4iICBYtWsR5551HUlISl19+OXFxcQA0a5af3DUkJOSEPTDy5PWcKOg///kPb775pme5c+fOjBkzBoDGjRuzdOlSXnzxRS655BIWLlzIX3/9xbZt26hduzYA06dPp0WLFvz++++0b9+eJ554gqFDhxbK39GmTZtC79m3b19uu+02AEaPHs2LL77Izz//rKCGlG/fjoG0vXB+E7hpIXx8HWz/FWYMguu/Lpuky+VdVopJDgxQ5wQ9NQDaDDNBjc3fmAfjXnpoa1kW02dOY+yOx4h2HMFt98V+8SPQ6c4z32g0sIrpndHhv7D4KfjzQ/jnu/ztkY1zAxmDTEv50tagB9TvboaK+mmSyZ/ww6Ow4g2TzPvc/xSfizE7zey39OX8PBB1u5jPcyp5R0TktCioIeXLwb9h5lVm2KnAKjB0lkmGfegfsy3hbzPEUsI/JjGPM930mNi3pvB5bA7TSrt6bqAjsglUrW/2zwtQpMYXHbgo2DLgeHwCTOuKloNMcqqSRvVPU47LzfJ/D/H5/+3lu/X7Sc3K8WxrGh1Kp7hqNIwKoVFUKA2jQqgaXDYBFhGvaHqZGYrqtzeh891w4UPe6b0lIiJSVlKLSUwJZvipguLji9/36P+X27efcpEKuvDCC3njjTcAOHLkCK+//jp9+vRh5cqV1K1blzVr1rBlyxZCQws3QMjMzGTr1q1ceumljBw5kl69enHJJZfQs2dPBg8eTExMzEmXpUmTJsyfP7/QuqMTTnbq1OmY5ZdeegmAjRs3Urt2bU9AA6B58+ZERESwceNG2rdvz+rVqxk1atRxy1EwSbrNZiM6Opr44/1sRLxt45ewZrZpZDjwLfPwfdhsmN7ftHCfPsDkJ6xa39sl9a7df5hGmOF1TPLgE4lpbZIGH1hnhq9uf9OZL+PRcrJYM+0ebtg9E2yQGlqfkGHTIPacsi1HWAz0m2ICKb+/Y56ntBxkrs+Zbnxps0GzftCkL6ydAz9PNo1Wv7oblr1s6pQtrsz/P+lywp/TYfHT+cON12gFPcdDw55lPzySiAAKakh5sn0JfDQcMhOhSn0Y/kl+ZD72XDMV5HLCke0m0HEwN9CRsNkEP7JT4PBWM20+hbL4BpvE3SFRZuir4Mjc1+r5yzXblVlrcMuyWLM7iS9W7+HLNftISM0PvNSMCOSKc2Lpf04sTaPDjnMWOes4nTBzppkfPhx8i2lxUtH1esJ09fUNOPG+IiIiFd3J5Lk4U/se9zTBNGyY37r23XffJTw8nHfeeYdJkyaRmppKu3btmJl3j1JAXs6NqVOn8r///Y9vv/2WOXPm8PDDD/PDDz9w/vklaAldgJ+fX6GynAmBgSdu2OR71D2YzWbD7XafqSKJnJ7Ug/Dl3Wa+4x2wcAOwwdQnhn8C0y4zORGmXwE3fFeyh/lnQvph+Pdn82C6jBoYHiMvn0adjiU/5pxr4LtxJg9DWQc14jeSOGME5ySbhySbal1N0+teBr+gsi1HQZENTUJyb7A7zM+j5SD4Y6oZjurwvyZ/zNKX4KJHITvV9Og4vNUcE1EXLnrY9CZRYzoRr1JQQ8qHtR/D57eB2wm1OphWIMGRxz/G4ZvbC6ORaa2dx7IgZX9ur468gMffJgDiH3ZUgKKIYEVwpBkrrxz492Aqn6/ey/zVe9h+KH885IggXy5rFcOAc2vSrk4V7Ha1DJAiZGfD9deb+auvrrxBDVBAQ0REpJyy2WzY7XYyMkyut7Zt2zJnzhyioqKO6TVR0Lnnnsu5557L2LFj6dSpE7NmzeL888/Hz88Pl8tV7HEna8WKFccs5w131axZM3bt2sWuXbs8vTU2bNhAYmIizZs3B0wvjIULF3J93j2XSEVmWaa1enqCaTHf6R6IMPlwuPpqCK4K186DqX3Mw9/p/eH6b05cdy9tu1bCxyMgZS9c+DB0f6Bs3z+PJ5/GSQQ1Wl0N3z9ierwc/NvkCy0Lu1bimnY5Ea4sDlmh/NT4Ua4efnPZvHd55+MP599ihp5a8YbprbH/L5h1df4+wdWh24PQbmSZDTcuIsenoIZ4l2XBL8/Bz5PMcvP+pnvr6bS0sNlMV8awGGjQvXTKWYYOJGfy5Zq9fLF6L3/tSfKsD/C1c0nzaAacE0vXRtXx81GrABEREREpX7Kysti/fz9ghp969dVXSU1NpV+/fgAMHz6cZ599lv79+/PYY49Rq1YtduzYwWeffcaDDz6I0+nk7bff5oorriA2NpbNmzfzzz//cN111wFQr149tm3bxurVq6lVqxahoaH4+xedSy8nJ8dTljw2m40aNWp4lpcuXcozzzzDgAED+OGHH5g7dy4LcpOt9+zZk1atWjF8+HBeeuklcnJyuO222+jevTvnnXceAOPHj+fiiy8mLi6OoUOHkpOTw9dff83o0aNL98KKlIU1H5lcA3ZfGPhm0XkqQ6NNwuX3e5vGgx8OhJFfQUD4mS+fZZlhZ79/GNy5wzCvn+edoIbbZYafAg5UOZe1Gw6wYW8yG/YlsfVgGr4OO6H+PoQE+BCS+xrqb+b7V+tMnYRf+PfHt9l73hjPPqG5r0F+jiLzX1qWRYbTRWpmDsmZOaRkOknNyiEld9685i/nbcvOSOHFw7dT08piqasFXzd+jMeHXVzWV6z88w8x36X2N5pE4CvfAbsPXPA/6HSb8jaKlDMKaoj35GSbViCrc7ueX/A/6DnxrOzCl5zp5Nu/9vPFmj0s23oIyzLrHXYbXRtF0v+cWC5tHk2wv35lRURERKT8+vbbbz35L0JDQ2natClz586lR48eAAQFBfHLL78wevRorrzySlJSUqhZsyYXX3wxYWFhZGRksGnTJj744AMOHTpETEwMt99+O//9738BGDRoEJ999hkXXnghiYmJTJ06lZEjRxZZlvXr1x+Ti8Pf35/MzEzP8n333ccff/zBxIkTCQsL44UXXqBXr16ACYB88cUX3HnnnXTr1g273U7v3r155ZVXPMf36NGDuXPn8vjjj/PUU08RFhZGt27dSutyipSdpN3wzYNmvscYiG4FaWlF7xtRJz+wsX8tzBwM1352Zkc8yEyG+XfAhi/MctPLTcLt+PUm32a1uDP33rmcLjdbD6ayYW8yCVtWcXN2CikE0um9fbg5UOLzrLe35U2/Xwja9AnXremOm8LPQOw2CPY3QZBgfx8yc1ykZOaQmplDjts66XJP9JlKTZ/97LWqMr3O47w8rIdGezieoKpw6SToep/J1xqgYb5FyiObZVkn/xdRSE5OJjw8nKSkpON2m5ZiZCTCx9fBtsUm+Vjf50w0/Cyy81A6S7YksPjveH7efJDsnPxxddvWiWDAuTXp2yqGyJCiW56JnFBaGoSEmPnU1FIbK1tERKQ45fUe+bXXXuPZZ59l//79tGnThldeeYUOHToUua/T6WTy5Ml88MEH7NmzhyZNmvD000/Tu3dvzz4ul4sJEyYwY8YM9u/fT2xsLCNHjuThhx8usnVtUY53rTIzM9m2bRv169cnIEBDLJ4p9erV4+677+buu+/2dlHOKH2f5ITcbpgxEP5dBLXaw/XfgsPnxPWJfWth2uWQlQRxF8Gwj4ru3XG6Dqw3zw8ObTG9SHo9AR1uhg8HmDJf8hh0vqtU3zIl08mm/Smm98XeZDbsS2bzgRRPvf0/jh+Y5DuVX1ytuME1joZRITSPDaN5TBhNokOxLEjNMoGIlNzX1CzTeyIjPZ1J/15FiDuFsUET+cXd2tOzoiQxC7uN3J4dvoQG+OROvp7eHgXXN0j+nS7LTe6OnZfNpPZ5l5X4/5SIiDeUtD6hZt9S9hJ3mpYcBzeahNxXT4PGl3q7VGfcodQslm09xNItCSzdmsCuwxmFtjeMCmHAObFc0aYmdap5MVGXiIiISCUyZ84c7r33Xt588006duzISy+9RK9evdi8eTNRUVHH7P/www8zY8YM3nnnHZo2bcp3333HwIEDWbZsGeeeey4ATz/9NG+88QYffPABLVq04I8//uD6668nPDyc//3vf2X9EUVETs8f75nggE8gDHjTBDRKIqY1DJ9rggtbf4JPboCrPyj58SWxejZ8dQ/kZEBYLfP8oHZ7s63p5abcG786qaBG3jBOyRlmmKbkzBwOp2Wzeb8JXqzfm8yOAjktCwrx96F5TBiDs/bAEWjSvifr+/bC38dxcp9rwRD4/V0mx62DQXcXKlfBQEhaVg7+vg7CAnKHsArwJbiY4amOkZEIb4w38+1vok77y0+ujCIi5ZiCGlK29vwJs4dC6gEIjYFr5kBMG2+X6oxIz85h5bbDJoix5RAb9iUX2u5jt3FunQguiIvkkuY1aBEbphYTIiIiIqXshRdeYNSoUZ5Ezm+++SYLFizg/fffZ8yYMcfs/+GHH/LQQw/Rt29fAG699VZ+/PFHnn/+eWbMmAHAsmXL6N+/P5dddhlgWvzPnj2blStXFluOrKwssrKyPMvJycnF7isiUmYObTWJqwEumQiRDU/u+DodYegsmDXY5OOYfwf0f/30h5V2ZprhsP78wCzHXQRXvgvBJnF5do6bPZE9qA+weyXf/7aaBKoWyC1hXpML5pvIys874SpBl4iY8ABa5Pa+ML0wwqlVJdAM3fTiJgBqtOgOJxvQAGhzDfz+Lmz8EjKTICAcm81GkJ8PQX4+HBtyPwXfjoXkPVClvunNIiJSiSioIWVn8zem5YYzHaJawPCPIbyWt0tVanJcbtbsTsoNYiTw584jOF2Fb5SaRofSuWEkXRpG0r5+VUKUI0NERETkjMnOzmbVqlWMHTvWs85ut9OzZ0+WL19e5DFZWVnHDNETGBjIkiVLPMsXXHABb7/9Nn///TeNGzdmzZo1LFmyhBdeeKHYskyePJmJEyee5ieS0rR9+3ZvF0Ek35aFsPt36HR72SUkdrtg3i2mF0T9btB+1KmdJ+5C04NizrWwZjb4hUDfZ+FUG+0d3maGm9q/FrDh7PogGxr+l3XrUlm3Zw/r9iSzeX8K2S438/wacq59C7/Mn8YM1yUn9TYOu80zTFN4oC+NokI9AYxmMWFUDfYr+sDkvZC00wylXeu8U/uMNdtCZBNI2AzrP4d2I07tPMXZtADWzAJsJun7mcx3IiLiBXqiKmXjt7fh29FguU0Li6s/qPDJlizLYkt8Kku3JLBkyyF++/cQKVk5hfaJDQ+gS6NIOjeM5IK4SKqHKj+GlCF/f/j44/x5ERGRs0xCQgIul4saNWoUWl+jRg02bdpU5DG9evXihRdeoFu3bsTFxbFw4UI+++wzXC6XZ58xY8aQnJxM06ZNcTgcuFwunnjiCYYPH15sWcaOHcu9997rWU5OTqZ27dqn+QlFpFLYswpmDQG30zzgHjYLqjY48++7dArsXgn+YUX3rjiZ+kTTy2DAGzDvv/D7O6a+f/GjJ12krHVf4ph/Gz7ZyaQ5wnky8D7mLGxEzg8rjtk32M/BCv8LONe5hauD17C/5n8ICzg6r0ThvBPhgfnrAn1LOIzT0XbmlqVGy1MPQNlscM4w+HGCCQSVZlAjLQG+zB2Oq/P/oM75pXduEZFyQkENObPcLvj+YVjxulluex1c9gI4fL1brlOUmJ7NL/8ksGhTPEu2JBCfklVoe3igLxfEVaNzQxPIqFctSENKiff4+MDVV3u7FCIiIhXKlClTGDVqFE2bNsVmsxEXF8f111/P+++/79nn448/ZubMmcyaNYsWLVqwevVq7r77bmJjYxkxougHU/7+/vifZCMDyypBxliRE9D3qJzLOAJzR5qABjaTe/Lt3J4PcReeuffdvw5+ftLM934KIooIsp5sfaLNEMhOhQX3wq/Pmwf+Xe4pdveUTCcb9iazbm8yG3Yfov2/rzM0+1MA/nQ35PbMu9iXVg2wqBLkS8ua4bSsGU6rmuG0jA2ndtVAbIcbwSvTaZOzlncHx0FglZO4CKdo12/m9XSDBa2HwMLHYOdyMwxYtbjTL5tlmRwkaQehejO48KHTP6eISDmkoIacOdnp8NkoM64mwMXjzQ1NBXrIb1kWmw+k8NOmeH7eFM+qHUcoOPSmv4+d9vWqeoaUah4bhsNecT6fiIiISGUWGRmJw+HgwIEDhdYfOHCA6OjoIo+pXr06n3/+OZmZmRw6dIjY2FjGjBlDgwb5raYfeOABxowZw9ChQwFo1aoVO3bsYPLkycUGNU6Gr69pAJSenk5gYOBpn0/ObunpJuFx3vdKyhHLgs9vh8SdUKUeDJsDX9xmem7MuBIufQLOv7X069A5WaZHhdsJTfrCOdeU3rnb3whZyaYHwo8TwD+UlFYj2HU4g91H0tmWkMa6vcms35PEvwlpAFTnCK/6vUJHu+lBN9t+GT/VvYOra1ajRW4gIzY8oOgGg9XizMP7gxvh7+9NYOVMy+upUbvj6Z0nLBYaXAhbF8Kaj+CiUghA/PUJbJwPdh+48i3wUY99EamcFNSQMyM13iQE37MKHH6mG2qrq7xdqhLJyHaxbGsCP22KZ9Hmg+xJzCi0vXGNEC5sEkX3xtVpW7cKAb6nkBRMpCzk5MC8eWZ+4EDT0kpEROQs4ufnR7t27Vi4cCEDBgwAwO12s3DhQu64447jHhsQEEDNmjVxOp18+umnDB482LMtPT0d+1HDtDgcDtxud6mU2+FwEBERQXx8PABBQer9KyfPsizS09OJj48nIiICh0P1lnJn+WuweYGpM1/9AUQ1hZFfm5b2a2bBd2Nh/19w+YvgG3Di85XUoqfgwDoIqgb9phQfNClhfSI9O4c9RzLYdSSd3Ucy2JXUi7ZV/qHPkZm4F9zPI/O28rm7S5HHXha6hSfdLxLuOkKOTzBpvV9i2HmDGXYyn6dZPxPU2Dj/zAc1slLNzwRKZ1inc67JD2r0GHt6CdaT98LX95n57qMhps3pl09EpJzy+hOu1157jWeffZb9+/fTpk0bXnnlFTp06FDkvk6nk8mTJ/PBBx+wZ88emjRpwtNPP03v3r09+6SkpPDII48wb9484uPjOffcc5kyZQrt27f37DNy5Eg++OCDQufu1asX33777Zn5kGebg5th5lWmtUlgFRg6C+pe4O1SHdeuw+n8vDmenzbFs3zrIbJy8iuk/j52LoirxkVNo+jRJIraVYO8WFKRk5CVBXkPYFJTFdQQEZGz0r333suIESM477zz6NChAy+99BJpaWlcf/31AFx33XXUrFmTyZMnA/Dbb7+xZ88ezjnnHPbs2cOECRNwu908+OCDnnP269ePJ554gjp16tCiRQv+7//+jxdeeIEbbrih1Mqd15MkL7AhcqoiIiKK7ZkkXrRrJfw43sz3ehJizzHzvgEw4HWIbgXfP2SCGwmbYchMCIspnfdd+pKZv/xFCIkqft8C9Ylt2/azK9ueH7g4nM6uIxnsOZJOQmp2EQf3ZYLPQUb6fM9zvm9isweztVoPalcNonlMGC1jQzlv93SClzxpcm9GNcdn8HTCIxud/Gdqdjn88oxJtp6dDn5nsM6+90+wXBBWC8Jrnf75ml5mcpok7YQdS6F+11M7j2XB/DshMwlizz3usF8iIpWBV59wzZkzh3vvvZc333yTjh078tJLL9GrVy82b95MVNSx/1gffvhhZsyYwTvvvEPTpk357rvvGDhwIMuWLePcc88F4KabbmLdunV8+OGHxMbGMmPGDHr27MmGDRuoWbOm51y9e/dm6tSpnuWTHd9WirH7D9NNNjMJqtSH4Z9AZENvl+oYTpebP7Yf8QQytsSnFtpeMyKQi5pGcWHT6nRqEEmgn1o1iYiIiFREQ4YM4eDBgzz66KPs37+fc845h2+//daTPHznzp2Fel1kZmby8MMP8++//xISEkLfvn358MMPiYiI8Ozzyiuv8Mgjj3DbbbcRHx9PbGws//3vf3n00ZNPilscm81GTEwMUVFROJ3OUjuvnF18fX3VQ6M8Sj8Mc68Hdw60uBLa31R4u80GnW6DqGYm38aeVfB2DxgyA2q3L+qMHjsPpbNkSwJ/H0gh2+XGmeMmx22R7XJjy07j4d3/Jdpy82vAhby0uDrOn5aQnbuPM3d/Z+68T3o6f+Set+/LS8jwK763SKi/D7WqBlG7SiC1qwZRq0ogtSJeJmnNw4T//Qkv2qdAn84Q19bkEfn8Ntj8tTm4zTCTe/NUgxHRrSG8jgkMbP3JBDnOlJ25+TRqF90Y96T5BkKLgfDnB7B61qkHNVZNgy0/gsMfBr5VYfOYioiUlM3yYtawjh070r59e1599VXAdAWvXbs2d955J2PGjDlm/9jYWB566CFuv/12z7pBgwYRGBjIjBkzyMjIIDQ0lC+++ILLLrvMs0+7du3o06cPkyZNAkxPjcTERD7//PNTLntycjLh4eEkJSURFhZ2yuepVDKT4Y3O5kaiVgcYNhuCI71dKo+E1CwWbT7Iz5vi+eWfg6Rk5ni2Oew22tWtwkVNo7ioaRSNokLUxV8qvrQ0CAkx86mpEBzs3fKIiEilp3vkktO1EjkJ6z+HI9uhZlvTCt0/1NslOnVuN8weAv98D1Xj4OZFEHCcvwGH/4XZ15jhlRx+ZrioAjkwEtOzWb71EL9uSWDJPwnsPJxe7Kkm+ExjpM/37LOq0ivrKZIJOW5RA7Mz2fiiGUa67YPziIyuQu0qJmDhCVxUCaJ2lSDCg4p5iO7KgU9GwsYvwTfIJCX/9XlI3GEewPd9BtqOOP28Id+OgxWvQeuhJpfEmTJjkAke9HkGOv63dM65cwW83wt8g+H+v8H/+D+XYxzeZp7FONNMr59Ot5/4GBGRcqqk98he66mRnZ3NqlWrGDt2rGed3W6nZ8+eLF++vMhjsrKyCAgo3DIgMDCQJUuWAJCTk4PL5TruPnkWLVpEVFQUVapU4aKLLmLSpElUq1at2PJmZWWRlZXlWU5OTi7ZBz2bfP+QCWhE1IVrPys3N5qZThfPfbeZ95duK5Tku2qwHz0aV+fCplF0a1S9+JswERERERER8Y4tP8LcEfnLNjtUbwo120Gt86DmeaZHg72C9EhZNsUENHwCYPAHxw9oAFRtADf9APNugU1fwee3snfTSmZF3MSvWxL5a09SoXquj93GuXUiaFunCkF+Pvg4bPg57NRJXEmvP78H4N8LJvNEdFd8HXb8fGz4Ouz42I+d98vMgBfNeVc90hNbyEk+bAdw+MCg90zOza0/wZf/M+sj6sLg6fnDbp2uZpeboMbf34DLeWZ6KrjdsOt3M3+6ScILqt3R/JwP/2uCP+ecREYRt9v0enGmQd3O0PHW0iuXiEg55rWgRkJCAi6Xy9PtO0+NGjXYtGlTkcf06tWLF154gW7duhEXF8fChQv57LPPcLlcAISGhtKpUycef/xxmjVrRo0aNZg9ezbLly+nYcP8IZB69+7NlVdeSf369dm6dSvjxo2jT58+LF++vNiuuZMnT2bixIml9Okrob+/gz+nAzaTFLycBDT+b+cR7pu7hn8PpgHQsmYYFzWJokfTKNrUisBhV28MERERERGRcin9MHye2+o8uhVkJELSLojfYKb/+9Bs8w02PThqtTNBjlrnQVis14pdrB3LYOHjZr7PM+YznYBlWWw+YrEkdiKReyMYkDyD2E1TOd+1khnO/+EmlIZRIXRpGEmXhpF0bFCV0ICjHuhnJsHrue973g107jW0ZOVNyx+a77RGMvDxN0NnzRgEO5dD4z4w8A2Tg7O01O4IQZGQngDbl0DchaV37jwHN0JWkvm+1WhZeue12aDNNfDzJFg98+SCGiteh53LwC/E5GI5nUTjIiIVSIXKGjtlyhRGjRpF06ZNsdlsxMXFcf311/P+++979vnwww+54YYbqFmzJg6Hg7Zt2zJs2DBWrVrl2Wfo0Px/4K1ataJ169bExcWxaNEiLr744iLfe+zYsdx7772e5eTkZGrXrn0GPmUFlH7YJKQC082xXmfvlgfIynHx0o//8NbirbgtiAr156lBrbioaY0THywiIiIiIiLeZVnw5V2Quh8iG8MN35ucCykHYM8fJp/jnj9gz/9BdgrsWGKmPKGxJshRq70JdMSeA35eHI419SB8coNJMt16CLS9rthd9ydlsmRLAkv+OciSLYdISM0bNaIv39ojecHvTbo41rMk9HEyBn1I9bi2x3/vb8ZA8m6oUg8uebzUPtJJ8QuGEV/CwU0Q1aL0H77bHdC0r2lsufHLMxPU2LnCvNY6z/RAKU1thpigxvZfIXEnRNQ58THxm2DhY2a+1xPm5ysicpbwWlAjMjISh8PBgQMHCq0/cOAA0dHRRR5TvXp1Pv/8czIzMzl06BCxsbGMGTOGBg0aePaJi4tj8eLFpKWlkZycTExMDEOGDCm0z9EaNGhAZGQkW7ZsKTao4e/vr2Tixfn6AUg9YG40L3rY26Xhr91J3Dd3NX8fMMm/B55bk/H9mhMR5OflkomIiIiIiEiJrJkNG+eD3QeufCc/iXRoDWh6mZkA3C5I+Ds/yLF7FcSvh5S9sHGvecANYHNAVHMT6Gh0KTTpe/p5HErK7YLPRkHKPlNvvuyFQu+dke1ixb+HWPz3QZZsSWBLfGqhwwN87XSoX42uDSPp0qgrgbar4KNrCEncSchHl5scEs36Ff3emxbAmlmAzSSQPtl8DaXJ4Vui3imnrNkVJqixaQH0fa70Aye7cpOE1zm/dM8LJohRr6sJaqyZA90fOP7+Lid8fgu4sqDhJSYviYjIWcRrQQ0/Pz/atWvHwoULGTBgAGAShS9cuJA77rjjuMcGBARQs2ZNnE4nn376KYMHDz5mn+DgYIKDgzly5AjfffcdzzzzTLHn2717N4cOHSImJua0PtNZaf08WPeJuUEc+Cb4BnqtKNk5bl79eQuv/bwFl9siMsSPSQNa0btl0UEykUrPzw+mTs2fFxERERGpCI5sh68fNPMXjjt+3gW7w+TUiGoGba8167JSYd/qwoGOlL1w4C8zrZoGLa+Cy188cU6L0vDr8/Dvz+ATCIOnY/0/e3ceHlV59nH8N1knOzshkS0BDCCCsgmoaIsE4wLUBS0WCBYVoRVRqVhExCrFCi+IKGoBFZeiBXEHEZWKKCCriuwIGEjYJCuZJDPz/nGYCZEAWSaZMzPfz3WdKydnzjznPtDKPOee+7nDorQrK1crdxzRyh1HtGbvcRWVONynWyxSh8Q4Y0mp1g3UuXldhYecvlR2B2nEl0avkZ+/khbeIV31iHTlQ2Uf5OcfNapdJKnXXyv/MN7X5hMtr5TCYozqnoz1UtOunh3fVanhyX4ap+s0+FRS403pygfPnXT7arp0cKNkrSPdOKv2EnQAYBJeXX5q7NixGjp0qLp06aJu3bppxowZys/PV3p6uiRpyJAhSkxM1JQpUyRJa9asUUZGhjp16qSMjAxNmjRJDodD48aNc4+5bNkyOZ1OXXjhhdq1a5ceeughpaSkuMfMy8vT448/rptuuknx8fHavXu3xo0bp1atWik1NbX2/xB8WW6W9OGpJbmueMBo1OYlPx3K0QNvb9bWQ0YD9+s6NNHk/u1VP5rqGgSw0FBp2DBvRwEAAABUnMMuLb7bWFKqWQ+p15jKjxEeLbW43Nhccg4aSY6fV0nr/m18OS9jvXTLfKMfR03Zs1L60nimsaXTRL21qlgrt3+ug9mFZU5LrBOhK9s00BWtG6pncv3zrzQQVV/607vSpxOkNXOkL58yEjYD5hj373RKH46R8o8YFSpX/73ysfvafCIkXGrTV/phkbTtA88mNXIzpRP7jEb1F3g4WeLS9gbpoweMhuEH1pw9CXVwk/S/U1/cTXtGiuULugACj1eTGoMGDdKRI0c0ceJEZWZmqlOnTlq6dKm7efj+/fsVdNq3DAoLCzVhwgTt2bNH0dHRSktL04IFC1SnTh33OdnZ2Ro/frx++eUX1atXTzfddJOefPJJhYYajbKCg4O1ZcsWvfrqqzpx4oQSEhLUt29fPfHEEywvVRmuD0gnjxvlo1eepzSyhpTYHZqzcrdmrtipYrtTdSND9cSAi3T9xSZsCgcAAAAAOLevZ0gHvjW+cT9wjlGJ4QmxCVK7G42tw81Gf4tf90r/vka6ZrJ02UiPftvd4XBqx+5davZ2uiKdDr1tv0rjVjWXdECSFBYSpMuS6qt3m4bq3aahkhtGVb4Zd3CodO1Uo2n1R2ONpbaO7ZZue1M6sNb4PSjE+HMMCZDnHW1vMJIaP30g9Xncc3+nrqWnGrWvueqe8GipXX+jUmPTm+UnNYoLpXfvkRwlxrkdbq6ZWADA5CxOp9Pp7SB8UU5OjuLi4pSdna3Y2FooVzWbTW9KS0ZKQaHS3Sulxu1rPYRdh3P1wNubtfmXbEnSNe0a68mBF6lRjLXWYwFMqaREWrbM2E9NlUK8mscGAASAgP+MXAn8WQHlOLhJ+vfvjQe2/Z+XLhlcc9c6+av03mhp24fG722ulQY8L0XWq/KQx/OL9NXOI1q5/YhW7cjUzKLH1SN4q7Y5mmpA0WQlNKznTmJ0b1lfEWEeSthIRhJj4R1Gv8uIupLDIdmypasnnL8/w9n44nzClic9nWT0mhj5jdS4nWfGXfqI9O1sqcud0vXTPTNmefZ+Jb16vRQeKz2448wlvj99VFr9rBTVULp3jVGxAwB+pKKfkX3gXySYTvYv0id/M/avfqTWExp2h1P//mqPpi3foaISh2KtIXq8f3sN6JRY+W+2AP7MZpOuv97Yz8vzjUkIAAAAAlPxSWnxXUZCo+2NUqc/1uz1IupKg143lqJa9ndpxyfSC72km+dKzXtWaIiiEoe+z8jWyu2HtXLHEW3JyJbra6NjQ95Wj5CtKrRYtePK57T80m5qWi+y5u6naTfpri+l/wyWDm4wjiV2li6/v+pj+uJ8IjxaSr5a2rHUSFh5Kqlx4FQ/jZpoEn665r2kuGZS9n6j4fnplRj7v5VWzzL2b3iWhAaAgOYD/yLBVBwO6b1Rki3HWEey1321evm9R/P14DubtX7fr5Kkqy5sqH/+4WLFx1GdAQAAAAA+a/lj0tHtUnS8dMPM2ml8bLFI3UYYjZ//my4d2yW9cp101XiV9Lxfh/NLdCj7pA6eKCzz81B2oQ6eKNTRPNsZQ7ZtEquhjXZr0Pb3JEnWgc/pxouvqvl7kYwlttI/lpY9Iv2yThr4khQcgI992t5gJDV+el/qPe78559PUYF0aLOxX1NNwl2CgqSOtxk9Mza9WZrUsOUZy07JaTQUT0mr2TgAwOQC8F83VMt3c6U9X0ohEUYDMk+tb3oeDodTr6z+WU8v26bCYoeiw0P06PVtdWuXplRnAAAAAIAv2/WZtPZFY3/A7GotAVURDodTR/NsOphdqEMnTupgdoyONX9RVxZP1WU5n0pfPKm1K5bovqJ7dUR1zzlWXESormjdQL3bNNSVbRqqsY5Lc4ZKckqd06WLb6nRezlDaIR0/f/V7jXNps21RkPvzO+lX3+W6rao3ngHNxgVRDFNpDrNPBHhuXW63Uhq7PnCaHAfmyB99pjRAyb2AqnflJqPAQBMjqQGKu7Ybmn5RGP/mselBq1q5bL7jxXoof9u1pq9xyVJl7dqoKk3X6zEOhHneScAAAAAwNQKjktLRhn73e6SWvWpkcuU2B36dGuW5n+9V5sOnFCx/cz2os9rmP4QlKQnQuerZ9CPWho+Xk+F36cD9XqpSR2rmsRFKKGOVfGxViXUiVCTOKvqRYWVftHOXiK9OlwqOCbFd5D6/bNG7gXnEVXfWMbp56+MJZx6jKreePtPLT3VtHvtVBDVS5Ka9ZD2fyNtWSg16WgskyYZST9rXM3HAAAmR1IDFeOwS0vulYoLpBZXSF1H1PglnU6n3lizX099/JMKiuyKDAvW+LS2uqN7M6ozAAAAAMDXOZ3SB/dJeZlSgzZSn8c9foncwmItXHdA87/+WRknTrqPB1mkRjFWNaljVUKckaBoUidCCXGXar9uVav//UX1j/yoaUVPSMn3Sb97VAoOPffFPn/CeBAdFiPd8qoUyjLJXpNyvZHU+OmD6ic1DqwxftZ0P43Tdbzd+N/ShgVSycvGsW53SUlX1V4MAGBiJDVQMd88ZzTGCouRBjxvrPNYg4pKHHrov5v13qaDkqRuLevpmZs7qln9GmysBgAAAACoPZvfMvoeBIVIf3hZCvPcfO/A8QK9uvpn/WfdAeXZSiRJdSND9afLmuumzhcosU6EQoLPNq9tIqV8Ln06QVr3svT1TOnnr40m4mdbymjHMunrGcZ+/+ek+skeuxdUQdvrpaV/M6os8g5L0Y2qNo7DUZrUqOl+GqdrP0D65G/S8d3G7/WSpD6Tau/6AGByJDVwfod/kj7/h7Hfb0qNryGZZyvRPQvWa9WuowoJsujha1M0vFdLBQVRnQEAAAAAfuHXn6WPTzVxvvoRKaGTR4Zdv+9XzVu1V5/8cEiOUytMtWoUrTsvb6mBlyTKGlrBvpChVum6Z6SWV0rvj5YyvpPmXCnd+KzxwPl0Jw5I795t7He768zXUfviLpASLpEObpS2fyx1Hla1cY7ukAqzpdBIY0mx2mKNMxIz379j9AcZ+KIUFlV71wcAkyOpgXOzFxsfzuxFUutU6ZI7avRyR3JtSn9lrX7IyFFkWLBeuKOzerdpWKPXBPxWWJj03HOl+wAAAIAZOOzS4rulolyjd0CvMdUarsTu0LIfs/TvVXu0cf8J9/ErWjfQ8MtbqnfrhlX/kly7G42Ey3/vlH5ZK70zVNo7XEp9ymjKXVIk/TddOvmr8RC97z+qdS+m4uvziZTrjaTGTx9WPalx4FQ/jcTO519+zNN6/kXas9JYPqtpt9q9NgCYHEkNnNtX06RDm6WIusY3Umqwl8Xeo/kaOm+t9h8vUP2oMM1P76qLL6hTY9cD/F5oqDSqmuvHAgAAwLycTunINskSbCx3FFTBKgRv+3pG6fLGA+dUOe7y+mWEBQepf6cE3XlFS6XEx3om3jrNpPSPpS+elFb9n/TdPOnAWunm+dL6V6Rf1hnfrL/lFSkk3DPXNANfn0+0vdHoc7LnS6PaoioNtvd7YekplyYdpYd21v51AcAHkNTA2R3cKP3vX8b+ddOkmPgau9SWX04off46HcsvUrN6kXpteDe1aEBpJQAAAACcoaRI2rpE+vZ5Y94mSaFRUvxFxoPQ+IuNnw1TpBCTfcP+4Cbpi6eM/Wunnr1HxTkcOF6gV1b/rIWn9cuoFxWmOy5rrjsua6ZGMTXQoDs41Ohp0OIKYzWDrB+kF6+QSgqN1we8UKV7QQ1q2MZoQH90h7RzudTh5sqP4arUqM0m4QCA8yKpgfIVF0rv3iM5SqT2A6WLbqqxS63ccUQjX1+vgiK7LkqM1fxh3dQwxo++3QJ4i90uffWVsX/FFVKwj3xzDwAAAOXLPyp9N19a928pL9M4FhxmVGoU5xsNjV1NjSUpKFRq1NZIcLiSHfEXeW9t/uKT0uK7jHlm2xulTn+s1NvX7/tVc1ft0dIfMqvXL6M6Wv1euudrafEIae9K41iP0VLKdTV/7drmD/OJlOulVdOlnz6ofFIj77B0fI8ki3RB1xoJDwBQNSQ1UL4vnjTKmKMaSWnTauwy7278RQ+9s0UlDqcub9VAc/7UWdHh/M8S8IjCQunqq439vDwpiuonAAAAn5T5g7TmBWnLO5LdZhyLjpe6/lnqkm4sF3xsl7F08KHNUuYW42dhtrGfuUXauODUYBapQeuyFR1NLjbGqGnLH5OObjdiv2HmWZc3Liy260iuTYdzC3Uk16ZD2YV6f/PBM/pl3Hl5S11ZnX4ZVRXTWPrTu9K6uUZy6arxtXv92uIP84m2NxhJjZ3LjaRaaETF3+tKEDZqK0XUqZHwAABVw9NjnGn/t9LqWcb+jc9KUfU9fgmn06mXv9qjpz7eZlymY4KeuaWjwkKCPH4tAAAAAPA5Dru0Y5mxxNTPX5UeT7hEuuxeqd2AsktLNbzQ2C6+1fjd6ZRO7D8tyXEq0ZGXaSzHc3SH9P07pe+Pa2YkN5r3NKoo6jT16O04d34my9oXJUk/dJ2iHdsKdCT3Vx3Otelwrk1HcgtP/bQpt7Ck3DHCgoM04JIEDb/cg/0yqiooWOp+l3djwPklXCLFXiDl/GL01rjw2oq/d/+ppae80U8DAHBOJDVQVlG+seyUnFKnOyr3D34FORxOPfnxT5q7aq8k6c+Xt9QjaW1r/9s1AAAAAGA2hTnSpjekNXOkX382jlmCjW+cX3av1LTbWSscyrBYpLrNja3djaXHc7NKKzlcP3/9Wcreb2zbPpSWPSIldpHa9TfeW4leEU6nU1sP5ejDLYe0MytPR/JssmUf0au2+9TYIr1S0leTPgmXtPmc44SHBKlRbLgaxVjVMDpc7RJidXu3ZixVjMqxWIylwda+KP30YeWecbgqNeinAQCmQ1IDZS2fKP261/gmQ7+nPD68rcSuh97Zovc3H5Qk/T2trUZcmeTx6wAAAACATzm+R1rzkrTxdako1zhmrSN1Hip1HeG5yomYxlLMNVLra0qPnTwhZX5vNB3fsVTat1rK+M7Ylj8qNekktR9gVHDUTy532APHC/Tepgy9t+mgdh7OO+0Vp54Pna3GwSe0y5GgOaFD1KZ+tJGsiAlXo5hwNTy1uY/FhismPESWiiRvgPNpe72R1Nj+sWQvkYIr8Cis+KTR1F6iUgMATIikBkrt/txoOCdJ/Z+TrHEeHT63sFj3vL5eX+86ppAgi565paMGXJLo0WsAAAAAgM9wOo2lpb59Qdr+iaRT3a8btJG63yN1vK12mnpH1JFaXmFsvf5qVHP89L609T1p39fSoU3G9tkkKb7DqQqOgTpmbaqPvj+kJRsztOG0fhdhIUH6fUoj9WzVQJcc+1gXrVsrZ1CImt35hr5temnN3w9wumY9pYh60snj0v7VUssrz/+eg5skR7HRZ7QSlUoAgNpBUgOGwmzpvdHGftcRUvLVHh3+cG6h0uev048HcxQVFqwX7uisK9s09Og1AAAAAMAnFBca/SzWzJGyfig93qqPdNlIKel3UpAX+w3GNJa6jTC2vCPStg+MBMfer4yKjszvpc//oSOOpjpq764cRzdZLBeoZ3J99e+UqH4XxSvWGmosa/XCk5Iky9WPKIyEBrwhOES6ME3a9LqxBFVFkhoHTvXTaNa9Ysu9AQBqFUkNGJaOl3IypHpJ0jWPe3TovUfzNWTeGh04flL1o8L0Sno3dbjAs1UgAAAAAGAqDrsxxzq+11ji9/he4yH/r3ulY7ulolNLNIVGSh1vNyozGrbxasjlim6ook7D9FXUdVpu2argnR+rr/Nb9Qz6USlBB5QSdEBj9V+V1GujkOSBUtP+UvgFxv2/e4+xlFazHlKvMd6+EwSyttcbSY1tH0rXTj1/omL/qX4aTemnAQBmRFID0raPjUZ0liBpwByPljdvPnBC6a+s0/H8IjWvH6lX07upRYNaKJ8GIIWGSk8/XboPAAAAzyoqKE1U/Ppz2QTGif3G8jVnE9fUqIS4dIgUUbe2Iq4wh8Op7/b9qvc2Zeij7w/pRIHrXq7S1/XTdGv7aN0cvUWNDiyTdn+ukOM7pJVTja1+K2Pb/40UFiMNnCMFBXv1flAF/jSfSLpaCo0yEo0HN0iJnc9+rtNJk3AAMDmSGoHu5K/Sh2OM/R6jjdJKD/ly+2Hd+8YGFRTZ1SExTvOGdVXDmHCPjQ/gPMLCpIce8nYUAAAAvsvplPKPnpm0cO3nZZ77/UGhUt3mxpr8dVtK9VoaP+u2MPpmVKRhcS3blpmjJRsP6oPNB5Vx4qT7eMOYcN1wcYL6d0rQxRfEnWri3VXSnUaj8R1LjSWqdn0mHdtlbJLxrXh6Evgmf5pPhFql1tdIW5cYS1CdK6lxdKfRfyPEKsVfXGshAgAqznyfoFC7lj4i5WUZH6iv/rvHhl284ReN++8WlTicuqJ1A71wR2dFh/M/NwAAAAAmU2KTThwoW3HhTmD8LBXnn/v94XFSvRanJS1O249N9IkKhZzCYi3ZmKE31+zXtsxc9/Ho8BD1uyheAzolqkdyfQUHnWXJnog6RlPzjrdJhTnSjmXS9o+lBq2lTn+snZsAzqftDUZSY9uHUp/Hzn6eq59GYmcpJKxWQgMAVA5PmQPZzuXS5jclWaT+s41vLlST0+nUS//boymfbJMkDeiUoKdv7qiwEC82uQMCld0ubdhg7F96qRRs/gk1AACAxzmdUsHx05IWrsTFPiNxkZMhyXmOASxGcqJu81PJihZlqy4i6vpsI+Hvf8nWG2v26b1NB3Wy2C5JCgsO0tUpDdW/U6J+l9JI1tBKfoa0xkoX32Js8G3+Np9o3VcKDpOO7pCObJcaXlj+ee5+Gp5byQIA4FkkNQJVYY70wX3G/mX3Sk27eWTYuav2uhMaI65oqfHXtlXQ2b7NA6BmFRZK3U79fzsvT4qinw0AAAggO5ZJK582HmDacs59bmhk6bJQdVucVnHRQqrTTArxn2V0C4pK9P6mg3pz7X5t+SXbfbx1o2gN7t5MAy+5QHGRPt4/AZ7hb/MJa6zUsre0a7n00wdnT2q4KjXopwEApkVSI1Atn2h8I6luS+l3Ezwy5KHsk5r26Q5J0kOpF2rU1a08Mi4AAAAAVFjeEWnpw9IP/y17PKbJ2RMXUQ19ttqiorZl5ujNNfv17oYM5dpKJBlVGdd2iNfg7s3VtUXdU30yAD/W9nojqbHtQ+nKB898Pf9YaT+YC7rWbmwAgAojqRGI9qyU1s839m+cJYVFemTYKR9v08liu7o0r6t7r0r2yJgAAAAAUCFOp7T5P9Ky8dLJXyVLkFGVfukQo9oiNMLbEda6wmK7PvnhkN74dr++2/er+3jz+pEa3L2Zbu7cVPWi6BmAAHJhmvTBGOngRqOXTp2mZV8/cGrpqQYXSpH1aj08AEDFkNQINEX50vt/Mfa7/llqeYVHhl2797je33xQFos06cb2fMMHAAAAQO359WfjQeWeL4zfG3eQ+s+SEi7xZlRes+dInt5cs1//3fCLThQUS5KCgyzq266xBndvrp7J9VkmGIEpupHUrIe0f7W07SPpsnvKvu5eeop+GgBgZiQ1As2KJ6QT+6S4plKfSR4Z0u5w6rH3f5Qk3d6tmS5KjPPIuAAAAABwTg679O0L0hdPSsUFUnC4dNXDUs+/SMGB1ReiqMSh5Vuz9MaafVq9+5j7eEKcVbd3a6ZbuzZV41irFyMETKLt9aeSGh+emdRwNwmnnwYAmBlJjUCy/1tpzRxj/4aZUniMR4Z9a+1+/XQoR7HWED3Y9yyNtgAAAADAkzK/l97/q3Rwg/F788ulG5+V6gfWUrgHjhfoP+v2a+G6X3Q0zybJaA/yuwsbafBlzdS7TSMFU5UBlEq5Xlr2iLTvayn/qBTVwDheYjOWpZJoEg4AJkdSI1AUn5TeGyXJKV1yh9Tq9x4Z9kRBkZ75dLsk6YG+F7IeKwAAAICaVVwo/e9p6euZkqNECo+T+j4hXfInKSjI29HVigPHC/TJD4f08feZ2nTghPt4w5hw3da1qQZ1baoL6nqmdyLgd+o2l+IvljK3SNs/kS79k3H84CbJbpMiG0j1krwaIgDg3EhqBIovp0jHdknR8VLfJz027PTlO3SioFgXNo7R4O7NPDYuAA8IDZUee6x0HwAAwNf9vEr64D5jbiNJbW+U0v4lxcR7N65asO9Yvj7+PlOf/HBIW37Jdh+3WKReyQ00uHsz9WnXWKHBgZHYQS3w5/lE2xuMpMa2D0uTGu5+GpcZ/8cCAJgWSY1AkLFeWj3L2L/+/6SIOh4Z9qdDOXr9232SpMdubKcQPjwD5hIWJk2a5O0oAAAAqq8wW1o+UVr/ivF7dLx03TPGg0k/tvdovj7+/pA+/v6QfjyY4z4eZJG6t6yvtA7xSr0oXo1i6JWBGuDP84mU641ePLu/kGy5xvLc7n4aNAkHALMjqeHvSmzSklGS0yF1uEVKSfPIsE6nU5Pe/1EOp3RdhybqmdzAI+MCAAAAQBk/fSB99KCUl2n83nmY1Odxj31Zy2x2Hc7TJ98f0kffH9K2zFz38eAgi3ok1de1HeKV2j5eDaLDvRgl4OMatZXqJUvHd0s7l0vtB0oHTiU16KcBAKZHUsPffTVNOvKTsSZkv6keG/aj7w9pzd7jsoYGaXxaisfGBeBBDof000/Gftu2AbPGNAAA8BO5mdLHDxpJDcl4AHnjs1KLy70bVw3YkZXrrsjYkZXnPh4SZFHPVg2UdlG8+raPp4chapc/zycsFqnt9UZvnm0fSk06SgVHpeBwYx8AYGokNfxZ5vdGUkMySrOj6ntk2IKiEj31kfHBZmTvVjSgA8zq5EnpoouM/bw8KSrKu/EAAABUhNMpbXhN+vRRyZYtBYVIve6TrnxICo3wdnQe4XQ6tT0rVx9vOaSPf8jUrsOliYzQYIt6tWqgtA5N1LddY9WJJJEBL/H3+UTKDUZSY8enpcnShEukEKqgAMDsSGr4K3uxtOReyVFiNM9rP9BjQ8/5crcOZhcqsU6E7u6d5LFxAQAAAAS4guPS20Okn78yfk+4RLpxlhTfwbtxeYjd4dQHmw/quS92lUlkhAUH6YrWRiKjT9vGiov0s6bMgBkldjb68+RlSqtmGMea0U8DAHwBSQ1/tfpZKXOLFFFXSnvGY8MeOF6gOf/bI0l69Pq2soYGe2xsAAAAAAHuq2lGQiMkQvrdBKn7PVKw709bnU6nPvvpsJ5Ztl3bs4w+GWEhQerdpqGu69BEv2vbSLFWEhlArQoKMpagWvdv6cQ+41hT+mkAgC/w/U+HONPhbdKX/zT2+02VYhp7bOh/fLRVRSUO9WpVX6nt4z02LgAAAIAA53RKPy4x9gfOkdoP8GY0HrN611E9vWy7Nh04IUmKtYbo7t7JGtKjuWJIZADelXIqqeHSlEoNAPAFJDX8jcMuvTdKshdJrVOli2/12NBf7TyiZT9mKTjIosduaC+LxeKxsQEAAAAEuIz1Us4vUli01CbV29FU28b9v+qZT7fr613HJEkRocEafnkL3XVFMstLAWbR4nLJWkcqPCHVb+2xXqQAgJpFUsPffPuClPGdFB4rXf9/kocSD8V2hx7/YKskaUiP5mrTOMYj4wIAAACAJOnHd42fbVJ9uiH49sxcPfPpdi3fmiXJ6Jfxx+7NNOrqVmoYQwNiwFSCQ6ULr5U2vyU1Y+kpAPAVJDX8ybHd0udPGPt9/yHFJXps6Ne+2addh/NULypMY/q08di4AAAAACCnU9r6vrHfrr93Y6mifcfyNeOznVqyKUNOpxRkkW669ALd16e1Lqgb6e3wAJzN7x6VQiOlXvd5OxIAQAWR1PAXDof0/l+kkkKpZW/p0iEeG/ponk0zlu+QJI1LvVBxEZRKAz4hNFR68MHSfQAAALM6uEHK3m88WGx1jbejqZTM7ELN+nynFq47oBKHU5J0XYcmuv+aNmrVKNrL0QHVECjzibhE6frp3o4CAFAJJDX8xXdzpX1fS6FR0o3PemzZKUn619LtyrWVqENinG7p0tRj4wKoYWFh0r/+5e0oAAAAzm/re8bPNqlSmG9UNRzPL9Kclbv16uqfZStxSJKuurChHux7oS5KjPNydIAHMJ8AAJgUSQ1/8Os+afljxn6fSVLdFh4bevOBE3p7/QFJ0qQb2yk4iObgAAAAADzI6ZR+XGLs+8DSU3m2Ev37qz3691d7lWcrkSR1bVFXD6WmqFvLel6ODgAAwP+R1PB1Tqf0wX1Scb7UrKfU9c8eG9rhcGrSBz/K6ZT+cEmiOjfnAzrgUxwOaf9+Y79ZMykoyLvxAAAAlOfQJunEPikkQmrd19vRnFVhsV2vf7tPz3+5W8fziyRJ7RNi9WDqhbqqTUNZPFgtD5gC8wkAgEmR1PB1GxdIe76QQqxS/+c8+iHj3Y0Z2rj/hKLCgvW3a1M8Ni6AWnLypNSypbGflydFRXk3HgAAgPK4l57qK4WZ8/PK59uy9Pd3f9Ch7EJJUlLDKD1wzYW69qJ4BVHNDn/FfAIAYFIkNXxZzkFp2d+N/d9NkOone2zo3MJi/XPpNknSX37fWo1jrR4bGwAAAAAkmX7pqYKiEj350U96Y43xbfXEOhG6r09r/eGSRIUE8611AAAAbyCp4aucTunD+yVbjpTYWbrsXo8O/9znu3Qk16aWDaKU3quFR8cGAAAAAElS5hbp171G5XnrVG9HU8amAyd0/8JN2ns0X5J05+Ut9VDqhbKGBns5MgAAgMBGUsNXff+OtGOpFBwm9Z8tBXnug/XuI3ma9/VeSdLE69spPIQP7QAAAABqgGvpqVZ9pPBo78ZySondoee+2KVZn++S3eFUfKxV027tqF6tGng7NAAAAIikhm+yF0ufTTL2e4+TGrX12NBOp1OTP9iqYrtTv0tppKtTGnlsbAAAAABwO33pqfYDvRqKy96j+RqzcJM2HzghSbqhY4L+0f8ixUWGejcwAAAAuJHU8EXBodLQD6RvnpN6jfHo0J9vO6yVO44oNNiiR69v59GxAQAAAMAt60fp+G4pOFxq492lp5xOp95cu1//+PAnnSy2K8Yaon8MuEj9OyV6NS4AAACciaSGr6qfLF3/fx4d0lZi1+QPt0qS7rw8SS0bRHl0fAAAAABw27rE+NmqjxQe47UwjuTa9PCiLVqx7bAkqUdSfU27taMS6kR4LSYAAACcXZC3A5g9e7ZatGghq9Wq7t27a+3atWc9t7i4WJMnT1ZycrKsVqs6duyopUuXljknNzdXY8aMUfPmzRUREaGePXtq3bp1Zc5xOp2aOHGimjRpooiICPXp00c7d+6skfvzJXNX7dW+YwVqFBOu0b9r5e1wAFRXSIh0773GFkIOGwAAmEiZpacGeC2M5Vuz1G/G/7Ri22GFhQRpwnVt9cafu5PQACTmEwAA0/JqUmPhwoUaO3asHnvsMW3YsEEdO3ZUamqqDh8+XO75EyZM0IsvvqhZs2Zp69atuueeezRw4EBt3LjRfc6f//xnLV++XAsWLND333+vvn37qk+fPsrIyHCf8/TTT+vZZ5/VnDlztGbNGkVFRSk1NVWFhYU1fs9mlZldqOc+3yVJGp+WouhwPrAAPi88XJo929jCw70dDQAAQKnDP0nHdkrBYVKbfrV++Xxbif723y0a8dp3OpZfpJT4GH0w+nL9+YokBQVZaj0ewJSYTwAATMridDqd3rp49+7d1bVrVz333HOSJIfDoaZNm+ovf/mLHn744TPOT0hI0N///neNGjXKfeymm25SRESEXn/9dZ08eVIxMTF67733dN1117nP6dy5s6699lr94x//kNPpVEJCgh544AE9+OCDkqTs7Gw1btxYr7zyim677bZyY7XZbLLZbO7fc3Jy1LRpU2VnZys2NtYjfx7eNOY/G7Vk00Fd2qyOFo3sKYuFD/IAAAConJycHMXFxfnNZ+SaFPB/Vl88Ja2cKrW5Vvrjf2r10uv3/ar7F27S/uMFsliku65I0ti+bRQeElyrcQAAAKCsin5G9lqlRlFRkdavX68+ffqUBhMUpD59+uibb74p9z02m01Wq7XMsYiICK1atUqSVFJSIrvdfs5z9u7dq8zMzDLXjYuLU/fu3c96XUmaMmWK4uLi3FvTpk0rd8Mm9t3Px7Vk00FZLNLjN15EQgPwF06ndOSIsXkvfw0AAHCmre8ZP2tx6aliu0PTPt2uW+as1v7jBUqsE6G3Rlym8WltSWgA5WE+AQAwKa8lNY4ePSq73a7GjRuXOd64cWNlZmaW+57U1FRNnz5dO3fulMPh0PLly7V48WIdOnRIkhQTE6MePXroiSee0MGDB2W32/X666/rm2++cZ/jGrsy15Wk8ePHKzs7270dOHCgyvduNq9/u0+SdGvnpupwQZyXowHgMQUFUqNGxlZQ4O1oAAAADIe3SUe2SUGhtbb01K7DefrD86s16/NdcjilP1ySqE/GXKHLkurXyvUBn8R8AgBgUl5vFF4ZM2fOVOvWrZWSkqKwsDCNHj1a6enpCgoqvY0FCxbI6XQqMTFR4eHhevbZZ3X77beXOacqwsPDFRsbW2bzF8fyiyRJlyXX83IkAAAAAPze1iXGz+TfSRF1avRSTqdTr33zs66f9ZW+z8hWXESoZv/xUk0f1Emx1tAavTYAAABqhteSGg0aNFBwcLCysrLKHM/KylJ8fHy572nYsKGWLFmi/Px87du3T9u2bVN0dLSSkpLc5yQnJ2vlypXKy8vTgQMHtHbtWhUXF7vPcY1dmev6u9zCEklSdDgf6gEAAADUsFpaeupEQZGGzV+nie/9qMJih65o3UDLxlyp6y5uUqPXBQAAQM3yWlIjLCxMnTt31ooVK9zHHA6HVqxYoR49epzzvVarVYmJiSopKdGiRYvUv3//M86JiopSkyZN9Ouvv2rZsmXuc1q2bKn4+Pgy183JydGaNWvOe11/lWdzJTVCvBwJAAAAAL92ZId0eKux9NSF19bYZfJtJRo6f51W7jii8JAgTbqhnV5N76b4OOv53wwAAABT8+pT7LFjx2ro0KHq0qWLunXrphkzZig/P1/p6emSpCFDhigxMVFTpkyRJK1Zs0YZGRnq1KmTMjIyNGnSJDkcDo0bN8495rJly+R0OnXhhRdq165deuihh5SSkuIe02KxaMyYMfrHP/6h1q1bq2XLlnr00UeVkJCgAQMG1PqfgRnknarUiLGS1AAAAABQg1xVGklXSRF1a+QSthK77lrwnTYfOKE6kaF688+XqV2C/ywfDAAAEOi8+hR70KBBOnLkiCZOnKjMzEx16tRJS5cudTfx3r9/f5leGIWFhZowYYL27Nmj6OhopaWlacGCBapTp477nOzsbI0fP16//PKL6tWrp5tuuklPPvmkQkNLl1YaN26c8vPzddddd+nEiRO6/PLLtXTpUlmtgfmtHSo1AAAAANQKVz+NGlp6qsTu0H1vbdLXu44pKixYr6R3I6EBAADgZyxOp9Pp7SB8UU5OjuLi4pSdne3TTcMdDqeSHvlYkvTdhD5qEB3u5YgAeEx+vhQdbezn5UlRUd6NBwDg9/zlM3JtCMg/q6O7pOc6S0Eh0oM7pch6Hh3e6XRq3H+36J31vygsOEivpHdVz1YNPHoNIKAwnwAA1LKKfkbmq/kBLr+oxL1PpQbgZ0JCpKFDS/cBAAC8yVWl0bJ3jSQ0nvr4J72z/hcFWaRZf7yEhAZQXcwnAAAmxb9KAc619FRosEXhIV7rGw+gJoSHS6+84u0oAAAADK6kRrv+Hh/6+S936+Wv9kqSpt50sVLbx3v8GkDAYT4BADApnmIHOFeT8OjwEFksFi9HAwAAAMAvHdstZX4vWYKllOs9OvTr3+7Tv5ZtlyQ9en073dKlqUfHBwAAgLlQqRHgcl1Nwq38TwHwO06nVFBg7EdGSiQuAQCAt2x9z/jZ8kopqr7Hhn1/80E9+t4PkqS//K6V7ry8pcfGBgIe8wkAgElRqRHgSis1Qr0cCQCPKygwGvtFR5dORgAAALyhBpae+mLbYY1duElOp/Sny5pr7DVtPDY2ADGfAACYFkmNAOfqqRFDk3AAAAAANeH4XunQZmPpqbY3eGTIdT8f18g31qvE4VT/Tgl6/Mb2LKcLAAAQIEhqBDh3pQbLTwEAAACoCa6lp1pcLkU1qPZwPx7M1vBX1qmw2KHfpTTSM7d0VFAQCQ0AAIBAQVIjwLl7alCpAQAAAKAmuJIaHlh6au/RfA2dt1a5hSXq1qKeZv/xUoUGM60FAAAIJHz6C3BUagAAAACoMb/ukw5ukCxB1V566lD2Sd3x7zU6mlekdk1i9e9hXRQRFuyhQAEAAOArSGoEuDxbsSR6agAAAACoAa4qjea9pOhGVR7meH6R/jR3rTJOnFRSgyi9dmc3xVpDPRQkAAAAfAlJjQCXx/JTAAAAAGqKB5aeyrOVKH3+Wu06nKcmcVa9dmc3NYgO91CAAAAA8DU8yQ5wuSw/Bfiv4GDp5ptL9wEAAGrTiQNSxneSLFLbG6s0RGGxXXe99p02/5KtelFhWnBnd11QN9KzcQIoH/MJAIBJ8SQ7wFGpAfgxq1V65x1vRwEAAALVT+8bP5v3lGIaV/rtJXaH/vrWRq3efUxRYcF6Jb2rWjWK9nCQAM6K+QQAwKRYfirAuRqFx1CpAQAAAD81e/ZstWjRQlarVd27d9fatWvPem5xcbEmT56s5ORkWa1WdezYUUuXLj3jvIyMDN1xxx2qX7++IiIi1KFDB3333Xc1eRu+58clxs92Ayr9VofDqYcXf69Pt2YpLCRILw/toosvqOPJ6AAAAOCjSGoEuNJKDZrsAQAAwP8sXLhQY8eO1WOPPaYNGzaoY8eOSk1N1eHDh8s9f8KECXrxxRc1a9Ysbd26Vffcc48GDhyojRs3us/59ddf1atXL4WGhuqTTz7R1q1bNW3aNNWtW7e2bsv8sn+RflkrY+mpGyr1VqfTqX989JP+u/4XBQdZ9Nztl6hncoOaiRMAAAA+h6RGgKOnBuDH8vMli8XY8vO9HQ0AAF4xffp0jRgxQunp6WrXrp3mzJmjyMhIzZs3r9zzFyxYoEceeURpaWlKSkrSyJEjlZaWpmnTprnPmTp1qpo2bar58+erW7duatmypfr27avk5OSzxmGz2ZSTk1Nm82s/fWD8bHaZFNukUm997vNdmvf1XknS0zddrL7t4z0dHYCKYD4BADApkhoBjp4aAAAA8FdFRUVav369+vTp4z4WFBSkPn366Jtvvin3PTabTVartcyxiIgIrVq1yv37+++/ry5duuiWW25Ro0aNdMkll+jll18+ZyxTpkxRXFyce2vatGk17swHVHHpqY+/P6Rpy3dIkiZe3043db7As3EBAADA55HUCGBOp9Od1KCnBgAAAPzN0aNHZbfb1bhx2SbVjRs3VmZmZrnvSU1N1fTp07Vz5045HA4tX75cixcv1qFDh9zn7NmzRy+88IJat26tZcuWaeTIkfrrX/+qV1999ayxjB8/XtnZ2e7twIEDnrlJM8o5KB341tivxNJTJXaH/rVsuyTp7iuTNPzyljURHQAAAHwcT7IDWGGxQ3aHUxKVGgAAAIAkzZw5UyNGjFBKSoosFouSk5OVnp5eZrkqh8OhLl266KmnnpIkXXLJJfrhhx80Z84cDR06tNxxw8PDFR4eXiv34HWupaeadpfiEiv8tg+2HNTeo/mqGxmqv/6+dQ0FBwAAAF9HpUYAy7UVSzKWx4wMC/ZyNAAAAIBnNWjQQMHBwcrKyipzPCsrS/Hx5fdpaNiwoZYsWaL8/Hzt27dP27ZtU3R0tJKSktznNGnSRO3atSvzvrZt22r//v2evwlfVIWlp0rsDs1asUuSNOLKJEXxpSsAAACcBUmNAJZXWNpPw2KxeDkaAAAAwLPCwsLUuXNnrVixwn3M4XBoxYoV6tGjxznfa7ValZiYqJKSEi1atEj9+/d3v9arVy9t3769zPk7duxQ8+bNPXsDvig3U9p/ql9Juxsr/LYPthzUnlNVGkN6tKiZ2AAAAOAX+PpLAHP30+BbUAAAAPBTY8eO1dChQ9WlSxd169ZNM2bMUH5+vtLT0yVJQ4YMUWJioqZMmSJJWrNmjTIyMtSpUydlZGRo0qRJcjgcGjdunHvM+++/Xz179tRTTz2lW2+9VWvXrtVLL72kl156ySv3aCo/fSDJKV3QVYqrWJNvu8PprtL48xVJLI0LAACAc+LTYgDLdVVq0CQc8E/BwVJaWuk+AAABaNCgQTpy5IgmTpyozMxMderUSUuXLnU3D9+/f7+CgkoL2AsLCzVhwgTt2bNH0dHRSktL04IFC1SnTh33OV27dtW7776r8ePHa/LkyWrZsqVmzJihwYMH1/btmc/W94yflVh66oPNRpVGnchQDe3ZokbCAlAFzCcAACZlcTqdTm8H4YtycnIUFxen7OxsxcbGejucKln6Q6bueX29Lm1WR4vv7eXtcAAAAODj/OEzcm3xyz+rvMPStAslp0Ma871Up9l532J3OHXN/63UniP5eij1Qo26ulUtBAoAAAAzquhnZHpqBDDX8lPR1lAvRwIAAADA5/30vpHQSOxcoYSGJH245aD2HKFKAwAAABVHUiOA5RUWS6KnBgAAAAAPcC891f/c551idzg1c8VOSdIIemkAAACggkhqBDB3pQaTB8A/5edLUVHGlp/v7WgAAIA/yzsi/bzK2K9gUsNVpREXEaohPZrXYHAAqoT5BADApHiaHcByTyU1YmgUDvivggJvRwAAAALBtg+NpacSLpHqtjjv6XaHU8+6qzRaKoYlcQFzYj4BADAhKjUCWF6hq6cGSQ0AAAAA1bB1ifGzElUau09VadBLAwAAAJVBUiOAsfwUAAAAgGrLPybt/crYbzfgvKfbHU7N+nyXJOnPl1OlAQAAgMohqRHAXJUaLD8FAAAAoMp+el9y2qUmHaV6Lc97+kffH9Kuw3lGlUavFjUfHwAAAPwKSY0Aluuu1OCbUQAAAACqwGGXvplt7F9083lPP72Xxp2Xt1QsVRoAAACoJJIaAYyeGgAAAACq5YfF0rGdUkRdqfOw857+8akqjVhriIZRpQEAAIAq4Gl2AKOnBuDngoKk3r1L9wEAADzJYZdWTjX2e4yWrLHnPv20Ko0/X5FElQZgdswnAAAmxdPsAOZKatBTA/BTERHSl196OwoAAOCvTq/S6HbXeU//+IdD2kmVBuA7mE8AAEyKVHsAcy8/RaUGAAAAgMqoQpXGzM9cvTSo0gAAAEDVkdQIULYSu4rsDkn01AAAAABQSVRpAAAAwEtIagQoV5WGJEWFkdQA/FJ+vtSwobHl53s7GgAA4C+q0Utj+OUtFRdBlQbgE5hPAABMiqfZAcrVTyMqLFjBQRYvRwOgxhw96u0IAACAv6lklcYnP2RqR1aeYqwhSu/VshYCBOAxzCcAACZEpUaAynX102DpKQAAAAAVVZ0qjV5UaQAAAKD6SGoEKFelBk3CAQAAAFRYJas0lv6Yqe1ZuYqxhmj45VRpAAAAoPpIagSoPHelBt+UAgAAAFABDrv0v6eN/QpWacz8jCoNAAAAeBZJjQDlqtSIoVIDAAAAQEX8+K50dEeFqzSWuao0wkM0nF4aAAAA8BCSGgEql+WnAAAAAFRUFXppzDzVSyP98paKi6RKAwAAAJ7BE+0AlUejcMD/BQVJXbqU7gMAAFSVq0rDWqfCVRrbMo0qjTup0gB8E/MJAIBJ8UQ7QOXZiiVRqQH4tYgIad06b0cBAAB83elVGj0rWaXRqwVVGoCvYj4BADApUu0BylWpEUOlBgAAAIBzKVOlcfd5T/90a2mVxvDLqdIAAACAZ5HUCFD01AAAAABwXlWq0tglSRrWq4XqRIbVdIQAAAAIMCQ1AhQ9NYAAUFAgtWhhbAUF3o4GAAD4okpXaWTpp0M5ig4P0Z1UaQC+jfkEAMCkeKIdoPKo1AD8n9Mp7dtXug8AAFAZ1eylQZUG4OOYTwAATMrrlRqzZ89WixYtZLVa1b17d61du/as5xYXF2vy5MlKTk6W1WpVx44dtXTp0jLn2O12Pfroo2rZsqUiIiKUnJysJ554Qs7T/gEeNmyYLBZLma1fv341do9m5Epq0FMDAAAAQLkqWaWx/CeqNAAAAFDzvPpEe+HChRo7dqzmzJmj7t27a8aMGUpNTdX27dvVqFGjM86fMGGCXn/9db388stKSUnRsmXLNHDgQK1evVqXXHKJJGnq1Kl64YUX9Oqrr6p9+/b67rvvlJ6erri4OP31r391j9WvXz/Nnz/f/Xt4eHjN37CJuJefCg/1ciQAAAAATKeSVRpOp1MzPzOqNIb1pEoDAAAANcerlRrTp0/XiBEjlJ6ernbt2mnOnDmKjIzUvHnzyj1/wYIFeuSRR5SWlqakpCSNHDlSaWlpmjZtmvuc1atXq3///rruuuvUokUL3Xzzzerbt+8ZFSDh4eGKj493b3Xr1j1nrDabTTk5OWU2X0ajcAAAAABnVYVeGlsP5SgqLJgqDQAAANQoryU1ioqKtH79evXp06c0mKAg9enTR998802577HZbLJarWWORUREaNWqVe7fe/bsqRUrVmjHjh2SpM2bN2vVqlW69tpry7zvyy+/VKNGjXThhRdq5MiROnbs2DnjnTJliuLi4txb06ZNK3W/ZuOq1GD5KQAAAABlVKdKo1cL1Y2iSgMAAAA1x2tJjaNHj8put6tx48Zljjdu3FiZmZnlvic1NVXTp0/Xzp075XA4tHz5ci1evFiHDh1yn/Pwww/rtttuU0pKikJDQ3XJJZdozJgxGjx4sPucfv366bXXXtOKFSs0depUrVy5Utdee63sdvtZ4x0/fryys7Pd24EDB6r5J+A9JXaHThYb90qlBgAAAIAyKlmlseKnw+4qjT9fnlTz8QEAACCg+dQT7ZkzZ2rEiBFKSUmRxWJRcnKy0tPTyyxX9fbbb+uNN97Qm2++qfbt22vTpk0aM2aMEhISNHToUEnSbbfd5j6/Q4cOuvjii5WcnKwvv/xSv//978u9dnh4uN/03ci3lSZvokhqAP7LYpHatSvdBwAAOJ9KVmlI0te7j0qSbup8AVUagD9hPgEAMCmvPdFu0KCBgoODlZWVVeZ4VlaW4uPjy31Pw4YNtWTJEhUWFurYsWNKSEjQww8/rKSk0m8DPfTQQ+5qDclIWuzbt09TpkxxJzV+KykpSQ0aNNCuXbvOmtTwJ7m2YklSeEiQwkK82lYFQE2KjJR+/NHbUQAAAF9SySoNScouMOYXiXUiajAwALWO+QQAwKS89kQ7LCxMnTt31ooVK9zHHA6HVqxYoR49epzzvVarVYmJiSopKdGiRYvUv39/92sFBQUKCip7W8HBwXI4HGcd75dfftGxY8fUpEmTKt6Nb8mz0U8DAAAAwG+cXqXRo2JVGpKUfdJIasRFhNZUZAAAAICbV59qjx07VkOHDlWXLl3UrVs3zZgxQ/n5+UpPT5ckDRkyRImJiZoyZYokac2aNcrIyFCnTp2UkZGhSZMmyeFwaNy4ce4xb7jhBj355JNq1qyZ2rdvr40bN2r69OkaPny4JCkvL0+PP/64brrpJsXHx2v37t0aN26cWrVqpdTU1Nr/Q/ACV5Nw+mkAAAAAcDu9SqP7XRV+G0kNAAAA1CavPtUeNGiQjhw5ookTJyozM1OdOnXS0qVL3c3D9+/fX6bqorCwUBMmTNCePXsUHR2ttLQ0LViwQHXq1HGfM2vWLD366KO69957dfjwYSUkJOjuu+/WxIkTJRlVG1u2bNGrr76qEydOKCEhQX379tUTTzzhNz0zzif3VKVGNJUagH8rKJC6djX2160zyscBAADKc0aVRlyF30pSA/BTzCcAACbl9afao0eP1ujRo8t97csvvyzze+/evbV169ZzjhcTE6MZM2ZoxowZ5b4eERGhZcuWVSVUv0GlBhAgnE7J9d9Mp9O7sQAAAHOrYpWGVJrUiCWpAfgX5hMAAJOiS3QAcvXUiA5n0gEAAAAEPIddWvm0sV/JKg2JSg0AAADULpIaAchVqUGjcAAAAABGlcb2KlVpFBbbZStxSJLiIklqAAAAoOaR1AhAuYXGN6lYfgoAAAAIcNWs0sg5VaURZJGiw5hfAAAAoOaR1AhANAoHAAAAIKlaVRpS2X4aQUEWDwcHAAAAnImkRgBi+SkAAAAA1a3SkEqTGnXopwEAAIBawlPtAORqFB7D8lOAf7NYpObNS/cBAABOV80qDYkm4YBfYz4BADApnmoHoDyWnwICQ2Sk9PPP3o4CAACYkQeqNCTpREHp8lMA/AzzCQCASbH8VADKPbX8VHQ4Ew8AAAAgIHmgSkOiUgMAAAC1j6RGAHJXarD8FAAAABCY1s01flajSkMiqQEAAIDaR1IjANEoHAgQJ09KXbsa28mT3o4GAACYyeC3pT6PV6tKQyKpAfg15hMAAJPiqXYAolIDCBAOh/Tdd6X7AAAALuEx0uVjqj1MDkkNwH8xnwAAmBSVGgHG4XDSKBwAAACAR1CpAQAAgNpGUiPA5BeVuPep1AAAAABQHSQ1AAAAUNtIagQYV5VGaLBF4SH89QMAAACoOpIaAAAAqG081Q4wribh0eEhslgsXo4GAAAAgC9zJTViSWoAAACglpDUCDC59NMAAAAA4CFUagAAAKC28WQ7wJRWajDpAAJCgwbejgAAAPipwmK7bCUOSVJcJPMLwC8xnwAAmBBJjQDj6qkRQ5NwwP9FRUlHjng7CgAA4KdyTlVpBFmk6DDmF4DfYT4BADAplp8KMO5KDZafAgAAAFANp/fTCAqiXx8AAABqB0mNAOPuqUGlBgAAAIBqoJ8GAAAAvIGkRoChUgMIICdPSlddZWwnT3o7GgAAKqWkpESfffaZXnzxReXm5kqSDh48qLy8PC9HBheSGoCfYz4BADApnmwHmDybMfGgpwYQABwOaeXK0n0AAHzEvn371K9fP+3fv182m03XXHONYmJiNHXqVNlsNs2ZM8fbIUIkNQC/x3wCAGBSVGoEmDyWnwIAAIDJ3XffferSpYt+/fVXRUREuI8PHDhQK1as8GJkON3pPTUAAACA2sKT7QCTy/JTAAAAMLmvvvpKq1evVlhYWJnjLVq0UEZGhpeiwm9RqQEAAABvoFIjwFCpAQAAALNzOByy2+1nHP/ll18UExPjhYhQHpIaAAAA8AaSGgHG1Sg8hkoNAAAAmFTfvn01Y8YM9+8Wi0V5eXl67LHHlJaW5r3AUIYrqVGHpAYAAABqEU+2A0xppQYTDwAAAJjTM888o379+qldu3YqLCzUH//4R+3cuVMNGjTQW2+95e3wcEp2AZUaAAAAqH0kNQIMPTWAABMZ6e0IAACotKZNm2rz5s1auHChNm/erLy8PN15550aPHhwmcbh8C6WnwICAPMJAIAJ8WQ7wNBTAwggUVFSfr63owAAoFKKi4uVkpKiDz/8UIMHD9bgwYO9HRLOgqQG4OeYTwAATIqeGgHE6XS6kxr01AAAAIAZhYaGqrCw0NthoAJcSY1YkhoAAACoRSQ1AkhhsUN2h1MSlRoAAAAwr1GjRmnq1KkqKSnxdig4Byo1AAAA4A082Q4guTZj0mGxSJFhwV6OBkCNKyyUbrrJ2F+0SLJavRsPAAAVtG7dOq1YsUKffvqpOnTooKioqDKvL1682EuRwaWw2C5biUOSFBdJUgPwS8wnAAAmRVIjgOQVlvbTsFgsXo4GQI2z26WPPy7dBwDAR9SpU0c3uR6kwZRyTlVpBFmk6DCmlYBfYj4BADApPn0GEHc/DZaeAgAAgInNnz/f2yHgPE7vpxEUxBemAAAAUHt4uh1A3JUaNAkHAACADzhy5Ii2b98uSbrwwgvVsGFDL0cEF/ppAAAAwFtoFB5Acm2ly08BAAAAZpWfn6/hw4erSZMmuvLKK3XllVcqISFBd955pwoKCrwdHkRSAwAAAN5T4aTGwYMH9eCDDyonJ+eM17Kzs/XQQw8pKyvLo8HBs0orNZh4AAAAwLzGjh2rlStX6oMPPtCJEyd04sQJvffee1q5cqUeeOABb4cHkdQAAACA91Q4qTF9+nTl5OQoNjb2jNfi4uKUm5ur6dOnezQ4eBY9NQAAAOALFi1apLlz5+raa69VbGysYmNjlZaWppdffln//e9/vR0eVLanBgAAAFCbKpzUWLp0qYYMGXLW14cMGaIPP/zQI0GhZuSx/BQAAAB8QEFBgRo3bnzG8UaNGrH8lElQqQEAAABvqXBSY+/evWrWrNlZX7/gggv0888/eyIm1JBcGoUDgSUqSnI6jS0qytvRAABQYT169NBjjz2mwsJC97GTJ0/q8ccfV48ePbwYGVxIagABgPkEAMCkKvx0OyIiQj///PNZExs///yzIiIiPBYYPC/PZkw8qNQAAACAmc2cOVOpqam64IIL1LFjR0nS5s2bZbVatWzZMi9HB4mkBgAAALynwk+3u3fvrgULFujKK68s9/XXXntN3bp181hg8DxXo/AYKjUAAABgYhdddJF27typN954Q9u2bZMk3X777Ro8eDBfpDKJHJIaAAAA8JIKP91+8MEHdc011yguLk4PPfSQe43brKwsPf3003rllVf06aef1ligqD56agABprBQ+tOfjP0FCySr1bvxAABQCZGRkRoxYoS3w8BZUKkBBADmEwAAk6pwT42rr75as2fP1nPPPaeEhATVrVtX9erVU0JCgmbPnq1Zs2bpd7/7XU3GimrKcVdqMPEAAoLdLv33v8Zmt3s7GgAAKmzKlCmaN2/eGcfnzZunqVOneiEi/BZJDSAAMJ8AAJhUpb6yf/fdd+v666/X22+/rV27dsnpdKpNmza6+eabdcEFF9RUjPCQPBqFAwAAwAe8+OKLevPNN8843r59e912223629/+5oWocDqSGgAAAPCWCldquCQmJur+++/X7Nmz9fzzz2vMmDEkNHwEy08BAADAF2RmZqpJkyZnHG/YsKEOHTpU6fFmz56tFi1ayGq1qnv37lq7du1Zzy0uLtbkyZOVnJwsq9Wqjh07aunSpWc9/5///KcsFovGjBlT6bh8GUkNAAAAeEuFn24/++yz5R6Pi4tTmzZt1KNHD48FhZrhSmrQKBwAAABm1rRpU3399ddq2bJlmeNff/21EhISKjXWwoULNXbsWM2ZM0fdu3fXjBkzlJqaqu3bt6tRo0ZnnD9hwgS9/vrrevnll5WSkqJly5Zp4MCBWr16tS655JIy565bt04vvviiLr744srfpA8rLLarsNghSYqLJKkBAACA2lXhp9v/93//V+7xEydOKDs7Wz179tT777+vevXqeSw4eJZ7+SkqNQAAAGBiI0aM0JgxY1RcXOzu27dixQqNGzdODzzwQKXGmj59ukaMGKH09HRJ0pw5c/TRRx9p3rx5evjhh884f8GCBfr73/+utLQ0SdLIkSP12Wefadq0aXr99dfd5+Xl5Wnw4MF6+eWX9Y9//KOqt+qTck5VaQRZpOgw5hYAAACoXRX+BLp3796zvrZnzx7dcccdmjBhgp5//nmPBAbPspXYVWQ3vk1FTw0AAACY2UMPPaRjx47p3nvvVVFRkSTJarXqb3/7m8aPH1/hcYqKirR+/foy7wkKClKfPn30zTfflPsem80mq9Va5lhERIRWrVpV5tioUaN03XXXqU+fPhVKathsNtlsNvfvOTk5Fb4Ps3EtPRUbEaqgIIuXowEAAECgqXRPjfIkJSXpn//8pz799FNPDIca4KrSkKQovk0FAAAAE7NYLJo6daqOHDmib7/9Vps3b9bx48c1ceLESo1z9OhR2e12NW7cuMzxxo0bKzMzs9z3pKamavr06dq5c6ccDoeWL1+uxYsXl+nl8Z///EcbNmzQlClTKhzLlClTFBcX596aNm1aqXsxE/ppAAAAwJs8ktSQpGbNmp11YnAunm7aZ7fb9eijj6ply5aKiIhQcnKynnjiCTmdTvc5TqdTEydOVJMmTRQREaE+ffpo586dlY7dl7j6aUSFBSuYb1MBgSEyUsrLM7bISG9HAwBApUVHR6tr166KiYnR7t275XA4avyaM2fOVOvWrZWSkqKwsDCNHj1a6enpCgoypk4HDhzQfffdpzfeeOOMio5zGT9+vLKzs93bgQMHauoWahxJDSBAMJ8AAJiUx5Ia33//vZo3b16p97ia9j322GPasGGDOnbsqNTUVB0+fLjc8ydMmKAXX3xRs2bN0tatW3XPPfdo4MCB2rhxo/ucqVOn6oUXXtBzzz2nn376SVOnTtXTTz+tWbNmuc95+umn9eyzz2rOnDlas2aNoqKilJqaqsLCwqrdvA/IdfXTYOkpIHBYLFJUlLFZSGYCAMxv3rx5mj59epljd911l5KSktShQwdddNFFlUoGNGjQQMHBwcrKyipzPCsrS/Hx8eW+p2HDhlqyZIny8/O1b98+bdu2TdHR0UpKSpIkrV+/XocPH9all16qkJAQhYSEaOXKlXr22WcVEhIiu91e7rjh4eGKjY0ts/kqkhpAgGA+AQAwqQonNXJycsrdDhw4oCVLlmjMmDEaNGhQpS5+etO+du3aac6cOYqMjNS8efPKPX/BggV65JFHlJaWpqSkJI0cOVJpaWmaNm2a+5zVq1erf//+uu6669SiRQvdfPPN6tu3r7sCxOl0asaMGZowYYL69++viy++WK+99poOHjyoJUuWVCp+X+Kq1KBJOAAAAMzqpZdeUt26dd2/L126VPPnz9drr72mdevWqU6dOnr88ccrPF5YWJg6d+6sFStWuI85HA6tWLFCPXr0OOd7rVarEhMTVVJSokWLFql///6SpN///vf6/vvvtWnTJvfWpUsXDR48WJs2bVJwcHAl79r3nN5TAwAAAKhtFX7CXadOHVnOkpm3WCz685//rIcffrjCF66ppn09e/bUSy+9pB07dqhNmzbavHmzVq1a5f7G1969e5WZmak+ffq43xMXF6fu3bvrm2++0W233XbWa/tyY788d6UGEw8gYNhs0t13G/svviiFh3s3HgAAzmPnzp3q0qWL+/f33ntP/fv31+DBgyVJTz31lNLT0ys15tixYzV06FB16dJF3bp104wZM5Sfn+8eZ8iQIUpMTHT3x1izZo0yMjLUqVMnZWRkaNKkSXI4HBo3bpwkKSYmRhdddFGZa0RFRal+/fpnHPdXVGoAAYL5BADApCqc1Pjiiy/KPR4bG6vWrVsrOjpaP/zwQ4U/yJ+rad+2bdvKfY+rad+VV16p5ORkrVixQosXLy5T4v3www8rJydHKSkpCg4Olt1u15NPPumeCLn6flSmWaBkNParzLfCzMZVqRFDpQYQOEpKpFdfNfZnz2YSAgAwvZMnT5ZZlmn16tW688473b8nJSVVuo/foEGDdOTIEU2cOFGZmZnq1KmTli5d6p4P7N+/390vQ5IKCws1YcIE7dmzR9HR0UpLS9OCBQtUp06d6t2cHyGpAQQI5hMAAJOq8BPu3r17l3s8NzdXb775pubOnavvvvvurGvIesLMmTM1YsQIpaSkyGKxKDk5Wenp6WWWq3r77bf1xhtv6M0331T79u21adMmjRkzRgkJCRo6dGiVrz1+/HiNHTvW/XtOTo6aNm1arfupTbksPwUAAACTa968udavX6/mzZvr6NGj+vHHH9WrVy/365mZmYqLi6v0uKNHj9bo0aPLfe3LL78s83vv3r21devWSo3/2zH8HUkNAAAAeFOVn3D/73//09y5c7Vo0SIlJCToD3/4g5577rkKv786TfsKCwt17NgxJSQk6OGHH3Y37ZOkhx56SA8//LB7GakOHTpo3759mjJlioYOHeoeOysrS02aNClz3U6dOp013vDwcIX78LcS8mgUDgAAAJMbOnSoRo0apR9//FGff/65UlJS1LlzZ/frq1evDpglnswsh6QGAAAAvKjCjcIl45tR//znP9W6dWvdcsstio2Nlc1m05IlS/TPf/5TXbt2rfBYNdG0T5IKCgrKlI9LUnBwsBwOhySpZcuWio+PL3PdnJwcrVmz5rzX9WV5NmPiQaUGAAAAzGrcuHEaMWKEFi9eLKvVqnfeeafM619//bVuv/12L0UHFyo1AAAA4E0VfsJ9ww036H//+5+uu+46zZgxQ/369VNwcLDmzJlT5Yt7ummfK84nn3xSzZo1U/v27bVx40ZNnz5dw4cPl2Q0NR8zZoz+8Y9/qHXr1mrZsqUeffRRJSQkaMCAAVW+F7NzVWrEUKkBAAAAkwoKCtLkyZM1efLkcl//bZID3kFSAwAAAN5U4Sfcn3zyif76179q5MiRat26tUcuXhNN+2bNmqVHH31U9957rw4fPqyEhATdfffdmjhxovuccePGKT8/X3fddZdOnDihyy+/XEuXLpXVavXIfZkRPTUAAAAAeAJJDQAAAHiTxel0Oity4rfffqu5c+dq4cKFatu2rf70pz/ptttuU5MmTbR582a1a9eupmM1lZycHMXFxSk7O1uxsbHeDue87nrtO326NUtPDrxIg7s393Y4AGpDfr4UHW3s5+VJUVHejQcA4Pd87TOyN/nyn1XKo5+osNihr8Zdrab1Ir0dDoCawnwCAFDLKvoZucI9NS677DK9/PLLOnTokO6++2795z//UUJCghwOh5YvX67c3FyPBI6akUelBhB4IiOlw4eNLZIHDgAAoPpsJXYVFhv9CmOp1AD8G/MJAIBJVapRuCRFRUVp+PDhWrVqlb7//ns98MAD+uc//6lGjRrpxhtvrIkY4QGupAY9NYAAYrFIDRsam8Xi7WgAAIAfcC09ZbFIMXxhCvBvzCcAACZV6aTG6S688EI9/fTT+uWXX/TWW295KibUAFej8Ohwvk0FAAAAoGpyTiU1Yq2hCgriIScAAABqX7WSGi7BwcEaMGCA3n//fU8MhxpAo3AgANls0qhRxmazeTsaAACq7cCBAxo+fLi3wwhoNAkHAgjzCQCASXkkqQHzc1VqsPwUEEBKSqTnnze2khJvRwMAQLUdP35cr776qrfDCGgkNYAAwnwCAGBSPOEOACV2h04W2yVRqQEAAADzOl/l9549e2opEpyNK6lRJ5KkBgAAALyDJ9wBIN9md+9HkdQAAACASQ0YMEAWi0VOp/Os51hoVutVJwpO9dSgUgMAAABewvJTASDXZkw8wkOCFBbCXzkAAADMqUmTJlq8eLEcDke524YNG7wdYsBj+SkAAAB4G0+4A0CejX4aAAAAML/OnTtr/fr1Z339fFUcqHkkNQAAAOBtPOUOAK4m4fTTAAAAgJk99NBDys/PP+vrrVq10hdffFGLEeG3SGoAAADA23jKHQByT1VqRFOpAQAAABO74oorzvl6VFSUevfuXUvRoDw5JDUAAADgZTzlDgBUagABKiJC2ru3dB8AAJPbs2ePWrZsSTNwE6NSAwggzCcAACZFT40A4OqpER3OxAMIKEFBUosWxhbEf+4BAObXunVrHTlyxP37oEGDlJWV5cWI8FskNYAAwnwCAGBS/KsUAFyVGjQKBwAAgJn9tgn4xx9/fM4eG6h9JDUAAADgbSQ1AoC7pwbLTwGBpahIeughYysq8nY0AADAD5DUAAII8wkAgEmR1AgA7p4aVGoAgaW4WHrmGWMrLvZ2NAAAnJfFYjmjnwb9NczDVmJXYbFDkhRLUgPwf8wnAAAmxVPuAJBnMz58UKkBAAAAM3M6nRo2bJjCw8MlSYWFhbrnnnsUFRVV5rzFixd7I7yA56rSsFikGOYWAAAA8BI+iQYAV6NwemoAAADAzIYOHVrm9zvuuMNLkaA8OaeSGrHWUAUFUUEDAAAA7+ApdwDILaSnBgAAAMxv/vz53g4B50A/DQAAAJgBPTUCQB6NwgEAAABUE0kNAAAAmAFJjQDgahQeY2XyAQAAAKBqSGoAAADADEhqBAB6agAAAACoruwCkhoAAADwPp5yBwB6agABKiJC+uGH0n0AAIBqyD5pzCtiSWoAgYH5BADApHjK7eccDmdpTw0qNYDAEhQktW/v7SgAAICfYPkpIMAwnwAAmBTLT/m5/KIS9z6VGgAAAACqiqQGAAAAzICn3H7OVaURGmxReAg5LCCgFBVJTz1l7D/yiBQW5t14AACATyOpAQQY5hMAAJMiqeHn8k7rp2GxWLwcDYBaVVwsPf64sf/QQ0xCAABAtWSfLJIk1YkkqQEEBOYTAACT4qv7fi6XfhoAAAAAPIBKDQAAAJgBSQ0/V1qpwcQDAAAAQNWR1AAAAIAZkNTwc66eGjE0CQcAAABQDSQ1AAAAYAYkNfycu1KD5acAAAAAVJGtxK7CYockKZakBgAAALyIpIafc/fUoFIDAAAAQBW5qjQsFqrAAQAA4F0kNfwclRoAAAAAqivnVFIj1hqqoCCLl6MBAABAIONJt5/LsxmTD75NBQQgq1Vau7Z0HwAAoIropwEEIOYTAACT4km3n8tj+SkgcAUHS127ejsKAADgB0hqAAGI+QQAwKRYfsrP5bL8FAAAAIBqIqkBAAAAs+BJt5+jUgMIYEVF0syZxv5990lhYd6NBwAA+KzsApIaQMBhPgEAMCmedPs5V6PwGCo1gMBTXCyNG2fs33svkxAAAFBl2SeNeUUsSQ0gcDCfAACYFMtP+bnSSg0mHwAAAACqhuWnAAAAYBYkNfwcPTUAAAAAVBdJDQAAAJgFSQ0/R08NAAAAANVFUgMAAABmQVLDjzmdTndSg54aAAAAAKoqh6QGAAAATIKkhh8rLHbI7nBKolIDAAAAQNVRqQEAAACzIKnhx3JtxsTDYpEiw4K9HA0AAAAAX0VSAwAAAGbB1/f9WF5haT8Ni8Xi5WgA1DqrVfrii9J9AACAKiKpAQQg5hMAAJMiqeHH3P00WHoKCEzBwdJVV3k7CgAA4ONsJXadLLZLIqkBBBTmEwAAk2L5KT/mrtSgSTgAAACAKnJVaVgsUgxzCwAAAHgZn0j9WK6tdPkpAAGouFh66SVj/667pFC+WQkAACov51RSI9YaqqAglrUFAgbzCQCASfG024+VVmrwwQMISEVF0ujRxv6wYUxCAABAldBPAwhQzCcAACbF8lN+jJ4aAAAAAKqLpAYAAADMxBRJjdmzZ6tFixayWq3q3r271q5de9Zzi4uLNXnyZCUnJ8tqtapjx45aunRpmXNatGghi8VyxjZq1Cj3OVddddUZr99zzz01do/ekMfyUwAAAACqiaQGAAAAzMTrSY2FCxdq7Nixeuyxx7RhwwZ17NhRqampOnz4cLnnT5gwQS+++KJmzZqlrVu36p577tHAgQO1ceNG9znr1q3ToUOH3Nvy5cslSbfcckuZsUaMGFHmvKeffrrmbtQLcmkUDgAAAKCasgtIagAAAMA8vJ7UmD59ukaMGKH09HS1a9dOc+bMUWRkpObNm1fu+QsWLNAjjzyitLQ0JSUlaeTIkUpLS9O0adPc5zRs2FDx8fHu7cMPP1RycrJ69+5dZqzIyMgy58XGxtbovda2PJsx+aBSAwAAAEBVZZ80viwVS1IDAAAAJuDVpEZRUZHWr1+vPn36uI8FBQWpT58++uabb8p9j81mk9VqLXMsIiJCq1atOus1Xn/9dQ0fPlwWi6XMa2+88YYaNGigiy66SOPHj1dBQcFZY7XZbMrJySmzmZ2rUXgMlRoAAAAAqojlpwAAAGAmXn3affToUdntdjVu3LjM8caNG2vbtm3lvic1NVXTp0/XlVdeqeTkZK1YsUKLFy+W3W4v9/wlS5boxIkTGjZsWJnjf/zjH9W8eXMlJCRoy5Yt+tvf/qbt27dr8eLF5Y4zZcoUPf7445W/SS+ipwYAAACA6iKpAQAAADPxuafdM2fO1IgRI5SSkiKLxaLk5GSlp6efdbmquXPn6tprr1VCQkKZ43fddZd7v0OHDmrSpIl+//vfa/fu3UpOTj5jnPHjx2vs2LHu33NyctS0aVMP3VXNoKcGEODCw6UPPyzdBwAAqAKSGkCAYj4BADAprz7tbtCggYKDg5WVlVXmeFZWluLj48t9T8OGDbVkyRIVFhbq2LFjSkhI0MMPP6ykpKQzzt23b58+++yzs1ZfnK579+6SpF27dpWb1AgPD1e4j/0jTqUGEOBCQqTrrvN2FAAAwMflkNQAAhPzCQCASXm1p0ZYWJg6d+6sFStWuI85HA6tWLFCPXr0OOd7rVarEhMTVVJSokWLFql///5nnDN//nw1atRI11XgH+FNmzZJkpo0aVK5mzAxV1KDnhoAAAAAqopKDQAAAJiJ1592jx07VkOHDlWXLl3UrVs3zZgxQ/n5+UpPT5ckDRkyRImJiZoyZYokac2aNcrIyFCnTp2UkZGhSZMmyeFwaNy4cWXGdTgcmj9/voYOHaqQkLK3uXv3br355ptKS0tT/fr1tWXLFt1///268sordfHFF9fOjdeC0kbhTD6AgFRcLL3xhrE/eLAUyn8LAABA5ZHUAAIU8wkAgEl5PakxaNAgHTlyRBMnTlRmZqY6deqkpUuXupuH79+/X0FBpQUlhYWFmjBhgvbs2aPo6GilpaVpwYIFqlOnTplxP/vsM+3fv1/Dhw8/45phYWH67LPP3AmUpk2b6qabbtKECRNq9F5rWy7LTwGBrahIOpUg1i23MAkBAABVQlIDCFDMJwAAJmWKp92jR4/W6NGjy33tyy+/LPN77969tXXr1vOO2bdvXzmdznJfa9q0qVauXFnpOH2JrcSuohKHJBqFAwAAAKiaohKHThbbJZHUAAAAgDl4tacGak6+ze7ejwojqQEAAACg8lxVGhYLvfoAAABgDiQ1/JSrn0ZUWLCCgyxejgYAAACAL3IlNWLCQxTEvAIAAAAmQFLDT+UUGpMPlp4CAAAAUFXufhqRLD0FAAAAcyCp4afyaBIOAAAAoJpyaBIOAAAAkyGp4adcy09FW5l8AAAAAKiabJIaAAAAMBm+xu+nXJUaMVRqAIErPFx6++3SfQAAgEo6UVAkiaQGEJCYTwAATIon3n4ql+WnAISESLfc4u0oAACAD8s+acwr4iLCvBwJgFrHfAIAYFIsP+WnSpefIqkBAAAAoGpYfgoAAABmwxNvP5VnMyYfVGoAAaykRHr3XWN/4EDjm1YAAACVQFIDCGDMJwAAJsW/SH7KVakRQ6UGELhsNunWW439vDwmIQAAoNJIagABjPkEAMCkWH7KT9FTAwAAAEB15ZDUAAAAgMmQ1PBT9NQAAAAAUF1UagAAAMBsSGr4qTwqNQAAAABUE0kNAAAAmA1JDT/lSmrQUwMAAABAVZHUAAAAgNmQ1PBT7uWnwpl8AAAAAKi8ohKHThbbJZHUAAAAgHmQ1PBTNAoHAAAAUB2uKg2LhQpwAAAAmAefTP2Uq1KDyQcQwMLCpPnzS/cBAAAqwZXUiAkPUVCQxcvRAKh1zCcAACZFpYYfKrGXlolTqQEEsNBQadgwYwtlyQgAQOCaPXu2WrRoIavVqu7du2vt2rVnPbe4uFiTJ09WcnKyrFarOnbsqKVLl5Y5Z8qUKeratatiYmLUqFEjDRgwQNu3b6/p26h17n4akXyOAAIS8wkAgEmR1PBD+Ta7ez+KpAYAAAAC2MKFCzV27Fg99thj2rBhgzp27KjU1FQdPny43PMnTJigF198UbNmzdLWrVt1zz33aODAgdq4caP7nJUrV2rUqFH69ttvtXz5chUXF6tv377Kz8+vrduqFTk0CQcAAIAJkdTwQ7k2Y/IRHhKksBD+ioGAVVIiffSRsZWUeDsaAAC8Yvr06RoxYoTS09PVrl07zZkzR5GRkZo3b1655y9YsECPPPKI0tLSlJSUpJEjRyotLU3Tpk1zn7N06VINGzZM7du3V8eOHfXKK69o//79Wr9+fW3dVq3IJqkBBDbmEwAAk+Jr/H4oz0Y/DQCSbDbp+uuN/bw8KYT/JgAAAktRUZHWr1+v8ePHu48FBQWpT58++uabb8p9j81mk9VqLXMsIiJCq1atOut1srOzJUn16tU76zk2m002m839e05OToXuwZtIagABjvkEAMCk+Bq/H3I1CaefBgAAAALZ0aNHZbfb1bhx4zLHGzdurMzMzHLfk5qaqunTp2vnzp1yOBxavny5Fi9erEOHDpV7vsPh0JgxY9SrVy9ddNFFZ41lypQpiouLc29Nmzat+o3VEpIaAAAAMCOSGn4o91SlRjSVGgAAAEClzJw5U61bt1ZKSorCwsI0evRopaenKyio/KnTqFGj9MMPP+g///nPOccdP368srOz3duBAwdqInyPciU1YklqAAAAwERIavghKjUAAAAAqUGDBgoODlZWVlaZ41lZWYqPjy/3PQ0bNtSSJUuUn5+vffv2adu2bYqOjlZSUtIZ544ePVoffvihvvjiC11wwQXnjCU8PFyxsbFlNrOjUgMAAABmRFLDD7l6akSHM/kAAABA4AoLC1Pnzp21YsUK9zGHw6EVK1aoR48e53yv1WpVYmKiSkpKtGjRIvXv39/9mtPp1OjRo/Xuu+/q888/V8uWLWvsHryJpAYAAADMiK/y+yFXpQaNwgEAABDoxo4dq6FDh6pLly7q1q2bZsyYofz8fKWnp0uShgwZosTERE2ZMkWStGbNGmVkZKhTp07KyMjQpEmT5HA4NG7cOPeYo0aN0ptvvqn33ntPMTEx7v4ccXFxioiIqP2brCHZBSQ1AAAAYD489fZD7p4aLD8FAACAADdo0CAdOXJEEydOVGZmpjp16qSlS5e6m4fv37+/TL+MwsJCTZgwQXv27FF0dLTS0tK0YMEC1alTx33OCy+8IEm66qqrylxr/vz5GjZsWE3fUq1xVWrUiQjzciQAAABAKZ56+yF3Tw0qNYDAFhYmPfdc6T4AAAFq9OjRGj16dLmvffnll2V+7927t7Zu3XrO8ZxOp6dCMzWWnwICHPMJAIBJ8dTbD+XZjMkHlRpAgAsNlUaN8nYUAADAR5HUAAIc8wkAgEnRKNwPuRqF01MDAAAAQFUUlTh0stguiaQGAAAAzIWn3n4ot5CeGgAk2e3SV18Z+1dcIQUHezceAADgM1xVGhYLX5YCAhbzCQCASfHp1A/l0SgcgCQVFkpXX23s5+VJUVHejQcAAPgMV1IjJjxEQUEWL0cDwCuYTwAATIrlp/wQjcIBAAAAVIe7n0YkS08BAADAXEhq+CF3T41wJiAAAAAAKi+HJuEAAAAwKZIafohKDQAAAADVkU1SAwAAACZFUsPPOBxO5RWdqtQgqQEAAACgCkhqAAAAwKxIaviZgmK7nE5jn0bhAAAAAKqCpAYAAADMiqSGn3EtPRUabFF4CH+9AAAAACrPldSIJakBAAAAk+Gr/H4mz2ZMPqLDQ2SxWLwcDQCvCg2Vnn66dB8AAKCCqNQAwHwCAGBWJDX8TC5NwgG4hIVJDz3k7SgAAIAPIqkBgPkEAMCsWJ/Iz+TZTiU1wpl8AAAAAKgakhoAAAAwK77O72dcPTViaBIOwG6XNmww9i+9VAoO9m48AADAZ+SQ1ADAfAIAYFI8+fYzLD8FwK2wUOrWzdjPy5OiorwbDwAA8BlUagBgPgEAMCuWn/Izue7lp0hqAAAAAKgakhoAAAAwK5IafiaPSg0AAAAA1VBU4lBBkV0SSQ0AAACYD0kNP5NnM75RRU8NAAAAAFXhqtKQpBgrSQ0AAACYC0kNP5PH8lMAAAAAqsGV1Iixhig4yOLlaAAAAICySGr4GRqFAwAAAKgOV1KjTiRVGgAAADAfkhp+hkoNAAAAANWRQ5NwAAAAmBhPvv2Mq1F4DJUaAEJDpcceK90HAACogGySGgAk5hMAANPiybefKa3U4AMHEPDCwqRJk7wdBQAA8DEkNQBIYj4BADAtUyw/NXv2bLVo0UJWq1Xdu3fX2rVrz3pucXGxJk+erOTkZFmtVnXs2FFLly4tc06LFi1ksVjO2EaNGuU+p7CwUKNGjVL9+vUVHR2tm266SVlZWTV2j7WFnhoAAAAAqoOkBgAAAMzM60mNhQsXauzYsXrssce0YcMGdezYUampqTp8+HC550+YMEEvvviiZs2apa1bt+qee+7RwIEDtXHjRvc569at06FDh9zb8uXLJUm33HKL+5z7779fH3zwgd555x2tXLlSBw8e1B/+8IeavdlaQE8NAG4Oh/Tjj8bmcHg7GgAA4CNcSY1YkhpAYGM+AQAwKa8nNaZPn64RI0YoPT1d7dq105w5cxQZGal58+aVe/6CBQv0yCOPKC0tTUlJSRo5cqTS0tI0bdo09zkNGzZUfHy8e/vwww+VnJys3r17S5Kys7M1d+5cTZ8+Xb/73e/UuXNnzZ8/X6tXr9a3335b7nVtNptycnLKbGbjdDrdSQ16agDQyZPSRRcZ28mT3o4GAAD4CCo1AEhiPgEAMC2vJjWKioq0fv169enTx30sKChIffr00TfffFPue2w2m6xWa5ljERERWrVq1Vmv8frrr2v48OGyWCySpPXr16u4uLjMdVNSUtSsWbOzXnfKlCmKi4tzb02bNq3UvdaGwmKH7A6nJCo1AAAAAFQNSQ0AAACYmVeTGkePHpXdblfjxo3LHG/cuLEyMzPLfU9qaqqmT5+unTt3yuFwaPny5Vq8eLEOHTpU7vlLlizRiRMnNGzYMPexzMxMhYWFqU6dOhW+7vjx45Wdne3eDhw4UPEbrSW5NmPyYbFIkWHBXo4GAAAAgC8iqQEAAAAz8/ryU5U1c+ZMtW7dWikpKQoLC9Po0aOVnp6uoKDyb2Xu3Lm69tprlZCQUK3rhoeHKzY2tsxmNnmFpf00XFUpAAAAAFAZOSQ1AAAAYGJeTWo0aNBAwcHBysrKKnM8KytL8fHx5b6nYcOGWrJkifLz87Vv3z5t27ZN0dHRSkpKOuPcffv26bPPPtOf//znMsfj4+NVVFSkEydOVPi6vsDdT4OlpwAAAABUEZUaAAAAMDOvJjXCwsLUuXNnrVixwn3M4XBoxYoV6tGjxznfa7ValZiYqJKSEi1atEj9+/c/45z58+erUaNGuu6668oc79y5s0JDQ8tcd/v27dq/f/95r2tm7koNmoQDAAAAqCKSGgAAADAzrz/9Hjt2rIYOHaouXbqoW7dumjFjhvLz85Weni5JGjJkiBITEzVlyhRJ0po1a5SRkaFOnTopIyNDkyZNksPh0Lhx48qM63A4NH/+fA0dOlQhIWVvMy4uTnfeeafGjh2revXqKTY2Vn/5y1/Uo0cPXXbZZbVz4zUg11a6/BQAAAAAVFax3aGCIrskkhoAAAAwJ68//R40aJCOHDmiiRMnKjMzU506ddLSpUvdzcP3799fpl9GYWGhJkyYoD179ig6OlppaWlasGDBGU2/P/vsM+3fv1/Dhw8v97r/93//p6CgIN10002y2WxKTU3V888/X2P3WRtKKzWYfACQFBoqPfhg6T4AAMB5uKo0JCmGeQUQ2JhPAABMyuJ0Op3eDsIX5eTkKC4uTtnZ2aZpGv7q6p/12Ps/6roOTTR78KXeDgcAAAABxoyfkc3KrH9Wu4/k6ffTVirGGqLvJ6V6OxwAAAAEkIp+RvZqTw14Vh7LTwEAAACoBvppAAAAwOx4+u1HcmkUDuB0Doe0f7+x36yZFEQeGwAAnBtJDQBuzCcAACbF028/kmczJiBUagCQJJ08KbVsaezn5UlRUd6NBwAAmF4OSQ0ALswnAAAmRZrdj7gahcdQqQEAAACgCk4UkNQAAACAuZHU8CP01AAAAABQHSw/BQAAALMjqeFH6KkBAAAAoDpIagAAAMDsSGr4ESo1AAAAAFSHO6kRSVIDAAAA5kRSw4+4khr01AAAAABQFVRqAAAAwOxIavgRV6Pw6HAmIAAAAAAqj6QGAAAAzI6v9PuRXBs9NQCcJiREuvfe0n0AAIDzyCGpAcCF+QQAwKT4V8lP2ErsKipxSKKnBoBTwsOl2bO9HQUAAPAhVGoAcGM+AQAwKZaf8hP5Nrt7n6QGAAAAgKogqQEAAACz4+m3n3D104gKC1ZwkMXL0QAwBadTOnrU2G/QQLLw3wYAAHB2xXaHCoqML0uR1ADAfAIAYFYkNfxErs34RhX9NAC4FRRIjRoZ+3l5UlSUd+MBAACm5qrSkKQYK0kNIOAxnwAAmBTLT/kJV6UGS08BAAAAqApXUiPGGkL1NwAAAEyLpIafyLOdSmrwjSoAAAAAVUA/DQAAAPgCkhp+wpXUiKFSAwAAAEAVkNQAAACALyCp4SdyWX4KAAAAQDXkkNQAAACADyCp4SdKl58iqQEAAACg8qjUAAAAgC8gqeEnaBQOAAAAoDqyC0hqAAAAwPx4Au4n3D01qNQA4BISIg0dWroPAABwDlRqACiD+QQAwKT4V8lP5BQaExAqNQC4hYdLr7zi7SgAAICPcCU1YklqAJCYTwAATIvlp/yEe/kpKjUAAAAAVAGVGgAAAPAFPAH3E+5G4VRqAHBxOqWCAmM/MlKyWLwbDwAAMLUTJDUAnI75BADApKjU8BP01ABwhoICKTra2FyTEQAAgLPIIakB4HTMJwAAJkVSw0+4l58KZwICAAAAoPJYfgoAAAC+gKSGn8hl+SkAAAAA1eBKatSJJKkBAAAA8yKp4SdclRosPwUAAACgsortDhUU2SVRqQEAAABzI6nhB0rsDp0sNiYgVGoAAAAAqCxXlYYkxVhJagAAAMC8SGr4gXyb3b0fRVIDAAAAQCW5khox1hAFB1m8HA0AAABwdiQ1/ECuzZiAhIcEKSyEv1IAAAAAlUOTcAAAAPgKvtbvB/Js9NMAUI7gYOnmm0v3AQAAzoKkBoAzMJ8AAJgUT8H9gKtJOP00AJRhtUrvvOPtKAAAgA/IIakB4LeYTwAATIq1ivxA7qlKjWgqNQAAAABUAZUaAAAA8BUkNfwAlRoAAAAAqiO7gKQGAAAAfANJDT/g6qkRHc4EBMBp8vMli8XY8vO9HQ0AADAxKjUAnIH5BADApEhq+AFXpQaNwgEAAABUhSupEUtSAwAAACZHUsMPuHtqsPwUAAAAgCqgUgMAAAC+gqSGH3D31KBSAwAAAEAVkNQAAACAryCp4QfybMYEhEoNAAAAAFVBUgMAAAC+gqSGH3A1CqenBgAAAICqyCGpAQAAAB9BUsMP5BbSUwMAAABA1VGpAQAAAF/BU3A/kEejcADlCQ6W0tJK9wEAAMpRbHcov8guiaQGgNMwnwAAmBRPwf0AjcIBlMtqlT76yNtRAAAAk3NVaUhSLEkNAC7MJwAAJsXyU37A3VMjnAkIAAAAgMpxJTViwkMUHGTxcjQAAADAufHVfj9ApQYAAPAWu92u4uLi858IvxAaGqpgliDxO66kBlUaAAAA8AU8BfdxDodTeUX01ABQjvx8qVEjY//wYSkqyrvxAPArTqdTmZmZOnHihLdDQS2rU6eO4uPjZbHwjX5/QZNwAOViPgEAMCmegvu4gmK7nE5jP4ZKDQC/VVDg7QgA+ClXQqNRo0aKjIzkAXcAcDqdKigo0OHDhyVJTZo08XJE8JScU0mNOpEkNQD8BvMJAIAJ8RTcx7mWngoJsig8hBYpAACg5tntdndCo379+t4OB7UoIiJCknT48GE1atSIpaj8BJUaAAAA8CU8BfdxebZTTf2sIXxDEgAA1ApXD43IyEgvRwJvcP29+1IvldmzZ6tFixayWq3q3r271q5de9Zzi4uLNXnyZCUnJ8tqtapjx45aunRptcY0u+wCkhoAAADwHV5PatTEBCMjI0N33HGH6tevr4iICHXo0EHfffed+/Vhw4bJYrGU2fr161cj91fTcmkSDgAAvIQvVAQmX/t7X7hwocaOHavHHntMGzZsUMeOHZWamupeRuu3JkyYoBdffFGzZs3S1q1bdc8992jgwIHauHFjlcc0Oyo1AAAA4Eu8mtSoiQnGr7/+ql69eik0NFSffPKJtm7dqmnTpqlu3bplxurXr58OHTrk3t56660avdeakmdzNQlnAgIAAAD81vTp0zVixAilp6erXbt2mjNnjiIjIzVv3rxyz1+wYIEeeeQRpaWlKSkpSSNHjlRaWpqmTZtW5TElyWazKScnp8xmFq6kRixJDQAAAPgAryY1amKCMXXqVDVt2lTz589Xt27d1LJlS/Xt21fJycllxgoPD1d8fLx7+23S47fMOglx9dSICadSAwAAwBtatGihGTNmeDsMlKOoqEjr169Xnz593MeCgoLUp08fffPNN+W+x2azyWq1ljkWERGhVatWVXlMSZoyZYri4uLcW9OmTatzax5FpQYAAAB8ideSGjUxwZCk999/X126dNEtt9yiRo0a6ZJLLtHLL798xlhffvmlGjVqpAsvvFAjR47UsWPHzhmvWSchuTaWnwJwFkFBUu/exhbk9dUGAcDrfrv86G+3SZMmVWncdevW6a677vJIjG+99ZaCg4M1atSoM1575ZVXVKdOnXLfZ7FYtGTJkjLHFi1apKuuukpxcXGKjo7WxRdfrMmTJ+v48eMeidUXHD16VHa7XY0bNy5zvHHjxsrMzCz3PampqZo+fbp27twph8Oh5cuXa/HixTp06FCVx5Sk8ePHKzs7270dOHCgmnfnOSQ1AJSL+QQAwKS89q9STUwwJGnPnj164YUX1Lp1ay1btkwjR47UX//6V7366qvuc/r166fXXntNK1as0NSpU7Vy5Upde+21stvtZ43XrJMQV6VGNJUaAH4rIkL68ktji4jwdjQA4HWnLz06Y8YMxcbGljn24IMPus91Op0qKSmp0LgNGzb0WNP0uXPnaty4cXrrrbdUWFhY5XH+/ve/a9CgQeratas++eQT/fDDD5o2bZo2b96sBQsWeCRWfzVz5ky1bt1aKSkpCgsL0+jRo5Wenq6gaj7QCw8PV2xsbJnNLEhqACgX8wkAgEn5VKq9IhMMh8OhSy+9VE899ZQuueQS3XXXXRoxYoTmzJnjPue2227TjTfeqA4dOmjAgAH68MMPtW7dOn355ZdnvbZZJyF5VGoAAAATcDqdKigq8crmdDorFOPpS4/GxcXJYrG4f9+2bZtiYmL0ySefqHPnzgoPD9eqVau0e/du9e/fX40bN1Z0dLS6du2qzz77rMy4v11+ymKx6N///rcGDhyoyMhItW7dWu+///5549u7d69Wr16thx9+WG3atNHixYsr9XfgsnbtWj311FOaNm2a/vWvf6lnz55q0aKFrrnmGi1atEhDhw6t0ri+qEGDBgoODlZWVlaZ41lZWYqPjy/3PQ0bNtSSJUuUn5+vffv2adu2bYqOjlZSUlKVxzS7HJIaAAAA8CFeexJenQlGYWGhjh07poSEBD388MPuCYYkNWnSRO3atSvzvrZt22rRokVnjSUpKUkNGjTQrl279Pvf/74ad1X7XEkNemoAAABvOllsV7uJy7xy7a2TUxUZ5pnPQg8//LCeeeYZJSUlqW7dujpw4IDS0tL05JNPKjw8XK+99ppuuOEGbd++Xc2aNTvrOI8//riefvpp/etf/9KsWbM0ePBg7du3T/Xq1Tvre+bPn6/rrrtOcXFxuuOOOzR37lz98Y9/rPQ9vPHGG4qOjta9995b7utnW8LKH4WFhalz585asWKFBgwYIMn4EtSKFSs0evToc77XarUqMTFRxcXFWrRokW699dZqj2lWVGoAAADAl3itUuP0yYCLazLQo0ePc77XNcEoKSnRokWL1L9/f/drvXr10vbt28ucv2PHDjVv3vys4/3yyy86duyYmjRpUsW78Z5clp8CcDb5+VLDhsaWn+/taADAJ0yePFnXXHONkpOTVa9ePXXs2FF33323LrroIrVu3VpPPPGEkpOTz1t5MWzYMN1+++1q1aqVnnrqKeXl5Wnt2rVnPd/hcAp4Uu0AACjOSURBVOiVV17RHXfcIcmoLF61apX27t1b6XvYuXOnkpKSFBrKA2pJGjt2rF5++WW9+uqr+umnnzRy5Ejl5+crPT1dkjRkyBCNHz/eff6aNWu0ePFi7dmzR1999ZX69esnh8OhcePGVXhMX1Jsdyi/yFiGl6QGgDKYTwAATMqrT8LHjh2roUOHqkuXLurWrZtmzJhxxgQjMTFRU6ZMkWRMMDIyMtSpUydlZGRo0qRJZ0ww7r//fvXs2VNPPfWUbr31Vq1du1YvvfSSXnrpJUlSXl6eHn/8cd10002Kj4/X7t27NW7cOLVq1Uqpqam1/4dQTSw/BeCcjh71dgQAAkREaLC2TvbOZ6mI0GCPjdWlS5cyv+fl5WnSpEn66KOPdOjQIZWUlOjkyZPav3//Oce5+OKL3ftRUVGKjY3V4cOHz3r+8uXLlZ+fr7S0NElGVfM111yjefPm6YknnqjUPVR0Oa5AMWjQIB05ckQTJ05UZmamOnXqpKVLl7p7++3fv7/McraFhYWaMGGC9uzZo+joaKWlpWnBggVlKlzON6YvcS09JUmxJDUA/BbzCQCACXn1SXhNTDC6du2qd999V+PHj9fkyZPVsmVLzZgxQ4MHD5YkBQcHa8uWLXr11Vd14sQJJSQkqG/fvnriiScUHh5eq/fvCXmFxiSESg0AAOBNFovFY0tAeVNUVFSZ3x988EEtX75czzzzjFq1aqWIiAjdfPPNKioqOuc4v62SsFgscjgcZz1/7ty5On78uCJOa8TqcDi0ZcsWPf744woKClJsbKzy8/PlcDjKfEY+ceKEJCkuLk6S1KZNG61atUrFxcVUa5wyevTosy4N9du+er1799bWrVurNaYvcS09FRMeouAgi5ejAQAAAM7P6zPPmphgXH/99br++uvLfS0iIkLLlnlnveea4O6pQaUGAACAx3399dcaNmyYBg4cKMmo3Pj55589eo1jx47pvffe03/+8x+1b9/efdxut+vyyy/Xp59+qn79+unCCy9USUmJNm3apEsvvdR93oYNGyQZyQxJ+uMf/6hnn31Wzz//vO67774zrnfixImA6quBc3MlNajSAAAAgK/gSbiPK+2pwSQEAADA01q3bq3FixfrhhtukMVi0aOPPnrOiouqWLBggerXr69bb71VFkvZb8qnpaVp7ty56tevn9q3b6++fftq+PDhmjZtmpKSkrR9+3aNGTNGgwYNUmJioiSpe/fuGjdunB544AFlZGRo4MCBSkhI0K5duzRnzhxdfvnl5SY7EJhoEg4AAABf47VG4fAMd1KDSg0AAACPmz59uurWrauePXvqhhtuUGpqapkqCU+YN2+eBg4ceEZCQ5Juuukmvf/++zp6ak3zhQsXqnfv3rr77rvVvn17/fWvf1X//v3173//u8z7pk6dqjfffFNr1qxRamqq2rdvr7Fjx+riiy/W0KFDPRo/fBtJDQAAAPgai5NOglWSk5OjuLg4ZWdnKzY21mtxdHz8U2WfLNZnY3urVaNor8UBwITy86XoU/9dyMuTfrNOPABUVWFhofbu3auWLVvKarV6OxzUsnP9/ZvlM7IvMMuf1Wvf/KyJ7/2ofu3jNedPnb0WBwATYj4BAKhlFf2MzNf7fZjT6aSnBoCzCwqSunQp3QcAAPiN7AIqNQCcBfMJAIBJ8STchxUWO2R3GIU20eH8VQL4jYgIad06b0cBAABMzL38VCRJDQC/wXwCAGBSpNp9WK7NmIBYLFJkWLCXowEAAADga+ipAQAAAF9DUsOH5bmahIeHlNtYEgAAAADOhaQGAAAAfA1JDR/m7qfB0lMAylNQILVoYWwFBd6OBgAAmBBJDQBnxXwCAGBSPA33Ye5KDZqEAyiP0ynt21e6DwAA8BskNQCcFfMJAIBJUanhw3JtpctPAQAAAEBl5ZDUAAAAgI8hqeHDSis1mIAAAAAAqDwqNQAAAOBrSGr4MHpqAAAAAKiqYrtD+UV2SSQ1AAAA4DtIaviwPJafAgAAqHVXXXWVxowZ4+0wgGpzLT0lSbEkNQAAAOAjSGr4sFwahQMAAFTYDTfcoH79+pX72ldffSWLxaItW7Z47HonT55UvXr11KBBA9lstjNet1gsWrJkyRnHhw0bpgEDBpQ5tmvXLqWnp+uCCy5QeHi4WrZsqdtvv13fffedx+JF4HEtPRUTHqLgIIuXowEAAAAqhqSGD8uzGZMQKjUAlMtikdq1MzYLDyoA4M4779Ty5cv1yy+/nPHa/Pnz1aVLF1188cUeu96iRYvUvn17paSklJu8qKjvvvtOnTt31o4dO/Tiiy9q69atevfdd5WSkqIHHnjAY/Ei8LiSGlRpACgX8wkAgEnxNNyHuRqFx1CpAaA8kZHSjz96OwoAgcLplIoLvHPt0MgKPWy5/vrr1bBhQ73yyiuaMGGC+3heXp7eeecd/etf/9KxY8c0evRo/e9//9Ovv/6q5ORkPfLII7r99tsrHdbcuXN1xx13yOl0au7cuRo0aFClx3A6nRo2bJhat26tr776SkFBpd9J6tSpk+67775Kjwm40CQcwDkxnwAAmBRPw30YPTUAAIBpFBdITyV459qPHJTCos57WkhIiIYMGaJXXnlFf//732U5lQh55513ZLfbdfvttysvL0+dO3fW3/72N8XGxuqjjz7Sn/70JyUnJ6tbt24VDmn37t365ptvtHjxYjmdTt1///3at2+fmjdvXqlb27Rpk3788Ue9+eabZRIaLnXq1KnUeMDpSGoAAADAF7H8lA+jpwYAAEDlDB8+XLt379bKlSvdx+bPn6+bbrpJcXFxSkxM1IMPPqhOnTopKSlJf/nLX9SvXz+9/fbblbrOvHnzdO2116pu3bqqV6+eUlNTNX/+/ErHu3PnTklSSkpKpd8LnE8OSQ0AAAD4IJ6G+zAqNQCcU0GB1LWrsb9unVE+DgA1JTTSqJjw1rUrKCUlRT179tS8efN01VVXadeuXfrqq680efJkSZLdbtdTTz2lt99+WxkZGSoqKpLNZlNkJf4barfb9eqrr2rmzJnuY3fccYcefPBBTZw4sdyKi7Nx/n979x4VdZ3/cfw1otxvIsrFFFC8X/CGxM82NTDQk6vGrlq2obm6JZqmbYlparm5ayezWtNTltaa5tqmabtpLptW5r1QKzUzS1PxUgqCgsZ8f3+wTDspioXzYYbn45zvOTPf72dm3vPmOxzevOfz/VhWpccC14qZGgCuiHoCAFBN8d9wN1be1GBNDQCXZVnS55//eBsAriebrVKXgKoOhg8frjFjxmju3LlauHChmjZtqu7du0uSnnzyST3zzDOaM2eO2rVrp4CAAI0bN04XLlyo9POvXbtWR44cuWQNjdLSUuXk5KhXr16SpKCgIOXn51/y+DNnzigkJESS1Lx5c0nS3r171bFjx5/1foGKOJoa/jQ1AFwG9QQAoJri8lNurHyh8EAfihAAAIDKGjhwoGrVqqUlS5bo1Vdf1T333ONYX2Pjxo3q16+f7rrrLiUkJKhJkyb64osvrun5X3rpJQ0ePFi5ublO2+DBg/XSSy85xrVo0UI7duxwemxpaal27tzpaGZ06NBBrVu31lNPPSW73X7Ja505c+Ya3z3wI2ZqAAAAwB3xFX83draENTUAAACuVWBgoAYNGqTs7GwVFBRo6NChjmPNmjXTG2+8oY8++kh169bV7Nmzdfz4cbVu3bpSz33y5EmtXr1aq1atUtu2bZ2O3X333RowYIC+//57hYWFafz48Ro+fLhatmypXr16qaioSM8995xOnz6t3//+95Ikm82mhQsXKjU1Vb/61a/0yCOPqGXLliosLNTq1av17rvvOq0PAlyL8qZGME0NAAAAuBFmaripkh9KdeGHsm/rsaYGAADAtRk+fLhOnz6ttLQ0RUdHO/ZPnjxZnTp1Ulpamnr06KHIyEj179+/0s/76quvKiAgQCkpKZccS0lJkZ+fnxYvXixJuuOOO7RgwQK9/PLL6ty5s9LT05WXl6f3339fERERjsd17dpV27dvV3x8vEaMGKFWrVrp17/+tT777DPNmTPnZ+cAOHOOmRoAAABwP/w33E0VlZQ6btPUAAAAuDbJycmXXYQ7LCxMK1euvOJj169fX+GxCRMmaMKECZc95u3trdOnTzvtu/POO3XnnXdeNd7mzZvrlVdeueo44Fpw+SkAAAC4I2ZquKny9TT8vb3kVctmOBoAAAAA7qaApgYAAADcEF/xd1NnS8oKEGZpAKiQzSbFxPx4GwAA4H8wUwPAFVFPAACqKf4j7qbKZ2oEsUg4gIr4+0tff206CgAAUA1dLLWr6ELZJW1pagC4LOoJAEA1xeWn3FRhSVlTI9CXAgQAAADAtSm/9JQkBfNFKQAAALgRmhpuqrypEcTlpwAAAABco/JLTwX51FZtL8pCAAAAuA/+enVTZ/97+SnW1ABQofPnpcTEsu38edPRAACAaqS8qRHMpacAVIR6AgBQTfEfcTf14+Wn+BECqIDdLm3f/uNtAACA/2KRcABXRT0BAKimmKnhpgqZqQEAAADgZ6KpAQAAAHdFU8NNOdbUYKYGAAAAgGtUQFMDAAAAboqmhptiTQ0AAABUhdjYWM2ZM8d0GHAxZmoAAADAXdHUcFOFJWVFCGtqAAAAVN7QoUNls9kcW7169ZSenq5du3ZV2WtMmzZNHTp0qNS4/42lfGvZsmWVxQJUxNHU8KepAQAAAPdCU8NNORYKZ6YGAADANUlPT9exY8d07Ngx5eTkqHbt2rrtttuMxNKmTRtHLOXbhx9+aCQW1CzM1AAAAIC7oqnhpn7buZHuT2mmVlHBpkMBUJ2Fh5dtAOAqRUUVb8XFlR97/nzlxv4MPj4+ioyMVGRkpDp06KCJEyfq8OHDOnnypGPM4cOHNXDgQIWGhiosLEz9+vXT119/7Ti+fv16de3aVQEBAQoNDVW3bt30zTffaNGiRZo+fbp27tzpmHmxaNGiCmOpXbu2I5byLfx/fm/Hxsbq8ccf1x133KGAgAA1bNhQc+fOdXq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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 15 with best validation loss of 0.0498\n", "ViT training time: 3h 35m 54s\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='last_n_blocks', last_n=6)\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": 17, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training CvT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Some weights of CvtForImageClassification were not initialized from the model checkpoint at microsoft/cvt-21 and are newly initialized because the shapes did not match:\n", "- classifier.weight: found shape torch.Size([1000, 384]) in the checkpoint and torch.Size([2, 384]) in the model instantiated\n", "- classifier.bias: found shape torch.Size([1000]) in the checkpoint and torch.Size([2]) in the model instantiated\n", "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using combined dataset C21+J23 for training and validation.\n", "\n", "=== Epoch [1/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.86it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.5455, Train Acc: 69.42%, Train AUC: 0.7857, Train F1: 0.6973\n", "Val Loss: 0.4188, Val Acc: 79.30%, Val AUC: 0.8945, Val F1: 0.8036\n", "Best model saved at epoch 1 with Val Loss: 0.4188\n", "Epoch [1/100] completed in 5m 39.84s.\n", "\n", "=== Epoch [2/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.81it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4716, Train Acc: 74.25%, Train AUC: 0.8462, Train F1: 0.7394\n", "Val Loss: 0.3740, Val Acc: 82.94%, Val AUC: 0.9113, Val F1: 0.8294\n", "Best model saved at epoch 2 with Val Loss: 0.3740\n", "Epoch [2/100] completed in 5m 39.95s.\n", "\n", "=== Epoch [3/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:37<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4498, Train Acc: 75.71%, Train AUC: 0.8615, Train F1: 0.7559\n", "Val Loss: 0.3652, Val Acc: 82.51%, Val AUC: 0.9176, Val F1: 0.8288\n", "Best model saved at epoch 3 with Val Loss: 0.3652\n", "Epoch [3/100] completed in 5m 40.82s.\n", "\n", "=== Epoch [4/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:34<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.85it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4365, Train Acc: 76.47%, Train AUC: 0.8701, Train F1: 0.7662\n", "Val Loss: 0.3377, Val Acc: 85.35%, Val AUC: 0.9286, Val F1: 0.8536\n", "Best model saved at epoch 4 with Val Loss: 0.3377\n", "Epoch [4/100] completed in 5m 37.64s.\n", "\n", "=== Epoch [5/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:35<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.85it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4271, Train Acc: 76.84%, Train AUC: 0.8753, Train F1: 0.7711\n", "Val Loss: 0.3393, Val Acc: 84.11%, Val AUC: 0.9328, Val F1: 0.8482\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [5/100] completed in 5m 38.30s.\n", "\n", "=== Epoch [6/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:35<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.81it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4178, Train Acc: 77.48%, Train AUC: 0.8811, Train F1: 0.7753\n", "Val Loss: 0.3459, Val Acc: 84.84%, Val AUC: 0.9344, Val F1: 0.8567\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [6/100] completed in 5m 38.18s.\n", "\n", "=== Epoch [7/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.87it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4174, Train Acc: 77.42%, Train AUC: 0.8811, Train F1: 0.7767\n", "Val Loss: 0.3428, Val Acc: 84.48%, Val AUC: 0.9428, Val F1: 0.8562\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [7/100] completed in 5m 39.34s.\n", "\n", "=== Epoch [8/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:35<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.82it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4088, Train Acc: 77.80%, Train AUC: 0.8860, Train F1: 0.7795\n", "Val Loss: 0.3898, Val Acc: 81.27%, Val AUC: 0.9330, Val F1: 0.8306\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [8/100] completed in 5m 38.97s.\n", "\n", "=== Epoch [9/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:35<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.85it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4066, Train Acc: 78.03%, Train AUC: 0.8873, Train F1: 0.7815\n", "Val Loss: 0.3142, Val Acc: 85.20%, Val AUC: 0.9437, Val F1: 0.8579\n", "Best model saved at epoch 9 with Val Loss: 0.3142\n", "Epoch [9/100] completed in 5m 39.01s.\n", "\n", "=== Epoch [10/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.80it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4019, Train Acc: 78.25%, Train AUC: 0.8899, Train F1: 0.7828\n", "Val Loss: 0.3326, Val Acc: 85.20%, Val AUC: 0.9431, Val F1: 0.8603\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [10/100] completed in 5m 39.03s.\n", "\n", "=== Epoch [11/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4011, Train Acc: 78.22%, Train AUC: 0.8903, Train F1: 0.7851\n", "Val Loss: 0.2988, Val Acc: 86.95%, Val AUC: 0.9464, Val F1: 0.8726\n", "Best model saved at epoch 11 with Val Loss: 0.2988\n", "Epoch [11/100] completed in 5m 39.83s.\n", "\n", "=== Epoch [12/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.87it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3982, Train Acc: 78.39%, Train AUC: 0.8917, Train F1: 0.7833\n", "Val Loss: 0.3307, Val Acc: 84.77%, Val AUC: 0.9435, Val F1: 0.8569\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [12/100] completed in 5m 39.18s.\n", "\n", "=== Epoch [13/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.87it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3931, Train Acc: 78.60%, Train AUC: 0.8943, Train F1: 0.7864\n", "Val Loss: 0.3016, Val Acc: 86.52%, Val AUC: 0.9445, Val F1: 0.8666\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [13/100] completed in 5m 39.25s.\n", "\n", "=== Epoch [14/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.81it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3904, Train Acc: 78.82%, Train AUC: 0.8961, Train F1: 0.7892\n", "Val Loss: 0.2880, Val Acc: 87.10%, Val AUC: 0.9510, Val F1: 0.8731\n", "Best model saved at epoch 14 with Val Loss: 0.2880\n", "Epoch [14/100] completed in 5m 39.59s.\n", "\n", "=== Epoch [15/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:34<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3862, Train Acc: 79.03%, Train AUC: 0.8981, Train F1: 0.7906\n", "Val Loss: 0.3049, Val Acc: 86.59%, Val AUC: 0.9466, Val F1: 0.8699\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [15/100] completed in 5m 37.84s.\n", "\n", "=== Epoch [16/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.82it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3882, Train Acc: 78.83%, Train AUC: 0.8969, Train F1: 0.7884\n", "Val Loss: 0.3171, Val Acc: 85.64%, Val AUC: 0.9471, Val F1: 0.8639\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [16/100] completed in 5m 39.65s.\n", "\n", "=== Epoch [17/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:35<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3851, Train Acc: 79.16%, Train AUC: 0.8989, Train F1: 0.7955\n", "Val Loss: 0.2841, Val Acc: 87.61%, Val AUC: 0.9521, Val F1: 0.8782\n", "Best model saved at epoch 17 with Val Loss: 0.2841\n", "Epoch [17/100] completed in 5m 39.16s.\n", "\n", "=== Epoch [18/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:38<00:00, 1.80it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.81it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3828, Train Acc: 79.20%, Train AUC: 0.8998, Train F1: 0.7941\n", "Val Loss: 0.3047, Val Acc: 86.73%, Val AUC: 0.9481, Val F1: 0.8727\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [18/100] completed in 5m 41.73s.\n", "\n", "=== Epoch [19/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.87it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3832, Train Acc: 79.39%, Train AUC: 0.9001, Train F1: 0.7942\n", "Val Loss: 0.3018, Val Acc: 86.52%, Val AUC: 0.9502, Val F1: 0.8714\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [19/100] completed in 5m 39.03s.\n", "\n", "=== Epoch [20/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:37<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.87it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3804, Train Acc: 79.36%, Train AUC: 0.9014, Train F1: 0.7942\n", "Val Loss: 0.2998, Val Acc: 86.73%, Val AUC: 0.9501, Val F1: 0.8715\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [20/100] completed in 5m 40.14s.\n", "\n", "=== Epoch [21/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:35<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.86it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3763, Train Acc: 79.47%, Train AUC: 0.9032, Train F1: 0.7971\n", "Val Loss: 0.2866, Val Acc: 87.54%, Val AUC: 0.9528, Val F1: 0.8788\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [21/100] completed in 5m 38.90s.\n", "\n", "=== Epoch [22/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.87it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3791, Train Acc: 79.34%, Train AUC: 0.9017, Train F1: 0.7982\n", "Val Loss: 0.3110, Val Acc: 85.35%, Val AUC: 0.9532, Val F1: 0.8624\n", "No improvement in validation loss for 5 epochs.\n", "Epoch [22/100] completed in 5m 39.12s.\n", "\n", "=== Epoch [23/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:35<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.87it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3764, Train Acc: 79.44%, Train AUC: 0.9029, Train F1: 0.7965\n", "Val Loss: 0.3180, Val Acc: 86.15%, Val AUC: 0.9490, Val F1: 0.8695\n", "No improvement in validation loss for 6 epochs.\n", "Epoch [23/100] completed in 5m 38.87s.\n", "\n", "=== Epoch [24/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.85it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3705, Train Acc: 79.75%, Train AUC: 0.9060, Train F1: 0.7975\n", "Val Loss: 0.2799, Val Acc: 87.17%, Val AUC: 0.9552, Val F1: 0.8752\n", "Best model saved at epoch 24 with Val Loss: 0.2799\n", "Epoch [24/100] completed in 5m 39.47s.\n", "\n", "=== Epoch [25/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:35<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.81it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3671, Train Acc: 80.04%, Train AUC: 0.9083, Train F1: 0.8053\n", "Val Loss: 0.2850, Val Acc: 88.27%, Val AUC: 0.9517, Val F1: 0.8838\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [25/100] completed in 5m 38.89s.\n", "\n", "=== Epoch [26/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:37<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3678, Train Acc: 80.07%, Train AUC: 0.9079, Train F1: 0.8032\n", "Val Loss: 0.2617, Val Acc: 88.48%, Val AUC: 0.9585, Val F1: 0.8860\n", "Best model saved at epoch 26 with Val Loss: 0.2617\n", "Epoch [26/100] completed in 5m 40.43s.\n", "\n", "=== Epoch [27/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:35<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.83it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3655, Train Acc: 80.28%, Train AUC: 0.9094, Train F1: 0.8056\n", "Val Loss: 0.2641, Val Acc: 88.48%, Val AUC: 0.9586, Val F1: 0.8868\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [27/100] completed in 5m 38.40s.\n", "\n", "=== Epoch [28/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.85it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3658, Train Acc: 80.10%, Train AUC: 0.9087, Train F1: 0.8036\n", "Val Loss: 0.2640, Val Acc: 88.92%, Val AUC: 0.9578, Val F1: 0.8905\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [28/100] completed in 5m 39.93s.\n", "\n", "=== Epoch [29/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:35<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.82it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3636, Train Acc: 80.15%, Train AUC: 0.9094, Train F1: 0.8067\n", "Val Loss: 0.2691, Val Acc: 88.56%, Val AUC: 0.9571, Val F1: 0.8875\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [29/100] completed in 5m 38.59s.\n", "\n", "=== Epoch [30/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3637, Train Acc: 80.25%, Train AUC: 0.9097, Train F1: 0.8085\n", "Val Loss: 0.3012, Val Acc: 86.52%, Val AUC: 0.9518, Val F1: 0.8711\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [30/100] completed in 5m 39.33s.\n", "\n", "=== Epoch [31/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:35<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.81it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3642, Train Acc: 80.33%, Train AUC: 0.9099, Train F1: 0.8082\n", "Val Loss: 0.2770, Val Acc: 87.97%, Val AUC: 0.9565, Val F1: 0.8839\n", "No improvement in validation loss for 5 epochs.\n", "Epoch [31/100] completed in 5m 38.77s.\n", "\n", "=== Epoch [32/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.86it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3625, Train Acc: 80.36%, Train AUC: 0.9104, Train F1: 0.8075\n", "Val Loss: 0.2781, Val Acc: 87.90%, Val AUC: 0.9561, Val F1: 0.8828\n", "No improvement in validation loss for 6 epochs.\n", "Epoch [32/100] completed in 5m 39.70s.\n", "\n", "=== Epoch [33/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:35<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.83it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3635, Train Acc: 80.26%, Train AUC: 0.9098, Train F1: 0.8052\n", "Val Loss: 0.2804, Val Acc: 87.61%, Val AUC: 0.9572, Val F1: 0.8813\n", "No improvement in validation loss for 7 epochs.\n", "Epoch [33/100] completed in 5m 38.04s.\n", "\n", "=== Epoch [34/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3611, Train Acc: 80.36%, Train AUC: 0.9111, Train F1: 0.8046\n", "Val Loss: 0.2736, Val Acc: 87.90%, Val AUC: 0.9572, Val F1: 0.8828\n", "No improvement in validation loss for 8 epochs.\n", "Epoch [34/100] completed in 5m 39.76s.\n", "\n", "=== Epoch [35/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.82it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3634, Train Acc: 80.43%, Train AUC: 0.9105, Train F1: 0.8048\n", "Val Loss: 0.2809, Val Acc: 87.54%, Val AUC: 0.9542, Val F1: 0.8790\n", "No improvement in validation loss for 9 epochs.\n", "Epoch [35/100] completed in 5m 39.26s.\n", "\n", "=== Epoch [36/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:35<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.87it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3626, Train Acc: 80.02%, Train AUC: 0.9096, Train F1: 0.8021\n", "Val Loss: 0.2940, Val Acc: 87.61%, Val AUC: 0.9545, Val F1: 0.8816\n", "No improvement in validation loss for 10 epochs.\n", "Epoch [36/100] completed in 5m 38.76s.\n", "\n", "=== Epoch [37/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:35<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.81it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3665, Train Acc: 80.10%, Train AUC: 0.9085, Train F1: 0.8042\n", "Val Loss: 0.2820, Val Acc: 87.90%, Val AUC: 0.9563, Val F1: 0.8831\n", "No improvement in validation loss for 11 epochs.\n", "Epoch [37/100] completed in 5m 38.40s.\n", "\n", "=== Epoch [38/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:35<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3613, Train Acc: 80.36%, Train AUC: 0.9111, Train F1: 0.8076\n", "Val Loss: 0.2753, Val Acc: 87.97%, Val AUC: 0.9563, Val F1: 0.8822\n", "No improvement in validation loss for 12 epochs.\n", "Epoch [38/100] completed in 5m 38.86s.\n", "\n", "=== Epoch [39/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:37<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.82it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3631, Train Acc: 80.39%, Train AUC: 0.9104, Train F1: 0.8048\n", "Val Loss: 0.2913, Val Acc: 87.54%, Val AUC: 0.9542, Val F1: 0.8807\n", "No improvement in validation loss for 13 epochs.\n", "Epoch [39/100] completed in 5m 40.22s.\n", "\n", "=== Epoch [40/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3626, Train Acc: 80.35%, Train AUC: 0.9104, Train F1: 0.8047\n", "Val Loss: 0.2775, Val Acc: 88.05%, Val AUC: 0.9557, Val F1: 0.8837\n", "No improvement in validation loss for 14 epochs.\n", "Epoch [40/100] completed in 5m 39.36s.\n", "\n", "=== Epoch [41/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:35<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.80it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3650, Train Acc: 80.09%, Train AUC: 0.9087, Train F1: 0.8028\n", "Val Loss: 0.2783, Val Acc: 87.76%, Val AUC: 0.9553, Val F1: 0.8802\n", "No improvement in validation loss for 15 epochs.\n", "Epoch [41/100] completed in 5m 38.80s.\n", "\n", "=== Epoch [42/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.87it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3633, Train Acc: 80.25%, Train AUC: 0.9101, Train F1: 0.8047\n", "Val Loss: 0.2888, Val Acc: 87.46%, Val AUC: 0.9538, Val F1: 0.8789\n", "No improvement in validation loss for 16 epochs.\n", "Epoch [42/100] completed in 5m 39.01s.\n", "\n", "=== Epoch [43/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:34<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.84it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3625, Train Acc: 80.17%, Train AUC: 0.9098, Train F1: 0.8036\n", "Val Loss: 0.2808, Val Acc: 87.54%, Val AUC: 0.9548, Val F1: 0.8786\n", "No improvement in validation loss for 17 epochs.\n", "Epoch [43/100] completed in 5m 37.84s.\n", "\n", "=== Epoch [44/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:35<00:00, 1.82it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3638, Train Acc: 80.16%, Train AUC: 0.9094, Train F1: 0.8033\n", "Val Loss: 0.2731, Val Acc: 88.34%, Val AUC: 0.9555, Val F1: 0.8849\n", "No improvement in validation loss for 18 epochs.\n", "Epoch [44/100] completed in 5m 38.48s.\n", "\n", "=== Epoch [45/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.83it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3624, Train Acc: 80.32%, Train AUC: 0.9104, Train F1: 0.8056\n", "Val Loss: 0.2736, Val Acc: 88.12%, Val AUC: 0.9563, Val F1: 0.8837\n", "No improvement in validation loss for 19 epochs.\n", "Epoch [45/100] completed in 5m 39.62s.\n", "\n", "=== Epoch [46/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:36<00:00, 1.81it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.87it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3623, Train Acc: 80.36%, Train AUC: 0.9105, Train F1: 0.8057\n", "Val Loss: 0.3242, Val Acc: 85.13%, Val AUC: 0.9527, Val F1: 0.8623\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs with no improvement.\n", "Total training time: 4h 20m 3s\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 26 with best validation loss of 0.2617\n", "CvT training time: 4h 20m 6s\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='last_n_blocks', last_n=10)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_cvt = time.perf_counter()\n", "print(f\"CvT training time: {format_time(end_time_cvt - start_time_cvt)}\")\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Swin ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-20 02:54:33,301 INFO:Loading pretrained weights from Hugging Face hub (timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k)\n", "2024-12-20 02:54:33,412 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", "2024-12-20 02:54:33,458 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": [ "Using combined dataset C21+J23 for training and validation.\n", "\n", "=== Epoch [1/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:52<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.65it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0983, Train Acc: 96.20%, Train AUC: 0.9935, Train F1: 0.9618\n", "Val Loss: 0.0939, Val Acc: 96.87%, Val AUC: 0.9980, Val F1: 0.9694\n", "Best model saved at epoch 1 with Val Loss: 0.0939\n", "Epoch [1/100] completed in 6m 56.16s.\n", "\n", "=== Epoch [2/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:51<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.65it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0528, Train Acc: 98.13%, Train AUC: 0.9979, Train F1: 0.9812\n", "Val Loss: 0.0781, Val Acc: 97.52%, Val AUC: 0.9980, Val F1: 0.9747\n", "Best model saved at epoch 2 with Val Loss: 0.0781\n", "Epoch [2/100] completed in 6m 55.70s.\n", "\n", "=== Epoch [3/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:51<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.61it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0455, Train Acc: 98.40%, Train AUC: 0.9984, Train F1: 0.9840\n", "Val Loss: 0.0373, Val Acc: 98.47%, Val AUC: 0.9986, Val F1: 0.9847\n", "Best model saved at epoch 3 with Val Loss: 0.0373\n", "Epoch [3/100] completed in 6m 55.17s.\n", "\n", "=== Epoch [4/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:51<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.60it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0377, Train Acc: 98.70%, Train AUC: 0.9989, Train F1: 0.9869\n", "Val Loss: 0.0592, Val Acc: 98.10%, Val AUC: 0.9984, Val F1: 0.9813\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [4/100] completed in 6m 54.81s.\n", "\n", "=== Epoch [5/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:51<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.63it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0357, Train Acc: 98.76%, Train AUC: 0.9990, Train F1: 0.9876\n", "Val Loss: 0.0320, Val Acc: 99.05%, Val AUC: 0.9987, Val F1: 0.9905\n", "Best model saved at epoch 5 with Val Loss: 0.0320\n", "Epoch [5/100] completed in 6m 54.99s.\n", "\n", "=== Epoch [6/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:52<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.62it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0345, Train Acc: 98.81%, Train AUC: 0.9990, Train F1: 0.9881\n", "Val Loss: 0.0388, Val Acc: 99.13%, Val AUC: 0.9985, Val F1: 0.9912\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [6/100] completed in 6m 55.95s.\n", "\n", "=== Epoch [7/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:50<00:00, 1.49it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.61it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0310, Train Acc: 98.89%, Train AUC: 0.9993, Train F1: 0.9889\n", "Val Loss: 0.0804, Val Acc: 97.74%, Val AUC: 0.9982, Val F1: 0.9777\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [7/100] completed in 6m 53.61s.\n", "\n", "=== Epoch [8/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:50<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.61it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0299, Train Acc: 98.95%, Train AUC: 0.9993, Train F1: 0.9895\n", "Val Loss: 0.0536, Val Acc: 98.40%, Val AUC: 0.9984, Val F1: 0.9841\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [8/100] completed in 6m 54.01s.\n", "\n", "=== Epoch [9/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:51<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.66it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0282, Train Acc: 99.00%, Train AUC: 0.9994, Train F1: 0.9900\n", "Val Loss: 0.0488, Val Acc: 98.62%, Val AUC: 0.9985, Val F1: 0.9862\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [9/100] completed in 6m 54.79s.\n", "\n", "=== Epoch [10/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:52<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.66it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0275, Train Acc: 99.04%, Train AUC: 0.9994, Train F1: 0.9904\n", "Val Loss: 0.0309, Val Acc: 99.05%, Val AUC: 0.9994, Val F1: 0.9905\n", "Best model saved at epoch 10 with Val Loss: 0.0309\n", "Epoch [10/100] completed in 6m 56.62s.\n", "\n", "=== Epoch [11/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:49<00:00, 1.49it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.59it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0253, Train Acc: 99.12%, Train AUC: 0.9995, Train F1: 0.9912\n", "Val Loss: 0.0291, Val Acc: 99.05%, Val AUC: 0.9995, Val F1: 0.9905\n", "Best model saved at epoch 11 with Val Loss: 0.0291\n", "Epoch [11/100] completed in 6m 53.61s.\n", "\n", "=== Epoch [12/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:50<00:00, 1.49it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.62it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0245, Train Acc: 99.13%, Train AUC: 0.9995, Train F1: 0.9913\n", "Val Loss: 0.0391, Val Acc: 99.05%, Val AUC: 0.9986, Val F1: 0.9905\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [12/100] completed in 6m 53.54s.\n", "\n", "=== Epoch [13/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:53<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.64it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0266, Train Acc: 99.07%, Train AUC: 0.9994, Train F1: 0.9907\n", "Val Loss: 0.0313, Val Acc: 99.05%, Val AUC: 0.9993, Val F1: 0.9904\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [13/100] completed in 6m 56.20s.\n", "\n", "=== Epoch [14/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:52<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.65it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0225, Train Acc: 99.24%, Train AUC: 0.9996, Train F1: 0.9923\n", "Val Loss: 0.0711, Val Acc: 98.10%, Val AUC: 0.9975, Val F1: 0.9812\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [14/100] completed in 6m 55.26s.\n", "\n", "=== Epoch [15/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:52<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.59it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0219, Train Acc: 99.25%, Train AUC: 0.9996, Train F1: 0.9925\n", "Val Loss: 0.0543, Val Acc: 99.05%, Val AUC: 0.9990, Val F1: 0.9905\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [15/100] completed in 6m 55.69s.\n", "\n", "=== Epoch [16/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:51<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.60it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0220, Train Acc: 99.23%, Train AUC: 0.9996, Train F1: 0.9923\n", "Val Loss: 0.0443, Val Acc: 98.69%, Val AUC: 0.9993, Val F1: 0.9868\n", "No improvement in validation loss for 5 epochs.\n", "Epoch [16/100] completed in 6m 54.69s.\n", "\n", "=== Epoch [17/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:51<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.65it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0225, Train Acc: 99.22%, Train AUC: 0.9996, Train F1: 0.9922\n", "Val Loss: 0.0468, Val Acc: 98.32%, Val AUC: 0.9984, Val F1: 0.9833\n", "No improvement in validation loss for 6 epochs.\n", "Epoch [17/100] completed in 6m 54.27s.\n", "\n", "=== Epoch [18/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:51<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.65it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0152, Train Acc: 99.47%, Train AUC: 0.9998, Train F1: 0.9947\n", "Val Loss: 0.0413, Val Acc: 99.13%, Val AUC: 0.9987, Val F1: 0.9913\n", "No improvement in validation loss for 7 epochs.\n", "Epoch [18/100] completed in 6m 54.37s.\n", "\n", "=== Epoch [19/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:50<00:00, 1.49it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.60it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0125, Train Acc: 99.56%, Train AUC: 0.9999, Train F1: 0.9956\n", "Val Loss: 0.0425, Val Acc: 99.20%, Val AUC: 0.9987, Val F1: 0.9920\n", "No improvement in validation loss for 8 epochs.\n", "Epoch [19/100] completed in 6m 53.40s.\n", "\n", "=== Epoch [20/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:52<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.59it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0120, Train Acc: 99.58%, Train AUC: 0.9999, Train F1: 0.9958\n", "Val Loss: 0.0411, Val Acc: 99.27%, Val AUC: 0.9987, Val F1: 0.9927\n", "No improvement in validation loss for 9 epochs.\n", "Epoch [20/100] completed in 6m 55.84s.\n", "\n", "=== Epoch [21/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:50<00:00, 1.49it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.63it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0119, Train Acc: 99.59%, Train AUC: 0.9999, Train F1: 0.9959\n", "Val Loss: 0.0417, Val Acc: 99.13%, Val AUC: 0.9994, Val F1: 0.9913\n", "No improvement in validation loss for 10 epochs.\n", "Epoch [21/100] completed in 6m 53.72s.\n", "\n", "=== Epoch [22/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:52<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.61it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0109, Train Acc: 99.62%, Train AUC: 0.9999, Train F1: 0.9962\n", "Val Loss: 0.0434, Val Acc: 99.34%, Val AUC: 0.9994, Val F1: 0.9934\n", "No improvement in validation loss for 11 epochs.\n", "Epoch [22/100] completed in 6m 56.17s.\n", "\n", "=== Epoch [23/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:49<00:00, 1.49it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.58it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0105, Train Acc: 99.63%, Train AUC: 0.9999, Train F1: 0.9963\n", "Val Loss: 0.0434, Val Acc: 99.20%, Val AUC: 0.9987, Val F1: 0.9920\n", "No improvement in validation loss for 12 epochs.\n", "Epoch [23/100] completed in 6m 52.82s.\n", "\n", "=== Epoch [24/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:49<00:00, 1.49it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.60it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0103, Train Acc: 99.63%, Train AUC: 0.9999, Train F1: 0.9963\n", "Val Loss: 0.0424, Val Acc: 99.20%, Val AUC: 0.9995, Val F1: 0.9920\n", "No improvement in validation loss for 13 epochs.\n", "Epoch [24/100] completed in 6m 53.13s.\n", "\n", "=== Epoch [25/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:52<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.62it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0101, Train Acc: 99.64%, Train AUC: 0.9999, Train F1: 0.9964\n", "Val Loss: 0.0422, Val Acc: 99.20%, Val AUC: 0.9994, Val F1: 0.9920\n", "No improvement in validation loss for 14 epochs.\n", "Epoch [25/100] completed in 6m 55.59s.\n", "\n", "=== Epoch [26/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:51<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.66it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0096, Train Acc: 99.65%, Train AUC: 0.9999, Train F1: 0.9965\n", "Val Loss: 0.0430, Val Acc: 99.20%, Val AUC: 0.9994, Val F1: 0.9920\n", "No improvement in validation loss for 15 epochs.\n", "Epoch [26/100] completed in 6m 54.92s.\n", "\n", "=== Epoch [27/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:49<00:00, 1.49it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.59it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0097, Train Acc: 99.66%, Train AUC: 0.9999, Train F1: 0.9966\n", "Val Loss: 0.0427, Val Acc: 99.27%, Val AUC: 0.9994, Val F1: 0.9927\n", "No improvement in validation loss for 16 epochs.\n", "Epoch [27/100] completed in 6m 53.03s.\n", "\n", "=== Epoch [28/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:51<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.60it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0096, Train Acc: 99.67%, Train AUC: 0.9999, Train F1: 0.9967\n", "Val Loss: 0.0438, Val Acc: 99.20%, Val AUC: 0.9987, Val F1: 0.9920\n", "No improvement in validation loss for 17 epochs.\n", "Epoch [28/100] completed in 6m 54.44s.\n", "\n", "=== Epoch [29/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:52<00:00, 1.48it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.63it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0094, Train Acc: 99.67%, Train AUC: 0.9999, Train F1: 0.9967\n", "Val Loss: 0.0442, Val Acc: 99.27%, Val AUC: 0.9987, Val F1: 0.9927\n", "No improvement in validation loss for 18 epochs.\n", "Epoch [29/100] completed in 6m 55.99s.\n", "\n", "=== Epoch [30/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:50<00:00, 1.49it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.63it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0091, Train Acc: 99.69%, Train AUC: 0.9999, Train F1: 0.9969\n", "Val Loss: 0.0442, Val Acc: 99.27%, Val AUC: 0.9987, Val F1: 0.9927\n", "No improvement in validation loss for 19 epochs.\n", "Epoch [30/100] completed in 6m 53.74s.\n", "\n", "=== Epoch [31/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:50<00:00, 1.49it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.60it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0094, Train Acc: 99.67%, Train AUC: 0.9999, Train F1: 0.9967\n", "Val Loss: 0.0441, Val Acc: 99.27%, Val AUC: 0.9987, Val F1: 0.9927\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs with no improvement.\n", "Total training time: 3h 34m 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/Swin_metrics.csv\n", "Training completed at epoch 11 with best validation loss of 0.0291\n", "Swin training time: 3h 34m 18s\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='last_n_blocks', last_n=2) # 4 stages\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)}\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training CaiT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-20 06:28:51,266 INFO:Loading pretrained weights from Hugging Face hub (timm/cait_s24_224.fb_dist_in1k)\n", "2024-12-20 06:28:51,377 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": [ "Using combined dataset C21+J23 for training and validation.\n", "\n", "=== Epoch [1/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:45<00:00, 1.50it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.65it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1245, Train Acc: 94.83%, Train AUC: 0.9904, Train F1: 0.9482\n", "Val Loss: 0.0493, Val Acc: 98.32%, Val AUC: 0.9985, Val F1: 0.9831\n", "Best model saved at epoch 1 with Val Loss: 0.0493\n", "Epoch [1/100] completed in 6m 49.31s.\n", "\n", "=== Epoch [2/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:43<00:00, 1.51it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.67it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0573, Train Acc: 97.96%, Train AUC: 0.9976, Train F1: 0.9796\n", "Val Loss: 0.0362, Val Acc: 98.91%, Val AUC: 0.9991, Val F1: 0.9890\n", "Best model saved at epoch 2 with Val Loss: 0.0362\n", "Epoch [2/100] completed in 6m 47.48s.\n", "\n", "=== Epoch [3/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:44<00:00, 1.51it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.61it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0466, Train Acc: 98.35%, Train AUC: 0.9984, Train F1: 0.9835\n", "Val Loss: 0.0451, Val Acc: 98.18%, Val AUC: 0.9992, Val F1: 0.9820\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [3/100] completed in 6m 47.41s.\n", "\n", "=== Epoch [4/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:43<00:00, 1.51it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.54it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0433, Train Acc: 98.42%, Train AUC: 0.9987, Train F1: 0.9842\n", "Val Loss: 0.0339, Val Acc: 98.98%, Val AUC: 0.9989, Val F1: 0.9898\n", "Best model saved at epoch 4 with Val Loss: 0.0339\n", "Epoch [4/100] completed in 6m 47.34s.\n", "\n", "=== Epoch [5/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:45<00:00, 1.50it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.66it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0390, Train Acc: 98.62%, Train AUC: 0.9989, Train F1: 0.9861\n", "Val Loss: 0.0343, Val Acc: 98.62%, Val AUC: 0.9994, Val F1: 0.9862\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [5/100] completed in 6m 49.05s.\n", "\n", "=== Epoch [6/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:42<00:00, 1.52it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.60it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0359, Train Acc: 98.75%, Train AUC: 0.9990, Train F1: 0.9874\n", "Val Loss: 0.0355, Val Acc: 98.76%, Val AUC: 0.9987, Val F1: 0.9876\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [6/100] completed in 6m 45.84s.\n", "\n", "=== Epoch [7/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:43<00:00, 1.51it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.60it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0348, Train Acc: 98.79%, Train AUC: 0.9991, Train F1: 0.9879\n", "Val Loss: 0.0316, Val Acc: 98.91%, Val AUC: 0.9994, Val F1: 0.9890\n", "Best model saved at epoch 7 with Val Loss: 0.0316\n", "Epoch [7/100] completed in 6m 47.16s.\n", "\n", "=== Epoch [8/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:44<00:00, 1.51it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.59it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0339, Train Acc: 98.80%, Train AUC: 0.9992, Train F1: 0.9880\n", "Val Loss: 0.0442, Val Acc: 98.54%, Val AUC: 0.9986, Val F1: 0.9855\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [8/100] completed in 6m 48.10s.\n", "\n", "=== Epoch [9/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:43<00:00, 1.51it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.61it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0318, Train Acc: 98.88%, Train AUC: 0.9992, Train F1: 0.9888\n", "Val Loss: 0.0282, Val Acc: 98.91%, Val AUC: 0.9991, Val F1: 0.9891\n", "Best model saved at epoch 9 with Val Loss: 0.0282\n", "Epoch [9/100] completed in 6m 46.68s.\n", "\n", "=== Epoch [10/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:45<00:00, 1.50it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.65it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0293, Train Acc: 99.00%, Train AUC: 0.9993, Train F1: 0.9900\n", "Val Loss: 0.0349, Val Acc: 99.05%, Val AUC: 0.9989, Val F1: 0.9906\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [10/100] completed in 6m 48.53s.\n", "\n", "=== Epoch [11/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:44<00:00, 1.51it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.63it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0295, Train Acc: 98.97%, Train AUC: 0.9993, Train F1: 0.9897\n", "Val Loss: 0.0272, Val Acc: 99.20%, Val AUC: 0.9997, Val F1: 0.9920\n", "Best model saved at epoch 11 with Val Loss: 0.0272\n", "Epoch [11/100] completed in 6m 48.53s.\n", "\n", "=== Epoch [12/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:43<00:00, 1.51it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.65it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0280, Train Acc: 99.03%, Train AUC: 0.9994, Train F1: 0.9903\n", "Val Loss: 0.0357, Val Acc: 99.27%, Val AUC: 0.9994, Val F1: 0.9927\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [12/100] completed in 6m 47.10s.\n", "\n", "=== Epoch [13/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:43<00:00, 1.51it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.67it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0268, Train Acc: 99.05%, Train AUC: 0.9995, Train F1: 0.9905\n", "Val Loss: 0.0339, Val Acc: 98.76%, Val AUC: 0.9989, Val F1: 0.9876\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [13/100] completed in 6m 46.58s.\n", "\n", "=== Epoch [14/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:43<00:00, 1.51it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.59it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0264, Train Acc: 99.07%, Train AUC: 0.9995, Train F1: 0.9907\n", "Val Loss: 0.0274, Val Acc: 99.42%, Val AUC: 0.9994, Val F1: 0.9942\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [14/100] completed in 6m 47.01s.\n", "\n", "=== Epoch [15/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:47<00:00, 1.50it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.55it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0249, Train Acc: 99.15%, Train AUC: 0.9995, Train F1: 0.9915\n", "Val Loss: 0.0416, Val Acc: 98.83%, Val AUC: 0.9992, Val F1: 0.9884\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [15/100] completed in 6m 51.13s.\n", "\n", "=== Epoch [16/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:46<00:00, 1.50it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.63it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0251, Train Acc: 99.11%, Train AUC: 0.9995, Train F1: 0.9911\n", "Val Loss: 0.0307, Val Acc: 99.27%, Val AUC: 0.9989, Val F1: 0.9927\n", "No improvement in validation loss for 5 epochs.\n", "Epoch [16/100] completed in 6m 49.29s.\n", "\n", "=== Epoch [17/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:44<00:00, 1.51it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.61it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0239, Train Acc: 99.17%, Train AUC: 0.9996, Train F1: 0.9917\n", "Val Loss: 0.0288, Val Acc: 99.13%, Val AUC: 0.9994, Val F1: 0.9912\n", "No improvement in validation loss for 6 epochs.\n", "Epoch [17/100] completed in 6m 47.44s.\n", "\n", "=== Epoch [18/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:44<00:00, 1.51it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.65it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0174, Train Acc: 99.40%, Train AUC: 0.9998, Train F1: 0.9940\n", "Val Loss: 0.0296, Val Acc: 99.42%, Val AUC: 0.9995, Val F1: 0.9942\n", "No improvement in validation loss for 7 epochs.\n", "Epoch [18/100] completed in 6m 47.51s.\n", "\n", "=== Epoch [19/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:42<00:00, 1.51it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.62it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0161, Train Acc: 99.45%, Train AUC: 0.9998, Train F1: 0.9945\n", "Val Loss: 0.0297, Val Acc: 99.49%, Val AUC: 0.9995, Val F1: 0.9949\n", "No improvement in validation loss for 8 epochs.\n", "Epoch [19/100] completed in 6m 46.18s.\n", "\n", "=== Epoch [20/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:45<00:00, 1.50it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.60it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0154, Train Acc: 99.47%, Train AUC: 0.9998, Train F1: 0.9947\n", "Val Loss: 0.0319, Val Acc: 99.49%, Val AUC: 0.9988, Val F1: 0.9949\n", "No improvement in validation loss for 9 epochs.\n", "Epoch [20/100] completed in 6m 48.98s.\n", "\n", "=== Epoch [21/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:42<00:00, 1.52it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.65it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0149, Train Acc: 99.47%, Train AUC: 0.9998, Train F1: 0.9947\n", "Val Loss: 0.0346, Val Acc: 99.42%, Val AUC: 0.9988, Val F1: 0.9942\n", "No improvement in validation loss for 10 epochs.\n", "Epoch [21/100] completed in 6m 45.52s.\n", "\n", "=== Epoch [22/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:42<00:00, 1.52it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.60it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0143, Train Acc: 99.51%, Train AUC: 0.9998, Train F1: 0.9951\n", "Val Loss: 0.0311, Val Acc: 99.42%, Val AUC: 0.9988, Val F1: 0.9942\n", "No improvement in validation loss for 11 epochs.\n", "Epoch [22/100] completed in 6m 45.65s.\n", "\n", "=== Epoch [23/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:45<00:00, 1.50it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.66it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0131, Train Acc: 99.55%, Train AUC: 0.9999, Train F1: 0.9955\n", "Val Loss: 0.0304, Val Acc: 99.49%, Val AUC: 0.9988, Val F1: 0.9949\n", "No improvement in validation loss for 12 epochs.\n", "Epoch [23/100] completed in 6m 48.58s.\n", "\n", "=== Epoch [24/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:43<00:00, 1.51it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.65it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0142, Train Acc: 99.49%, Train AUC: 0.9998, Train F1: 0.9949\n", "Val Loss: 0.0292, Val Acc: 99.49%, Val AUC: 0.9988, Val F1: 0.9949\n", "No improvement in validation loss for 13 epochs.\n", "Epoch [24/100] completed in 6m 46.76s.\n", "\n", "=== Epoch [25/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:44<00:00, 1.51it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.60it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0131, Train Acc: 99.54%, Train AUC: 0.9999, Train F1: 0.9954\n", "Val Loss: 0.0298, Val Acc: 99.49%, Val AUC: 0.9988, Val F1: 0.9949\n", "No improvement in validation loss for 14 epochs.\n", "Epoch [25/100] completed in 6m 47.82s.\n", "\n", "=== Epoch [26/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:45<00:00, 1.50it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.66it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0136, Train Acc: 99.53%, Train AUC: 0.9999, Train F1: 0.9953\n", "Val Loss: 0.0305, Val Acc: 99.42%, Val AUC: 0.9988, Val F1: 0.9942\n", "No improvement in validation loss for 15 epochs.\n", "Epoch [26/100] completed in 6m 48.75s.\n", "\n", "=== Epoch [27/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:45<00:00, 1.50it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.65it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0131, Train Acc: 99.53%, Train AUC: 0.9999, Train F1: 0.9952\n", "Val Loss: 0.0308, Val Acc: 99.42%, Val AUC: 0.9988, Val F1: 0.9942\n", "No improvement in validation loss for 16 epochs.\n", "Epoch [27/100] completed in 6m 48.83s.\n", "\n", "=== Epoch [28/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:43<00:00, 1.51it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.60it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0128, Train Acc: 99.54%, Train AUC: 0.9999, Train F1: 0.9954\n", "Val Loss: 0.0316, Val Acc: 99.42%, Val AUC: 0.9988, Val F1: 0.9942\n", "No improvement in validation loss for 17 epochs.\n", "Epoch [28/100] completed in 6m 47.06s.\n", "\n", "=== Epoch [29/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:42<00:00, 1.51it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.66it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0131, Train Acc: 99.54%, Train AUC: 0.9999, Train F1: 0.9954\n", "Val Loss: 0.0321, Val Acc: 99.42%, Val AUC: 0.9988, Val F1: 0.9942\n", "No improvement in validation loss for 18 epochs.\n", "Epoch [29/100] completed in 6m 45.94s.\n", "\n", "=== Epoch [30/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:46<00:00, 1.50it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.59it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0123, Train Acc: 99.56%, Train AUC: 0.9999, Train F1: 0.9956\n", "Val Loss: 0.0323, Val Acc: 99.42%, Val AUC: 0.9988, Val F1: 0.9942\n", "No improvement in validation loss for 19 epochs.\n", "Epoch [30/100] completed in 6m 49.32s.\n", "\n", "=== Epoch [31/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [06:44<00:00, 1.51it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.63it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0122, Train Acc: 99.57%, Train AUC: 0.9999, Train F1: 0.9957\n", "Val Loss: 0.0324, Val Acc: 99.42%, Val AUC: 0.9988, Val F1: 0.9942\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs with no improvement.\n", "Total training time: 3h 30m 39s\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 11 with best validation loss of 0.0272\n", "CaiT training time: 3h 30m 40s\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='last_n_blocks', last_n=12)\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)}\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training DeiT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-20 09:59:31,967 INFO:Loading pretrained weights from Hugging Face hub (timm/deit_base_patch16_224.fb_in1k)\n", "2024-12-20 09:59:32,127 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": [ "Using combined dataset C21+J23 for training and validation.\n", "\n", "=== Epoch [1/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:51<00:00, 1.74it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1231, Train Acc: 95.12%, Train AUC: 0.9902, Train F1: 0.9508\n", "Val Loss: 0.0829, Val Acc: 96.87%, Val AUC: 0.9947, Val F1: 0.9686\n", "Best model saved at epoch 1 with Val Loss: 0.0829\n", "Epoch [1/100] completed in 5m 54.52s.\n", "\n", "=== Epoch [2/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:49<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.03it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0684, Train Acc: 97.54%, Train AUC: 0.9967, Train F1: 0.9753\n", "Val Loss: 0.1399, Val Acc: 94.53%, Val AUC: 0.9969, Val F1: 0.9478\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [2/100] completed in 5m 51.97s.\n", "\n", "=== Epoch [3/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0584, Train Acc: 97.92%, Train AUC: 0.9975, Train F1: 0.9791\n", "Val Loss: 0.0670, Val Acc: 97.38%, Val AUC: 0.9976, Val F1: 0.9740\n", "Best model saved at epoch 3 with Val Loss: 0.0670\n", "Epoch [3/100] completed in 5m 52.29s.\n", "\n", "=== Epoch [4/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0508, Train Acc: 98.20%, Train AUC: 0.9981, Train F1: 0.9819\n", "Val Loss: 0.0343, Val Acc: 98.91%, Val AUC: 0.9992, Val F1: 0.9890\n", "Best model saved at epoch 4 with Val Loss: 0.0343\n", "Epoch [4/100] completed in 5m 52.28s.\n", "\n", "=== Epoch [5/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:51<00:00, 1.74it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0469, Train Acc: 98.31%, Train AUC: 0.9984, Train F1: 0.9831\n", "Val Loss: 0.0341, Val Acc: 98.76%, Val AUC: 0.9992, Val F1: 0.9876\n", "Best model saved at epoch 5 with Val Loss: 0.0341\n", "Epoch [5/100] completed in 5m 54.97s.\n", "\n", "=== Epoch [6/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:49<00:00, 1.74it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0418, Train Acc: 98.52%, Train AUC: 0.9987, Train F1: 0.9852\n", "Val Loss: 0.0475, Val Acc: 98.54%, Val AUC: 0.9984, Val F1: 0.9853\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [6/100] completed in 5m 52.42s.\n", "\n", "=== Epoch [7/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0396, Train Acc: 98.55%, Train AUC: 0.9989, Train F1: 0.9855\n", "Val Loss: 0.0460, Val Acc: 98.47%, Val AUC: 0.9990, Val F1: 0.9845\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [7/100] completed in 5m 51.46s.\n", "\n", "=== Epoch [8/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:49<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0380, Train Acc: 98.68%, Train AUC: 0.9989, Train F1: 0.9868\n", "Val Loss: 0.0384, Val Acc: 98.69%, Val AUC: 0.9991, Val F1: 0.9869\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [8/100] completed in 5m 51.86s.\n", "\n", "=== Epoch [9/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:49<00:00, 1.74it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0342, Train Acc: 98.78%, Train AUC: 0.9991, Train F1: 0.9878\n", "Val Loss: 0.0689, Val Acc: 98.10%, Val AUC: 0.9973, Val F1: 0.9812\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [9/100] completed in 5m 52.69s.\n", "\n", "=== Epoch [10/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0346, Train Acc: 98.76%, Train AUC: 0.9991, Train F1: 0.9876\n", "Val Loss: 0.0276, Val Acc: 98.69%, Val AUC: 0.9996, Val F1: 0.9868\n", "Best model saved at epoch 10 with Val Loss: 0.0276\n", "Epoch [10/100] completed in 5m 51.85s.\n", "\n", "=== Epoch [11/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0324, Train Acc: 98.84%, Train AUC: 0.9992, Train F1: 0.9883\n", "Val Loss: 0.0545, Val Acc: 98.54%, Val AUC: 0.9983, Val F1: 0.9854\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [11/100] completed in 5m 50.41s.\n", "\n", "=== Epoch [12/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0309, Train Acc: 98.90%, Train AUC: 0.9993, Train F1: 0.9889\n", "Val Loss: 0.0426, Val Acc: 98.83%, Val AUC: 0.9989, Val F1: 0.9883\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [12/100] completed in 5m 51.79s.\n", "\n", "=== Epoch [13/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0295, Train Acc: 98.96%, Train AUC: 0.9993, Train F1: 0.9896\n", "Val Loss: 0.0371, Val Acc: 98.76%, Val AUC: 0.9993, Val F1: 0.9876\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [13/100] completed in 5m 51.15s.\n", "\n", "=== Epoch [14/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0289, Train Acc: 98.96%, Train AUC: 0.9994, Train F1: 0.9895\n", "Val Loss: 0.0413, Val Acc: 98.69%, Val AUC: 0.9991, Val F1: 0.9868\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [14/100] completed in 5m 51.44s.\n", "\n", "=== Epoch [15/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0269, Train Acc: 99.07%, Train AUC: 0.9995, Train F1: 0.9907\n", "Val Loss: 0.0538, Val Acc: 98.91%, Val AUC: 0.9985, Val F1: 0.9890\n", "No improvement in validation loss for 5 epochs.\n", "Epoch [15/100] completed in 5m 50.99s.\n", "\n", "=== Epoch [16/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0263, Train Acc: 99.07%, Train AUC: 0.9995, Train F1: 0.9907\n", "Val Loss: 0.0417, Val Acc: 98.98%, Val AUC: 0.9988, Val F1: 0.9898\n", "No improvement in validation loss for 6 epochs.\n", "Epoch [16/100] completed in 5m 51.33s.\n", "\n", "=== Epoch [17/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:49<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0210, Train Acc: 99.26%, Train AUC: 0.9997, Train F1: 0.9926\n", "Val Loss: 0.0460, Val Acc: 98.98%, Val AUC: 0.9989, Val F1: 0.9898\n", "No improvement in validation loss for 7 epochs.\n", "Epoch [17/100] completed in 5m 52.01s.\n", "\n", "=== Epoch [18/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:49<00:00, 1.74it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0189, Train Acc: 99.35%, Train AUC: 0.9997, Train F1: 0.9935\n", "Val Loss: 0.0480, Val Acc: 99.13%, Val AUC: 0.9988, Val F1: 0.9912\n", "No improvement in validation loss for 8 epochs.\n", "Epoch [18/100] completed in 5m 52.75s.\n", "\n", "=== Epoch [19/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0179, Train Acc: 99.35%, Train AUC: 0.9997, Train F1: 0.9935\n", "Val Loss: 0.0444, Val Acc: 99.13%, Val AUC: 0.9989, Val F1: 0.9912\n", "No improvement in validation loss for 9 epochs.\n", "Epoch [19/100] completed in 5m 50.14s.\n", "\n", "=== Epoch [20/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0173, Train Acc: 99.39%, Train AUC: 0.9998, Train F1: 0.9939\n", "Val Loss: 0.0460, Val Acc: 99.13%, Val AUC: 0.9992, Val F1: 0.9912\n", "No improvement in validation loss for 10 epochs.\n", "Epoch [20/100] completed in 5m 51.70s.\n", "\n", "=== Epoch [21/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:49<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0168, Train Acc: 99.41%, Train AUC: 0.9998, Train F1: 0.9941\n", "Val Loss: 0.0432, Val Acc: 99.13%, Val AUC: 0.9994, Val F1: 0.9912\n", "No improvement in validation loss for 11 epochs.\n", "Epoch [21/100] completed in 5m 51.98s.\n", "\n", "=== Epoch [22/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0165, Train Acc: 99.40%, Train AUC: 0.9998, Train F1: 0.9940\n", "Val Loss: 0.0501, Val Acc: 99.05%, Val AUC: 0.9992, Val F1: 0.9905\n", "No improvement in validation loss for 12 epochs.\n", "Epoch [22/100] completed in 5m 49.58s.\n", "\n", "=== Epoch [23/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0148, Train Acc: 99.49%, Train AUC: 0.9998, Train F1: 0.9949\n", "Val Loss: 0.0482, Val Acc: 99.13%, Val AUC: 0.9985, Val F1: 0.9912\n", "No improvement in validation loss for 13 epochs.\n", "Epoch [23/100] completed in 5m 50.42s.\n", "\n", "=== Epoch [24/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:49<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0152, Train Acc: 99.48%, Train AUC: 0.9998, Train F1: 0.9948\n", "Val Loss: 0.0485, Val Acc: 99.20%, Val AUC: 0.9985, Val F1: 0.9920\n", "No improvement in validation loss for 14 epochs.\n", "Epoch [24/100] completed in 5m 51.89s.\n", "\n", "=== Epoch [25/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0157, Train Acc: 99.43%, Train AUC: 0.9998, Train F1: 0.9943\n", "Val Loss: 0.0490, Val Acc: 99.13%, Val AUC: 0.9985, Val F1: 0.9912\n", "No improvement in validation loss for 15 epochs.\n", "Epoch [25/100] completed in 5m 51.73s.\n", "\n", "=== Epoch [26/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0160, Train Acc: 99.44%, Train AUC: 0.9998, Train F1: 0.9944\n", "Val Loss: 0.0491, Val Acc: 99.20%, Val AUC: 0.9985, Val F1: 0.9920\n", "No improvement in validation loss for 16 epochs.\n", "Epoch [26/100] completed in 5m 51.05s.\n", "\n", "=== Epoch [27/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:49<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0151, Train Acc: 99.46%, Train AUC: 0.9998, Train F1: 0.9946\n", "Val Loss: 0.0500, Val Acc: 99.13%, Val AUC: 0.9985, Val F1: 0.9912\n", "No improvement in validation loss for 17 epochs.\n", "Epoch [27/100] completed in 5m 52.24s.\n", "\n", "=== Epoch [28/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0157, Train Acc: 99.45%, Train AUC: 0.9998, Train F1: 0.9945\n", "Val Loss: 0.0489, Val Acc: 99.20%, Val AUC: 0.9985, Val F1: 0.9920\n", "No improvement in validation loss for 18 epochs.\n", "Epoch [28/100] completed in 5m 51.26s.\n", "\n", "=== Epoch [29/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:49<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0154, Train Acc: 99.45%, Train AUC: 0.9998, Train F1: 0.9945\n", "Val Loss: 0.0489, Val Acc: 99.20%, Val AUC: 0.9985, Val F1: 0.9920\n", "No improvement in validation loss for 19 epochs.\n", "Epoch [29/100] completed in 5m 51.94s.\n", "\n", "=== Epoch [30/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:49<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0147, Train Acc: 99.47%, Train AUC: 0.9998, Train F1: 0.9947\n", "Val Loss: 0.0489, Val Acc: 99.20%, Val AUC: 0.9985, Val F1: 0.9920\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs with no improvement.\n", "Total training time: 2h 55m 54s\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 10 with best validation loss of 0.0276\n", "DeiT training time: 2h 55m 56s\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='last_n_blocks', last_n=6)\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": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training DeiT III ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-20 17:11:08,058 INFO:Loading pretrained weights from Hugging Face hub (timm/deit3_base_patch16_224.fb_in1k)\n", "2024-12-20 17:11:08,146 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": [ "Using combined dataset C21+J23 for training and validation.\n", "\n", "=== Epoch [1/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:58<00:00, 1.70it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1256, Train Acc: 94.97%, Train AUC: 0.9898, Train F1: 0.9494\n", "Val Loss: 0.0914, Val Acc: 97.01%, Val AUC: 0.9950, Val F1: 0.9692\n", "Best model saved at epoch 1 with Val Loss: 0.0914\n", "Epoch [1/100] completed in 6m 1.89s.\n", "\n", "=== Epoch [2/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:56<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0699, Train Acc: 97.52%, Train AUC: 0.9964, Train F1: 0.9750\n", "Val Loss: 0.0862, Val Acc: 96.72%, Val AUC: 0.9964, Val F1: 0.9664\n", "Best model saved at epoch 2 with Val Loss: 0.0862\n", "Epoch [2/100] completed in 5m 59.74s.\n", "\n", "=== Epoch [3/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:55<00:00, 1.72it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0569, Train Acc: 97.98%, Train AUC: 0.9976, Train F1: 0.9797\n", "Val Loss: 0.0530, Val Acc: 98.25%, Val AUC: 0.9983, Val F1: 0.9824\n", "Best model saved at epoch 3 with Val Loss: 0.0530\n", "Epoch [3/100] completed in 5m 59.21s.\n", "\n", "=== Epoch [4/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:56<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0494, Train Acc: 98.22%, Train AUC: 0.9982, Train F1: 0.9822\n", "Val Loss: 0.0550, Val Acc: 98.18%, Val AUC: 0.9979, Val F1: 0.9816\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [4/100] completed in 5m 59.39s.\n", "\n", "=== Epoch [5/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:57<00:00, 1.70it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0453, Train Acc: 98.41%, Train AUC: 0.9984, Train F1: 0.9840\n", "Val Loss: 0.0555, Val Acc: 98.18%, Val AUC: 0.9982, Val F1: 0.9816\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [5/100] completed in 6m 0.67s.\n", "\n", "=== Epoch [6/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:55<00:00, 1.72it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0422, Train Acc: 98.49%, Train AUC: 0.9987, Train F1: 0.9849\n", "Val Loss: 0.0732, Val Acc: 98.18%, Val AUC: 0.9982, Val F1: 0.9815\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [6/100] completed in 5m 58.37s.\n", "\n", "=== Epoch [7/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:57<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0388, Train Acc: 98.62%, Train AUC: 0.9989, Train F1: 0.9862\n", "Val Loss: 0.0777, Val Acc: 97.81%, Val AUC: 0.9977, Val F1: 0.9777\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [7/100] completed in 5m 59.97s.\n", "\n", "=== Epoch [8/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:58<00:00, 1.70it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0377, Train Acc: 98.68%, Train AUC: 0.9990, Train F1: 0.9867\n", "Val Loss: 0.0519, Val Acc: 97.81%, Val AUC: 0.9986, Val F1: 0.9782\n", "Best model saved at epoch 8 with Val Loss: 0.0519\n", "Epoch [8/100] completed in 6m 1.91s.\n", "\n", "=== Epoch [9/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:56<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0353, Train Acc: 98.75%, Train AUC: 0.9991, Train F1: 0.9875\n", "Val Loss: 0.0479, Val Acc: 98.62%, Val AUC: 0.9982, Val F1: 0.9861\n", "Best model saved at epoch 9 with Val Loss: 0.0479\n", "Epoch [9/100] completed in 6m 0.17s.\n", "\n", "=== Epoch [10/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:55<00:00, 1.72it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0329, Train Acc: 98.85%, Train AUC: 0.9992, Train F1: 0.9885\n", "Val Loss: 0.0478, Val Acc: 98.47%, Val AUC: 0.9986, Val F1: 0.9847\n", "Best model saved at epoch 10 with Val Loss: 0.0478\n", "Epoch [10/100] completed in 5m 59.08s.\n", "\n", "=== Epoch [11/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:57<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0320, Train Acc: 98.85%, Train AUC: 0.9992, Train F1: 0.9885\n", "Val Loss: 0.0413, Val Acc: 98.54%, Val AUC: 0.9989, Val F1: 0.9854\n", "Best model saved at epoch 11 with Val Loss: 0.0413\n", "Epoch [11/100] completed in 6m 0.60s.\n", "\n", "=== Epoch [12/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:55<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0304, Train Acc: 98.91%, Train AUC: 0.9993, Train F1: 0.9890\n", "Val Loss: 0.0301, Val Acc: 99.20%, Val AUC: 0.9992, Val F1: 0.9919\n", "Best model saved at epoch 12 with Val Loss: 0.0301\n", "Epoch [12/100] completed in 5m 59.45s.\n", "\n", "=== Epoch [13/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:56<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0302, Train Acc: 98.93%, Train AUC: 0.9993, Train F1: 0.9893\n", "Val Loss: 0.0324, Val Acc: 99.05%, Val AUC: 0.9988, Val F1: 0.9905\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [13/100] completed in 5m 59.17s.\n", "\n", "=== Epoch [14/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:56<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0284, Train Acc: 98.98%, Train AUC: 0.9994, Train F1: 0.9898\n", "Val Loss: 0.0451, Val Acc: 98.69%, Val AUC: 0.9991, Val F1: 0.9868\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [14/100] completed in 5m 59.49s.\n", "\n", "=== Epoch [15/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:55<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0272, Train Acc: 99.02%, Train AUC: 0.9995, Train F1: 0.9902\n", "Val Loss: 0.0529, Val Acc: 98.69%, Val AUC: 0.9988, Val F1: 0.9868\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [15/100] completed in 5m 58.76s.\n", "\n", "=== Epoch [16/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:56<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0267, Train Acc: 99.04%, Train AUC: 0.9995, Train F1: 0.9904\n", "Val Loss: 0.0409, Val Acc: 98.83%, Val AUC: 0.9994, Val F1: 0.9882\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [16/100] completed in 5m 59.20s.\n", "\n", "=== Epoch [17/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:55<00:00, 1.72it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0260, Train Acc: 99.08%, Train AUC: 0.9995, Train F1: 0.9908\n", "Val Loss: 0.0506, Val Acc: 98.76%, Val AUC: 0.9993, Val F1: 0.9875\n", "No improvement in validation loss for 5 epochs.\n", "Epoch [17/100] completed in 5m 58.35s.\n", "\n", "=== Epoch [18/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:55<00:00, 1.72it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.80it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0253, Train Acc: 99.09%, Train AUC: 0.9995, Train F1: 0.9908\n", "Val Loss: 0.0582, Val Acc: 98.62%, Val AUC: 0.9981, Val F1: 0.9862\n", "No improvement in validation loss for 6 epochs.\n", "Epoch [18/100] completed in 5m 58.23s.\n", "\n", "=== Epoch [19/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:56<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0183, Train Acc: 99.35%, Train AUC: 0.9998, Train F1: 0.9935\n", "Val Loss: 0.0547, Val Acc: 98.91%, Val AUC: 0.9985, Val F1: 0.9890\n", "No improvement in validation loss for 7 epochs.\n", "Epoch [19/100] completed in 5m 59.39s.\n", "\n", "=== Epoch [20/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:57<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0165, Train Acc: 99.40%, Train AUC: 0.9998, Train F1: 0.9940\n", "Val Loss: 0.0534, Val Acc: 98.83%, Val AUC: 0.9985, Val F1: 0.9883\n", "No improvement in validation loss for 8 epochs.\n", "Epoch [20/100] completed in 6m 0.17s.\n", "\n", "=== Epoch [21/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:56<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0153, Train Acc: 99.45%, Train AUC: 0.9998, Train F1: 0.9944\n", "Val Loss: 0.0525, Val Acc: 98.83%, Val AUC: 0.9986, Val F1: 0.9883\n", "No improvement in validation loss for 9 epochs.\n", "Epoch [21/100] completed in 5m 59.04s.\n", "\n", "=== Epoch [22/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:56<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0141, Train Acc: 99.49%, Train AUC: 0.9999, Train F1: 0.9948\n", "Val Loss: 0.0563, Val Acc: 98.98%, Val AUC: 0.9986, Val F1: 0.9898\n", "No improvement in validation loss for 10 epochs.\n", "Epoch [22/100] completed in 5m 59.31s.\n", "\n", "=== Epoch [23/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:55<00:00, 1.72it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0142, Train Acc: 99.47%, Train AUC: 0.9999, Train F1: 0.9947\n", "Val Loss: 0.0535, Val Acc: 98.98%, Val AUC: 0.9987, Val F1: 0.9898\n", "No improvement in validation loss for 11 epochs.\n", "Epoch [23/100] completed in 5m 58.55s.\n", "\n", "=== Epoch [24/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:55<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0137, Train Acc: 99.52%, Train AUC: 0.9999, Train F1: 0.9952\n", "Val Loss: 0.0538, Val Acc: 98.91%, Val AUC: 0.9987, Val F1: 0.9890\n", "No improvement in validation loss for 12 epochs.\n", "Epoch [24/100] completed in 5m 58.73s.\n", "\n", "=== Epoch [25/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:56<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0132, Train Acc: 99.52%, Train AUC: 0.9999, Train F1: 0.9952\n", "Val Loss: 0.0542, Val Acc: 98.91%, Val AUC: 0.9987, Val F1: 0.9890\n", "No improvement in validation loss for 13 epochs.\n", "Epoch [25/100] completed in 5m 59.09s.\n", "\n", "=== Epoch [26/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:57<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0125, Train Acc: 99.54%, Train AUC: 0.9999, Train F1: 0.9954\n", "Val Loss: 0.0549, Val Acc: 98.98%, Val AUC: 0.9987, Val F1: 0.9898\n", "No improvement in validation loss for 14 epochs.\n", "Epoch [26/100] completed in 5m 59.90s.\n", "\n", "=== Epoch [27/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:55<00:00, 1.72it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0131, Train Acc: 99.53%, Train AUC: 0.9999, Train F1: 0.9953\n", "Val Loss: 0.0559, Val Acc: 98.98%, Val AUC: 0.9987, Val F1: 0.9898\n", "No improvement in validation loss for 15 epochs.\n", "Epoch [27/100] completed in 5m 58.10s.\n", "\n", "=== Epoch [28/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:55<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0127, Train Acc: 99.55%, Train AUC: 0.9999, Train F1: 0.9955\n", "Val Loss: 0.0564, Val Acc: 98.98%, Val AUC: 0.9987, Val F1: 0.9898\n", "No improvement in validation loss for 16 epochs.\n", "Epoch [28/100] completed in 5m 58.86s.\n", "\n", "=== Epoch [29/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:57<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0129, Train Acc: 99.53%, Train AUC: 0.9999, Train F1: 0.9953\n", "Val Loss: 0.0568, Val Acc: 98.98%, Val AUC: 0.9987, Val F1: 0.9898\n", "No improvement in validation loss for 17 epochs.\n", "Epoch [29/100] completed in 6m 0.49s.\n", "\n", "=== Epoch [30/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:55<00:00, 1.72it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0121, Train Acc: 99.56%, Train AUC: 0.9999, Train F1: 0.9956\n", "Val Loss: 0.0564, Val Acc: 98.98%, Val AUC: 0.9987, Val F1: 0.9898\n", "No improvement in validation loss for 18 epochs.\n", "Epoch [30/100] completed in 5m 58.29s.\n", "\n", "=== Epoch [31/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:56<00:00, 1.71it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0132, Train Acc: 99.52%, Train AUC: 0.9999, Train F1: 0.9952\n", "Val Loss: 0.0567, Val Acc: 98.98%, Val AUC: 0.9987, Val F1: 0.9898\n", "No improvement in validation loss for 19 epochs.\n", "Epoch [31/100] completed in 5m 59.77s.\n", "\n", "=== Epoch [32/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:55<00:00, 1.72it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0128, Train Acc: 99.54%, Train AUC: 0.9999, Train F1: 0.9954\n", "Val Loss: 0.0565, Val Acc: 98.98%, Val AUC: 0.9987, Val F1: 0.9898\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs with no improvement.\n", "Total training time: 3h 11m 42s\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 12 with best validation loss of 0.0301\n", "DeiT3 training time: 3h 11m 44s\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='last_n_blocks', last_n=6)\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": 17, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Twins-SVT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-20 20:22:51,390 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_svt_base.in1k)\n", "2024-12-20 20:22:51,507 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": [ "Using combined dataset C21+J23 for training and validation.\n", "\n", "=== Epoch [1/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:44<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.5446, Train Acc: 74.12%, Train AUC: 0.8244, Train F1: 0.7379\n", "Val Loss: 0.5379, Val Acc: 73.83%, Val AUC: 0.8305, Val F1: 0.7573\n", "Best model saved at epoch 1 with Val Loss: 0.5379\n", "Epoch [1/100] completed in 5m 47.47s.\n", "\n", "=== Epoch [2/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.79it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4545, Train Acc: 79.73%, Train AUC: 0.8817, Train F1: 0.7944\n", "Val Loss: 0.4865, Val Acc: 78.35%, Val AUC: 0.8689, Val F1: 0.7981\n", "Best model saved at epoch 2 with Val Loss: 0.4865\n", "Epoch [2/100] completed in 5m 47.09s.\n", "\n", "=== Epoch [3/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.77it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4202, Train Acc: 81.64%, Train AUC: 0.8981, Train F1: 0.8147\n", "Val Loss: 0.4545, Val Acc: 80.54%, Val AUC: 0.8866, Val F1: 0.8145\n", "Best model saved at epoch 3 with Val Loss: 0.4545\n", "Epoch [3/100] completed in 5m 45.79s.\n", "\n", "=== Epoch [4/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 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[5/100] completed in 5m 44.94s.\n", "\n", "=== Epoch [6/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:41<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3799, Train Acc: 83.59%, Train AUC: 0.9155, Train F1: 0.8351\n", "Val Loss: 0.4044, Val Acc: 83.38%, Val AUC: 0.9126, Val F1: 0.8383\n", "Best model saved at epoch 6 with Val Loss: 0.4044\n", "Epoch [6/100] completed in 5m 45.35s.\n", "\n", "=== Epoch [7/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.71it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3707, Train Acc: 84.09%, Train AUC: 0.9197, Train F1: 0.8402\n", "Val Loss: 0.4005, Val Acc: 83.60%, Val AUC: 0.9160, Val F1: 0.8434\n", "Best model saved at epoch 7 with Val Loss: 0.4005\n", "Epoch [7/100] completed in 5m 46.40s.\n", "\n", "=== Epoch [8/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:44<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.77it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3655, Train Acc: 84.36%, Train AUC: 0.9214, Train F1: 0.8430\n", "Val Loss: 0.3915, Val Acc: 83.82%, Val AUC: 0.9187, Val F1: 0.8439\n", "Best model saved at epoch 8 with Val Loss: 0.3915\n", "Epoch [8/100] completed in 5m 47.87s.\n", "\n", "=== Epoch [9/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:44<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3589, Train Acc: 84.73%, Train AUC: 0.9244, Train F1: 0.8470\n", "Val Loss: 0.3847, Val Acc: 84.69%, Val AUC: 0.9222, Val F1: 0.8529\n", "Best model saved at epoch 9 with Val Loss: 0.3847\n", "Epoch [9/100] completed in 5m 47.80s.\n", "\n", "=== Epoch [10/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.69it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3553, Train Acc: 84.85%, Train AUC: 0.9255, Train F1: 0.8482\n", "Val Loss: 0.3761, Val Acc: 85.42%, Val AUC: 0.9239, Val F1: 0.8561\n", "Best model saved at epoch 10 with Val Loss: 0.3761\n", "Epoch [10/100] completed in 5m 46.55s.\n", "\n", "=== Epoch [11/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:44<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.75it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3512, Train Acc: 85.01%, Train AUC: 0.9271, Train F1: 0.8498\n", "Val Loss: 0.3713, Val Acc: 85.50%, Val AUC: 0.9275, Val F1: 0.8590\n", "Best model saved at epoch 11 with Val Loss: 0.3713\n", "Epoch [11/100] completed in 5m 48.01s.\n", "\n", "=== Epoch [12/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.75it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3485, Train Acc: 85.17%, Train AUC: 0.9285, Train F1: 0.8514\n", "Val Loss: 0.3730, Val Acc: 85.35%, Val AUC: 0.9277, Val F1: 0.8591\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [12/100] completed in 5m 46.43s.\n", "\n", "=== Epoch [13/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.69it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3455, Train Acc: 85.31%, Train AUC: 0.9294, Train F1: 0.8529\n", "Val Loss: 0.3646, Val Acc: 85.93%, Val AUC: 0.9305, Val F1: 0.8636\n", "Best model saved at epoch 13 with Val Loss: 0.3646\n", "Epoch [13/100] completed in 5m 47.18s.\n", "\n", "=== Epoch [14/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.77it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3425, Train Acc: 85.51%, Train AUC: 0.9308, Train F1: 0.8548\n", "Val Loss: 0.3605, Val Acc: 85.79%, Val AUC: 0.9309, Val F1: 0.8608\n", "Best model saved at epoch 14 with Val Loss: 0.3605\n", "Epoch [14/100] completed in 5m 51.48s.\n", "\n", "=== Epoch [15/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:44<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.74it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3404, Train Acc: 85.64%, Train AUC: 0.9315, Train F1: 0.8562\n", "Val Loss: 0.3544, Val Acc: 86.73%, Val AUC: 0.9333, Val F1: 0.8696\n", "Best model saved at epoch 15 with Val Loss: 0.3544\n", "Epoch [15/100] completed in 5m 48.29s.\n", "\n", "=== Epoch [16/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.71it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3372, Train Acc: 85.73%, Train AUC: 0.9328, Train F1: 0.8571\n", "Val Loss: 0.3599, Val Acc: 85.35%, Val AUC: 0.9332, Val F1: 0.8593\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [16/100] completed in 5m 45.10s.\n", "\n", "=== Epoch [17/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.77it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3361, Train Acc: 85.75%, Train AUC: 0.9330, Train F1: 0.8573\n", "Val Loss: 0.3560, Val Acc: 85.57%, Val AUC: 0.9346, Val F1: 0.8610\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [17/100] completed in 5m 45.82s.\n", "\n", "=== Epoch [18/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.69it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3322, Train Acc: 86.03%, Train AUC: 0.9348, Train F1: 0.8600\n", "Val Loss: 0.3453, Val Acc: 87.39%, Val AUC: 0.9365, Val F1: 0.8749\n", "Best model saved at epoch 18 with Val Loss: 0.3453\n", "Epoch [18/100] completed in 5m 47.09s.\n", "\n", "=== Epoch [19/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3316, Train Acc: 86.10%, Train AUC: 0.9349, Train F1: 0.8610\n", "Val Loss: 0.3417, Val Acc: 87.46%, Val AUC: 0.9377, Val F1: 0.8748\n", "Best model saved at epoch 19 with Val Loss: 0.3417\n", "Epoch [19/100] completed in 5m 47.47s.\n", "\n", "=== Epoch [20/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.80it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3289, Train Acc: 86.20%, Train AUC: 0.9361, Train F1: 0.8617\n", "Val Loss: 0.3446, Val Acc: 86.66%, Val AUC: 0.9382, Val F1: 0.8705\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [20/100] completed in 5m 46.88s.\n", "\n", "=== Epoch [21/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.72it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3292, Train Acc: 86.07%, Train AUC: 0.9358, Train F1: 0.8604\n", "Val Loss: 0.3442, Val Acc: 86.59%, Val AUC: 0.9389, Val F1: 0.8702\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [21/100] completed in 5m 46.84s.\n", "\n", "=== Epoch [22/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3267, Train Acc: 86.32%, Train AUC: 0.9369, Train F1: 0.8629\n", "Val Loss: 0.3425, Val Acc: 86.52%, Val AUC: 0.9389, Val F1: 0.8691\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [22/100] completed in 5m 46.43s.\n", "\n", "=== Epoch [23/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3260, Train Acc: 86.35%, Train AUC: 0.9371, Train F1: 0.8633\n", "Val Loss: 0.3361, Val Acc: 87.76%, Val AUC: 0.9404, Val F1: 0.8793\n", "Best model saved at epoch 23 with Val Loss: 0.3361\n", "Epoch [23/100] completed in 5m 46.69s.\n", "\n", "=== Epoch [24/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.71it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3247, Train Acc: 86.42%, Train AUC: 0.9377, Train F1: 0.8640\n", "Val Loss: 0.3403, Val Acc: 86.88%, Val AUC: 0.9404, Val F1: 0.8734\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [24/100] completed in 5m 46.13s.\n", "\n", "=== Epoch [25/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.77it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3231, Train Acc: 86.47%, Train AUC: 0.9383, Train F1: 0.8647\n", "Val Loss: 0.3340, Val Acc: 87.83%, Val AUC: 0.9409, Val F1: 0.8805\n", "Best model saved at epoch 25 with Val Loss: 0.3340\n", "Epoch [25/100] completed in 5m 46.44s.\n", "\n", "=== Epoch [26/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.78it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3212, Train Acc: 86.63%, Train AUC: 0.9389, Train F1: 0.8661\n", "Val Loss: 0.3330, Val Acc: 87.54%, Val AUC: 0.9417, Val F1: 0.8785\n", "Best model saved at epoch 26 with Val Loss: 0.3330\n", "Epoch [26/100] completed in 5m 46.89s.\n", "\n", "=== Epoch [27/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.72it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3208, Train Acc: 86.58%, Train AUC: 0.9391, Train F1: 0.8656\n", "Val Loss: 0.3302, Val Acc: 88.05%, Val AUC: 0.9423, Val F1: 0.8827\n", "Best model saved at epoch 27 with Val Loss: 0.3302\n", "Epoch [27/100] completed in 5m 46.73s.\n", "\n", "=== Epoch [28/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:45<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.75it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3199, Train Acc: 86.61%, Train AUC: 0.9394, Train F1: 0.8658\n", "Val Loss: 0.3367, Val Acc: 86.73%, Val AUC: 0.9420, Val F1: 0.8724\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [28/100] completed in 5m 48.67s.\n", "\n", "=== Epoch [29/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.74it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3184, Train Acc: 86.60%, Train AUC: 0.9399, Train F1: 0.8658\n", "Val Loss: 0.3285, Val Acc: 87.76%, Val AUC: 0.9430, Val F1: 0.8800\n", "Best model saved at epoch 29 with Val Loss: 0.3285\n", "Epoch [29/100] completed in 5m 47.07s.\n", "\n", "=== Epoch [30/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3167, Train Acc: 86.80%, Train AUC: 0.9407, Train F1: 0.8677\n", "Val Loss: 0.3287, Val Acc: 87.61%, Val AUC: 0.9429, Val F1: 0.8789\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [30/100] completed in 5m 45.40s.\n", "\n", "=== Epoch [31/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:44<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.77it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3160, Train Acc: 86.87%, Train AUC: 0.9410, Train F1: 0.8685\n", "Val Loss: 0.3261, Val Acc: 87.76%, Val AUC: 0.9438, Val F1: 0.8802\n", "Best model saved at epoch 31 with Val Loss: 0.3261\n", "Epoch [31/100] completed in 5m 47.95s.\n", "\n", "=== Epoch [32/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3163, Train Acc: 86.77%, Train AUC: 0.9408, Train F1: 0.8675\n", "Val Loss: 0.3227, Val Acc: 88.56%, Val AUC: 0.9444, Val F1: 0.8868\n", "Best model saved at epoch 32 with Val Loss: 0.3227\n", "Epoch [32/100] completed in 5m 46.85s.\n", "\n", "=== Epoch [33/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:44<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.71it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3146, Train Acc: 86.84%, Train AUC: 0.9414, Train F1: 0.8682\n", "Val Loss: 0.3273, Val Acc: 87.24%, Val AUC: 0.9445, Val F1: 0.8763\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [33/100] completed in 5m 48.03s.\n", "\n", "=== Epoch [34/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.72it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3143, Train Acc: 86.93%, Train AUC: 0.9415, Train F1: 0.8690\n", "Val Loss: 0.3214, Val Acc: 88.48%, Val AUC: 0.9450, Val F1: 0.8863\n", "Best model saved at epoch 34 with Val Loss: 0.3214\n", "Epoch [34/100] completed in 5m 46.33s.\n", "\n", "=== Epoch [35/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.69it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3121, Train Acc: 87.09%, Train AUC: 0.9424, Train F1: 0.8708\n", "Val Loss: 0.3180, Val Acc: 89.07%, Val AUC: 0.9453, Val F1: 0.8910\n", "Best model saved at epoch 35 with Val Loss: 0.3180\n", "Epoch [35/100] completed in 5m 46.90s.\n", "\n", "=== Epoch [36/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:44<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.73it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3129, Train Acc: 86.91%, Train AUC: 0.9419, Train F1: 0.8689\n", "Val Loss: 0.3189, Val Acc: 88.56%, Val AUC: 0.9458, Val F1: 0.8870\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [36/100] completed in 5m 47.42s.\n", "\n", "=== Epoch [37/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3128, Train Acc: 86.96%, Train AUC: 0.9419, Train F1: 0.8694\n", "Val Loss: 0.3144, Val Acc: 89.21%, Val AUC: 0.9464, Val F1: 0.8920\n", "Best model saved at epoch 37 with Val Loss: 0.3144\n", "Epoch [37/100] completed in 5m 46.63s.\n", "\n", "=== Epoch [38/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.71it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3113, Train Acc: 87.09%, Train AUC: 0.9426, Train F1: 0.8707\n", "Val Loss: 0.3219, Val Acc: 87.32%, Val AUC: 0.9460, Val F1: 0.8766\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [38/100] completed in 5m 46.13s.\n", "\n", "=== Epoch [39/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3123, Train Acc: 87.02%, Train AUC: 0.9420, Train F1: 0.8700\n", "Val Loss: 0.3161, Val Acc: 88.63%, Val AUC: 0.9471, Val F1: 0.8878\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [39/100] completed in 5m 45.11s.\n", "\n", "=== Epoch [40/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.74it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3107, Train Acc: 87.18%, Train AUC: 0.9427, Train F1: 0.8717\n", "Val Loss: 0.3204, Val Acc: 87.46%, Val AUC: 0.9467, Val F1: 0.8780\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [40/100] completed in 5m 46.32s.\n", "\n", "=== Epoch [41/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3088, Train Acc: 87.15%, Train AUC: 0.9434, Train F1: 0.8713\n", "Val Loss: 0.3151, Val Acc: 88.56%, Val AUC: 0.9469, Val F1: 0.8870\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [41/100] completed in 5m 46.85s.\n", "\n", "=== Epoch [42/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:44<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.73it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3096, Train Acc: 87.24%, Train AUC: 0.9431, Train F1: 0.8722\n", "Val Loss: 0.3209, Val Acc: 87.39%, Val AUC: 0.9469, Val F1: 0.8781\n", "No improvement in validation loss for 5 epochs.\n", "Epoch [42/100] completed in 5m 47.43s.\n", "\n", "=== Epoch [43/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:41<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.77it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3078, Train Acc: 87.34%, Train AUC: 0.9438, Train F1: 0.8732\n", "Val Loss: 0.3127, Val Acc: 88.41%, Val AUC: 0.9485, Val F1: 0.8862\n", "Best model saved at epoch 43 with Val Loss: 0.3127\n", "Epoch [43/100] completed in 5m 45.41s.\n", "\n", "=== Epoch [44/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3081, Train Acc: 87.22%, Train AUC: 0.9436, Train F1: 0.8718\n", "Val Loss: 0.3108, Val Acc: 89.07%, Val AUC: 0.9484, Val F1: 0.8919\n", "Best model saved at epoch 44 with Val Loss: 0.3108\n", "Epoch [44/100] completed in 5m 45.72s.\n", "\n", "=== Epoch [45/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3079, Train Acc: 87.26%, Train AUC: 0.9436, Train F1: 0.8724\n", "Val Loss: 0.3096, Val Acc: 89.07%, Val AUC: 0.9485, Val F1: 0.8916\n", "Best model saved at epoch 45 with Val Loss: 0.3096\n", "Epoch [45/100] completed in 5m 46.38s.\n", "\n", "=== Epoch [46/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:44<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.71it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3070, Train Acc: 87.23%, Train AUC: 0.9441, Train F1: 0.8719\n", "Val Loss: 0.3088, Val Acc: 88.92%, Val AUC: 0.9490, Val F1: 0.8906\n", "Best model saved at epoch 46 with Val Loss: 0.3088\n", "Epoch [46/100] completed in 5m 47.91s.\n", "\n", "=== Epoch [47/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.73it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3043, Train Acc: 87.47%, Train AUC: 0.9451, Train F1: 0.8746\n", "Val Loss: 0.3109, Val Acc: 88.63%, Val AUC: 0.9484, Val F1: 0.8881\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [47/100] completed in 5m 46.07s.\n", "\n", "=== Epoch [48/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.77it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3061, Train Acc: 87.28%, Train AUC: 0.9443, Train F1: 0.8725\n", "Val Loss: 0.3068, Val Acc: 89.50%, Val AUC: 0.9490, Val F1: 0.8955\n", "Best model saved at epoch 48 with Val Loss: 0.3068\n", "Epoch [48/100] completed in 5m 46.06s.\n", "\n", "=== Epoch [49/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3056, Train Acc: 87.30%, Train AUC: 0.9446, Train F1: 0.8727\n", "Val Loss: 0.3156, Val Acc: 87.83%, Val AUC: 0.9486, Val F1: 0.8820\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [49/100] completed in 5m 45.60s.\n", "\n", "=== Epoch [50/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.75it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3073, Train Acc: 87.22%, Train AUC: 0.9437, Train F1: 0.8720\n", "Val Loss: 0.3111, Val Acc: 88.34%, Val AUC: 0.9492, Val F1: 0.8859\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [50/100] completed in 5m 46.13s.\n", "\n", "=== Epoch [51/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3042, Train Acc: 87.36%, Train AUC: 0.9449, Train F1: 0.8734\n", "Val Loss: 0.3079, Val Acc: 88.99%, Val AUC: 0.9491, Val F1: 0.8911\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [51/100] completed in 5m 46.73s.\n", "\n", "=== Epoch [52/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3044, Train Acc: 87.45%, Train AUC: 0.9448, Train F1: 0.8742\n", "Val Loss: 0.3093, Val Acc: 88.34%, Val AUC: 0.9496, Val F1: 0.8859\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [52/100] completed in 5m 45.53s.\n", "\n", "=== Epoch [53/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3043, Train Acc: 87.39%, Train AUC: 0.9448, Train F1: 0.8738\n", "Val Loss: 0.3014, Val Acc: 89.65%, Val AUC: 0.9502, Val F1: 0.8970\n", "Best model saved at epoch 53 with Val Loss: 0.3014\n", "Epoch [53/100] completed in 5m 46.50s.\n", "\n", "=== Epoch [54/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.75it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3023, Train Acc: 87.49%, Train AUC: 0.9456, Train F1: 0.8746\n", "Val Loss: 0.3035, Val Acc: 89.14%, Val AUC: 0.9502, Val F1: 0.8923\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [54/100] completed in 5m 46.49s.\n", "\n", "=== Epoch [55/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:44<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.73it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3011, Train Acc: 87.56%, Train AUC: 0.9462, Train F1: 0.8753\n", "Val Loss: 0.3072, Val Acc: 88.48%, Val AUC: 0.9501, Val F1: 0.8871\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [55/100] completed in 5m 47.61s.\n", "\n", "=== Epoch [56/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.73it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3026, Train Acc: 87.45%, Train AUC: 0.9455, Train F1: 0.8742\n", "Val Loss: 0.3094, Val Acc: 88.19%, Val AUC: 0.9500, Val F1: 0.8854\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [56/100] completed in 5m 45.97s.\n", "\n", "=== Epoch [57/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.71it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3017, Train Acc: 87.60%, Train AUC: 0.9457, Train F1: 0.8758\n", "Val Loss: 0.3019, Val Acc: 89.36%, Val AUC: 0.9503, Val F1: 0.8944\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [57/100] completed in 5m 45.72s.\n", "\n", "=== Epoch [58/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.72it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3005, Train Acc: 87.72%, Train AUC: 0.9463, Train F1: 0.8770\n", "Val Loss: 0.3006, Val Acc: 89.29%, Val AUC: 0.9508, Val F1: 0.8936\n", "Best model saved at epoch 58 with Val Loss: 0.3006\n", "Epoch [58/100] completed in 5m 46.73s.\n", "\n", "=== Epoch [59/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.75it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3015, Train Acc: 87.52%, Train AUC: 0.9458, Train F1: 0.8749\n", "Val Loss: 0.3108, Val Acc: 87.90%, Val AUC: 0.9505, Val F1: 0.8826\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [59/100] completed in 5m 45.65s.\n", "\n", "=== Epoch [60/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.72it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3001, Train Acc: 87.71%, Train AUC: 0.9466, Train F1: 0.8768\n", "Val Loss: 0.3038, Val Acc: 88.99%, Val AUC: 0.9504, Val F1: 0.8916\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [60/100] completed in 5m 46.09s.\n", "\n", "=== Epoch [61/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.78it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3010, Train Acc: 87.52%, Train AUC: 0.9459, Train F1: 0.8750\n", "Val Loss: 0.2991, Val Acc: 89.14%, Val AUC: 0.9513, Val F1: 0.8924\n", "Best model saved at epoch 61 with Val Loss: 0.2991\n", "Epoch [61/100] completed in 5m 47.30s.\n", "\n", "=== Epoch [62/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2998, Train Acc: 87.50%, Train AUC: 0.9465, Train F1: 0.8749\n", "Val Loss: 0.3061, Val Acc: 88.56%, Val AUC: 0.9507, Val F1: 0.8879\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [62/100] completed in 5m 46.24s.\n", "\n", "=== Epoch [63/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.69it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3026, Train Acc: 87.47%, Train AUC: 0.9453, Train F1: 0.8746\n", "Val Loss: 0.2981, Val Acc: 89.29%, Val AUC: 0.9518, Val F1: 0.8939\n", "Best model saved at epoch 63 with Val Loss: 0.2981\n", "Epoch [63/100] completed in 5m 46.78s.\n", "\n", "=== Epoch [64/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.72it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3038, Train Acc: 87.45%, Train AUC: 0.9448, Train F1: 0.8742\n", "Val Loss: 0.2984, Val Acc: 89.21%, Val AUC: 0.9518, Val F1: 0.8931\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [64/100] completed in 5m 45.90s.\n", "\n", "=== Epoch [65/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.74it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2993, Train Acc: 87.61%, Train AUC: 0.9468, Train F1: 0.8760\n", "Val Loss: 0.3039, Val Acc: 88.78%, Val AUC: 0.9514, Val F1: 0.8900\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [65/100] completed in 5m 45.52s.\n", "\n", "=== Epoch [66/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.69it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2996, Train Acc: 87.57%, Train AUC: 0.9465, Train F1: 0.8755\n", "Val Loss: 0.2950, Val Acc: 89.29%, Val AUC: 0.9516, Val F1: 0.8928\n", "Best model saved at epoch 66 with Val Loss: 0.2950\n", "Epoch [66/100] completed in 5m 47.42s.\n", "\n", "=== Epoch [67/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.77it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2989, Train Acc: 87.63%, Train AUC: 0.9468, Train F1: 0.8760\n", "Val Loss: 0.2952, Val Acc: 89.43%, Val AUC: 0.9520, Val F1: 0.8947\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [67/100] completed in 5m 45.77s.\n", "\n", "=== Epoch [68/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2992, Train Acc: 87.69%, Train AUC: 0.9466, Train F1: 0.8767\n", "Val Loss: 0.2983, Val Acc: 89.29%, Val AUC: 0.9521, Val F1: 0.8940\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [68/100] completed in 5m 45.98s.\n", "\n", "=== Epoch [69/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.73it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3000, Train Acc: 87.59%, Train AUC: 0.9464, Train F1: 0.8757\n", "Val Loss: 0.2981, Val Acc: 89.29%, Val AUC: 0.9519, Val F1: 0.8940\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [69/100] completed in 5m 46.70s.\n", "\n", "=== Epoch [70/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:44<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.72it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2990, Train Acc: 87.69%, Train AUC: 0.9467, Train F1: 0.8766\n", "Val Loss: 0.2969, Val Acc: 89.14%, Val AUC: 0.9524, Val F1: 0.8926\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [70/100] completed in 5m 47.96s.\n", "\n", "=== Epoch [71/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:44<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.69it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2986, Train Acc: 87.58%, Train AUC: 0.9468, Train F1: 0.8755\n", "Val Loss: 0.3011, Val Acc: 88.70%, Val AUC: 0.9525, Val F1: 0.8892\n", "No improvement in validation loss for 5 epochs.\n", "Epoch [71/100] completed in 5m 47.61s.\n", "\n", "=== Epoch [72/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:41<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.77it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2994, Train Acc: 87.67%, Train AUC: 0.9466, Train F1: 0.8766\n", "Val Loss: 0.2930, Val Acc: 89.65%, Val AUC: 0.9530, Val F1: 0.8970\n", "Best model saved at epoch 72 with Val Loss: 0.2930\n", "Epoch [72/100] completed in 5m 45.47s.\n", "\n", "=== Epoch [73/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:44<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.77it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2987, Train Acc: 87.67%, Train AUC: 0.9467, Train F1: 0.8763\n", "Val Loss: 0.2927, Val Acc: 89.43%, Val AUC: 0.9526, Val F1: 0.8949\n", "Best model saved at epoch 73 with Val Loss: 0.2927\n", "Epoch [73/100] completed in 5m 48.08s.\n", "\n", "=== Epoch [74/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.75it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2968, Train Acc: 87.74%, Train AUC: 0.9475, Train F1: 0.8771\n", "Val Loss: 0.2900, Val Acc: 89.72%, Val AUC: 0.9533, Val F1: 0.8970\n", "Best model saved at epoch 74 with Val Loss: 0.2900\n", "Epoch [74/100] completed in 5m 47.26s.\n", "\n", "=== Epoch [75/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.74it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2989, Train Acc: 87.66%, Train AUC: 0.9465, Train F1: 0.8764\n", "Val Loss: 0.3038, Val Acc: 88.27%, Val AUC: 0.9526, Val F1: 0.8859\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [75/100] completed in 5m 45.56s.\n", "\n", "=== Epoch [76/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.75it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2982, Train Acc: 87.66%, Train AUC: 0.9469, Train F1: 0.8764\n", "Val Loss: 0.2997, Val Acc: 88.85%, Val AUC: 0.9528, Val F1: 0.8908\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [76/100] completed in 5m 46.26s.\n", "\n", "=== Epoch [77/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.72it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2967, Train Acc: 87.86%, Train AUC: 0.9475, Train F1: 0.8783\n", "Val Loss: 0.2903, Val Acc: 89.50%, Val AUC: 0.9538, Val F1: 0.8958\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [77/100] completed in 5m 46.76s.\n", "\n", "=== Epoch [78/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.68it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2979, Train Acc: 87.79%, Train AUC: 0.9472, Train F1: 0.8777\n", "Val Loss: 0.2924, Val Acc: 89.36%, Val AUC: 0.9530, Val F1: 0.8944\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [78/100] completed in 5m 46.76s.\n", "\n", "=== Epoch [79/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:49<00:00, 1.74it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2959, Train Acc: 87.85%, Train AUC: 0.9478, Train F1: 0.8782\n", "Val Loss: 0.2951, Val Acc: 89.07%, Val AUC: 0.9530, Val F1: 0.8921\n", "No improvement in validation loss for 5 epochs.\n", "Epoch [79/100] completed in 5m 52.77s.\n", "\n", "=== Epoch [80/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2954, Train Acc: 87.83%, Train AUC: 0.9479, Train F1: 0.8781\n", "Val Loss: 0.2941, Val Acc: 89.21%, Val AUC: 0.9539, Val F1: 0.8941\n", "No improvement in validation loss for 6 epochs.\n", "Epoch [80/100] completed in 5m 46.79s.\n", "\n", "=== Epoch [81/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.77it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2970, Train Acc: 87.81%, Train AUC: 0.9474, Train F1: 0.8779\n", "Val Loss: 0.2918, Val Acc: 89.50%, Val AUC: 0.9537, Val F1: 0.8961\n", "No improvement in validation loss for 7 epochs.\n", "Epoch [81/100] completed in 5m 46.90s.\n", "\n", "=== Epoch [82/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2963, Train Acc: 87.86%, Train AUC: 0.9477, Train F1: 0.8783\n", "Val Loss: 0.2899, Val Acc: 89.50%, Val AUC: 0.9537, Val F1: 0.8957\n", "Best model saved at epoch 82 with Val Loss: 0.2899\n", "Epoch [82/100] completed in 5m 46.64s.\n", "\n", "=== Epoch [83/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2977, Train Acc: 87.66%, Train AUC: 0.9471, Train F1: 0.8764\n", "Val Loss: 0.2914, Val Acc: 89.36%, Val AUC: 0.9537, Val F1: 0.8945\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [83/100] completed in 5m 45.90s.\n", "\n", "=== Epoch [84/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.74it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2958, Train Acc: 87.82%, Train AUC: 0.9478, Train F1: 0.8779\n", "Val Loss: 0.2915, Val Acc: 89.43%, Val AUC: 0.9537, Val F1: 0.8953\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [84/100] completed in 5m 47.00s.\n", "\n", "=== Epoch [85/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2951, Train Acc: 87.88%, Train AUC: 0.9481, Train F1: 0.8784\n", "Val Loss: 0.2927, Val Acc: 89.36%, Val AUC: 0.9536, Val F1: 0.8948\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [85/100] completed in 5m 45.80s.\n", "\n", "=== Epoch [86/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2980, Train Acc: 87.74%, Train AUC: 0.9470, Train F1: 0.8772\n", "Val Loss: 0.2924, Val Acc: 89.29%, Val AUC: 0.9535, Val F1: 0.8940\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [86/100] completed in 5m 45.25s.\n", "\n", "=== Epoch [87/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.75it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2960, Train Acc: 87.79%, Train AUC: 0.9477, Train F1: 0.8776\n", "Val Loss: 0.2928, Val Acc: 89.29%, Val AUC: 0.9535, Val F1: 0.8942\n", "No improvement in validation loss for 5 epochs.\n", "Epoch [87/100] completed in 5m 45.81s.\n", "\n", "=== Epoch [88/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2978, Train Acc: 87.73%, Train AUC: 0.9470, Train F1: 0.8769\n", "Val Loss: 0.2927, Val Acc: 89.36%, Val AUC: 0.9534, Val F1: 0.8948\n", "No improvement in validation loss for 6 epochs.\n", "Epoch [88/100] completed in 5m 46.20s.\n", "\n", "=== Epoch [89/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.74it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2972, Train Acc: 87.79%, Train AUC: 0.9472, Train F1: 0.8776\n", "Val Loss: 0.2924, Val Acc: 89.43%, Val AUC: 0.9535, Val F1: 0.8953\n", "No improvement in validation loss for 7 epochs.\n", "Epoch [89/100] completed in 5m 45.66s.\n", "\n", "=== Epoch [90/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.77it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2955, Train Acc: 87.83%, Train AUC: 0.9479, Train F1: 0.8779\n", "Val Loss: 0.2924, Val Acc: 89.36%, Val AUC: 0.9535, Val F1: 0.8947\n", "No improvement in validation loss for 8 epochs.\n", "Epoch [90/100] completed in 5m 46.70s.\n", "\n", "=== Epoch [91/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2945, Train Acc: 87.96%, Train AUC: 0.9484, Train F1: 0.8794\n", "Val Loss: 0.2924, Val Acc: 89.43%, Val AUC: 0.9535, Val F1: 0.8953\n", "No improvement in validation loss for 9 epochs.\n", "Epoch [91/100] completed in 5m 46.01s.\n", "\n", "=== Epoch [92/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.72it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2980, Train Acc: 87.69%, Train AUC: 0.9470, Train F1: 0.8767\n", "Val Loss: 0.2922, Val Acc: 89.43%, Val AUC: 0.9535, Val F1: 0.8953\n", "No improvement in validation loss for 10 epochs.\n", "Epoch [92/100] completed in 5m 45.81s.\n", "\n", "=== Epoch [93/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:44<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.73it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2955, Train Acc: 87.82%, Train AUC: 0.9479, Train F1: 0.8778\n", "Val Loss: 0.2923, Val Acc: 89.43%, Val AUC: 0.9535, Val F1: 0.8953\n", "No improvement in validation loss for 11 epochs.\n", "Epoch [93/100] completed in 5m 47.51s.\n", "\n", "=== Epoch [94/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:44<00:00, 1.77it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.69it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2973, Train Acc: 87.73%, Train AUC: 0.9472, Train F1: 0.8771\n", "Val Loss: 0.2921, Val Acc: 89.43%, Val AUC: 0.9535, Val F1: 0.8953\n", "No improvement in validation loss for 12 epochs.\n", "Epoch [94/100] completed in 5m 47.47s.\n", "\n", "=== Epoch [95/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.77it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2953, Train Acc: 87.95%, Train AUC: 0.9481, Train F1: 0.8793\n", "Val Loss: 0.2921, Val Acc: 89.43%, Val AUC: 0.9535, Val F1: 0.8953\n", "No improvement in validation loss for 13 epochs.\n", "Epoch [95/100] completed in 5m 45.75s.\n", "\n", "=== Epoch [96/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.72it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2954, Train Acc: 87.90%, Train AUC: 0.9480, Train F1: 0.8787\n", "Val Loss: 0.2921, Val Acc: 89.43%, Val AUC: 0.9535, Val F1: 0.8953\n", "No improvement in validation loss for 14 epochs.\n", "Epoch [96/100] completed in 5m 46.75s.\n", "\n", "=== Epoch [97/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.71it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2954, Train Acc: 87.82%, Train AUC: 0.9480, Train F1: 0.8780\n", "Val Loss: 0.2922, Val Acc: 89.43%, Val AUC: 0.9535, Val F1: 0.8953\n", "No improvement in validation loss for 15 epochs.\n", "Epoch [97/100] completed in 5m 46.03s.\n", "\n", "=== Epoch [98/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:42<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2961, Train Acc: 87.86%, Train AUC: 0.9476, Train F1: 0.8783\n", "Val Loss: 0.2921, Val Acc: 89.43%, Val AUC: 0.9535, Val F1: 0.8953\n", "No improvement in validation loss for 16 epochs.\n", "Epoch [98/100] completed in 5m 45.72s.\n", "\n", "=== Epoch [99/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.71it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2982, Train Acc: 87.75%, Train AUC: 0.9468, Train F1: 0.8773\n", "Val Loss: 0.2921, Val Acc: 89.43%, Val AUC: 0.9535, Val F1: 0.8953\n", "No improvement in validation loss for 17 epochs.\n", "Epoch [99/100] completed in 5m 46.15s.\n", "\n", "=== Epoch [100/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:43<00:00, 1.78it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.63it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2950, Train Acc: 87.81%, Train AUC: 0.9481, Train F1: 0.8778\n", "Val Loss: 0.2921, Val Acc: 89.43%, Val AUC: 0.9535, Val F1: 0.8953\n", "No improvement in validation loss for 18 epochs.\n", "Epoch [100/100] completed in 5m 46.66s.\n", "Total training time: 9h 37m 46s\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 82 with best validation loss of 0.2899\n", "Twins-SVT training time: 9h 37m 48s\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='last_n_blocks', last_n=2) # 4 stages\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": 18, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Twins-PCPVT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-21 06:00:39,566 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_pcpvt_base.in1k)\n", "2024-12-21 06:00:39,830 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": [ "Using combined dataset C21+J23 for training and validation.\n", "\n", "=== Epoch [1/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.5822, Train Acc: 71.09%, Train AUC: 0.7915, Train F1: 0.7115\n", "Val Loss: 0.5614, Val Acc: 73.62%, Val AUC: 0.8131, Val F1: 0.7461\n", "Best model saved at epoch 1 with Val Loss: 0.5614\n", "Epoch [1/100] completed in 5m 27.83s.\n", "\n", "=== Epoch [2/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:25<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4951, Train Acc: 76.97%, Train AUC: 0.8537, Train F1: 0.7692\n", "Val Loss: 0.5162, Val Acc: 75.87%, Val AUC: 0.8411, Val F1: 0.7627\n", "Best model saved at epoch 2 with Val Loss: 0.5162\n", "Epoch [2/100] completed in 5m 28.34s.\n", "\n", "=== Epoch [3/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4632, Train Acc: 78.62%, Train AUC: 0.8705, Train F1: 0.7860\n", "Val Loss: 0.4940, Val Acc: 77.84%, Val AUC: 0.8579, Val F1: 0.7880\n", "Best model saved at epoch 3 with Val Loss: 0.4940\n", "Epoch [3/100] completed in 5m 27.64s.\n", "\n", "=== Epoch [4/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4465, Train Acc: 79.54%, Train AUC: 0.8798, Train F1: 0.7946\n", "Val Loss: 0.4750, Val Acc: 79.23%, Val AUC: 0.8706, Val F1: 0.8000\n", "Best model saved at epoch 4 with Val Loss: 0.4750\n", "Epoch [4/100] completed in 5m 27.51s.\n", "\n", "=== Epoch [5/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4324, Train Acc: 80.35%, Train AUC: 0.8878, Train F1: 0.8032\n", "Val Loss: 0.4609, Val Acc: 80.17%, Val AUC: 0.8788, Val F1: 0.8052\n", "Best model saved at epoch 5 with Val Loss: 0.4609\n", "Epoch [5/100] completed in 5m 27.24s.\n", "\n", "=== Epoch [6/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4232, Train Acc: 81.04%, Train AUC: 0.8928, Train F1: 0.8099\n", "Val Loss: 0.4494, Val Acc: 80.47%, Val AUC: 0.8875, Val F1: 0.8115\n", "Best model saved at epoch 6 with Val Loss: 0.4494\n", "Epoch [6/100] completed in 5m 27.82s.\n", "\n", "=== Epoch [7/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4137, Train Acc: 81.56%, Train AUC: 0.8981, Train F1: 0.8151\n", "Val Loss: 0.4403, Val Acc: 81.41%, Val AUC: 0.8939, Val F1: 0.8225\n", "Best model saved at epoch 7 with Val Loss: 0.4403\n", "Epoch [7/100] completed in 5m 26.59s.\n", "\n", "=== Epoch [8/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4099, Train Acc: 81.84%, Train AUC: 0.9000, Train F1: 0.8181\n", "Val Loss: 0.4371, Val Acc: 82.00%, Val AUC: 0.8971, Val F1: 0.8302\n", "Best model saved at epoch 8 with Val Loss: 0.4371\n", "Epoch [8/100] completed in 5m 26.44s.\n", "\n", "=== Epoch [9/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:25<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.4024, Train Acc: 82.22%, Train AUC: 0.9039, Train F1: 0.8217\n", "Val Loss: 0.4267, Val Acc: 82.43%, Val AUC: 0.9016, Val F1: 0.8321\n", "Best model saved at epoch 9 with Val Loss: 0.4267\n", "Epoch [9/100] completed in 5m 28.48s.\n", "\n", "=== Epoch [10/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3970, Train Acc: 82.52%, Train AUC: 0.9065, Train F1: 0.8249\n", "Val Loss: 0.4192, Val Acc: 82.58%, Val AUC: 0.9039, Val F1: 0.8316\n", "Best model saved at epoch 10 with Val Loss: 0.4192\n", "Epoch [10/100] completed in 5m 27.30s.\n", "\n", "=== Epoch [11/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3923, Train Acc: 82.71%, Train AUC: 0.9085, Train F1: 0.8268\n", "Val Loss: 0.4122, Val Acc: 83.45%, Val AUC: 0.9060, Val F1: 0.8370\n", "Best model saved at epoch 11 with Val Loss: 0.4122\n", "Epoch [11/100] completed in 5m 26.73s.\n", "\n", "=== Epoch [12/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3887, Train Acc: 83.10%, Train AUC: 0.9105, Train F1: 0.8306\n", "Val Loss: 0.4098, Val Acc: 83.60%, Val AUC: 0.9089, Val F1: 0.8419\n", "Best model saved at epoch 12 with Val Loss: 0.4098\n", "Epoch [12/100] completed in 5m 27.07s.\n", "\n", "=== Epoch [13/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:25<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3858, Train Acc: 83.11%, Train AUC: 0.9116, Train F1: 0.8306\n", "Val Loss: 0.4033, Val Acc: 83.97%, Val AUC: 0.9113, Val F1: 0.8440\n", "Best model saved at epoch 13 with Val Loss: 0.4033\n", "Epoch [13/100] completed in 5m 28.40s.\n", "\n", "=== Epoch [14/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3814, Train Acc: 83.30%, Train AUC: 0.9136, Train F1: 0.8328\n", "Val Loss: 0.4038, Val Acc: 84.11%, Val AUC: 0.9125, Val F1: 0.8484\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [14/100] completed in 5m 26.25s.\n", "\n", "=== Epoch [15/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3793, Train Acc: 83.52%, Train AUC: 0.9145, Train F1: 0.8349\n", "Val Loss: 0.3960, Val Acc: 84.55%, Val AUC: 0.9141, Val F1: 0.8499\n", "Best model saved at epoch 15 with Val Loss: 0.3960\n", "Epoch [15/100] completed in 5m 27.22s.\n", "\n", "=== Epoch [16/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3769, Train Acc: 83.72%, Train AUC: 0.9158, Train F1: 0.8369\n", "Val Loss: 0.3906, Val Acc: 84.62%, Val AUC: 0.9155, Val F1: 0.8487\n", "Best model saved at epoch 16 with Val Loss: 0.3906\n", "Epoch [16/100] completed in 5m 27.42s.\n", "\n", "=== Epoch [17/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.84it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3773, Train Acc: 83.57%, Train AUC: 0.9150, Train F1: 0.8354\n", "Val Loss: 0.3897, Val Acc: 84.84%, Val AUC: 0.9168, Val F1: 0.8525\n", "Best model saved at epoch 17 with Val Loss: 0.3897\n", "Epoch [17/100] completed in 5m 27.92s.\n", "\n", "=== Epoch [18/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3741, Train Acc: 83.87%, Train AUC: 0.9168, Train F1: 0.8383\n", "Val Loss: 0.3846, Val Acc: 84.99%, Val AUC: 0.9179, Val F1: 0.8520\n", "Best model saved at epoch 18 with Val Loss: 0.3846\n", "Epoch [18/100] completed in 5m 26.91s.\n", "\n", "=== Epoch [19/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3732, Train Acc: 83.68%, Train AUC: 0.9169, Train F1: 0.8364\n", "Val Loss: 0.3843, Val Acc: 84.99%, Val AUC: 0.9192, Val F1: 0.8537\n", "Best model saved at epoch 19 with Val Loss: 0.3843\n", "Epoch [19/100] completed in 5m 26.52s.\n", "\n", "=== Epoch [20/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3691, Train Acc: 84.05%, Train AUC: 0.9190, Train F1: 0.8402\n", "Val Loss: 0.3836, Val Acc: 85.13%, Val AUC: 0.9196, Val F1: 0.8557\n", "Best model saved at epoch 20 with Val Loss: 0.3836\n", "Epoch [20/100] completed in 5m 26.26s.\n", "\n", "=== Epoch [21/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3676, Train Acc: 84.16%, Train AUC: 0.9196, Train F1: 0.8412\n", "Val Loss: 0.3820, Val Acc: 85.28%, Val AUC: 0.9199, Val F1: 0.8569\n", "Best model saved at epoch 21 with Val Loss: 0.3820\n", "Epoch [21/100] completed in 5m 27.04s.\n", "\n", "=== Epoch [22/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3652, Train Acc: 84.20%, Train AUC: 0.9205, Train F1: 0.8416\n", "Val Loss: 0.3805, Val Acc: 85.20%, Val AUC: 0.9213, Val F1: 0.8567\n", "Best model saved at epoch 22 with Val Loss: 0.3805\n", "Epoch [22/100] completed in 5m 26.35s.\n", "\n", "=== Epoch [23/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:25<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3630, Train Acc: 84.31%, Train AUC: 0.9218, Train F1: 0.8427\n", "Val Loss: 0.3743, Val Acc: 85.06%, Val AUC: 0.9227, Val F1: 0.8537\n", "Best model saved at epoch 23 with Val Loss: 0.3743\n", "Epoch [23/100] completed in 5m 28.27s.\n", "\n", "=== Epoch [24/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3615, Train Acc: 84.45%, Train AUC: 0.9223, Train F1: 0.8441\n", "Val Loss: 0.3734, Val Acc: 85.28%, Val AUC: 0.9238, Val F1: 0.8567\n", "Best model saved at epoch 24 with Val Loss: 0.3734\n", "Epoch [24/100] completed in 5m 27.45s.\n", "\n", "=== Epoch [25/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3616, Train Acc: 84.53%, Train AUC: 0.9224, Train F1: 0.8452\n", "Val Loss: 0.3720, Val Acc: 85.42%, Val AUC: 0.9249, Val F1: 0.8588\n", "Best model saved at epoch 25 with Val Loss: 0.3720\n", "Epoch [25/100] completed in 5m 28.13s.\n", "\n", "=== Epoch [26/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3606, Train Acc: 84.55%, Train AUC: 0.9225, Train F1: 0.8451\n", "Val Loss: 0.3720, Val Acc: 85.35%, Val AUC: 0.9246, Val F1: 0.8577\n", "Best model saved at epoch 26 with Val Loss: 0.3720\n", "Epoch [26/100] completed in 5m 26.94s.\n", "\n", "=== Epoch [27/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3595, Train Acc: 84.53%, Train AUC: 0.9228, Train F1: 0.8450\n", "Val Loss: 0.3661, Val Acc: 85.64%, Val AUC: 0.9260, Val F1: 0.8586\n", "Best model saved at epoch 27 with Val Loss: 0.3661\n", "Epoch [27/100] completed in 5m 26.87s.\n", "\n", "=== Epoch [28/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3595, Train Acc: 84.52%, Train AUC: 0.9228, Train F1: 0.8447\n", "Val Loss: 0.3655, Val Acc: 85.79%, Val AUC: 0.9262, Val F1: 0.8604\n", "Best model saved at epoch 28 with Val Loss: 0.3655\n", "Epoch [28/100] completed in 5m 27.31s.\n", "\n", "=== Epoch [29/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:26<00:00, 1.87it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3568, Train Acc: 84.62%, Train AUC: 0.9240, Train F1: 0.8459\n", "Val Loss: 0.3617, Val Acc: 85.71%, Val AUC: 0.9270, Val F1: 0.8574\n", "Best model saved at epoch 29 with Val Loss: 0.3617\n", "Epoch [29/100] completed in 5m 29.73s.\n", "\n", "=== Epoch [30/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3564, Train Acc: 84.63%, Train AUC: 0.9242, Train F1: 0.8457\n", "Val Loss: 0.3657, Val Acc: 85.86%, Val AUC: 0.9270, Val F1: 0.8626\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [30/100] completed in 5m 27.16s.\n", "\n", "=== Epoch [31/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3553, Train Acc: 84.69%, Train AUC: 0.9246, Train F1: 0.8465\n", "Val Loss: 0.3644, Val Acc: 86.01%, Val AUC: 0.9278, Val F1: 0.8646\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [31/100] completed in 5m 26.71s.\n", "\n", "=== Epoch [32/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3530, Train Acc: 84.83%, Train AUC: 0.9259, Train F1: 0.8481\n", "Val Loss: 0.3620, Val Acc: 86.22%, Val AUC: 0.9286, Val F1: 0.8661\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [32/100] completed in 5m 26.65s.\n", "\n", "=== Epoch [33/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3532, Train Acc: 84.76%, Train AUC: 0.9255, Train F1: 0.8473\n", "Val Loss: 0.3580, Val Acc: 85.71%, Val AUC: 0.9284, Val F1: 0.8576\n", "Best model saved at epoch 33 with Val Loss: 0.3580\n", "Epoch [33/100] completed in 5m 27.50s.\n", "\n", "=== Epoch [34/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3534, Train Acc: 84.77%, Train AUC: 0.9252, Train F1: 0.8473\n", "Val Loss: 0.3556, Val Acc: 85.93%, Val AUC: 0.9295, Val F1: 0.8594\n", "Best model saved at epoch 34 with Val Loss: 0.3556\n", "Epoch [34/100] completed in 5m 26.35s.\n", "\n", "=== Epoch [35/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3528, Train Acc: 84.85%, Train AUC: 0.9255, Train F1: 0.8482\n", "Val Loss: 0.3551, Val Acc: 86.01%, Val AUC: 0.9296, Val F1: 0.8613\n", "Best model saved at epoch 35 with Val Loss: 0.3551\n", "Epoch [35/100] completed in 5m 27.94s.\n", "\n", "=== Epoch [36/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3508, Train Acc: 84.90%, Train AUC: 0.9264, Train F1: 0.8486\n", "Val Loss: 0.3596, Val Acc: 86.44%, Val AUC: 0.9298, Val F1: 0.8683\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [36/100] completed in 5m 27.73s.\n", "\n", "=== Epoch [37/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3511, Train Acc: 84.88%, Train AUC: 0.9262, Train F1: 0.8485\n", "Val Loss: 0.3528, Val Acc: 86.08%, Val AUC: 0.9306, Val F1: 0.8621\n", "Best model saved at epoch 37 with Val Loss: 0.3528\n", "Epoch [37/100] completed in 5m 27.15s.\n", "\n", "=== Epoch [38/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3493, Train Acc: 84.95%, Train AUC: 0.9270, Train F1: 0.8493\n", "Val Loss: 0.3555, Val Acc: 86.52%, Val AUC: 0.9312, Val F1: 0.8687\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [38/100] completed in 5m 27.46s.\n", "\n", "=== Epoch [39/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3491, Train Acc: 85.13%, Train AUC: 0.9272, Train F1: 0.8509\n", "Val Loss: 0.3523, Val Acc: 86.59%, Val AUC: 0.9316, Val F1: 0.8688\n", "Best model saved at epoch 39 with Val Loss: 0.3523\n", "Epoch [39/100] completed in 5m 26.55s.\n", "\n", "=== Epoch [40/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3473, Train Acc: 85.15%, Train AUC: 0.9280, Train F1: 0.8510\n", "Val Loss: 0.3548, Val Acc: 86.59%, Val AUC: 0.9313, Val F1: 0.8695\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [40/100] completed in 5m 27.61s.\n", "\n", "=== Epoch [41/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3476, Train Acc: 85.17%, Train AUC: 0.9277, Train F1: 0.8513\n", "Val Loss: 0.3507, Val Acc: 86.22%, Val AUC: 0.9318, Val F1: 0.8643\n", "Best model saved at epoch 41 with Val Loss: 0.3507\n", "Epoch [41/100] completed in 5m 27.96s.\n", "\n", "=== Epoch [42/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3478, Train Acc: 85.19%, Train AUC: 0.9276, Train F1: 0.8515\n", "Val Loss: 0.3530, Val Acc: 86.52%, Val AUC: 0.9321, Val F1: 0.8687\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [42/100] completed in 5m 27.50s.\n", "\n", "=== Epoch [43/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3466, Train Acc: 85.12%, Train AUC: 0.9280, Train F1: 0.8509\n", "Val Loss: 0.3492, Val Acc: 86.59%, Val AUC: 0.9325, Val F1: 0.8678\n", "Best model saved at epoch 43 with Val Loss: 0.3492\n", "Epoch [43/100] completed in 5m 26.13s.\n", "\n", "=== Epoch [44/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3469, Train Acc: 85.09%, Train AUC: 0.9279, Train F1: 0.8506\n", "Val Loss: 0.3499, Val Acc: 86.81%, Val AUC: 0.9330, Val F1: 0.8714\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [44/100] completed in 5m 27.42s.\n", "\n", "=== Epoch [45/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3455, Train Acc: 85.28%, Train AUC: 0.9284, Train F1: 0.8525\n", "Val Loss: 0.3538, Val Acc: 86.37%, Val AUC: 0.9325, Val F1: 0.8682\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [45/100] completed in 5m 25.31s.\n", "\n", "=== Epoch [46/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3463, Train Acc: 85.04%, Train AUC: 0.9281, Train F1: 0.8501\n", "Val Loss: 0.3487, Val Acc: 86.59%, Val AUC: 0.9334, Val F1: 0.8689\n", "Best model saved at epoch 46 with Val Loss: 0.3487\n", "Epoch [46/100] completed in 5m 27.40s.\n", "\n", "=== Epoch [47/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3444, Train Acc: 85.31%, Train AUC: 0.9290, Train F1: 0.8528\n", "Val Loss: 0.3452, Val Acc: 86.59%, Val AUC: 0.9337, Val F1: 0.8676\n", "Best model saved at epoch 47 with Val Loss: 0.3452\n", "Epoch [47/100] completed in 5m 27.64s.\n", "\n", "=== Epoch [48/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3448, Train Acc: 85.34%, Train AUC: 0.9289, Train F1: 0.8530\n", "Val Loss: 0.3486, Val Acc: 86.73%, Val AUC: 0.9334, Val F1: 0.8704\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [48/100] completed in 5m 27.85s.\n", "\n", "=== Epoch [49/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3435, Train Acc: 85.30%, Train AUC: 0.9293, Train F1: 0.8527\n", "Val Loss: 0.3472, Val Acc: 86.66%, Val AUC: 0.9335, Val F1: 0.8692\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [49/100] completed in 5m 27.19s.\n", "\n", "=== Epoch [50/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:26<00:00, 1.87it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3434, Train Acc: 85.30%, Train AUC: 0.9292, Train F1: 0.8526\n", "Val Loss: 0.3497, Val Acc: 86.66%, Val AUC: 0.9335, Val F1: 0.8705\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [50/100] completed in 5m 29.61s.\n", "\n", "=== Epoch [51/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3446, Train Acc: 85.18%, Train AUC: 0.9288, Train F1: 0.8517\n", "Val Loss: 0.3483, Val Acc: 86.52%, Val AUC: 0.9346, Val F1: 0.8694\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [51/100] completed in 5m 26.35s.\n", "\n", "=== Epoch [52/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3425, Train Acc: 85.37%, Train AUC: 0.9296, Train F1: 0.8536\n", "Val Loss: 0.3439, Val Acc: 86.81%, Val AUC: 0.9347, Val F1: 0.8710\n", "Best model saved at epoch 52 with Val Loss: 0.3439\n", "Epoch [52/100] completed in 5m 27.42s.\n", "\n", "=== Epoch [53/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:25<00:00, 1.87it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3411, Train Acc: 85.50%, Train AUC: 0.9304, Train F1: 0.8546\n", "Val Loss: 0.3447, Val Acc: 86.88%, Val AUC: 0.9347, Val F1: 0.8720\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [53/100] completed in 5m 28.37s.\n", "\n", "=== Epoch [54/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3420, Train Acc: 85.45%, Train AUC: 0.9299, Train F1: 0.8542\n", "Val Loss: 0.3409, Val Acc: 86.95%, Val AUC: 0.9348, Val F1: 0.8700\n", "Best model saved at epoch 54 with Val Loss: 0.3409\n", "Epoch [54/100] completed in 5m 28.05s.\n", "\n", "=== Epoch [55/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3413, Train Acc: 85.33%, Train AUC: 0.9301, Train F1: 0.8529\n", "Val Loss: 0.3430, Val Acc: 87.03%, Val AUC: 0.9350, Val F1: 0.8725\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [55/100] completed in 5m 27.44s.\n", "\n", "=== Epoch [56/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3400, Train Acc: 85.53%, Train AUC: 0.9306, Train F1: 0.8550\n", "Val Loss: 0.3404, Val Acc: 86.88%, Val AUC: 0.9353, Val F1: 0.8701\n", "Best model saved at epoch 56 with Val Loss: 0.3404\n", "Epoch [56/100] completed in 5m 28.13s.\n", "\n", "=== Epoch [57/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:26<00:00, 1.87it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3410, Train Acc: 85.37%, Train AUC: 0.9302, Train F1: 0.8535\n", "Val Loss: 0.3481, Val Acc: 86.37%, Val AUC: 0.9349, Val F1: 0.8686\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [57/100] completed in 5m 29.41s.\n", "\n", "=== Epoch [58/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3398, Train Acc: 85.53%, Train AUC: 0.9308, Train F1: 0.8550\n", "Val Loss: 0.3415, Val Acc: 86.95%, Val AUC: 0.9359, Val F1: 0.8724\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [58/100] completed in 5m 27.74s.\n", "\n", "=== Epoch [59/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:25<00:00, 1.87it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.85it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3405, Train Acc: 85.37%, Train AUC: 0.9304, Train F1: 0.8533\n", "Val Loss: 0.3399, Val Acc: 87.17%, Val AUC: 0.9358, Val F1: 0.8736\n", "Best model saved at epoch 59 with Val Loss: 0.3399\n", "Epoch [59/100] completed in 5m 28.89s.\n", "\n", "=== Epoch [60/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3390, Train Acc: 85.53%, Train AUC: 0.9311, Train F1: 0.8549\n", "Val Loss: 0.3394, Val Acc: 87.03%, Val AUC: 0.9356, Val F1: 0.8718\n", "Best model saved at epoch 60 with Val Loss: 0.3394\n", "Epoch [60/100] completed in 5m 26.74s.\n", "\n", "=== Epoch [61/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:25<00:00, 1.87it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3394, Train Acc: 85.41%, Train AUC: 0.9308, Train F1: 0.8537\n", "Val Loss: 0.3391, Val Acc: 87.03%, Val AUC: 0.9360, Val F1: 0.8723\n", "Best model saved at epoch 61 with Val Loss: 0.3391\n", "Epoch [61/100] completed in 5m 28.81s.\n", "\n", "=== Epoch [62/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3395, Train Acc: 85.44%, Train AUC: 0.9307, Train F1: 0.8539\n", "Val Loss: 0.3436, Val Acc: 86.44%, Val AUC: 0.9360, Val F1: 0.8686\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [62/100] completed in 5m 27.02s.\n", "\n", "=== Epoch [63/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3395, Train Acc: 85.40%, Train AUC: 0.9306, Train F1: 0.8537\n", "Val Loss: 0.3340, Val Acc: 87.03%, Val AUC: 0.9370, Val F1: 0.8699\n", "Best model saved at epoch 63 with Val Loss: 0.3340\n", "Epoch [63/100] completed in 5m 27.85s.\n", "\n", "=== Epoch [64/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3394, Train Acc: 85.47%, Train AUC: 0.9307, Train F1: 0.8541\n", "Val Loss: 0.3357, Val Acc: 87.32%, Val AUC: 0.9368, Val F1: 0.8741\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [64/100] completed in 5m 26.53s.\n", "\n", "=== Epoch [65/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3389, Train Acc: 85.45%, Train AUC: 0.9309, Train F1: 0.8544\n", "Val Loss: 0.3374, Val Acc: 87.10%, Val AUC: 0.9369, Val F1: 0.8729\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [65/100] completed in 5m 26.94s.\n", "\n", "=== Epoch [66/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:29<00:00, 1.85it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3386, Train Acc: 85.50%, Train AUC: 0.9310, Train F1: 0.8546\n", "Val Loss: 0.3379, Val Acc: 87.10%, Val AUC: 0.9374, Val F1: 0.8738\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [66/100] completed in 5m 31.91s.\n", "\n", "=== Epoch [67/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3375, Train Acc: 85.53%, Train AUC: 0.9315, Train F1: 0.8549\n", "Val Loss: 0.3336, Val Acc: 87.17%, Val AUC: 0.9373, Val F1: 0.8719\n", "Best model saved at epoch 67 with Val Loss: 0.3336\n", "Epoch [67/100] completed in 5m 27.96s.\n", "\n", "=== Epoch [68/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:25<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3381, Train Acc: 85.52%, Train AUC: 0.9313, Train F1: 0.8548\n", "Val Loss: 0.3343, Val Acc: 87.39%, Val AUC: 0.9375, Val F1: 0.8753\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [68/100] completed in 5m 27.91s.\n", "\n", "=== Epoch [69/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3366, Train Acc: 85.57%, Train AUC: 0.9318, Train F1: 0.8554\n", "Val Loss: 0.3348, Val Acc: 87.17%, Val AUC: 0.9375, Val F1: 0.8736\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [69/100] completed in 5m 27.05s.\n", "\n", "=== Epoch [70/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3366, Train Acc: 85.59%, Train AUC: 0.9320, Train F1: 0.8556\n", "Val Loss: 0.3394, Val Acc: 86.66%, Val AUC: 0.9378, Val F1: 0.8707\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [70/100] completed in 5m 26.77s.\n", "\n", "=== Epoch [71/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:41<00:00, 1.79it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3363, Train Acc: 85.68%, Train AUC: 0.9320, Train F1: 0.8565\n", "Val Loss: 0.3340, Val Acc: 87.17%, Val AUC: 0.9375, Val F1: 0.8728\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [71/100] completed in 5m 44.39s.\n", "\n", "=== Epoch [72/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3374, Train Acc: 85.63%, Train AUC: 0.9315, Train F1: 0.8560\n", "Val Loss: 0.3314, Val Acc: 87.68%, Val AUC: 0.9383, Val F1: 0.8773\n", "Best model saved at epoch 72 with Val Loss: 0.3314\n", "Epoch [72/100] completed in 5m 27.74s.\n", "\n", "=== Epoch [73/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3353, Train Acc: 85.66%, Train AUC: 0.9326, Train F1: 0.8562\n", "Val Loss: 0.3324, Val Acc: 87.61%, Val AUC: 0.9386, Val F1: 0.8773\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [73/100] completed in 5m 26.33s.\n", "\n", "=== Epoch [74/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3347, Train Acc: 85.73%, Train AUC: 0.9327, Train F1: 0.8570\n", "Val Loss: 0.3311, Val Acc: 87.61%, Val AUC: 0.9386, Val F1: 0.8768\n", "Best model saved at epoch 74 with Val Loss: 0.3311\n", "Epoch [74/100] completed in 5m 27.80s.\n", "\n", "=== Epoch [75/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:25<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3354, Train Acc: 85.58%, Train AUC: 0.9324, Train F1: 0.8555\n", "Val Loss: 0.3403, Val Acc: 86.01%, Val AUC: 0.9382, Val F1: 0.8654\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [75/100] completed in 5m 28.19s.\n", "\n", "=== Epoch [76/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3343, Train Acc: 85.77%, Train AUC: 0.9329, Train F1: 0.8574\n", "Val Loss: 0.3310, Val Acc: 87.68%, Val AUC: 0.9389, Val F1: 0.8776\n", "Best model saved at epoch 76 with Val Loss: 0.3310\n", "Epoch [76/100] completed in 5m 27.69s.\n", "\n", "=== Epoch [77/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:25<00:00, 1.87it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3338, Train Acc: 85.73%, Train AUC: 0.9331, Train F1: 0.8569\n", "Val Loss: 0.3351, Val Acc: 87.03%, Val AUC: 0.9383, Val F1: 0.8732\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [77/100] completed in 5m 28.27s.\n", "\n", "=== Epoch [78/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:25<00:00, 1.87it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3340, Train Acc: 85.70%, Train AUC: 0.9329, Train F1: 0.8568\n", "Val Loss: 0.3333, Val Acc: 87.54%, Val AUC: 0.9385, Val F1: 0.8776\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [78/100] completed in 5m 28.52s.\n", "\n", "=== Epoch [79/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3326, Train Acc: 85.90%, Train AUC: 0.9336, Train F1: 0.8586\n", "Val Loss: 0.3304, Val Acc: 87.68%, Val AUC: 0.9392, Val F1: 0.8782\n", "Best model saved at epoch 79 with Val Loss: 0.3304\n", "Epoch [79/100] completed in 5m 28.18s.\n", "\n", "=== Epoch [80/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3317, Train Acc: 85.86%, Train AUC: 0.9340, Train F1: 0.8583\n", "Val Loss: 0.3349, Val Acc: 87.17%, Val AUC: 0.9388, Val F1: 0.8746\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [80/100] completed in 5m 25.84s.\n", "\n", "=== Epoch [81/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3330, Train Acc: 85.83%, Train AUC: 0.9334, Train F1: 0.8580\n", "Val Loss: 0.3292, Val Acc: 87.46%, Val AUC: 0.9390, Val F1: 0.8750\n", "Best model saved at epoch 81 with Val Loss: 0.3292\n", "Epoch [81/100] completed in 5m 28.13s.\n", "\n", "=== Epoch [82/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3347, Train Acc: 85.75%, Train AUC: 0.9326, Train F1: 0.8572\n", "Val Loss: 0.3294, Val Acc: 87.54%, Val AUC: 0.9388, Val F1: 0.8756\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [82/100] completed in 5m 27.84s.\n", "\n", "=== Epoch [83/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3353, Train Acc: 85.72%, Train AUC: 0.9322, Train F1: 0.8568\n", "Val Loss: 0.3292, Val Acc: 87.61%, Val AUC: 0.9393, Val F1: 0.8768\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [83/100] completed in 5m 26.71s.\n", "\n", "=== Epoch [84/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3324, Train Acc: 85.82%, Train AUC: 0.9335, Train F1: 0.8578\n", "Val Loss: 0.3322, Val Acc: 87.46%, Val AUC: 0.9391, Val F1: 0.8768\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [84/100] completed in 5m 27.31s.\n", "\n", "=== Epoch [85/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3316, Train Acc: 85.90%, Train AUC: 0.9341, Train F1: 0.8586\n", "Val Loss: 0.3317, Val Acc: 87.54%, Val AUC: 0.9395, Val F1: 0.8774\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [85/100] completed in 5m 26.72s.\n", "\n", "=== Epoch [86/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:25<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3313, Train Acc: 85.79%, Train AUC: 0.9340, Train F1: 0.8576\n", "Val Loss: 0.3322, Val Acc: 87.39%, Val AUC: 0.9396, Val F1: 0.8763\n", "No improvement in validation loss for 5 epochs.\n", "Epoch [86/100] completed in 5m 28.06s.\n", "\n", "=== Epoch [87/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3322, Train Acc: 85.82%, Train AUC: 0.9337, Train F1: 0.8578\n", "Val Loss: 0.3347, Val Acc: 86.88%, Val AUC: 0.9397, Val F1: 0.8727\n", "No improvement in validation loss for 6 epochs.\n", "Epoch [87/100] completed in 5m 25.89s.\n", "\n", "=== Epoch [88/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:25<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.87it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3313, Train Acc: 85.88%, Train AUC: 0.9341, Train F1: 0.8587\n", "Val Loss: 0.3304, Val Acc: 87.68%, Val AUC: 0.9396, Val F1: 0.8787\n", "No improvement in validation loss for 7 epochs.\n", "Epoch [88/100] completed in 5m 28.18s.\n", "\n", "=== Epoch [89/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:25<00:00, 1.87it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3322, Train Acc: 85.72%, Train AUC: 0.9336, Train F1: 0.8568\n", "Val Loss: 0.3308, Val Acc: 87.61%, Val AUC: 0.9396, Val F1: 0.8782\n", "No improvement in validation loss for 8 epochs.\n", "Epoch [89/100] completed in 5m 28.38s.\n", "\n", "=== Epoch [90/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3339, Train Acc: 85.67%, Train AUC: 0.9329, Train F1: 0.8563\n", "Val Loss: 0.3299, Val Acc: 87.61%, Val AUC: 0.9396, Val F1: 0.8779\n", "No improvement in validation loss for 9 epochs.\n", "Epoch [90/100] completed in 5m 27.88s.\n", "\n", "=== Epoch [91/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3302, Train Acc: 85.91%, Train AUC: 0.9347, Train F1: 0.8588\n", "Val Loss: 0.3303, Val Acc: 87.61%, Val AUC: 0.9396, Val F1: 0.8779\n", "No improvement in validation loss for 10 epochs.\n", "Epoch [91/100] completed in 5m 27.80s.\n", "\n", "=== Epoch [92/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:25<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3331, Train Acc: 85.79%, Train AUC: 0.9332, Train F1: 0.8575\n", "Val Loss: 0.3312, Val Acc: 87.61%, Val AUC: 0.9396, Val F1: 0.8782\n", "No improvement in validation loss for 11 epochs.\n", "Epoch [92/100] completed in 5m 27.96s.\n", "\n", "=== Epoch [93/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3326, Train Acc: 85.80%, Train AUC: 0.9336, Train F1: 0.8578\n", "Val Loss: 0.3294, Val Acc: 87.76%, Val AUC: 0.9396, Val F1: 0.8788\n", "No improvement in validation loss for 12 epochs.\n", "Epoch [93/100] completed in 5m 26.33s.\n", "\n", "=== Epoch [94/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3334, Train Acc: 85.84%, Train AUC: 0.9330, Train F1: 0.8581\n", "Val Loss: 0.3298, Val Acc: 87.61%, Val AUC: 0.9396, Val F1: 0.8779\n", "No improvement in validation loss for 13 epochs.\n", "Epoch [94/100] completed in 5m 26.39s.\n", "\n", "=== Epoch [95/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:25<00:00, 1.87it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3324, Train Acc: 85.83%, Train AUC: 0.9335, Train F1: 0.8579\n", "Val Loss: 0.3298, Val Acc: 87.61%, Val AUC: 0.9396, Val F1: 0.8779\n", "No improvement in validation loss for 14 epochs.\n", "Epoch [95/100] completed in 5m 28.39s.\n", "\n", "=== Epoch [96/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3322, Train Acc: 85.91%, Train AUC: 0.9337, Train F1: 0.8587\n", "Val Loss: 0.3300, Val Acc: 87.61%, Val AUC: 0.9396, Val F1: 0.8779\n", "No improvement in validation loss for 15 epochs.\n", "Epoch [96/100] completed in 5m 26.99s.\n", "\n", "=== Epoch [97/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3333, Train Acc: 85.77%, Train AUC: 0.9331, Train F1: 0.8575\n", "Val Loss: 0.3297, Val Acc: 87.61%, Val AUC: 0.9396, Val F1: 0.8779\n", "No improvement in validation loss for 16 epochs.\n", "Epoch [97/100] completed in 5m 27.59s.\n", "\n", "=== Epoch [98/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3302, Train Acc: 86.01%, Train AUC: 0.9346, Train F1: 0.8597\n", "Val Loss: 0.3299, Val Acc: 87.61%, Val AUC: 0.9396, Val F1: 0.8779\n", "No improvement in validation loss for 17 epochs.\n", "Epoch [98/100] completed in 5m 26.90s.\n", "\n", "=== Epoch [99/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3332, Train Acc: 85.76%, Train AUC: 0.9332, Train F1: 0.8573\n", "Val Loss: 0.3297, Val Acc: 87.61%, Val AUC: 0.9396, Val F1: 0.8779\n", "No improvement in validation loss for 18 epochs.\n", "Epoch [99/100] completed in 5m 27.70s.\n", "\n", "=== Epoch [100/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:25<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3317, Train Acc: 85.90%, Train AUC: 0.9340, Train F1: 0.8585\n", "Val Loss: 0.3298, Val Acc: 87.61%, Val AUC: 0.9396, Val F1: 0.8779\n", "No improvement in validation loss for 19 epochs.\n", "Epoch [100/100] completed in 5m 27.95s.\n", "Total training time: 9h 6m 6s\n" ] }, { "data": { "image/png": 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vrK2tmT9/Pps3b6ZPnz5YWloW+TiZmZlcvHiRO3fuPFY/HlSuXDnq1avH0qVLcwwuzp49y9atW+nWrRug3D31cBopd3d3ypcvT3p6OqDkGs7KysrRJiAgABMTE30bIYQQQghRNsk4ofSME27evMmePXsYMGAA/fr1y7WMHDmSq1evcujQIUxMTOjVqxcbNmzg6NGjuY6VPXumb9++nDp1ij/++CPfNtmBhgfrh2g0Gn788cdCv8bsWTwPztrJyMhg/vz5Odo1aNCAypUrM2fOnFxBlIcLl9epU4c6derw888/8/vvvzNo0CBMTU0L3SchhHiQ/OshhBBGyNramoYNG3Lw4EGCgoL0U4jbtGlDcnIyycnJxTpY6dy5M56enrRs2RIPDw8uXLjA//73P7p3714iOU5nzZpFcHAwb775JuvWraNHjx44OTkRGhrK2rVruXjxIoMGDXqsY9va2tKrVy/9XU+PO6X89u3b+Pn5MXz48EIXAZw9ezbW1tY5tpmYmPDBBx8wc+ZMunbtSvPmzRk1ahSpqanMnTsXBwcHpk2bBij5g728vOjXrx9169bF1taW7du3c+TIEWbNmgXAzp07GTt2LP3798fX15esrCyWLVuGWq2WIntCCCGEEGWcjBNKzzhh5cqV6HQ6/u///i/P57t164apqSkrVqygadOmfPbZZ2zdupW2bdvy8ssv4+fnx507d1i7di3//fcfjo6OvPvuu/z222/079+fF198kYYNGxITE8P69ev5/vvvqVu3Lv7+/jRr1oxJkyYRExODs7Mzq1evznVjVEFatGiBk5MTw4cP580330SlUrFs2bJcgQoTExMWLFhAUFAQ9erVY+TIkZQrV46LFy9y7tw5/vnnnxzthw0bxjvvvAMgqaeEEE9EghpCCGGksu+2atWqlX6bp6cn1apV4+rVq8U6WHnllVdYsWIFs2fPJikpCS8vL958800mT55cbOd4kLW1NZs3b2bJkiUsXbqUGTNmkJKSQvny5XnuuedYsWIFFSpUeOzjDxkyhJUrV1KuXDmee+65Yux5wT7//PNc29RqNR988AEdO3Zky5YtTJ06lSlTpmBmZkbbtm358ssvqVy5MqC8L6+99hpbt25l3bp1aLVaqlWrxvz583n11VcBqFu3LoGBgWzYsIHbt29jbW1N3bp12bx5M82aNXtqr1UIIYQQQhiGjBNKxzhhxYoVVKxYkbp16+b5vKOjI61atWLNmjXMnj2bChUqcOjQIT766CNWrFhBQkICFSpUoGvXrvobp2xtbdm7dy9Tp07ljz/+YOnSpbi7u9OhQwe8vLxynPuVV17hiy++wNHRkVGjRtG+fXs6depUqL67uLjw999/8/bbbzN58mScnJwYOnQoHTp0yJUyKjAwkF27djF9+nRmzZqFVqulatWqjB49OtdxhwwZwvvvv0/VqlVp0qRJYd9KIYTIRaV7OMwqhBBCCCGEEEIIIYQQxSgqKopy5coxZcoUPvroI0N3RwhRiklNDSGEEEIIIYQQQgghRIlasmQJGo2GF154wdBdEUKUcpJ+SgghRIE0Gg2RkZEFtrG1tcXW1vYp9UgIIYQQQghhaDJOEIW1c+dOzp8/z6effkqvXr3w8fExdJeEEKWcpJ8SQghRoOvXr+trPuRn6tSp+mLXQgghhBBCiLJPxgmisNq1a8f+/ftp2bIly5cvf6K6KEIIARLUEEII8QhpaWn8999/BbapUqUKVapUeUo9EkIIIYQQQhiajBOEEEIYigQ1hBBCCCGEEEIIIYQQQghRKkhNjTxotVrCwsKws7NDpVIZujtCCCGEEEIYnE6nIzExkfLly2NiYmLo7pR6MuYQQgghhBAip8KOOSSokYewsDC8vb0N3Q0hhBBCCCGMzs2bN/Hy8jJ0N0o9GXMIIYQQQgiRt0eNOSSokQc7OztAefPs7e0N3BshhBBCiIckJ0P58sp6WBjY2Bi2P+KZkJCQgLe3t/67sngyMuYQQgghhFGTMYcwgMKOOSSokYfs6d/29vYywBBCCCGE8VGr76/b28sAQzxVkiqpeMiYQwghhBBGTcYcwoAeNeaQZLhCCCGEEEIIIYQQQgghhCgVZKaGEEIIIURpY20Nd+/eXxdCCCGEEEKI4iRjDmHEJKghhBBCCFHaqFTg5mboXgghhBBCCCHKKhlzCCMmQQ0hhBBCCJEnrVZLRkaGobshnhIzMzPUD+ZOFkZBo9GQmZlp6G6IMsLc3BwTE8lCLYQQQojSTYIaQgghhBClTXo6TJigrM+eDRYWxX6KjIwMQkJC0Gq1xX5sYbwcHR3x9PSUYuBGQKfTER4eTlxcnKG7IsoQExMTKleujLm5uaG7IoQQwtg9hTGHEI9LpdPpdIbuhLFJSEjAwcGB+Ph47O3tDd0dIYQQQoickpPB1lZZT0oCG5tiPbxOpyM0NJTMzEzKly8vd/U+A3Q6HSkpKdy9exdHR0fKlSuXq418Ry5ej3o/79y5Q1xcHO7u7lhbW0ugSTwxrVZLWFgYZmZmVKxYUf6mhBBCFKyExxxC5KWwYw6ZqSGEEEIIIXLIysoiJSWF8uXLYy1FAZ8ZVlZWANy9exd3d3dJRWVAGo1GH9BwcXExdHdEGeLm5kZYWBhZWVmYmZkZujtCCCGEEI9FbrsTQgghhBA5aDQaAElP8gzKDmJJDQfDyn7/Jagoilv2v+vZ/84LIYQQQpRGEtQQQgghhBB5ktQkzx75nRsX+X2I4iZ/U0IIIYQoCySoIYQQQgghhBBCCCGEEEKIUkGCGkIIIYQQQgghhBBCCCGEKBUkqCGEEEIIIUQ+fHx8mDNnjqG7IcQzSz6DQgghhBDiYRLUEEIIIYQobaysICREWaysDN0bo6BSqQpcpk2b9ljHPXLkCC+//PIT9a1du3aMHz/+iY4hhLEz5s9gtlWrVqFWq3n99deL5XhCCCFEmSZjDmHETA3dASGEEEIIUUQmJuDjY+heGJU7d+7o19esWcOUKVO4dOmSfputra1+XafTodFoMDV99FdhNze34u2oEGVUafgMLly4kPfee48ffviBWbNmYWlpWWzHLqqMjAzMzc0Ndn4hhBDikWTMIYyYzNQQQgghhBAF0ul0pGRkGWTR6XSF6qOnp6d+cXBwQKVS6R9fvHgROzs7Nm/eTMOGDbGwsOC///4jODiYnj174uHhga2tLY0bN2b79u05jvtw6huVSsXPP/9M7969sba2pnr16qxfv/6J3t/ff/8df39/LCws8PHxYdasWTmenz9/PtWrV8fS0hIPDw/69eunf+63334jICAAKysrXFxc6NixI8nJyU/UH2F85DM4R//4cT+DISEh7N+/n4kTJ+Lr68u6detytVm0aJH+s1iuXDnGjh2rfy4uLo5XXnkFDw8PLC0tqV27Nn///TcA06ZNo169ejmONWfOHHweuBA0YsQIevXqxaeffkr58uWpUaMGAMuWLaNRo0bY2dnh6enJ888/z927d3Mc69y5c/To0QN7e3vs7Oxo3bo1wcHB7NmzBzMzM8LDw3O0Hz9+PK1bt37keyKEEEIIUVrJTA0hhBBCiNImIwM+/FBZ//RTKOG7fVMzNdSa8k+JniM/5z8OxNq8eL6yTpw4ka+//poqVarg5OTEzZs36datG59++ikWFhb88ssvBAUFcenSJSpWrJjvcaZPn85XX33FzJkzmTt3LkOGDOHGjRs4OzsXuU/Hjh1jwIABTJs2jYEDB7J//35ee+01XFxcGDFiBEePHuXNN99k2bJltGjRgpiYGPbu3Qsod8YPHjyYr776it69e5OYmMjevXsLfRFalB7yGczpcT6Dixcvpnv37jg4ODB06FAWLlzI888/r39+wYIFTJgwgS+++IKuXbsSHx/Pvn37ANBqtXTt2pXExESWL19O1apVOX/+PGq1ukivf8eOHdjb27Nt2zb9tszMTGbMmEGNGjW4e/cuEyZMYMSIEWzatAmA27dv06ZNG9q1a8fOnTuxt7dn3759ZGVl0aZNG6pUqcKyZct499139cdbsWIFX331VZH6JoQQQuTylMccQhSFBDWEEEIIIUqbzEz4+mtlfdo0GWAU0scff0ynTp30j52dnalbt67+8YwZM/jjjz9Yv359jju0HzZixAgGDx4MwGeffcZ3333H4cOH6dKlS5H7NHv2bDp06MBHH30EgK+vL+fPn2fmzJmMGDGC0NBQbGxs6NGjB3Z2dlSqVIn69esDSlAjKyuLPn36UKlSJQACAgKK3AchnhZDfQa1Wi1Llixh7ty5AAwaNIi3336bkJAQKleuDMAnn3zC22+/zbhx4/T7NW7cGIDt27dz+PBhLly4gK+vLwBVqlQp8uu3sbHh559/zpF26sUXX9SvV6lShe+++47GjRuTlJSEra0t8+bNw8HBgdWrV2NmZgag7wPAqFGjWLx4sT6osWHDBtLS0hgwYECR+yeEEELkIGMOYcQkqCGEEEIIIQpkZabm/MeBBjt3cWnUqFGOx0lJSUybNo2NGzfqAwSpqamEhoYWeJw6dero121sbLC3t8+VLqawLly4QM+ePXNsa9myJXPmzEGj0dCpUycqVapElSpV6NKlC126dNGn3albty4dOnQgICCAwMBAOnfuTL9+/XBycnqsvgjjJZ/BnIr6Gdy2bRvJycl069YNAFdXVzp16sSiRYuYMWMGd+/eJSwsjA4dOuS5/8mTJ/Hy8soRTHgcAQEBuepoHDt2jGnTpnHq1CliY2PRarUAhIaGUqtWLU6ePEnr1q31AY2HjRgxgsmTJ3Pw4EGaNWvGkiVLGDBgADY2Nk/UVyGEEEIIYyZBDSGEEEIIUSCVSlVs6WcM6eGLfO+88w7btm3j66+/plq1alhZWdGvXz8yMjIKPM7DFxdVKpX+QmRxs7Oz4/jx4+zevZutW7cyZcoUpk2bxpEjR3B0dGTbtm3s37+frVu3MnfuXD788EMOHTqkv/tclA3yGcypqJ/BhQsXEhMTg5WVlX6bVqvl9OnTTJ8+Pcf2vDzqeRMTk1xp3zIzM3O1e/j1JycnExgYSGBgICtWrMDNzY3Q0FACAwP178Gjzu3u7k5QUBCLFy+mcuXKbN68md27dxe4jxBCCCFEaSeFwo3QyZtx/Lz3GnuvRBq6K0IIIYQQZda+ffsYMWIEvXv3JiAgAE9PT65fv/5U++Dn56fP2/9gv3x9ffX5+k1NTenYsSNfffUVp0+f5vr16+zcuRNQLua2bNmS6dOnc+LECczNzfnjjz+e6msQ4nE9jc9gdHQ0f/31F6tXr+bkyZP65cSJE8TGxrJ161bs7Ozw8fFhx44deR6jTp063Lp1i8uXL+f5vJubG+Hh4TkCGydPnnxk3y5evEh0dDRffPEFrVu3pmbNmrlmnNSpU4e9e/fmGSTJ9tJLL7FmzRp+/PFHqlatSsuWLR95biGEEEKUoKwMOPMb3L1g6J6UWaX/dp8yaO/lSGZtu8zgJt60ru5m6O4IIYQQQpRJ1atXZ926dQQFBaFSqfjoo49KbMZFZGRkrouc5cqV4+2336Zx48bMmDGDgQMHcuDAAf73v/8xf/58AP7++2+uXbtGmzZtcHJyYtOmTWi1WmrUqMGhQ4fYsWMHnTt3xt3dnUOHDhEZGYmfn1+JvAYhitvT+AwuW7YMFxcXBgwYgEqlyvFct27dWLhwIV26dGHatGmMGTMGd3d3fVHwffv28cYbb9C2bVvatGlD3759mT17NtWqVePixYuoVCq6dOlCu3btiIyM5KuvvqJfv35s2bKFzZs3Y29vX2DfKlasiLm5OXPnzmXMmDGcPXuWGTNm5GgzduxY5s6dy6BBg5g0aRIODg4cPHiQJk2aUKNGDQACAwOxt7fnk08+4eOPPy7W908IIYQQRXTjAPz9FkReAJUamr0K7SaBha2he1amyEwNI2RlrtyVl5qhMXBPhBBCCCHKrtmzZ+Pk5ESLFi0ICgoiMDCQBg0alMi5Vq5cSf369XMsP/30Ew0aNODXX39l9erV1K5dmylTpvDxxx8zYsQIABwdHVm3bh3PPfccfn5+fP/996xatQp/f3/s7e3Zs2cP3bp1w9fXl8mTJzNr1iy6du1aIq9BiOL2ND6DixYtonfv3rkCGgB9+/Zl/fr1REVFMXz4cObMmcP8+fPx9/enR48eXLlyRd/2999/p3HjxgwePJhatWrx3nvvodEo4zU/Pz/mz5/PvHnzqFu3LocPH+add955ZN/c3NxYsmQJa9eupVatWnzxxRd8nV2Q9R4XFxd27txJUlISbdu2pWHDhvz00085UnCZmJgwYsQINBoNw4YNe9y3SgghRGElhMH5vyA5qmTPk54El/8BbTFdHww/C7ePFc+xjF34WbiyDTJSnt45U2Lgr7GwuIsS0DCzAZ0GDvwP5jeDS5ufXl+eASrdw8k/BQkJCTg4OBAfH//Iu2tKwopDN/jwj7N0ruXBj8MaPXoHIYQQQjxbkpPB9t6dPklJUMwFYdPS0ggJCaFy5cpYWloW67GFcSvod2/o78hlTUHvp3wGRVGNGjWKyMhI1q9fX2A7+dsSQognpNPB960g4iyoTMC7KdTsDjW6gUvV4j3X9mnw3zfw3EfQ5tHB8nylxMD2qXD8F2XmwJi94OH/6P1KeMxRYtISYHYtyEgEUyuo+pzyO/LtAjYuxX8+nQ5Or4F/PoSUe4Gu+i9Ap4/h1hHY+A7Ehyrba/aArl+BQ4Xi70cZUdgxh6SfMkJWZvdmamTKTA0hhBBC5MHKCs6evb8uhBDimRQfH8+ZM2dYuXLlIwMaQgghisGVbfcDGjothB5Qlq2Twc1PuXieX3DD2gWqdQKTQibOCTuh/DyxHFq/DXnMOiyQTgenf4V/Prh/sV2ngf1zoff3j97/ccYcOh3cPQ+psVCxOZioi9bn4nBttxLQAMhKhUsblUVlovTJtwvYuBbPuXQ6OL0aQvYoj91qQo9voFIL5bFvIPi0gn+/hP3/g4t/K/1rOd64AxtOPvdfg5GSoIYRspb0U0IIIYQoiIkJ+Bfi7iohnhHz5s1j5syZhIeHU7duXebOnUuTJk3ybT9nzhwWLFhAaGgorq6u9OvXj88//1x/57qPjw83btzItd9rr73GvHnzAGjXrh3//vtvjudfeeUVvv++EBcJhCgmPXv25PDhw4wZM4ZOnToZujtCCFH27ftW+dn8dWjyClzaBBc3wvX/lJRDkY8oDD3gF6jVs3DniglRfsaGKGmjvIqQzSXqKmycACH3vqu41YTGL8Gmd+DMWnhuMjh4FXyMwo45NFlw8yBc3KRctI+79x2qQkPoMQfK1Sl8v4vDlX+Un81eg7qDld/PpY0QfgZu7FOW4mZqCW3fg+ZvgKl5zufMbZRZG3UGwobxcOsw7Pqk+PtQnOoMkqCGKDpLmakhhBBCCCFEoaxZs4YJEybw/fff07RpU+bMmUNgYCCXLl3C3d09V/uVK1cyceJEFi1aRIsWLbh8+TIjRoxApVIxe/ZsAI4cOaKvlwBw9uxZOnXqRP/+/XMca/To0TkKM1tbW5fQqxQib7t37zZ0F4QQ4tlx6xjc+A9MTKHpq8qd9k1fUZbUWGUWx+V/IC0u975RV5SL/WEnCxfUyMqA+Jv3H59eU7ighiYL9n4Ne2eBJiP3xfbzf8H1vXBwAQR+WthXnltGCgTvVII6lzZDasz950wtlffo9jH4sV3hCmXH31KWCo1A/QSXq7Va5fcAUL2zElApVwfaT4LYG0pfQ/aAJv3xz/EwW08lPZhz5YLbefjDi//AiWVKoEVnxNd9C5OezMAkqGGE9OmnZKaGEEIIIfKSkQGffaasf/ABmJsX3F6IMmz27NmMHj2akSNHAvD999+zceNGFi1axMSJE3O1379/Py1btuT5558HlFkZgwcP5tChQ/o2bm5uOfb54osvqFq1Km3bts2x3draGk9Pz+J+SUIIIYQwRvvvzdIIGJA7dZCVE9QZoCx5OTAf/pkE0VcLd664UCW9Vbaz6yDwM1CbFbzf3q9h9+fKerWO0O3rnBfbW45TghrHlkCbd8HKMf9jPTzmyEyAy1uUC/LBu5TUTtmsnMC3K9TsptSwSEtQXu+5P5RC2ef+hG5fKem5QEnbFHHu/iyKO6eU7Z4B0ONb8GpYiDcpD+GnICkCzG2hUsuczzlVgmZjlMVQTEyg4XBlEU9EghpGyNpc+bXITA0hhBBC5CkzE6ZPV9bffVeCGuKZlZGRwbFjx5g0aZJ+m4mJCR07duTAgQN57tOiRQuWL1/O4cOHadKkCdeuXWPTpk288MIL+Z5j+fLlTJgwAdVDuaxXrFjB8uXL8fT0JCgoiI8++ijf2Rrp6emkp9+/KzAhIaGoL1cIIYQQhhIdDBc2KOst3ij6/tl1NmKuFa59dju3mpASDcmRSiDBt3P++6QnKTMwALp8qcwgebgOR7WO4F5LqXtxdBG0npD/8R4cc3jsg7tHcwZaHCsqha9rdgfvZjlnWJjbQP8lUG+okgYr7gasfh5qdFeCCxc33k9TBUq9C1MrJUXUzx2UVFkdPgJLh0e+VTlc3qr8rNIudxooUaZIUMMIWZkrBYNSZKaGEEIIIYQQ+YqKikKj0eDh4ZFju4eHBxcvXsxzn+eff56oqChatWqFTqcjKyuLMWPG8MEHH+TZ/s8//yQuLo4RI0bkOk6lSpUoX748p0+f5v333+fSpUusW7cuz+N8/vnnTM++MCCEEEKI0uXAPOWCfvXO4FGr6Ps73wtqRAcrKZIeVSw8O6jhWh3s28Gh7+HMrwUHNU4sU1JfOVeBJqPzLiyuUimzNf54RTlm89fB1CLv4yVF3l+/eQjMVVCurhKYqNldSVH0qOLl1TvCawdhz0zY/50yKyObqaUyq6Nmd6V4t06nFFw/vRqO/KQEkbp+AbV6Fb5IenY9Dd/AwrUXpZYENYyQlczUEEIIIYQQokTs3r2bzz77jPnz59O0aVOuXr3KuHHjmDFjBh999FGu9gsXLqRr166UL18+x/aXX35Zvx4QEEC5cuXo0KEDwcHBVK1aNddxJk2axIQJ9++GTEhIwNvbuxhfmRBCCPGMS4mBrDSwL//otkWRFAknVyjrLcc93jGcKoFKraRsSryTO33Vw2LvFQl3rgJ+PZUAxMWNymyMvGpTaDKVwAtA87Fgos7/2LX7wo6PIeG2UqujwbC8j/fHK/cfd/4E6vUGx8f47mJuDR2nKqm59s5WUmjV6AZV2yszOh7U5weoNxj+ngAxwbB2BFTrBN1nKe9hQZIi4fZxZb16AcEfUSY8IiwoDCG7pkZGlhaNVmfg3gghhBBCCGGcXF1dUavVRERE5NgeERGRb62Ljz76iBdeeIGXXnqJgIAAevfuzWeffcbnn3+OVqvN0fbGjRts376dl1566ZF9adq0KQBXr+adK9vCwgJ7e/scixBCCCGKSehB+LYefFsXzq8v3mMf+UkJlpRvkLtOQ2Gpze5flI8JfnT77JkazlWgQgNlpkdmihLYyMu5P5XC4tauUO/5R/el2WvK+r7vlJkjD/vnQwh9IJVn41GPF9B4kLsf9P0Jes0Hvx65AxrZqrSDV/dD2/dBbQ5Xt8HirpCZmnf7bFe3AzplNomd1Dwr6ySoYYSsze9HU2W2hhBCCCGEEHkzNzenYcOG7NixQ79Nq9WyY8cOmjdvnuc+KSkpmDyU8kGtVr5/63Q5byhavHgx7u7udO/e/ZF9OXnyJADlypUryksQQgghyr6kyEdfkH4SV7bDL70gPR40GbB2OJxYXjzHzkiGwz8q6y3HFT4NUl5cqik/C1MsPDuo4VRZOWd2AfLTa3K31elg370i5k3HgJnVo4/fcDhYOED0FaX494NOrIDDPzz6GCXJzBLaf6AEN+zKK7NKTq0qeJ/s1FMyS+OZIEENI2RhaqL/NzIlI8uwnRFCCCGEeIa0a9eO8ePHG7oboggmTJjATz/9xNKlS7lw4QKvvvoqycnJjBw5EoBhw4blKCQeFBTEggULWL16NSEhIWzbto2PPvqIoKAgfXADlODI4sWLGT58OKamObP2BgcHM2PGDI4dO8b169dZv349w4YNo02bNtSpU+fpvPAySj6DQghRxtw4AHNqw3f14e6F4j/+2XWwapCS1qlaJ6g/VKl98dfr99MxPYkTKyA1Vgku+AU92bEerKtREE0WxN4rou1cRfkZ0F/5eW0XJN3N2f7aLog4A2bWyoyKwrCwg8YvKuvZARGAW8fg77eU9VZvF+5YJcm1+v3C7Pv/B9p8bv7WZMLVncp6damn8SyQoIYRUqlU+hRUaRl5TAETQgghhBA5BAUF0aVLlzyf27t3LyqVitOnTz/xeZYsWYKjo+MTH0cUn4EDB/L1118zZcoU6tWrx8mTJ9myZYu+eHhoaCh37tzRt588eTJvv/02kydPplatWowaNYrAwEB++CHnHYnbt28nNDSUF198Mdc5zc3N2b59O507d6ZmzZq8/fbb9O3blw0bNpTsizViT+szmC01NRVnZ2dcXV1JT08vtuMKIYQoRvG34dcXlNRNiXeUFEK3jhXf8Y8tgd9eBG0m+PeBQSvh//53/yL4Px/Azk+UmQyPQ5MFB+Yq6y0eUaeiMFwKGdRIuKW8JrUF2Fe4v2+FRkrA5uzvOdtnByUaDANr58L3p+kYJb3TzYMQeggSI2DNUNCkKzUvWk949DGehgbDwNJRSduVX/qtm4eUmTrWLkq6LlHmSaFwI2VlpiYlQyPpp4QQQgiRm6UlHD58f10watQo+vbty61bt/Dy8srx3OLFi2nUqJHcQV+GjR07lrFjx+b53O7du3M8NjU1ZerUqUydOrXAY3bu3DlXOqps3t7e/Pvvv4/V17LqaX8Gf//9d/z9/dHpdPz5558MHDiw2I5dVDqdDo1Gk2tGjxBCPNMy05QL5MmR4FEbTC3h9lH45f+U4EOVtk92/H3fwrYpynrDkUoh6eygQ6cZYOWkFMPeMxPS4qHLl2BSxHu7z/8JcaH36lQMebL+wv2gxqNqasTcKxLu5JOzz3UGKO/h6V+h2avKtjun4NpupQh5dp2MwrLzhLqD4PgvsHeW8j4lhoGrL/T+QZn5YQxjDgtbZQbK3lnK790vKHcasMv3Uk9V6/TkwSdRKshMDSNlda+uhqSfEkIIIUQuajU0bqws6qfwpV2nU/IJG2Ip5J11PXr0wM3NjSVLluTYnpSUxNq1axk1ahTR0dEMHjyYChUqYG1tTUBAAKtWPSI3bxGFhobSs2dPbG1tsbe3Z8CAATmKWJ86dYr27dtjZ2eHvb09DRs25OjRo4BSlDooKAgnJydsbGzw9/dn06ZNxdo/UUrJZzCXhQsXMnToUIYOHcrChQtzPX/u3Dl69OiBvb09dnZ2tG7dmuDg+xeRFi1ahL+/PxYWFpQrV04fFLt+/ToqlUpfIwUgLi4OlUqlD5Dt3r0blUrF5s2badiwIRYWFvz3338EBwfTs2dPPDw8sLW1pXHjxmzfvj1Hv9LT03n//ffx9vbGwsKCatWqsXDhQnQ6HdWqVePrr7/O0f7kyZOoVKp8C9ALIcQjZWVAWsLTPadOp6QwCjuuBBcGrYBhf0HltpCRBCv6wYW/H//Y26ffD2i0egt6fJPzQrZKBa3fVgIdqJSaGH+OUVIUFeU8+79T1pu8XLg6FY+SnX4qJiT/NEqQs0j4g/z7KMGLsOMQde//hX33+ujf+34h8qJofm9Wy5V/lBkbFvYwaBVY2j/9MUdBmryizFy5fTRnAfNsV7YqP32lnsazQm4lMVLZ6adkpoYQQgghDC4zBT4rb5hzfxAG5jaPbGZqasqwYcNYsmQJH374Iap7d2+tXbsWjUbD4MGDSUpKomHDhrz//vvY29uzceNGXnjhBapWrUqTJk2euKtarVYf0Pj333/Jysri9ddfZ+DAgfqLoUOGDKF+/fosWLAAtVrNyZMnMTMzA+D1118nIyODPXv2YGNjw/nz57G1tX3ifokyQD6DOQQHB3PgwAHWrVuHTqfjrbfe4saNG1SqpFzMuX37Nm3atKFdu3bs3LkTe3t79u3bR1aWcsPYggULmDBhAl988QVdu3YlPj6effv2FfmtmThxIl9//TVVqlTBycmJmzdv0q1bNz799FMsLCz45ZdfCAoK4tKlS1SsWBFQarwcOHCA7777jrp16xISEkJUVBQqlYoXX3yRxYsX88477+jPsXjxYtq0aUO1atWK3D8hhCD2Bizvo8w2aP0OtBoPphYlf97DP8KplaAygX6LlRkHAEPWKumiLv4Nvw6DnvOg3uBHH0+TCdf/U1IPXdqkFI0G6DhNCWrkp/FLStqiP15RCmzbuEHgp4V7DSH/KrMgzKyhyejC7fMoDl7KhXlNuvI7ca6cdzt9UOOh523doOpzcHUbnPlVmT1y7g/luZZvPl6f3HyhRne4tBFQQd+fwdUI/8+x81D+Vo4tUWZrVGpx/7nYGxB5UQn4VO1gsC6Kp0uCGkbK+t5MjdQMCWoIIYQQ4iEZGfDtvdy548aBublh+2MkXnzxRWbOnMm///5Lu3btAOWCYN++fXFwcMDBwSHHxcI33niDf/75h19//bVYgho7duzgzJkzhISE4O3tDcAvv/yCv78/R44coXHjxoSGhvLuu+9Ss2ZNAKpXr67fPzQ0lL59+xIQEABAlSpVcp9ECCP2tD6DixYtomvXrjg5OQEQGBjI4sWLmTZtGgDz5s3DwcGB1atX64OGvr6++v0/+eQT3n77bcaNG6ff1rhx4yK/3o8//phOnTrpHzs7O1O3bl394xkzZvDHH3+wfv16xo4dy+XLl/n111/Ztm0bHTt2BHJ+zkeMGMGUKVM4fPgwTZo0ITMzk5UrV+aavSGEEIVy9yIs66XUsgDY/RmcWavMaqjcuuTOG7IXtkxS1jvNgKrt7z9nagH9l8KGN+HkCmX2RGoM+P1f7uPotMqMhIsb4fJWpV5CNnNbCPwMGg5/dH8C+imzONaOgCMLlSCIjeuj98ueAVF/aNHqVBTERK0EKiIvKimo8g1q3Es/9fBMDYA6A5Wgxuk1kBoHOg1UaQfl6uZuW1jPfQhRl5UZKb4PFNk2tjFH8zfg2FK4vEX5+3ZXvk/rZ2lUbAZWjgbrnni6JKhhpCxlpoYQQggh8pOZCe+9p6y/9lrJDzDMrJW7tQ3BzLrQTWvWrEmLFi1YtGgR7dq14+rVq+zdu5ePP/4YAI1Gw2effcavv/7K7du3ycjIID09HWvrwp+jIBcuXMDb21sf0ACoVasWjo6OXLhwgcaNGzNhwgReeuklli1bRseOHenfvz9VqyqpCN58801effVVtm7dSseOHenbt6/UAREK+QzqaTQali5dyrfZF1mAoUOH8s477zBlyhRMTEw4efIkrVu31gc0HnT37l3CwsLo0OHJ7+Rs1KhRjsdJSUlMmzaNjRs3cufOHbKyskhNTSU0NBRQUkmp1Wrats07j3z58uXp3r07ixYtokmTJmzYsIH09HT69+//xH0VQjxjbh+H5X2VgIFbTaX+wq7PIPoKLO0BdQdD508Kd3G/KOJCYe1w5UJ7wABo/nruNmpTpZi3pQMcnK8U8/7ng0cf28YNanSFmj2UNFZmRajxUKsXlK8PYSfg8E/QflLB7cPPQPAOZaZJXq/hSbhUU4Ia0cFQrWPebfKbqQFQsxuY2UDsdTjys7Kt5bjc7YrCwx/eOJp7+9MeczyKazWo2V2Z6bN/LvSap2zPDmpU75T/vqLMkZoaRspaX1NDghpCCCGEMDCVSkk/Y4jl4SKAjzBq1Ch+//13EhMTWbx4MVWrVtVfQJw5cybffvst77//Prt27eLkyZMEBgaSkZFREu9anqZNm8a5c+fo3r07O3fupFatWvzxh5I24KWXXuLatWu88MILnDlzhkaNGjF37tyn1jdhxOQzqPfPP/9w+/ZtBg4ciKmpKaampgwaNIgbN26wY8cOAKys8s97XtBzACb3CrI+WCQ+MzPvHOw2NjnTcr3zzjv88ccffPbZZ+zdu5eTJ08SEBCgf32POjco/w6sXr2a1NRUFi9ezMCBA4st8CqEMDJabckcN2QvLA1SAhrlG8DIzdBwBLx+WEnHhApOrYL/NYLjyyA5Ku8lM61o581IgdVDICUaPOtA0Lf5/x9iYqLMtOg4TUkPZWqZ9+JSHVq8CS9uhbcvwf/NVWYSFCWgAUo/si/8H/5R6WtBctSp8CnauR4le/ZFdD7FwrVaJWDxYNsHmduAXw9lXacBzwCo0j53u7Kq5Xjl5+k1kHBH+V2G7FG2VQ/MdzdR9shMDSOVXSg8TWZqCCGEEEIU2oABAxg3bhwrV67kl19+4dVXX9Xn9t+3bx89e/Zk6NChgFID4/Lly9SqVatYzu3n58fNmze5efOmfrbG+fPniYuLy3EOX19ffH19eeuttxg8eDCLFy+md+/eAHh7ezNmzBjGjBnDpEmT+Omnn3jjjTeKpX9CPA0l/RlcuHAhgwYN4sMPP8yx/dNPP2XhwoV06tSJOnXqsHTpUjIzM3PN1rCzs8PHx4cdO3bQvn3ui0Bubm4A3Llzh/r16wPkKBpekH379jFixAj95zkpKYnr16/rnw8ICECr1fLvv//q0089rFu3btjY2LBgwQK2bNnCnj17CnVuIUQpkRytpM65tAmu7gBbd+jyhXL3fXG4tBl+Ha7UbPBpDYNXgYWd8pyVo1I4u+5g2DAeIs7A+rH5H8vcFl7+t/D1FbZPhfDTYO2iFAY3f0RAVqVSUkEVVBOjOPn9nxKgiL2upL7Kr05GXCic/V1Zb/GYdSoK4nLv/Yy+mvfzSeGQlQompuBQMe82AQOUi/oALcYV+QaEUs27MVRsrhQLP7QAKrWErDRw8AZ3P0P3TjxFEtQwUtnpp2SmhhBCCCFE4dna2jJw4EAmTZpEQkICI0aM0D9XvXp1fvvtN/bv34+TkxOzZ88mIiKiyEENjUaT6yKnhYUFHTt2JCAggCFDhjBnzhyysrJ47bXXaNu2LY0aNSI1NZV3332Xfv36UblyZW7dusWRI0fo27cvAOPHj6dr1674+voSGxvLrl278POTwZkoXUryMxgZGcmGDRtYv349tWvXzvHcsGHD6N27NzExMYwdO5a5c+cyaNAgJk2ahIODAwcPHqRJkybUqFGDadOmMWbMGNzd3enatSuJiYns27ePN954AysrK5o1a8YXX3xB5cqVuXv3LpMnTy5U/6pXr866desICgpCpVLx0UcfoX3gTmwfHx+GDx/Oiy++qC8UfuPGDe7evcuAAQMAUKvVjBgxgkmTJlG9enWaN29eqHMLIYxYTIgSxLi4UbkQq3tghkbcDVg9WEmp1PVLpZD04zq1Bv58Vbl7v0Z36Lco7xkNXo3g5d3KBeE9MyEtPncbgIwkOPwDdJv56HOnximzPgB6/wCO+VyMNyQTNTQfC5vegQP/g4YjlVRYDzu4QHkPK7eF8vWKvx8uStpRYvKZqZGdesrBO+/+gVJDw+deXRT/XsXZu9Kh5Tjls3R0sTJbA6B652cruCMk/ZSxkkLhQgghhBCPZ9SoUcTGxhIYGEj58uX12ydPnkyDBg0IDAykXbt2eHp60qtXryIfPykpifr16+dYsi9i/vXXXzg5OdGmTRs6duxIlSpVWLNGuZNOrVYTHR3NsGHD8PX1ZcCAAXTt2pXp06cDSrDk9ddfx8/Pjy5duuDr68v8+fOL5T0R4mkqqc/gL7/8go2NTZ71MDp06ICVlRXLly/HxcWFnTt3kpSURNu2bWnYsCE//fSTftbG8OHDmTNnDvPnz8ff358ePXpw5coV/bEWLVpEVlYWDRs2ZPz48XzyySeF6t/s2bNxcnKiRYsWBAUFERgYSIMGDXK0WbBgAf369eO1116jZs2ajB49muTk5BxtRo0aRUZGBiNHjiz0eyOEMCI6HYSdhJ2fwvwW8F09pWbEjX1KQMMzANpNgtE7lVkKJqZKjYB5TeHAfNBkFf2cV7bDHy8rF+PrDoYBvxScokltCi3egImhMC0+9zJ0ndLu1JpHp2oCpQB5VqpSvyO/OhHGoN4QZSZJ7HW4sD738ykxSiFqgJYlMEsDwPleUCMuFLLySL+or6eRR+qpbGpTGPG3sqhz148q86oHgmsNSE+AM78q23wl9dSzRqV7MFmoACAhIQEHBwfi4+Oxt7c3SB8+3Xien/aG8HKbKnzQTe7QE0IIIcQDkpPB1lZZT0qCh/K6P6m0tDRCQkKoXLkylpZFzFksSrWCfvfG8B25LCno/ZTP4LNt7969dOjQgZs3b+Lh4VGsx5a/LSFKiCZTCVpc3AgXN0HCrfvPqdTg01KZPVGzW+5ZDBHn4e/xcPOQ8tizDgTNgQoNC3/+pUFKXYG6z0PPeUrNiieh1SrBmLgbyvHqD82/rU4HC1rC3XPQ5UtoNubJzl3Sdn8Buz+HcvWUGSsP3t2/Zybs/AQ8asOY/0rmzn+dDj6rAJnJ8PoRcPPN+fz2afDfN9B4NHT/uvjPXxQlPOZ4IseX3U+fZmoJ74U8OuWZKBUKO+aQmRpGyspcmWImMzWEEEIIIYQQouxLT0/n1q1bTJs2jf79+xd7QEMIUczSE+HcH/D7aJhZFX7pqRShTrgFZtZKDYfeP8C7V2H4BuVif15pmTxqwcgtSmFtSwelLsVPHeDcn4XrR3SwEtBQmUD7D548oAHKMRoOV9aPLSm47a0jSkDD1BLqDnzyc5e0xqPB1ArunITre+9vz0yDQz8o6y1LsE6FSgUu92Zh5JWCKiZE+VnQTA0BdQaAraey7tNaAhrPIAlqGCkrqakhhBBCiPxYWsKuXcoid9oKIUSZsGrVKipVqkRcXBxfffWVobsjhMhLYjgcXQTL+8FXVWDtCCX9TVo82LhB/Rdg8Bp47xoMXAZ1B4G186OPa2ICDUfA2GNKMAQd7JwB2kJcEzq2WPlZrRM4ej/Bi3tIvaFKaqxbRyD8bP7tjt47v38fsHIqvvOXFBuX+zNP9n17f/upVZAcCfZe4N+7ZPtQULHwwqSfelqMecxhagEdpih/o41eNHRvhAFIoXAjlV1TIy1TghpCCCGEeIhaDe3aGboXQgghitGIESNyFFYXolSLuQZ/jFEKX/f5uXhmDxhadlqgBzlXVVJK1egO3k2UYtRPwtYNei2AkH+VC96XNoFfUP7ts9Lh5EplvVEx1+Gx84Ca3eH8X0rgpPus3G1SY+HcupI5f0lq/jocXQhXtysBG3c/2D/3/nMlXaciu65G9EMzNXS6B2ZqVC7ZPhSGsY856g+Bes9LgfBnVBn4X6Vsuj9T4zEKRAkhhBBCCCGEEEIYQsQ5WNRFqRFx9nc4/6ehe/Tkjv9yP6BRoZFyh/jrh+GNY9D5E6jU/MkDGtksbKHxS8r6vm+VC935ubABUqLBvoIyU6O4NbwXqDj9K2Qk537+1BrISgN3f/BqXPznLynOlaFWL2V9/1wleBQTDJaO0GBYyZ8/e6bGw+mnkqMgIxFQgWOlku9HWSABjWeWBDWMlNW9mRqpMlNDCCGEEA/LzIR585QlM9PQvRFCCCGEUNw8Aou7QVIEmN0rKrxzhlJIuyREXYGVA2FeU9g8EUL2gqaYbw69eQQ2vq2st58Mo3dA67fBrUbJXVBt8gqoLZTUT6EH82+XnfqpwTBQl0AylsptwakypCcoAaoH6XT3U181Gln6Li63fFP5efY3pTg4QONRSlCppLnkM1MjO/WUgxeYGUG6JxlzCCMmQQ0jlT1TIzVTa+CeCCGEEMLoZGTA2LHKkpFh6N4IIYQQQkDwLqVYdloceDWBsYeVOhMx15SZDsUpMw12fQYLWsDlLRB5EQ4tgKU94OtqSuqr8+vznl1QFInhsGYoaDKgZg8lmPE02Hko9TgA9n+Xd5vIy3DjP6VAeP0XSqYf2bU+4H4AJdvNQ8r7bmatFG0ubcrXh8ptQJulvA61hRJMehqyZ2ok3IaMlPvbY40o9RTImEMYNampYaSya2qkSvopIYQQQgghhBBCGLPz6+H3UcrF/6rPwcDlYG4Dbd6Dze/Cv18qF+nNbZ78XNd2w98T7qfuqd4Z6gyEqzuUAEdqjFL0+dQqUJsrKYXyYucBz00B3855P5+VDmtegKRwcKsJvb9/urVBWryhBIMubYLIS8rMkAcdW6L8rB4IDhVKrh/1higzGcKOw51TUK6usj07yFG7D1g6lNz5S1KLcRCyR1mvO0j5m3garJ2Vv8u0OCXo51lb2W5MRcKFMHIyU8NIWUr6KSGEEEIIIYQQQhi7Eytg7XAloFGrJwxefT940XAEOPko6agOzn+y8yRFwrqXldkgMcFg6wn9l8Lzv0JAP+i9AN65AiM2QrPXlZoEmgxIvpv3En4GVvaHX4dBwp2c59LpYNM7cOuwcsF+0EqwsHuy/heVa3WlUDfknq2RmQanSqhA+MNs3e4XK88OZKTEwLk/lPWGL5bs+UtStQ7g3QzM7aDluKd77uwUVA/W1cgOajgZyUwNIYyYzNQwUvdnakhQQwghhBBCCCGEEIWQGAGXN8PFjcrd/XlRmUCT0dD89cc/T1oCXN2uFKo+t07ZVv8FCPo2Z8FsU3OlDsW6l2Dfd9BolHKXel7SE5UZGDcP5f18chRkJgMqpf/PTc49Q0BtCj6tlCXwU+UicWZqHgfTwanVcHABnP8Lru5Uin83HqX0/+iieymzVNB30f0L0E9by3Fw8W+lUHf7yWBfTtl+/i9IjQUHb6jWseT70Wik8ns+sxY6z1DeO006eARAhQYlf/6SolLBsL8gKxWsnJ7uuV2qwe1jEH31/jaZqSFEoUlQw0jpa2pIUEMIIYQQQjwmHx8fxo8fz/jx4w3dFSGeSfIZFE9F1BXlwvfFTUphaXSP3mfrZKjUEsrXK/x5Eu4oqZAubVJS9mgeyLHffCx0/iTvYtG1+8L+b5WZEXtnKcGGh6XEwPK+SoqjgngGQI9vwavho/urUhUcjPAMUNJW/T1eubi8+V1l9kPDEbD5faVNx6lQ/SkEDfLj3QQqNofQA3Doe+g0Xdl+7IEC4Q8GkUqKT2vlInz0VTjz2wMFwkeUvgLhDzOzNExRbufsYuHX7m+ToIYQhSbpp4xUdlAjJVODTleILyRCCCGEEM+4ESNGoFKp9IuLiwtdunTh9OnTxXaOadOmUa9evUK1e7Av2UvNmjWLrS9CGBv5DArxlMVcgwWt4H+NYPs0JVUSOijfAJ77CEZugZd25F78gkCnhfVjQZP56POkxMDS/4PZNWHjBGWGhiZDucjdchy8tFMJVOR3cdvEBDpOU9YP/whxoTmfTwiDxV2VgIaVs5K+Kq9+v7IHXv63cAGNwipXB0Ztg25fg4U9hJ2ADeNAmwn+vaHl+OI71+Nq8aby8+hiZYbM3QtKkEOlLrkC4Q9Tqe4XDN85A6Iug5kNBJTCAuHG4uH0U6mxygLGUyhcCCMmMzWMlNW99FM6HaRnabE0ewqRdyGEEEKIUq5Lly4sXqzcPRgeHs7kyZPp0aMHoaGhj9iz+Pn7+7N9+/Yc20xN5eu3KNvkMyjEU7T5fYg4AyZmULkN1OwGNbqBffmC9+v+DVz/T5k5sX8utJ6Qf1tNFqwdASH/Ko+9GivnqNkD3HwL39eqHZS7/a/vhV2fK/UvQAnM/NJTCXTYlYdhf+YuiF3STNRKOiu/INgySUmz5BkAPecZxywE3y7g6qsEEo4vhfhbyvYaXe+no3oa6j4POz6GlGjlcUBfsLR/eucva7KDGtnpp2JClJ+2nvdr0ggh8iUzNYyU1QNBDElBJYQQQogcLCzg77+VxcLi6Z03OTn/JS2t8G1TUwvX9jFYWFjg6emJp6cn9erVY+LEidy8eZPIyEh9m5s3bzJgwAAcHR1xdnamZ8+eXL9+Xf/87t27adKkCTY2Njg6OtKyZUtu3LjBkiVLmD59OqdOndLf9b1kyZJ8+2JqaqrvS/bi6uqqf97Hx4cZM2YwePBgbGxsqFChAvPmzctxjNDQUHr27ImtrS329vYMGDCAiIiIHG02bNhA48aNsbS0xNXVld69e+d4PiUlhRdffBE7OzsqVqzIjz/++BjvrDAK8hmUz6AouyLOwbI+cONA4dpf3wdXtip367+6H15YB41fenRAA5TCz4GfKeu7v4Do4Pzbbp+qBDTMbJSZEi9tV4IgRQlogBIc6HgvddKpVRBxHsLPwqIuSkDDuQq8uOXpBzQeZOcJ/RfDG8eV2RvGcmHZxARavKGsH5ivvH8ADUu4QPjDbFzA7//uP37a5y9rstNPJUdCWvwDqaeMaJaGocYcQhSCBDWMUXQwppc3UV99HYDUTAlqCCGEEOIBpqbQvbuyPM27jm1t81/69s3Z1t09/7Zdu+Zs6+OTd7snlJSUxPLly6lWrRouLi4AZGZmEhgYiJ2dHXv37mXfvn3Y2trSpUsXMjIyyMrKolevXrRt25bTp09z4MABXn75ZVQqFQMHDuTtt9/G39+fO3fucOfOHQYOHPhEfZw5cyZ169blxIkTTJw4kXHjxrFt2zYAtFotPXv2JCYmhn///Zdt27Zx7dq1HOfcuHEjvXv3plu3bpw4cYIdO3bQpEmTHOeYNWsWjRo14sSJE7z22mu8+uqrXLqUT/FYYdzkMyifQVE26XRKyqPgHfDbi8oFzke13z5VWW8wrOgBBoC6g6Hqc0qx5/Vvglabu82pNXDgf8p67wVQrm7Rz/Mgr4b3LorrlNRXS7pBUgR41FZSZTlVerLjFxeXqmBmZehe5FRnINh6QGKY8vfhWFH5/T1tTccoheYrNi/dBcKNgaU92Lgr69HB92dqGFM9DUONOYQoBPmLNEan18C/XzLYrBMnNCNJkZkaQgghhBCF8vfff2N772JscnIy5cqV4++//8bERLmXZ82aNWi1Wn7++WdU91JKLF68GEdHR3bv3k2jRo2Ij4+nR48eVK2q3EHn5+enP76tra3+7u9HOXPmjL4v2YYOHcr333+vf9yyZUsmTpwIgK+vL/v27eObb76hU6dO7NixgzNnzhASEoK3tzcAv/zyC/7+/hw5coTGjRvz6aefMmjQIKZPn64/Zt26OS86devWjddeew2A999/n2+++YZdu3ZRo4YB74YVZZZ8BuUzKB7Dxb/vFfhGuWi9fRr0+KaA9huV9mbW0G7i451TpVLOMb853PhPSWvU6IE778NOwoZ7tRxavwO1ej7eeR7WYYrS/9vHlMfeTeH5X8HKsXiOX1aZWigBhR33/q1pMFyZwfG0eTeG1w+DjdvTP3dZ5FIVku8qszSMcaaGEEZMghrGyFq5i8lFlQRAmszUEEIIIcSDMjNhxQplfcgQMDN7OudNSsr/OfVD9b/u3s2/7cOD8AfSzjyp9u3bs2CBkqc7NjaW+fPn07VrVw4fPkylSpU4deoUV69exc7OLsd+aWlpBAcH07lzZ0aMGEFgYCCdOnWiY8eODBgwgHLlip6zukaNGqxfvz7HNnv7nLmnmzdvnuvxnDlzALhw4QLe3t76i6kAtWrVwtHRkQsXLtC4cWNOnjzJ6NGjC+xHnTp19OsqlQpPT0/uFvT7EcZLPoNFIp9BUSpospQ6BQDVOipFuI8ugoD+UKlFwe2bvaqkTHpcTj7w3GT45wPYNkWp3WBfDpIiYfUQyEqD6p2h/QePf46HuVaHRi/CkZ+UOhsDlxlPmidj1+hFpQaKJgPqDzVcP1yrG+7cZY1LVaXoe3QwxBrhTA1DjTmEKAQJahije0ENZ5NEAJmpIYQQQoicMjJg5L27Kfv3f3oDDJsiXHQoqbaPPJQN1apV0z/++eefcXBw4KeffuKTTz4hKSmJhg0bsiJ7gPYANzflrsPFixfz5ptvsmXLFtasWcPkyZPZtm0bzZo1K1JfzM3Nc/SlJFhZPTo9htlDfx8qlQptXmlGhPGTz2CR+iKfQVEqnFqpFIC2coZ+i2DrZDj+C6x/A8bsAzPLPNpfAisnaDnuyc/fdAyc/V2ZObHpHei/RCkMnnBLyfnf5yelkHZx6voV1HsePOuAWi5LFZqVo1LXRJv5ZMEsYTycHygWrp+pYURBDUONOYQoBKmpYYzuBTWcdEpQQ2pqCCGEEEI8HpVKhYmJCan3CiM3aNCAK1eu4O7uTrVq1XIsDg4O+v3q16/PpEmT2L9/P7Vr12blypWAcpFUoym+72YHDx7M9Tg71Y6fnx83b97k5s2b+ufPnz9PXFwctWrVApQ7wHfs2FFs/RGiuMlnUIgCZKbCrs+V9dZvg6UDdJoBtp7KRc49Mwto/47S/kmZqOH/5oKJqZIGa2mQko7K3A4GryqZtFAmJko9BgloFJ2jt3Fd9BZPxuVe4D38tFJfBsBJ0k8JURgS1DBG94IaDiQAkCozNYQQQgghCiU9PZ3w8HDCw8O5cOECb7zxBklJSQQFBQEwZMgQXF1d6dmzJ3v37iUkJITdu3fz5ptvcuvWLUJCQpg0aRIHDhzgxo0bbN26lStXrugvcvr4+BASEsLJkyeJiooiPT09375kZWXp+5K9RERE5Gizb98+vvrqKy5fvsy8efNYu3Yt48Ypd9527NiRgIAAhgwZwvHjxzl8+DDDhg2jbdu2NGrUCICpU6eyatUqpk6dyoULFzhz5gxffvllSby1QhSKfAblM1jmBO9UZk2kxBT/sQ/9oNTQcPCGxi8p26wcofvXyvq+ORB+9n77wz8q7e297rcvDh7+0OotZT30gPKzzw/gJnVfhChRLvdmakReVH5aOUt9GSEKSYIaxuheUMNOmwDoSM3MMmx/hBBCCCFKiS1btlCuXDnKlStH06ZNOXLkCGvXrqVdu3YAWFtbs2fPHipWrEifPn3w8/Nj1KhRpKWlYW9vj7W1NRcvXqRv3774+vry8ssv8/rrr/PKK68A0LdvX7p06UL79u1xc3Nj1apV+fbl3Llz+r5kL5UqVcrR5u233+bo0aPUr1+fTz75hNmzZxMYGAgod7j/9ddfODk50aZNGzp27EiVKlVYs2aNfv927dqxdu1a1q9fT7169Xjuuec4fPhwMb+rQhSefAblM1imnFoDy/sp6aD+/ap4j50aC//NVtbbf5AzzZRfkLJos2D9WKWORmoc7M2nfXFo8y643gtitJsENbsX7/GFELk9POtGZuEIUWgqnU6nM3QnjE1CQgIODg7Ex8fnKiT3VGSmwqdKfsSAtJ+Z1Lspzzet+PT7IYQQQgjjlJwMtrbKelJSsebDB6Vgb0hICJUrV8bSspgvmgg9Hx8fxo8fz/jx4w3dFb2CfvcG/45cxhT0fspn8Okwxs9gSZO/rSI4/JNSYyKbmTW8dQ6snYvn+NumKjMx3GvBmP9y161IDIf/NYH0eOj8KaREwX/fgJsfvLqv+OtcZJ8z/IxSsFylKv7jCyFym+2v1LABCBgAfX8ybH8eVMJjDiHyUtgxh8zUMEZmVmCm/EPhrEogJUNmagghhBBCCCGEECVOp4N/Z94PaDR5BTwDIDMFji4snnPE34ZD3yvrHabkHaCw84TOM5T1nZ/AwXvtO04tmYBG9jmrd5KAhhBPk8sDszNkpoYQhSZBDWN1LwWVM4mkSaFwIYQQQgghhBCiZOl0sHUy7PpEedz2fej6JbRQ6qxw6Acls8KT+vcLyEoD72bg2yX/dg2GgU9ryEpVlke1F0KUPtnFwgGcpUi4EIVlaugOiHzYuEB8KE6qRFKkULgQQgghHmRhAb/+en9dlErXr183dBeEeKbJZ1DkoMmCDePg5HLlceDn0Pw1Zd2/F+z4GOJD4dQqaPTi458n8jKcuHeOTtMLnhWhUkHQt7CghRIEeVR7IUTp41z1gXUjm6khYw5hxCSoYayyZ2qoEkmVmRpCCCGEeJCpKfTvb+heCCGEEGVDWjz89Tpc2AAqE/i//0H9IfefV5tB89dhy/uw/3/QYHjRU0DpdHD3AmyZCDot1OgGFZs9ej+XqjByk1JYvDDthRClS46ZGkYW1JAxR6kWGp3Cb8dv0b+hF97O1obuTrGToIaxuhfUcCKRRJmpIYQQQggD0Ol0hu6CeMq0Wq2huyAeIL8PUdzk3/WH6HRwbh1smQRJEaA2h74Lodb/5W5bfyjs/hxiguHixrzbPEyrgZuHlPYXN0JsiLJdZaLU0iisCg0L31YIUbq4+yk/rV311wKFeFLBkUkM/vEgdxPT+e3oTX4d0xwvp7IV2JCghrF6YKbGXZmpIYQQQogHZWXBH38o6717K3dRFSMzMzNUKhWRkZG4ubmhklQXZZ5OpyMjI4PIyEhMTEwwNzc3dJeeaebm5piYmBAWFoabmxvm5ubyORRPTKfTERkZiUqlwszMzNDdMbyYEKUY+NXtymOXasoMjUrN825vYQtNRsOembDvW/ALyj8VVOx1pd2lzZASfX+72gKqtIOmL9+/kCmEeLY5VYIBv4BdOeNLL1fCYw5RMh4MaACExafx/E+H+PWV5ng6WBq4d8VH/hqNlbUzoBQKl5oaQgghhMghPR0GDFDWk5KKfYChVqvx8vLi1q1bknP+GWNtbU3FihUxMTExdFeeaSYmJlSuXJk7d+4QFhZm6O6IMkSlUuHl5YVaXcTUSWVJVgbs/04JOmSlKbMzWr8Nrd4C00fkjG/yCuz7Dm4fhdADUKlF7jbhZ2BZH0i+qzy2dFSKe9fsBlU7KMERIYR4UK2eJX4KnU7HXyfDOHM7nkou1lRxtaWquw2e9pb53zhRwmOObJkaLfuuRnH1bhId/TzwcbV54mNqtTpMTIonSHQ+LIFPNp6njpcjr7SpgpPN07v5JyNLy/7gKP45F86N6BT6N/KiZ90K+b62BwMaNTzsmD2wLq8uP05oTApDfj7Imlea42qb//91lyMS+XjDeV5rV5UW1VxL6mUVCwlqGKsHZmqkyUwNIYQQQjxltra2VK9enczMTEN3RTwlarUaU1NTmRFgJMzNzalYsSJZWVloNDIeEMXDzMzs2Q5o3NgPf78FkReVx5XbQPdvwLVawftls3WDes/DscXKbI2Hgxqhh2Blf6VGh0cABH6qtFHLzBghhOGkZ2mY/MdZ1h67les5a3M1lV1tqOJmi4+LNd7O1lRytqaSiw3uJjpK6jYXrVbH4esxbDgVxuaz4cQkZwDw6aYLdKjpzsiWlWlR1aXQ30t1Oh0hUcnsvRLF3iuRHAiOxsnGnBm9atO+hvtj9/N8WALP/3yQuJRM9gdHs/zgDUa1qsxLrStjZ/l4/7ZrtDriUzOxNldjaZb7/+TUDA3/Xo5ky9k77Lh4l8S0LP1z+4OjWbr/BlODalG/olOO/R4OaKwc3RQXWwtWvNSUAT8cIDgymaE/H2L1y81wtM4ZmIlPyeSb7ZdZdvAGGq2OhLRM/nq9pVGPC1Q6SaqZS0JCAg4ODsTHx2Nvb2+YTpz/C34dxlGtL5+X+5bfX83jDhAhhBBCPJuSk8H23p2eSUlg8+R3MwnxKEbxHbkMkfdTiKcoJQa2TYETy5TH1q5KwKHOwKKne4kOhrkNAR28dgjcayrbr26H1UMhKxUqNofBq8HKsThfhRBCFFl0Ujpjlh/jyPVYTFTQt4EXsSmZXItKIjQ6hSxt/peFHbUZnJzZB4AN+y7TroHPY1/IByXwcPZ2An+dvM3fp+8QnpCmf87V1pwqbrYcDonRb6vhYceIlj70rl8hx8X/TI2W6KQMopLSuR6dzL6rUey5HMXtuNQ8zzuosTcfdvcrct8fDGjUrmCPRgsX7iQA4Ghtxpi2VRnWvBLW5vnPGUhIy+RSeCIX7iTcWxK5FJ5I6r0b2M3UKmwtTLG1NMXWwgwrMxPO30kgLfN+XTU3OwsC/T1wtrFg4d5rJN/L6NOnfgXe61ITTwfLfAMa2UKikhnwwwEiE9Op4+XA8peaYm9phkarY/WRUL7+5xKxKcrNbIH+HkzuXstgxcUL+x1Zghp5MIoBxvV9sKQbwdpyvOHyE5vGtTZMP4QQQghhfCSoIQzAKL4jlyHyfgrxhG4dhchLUKUtOHjl3Uang1OrYeuH92tbNBgGHafrUz4/ljVD4cIGqDcUes2Dc3/A76NBmwnVOsKAZWBetgqyCiFKn0vhiYxaeoRbsanYWZgy9/n6tHtg1kKmRktoTArXIpO5FpnEjZgUbsakcCM6hdtxqZinpXLhm34A+L31Gxpra9pUd6N7HU86+nkUOkiQnJ7FXyfDWHn4BmdvJ+i321ma0sXfk/+rV57mVVwwVZsQHJnE0v3X+e3YLX06fkdrM/w87YlKSicqKV1/8f1hZmoVjSo509rXlRZVXVl/MoxF+0IAqOBoxcz+dWhRtXAplR4MaNT1dmTZqCbYmpuy+Ww4s7ddIjgyGQBXWwsGNPLSz76IS8kkLjVD+ZmSmSNwUxReTlZ08fekS21PGlR00qebupuQxlf/XOK3e7NurMzUjGzpw2/HbuUb0Mh2OSKRQT8eJCY5g4aVnHizQ3W+3HyR8/cCNdXdbZka5E+r6oZNOyVBjSdgFAOMuxdhflNidbb0sVvBrnfaGaYfQgghhDA+EtQQBmAU35HLEHk/hXhMyVGwdTKcWnV/W7m6ULMH1OgGHv7K7IuoK0qqqet7lTZuftDjm/wLgRfFraPwcwcwMYN2E2HXp6DTgn8f6P0DmD69fOtCiLJJq9XxzfbLrDgUirONOdXcbKnmfn+p4mZT4AyBHRcieHPVCZIzNFRysWbh8EZUc7cr9PmzNFru3I7Gu5ISBOn26SbOJ9yfPWCuNqGNryuNfJzxcbGhipsNFZ2tc8yoOB+WwMrDN/jzRBhJ6UoKJXNTEzrX8uD/6panbQ03LEzzTokYn5rJ2qM3WbL/Ordic8/AUJuocLExx8PekkY+TrSp7kbTKs653pMDwdG8+9sp/TFGtPDh/S41sTLPPxVjXgEN+wcCOFkaLX+dDGPOjsvcjMl7dsiDyjlY4lfOnpqedviVs8evnD0Vna1Jy9KQlJZFUnoWifd+JqVlUcnFGv/y9gWmfjp1M47pG85xPDROv62ggEa2s7fjef6ngyQ8kNLKztKUCZ18GdqsEmZqw9fVK1VBjXnz5jFz5kzCw8OpW7cuc+fOpUmTJnm2XbJkCSNHjsyxzcLCgrS0+5GvESNGsHTp0hxtAgMD2bJlS6H6YxQDjKRI+LoaWp2K1ua/su/DzobphxBCCCGMjwQ1hAEYxXfkMkTeTyGKSKuFk8uVNFKpsYAKPGtD+FnggcsajpXAu4mS0lmTAaZW0PY9aD62eIMNi7vBjX33HzccAd1ng8kzXLNECJFLYlomB6/FsPdKJFFJ6Qxv7kPTKi6P3OetNSfZfuFuge087S0p72hJeUcrKjhaUf7ecjkika+3XkKng+ZVXJg/pMHjFbd+YMyhS0zkUpKWTafvsPHMHf1MhQepVFDewYrKrjYkpWdx8mac/rkqrjY837QifRt4FakvGq2OvVciiUvJxM3OAldbC9zsLHC0Mit0IfCk9Cw+23SBlYdCAajsasPAxt7UqeBAbS+HHAGLBwMa9bwd+eWhgMaDMrK0/H78FidCY7G3NMPR2gwHKzMcrM1xtFLWKzpbl1hhcZ1Ox/pTYczaehlnG3MWDm9UYEAj24nQWF5YeJjkjCwGNa7IO519C7Xf01Jqghpr1qxh2LBhfP/99zRt2pQ5c+awdu1aLl26hLt77kIuS5YsYdy4cVy6dEm/TaVS4eHhoX88YsQIIiIiWLx4sX6bhYUFTk45C6jkxygGGJosmKH8I9eOn9k9rb9h+iGEEEII4yNBDWEARvEduQyR91OIIrh7QZl1EXpAeewRAEFzwKuRckPg5S1wcSNc2wVZD6T6qNYRun0NzpWLv0+XtsCqgcp6y/HQcVrR63MIIYzWzZgUtp2PwMHKjLreDlRxtS3URXSNVseZ2/HsvRzJ3itRHA+NzVW3YnATbyZ29cPBKvfF8hvRyYz+5SiXI5IwNzXh4//zp5yjFVfvJnH1bhLBd5O4GpmkL6xdkCFNKzLt//wf/+77fMYcOp2OyxFJbDsfzuWIJK5HJxMSmUxielaO3U1NVATW9mRI04o0r1L4ot8l5d/Lkbz/2+lcKaGquNpQx8sBX087ftxzrVABDWOj0+mK9P6Gx6eRkaWloovxpUos7Hfk/OcpPSWzZ89m9OjR+tkX33//PRs3bmTRokVMnDgxz31UKhWenp4FHtfCwuKRbYya2hSthSMm6XFYZcYZujdCCCGEMCbm5pB984a5pLgQQghRRmVlwL9fwL5vQZsFZtbQ/gNo+iqo713OsHWDBi8oS0YyBO+E0IPg3RT8gkou0OAbqAQybNyg/tCSOYcQ4qlKzdCw+ewd1h69xYFr0Tmes7MwpXYFB+p4O1DPyxEvJ2vC4lO5GZPCrdhUbsWmcDMmlZuxKfpaENl8XKxpXd2NtEwNa4/dYtXhm2y/cJdpQf50C/DUX4zefzWK11YeJy4lE3c7C34c1oh63o4AtPV1y3HM6KR0bsamEhaXvaQpP+NTSUrPYmQLH4Y2q/RkgYR8xhwqlYoannbU8Lyfzkqn0xGdnMH1qGRCopJJz9IS6O+Jm53xzABo6+vGP2+14dcjNzlxM5bTt+K5FZvKtahkrkXdn3lS2gIaQJF/z54OliXUk6fHoEGNjIwMjh07xqRJk/TbTExM6NixIwcOHMh3v6SkJCpVqoRWq6VBgwZ89tln+Pv752ize/du3N3dcXJy4rnnnuOTTz7BxSXv6V3p6emkp6frHyckJOTZ7mnTWTtDehx22niyNFpMjSCvmRBCCCGMgJkZjBhh6F4IIYQQJUeng7/Hw8kVyuMa3aDrV+Donf8+5jZKIMMvqOT7p1JBq7dK/jxCiBKl0+k4HhrH2qM3+fv0HX3tB5UKmlV2IVOj5WxYPInpWRy4Fp0r2JEXO0tTWlZ1pbWvK62rueW4G75fQy8m/XGGa5HJvL7yOB393Pm4Z222X4hg+obzaLQ66no58OOwRnjY53/h2cXWAhdbC33Qo0QUYcyhUqlwtVXSQzXycS65Pj0hByszRrepon8ck5zB6VtxnLkVz6lb8Vibq/mkd+1SFdB4Vhk0qBEVFYVGo8mROgrAw8ODixcv5rlPjRo1WLRoEXXq1CE+Pp6vv/6aFi1acO7cOby8vADo0qULffr0oXLlygQHB/PBBx/QtWtXDhw4gFqdO7/l559/zvTp04v/BT4hlY0rxF7DSZVIaqYGOwlqCCGEEEIIIYR4Fhz+SQloqEygz08Q0M/QPRJClEIarY6QqCQu3EkkPD6NiIQ0IhLTiYhPIyJReZyWeb8AdkVna/o19KJvQy8qOFoBSmHoK3eTOH0rjpM34zl9K467iemUd7TCy8kKbydrvJ2t8HKyxtvJiorO1vnemNy0igubx7Vm3q5gFuy+yvYLd9lzeTcZGqUPvetX4PM+ATkKbouS42xjTrsa7rSrkbsEgjBuBk8/VVTNmzenefPm+sctWrTAz8+PH374gRkzZgAwaNAg/fMBAQHUqVOHqlWrsnv3bjp06JDrmJMmTWLChAn6xwkJCXh7F3D3x1OislFmljhnBzUkSiiEEEIIgKws+OcfZT0wEExL3Vc6IYQQIn/X/4N/7mV06DhdAhrimaLV6rhyN4lq7raoC1kIWafTEZGQjrudRaGLJ2u0OvZcjqRmOTvKOVg9SZefGp1OR0Jqlr4mgtpEhamJSvmpVn7eTUjnfFgCZ8PiOReWwPmwBFIzNQUe18pMTdcATwY08qaJj3Ou99BUbYJfOXv8ytkzsPGTvw4LUzUTOvkSVKcck9ad4eiNWFQqmNilJi+3qWLw2hN6MuYQRsygf42urq6o1WoiIiJybI+IiCh0PQwzMzPq16/P1atX821TpUoVXF1duXr1ap5BDQsLCywsjCfHWzaVtRLUcCKR1IyC/wEWQgghxDMkPR169FDWk5JkgCGEEKLsiLsJvw5XamjU7gct3jB0j4QokFarY19wFFkaHf7l7XEvIGXQoySkZfL6iuPsvRJFPW9HZg2oS1U32wL3iUxMZ8pfZ9l8NpwGFR2Z2f/R+9yMSeGtNSc5eiMWc7UJg5p483r7agWmO3padDodd+LTOB+WQEhUMrfjlHoVSt2KVH16qKKwMlNTs5wdFZ2t8bC3xN3OAg97y3uLBZ4OlliYPv2ZEdU97Pj1leb8cy4cd3tLGlZyeup9KJCMOYQRM+hfo7m5OQ0bNmTHjh306tULAK1Wy44dOxg7dmyhjqHRaDhz5gzdunXLt82tW7eIjo6mXLlyxdHtp8c650wNIYQQQgghhBCizMpMhTVDICUKPAPg/+aWXKFvIZ6QTqdjz5UovtpykXNh92uzutlZ4F/eHv/y9tQu70Adb0d9GqOC3IpNYdSSo1yKSATg5M04un27l3cDa/Biy8q5Zg/odDo2nL7D1L/OEpuSCcDx0Pv7jGxZOddMD51Ox2/HbjFt/TmSMzSYmqjI0Gj55cAN1hy5ydBmlXi1XVVcbYvnxl+dTsfliCT+vXyX5HQN9lZm2Fua3vtphr2VKSYqFZfCEzl/J4FzYfGcD0vQv578OFqboVapyNLq0Gp1ZGl1aLQ6srRa7CzNlPe+goP+91DZtfCzXp42ExMVXQNK2fVKIYyAwUNsEyZMYPjw4TRq1IgmTZowZ84ckpOTGTlyJADDhg2jQoUKfP755wB8/PHHNGvWjGrVqhEXF8fMmTO5ceMGL730EqAUEZ8+fTp9+/bF09OT4OBg3nvvPapVq0ZgYKDBXudjeSCokSIzNYQQQgghhBBClFZZGRBxBpyrgFUedyPrdLBhHNw5pYyFB60Ec+vc7YQwAqduxvHllovsD1aKRttZmOLhYMm1yCQiE9PZfSmS3Zci9e0D/T14N7AG1dzt8j3eqKVHiUpSUkh93ieAJfuvs/dKFJ9svMDWcxHM7F+HSi42ANxNTOOjP8/yzzkl84lfOXve61KDRf+F6Pf551w4M/vVxcdV2ScmOYMP1p1hy7lwABr7ODF7QD1uxqQwa9tljt2IZeF/Iaw8FMrwFj4836QiMSkZ3IhO5mZMCjeiUwiNUWZMuNqaE+DlQB0vR+p4OVDNzVZfQyI9S8OhazHsuBDBjot3uRWbWuT3V22iorq7LVXdbfF2ssbLyUq/VHC0xspc6k0I8awzeFBj4MCBREZGMmXKFMLDw6lXrx5btmzRFw8PDQ3FxOR+cZ3Y2FhGjx5NeHg4Tk5ONGzYkP3791OrVi0A1Go1p0+fZunSpcTFxVG+fHk6d+7MjBkzjDLFVIGygxokkiZBDSGEEEIIIYQQpdGNA/D3eIi8CCam4NMKanSHmt3AwUtpc3A+nF4DKjX0XwKOFQ3ZYyHydC0yia+3XmLTGSUwYK42YVjzSrzWvhrONuakZGRx4U4i5+/Vczh7b+bBP+ci2HY+gr4NvBjfyTfHzI0tZ8MZv+YEaZlaanrasWhEY8o7WvFcTXdWHb7JpxvPc/h6DF3m7GVSt5o4WJkxdf054lIyMTVRMfa5arzWrhrmpia083XT73Pkeixdvt3D+11q4uNqw3u/nSYyMR0ztYq3OvnySpuqqE1UeDtb07yqC3uuRDF76yVO3Yrn+3+D+f7f4Hzfh9txqZy6FQ+EAkp6J//y9jham3EgOJrkB65hmZua0LKqC+UdrUhMyyIhLZOE1EwS0rJISM0kPUtLNXdb/MvbU6ucPf7lHajuYSuFsoUQBVLpdDqdoTthbBISEnBwcCA+Ph57e3vDdeTSFlg1kFPaKkQO2kLHWh6G64sQQgghjEdyMtjey5WclAQ2Nobtj3gmGM135DJC3k/xTEiJgW1T4MQy5bHaAjTpOduUqwsVW8DhH0GngS5fQLNXn35fhSiAVqtj9rbLLPg3GI1Wh0oFfep78Van6ng5FTyj6EpEIl9vvaSfVWFuasKwZkog5Pdjt/hs8wV0OmhXw43/Pd8AW4uc9x/fjEnhvd9Oc+BadI7ttcrZ83X/utQqn/v/kFuxKbz/+2n2Xc25TzV3W+YMrEftCg559lWn07Hz4l2+2X6Zs7cT8LS3pKKLNRWdrankbE1FF2XWxJ34NE7fiuf0rTjO3k7IVefC3c6CDn7uPFfTg5bVXLA2N/g91eJxyJhDGEBhvyNLUCMPRjPAuHkEFnbkptaNk333EFS3vOH6IoQQQgjjIQMMYQBG8x25jJD3U5RpOp0y6+KfD5X6GAANhkHH6ZAaCxc3KsvNQ8ADlyTqDoZeC6SOhshTSkaWkv4oJpWbsSncjFEKSN+MTSVLo8XH1YYqbjZUcbWhsqstVdxscLExR/WEf0/J6VmMX3OSbeeVoESHmu6826UGNT2L9m/38dBYvtpykYPXYgAluJGRpQXghWaVmBpUS5/C6WFarY5lB2/wxeaLZGm1vPlcdca0q4pZPu1BCVCsOBTKZ5sukJKhYUQLHyZ2rVnoGRBZGm2+/Xm4b9eikjlzO47IxHSaVXGhdnmHXDVARCkkYw5hABLUeAJGM8CIDoa5DUjSWbKpx1EGNPY2XF+EEEIIYTxkgCEMwGi+I5cR8n4Ko5GVAQm3wNEHTB59AfORoq7CxrcgZI/y2M0PenwDlZrnbpt0Fy5vUbIUmNvA/30HZo8uqCxKt8S0TA5ei6F1dddCX2D/9chNJv91Vh8EKCw7C1PsLE0xNzXBTG2S46envSUvtqpMPW/HfPe/HZfKS0uPcuFOAuamJnzVtw696lcoUh8e9HBxcZUKJnevxYstfQoVfIlKSidTo6WcQ+E/J3cT04hLycTXI+96HkLkS8YcwgAK+x1Z5n8Zs3s1NWxVaaSnpRi4M0IIIYQwGubm8L//3V8XQgghHsfV7bDxbYi9DjbuUKMr1OwBlduAmWXRjxe8C1YPgcxkMLWCtu9B87Fgms//VbbuygyOBsOe6GWI0uPq3SRG/3KUkKhkmlR2ZsnIxo9MTbTtfAQT151GqwMHKzO8na3wdrLG21lJheTtZI2JiYrrUcmERCUTHJlESFQyt+NSSUzPIvGh1EgPWn8qjA413Rnf0ZcAr5wpmY7diOWVZUeJSsrA1daCH4c1pEHFPIrcF4FKpaKtrxutq7my+/JdHKzMaFjJudD7u9oWvVasu50l7naP8XkWQsYcwojJTI08GM1dUzodmukuqNGwrPlmXghsYbi+CCGEEEKIZ5rRfEcuI+T9FAaVGA5bJsG5dXk/b24L1TooAQ7fLmBZiL/R8+vh91GgyYBKraDn/8C5cvH2W5Rquy7d5c2VJ3IEGVpUdWHh8MZYmec9Y+PYjViG/HyQtEwtAxp58WXfOoVOJ5WWqeFWbAopGRoysrRkaLRkZGnJ1OjIyNKy69Jd1h2/hfbeVbFOtTwY37E6/uUd+PPEbd77/TQZWVr8ytnz8/BGOYp7CyGEKBkyU6MsUKlIMXXALisGUqIf3V4IIYQQQgghhMiPVgvHFsH2jyE9HlQm0PRVaPMOhJ2AS5vg4iZIDIPzfymLtQt0/hTqDsq/1sWJ5bD+DdBpoVZP6PMTmBb9jnJhOJkaLbHJGUQnZxCZmE5kYjp37/2MTEonOikdLycrOtfypFUR0kaBknLp570hfL75AlodNPZx4uU2VRm/+gT7g6N5edlRfhrWKNcxr95NYtTSI6Rlanmupjuf9Q4oUn0MSzM11dzzT7nUvU45XmtXlbk7r/LnydtsOx/BtvMRNKjoyPHQOEAJdMwZWA8bC7l8JoQQxkRmauTBmO6auvtlA9xTg1lZ4zueHzzcoH0RQgghhJHQaGDvXmW9dWtQF/7CghCPy5i+I5cF8n6Kpy78DGwYD7ePKo/L14cec6B8vZzttFq4c0IJbpz9HWJDlO2V20D32eBaPWf7A/Pgnw+U9fovQNC3YCL/LxmD+NRMIhPTiUpSFv16ohK8iElOJyY5g5jkDBLS8k/R9DBrczVtfd3o7O/BczU8cLA2y7dtWqaGD/44w7rjtwEY2MibGb1qY25qwpHrMQxfdJiUDA1tfd34cVhDLEyVv52IhDT6zN/P7bhU6no7smp000emqXoSV+8m8u2Oq/x9Oozsq2SvtqvKu51rSMFr8eySMYcwACkU/gSMaYBxc/ZzeCccY02laQwc+ZZB+yKEEEIIIyFF+4QBGNN35LJA3k/x1KQnwe7P4eAC0GnA3A46TIHGox4dfMjKgANz4d+vICsN1ObQagK0ekuZibHrU9gzU2nb4g3oNCP/2Rziqbkdl8rbv57k4LWYIu2nUoGTtTnudha42VngZmuBm73y08nanDO349l6Lpyw+DT9PqYmKhpWcsLHxQYPB0s87S3xdLDAw94SC1M176w9xcmbcahNVHzU3Y/hLXIWxD50LZoRi4+QmqmhQ013FgxtSFqWhoE/HOTCnQQqu9rw25jmuDxGLYnHcTkikWUHbtCsigvd65R7KucUwmjJmEMYgAQ1noAxDTCC5/WlauR21nmOo8+Yjw3aFyGEEEIYCRlgCAMwpu/ID5s3bx4zZ84kPDycunXrMnfuXJo0aZJv+zlz5rBgwQJCQ0NxdXWlX79+fP7551haKoVUp02bxvTp03PsU6NGDS5evKh/nJaWxttvv83q1atJT08nMDCQ+fPn4+HhUag+G/P7KcqQi5tg07uQcEt5XKsndPkC7MsX7TgxIbDpHaWwOIBzVajQAM6sVR4/9xG0flsCGkZg67lw3v3tNPGpmQDYWZriZmuB670ghautOa62FrjYWuBsY55jcbAyQ/2IWQk6nY6ztxPYej6creciuBSR+Mg+OViZMe/5BrSq7prn8/uvRjFyyRHSs7R0quVBUloWB65F42ZnwbpXW+DtbF30N0II8eRkzCEMQGpqlBFZlk4AWGTEGrgnQgghhBBCGJ81a9YwYcIEvv/+e5o2bcqcOXMIDAzk0qVLuLu752q/cuVKJk6cyKJFi2jRogWXL19mxIgRqFQqZs+erW/n7+/P9u3b9Y9NTXMOnd566y02btzI2rVrcXBwYOzYsfTp04d9+/aV3IsVorDib8Hm9+Hi38pjx4rQ7WvwDXy84zlXhiG/wbk/YMtEiAlWFlTQbSY0GV1sXRePJz1Lw+ebLrJk/3UA6no58N3g+lRyKd6LkCqVigAvBwK8HHi7cw2uRyVz+HoM4fFphCekERGfxp34NCIS0ohOzqB2BXv+N7gBPq7596NFNVd+Ht6IUUuPsu18BAC2FqYsHtFYAhpCCCHyJEENI6exdAbAMjPOsB0RQgghhBDCCM2ePZvRo0czcuRIAL7//ns2btzIokWLmDhxYq72+/fvp2XLljz//PMA+Pj4MHjwYA4dOpSjnampKZ6ennmeMz4+noULF7Jy5Uqee+45ABYvXoyfnx8HDx6kWbNmxfkShcgtIwUyU3Jv1+mU2RO7PoWMJDAxheZjoe37YP6EF4dVKqjdB6p1gJ2fwKXN0HEaBPR7suOKJ3YtMok3Vp3gXFgCAKNbV+bdwJqYm5qU+Ll9XG3yDVhkarSYqQvXh9bV3fjxhYa8/MsxdOj4fmhDaldwKM6uCiGEKEMkqGHktPeCGlYS1BBCCCGEECKHjIwMjh07xqRJk/TbTExM6NixIwcOHMhznxYtWrB8+XIOHz5MkyZNuHbtGps2beKFF17I0e7KlSuUL18eS0tLmjdvzueff07FihUBOHbsGJmZmXTs2FHfvmbNmlSsWJEDBw7kGdRIT08nPT1d/zghIeGJXrt4RmUkw79fwoH5oM0suK13U+jxDXj4F28fLB2U2RndZhbvcUWRabU6/jx5m4/+PEtyhgZnG3Nm9a9L+5q5Z6kZQmEDGtna1XBn+4S2ZGm1VHGzLaFeCSGEKAskqGHsrF0AsNHEG7gjQgghhBBCGJeoqCg0Gk2uOhYeHh456l886PnnnycqKopWrVqh0+nIyspizJgxfPDBB/o2TZs2ZcmSJdSoUYM7d+4wffp0WrduzdmzZ7GzsyM8PBxzc3McHR1znTc8PDzP837++ee56nQIUSSXt8LGtyE+tOB2Nm7w3GSoPwxMSv5OffF0abQ6jlyPYcvZcLacDSc8QSna3ayKM3MG1sfTwdLAPXwyFV0k3ZQQQohHk6CGkVPZKIW0bCWoIYQQQgghxBPbvXs3n332GfPnz6dp06ZcvXqVcePGMWPGDD766CMAunbtqm9fp04dmjZtSqVKlfj1118ZNWrUY5130qRJTJgwQf84ISEBb2/vJ3sx4tmQcAe2vA/n/1IeO3grsyRqdC14P1EqZGm0XIpI5ERoHJcjErEyV+NiY46TtTkutvd+2lhwIyaZzWfD2XounKikDP3+NuZqXmlbldfbV3tkkW8hhBCirJCghpFT2ypBDXutTE8XQgghxD1mZvDVV/fXhXhGubq6olariYiIyLE9IiIi33oYH330ES+88AIvvfQSAAEBASQnJ/Pyyy/z4YcfYpLHne2Ojo74+vpy9epVADw9PcnIyCAuLi7HbI2CzmthYYGFhcXjvEzxrNJq4MjPsGMGZCSCSg3NX4O2E8FCUvOUVjHJGRy9HsOJm3GcCI3l9K14UjI0RTqGvaUpnWp50rW2J62qu2Jppi6h3gohnmky5hBGTIIaRs7UTglqOJCgFH1TyZ0XQgghxDPP3BzefdfQvRDC4MzNzWnYsCE7duygV69eAGi1Wnbs2MHYsWPz3CclJSVX4EKtVi4I6nS6PPdJSkoiODhYX3ejYcOGmJmZsWPHDvr27QvApUuXCA0NpXnz5sXx0sSzLjUOVj8PN/Ypjys0gqA54BlgyF49c9KzNCzdf50DwdEEeDnSvoYbdbwcizwj4m5iGv+ci2DT6TscColG+9A/NbYWptTzdsS/gj2ZWTpiUzKITs4gNjmDmHuLjYVaH8hoXtWlyPUqhBCiyGTMIYyYBDWMnIWdGwDmZEFGEljYGbhHQgghhBBCGI8JEyYwfPhwGjVqRJMmTZgzZw7JycmMHDkSgGHDhlGhQgU+//xzAIKCgpg9ezb169fXp5/66KOPCAoK0gc33nnnHYKCgqhUqRJhYWFMnToVtVrN4MGDAXBwcGDUqFFMmDABZ2dn7O3teeONN2jevHmeRcKFKJKku7C8D4SfAXM76DQNGo4EE7kb/2naeTGCjzec53p0CgC7LkXy3Y4rOFmb0dbXjfY13WlT3Q0nG/Nc+2q1OiIS0/jnbDibzoZz5HoMD8ZMfT1saVDRifoVHalf0YmqbraSOkoIIYQoAglqGDkLG1tSdeZYqTLQJUehkqCGEEIIITQaOH5cWW/QANRyoUs8uwYOHEhkZCRTpkwhPDycevXqsWXLFn3x8NDQ0BwzMyZPnoxKpWLy5Mncvn0bNzc3goKC+PTTT/Vtbt26xeDBg4mOjsbNzY1WrVpx8OBB3Nzc9G2++eYbTExM6Nu3L+np6QQGBjJ//vyn98JF2RQXCr/0gphgsHGHF9bJ7IynLDgyiRl/n2f3pUgAXG0tGNa8EhfDE9h7OYrYlEz+PBnGnyfDMFGBo7U5mRotGq2OLI2OTK2WvCZ91fN2pFuAJ11rl8PbWYphCyFKARlzCCOm0uU3x/oZlpCQgIODA/Hx8djb2xu0L0npWcR/5ksFVTTpI7Zh4dPEoP0RQgghhBFITgbbe/nUk5LAxsaw/RHPBGP6jlwWyPspcom8DMt6QcJtcKgIw/4El6qG7tUzIzEtk7k7r7J4XwiZGh1mahUvtqzM2OeqYWep5JLP1Gg5fiOWXZci2X3pLhfDEws8ZqNKTnQNKEeX2p5UcLR6Gi9DCCGKj4w5hAEU9juyzNQwclZmakJ0dlRQRZORGImUFhRCCCGEEEKIMibspJJyKiUaXGvAC3+AQwVD96rMux2Xyn9XItl7JYq9V6KIT80EoH0NNz7qUYsqbjkLspupTWhaxYWmVVyY2LUmEQlpxKdmojZRYWZigqlahamJClO1CZZmJlibyyUXIYQQoiTI/7BGTm2iIg4lKpWZGGXg3gghhBBCCCGEKFbX98HKgZCRCOXqwdB1YONi6F6VejqdjvQsLemZWlIzNaRlakjL0hAancJ/V6P470oU16KSc+xT2dWGKT1q0b6me6HO4WFviYe9ZUl0XwghhBAFkKBGKZBgogQ1tEkS1BBCCCGEEEKIUi8zFYJ3wcWNcPY3yEqDSq1g8CqwlHRkjys8Po2lB67z27FbRCWl51nb4kFqExV1vRxoVd2N1tVdqe/tiKnapOCdhBBCCGFwEtQoBZLUDqABbXK0obsihBBCCCGEEOJxJEfDlX+UQMbVHZCVev+5Gt2g3yIwk7oLj+P0rTgW/hfCxtN3yNLmjmSoTVRYmppgZa7G0dqc5lVcaFXdleZVXbC/Vy9DCCGEEKWHBDVKgeR7QQ1SJKghhBBCCCGEEKWKTgcbxsGJZaDT3t/u4A01uysBDZ/WYFK2ZwhEJ6WzLzia6KR04lIyiU9VlriUDOJSM9HpwNXWHFdbC1z0Py1wsTHHylyNudoEc1MTzPQ/VRy7HsvC/0I4eiNWf56mlZ15sVVl6ld0xMpMjaWZGjOZfSGEEEKUKRLUKAVSTR0hA1SpEtQQQgghhBBCiFLl4t9wfKmy7hkANborwQzPAFCpDNu3EpacnsW28xH8dfI2e65EocljFkVxMFOrCKpTnhdbVaZ2BYcSOYcQQgghjIcENUqBVDNHANSpMYbtiBBCCCGMg5kZTJ16f10IIYRx0mTBjo+V9dbvQIePDNufpyBTo2XvlUj+PBHGtvMRpGZq9M/5l7ensqsNjtZmOFiZ4WhljsO9dYDopAyiktKJTkon6t56THIGaVkaMrN0ZGi0ZGRp9T9dbMwZ3KQiLzSvJAW7hRCiuMmYQxgxCWqUAunmTgCYpsc+oqUQQgghngnm5jBtmqF7IYQQ4lFOrYSoy2DlDC3HGbo3JUqn0/HXyTC+2HyR8IQ0/XYfF2t61qtAz3rlqeJmW6znA1CV8dkuQghhMDLmEEZMghqlQKaFEtQwl6CGEEIIIYQQQpQOmamw63Nlvc07YGlv2P6UoNO34pi2/hzHQ+MAcLW1IKhuOXrVq0AdL4cSCTxIMEMIIYR4dklQoxTIsrwX1MiMB60GTNQG7pEQQgghDEqrhQsXlHU/vzJfXFYIIUqlQz9AYphSELzRKEP3pkTcTUxj5pZL/Hb8FjodWJureb19NUa1qoylmYxbhRCiVJMxhzBiEtQoBXRWzgCYoIW0eLB2NnCPhBBCCGFQqalQu7aynpQENjaG7Y8QQoicUmPhv9nKevsPwaxs1XtIz9KwdP91vttxlaT0LAB616/A+11q4ulQtl6rEEI8s2TMIYyYBDVKAXNzCxJ01tirUiA5SoIaQgghhBBCCGHM/vtGuSHNvRbUGWDo3hSbtEwNqw+H8sOea9yJV+pm1PFyYGqQPw0rORm4d0IIIYR4VkhQoxSwNlcTrbNTghop0YbujhBCCCGEEEKI/MTfVlJPAXSYWibSB6dkZLHiYCg/7r1GZGI6AB72FrzduQb9GnhhYiL1LYQQQgjx9EhQoxSwMlMTix2ViZCghhBCCCGEEEIYs3+/gKw0qNgcfAMN3ZsnkpiWyS8HbrDwvxBikjMAqOBoxZh2Venf0EvqZgghhBDCICSoUQpYmZsSo7NTHkhQQwghhBBCCCGMU+RlOLFcWe84HVTGP4NBo9Vx9W4S16OTCY1OUX7GKD/D4tLQaHUAVHS25vX2Veld3wtzUykWK4QQQgjDkaBGKWBlpiZWghpCCCGEEEIIYdx2TAedFmp0h4pNDd2bAqVnafjj+G1+2HONkKjkfNtVdbPh9fbV+L+65TFVSzBDCCGEEIYnQY1SwNpcTQQS1BBCCCGEEEIIo3VlO1z8G1Qm0GGKoXuTr6T0LFYdCuXn/64RkaDUx7A2V1PN3ZaKztb4uNhQ0cWaSs7W+Lja4G5ngaoUzDgRQgghxLNDghqlgKXM1BBCCCHEg8zM4J137q8LIYQwnJQY2D4N/p+9+46vsjwbOP47JzuBJEAIAWSKgMhSljhRUdx7b+porXaIXVpHtVatttbXarUqrlbFaq1atVZFcSIoiCAiyp5hk0D2OO8fTxJMGQZIck6S3/fzeT7nyX2e536ug315z82V676mPxH8PPhcyO4b1ZC2Zd3mEp74aBFPTF5MXlEZEDT7vuzgnpwzvCtpSf7zgCTpW1xzKIb5raUJSE2MY72VGpIkqVpiItx1V7SjkKSWLRKBmf+A/14HhWuDsX3Ph6PviG5c2/DNqk2c+sBHbCouB6BnVhrfP7QnJ+/bmaR4m31LkrbBNYdimEmNJiAlMY71kfTgB5MakiRJkhRda+fBq+Ng4bvBz1l94IR7oNsBUQ1rWyorI1z7wiw2FZfTu0Mrfjq6N2P2ySEu7JZSkiSpaTKp0QSkJMSx3u2nJElStcpKWLIkOO/aFcI2bpWkRvPBPfDObVBRAvHJcMjP4YAfQ3xitCPbpn98upRPF28gNTGOx8cOp1NmSrRDkiQ1Ba45FMNMajQBKYlxbKjZfmp9dIORJEnRV1QEPXoE55s3Q1padOORpJbiy5fhrZuC8z0Ph+P+CG17RjemHVi7uYTb//MVAOOO7G1CQ5JUd645FMNMajQBtSo1SvKhvDRmfwtIkiRJkpqloo3wWlXD1AN+BEf+FkKxvYXTba/OIa+ojH4d07n4gO7RDkeSJKleWDfUBKQmxpFPKhWRqi/MRVZrSJIkSVKjevMG2LwK2u0Fh10ftYTG4nUFjH1sKuM/WEgkEtnudR/NW8sLny0nFILbTh1AfJzLf0mS1DxYqdEEJCfEESHMBlqTRT4UrIXWOdEOS5IkSZJahoXvwfQng/MT74WE5KiEUVhazuVPTmPuqk28M3cNM5Zu5M7TBpKSGFfruuKyCn794hcAXLB/NwZ3yYxCtJIkSQ3DX9VoApLiw4RD2CxckiRJkhpbWRG8/OPgfOgl0O2AqIQRiUS49oVZzF21iczUBOLDIf79+QpOe+Ajlm0orHXtA5Pms3BtAdmtk/jZmD5RiVeSJKmhmNRoAkKhECkJ324WblJDkiRJkhrFpNthw0Jo3QlG/yZqYTz+0SJemrGC+HCIhy4YylOXjqBdWiJfrsznxPs+5OMFwTpx/prNPDBpPgA3ntCP9OSEqMUsSZLUEExqNBEpifFWakiSJElSY1oxAz66Lzg//m5ITq/X6WevyOOqp6fz0ozlO+yP8cmi9fzu1TkAXHfs3gzv0ZYRPdvx8o8Oon/ndNYXlHL+I1N4cvIibnjxC0orKhnVpz3HDehYr/FKkiTFAntqNBEpiWE2FFcnNWwULklSixYfDz/84ZZzSVL9qyiDl6+CSAXscyr0OaZep3/nq9Vc9fR0CkoreGXmSl6esYLfnTKAnIza/TpW5xfzw6emU14Z4YRBnRh7YPea9zpnpvDc9w/gl/+cycufr+DGl2YDkJwQ5rcn9ScUpWbmkqRmwDWHYpj/i2wiUhPiWe/2U5IkCSApCe6/P9pRSFLzNvk+yJ0FyZlwzO/rdeq/fbyYm176gsoI9M1pzfw1m5n41Wqm3v0u1x23N2cP60IoFKKsopIrn57Omk0l9OnQmt+fNmCrREVKYhz/d/Zg+ndO547/fEVlBH58xF50aZtarzFLkloY1xyKYSY1mojkxDg21Gw/tTa6wUiSJElSc7b2G5h0R3B+9O3QKrtepq2sjHDH61/x0HsLADhjyB787pQBLFpXwM+fn8nnSzdy7Quz+PfnK7jj1IE89tFCPlm0gdZJ8Tx4wRBSE7e9hA+FQlx+yJ7s17UNX+Vu4uxhXeolXkmSpFhkUqOJSE2IY12kav9WKzUkSWrZIhFYW/VLDllZ4PYiklQ/Kith2qPw1i1QXgw9D4NB59TL1MVlFVz97Az+80UuAD87qjdXHtaLUChE7w6teeGKA3jsw4X84Y25fDR/HUf+6V1KyisB+OOZg+iRlfadzxjavS1Du7etl3glSS2caw7FMJMaTURKYhwb3H5KkiQBFBZCdtVvDW/eDGnf/Q9dkqTvkDsL/v1TWP5p8HOnfeGk++vlH3HWbi7hsic/5bMlG0mMC3PXGQM5aXDnWtfEhUNcenBPRu/dgV/+cyZTFga9FK88bE+O2idnt2OQJGmnuOZQDDOp0USkJMaxJGKjcEmSJEmqVyWbYdLt8PEDQVPwxNZwxI0w7BIIx+329IvXFXDB+KksWV9IZmoCD10wlOE9tl9N0T0rjWcu258XZyxn7eYSLjmo527HIEmS1JyY1GgiUhL+p1IjErHsS5IkSZJ2x9dvwCtXQ/6y4Od+J8HRd0B6p3qZfvaKPC569BPWbi6ha9tUHhs7jD3bt/rO+8LhEKfut0e9xCBJktTcmNRoIlIT41hfXalRXgxlhZBo2ZckSZIk7ZJ18+GZs4PqjMyucOwfofdR9Tb9xwvWcdkTn7KppJy9O6bzxPeGkd06ud7mlyRJaqlMajQRKQlxFJJEeSiR+EgpFKwxqSFJkiRJu+rr/wYJjT2Gw4UvQWJqvU39xuxcrnrmM0rLKxneoy2PXDSU9OSEeptfkiSpJQtHOwDVTXJCHBBiQ2KHYGD9wqjGI0mSJElN2oJ3gtd+J9ZrQuMfnyzlB3+fRml5JUf268CT3xtuQkOSJKkemdRoIlITgwZ1qxK6BgNrv45iNJIkSZLUhJWXwqIPg/Oeh9XLlJFIhAcmzecX/5xJZQTOHLoHD5y3X9UvqEmSJKm+uP1UE5FSldRYHt+F/gBr5kY1HkmSFEXx8XDRRVvOJUk7Z9knUFYAae0hu99uT1dWUclvX/mSJycvBuAHh+7JL4/uQygU2u25JUmKCtccimH+L7KJSKn67Z4lcV2CASs1JElquZKS4PHHox2FJDVd1VtP9RwF4d3bwGBjYSlXPj2dD+etA+DXx+7NZYf03M0AJUmKMtccimEmNZqI6kqNhewRDJjUkCRJkqRdM/9bSY3dMG/1Zi594hMWrSskNTGOP501mDH75Ox+fJIkSdoukxpNRHVPjfmRTsHA5lVQtBFSMqMWkyRJipJIBAoLg/PUVHB7E0mqu6KNsGJ6cL4b/TQmzV3Nj575jE3F5XTOTOGRi4ayd8f0+olRkqRoc82hGGaj8Caiurnc+vIkaF2V2LBaQ5KklqmwEFq1Co7qhYYkqW4WvQ+RSsjqDRmdd/r2SCTC+A8W8r3HP2FTcTnDurfhpasONKEhSWpeXHMohlmp0USkJgb/qQpLK6BTb9i0ImgW3mV4lCOTJEmSpCZkwaTgdQdbT20qLuPtr1aTX1xOYUk5BaUVVa/lLNtQxPvfrAXgjCF7cOsp/UmKj2v4uCVJkgSY1GgyqhuFF5dVQFaf4Iv42rnRDUqSJEmSmpqafhrb3noqEonwkwkzePur1dudIhyC647dm0sO6kHI7TgkSZIalUmNJqK6p0ZhaQW07x0MrnH7KUmSJEmqs41LYP18CMVB9wO3ecl/Z6/i7a9WkxAX4vC+2aQlxZOWGE9qUlzwmhjH8B5tGbhHZuPGLkmSJMCkRpNR3VOjqKyCSFZvQmClhiRJkiTtjOqtp/YYCskZW71dWFrOLf+eDcDlh/Tk52P6NmJwkiRJqgsbhTcR1ZUaAMUZewUnGxZDWVGUIpIkSZKkJqZm66lR23z7z2/PY0VeMZ0zU7jqsL0aLy5JkiTVmUmNJqK6UgOgKLEtJGcCEVg3L2oxSZIkSVKTUVkJC98NzrfRT2Pe6k08/N4CAH5z4j6kJNr8W5IkKRa5/VQTERcOkRgfprS8ksKyCtq27wNLp8CauZAzINrhSZKkxhQXB6efvuVckvTdVs2CwnWQ2CrYfupbIpEIN7w4m/LKCEf0zebIfh2iFKQkSTHCNYdimEmNJiQ1MY7S8kqKyyogq3eQ1Fhrs3BJklqc5GR47rloRyFJTUv11lPdD4K4hFpvvfz5CiYvWEdSfJjfnLhPFIKTJCnGuOZQDHP7qSYkpWoLqsLSCmjfJxhcY7NwSZIkSfpO1U3C/2frqfziMm59dQ4AVx3Wiy5tUxs5MEmSJO0MkxpNSPWerkWlFZBVldSwUkOSJEmSdqysGJZMDs7/p0n4n978mjWbSuiRlcblh/Zs/NgkSZK0U0xqNCE1lRplFdC+dzC4bh5UlEcxKkmS1OgKCiAUCo6CgmhHI0mxb8lkKC+G1h23VL0DX67I54mPFgFw84n7kBTvnuGSJAGuORTTTGo0IalVlRrFpRWQ0RXiU6CiFDYujnJkkiRJkhTDaraeGhX84wxQVlHJDS99QWUEjhvQkUN6t49aeJIkSao7kxpNSHJVpUZRWQWEw5DVK3jDvhqSJEmStH0LqpqEV/XT2FhYykWPTmXa4g2kJsZx/fF7RzE4SZIk7QyTGk1IdaVGYWlFMFDTV8OkhiRJkiRtU8E6WDkzOO85inmrN3HS/R/y0fx1pCbGcd+5+9IxIyW6MUqSJKnO4qMdgOquuqdGcVlVUqN6L9g1NguXJEmSpG1a+C4Qgex+vLMixI+f/ohNJeXs0SaFRy4aSt+c9GhHKEmSpJ1gpUYTkpIY5KC2VGpUNQu3UkOSJEkt2P3330/37t1JTk5mxIgRTJ06dYfX33PPPfTp04eUlBS6dOnC1VdfTXFxcc37t99+O8OGDaN169ZkZ2dz8sknM3du7e/co0aNIhQK1Tp+8IMfNMjn024o2gjTnwBgVtK+XPL4J2wqKWd497a8dOWBJjQkSZKaIJMaTUjKt3tqQO1KjUgkSlFJkiRJ0fPss88ybtw4brrpJqZPn86gQYMYM2YMq1ev3ub1Tz/9NL/61a+46aabmDNnDuPHj+fZZ5/luuuuq7nm3Xff5corr+Tjjz/mzTffpKysjKOOOoqCgoJac1122WWsXLmy5rjzzjsb9LNqJ0QiMOt5uG8YLJhEJSFunNebygicNbQLf790BO1aJUU7SkmSJO0Ct59qQqp7ahRVV2q03RNCcVC6CTathPROUYxOkiQ1mrg4OPbYLedSC3b33Xdz2WWXMXbsWAAefPBBXn31VR599FF+9atfbXX9Rx99xIEHHsi5554LQPfu3TnnnHOYMmVKzTWvv/56rXsef/xxsrOzmTZtGoccckjNeGpqKjk5OXWKs6SkhJKSkpqf8/Pz6/4htXPWL4BXr4H5bwOwMqELVxdcxOfsxY3H92Psgd0JhUJRDlKSpBjnmkMxzEqNJiTlf5Ma8YnQtkdwvsYtqCRJajGSk+HVV4MjOTna0UhRU1payrRp0xg9enTNWDgcZvTo0UyePHmb9xxwwAFMmzatZouqBQsW8Nprr3Fs9aJ9G/Ly8gBo27ZtrfGnnnqKrKws+vfvz7XXXkthYeF257j99tvJyMioObp06VLnz6k6Ki+F9+6Cv4wMEhpxSXzc7QccuulWpof78+jFw/jeQT1MaEiSVBeuORTDYiKpsTN74D7++ONb7V2b/D//hxWJRLjxxhvp2LEjKSkpjB49mm+++aahP0aDq95+qrB6+ymArKotqNbaLFySJEkty9q1a6moqKBDhw61xjt06EBubu427zn33HO55ZZbOOigg0hISGDPPfdk1KhRtbaf+rbKykp++tOfcuCBB9K/f/9a8/z973/nnXfe4dprr+Vvf/sb559//nZjvfbaa8nLy6s5li5dugufWNtVsBYeOhTevhXKi6HnKD459lXO+foQSkng1pP6M6pPdrSjlCRJUj2IelJjZ/fABUhPT6+1d+3ixYtrvX/nnXdy77338uCDDzJlyhTS0tIYM2ZMreZ/TdFWlRoA7auahVupIUmSJH2nSZMmcdttt/GXv/yF6dOn88ILL/Dqq6/y29/+dpvXX3nllXzxxRdMmDCh1vjll1/OmDFjGDBgAOeddx5PPvkk//rXv5g/f/4250lKSiI9Pb3WoXo06XZY/SWkZsGpj7D8hGe4/NUNRKp6aJw5zMoYSZKk5iLqSY1v74Hbr18/HnzwQVJTU3n00Ue3e08oFCInJ6fm+PZvZkUiEe655x6uv/56TjrpJAYOHMiTTz7JihUrePHFFxvhEzWcLY3Cy7cMWqkhSVLLU1AAaWnB8T+Ni6WWJCsri7i4OFatWlVrfNWqVdvtdXHDDTdwwQUXcOmllzJgwABOOeUUbrvtNm6//XYqKytrXXvVVVfxyiuv8M4777DHHnvsMJYRI0YAMG/evN34RNol6+bDtMeD8zOfoKTfqfzwqelsKCyjf+d0bj5pn6iGJ0lSk+SaQzEsqkmNXdkDF2Dz5s1069aNLl26cNJJJzF79uya9xYuXEhubm6tOTMyMhgxYsR25ywpKSE/P7/WEYus1JAkSTUKC4NDasESExMZMmQIEydOrBmrrKxk4sSJjBw5cpv3FBYWEg7XXgbFVTW/jEQiNa9XXXUV//rXv3j77bfp0aPHd8YyY8YMADp27LgrH0W74+1bobIceh0J3Q/iln9/yefL8shISeCB84aQnGBzU0mSdolrDsWoqCY1dmUP3D59+vDoo4/y0ksv8fe//53KykoOOOAAli1bBlBz387M2VSa9tX01Ph2UiOrKqlRsBqKNkQhKkmSJCl6xo0bx8MPP8wTTzzBnDlzuOKKKygoKGDs2LEAXHjhhVx77bU1159wwgk88MADTJgwgYULF/Lmm29yww03cMIJJ9QkN6688kr+/ve/8/TTT9O6dWtyc3PJzc2lqKgIgPnz5/Pb3/6WadOmsWjRIl5++WUuvPBCDjnkEAYOHNj4fwgt2YrPYPYLQAhG38Q/py3jqSlLCIXgnrMH06VtarQjlCRJUj2Lj3YAO2vkyJG1fuvqgAMOYO+99+avf/3rdvfB/S7XXnst48aNq/k5Pz8/JhMbqVWVGsXfbhSe1BrSO0P+cljzNXQdEaXoJEmSpMZ31llnsWbNGm688UZyc3MZPHgwr7/+es0vOS1ZsqRWZcb1119PKBTi+uuvZ/ny5bRv354TTjiB3/3udzXXPPDAAwCMGjWq1rMee+wxLr74YhITE3nrrbe45557KCgooEuXLpx22mlcf/31Df+BVdtbNwevA85gTqQbv37xQwB+fPheHGZjcEmSpGYpqkmNXdkD938lJCSw77771uxdW33fqlWrapV+r1q1isGDB29zjqSkJJKSknbhEzSu5JqeGhW138jqHSQ11s41qSFJkqQW56qrruKqq67a5nuTJk2q9XN8fDw33XQTN91003bnq96Ganu6dOnCu+++u9Nxqp4tmAQL3oFwApsP/CU/+Ns0issqObR3e35yxF7Rjk6SJEkNJKrbT+3KHrj/q6KiglmzZtUkMHr06EFOTk6tOfPz85kyZUqd54xV1ZUatbafAmhf1SzcvhqSJEmSWoLKSnizKjE17BLunFLM4nWFdM5M4Z6zBhMOh6IbnyRJkhpM1LefGjduHBdddBFDhw5l+PDhNSXc394Dt3Pnztx+++0A3HLLLey///706tWLjRs3ctddd7F48WIuvfRSAEKhED/96U+59dZb2WuvvejRowc33HADnTp14uSTT47Wx6wXKdvafgq29NVY+3UjRyRJkiRJUfDli7ByBiS24os9L+NvjwW/4HXX6QNpk5YY1dAkSZLUsKKe1NjZPXA3bNjAZZddRm5uLm3atGHIkCF89NFH9OvXr+aaX/ziFxQUFHD55ZezceNGDjroIF5//XWSk5Mb/fPVp9SE4D9XWUWEsopKEuKq/lys1JAkqWUJh+HQQ7ecS1JLUlEGbwf9FCv2v4pf/GclkQicum9nDuiVFeXgJElqJlxzKIaFIt+1YWwLlJ+fT0ZGBnl5eaSnp0c7nBol5RX0uf51AGb+5ijSkxOCNzavgT/0AkLw65WQkBK9ICVJktQsxep35KbKP8/d8Ml4eHUcpGbxxLAXuem/S8hISWDiNYeS1Sr2eyVKkiRp2+r6Hdk0WxOSGBcmrmpv2KJv99VIy4KUNkAE1n4TneAkSZIkqaGVFsC7vwdg4/CfcsfbywG47ti+JjQkSZJaCJMaTUgoFCIlIeirUVBS/u03IKtqCyr7akiSJElqrj5+ADavIpLZjV8uGkJRWQXDurfhjCFdoh2ZJEmSGolJjSYmq1XQ9G7NppLab7SvahZuXw1Jkpq/ggJo3z44CgqiHY0kNY7yEph8PwAze1/Ff7/aQEJciNtOGUC4qqJdkiTVE9ccimFRbxSundMxI4VF6wpZmVdc+43qSo01XzV+UJIkqfGtXRvtCCSpcX35MhStp7J1R374WXegjMsP6cleHVpHOzJJkpon1xyKUVZqNDEdM5IBtk5qdOgXvK6a3cgRSZIkSVIjmPYYAO+1Ooblm8ro2jaVHx2+V5SDkiRJUmMzqdHEdMysTmoU1X6jw4Dgdf0CKNncyFFJkiRJUgNa8zUs/pBIKMx1i/YF4NaT+5Nc1XNQkiRJLYdJjSYmJyMF2EalRqv20LojEIHVXzZ+YJIkSZLUUKY9DsDHcUNZEWnHiYM6cUjv9tGNSZIkSVFhUqOJ6ZSxnUoNgJyqao3cmY0YkSRJkiQ1oLJiIp8/DcBDhYeS1SqJ64/fO8pBSZIkKVpMajQxOdVJjY3F23izOqkxqxEjkiRJkqQG9OVLhIo2sCySxeTwvjx04RCyWydHOypJkiRFSXy0A9DO6VS1/dS6glKKyypq7yFrUkOSpJYhHIahQ7ecS1Iztu69B2kHPFs+ittOG8R+XdtEOyRJkpo/1xyKYSY1mpjM1ASSE8IUl1WyKr+Ybu3StryZMzB4XTUbKsohzv+8kiQ1Sykp8Mkn0Y5CkhrcVzOn0nfddMojYZKGX8yp++0R7ZAkSWoZXHMohplma2JCoRAdt9csvE0PSEiD8mJYPz8K0UmSJElS/ViZV8SMF/8EwMy0kVxxwkFRjkiSJEmxwKRGE9Rxe83Cw2HosE9w7hZUkiRJkpqootIKrnriI46pmATA3sf/hLhwKLpBSZIkKSaY1GiCapqF/2+lBnyrr8bMRoxIkiQ1qsJC6N49OAoLox2NJNWrSCTCz57/nO65b5ARKqQ8vQspfY+MdliSJLUsrjkUw2y60ARVNwtfuXFHSY0vGjEiSZLUqCIRWLx4y7kkNSP/+mw5r85cyT8T3wYgfujFNiiVJKmxueZQDPObYRO040qNqmbhbj8lSZIkqYmprIzw4Lvz6R1aypDw1xCOh30viHZYkiRJiiEmNZqgTpnb6akBkL03hMJQsBo2rWrkyCRJkiRp1036ejVfr9rMRYnvBAN9joHWHaIblCRJkmKKSY0mKCc92H4qd1uVGomp0G6v4NxqDUmSJElNyF/fXUAyJZwW/0EwMGRsdAOSJElSzDGp0QRVV2qsKyiluKxi6wtsFi5JkiSpiZmxdCNTFq7n6PhpJFdshjbdoedh0Q5LkiRJMcakRhOUkZJASkIcsJ1qjZqkhpUakiRJkpqGh96bD8A5WQuDgb1PsEG4JEmSthIf7QC080KhEB0zklmwtoCVecV0z0qrfUFO/+DVpIYkSc1TKAT9+m05l6QmbvG6Al7/IheAfStnB4PdD45iRJIktXCuORTDTGo0UR0zq5Ma22gWnjMweF03D0oLIDFt62skSVLTlZoKs2dHOwpJqjePvL+QygicvGeIxOWLIBSGrvtHOyxJklou1xyKYdbyNlHVzcJXbmv7qVbZ0KoDEIFVXzZuYJIkSZK0E9ZtLuEfny4F4MoeQbUGOQMhOSOKUUmSJClWmdRooqqbhW+zUgO29NVY5RZUkiRJkmLXk5MXU1JeycA9MuhV+Hkw2P2g6AYlSZKkmGVSo4nKyQiSGttsFA42C5ckqTkrLIR99gmOwsJoRyNJu6yotIInJy8C4PJDehJa/EHwhkkNSZKiyzWHYpg9NZqoThnB9lMrNprUkCSpxYlE4Msvt5xLUhP13LSlbCgso2vbVI7uStAXkBB0HRnt0CRJatlccyiGWanRRNVUauRvL6lR1Sx81WyorGikqCRJkiSpbioqIzzy/kIALj24B/HLJgdv5PSHlMzoBSZJkqSYZlKjiaqu1FhfUEpx2TaSFm17QkIqlBXC+gWNHJ0kSZIk7djrX+SyZH0hbVITOGNIF1hUvfXUwdENTJIkSTHNpEYTlZ4ST0pCHLCdvhrhOMjuF5znzmzEyCRJkiTpuz30fvDLVxeO7E5KYhws+jB4o9uBUYxKkiRJsc6kRhMVCoXomBlsQbUir2jbF9lXQ5IkSVIMWrBmM58v3Uh8OMQFI7vB5jWwdm7wZrcDohucJEmSYppJjSaseguqlTYLlyRJktSEvDJzJQAH9soiq1USLK7aeqpDf0htG8XIJEmSFOviox2Adl2dm4Wb1JAkqXkJhaBbty3nktTEvDJzBQDHD+wYDLj1lCRJscU1h2KYSY0mrFNVUmPFxu1sP9WhHxCCzatg82pold14wUmSpIaTmgqLFkU7CknaJV+v2sTXqzaTGBfmqH1ygsHFVUmN7iY1JEmKCa45FMPcfqoJy6nafmqbjcIBEtOgXa/g3GoNSZIkSTHglc+DKo1DemeRkZIABetg9ZfBm1ZqSJIk6TuY1GjCtjQK305SA+yrIUmSJClmRCKRmn4axw/sFAxWV2m03xvSsqIUmSRJkpoKkxpNWMfqnhp529l+CkxqSJLUHBUVwbBhwVG0g+8BkhRjvlyZz4K1BSTFhxndr0MwuKiqSbhbT0mSFDtccyiG2VOjCetYtf3UhsIyikorSEmM2/oim4VLktT8VFbCp59uOZekJqK6SuOwPtm0Sqpajtb00zgoSlFJkqStuOZQDLNSowlLT44ntSqRkZu/nS2ocvoHr+u+gdLCRopMkiRJkmoLtp4K+mkcP6hjMFi4HlbNDs7tpyFJkqQ6MKnRhIVCoZotqFZu3E4ZWKsOkNYeIpVbFguSJEmS1MhmLstj6foiUhLiOLxvdjC4+CMgAlm9oVV2VOOTJElS02BSo4nrlBlsQbVye83CQyHYY1hwXl3WLUmSJEmNrLpK44i9s0lNdOspSZIk7RqTGk1cTnpVpcaOmoV3Pzh4rW7AJ0mSJEmNqLIywqtV/TSOH9hpyxvVaxS3npIkSVIdmdRo4jp+V6UGQI+qpMaSyVBR1ghRSZIkSdIWny3dwIq8YlolxTOqT/tgsGgD5M4Kzq3UkCRJUh2Z1Gjianpq7Cipkb0PpLSB0s2wYkbjBCZJkhpWVlZwSFIT8O/PgyqNI/t1IDkhLhhc8jEQgXa9oHVO9IKTJEnb5ppDMcqkRhNXndRYsb1G4QDh8JZy7kXvN0JUkiSpQaWlwZo1wZGWFu1oJGmHKiojvDareuupjlvecOspSZJil2sOxTCTGk1cx4xg+6nc/B1UasC3+mqY1JAkSZLUeD5ZtJ7Vm0ponRzPQXtV/bZnZSUsmBScV69VJEmSpDowqdHEdcwMKjU2FpZRVFqx/Qtr+mp8DOWljRCZJEmSJMErM1cAMGafHJLiq7aeev8PsOoLiEuEHodEMTpJkiQ1NSY1mrjWSfGkJQYLg5V5O9iCqv3ekNoOygphxWeNFJ0kSWoQRUUwalRwFO3g//9LMah79+7ccsstLFmyJNqhqBGUV1Tyn1m5wLe2npr7H3jntuD8uLuhdYcoRSdJkrbLNYdimEmNJi4UCtExM9iCaofNwmv11XivESKTJEkNprIS3n03OCorox2NtFN++tOf8sILL9CzZ0+OPPJIJkyYQElJSbTDUgP5eMF61hWU0iY1gQN7ZcGar+GFy4EIDLsU9rsg2iFKkqRtcc2hGGZSoxmobha+w6QGbCnrXmhfDUmSJEXHT3/6U2bMmMHUqVPZe++9+dGPfkTHjh256qqrmD59erTDUz1748ugSmPMPjkklG2CCedCST50PQDG3B7l6CRJktQUmdRoBmqSGhu/oxSsugHf0qlQ7m/DSZIkKXr2228/7r33XlasWMFNN93EI488wrBhwxg8eDCPPvookUgk2iFqN0UiESbNXQPA4X2yggqNdd9Aemc48wmIT4xyhJIkSWqKTGo0Ax0zqrafyv+OSo32fSCtPZQXwfJpjRCZJEmStG1lZWX84x//4MQTT+Saa65h6NChPPLII5x22mlcd911nHfeedEOUbtpwdoClqwvJCEuxKiVj8LXr0NcEpz1d2iVHe3wJEmS1ETFRzsA7b46V2qEQtD9IJj9r2ALqm4HNEJ0kiRJ0hbTp0/nscce45lnniEcDnPhhRfypz/9ib59+9Zcc8oppzBs2LAoRqn6UF2l8cOcOSR+eFcweML/Qef9ohiVJEmSmjorNZqBOjUKr1a9BdUi+2pIkiSp8Q0bNoxvvvmGBx54gOXLl/OHP/yhVkIDoEePHpx99tlRilD1ZdLc1fQIreTKjX8IBkZcAYPPiW5QkiRJavKs1GgG6twoHGr31SgrhoTkBoxMkiQ1mNTUaEcg7ZIFCxbQrVu3HV6TlpbGY4891kgRqSEUlpYzZcF6fhH3FokVhUFj8KN+G+2wJEnSznDNoRhlpUYzUJ3UyCsqo7C0fMcXZ+0FrTpARQks+6QRopMkSfUuLQ0KCoIjLS3a0Ug7ZfXq1UyZMmWr8SlTpvDpp59GISI1hMnz11FaUclBCXODgWGXQFxCdIOSJEl155pDMcykRjPQOjmBVklB0c13VmtU99UAWPRBA0cmSZIk1XbllVeydOnSrcaXL1/OlVdeuUtz3n///XTv3p3k5GRGjBjB1KlTd3j9PffcQ58+fUhJSaFLly5cffXVFBfX/h79XXMWFxdz5ZVX0q5dO1q1asVpp53GqlWrdin+5mjS3DWkU0DvyMJgoNuB0Q1IkiRJzYZJjWZiS7Nw+2pIkiQpdn355Zfst9/WjaL33Xdfvvzyy52e79lnn2XcuHHcdNNNTJ8+nUGDBjFmzBhWr169zeuffvppfvWrX3HTTTcxZ84cxo8fz7PPPst11123U3NeffXV/Pvf/+a5557j3XffZcWKFZx66qk7HX9zFIlEeGfuaoaG5xImAm33hPSO0Q5LkiRJzYRJjWYip6avRtF3X9zjkOB12SdQVofrJUlSbCkuhuOOC47iOvxCgxRDkpKStlnRsHLlSuLjd77l3913381ll13G2LFj6devHw8++CCpqak8+uij27z+o48+4sADD+Tcc8+le/fuHHXUUZxzzjm1KjG+a868vDzGjx/P3XffzeGHH86QIUN47LHH+Oijj/j444+3+dySkhLy8/NrHc3V/DUFLNtQxAFxXwUD3a3SkCSpyXHNoRhmUqOZ6JSRAtSxWXjbntC6I1SUBg3DJUlS01JRAa+9FhwVFdGORtopRx11FNdeey15eXk1Yxs3buS6667jyCOP3Km5SktLmTZtGqNHj64ZC4fDjB49msmTJ2/zngMOOIBp06bVJDEWLFjAa6+9xrHHHlvnOadNm0ZZWVmta/r27UvXrl23+9zbb7+djIyMmqNLly479Vmbkklzg4qWw5O/Dga6HRTFaCRJ0i5xzaEYZlKjmeiYWV2pUYekRijkFlSSJEmKij/84Q8sXbqUbt26cdhhh3HYYYfRo0cPcnNz+eMf/7hTc61du5aKigo6dOhQa7xDhw7k5uZu855zzz2XW265hYMOOoiEhAT23HNPRo0aVbP9VF3mzM3NJTExkczMzDo/tzqRU31sq69IczFp7hpaUUj3snnBgJUakiRJqkcmNZqJTplBpcbidQV1u6FHdVLDZuGSJElqPJ07d2bmzJnceeed9OvXjyFDhvB///d/zJo1q1GqFyZNmsRtt93GX/7yF6ZPn84LL7zAq6++ym9/+9sGfW5SUhLp6em1juaooKScqQvXMzT8NWEqoU13yNgj2mFJkiSpGdn5TWsVk/bpFCyKZi3Lo7IyQjgc2vEN3atKwJd9CqWFkJjawBFKkiRJgbS0NC6//PLdnicrK4u4uLitenSsWrWKnJycbd5zww03cMEFF3DppZcCMGDAAAoKCrj88sv59a9/Xac5c3JyKC0tZePGjbWqNXb03JZi8vx1lFZUcmSrb6Act56SJElSvbNSo5no06E1yQlhNpWUs2BtHao12vSA9D2gsgyWbruZoSRJktRQvvzyS15//XVefvnlWsfOSExMZMiQIUycOLFmrLKykokTJzJy5Mht3lNYWEg4XHsZFBcXB0AkEqnTnEOGDCEhIaHWNXPnzmXJkiXbfW5L8U5VP41DEucGA91NakiSJKl+7XKlxtKlSwmFQuyxR1BKPHXqVJ5++mn69etXL791pZ0THxdmQOcMPlm0gRlLN9Iru9WObwiFggXGzAnBFlR7Ht44gUqSJKlFW7BgAaeccgqzZs0iFAoRiUQACIWCSuOKnWxEOW7cOC666CKGDh3K8OHDueeeeygoKGDs2LEAXHjhhXTu3Jnbb78dgBNOOIG7776bfffdlxEjRjBv3jxuuOEGTjjhhJrkxnfNmZGRwSWXXMK4ceNo27Yt6enp/OhHP2LkyJHsv//+9fLn1BRFIhEmzV1DKsV0LqpOathPQ5IkSfVrl5Ma5557LpdffjkXXHABubm5HHnkkeyzzz489dRT5ObmcuONN9ZnnKqDwV0y+WTRBj5fupHTh9Rh39oeBwdJjQWT4Aj/e0mSJKnh/eQnP6FHjx5MnDiRHj16MHXqVNatW8c111zDH/7wh52e76yzzmLNmjXceOON5ObmMnjwYF5//fWaRt9LliypVZlx/fXXEwqFuP7661m+fDnt27fnhBNO4He/+12d5wT405/+RDgc5rTTTqOkpIQxY8bwl7/8ZTf+ZJq++Ws2s3xjEYcnfEM4UgEZXSGza7TDkiRJUjMTilT/atROatOmDR9//DF9+vTh3nvv5dlnn+XDDz/kjTfe4Ac/+AELFiyo71gbTX5+PhkZGeTl5TWpBn6vzFzBVU9/xoDOGfz7R3Uo885fCXf3BUJwzVxo3eE7b5EkSVLLVF/fkbOysnj77bcZOHAgGRkZTJ06lT59+vD2229zzTXX8Nlnn9Vj1LGrqa45duTh9xbwu9fmcG/7lzlx0wQYdC6c8kC0w5IkSVITUdfvyLvcU6OsrIykpCQA3nrrLU488UQA+vbty8qVK3d1Wu2GwV0yAZizMp/isjqU7ad3hE77ARH4+j8NGpskSZIEwfZSrVu3BoIEx4oVKwDo1q0bc+fOjWZo2k2Tvg76aYwIzwkG3HpKkiRJDWCXkxr77LMPDz74IO+//z5vvvkmRx99NAArVqygXbt29Rag6q5zZgpZrRIpr4wwe0V+3W7qe2zw+tWrDReYJEmSVKV///58/vnnAIwYMYI777yTDz/8kFtuuYWePXtGOTrtqoKScqYuXE8KxWRvmh0M2iRckiRJDWCXkxq///3v+etf/8qoUaM455xzGDRoEAAvv/wyw4cPr7cAVXehUKimWuPzpRvrdlOf44LXBe9CyeYGiUuSJNWz4mI444zgKC6OdjTSTrn++uuprKwE4JZbbmHhwoUcfPDBvPbaa9x7771Rjk676sN5aymriHB0xlJCleWQvgdkdot2WJIkaVe55lAM2+VG4aNGjWLt2rXk5+fTpk2bmvHLL7+c1NTUeglOO2/QHpm8NWc1M+qa1MjeG9p0hw2LYP5E6HdSA0YnSZLqRUUFPP98cP7441ENRdpZY8aMqTnv1asXX331FevXr6dNmzaEQqEoRqbdMenrNQCcnLkAVhFsPeV/T0mSmi7XHIphu1ypUVRURElJSU1CY/Hixdxzzz3MnTuX7OzsegtQO2dQdaXGso11uyEUgr7HB+dfvdYgMUmSJEkQ9OWLj4/niy++qDXetm1bExpNWCQS4d25QVJjUIVbT0mSJKlh7XJS46STTuLJJ58EYOPGjYwYMYI//vGPnHzyyTzwwAP1FqB2zqA9MgFYvK6Q9QWldbupT1VfjW/+CxXlDROYJEmSWryEhAS6du1KRUVFtENRPVq4toDlG4toHVdOxoaZwWA3m4RLkiSpYexyUmP69OkcfPDBADz//PN06NCBxYsX8+STT7oXbhRlpCbQMysN2IlqjS4jIKUtFG2AJZMbLjhJkiS1eL/+9a+57rrrWL9+fbRDUT2ZvGAdAGd0WEmoohRad4S2Nn2XJElSw9jlnhqFhYW0bt0agDfeeINTTz2VcDjM/vvvz+LFi+stQO28wV0yWbC2gBlLNnJYnzpsBRYXD72Phs+fhrmvQY+DGz5ISZIktUj33Xcf8+bNo1OnTnTr1o20tLRa70+fPj1KkWlXTZ4fJDWOSpsH6wm2nnI7MUmSJDWQXU5q9OrVixdffJFTTjmF//73v1x99dUArF69mvT09HoLUDtvUJdMXvhsed0rNQD6HhskNb56Fcbc5iJEkiRJDeLkk0+OdgiqR5FIhI+rKjX6lbr1lCRJkhreLic1brzxRs4991yuvvpqDj/8cEaOHAkEVRv77rtvvQWonTe4uln40o1EIpG6NV3c83CIT4aNi2H1l9Bhn4YNUpIkSS3STTfdFO0QVI++Wb2ZtZtLaR1fTuu1M4JBm4RLkiSpAe1yT43TTz+dJUuW8Omnn/Lf//63ZvyII47gT3/6U70Ep13Tt2NrEuPCbCgsY8n6wrrdlJgGPUcF51+92mCxSZKkepCaCps3B0dqarSjkdSCVW89dWbH1YQqSqBVB2jXK8pRSZKk3eaaQzFsl5MaADk5Oey7776sWLGCZcuWATB8+HD69u1bL8Fp1yTFx9GvU7AF2IylG+t+Y59jg1eTGpIkxbZQCNLSgsMtI9XEhMNh4uLitnuoaanpp5H6TTDQ7UD/XpIkqTlwzaEYtsvbT1VWVnLrrbfyxz/+kc2bNwPQunVrrrnmGn79618TDu9WvkS7aXCXTGYs3ciMpRs5aXDnut3U5xj4dwhWzoC85ZBRx/skSZKkOvrXv/5V6+eysjI+++wznnjiCW6++eYoRaVdUVkZ4eOFQVJj79JZwWB3+2lIkiSpYe1yUuPXv/4148eP54477uDAA4Mvrh988AG/+c1vKC4u5ne/+129Bamd9+2+GnXWKhu6DIelU2DuazD8sgaJTZIk7aaSEvj+94Pzv/4VkpKiG4+0E0466aStxk4//XT22Wcfnn32WS655JIoRKVd8VXuJjYWlpGeGKH1ms+CwW7205AkqVlwzaEYtsvlFE888QSPPPIIV1xxBQMHDmTgwIH88Ic/5OGHH+bxxx+vxxC1KwZVJTW+WJFPaXll3W+s3oJq7mv1H5QkSaof5eXwxBPBUV4e7WikerH//vszceLEaIehnTB5QVClcWznIkLlRZDYCtr3iXJUkiSpXrjmUAzb5aTG+vXrt9k7o2/fvqxfv36n5rr//vvp3r07ycnJjBgxgqlTp9bpvgkTJhAKhTj55JNrjV988cWEQqFax9FHH71TMTV13dulkpGSQGl5JXNzN9X9xr7HBa8L34fivIYJTpIkSfqWoqIi7r33Xjp3dvvTpqS6n8bhbavWf+37uOe2JEmSGtwuJzUGDRrEfffdt9X4fffdx8CBA+s8z7PPPsu4ceO46aabmD59OoMGDWLMmDGsXr16h/ctWrSIn/3sZxx88MHbfP/oo49m5cqVNcczzzxT55iag1AoVFOtMWPphrrfmLUXtNsLKstg3lsNE5wkSZJarDZt2tC2bduao02bNrRu3ZpHH32Uu+66K9rhqY4qKiNMqeqnMTBxRTCYvXcUI5IkSVJLscs9Ne68806OO+443nrrLUaOHAnA5MmTWbp0Ka+9Vveti+6++24uu+wyxo4dC8CDDz7Iq6++yqOPPsqvfvWrbd5TUVHBeeedx80338z777/Pxo0bt7omKSmJnJycnf9gzcjgPTJ47+s1zFiaxwUjd+LGvsfCh/8HX70G/U9rsPgkSZLU8vzpT38i9K3f5g+Hw7Rv354RI0bQpk2bKEamnTF7RR6bistpnRRPdvHCYLC9SQ1JkiQ1vF1Oahx66KF8/fXX3H///Xz11VcAnHrqqVx++eXceuut262g+LbS0lKmTZvGtddeWzMWDocZPXo0kydP3u59t9xyC9nZ2VxyySW8//7727xm0qRJZGdn06ZNGw4//HBuvfVW2rVrt81rS0pKKCkpqfk5Pz//O2NvCgZ3zQR2slIDoM9xQVLjmzegvBTiE+s/OEmSJLVIF198cbRDUD2o3npqeI+2hNcE60Gyt96eWJIkSapvu5zUAOjUqRO/+93vao19/vnnjB8/noceeug771+7di0VFRV06NCh1niHDh1qEiX/64MPPmD8+PHMmDFju/MeffTRnHrqqfTo0YP58+dz3XXXccwxxzB58mTi4uK2uv7222/n5ptv/s54m5pBe2QCMH9NAfnFZaQnJ9Ttxj2GQlp7KFgDi96DXqMbLkhJkiS1KI899hitWrXijDPOqDX+3HPPUVhYyEUXXRSlyLQzqpuEH9ijNUyaFwxm94tiRJIkSWopdrmnRjRs2rSJCy64gIcffpisrKztXnf22Wdz4oknMmDAAE4++WReeeUVPvnkEyZNmrTN66+99lry8vJqjqVLlzbQJ2hc7Vol0aVtCgAzl+5E0+9wHOx9YnA+4+kGiEySJEkt1e23377N7/LZ2dncdtttUYhIO6usopJPFgbNwQ9plweRCkjKgNYdoxyZJEmSWoLdqtTYXVlZWcTFxbFq1apa46tWrdpmP4z58+ezaNEiTjjhhJqxyspKAOLj45k7dy577rnnVvf17NmTrKws5s2bxxFHHLHV+0lJSSQlJe3ux4lJg/bIZOn6Ij5ftpGD9tp+Imgr+10In46HOf+GwvWQ2rbhgpQkSTsnNRVWr95yLjUhS5YsoUePHluNd+vWjSVLlkQhIu2sWcvzKCitIDM1gZ6VVb8Qlt0XvtUrRZIkNXGuORTDolqpkZiYyJAhQ5g4cWLNWGVlJRMnTqxpPv5tffv2ZdasWcyYMaPmOPHEEznssMOYMWMGXbp02eZzli1bxrp16+jYseX95tDgLpkAfLZk487d2GkwdBwEFaUw89n6DkuSJO2OUAjatw8O/xFRTUx2djYzZ87cavzzzz/fbg88xZbqfhojerQlvGZOMJhtk3BJkpoV1xyKYTtdqXHqqafu8P2NGzfu1Hzjxo3joosuYujQoQwfPpx77rmHgoICxo4dC8CFF15I586duf3220lOTqZ///617s/MzASoGd+8eTM333wzp512Gjk5OcyfP59f/OIX9OrVizFjxuxUbM1BdVJjxtKNRCIRQjvzl9B+F8Kr18D0J2HED/wLTJIkSbvtnHPO4cc//jGtW7fmkEMOAeDdd9/lJz/5CWeffXaUo1NdVCc1RvZsB0ureiG2N6khSZKkxrHTSY2MjIzvfP/CCy+s83xnnXUWa9as4cYbbyQ3N5fBgwfz+uuv1zQPX7JkCeFw3QtK4uLimDlzJk888QQbN26kU6dOHHXUUfz2t79ttltM7Uj/zhnEhUOs3VzCirxiOmem7MTNp8N/r4fVX8KyT6HLsIYLVJIk1V1JCYwbF5zffTe0wO84arp++9vfsmjRIo444gji44PlSGVlJRdeeKE9NZqAkvIKPl0c9NMYuWcWTKuu1OgbxagkSVK9c82hGBaKRCKRaAcRa/Lz88nIyCAvL4/09PRoh7Pbjv/z+3yxPJ//O3swJw3uvHM3/+sH8PkzsO8FcNJ9DROgJEnaOQUF0KpVcL55M6SlRTcetQj1/R35m2++YcaMGaSkpDBgwAC6detWD1E2HU11zTF14XrO/Otk2qUl8ukvDyR0WycgAj/7BlplRzs8SZJUX1xzKArq+h05qj011Dj27xHsTVxdJr5T9ququvniBSjZVI9RSZIkqSXba6+9OOOMMzj++ONbXEKjKateU+y/ZztC674BIpDSFtLaRzcwSZIktRgmNVqAkXtWJTUW7EJSo+tIaNcLygqCxIYkSZK0G0477TR+//vfbzV+5513csYZZ0QhIu2MyQvWAlX9NFZX9dPI3tv+e5IkSWo0JjVagGE92hIOweJ1hazYWLRzN4dCW6o1pj9Z/8FJkiSpRXnvvfc49thjtxo/5phjeO+996IQkeqquKyC6Us2AlW/OLX6y+CNbJuES5IkqfGY1GgB0pMTGNA5aPC+S1tQDToHwvGw/FNYNbueo5MkSVJLsnnzZhITE7caT0hIID8/PwoRqa6mL95AaXkl2a2T6JmVBmuqKjXa2yRckiRJjcekRgux/+5sQdUqG/pU/Tbd9L/VY1SSJElqaQYMGMCzzz671fiECRPo169fFCJSXX28cD0QVGmEQiFYPSd4w0oNSZIkNaL4aAegxjGyZzv++u6CXavUANjvIpjzMsycAKN/AwnJ9RqfJEmSWoYbbriBU089lfnz53P44YcDMHHiRJ5++mmef/75KEenHflm1SYABu6RCSWbYePi4I32JjUkSZLUeExqtBDDurclPhxi+cYilq4vpEvb1J2bYM/DIH0PyF8GX70CA05vmEAlSdJ3S0mBhQu3nEtNyAknnMCLL77IbbfdxvPPP09KSgqDBg3i7bffpm3bttEOTzuwaF0hAD2yUmHt3GAwLRvS2kUxKkmS1CBccyiGuf1UC5GWFM+gLpnALvbVCMfBvucH59OfqL/AJEnSzguHoXv34Aj7dU5Nz3HHHceHH35IQUEBCxYs4Mwzz+RnP/sZgwYNinZo2o5IJMLidQUAdGuXBqur+mlk209DkqRmyTWHYpj/i2xBRvbcjb4aAPueB4Rg4XuwfkH9BSZJkqQW57333uOiiy6iU6dO/PGPf+Twww/n448/jnZY2o41m0ooLK0gHIIubVJh9ZfBG249JUmSpEZmUqMFGVndLHz+OiKRyM5PkNkV9gz2Peazv9djZJIkaaeUlsLPfx4cpaXRjkaqs9zcXO644w722msvzjjjDNLT0ykpKeHFF1/kjjvuYNiwYdEOUdtRvfVU5zYpJMaHYU11pYZJDUmSmiXXHIphJjVakCHd2pAYFyY3v7hmUbLT9rsweJ38F/jqtfoLTpIk1V1ZGfzhD8FRVhbtaKQ6OeGEE+jTpw8zZ87knnvuYcWKFfz5z3+Odliqo0Vrg62nurdLCwZWm9SQJKlZc82hGGZSowVJTohjcNdMYBf7agD0PR72GgPlRfDsefDJ+PoLUJIkSc3Wf/7zHy655BJuvvlmjjvuOOLi4qIdknbConXfSmoU50H+suCN9vbUkCRJUuMyqdHC7HZfjbh4OPtp2PcCiFTCq+Ng4i2wK9tZSZIkqcX44IMP2LRpE0OGDGHEiBHcd999rF27NtphqY4W1TQJT4U1c4PB1p0gJTN6QUmSJKlFMqnRwux2Xw0IEhsn/hlGXRv8/P4f4cUroNz99SRJkrRt+++/Pw8//DArV67k+9//PhMmTKBTp05UVlby5ptvsmnTpmiHqB1YtDbYvrZHVhqsnhMMZlulIUmSpMZnUqOF2bdrJknxYdZuLmHe6s27PlEoBKN+BSfeB6E4+PwZePpMKM6vv2AlSZLU7KSlpfG9732PDz74gFmzZnHNNddwxx13kJ2dzYknnhjt8LQNkUiExTWVGt9KarS3n4YkSZIan0mNFiYpPo4h3doAu7EF1bftdwGc+ywkpMGCd+CxY6Fw/e7PK0mSpGavT58+3HnnnSxbtoxnnnkm2uFoO9ZsLqGgtIJwCLq0TYE11ZUaJjUkSZLU+ExqtEA1fTV2tVn4/9rrSLj4FUhrD6tmweT76mdeSZIktQhxcXGcfPLJvPzyy9EORduweF2w9VSnzBSS4uNg9VfBGyY1JEmSFAUmNVqg6r4aHy9YR2VlPTX47rwfHH1HcP7FP20cLklSQ0pJgS++CI6UlGhHI6mZW7g22HqqR1ZaUJW9OTd4o32fKEYlSZIalGsOxbD4aAegxjdwj0xSEuLYUFjG3FWb2Ltjev1M3OcYSEiFDYtgxXToPKR+5pUkSbWFw7DPPtGOQlILsaWfRiqsqarSyOgKSa2jGJUkSWpQrjkUw6zUaIES48MM7V7VV6O+tqACSEyD3kcH51+8UH/zSpIkSYqaRVXbT3X/dpPw7L5RjEiSJEktmUmNFqp6C6p6aRb+bf1PC15n/wsqK+t3bkmSFCgthd/8JjhKS6MdjaRmblHV9lO1khrtTWpIktSsueZQDDOp0UIdsGcWAFMWrKOivvpqAPQaDUnpkL8clk6pv3klSdIWZWVw883BUVYW7WgkNWORSKSmUXj3rG9tP5XdL4pRSZKkBueaQzHMpEYL1b9TOq2S4skvLmfOyvz6mzghGfoeH5x/8c/6m1eSJElSo1u7uZTNJeWEQtClbarbT0mSJCnqTGq0UPFxYYb3aAvUc18N2LIF1ZcvQkV5/c4tSZIkqdFUNwnvlJFCUvF6KFwLhCCrT3QDkyRJUotlUqMFG9kz6Kvx4fy19Ttxz0MhpS0UrIFF79fv3JIkSZIazcLqfhpZqbCmqkqjTXdITI1eUJIkSWrRTGq0YIf2aQ/AB9+sZe3mkvqbOC4B+p0UnM9+of7mlSRJktSoavpptEuD1dX9NPaOYkSSJElq6UxqtGC9O7Rm0B4ZlFdGePGz5fU7ef9Tg9cvX4by0vqdW5IkSVKjWFS1/VT3dmmwdm4w2N6tpyRJkhQ9JjVauDOGdgHg2U+WEolE6m/ibgdCqw5QvBEWvFN/80qSJElqNDVJjaw02Lg0GMzsFsWIJEmS1NKZ1GjhThjUiaT4MN+s3szny/Lqb+JwHOxzSnD+xT/rb15JkgTJyTB1anAkJ0c7GknNVCQSYfHa6u2nUiFvWfBGZpcoRiVJkhqFaw7FMJMaLVxGSgLHDugIBNUa9ar/acHrV69CWVH9zi1JUksWFwfDhgVHXFy0o5HUTK0rKGVTSTmhEHRpmwp5VeuFDJMakiQ1e645FMNMaogzhu4BwL8/X0FRaUX9TbzHMMjoCqWb4Zs36m9eSZIkSQ1ucdXWU50yUkiu2Awl+cEbGXtEMSpJkiS1dCY1xP492tGlbQqbS8r5zxcr62/iUAj6uwWVJEn1rrQU7rorOEpLox2NpGZqUdXWU93apW7pp5HSFhLTohiVJElqFK45FMNMaohwOMQZQ4IS8n982kBbUH39BpRsqt+5JUlqqcrK4Be/CI6ysmhHI6mZqtUk3H4akiS1LK45FMNMagiA04bsQSgEHy9YX1NmXi9yBkK7XlBeBHNfr795JUmSpCr3338/3bt3Jzk5mREjRjB16tTtXjtq1ChCodBWx3HHHVdzzbbeD4VC3HXXXTXXdO/efav377jjjgb9nI1t0bpvNwm3n4YkSZJig0kNAdA5M4WD92oPwHOfLqu/iUOhLdUabkElSZKkevbss88ybtw4brrpJqZPn86gQYMYM2YMq1ev3ub1L7zwAitXrqw5vvjiC+Li4jjjjDNqrvn2+ytXruTRRx8lFApx2mmn1ZrrlltuqXXdj370owb9rI1t0dqqSo12aSY1JEmSFDNMaqjGmVUNw5+ftoyKykj9TVyd1Jj35paydUmSJKke3H333Vx22WWMHTuWfv368eCDD5Kamsqjjz66zevbtm1LTk5OzfHmm2+SmppaK6nx7fdzcnJ46aWXOOyww+jZs2etuVq3bl3rurS07feaKCkpIT8/v9YRyyKRSO3tp6p7atgkXJIkSVFmUkM1juzXgczUBHLzi3n/mzX1N3H7PtD9YKgsh8l/qb95JUmS1KKVlpYybdo0Ro8eXTMWDocZPXo0kydPrtMc48eP5+yzz95uQmLVqlW8+uqrXHLJJVu9d8cdd9CuXTv23Xdf7rrrLsrLy7f7nNtvv52MjIyao0uX2K54WF9QyqbickIh6No21Z4akiRJihkmNVQjKT6Okwd3Bup5CyqAg34avE57HArX1+/ckiRJapHWrl1LRUUFHTp0qDXeoUMHcnNzv/P+qVOn8sUXX3DppZdu95onnniC1q1bc+qpp9Ya//GPf8yECRN45513+P73v89tt93GL37xi+3Oc+2115KXl1dzLF269Dvji6bqfhod05NJToj71vZTVmpIkiQpuuKjHYBiy5lDu/D4R4t448tc1heU0jYtsX4m3vOIoGl47kyY+hCM+lX9zCtJkiTtovHjxzNgwACGDx++3WseffRRzjvvPJKTk2uNjxs3ruZ84MCBJCYm8v3vf5/bb7+dpKSkreZJSkra5nisWly19VS3dmlQXgqbqpJEGV2jGJUkSZJkpYb+R79O6fTvnE5ZRYQXP1tefxOHQnDQ1cH5lAehtKD+5pYkqaVJToZ33gmO//mHVqklycrKIi4ujlWrVtUaX7VqFTk5OTu8t6CggAkTJmxzW6lq77//PnPnzt1hJUe1ESNGUF5ezqJFi+oUe6yraRKelQb5y4EIxCdDWlZ0A5MkSY3DNYdimEkNbeXMocE+uf/4dCmRSD02DO93ErTpAUUbYPqT9TevJEktTVwcjBoVHHFx0Y5GiprExESGDBnCxIkTa8YqKyuZOHEiI0eO3OG9zz33HCUlJZx//vnbvWb8+PEMGTKEQYMGfWcsM2bMIBwOk52dXfcPEMOqt5/q3i619tZToVAUo5IkSY3GNYdimEkNbeWkQZ1JjA/zVe4mZi3Pq7+Jw3Fw4E+C84/uC8rYJUmSpN0wbtw4Hn74YZ544gnmzJnDFVdcQUFBAWPHjgXgwgsv5Nprr93qvvHjx3PyySfTrl27bc6bn5/Pc889t80qjcmTJ3PPPffw+eefs2DBAp566imuvvpqzj//fNq0aVO/HzBKFq37VqVGdZNw+2lIkiQpBthTQ1vJSE1gzD45/PvzFfxz2jIG7pFZf5MPOgcm3Q75y2DWc7DvefU3tyRJLUVZGTz0UHB++eWQkBDdeKQoOuuss1izZg033ngjubm5DB48mNdff72mefiSJUsIh2v/LtfcuXP54IMPeOONN7Y774QJE4hEIpxzzjlbvZeUlMSECRP4zW9+Q0lJCT169ODqq6+u1WejKYtEIiys3n6qXRp8VV2p0SWKUUmSpEblmkMxLBSp1/2Fmof8/HwyMjLIy8sjPT092uFExbtfr+GiR6eSmZrAlOuOICm+HsvMPrgH3roJsnrDD6dA2IIhSZJ2SkEBtGoVnG/eDGlp0Y1HLYLfketXLP95ri8oZb/fvgnAnFuOJuU/P4HP/gajroNRv4xydJIkqVG45lAU1PU7sv+arG06qFcWHdKT2FhYxttzVtfv5EO/B0kZsPZrmPta/c4tSZIkabdUbz3VMSOZlMS4LT01Mq3UkCRJUvSZ1NA2xYVDnLpfsGfuP6cvq9/Jk9NheNXexB/cDRYLSZIkSTFjcVVSo1u71GCgpqeGSQ1JkiRFn0kNbddpVUmNd+auYc2mkvqdfMQPID4Zlk+DRe/X79ySJEmSdtnCtYUA9MhKC34ByUbhkiRJiiEmNbRdvbJbMbhLJhWVEV6asbx+J2+VDfueH5x/8Kf6nVuSJEnSLttSqZEGBWuhvBgIQXrn6AYmSZIkYVJD3+H0IcFvYz0/bRn13lP+gB9BKA7mvw0rZtTv3JIkSZJ2yaK1QVKje7s0yFsSDLbOgfjEKEYlSZIkBUxqaIdOGNiJxPgwX+VuYvaK/PqdvE136H9qcP7eXfU7tyRJkqRdsmhdsP1U96xU+2lIkiQp5pjU0A5lpCZwVL8OQFCtUe8O/hkQgq9esVpDkqS6SkqCV14JjqSkaEcjqRnZWFhKXlEZAN3apsHGpcEb9tOQJKllcc2hGGZSQ9+peguql2Ysp7S8sn4nz+4LA84IzifdXr9zS5LUXMXHw3HHBUd8fLSjkdSMbCgMEhqtk+JJSYzbUqmRaaWGJEktimsOxTCTGvpOB+/VnuzWSWwoLOPtr1bX/wMO/SWEwvD167BsWv3PL0mSJKlOikorAIKEBkBedaWGSQ1JkiTFBpMa+k5x4RCn7NcZgH9Ob4AtqLJ6wcCzg/NJt9X//JIkNTdlZfD448FRVhbtaCQ1I0VlJjUkSRKuORTTTGqoTk7fL9iC6p2vVrN2c0n9P+DQX0AoDua9BUum1P/8kiQ1J6WlMHZscJSWRjsaSc1ITaVGQlVSw54akiS1TK45FMNMaqhO9urQmkFdMimvjPDSjBX1/4C2PWDf84Lzd35X//NLkiRJ+k7VlRrJCXFQWgBF64M37KkhSZKkGGFSQ3V2etUWVM9Pa4AtqAAO+TmEE2Dhu7Dog4Z5hiRJkqTtqtl+KuFbTcKT0iE5I4pRSZIkSVuY1FCdnTCoE4lxYeaszGf2irz6f0BmV9jvwuD8ndsgEqn/Z0iSJEnaruKq7adSE+PspyFJkqSYZFJDdZaZmsiR/ToA8M9pyxvmIQdfA3GJsPjDoGJDkiRJUqOp2X4qMc5+GpIkSYpJJjW0U04fEixo/j5lMR/NX1v/D8joDEPGBudWa0iSJEmNqrB0G9tP2U9DkiRJMcSkhnbKob3bc2S/DpSWV3LZE5/y2ZIN9f+Qg8dBfDIsnQLzJ9b//JIkSZK2qXZPDSs1JEmSFHtMaminhMMh/nzOvhzYqx0FpRVc/NgnzFmZX78PaZ0Dwy4Nzt+6GQrX1+/8kiQ1dUlJ8I9/BEdSUrSjkdSMFFcnNRK/ValhTw1Jkloe1xyKYSY1tNOSE+J46IKh7Nc1k7yiMi4YP5UFazbX70MO/CkktoLcmXD/CPjypfqdX5Kkpiw+Hs44Izji46MdjaRmpOjb209ttFG4JEktlmsOxTCTGtolaUnxPDZ2OP06prN2cwnnPzKF5RuL6u8BrdrDhS9BVm8oWA3/uBCevQA2raq/Z0iSJEmqpbqnRmoCkL88GLSnhiRJkmKISQ3tsoyUBJ68ZDg926exIq+Y8x+ZwppNJfX3gD2Gwvffh4N/BuF4mPMy3D8cPnvKBuKSpJatvByeey44ysujHY2kZqR6+6m2leshUhF8D2/VIcpRSZKkRueaQzHMpIZ2S1arJJ66dASdM1NYuLaAC8ZPIa+orP4ekJAMR9wAl70DHQdB8UZ46Yfw91NhU279PUeSpKakpATOPDM4SurxFwoktXjVjcLbllVVSKd3hnBcFCOSJElR4ZpDMcykhnZbx4wUnr5sBNmtk/gqdxP3TvymAR4yEC59G0b/BuKSYP7b8K/v1/9zJEmSpBasuqdGm+qkhv00JEmSFGNMaqhedGuXxu9PHwjA01OWsKGgtP4fEhcPB10Nl78DcYmwYBLMm1j/z5EkSZJaqOpKjdYlVVXR9tOQJElSjDGpoXozqnd7+ndOp6isgsc+XNhwD+qwDwy7LDh/8yaorGy4Z0mSJEktSHWlRqvilcFAxh5RjEaSJEnamkkN1ZtQKMSVo3oB8PhHi9hUXI+9Nf7XIT+DpAxYNQtm/aPhniNJkiS1INWVGqlF1UkNKzUkSZIUW0xqqF6N2SeHPdunkV9czlNTljTcg1LbwsFXB+dv3wplxQ33LEmSJKmFqE5qJBUsDwas1JAkSVKMMamhehUOh7iiqlrjkfcXUly1KGoQI34A6Z0hbylMfajhniNJkiS1EMWlFUCExM1VSY3MrlGNR5IkSfpfJjVU704a3InOmSms3VzCPz5d2nAPSkiBw34dnL//Byhc33DPkiQpliQmwmOPBUdiYrSjkdRMRCIRCssqSKeAcFlBMJjeObpBSZKk6HDNoRhmUkP1LiEuzA8O7QnAX99dQFlFAzbyHnQ2ZO8DxXnw/h8b7jmSJMWShAS4+OLgSEiIdjSSmomyiggVlRE6h9YFA6lZkJga3aAkSVJ0uOZQDDOpoQZxxtAuZLVKYvnGIl78bHnDPSgcB0feHJxPfQg2LG64Z0mSJEnNWHU/jc6htcGA/TQkSZIUg0xqqEEkJ8Rx6cE9AHjg3flUVEYa7mG9RkOPQ6CiFN75XcM9R5KkWFFeDq++Ghzl5dGORlIzUd0Pr0u4qlIjs0sUo5EkSVHlmkMxzKSGGsz5+3cjPTmeBWsK+O/s3IZ7UCgER94SnM/8B6z8fMt7lZWwcSnMfwc++zvkr2y4OCRJaiwlJXD88cFRUhLtaCQ1E0WlQVKja1xVUiPDpIYkSS2Waw7FsPhoB6Dmq1VSPBcf2IN7J37D/e/M45j+OYRCoYZ5WKd9of/p8MXz8K8roN2esG4+rJ8P5cVbrusyAi55o2FikCRJkpqwwqqkxh7hdRDBpIYkSZJikpUaalBjD+hOamIcs1fkM+nrNQ37sCNugHACrJ4Nc14OXsuLg7Gs3sHr0imwZErDxiFJkiQ1QdU9NTrZU0OSJEkxzEoNNag2aYmcO7wrj3ywkPvenseo3u0brlqjTXc4/VFY9D607QntegUVGxldIS4eXroKPvsbfHQvdH2qYWKQJEmSmqjqnho5kaqkhj01JEmSFIOs1FCDu+yQniTFh5m2eAP/+HRpwz6s34lw7F2w/xWw15FBciOuKnc38qrg9atXg62pJEmSJNUoKq0gkTLaRdYHA24/JUmSpBgUE0mN+++/n+7du5OcnMyIESOYOnVqne6bMGECoVCIk08+udZ4JBLhxhtvpGPHjqSkpDB69Gi++eabBohcddEhPZlrjuoNwK2vzCE3r/g77mgg2X1hr6OACHz8l+jEIEmSJMWoorIKckJVCY34FEhtF92AJEmSpG2IelLj2WefZdy4cdx0001Mnz6dQYMGMWbMGFavXr3D+xYtWsTPfvYzDj744K3eu/POO7n33nt58MEHmTJlCmlpaYwZM4bi4ij9Y7q45KCeDOqSyaaScn79r1lEIpHoBHLAj4LXz56CwvXRiUGSJEmKQUWlFXRgQ/BDekdoqG1jJUmSpN0Q9aTG3XffzWWXXcbYsWPp168fDz74IKmpqTz66KPbvaeiooLzzjuPm2++mZ49e9Z6LxKJcM8993D99ddz0kknMXDgQJ588klWrFjBiy++2MCfRtsTFw5x1+kDSYwLM/Gr1bw0Y0V0Aul+MHQcBOVF8Mn46MQgSdLuSkyE++4LjsTEaEcjqZmoVanRumN0g5EkSdHlmkMxLKpJjdLSUqZNm8bo0aNrxsLhMKNHj2by5Mnbve+WW24hOzubSy65ZKv3Fi5cSG5ubq05MzIyGDFixHbnLCkpIT8/v9ah+te7Q2t+fEQvAH7z79ms2VTS+EGEQjCyqlpj6l+hzOodSVITlJAAV14ZHAkJ0Y5GUjNRVFZBdqiqUsOkhiRJLZtrDsWwqCY11q5dS0VFBR06dKg13qFDB3Jzc7d5zwcffMD48eN5+OGHt/l+9X07M+ftt99ORkZGzdGliw3xGsr3D92Tfh3T2VhYxk0vfxGdIPY5GdL3gII1MOsf0YlBkiRJijFFpRXk1CQ1cqIbjCRJkrQdUd9+amds2rSJCy64gIcffpisrKx6m/faa68lLy+v5li6dGm9za3aEuLC3HXGQOLDIV6blctrs1Y2fhBxCbD/D4Lzj+6DysrGj0GSpN1RUQGTJgVHRUW0o5HUTNTafiq9U3SDkSRJ0eWaQzEsPpoPz8rKIi4ujlWrVtUaX7VqFTk5W/9m0Pz581m0aBEnnHBCzVhl1T9Ix8fHM3fu3Jr7Vq1aRceOW0qmV61axeDBg7cZR1JSEklJSbv7cVRH+3TK4IpRe/Lnt+dx40tfMLJnO9qkNfLefPtdBO/eCWvnwrw3ofeYxn2+JEm7o7gYDjssON+8GdLSohuPpGahqLSC7NDG4AcrNSRJatlccyiGRbVSIzExkSFDhjBx4sSascrKSiZOnMjIkSO3ur5v377MmjWLGTNm1Bwnnngihx12GDNmzKBLly706NGDnJycWnPm5+czZcqUbc6p6Ljq8F707tCKtZtLufnfsxs/gOR0GHJRcP7Rnxv/+ZIkSVKMKSqrIIfqRuFWakiSJCk2RX37qXHjxvHwww/zxBNPMGfOHK644goKCgoYO3YsABdeeCHXXnstAMnJyfTv37/WkZmZSevWrenfvz+JiYmEQiF++tOfcuutt/Lyyy8za9YsLrzwQjp16sTJJ58cxU+qb0uKj+PO0wcRDsGLM1bwxuxt9ztpUCN+AOF4WPQ+rPis8Z8vSZIkxZCi0nI6VPfUSLdRuCRJkmJTVLefAjjrrLNYs2YNN954I7m5uQwePJjXX3+9ptH3kiVLCId3Lvfyi1/8goKCAi6//HI2btzIQQcdxOuvv05ycnJDfATtosFdMrnskJ789d0F/OKfM9mncwadM1MaL4CMPWCfU4Nm4R/dB6ePb7xnS5IkSTEmrngjyaGy4IdWbj8lSZKk2BSKRCKRaAcRa/Lz88nIyCAvL4/09PRoh9OslZZXcsaDH/H5sjz265rJs98fSUJcIxYQrfwc/noIhOLgR59C256N92xJknZVQQG0ahWcu7+tGonfketXLP55/vz+Cdy15vuUJGaSdN3iaIcjSZKiyTWHoqCu35Gjvv2UWrbE+DD3nbsfrZPjmb5kI3f9d27jBtBxEOx5BEQq4OUfQ1XjeUmSJKmlSStdDUBpSocoRyJJkiRtn0kNRV2XtqncdfogAB56bwFvfbmqcQM47g8QnxL01vjULagkSZLUMqWXrgGgLNWkhiRJkmKXSQ3FhKP75zD2wO4AXPPc5yzfWNR4D2/bE0b/Jjh/8ybYsKjxni1J0q5ISIA77wyOhIRoRyOpmUgvXwtApf00JEmSaw7FMJMaihnXHrM3g/bIIK+ojKuenk5ZRSNuBTX8cuh2IJQVwEtXuQ2VJCm2JSbCz38eHImJ0Y5GUjORWREkNSKtO0Y5EkmSFHWuORTDTGooZlT310hPjuezJRu58/WvGu/h4TCcdB8kpLoNlSRJklqkdhXrAQilm9SQJElS7DKpoZjSpW0qd50R9Nd4+P2FvNmY/TXchkqS1FRUVMAnnwRHRUW0o5HUTGRF1gEQl94pypFIkqSoc82hGGZSQzFnzD45fO/AHgBc848ZfLE8r/EePuwyt6GSJMW+4mIYPjw4ioujHY2kZqCsopLs0AYA4tuY1JAkqcVzzaEYZlJDMelXx/RlWPc25BeXc94jUxovseE2VJIkSWqBikpKyCL4zp3UZo8oRyNJkiRtn0kNxaTE+DCPXjyM/bpmkldU1riJjVrbUN0I6xc2znMlSZKkKCnZkEtcKEJ5JExCena0w5EkSZK2y6SGYlbr5ASe+N5whnRrQ15RGec+/DGzljVSYmPYZdDtICgrhAcPgmfOgakPw7r5EIk0TgySJElSIynbuByAtbQhFI6LcjSSJEnS9pnUUEz7dmIj2IqqkRIb1dtQtekBpZth7mvw2s/gz/vB/w2CV66Gb94ywSFJkhQD7r//frp3705ycjIjRoxg6tSp27121KhRhEKhrY7jjjuu5pqLL754q/ePPvroWvOsX7+e8847j/T0dDIzM7nkkkvYvHlzg33GhlaZFyQ11oTaRjkSSZIkacdMaijmtUqK3yqxMXPZxoZ/cNse8KPpcPm7cMSN0P1gCCfAxsXw6aPw1Gnw8V8aPg5JkiRt17PPPsu4ceO46aabmD59OoMGDWLMmDGsXr16m9e/8MILrFy5sub44osviIuL44wzzqh13dFHH13rumeeeabW++eddx6zZ8/mzTff5JVXXuG9997j8ssvb7DP2dAq83MB2BDXLsqRSJIkSTtmUkNNQnViY2hVYuP8R6bw2ZINDf/gcBg6DYaDr4GLX4FfLoJznoVB5wTvv/UbyJ3V8HFIkiRpm+6++24uu+wyxo4dS79+/XjwwQdJTU3l0Ucf3eb1bdu2JScnp+Z48803SU1N3SqpkZSUVOu6Nm3a1Lw3Z84cXn/9dR555BFGjBjBQQcdxJ///GcmTJjAihUrGvTzNpTQppUAbIjLinIkkiRJ0o6Z1FCT0Sopnse/ldg4+6GPefnzRl40JrWCPkfDyQ9An2OhohT+eSmUFTVuHJKkli0hAW66KTgSEqIdjRQ1paWlTJs2jdGjR9eMhcNhRo8ezeTJk+s0x/jx4zn77LNJS0urNT5p0iSys7Pp06cPV1xxBevWrat5b/LkyWRmZjJ06NCasdGjRxMOh5kyZco2n1NSUkJ+fn6tI5bEFQSVGnkJVmpIkiRccyimmdRQk1JdsXFE32xKyiv58TOfcfebX1NZ2ci9LUIhOPHP0KoDrPkK3rypcZ8vSWrZEhPhN78JjsTEaEcjRc3atWupqKigQ4cOtcY7dOhAbm7ud94/depUvvjiCy699NJa40cffTRPPvkkEydO5Pe//z3vvvsuxxxzDBUVFQDk5uaSnZ1d6574+Hjatm273efefvvtZGRk1BxdunTZmY/a4BKqkhqbEtpHORJJkhQTXHMohpnUUJOTlhTPQxcO5fJDegJw78RvuOqZ6RSVVjRyIFlwUlVPjal/DRqHS5IkqckYP348AwYMYPjw4bXGzz77bE488UQGDBjAySefzCuvvMInn3zCpEmTdvlZ1157LXl5eTXH0qVLdzP6+pVYFPQgKUw0qSFJkqTYZlJDTVJcOMR1x+7NnacPJCEuxGuzcjnzr5PJzStu3ED2Gg3Dvx+cv3gFFKxt3OdLklqmykqYPTs4KiujHY0UNVlZWcTFxbFq1apa46tWrSInJ2eH9xYUFDBhwgQuueSS73xOz549ycrKYt68eQDk5ORs1Yi8vLyc9evXb/e5SUlJpKen1zpiSUpx8HmKUjp8x5WSJKlFcM2hGGZSQ03amUO78NSl+9M2LZFZy/M48b4PmLlsY+MGceTN0H5vKFgNL/8IIo28FZYkqeUpKoL+/YOjyL5OarkSExMZMmQIEydOrBmrrKxk4sSJjBw5cof3Pvfcc5SUlHD++ed/53OWLVvGunXr6NixIwAjR45k48aNTJs2reaat99+m8rKSkaMGLGLnyaKSgtILN8EQHGySQ1JkoRrDsU0kxpq8ob3aMtLVx5I7w6tWL2phDP/OrlxExsJKXDawxCXCHNfg2mPN96zJUmSWrhx48bx8MMP88QTTzBnzhyuuOIKCgoKGDt2LAAXXngh11577Vb3jR8/npNPPpl27Wo3xt68eTM///nP+fjjj1m0aBETJ07kpJNOolevXowZMwaAvffem6OPPprLLruMqVOn8uGHH3LVVVdx9tln06lTp4b/0PVtU9BPoyCSRDi5VZSDkSRJknbMpIaahS5tU/nnFQdwUK8sissqufzJaazOb8StqHIGwBE3Buf/vQ7WfN14z5YkSWrBzjrrLP7whz9w4403MnjwYGbMmMHrr79e0zx8yZIlrFy5stY9c+fO5YMPPtjm1lNxcXHMnDmTE088kd69e3PJJZcwZMgQ3n//fZKSkmque+qpp+jbty9HHHEExx57LAcddBAPPfRQw37YhpK/AoDcSFtSEuOjHIwkSZK0Y6FIxL1y/ld+fj4ZGRnk5eXF3F632rFNxWWc8pePmLd6M4O6ZPLs5fuTnBDXOA+vrIS/nQwL3w1+TmwNqW0htV3QVDy1HaS1h5yB0GlfaNsTwuYVJUm7oKAAWlX9NvXmzZCWFt141CL4Hbl+xdSf58zn4IVLmVzRj8mHPMG4I3tHNx5JkhR9rjkUBXX9juyv4ahZaZ2cwCMXDuWk+z/k86UbufaFWdx95iBCoVDDPzwchlMehL+dAmu+gtJNwbFx8bavT8qAToOCBEenfaHbgdAqu+HjlCRJkr5tU1WlBm1IaaxfCJIkSZJ2kUkNNTvds9J44Lz9uODRqfzrs+X0yWnNDw7ds3Eent4JrpgMJXlQuB4K10HB2uC1cB3kL4cVMyB3ZnDNwveCAyCcAIPOggN+DO37NE68kiRJUlVPjVWRNqQkWEksSZKk2GZSQ83SAb2yuOmEftz40mx+//pX7JXdiiP27tA4Dw+HIaVNcLTbTjKloiyo5ljxGSyfDss+gVVfwGd/D44+x8KBP4Gu+zdOzJIkSWq5qnpqrIq0oW+ilRqSJEmKbSY11GxdsH83vsrdxNNTlvCTCTN44YcH0LtD62iHFYhLCJqL5wyA/S4MxpZMgY/uha9ehbmvBUeXEUHlRp9jIOwCU5JUJSEBfvazLeeStDu+Vakx2O2nJEkSuOZQTDOpoWYrFApx84n7MH/1ZqYsXM+lT3zKS1ceSJu0xGiHtm1dR0DXp2DN1zD5z/D5BFg6BZ49DzK7wdDvBQmQ1LbRjlSSFG2JiXDXXdGOQlJzUd1TI9KW1ESXiJIkCdccimlumKpmLSEuzAPnD6FL2xSWrC/k5L98yLtfr4l2WDvWvjec+Gf46Sw4aBwkZwTNxt+6Cf7YF/51BSyfFu0oJUmS1BxEIv/TU8NKDUmSJMU2kxpq9tqmJfLIhcPokJ7E4nWFXPToVH741DRy84qjHdqOtc6B0TfBuK+CJEfOQKgogc+fhocPh4dGwZxXoh2lJCkaKith0aLgqKyMdjSSmrLC9VBRCsBq2pCS6BJRkiThmkMxzW+sahH65LTmrXGH8r0DexAOwWuzcjnij5N45P0FlFfE+F/MianBtlPffw8ueQsGngVxiUGT8WfPgyUfRztCSVJjKyqCHj2Co6go2tFIasqqtp5aTzplxJNspYYkSQLXHIppJjXUYrROTuDGE/rx7x8dxL5dMykoreDWV+dwwn0fMm3xhmiH991CIegyDE59CMbNgb1PDMb/80sz5pIkSdo1VVtPraYNgD01JEmSFPNMaqjF2adTBv/8wQHcdsoAMlISmLMyn9Mf/Iib/z2botKKaIdXN2lZcNwfISkdVs4ItqSSJEmSdlZ+UKmxsjJIathTQ5IkSbHOpIZapHA4xLkjuvL2NYdy2n57EInAYx8u4uj/e4+pC9dHO7y6aZUNh/4iOH/rZijOj248kiRJanqqKjVyTWpIkiSpiTCpoRatXask/njmIB4fO4yOGcksXlfIWQ9N5jcvz6awtDza4X234d+Hdr2gYDW8/4doRyNJkqSmpqqnxqqq7aeSbRQuSZKkGOc3VgkY1Seb/159CGcN7UIkAo9/tIhj/u99pixYB0BeURmzV+Tx39m5jP9gITf/eza/e/VLVm8qjm7g8Ykw5vbgfPJfYN386MYjSZKkpqWqUmNVpA3hECTGuUSUJElSbLMLnFQlPTmB358+kGMHduRX/5xZVbXxMa2T4tlUsu2qjf98kcuT3xtOz/atGjnab+l9FPQ6Eua9Cf/9NZw7IXqxSJIkqWmp6qmRG2lLamI8oVAoygFJkiRJO+av4Uj/49De7fnv1Ydw9rAuADUJjXZpiQzaI4PjBnTk8kN60q1dKss2FHHaAx/x2ZIN0QwZxtwG4Xj4+j8w763oxiJJanjx8fDDHwZHvL+jImk3bFoJBJUayfbTkCRJ1VxzKIaFIpFIJNpBxJr8/HwyMjLIy8sjPT092uEoihavK6C0vJLObVJITaz9F/jazSV87/FPmLksj+SEMPefux9H7N0hSpECr18HH98PWX3gig8hLiF6sUiSpGbH78j1Kyb+PCvK4LdZAAwpfoDUtjm8/4vDoxOLJEmSWry6fke2UkPagW7t0tirQ+utEhoAWa2SeOay/Tm0d3uKyyq57MlPmTB1SRSirHLoLyA1C9bOhU/GRy8OSZIkNQ1V/TQqwwmspzUpVmpIkiSpCTCpIe2GtKR4HrloKKcP2YPKCPzqhVn831vfEJUCqJRMOOKG4HzSbVCwtvFjkCQ1jkgE1qwJDotuJe2qqqRGSXJ7IoRNakiSpC1ccyiGmdSQdlNCXJi7Th/IVYf1AuBPb33NhY9O5W+TFzF/zebGTXDsewHkDIDiPLh3X5hwHnzyCKxf0HgxSJIaXmEhZGcHR2FhtKOR1FRtCpqEFyVnA5CSaFJDkiRVcc2hGGaXF6kehEIhfjamDx3Sk7jx5dm8/81a3v8mqJTomJHMAXtmcWCvdhzUK4vs9OSGCyQcByf+GZ45J2j6+NUrwQHQpjv0PAz2Ogp6jYb4xIaLQ5IkSbGvqlKjILE9gJUakiRJahJMakj16IKR3RnWoy1vfbmKD+etY9riDazMK+af05fxz+nLiAuHuO2U/pw1rGvDBdFpX7h6Nqz8HOa/DfPfgaVTYMMimPZYcKS2g4FnweDzIKd/w8UiSZKk2JUfVGpsrk5qWKkhSZKkJsCkhlTP+uak0zcnnasO34ui0go+XbyeD+et472v1/Dlynyu+9cXdEhPZlSf7IYLIhwHnfcLjkN+BiWbYfGHMG8ifPkSbM6Fj/8SHB0HweDzYcDpkNq24WKSJElSbNm0EoC8+CwAkq3UkCRJUhNgUkNqQCmJcRy8V3sO3qs9vzy6Dz97bib/nL6Mq57+jOd+MJK9O6Y3TiBJraD3mOAYcxvMnwif/R3m/ieo6Fj5Obzxa0hrD4QgFIYQwSshaJ0Dpz8G6R0bJ15JkiQ1vKqkxsb4dgCkWqkhSZKkJsBG4VIjCYVC3H7qAEb2bMfmknK+9/gn5OYVN34gcfFBcuOsv8E1c+Ho30OHAVBRCvnLIX8Z5C2BjUuCLas2LIQlk+G/1zZ+rJIkSWo4+UFSY304SGrYU0OSJElNgZUaUiNKjA/z4PlDOO3Bj5i3ejPfe/wT/vGDkbRKitL/Kaa1g/1/EBzr5kNJPkQiwUEEIpXBb/A9dzHM/hfsdyHseXh0YpUkSVL9qmoUviYUbEFqUkOSJElNgUkNqZFlpCbw2MXDOOUvH/Llynx+9PR0Hr5wKPFxUS6carfn9t8bdhlM/Su8+jP44WSIT2q8uCRJW4uPh4su2nIuSTurZBOUbgJgTaQtsJ5kt5+SJEnVXHMohrn9lBQFXdqm8shFw0hOCPPO3DX85t+ziUQi0Q5r+w7/NaRlw/r58NG90Y5GkpSUBI8/HhxJJpol7YKqKg0SW7OxMvh7xEoNSZJUwzWHYphJDSlKBnfJ5J6z9iUUgr9/vIQ/vfUNxWUV0Q5r25IzYMzvgvP3/hD02pAkSVLTlb8ieE3vWPMd1EbhkiRJagpMakhRdHT/HH597N4A3DvxGw64423ufP0rlm8sinJk2zDgDOh+MJQXw39+Fe1oJKlli0SgoCA4YrnST1Lsqq7UaJ1DYWmQ1Ei2UkOSJFVzzaEYZlJDirJLDurBb0/ah04ZyawvKOUvk+Zz8O/f5gd/m8ZH89fGzrZUoRAc+wcIx8PX/4G5/4l2RJLUchUWQqtWwVFYGO1oJDVFm6oqNVp3oqiqUsPtpyRJUg3XHIphJjWkKAuFQlwwsjvv/eIwHjx/CCN7tqMyAq/PzuXch6cw5p73eGfu6miHGcjuCyOvDM7/8wso9f+pSZIkNUn5K4PX1jkUVVVqpLj9lCRJkpoAkxpSjIiPC3N0/xyeuXx/3rj6EM4b0ZWUhDi+XrWZsY99wq/+OZNNxWXRDhMO+QWkd4aNS+CDu6MdjSRJknbFpqqkRnone2pIkiSpSTGpIcWg3h1a87tTBvDxdUcw9sDuAEz4ZClH3/M+H81fG93gklrB0XcE5x/+H6ydF914JEmStPN6j4EhY6HjYHtqSJIkqUkxqSHFsIyUBG46YR+euWx/9miTwvKNRZz78BR+8/JsCkvLoxfY3idAr9FQUQp/PRgeGgX/uiJIcnz9BmxYDJWVOzdnJALrF+z8fZIkSdp5+54PJ9wDXUfYU0OSJElNSny0A5D03Ubu2Y7Xf3oIt702h6enLOHxjxYxae5q/nDGIIZ2b9v4AYVCcOxd8MRJkLcEVnwWHN+Wlg2nPQI9D/3u+Sor4cUfwMxnIaMLDDgDBp0N7fs0TPySJEmqUb39lD01JEmS1BRYqSE1Ea2S4rntlAE88b3h5KQns2hdIWf8dTLXvjCTDQWljR9Q257w48/gyk/gzCdh1HWwz6mQ3Q/CCVCwGp45B5ZN++653rwhSGgA5C0NenXcPxz+eghM/gtsWtWwn0WSJKmFKquopKwiAlipIUmSpKbBSg2piTm0d3v+e/Uh/PaVL3l+2jKembqU17/I5ZdH9+XMoV0Ih0ONF0xcPLTvHRz9TtoyXlYMz5wNC96Bp06Dsa9Ddt9tz/HRfTD5vuD8xD9DUmuY+Q/45g1Y+XlwvHE99D0Ojvk9pHdq+M8lSbEuLg5OP33LuSTtouoqDbBSQ5IkfYtrDsWwUCQSiUQ7iFiTn59PRkYGeXl5pKenRzscabumLFjHjS/NZu6qTQDs2zWTW0/uzz6dMqIcGVCyGZ48CZZ/Cq07wSX/hcyuta+Z9Tz885LgfPTNcNBPt7xXsA5mvxBUcCz7JBhLyoCjb4PB5wVbYEmSpEbjd+T6FSt/nqvzixl+20TCIZh/27GE/I4lSZKkKKnrd2S3n5KasBE92/HKjw/i+uP2Ji0xjs+WbOSEP3/Ab16eHZ0tqb4tqRWc9xy07wubVsCTJ8Pm1Vven/8O/OsHwfmIK+DAn9S+P60dDL8MLn0LrvgIOg+Bkjx46Up46nTIW9ZoH0WSJKm5+naTcBMakiRJagpMakhNXEJcmEsP7snEa0Zx/MCOVEbg8Y8WMfKOiVz7wiy+qariiIrUtnDBv4IKjfXz4e+nQnFesKXUs+dDZRnscwqMuW3HlRcd9oHvvRFUc8Qlwby34C8jYfqTYLGZJEnSLiuySbgkSZKaGJMaUjORk5HMfefux98vGcE+ndIpLqvkmalLOPJP73HB+Cm8M3c1lZVRSACkd4ILXoS09pA7C/5+enCUbobuB8Mpf4VwHf4qiosPtqf6wQewxzAoyYeXfxQkSjblNvSnkKTYUlAQJINDoeBcknZRUWmQ1Ei2SbgkSfo21xyKYTYKl5qZg/bK4pVeB/HJog08+sFC3vgyl/e/Wcv736ylZ/s0jh/QEUIhyioqKS3fcpRXRujdoRUH79WevTu2rt/tB9rtCee/AI8fD8umBmMd+sPZT0F80s7N1b43fO+/8PFf4O1bYf7b8LdTYOx/ICWz/mKWJElqAaqTGqlWakiSJKmJMKkhNUOhUIjhPdoyvEdblq4v5PGPFvHsJ0tZsKaAe9+et8N7b//PV2S1SuKQvbI4uHcWB/VqT/vWO5l42JaOA+HcZ+GpMyAtC857HpJ3saF5OA4O+BHsNQaeOAFWfxlsZ3X+P3c+SSJJktSCfbunhiRJktQUmNSQmrkubVO54fh+/HT0XrwwfTlfrsgnIT5EYlwcCfEhkuLCJMYH2z9NW7yBjxesZ+3mEl74bDkvfLYcgH06pXNE32wO37sDAztnEA7vYhVHt5Ew7kuIT4b4xN3/cO17w/nPw6PHwKL3g8bjp42v23ZWkiRJqklquP2UJEmSmgqTGlIL0To5gYsO6P6d15WUVzBt0Qbe+2Yt7329hi9X5jN7RXDc+/Y8slolcXjf9hyxdwcO3iuL1MSd/GskOX3XPsD25AyAs/8e9OmY/ULQw2PM7+r3GRA0JK/PLbkkSZJiQPX2UzYKlyRJUlNhUkNSLUnxcRzQK4sDemXxq2P6smZTCe9+vYa3v1rFe1+vZe3mEv7x6TL+8ekyEuPDZKUlEgEqIxEqIxCpes1ISeBXx/RlzD45DR90z1Fw8l/ghctg8n2Q3hlG/rD+5l/yMTx9Fgw8C469s/7mlSRJirLiMntqSJIkqWkxqSFph9q3TuL0IXtw+pA9KC2vZOrC9bw1ZxUTv1rF0vVFrMgr3uZ96wtK+f7fpvH9Q3vy86P6EB/XwFtCDTwT8lfAWzfBf6+D1jnQ/9Tdnzd/JfzjQijeCFMfgiEXQ4d+uz+vJElSDCgsdfspSZIkNS0mNSTVWWJ8mIP2yuKgvbK46YR+LF5XyKbickKhYGemcChEOBQiFIJnP1nK+A8W8td3F/D50o38+Zz96qfh+I4c+BPIXx4kH/71fWiVDd0P2vX5ykuChMbmVVUDEXjnd3D2U/USriTtsrg4OPbYLeeStItsFC5JkrbJNYdimEkNSbskFArRPSttu+/fcHw/9uvahl88/zkfL1jPcfe+z1/O24+h3ds2ZFBw9B2waSXM+Tc8fTYc83sYfO6u9cP4zy9h2VRIzoBTHoIJ58BXr8DyadB5SP3HL0l1lZwMr74a7SgkNQMmNSRJ0ja55lAMa+D9YCS1ZMcN7MhLVx1Ir+xWrN5UwtkPfcyjHywkEok03EPDcXDqw9DjECjdBC/9ECacC5tX79w805+EaY8BITj1EehzNAw8O3hv4m/rPWxJkqRoKLZRuCRJkpoYKzUkNahe2a156coD+eU/Z/LKzJXc8sqXPPvJUrq0TSUnI4mc9GQ6pCfTMSOFTpnJ9MhKI7QrVRXflpACF7wIH/4fvHMbzH0Nlk6B4/8E/U767vuXTYNXrwnOD/s19D4qOB/1S5j1HCx4BxZ9sHtbW0mSJMWAQpMakiRJamJMakhqcGlJ8fz5nH0Z0q0Nv3t1DnNXbWLuqk3bvLZzZgpH7dOBo/rlMKx7m11vMB6Og4PHwV5HBf01Vn0R9McYcCYceyektNn2fZvXwD8ugIpS6HMcHHzNlvfadIf9LoRPxwfVGt97fde2tZKk3VVQANnZwfnq1ZC2/e0AJWlH3H5KkiRtk2sOxTCTGpIaRSgUYuyBPThqnxzmrMgnN7+YVfnF5OYV15wvXlfI8o1FPPbhIh77cBFtUhM4Yu8OjNknh4P3yiJ5VxbbOf3hsnfg3Tvggz/BrH8EVRYDToPMbkGiIrMbZHYNEiHPXRw0G2+3F5zyIIT/J6lyyM9hxlOw9GOY9xbsdeS2nxuJwLyJ0LYHtNtz5+OWpO9SWBjtCCQ1A8UmNSRJ0va45lCMMqkhqVF1zkyhc2bKNt8rLqvg/W/W8t/ZuUycs4oNhWU8P20Zz09bRlarJG46oR/HD+y489tTxSfCETdC72OCqo318+GjP299XXImFG+ExFZw9lOQnL71NekdYdilMPk+ePu30Gv01tUaxXnw0pVBs/KEVDjjceg9pm6xlpcAoSBmSZKkBlZTqeH2U5IkSWoiTGpIihnJCXEc2a8DR/brQHlFJZ8s2sAbX+by+he5rMwr5kfPfMY/py/jtyf1p0vb1J1/QJdh8IMPYOYEWPM1bFwMGxYHr6Wbg4QGBBUa7ftsf56DxsG0x2Hl5zDn5dp9OlbMgOcugg2Lgp/LCuGZc4J+HkMu2v6ckUhQAfL6tdC6I1z8KrRqv/OfUZIkaScUVfXU2KWKWEmSJCkKTGpIiknxcWFG7tmOkXu241fH9OXBSQu4/515TJq7hqP+9B5XH7kX3zuwx8733EhMhaHfqz0WiUDheti4COJToEO/Hc+R1g72/yG8dye8/TvoezyEwvDpo0FSoqIEMrrCaY/A9CeCZMW/fxxsazXq2q0rOzavgX//BOa+Gvxckg/PnA0X/TuItzFVVsCi96HzEEhq3bjPliRJja66UXiqlRqSJElqIkxqSIp5SfFx/GT0Xhw/qCPXvTCLKQvXc9trX/HiZyu4/dQB9OuUTlFZBcWlFRSVVR2lFRSWVrC5pJyCqmNT1WtRaSUdM5Lpld2KXtmt6JyZQjitXZCsqKsDroKpD8HauUEyY8nH8MXzwXu9j4FTHgiakXcZDumdgwTIu7+HvOVwwj0QlxBc+9VrQcKjYA2EE4J5pz0Oyz+FFy6DM58Men00hkgkiOWzv0POQLh0ottgSZLUzNlTQ5IkSU2NSQ1JTcae7Vsx4fL9ee7TZfzutTl8uTKfk+7/cLfnTUmIo2f7NHplt2LQHpmcM7zrd+8rnZwBB/0U3voNvPazYCwUB0feDCOv2lKNEQrB4b+G9E7w6jiY8XfYnAsn3gfv3BokEACy94FT/wo5A2CvMfDkSfDVK0HlxzG/37q6o9q6+fDG9UHi4+QHIanVrv9BTLxlSzy5M2HSbTD6N7s+nyRJinnVPTXcfkqSJElNhUkNSU1KKBTizGFdOHzvbG595UtenLGi5r1wKEhQpCTGkZwQR2piHGlJ8bRKiictMZ5WycF5UnyYZRuKmLd6MwvXFlBUVsHsFfnMXpHPSzNW8PD7C/jF0X04aVBnwuEdNCUffjlM/gsUrA6qMU5/DLqO2Pa1Q8cGvTKeHwvz3oI/7QORCiAEB/4YDvs1xCcF13YbGfT1eH4sTP0rtOkGI6+sPV9FedCsfNLtUF4cjBXnwbnPQULyzv/BTv4LfHB3cD7oHPj8GfjgHuh1JHQ/cOfnk9SwwmE49NAt55K0i6p7atgoXJIk1eKaQzEsFIlEItEOItbk5+eTkZFBXl4e6enp0Q5H0g7kF5cRiQTJjIS4EKHtVTRsR3lFJUurEhxfr9rEM1OXsGxDEQCDumRy4/H9GNKtzfYnWD4Nvn4jSHDUZfuqZdPg6TOhcC1kdoVT/gr/z95dh0lVvn8cf892Nxvk0t0ljYiUooABiEioGKAgBooBWIj+QBQFvipgAKIoKkooLSUgjXT3Ust2zpzfH4cdGHaBBRZmFz6v6zrXzJx8zuxRzj33eZ67RMOc113+Kcx7E7DAQ19D5Q7m/OOb4be+ZqFygBKN4dgGs9h5+XbmkFVZw1vlxqYfzaGuAFq8CU1fMve/fjIEFoNnlps9U0RE5LaWn++RP//8cz766COOHz9O9erVGTNmDPXq1ctx3ebNm7NkyZJs89u1a8esWbPIyMjgjTfeYPbs2ezdu5fAwEBatmzJBx98QOHChe3rR0dHc+DAAYd9DB8+nFdffTVXbc4v32fZ12eTYTVY+VoLogK9ndYOEREREZHc3iPnizTb559/TnR0NF5eXtSvX5/Vq1dfct0ZM2ZQp04dgoKC8PX1pUaNGnz33XcO6/Ts2ROLxeIwtmNS4wABAABJREFUtWnT5kafhog4QYCXO4He7ni4uVx1QgPMguQlw3y5u1IEfe8sw/yBzXilTXl8PVzZeOgsD4xbwfPfr+fI2RT7NumZNmLiU9l6NJ5lySX4p0QfbN4huTtg0drw1BK4bww8s+LSCQ2Ahs9B3ScBA2b0gb1LYME78EVzM6HhFQj3j4Wef0DXaeDmBTtmw6/Pgs2Wu/bsmg+/PmO+r/80NHnRfN/mAwiOhrhDMPvl3O1LRETECX744QcGDhzIkCFDWLduHdWrV6d169acOHEix/VnzJjBsWPH7NOWLVtwdXXloYceAiA5OZl169bx5ptvsm7dOmbMmMGOHTu47777su3r7bffdtjXc889d0PPNa9lWG1kWM1n3FRTQ0REREQKCqf31Pjhhx947LHHGD9+PPXr12f06NFMnz6dHTt2EB4enm39xYsXExsbS4UKFfDw8OCPP/7gxRdfZNasWbRu3RowkxoxMTFMmjTJvp2npyfBwZd52voC+eWpKRFxnhMJqYz8cyc/rj2EYYCnmwuRgV6cSUwnIS0z2/plw/3o16IM91YrjOvlhqy6WjYrTOsGO+c4zq94H7T7P/CPOD9v558w7RGwZUKd3nDPqEvX4gA4/C980x4ykqHKg9DpS8cupYdWw8TWYNjggQlQ9cG8Oy8RESlw8us9cv369albty6fffYZADabjWLFivHcc8/lqtfE6NGjeeuttzh27Bi+vr45rrNmzRrq1avHgQMHKF68OGD21BgwYAADBgy4pnbnh+8zITWDqkP/AmD7O21UV0NEREREnKrA9NQYNWoUTz75JL169aJSpUqMHz8eHx8fJk6cmOP6zZs3p2PHjlSsWJHSpUvTv39/qlWrxrJlyxzW8/T0JDIy0j7lNqEhIgIQ7u/FiAer8Xu/xtQvGUJapo0Dp5PtCQ0XC4T5eVAuwg9/Lzd2nUik/7QN3D1qCT+vPUymNZc9Ja7ExRUenACFa5mf/SLg4e+g83eOCQ2Acq3N4aywwL8TYcGwnPdpGOYQVlMeMhMape+CDuOyj5FZrB40PddLY9ZAiDucN+ckItcvKQkKFTKnpCRnt0bEadLT01m7di0tW7a0z3NxcaFly5asXLkyV/uYMGECXbp0uWRCAyAuLg6LxUJQUJDD/A8++IDQ0FBq1qzJRx99RGZm9gcfsqSlpREfH+8wOVtWkXCLxXyAQ0RERMROMYfkY04tFJ4VhLz22mv2eVcThBiGwcKFC9mxYwcjRoxwWLZ48WLCw8MJDg6mRYsWvPvuu4SG5jzefVpaGmlpafbP+SHAEJH8oUqRQKb1uYONh+NIz7QR4utBqK8Hgd7u9iLi8akZfLtiP18t28feU0m8OH0jnyzYRb87y9CqcgR+nm64uV7HDwUevvDYr7BrHpS5C7wvk6St+iCkJcAfA2DZx+Dpb/bCOLbRcUo6NyRHkdpmDQ43j5z31/Rls7D5kbXwy9Pw2MwbWyDMmglL/w+2/GzWB6nT2yyULiLZnTrl7BaION2pU6ewWq1ERDgm+iMiIti+ffsVt1+9ejVbtmxhwoQJl1wnNTWVQYMG0bVrV4enxZ5//nlq1apFSEgIK1as4LXXXuPYsWOMGjUqx/0MHz6cYcMu8cCBk6Smmw9heLu7XtMwniIiInKLU8wh+ZRTkxrXGoTExcVRpEgR0tLScHV1ZezYsdx999325W3atKFTp06ULFmSPXv2MHjwYNq2bcvKlStxdc3epTo/Bhgikn9YLBZqFAu65PIAL3f6tShLz0Yl+W7lAb5aupeDZ5J55edNvPKzuY63uyt+Xm74e7nh7+lGIX9PutYrTosK4bn7EcErMPfDP9XpZSY25r0JC942p2wn5QLRjeHBr8HT79L7cnU3h6Ua3xj2L4V/PjdrfdwIZ/aZBcsPrzE/n9oJyz8xe6DUfRJKt7ixCRUREbntTJgwgapVq16yqHhGRgYPP/wwhmEwbtw4h2UDBw60v69WrRoeHh489dRTDB8+HE9Pz2z7eu211xy2iY+Pp1ixYnl0JtcmOcPsWeLjoWGnRERERKTgcGpS41r5+/uzYcMGEhMTWbBgAQMHDqRUqVI0b94cgC5dutjXrVq1KtWqVaN06dIsXryYu+66K9v+8mOAISIFj5+nG880L02PhiWYuuogE5bt41hcKmAO75CSYeVkwvleYfO3naBqkUAGtCyb++RGbjV6HtITYckIcHGHiEoQVd2cIqtDRGXw8MndvkJLQ5vh8Ht/M0ESWQ1KNcvdtlt+hq0zocK9UPFecPfOeb2NP8CsFyE9ATwDoXF/2LcU9i6CnXPNKbgk1H0caj56+d4qIiJy2wgLC8PV1ZWYmBiH+TExMURGRl5226SkJKZNm8bbb+eQ/Od8QuPAgQMsXLjwinUv6tevT2ZmJvv376d8+fLZlnt6euaY7HCmlHRz+CnV0hARERGRgsSpSY1rDUJcXFwoU6YMADVq1GDbtm0MHz7cntS4WKlSpQgLC2P37t05JjXyY4AhIgWXj4cbTzQpxRNNSpFhtZGYmklCaiYJaRkkpGaSmJrJmv1n+HblATYfiePxb/7NVXIjNcNKYlomSWmZJKaZ+0lKN/ddyN+TetEhjsNc3TkYavcEn7BLDy+VW7V6wO4FsG0mTO0M3X6Ekk0vv82qL2DOuZocW38919vkITMpEVXDHMA7Nc5MZmyebq5XvAF0+gKCikOTF+HULrM+yPopELsP/noD/hkHTyyAgKjrO6e89u8kc6iu+8aAT4izWyMiclvw8PCgdu3aLFiwgA4dOgBmofAFCxbQr1+/y247ffp00tLSePTRR7Mty0po7Nq1i0WLFl1yGNsLbdiwARcXF8LDw6/pXJwhq6aGt5IaIiIiIlKAODWpcT1ByIVsNptDTYyLHT58mNOnTxMVlc9+ABORW567qwvBvh4E+zomFVpWiqBP01J8sXQv365wTG40KRvGmaR0TiWmczopjdOJ6ZxOTCPp3NOUlxLs407rypG0rRpFw9KhuLu6QEDhvDkRi8UchuqHFNg9D6Y8DN2mQ8kmOa+/dOT5Ya/KtYWY/yDuIKz5ypwiqkClDrDuW3O+xRWavwqNB4LrBf80hZU1e4m0eAM2/2Tu9+wB+KEb9Jx16Z4fN1viSZj7KmSmQmBRaDviytuIiEieGDhwID169KBOnTrUq1eP0aNHk5SURK9evQB47LHHKFKkCMOHD3fYbsKECXTo0CFbwiIjI4MHH3yQdevW8ccff2C1Wjl+/DgAISEheHh4sHLlSlatWsWdd96Jv78/K1eu5IUXXuDRRx8lOLjg9CZMzUpqaPgpERERESlAnD781NUGIcOHD6dOnTqULl2atLQ0Zs+ezXfffWcf4zYxMZFhw4bxwAMPEBkZyZ49e3jllVcoU6YMrVu3dtp5iohcLNTPk9faVqRPE8fkxuYjcZfdztfDFV9PN/w83fDzcsPHw5WdMYmcSUpn2ppDTFtziEBvd1pViuDuShG4u7pwJimd2OR0h9cAL3c61ipCg1KhuRv6yt0LOk82Ewq758PUc4mN6Mbn1zEMWPiOmXwAaDYImr9mzt+3BNZPhm2/Q8wWcwIIKgEPTIBidS99bA9fqN3DTKJ82cIsXP57f+j4PzPh4myr/2cmNMBM2tTrYw7bJSIiN1znzp05efIkb731FsePH6dGjRrMnTvXXrfv4MGDuFxUk2nHjh0sW7aMv/76K9v+jhw5wsyZMwGzV/iFFi1aRPPmzfH09GTatGkMHTqUtLQ0SpYsyQsvvOAwpG1BkHJBoXARERERkYLCYhiG4exGfPbZZ3z00Uf2IOTTTz+lfv36ADRv3pzo6Gi+/vprAN544w1++OEHDh8+jLe3NxUqVKB///507twZgJSUFDp06MD69es5e/YshQsXplWrVrzzzjvZCpJfSnx8PIGBgcTFxV1x7FwRkbxyOjGNKasOcioxjTA/T0L9PAj19aSQv/ka7OuBn6cbri7Zf8TPtNpYve8Ms7ccY+6W45xKTM/1cUuG+dK5bjEerF2UML/sQ/GlZljZfCSOtQdisdoMOtcsRNgfvc3EhrvP+cSGzQZ/vgarxpsb3v02NOqf/YApsWavi80/QaHy0Opd8LqK/9fuXQLfdQTDCi2HQeMBud/2RkhLhI8rQ+pZ8C8MCUehckd46GvntktubSkp0PTcEHB//w3e+aTXktzSdI+ct/LD9zn930O8/NMmmpcvxNe9ci6WLiIiIrcpxRziBLm9R84XSY38Jj8EGCIi18pqM1iz/wxzNh9j+Z7TeLm7EOzjQYivB8E+5yZfd7YfT+C39Ufsw1q5u1q4u1IED9YuSmKalXUHYll/MJb/jsaTaTv/T4WvhytPNSrCs8ffwm3fQjOx8cgPsOkHsycGQLv/g3pP3riTXP0lzH4JsEDXaVC+zY071pWsHGsmc0LLwIOT4H9NAcOs+1G0jvPaJSKSx3SPnLfyw/f53cr9vPnbf7StEsm4R2s7pQ0iIiIiIllye4/s9OGnREQkb7m6WLijVCh3lLpyUdPX21Xkj01Hmbr6EBsPnWX25uPM3nw823qF/D2pVTyIY3GpbDocx6hFB/ne5wl+Ck2hyOmV8E17c0WLC9w/Fmp0zevTclT3CbNOx9pJ8PMT8MR8CK9wY4+ZE2sGrPzcfN/wOYiqBtW7wsapMO8ts+5HfhgeS0REJAcqFC4iIiIiBZGSGiIitzFfTzc61y1O57rF2XYsnmmrD/LX1phzSYxgahYPolbxYIoGe2OxWDAMg9mbj/N/f+1g36kkWiQ/xbc+KdS3bcBwcWfzHaPYkNKAI7O3cfhsCkdiU0jPtNGyUgQdaxahZJjvNbf1REIqC7adIMzPk5YVw7G0/RBO7YIDy+D7LvDkQvAJMVc2DIg7BIfXwOG14FcIGvaHi8ZUv25bfob4w+AbDtW6mPNavG7OP7Acdv7p3F4kIiIil5FVU8NLhcJFREREpABRUkNERACoGBXAsPurMOz+Kpdcx2KxcE+1KFpVjuDHfw/xyfxdPJYwgO6u81hnK8u6haHAf9m223osnk8X7KJm8SA61izCvdUKE+LrccU2JaRm8Od/Mfy24QjLd58iaxSseiVDeOf+KpR/+Fv4sjnE7oMfH4PSLeDwv3DkX0iMuWhnMdBmeN71nDAMWP6J+f6OZ8xC6gCBRc3Py0fD/CFQpiW46p9byWPJyVCpkvl+61bw8XFue0SkQErOyATARz01RERE5GKKOSQf068sIiJy1dxdXehWvwQdaxZh0vL9TFzmh80wqBLsTZEgb4oE+VA4yIuiwd4kp1v5bcNRlu46yfqDZ1l/8Cxv/76V5uXDqVk8CF8PV3w83PD2cMXn3Pu4lHR+33iM+dtiSMu02Y9btUggu04ksHrfGe75dCm9G5dkwANT8Pm2Dexfak5ZXNwgsppZ62Lzj7BqnNmTo9krefMl7JoHJ7aChz/U6e24rPELsO4bOLkdNkyB2j3y5piXYxhmIsUrMHt75NZjGHDgwPn3IiLXIPVcXS1v9dQQERGRiynmkHxMSQ0REblmPh5u9L2zDH3vLHPZ9TrVKsqJhFR+33iMX9YfZsuReOZvi2H+tpjLbgdQqpAvHWoU4b7qhYkO8+VwbDJv/76Vv7bG8MXfe5m5wYtP635M3b1jsISUgqL1oGhds76Fu7e5kyK1Ye4gWPQeeAdfvoi5YcCeBZB4Aqp1BpdL/NCzfLT5WqcneAc5LvMOgqavmAXEF70PVR8Ej2sfeitXlo+G+UPN96XuhJCSN/Z4IiJS4GXV1PBSTw0RERERKUCU1BARkZsi3N+LxxuX5PHGJdkVk8Dvm45xPC6F5HQryelWktIySckwXwHuLB9Oh5pFqFw4AMsFQ0YVDfbhi8fqsHB7DENm/sehMyk8vNCPJmVH8ny9stQpEeywPgB3PA0pZ2DJCJj9spnYqPpg9kae2QtzXoVdf5qfN0yFTl9CQJTjeofWmDUzXNzhjmdzPuG6j8Oq8XD2AKwcC81evtav7sr2LIIFb5//vOkHaP7qjTueiIjcElIyzN6QKhQuIiIiIgWJkhoiInLTlY3wZ+Dd/te1jxYVImhYOoyxi/cwfskelu46xdJdpygT7keXusXoVKuoY92O5q9BSiys/gLjl6dYsDeFuenVKBzkTc1IT+od+QbfNZ+BNc1MVri6m8NZjW8MHf8HZVue31dWL41qnSGgcM4NdPOEu96Cnx83a2/U7mkWLM9rZw/CT73BsEFoWTi9CzZ+D80G5V39EBERuSWlaPgpERERESmAXJzdABERkWvl5e7KwLvL8deApjxcpyje7q7sPpHIu7O2Uf/9+fSduo5lu05x8HQyP/x7iAFxXZhraYLFlkmjdQPZv24+WxdNo8z0u/D9ZyRY09jqXZsptaexsd1MjIgqkHwKpjwAf70J1gw4tQu2zzIb0PC5yzewcicoXBPSE+DXZ+D0nrz9AjJS4YfuZi+UwjXh8b/A3Rdi98OhVXl7LBERueWkZBUKV1JDRERERAoQ9dQQEZECLzrMlw8frM6b91Zi5sajTFt9iM1H4pi16RizNh1zWPcPnuRLj0TudFnPD17v4WqYT6keNUJ4J6M7c1LrwdI04AQlAt5gZMRP1In5CVZ8CgdWgH8kYEC5thBegdOJaSzbfYolO09yJimd5uUK0bZqFBEBXuDiAq3eg2/uhd3zYMx8qHQ/NBkIUdWv76QNA2a/CMc2gHcIPPytWQi90v2wcao5dFbxO67vGCIickvL6qmhmhoiIiIiUpAoqSEiIrcMfy93utUvQbf6JdhyJI5paw7y2/qjpGRYqVEsiIalQ2lQOoyaUS1g2kO4HlxpDjXVsB8B9V+g58lMah2OY+Phs/y98yQH4jN5ML4TrV2K8X+eX+B/5F/7saZ5dOL7z5ax6UgchnG+DYt3nGTYH1upWyKEe6pF0bZKbcJ7/wVL/w92zoWtv8LWX9kfdAfTvR5itVGR1lWisg+XdSVrv4b1k8HiAg9OhKDi5vwaXc2kxn+/QtsR54uly7U5uMrsCVO+rbNb4shigUqVzr8XEbkGqqkhIiIil6SYQ/Ixi2Fc+FOMAMTHxxMYGEhcXBwBAQHObo6IiFyHDKsNq83I/hRqWoJZULtkMwgrm2271Awri3ec4Jf1R1i4/QTh1hN86vEZtV12scpWgc7pb9nXrRgVQLNyhQj19WDuf8dZeyDWvsxigbolQgCwHtvMo7Zfae+yEjeL+UPSZls0W2wlOWqJIKRIWWrVqEnVytVw8Qu79I3j4X9hYhuwZZBx5xCS6z1HWqaV9EwbVquVIt/Uxy3hCCdajyexTHv7Zu6uLni6u+Dp6oqHmwsebi64uujm9JJSzsKoipCRDE8thahqzm6RiFPpHjlv5Yfv887/W8y+U0lMf7oBdaNDnNIGEREREZEsub1HVk8NERG5pbm7upDjA6ie/lD3iUtu5+XuSpsqUbSpEsXZ5HRmbT7GR+tK4XXob/Z4VqJ99cI0K1eIpmXDCA/wsm/3ZNNSHD2bwuzNx5i1+RjrD55l9f4z55YWYbPrc/wR0ovHXf6gXtxsqrKfqi77zcXHgbnmlO7qQ7pPBEmuQcRZAjhl8yfG6seRdF8eSvuFCEsGs631eHZOOZjzl0PbX3Sry3NuR9gyezy9My7/Q5mbi4UgH3dKhPpSMuz8FB3qS3SYDz4eTrxV+Gc8/DsRHvjKOQmFLT+bCQ0we8VEfXjz2yAicgMlp5s1NdRTQ0REREQKEvXUyEF+eGpKRETyp/jUDHw93HLdw+HI2RQWbT+Bj4crlQoHULqQH+6uLubCxBOwZyHE7if2yC7iju7CO/EQEZYzl98psNtWmPvT3yGJ88NLebi54O5iIZqjzHJ5gUzDhZaW8ZwmCDB7raRl2riaf/kDvd0p5O9JIT9P8/XcVCLEh0Zlwwjwcs/9zq7GnoXwXSfAgPBK0GcJuF3F8Fx54YvmcHS9+d4rCF7cAe5el9tC5Jame+S8lR++z2pD/yQ+NZMFLzajdCE/p7RBRERERCSLemqIiIjcAFf7I36RIG8evaNEzgv9wqF6FwCCz03J6Zn8vH4/K9auxzv9NMW9kinsnkSEayKhlngCjHi8XGz4N3mDJYXK4OnmgqebK+6uFiwXDlf11VTcDq9hcauT0LCzfbZhGGTaDNIzbaRnmkmOU4lp7DuVxP5TSew7lcS+0+br2eQM4lLMafeJRPs+PMjAgoHVxZO60SG0qBBOi4rhlArzdWwDkJiWyd6Tiew5mUiG1aB1pUgCfa7wHcYdgZ+fAM5lX05sNWuS3Dk4l996Hji+xUxouLiBTygkxsCOWVDlgZvXhstJToa6dc33a9aAj49z2yMiBVKqamqIiIjIpSjmkHxMSQ0REZF8xMfDjQfql+GB+mUuu94Vn6et3gUOr4GN06BhP/tsi8WCu6sFd1cXfD3NeZGBXlQpEphtF/ExB0k4tJm0mJ0Yp3fjcXYvfkn7CUw7TjLedE57nZV7DVbuPc17s7cRHepD8/LhZFht7DmZyN6TSZxISHPY51vuW+hQowjdG5SgcuHsx8SaAdN7QvJpiKwGDfrCL0/B0pFQsT1EVr3saSenZ3L0bCqlwnxxuZ56Ieu/M1/Lt4VCFeHvD80hqPJLUsMwYOvW8+9FRK5SptVGulVJDREREbkExRySjympISIiciuq3AnmvgYxm+H45ismAxwcWAFLRxKwez6X6uzpRxK/hX7GT7W+ZdY+G//sPc3+08l8vWJ/tnXD/DwpVciXuOQMdsQkMG3NIaatOUTtEsE81qAEbatE4eF2bkiueUPg8GrwDISHv4GQUrB9FmybCb8+C08uBFfHnh6nEtNYsC2GeVtjWLrrFGmZNqoXDWTofZWpWTw49+edJTPNLCIPUPMxs5D83x/CnkVw9iAEFb/6fYqI5DOpmTb7e28PJTVEREREpOBQUkNERORW5BMC5dqYyYCN066c1DAM2PUXLB0Fh/4x51lcILQshJaB0NLnXsuAfyRM7Yzb6V102fsaXXr8QaLNjWW7TrJyz2n8vNwoFeZHqUK+lCrkR6C3+7lDGKzZH8u3K/czd8tx1h6IZe2BWN7x20bFKH/qJC2l/5nPAfjQZwBrfjyOxRJDCY/HGOa6GJ/jm1j3/TCOVnuWYB8P/jsax7ytMfx7INbhwSEXC2w8HEfHsSt4sHZRBrWpQCF/z9x/d9tnQUos+BeGMneBiyuUbAr7/oYN30PzQVfxhxARyZ+yioRbLOCZlVgWERERESkAlNQQERG5VVXvaiY1Nv0ILYeBaw7/7Nus8N8vsGy02asDwNUDanSDRs+bPSVy0nUafNXCHOLqjwH4dRhHmypRtKkSdcnmWCwW6pUMoV7JEE7Ep/L96kNMWXWAEwlpHNq9n7Ee/wcWGJ95L2OPlQdiAVgNpLs8yiceY6m8axyD/ivGLqOow76rFgnk7koRtKocQYivBx/O3cFPaw/z09rD/LnlOP1blqVHw+jzRdovJ2voqRqPmAkNgJrdzyU1JkPTl8FFPwCKSMGWmn5+6KmL6yGJiIiIiORnSmqIiIjcqsrebRa5TjoBexeZn7NkpsHG781kRuw+c56HH9TpBXf0hYBLJycACCsDD30Nkx809xNeERr1z3XTwgO86N+yLM/eWZoV2w5R/a+h+MencCq0NkUbv89YNw9cLJBpM4hNSudUQhm2b9lAhfgVjPWbwLOew4kI8uPuShG0rBRBkSBvh/3/30PVeaR+cYbO/I9Nh+N4d9Y2vl99kH4tylC5cCAlw3xzTnCcPWQOMwVsCLuHDcv34eJioXmpFhT3DDSHn9r/N5RqnutzzS/ikjPYeSKB+JQMGpUJw0tj6Ivc1lIyrIDqaYiIiIhIwaOkhoiIyK3K1R2qPgSrxsOGqWZSIy0R1k6ClZ9DwjFzPe8QuOMZqPuEOWxVbpVuAW0+gDkvm7UwwspD+Ta529YwIOkU7rH7abZ9HMTvBN9wwnpM4d5LJVTumACf30HZtB3Ma/6f2ZPkMmoVD+bXZxvx09rDjJi7nT0nk3jhh40AuLtaKBnmS9kIf8qF+1MsxJsDp5MptfUz7sdgpbUSXb8/Bhyz72+MfwPaM5fTyyYSFN0M15wKkVsz4KfecGiV+Z3W6wMevrn7TnKSkQqLh0NUdajSKdeb7T2ZyNoDseyMSWBHTCI7jydwPD7Vvrxy4QC+eKxOtmRQnjEMOLbBLLLu7nVjjiEi1yUrqaEEp4iIiIgUNEpqiIiI3MqqdzWTGttnwcJ3Yc1XZr0IMGtGNHwOave49h/e6z0JJ7aaiZKfH4fH50FEpfPLM9PN5cc2QMxWOHsAYg+YrxnJ59ezuMCDEy7fQySgMLR+D2b2g0XvQfl2Zo+Ry3BxsfBw3WK0rhLJ+CV7WLnnNLtiEkhKt7IzJpGdMYnMOpe4sGDjb4/Z4AI/WJtTJMibilH+JKVZWb3/DF8kNqa951z89szmrnd/pU7FUlQtEkiJUB+iQ30pEuSF+6wXzCG/AOYPhX/GQZOXzO/Y7SrqemSZ8wqs+wZc3CGiChQqd+77skCJEuffn/Pv/jOMXbyHhdtP5Li7IkHeJKZl8t/ReO7/bBnjH61NneirSGTlRkIM/NYXds+DonWhxx9KbIjkQ1k1NXxUJFxERERycomYQyQ/sBjGhaU1BSA+Pp7AwEDi4uIICAhwdnNERESunWHA2AZwctv5eSGlofEAqNb52n5ov5g1A77rCPuXQlAJaPIiHNsIR9dDzBawpl9iQwsEFIHgElD3cajyQO7OZ3In2LMQIqpClynm9lfBMAyOxqWyMyaBnccT2BmTyOHYZO702MbTB14g092fxH7/ERQYaN8mLjmDxTtiqDOnPUXS9/JGRi8mW+922G8/t994ye0HbLiwILQrNeMWEJZ5HIDjlnC+cHmIGdbGVC0WSrf6xbmrYsTla3ys+85M4GSJbgI9fs8WUBiGweIdJxm7eDdr9psJK4sF6kaHUCkqgHIR/pSP9KdshB8BXu4cjk3myW/Xsu1YPO6uFt7rUJWH6xa7qu/wknbMNRMayafOz6vWBTqOv+ZA6MjZFP63ZA87jifwbocqlI3wz5u2ylXTPXLecvb3uXB7DL2//pdqRQOZ2a/xTT++iIiIiMjFcnuPrKRGDpwdYIiIiOSp9ZPNH5ojq0LjgVDp/vMFsPNK8hn48k6I3Z99mVcQFK4BkdUgpKSZ+AiOhsCi15ZUOXsI/tfE7HHiGQj3fQKVO15f+wF+ehy2/AR1Hod7R+W8zsqx8OdrJIZU4bOyE9h7MpEDp5OpEvsXI13GAPBmRk++s7bCnUw6uy7iObdfiLCcBWCPLYqhmT1YaqtGIX9PutQtRpd6xbMPA3V0A0xoBdY0c1iw9VMgMwU6jIcaXQHIsNqYvfkY4xbvYfvxBAA8XF14oHYR+jQtTcmwS/e+SU7P5MUfNzJni5l06dUomtfbVcQtN4XUc5KeDPPeNHsCgdmrpE5vmP0yGFazUH3jAVe1y4Onkxm7eDc/rztMhtW8XQ3392T60w0oEXrlnkXxqRn8s+c0hfw9KR1uJnRykpZpZeOhOFbtPc3q/WfYfSKRyoUDubNCIZqXD7+mIbrSM22s2nea+VtjyLQZvNq2Av6XOP7FthyJY/2hs9xTNYoQX4+rPvaNpHvkvOXs73PWpmP0nbqOeiVD+PGpBjf9+CIiIiIiF1NS4zo4O8AQERHJc8lnwDv4xnYbPrkDfnnKLDheuOb5KTg6748bux9+fgIOrzE/13rMrO9xrcNopcTC/5U3kwhPLoIitXJeL+kUjKwAtgx4epmZKDqwAuPb+7FY0zlW6XGWlnyBsynp+Hq64efpRoBrBqX2T6PIlvG4pcViYGGMSzdGJbcFLLhY4M7y4XSuW4wGpUPxtyXAF83MouTl2kKXqbDiE3M4K59Qdj68iB+3JPHrhiOcSjR7wfh6uNLtjhI83rgkEQG5G+rJZjMYs3A3H8/fCUDjMmF89khNgnyu8of0Y5vMv8WpHebnO/rCXW+ZQ06t/hJmvwRYoOu0XNVc2Xsykc8X7eHXDUew2szb1IalQzmVmMbOmESKBnsz/ekGRAVeOtmw43gCj3+zhsOxKfZ54f6elAn3s0+nEtNZve806w+eJS3Tdsl9lY/wp3mFQtxZPpwaxYIuWX8gITWDxTtOMm9rDIt2nCAhNdO+rEKkP5N61b1smwF+WnuYwTM2k2614enmQseaRejZKJoKkfnjflT3yHnL2d/nT2sP89L0jTQrV4hvete76ccXEREREbmYkhrXwdkBhoiIiOSCNcMsor10FGBAWDl4cKKZaMgSfxT2LII9C2DvEnDzgmoPQ41ujvU4Vn1hFjyPqGImKy6XhPmhu1k3o/7TZi+KCXebSZGK7eGhb8HlEr0dUuPhrzfMGhnAkWL3MtjahyV7E+2ruFps/OA3mjoZ/5LsW4zUXgsJCQvnTHwSlv81IThpD1Mz72RYymP8OPVV3FwtLPniJ7o1r0CgT+56Alxs7pZjDPpxLb1sP1PZ7QgZAdF4R5QhIroipcpVwyu0mHlOhmGe59kDZsLl7EE4tcssQm/LAL8IjA7jOBTcgFX7TvPf0XiKBHrR8dgowrZPNpNdF9dcwRw+63BsCv/sPc3iHSeZs+UY53IZNC1XiOdblKFOdAgnElJ5ePxK9p9OpnQhX354qgFhftl7+izYFsPz368nKd1KmJ8nri4QE5922e8gzM+D+iVDqV8qhDLhfqw7EMuiHSdZfzDW3pYsHq4u+HmZCStfTzf8Pc0SdesPxdp7lJj79KRFhUIs2nGSkwlpRAR4MrFnXSoXDuRiVpvBh39u539L9gJmAuZEwvk2NywdSq9GJWlRITznAvU3ie6R85azv8/v/jnAm79uoU3lSMZ3r33Tjy8iIiL5XEoKNG1qvv/7b/C++h7MIldLSY3r4OwAQ0RERK7C3iUwow8kHgdXT2j6MqSeNetunNh66e2K3QE1u5lDV01qB8c3QZsRcMfTlz/ernkw5UGz54tXoNlrpEhtsyC2h8/ltzUMc4imua+CLROiqrP/7i+ZvNXKn1uP0yluMi+4/0yq4U7H9LfZZpSgZJgvh2OTqW7bxk+ebwMwOvQjBjz/lLnPxETwvcYeKgDJZ0ia/Ai+R1fmuDgddxI9w/HLPIuHNSnHdQ6F38nn/v1ZdMiaLYHgRiZTPT+gnmUrcV5F2H3fbwSGRfHv/jOs2neGVXtPczQu1WGbuyqE89xdZalRLMhh/uHYZB4ev5KjcalUigrg+z53EOhtJnMMw+CLv/fywdztGAY0KBXK2G61CPb1ID41gz0nEtl9IpHdJxPZcyIJP09X6p1LZJQK88WSQyLrbHI6f+86xeLtJ1i88yRnki5VH8ZUupAvd1eK5O5KEdQsFoSLi4XDscn0mrSGXScS8fVw5fNutWhePty+TVJaJv2nbWD+thgAnm9RhgEty7H2YCyTlu9j7pbj9sRK8RAfejSMpvsdJfBwu8ahwq6D7pHzlrO/zy/+3sP7s7fTqWYRRnWucdOPLyIiIvlcUhL4+ZnvrzfmEMklJTWug7MDDBEREblKSafht2dh59yLFljMoaRKtzCnpJNmjZHd88E4N+SQm7dZr8LVA17cAT4hlz+WzQofV4GEo+bnoBLwxHzwC7/8dhfatxSm94Dk0+AbDp2/g7QEjCkPYcFgerHX+TK+PjtjzvfiqFIkgFGeEyh39BcILA8Dzw29dT0Bxpm9MOVhOL0Lw8OfmKp9OH3iKMaZvQQkHSTKOIG7xeqwyQkjiMNGGIeMcA4bYWywlWGerTZgJgXcXS1ULRJI9WJBHDydzJr9Z3BJjeU3jzcp4XKCf2wV6Z7+Ghm42ffp5mKhWtFAGpXwpXX1aKoUDbpkk/eeTOTh//3DqcQ0ahUP4rvH6+PmamHwjC38vO4w4cTyYrkTPBh2ANeEo1D1IbMI/XXWkbHZDBLSMklKyyQxLZOEVPM1KS2T1Awr1YsFUbqQX47bxqVk8MzktazYcxpXFwvvdqhC13rFORybzBPf/Mv24wl4uLnw0YPVuL9GEYdtD8cm893KA3y/+iDxqZmUCPVh0YvNcXFCjw3dI+ctZ3+fn8zfxcfzd/JI/eK837HqlTcQERGR24uSGuIESmpcB2cHGCIiInINDMOs4bB5ujkUVZkWUOrOnJMU8cdg0zQzwXF6tzmvcid4aFLujrXgbVg60uyp8fh8KFTu6tsbewCmPQIxW8DFHdy9IS3eoVD5maR0Nh46S+Egb8pH+pu1UcbUhrjTMNwsDn7NAcbBf8zjJ5+GgKLQ7UeIqGxfbBgGR2MT2bZ9K8cO7OJIhh/7M0OJSXXhbHIGZ5PTiUvJwNPNldolgqkbHULdksHULBaMt8f5BILNZrAjJoGdW1bTamV3vG3J/GWrS5J/Scr7JFDYNY6AjJO4JByH9ATwCYUSDaFEI/M1okq2hMS2Y/F0+eIfUlOSuKeEjRIp24g4s4Y7XLYR7RKT/VzDykGzQWavnOtMblyr9Ewbr87YxIx1RwDoWq8Y87bGcCoxnTA/T758rDY1iwdfcvvk9Ex+WX8Efy937qte+GY124HukfOWs7/PD+ZsZ/ySPTzeuCRv3lvpyhuIiIjI7UVJDXECJTWug7MDDBEREblJDAMOrYYDy6Fmd/ArlLvtUuPh74/MHgCFa1z78dOT4NdnYOtv5ucitaHXHHDLXivCbv0UmP7M9SU1Nv8Evz5rFkaPqgGP/AD+kVfdfJvNwIDc13nY+SfG1M5YuIrbT88AKH4HhFeC5FNmQirhGJlnj+CWHpd9fYuLWVelRGOzcPzqL8zhyAAKVYBmr0Cljtlrn1gzITHGnLJ68Vx8m2xNg7QESEs0E1Dpiebn9GTzWN5B54YlO/fqHWT2AMpIhvQkjPQk/vh3F4s27cPbkk46bgQHBfNUy6qEBgeb+/DwM7fBMNthGGbvIMNmTm6eEFo6999fHtI9ct5y9vc5dOZ/fL1iP/3uLMNLrcvf9OOLiIhIPqekhjiBkhrXwdkBhoiIiNxGDANWfmb2nGg7AgKLXnn9/7WGZ+aZn/etA9dMSIszky1p8eYP7VjA0x88/czEgKe/OW2fBYveM7etcC90+sL8Mf1m2fgD7JgNfhEQEAX+hc2ESkBh8A0zi4/vXwYHVpjfSXrCZXeXYnhwwLUEEdVbElzxTjMB4nVBMe7UeFj1P1g5BlLPJUEKVYRSzSHhGMQfMQvKJxwHw5rjMfKViKrwzDKnHFr3yHnL2d/nKz9t5Md/D/Ny6/L0vbPMTT++iIiI5HNKaogT5PYe2e2SS0RERETkxrNYoOFz5pTb9duMAM4lNb5oBh7XUF+hQT+4++2bPxxT9c7mdCnF6plTk4FmD4Xjm80ER+w+s/5IQBT4R5lJEP8obBZfynq4Xbq3iFcANHsZ6veBf8bDys/h5DZzupjF1Uy2uGbdIp/bZ1YRcVcPMzHk4Xc+SeTpbw4dlp4EKWchJdbsGZISa362ZpgF5D18wd3X/t5w88ZiyzC3S080e3ukJ0FGEmSmmT1O7JPFbJvFxTFhI3IdUjLMHkne7s4Zkk1ERERE5FopqSEiIiJS0BQqB0G+5g/hXgHgH2y+egaYP3p7+gPGuWGSEhyHSrK4QvNBUKe3s8/iylxczeG9LjPEV66fF/MKNM+7/lOw7htIPGH2igkocm4qbBZ7v0lJnptf5lvEkdV2LqnhoaSGiIiIXEJYmLNbIJIjJTVEREREChpfX4hNdHYrCibvIGjU39mtEHG6sd1q2+viiIiIiGTj6wsnTzq7FSI5UlJDRERERETkNuRyqWHbRERERETyMRdnN0BERERERERERERERCQ3lNQQERERKWhSUqB5c3NKSXF2a0RERERE5FajmEPyMQ0/JSIiIlLQ2GywZMn59yIiIiIiInlJMYfkY+qpISIiIiIiIiIiIiIiBYKSGiIiIiIiIiIiIiIiUiAoqSEiIiIiIiIiIiIiIgWCkhoiIiIiIiIiIiIiIlIgKKkhIiIiIiIiIiIiIiIFgpuzGyAiIiIi18DHx9ktEBERERGRW5liDsmnlNQQERERKWh8fSEpydmtEBERERGRW5ViDsnHNPyUiIiIiIiIiIiIiIgUCEpqiIiIiIiIiIiIiIhIgaCkhoiIiEhBk5oK99xjTqmpzm6NiIiIiIjcahRzSD6mmhoiIiIiBY3VCrNnn38vIiIiIiKSlxRzSD6mnhoiIiIiIiIiIiIiIlIgKKkhIiIiIiIiIiIiIiIFgpIaIiIiIiIiIiIiIiJSICipISIiIiIiIiIiIiIiBYKSGiIiIiIiIiIiIiIiUiC4ObsB+ZFhGADEx8c7uSUiIiIiOUhKOv8+Ph6sVue1RW4bWffGWffKcn0Uc4iIiEi+pphDnCC3MYeSGjlISEgAoFixYk5uiYiIiMgVFC7s7BbIbSYhIYHAwEBnN6PAU8whIiIiBYZiDrnJrhRzWAw9apWNzWbj6NGj+Pv7Y7FYbthx4uPjKVasGIcOHSIgIOCGHUfyP10LkkXXgmTRtSBZdC1IFmdfC4ZhkJCQQOHChXFx0Si210sxh9xsuhYki64FyaJrQbLoWpAszr4WchtzqKdGDlxcXChatOhNO15AQID+hyGArgU5T9eCZNG1IFl0LUgWZ14L6qGRdxRziLPoWpAsuhYki64FyaJrQbLk95hDj1iJiIiIiIiIiIiIiEiBoKSGiIiIiIiIiIiIiIgUCEpqOJGnpydDhgzB09PT2U0RJ9O1IFl0LUgWXQuSRdeCZNG1INdC141k0bUgWXQtSBZdC5JF14JkKSjXggqFi4iIiIiIiIiIiIhIgaCeGiIiIiIiIiIiIiIiUiAoqSEiIiIiIiIiIiIiIgWCkhoiIiIiIiIiIiIiIlIgKKkhIiIiIiIiIiIiIiIFgpIaIiIiIiIiIiIiIiJSICip4USff/450dHReHl5Ub9+fVavXu3sJskNNHz4cOrWrYu/vz/h4eF06NCBHTt2OKyTmppK3759CQ0Nxc/PjwceeICYmBgntVhulg8++ACLxcKAAQPs83Qt3D6OHDnCo48+SmhoKN7e3lStWpV///3XvtwwDN566y2ioqLw9vamZcuW7Nq1y4ktlhvBarXy5ptvUrJkSby9vSldujTvvPMOhmHY19G1cGv6+++/ad++PYULF8ZisfDrr786LM/N3/3MmTN069aNgIAAgoKCePzxx0lMTLyJZyH5leKN249iDrkUxRy3N8UcAoo5bme3YsyhpIaT/PDDDwwcOJAhQ4awbt06qlevTuvWrTlx4oSzmyY3yJIlS+jbty///PMP8+bNIyMjg1atWpGUlGRf54UXXuD3339n+vTpLFmyhKNHj9KpUycntlputDVr1vC///2PatWqOczXtXB7iI2NpVGjRri7uzNnzhy2bt3KyJEjCQ4Otq/z4Ycf8umnnzJ+/HhWrVqFr68vrVu3JjU11Yktl7w2YsQIxo0bx2effca2bdsYMWIEH374IWPGjLGvo2vh1pSUlET16tX5/PPPc1yem797t27d+O+//5g3bx5//PEHf//9N3369LlZpyD5lOKN25NiDsmJYo7bm2IOyaKY4/Z1S8YchjhFvXr1jL59+9o/W61Wo3Dhwsbw4cOd2Cq5mU6cOGEAxpIlSwzDMIyzZ88a7u7uxvTp0+3rbNu2zQCMlStXOquZcgMlJCQYZcuWNebNm2c0a9bM6N+/v2EYuhZuJ4MGDTIaN258yeU2m82IjIw0PvroI/u8s2fPGp6ensb3339/M5ooN8k999xj9O7d22Fep06djG7duhmGoWvhdgEYv/zyi/1zbv7uW7duNQBjzZo19nXmzJljWCwW48iRIzet7ZL/KN4Qw1DMIYo5RDGHnKeYQwzj1ok51FPDCdLT01m7di0tW7a0z3NxcaFly5asXLnSiS2TmykuLg6AkJAQANauXUtGRobDdVGhQgWKFy+u6+IW1bdvX+655x6HvznoWridzJw5kzp16vDQQw8RHh5OzZo1+fLLL+3L9+3bx/Hjxx2uhcDAQOrXr69r4RbTsGFDFixYwM6dOwHYuHEjy5Yto23btoCuhdtVbv7uK1euJCgoiDp16tjXadmyJS4uLqxateqmt1nyB8UbkkUxhyjmEMUckkUxh+SkoMYcbk456m3u1KlTWK1WIiIiHOZHRESwfft2J7VKbiabzcaAAQNo1KgRVapUAeD48eN4eHgQFBTksG5ERATHjx93QivlRpo2bRrr1q1jzZo12ZbpWrh97N27l3HjxjFw4EAGDx7MmjVreP755/Hw8KBHjx72v3dO/17oWri1vPrqq8THx1OhQgVcXV2xWq289957dOvWDUDXwm0qN3/348ePEx4e7rDczc2NkJAQXRu3McUbAoo5RDGHmBRzSBbFHJKTghpzKKkh4gR9+/Zly5YtLFu2zNlNESc4dOgQ/fv3Z968eXh5eTm7OeJENpuNOnXq8P777wNQs2ZNtmzZwvjx4+nRo4eTWyc3048//siUKVOYOnUqlStXZsOGDQwYMIDChQvrWhARkWuimOP2pphDsijmkCyKOeRWouGnnCAsLAxXV1diYmIc5sfExBAZGemkVsnN0q9fP/744w8WLVpE0aJF7fMjIyNJT0/n7NmzDuvrurj1rF27lhMnTlCrVi3c3Nxwc3NjyZIlfPrpp7i5uREREaFr4TYRFRVFpUqVHOZVrFiRgwcPAtj/3vr34tb38ssv8+qrr9KlSxeqVq1K9+7deeGFFxg+fDiga+F2lZu/e2RkZLbCz5mZmZw5c0bXxm1M8YYo5hDFHJJFMYdkUcwhOSmoMYeSGk7g4eFB7dq1WbBggX2ezWZjwYIFNGjQwIktkxvJMAz69evHL7/8wsKFCylZsqTD8tq1a+Pu7u5wXezYsYODBw/qurjF3HXXXWzevJkNGzbYpzp16tCtWzf7e10Lt4dGjRqxY8cOh3k7d+6kRIkSAJQsWZLIyEiHayE+Pp5Vq1bpWrjFJCcn4+LieFvm6uqKzWYDdC3crnLzd2/QoAFnz55l7dq19nUWLlyIzWajfv36N73Nkj8o3rh9KeaQLIo5JItiDsmimENyUmBjDqeUJxdj2rRphqenp/H1118bW7duNfr06WMEBQUZx48fd3bT5AZ55plnjMDAQGPx4sXGsWPH7FNycrJ9naefftooXry4sXDhQuPff/81GjRoYDRo0MCJrZabpVmzZkb//v3tn3Ut3B5Wr15tuLm5Ge+9956xa9cuY8qUKYaPj48xefJk+zoffPCBERQUZPz222/Gpk2bjPvvv98oWbKkkZKS4sSWS17r0aOHUaRIEeOPP/4w9u3bZ8yYMcMICwszXnnlFfs6uhZuTQkJCcb69euN9evXG4AxatQoY/369caBAwcMw8jd371NmzZGzZo1jVWrVhnLli0zypYta3Tt2tVZpyT5hOKN25NiDrkcxRy3J8UckkUxx+3rVow5lNRwojFjxhjFixc3PDw8jHr16hn//POPs5skNxCQ4zRp0iT7OikpKcazzz5rBAcHGz4+PkbHjh2NY8eOOa/RctNcHGDoWrh9/P7770aVKlUMT09Po0KFCsYXX3zhsNxmsxlvvvmmERERYXh6ehp33XWXsWPHDie1Vm6U+Ph4o3///kbx4sUNLy8vo1SpUsbrr79upKWl2dfRtXBrWrRoUY73Bz169DAMI3d/99OnTxtdu3Y1/Pz8jICAAKNXr15GQkKCE85G8hvFG7cfxRxyOYo5bl+KOcQwFHPczm7FmMNiGIZx8/qFiIiIiIiIiIiIiIiIXBvV1BARERERERERERERkQJBSQ0RERERERERERERESkQlNQQEREREREREREREZECQUkNEREREREREREREREpEJTUEBERERERERERERGRAkFJDRERERERERERERERKRCU1BARERERERERERERkQJBSQ0RERERERERERERESkQlNQQEZFbksVi4ddff3V2M0RERERE5BalmENExDmU1BARkTzXs2dPLBZLtqlNmzbObpqIiIiIiNwCFHOIiNy+3JzdABERuTW1adOGSZMmOczz9PR0UmtERERERORWo5hDROT2pJ4aIiJyQ3h6ehIZGekwBQcHA2Y37XHjxtG2bVu8vb0pVaoUP/30k8P2mzdvpkWLFnh7exMaGkqfPn1ITEx0WGfixIlUrlwZT09PoqKi6Nevn8PyU6dO0bFjR3x8fChbtiwzZ868sSctIiIiIiI3jWIOEZHbk5IaIiLiFG+++SYPPPAAGzdupFu3bnTp0oVt27YBkJSUROvWrQkODmbNmjVMnz6d+fPnOwQQ48aNo2/fvvTp04fNmzczc+ZMypQp43CMYcOG8fDDD7Np0ybatWtHt27dOHPmzE09TxERERERcQ7FHCIityaLYRiGsxshIiK3lp49ezJ58mS8vLwc5g8ePJjBgwdjsVh4+umnGTdunH3ZHXfcQa1atRg7dixffvklgwYN4tChQ/j6+gIwe/Zs2rdvz9GjR4mIiKBIkSL06tWLd999N8c2WCwW3njjDd555x3ADFr8/PyYM2eOxtkVERERESngFHOIiNy+VFNDRERuiDvvvNMhgAAICQmxv2/QoIHDsgYNGrBhwwYAtm3bRvXq1e3BBUCjRo2w2Wzs2LEDi8XC0aNHueuuuy7bhmrVqtnf+/r6EhAQwIkTJ671lEREREREJB9RzCEicntSUkNERG4IX1/fbF2z84q3t3eu1nN3d3f4bLFYsNlsN6JJIiIiIiJykynmEBG5PammhoiIOMU///yT7XPFihUBqFixIhs3biQpKcm+fPny5bi4uFC+fHn8/f2Jjo5mwYIFN7XNIiIiIiJScCjmEBG5NamnhoiI3BBpaWkcP37cYZ6bmxthYWEATJ8+nTp16tC4cWOmTJnC6tWrmTBhAgDdunVjyJAh9OjRg6FDh3Ly5Emee+45unfvTkREBABDhw7l6aefJjw8nLZt25KQkMDy5ct57rnnbu6JioiIiIiIUyjmEBG5PSmpISIiN8TcuXOJiopymFe+fHm2b98OwLBhw5g2bRrPPvssUVFRfP/991SqVAkAHx8f/vzzT/r370/dunXx8fHhgQceYNSoUfZ99ejRg9TUVD7++GNeeuklwsLCePDBB2/eCYqIiIiIiFMp5hARuT1ZDMMwnN0IERG5vVgsFn755Rc6dOjg7KaIiIiIiMgtSDGHiMitSzU1RERERERERERERESkQFBSQ0RERERERERERERECgQNPyUiIiIiIiIiIiIiIgWCemqIiIiIiIiIiIiIiEiBoKSGiIiIiIiIiIiIiIgUCEpqiIiIiIiIiIiIiIhIgaCkhoiIiIiIiIiIiIiIFAhKaoiIiIiIiIiIiIiISIGgpIaIiIiIiIiIiIiIiBQISmqIiIiIiIiIiIiIiEiBoKSGiIiIiIiIiIiIiIgUCEpqiIiIiIiIiIiIiIhIgaCkhoiIiIiIiIiIiIiIFAhKaoiIiIiIiIiIiIiISIGgpIaIiIiIiIiIiIiIiBQISmqIiIiIiIiIiIiIiEiBoKSGiIiIiIiIiIiIiIgUCEpqiIg4yeLFi7FYLCxevNjZTRERERERkVuc4g8REblVKKkhInIFFoslV1NBDA4ubL+LiwuFCxemVatWOZ6L1Wpl0qRJNG/enJCQEDw9PYmOjqZXr178+++/9vW+/vprh/16eXlRrlw5+vXrR0xMDADPP/88FouF3bt3X7Jtr7/+OhaLhU6dOuXq+2/evHmuz3vo0KEO27q7uxMdHc3zzz/P2bNnc9wmIyODTz/9lLp16+Lv74+fnx9169bl008/JSMjI8dtcvudXcm2bdvs3+Wl2hcdHc29996b47J///0Xi8XC119/nW3Zhg0bePTRRylWrBienp6EhITQsmVLJk2ahNVqzXUbRURERCRvKP4w3crxx4XT+PHj7ev98MMPPProo5QtW/aqjwFw8uRJ+vfvT4UKFfD29iY8PJx69eoxaNAgEhMTr2pfIiL5mZuzGyAikt999913Dp+//fZb5s2bl21+xYoVr2q/TZs2JSUlBQ8Pj+tu4/W4++67eeyxxzAMg3379jF27FhatGjBrFmzaNu2LQApKSl06tSJuXPn0rRpUwYPHkxISAj79+/nxx9/5JtvvuHgwYMULVrUvt+3336bkiVLkpqayrJlyxg3bhyzZ89my5YtdOvWjTFjxjB16lTeeuutHNv1/fffU7VqVYYOHUqnTp3s8xMTE3nmmWfo2LGjw/yIiIirPvdx48bh5+dHUlISCxYsYMyYMaxbt45ly5Y5rJeUlMQ999zDkiVLuPfee+nZsycuLi7MnTuX/v37M2PGDGbNmoWvr699m2v5zi5l8uTJREZGEhsby08//cQTTzxx1eeak6+++oqnn36aiIgIunfvTtmyZUlISGDBggU8/vjjHDt2jMGDB+fJsUREREQkdxR/3Prxx4Xq16/vsHzt2rXUrVuX06dPX9W+z5w5Q506dYiPj6d3795UqFCB06dPs2nTJsaNG8czzzyT7dgiIgWWISIiV6Vv377GrfK/T8Do27evw7xNmzYZgNGqVSv7vKxz/vjjj7PtIzMz0/joo4+MQ4cOGYZhGJMmTTIAY82aNQ7rDRw40ACMqVOnGoZhGGXKlDEqVKiQY7tWrFhhAMYHH3yQbdnJkycNwBgyZMjVnKqDIUOGGIBx8uRJh/mdO3c2AGPVqlUO8/v06WMAxpgxY7Lt67PPPjMA4+mnn3aYfzXf2eXYbDYjOjraGDhwoNGxY0ejefPmOa5XokQJ45577slx2Zo1awzAmDRpkn3eypUrDVdXV6Nx48ZGfHx8jttcuL6IiIiIOIfiD0e3UvxxsYMHDxpWq9UwDMOoXLmy0axZs1wf48MPPzQAY/ny5dmWxcXFGSkpKVfV5uuRmJh4044lIrcnDT8lInKdOnXqRK1atRzmtW/fHovFwsyZM+3zVq1ahcViYc6cOUDOY9o2b96cKlWqsHXrVu688058fHwoUqQIH374YbbjjhkzhsqVK+Pj40NwcDB16tRh6tSp130+VatWJSwsjH379gFw+PBh/ve//3H33XczYMCAbOu7urry0ksvXbHHQYsWLQDs++3WrRvbt29n3bp12dadOnUqFouFrl275rrdGRkZbN++nWPHjuV6m4s1adIEgD179tjnHT58mAkTJtCiRQv69euXbZu+ffty55138tVXX3H48GH7NnnxnQEsX76c/fv306VLF7p06cLff/9tP871GDZsGBaLhSlTpuDv759teZ06dejZs+d1H0dERERE8pbij1sn/rhYsWLFcHG5tp/q9uzZg6urK3fccUe2ZQEBAXh5eTnMW7VqFe3atSM4OBhfX1+qVavGJ5984rDOwoULadKkCb6+vgQFBXH//fezbds2h3WyhtbaunUrjzzyCMHBwTRu3Ni+fPLkydSuXRtvb29CQkLo0qULhw4duqZzFBHJoqSGiMh1atKkCRs3biQ+Ph4AwzBYvnw5Li4uLF261L7e0qVLcXFxoVGjRpfdX2xsLG3atKF69eqMHDmSChUqMGjQIHswAvDll1/y/PPPU6lSJUaPHs2wYcOoUaMGq1atuu7ziY2NJTY2ltDQUADmzJlDZmYm3bt3v679ZiUKsvbbrVs3gGyBkNVq5ccff6RJkyYUL1481/s/cuQIFStW5LXXXrvmNu7fvx+A4OBg+7w5c+ZgtVp57LHHLrndY489RmZmJnPnzrVvkxffGcCUKVMoXbo0devWpX379vj4+PD9999f1z6Tk5NZsGABTZs2varvWEREREScT/FH7uTH+OPMmTOcOnXKPsXGxuZ62yspUaIEVqs12zBlOZk3bx5NmzZl69at9O/fn5EjR3LnnXfyxx9/2NeZP38+rVu35sSJEwwdOpSBAweyYsUKGjVqZI+bLvTQQw+RnJzM+++/z5NPPgnAe++9x2OPPUbZsmUZNWoUAwYMsMchl6oVKCKSG6qpISJynZo0aYLNZmP58uW0bduWLVu2EBsby0MPPZQtqKhevToBAQGX3d/Ro0f59ttv7Tfxjz/+OCVKlGDChAn2MWZnzZpF5cqVmT59+nW3PzU1lVOnTtnHtB08eDBWq5WHHnoIwP4kTtWqVa9qv3FxcZw6dYrU1FSWL1/O22+/jbe3t72YddmyZalbty4//PADH374of2JpPnz53PixAneeeed6z63Kzlz5gxg1sxYuHAhn3/+OYUKFaJp06b2dbZu3QpA9erVL7mfrGVZ39W1fmcXy8jIYPr06Tz99NMAeHt7c9999zFlyhRefvnla97v7t27ycjIuO72iYiIiMjNp/gjZwUh/ihfvrzD5xIlSuSYILgWvXv35uOPP6Znz5588MEHNG/enKZNm9KuXTsCAwPt61mtVp566imioqLYsGEDQUFB9mWGYdjfv/zyy4SEhLBy5UpCQkIA6NChAzVr1mTIkCF88803DsevXr26Q8LowIEDDBkyhHfffdehTl+nTp2oWbMmY8eOVf0+Eblm6qkhInKdatasiZ+fH3///TdgBg9FixblscceY926dSQnJ2MYBsuWLbMPb3Q5fn5+PProo/bPHh4e1KtXj71799rnBQUFcfjwYdasWXPd7Z8wYQKFChUiPDyc+vXrs3z5cgYOHGjv6p31BFhOQxRdTsuWLSlUqBDFihWjS5cu+Pn58csvv1CkSBH7Oo8++iiHDx+2f3dgPjnl4eFhD2pyKzo6GsMw+Prrr3O9Tfny5SlUqBDR0dH07t2bMmXKMGfOHHx8fOzrJCQkAJc//6xlWd/VtX5nF5szZw6nT5926AbftWtXNm7cyH///XfN+82r9omIiIjIzaf4I2cFIf74+eefmTdvnn2aMmXKVR3zciIiIti4cSNPP/00sbGxjB8/nkceeYTw8HDeeecde8Ji/fr17Nu3jwEDBjgkNAAsFgsAx44dY8OGDfTs2dOe0ACoVq0ad999N7Nnz852/KwHsbLMmDEDm83Gww8/7NA7JTIykrJly7Jo0aI8O3cRuf2op4aIyHVydXWlQYMG9qeili5dSpMmTWjcuDFWq5V//vmHiIgIzpw5k6ugomjRovabySzBwcFs2rTJ/nnQoEHMnz+fevXqUaZMGVq1asUjjzxyxa7lObn//vvp168fFosFf39/KleujK+vr3151pNdWT/u59bnn39OuXLlcHNzIyIigvLly2cbH7ZLly4MHDiQqVOn0rx5c1JTU/nll19o27atwxBQN8rPP/9MQEAAJ0+e5NNPP2Xfvn14e3s7rJMVTF3u/C9OfFzrd3axyZMnU7JkSTw9Pdm9ezcApUuXxsfHhylTpvD+++9f1f6yrqu8ap+IiIiI3HyKP3JWEOKPpk2bEhYWdsP2HxUVxbhx4xg7diy7du3izz//ZMSIEbz11ltERUXxxBNP2IflqlKlyiX3c+DAASB7zxKAihUr8ueff5KUlOTwdytZsqTDert27cIwDMqWLZvjMdzd3a/6/EREsiipISKSBxo3bsx7771HamoqS5cu5fXXXycoKIgqVaqwdOlSIiIiAHIVVLi6uuY4/8KuwBUrVmTHjh388ccfzJ07l59//pmxY8fy1ltvMWzYsKtqe9GiRWnZsuUll1eoUAGAzZs3U6NGjVzvt169etSpU+ey64SHh3P33Xfz888/8/nnn/P777+TkJBgH+/2RrswqGjfvj1Vq1alW7durF271h4AVaxYEYBNmzZd8vyzAr5KlSoB1/6dXSg+Pp7ff/+d1NTUHAOBqVOn8t5779kDUC8vL1JSUnLcV3Jysn0dgDJlyuDm5sbmzZuvqW0iIiIi4lyKP7IrCPHHzWKxWChXrhzlypXjnnvuoWzZskyZMoUnnnjihh3z4ofDbDabvVB9TteYn5/fDWuLiNz6NPyUiEgeaNKkCenp6Xz//fccOXLEHjw0bdqUpUuXsnTpUsqVK2cPLvKCr68vnTt3ZtKkSRw8eJB77rnHHtjkpbZt2+Lq6srkyZPzdL9ZunXrxpkzZ5gzZw5Tp04lICCA9u3b35BjXY6fnx9Dhgxhw4YN/Pjjj/b5Wed/uYJ73377LW5ubrRp08Zhm+v5zmbMmEFqairjxo1j+vTpDtO7777LgQMHWL58uX39EiVKsHPnzhz3tWPHDvs6AD4+PrRo0YK///6bQ4cOXXMbRURERMQ5FH9cu/wSf9wspUqVIjg4mGPHjgFmz2+ALVu2XHKbrLghK4640Pbt2wkLC3PopZGT0qVLYxgGJUuWpGXLltmmO+6441pPSURESQ0RkbxQv3593N3dGTFiBCEhIVSuXBkwg41//vmHJUuW5Oopqdw6ffq0w2cPDw8qVaqEYRhkZGTk2XEAihUrxpNPPslff/3FmDFjsi232WyMHDmSw4cPX9P+O3TogI+PD2PHjmXOnDl06tTJ3qPgamRkZLB9+3b7zfq16NatG0WLFmXEiBH2ecWKFaNXr17Mnz+fcePGZdtm/PjxLFy4kMcff5yiRYvat7ne72zy5MmUKlWKp59+mgcffNBheumll/Dz83MYg7ddu3YcPnyYX3/91WE/aWlpfPXVV4SHh1OrVi37/CFDhmAYBt27dycxMTHb8deuXZut+J+IiIiI5A+KP26N+CMvrVq1iqSkpGzzV69ezenTp+1DSdWqVYuSJUsyevRozp4967BuVu+cqKgoatSowTfffOOwzpYtW/jrr79o167dFdvTqVMnXF1dGTZsmEOvn6zjXHxNiYhcDQ0/JSKSB3x8fKhduzb//PMP7du3tw8J1LRpU5KSkkhKSsrToKJVq1ZERkbSqFEjIiIi2LZtG5999hn33HPPDSn+PHLkSPbs2cPzzz/PjBkzuPfeewkODubgwYNMnz6d7du306VLl2vat5+fHx06dGDq1KkA19z1+8iRI1SsWJEePXpcVbG+C7m7u9O/f39efvll5s6da+958fHHH7N9+3aeffZZh/l//vknv/32G82aNWPkyJEO+7qe7+zo0aMsWrSI559/Psflnp6etG7dmunTp/Ppp5/i7u5Onz59mDhxIg899BC9e/emZs2anD59mh9++IEtW7bw7bff4uHhYd9Hw4YN+fzzz3n22WepUKEC3bt3p2zZsiQkJLB48WJmzpzJu+++e03fo4iIiIjcWIo/bo3442J///23vYj5yZMnSUpKst+TN23alKZNm15y2++++44pU6bQsWNHateujYeHB9u2bWPixIl4eXkxePBgAFxcXBg3bhzt27enRo0a9OrVi6ioKLZv385///3Hn3/+CcBHH31E27ZtadCgAY8//jgpKSmMGTOGwMBAhg4desVzKV26NO+++y6vvfYa+/fvp0OHDvj7+7Nv3z5++eUX+vTpw0svvXSd35iI3K6U1BARySNZT0U1btzYPi8yMpIyZcqwe/fuPA0qnnrqKaZMmcKoUaNITEykaNGiPP/887zxxht5dowL+fj4MGfOHL7++mu++eYb3nnnHZKTkylcuDAtWrRgypQpFClS5Jr3361bN6ZOnUpUVBQtWrTIw5ZfvT59+vDuu+/ywQcf2JMXfn5+LFiwgLFjxzJ58mRefvllDMOgQoUKjB49mmeffTZbobvr+c6mTZuGzWa7bDf49u3b8/PPPzNnzhzuu+8+vL29WbJkCW+//Ta//vorkyZNwtvbm9q1azN79mz7uVzoqaeeom7duowcOZJvv/2WkydP4ufnR61atZg0aRKPPvrodXyTIiIiInIjKf64NeKPCy1cuDBbjZI333wTMHtaXy6p8dRTT+Hj48OCBQv47bffiI+Pp1ChQrRq1YrXXnuNmjVr2tdt3bo1ixYtYtiwYYwcORKbzUbp0qV58skn7eu0bNmSuXPnMmTIEN566y3c3d1p1qwZI0aMyFYU/FJeffVVypUrx8cff2w/r2LFitGqVSvuu+++XH8vIiIXsxgX9wETERERERERERERERHJh1RTQ0RERERERERERERECgQNPyUicouxWq2cPHnysuv4+fnh5+d3k1okIiIiIiK3KsUfIiJysympISJyizl06NAVxzgdMmRIroq7iYiIiIiIXI7iDxERudmU1BARucVERkYyb968y65TqlSpm9QaERERERG5lSn+EBGRm02FwkVEREREREREREREpEBQT40c2Gw2jh49ir+/PxaLxdnNERERERFxOsMwSEhIoHDhwri4uDi7OQWeYg4REREREUe5jTmU1MjB0aNHKVasmLObISIiIiKS7xw6dIiiRYs6uxkFnmIOEREREZGcXSnmUFIjB/7+/oD55QUEBDi5NSIiIiIXSUqCwoXN90ePgq+vc9sjt4X4+HiKFStmv1eW66OYQ0RERPI1xRziBLmNOZTUyEFW9++AgAAFGCIiIpL/uLqefx8QoABDbioNlZQ3FHOIiIhIvqaYQ5zoSjGHBsMVEREREREREREREZECQT01RERERAoaHx84ceL8exERERERkbykmEPyMSU1RERERAoaiwUKFXJ2K0RERERE5FalmEPyMSU1roPVaiUjI8PZzZCbxN3dHdcLxxMUEREREbnBFHPI9VAMIyIiIrciJTWugWEYHD9+nLNnzzq7KXKTBQUFERkZqQKZIiLiXGlpMHCg+X7UKPD0dG57RCTPKeaQvKIYRkREroliDsnHlNS4BlnBRXh4OD4+Pro5vA0YhkFycjInzo0lGBUV5eQWiYjIbS0zE8aONd9/+KECDJFbkGIOuV6KYURE5Loo5pB8TEmNq2S1Wu3BRWhoqLObIzeRt7c3ACdOnCA8PFzduEVERETkhlDMIXlFMYyIiIjcilyc3YCCJms8Wx8fHye3RJwh6++ucY1FRERE5EZRzCF5STGMiIiI3GqU1LhG6v59e9LfXURERERuFt17Sl7QdSQiIiK3GiU1RERERERERERERESkQFBSQ65LdHQ0o0ePdnYzRERERETkFqR4Q0REREQupqTGbcJisVx2Gjp06DXtd82aNfTp0ydP2vj999/j6upK3759sy37+uuvCQoKynE7i8XCr7/+6jDv559/pnnz5gQGBuLn50e1atV4++23OXPmTJ60VUREREREzsvP8Ubz5s1zbFNmZiYAM2bMoFWrVoSGhmKxWNiwYcMV95mcnMxrr71G6dKl8fLyolChQjRr1ozffvvtutoqIiIiIlempMZt4tixY/Zp9OjRBAQEOMx76aWX7OsahmG/wb+SQoUK5VkBwwkTJvDKK6/w/fffk5qaes37ef311+ncuTN169Zlzpw5bNmyhZEjR7Jx40a+++67PGmriIiIU3l7w7595uTt7ezWiIjk+3jjySefdGjPsWPHcHNzAyApKYnGjRszYsSIXO/v6aefZsaMGYwZM4bt27czd+5cHnzwQU6fPn3dbb2U9PT0G7ZvERGRbBRzSD6mpEYeMAyD5PTMmz4ZhpHrNkZGRtqnwMBALBaL/fP27dvx9/dnzpw51K5dG09PT5YtW8aePXu4//77iYiIwM/Pj7p16zJ//nyH/V7cHdxisfDVV1/RsWNHfHx8KFu2LDNnzrxi+/bt28eKFSt49dVXKVeuHDNmzMj1uV1o9erVvP/++4wcOZKPPvqIhg0bEh0dzd13383PP/9Mjx49rmm/IiIi+YqLC0RHm5OLbudEbnXOijeuJubI7/GGj4+PQxsjIyPty7p3785bb71Fy5Ytc/cHAWbOnMngwYNp164d0dHR1K5dm+eee47evXvb10lLS2PQoEEUK1YMT09PypQpw4QJE+zLlyxZQr169fD09CQqKopXX33VIdnTvHlz+vXrx4ABAwgLC6N169YAbNmyhbZt2+Ln50dERATdu3fn1KlTuW67iIhIrijmkHzMzdkNuBWkZFip9NafN/24W99ujY9H3v0JX331Vf7v//6PUqVKERwczKFDh2jXrh3vvfcenp6efPvtt7Rv354dO3ZQvHjxS+5n2LBhfPjhh3z00UeMGTOGbt26ceDAAUJCQi65zaRJk7jnnnsIDAzk0UcfZcKECTzyyCNXfQ5TpkzBz8+PZ599NsfllxrCSkREREQkv3JWvAF5G3M4M97Ia5GRkcyePZtOnTrh7++f4zqPPfYYK1eu5NNPP6V69ers27fPnnw4cuQI7dq1o2fPnnz77bds376dJ598Ei8vL4ehur755hueeeYZli9fDsDZs2dp0aIFTzzxBB9//DEpKSkMGjSIhx9+mIULF97w8xYRERHJD5RmE7u3336bu+++m9KlSxMSEkL16tV56qmnqFKlCmXLluWdd96hdOnSV3wSqmfPnnTt2pUyZcrw/vvvk5iYyOrVqy+5vs1m4+uvv+bRRx8FoEuXLixbtox9+/Zd9Tns2rWLUqVK4e7uftXbioiIFBjp6fDyy+ak4UhEpIBwVrwBMHbsWPz8/OzTiy++eF3n8sUXX7BixQpCQ0OpW7cuL7zwgj3xALBz505+/PFHJk6cSMeOHSlVqhR33XUXnTt3trenWLFifPbZZ1SoUIEOHTowbNgwRo4cic1ms++nbNmyfPjhh5QvX57y5cvz2WefUbNmTd5//30qVKhAzZo1mThxIosWLWLnzp3XdU4iIiIOFHNIPpYvemp8/vnnfPTRRxw/fpzq1aszZswY6tWrl+O6GRkZDB8+nG+++YYjR45Qvnx5RowYQZs2bXJc/4MPPuC1116jf//+Dt2W85K3uytb3259Q/Z9pePmpTp16jh8TkxMZOjQocyaNYtjx46RmZlJSkoKBw8evOx+qlWrZn/v6+tLQEAAJ06cuOT68+bNIykpiXbt2gEQFhbG3XffzcSJE3nnnXeu6hyuZkguERGRAisjA/7v/8z3Q4eCh4dTmyMiN5az4o2sY+cVZ8UbAN26deP111+3f77eHtxNmzZl7969/PPPP6xYsYIFCxbwySefMGzYMN588002bNiAq6srzZo1y3H7bdu20aBBAywWi31eo0aNSExM5PDhw/aeKrVr13bYbuPGjSxatAg/P79s+9yzZw/lypW7rvMSERGxU8wh+ZjTkxo//PADAwcOZPz48dSvX5/Ro0fTunVrduzYQXh4eLb133jjDSZPnsyXX35JhQoV+PPPP+nYsSMrVqygZs2aDuuuWbOG//3vfw43vTeCxWLJ02GgnMXX19fh80svvcS8efP4v//7P8qUKYO3tzcPPvjgFQvUXdxLwmKxODxtdLEJEyZw5swZvC8oOmSz2di0aRPDhg3DxcWFgIAAkpKSsNlsuFwwjt/Zs2cBCAwMBKBcuXIsW7aMjIwM9dYQERERkVuC4g1HVxtvgBkvlClT5toafpl2NGnShCZNmjBo0CDeffdd3n77bQYNGuQQ21yPi7+zxMRE2rdvn2NR86ioqDw5poiIiEh+5/Thp0aNGsWTTz5Jr169qFSpEuPHj8fHx4eJEyfmuP53331nL8hWqlQpnnnmGdq1a8fIkSMd1ktMTKRbt258+eWXBAcHX7YNaWlpxMfHO0wCy5cvp2fPnnTs2JGqVasSGRnJ/v378/QYp0+f5rfffmPatGls2LDBPq1fv57Y2Fj++usvAMqXL09mZiYbNmxw2H7dunUA9ieSHnnkERITExk7dmyOx8tKgoiIiIiIiHPdjHjjZqpUqRKZmZmkpqZStWpVbDYbS5YsyXHdihUrsnLlSoee5suXL8ff35+iRYte8hi1atXiv//+Izo6mjJlyjhMFydARERERG5VTn3cJz09nbVr1/Laa6/Z57m4uNCyZUtWrlyZ4zZpaWl4eXk5zPP29mbZsmUO8/r27cs999xDy5Yteffddy/bjuHDhzNs2LBrPItbV9myZZkxYwbt27fHYrHw5ptvXvEJqKv13XffERoaysMPP+zQ9RqgXbt2TJgwgTZt2lC5cmVatWpF7969GTlyJKVKlWLHjh0MGDCAzp07U6RIEQDq16/PK6+8wosvvsiRI0fo2LEjhQsXZvfu3YwfP57GjRvTv3//PD0HERGRW5phQMJxSD4NKbHnp9Sz596fhbQESIs3X1Pjz7/38AXvEPAJNl+9g8EnBDz9zf1inD8GhvnRlgm2DLBmmO+t6eZ7wwau7uDibr66uoOrh/nZxRUsLjlMFnM7wzj3epnJZj333np+fXDcnkvt54Lvy3LxG8Pct8167twyzx0v01wnq50XngMWc56Dc58Di0LLIXn6JxZxlpsRb+TGmTNnOHjwIEePHgVgx44dgFkMPDIyMsdtmjdvTteuXalTpw6hoaFs3bqVwYMHc+eddxIQEEBAQAA9evSgd+/e9kLhBw4c4MSJEzz88MM8++yzjB49mueee45+/fqxY8cOhgwZwsCBAx16pl+sb9++fPnll3Tt2pVXXnmFkJAQdu/ezbRp0/jqq69wdc3bIYpFREQKpHXfwYmtEFkVIqtBofJm/HAj2awQswUOrIQDy+HoBggtDTUfhQr3grvXFXchuefUpMapU6ewWq1EREQ4zI+IiGD79u05btO6dWtGjRpF06ZNKV26NAsWLGDGjBlYrVb7OtOmTWPdunWsWbMmV+147bXXGDhwoP1zfHw8xYoVu4YzurWMGjWK3r1707BhQ8LCwhg0aFCe92LJKpx3cUID4IEHHqB79+6cOnWKsLAwfvjhB4YMGcJTTz3F0aNHKVq0KB07duTNN9902G7EiBHUrl2bzz//nPHjx2Oz2ShdujQPPvggPXr0yNP2i4iI5Imzh+DMHggtCwGFc/hB+zpZM+DQKtg937y59g2DwGIQVAwCi0NQcfPHcmsaxGw1A4CY/8zXE9vMJMW1SD0L8Ufy8kwkooqSGnLLuBnxRm7MnDmTXr162T936dIFgCFDhjB06NAct2ndujXffPMNgwcPJjk5mcKFC3Pvvffy1ltv2dcZN24cgwcP5tlnn+X06dMUL16cwYMHA1CkSBFmz57Nyy+/TPXq1QkJCeHxxx/njTfeuGxbCxcuzPLlyxk0aBCtWrUiLS2NEiVK0KZNm8smQ0REREg+Y8YZ3pcf0abAO7UbZvZznOfqCRGVIKr6+SRHaBnwi7i22MtmhbhDcHo3HNtoJjIOrcoeN8UdhL2LzO+8Wmeo2R0iq1z7uYmdxXBiZeWjR49SpEgRVqxYQYMGDezzX3nlFZYsWcKqVauybXPy5EmefPJJfv/9dywWC6VLl6Zly5ZMnDiRlJQUDh06RJ06dZg3b569lkbz5s2pUaNGrguFx8fHExgYSFxcHAEBAQ7LUlNT2bdvHyVLlszWY0Ruffr7i4gIAJlpcGyTmQzwj7jy+jk5vQe2/gbbZsLR9efnewWZP1xHVIKIyhBeGdw8zveQSD4DZ2KgzbmCt7PfhohoCIgC/8JmUsQr0Ewm7J4Pu+bB3iWQnnDt52txBZ9Q8A4yb8izJq8gc55ngNn7wivg3PsA8PSD9ERIzurdccZse0qsOR/Luc4H54IIi8V87+J2rkeGm9kTI6t3hsViBg/W9PM9OawZ5ucLe1dcPF3Yc+PCnhFZ8xx6ebhetNySvfeE5cL1LefbbbHk0PvkHBe3CybXc8c89zT1xb1DsqZL8QmF6l2u/W95HS53jyxXTzGH3Cy6nkREblNnD5o/th88N53cDp6B0GeR2YPgSpKSwM/PfJ+YCAVlmMO/3oQVn5oPjPlFwPFNl35Iy8PP/C5Cy5iTfyQXdL0+z5Z5Lomxx0xknNlrxiHZ9ucPxetDiYZQuBYcWAHrJ0PC0fPrFK4FVTqZx86vQktDyaZOOXRuYw6n9tQICwvD1dWVmJgYh/kxMTGX7OZbqFAhfv31V1JTUzl9+jSFCxfm1VdfpVSpUgCsXbuWEydOUKtWLfs2VquVv//+m88++4y0tDR1yRUREbldGIZ5M398s9nzIC0e3DzBzfvcq5f56u5j3riFVwT3SxR3TU8ykwTbfoedf56/MQ4rB9FNoGQT89U3LPu21kxz+Kb4w7DzLzORcWLrBStYILiE2WMj9SwcWGZOl5J+wQ/mSz8Cj4tuvN28ITPFcZ5PGJS5y7zBTo0zjxV3yHw9e/B80iOwuJlQCc9KqlQyb/DdPC7dHhERERERyVsntsM/Y6Hpy2YP69xIPAnzh5gPNcUfzr48LQ5+6ws9Z0N+6uFns5oPPnkFXt9+MtNh4/fm+5ZDoeK9YLPB2f1mj4pjm8wkx+nd52KgxHPzN179sVw9IaQUFCoHxRuYcVZEFfMBpiyl74Tmr8KehbDuG9gxB46uM6f8rFoXpyU1csupSQ0PDw9q167NggUL6NChAwA2m40FCxbQr1+/y27r5eVFkSJFyMjI4Oeff+bhhx8G4K677mLz5s0O6/bq1YsKFSowaNAgJTRERERuZfFHzcTD8c1wfMu5REZc7re3uJg/4EdUMX/Qj6hiJgC2zYTdCxwTBV5B5rJTO83p3wnm/PBKZnfm5NNmUJF00nzPRZ1jXdzMG8WK7c0xVv3CzR4gJ3eY7Y7Zcm4YqK3mtlk1KbyDwTMI/mc1Ew0hBiQeg/hj5hNAKbFmOy0uULQulGlpTlE1Lh24GIaZTLG4mr0tREREREQkZ1tnwtqvISMFMlMvmNLMKbAoFL8DitWDYvXNz9di6f/B5ulmD+xHf87dNr/3hx2zzPcubuZwS1k/uAcUga/vMXttrBoPDZ69/L68vWHLlvPv85JhQOw+2LMI9i6GfX+b8UjpFtDweSjV/NqGhdo5x4y//CKgXGtznouLmXwIKQWVO55fNzMNYvebCY7Tu+HULrNneU4sFvP7Cy1zvmdHYFHHBMaluLhC2bvNKfGkmXQ5tMqxZ3d+E1Xd2S24IqcmNQAGDhxIjx49qFOnDvXq1WP06NEkJSXZxzR97LHHKFKkCMOHDwdg1apVHDlyhBo1anDkyBGGDh2KzWbjlVdeAcDf358qVRzHJvP19SU0NDTbfBEREcnHDMMcXuhKPQSSTpnDOG2ZYRZky5Y8cIdCFcyxS30Lmd2E7UHHudfUeDi5zUw+ZCUp/puR/VhBJaDSfVDxPihS51yvihWwfynsWwonsupQbM2+LRZz6KCidc19lGtjFs2+kJsnRFUzp2uVngwJx8x953a83NthbF0RERERkeuVdNrs6XC5mnPJp+DYBjNxAOaP4cXqmb26az2W+4LVRzeYr7vnm7FGySaXX//gKjOhYXGBzpPNxIDHRUNGtXoH/ngBFrwNZVtBWJlL78/FBSpXzl1bL3R8ixkfgeNQsBYXwDCH3t272OwpcbE9C80psho06g+VOoDrVfx8vfYb87XGI1f+nt08zYfRCpXP/f6vl18haPT8zTveLczpSY3OnTtz8uRJ3nrrLY4fP06NGjWYO3euvXj4wYMHHQqepaam8sYbb7B37178/Pxo164d3333HUFBQU46AxEREbkia4aZOHDzNId3uviJFnsPhS3nelicm5JPg1+k+TRMSKlzr6UhpKTZdXjLz+YNsWE9v6+i9cygIbKq2dMirFzuhk4yDEiMcTx+zH9m74XybcxERmRVxyeGfELMLs0V7zU/J52C/cvMp6l8wsybVt9wM5niE3p1N+TXysMnd2PkioiIiIjI1Vk2ykxohFeGZq+Ysc2Fw9q6uMOpHXBotfk0/rFNZmzw3y/m5O5t/uB+JWmJZu+BLPOHwhPzL917wTDMYacAaj4KFe7Jeb3avcwHwvYuht+ehV5zctfbIDeObYIlI2D7H7lb38XdjNtKNYdSd5qx1ar/wfrvzCGifn4c5g+DBn2hVvfsCZqLxR4wEyJgJo/klubUQuH5lYr2yaXo7y8it7W4w+YP9vuXmkMd+YSYP9T7hJ57H2YWjU46ZXbjPXvAfI3dD3FHHBMPLu7nAoBzN/8Jx8zia9cqqgZUecDsTpzb8WYLsvR0eP998/3gweChehdy46lQeN5SzCE3i64nEZE8EncYPq0F1jTo9jOUbXnlbdKT4Mg6WDEGdv0JtXtC+0+uvN3BVTCxldmbOjMNMpLN3hcV2+e8/o458H0XM756fj0EFL70vs8egrENzJp6rd6Fhs9dou25jDmyJTMsZi0/r0AwbOcn27nXkJJmEqNEQ/DMoVh28hlY85WZ4Eg+Zc4rVBGeXGg+wHUpC9+Dvz80h/jt8ful15N8rUAUChcREZGbIDMNDq8xC5llDUnkFXjpJ3JsVvOmOfmM+XTRvr/NZEbsvrxrky0D0jIcu217BUJEVXOYqKx6FoFFzZvuM3vg9J7zr7H7wD8KKneCKp1uv54JGRkwbJj5/uWXldSQ297nn3/ORx99xPHjx6levTpjxoyhXr16l1x/9OjRjBs3joMHDxIWFsaDDz7I8OHD7T/4RkdHc+DAgWzbPfvss3z++ecANG/enCVLljgsf+qppxg/fnwenpmIiIjkG4s/MBMaJRqbP9rnhoevOWxU8mkzqXEklwWij28yX4vWNYdiWvp/5pBR5dpm7/1ts5o9GgDueObyCQ0wHwJr8z7MfA4WvgtlW5vFri92uZjDMMzi2n9/5JjMqNIJmr4C4RVyd5458Qkxe8E0fM6sP7HofXOo4MXDzeGzcmKzwvrJ5vtaPa792FJgKKkhIiJyq0qNg38nwT/jIPH4RQstZhLBJ8TsNZGRbD5FlJFs1pnIicUFCteE6MbmkE4pZ82bc4fpjNlzI7gEBEefn4JKnC+EnZl6vqhe1qt/pDnWbE7dqf3CoWjtPP1qROTW8cMPPzBw4EDGjx9P/fr1GT16NK1bt2bHjh2Eh4dnW3/q1Km8+uqrTJw4kYYNG7Jz50569uyJxWJh1KhRAKxZswar9Xzvsi1btnD33Xfz0EMPOezrySef5O2337Z/9vG5zNODIiIicmNlpJrxhJtn3u/75E7YMMV833LI1RexLlLLfD2x1Wyn+xV6zh3baL5GVjNrMPw70az7t/F7cyimC22cZv7o7xUEjQbkrj01u5vDUO2ebw5D1fvPKw9DlXQa9i0+X9w77tC5BRaz13zTl68vmXExd2+o09uME6c+DCs/M3vmZ32XF9o9HxKOmg/wVbg379og+ZaSGiIiIreahONmIuPfied7QviEmV11k2PNbsYYZpHr1LOX3o/F1SxYHd3EnIrfAV7XOeSMh8/luwyLiFylUaNG8eSTT9KrVy8Axo8fz6xZs5g4cSKvvvpqtvVXrFhBo0aNeOQRczzr6OhounbtyqpVq+zrFCpUyGGbDz74gNKlS9OsWTOH+T4+PkRGRub1KYmIiMjVSo2Dr1qaw+TeOwqqPZy3+1/0rjl0Uvl2Zh2IqxVYzIzJkk+ZtfuK1rn8+lk9NaKqmQ+jNXkR/nrd7K1Q9UHzB38wHxJb9J75vsmL5nDAuWGxQPtPzWGoDq8xEwaN+p9fnpluJnKyTGgNZ7YAF1QxcPUw6w42e+XGFtsu1xqqPAhbfjJ7l/RZnL0IeFaB8Opdr5wwkluCkhoiIiI3ms0KWMDF5fr3lXTKLKht2HI4Tib8N8N8Useabs4LK2fenFZ9+HyxbGsGpMSaU/IZc10PPzPZ4O5z/r2b19U/gSQichOlp6ezdu1aXnvtNfs8FxcXWrZsycqVK3PcpmHDhkyePJnVq1dTr1499u7dy+zZs+nevXuO66enpzN58mQGDhyI5aL/J06ZMoXJkycTGRlJ+/btefPNNy/ZWyMtLY20tDT75/j4+BzXExERkWsw+2WzJwPAjCdh9wK45//A0//6931krdmrAQu0ePPa9mGxmL3ed88zh6C6XFLDmgEntpnvI6uZr3WfMB9ciz8Mq780e2+A+T7+CAQUhXp9rq5NgUWgzXCzp8bC98w6iLH74NQusz5i2gU1EY9vAg8LhFeC0i3O18S4WQ+stR1hFgGP2QLLR5u9QrIkHIedc833GnrqtqGkhlyV5s2bU6NGDUaPHu3spoiI5H8JMbDiU1j7tTmsk/dFhbV9w8yndfwjzXFP/aPMyS/c7PqbkWrePB7+F478a76ezT7Ge46K1Te7Hpdrkz2Z4upuHsMv+7AsIiIFyalTp7BarURERDjMj4iIYPv27Tlu88gjj3Dq1CkaN26MYRhkZmby9NNPM3jw4BzX//XXXzl79iw9e/bMtp8SJUpQuHBhNm3axKBBg9ixYwczZszIcT/Dhw9nWNa41HJJijdEROSqbfkZNv1gDpdb6zFY9y1smgaHV8MDE3IeruhqLDg31GT1LhBR6dr3U6SWmdQ4uv7y653cbj545hloDuULZu+DO1+D3/rC0pHmeYL5Hsxl19JDocYjZsJm15+w+n+Oyzx8gQTz/X2fQuU2ZuzqDL5hZmJjxpOw5EOzh0hW75ANU8CwmjFwXg5/JflaHjwyKgVB+/btadOmTY7Lli5disViYdOmTXl2vJSUFEJCQggLC3N4Ii2LxWLh119/zTa/Z8+edOjQwWHe7t276dWrF0WLFsXT05OSJUvStWtX/v333zxrr4hInoo7ArNfgU+qmd140xPNnhXJp+DUDji4wiymtvZrs+Db7Jdg2iPw5Z0wqgK8UwhGVoDhRWHC3fDna+aNelZCI6gEhJXPeapwL/SaC4//BRXa5U3vEBGRW8jixYt5//33GTt2LOvWrWPGjBnMmjWLd97JufDkhAkTaNu2LYULOxbd7NOnD61bt6Zq1ap069aNb7/9ll9++YU9e/bkuJ/XXnuNuLg4+3To0KEc1yuobla88fXXX2OxWLJNX331FQDHjh3jkUceoVy5cri4uDBgwIBc7feXX37hjjvuIDAwEH9/fypXrpzrbUVE5DLSEmDKw/DDo2aPh9xKPgOpuejVGHcE/njBfN/kRWj/CfScbQ73dGavGU8t/wRsOfR0z429i83JxR2av3altS+vcE3z9egVioUfO/fvZWRVx57z1btCoQrmEMIrPjV7LKSehUIVzWXXwmKB+z83ezg06Af3fgw9/oCB2+GlXefXq/qQ8xIaF7ahbCsz4TPzOfNvarOZSSxQL43bjHpq3CYef/xxHnjgAQ4fPkzRokUdlk2aNIk6depQrVq1PDvezz//TOXKlTEMg19//ZXOnTtf037+/fdf7rrrLqpUqcL//vc/KlSoQEJCAr/99hsvvvgiS5YsybM2i4jY2awQfxTO7IHTu+H03nPv98DZg+AXAeEVzad0wiubr6FlzcJkyz6G9VPAlmHuq2g9s2tsVHUzqZFVUDvplHmjnnTC7C6bcMwc/zUxxnzKJOGYub1PmNk1uUgds1h24Vq5HydVROQWFxYWhqurKzExMQ7zY2JiLlnr4s0336R79+488cQTAFStWpWkpCT69OnD66+/jssFyeADBw4wf/78S/a+uFD9+vUB84Gc0qVLZ1vu6emJp+cNKFyaT9zMeCMgIIAdO3Y4zAsMDATMYb4KFSrEG2+8wccff5yr/S1YsIDOnTvz3nvvcd9992GxWNi6dSvz5s3Lk/bmxGq1YrFYHK43EZEb4ugGSDljDhfkjKFll402ewEAbPsdytxt1mDIqS6FNQN2zYP138HOP81aEg9/CyWb5Lxvmw1+fcasp1G4JjQbZM4v0QCeXgq/9zd7Icx7yyxu3emLq+utbhgw/1wvyzq9IbhE7rfNSeFzPUZO7oC0RPD0y3m9rCLhURf9u+niCne9ZT4Qt3Is9voWLYdcucj35fgVMntiXCwp6dr3eSNYLHDPKBh7BxxaBWu+gkLlIHY/eAZA5Q7ObqHcREpq5AXDMIcVudncfXL9D9K9995LoUKF+Prrr3njjTfs8xMTE5k+fTofffQRp0+fpl+/fvz999/ExsZSunRpBg8eTNeuV5/tnTBhAo8++iiGYTBhwoRrSmoYhkHPnj0pW7YsS5cudbjhr1GjBv3797/M1iJy27BmmE//pCeZ3Y1d3MwbOhdX873F1UwwpCWYT/qkJZjFs9PizZvfxBNmAiEhxnxNjDHnGdZLHzPuoDll3ZyDeSzDOL9dicbQ7GUo2ez8/6v9I7Lv62I2KySdNNviHQJBxVXXQrLz8oLVq8+/v42lZ9pwd7Vkq3UgtwcPDw9q167NggUL7L19bTYbCxYsoF+/fjluk5ycnO2HZFdX84cAwzAc5k+aNInw8HDuueeeK7Zlw4YNAERFRV3lWeSCs+INyHXMcTPjDYvFcsmkVXR0NJ988gkAEydOzNX+fv/9dxo1asTLL58fn7tcuXLZepD//vvvvP3222zevBk/Pz+aNGnCL7/8AkBsbCz9+/fn999/Jy0tjWbNmvHpp59StmxZwOxhMmDAAL799lteffVVdu7cye7du4mKiuL111/n+++/5+zZs1SpUoURI0bQvHnzq/pORESyObDCHKZn7yLzc/Wu5g/CN6sGAkDcYbPnOkCp5rBvqTn80u55ZpKl2SAzAXFyp5nI2DjNfOgrS8oZ+K6DOexQ3Sey73/VeNi3BNy8odOXjsWjvYPhoW/Mp/jnDDK/h8mdoPdfuf8Otv1u9qpw94WmL13rt3CefwQEFDFrYBzbCNGNcl4vq0h4ZA4PA5RvZz44d/hcLFDsDnPI4RshP8YcQcWg5VBztIMFw873fqn64LnhsuR2oaRGXshIhvcLX3m9vDb4aK7/g3Vzc+Oxxx7j66+/5vXXX7cH/tOnT8dqtdK1a1cSExOpXbs2gwYNIiAggFmzZtG9e3dKly5NvXo5ZNAvYc+ePaxcuZIZM2ZgGAYvvPACBw4coESJq8tob9iwgf/++4+pU6fm+ARTUFDQVe1PRAq4E9tg6Sg4ue1cYiLRfLVmH+IuT7i4m+OXhpaGkNLma2hpM8mQcBxi/oMTWyFmq/madq5rdKk7zSePSjS8xuO6mt16nd21V/I3V1eoW9fZrXC6RdtPMOCHDUQFevFJl5qUj8yDQpA3wdwtxxk1bwcNS4fxcuvy+Hrqlvx6DBw4kB49elCnTh3q1avH6NGjSUpKolevXgA89thjFClShOHDhwPmMEmjRo2iZs2a1K9fn927d/Pmm2/Svn17e3IDzOTIpEmT6NGjB25ujn+jPXv2MHXqVNq1a0doaCibNm3ihRdeoGnTpnna+9nOWfEG5DrmuJnxRl6LjIxk6tSpbNmyhSpVquS4zqxZs+jYsSOvv/463377Lenp6cyePdu+vGfPnuzatYuZM2cSEBDAoEGDaNeuHVu3bsXd3fyRLTk5mREjRvDVV18RGhpKeHg4/fr1Y+vWrUybNo3ChQvzyy+/0KZNGzZv3mxPiIiI5JphmEMl/f0RHFhuzrO4AgZs/N78If3h7yCszM1pz4J3IDMVijeE7r+aw0EtG2UmL/YuMqegEo51A30LmbUrqj4Eyz+FLT/BrBfNuKvtiPOJi5itMH+o+b71uxCWw/8zLRao3cOstfD1PXB8s1mT4sGJV07YWzNh4bmhKRv0zbt6hIVrmkmNo+tzTmrYbGY7weztfzGLxfxR/+t25ue7h924h+Dya8xR53FzeOaDK2H/UnOehp667SiCuo307t2bjz76iCVLltif/Jk0aRIPPPAAgYGBBAYG8tJL5zPPzz33HH/++Sc//vjjVQUZEydOpG3btgQHBwPQunVrJk2axNChQ6+qvbt2mWP3VaigIj8it7XTe2DxB7B5OvbutTlx9TSX2zLN+hUXc3EHrwCzW6qnv9mV2dP/XMHsc0kE/yjz6Rn/KPNm+lJdeENKOSYtDMN8CsmWYS4TuYVkWG3sPpGI1Wbg5mrBzcWCi8WCm4sLrq4WAr3d8buKH+XPJqeTkJpJ0WDv6+pd8fXyfbz9x1ZsBsSlZHDfZ8t4495KPFq/eL7ttZGcnsk7f2zj+9UHAdgZk8i8rTGMeKAajcuGXXH7DKuNs8kZFPK/dYcwuhadO3fm5MmTvPXWWxw/fpwaNWowd+5ce/HwgwcPOjwg88Ybb2CxWHjjjTc4cuQIhQoVon379rz33nsO+50/fz4HDx6kd+/e2Y7p4eHB/Pnz7QmUYsWK8cADDzj0ULgd3ax4Iy4uDj+/80N2+Pn5cfz48Wtu93PPPcfSpUupWrUqJUqU4I477qBVq1Z069bNPmTYe++9R5cuXRyKvVevbv7YlJXMWL58OQ0bmvcHU6ZMoVixYvz666889NBDAGRkZDB27Fj7dgcPHmTSpEkcPHjQXrPlpZdeYu7cuUyaNIn333//ms9JRAqAg6vA3Tv7EEPXatc8WDICDq8xP7u4Q81u0PgFOHsIfuptPoz1RXO4/7MbP1TP0Q1msW4wkw4Wi/mQ2P2fm8PzLh0FG6aaCQ2Li1kroWZ3KNf6fOLiga/MoX4XvAP/ToBTO83hqDx8YUYf8wG3sq3MH7kvJ7yCud2398F/M8xaFU0GXnp9awb81s88nncINMy59+c1KVzTrK94qboasfvMmoxuXhBWLud1ohvBvaPN7634HXnXtoLCxQXuGwPjGpnXQFR1KFzD2a2Sm0xJjbzg7mM+weSM416FChUq0LBhQyZOnEjz5s3ZvXs3S5cu5e233wbMcV3ff/99fvzxR44cOUJ6ejppaWn4+OT+OFarlW+++cbe5Rvg0Ucf5aWXXuKtt966qjFjL+7+LyL5VGY6xB0yu/f6hOTdfuMOmzfl66ecH9Kp4n1Q81HwCjLHH/X0NycPf3C94J80wzCHcbJlmpOLG7jfwO6yFovZDVbkOhmGwZGzKWw7lsD2Y/FsOx7PrphEwgM8aVEhghYVwikZ5gvp6ZD1b23//uDhkWdtsNoMth2LZ8WeU6zYc5rV+86QnH6Z4diA4iE+VIoKoFLhAPtrVKAXcSkZbDkSz6YjZ9lyJI7NR+I4dCYFgDA/D+qUCKFOdDB1o0OoVDgAd9cr3ydkWm28/cdWvl1pPtH3QK2inE5KY/GOk7z56xaW7jzJiAeqEeybd99JXthyJI7np61n70lzbOKu9YqzdNdJDsem8OiEVXStV4zX2lUkwMvdYTvDMNh4OI5f1h3m903HqBcdwvjutZ1xCvlav379Ljnc1OLFix0+u7m5MWTIEIYMGXLZfbZq1eqS96PFihW7ubXdnBVvZB07l25GvAHg7+/PunXnfwy63roUvr6+zJo1iz179rBo0SL++ecfXnzxRT755BNWrlyJj48PGzZs4Mknn8xx+23btuHm5mavqwIQGhpK+fLl2bZtm32eh4eHQ0+ezZs3Y7VaKVfO8UertLQ0QkNDr+ucRCSfW/cdzOxnxikPfQ0V21/f/lZ/aQ7HA+aP4bV6QKP+EFjEnBccbdaY+Km32YNjeg849Cy0HAZu5+6Zkk6bdQoOroSD/5jFmDtPvrY4xzDgr3OJ/qoPQZGL7l2Co80aDk1fNpMwxRtAQA7DN1osZvHvQhVhxpPmU/lfNDfXj9kMPqFw32e566kQ3QjafgizBsKCtyGisplAuVh6MkzvaQ41bHGFe0aaD8TllSLn6mocuURSI6ueRnglxxj3YnV65V2bLuUGxhzXLawstHoH5r4GjS+ToJJblpIaecFiKTDjtj3++OM899xzfP7550yaNInSpUvTrFkzAD766CM++eQTRo8eTdWqVfH19WXAgAGkp6fnev9//vknR44cyVZDw2q1smDBAu6++27ADETi4uKybX/27Fl7kb+sm/vt27dTs2bNazpfEclDKWfh0OrzBbOzXuMOne8Z4RcBhSqYN2DhFcybz6BiZr2L1DhIPXvu9dxks5pP4bi4XVALw90c2mntJPNGGsynb+58PfdPX1gs5g3g5W4CRfKJfaeSmLnhKMt3n2Lb8XgSUjOzrbPrRCLLd5/mnT+2UirMl9bRfgx65RVz4bPPXneAYRgGMzceZfbmY/yz9wxxKRkOy/293PDxcMVqA6vNRqbNwGozyLQZpGfaOHgmmYNnkpn73/knpX09XEm6RDLEzcXCqcR05v533L6Nt7srNYsH0aRsIdpWiSQ6LPu9VUJqBv2mrmfJzpMADGpTgaeblcIwYNKK/XwwZxt/bY1h0+GljO5SgztKnf9RMNNqY9eJRDYfiWPr0Xh8PV35f/buOzyqMnvg+Hf6pPdeIfTeO4iKggiCFbEgqFhWXRV37a5tXSyr4s+194YidgWxIEjvvYUWSCG9t+n398cbEiIJBEhIIOfzPPPMnTt37n1nCMm899xzzoj2YfRJCDpuMMXj0diTU8aB/HJyS+3qVmavXi6udNIhwpdBbUMYnBRCh3A/9Hpd9WvfW5bC87/swunWiPC38NJVvRjaLpRyu4vnF+zio5UH+XxNGouTc5l5WXdGdgwnraCC7zZm8O3GDPbn1TRp3JpRjNPtaVAASJxFZL5Ri16vp127xi+dkpSURFJSEjfffDOPPPIIHTp0YM6cOUybNg0vL69T3r+XV+0MtbKyMgwGA+vXr69V+gyolYkihGjBitNh3QeqtFN4F9WI+ngXem37Gn64Sy17XOoE+qkENkoya5pZ950KIx+uu5efXyRM+UGVVFo+C1a9rgIK4V1UECMv+ejX/HQvXDv3xMsbJf+sAhAGi2psXZ/AuIYFTTqNhZt/h8+vVk2hD5erGv9/DetbeFj/myB7G6x7H76+GW5eqBpNH1ZZpI6RulIFh678EDpe1PD9N0RUL3VfmAKVheriwCMd7qfRWBk8p8LphEacczS6gbeqXiun0iRdnLHkbE8rc9VVV3H33Xcze/ZsPv74Y26//fbqL9bLly9nwoQJXHfddYCqI7x79266dOnS4P2/9957XH311TzyyCO11j/zzDO899571UGNjh07sn79em64oabmndvtZvPmzdx8s2r+1KtXL7p06cKLL77IpEmTjroCq6ioSPpqCHE6lGbDqtdg7XsqDbYuRquqlVqWrW4pjXT1auJwOO/R1plSK85qmcWV/LQ5kx82H2JrRu0gv8mgIynMly5R/nSK8qN9hB/7c8v5Y1c2q/cXsD+vnA8P5fNA1fb/+n4blw7rQK+4wJMqu5RWUMFD32xl2d686nW+FiMD2wQzOEmdpO8c6V99kv6viioc7MgsYcehkur7vTll1QGNhBBvusUE0L3q1i06AItJz7aMYtYeKGTdgQLWHSykuNLJin35rNiXz3MLdtEp0o+LukUxplskHSJ8ySiq5KYP15GcXYrVpGfWpF6M6aau6NPp4KZhbRjYJpi/f76R/XnlTH5nFTcMTsTt0diaUczOzBLsrtql6V5btA8/i5Gh7UIZ2TGMczqGERXgRanNyea0YtYfLGR9aiEbUwvrDDYdKSWvnF+2ZwMQ7GNmYJtgBrYJZuGuHJbuUZ/thV0iamWR+FiMPDmhGxd1j+KBr7dwML+CqR+spUOEL7uza37fWk16RneN5NLeMQxrF4pRAhqiBWvq+cbpkpiYiLe3N+XlKqjYo0cPFi5cWN2r5UidO3fG5XKxevXq6vJT+fn5JCcnH/O99e7dG7fbTU5ODsOHD2+aNyJEcypKVQ2cfcOaeySNS9MgZQmsfQd2za/JKi/JgHfPh8lzap8oP1LyAlU2CU0FIBwVsPXLUwts/PIQOEohtj9c/LIqzVMfg1H1YIgbCN/epoIah8tVAYR2VHOviK4q02Lvb7D1K+hxZcPH43bCb4+p5cF/Uz0JG0N4Z5i+CL6cogImfW6AzuNOfD9jnoOcXZC6Ar6YrAIbXoGqb+Inl0HOdrAEwDVzVBPzxuYdDEFtVFDj0EZIOq/285nHaBIujiYBjVZLghqtjK+vL5MmTeKhhx6ipKSEqVOnVj/Xvn17vvrqK1asWEFQUBAvvfQS2dnZDZ5k5Obm8uOPP/LDDz8c1WBvypQpXHrppRQUFBAcHMyMGTO46aab6NSpExdccAHl5eW8+uqrFBYWVgc1dDodH3zwAaNGjWL48OE88sgjdOrUibKyMn788Ud+/fXX05v2L8SZzuVQ6cT7/lAN2RwV0GY4JJ2v7i1/abBblArLX1Gp0YebcQe1UfVHg9vWbqDtG6ECHrnJqqF37i5VrzVnF5Rmql4W1oCqW2BVPwt/9QWkukyUs+reDUaL+pLadmTTNT0T4iS53B52ZpayKb2InBIbeWUO8svsFJQ7yC93kFdmx+7yEOpjJsTXQqjv4XsLvhYDS/fkseZAAYer2hj0Ooa2C2Vst0h6xgWSFOaL2Vh7MnpuR3XSvsTmZNmePJZtqmmmOHddOh9vyaN9uC9X9YtjYu+YBvVc8Hg0Plt9kGd/3kW5w43FqOeWEW05v3ME3aL9G3ziPNDbzJCkUIYk1fSEsLvcHMyvIMLPSoC3qc7X9UsMpl9iMJCEx6OxN7eM1fvz+XVHNiv25bMrq5RdWaW8/Ptu2ob6UGJzklfmINzPwrs39KNHbOBR++wWE8CPdw3jyR+38+W6dD5ccaDW874WI12j/ekWE0B+mZ0le/IoKK+dMRIdYCWrxIbnL1WHvM0G2kf4EeFnIcxP/XuGVS37WoxsTi9i1f4C1h0ooKDcwc/bsvh5m9qn1aTnX+O6MnlAXJ2Bp0FtQ1hw9whe+CWZD1aksDu7DJ0OhiSFcGnvWMZ0izyhviVCNKemnG801KZNmwCVCZGbm8umTZswm831HueJJ56goqKCsWPHkpCQQFFREf/3f/+H0+msvijr8ccf5/zzzycpKYmrr74al8vF/PnzeeCBB2jfvj0TJkxg+vTpvPXWW/j5+fHggw8SExPDhAkT6h1nhw4duPbaa5kyZQovvvgivXv3Jjc3l4ULF9KjRw8uvvjiRv1chDitsrfDO+epOcatS8A/urlHdOoc5aoHxJp3amc1JA6HbperBtgF++HdUXDVh0efrE5Zok7Ie1yqJNPFL1U9oan+gXOnwpUfndiJ+r2/w/ZvVW+Fi186dkDjSJ3Gwq1/wopXVSZg/GAV6PA5ovSdrQQW/RsWPKDei08Dy+Kt+wDy94J3aOOXBfIOVg3Hc3dCeNeT24fRrPprvD1SjfPrm1Sg49PLVAaIbwRc9w1Edjvurk5adO+6gxqadkSmRh1NwoUQ1WR21ArddNNNvPfee4wdO7a6IR2opon79+9n9OjReHt7c8sttzBx4sQ6y0TV5eOPP8bHx4fzzz//qOfOP/98vLy8+PTTT/n73//O5MmT0TSNl156iQcffBBvb2/69u3LkiVLqps6AgwYMIB169bxzDPPMH36dPLy8oiKimLIkCHMmjXrlD8LIc5qHo/6krZ/kQpkpCwFZ3ntbfKSYe27quRT3EBod576grVlrrpiyFN1ZXJsfxj+D1VztL4gg8UPYvup25E0TQITotl5PBp/7s5lZ1YJJZUuSm1OSmwuSiqdlNicVDrcRPhbSQzxJiHEh4Sq+7hgL+wuDxtTi1hflVGwKa3ouD0mAA4V2zhUbKv3+QGJwYzvGcXY7lGE+Das8bO/1cTY7lGMbesPU9S6CT2j+W5vEXtyynhm/k6eW7CLczuFM6ZrJN1iAkgK8zkqQHEwv5wHvt7Cqv0FAPRPDOK5y3vQNqxxyp1YjAY6RPgdf8Mqer2ODhF+dIjw4/rBiRRVOPhtRzYLtmWxdE9edfmlzlH+vHdDP6ID6y8D42Mx8vwVPTmnQzg/bTlEbJBXdaZIYohPrYyTw1kcfybnsnh3DpvSiqr/zeKCvegTH0TfhCD6xAfRKdLvmIGeoe1C+dtI1cx7S3oxq/bns2p/PhajgQcv6ki78GN/Hl5mA/8a34XL+sSwI7OE4e1DiQo49XI3QjSHpppvNNSRpWvXr1/P7NmzSUhI4MCBA3Vuf8455/Daa68xZcoUsrOzCQoKonfv3vz666907NgRgJEjRzJ37lyefvppnn32Wfz9/RkxYkT1Pj744APuvvtuxo0bh8PhYMSIEcyfPx+Tqe7A7pGv+/e//819991HRkYGoaGhDBo0iHHjTuLqYyFaCrcTvrtdZXK7bKrMz5QfzuzSsHsXwo93q9K7AGZf6Hm1Kn0T3lmt6zQO5lwHaavg0yvgoudgQFUvnrS1MPtqdbFYx4th4hs1V5hPfFPNmbZ9pXpdXPUxdGpAUNNZCfOq+mgMvO3EyxUFt4FxL9X//NC7VVPtnB0qG+Syt4+/z8oiWDxTLZ/7kLq4rbEZjOpCu1PhGwaTZ8N7o1Vg6I3BqvRxUKIKmgS3aYyR1i+mj/ps/9pXozQLynNVkCq85WUxCtGS6DTpxnyUkpISAgICKC4uxt+/9i9gm81GSkoKbdq0wWptwqazokWSf3/RYrnsKkMia2vtm6O09nY+YepKkKSqq6b2/aG+oBem1L3ftiNVY7bE4RKYEGckj0fj1x1ZzPp9D7uySo//gr84/GP/129LflYjfeKDiA/2JuRwJkZVZkaIrxmzQU9BVdZGfpmD3Kr7wgoHnSL9GNczmphjnJg/rvJyOFxvvayMEoOZnzZn8uW6NDalFdXa1GLU0ynSjy7RAXSN9qfC4eLl3/ZQ6XTjZTJw/5iO3DA4sd7yUs2t1OZkUXIuGYWVTBmcgE8TZiwUljvYmVVCuzBfwv3l7/xfHes7sjhxMucQp4v8PInTbsl/Vd8Ga4DKwnaUqQukzn+saY6XslTNZ7pdAWbv429fkglLXqh5TfcrVKZ4XSqLVBmmjZ+oxwHxMOQuFdCo64S9y66CH5s/V4/7T4fe18LHE1RPwbYjVXkq01/+L7pd8O0tqt+G3lQV2Bh77PfxxzOw5Hnwi4Y71xyded8Y0terklpocO3X0H7Usbf/9TFY8X+qjNXtK1p+IGvb16p5OkBEd7ju6xPr0XGyDiyHD8eCfwzM2FGzfvcvMPsq1afyjtVNP47j+cucA58zo7+XOLM1dM7Rwn+7CCGEqKZp6sqNgn0qAyN/n0pvzt+rboezKo5ksKiaqEnnQbvzVYrukSnJh68AKtivghv7/oCM9SozY9gMiO17et6baLU0TWNvThnZJfaq7AknpdUZFC7K7C5sTjd2l6f63u7yYHe6iQywqsbMbUPo+pdySR6PxoLtWfzfwppghq/FyAVdIgjyNuPvZcTfasLfy4S/1YjVZCCzuJID+RUczC/nQJ66P9wXIj7Ym34JQfRNDKJfQjDtw32PGwSIC27ApLqR+FtNXDMwnmsGxrMnu5SvN2Sw/mABOw6VUO5wszm9mM3pta+EHtQ2mOcu70FCSMuenPhZTVzS8/SUrAjyMdcqoyWEEEKIE5S9AxY/q5YvekFlI3x9Eyx9ERKGqDlJY9q/GD69XM2FFj4FQ++BfjfWHdywl8Ly/4OV/wNnhVq37w/4/QkYcIt63ZEllnb/Aj/eA6WH1OMBt6qm15ZjZLYaLSoLI6yjat699h1Y9x5oHpUZf/XsowMaoE7+X1qVCbHta1Wmauzz0Hda3ReX5e1Rzb4BxsxsmoAGqPngoNtVU/Gf7oW/raz//RcegNVvquULn275AQ1QZcMcFark07mPqN4ap0NUD0Cn+rCUZtcEUjI3q3vppyHEcZ0Bv2GEEOIsUpKp6mYWpUJQAoS0VymudX3hqyiA9HWqD0baavW6+hp1g+pVEdVDfQGK7KFSckPbg+HYZQ8A1SNjQNua9GghToKmaWQUVWIxGgjxMdd70j+9sILle/NYvjefFfvyyCtznNTxdmWVsjg5FwA/i5H+bYIZ1DaYYB8L7yzZT3J2afVzU4cmctOwNgR6m0/o/RweW0N6VLQU7SP8ePCiToAK7hwsqGD7oWK2Hyph+6ES8krtTB4Qx7UDE1psdoYQQgghmpDTpk6+N3YmttsF3/9N9crrcBH0uEod48AyWP+BapB92zLwj2qc4+XsgjlVPSpM3qpsz6+PqJP9RwY33C7Y8JEKtpTnqNfGDlABlvUfqaDFon/D0v+qDIze18Oat2HLHLVtcBJM+J8KyjSETgfD7lVzvW+mqwBKZA+45kvVv6I+hwMbmqZKE/10r+qXMf7/apdD0jSYN0OVS2o3CrrU37unUZz7COz8CYpTYdEzKohyJI8HdnwLf/xbjanNOdD+wqYdU2Pqc/3pP6bFTwW+cnepeX7HMWr94aDGiZYSE6IVkqCGEEI0lYoCVSPz0EY4VHVfmnn0dnqT+pIa2gFC2kFFPqStqd187jCdHgLj1XbBSeo+pK1K7w2IlRJR4rRyuDxsO1TMugMFrDtQyPqDheSXqyCAUa8j3M9CuL+VSH8rEf4WHG6NlfvyOJBfUWs/VpOehGAf/KxG/L1M6t6q7n2tRqxGA1aTAYtRj8Wkx2o0YDLq2ZNdyqr9BaxOyafU5uKPXTn8sSuner9+FiPThrXhpqFt6m1WfSw6na7lBjOsVli0qGa5Hnq9jjahPrQJ9WFcj7OgQacQQgghTk7+Ptj1kzo5nb4Wel+nTtQ3phX/p+Y81gAY93LN3GTMTHWxVvbWqv4a35/6VfxlOTD7SrAXQ9wgVTZo+7eqrFTRwZrgRp8bYOcPkLdbvS64LYx6AjpfosY3/D7Y/h2sfFWdUF7/obqBmnsNvgNGPtywslZ/1XkcTP8DkuerjIuGZAEYjHD5u6pP4cKnVXPxN4bA+Y+rbBK9HrZ+pdYbrTD2haafA1p8YfzLKiNm1RsquyG2nwqu7P1dZcgcbm7tEwYXPS/z0oaI7n10UKOlNQlv4JxDiOYgPTXqIPVtRX3k318ck8uuMir2/QH7FlVdZfGXX7E6vaqPGdxWfdnO2wuuyvr3GdJOpSnHDVAloULag7HhV5qLlsHucmPS6xt0VXxemZ3Fybks2Z2Ly+Mh0t+L6EArkQFWogLUcpiv5ZgNi0+Fx6ORU2onvbCCQ8U2ymwuKhwuKhzuqptaTs2vYHN6EXaXp9brjXodbk07qgfFkQx6HT1jAxjWLpQh7ULpHR+IxWg46TG7PRo7M0uqGzMfzK9gbPcobjzJYIYQom7SU6NxyZxDnC7y89QKaZrKXsjZoYIYu35Sy7Xo4K71EJLUOMfM2QVvDVdX6k98E3pNrv183l54+xyVeT7in3Deo0fvo2A/7P5VXcXe/cr65z3OSvhwHGSsg6A2cPPCmrJRbids/qImuHGYVzCMfFAFF+rar6bBwRWw8jUVhAjtABNfVyfvm0v+Pvjh73BwmXocNwhGPwOfT1YZJ+c+Cuf88/SN55tbYcsXqoH1Rc/Dov9A6gr1nNlP9RoZ/LemK4V1tln9Nvz8T5XVcu1cqCyE5xLVcw8cAK+g5hydEM1GemoIIcTpUJQGO39UgYyDy2tqsx4WnAQxfSC6j7oSI6pH7ZRjj0fV0czbXdMbw+yjAhmx/cFHaru3JLmldrYfKibEx0L7CF+sprpPxB/uE3E4c2DdwUKsRj1dov3pGh1At5gAusX40y7MF4Nex/ZDJdXbbk4vOmZAANSFT94mA94WI74WI95mAz5mIz6WqnVmIz4WI74WA75WtextNuB0a9X9KI68Lyh3kFFUSXphJZnFlTjdDb/eIcjbRN+EYPonBtEvMYhuMQHodTryyuxkl9jJLrGRU2Ijq8SGy63RPzGYgW2D8bM2XrDBoNdVfaYB3Dy8baPtVwghhBCiRcvbC3NvgPI8FUw48vZXOgMkDoPO41WQY/9idQJ/3EvHP05lkWqmbLRAz8nQYUztwIDbBd/dro7bfrQq4fRXoe1g/Cuqv8aS/6pSTm1GQuZG2DUfds2D3J012y/9L1zwFHQaV/uqf48Hvr1VBTSsgXDtV7X7YBhMqpxQz6tVs+4Nn0DiUFUOyhpQ/3vU6dR2iUNVxr01QPUDaU4hSXDDj6p012//grRVVU27URe7Df376R3P6P/A3t9UgOyjcWqdwaJKGA+bUfvfQRxfTB91n7FBBdWytqrHgfES0BCiASSoIYQQJ8rjgX0LYe17sOcX1fTtMJ9wSDpXNeZuOxL8Io+9L70eAuPUrbGb5rVybo/Gkj25zF2XRqnNRd+EIAa0CaZ3XBBe5uNPUFxuD7uyStmYqsoqbUgtIrWgJmil10FiqA+dI/3pGOlHp0g/jAYdi3blsig5h/TC2hk45Q43aw8UsvZAYfU6i1GPr8VYXbLpsG4x/pzXMZwgHzOZxTZ1K6oks9hGdokNl0ej3OGm3OEmt9R+ip/U0Qx6HVEBVqIDvfC3mlSwxGzAy6QCJ15mA6G+FvomBNE21AddHenlUQFeRAV4NfrYRBWnE96uaiZ5yy1gkowUIYQQ4oxWmgV/Pq/KHTU0e2LVa5C9rf7njV5qjtFpHHQYDd7Ban14ZxXU2PQZnPvw8S+kWvaSmv+AymLwClb9Mnpdqy7aWvmqKrdrCYDxs+ovPdT9ipr+GnOnqT4Yh5twgwq8JAyB3GSVtTHnOogforITDp8A/uMp2PG9KuF79WwVLKmLwQR9pqjbiTr8ObUEej30v0ldzf/j3TX/Dhe/qIJMp5NPiMrQ+Pom9W/V53oYcT8ExJzecZwtIrqB3ggVeVCcDplVpadaUpNwmXOIFkyCGkII0VDlebDxE1j3Qe1U5oSh6mqlpPMgoqvUD21m2SU2vlybxhdr08goqgksLN2TB4DJoKNHbCAD2gTTJz4Il9tDTqmd3KpbTqmN3DI7+3PLqXC4a+1bp4M2oT4UVTgpKHewP7ec/bnlzNt6dK8Us1HPoLYhnNcxjJEdw3G6Vf+JbRklbMtQTZvL7C7sLgfeZgND24Vyfqdwzu0UToR//aUh3B6NwgoH5XYX5XY35Q4X5XZVEqrM7qpa76LM7q5eLrW7sDndmAx61ZfCqMdiNKj+FCYDfhYjMUFexAZ5ExPkRYRf05W3Eo3E4YA771TLU6fKBEMIIYQ40y16BjZ8DMVpqhTN8bgcqocEwITXIKafyp4wHHEz+6iT+3+VMFRlkR/aqC7UGvlA/ccpzoDVb6nl7ldCylIoy4LVb6pbRDfI26OeHzMT/I/Tw+vI/hq2IjD7qmbXnS6G9heoK9TtpbD8FVjxqipv9M650GOSCsYse7nqPf9PZVW0FoFxqm9I8nxAB23PaZ5xdL9C9XL0jajdvFycOJNVlfLK2qKCgi2tnwbInEO0aBLUEEIIULVX7aXqi3V5PpTnqismyqtuRQdhz681qdzWAOh5DfS7EcI6NOvQheoDsXRvHrNXH+T3nTm4Pap8UoCXicv7xNImzIe1KaqhdHaJnfUHVfbF8fhZjPSKD6RvQhB94oPoFR+Iv9WEpmnkltnZlVnKrqwSdmWVsiuzlHKHiyFJoZzXKZyh7ULwNtf+M9s+wo9Le9eMObWggrwyO91iAuotZfVXBr2OUF8Lob4ttIG1EEIIIYQ4MW6nKmkLqvFyyaHjBwf2LVQ1+H0jVEmoEymVpNOp/gdf3Qhr3lZljEz1ZNgungkumwqEXPYOeNywfxFs/FSdYD+cKdLuAuh1zfGPbfKCa79UAZyYvpA4XJ3cPZLFT/Xc6DtVNcve8gVsmVPz/DkP1F3i6myn06ngT3OLH9TcIzh7RPeuCmpsbJmZGkK0YBLUEEK0HpoGe36Dde+p9G57ac3tWM26jxTdR6X/dr0MzN5NO96zmMejkVZYgcPlwWoyYDWpkkZeJgOGBjTTPiy9sIK569L5an16rayMfglBXDMwnrHdo6qDBdcPSkDTNNIKKlmdks+alAK2ZhTjYzES7mchzM9CmK+FcH+1HBvkTbsw3zqbe+t0OsL9rIT7WRnRIeykPgO9XkdiqA+JoT7H31gIIYQQQpy9Uv5UAQpQpW03fwHDZxz7NVu+VPfdrji53g+dJ6ja/UWpqvdEvxuP3iZnlypRBTDqSXVS3WBUGRXtL1C9J7Z9Dbm7VKChoRnr/tGqaffxBMTCZW/BwFvhl0dU1kaPq2HkQw1/n0K0ZDF9YMNHqkl93m61LkqCGkI0hAQ1RKuWmJjIPffcwz333NPcQxFN7cByWPiUaq52LCZvVVPWO1Td+4SBd4i6TxxWU8tVVHN7NNakFFDpdFU1q1bNqw/fuzwekrNK2ZlZws6q++Ss0qNKOx1mNujxsxrpEOFHtxh/usUE0DU6gDahPhj0OmxON7/tyObLdWks25tX3VTb32rksj6xXDMwng4RfnXuW6fTER/iTXyIN1f2i2uqj0QIIYQQApD5hmigw2Wk/KKgNFNlQQy7t/4gga2kqgwR0OPKkzumwQiD7oAFD8CK/0Gfqap/w5H+eFoFWTqNg7j+R+/DO1g1iW5qMX1g2nxVmisgTsr9irNHdNX5hbTV6t47VP0eEEIclwQ1WpGpU6fy0UcfVT8ODg6mf//+PP/88/To0TiR4CeeeILvvvuOTZs2HXe7J5988qj1HTt2ZNeuXY0yFiEAyNigvozv+0M9NlrVF+/EESqt+a+3umrOijpVOFx8tT6d95alcDC/4vgv+AuzUY+P2UCl043NWdNs3eH2kF/uYOX+fFbuz69e72Uy0CnKj5S8cooqnNXrh7YL4ap+cYzuGtngEk5CCCGEaHwy3xDiJLgcsPMntTxulioJVbBPneSsr8zPrp9USaiQ9hDV6+SP3fs6WPwfdbzdP9cubZS6Wh1Hp4fz/3Xyx2gsOp3KLBHibBLeWZ2jcNnU46geErQTooEkqNHKjBkzhg8++ACArKwsHn30UcaNG0dqauppH0vXrl35/fffa60zGuVHUjSApkHmJtjwCez9rSq7Igx8w8EnHHzD1BUOe3+rqU2rN0KfG2DEP8Ffrnyoi6ZpZBbb2JlZQqC3icQQH4J9zOj+8qUqp8TGRysP8Nnq1Orggr/VSEKIT3VT6sONqw+L9LfSKcqPzlH+dI7yp0uUH4khPtXNqD0eDbvLQ6XTTaXTTUGZg52ZJVWNtYvZmVlKpdPNxtQiAKICrFzZN5Yr+8URFyxlwIQQQoiWQuYb4qyTsxMObVKNqv+aydAYUv5Uff18I1RJp64TVcmnjZ/UH9Q4XHqqx1WndgLU4gv9boJlL8Hy/6sJamga/P6EWu59HYR1PPljCCHqZzBBZHdIX6set6Qm4UK0cPKNrjGVl9f/nMEAVmvDttXrwcvr2Nv6nFwNdovFQmRkJACRkZE8+OCDDB8+nNzcXMLCVF34tLQ07rvvPn799Vf0ej3Dhw/nlVdeITExEYDFixdz//33s337dkwmE127dmX27NksWrSo+mqowydBP/jgA6ZOnVrnWIxGY/VY6pKYmMhNN93Ejh07+OGHHwgMDOThhx/mjjvuqN4mNTWVu+66i4ULF6LX6xkzZgyvvvoqERER1dv8+OOPPPXUU2zduhVfX1+GDx/Ot99+W/18RUUFN954I3PnziUoKIhHH32UW2655cQ/XNH0Kgthy1zVVC57a+3ncuu74k6nmsid8wAEt2nyIZ4qraqW0l8DCScjv8zOjswSTFXlnPwsJvysRnytRkwGPeV2F1vSi9mUVsSmtEI2phaRU2qvtQ9/q5E2VX0fEkN8yCiq5IdNh3C4VWZFfLA3Nw1rw5X9Yo9qiu32aFQ4XGiAv/XYGTB6vU711DCrTIuYQC+6xwZwFXHV+0rJK2P7oRKCfcwMSQo9od4bQgghxFnhdM434KTmHDLfkPnGWcNeBn8+CytfB82tevDV1XfiVB0uPdVlguqN0fs6FdTY9i2MeU4FHo5Umq0CIQDdrzj14w+8FVa8qsr0pq2BuAGw+xfVv8Jolf4VQjS16D41QQ1pEi5Eg0lQozH5+tb/3NixMG9ezePwcKiop1zLOefA4sU1jxMTIS+v9jaHi8ifgrKyMj799FPatWtHSEgIAE6nk9GjRzN48GCWLl2K0Wjk3//+N2PGjGHLli3o9XomTpzI9OnT+fzzz3E4HKxZswadTsekSZPYtm0bCxYsqL4iKiAg4JTG+MILL/Dwww/z5JNP8ssvv3D33XfToUMHLrjgAjweDxMmTMDX15c///wTl8vFHXfcwaRJk1hc9fnNmzePSy+9lEceeYSPP/4Yh8PB/Pnzax3jxRdf5Omnn+bhhx/mq6++4vbbb+ecc86hY0e5GqVFcLvgwBLY+JnKunBXnXQ3mKHzeNUozmiGslwoz4GyHCjPVfc+YTD07yqlswXzeDTWpxby3cYM5m/NpNLpJi7Im/hgb+KC1X18sDexwV4EepnxsxrxNhtqBT40TWNfbjnrDxaw9kAh6w8WkpJX/8kMq0mPw+XB85dfJQa9jvbhvpTaXBwqrqTE5mJzejGb04trbdc3IYjpw9twQZfIeoMLBr0Ov+MEMxrKoNfRLtyPduF198oQotWxWOCnn2qWhRCtw+mcb8ApzzlkvqHIfOMMtGsezL8fStJr1u3+pfGDGkeWnup6qbqPHwzBbaFgP+z4HnpfW/s1275WfS5iB6jtTpVfpMpC2fSpCm5c+SEsrCrdNvBW1dRbCNF0onvXLLe0TA2Zc4gWTIIarcxPP/2Eb9VkqLy8nKioKH766Sf0VWm0c+bMwePx8O6779a6+ikwMJDFixfTr18/iouLGTduHElJSQB07lxzwtjX1/e4V0QddvhKpiNdd911vPnmm9WPhw4dyoMPPghAhw4dWL58OS+//DIXXHABCxcuZOvWraSkpBAXp67m/vjjj+natStr166lf//+PPPMM1x99dW16un27Fn7j8TYsWP529/+BsADDzzAyy+/zKJFi2SS0Zw8bji4ArZ/Azt+gIojJtkR3aDPFOh+pWpMdwbbk13Kd5sy+G7jITKKKms/l1PGnpyyel+r14GvxYifVWVfZJfYKDyiz8RhbUN9QAdlNhelNheVTlUS6nAPi6gAK73jA+kVF0jv+CC6RQdUZ0vYnG4O5leQkldOSl45B6qCJFf1j6NvQlCjfAZCiJNkNMLFFx9/OyGEOM1kviHzjTNaUSr8/EBNE+7AeOg/HX57DFKWqiCE0dx4x9u/COzF4BsJcVWlpnQ66HWt6gu48dOjgxpbjyg91ViG3KmCGjt/hMUzIWcHWANUs3IhRNOKGwDo1PmNoBZWXULmHKIFk6BGYyqr/wQkhr80r83JqX/bv9bpPHDgpIf0V+eeey5vvPEGAIWFhbz++utcdNFFrFmzhoSEBDZv3szevXvx86t9NbTNZmPfvn1ceOGFTJ06ldGjR3PBBRcwatQorrrqKqKiTrxHQceOHfnhhx9qrfP396/1ePDgwUc9njVrFgA7d+4kLi6ueoIB0KVLFwIDA9m5cyf9+/dn06ZNTJ8+/ZjjOLJpoU6nIzIykpxj/fuIU6dp4HGpZlguh8q+cNmh5BDs+E5dkVSWXbO9V7BKx+4zRV3FcAY1ztI0jdwyO+mFlVW3CtILK9mUWsSOzJLq7XwtRkZ3jeTS3jHEBHmRVlBBakFF9X1qQQUZRZWU2ly4PRoeDUpsLkpsrup9WIx6esYF0j8xiH4JwfSJDyLAu3amhNPtqQ5wWE16wv2t1MdqMtAx0o+OkZIdIYQQQrQIMt84ITLfEA3m8cCq12DRf8BZAXqTyvge/g9VgmnFqyorPG0VtBnReMc9XHqq68Ta/y97ToZFz6gSUPn7IEQF+MjbA4c2gs5Qk9nRGMI7Q/sLYc+vsOQFtW7YDPCSC5mEaHIhSXDNHNUXtCn69ghxlpKgRmM6kZqzTbXtcXflQ7t27aofv/vuuwQEBPDOO+/w73//m7KyMvr27ctnn3121GsP18D94IMP+Pvf/86CBQuYM2cOjz76KL/99huDBtXTxKweZrO51liagteRtYLrYTLVPumr0+nweDxNNaTWqyBFXWm0ZQ4UpwPHKWdgDVDlpbpeCm3OUQ20zhDZJTa+3ZjBj5sPsTenDLur7p8no17HyI7hTOwdzajOEVhNNScj2oTW/f9e0zQqnW7KqgIapTYnpTYX/l4mukT5YzYe+0uQyaAnyMdMkE8jXmEmhDj9nE44/Lf62mvBdOb8jhRCnAKZb5zQWGS+IRrEUQHf3qKyFADih8C4lyG8U802SeeqeczehY0X1HDaVJkrODpAERADSefB3t9Vf43z/6XWH24Q3u588AltnHEcNuQuFdQA8ItWpaeEEKdHh9HNPYK6yZxDtGAS1GjldDoder2eykpV+qZPnz7MmTOH8PDwo65iOlLv3r3p3bs3Dz30EIMHD2b27NkMGjQIs9mM2+1utPGtWrXqqMeH0887d+5MWloaaWlp1VdP7dixg6KiIrp06QKoq6IWLlzItGnTGm1M4gQ4K9XkYMPHcGBp/dvpDGC0gNlXfUHveim0PbdxU7tPkaZpx2zeXelw8+uOLL7ekMGyPbm1elXodRAV4EVMkBexQV7EBnmTGOLNuR3DTzi4oNPp8DYb8TYbCa//v6gQ4mzncMDhv21XXikTDCFEiyXzDdGilWTC51dD5ibVs++i56Hv1KMzw5POV0GNfQvhgifr2tOJ2/cH2EtUACF2wNHP976uKqjxOZz7COj0NaWnujdi6anDEodDTF/IWA/nPQKm4wfshBBnOZlziBZMghqtjN1uJysrC1Dp4P/73/8oKytj/PjxAFx77bW88MILTJgwgaeeeorY2FgOHjzIN998w/3334/T6eTtt9/mkksuITo6muTkZPbs2cOUKVMASExMJCUlhU2bNhEbG4ufnx+WepoJuVyu6rEcptPpiIiIqH68fPlynn/+eSZOnMhvv/3G3LlzmVfVAHHUqFF0796da6+9llmzZuFyufjb3/7GOeecQ79+/QB4/PHHOf/880lKSuLqq6/G5XIxf/58Hnjggcb9YFs7jwcqC6EsC0qzVOmojPWwdS7YDjeY1qkrnHpfDwlDVRDDaFGTB73hmLtvTtsyivlsdSo/bj6E26MR4msmxNdCqI+5ejmv1M7P27Ios9eUguqfGMRlfWIZmhRKVKAVk0HSSIUQQghx9pP5hsw3zhiZW1RAoyRDlbu9ejYkDK5726Tz1H3WVijLAd/wUz9+faWnDus4VpV/Kj0E+xapTPbCA2DygU5jT/34f6XTwdWfQ/a2mvcrhBBCtFAS1GhlFixYUF2P1s/Pj06dOjF37lxGjhwJgLe3N0uWLOGBBx7gsssuo7S0lJiYGM4//3z8/f2prKxk165dfPTRR+Tn5xMVFcUdd9zBrbeq1NTLL7+cb775hnPPPZeioiI++OADpk6dWudYtm/fflRtXIvFgs1mq3583333sW7dOp588kn8/f156aWXGD1apeXpdDq+//577rrrLkaMGIFer2fMmDG8+uqr1a8fOXIkc+fO5emnn+bZZ5/F39+fESMasQZqa5a9HX77F+TsVF/sPUc3qQYgIF41t+t1jWq014jSCyv4YfMhQnzMdI7yp0OEX60STifL5nTz4+ZDfLY6lU1pRX85puqNUZe4YC8u6x3LZX1iSAhpvDIOQgghhBBnCplvyHzjjLBrPnx9MzjLIbSDqmcf3Lb+7X3DILIHZG1RAYaek07t+M7Kmmbk9fXGMFpURsaat1QTbx9Vno3O48DcRHMNvwh1E0IIIVo4naZpxyls3/qUlJQQEBBAcXHxUSnRNpuNlJQU2rRpg9Vaf4NdceoSExO55557uOeee5p7KNXk3x/wuGHF/6kmem5H7ee8gsEvEnwjIDCuqh/GyEZvduX2aHywPIUXf91NpbOm/IBeB23DfOkc5U/nKD86RvjRNsyXuCAvjMfIlNA0jZxSO/tyy1i4M4ev1qdTXKmCNCaDjjHdorhmQDzRgVbyyhwUlDvIL7OTX+4gr8yODh1jukXSLyEIvf7MaWIuhDiDlZeDr69aLitr1Hr4QtTnWN+RxYmTOUfza4nzjaYgP09H0DRY+T/49TFAg7Yj4cqPwCvw+K/9/QlY9jL0mASXvX1q49j5E8y5Fvxj4Z6t9c+XMjfDWyNUdrvZFyoL4Nqvof2oUzu+EEI0hMw5RDNo6JxDMjWEEA2Xtxe+uw3S16rHHS6C4feBfxT4hJ+WHhjbDxXz0Ddb2ZKuylr1igvEx2JgZ2YpBeUO9uaUsTenjB8317zGqNcRH+JN21BfksJ8iA32Jq/Uzv68clLyykjJLafcUbs2c2yQF9cMjOfKvnGE+dWUNJAMDCGEEEIIIc5Qi/4DS55Xy32nwdgXwNDAGvFJ56ugxr4/VPndU7lw63ilpw6L6gmR3VXZq8oCla3RduTJH1cIIYQ4S0hQQwgBFQWq/4XRChFdIawTWHxrnvd4YM3b6uokVyVY/OGi56Dn5KOb6DWRSoebWQt38+7SFNweDT+rkYfHdmZSvzj0el11tsWOzBJ2ZpawM7OUvTllpOSVYXN62J9bzv7ccn7fWff+DXodcUFedIn258p+cYxoH4ZBsi6EEEIIIYQ4O5TlwPJX1PKFz8DgO05sLhM3UGVLlOdC9lYVcDgZzkpI/lktd73s+Nv3ug4WPFCzvUFO4wghhBDy11C0WAcOHGjuIZz9nDZVo3Xpi0c09K4SlAjhXSGiC6SuggNL1fq2I2HCaxAQ2+TD0zSNzGIb6w8W8t9fkzmYXwHA2O6RPDG+K+H+NenzOp2OCH8rEf5Wzu1Y07jP49HIKrGxP1dlZezLLSe9sIJQXwttQn1oG+ZLm1Af4oO9MRulmbcQQgghRGsh841WZu274LZDTL8TD2iAykpPHA67f4a9C08+qLHnN9XLIyAeYvocf/seV8Fvj6nSvz1OsZeHEEIIcZaQoIYQrZHHDVu+hD/+DSXpal14F9ULI2cHlGVD4QF1S56nnjd5wwVPQb+bGr1HhsejUWJzkl1iZ0dmMTsOlbD9UAk7MksoqqhpQB7pb+Xpid24oEvDm9fp9TqiA72IDvRiWPvQRh23EEI0G4sFvvyyZlkIIYQQ9XNWqqAGwJA7Tz7bvN35Kqix7w8YPuPk9nFk6amGjMM7GCZ9BuU5ENv35I4phBAnQ+YcogWToMZJkv7qrdMZ/++uabBvIfz2OGRvU+v8Y+G8R9RVP3qDWleeDznbIXuHutc0GHYvhCSd0uGLKhy8uzSFXVmlFFU4KKhwUFThpKjCgaeej9ag19E+3JdzOoRx53nt8LM2sOatEEKczYxGuPLK5h6FEKKJnfHfPUWLID9HwOYvoCJfZUd0Gn/y+0k6T92nrgJ7We2SvQ2x4wfYVXXRWNdLG/66Dhee2HGEEKIxyJxDtGAS1DhBJpM6oVpRUYGXl1czj0acbhUVqvzR4Z+DM8qhTfDbvyDlT/XYEqCuLhp4K5j+8rPsEwJtRqhbI3B7NL5Ym8p/f0mm8IjMi7/ysxrpGOFH12h/ukT70yUqgPYRvlhNhkYZhxBCCCHEmUDmHKIxndFzmMbg8cDK19TyoNtPrSdFcFsITICig6o8b8eLGvY6twv+eKqmp0e7CyC698mPQwghhGjlJKhxggwGA4GBgeTk5ADg7e2N7jQ1ShbNR9M0KioqyMnJITAwEIPhDDrJXngAFj4N275Sjw1mGHALDL9PpTI3sXUHCnj8h+1sP1QCQIcIX64flECor4VAbzPBPmaCvE0Eepulp4UQQjSUywXfVpWvuPRSdRWVEOKsIXMO0RjO6DnM8bjssHgmFB6EcS+DV2D92+79DfL3gMUfel93asfV6VQJqnXvq74aDQlqlOXC1zdCyhL1ePCdMOrJky+BJYQQp4vMOUQLJj+NJyEyMhKgepIhWo/AwMDqf/8Wrzwflrygasd6qrIjul8F5z0KQQlNfvisYhvP/ryT7zYdAsDfamTGBR24blACRoMEL4QQ4pTY7XDVVWq5rEwmGEKchWTOIRrLGTWHaYjiDPhyCmSsU4/dDpj0af1BghWvqvu+N4DV/9SPn1QV1Ni38Pjbpq9TYy3JAJMPTHztxMpOCSFEc5I5h2jB5KfxJOh0OqKioggPD8fprL+Ujji7mEymM+PqJqcNVv5PpTbbVXYESefBqCcgqudJ7VLTNHLL7KTklrM/r5yUvHL255aRkleO3eXBoNepm07d63U6DuSXU+Fwo9PB1f3j+ceFHQjxlcZSQgghhBANIXMO0RjOmDlMQ+3/E766ESrywBqgGoDv+kkFLob+/ejtMzerMlE6Awy8rXHG0GYE6I1QsB8KUiC4zdHbaJoKfPz8gLrALKS9CryEd2qcMQghhBDH8fX6dN5Zup87zm3H+J7RzT2cRidBjVNgMBjOri+I4syXvh6+ux3yktXjyB5wwZPVDe2yS2wcqApEOFweHO6qe5cHu9tDSaWTwnIHRZWqeXdhhZPCCge5JXZK7a4THk6f+ECevKQb3WMDGvNdCiGEEEK0GjLnEAIVJFj+Cix8EjQPRHaHqz6BfX/AvBnw+xMQ0xcSh9Z+3eFeGl0vhYDYxhmL1R9iB0DqCpWtEXxz7eedNph3H2z6VD3ufAlMeK1xskSEEEKIBvhweQpP/LgDgLu/2Ihep+PiHlHNPKrGJUENIc4Gh2vKLn9Ffcn3CUe78GnSY8exKqWQNXM3s+ZAAQfzK076EDodxAZ50TbUlzahPiSF+ZAY6oOPxYjHo+H2aLg1DY8H3JqGr8VA77gg9HqpFSuEEEIIIUSrp2lQmKIabetPIFBnK1EXbu36ST3ueQ2MewlMXhB0I6Sthi1z4KtpcOtS8ItQ2xVnwLav1fLgOxr3vbQ7TwU19v4B/Y8IahSnw5zr4NBG0Onh/Mdh6N3SP0MIIU6z4kqV5RrgZTrlfWmaxo7MEhJCfPC1NM+pdI9Ho9LpxqcBx3998V6eX6Audu4Q4cvu7DL+/sVGjAYdo7uePeUoJaghxJkuYz189zfI3QVASfuJPM+NLJzvIrP4z1qb6nUQH+yN1WTAYtRjPnwzqHt/q4kgHzOB3iYCvWoaeIf6momrep0QQgghhBBCnBBnpQpMbP8WAuNhwC2qabdXUP2vsRXDzh9h2cuQvxcMZrjoOeg7rSZIoNOpRuGZWyB3J3x9E1z/HRiMsOZt8LggYSjE9Gnc95N0Pvzxb9X82+0EgwlSlsLcqao0llcwXPE+JJ3buMcVQoiT5PFofLb6IJvTiwn1tRDmZyG86hbmZyHc39osJ+zdHo1le/P4ZkM6e7LLuLBrBNcNSiD0JMqXa5rG2gOFfLb6ID9vzcJi0vPq5N6M7Bh+0uPTNI1nF+zirT/3E+Rt4m8j23H94ITTcn7M49HYmFbIvC1ZzN+aSVaJjVGdI/jn6I50jPSrc6wv/rqb/y3aC8Dfz2vH3aM68M+5m/lmYwZ3zt7AW9f35bxOEfUeM72wgtcW7eWyPrH0TwxusvfWGHSapmnNPYiWpqSkhICAAIqLi/H3lxRR0UL9JTvD4xPON9H38eD2eFwe9d/aqNfRIzaAAW1CGNg2mL4JQfhbTz1KLYQQopmVl4Ovr1ouKwMfn+Ydj2gV5Dty45LPU7QaZbnwxWRIX1t7vckbekyCgbdCeGe1zmmDPb/A1rmw+1dw29V6/1i46mOI7Vv3MfL2wNsjwVEGw+6F4f+Al7uowMjVn0OnsY37njwe+G87qMiHqfMhawv88ghoblUaa9JnEJTQuMcUQoiTlF9m5545m1i6J++Y2/lbjcQEeRMT6EVskBeJVo2po7sDoJWWojs8/2gEu7JK+GZDBt9tzCCn1F7rObNRz6W9YrhpeBs6RBx98v6viiudfLshnc9Wp7Inp6zWc3odPHJxF24cmojuJLLmXl24hxd/211rXVSAlbvPb88VfWMxGvQN2o+maRRWOMkqtpFdaqOk0om/1YS/l5EAL1PVsgmLUc/GtCLmbclk/tZMMottR+1Lp4OJvWK4d1QH4kO8q/f/1E87+GD5AQAevKgTt52TBIDL7eHuOZuYtyUTs1HPu1P6MaJDWK19ZhZX8tqivcxZm4bTrTGobTBf3DL4RD+uRtHQ78gS1KiDTDBEi5e2Bn64qzo7IyP2YqZlX8XuUhWwuKBLBFOHJNInPggvs2RXCCHEWUeCGqIZyHfkxiWfp2gVcpPhsyuh6KBq7H35+1CSAavfgpztNdu1GaECF7t+AntJzfqwTtD9Cuh3E3gf54rRbd+oElQAncapfQUnwZ3rQN+wk04n5KubYNtX4BcNpYfUuh6TYNwsMHs3/vGEEOIkrN6fz9+/2Eh2iR2rSc8NQxJxuDzklNrJrbrllNgod7iPeq2Xw8bOl68AYOwz87mgfxLje0bRLvz4gYa6FJY7+GZjBl+vT2dHZs3v+iBvE5f0jKZzlD+fr01jc1pR9XPD24dy07A29EsMprDcQUG5g4IKR/XyrqxSftpyCJvTo8ZsMjCxdzRX9Ytj9upU5q5PB2BSvzientgNs7Hhfw/eW5bC0z+pvhQPj+1EoJeZl3/fXR1oaBvmw30XdOSibpF4NI3MYhupBRWkFlSQVnWfVWwjq8RGTokdh9tz3GMa9brqC5UBfMwGLugSwcU9ookN8uJ/f+xl3tZMAEwGHZMHxHPHue14+bfdfLE2DYCnJ3Tl+sGJtfbrdHu4c/YGftmejcWo58NpAxicFEJ2iY3XF+3l8zVp1eMb2i6Ee0d1oF8zZWpIUOMUyARDtFj2Ulj4FKx5B9BweYXyP++/MSujEwBxwV48eUnXY6aSCSGEOAs4nfDZZ2r52mvBJFl4ounJd+TGJZ+nOOulLFH9JWzFEJQI134Foe3Vc5oGB5fD6jdh1zzVF/Aw/1jofjl0vxIiup1YP4qfH1D7POziF2v3vGhMGz+D7/+mlnUGGP0flXUi/TOEEI3E7nKzLaOYqAAvogKsJ5Rp4PFovPHnPl78NRmPBu3CfXn92j71Zj6U210cKqokvbCS9KJKMgorOZRbTLvffiCjqJKvO52Dy6DKU3WK9GN8z2jG94iuzhSoj6ZprE4p4PM1qfy8Nav6xLnJoOP8ThFc1ieGkR3Dq4MNmqaxIbWQd5em8Mv2LDwNPGvdMcKP6wbFM6F3THWFEk3TeG9ZCv+ZvxOPBgMSg3njuj6ENKC01edrUnnom60A3DuqA3ePUn+/bE43n646yGuL9lJYofp2BPuYKa504m7AYEN8zET4W/H3MlJud1Nc6aTE5qSk0ln9Xn3MBkZ1ieDi7lGM6BB2VKmrrenFPP/LrurMG70OPJq6f/6KnlzRN7bOYztcHm77dD1/7MrB22xgfI9ovtuUgd2l/k0GtglmxgUdGNg25LjvoymdUUGN1157jRdeeIGsrCx69uzJq6++yoABA+rc1ul0MnPmTD766CMyMjLo2LEjzz33HGPGjKneZubMmXzzzTfs2rULLy8vhgwZwnPPPUfHjh0bNB6ZYIgWafev8NO9UKKizJtDL+bmzEvJdXtjNuq57Zwk/jYySfpeCCGEEKJJyHfkxiWfp2gxPG4oOaQyKSx+jXNSfuNn8OPfVU+LuIFw9WzwCa1726JU2PCJuoCr83iIH3zymRUuB3w4VpW68gqCe3c0XdZEWS78Xy8wWuGqjyBxWNMcRwhxVii1OSksdxIX7NWg4ERqfgW3frqenVUZDaG+FnrEBtAjNoCesYH0iA2o9+R8fpmde7/czJLduQBc1ieGf0/shrf55HpmlNqc/LYjm5+2ZLJkd26tTIKYQC86RPjSIcKv+tYu3JdKp5uv16fz+ZpU9ueVV2/fLcafSf3iGNcjmiAf8zGPm1ZQwYcrDjBnbRpldhdmo54QHzPBR9zCfC1c1D2SPvFB9X6ui5Jz+PvsjZTaXcQEevHe1H50iqz/u9f3mzK4Z84mNA1uHdGWBy/qdNS+S21O3l2awrtL91dnuZiNeuKCvIgL9iY+2Ju4IG+iA72IDLAQ7mcl3N+CxVj3OTuPR6PM4aKk0kmor6VB5/ZW7svn+V92sTG1CKNexytX9+biHlHHfI3N6Wb6x+tqlSLrlxDEjAs7MCSpnr/Tp9kZE9SYM2cOU6ZM4c0332TgwIHMmjWLuXPnkpycTHj40Y1cHnjgAT799FPeeecdOnXqxC+//MKMGTNYsWIFvXv3BmDMmDFcffXV9O/fH5fLxcMPP8y2bdvYsWMHPg0ozyATDNGilOepK462fQVAnimKeyumsdTdDYBzOoTx5CVdSQyV0iNCCCGEaDryHblxyecpmp3HAzu+hcXPQl5VvXCDBXzCVADCJ1Qtd7sC2o9q+H4XzYQ/n1XLXS+DiW+Aydr4469PcQb8fD90uxy6Xda0xyrLAZOXCgYJIcRf5JTa+G1HNr9uz2bFvjycbo2RHcN4ekI34oLrD7guTs7h7i82UVzpxMtkwOH21JkF4GsxYjXpsRgNWEx6rFX3aQUV5JU5sJr0PDWhG1f2jT2pfhJ1Kapw8Mv2LH7cnMmKfXl1ZlLodGDQ1ZRR8jEbuKRXDNcMiKd7bMAJH9Ph8uB0e/A2G076fezNKeWmj9ZxML8CH7OBib1jVHAoLoD24X4Y9Gq/v27P4vbPNuD2aFw3KJ6nJ3Q75jGLKhzszysnOsCLcD8Lev3pzdbTNI2V+/Lx9zLRLaZhn22lw80/v9pMYYWD285JYli70Eb7+WgMZ0xQY+DAgfTv35///e9/AHg8HuLi4rjrrrt48MEHj9o+OjqaRx55hDvuuKN63eWXX46XlxeffvppncfIzc0lPDycP//8kxEjRhz1vN1ux26vaUpTUlJCXFycTDDE6eVxq/qyBfuPuKWgHViGzlaEGz3vui5ilutyKrEyqG0w04e35bxO4S3ql48QQojTwOWCX35Ry6NHg/HkrroS4kTISfjGJZ+naDaaBsnzYdF/IHubWqfT1y4BdSSdAW74oWGZCBs/he+r5urD/wHnPtI0/SyEEKIJHcgr55uNGfyxK5sgbzM9YwPpGRdIr7hAwvzqL11UanOSXljJkt25/LI9i41pRRx51lWnU7+CrSY9947qwI3D2mA6otH04ZJR//01GU2DnnGBvHldHwK9zOzILGFLehFb0ovZkl7E/rxyjnVGNynMh9ev7UvHyFMIuh5nzlFc6SQ5q5Td2aXsyS4lObuU3dllFJQ7AOgRG8DkAfGM7xmNr6X55ytFFQ7+9tkGVuzLr7Xey2SgW4w/HSL8mLsuHYfbw2V9YvjvFT1Pe5BCNPw7crP+RDkcDtavX89DDz1UvU6v1zNq1ChWrlxZ52vsdjtWa+2rPLy8vFi2bFm9xykuLgYgOLjuBiczZ87kySefPNHhC3HynDY1gTi0seq2CfL3gNtx1KY6YIcngQec00nWt2NC32imDk2ka/SJR7eFEEKcJex2GDdOLZeVSVBDCCHE8Wka7F0Ii/6t5iAAFn8YchcMvA30RqjIg/JclS1engs7f4TdC+CrG+HWJeAXWf/+M7fAvPvU8siHYeQDTf+ehBCikRRVOPhxSybfbkhnQ2pRreeOLNUTE+hFz7gA4oN9yC21k11iI7O4kuwSO2V211H77RkXyIVdIhjdNQKdTscj325l1f4CZv68i283ZjDzsu70jg+i1Obkvi838+uObAAmD4jniUu6VJcr6psQRN+EoOr9ltqc5JU5sDnd2F0e7E43tqp7vU7HkHYhJ11uqtpx5hwBXiYGtAlmQJva51vzyuxUOtzHzEZpDoHeZj6+cQC/78xmQ2oRm9OK2JZRTLnDzdoDhaw9UAjARd0ief7yHhLQaOGaNVPj0KFDxMTEsGLFCgYPHly9/v777+fPP/9k9erVR73mmmuuYfPmzXz33XckJSWxcOFCJkyYgNvtrpVtcZjH4+GSSy6hqKio3sCHZGqI0yJzM6x9Dw5tgJydqr7sX7h0JrL0kSQ7wzjgieCAFsF+LYq9Xr24ZnAS1wyMP+ZVAUIIIVqJ8nLw9VXLZWXQgPKaQpwqySxoXPJ5itOqOB2+uUU15wYw+cCg22DwneBd98V/ADjK4Z3zIXcnJAyDKd+DoY6TZJVF8PZIKEyB9hfC5DmSoSGEaHFsTjcF5Q4Kyh3klzsoKLeTX+Zg7YEC/tiVg9OtTpHqdTCsfRgTekZjc7nZnFbE5rRidueUHjM7AsDPaqRnbCCju0YwqksEUQFetZ7XNI2v1qfzzPydFFU40eng6v7xrE7JZ39uOWaDnqcmdOXqAfFN9TE0XCuYc7g9Gvtzy9hclQHjZTZw3wUdqxuXi9PvjMjUOBmvvPIK06dPp1Mn1aQlKSmJadOm8f7779e5/R133MG2bduOmclhsViwWOREsWgijnKV2r3q9dop3d6hENOH4qBuPLfFiyXF4RzSQvCgfnG2DfVhePtQprYPY0SH0HqbCQkhhBBCCCFEvQ5tgtmToCxLNbXufzMMu7f+xt1HMvvApE9UwOLgMvjjabjgL1UONE2VnCpMgYB4uPQtCWgIIZqdpmnszSlj2d48lu/NY+2BQoorncd8TZcofy7rE8MlPaMJ96+pEnPtwAQAyuwutqYXszm9iKxiG2F+FiL9rUQFWIkIsBLpb8XnOGWWdDodV/aL47xO4TwzbyffbMzg8zWpAEQFWHnzur70jAs8tTcvGsyg19E+wo/2EX5c0Te2uYcjTkCzBjVCQ0MxGAxkZ2fXWp+dnU1kZN1prWFhYXz33XfYbDby8/OJjo7mwQcfpG3btkdte+edd/LTTz+xZMkSYmPlB1M0gz2/wU8zoFj9gaLLROh+BUT3Bv8YMoptTHprJelFlfhbjVzUPozh7UMZ1j6U2KCWlaYnhBBCCCGEOMPs/gXmTgNnOYR1hmvmQFDCie0jtD1M+B/MnQrLZ0HcQOg0tub5Fa/Crp/AYIarPjx25ocQ4rgWJ+fw3rIULu8Ty4Re0Q3qoblyXz6frjrI+J5RjOkW1aDj5JfZ+XjlQXrGBXBux5bdq1PTNAornGSX2MgptVNQbkev02Ey6DEZ9JiNekwGHWaDnoP5FSzfm8eyvXnklB5d0cWo1xHsYybYx0yIr5lgHwsJwd6M7xl93P4TvhYjg5NCGJwUcsrvKcTXwkuTenF531iembeT6EArz17eg1BfuehaiIZo1qCG2Wymb9++LFy4kIkTJwKqXNTChQu58847j/laq9VKTEwMTqeTr7/+mquuuqr6OU3TuOuuu/j2229ZvHgxbdq0acq3IcTRynJgwYOw7Wv1OCAeLn4ROlxYvUlWsY1r3llFemElCSHezLllMJEB1np2KIQQQgghhBAnYM078PP9Klu87Ui46mOwnmRfvq6XQupqWP0GfHsb3PonBLeBA8vh9yfUNmNmQkzfxhq9EGeMTWlFfLEmFY+m0TnKv/oW4GU64X3NWZvKw99uw+3RWLonj282ZvDMxG719iYoKHfwzLydfL0hHYB5WzO5ZmA8/xrXBaup/moPi5Nz+OdXW8itOunfMy6QGRd0YET70NMa3LA53WQW28gttZNXVnUrtZNb5iC/zE5OqZ3cUjs5pbbq0lAnwmLUM6BNMEPbhTIkKYSEEB/8rcYWFcAZ2i6U+XcPb+5hCHHGafbyUzNmzOCGG26gX79+DBgwgFmzZlFeXs60adMAmDJlCjExMcycOROA1atXk5GRQa9evcjIyOCJJ57A4/Fw//33V+/zjjvuYPbs2Xz//ff4+fmRlZUFQEBAAF5eXkcPQojG4nbBxk/g98fBVgw6PQz6G4x8CCy+1ZvllKiAxsH8CuKCvfh8+iAJaAghhBBCCCFOnccDvz0GK/+nHve+Hsa9DIYTP8FaywVPQcZ6SF8DX06BSZ/CV9NAc0P3q6DfTac+diHOEB6Pxu87s3l3aQprDhTUuU1MoBedo/zoFhPANQPia5Uz+itN05j1+x5eWbgHgIFtgtmYVsSS3blc8PKfzLigAzcObYPRoK/e/usNGTwzbweFVX0ZhrULZdnePGavTmX9gUJevaY3HSJqZx7YnG6e/XkXH644AEB8sDe5pXY2pxVxw/tr6JsQxIwLOjAkKaRRTvxrmkZumZ292WUcLKggvbCCtIJKdV9YWR1UaagQHzNhfpbqbAaHy4PD7cFZfdMI8DIxtF0IQ9uF0ic+6JjBHSHEmatZG4Uf9r///Y8XXniBrKwsevXqxf/93/8xcOBAAEaOHEliYiIffvghAH/++Se33347+/fvx9fXl7Fjx/Lss88SHR1dvb/6fvF+8MEHTJ069bjjkaZ94oR53CorY/GzULBPrYvqCeNfUaWmjpBbamfyO6vYm1NGTKAXX9wyqN6rLoQQQog6tYKmfaLlke/IjUs+T9EkHBXw7S2w80f1+LzHYPh90FhXJRdnwFvDoSIfzL7gKIOwTjD9D9V/Q4izXKXDzdcb0nlvWQopeeUAmAw6xveMJjbIm52ZJew4VEJGUWWt11lNem4a1oZbz0nC31o7wOhye3jk223MWZcGwJ3ntuO+CzuQklfOQ99sZXWKCpp0jfbn2ct64G0x8Mi3W1m1X63vFOnHfy7rTp/4IJbuyeXeOZvJK7NjNel5YnxXJvWPQ6fTsSurhLs/30RydikANwxO4KGxnSmzu3hz8T4+WXUQu0v1AR3QJpjrByXgcHnIr2qmnVfmIL/cTkG5A6vRUBVcqAkyhPlZMBn07M8tY3dOGXuyS9mTU0ZRxbH7WHibDdX7CPU1V91bCPWzEOZrIcLfQri/lTBfizRvPt1kziGaQUO/I7eIoEZLIxMM0WAeD2z/Bv58DvJ2q3VewTDinzDgFjDUToYqKHcw+e1VJGeXEhVgZc4tg4kPkYCGEEKIE+R0wttvq+VbbgHTKV59K0QDyHfkxiWfp2h0ubvh6xsha6vqbzHxDdXPr7Ht+wM+uQzQVGBj+iII69D4xxGiBdE0jdlrUvnvL8kUVp2k97cauXZQAlOHJBLxlyyM4konuzJL2JlZwo9bMll/sBCAQG8Td4xsx/WDE7CaDJTbXdw5ewOLknPR6+Dpid2qm1IfPu7cdek8M38nxZVO9Dow6vU43B6sJj33jOrATcPaYDLUnOzPLbUz48tNLN2TB8DFPaLoGRvAf3/djcPlIdTXzAtX9OTcTuG1xpxTYuP1xfuYvToVh9vTaJ+dXgcJIT4khngTF+xNbJAXsUHexAWp5UBvU4sqByWOIHMO0QwkqHEKZIIhjsvjgZ0/qMyM3J1qnTUQhv4dBtyCx+RLmcNFSaWTkkoXJTYnJZVOXv59DzszSwj3szDn1sG0CZUotxBCCCHODPIduXHJ5ykajabB+g9gwcPgqlQXWV39GSQMabpjrnpTNQ0f+1/oPK7pjiPEMbg9GiWVTgorHOh0OmICvZrkSn67y82/vttenUkRF+zFjUPbcFW/OHwsx6/qrmkav+/M4fkFu9iTUwZAdICVO85rx5y1aWxJL8Zq0vO/yX0Y1SWizn3kltp56qcd/Lj5EADndAjj38foteHxaLy9dD///SUZl6fmtN/5ncJ57opjN6POLK7kjcX72JhaRKC3iVBfCyE+ZkJ8LaqxtrcZm8td1ftC9bxQPTEcVDrdtAn1oUOEL+3D/Wgf4UtSmK+UgBJCNJgENU6BTDDEMeXuhh/uhLTV6rE1AAbfBQNvZXexjru/2MSurBLq+58V6mthzq2DSArzrXsDIYQQQogWSL4jNy75PEWjKM+HH+6C5HnqcdtzVYaGf1TTH1vTGq+slRDHcSCvnBd/2016YQVFFSqQUVzprDXvNuhVYCMhxJvEEB8SQrxJCPEhwMuExajHYtJjNRqwmPRYjAZ8LcbjBkFySmzc9ul6NqQWodfBP0d3Yvrwmt4WJ8Ll9vDNhgxe/n03mcW26vXBPmbeu6EfveODjruP1fvzqXS6OadDWIOyGzamFnL3F5vIKbXx6MVduHZgvGRFCCFaNAlqnAKZYIg6uV2w8lVYNBPcdpVqPfhOGHQ7eAWybE8et3+6nlK7q/olZqMef6sJfy8j/lYTUQFW7ruwA+3C/Y5xICGEEOI43G5YulQtDx8OBrn6TTQ9+Y7cuOTzFMe1+m04sAQiuqk+fVG9wO+Iq7j3LYJvb4OyLNCbYNQTMOhvoJea86JlW7Qrhy/WpnLbOUkNOpGfW2rn0teXk15YWefzvhYjLo8Hm/PESiZ5mQxc3COKq/vH0Tch6KiT/RtTC7n1k/XklNrxtxp59Zo+nNMh7ISOUReb081HKw7w+uJ9hPiYeW9q/yat4uBye7C5PPg2IKtEiFpkziGagQQ1ToFMMMRRsrfD93fAoY3qcdL5qgl4YBwAX65N4+Fvt+LyaAxIDObFq3oS5meRFEshhBBNQ5r2iWYg35Ebl3ye4phSV8H7o49e7xelAhwWf9jyhVoX2gEufxeiep7eMQpxgjRN4/XF+/jvr8lomgpGfHTjAPom1B/YqHS4ufqdVWxOKyIhxJuHLupEkLeZIB8zgd4mAr3MmI16NE0jp9TOgbxyDuZXcCBf3acWVFBud2F3ebA53dhdHuwuN0537VNh7cN9mdQ/jsv6xBLsY+bLdWk8+u02HG4P7cN9eWdKPxIbOfDgqupbcTJZH0KcFjLnEM1AghqnQCYYAtTVI+/+mcwk21eMK/4MvcepSk2Nngm9rgGdDo9H48Xfknlt0T4AJvSK5vkremAxSjBDCCFEE5IJhmgG8h25ccnnKerlcsBbwyF3lyon5RsBmZsgNxn4y/S9341w4TNgrruuvhCNwePRKKxw4O9lqtWQ+kRUOFz886stzNuSCaieEoeKbfhajHxy04A6MzbcHo3bP13PrzuyCfQ28c3tQ2jbSGWc3R6NTWmFfLEmjZ+2ZFLpdANgNujpERvAuqrG3hd2ieClSb0ky0G0TjLnEM2god+R5beyEH+RXljBUz/uIH3nav5reosu+oMALNX3Z2e3J7m4TR9idDpsTjf//GpLdaOuu85rx4wLOkh9SiGEEEIIIcTJW/6KCmh4h8IV74N3sFpvL4OsrSrAkb8P2l8IHS5s1qGKs0OJzUlaQQXphZVkFFaSVWIjs9hGVnElmcU2sktsON0a3mYDg9qGMKxdKMPbh9Iu3LdB89/0wgpu+Xg9OzJLMOp1PDWhGxN7R3Pjh2tZtb+AKe+t4ZObB9IrLrDW656Zt5Nfd2RjNup5d0q/RgtogOq/0TchmL4JwTw2vgs/bDrEnLVpbM0org5o3DOqPX8/rz16vczxhRCipZFMjTrIVVOtk8Pl4Z2l+3njj51M83zH343fYtK5qTAE8KR7KnNsAwAdOh2c0yGMkkonG1KLMOp1/Oey7lzVL66534IQQojWQq6aEs1AviM3Lvk8RZ3y9sIbQ1QPv8vehR5XNveIxBkqt9TO+oOFVDpdVDo8VDhc2JxuKp1uyu1usoptpBWqQEZxpfOkjhHpb2Vou1CGJIXQPsKXhGAfArxNtbZZvT+fv322gfxyByE+Zt64ri8D2qhAXYXDxdT317LmQAF+ViOf3TyQHrGBAHywPIUnf9wBwKuTezO+Z/TJfxgnYFtGMT9tyWRQ22BGdgw/LccUosWSOYdoBlJ+6hTIBKP1Wb43j8e+34YhL5kXTW/QQ5+inug0Dsa9jM0Swi/bs5i9OpXVKQXVr/OzGnnzur4MbRfaTCMXQgjRKskEQzSDlvwd+bXXXuOFF14gKyuLnj178uqrrzJgwIB6t581axZvvPEGqamphIaGcsUVVzBz5kysVisATzzxBE8++WSt13Ts2JFdu3ZVP7bZbNx333188cUX2O12Ro8ezeuvv05ERAQN0ZI/T9FMNA0+Gg8HlkLSeXDdNyBZ4OIEaZrGNxsyeOKH7ZTaXQ1+XbCPmbggL2KCvIgK8CIqwEpkgLXq3otQXzN7c8pYtiePZXvzWJNSgN11dGPuAC8TCSHeJIT4EOBl5Is1abg8Gl2j/Xl7Sj9iAr1qbV9udzH1gzWsPVCIv9XI7OmDOFRUya2frkfT4IExnbh9ZNIpfy5CiJMgcw7RDKT8lBDHoWkaq1MKeHfpfv7YmcV0wzzus8zFjAvNGohu7H+h+xWg02EFJvSKYUKvGPbnljFnbRr7csu4f0wnOkT4NfdbEUIIIYRotebMmcOMGTN48803GThwILNmzWL06NEkJycTHn70VbazZ8/mwQcf5P3332fIkCHs3r2bqVOnotPpeOmll6q369q1K7///nv1Y6Ox9tTp3nvvZd68ecydO5eAgADuvPNOLrvsMpYvX950b1ac3TZ/rgIaRi+4+CUJaIgTVlDu4JFvt/LztiwA2ob6EBPkhdVkwNtswMtkwGoy4GU2EO5nIS7Im7hgb2KCvBrUM6JrdABdowO49ZwkbE436w4UsnRvLhsOFnIgv4LcUjvFlU62pBezJb24+nXje0bz/OU98DIf3XvSx2Lkg2kDuOH9Naw/WMi1767G7nKjaTB5QDy3ndO28T4gIYQQZw0JaohWx+n2MG9LJu8u28+2jBISdZnMNb9JX/0etUH70ejGvwL+UXW+vm2YLw+N7XwaRyyEEEIIIerz0ksvMX36dKZNmwbAm2++ybx583j//fd58MEHj9p+xYoVDB06lGuuuQaAxMREJk+ezOrVq2ttZzQaiYyMrPOYxcXFvPfee8yePZvzzjsPgA8++IDOnTuzatUqBg0adNRr7HY7dru9+nFJScnJvWFxZkpZAvZS6DAG9Eef2KU8D355WC2PfACC25ze8Ykz3qLkHO7/agu5pXaMeh33XtCBW0e0xXiSjb2Px2oyMKx9KMPa11QtqHC4SC2o4GB+BQfzy0krqKR7bABX9o09Zu8NX4uRD6f1Z8r7a9iYWgSoks9PT+gqPSuFEELUSYIaotUornAye00qH604QFaJDYArTCt4xvQeFk8lWPxhzEzoda1cFSWEEKJlM5ng+edrloVopRwOB+vXr+ehhx6qXqfX6xk1ahQrV66s8zVDhgzh008/Zc2aNQwYMID9+/czf/58rr/++lrb7dmzh+joaKxWK4MHD2bmzJnEx8cDsH79epxOJ6NGjarevlOnTsTHx7Ny5co6gxozZ848qqSVaAWKM2DBA7DzR/U4uC0MvRt6TgajpWa7Xx6BykKI6AaD72yesYozUoXDxTPzdvLZ6lQA2oX7MmtSL7rFBJz2sXibjXSK9KdT5ImX1POzmvjoxgH848vNuD0ar0zu3WQBGSFEA8mcQ7RgEtQQrcLi5BzunL2RsqqaorG+8FbIHLpmfw8eIHE4THwDAqXZtxBCiDOA2Qz//Gdzj0KIZpeXl4fb7T6qj0VERESt/hdHuuaaa8jLy2PYsGFomobL5eK2227j4Ycfrt5m4MCBfPjhh3Ts2JHMzEyefPJJhg8fzrZt2/Dz8yMrKwuz2UxgYOBRx83KyqrzuA899BAzZsyoflxSUkJcnHz3PGu5XbDmbVj0DDjKQGcAiy8U7Icf74bFz6rgRd+pkL4WtnwB6GD8/4FBThyJ40vJK+fX7VnMXpPKwfwKAG4c2ob7x3TEaqojG+gM4G818faUfs09DCHEYTLnEC2YBDXEWe+PXdnc9skGHG4PHSP8uK+3h1Hb7kefnQzoYOSDMOKfdaeBCyGEEEKIs8rixYv5z3/+w+uvv87AgQPZu3cvd999N08//TSPPfYYABdddFH19j169GDgwIEkJCTw5ZdfctNNN53UcS0WCxaL5fgbijNfxnr48R7I2qIexw6AcS9DUCJs+AhW/A9KD8Gvj8CSF8CoGtQzYDrE9m2uUYsWzuPR2JJRzK/bs/h1RzZ7c8qqn4sKsPLfK3sytF3oMfYghBBCnD0kqCHOar/vyOb2z9bjdGtc1DWCV7vsxPjzP8FVCb4RcPm70GZEcw9TCCGEODFuN2zYoJb79AGDBOZF6xQaGorBYCA7O7vW+uzs7Hr7YTz22GNcf/313HzzzQB0796d8vJybrnlFh555BH0+qPLnQQGBtKhQwf27t0LQGRkJA6Hg6KiolrZGsc6rmgFHBXw279g7buABtYAGPUk9LkBDv9cDb4D+t8MW+bAsllQsE+t94uG8x5rrpGLZuB0e0jJK2dnZgm7skrZlVnC/rxyAEwGPSaDHrNBh9molvfmlJFTWtOXx6jXMTgphAu6RDCxdwz+VsnwEUI0MplziBZMghrirPXr9izumL0Bp1vjyi4+POf9Fvofv1RPtj0XLnsbfMObd5BCCCHEybDZYMAAtVxWBj4+zTseIZqJ2Wymb9++LFy4kIkTJwLg8XhYuHAhd95Zd1+CioqKowIXhqpJuqZpdb6mrKyMffv2Vffd6Nu3LyaTiYULF3L55ZcDkJycTGpqKoMHD26MtybORAseVJkYAD0mwYX/rnu+YbRAnymql9/OH2DHDzDodrCeeB8C0fRW7Mvj9x05nNspjCFJoRj0J9d/UdM0NqQW8d3GDNYfLGRvThkOt+eE9uFjNjCyUzgXdolgZMdwArwkkCGEaEIy5xAtmAQ1xFlpwbYs7py9AZ3HyX/jVnP5oc/Q2YpAp4dzH4FhM2qulhJCCCGEEGesGTNmcMMNN9CvXz8GDBjArFmzKC8vZ9q0aQBMmTKFmJgYZs6cCcD48eN56aWX6N27d3X5qccee4zx48dXBzf+8Y9/MH78eBISEjh06BCPP/44BoOByZMnAxAQEMBNN93EjBkzCA4Oxt/fn7vuuovBgwfX2SRctAK5u2HjJ2p50mfQedzxX6M3QNdL1U20OGV2FzPn1zTgfn95CuF+Fi7pGc3E3jF0jfZHpzt+gCM1v4JvN2bw7cZ0DlT1vjjM12KkU6QfnaL86BTpT7twX0wGHQ6XhtPtweHyqHu3hyBvMwPbBmMxypXSQgghhAQ1xFnn562Z3PX5Bs5lHc/4fUl4brp6IrwrXPwiJMjVc0IIIYQQZ4tJkyaRm5vLv/71L7KysujVqxcLFiyobh6emppaKzPj0UcfRafT8eijj5KRkUFYWBjjx4/nmWeeqd4mPT2dyZMnk5+fT1hYGMOGDWPVqlWEhYVVb/Pyyy+j1+u5/PLLsdvtjB49mtdff/30vXHRsiz6N2ge6Di2YQEN0aKt2JfH/V9tIb2wEoBzOoSxOb2InFI77y5L4d1lKbQL9+XS3jF0jwlAAzyaBpq61zTIKrHx/aYM1h4orN6vt9nAmK6RXNg1kq7R/sQEeqE/ycwPIYQQojXTafXlWLdiJSUlBAQEUFxcjL+/pACfKTRNY+76dD759gce0n/KEMMO9YRPOJz3KPS+TpqBCyGEODuUl4Ovr1qWVHBxmsh35MYln+dZJGM9vHMeoIPbV0BEl+YekThJ5XYXz/68i09WHQQgJtCLF67owZB2oThcHv7cnct3GzP4bWc2DlfDSkfpdDCsXSiX9o5hdNdIfCxybakQ4gwhcw7RDBr6HVn+mooznqZpLNubxwsLdjEu+w2+N85Hr9PQDBZ0Q+6EYfeCxa+5hymEEEIIIYQ4Gy18St33vFoCGmcoTdNYuS+fB77ZQlqBys64dmA8D43tjG9VEMJs1HNBlwgu6BJBic3Jgm1Z/Lj5ELmldvQ6HXo96NCh14FOp8Ni1HNup3Am9oohMsDanG9PCCGEOOtIUEOc0TamFvL8gmRW7s/nDsN33GKaB4Cn2xXoRz0OgfHNPEIhhBBCCCHEWWvfIti/GPQmGPlQc49GnKDM4kq+33SIbzdkkJxdCqjsjOcu78Gw9qH1vs7fauKqfnFc1S/udA1VCCGEEEeQoIY4IyVnlfLfX5P5bUc2AJcaV/JP45fqybH/RT9gejOOTgghhBBCCHHW0zRY+KRa7n8TBCU073gEABUOF79sz8LtgVBfM6G+FkJ9LYT4mjEZ9JTZXfy8NZPvNmWwYl8+hwtymw16ruofywNjOuFnNTXvmxBCCCHEMUlQQ5xx3l26n//M34lHA70O7utYwN/S3gI3MPhOkICGEEKIs53JBI8/XrMshBDi9Nv5AxzaCCYfGP6P5h5Nq1fhcPHpqoO89ed+8ssddW4T6G2i0uHGfkQ/jAGJwVzaJ4ax3aMI8JK/qUIIUU3mHKIFk6CGOGNomsZzC5J58899AIzuGsHDg8wkfHMnuB3QaRxc8FQzj1IIIYQ4DcxmeOKJ5h6FEEK0Xm4X/PFvtTzkTvANa97xnAFKbU6W7cnDrWmYDHrMBj1Ggw6TQV/92GTU1Swb9JgMOiwmAz5mAzqdrs791hXMiA/2JiHEm7wyB3lldgrKHbg9GkUVTgDahvpwae8YJvaOIS7Y+7R9BkIIcUaROYdowSSoIc4ILreHh7/dypfr0gF4YEwnbusfiO69C6CyAKJ7w2Vvg97QzCMVQgghhBBCnPU2fw55u8ErWGWLi3plFdv4YHkKs1enUmp3ndQ+/CxG4kNUoCI+2IeEEG8Sgr3ZfqiEt5bsI6+sJphx13ntmNg7BpNBX/16j0ejsMJBXpkDnQ7ah/vWGyQRQgghRMsnQQ3R4tmcbu6cvZHfd2aj18HMy7ozqXcEfHIpFOyDgDiYPAfMPs09VCGEEOL08Hhg50613Lkz6PXH3l4IIUTjcdpg8Uy1POIfYPVv3vG0UMlZpby9ZD8/bM7A6VaNK9qE+hDhb8Hp1nC6PThcHpxuDy6PVr2s7rXq9QCldhfbD5Ww/VBJnceKD/bmzvPacelfghmH6fU6QnwthPhamu4NCyHE2UbmHKIFk6CGaNGKK51M/2gdaw4UYDbqeXVyb0Z3iYBvb4WDy8HiD9d8CX4RzT1UIYQQ4vSprIRu3dRyWRn4SGBfCCFOm7XvQkkG+MdCv5uaezQtzpqUAl5fvJfFybnV6wa0Cea2c9oyskM4en3DMyQ8Hg2by01GYSUH8ys4WFBBan551X0FZqOeG4e24dI+dQczhBBCnAKZc4gWTIIaosXKKbVxw/tr2ZlZgp/FyDs39GNQ2xBY/n+wZQ7oDHDVRxDRpbmHKoQQQgghhGgNMrfAkhfU8rkPgcnavONpQdIKKvjP/J38vC0LAL0OxnSL5JYRSfSKCzypfer1OrzNRtpH+NE+wq8RRyuEEEKIM5kENUSLdKioksnvrOJgfgWhvhY+urE/XaMDIGMDLHxSbTT2eUg6r3kHKoQQQgghhGgd9v0Bc6aAo1T19OtxdXOPqEWocLh4fdE+3l66H4fLg14Hk/rHc+uItiSGylW9QgghhGh8EtQQLU5GUSVXv72StIJK4oK9+PSmgSSE+IC9FL6+CTwu6DJBUr2FEEIIIYQQp8fmL+D7O9RcJHE4TPoUDK17Oq1pGt9vOsSzP+8iq8QGwJCkEP41vgudIqXPiBBCCCGaTuv+FiZanPTCCia/s4q0gkoSQrz5fPogogO91JPz/wkF+1Vj8PGvgK7htViFEEIIIYQQ4oRpGix7CRY+pR53uxwmvgHG1ttwWtM0Vu0v4IVfdrEhtQiAuGAvHhnbhdFdI9DJPE0IIYQQTUyCGqLFSCtQAY30QhXQ+OKWQUQFVAU0tnwJmz8HnR4uewe8gpp3sEIIIYQQQoizm8etLqxa9556POQuGPUU6FtnQ2q3R+OX7Vm89ec+NqcXA+BtNnDHue24aVgbrCZDM49QCCGEEK2FBDVEi5BWUMHVb68io6iSxBBvvrhlMJEBVU33CvbDTzPU8jkPQMLg5huoEEIIIYQQ4uznrISvb4ZdPwE6GDMTBt3e3KNqFjanm6/Wp/PO0v0czK8AwGzUc2XfWO46r33NvE0IIYQQ4jSRoIZodkcGNNqE+vD59EE1X4zdTjWZcJRC/BAY/o/mHawQQgjREphM8I9/1CwLIYRoXD/frwIaBgtc9jZ0ndjcIzptPB6N9MJKdmSWsDm9iC/XppFf7gAgwMvEDYMTmDIkkVDf1luCSwghWgWZc4gWTIIaolkdGdBoG+rD7CMDGgCLnoGM9WANVJOJVt6MTwghhADAbIYXXmjuUQghxNmp8CBs/EwtT54N7UY173iaWFaxjUXJOew4VMLOzBJ2ZZVSZnfV2iYm0Iubh7fhqn5x+FhkTiaEEK2CzDlECybfRkSzKbe7uPmjddUBjc9vGUSE/xEBjX2LYNkstXzJqxAY1yzjFEIIIYQQQrQiy14GzQ1tzz1rAxqaprEhtYgPlqewYFsWLo9W63mzQU/7CF86R/kzokMYY7tFYjS0zl4iQgghhGh5JKghmoWmadz/9RaSs0sJ9bXw2fSBtQMaeXvgm+mABn2nQZdLmm2sQgghRIvj8UBqqlqOj2+1TWuFEKLRFWfApqosjRH/bN6xNAGHy8O8rYf4cPmB6mbfAH3iA+mfGEznKH86R/nTNswHkwQxhBCidZM5h2jBJKghmsXbS/Yzb0smRr2ON6/rQ1SAV82T+fvgo/FQnguR3WH0f5pvoEIIIURLVFkJbdqo5bIy8PFp3vEIIcTZYsX/gdsBCUMhcWhzj6bRuD0aby/Zz/vLU8gttQMqG+OSXtFMHZJIt5iAZh6hEEKIFkfmHKIFk6CGOO2W7snluQW7AHj8kq70SwyuebLwAHx0CZRmQlhnuP47MHs3yziFEEIIIYQQrUhZDqz/UC2P+EezDqWxfbA8pXoOFu5n4fpBCUweGC/NvoUQQghxRpKghjit0goquOvzjXg0uKpfLNcNjK95sigNPhwPJekQ2gFu+AF8QptvsEIIIYQQQojWY+X/wGWDmH6qn8ZZIqOokpd+2w3AfRd04NZzkjAbpYSIEEIIIc5cEtQQp02Fw8X0j9dRVOGkZ2wAT03ohk6nU08WZ8BH46A4FYKT4IYfwTe8eQcshBBCCCGEaB0qCmDNu2p5xD/h8DzlDKdpGv/6bhsVDjf9EoK449x26PVnx3sTQgghROsll2eI00LTNB78eiu7skoJ9TXzxnV9sZoM6snSLNVDo/AABCWqgIZfZHMOVwghhBBCCNGarHoDnOWqp1+H0c09mkbz87YsFu7KwWTQMfOy7hLQEEIIIcRZQYIa4rR4b1kKP2w+hFGv47Vr+hAdWNUYvCxXBTQK9kFAvApoBMQ072CFEEIIIYQQrYetGFa/pZbPkCyNEpsTTdOOu80TP2wH4LZzkmgf4Xc6hiaEEEII0eQkqCGa3N6cUmb+rJrSPXpxZwa2DVFP2Irh00shbzf4x8DUHyEw/hh7EkIIIYQQQohGtuZtsBdDWCfoNL65R3NcP24+RN+nf+PyN1ZwqKiy3u1eWJBMTqmdNqE+3HFuu9M4QiGEEEKIpiU9NUSTe25BMm6PxvmdwrlhSKJa6bTBF9dC1lbwCVMZGkGJzTlMIYQQ4sxhNMLf/lazLIQQ4uTYy2Dl62p5+D9A37Kv+9uaXsw/5m7G6dbYkFrEuFeX8crVvRjePqzWdusPFvLp6oMAPDOxW03pXyGEEKKhZM4hWjD5iRRNat2BAn7bkY1eBw+N7aQag3vc8M3NcGApmP3g2q8gJKm5hyqEEEKcOSwWeO215h6FEEKc+da9D5UFENwWul7a3KM5ptxSO7d8sg67y8OwdqEUVjjYfqiEKe+v4d5RHbizqgm40+3h4W+2omlwRd9YhrQLbe6hCyGEOBPJnEO0YC37MhRxRtM0jf/M3wnApP5xtAv3A02DeTNg549gMMPk2RDdq3kHKoQQQgghhGh9nJWw4lW1PPw+MJz+a/6KK518suogB/PLj7md3eXm9k/Xk1lso22YD69f14evbx/C1f3j0DR46bfd3PjRWgrLHbyzdD/J2aUE+5h5ZGzn0/ROhBBCCCFOH8nUEE3ml+3ZbEgtwmrSc8+oDmrlomdg/Yeg08Pl70GbEc06RiGEEOKMpGmQl6eWQ0PPiKa2QgjR4mydC+U5EBAHPSad9sOnFVQw7cO17M0pw2rSc//oTkwdkoheX/t3uqZpPP79dtYdLMTPauTdKf3wt5oAePbyHvRJCOKx77axODmXca8uI6/MDqh+hkE+5tP+voQQQpwlZM4hWjDJ1BBNwuX28Pwvqjn4zcPaEuFvhVVvwpIX1AYXvwRdLmnGEQohhBBnsIoKCA9Xt4qK5h6NEEKceTQNVr+llgfcAgbTaT38xtRCLn19OXtzyjAb9NicHp76aQdXv7PqqKyNT1Yd5Iu1aeh18Ork3rQN8631/FX94vjmb0NICPEmo6gSu8vD0HYhXNo75nS+JSGEEGcbmXOIFkyCGqJJzFmXxv7ccoJ9zNx6TlvY+hUseEA9ee6j0G9a8w5QCCGEEEII0XodXA7Z28DkDX2uP62H/nlrJle/vYq8Mgddovz58/6RPD2xG95mA2tSChgzaykfLk/B49FYsS+PJ3/cAcADYzoxsmN4nfvsGh3AD3cOY0KvaDpG+PGfS7urfoZCCCGEEGchKT8lGl2Fw8Ws3/cAcNd57fCzZcF3t6snB9wKI/7RjKMTQgghhBBCtHqr31T3PSaBV9BpOaSmaby9ZD8zf1YZ7ed1CufVyb3xsRi5flACIzuEcf9XW1i5P58nftzB/K1Z7Mkpxe3RuLR3DLeMaHvM/Qd4mXjl6t6n460IIYQQQjQrydQQje7dpSnkltqJD/bm2oEJsOoNcDsgfgiMeVZq8AkhhBBCCCGaT1Eq7JqnlgfeeloO6XR7ePjbbdUBjRsGJ/DOlH74WGquM4wL9uazmwfy9ISuKmvjQAGFFU56xAYw8zLJvBBCCCGEOKxFBDVee+01EhMTsVqtDBw4kDVr1tS7rdPp5KmnniIpKQmr1UrPnj1ZsGDBKe1TNJ68Mjtv/bkPgH+M7ojZWawagwMMvw/0LeJHTgghhBBCCNFarX0XNA+0HQnhnZv8cKU2Jzd9tI7P16Si08Hj47vw5IRuGPRHByn0eh3XD05kwd0jOLdjGN1i/Hnr+r5YTYYmH6cQQgghxJmi2c8wz5kzhxkzZvD444+zYcMGevbsyejRo8nJyalz+0cffZS33nqLV199lR07dnDbbbdx6aWXsnHjxpPep2g8ry7cQ7nDTfeYAMZ1j4J174OzHMK7Qrvzm3t4QgghhBBCiNbMUQHrP1LLA29r8sNll9iY9NYqluzOxctk4O3r+zFtaJvjvi4+xJsPpg3gp7uGExXg1eTjFEIIIYQ4kzR7UOOll15i+vTpTJs2jS5duvDmm2/i7e3N+++/X+f2n3zyCQ8//DBjx46lbdu23H777YwdO5YXX3zxpPcpGseBvHI+W50KwEMXdULvtsOqqlq1Q/8uZaeEEEIIIYQQzWvrl2ArgqBEaH9hkx5qT3Ypl72+gh2ZJYT6mplz6yAu6BLRpMcUQgghhGgNmrVRuMPhYP369Tz00EPV6/R6PaNGjWLlypV1vsZut2O1Wmut8/LyYtmyZae0T7vdXv24pKTkpN9Ta1VQ7uCuzzfi8mic0yGMIe1C1RVQ5TngHwvdLm/uIQohhBBnD6MRbrihZlkIIcTxaVrNRVcDbgF905V0WrU/n1s+XkeJzUXbUB8+nDaA+BDvJjueEEII0ehkziFasGb9iczLy8PtdhMRUftqlYiICHbt2lXna0aPHs1LL73EiBEjSEpKYuHChXzzzTe43e6T3ufMmTN58sknG+EdtU5ZxTaue281e3PKCPYx86/xXcDjgRWvqg0G3Q4GU/MOUgghhDibWCzw4YfNPQohhDizpCyB3J1g8oFe1zbZYX7cfIj7vtyMw+2hb0IQ707pR5CPucmOJ4QQQjQJmXOIFqzZy0+dqFdeeYX27dvTqVMnzGYzd955J9OmTUN/Cg2oH3roIYqLi6tvaWlpjTjis9vB/HKueHMFe3PKiPS38uWtg0kK84XdP0P+HrAEQN8bmnuYQgghhBBCiNZu9Vvqvtdk8Aps9N1rmsbbS/Zx1+cbcbg9XNQtks9uHigBDSGEEEKIRtasmRqhoaEYDAays7Nrrc/OziYyMrLO14SFhfHdd99hs9nIz88nOjqaBx98kLZt2570Pi0WCxaLpRHeUeuSnFXKde+tJrfUTmKIN5/cNJC44KqU6uWvqPv+N4LFr/kGKYQQQpyNNA0qKtSyt7f0rRJCiOMpPADJ89XygFsbffcej8Yz83fy3rIUAKYNTeTRi7tg0MvvZyGEEGcomXOIFqxZMzXMZjN9+/Zl4cKF1es8Hg8LFy5k8ODBx3yt1WolJiYGl8vF119/zYQJE055n6LhNqUVcdVbK8kttdMp0o8vbxtcE9BIXQVpq8FghoG3Ne9AhRBCiLNRRQX4+qrb4YmGEEKI+q15B9Ag6XwI69Cou3a5Pdz/9ZbqgMajF3fm8fFdJaAhhBDizCZzDtGCNXuXlxkzZnDDDTfQr18/BgwYwKxZsygvL2fatGkATJkyhZiYGGbOnAnA6tWrycjIoFevXmRkZPDEE0/g8Xi4//77G7xPcWpW7Mtj+kfrKHe46R0fyAdT+xPofURK9fL/U/c9JoFf3dkxQgghhBBCCNFoDq6E3/4FaBDdB2L6QHRvCGkPzgrY8InarpEvurK73Nz9+SYWbM/CoNfx/OU9uLxvbKMeQwghhBBC1NbsQY1JkyaRm5vLv/71L7KysujVqxcLFiyobvSdmppaq1+GzWbj0UcfZf/+/fj6+jJ27Fg++eQTAgMDG7xPcfLSCyuY9sFa7C4PQ9uF8Pb1/fCxHPFjlLsbkuep5SF/b55BCiGEEEIIIVoHTYNVr8Ovj4HmVuvS19Y8b/aDgBiwF0NwW2g3qtEOXW53cdun61m6Jw+zQc+r1/RmdFe5qEsIIYQQoqnpNE3TmnsQLU1JSQkBAQEUFxfj7+/f3MNpUV74ZRevLdpHn/hAZk8fhNVkqL3BD3fBho+h41iY/HnzDFIIIYQ425WXqzRwgLIy8PFp3vGIVkG+Izcu+Twbga0EfrgTdnyvHne7HDqMgUMbIWMDZG4GV2XN9mOeg0GNk6lRVOFg2odr2ZhahLfZwDtT+jG0XWij7FsIIYRoEWTOIZpBQ78jN3umhjhzON0evlyXDsD04W2PDmiUZsHmL9Ty0LtP8+iEEEIIIYQQrUb2DvjyesjfC3oTjP4PDJiumpj2uEpt43ZBXrIKcDgroN9NjXLonBIb17+3huTsUgK9TXw4bQC94gIbZd9CCCGEEOL4JKghGmzhzmxyS+2E+loY1aWOUl4rXgW3A+IGQvyg0z9AIYQQQgghxNlvy5fw490qUOEfA1d+BHH9j97OYISIrup2glbsy+O1RXsps7mwOT3YXG4qHW5sTjcVDjcuj0a4n4VPbhpIx0i/RnhTQgghhBCioSSoIRps9po0AK7qF4vJoK/9ZMZ6VcsWYPg/TvPIhBBCCCGEEK3Ckhfgj3+r5bbnwuXvgk/jln0qsTm554tN5JTa692mbZgPH04dQHyId6MeWwghhBBCHJ8ENUSDpBVUsHRPLgBX94+v/aTLDt/dAZoHul0BHS5shhEKIYQQrYjBAFdcUbMshBCtgdMGS19Wy8Pvg3MfAX3j/w588ZdkckrttAn14dGLO2M1Gapu+urlSH8rBr2u0Y8thBBCtBgy5xAtmAQ1RIN8sTYVTYPh7UOPvhrpz+chdyf4hMFFzzfPAIUQQojWxGqFuXObexRCCHF6HVgGznLwi4JzHwW9/vivOUGb04r4eNVBAJ6Z2I0h0vxbCCFEayVzDtGCNf63QHHWObJB+DUD/pKlcWgjLKu6WuriF8En5DSPTgghhBBCCNEqJM9T9x0vapKAhsvt4eFvt6JpcGnvGAloCCGEEEK0UBLUEMdVb4Nwl6Oq7JQbul4KXSY03yCFEEIIIYQQZy9Ng+Sf1XLHsU1yiI9XHmT7oRL8rUYeHtu5SY4hhBBCCCFOnQQ1xHHV2yB86X8hZzt4h8DY/zbT6IQQQohWqLwcdDp1Ky9v7tEIIUTTy9wEpZlg8oHE4Y2/++JKXvw1GYAHL+pMmJ+l0Y8hhBBCnFFkziFaMAlqiGOqt0F45mZY+qJaHvtf8JHUbCGEEEIIIUQT2TVf3bc7H0zWRt/9kz/soNzhpk98IFf3j2v0/QshhBBCiMYjQQ1xTHU2CD9cdsrjgs6XqNJTQgghhBBCCNFUmrD01MKd2SzYnoVBr+OZS7uj1+sa/RhCCCGEEKLxSFBD1KveBuHLXobsreAVrJqD6+RLvxBCCCGEEKKJFKWq+YdOD+0vbNRdVzhc/Ov77QDcPKwNnaP8G3X/QgghhBCi8UlQQ9Rr4c6coxuEF6XBkufV8tgXwDe8+QYohBBCCCGEOPsdztKIHww+IY2661d+30NGUSUxgV7cPap9o+5bCCGEEEI0DQlqiHrNXpMKwJVHNgjf/q0qOxU/GLpd3oyjE0IIIYQQQrQKyVX9NDpe1Ki7/XxNKu8uSwHgyUu64m02Nur+hRBCCCFE05BvbaJORzYIn3xkg/CdP6j7bpdL2SkhhBBCCCFE07IVw4FlarmR+mk43R6e/mkHH688CMBV/WJrMtOFEEIIIUSLJ5kaok5z1qYd3SC85BCkr1XLncY13+CEEEKI1s5ggLFj1c1gaO7RCNHsXnvtNRITE7FarQwcOJA1a9Ycc/tZs2bRsWNHvLy8iIuL495778Vms1U/P3PmTPr374+fnx/h4eFMnDiR5OTkWvsYOXIkOp2u1u22225rkvfXqu35TWWKh3aEkKRT3l1+mZ3r3l1dHdD4x4UdeO7yHqe8XyGEEOKsI3MO0YJJpoY4isPl4Yu1aQBMPrJB+M6f1H3cQPCPaoaRCSGEEAIAqxXmzWvuUQjRIsyZM4cZM2bw5ptvMnDgQGbNmsXo0aNJTk4mPPzo/m+zZ8/mwQcf5P3332fIkCHs3r2bqVOnotPpeOmllwD4888/ueOOO+jfvz8ul4uHH36YCy+8kB07duDj41O9r+nTp/PUU09VP/b29m76N9zaHO6n0Qilp3YcKmH6x+vIKKrE12Lk5Um9uEAyNIQQQoi6yZxDtGAS1BBH+XVHFnlldsL9LLW/5B8uPdX5kuYZmBBCCCGEEH/x0ksvMX36dKZNmwbAm2++ybx583j//fd58MEHj9p+xYoVDB06lGuuuQaAxMREJk+ezOrVq6u3WbBgQa3XfPjhh4SHh7N+/XpGjBhRvd7b25vIyMimeFsCwO1UmRpwyqWn5m3J5B9zN1PpdJMQ4s27U/rRPsKvEQYphBBCCCFONyk/JY7ySVUq9tUD4msahJfnwcHlarnz+GYamRBCCCGEEDUcDgfr169n1KhR1ev0ej2jRo1i5cqVdb5myJAhrF+/vrpE1f79+5k/fz5jx9Z/0ry4uBiA4ODgWus/++wzQkND6datGw899BAVFRX17sNut1NSUlLrJo7j4HKwF4N3KMT2O+ndvLt0P3fM3kCl083w9qF8f8dQCWgIIYQQQpzBJFND1LInu5TVKQUY9DomD4ireWLXT6B5IKoXBCU02/iEEEIIAZSXw+GyOjk5cEQ5HCFak7y8PNxuNxERtUsIRUREsGvXrjpfc80115CXl8ewYcPQNA2Xy8Vtt93Gww8/XOf2Ho+He+65h6FDh9KtW7da+0lISCA6OpotW7bwwAMPkJyczDfffFPnfmbOnMmTTz55ku+0laouPTUG9CdXy3vFvjyemb8TgJuHteHBizphNMi1fUIIIcRxyZxDtGAS1BC1fLpKZWmM6hxOVIBXzRM7qkpPdZHSU0IIIUSLcIwrwoUQ9Vu8eDH/+c9/eP311xk4cCB79+7l7rvv5umnn+axxx47avs77riDbdu2sWzZslrrb7nllurl7t27ExUVxfnnn8++fftISjq6ofVDDz3EjBkzqh+XlJQQFxd31HaiiqZB8ny1fJKlp3JL7dz9xSY0Da7sG8uj47o04gCFEEKIVkDmHKKFkqCGqFZud/H1hgwArh+UWPNEZSGk/KmWO084/QMTQgghhBCiDqGhoRgMBrKzs2utz87OrrfXxWOPPcb111/PzTffDKiARHl5ObfccguPPPIIen3NVfx33nknP/30E0uWLCE2NvaYYxk4cCAAe/furTOoYbFYsFgsJ/T+WrXs7VCUCkYrtB15wi/3eDRmfB1j0XkAAG2WSURBVLmJ3FI77cN9eXJC18YfoxBCCCGEaBaSdyuqfb/pEGV2F21CfRiSFFLzRPIC8LggrDOEtmu+AQohhBBCCHEEs9lM3759WbhwYfU6j8fDwoULGTx4cJ2vqaioqBW4ADAYVGkjTdOq7++8806+/fZb/vjjD9q0aXPcsWzatAmAqKiok3kr4q8Ol55qey6YT7zcxeuL97J0Tx5Wk57Xru2Dt1mu5xNCCCGEOFvINzsBqInbJ1Wlp64dGI9er6t5cqeUnhJCCCGEEC3TjBkzuOH/27v3+Cbr+///zyRt0wOlpfQALYWCBzwhIJUKOHWTieLqnM4hoGBVmBtMpZsbOA5TP1LdoeMzRdn8gbrvRwZjY9OJsrEqKoKAxRMKKCKUUwsFem7TNrl+f6RJCS1QsOl1pX3cb7fccuW6rqSv0Guur7zyer8mT1ZmZqaGDx+uBQsWqLq6Wjk5OZKkSZMmKS0tTXl5eZKk7Oxs5efna+jQof7lp+bMmaPs7Gx/cWPatGlaunSpXn75ZcXGxqq4uFiSFBcXp6ioKH355ZdaunSpxo4dq549e+rjjz/WjBkzdNVVV+nSSy815x+is/EvPXXDGT91464jyl/zuSTp0e9eovMZCg4AANCpUNSAJGlLUZm2HayQM8yu7w87rrXeVSntbPrm24UUNQAAAGAt48aN0+HDhzV37lwVFxdryJAhWr16tX94eFFRUUBnxuzZs2Wz2TR79mzt379fSUlJys7O1uOPP+4/59lnn5UkXXPNNQE/6/nnn9ddd92liIgI/fe///UXUNLT03Xrrbdq9uzZwX/DXUHFQenAFkk26fzrz+ipR6pcun/ZB/IY0i1D03TbsFMvGwYAAIDQQ1EDkpoHhN80OFXx0RHNB774j+R2SQkDpBTWoQUAAID1TJ8+XdOnT2/12Nq1awMeh4WFad68eZo3b95JX8+3DNXJpKen66233jrjONFGO//rvU8bJsWmtPlp3jkaH6mkwqVzkmL02M2XyGaznf6JAAAACCkUNaCj1fVa9fFBSdIdV/QLPPhZ09JTF94kkRAAAGANdrt09dXN2wDQmezb7L3PGHVGT/vj27v01ueH5QzzztGIcZLuAgBw1sg5YGH8lQf99f29qnd7dGmfOA1Oj28+0FArfbHGu808DQAArCMqSjrh2+cA0Gns3+K9T8ts81M+2lum3/5nhyTpkZsu1gW9ugcjMgAAug5yDlgYZbYuzuMx9NJG79JTLbo0vnxDaqiW4tKl1MtMiA4AAABAl1JfLR361Lvdp21FjfpGj37+t4/l9hj6zqW9Ne7y9CAGCAAAALNR1Oji3vrisPYerVX3yDBlX5oaeNC/9FQ2S08BAAAACL4DH0qGR4rtLXVPPe3pkvTs2i+1o6RSCTERevS7zNEAAADo7ChqdHH/t8HbpXFbZrqiIhzNBxrrpR2ve7cvZOkpAAAspbpaSkry3qqrzY4GANrP/ve992nD2nT6FyWVevrNLyRJv7rpYiXERAQrMgAAuhZyDlgYMzW6sP1ltXpjxyFJ0sSsvoEHv3pbcpVL3VKk9CwTogMAAKdUWmp2BADQ/vYXeu/bsPSU22Po53//WA1uQ9dekKzsS3sHOTgAALoYcg5YFJ0aXVjBthIZhjS8f4IGJHULPLitaempC74j2blMAAAAAHSAfU1FjTYMCX9x/W59UFSmbs4w/c/3WHYKAACgq+DT6i7s3Z3eauvV5ye1PLjrTe/9wLEdGBEAAACALquyWKrYJ8kmpQ455al7j9boN//eIUmaNfYC9Y6LCn58AAAAsASKGl2U22PovV1HJUkjz+kZeLB8n1RWJNkcUl+WngIAAADQAXxLTyVfKDljT3qaYRh6+B+fqLbBraz+CRp/ed+TngsAAIDOh6JGF/XZgQqV1zYo1hmmQWlxgQf3bPDe9770lMkEAAAAALSbfW0bEv73Lfv1zhelcobZ9cStl8puZ9kpAACAroSiRhf17pfepaeyBiQozHHCZbDnXe99v1EdHBUAAACALmv/6Ysahyrr9Nirn0mSZnz7fPVPjOmIyAAAAGAhYWYHAHOs//KIJGnkOYktDxY1dWr0HdGBEQEAgDaz26XMzOZtAAh1Ho+0/wPvdp/Wh4QbhqFf/mOrymsbdElad917Zf8ODBAAgC6GnAMWRlGjC6pv9GjzV955GqPOPaGoUX1EOrzdu01RAwAAa4qKkjZvNjsKAGg/pZ9L9ZVSeLSUdGGrpzyz9kut+axE4Q6bnrz10pYd5wAAoP2Qc8DC+CuwC/qg6JhqG9xK7Bah81O6BR70dWkkXSDF9Gz5ZAAAAABob76lp3oPkRwtv3v35vZD+u1/dkiSHrnpEl2cGtfiHAAAAHQNFDW6IN/SUyPOSZTNdsJQvT3rvff9RnZwVAAAAAC6LN+Q8D4t52l8VVqt+5d9IMOQxg/vqwlZfTs4OAAAAFgJRY0uaH3TkPBR57TSieEbEt6XogYAAJZVUyNlZHhvNTVmRwMAX9/+Qu99WuA8jSpXo6b++X1V1jXqsr7x+tVNF5kQHAAAXRA5ByyMmRpdTLWrUR8UlUlqZUi4q1Iq/ti73Y95GgAAWJZhSHv2NG8DQCirr5FKPvVuHzck3DAM/eyvH+mLQ1VKjnVq0R3D5AxzmBQkAABdDDkHLIxOjS5m8+6javQY6tMjSn17Rgce3LtRMjxSfD8pro85AQIAAADoWg5+JBluqVuK1D3Nv3vhmzu1+tNiRTjsWnTnMCV3jzQxSAAAAFgFRY0uxjdPY9SJXRqStKdpSDjzNAAAAAB0lOOXnmqa+ffG9hL9bs3nkqRHv3uxLuvbw6zoAAAAYDEUNbqYd3d652mMPLe1eRoMCQcAAADQwfYHDgnfe7RGDyz7UIYhTczqq9uHMxgcAAAAzShqdCHHquv12cEKSdKIE4eEN9Q1f0OKIeEAAAAAOso+X6eGt6jxzNqd/sHg87IvNjEwAAAAWBFFjS7kvV1HZBjS+SndlBx7wnq0B7ZIbpcUkyz1PMecAAEAAAB0LVWHpPIiSTYp9TIdrnTp71v2S5IeHnuhIsJIWQEAABAozOwA0HHe/bJp6alW52m8673vN8K/ji0AALAom0266KLmbQAIVb5u8aSBUmR3/b+3d6i+0aOhfeM1rB9zNAAAMA05ByyMokYX4hsSPvLEpaek44aEj+rAiAAAwFmJjpY+/dTsKADg69vXNE8jbZhq693683t7JElTvzFANj5AAQDAPOQcsDB6ebuI4vI67TpcLbtNyhpwQlHD3Sjt3ejd7jui44MDAAAA0DXtby5q/K1wr8pqGtQ3IVrXXdzL3LgAAABgWRQ1uoh3d3qXnhqUFqe4qPDAgyWfSPVVkjNOSmEQHwAAAIAO4PFI+z+QJLlTh+n/W/eVJOneb/SXw06XBgAAAFpHUaOL8C89dW5r8zTWe+/7XiHZHR0YFQAAOCs1NdLFF3tvNTVmRwMAZ+fITslVLoVF6b9HErTnSI3io8P1/WF9zI4MAACQc8DCTC9qLFy4UBkZGYqMjFRWVpY2bdp0yvMXLFiggQMHKioqSunp6ZoxY4bq6ur8x91ut+bMmaP+/fsrKipK55xzjh577DEZhhHst2JZhmFovX9IeGvzNJqKGv1YegoAgJBgGNJnn3lvXfhvHAAhzrf0VO/B+uO6vZKkO6/op+gIRj8CAGA6cg5YmKl/LS5fvly5ublatGiRsrKytGDBAo0ZM0Y7duxQcnJyi/OXLl2qmTNnasmSJRo5cqQ+//xz3XXXXbLZbMrPz5ckPfnkk3r22Wf14osv6uKLL9b777+vnJwcxcXF6f777+/ot2gJX5VW62B5nSIcdmX2Swg8aBjHFTUYEg4AAACgg+wvlCSVdL9YWwrLFOGwa9KIDHNjAgAAgOWZ2qmRn5+vKVOmKCcnRxdddJEWLVqk6OhoLVmypNXz169fr1GjRmnChAnKyMjQddddp/Hjxwd0d6xfv17f/e53deONNyojI0Pf//73dd111522A6Qz8y09dVm/eEVFnLC81OEdUu1RKSxK6j2k44MDAAAA0DXt83ZqvFyaKkm65bI0JcU6zYwIAAAAIcC0okZ9fb0KCws1evTo5mDsdo0ePVobNmxo9TkjR45UYWGhv0Cxa9cuvfbaaxo7dmzAOQUFBfr8888lSR999JHWrVunG2644aSxuFwuVVRUBNw6k+alp1qZp1HU1KXRJ1MKi+jAqAAAAAB0WRUHpIMfSZJeKPJ26d/7jf5mRgQAAIAQYdryU6WlpXK73UpJSQnYn5KSou3bt7f6nAkTJqi0tFRXXnmlDMNQY2Oj7rvvPj388MP+c2bOnKmKigpdcMEFcjgccrvdevzxxzVx4sSTxpKXl6dHHnmkfd6YxRiGoU1fHZV0unkaIzswKgAAAABd2sfLJRnaHTNYB+p66toLknVucqzZUQEAACAEmD4o/EysXbtW8+fP1zPPPKMtW7Zo5cqVWrVqlR577DH/OX/961/10ksvaenSpdqyZYtefPFF/fa3v9WLL7540tedNWuWysvL/be9e/d2xNvpEEVHa1RaVa8Ih12D+sQFHgyYp0FRAwAAAEAHMAzpo2WSpOcqsiRJU64aYGZEAAAACCGmdWokJibK4XCopKQkYH9JSYl69erV6nPmzJmjO++8U/fee68kadCgQaqurtbUqVP1y1/+Una7XQ899JBmzpyp22+/3X/Onj17lJeXp8mTJ7f6uk6nU05n51y7tXDPMUnSJWnd5Qw7YZ5GWZFUsV+yh0l9LjchOgAAcFZsNqlfv+ZtAAglBz6QDm9Xo92pV+qG69I+ccrqn2B2VAAA4HjkHLAw0zo1IiIiNGzYMBUUFPj3eTweFRQUaMSIEa0+p6amRnZ7YMgOh/eDesMwTnmOx+Npz/BDhq+oMaxfj5YH97zrve89RIqI6bigAADA1xMdLe3e7b1FR5sdDQCcmaYujQIjU5WK1pRvDJCND0sAALAWcg5YmGmdGpKUm5uryZMnKzMzU8OHD9eCBQtUXV2tnJwcSdKkSZOUlpamvLw8SVJ2drby8/M1dOhQZWVlaefOnZozZ46ys7P9xY3s7Gw9/vjj6tu3ry6++GJ98MEHys/P1913323a+zTTKYsaX73tve//jQ6MCAAAAECX1VgvfbJCkrTUdaUSYiJ0/SWtd+oDAAAArTG1qDFu3DgdPnxYc+fOVXFxsYYMGaLVq1f7h4cXFRUFdF3Mnj1bNptNs2fP1v79+5WUlOQvYvg89dRTmjNnjn784x/r0KFDSk1N1Q9/+EPNnTu3w9+f2SrrGrSjpFKSdFnfE4oahiF99Y53u/9VHRwZAAAAgC5p5xqp9qgqwhK0ru4STRjUW+GOkBr1CAAAAJPZDN+6TfCrqKhQXFycysvL1b17d7PDOWvvfHFYdy7epPSEKL3z828FHjzypfTUZZI9XJpZJEXQRgYAQMiorZWuavpSwttvS1FR5saDLqGz/I1sFV3233PZRGn7q3reyNYjrvFacd8IXZ7BPA0AACyHnAMmaOvfyKZ2aiC4/EtPndilIUm7m7o0+lxOQQMAgFDj8Ujvv9+8DQChoOao9Pm/JUnL6kcpNS6y9VwFAACYj5wDFkafbyfGPA0AAAAAlrH175KnQUXOc7XD6KvsIamy2xkQDgAAgDNDUaOTcnsMfVhUJkm67MSiBvM0AAAAAHS0j/4iSfp/NSMlSTcNTjUzGgAAAIQoihqd1BeHKlXpalRMhEMDU2IDDx7eIVUfksIivctPAQAAAEAwHf5c2l8oj82hlQ0jdE5SjC7q3YVmiQAAAKDdUNTopLbsKZMkDekbrzDHCb9m3zyN9CwpzNmxgQEAAADoepq6ND5yZuqI4vTdIWmy2Vh6CgAAAGeOokYndcoh4czTAAAAANBRPG7p4+WSpMWVV0hi6SkAAACcvTCzA0BwbCnyFjVazNPweJo7Nfpf3cFRAQCAdpOYaHYEANA2u9+RKvbLFRarNXVDdWmfOGUkxpgdFQAAOB1yDlgURY1O6EiVS1+VVkuShp7YqXHoU6n2mBQeI6UONSE6AADwtcXESIcPmx0FALTNh96lp9aGf0MuRdClAQBAKCDngIWx/FQntKWoTJJ0XnI3xUWFBx70LT3Vb6TkOOEYAAAAALQnV5W07RVJ0h/Lhstmk75zKUUNAAAAnD2KGp2Qf57GiUtPSdJXvqWnrurAiAAAAAB0SZ/9U2qoUVlUX20xzlNW/wT1ios0OyoAAACEMIoandCWPSeZp+FulPa8691mSDgAAKGrtla65hrvrbbW7GiAM9bY2Kj//ve/+uMf/6jKykpJ0oEDB1RVVWVyZGhXhiFteEaStNK4RpJNNw1OMzUkAADQRuQcsDBmanQy9Y0efbSvTFIrnRrFH0muCikyTup1accHBwAA2ofHI731VvM2EEL27Nmj66+/XkVFRXK5XPr2t7+t2NhYPfnkk3K5XFq0aJHZIaK9fPmGdOhTecKitaDsSoU7bLrhkl5mRwUAANqCnAMWRqdGJ/PZwQq5Gj2Kjw7XgMSYwIP+eRpXSnZHxwcHAACALu+BBx5QZmamjh07pqioKP/+733veyooKDAxMrS79X+QJH2QdJMq1E1XnZekHjERJgcFAACAUEenRifjn6fRt4dsNlvgQeZpAAAAwGTvvPOO1q9fr4iIwA+3MzIytH//fpOiQrs7+JG0a60Mm0NPHPuWJOmmIQwIBwAAwNdHp0Ync9J5Go31UtEG7zbzNAAAAGASj8cjt9vdYv++ffsUGxtrQkQIivVPSZLK+t+ozWXdFBXu0OgLU0wOCgAAAJ0BRY1OxDAMvb/nqKRW5mkc2CI11EjRiVLShSZEBwAAAEjXXXedFixY4H9ss9lUVVWlefPmaezYseYFhvZTViRtXSlJ+mf0rZKkay9MVoyThQIAAADw9fFXZSdyoLxOJRUuOew2De4TH3jQN08j40rJTi0LAAAA5vjtb3+r66+/XhdddJHq6uo0YcIEffHFF0pMTNRf/vIXs8NDe3hvkWS4pf5X6W8HekqqoEsDAAAA7YaiRifim6dxcWp3RUWcMAjcV9RgngYAAJ1DdLTZEQBnJT09XR999JGWL1+ujz76SFVVVbrnnns0ceLEgMHhCFG1ZdKWFyVJZUN/rE+XVkiSRp2baGJQAADgrJBzwKIoanQi/nkafU9YeqqhTtq7ybtNUQMAgNAXEyNVV5sdBXDGGhoadMEFF+jVV1/VxIkTNXHiRLNDQnt7f4lUXyUlX6y1jYMkfaSLendXUqzT7MgAAMCZIOeAhbEOUSeypchb1GgxT2PfJsntkmJ7Sz3PNSEyAAAAQAoPD1ddXZ3ZYSBYGl3SxkXe7ZE/0ds7SyVJV52fZGJQAAAA6GwoanQSNfWN+vSAt7W7RVHDP0/jG5LN1sGRAQAAAM2mTZumJ598Uo2NjWaHgvb28V+lqhIpNlXGJbfonS+aihrnsfQUAAAA2g9FjU7i433lcnsM9eoeqdT4E9Yi3r3Oe8/SUwAAdA51ddKNN3pvfOsdIWbz5s1auXKl+vbtqzFjxuiWW24JuJ2NhQsXKiMjQ5GRkcrKytKmTZtOef6CBQs0cOBARUVFKT09XTNmzGjRQXK616yrq9O0adPUs2dPdevWTbfeeqtKSkrOKv5OweOR1j/l3b7iPm0/7NLhSpeiwh0altHj1M8FAADWQ84BC2OmRiex7aC3S+PSPnGBBwxDKt7q3e6T2cFRAQCAoHC7pddea94GQkh8fLxuvfXWdnu95cuXKzc3V4sWLVJWVpYWLFigMWPGaMeOHUpOTm5x/tKlSzVz5kwtWbJEI0eO1Oeff6677rpLNptN+fn5bX7NGTNmaNWqVVqxYoXi4uI0ffp03XLLLXr33Xfb7b2FlJ1rpNIdUkSsNOwuvbPpsCTpigEJcoY5TA4OAACcMXIOWBhFjU5i/7FaSVLfhOjAAxUHpPpKyR4mJZxjQmQAAABAs+eff75dXy8/P19TpkxRTk6OJGnRokVatWqVlixZopkzZ7Y4f/369Ro1apQmTJggScrIyND48eO1cePGNr9meXm5Fi9erKVLl+pb3/qW/31deOGFeu+993TFFVe0+Lkul0sul8v/uKKiov3+Eazg3T947zPvkiLj9Pbn2yVJ3ziPeRoAAABoXyw/1Unsaypq9OlxwtJTh73JhBLOkcIiOjgqAAAAoHWHDx/WunXrtG7dOh0+fPisXqO+vl6FhYUaPXq0f5/dbtfo0aO1YcOGVp8zcuRIFRYW+peT2rVrl1577TWNHTu2za9ZWFiohoaGgHMuuOAC9e3b96Q/Ny8vT3Fxcf5benr6Wb1nS6o+Iu1pWvI260eqrXdr0+6jkqSrzmeeBgAAANoXRY1OYl9ZjSSpT48TOjUO7/DeJw3s4IgAAACAlqqrq3X33Xerd+/euuqqq3TVVVcpNTVV99xzj2pqas7otUpLS+V2u5WSkhKwPyUlRcXFxa0+Z8KECXr00Ud15ZVXKjw8XOecc46uueYaPfzww21+zeLiYkVERCg+Pr7NP3fWrFkqLy/33/bu3XtG79XSDn7ove95rhSXpk27j6q+0aPUuEidk9TN1NAAAADQ+bS5qHHgwAH97Gc/a7VNury8XA899FDXHoxnMt/yU2kn69RIuqCDIwIAAABays3N1VtvvaV//etfKisrU1lZmV5++WW99dZb+ulPfxr0n7927VrNnz9fzzzzjLZs2aKVK1dq1apVeuyxx4L6c51Op7p37x5w6zQOfuS97z1YkvTO597Om2+clySbzWZWVAAAAOik2lzUyM/PV0VFRat/fMfFxamystI/WA8dq8rVqGM1DZJaK2rQqQEAAADr+Pvf/67Fixfrhhtu8H+4P3bsWD333HP629/+dkavlZiYKIfD0eLLVSUlJerVq1erz5kzZ47uvPNO3XvvvRo0aJC+973vaf78+crLy5PH42nTa/bq1Uv19fUqKytr88/t1HydGk1Fjbe/aCpqsPQUAAAAgqDNRY3Vq1dr0qRJJz0+adIkvfrqq+0SFM6Mr0sjLipc3SPDmw8YBp0aAAAAsJSampoWSztJUnJy8hkvPxUREaFhw4apoKDAv8/j8aigoEAjRow46c+32wPTIIfDIUkyDKNNrzls2DCFh4cHnLNjxw4VFRWd9Od2asd1ahSX1+nzkirZbNKV51LUAAAAQPsLa+uJX331lfr27XvS43369NHu3bvbIyacoX3HvMlfWvwJXRpVh6S6Mslm965vCwAAOoeYGO+XF4AQNGLECM2bN09//vOfFRkZKUmqra3VI488clYFgdzcXE2ePFmZmZkaPny4FixYoOrqauXk5EjyfvkqLS1NeXl5kqTs7Gzl5+dr6NChysrK0s6dOzVnzhxlZ2f7ixune824uDjdc889ys3NVUJCgrp3766f/OQnGjFihK644or2+GcKHbXHpGO7vdu9B+udT71dGpf2iVd8dIR5cQEAgK+HnAMW1uaiRlRUlHbv3n3Swsbu3bsVFRXV6jEE1/4yb6dGn5PN0+jRXwqP7OCoAAAAgJb+93//V2PGjFGfPn00eLB3uaKPPvpIkZGR+ve//33Grzdu3DgdPnxYc+fOVXFxsYYMGaLVq1f7u0GKiooCOjNmz54tm82m2bNna//+/UpKSlJ2drYef/zxNr+mJP3+97+X3W7XrbfeKpfLpTFjxuiZZ54523+W0FX8ifc+vp8U1UNvf7FbknTVeXRpAAAAIDhshtG2ktuNN96o1NRUPffcc60ev/fee3XgwAG99tpr7RqgGSoqKhQXF6fy8vKQGOA3/7Vt+tPbu3T3qP6am31R84GNf5Jef0gaeKM0fql5AQIAACDkteffyDU1NXrppZe0fbv3SzgXXnihJk6c2KW+JBVqOcdJvfsHac0c6cKb5Lntzxr2P2t0rKZBK+4bocszEsyODgAAACGkrX8jt7lT42c/+5m+/e1vKy4uTg899JD/W0olJSX69a9/rRdeeEH/+c9/vn7kOGO+5adO2qnBkHAAADqXujrpzju92//v/0mRdGQitERHR2vKlClmh4H2cNw8jU8PVOhYTYO6OcM0JD3e1LAAAMDXRM4BC2vzoPBvfvObWrhwoZ5++mmlpqaqR48eSkhIUGpqqhYuXKinnnpK3/rWt4IZK07CNyg8rUVRY4f3nqIGAACdi9st/e1v3pvbbXY0wBnJy8vTkiVLWuxfsmSJnnzySRMiwtfiL2oM0dtfeOdpjDinp8IdbU41AQCAFZFzwMLa3KkhST/84Q/1ne98R3/961+1c+dOGYah888/X9///vfVp0+fYMWI09h37CQzNUopagAAAMBa/vjHP2rp0pZLo1588cW6/fbb9Ytf/MKEqHBWXJXSkZ3e7d6D9fYb3u2rzk8yMSgAAAB0dmdU1JCktLQ0zZgxIxix4CzU1DfqSHW9JKlPj+jmA9VHpGrvN6WUeL4JkQEAAAAtFRcXq3fv3i32JyUl6eDBgyZEhLNWvFWSIXVPU1V4D20pOiaJIeEAAAAIrjYXNf7whz+0uj8uLk7nn3++RowY0W5Boe0OlHm7NGKdYYqLCm8+4OvSiO8rRcSYEBkAAADQUnp6ut599131798/YP+7776r1NRUk6LCWTn4ofe+92Bt3HVEDW5DfROi1a8n+QcAAACCp81Fjd///vet7i8rK1N5eblGjhypV155RQkJCe0WHE5v70nnafiGhF/QwREBAAAAJzdlyhQ9+OCDamho8M/kKygo0M9//nP99Kc/NTk6nJHjhoS//bm3S/yq8+nSAAAAQHC1uajx1VdfnfTYrl27dMcdd2j27Nl65pln2iUwtE3zPI3owAMMCQcAAIAFPfTQQzpy5Ih+/OMfq77eu4xqZGSkfvGLX2jWrFkmR4czclxR4533SyVJ3ziPeRoAAAAIrjOeqdGaAQMG6IknntDdd9/dHi+HM7D/ZEPC6dQAAACABdlsNj355JOaM2eOtm3bpqioKJ133nlyOp1mh4YzUV/jzzkORA/UrtJtcthtGnFOT5MDAwAAQGdnb68X6tu3r4qLi9vr5dBG+47VSGqtqOHr1KCoAQBApxMdLVVVeW/R0ac/H7Cgbt266fLLL1dsbKy+/PJLeTwes0PCmSj5VDI8Ukyy3jrgkCQNTY9X98jw0zwRAACEBHIOWFi7FTU++eQT9evXr71eDm20r7VOjdoyqfKgdzvx/I4PCgAABJfNJsXEeG82m9nRAG2yZMkS5efnB+ybOnWqBgwYoEGDBumSSy7R3r17TYoOZ+y4IeHrdh6RxNJTAAB0KuQcsLA2FzUqKipave3du1f//Oc/9eCDD2rcuHHBjBWtaHWmRunn3vvuaVJkdxOiAgAAAAL96U9/Uo8ePfyPV69ereeff15//vOftXnzZsXHx+uRRx4xMUKckaZ5Gp5eg7Vup3eexpXnMSQcAAAAwdfmmRrx8fGynaQqZ7PZdO+992rmzJntFhhOr67BrdIqlyQpLf64Tg3fPA26NAAA6JxcLumHP/Ru//GPErMIEAK++OILZWZm+h+//PLL+u53v6uJEydKkubPn6+cnByzwsOZaipqFDnPVXltg2IjwzS4T5zJQQEAgHZDzgELa3NR480332x1f/fu3XXeeeepW7du2rp1qy655JJ2Cw6ntr/M26URE+FQfPRxa9cyTwMAgM6tsVF68UXv9sKFJBgICbW1terevbmLeP369brnnnv8jwcMGMCMvlDR6JIObZMkvVWZJqlSI8/pqTBHu61uDAAAzEbOAQtrc1Hj6quvbnV/ZWWlli5dqsWLF+v999+X2+1ut+BwascvPRXQRePr1EgaaEJUAAAAQEv9+vVTYWGh+vXrp9LSUn366acaNWqU/3hxcbHi4vimf0g49JnkaZCiemhVkTelZJ4GAAAAOkqbixonevvtt7V48WL9/e9/V2pqqm655RY9/fTT7RkbTmN/U1Ej7fgh4ZJ0uGmmBp0aAAAAsIjJkydr2rRp+vTTT/XGG2/oggsu0LBhw/zH169fT9d3qGhaeqox5VJ98EWZJOkbzNMAAABABzmjokZxcbFeeOEFLV68WBUVFfrBD34gl8ulf/7zn7rooouCFSNOYt+xGklSn+OLGq4qqbzIu02nBgAAACzi5z//uWpqarRy5Ur16tVLK1asCDj+7rvvavz48SZFhzPSVNTYF3m+GtyG+iZEq1/PGJODAgAAQFfR5qJGdna23n77bd14441asGCBrr/+ejkcDi1atCiY8eEUmpefOq6oUdrUpRGTLEUnmBAVAAAA0JLdbtejjz6qRx99tNXjJxY5YGFNRY3NdemS6NIAAABAx2pzUeP111/X/fffrx/96Ec677zzghkT2sg3KDwtPrp5p39IOF0aAAAAANqZu0Eq3ipJeuVwsiSKGgAAAOhY9raeuG7dOlVWVmrYsGHKysrS008/rdLS0mDGhtNodfkp/5Bw5mkAAAAAaGeHd0hulzwRsVp3pJvsNmnEORQ1AAAA0HHaXNS44oor9Nxzz+ngwYP64Q9/qGXLlik1NVUej0dr1qxRZWVlMOPECVyNbpVUuCSdWNSgUwMAgE4vOlo6dMh7i44+/fkA0F6alp4q7TZQhuwanB6vuKhwk4MCAADtjpwDFtbmooZPTEyM7r77bq1bt06ffPKJfvrTn+qJJ55QcnKybrrppjMOYOHChcrIyFBkZKSysrK0adOmU56/YMECDRw4UFFRUUpPT9eMGTNUV1cXcM7+/ft1xx13qGfPnoqKitKgQYP0/vvvn3FsVnagzPueI8PtSoiJaD5ApwYAAJ2fzSYlJXlvNpvZ0QDoSpqKGls9GZKkb5yXZGIwAAAgaMg5YGFnXNQ43sCBA/XrX/9a+/bt01/+8pczfv7y5cuVm5urefPmacuWLRo8eLDGjBmjQ4cOtXr+0qVLNXPmTM2bN0/btm3T4sWLtXz5cj388MP+c44dO6ZRo0YpPDxcr7/+uj777DP97ne/U48ePc76fVrRfv+Q8GjZfP9haaiVju32btOpAQAAAKC9NRU1/lueKol5GgAAAOh4X6uo4eNwOHTzzTfrlVdeOaPn5efna8qUKcrJydFFF12kRYsWKTo6WkuWLGn1/PXr12vUqFGaMGGCMjIydN1112n8+PEB3R1PPvmk0tPT9fzzz2v48OHq37+/rrvuOp1zzjknjcPlcqmioiLgZnWtztMo/UKSIUX1kGL4xhQAAJ2WyyVNm+a9uVxmRwO0i7179+ruu+82OwycisctFX8sSdpYl65uzjANSY83NyYAABAc5BywsHYpapyN+vp6FRYWavTo0c3B2O0aPXq0NmzY0OpzRo4cqcLCQn8RY9euXXrttdc0duxY/zmvvPKKMjMzddtttyk5OVlDhw7Vc889d8pY8vLyFBcX57+lp6e3wzsMrn3+To3W5mlcQFsYAACdWWOj9Mwz3ltjo9nRAO3i6NGjevHFF80OA6dyZKfUUKMGe6S+MnprxDk9Fe4wLaUEAADBRM4BCwsz6weXlpbK7XYrJSUlYH9KSoq2b9/e6nMmTJig0tJSXXnllTIMQ42NjbrvvvsClp/atWuXnn32WeXm5urhhx/W5s2bdf/99ysiIkKTJ09u9XVnzZql3Nxc/+OKigrLFzb2l3mLGmnxxw3q8c/TYOkpAAAAWMvpurp37drVQZHgrDUtPbXLMUAe2Vl6CgAAAKYwrahxNtauXav58+frmWeeUVZWlnbu3KkHHnhAjz32mObMmSNJ8ng8yszM1Pz58yVJQ4cO1datW7Vo0aKTFjWcTqecTmeHvY/20OryUwwJBwAAgEXdfPPNstlsMgzjpOfY6Da2tqalpzbV9ZHEkHAAAACYw7Re4cTERDkcDpWUlATsLykpUa9evVp9zpw5c3TnnXfq3nvv1aBBg/S9731P8+fPV15enjwejySpd+/euuiiiwKed+GFF6qoqCg4b8QkrS4/Vfq5955ODQAAAFhM7969tXLlSnk8nlZvW7ZsMTtEnE7FAUnSbk+y0uKjlNEz+jRPAAAAANqfaUWNiIgIDRs2TAUFBf59Ho9HBQUFGjFiRKvPqampkd0eGLLD4ZAk/ze+Ro0apR07dgSc8/nnn6tfv37tGb6p6hs9KqmokySl+YoajfXSkS+923RqAAAAwGKGDRumwsLCkx4/XRcHLKDqkCTpsBGvq85PpLMGAAAApjB1+anc3FxNnjxZmZmZGj58uBYsWKDq6mrl5ORIkiZNmqS0tDTl5eVJkrKzs5Wfn6+hQ4f6l5+aM2eOsrOz/cWNGTNmaOTIkZo/f75+8IMfaNOmTfrTn/6kP/3pT6a9z/ZWXF4njyE5w+xK6ta0bNbRLyXDLTm7S7G9zQ0QAAAAOMFDDz2k6urqkx4/99xz9eabb3ZgRDhjvqKG4jTmXJaeAgAAgDlMLWqMGzdOhw8f1ty5c1VcXKwhQ4Zo9erV/uHhRUVFAZ0Zs2fPls1m0+zZs7V//34lJSUpOztbjz/+uP+cyy+/XP/4xz80a9YsPfroo+rfv78WLFigiRMndvj7CxbfPI20HlHN3446fkg435gCAACAxXzjG9845fGYmBhdffXVHRQNzoanskR2SaWK06hze5odDgAAALoo0weFT58+XdOnT2/12Nq1awMeh4WFad68eZo3b94pX/M73/mOvvOd77RXiJazr8w7TyMt/rh5Gke/8t4nDDAhIgAA0KGioqSvvmreBkLArl271L9/f5YsClWNLtldZZKk5F59FR8dYW48AAAguMg5YGGmzdTA2WseEn7cYL7yvd77+M4zOwQAAJyE3S5lZHhvdv6cQ2g477zzdPjwYf/jcePGqaSkxMSIcEaalp6qNxwadG6GubEAAIDgI+eAhXFFhiDf8lN9ehxXJS0r8t7Hp5sQEQAAAHBqJw4Bf+211045YwMW45+nEa/ze8WaHAwAAAC6MooaIai5U6O1okZfEyICAAAdqr5eeugh762+3uxoAHQF1U1FDSNO/XrGmBwMAAAIOnIOWBhFjRC0/8SihmFIZb7lpyhqAADQ6TU0SL/9rffW0GB2NECb2Gy2FvM0mK8ROhrKD0qSSo04ZfSMPs3ZAAAg5JFzwMJMHxSOM9Po9qi4ok7ScTM1qkulxlpJNql7H/OCAwAAAE7CMAzdddddcjqdkqS6ujrdd999iokJ/Nb/ypUrzQgPp1FRul89JZXZeyghhiHhAAAAMA9FjRBzsLxObo+hCIddSd28CaF/6anY3lIYCQYAAACsZ/LkyQGP77jjDpMiwdmoOXJAPSU1RifRYQMAAABTUdQIMfvLvEtPpcZHym5vSibK9njvWXoKAAAAFvX888+bHQK+hsaKYkmSLTbF5EgAAADQ1TFTI8Q0Dwk/bh3bcuZpAAAAAAgee81hSVJkfG+TIwEAAEBXR1EjxOw7ViPpuCHhUvPyU/HpJkQEAAAAoLOLdB2RJHVLTDM5EgAAAHR1FDVCzP6mTo20+NaKGnRqAAAAAGh/sY1HJUmJKXyRCgAAAOZipkaI8S8/lXB8UYPlpwAA6FKioqStW5u3ASCI6msqFK06SVJqWj+TowEAAB2CnAMWRlEjxOwr8y0/1TRTwzCaOzXiKGoAANAl2O3SxRebHQWALqLkQJHSJVUbTiX2TDA7HAAA0BHIOWBhLD8VYo5W1UuSErs5vTtqjkoN1d7tuD4mRQUAAACgszpc7P0SVbkjQTabzeRoAAAA0NXRqRFiXI0eSVJUuMO7o2yP975bLyk80qSoAABAh6qvl+bP924//LAUEWFuPAA6tbJD+yVJNRE9TY4EAAB0GHIOWBhFjRDS6Pao0WNIkpxhTU025czTAACgy2lokB55xLv90EMkGACCqvbYQUlSY1SSyZEAAIAOQ84BC2P5qRDi69KQpEh/p0bTPI34dBMiAgAAANDZuSuKJUmO2GSTIwEAAAAoaoSUuga3f9vfqeEvatCpAQAAAKD92asPSZKcPVJNjgQAAACgqBFSfJ0aEQ677PamAX1lLD8FAAAAIDga3R5F1x+RJHVPSjM5GgAAAICiRkjxdWr4uzSk5k6NOIoaAAAAANrXgbI69VSZJKl7T4oaAAAAMB9FjRBS1+Dt1HD65mkYBstPAQAAAAia3UeqlWgrlyTZu6eYHA0AAABAUSOkuBq9nRqR4U2/ttpjUn2ld5tB4QAAAADa2Z7SKiU1dWqoG0UNAAAAmC/M7ADQdv5ODd/yU+VN8zRikqXwKJOiAgAAHS4yUtq0qXkbAIKk+FCxImzeL1cpJsncYAAAQMch54CFUdQIIc2dGk3LT/mXnqJLAwCALsXhkC6/3OwoAHQBFYf3S5Jc4d3lDHOaHA0AAOgw5BywMJafCiEtOjWYpwEAAAAgiGqPHZAkuaOSTY4EAAAA8KJTI4ScvFODogYAAF1Kfb30v//r3X7gASkiwtx4AHRKbo8hd8UhKYwh4QAAdDnkHLAwihohxNXUqdFc1GiaqRHH8lMAAHQpDQ3Sz3/u3f7xj0kwAARFcUWdEoxjkqSI+N4mRwMAADoUOQcsjOWnQkhdU6dGy+Wn+pkUEQAAAIDOak9ptZJs5ZIkezc6NQAAAGANFDVCSMtODZafAgAAABYuXKiMjAxFRkYqKytLmzZtOum511xzjWw2W4vbjTfe6D+nteM2m02/+c1v/OdkZGS0OP7EE08E9X12tN1HapRkK/M+6JZkaiwAAACAD8tPhZC6huM6NWrLJJf3W1OKZ/kpAAAAdE3Lly9Xbm6uFi1apKysLC1YsEBjxozRjh07lJzccrj1ypUrVV9f73985MgRDR48WLfddpt/38GDBwOe8/rrr+uee+7RrbfeGrD/0Ucf1ZQpU/yPY2Nj2+ttWcKeI9UapTLvAzo1AAAAYBEUNUKIq/G4To3ypnka0T2liBgTowIAAADMk5+frylTpignJ0eStGjRIq1atUpLlizRzJkzW5yfkJAQ8HjZsmWKjo4OKGr06tUr4JyXX35Z3/zmNzVgwICA/bGxsS3O7Ux2H6nWzU3LT6lbywIRAAAAYAaWnwohAZ0aLD0FAACALq6+vl6FhYUaPXq0f5/dbtfo0aO1YcOGNr3G4sWLdfvttysmpvUvCpWUlGjVqlW65557Whx74okn1LNnTw0dOlS/+c1v1NjYeNKf43K5VFFREXCzuj1HapToL2rQqQEAAABroFMjhPgHhYc7KGoAAACgyystLZXb7VZKSuAH7ikpKdq+fftpn79p0yZt3bpVixcvPuk5L774omJjY3XLLbcE7L///vt12WWXKSEhQevXr9esWbN08OBB5efnt/o6eXl5euSRR9rwrqzBMAwVHalUgr2p+EJRAwAAABZBUSOENA8Kt0tlTctPxTFPAwCALicyUnrzzeZtAGdl8eLFGjRokIYPH37Sc5YsWaKJEycq8oT/reXm5vq3L730UkVEROiHP/yh8vLy5HQ6W7zOrFmzAp5TUVGh9HTr/i1/qNKlmIYyOSINGTa7bNE9zQ4JAAB0JHIOWBhFjRBS1zRTwxnmkMr2eHfG9zMxIgAAYAqHQ7rmGrOjAEyXmJgoh8OhkpKSgP0lJSWnnXVRXV2tZcuW6dFHHz3pOe+884527Nih5cuXnzaWrKwsNTY2avfu3Ro4cGCL406ns9Vih1XtLq1Wkq1MkmSLTpTsDnMDAgAAHYucAxbGTI0Q4mqaqeHt1GD5KQAAAHRtERERGjZsmAoKCvz7PB6PCgoKNGLEiFM+d8WKFXK5XLrjjjtOes7ixYs1bNgwDR48+LSxfPjhh7Lb7UpO7hwDtfccqVES8zQAAABgQXRqhJCATo3ypuWnKGoAAND1NDRIf/qTd3vqVCk83Nx4ABPl5uZq8uTJyszM1PDhw7VgwQJVV1crJydHkjRp0iSlpaUpLy8v4HmLFy/WzTffrJ49W19WqaKiQitWrNDvfve7Fsc2bNigjRs36pvf/KZiY2O1YcMGzZgxQ3fccYd69OjR/m/SBLuPVCtRvqJG5yjUAACAM0DOAQujqBFCfJ0a3VQj1R7z7oy37jq8AAAgSOrrpenTvdt33UWCgS5t3LhxOnz4sObOnavi4mINGTJEq1ev9g8PLyoqkt0e2KC+Y8cOrVu3Tv/5z39O+rrLli2TYRgaP358i2NOp1PLli3Tr371K7lcLvXv318zZswImJkR6vYcqVF60/JTdGoAANAFkXPAwihqhBBfp0acq9i7I6qH5Iw1MSIAAADAfNOnT9d0X9J9grVr17bYN3DgQBmGccrXnDp1qqZOndrqscsuu0zvvffeGccZSnYfqdZlNjo1AAAAYD3M1Aghvk6N7q4D3h0sPQUAAACgnRmG0TRTo8y7g04NAAAAWAhFjRDiaurU6FZ30LsjjqWnAAAAALSvI9X1qnI1HjconE4NAAAAWAdFjRBS19SpEV2z37sjvp+J0QAAAADojPYcqZYk9XZQ1AAAAID1UNQIIb5OjchqX1GD5acAAAAAtK/dpTWSpET5ihosPwUAAADroKgRQnydGhFVFDUAAAAABMfuI9WKUIO6GVXeHXRqAAAAwELCzA4AbWMYhr+oEV65z7sznpkaAAB0SU6n9OqrzdsA0I52H6lp7tJwREiR8abGAwAATEDOAQujqBEiGj2GPIYUrTrZa494dzIoHACAriksTLrxRrOjANBJ7TlSrSRbmfdBtxTJZjM1HgAAYAJyDlgYy0+FCF+XRpqt1LsjMk6KijcvIAAAAACdjmEY+qq0Wkm2pk6NmCRzAwIAAABOQKdGiPANCU+zHfbuYJ4GAABdV0OD9NJL3u2JE6XwcHPjAdBplNU0qLKuUUmOMu8OhoQDANA1kXPAwihqhAhfp0aGw7f0FEUNAAC6rPp6KSfHu33bbSQYANpNWW2DJCktrNK7gyHhAAB0TeQcsDCWnwoRvk6Nfo6m5afo1AAAAADQzmrqGyVJKY4K7w46NQAAAGAxFDVChK9To4+NogYAAACA4PDlHcn+QeF0agAAAMBaKGqEiLqGE2dqpJsYDQAAAIDOqKbeW9RIVNOgcDo1AAAAYDEUNUKEq9GbXPQymooacRQ1AAAAALSv2qaiRk/jmHcHnRoAAACwGEsUNRYuXKiMjAxFRkYqKytLmzZtOuX5CxYs0MCBAxUVFaX09HTNmDFDdXV1rZ77xBNPyGaz6cEHHwxC5B3H1eCRTR7FGaxtCwAAACA4apuWn4o3yrw7KGoAAADAYkwvaixfvly5ubmaN2+etmzZosGDB2vMmDE6dOhQq+cvXbpUM2fO1Lx587Rt2zYtXrxYy5cv18MPP9zi3M2bN+uPf/yjLr300mC/jaBzNboVqxo55F2GStEJ5gYEAAAAoNOprXcrWnWKNJq+NBZDUQMAAADWYnpRIz8/X1OmTFFOTo4uuugiLVq0SNHR0VqyZEmr569fv16jRo3ShAkTlJGRoeuuu07jx49v0d1RVVWliRMn6rnnnlOPHj1OGYPL5VJFRUXAzWrqGjzqYavyPojoJoU5zQ0IAACYx+mU/vpX783J3wQA2k9tg1tJviHhEd0kZzdT4wEAACYh54CFmVrUqK+vV2FhoUaPHu3fZ7fbNXr0aG3YsKHV54wcOVKFhYX+IsauXbv02muvaezYsQHnTZs2TTfeeGPAa59MXl6e4uLi/Lf0dOvNq3A1utVDTUWNKLo0AADo0sLCpNtu897CwsyOBkAnUlPvVpLKvA9YegoAgK6LnAMWZuoVWVpaKrfbrZSUwPkQKSkp2r59e6vPmTBhgkpLS3XllVfKMAw1NjbqvvvuC1h+atmyZdqyZYs2b97cpjhmzZql3Nxc/+OKigrLFTa8nRqV3gfRp+48AQAAAICzUdfgVpKt3PuAOX4AAACwINOXnzpTa9eu1fz58/XMM89oy5YtWrlypVatWqXHHntMkrR371498MADeumllxQZGdmm13Q6nerevXvAzWrqGtzqoaaiBp0aAAB0bY2N0ooV3ltjo9nRAOhEauqPW34qJsnUWAAAgInIOWBhpnZqJCYmyuFwqKSkJGB/SUmJevXq1epz5syZozvvvFP33nuvJGnQoEGqrq7W1KlT9ctf/lKFhYU6dOiQLrvsMv9z3G633n77bT399NNyuVxyOBzBe1NB4mo8bqYGQ8IBAOjaXC7pBz/wbldV0Q4OoN3UNrjVi04NAABAzgELM7VTIyIiQsOGDVNBQYF/n8fjUUFBgUaMGNHqc2pqamS3B4btK1IYhqFrr71Wn3zyiT788EP/LTMzUxMnTtSHH34YkgUNydupEW9jpgYAAACA4KmtdytJFDUAAABgXaaX2HJzczV58mRlZmZq+PDhWrBggaqrq5WTkyNJmjRpktLS0pSXlydJys7OVn5+voYOHaqsrCzt3LlTc+bMUXZ2thwOh2JjY3XJJZcE/IyYmBj17Nmzxf5Q4mr0KNW3/BSdGgAAAACCoPb45acYFA4AAAALMr2oMW7cOB0+fFhz585VcXGxhgwZotWrV/uHhxcVFQV0ZsyePVs2m02zZ8/W/v37lZSUpOzsbD3++ONmvYUOQacGAAAAgGCrZVA4AAAALM70ooYkTZ8+XdOnT2/12Nq1awMeh4WFad68eZo3b16bX//E1whFdQ0e9RAzNQAAAAAED50aAAAAsDpTZ2qg7VyN7uZB4XRqAAAAAAiC2vpGJfpnalDUAAAAgPVQ1AgRdQ0exdt8MzV6mBsMAAAAgE7JUV+mCJvb+yAmydxgAAAAgFZYYvkpnJ6r0X3c8lM9zQ0GAACYKyJCev755m0AaCfx9SWSpIbIngoPc5ocDQAAMA05ByyMokaIMOprFGWr9z5g+SkAALq28HDprrvMjgJAJ5TcsE+S1BjfX+EmxwIAAExEzgELY/mpEOGsL5MkeWxhkjPW3GAAAAAAdEq93QckSZ4eA0yOBAAAAGgdnRohIqLBO6yv0RmvCJvN5GgAAICpGhulf//buz1mjBTGn3QAvj6Px1Cap1iyS7YEihoAAHRp5BywMK7GEBHZWCZJckcyJBwAgC7P5ZK+8x3vdlUVCQaAdlHX6FaGvViS5Eg8x+RoAACAqcg5YGEsPxUiohsqJEkeihoAAAAAgqC23q0Mm3dQeHjSeSZHAwAAALSOokaIiPZ4l58yoihqAAAAAGh/tVUVSraVSZLsPfubGwwAAABwEhQ1QkQ3t7dTQ1E9zQ0EAAAAQKfkPvKlJOmYYqWoeHODAQAAAE6CokYIMAxD3TyVkiRbdILJ0QAAAADojIymosY+W6rJkQAAAAAnR1EjBDS4DcXbvEUNezeKGgAAAADan/3YV5Kkg47eJkcCAAAAnBxFjRBQ1+hWD1VJksJiWH4KAAAAQPsLK/MWNQ6Hp5kcCQAAAHByYWYHgNOra3Crh62pqNGNogYAAF1eRIT09NPN2wDQDpyVuyVJpRF9zA0EAACYj5wDFkZRIwS4GjyKl2+mRqLJ0QAAANOFh0vTppkdBYBOJrqqSJJ0LDLd5EgAAIDpyDlgYSw/FQJcjW4lNM3UEIPCAQAAALS3+mpF1R2SJFVEUdQAAACAddGpEQLqXPWKs9V4H0RR1AAAoMtzu6V33vFuf+MbksNhbjwAQt9R7zyNY0Y3GVHx5sYCAADMR84BC6OoEQLcNUebH0T1MC8QAABgDXV10je/6d2uqpJiYsyNB0DoO7pLkrTb6KWoCD60AACgyyPngIWx/FQIcFd5ixpVipEc1KEAAAAAtLOjX0qSdhspigqnqAEAAADroqgRAoyaI5KkSnusyZEAAAAA6JSaOjX2GCmKplMDAAAAFkZRIwQYNcckSdWO7iZHAgAAAKBTapqp8ZWnlyLp1AAAAICFUdQIAbZa7/JTFDUAAAAABMUR7/JTe4xedGoAAADA0ihqhAB7nbdTo9YRZ3IkAAAAADqd+hqp8oAkZmoAAADA+ihqhACHr6gRTlEDAAAAQDs7tluSVGXrpjLFKopODQAAAFhYmNkB4PTCXN6ihis83txAAACANYSHS7/+dfM2AHwdR71LTx10pEoSnRoAAICcA5ZGUSMEhNeXSZJcEfGmxgEAACwiIkJ66CGzowDQWRzdJUnaZ+slSXRqAAAAcg5YGstPhQBnU1GjIaKHuYEAAAAA6Hyaihp71FuSGBQOAAAAS6NTIwRENpRJkhoj402NAwAAWITbLW3Z4t2+7DLJwQeQAL6GI97lp77yJEuSIll+CgAAkHPAwihqhIDIxgpJksdJpwYAAJBUVycNH+7drqqSYmLMjQdAaDv6lSTpy8YUSVJ0BGkiAABdHjkHLIzlp6zOMBTdWC5J8kRR1AAAAADQjhpqpYp9kqQdDUmSGBQOAAAAa6OoYXX1VQpTo3c7KsHcWAAAAAB0Lsd2S5IMZ3cd9nSTxKBwAAAAWBtFDaurOSpJchnhCnPS5gUAAACgHTUNCXf36C/JJolODQAAAFgbRQ2rq/UWNY6pm5x8YwoAAABAe2oqajTG9ZckOew2hTtsZkYEAAAAnBJFDatr6tQ4ZnRTZBhFDQAAAADt6MiXkqTa2AxJUnS4QzYbRQ0AAABYF0UNq6s9JkkqM2LlDOfXBQAAAJxo4cKFysjIUGRkpLKysrRp06aTnnvNNdfIZrO1uN14443+c+66664Wx6+//vqA1zl69KgmTpyo7t27Kz4+Xvfcc4+qqqqC9h6DpqlTo6ZbX0lSJN3hAAAAsLgwswPAadQ0Lz8VT6cGAACQpPBwad685m2gC1u+fLlyc3O1aNEiZWVlacGCBRozZox27Nih5OTkFuevXLlS9fX1/sdHjhzR4MGDddtttwWcd/311+v555/3P3Y6nQHHJ06cqIMHD2rNmjVqaGhQTk6Opk6dqqVLl7bzOwyyo19Jkiqj+0qqVzRFDQAAIJFzwNIoalidb6aGEasUBvYBAABJioiQfvUrs6MALCE/P19TpkxRTk6OJGnRokVatWqVlixZopkzZ7Y4PyEhIeDxsmXLFB0d3aKo4XQ61atXr1Z/5rZt27R69Wpt3rxZmZmZkqSnnnpKY8eO1W9/+1ulpqa2eI7L5ZLL5fI/rqioOLM3GgwNdVL5XklSeVS6pC8ZEg4AALzIOWBhrGdkdcd1ajjD+HUBAAAAPvX19SosLNTo0aP9++x2u0aPHq0NGza06TUWL16s22+/XTExMQH7165dq+TkZA0cOFA/+tGPdOTIEf+xDRs2KD4+3l/QkKTRo0fLbrdr48aNrf6cvLw8xcXF+W/p6eln8laDo2yPJEOKiFW5LU6SFEWnBgAAACyOT8mtrsabPB0zuimSb00BAABJ8nikTz/13jwes6MBTFNaWiq3262UlJSA/SkpKSouLj7t8zdt2qStW7fq3nvvDdh//fXX689//rMKCgr05JNP6q233tINN9wgt9stSSouLm6xtFVYWJgSEhJO+nNnzZql8vJy/23v3r1n8laDo2mehhL6q7bR+98SOjUAAIAkcg5YGstPWV3T8lNlRiydGgAAwKu2VrrkEu92VZV0wjfMAbTN4sWLNWjQIA0fPjxg/+233+7fHjRokC699FKdc845Wrt2ra699tqz+llOp7PFXA7THfnSe9/zHNU1eAs2FDUAAIAkcg5YGp+SW5xx3PJTdGoAAAAAzRITE+VwOFRSUhKwv6Sk5KTzMHyqq6u1bNky3XPPPaf9OQMGDFBiYqJ27twpSerVq5cOHToUcE5jY6OOHj162p9rKf5OjQGqqW8qarD8FAAAACyOoobF+YoaZUY3OcP5dQEAAAA+ERERGjZsmAoKCvz7PB6PCgoKNGLEiFM+d8WKFXK5XLrjjjtO+3P27dunI0eOqHfv3pKkESNGqKysTIWFhf5z3njjDXk8HmVlZZ3luzHBcUWNWjo1AAAAECL4lNzibLW+To1YRYaRYAAAAADHy83N1XPPPacXX3xR27Zt049+9CNVV1crJydHkjRp0iTNmjWrxfMWL16sm2++WT179gzYX1VVpYceekjvvfeedu/erYKCAn33u9/VueeeqzFjxkiSLrzwQl1//fWaMmWKNm3apHfffVfTp0/X7bffrtTU1OC/6fZytGn5qYRzVNvUqRFNpwYAAAAsjpkaVtZYL1t9lSSpXN0U7rCZHBAAAABgLePGjdPhw4c1d+5cFRcXa8iQIVq9erV/eHhRUZHs9sDvcu3YsUPr1q3Tf/7znxav53A49PHHH+vFF19UWVmZUlNTdd111+mxxx4LmInx0ksvafr06br22mtlt9t166236g9/+ENw32x7anRJ5fu82wkDVFt/RJIUSVEDAAAAFkdRw8pqj0mSPIZNrrDustkoagAAAAAnmj59uqZPn97qsbVr17bYN3DgQBmG0er5UVFR+ve//33an5mQkKClS5eeUZyWUlYkGR4popvULVk1Dd4ZIdHhpIgAAACwNpafsrKmpafKFaMIkgsAAAAA7eWIb+mp/pLNpjr/oHBSRAAAAFgbn5RbWdOQ8GNGNzmZpwEAAHzCw6Wf/ax5GwDO1HFDwiWpxl/UIEUEAAAi54Cl8RerlR0/JDycb0wBAIAmERHSb35jdhQAQtkJRY3ahqaiRjhfpgIAACLngKXxSbmVHdepEUlyAQAAAKC9HPUtP3WOJIoaAAAACB10alhZzRFJUpli5Qyj/gQAAJp4PFJRkXe7b1/Jzt8JAM7QTU9LR76QEgdKkmqblp+KjqCoAQAARM4BS6OoYWW1x83U4BtTAADAp7ZW6t/fu11VJcXEmBsPgNATl+a9NfF1atAhDgAAJJFzwNIsUWJbuHChMjIyFBkZqaysLG3atOmU5y9YsEADBw5UVFSU0tPTNWPGDNXV1fmP5+Xl6fLLL1dsbKySk5N18803a8eOHcF+G+2v5pgk36BwS/yqAAAAAHRCdGoAAAAgVJj+Sfny5cuVm5urefPmacuWLRo8eLDGjBmjQ4cOtXr+0qVLNXPmTM2bN0/btm3T4sWLtXz5cj388MP+c9566y1NmzZN7733ntasWaOGhgZdd911qq6u7qi31T6aOjXKFMs3pgAAAAAEjX+mBkUNAAAAWJzpy0/l5+drypQpysnJkSQtWrRIq1at0pIlSzRz5swW569fv16jRo3ShAkTJEkZGRkaP368Nm7c6D9n9erVAc954YUXlJycrMLCQl111VVBfDft7LhB4XRqAAAAAAiWmvpGSQwKBwAAgPWZ+kl5fX29CgsLNXr0aP8+u92u0aNHa8OGDa0+Z+TIkSosLPQvUbVr1y699tprGjt27El/Tnl5uSQpISGh1eMul0sVFRUBN0vwd2p0o1MDAAAAQFB4PIbqGjyS6NQAAACA9ZnaqVFaWiq3262UlJSA/SkpKdq+fXurz5kwYYJKS0t15ZVXyjAMNTY26r777gtYfup4Ho9HDz74oEaNGqVLLrmk1XPy8vL0yCOPfL03Ewz+To1YnRNOpwYAAACA9lfX6PZv06kBAAAAqwu5T8rXrl2r+fPn65lnntGWLVu0cuVKrVq1So899lir50+bNk1bt27VsmXLTvqas2bNUnl5uf+2d+/eYIXfdoYh1R4/KJzkAgAAAED78w0JlyhqAAAAwPpM7dRITEyUw+FQSUlJwP6SkhL16tWr1efMmTNHd955p+69915J0qBBg1RdXa2pU6fql7/8pez25jrN9OnT9eqrr+rtt99Wnz59ThqH0+mU0+lsh3fUjurKJcObXHiXnwq5+hMAAAiWsDDpxz9u3gaAr8E3JNwZZpfdbjM5GgAAYAnkHLAwU6/IiIgIDRs2TAUFBbr55psleZeLKigo0PTp01t9Tk1NTUDhQpIcDu+3iQzD8N//5Cc/0T/+8Q+tXbtW/fv3D96bCJameRr1tki5FEGnBgAAaOZ0SgsXmh0FgE7C16kRzTwNAADgQ84BCzO9zJabm6vJkycrMzNTw4cP14IFC1RdXa2cnBxJ0qRJk5SWlqa8vDxJUnZ2tvLz8zV06FBlZWVp586dmjNnjrKzs/3FjWnTpmnp0qV6+eWXFRsbq+LiYklSXFycoqKizHmjZ6rGu/RUlSNOkujUAAAAABAUvk4Nlp4CAABAKDC9qDFu3DgdPnxYc+fOVXFxsYYMGaLVq1f7h4cXFRUFdGbMnj1bNptNs2fP1v79+5WUlKTs7Gw9/vjj/nOeffZZSdI111wT8LOef/553XXXXUF/T+2i5ogkqcoRK0mKJMEAAAA+hiGVlnq3ExMlG8vFADh7NU2dGlF0agAAAB9yDliY6UUNyTv74mTLTa1duzbgcVhYmObNm6d58+ad9PV8y1CFtKblpypt3SV517cFAACQJNXUSMnJ3u2qKikmxtx4AIQ0f6cGRQ0AAOBDzgEL45Nyq6rxFjUqbHRqAAAAAAge/0yNcEt85w0AAAA4JYoaVtXUqVEmb1GDTg0AAAAAweArakTSqQEAAIAQwCflVlXjK2p0kyQ56dQAAAAAEAQ1/kHhpIcAAACwPv5qtaqmTo2jnqaiBp0aAAAAAIKgzrf8VATLTwEAAMD6+KTcqpo6NY4a3iE8zNQAAAAAEAy+QeHkHAAAAAgFFDWsqqlTo9Tt7dSIDCPBAAAAAND+avydGuQcAAAAsD76i62q5pgk6ZDb26nhZH1bAADgExYmTZ7cvA0AX0Odf6YGRQ0AANCEnAMWxhVpVU2dGocaoyXRCg4AAI7jdEovvGB2FAA6iZr6RklSFJ0aAADAh5wDFsbX/62ooVZqqJEkHWpkUDgAAACA4Klt8EiiUwMAAAChgU4NK2oaEm7Yw1SpKEl0agAAgOMYhlTj/QKEoqMlm83ceACEtFo6NQAAwInIOWBhfP3fipqWnjIie0jy/geDTg0AAOBXUyN16+a9+RINADhLtQ0MCgcAACcg54CF8Um5FTV1angie0iSHHabwh38qgAAAAC0v9p6b1GD7nAAAACEAj4pt6KmTo1GZ7wkKZIuDQAAAABBUlNPpwYAAABCB5+WW1FTp0aD09up4eQbUwAAAACCpK5p+SkGhQMAACAUUNSwoqZOjYaIOEl0agAAAAAIHl+nBoPCAQAAEArCzA4ArUi+WBo8QWXdhkqiUwMAAABA8NTSqQEAAIAQQlHDii4YK10wVvu/OCxpk5x0agAAAAAIklr/TA3SQwAAAFgff7VaWF2DR5IUyTemAADA8RwO6fvfb94GgLPU4Pao0WNIolMDAAAch5wDFkZRw8Jcjd5vTNGpAQAAAkRGSitWmB0FgE7AN09DkiIjyDsAAEATcg5YGH+1WhidGgAAAACCqa5pnobDblOEg/QQAAAA1sdfrRbmSzDo1AAAAAAQDL55GlHhDtlsNpOjAQAAAE6PT8stzNVIpwYAAGhFdbVks3lv1dVmRwMghPmWn4qKIOcAAADHIeeAhVHUsDA6NQAAAAAEU21Dc6cGAAAAEAr4tNzC6NQAAAAAEEy+5aei6dQAAABAiKCoYWGupm9NRYbzawIAAADQ/mr9OQdFDQAAAIQGPi23sOblp0gwAAAAALS/mvpGSSw/BQAAgNBBUcPCmpef4tcEAAAAoP35vkjF8lMAAAAIFXxabmF0agAAAAAIppqmmRqRFDUAAAAQIsLMDgAnR6cGAABolcMhjR3bvA0AZ8k3UyOa5acAAMDxyDlgYRQ1LMzfqUGCAQAAjhcZKa1aZXYUADqBuqZOjSg6NQAAwPHIOWBhtABYmK9TwxnGrwkAAABA+6uhqAEAAIAQw6flFubr1IikUwMAAABAEPiWn4oi5wAAAECIoKhhYXUNdGoAAIBWVFdLMTHeW3W12dEACGG1TZ0a0XRqAACA45FzwMKYqWFhrkY6NQAAwEnU1JgdAYBOgE4NAABwUuQcsChaACyMTg0AAAAAweSbqcEXqQAAABAq+LTcwnyDwkkwAAAAAASDr1MjOoImfgAAAIQGihoW5mJQOAAAAIAgqvMtPxVBaggAAIDQwF+uFubr1GD5KQAAAADB4Ft+KiqcTg0AAACEBj4ttyi3x1C9m+WnAAAAAARPra+oEUHOAQAAgNDA13EsytXo9m/TqQEAAALY7dLVVzdvA8BZap6pQVEDAAAch5wDFkZRw6JcDR7/Np0aAAAgQFSUtHat2VEA6AT8nRrkHAAA4HjkHLAwymwWVdfUqRHusMlht5kcDQAAAIDOxuMx/J0afJEKAAAAoYKihkX5OjWcYSQXAAAAwKksXLhQGRkZioyMVFZWljZt2nTSc6+55hrZbLYWtxtvvFGS1NDQoF/84hcaNGiQYmJilJqaqkmTJunAgQMBr5ORkdHiNZ544omgvs/25mps7g5n+SkAAACECooaFuXr1IgM51cEAABOUF0tJSV5b9XVZkcDmGr58uXKzc3VvHnztGXLFg0ePFhjxozRoUOHWj1/5cqVOnjwoP+2detWORwO3XbbbZKkmpoabdmyRXPmzNGWLVu0cuVK7dixQzfddFOL13r00UcDXusnP/lJUN9re6upb/Rv06kBAAACkHPAwpipYVF1dGoAAIBTKS01OwLAEvLz8zVlyhTl5ORIkhYtWqRVq1ZpyZIlmjlzZovzExISAh4vW7ZM0dHR/qJGXFyc1qxZE3DO008/reHDh6uoqEh9+/b174+NjVWvXr3aFKfL5ZLL5fI/rqioaNsbDCLf0lPOMDtL3gIAgJbIOWBRtAFYlMuXYNCpAQAAALSqvr5ehYWFGj16tH+f3W7X6NGjtWHDhja9xuLFi3X77bcrJibmpOeUl5fLZrMpPj4+YP8TTzyhnj17aujQofrNb36jxsbG1l9AUl5enuLi4vy39PT0NsUXTHVNOUcUS08BAAAghNCpYVF1jXRqAAAAAKdSWloqt9utlJSUgP0pKSnavn37aZ+/adMmbd26VYsXLz7pOXV1dfrFL36h8ePHq3v37v79999/vy677DIlJCRo/fr1mjVrlg4ePKj8/PxWX2fWrFnKzc31P66oqDC9sFFT7y1qRLP0FAAAAEIIRQ2L8nVqMFMDAAAACI7Fixdr0KBBGj58eKvHGxoa9IMf/ECGYejZZ58NOHZ8geLSSy9VRESEfvjDHyovL09Op7PFazmdzlb3m6m2qagRSacGAAAAQgifmFuUr1Mjkk4NAAAAoFWJiYlyOBwqKSkJ2F9SUnLaWRfV1dVatmyZ7rnnnlaP+woae/bs0Zo1awK6NFqTlZWlxsZG7d69+4zeg5lqmr5IFU1RAwAAACGEooZFMVMDAAAAOLWIiAgNGzZMBQUF/n0ej0cFBQUaMWLEKZ+7YsUKuVwu3XHHHS2O+QoaX3zxhf773/+qZ8+ep43lww8/lN1uV3Jy8pm/EZPUNXVqRLH8FAAAAEIIy09ZFJ0aAADgpOx2KTOzeRvownJzczV58mRlZmZq+PDhWrBggaqrq5WTkyNJmjRpktLS0pSXlxfwvMWLF+vmm29uUbBoaGjQ97//fW3ZskWvvvqq3G63iouLJUkJCQmKiIjQhg0btHHjRn3zm99UbGysNmzYoBkzZuiOO+5Qjx49OuaNtwPfTI1IihoAAOBE5BywMIoaFkWnBgAAOKmoKGnzZrOjACxh3LhxOnz4sObOnavi4mINGTJEq1ev9g8PLyoqkv2ERHzHjh1at26d/vOf/7R4vf379+uVV16RJA0ZMiTg2JtvvqlrrrlGTqdTy5Yt069+9Su5XC71799fM2bMCJizEQpqWX4KAACcDDkHLMwSn5gvXLhQGRkZioyMVFZWljZt2nTK8xcsWKCBAwcqKipK6enpmjFjhurq6r7Wa1qNi04NAAAAoE2mT5+uPXv2yOVyaePGjcrKyvIfW7t2rV544YWA8wcOHCjDMPTtb3+7xWtlZGTIMIxWb9dcc40k6bLLLtN7772nsrIy1dbW6rPPPtOsWbMsNwj8dGpZfgoAAAAhyPSixvLly5Wbm6t58+Zpy5YtGjx4sMaMGaNDhw61ev7SpUs1c+ZMzZs3T9u2bdPixYu1fPlyPfzww2f9mlZUR6cGAAAAgCDydWpERdDADwAAgNBh+ifm+fn5mjJlinJycnTRRRdp0aJFio6O1pIlS1o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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 81 with best validation loss of 0.3292\n", "Twins-PCPVT training time: 9h 6m 8s\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='last_n_blocks', last_n=2) # 4 stages\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": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training PiT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-21 22:58:07,151 INFO:Loading pretrained weights from Hugging Face hub (timm/pit_b_224.in1k)\n", "2024-12-21 22:58:07,287 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": [ "Using combined dataset C21+J23 for training and validation.\n", "\n", "=== Epoch [1/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.3623, Train Acc: 83.83%, Train AUC: 0.9196, Train F1: 0.8388\n", "Val Loss: 0.2997, Val Acc: 87.10%, Val AUC: 0.9604, Val F1: 0.8800\n", "Best model saved at epoch 1 with Val Loss: 0.2997\n", "Epoch [1/100] completed in 5m 28.21s.\n", "\n", "=== Epoch [2/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2789, Train Acc: 88.30%, Train AUC: 0.9530, Train F1: 0.8823\n", "Val Loss: 0.2394, Val Acc: 90.38%, Val AUC: 0.9695, Val F1: 0.9074\n", "Best model saved at epoch 2 with Val Loss: 0.2394\n", "Epoch [2/100] completed in 5m 26.08s.\n", "\n", "=== Epoch [3/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.02it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2593, Train Acc: 89.13%, Train AUC: 0.9593, Train F1: 0.8907\n", "Val Loss: 0.2081, Val Acc: 91.98%, Val AUC: 0.9766, Val F1: 0.9218\n", "Best model saved at epoch 3 with Val Loss: 0.2081\n", "Epoch [3/100] completed in 5m 25.98s.\n", "\n", "=== Epoch [4/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2451, Train Acc: 89.79%, Train AUC: 0.9636, Train F1: 0.8974\n", "Val Loss: 0.1900, Val Acc: 92.35%, Val AUC: 0.9772, Val F1: 0.9225\n", "Best model saved at epoch 4 with Val Loss: 0.1900\n", "Epoch [4/100] completed in 5m 25.67s.\n", "\n", "=== Epoch [5/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2395, Train Acc: 89.98%, Train AUC: 0.9652, Train F1: 0.8992\n", "Val Loss: 0.1707, Val Acc: 93.37%, Val AUC: 0.9819, Val F1: 0.9324\n", "Best model saved at epoch 5 with Val Loss: 0.1707\n", "Epoch [5/100] completed in 5m 25.84s.\n", "\n", "=== Epoch [6/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.02it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2308, Train Acc: 90.44%, Train AUC: 0.9677, Train F1: 0.9040\n", "Val Loss: 0.2437, Val Acc: 89.65%, Val AUC: 0.9805, Val F1: 0.8866\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [6/100] completed in 5m 24.79s.\n", "\n", "=== Epoch [7/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2245, Train Acc: 90.65%, Train AUC: 0.9693, Train F1: 0.9060\n", "Val Loss: 0.1777, Val Acc: 93.15%, Val AUC: 0.9803, Val F1: 0.9322\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [7/100] completed in 5m 24.86s.\n", "\n", "=== Epoch [8/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2198, Train Acc: 90.87%, Train AUC: 0.9706, Train F1: 0.9083\n", "Val Loss: 0.1760, Val Acc: 93.44%, Val AUC: 0.9828, Val F1: 0.9356\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [8/100] completed in 5m 24.80s.\n", "\n", "=== Epoch [9/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2152, Train Acc: 91.12%, Train AUC: 0.9718, Train F1: 0.9108\n", "Val Loss: 0.1790, Val Acc: 93.15%, Val AUC: 0.9839, Val F1: 0.9335\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [9/100] completed in 5m 24.89s.\n", "\n", "=== Epoch [10/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:21<00:00, 1.90it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2145, Train Acc: 91.09%, Train AUC: 0.9720, Train F1: 0.9103\n", "Val Loss: 0.1789, Val Acc: 92.86%, Val AUC: 0.9853, Val F1: 0.9247\n", "No improvement in validation loss for 5 epochs.\n", "Epoch [10/100] completed in 5m 24.53s.\n", "\n", "=== Epoch [11/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:26<00:00, 1.87it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2075, Train Acc: 91.35%, Train AUC: 0.9738, Train F1: 0.9131\n", "Val Loss: 0.1740, Val Acc: 93.08%, Val AUC: 0.9835, Val F1: 0.9319\n", "No improvement in validation loss for 6 epochs.\n", "Epoch [11/100] completed in 5m 29.46s.\n", "\n", "=== Epoch [12/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1978, Train Acc: 91.93%, Train AUC: 0.9763, Train F1: 0.9190\n", "Val Loss: 0.1419, Val Acc: 94.68%, Val AUC: 0.9875, Val F1: 0.9460\n", "Best model saved at epoch 12 with Val Loss: 0.1419\n", "Epoch [12/100] completed in 5m 26.23s.\n", "\n", "=== Epoch [13/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.03it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1934, Train Acc: 92.07%, Train AUC: 0.9774, Train F1: 0.9202\n", "Val Loss: 0.1414, Val Acc: 94.68%, Val AUC: 0.9876, Val F1: 0.9468\n", "Best model saved at epoch 13 with Val Loss: 0.1414\n", "Epoch [13/100] completed in 5m 25.54s.\n", "\n", "=== Epoch [14/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:21<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1934, Train Acc: 92.01%, Train AUC: 0.9773, Train F1: 0.9198\n", "Val Loss: 0.1392, Val Acc: 94.53%, Val AUC: 0.9878, Val F1: 0.9452\n", "Best model saved at epoch 14 with Val Loss: 0.1392\n", "Epoch [14/100] completed in 5m 25.26s.\n", "\n", "=== Epoch [15/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:21<00:00, 1.90it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1907, Train Acc: 92.23%, Train AUC: 0.9779, Train F1: 0.9219\n", "Val Loss: 0.1402, Val Acc: 94.61%, Val AUC: 0.9874, Val F1: 0.9455\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [15/100] completed in 5m 23.87s.\n", "\n", "=== Epoch [16/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1917, Train Acc: 92.07%, Train AUC: 0.9776, Train F1: 0.9202\n", "Val Loss: 0.1388, Val Acc: 94.68%, Val AUC: 0.9878, Val F1: 0.9460\n", "Best model saved at epoch 16 with Val Loss: 0.1388\n", "Epoch [16/100] completed in 5m 26.41s.\n", "\n", "=== Epoch [17/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1912, Train Acc: 92.10%, Train AUC: 0.9778, Train F1: 0.9206\n", "Val Loss: 0.1375, Val Acc: 94.53%, Val AUC: 0.9879, Val F1: 0.9448\n", "Best model saved at epoch 17 with Val Loss: 0.1375\n", "Epoch [17/100] completed in 5m 26.12s.\n", "\n", "=== Epoch [18/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:21<00:00, 1.90it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1887, Train Acc: 92.24%, Train AUC: 0.9784, Train F1: 0.9219\n", "Val Loss: 0.1398, Val Acc: 94.53%, Val AUC: 0.9877, Val F1: 0.9445\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [18/100] completed in 5m 24.47s.\n", "\n", "=== Epoch [19/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1904, Train Acc: 92.31%, Train AUC: 0.9779, Train F1: 0.9227\n", "Val Loss: 0.1339, Val Acc: 95.12%, Val AUC: 0.9885, Val F1: 0.9508\n", "Best model saved at epoch 19 with Val Loss: 0.1339\n", "Epoch [19/100] completed in 5m 25.40s.\n", "\n", "=== Epoch [20/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1887, Train Acc: 92.20%, Train AUC: 0.9783, Train F1: 0.9216\n", "Val Loss: 0.1338, Val Acc: 94.68%, Val AUC: 0.9888, Val F1: 0.9469\n", "Best model saved at epoch 20 with Val Loss: 0.1338\n", "Epoch [20/100] completed in 5m 26.81s.\n", "\n", "=== Epoch [21/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:21<00:00, 1.90it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1885, Train Acc: 92.27%, Train AUC: 0.9784, Train F1: 0.9223\n", "Val Loss: 0.1345, Val Acc: 94.90%, Val AUC: 0.9883, Val F1: 0.9483\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [21/100] completed in 5m 24.58s.\n", "\n", "=== Epoch [22/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1875, Train Acc: 92.27%, Train AUC: 0.9786, Train F1: 0.9222\n", "Val Loss: 0.1398, Val Acc: 94.39%, Val AUC: 0.9883, Val F1: 0.9445\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [22/100] completed in 5m 25.14s.\n", "\n", "=== Epoch [23/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1876, Train Acc: 92.35%, Train AUC: 0.9786, Train F1: 0.9231\n", "Val Loss: 0.1326, Val Acc: 94.83%, Val AUC: 0.9888, Val F1: 0.9478\n", "Best model saved at epoch 23 with Val Loss: 0.1326\n", "Epoch [23/100] completed in 5m 25.99s.\n", "\n", "=== Epoch [24/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.04it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1877, Train Acc: 92.27%, Train AUC: 0.9785, Train F1: 0.9222\n", "Val Loss: 0.1358, Val Acc: 94.61%, Val AUC: 0.9885, Val F1: 0.9461\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [24/100] completed in 5m 25.62s.\n", "\n", "=== Epoch [25/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1864, Train Acc: 92.38%, Train AUC: 0.9789, Train F1: 0.9234\n", "Val Loss: 0.1353, Val Acc: 94.83%, Val AUC: 0.9885, Val F1: 0.9484\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [25/100] completed in 5m 25.33s.\n", "\n", "=== Epoch [26/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:21<00:00, 1.90it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1842, Train Acc: 92.50%, Train AUC: 0.9794, Train F1: 0.9246\n", "Val Loss: 0.1416, Val Acc: 94.24%, Val AUC: 0.9879, Val F1: 0.9429\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [26/100] completed in 5m 24.25s.\n", "\n", "=== Epoch [27/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1858, Train Acc: 92.37%, Train AUC: 0.9790, Train F1: 0.9234\n", "Val Loss: 0.1370, Val Acc: 94.68%, Val AUC: 0.9885, Val F1: 0.9471\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [27/100] completed in 5m 25.70s.\n", "\n", "=== Epoch [28/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1843, Train Acc: 92.49%, Train AUC: 0.9793, Train F1: 0.9245\n", "Val Loss: 0.1325, Val Acc: 94.75%, Val AUC: 0.9888, Val F1: 0.9471\n", "Best model saved at epoch 28 with Val Loss: 0.1325\n", "Epoch [28/100] completed in 5m 25.58s.\n", "\n", "=== Epoch [29/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1850, Train Acc: 92.41%, Train AUC: 0.9792, Train F1: 0.9237\n", "Val Loss: 0.1321, Val Acc: 94.68%, Val AUC: 0.9892, Val F1: 0.9469\n", "Best model saved at epoch 29 with Val Loss: 0.1321\n", "Epoch [29/100] completed in 5m 25.68s.\n", "\n", "=== Epoch [30/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:03<00:00, 2.49it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1843, Train Acc: 92.40%, Train AUC: 0.9793, Train F1: 0.9236\n", "Val Loss: 0.1289, Val Acc: 95.12%, Val AUC: 0.9893, Val F1: 0.9507\n", "Best model saved at epoch 30 with Val Loss: 0.1289\n", "Epoch [30/100] completed in 5m 27.31s.\n", "\n", "=== Epoch [31/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1839, Train Acc: 92.49%, Train AUC: 0.9794, Train F1: 0.9246\n", "Val Loss: 0.1319, Val Acc: 94.83%, Val AUC: 0.9889, Val F1: 0.9475\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [31/100] completed in 5m 25.46s.\n", "\n", "=== Epoch [32/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1829, Train Acc: 92.43%, Train AUC: 0.9796, Train F1: 0.9239\n", "Val Loss: 0.1308, Val Acc: 95.04%, Val AUC: 0.9890, Val F1: 0.9501\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [32/100] completed in 5m 25.83s.\n", "\n", "=== Epoch [33/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1837, Train Acc: 92.53%, Train AUC: 0.9794, Train F1: 0.9249\n", "Val Loss: 0.1284, Val Acc: 95.34%, Val AUC: 0.9894, Val F1: 0.9529\n", "Best model saved at epoch 33 with Val Loss: 0.1284\n", "Epoch [33/100] completed in 5m 25.93s.\n", "\n", "=== Epoch [34/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:20<00:00, 1.90it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1832, Train Acc: 92.57%, Train AUC: 0.9796, Train F1: 0.9253\n", "Val Loss: 0.1326, Val Acc: 94.61%, Val AUC: 0.9892, Val F1: 0.9462\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [34/100] completed in 5m 23.78s.\n", "\n", "=== Epoch [35/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:21<00:00, 1.90it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1799, Train Acc: 92.67%, Train AUC: 0.9803, Train F1: 0.9264\n", "Val Loss: 0.1337, Val Acc: 94.68%, Val AUC: 0.9887, Val F1: 0.9470\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [35/100] completed in 5m 23.98s.\n", "\n", "=== Epoch [36/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:21<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1824, Train Acc: 92.57%, Train AUC: 0.9797, Train F1: 0.9254\n", "Val Loss: 0.1306, Val Acc: 94.97%, Val AUC: 0.9892, Val F1: 0.9498\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [36/100] completed in 5m 24.86s.\n", "\n", "=== Epoch [37/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1830, Train Acc: 92.52%, Train AUC: 0.9796, Train F1: 0.9248\n", "Val Loss: 0.1305, Val Acc: 95.19%, Val AUC: 0.9893, Val F1: 0.9511\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [37/100] completed in 5m 25.34s.\n", "\n", "=== Epoch [38/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.02it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1814, Train Acc: 92.56%, Train AUC: 0.9800, Train F1: 0.9252\n", "Val Loss: 0.1284, Val Acc: 95.19%, Val AUC: 0.9896, Val F1: 0.9513\n", "Best model saved at epoch 38 with Val Loss: 0.1284\n", "Epoch [38/100] completed in 5m 25.77s.\n", "\n", "=== Epoch [39/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1815, Train Acc: 92.61%, Train AUC: 0.9800, Train F1: 0.9257\n", "Val Loss: 0.1306, Val Acc: 94.68%, Val AUC: 0.9891, Val F1: 0.9461\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [39/100] completed in 5m 25.52s.\n", "\n", "=== Epoch [40/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1793, Train Acc: 92.71%, Train AUC: 0.9804, Train F1: 0.9268\n", "Val Loss: 0.1454, Val Acc: 94.10%, Val AUC: 0.9884, Val F1: 0.9420\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [40/100] completed in 5m 25.44s.\n", "\n", "=== Epoch [41/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1794, Train Acc: 92.62%, Train AUC: 0.9803, Train F1: 0.9259\n", "Val Loss: 0.1257, Val Acc: 95.19%, Val AUC: 0.9898, Val F1: 0.9517\n", "Best model saved at epoch 41 with Val Loss: 0.1257\n", "Epoch [41/100] completed in 5m 25.62s.\n", "\n", "=== Epoch [42/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1811, Train Acc: 92.63%, Train AUC: 0.9800, Train F1: 0.9259\n", "Val Loss: 0.1327, Val Acc: 94.68%, Val AUC: 0.9894, Val F1: 0.9473\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [42/100] completed in 5m 25.00s.\n", "\n", "=== Epoch [43/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:21<00:00, 1.90it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1795, Train Acc: 92.67%, Train AUC: 0.9804, Train F1: 0.9263\n", "Val Loss: 0.1252, Val Acc: 95.19%, Val AUC: 0.9900, Val F1: 0.9516\n", "Best model saved at epoch 43 with Val Loss: 0.1252\n", "Epoch [43/100] completed in 5m 24.68s.\n", "\n", "=== Epoch [44/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1809, Train Acc: 92.66%, Train AUC: 0.9800, Train F1: 0.9263\n", "Val Loss: 0.1280, Val Acc: 95.12%, Val AUC: 0.9896, Val F1: 0.9510\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [44/100] completed in 5m 25.22s.\n", "\n", "=== Epoch [45/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.02it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1787, Train Acc: 92.71%, Train AUC: 0.9806, Train F1: 0.9267\n", "Val Loss: 0.1261, Val Acc: 95.04%, Val AUC: 0.9897, Val F1: 0.9502\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [45/100] completed in 5m 25.41s.\n", "\n", "=== Epoch [46/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1771, Train Acc: 92.84%, Train AUC: 0.9809, Train F1: 0.9281\n", "Val Loss: 0.1295, Val Acc: 95.19%, Val AUC: 0.9893, Val F1: 0.9519\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [46/100] completed in 5m 25.34s.\n", "\n", "=== Epoch [47/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1776, Train Acc: 92.77%, Train AUC: 0.9807, Train F1: 0.9273\n", "Val Loss: 0.1387, Val Acc: 94.53%, Val AUC: 0.9896, Val F1: 0.9464\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [47/100] completed in 5m 25.36s.\n", "\n", "=== Epoch [48/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1773, Train Acc: 92.67%, Train AUC: 0.9809, Train F1: 0.9263\n", "Val Loss: 0.1274, Val Acc: 95.19%, Val AUC: 0.9895, Val F1: 0.9517\n", "No improvement in validation loss for 5 epochs.\n", "Epoch [48/100] completed in 5m 25.19s.\n", "\n", "=== Epoch [49/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1774, Train Acc: 92.74%, Train AUC: 0.9808, Train F1: 0.9271\n", "Val Loss: 0.1286, Val Acc: 94.90%, Val AUC: 0.9895, Val F1: 0.9490\n", "No improvement in validation loss for 6 epochs.\n", "Epoch [49/100] completed in 5m 25.38s.\n", "\n", "=== Epoch [50/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1766, Train Acc: 92.74%, Train AUC: 0.9810, Train F1: 0.9270\n", "Val Loss: 0.1260, Val Acc: 95.41%, Val AUC: 0.9898, Val F1: 0.9540\n", "No improvement in validation loss for 7 epochs.\n", "Epoch [50/100] completed in 5m 26.76s.\n", "\n", "=== Epoch [51/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1760, Train Acc: 92.78%, Train AUC: 0.9811, Train F1: 0.9274\n", "Val Loss: 0.1272, Val Acc: 94.97%, Val AUC: 0.9898, Val F1: 0.9499\n", "No improvement in validation loss for 8 epochs.\n", "Epoch [51/100] completed in 5m 25.81s.\n", "\n", "=== Epoch [52/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1754, Train Acc: 92.81%, Train AUC: 0.9813, Train F1: 0.9277\n", "Val Loss: 0.1243, Val Acc: 95.41%, Val AUC: 0.9901, Val F1: 0.9540\n", "Best model saved at epoch 52 with Val Loss: 0.1243\n", "Epoch [52/100] completed in 5m 27.11s.\n", "\n", "=== Epoch [53/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:41<00:00, 1.79it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1767, Train Acc: 92.79%, Train AUC: 0.9810, Train F1: 0.9275\n", "Val Loss: 0.1248, Val Acc: 95.34%, Val AUC: 0.9900, Val F1: 0.9533\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [53/100] completed in 5m 44.11s.\n", "\n", "=== Epoch [54/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.03it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1766, Train Acc: 92.85%, Train AUC: 0.9810, Train F1: 0.9281\n", "Val Loss: 0.1270, Val Acc: 95.04%, Val AUC: 0.9900, Val F1: 0.9507\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [54/100] completed in 5m 25.40s.\n", "\n", "=== Epoch [55/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1756, Train Acc: 92.75%, Train AUC: 0.9812, Train F1: 0.9271\n", "Val Loss: 0.1264, Val Acc: 95.04%, Val AUC: 0.9900, Val F1: 0.9506\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [55/100] completed in 5m 25.73s.\n", "\n", "=== Epoch [56/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1740, Train Acc: 92.86%, Train AUC: 0.9816, Train F1: 0.9283\n", "Val Loss: 0.1251, Val Acc: 95.26%, Val AUC: 0.9901, Val F1: 0.9527\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [56/100] completed in 5m 26.08s.\n", "\n", "=== Epoch [57/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:21<00:00, 1.90it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1754, Train Acc: 92.81%, Train AUC: 0.9813, Train F1: 0.9277\n", "Val Loss: 0.1237, Val Acc: 95.34%, Val AUC: 0.9902, Val F1: 0.9533\n", "Best model saved at epoch 57 with Val Loss: 0.1237\n", "Epoch [57/100] completed in 5m 25.01s.\n", "\n", "=== Epoch [58/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1757, Train Acc: 92.86%, Train AUC: 0.9812, Train F1: 0.9282\n", "Val Loss: 0.1233, Val Acc: 95.26%, Val AUC: 0.9902, Val F1: 0.9525\n", "Best model saved at epoch 58 with Val Loss: 0.1233\n", "Epoch [58/100] completed in 5m 26.56s.\n", "\n", "=== Epoch [59/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:20<00:00, 1.90it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1756, Train Acc: 92.84%, Train AUC: 0.9812, Train F1: 0.9280\n", "Val Loss: 0.1256, Val Acc: 95.26%, Val AUC: 0.9900, Val F1: 0.9526\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [59/100] completed in 5m 23.71s.\n", "\n", "=== Epoch [60/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1758, Train Acc: 92.83%, Train AUC: 0.9812, Train F1: 0.9280\n", "Val Loss: 0.1257, Val Acc: 95.19%, Val AUC: 0.9900, Val F1: 0.9519\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [60/100] completed in 5m 24.94s.\n", "\n", "=== Epoch [61/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:21<00:00, 1.90it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1754, Train Acc: 92.88%, Train AUC: 0.9813, Train F1: 0.9284\n", "Val Loss: 0.1246, Val Acc: 95.19%, Val AUC: 0.9901, Val F1: 0.9519\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [61/100] completed in 5m 24.32s.\n", "\n", "=== Epoch [62/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1754, Train Acc: 92.82%, Train AUC: 0.9813, Train F1: 0.9278\n", "Val Loss: 0.1243, Val Acc: 95.34%, Val AUC: 0.9901, Val F1: 0.9533\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [62/100] completed in 5m 26.33s.\n", "\n", "=== Epoch [63/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1750, Train Acc: 92.83%, Train AUC: 0.9813, Train F1: 0.9280\n", "Val Loss: 0.1239, Val Acc: 95.34%, Val AUC: 0.9901, Val F1: 0.9533\n", "No improvement in validation loss for 5 epochs.\n", "Epoch [63/100] completed in 5m 26.65s.\n", "\n", "=== Epoch [64/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1749, Train Acc: 92.81%, Train AUC: 0.9814, Train F1: 0.9277\n", "Val Loss: 0.1239, Val Acc: 95.34%, Val AUC: 0.9902, Val F1: 0.9533\n", "No improvement in validation loss for 6 epochs.\n", "Epoch [64/100] completed in 5m 25.98s.\n", "\n", "=== Epoch [65/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1760, Train Acc: 92.74%, Train AUC: 0.9811, Train F1: 0.9271\n", "Val Loss: 0.1244, Val Acc: 95.34%, Val AUC: 0.9902, Val F1: 0.9533\n", "No improvement in validation loss for 7 epochs.\n", "Epoch [65/100] completed in 5m 26.25s.\n", "\n", "=== Epoch [66/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1759, Train Acc: 92.78%, Train AUC: 0.9812, Train F1: 0.9273\n", "Val Loss: 0.1243, Val Acc: 95.34%, Val AUC: 0.9902, Val F1: 0.9533\n", "No improvement in validation loss for 8 epochs.\n", "Epoch [66/100] completed in 5m 25.97s.\n", "\n", "=== Epoch [67/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:21<00:00, 1.90it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1742, Train Acc: 92.92%, Train AUC: 0.9815, Train F1: 0.9287\n", "Val Loss: 0.1245, Val Acc: 95.34%, Val AUC: 0.9901, Val F1: 0.9533\n", "No improvement in validation loss for 9 epochs.\n", "Epoch [67/100] completed in 5m 24.18s.\n", "\n", "=== Epoch [68/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:29<00:00, 1.85it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.82it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1739, Train Acc: 92.89%, Train AUC: 0.9816, Train F1: 0.9286\n", "Val Loss: 0.1242, Val Acc: 95.34%, Val AUC: 0.9901, Val F1: 0.9533\n", "No improvement in validation loss for 10 epochs.\n", "Epoch [68/100] completed in 5m 32.72s.\n", "\n", "=== Epoch [69/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1750, Train Acc: 92.87%, Train AUC: 0.9814, Train F1: 0.9284\n", "Val Loss: 0.1239, Val Acc: 95.34%, Val AUC: 0.9901, Val F1: 0.9533\n", "No improvement in validation loss for 11 epochs.\n", "Epoch [69/100] completed in 5m 26.47s.\n", "\n", "=== Epoch [70/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1764, Train Acc: 92.88%, Train AUC: 0.9810, Train F1: 0.9285\n", "Val Loss: 0.1236, Val Acc: 95.34%, Val AUC: 0.9902, Val F1: 0.9533\n", "No improvement in validation loss for 12 epochs.\n", "Epoch [70/100] completed in 5m 26.53s.\n", "\n", "=== Epoch [71/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1744, Train Acc: 92.86%, Train AUC: 0.9815, Train F1: 0.9281\n", "Val Loss: 0.1237, Val Acc: 95.34%, Val AUC: 0.9902, Val F1: 0.9533\n", "No improvement in validation loss for 13 epochs.\n", "Epoch [71/100] completed in 5m 26.10s.\n", "\n", "=== Epoch [72/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:22<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1754, Train Acc: 92.93%, Train AUC: 0.9813, Train F1: 0.9289\n", "Val Loss: 0.1239, Val Acc: 95.34%, Val AUC: 0.9902, Val F1: 0.9533\n", "No improvement in validation loss for 14 epochs.\n", "Epoch [72/100] completed in 5m 25.48s.\n", "\n", "=== Epoch [73/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:27<00:00, 1.86it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1761, Train Acc: 92.82%, Train AUC: 0.9811, Train F1: 0.9278\n", "Val Loss: 0.1240, Val Acc: 95.34%, Val AUC: 0.9902, Val F1: 0.9533\n", "No improvement in validation loss for 15 epochs.\n", "Epoch [73/100] completed in 5m 30.27s.\n", "\n", "=== Epoch [74/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1755, Train Acc: 92.86%, Train AUC: 0.9813, Train F1: 0.9282\n", "Val Loss: 0.1241, Val Acc: 95.34%, Val AUC: 0.9902, Val F1: 0.9533\n", "No improvement in validation loss for 16 epochs.\n", "Epoch [74/100] completed in 5m 25.91s.\n", "\n", "=== Epoch [75/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:23<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1748, Train Acc: 92.83%, Train AUC: 0.9814, Train F1: 0.9279\n", "Val Loss: 0.1242, Val Acc: 95.34%, Val AUC: 0.9902, Val F1: 0.9533\n", "No improvement in validation loss for 17 epochs.\n", "Epoch [75/100] completed in 5m 25.86s.\n", "\n", "=== Epoch [76/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:21<00:00, 1.89it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1753, Train Acc: 92.85%, Train AUC: 0.9812, Train F1: 0.9281\n", "Val Loss: 0.1241, Val Acc: 95.34%, Val AUC: 0.9902, Val F1: 0.9533\n", "No improvement in validation loss for 18 epochs.\n", "Epoch [76/100] completed in 5m 24.83s.\n", "\n", "=== Epoch [77/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:26<00:00, 1.87it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1747, Train Acc: 92.89%, Train AUC: 0.9815, Train F1: 0.9285\n", "Val Loss: 0.1242, Val Acc: 95.34%, Val AUC: 0.9902, Val F1: 0.9533\n", "No improvement in validation loss for 19 epochs.\n", "Epoch [77/100] completed in 5m 29.74s.\n", "\n", "=== Epoch [78/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:24<00:00, 1.88it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1768, Train Acc: 92.66%, Train AUC: 0.9810, Train F1: 0.9263\n", "Val Loss: 0.1241, Val Acc: 95.34%, Val AUC: 0.9902, Val F1: 0.9533\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs with no improvement.\n", "Total training time: 7h 3m 52s\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 58 with best validation loss of 0.1233\n", "PiT training time: 7h 3m 53s\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='last_n_blocks', last_n=6)\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": 17, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training MLP-Mixer ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 06:02:00,424 INFO:Loading pretrained weights from Hugging Face hub (timm/mixer_b16_224.goog_in21k_ft_in1k)\n", "2024-12-22 06:02:01,053 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": [ "Using combined dataset C21+J23 for training and validation.\n", "\n", "=== Epoch [1/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2915, Train Acc: 86.23%, Train AUC: 0.9466, Train F1: 0.8610\n", "Val Loss: 0.2270, Val Acc: 90.82%, Val AUC: 0.9875, Val F1: 0.9143\n", "Best model saved at epoch 1 with Val Loss: 0.2270\n", "Epoch [1/100] completed in 5m 50.53s.\n", "\n", "=== Epoch [2/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.2020, Train Acc: 91.15%, Train AUC: 0.9748, Train F1: 0.9106\n", "Val Loss: 0.1017, Val Acc: 96.36%, Val AUC: 0.9932, Val F1: 0.9633\n", "Best model saved at epoch 2 with Val Loss: 0.1017\n", "Epoch [2/100] completed in 5m 50.73s.\n", "\n", "=== Epoch [3/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1789, Train Acc: 92.44%, Train AUC: 0.9802, Train F1: 0.9236\n", "Val Loss: 0.1065, Val Acc: 95.77%, Val AUC: 0.9932, Val F1: 0.9570\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [3/100] completed in 5m 51.39s.\n", "\n", "=== Epoch [4/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1658, Train Acc: 93.03%, Train AUC: 0.9829, Train F1: 0.9296\n", "Val Loss: 0.1366, Val Acc: 94.68%, Val AUC: 0.9911, Val F1: 0.9483\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [4/100] completed in 5m 49.69s.\n", "\n", "=== Epoch [5/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1550, Train Acc: 93.55%, Train AUC: 0.9851, Train F1: 0.9349\n", "Val Loss: 0.1107, Val Acc: 95.99%, Val AUC: 0.9947, Val F1: 0.9606\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [5/100] completed in 5m 50.30s.\n", "\n", "=== Epoch [6/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1484, Train Acc: 93.77%, Train AUC: 0.9863, Train F1: 0.9372\n", "Val Loss: 0.1255, Val Acc: 94.97%, Val AUC: 0.9934, Val F1: 0.9511\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [6/100] completed in 5m 50.65s.\n", "\n", "=== Epoch [7/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1399, Train Acc: 94.16%, Train AUC: 0.9878, Train F1: 0.9411\n", "Val Loss: 0.0849, Val Acc: 96.43%, Val AUC: 0.9958, Val F1: 0.9644\n", "Best model saved at epoch 7 with Val Loss: 0.0849\n", "Epoch [7/100] completed in 5m 49.73s.\n", "\n", "=== Epoch [8/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1366, Train Acc: 94.30%, Train AUC: 0.9883, Train F1: 0.9426\n", "Val Loss: 0.0870, Val Acc: 96.36%, Val AUC: 0.9959, Val F1: 0.9637\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [8/100] completed in 5m 50.50s.\n", "\n", "=== Epoch [9/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1330, Train Acc: 94.45%, Train AUC: 0.9890, Train F1: 0.9441\n", "Val Loss: 0.0745, Val Acc: 96.87%, Val AUC: 0.9966, Val F1: 0.9687\n", "Best model saved at epoch 9 with Val Loss: 0.0745\n", "Epoch [9/100] completed in 5m 52.03s.\n", "\n", "=== Epoch [10/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1299, Train Acc: 94.63%, Train AUC: 0.9895, Train F1: 0.9460\n", "Val Loss: 0.0718, Val Acc: 97.08%, Val AUC: 0.9973, Val F1: 0.9711\n", "Best model saved at epoch 10 with Val Loss: 0.0718\n", "Epoch [10/100] completed in 5m 51.43s.\n", "\n", "=== Epoch [11/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1250, Train Acc: 94.84%, Train AUC: 0.9903, Train F1: 0.9480\n", "Val Loss: 0.0963, Val Acc: 96.28%, Val AUC: 0.9953, Val F1: 0.9632\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [11/100] completed in 5m 50.44s.\n", "\n", "=== Epoch [12/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1201, Train Acc: 95.06%, Train AUC: 0.9910, Train F1: 0.9503\n", "Val Loss: 0.0702, Val Acc: 97.30%, Val AUC: 0.9970, Val F1: 0.9729\n", "Best model saved at epoch 12 with Val Loss: 0.0702\n", "Epoch [12/100] completed in 5m 49.99s.\n", "\n", "=== Epoch [13/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1181, Train Acc: 95.15%, Train AUC: 0.9913, Train F1: 0.9512\n", "Val Loss: 0.1099, Val Acc: 95.70%, Val AUC: 0.9963, Val F1: 0.9583\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [13/100] completed in 5m 49.58s.\n", "\n", "=== Epoch [14/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1161, Train Acc: 95.23%, Train AUC: 0.9916, Train F1: 0.9520\n", "Val Loss: 0.0603, Val Acc: 97.52%, Val AUC: 0.9983, Val F1: 0.9754\n", "Best model saved at epoch 14 with Val Loss: 0.0603\n", "Epoch [14/100] completed in 5m 49.72s.\n", "\n", "=== Epoch [15/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1137, Train Acc: 95.29%, Train AUC: 0.9920, Train F1: 0.9526\n", "Val Loss: 0.0584, Val Acc: 97.89%, Val AUC: 0.9980, Val F1: 0.9789\n", "Best model saved at epoch 15 with Val Loss: 0.0584\n", "Epoch [15/100] completed in 5m 50.73s.\n", "\n", "=== Epoch [16/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1135, Train Acc: 95.36%, Train AUC: 0.9919, Train F1: 0.9533\n", "Val Loss: 0.1150, Val Acc: 95.77%, Val AUC: 0.9956, Val F1: 0.9589\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [16/100] completed in 5m 50.42s.\n", "\n", "=== Epoch [17/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1095, Train Acc: 95.51%, Train AUC: 0.9925, Train F1: 0.9548\n", "Val Loss: 0.0617, Val Acc: 97.38%, Val AUC: 0.9979, Val F1: 0.9738\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [17/100] completed in 5m 50.45s.\n", "\n", "=== Epoch [18/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1082, Train Acc: 95.58%, Train AUC: 0.9926, Train F1: 0.9555\n", "Val Loss: 0.0642, Val Acc: 97.59%, Val AUC: 0.9972, Val F1: 0.9760\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [18/100] completed in 5m 50.63s.\n", "\n", "=== Epoch [19/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1053, Train Acc: 95.72%, Train AUC: 0.9930, Train F1: 0.9569\n", "Val Loss: 0.0488, Val Acc: 98.03%, Val AUC: 0.9986, Val F1: 0.9802\n", "Best model saved at epoch 19 with Val Loss: 0.0488\n", "Epoch [19/100] completed in 5m 52.08s.\n", "\n", "=== Epoch [20/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1051, Train Acc: 95.66%, Train AUC: 0.9931, Train F1: 0.9564\n", "Val Loss: 0.0529, Val Acc: 97.89%, Val AUC: 0.9981, Val F1: 0.9788\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [20/100] completed in 5m 49.86s.\n", "\n", "=== Epoch [21/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:53<00:00, 1.73it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1039, Train Acc: 95.78%, Train AUC: 0.9932, Train F1: 0.9575\n", "Val Loss: 0.0600, Val Acc: 97.81%, Val AUC: 0.9973, Val F1: 0.9781\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [21/100] completed in 5m 56.43s.\n", "\n", "=== Epoch [22/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.1006, Train Acc: 95.88%, Train AUC: 0.9937, Train F1: 0.9586\n", "Val Loss: 0.0481, Val Acc: 98.25%, Val AUC: 0.9985, Val F1: 0.9825\n", "Best model saved at epoch 22 with Val Loss: 0.0481\n", "Epoch [22/100] completed in 5m 49.67s.\n", "\n", "=== Epoch [23/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.80it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0996, Train Acc: 95.94%, Train AUC: 0.9938, Train F1: 0.9591\n", "Val Loss: 0.0877, Val Acc: 96.43%, Val AUC: 0.9965, Val F1: 0.9652\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [23/100] completed in 5m 50.79s.\n", "\n", "=== Epoch [24/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0980, Train Acc: 96.04%, Train AUC: 0.9940, Train F1: 0.9602\n", "Val Loss: 0.0555, Val Acc: 97.96%, Val AUC: 0.9975, Val F1: 0.9796\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [24/100] completed in 5m 50.44s.\n", "\n", "=== Epoch [25/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0985, Train Acc: 96.01%, Train AUC: 0.9939, Train F1: 0.9599\n", "Val Loss: 0.0544, Val Acc: 98.03%, Val AUC: 0.9977, Val F1: 0.9803\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [25/100] completed in 5m 51.31s.\n", "\n", "=== Epoch [26/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0953, Train Acc: 96.11%, Train AUC: 0.9943, Train F1: 0.9609\n", "Val Loss: 0.0473, Val Acc: 98.10%, Val AUC: 0.9982, Val F1: 0.9809\n", "Best model saved at epoch 26 with Val Loss: 0.0473\n", "Epoch [26/100] completed in 5m 50.64s.\n", "\n", "=== Epoch [27/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0944, Train Acc: 96.13%, Train AUC: 0.9944, Train F1: 0.9611\n", "Val Loss: 0.0573, Val Acc: 97.74%, Val AUC: 0.9977, Val F1: 0.9776\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [27/100] completed in 5m 51.05s.\n", "\n", "=== Epoch [28/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0953, Train Acc: 96.09%, Train AUC: 0.9943, Train F1: 0.9607\n", "Val Loss: 0.0448, Val Acc: 98.03%, Val AUC: 0.9989, Val F1: 0.9804\n", "Best model saved at epoch 28 with Val Loss: 0.0448\n", "Epoch [28/100] completed in 5m 51.78s.\n", "\n", "=== Epoch [29/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0926, Train Acc: 96.31%, Train AUC: 0.9946, Train F1: 0.9629\n", "Val Loss: 0.0510, Val Acc: 97.96%, Val AUC: 0.9987, Val F1: 0.9798\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [29/100] completed in 5m 49.98s.\n", "\n", "=== Epoch [30/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0903, Train Acc: 96.33%, Train AUC: 0.9948, Train F1: 0.9631\n", "Val Loss: 0.0498, Val Acc: 98.32%, Val AUC: 0.9986, Val F1: 0.9832\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [30/100] completed in 5m 51.18s.\n", "\n", "=== Epoch [31/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.78it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0914, Train Acc: 96.31%, Train AUC: 0.9948, Train F1: 0.9629\n", "Val Loss: 0.0443, Val Acc: 98.40%, Val AUC: 0.9988, Val F1: 0.9839\n", "Best model saved at epoch 31 with Val Loss: 0.0443\n", "Epoch [31/100] completed in 5m 49.92s.\n", "\n", "=== Epoch [32/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0906, Train Acc: 96.37%, Train AUC: 0.9948, Train F1: 0.9635\n", "Val Loss: 0.0471, Val Acc: 98.18%, Val AUC: 0.9986, Val F1: 0.9819\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [32/100] completed in 5m 49.96s.\n", "\n", "=== Epoch [33/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0884, Train Acc: 96.42%, Train AUC: 0.9951, Train F1: 0.9640\n", "Val Loss: 0.0325, Val Acc: 98.69%, Val AUC: 0.9993, Val F1: 0.9869\n", "Best model saved at epoch 33 with Val Loss: 0.0325\n", "Epoch [33/100] completed in 5m 51.29s.\n", "\n", "=== Epoch [34/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0893, Train Acc: 96.35%, Train AUC: 0.9950, Train F1: 0.9634\n", "Val Loss: 0.0412, Val Acc: 98.47%, Val AUC: 0.9990, Val F1: 0.9847\n", "No improvement in validation loss for 1 epochs.\n", "Epoch [34/100] completed in 5m 48.85s.\n", "\n", "=== Epoch [35/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0883, Train Acc: 96.39%, Train AUC: 0.9951, Train F1: 0.9637\n", "Val Loss: 0.0339, Val Acc: 98.91%, Val AUC: 0.9993, Val F1: 0.9891\n", "No improvement in validation loss for 2 epochs.\n", "Epoch [35/100] completed in 5m 50.64s.\n", "\n", "=== Epoch [36/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0877, Train Acc: 96.48%, Train AUC: 0.9952, Train F1: 0.9646\n", "Val Loss: 0.0573, Val Acc: 98.18%, Val AUC: 0.9986, Val F1: 0.9819\n", "No improvement in validation loss for 3 epochs.\n", "Epoch [36/100] completed in 5m 49.61s.\n", "\n", "=== Epoch [37/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0869, Train Acc: 96.46%, Train AUC: 0.9953, Train F1: 0.9644\n", "Val Loss: 0.0362, Val Acc: 98.62%, Val AUC: 0.9991, Val F1: 0.9862\n", "No improvement in validation loss for 4 epochs.\n", "Epoch [37/100] completed in 5m 50.82s.\n", "\n", "=== Epoch [38/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0839, Train Acc: 96.59%, Train AUC: 0.9956, Train F1: 0.9658\n", "Val Loss: 0.0418, Val Acc: 98.32%, Val AUC: 0.9989, Val F1: 0.9831\n", "No improvement in validation loss for 5 epochs.\n", "Epoch [38/100] completed in 5m 50.74s.\n", "\n", "=== Epoch [39/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0846, Train Acc: 96.65%, Train AUC: 0.9955, Train F1: 0.9663\n", "Val Loss: 0.0456, Val Acc: 98.47%, Val AUC: 0.9990, Val F1: 0.9847\n", "No improvement in validation loss for 6 epochs.\n", "Epoch [39/100] completed in 5m 49.11s.\n", "\n", "=== Epoch [40/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0745, Train Acc: 96.98%, Train AUC: 0.9965, Train F1: 0.9697\n", "Val Loss: 0.0405, Val Acc: 98.69%, Val AUC: 0.9991, Val F1: 0.9869\n", "No improvement in validation loss for 7 epochs.\n", "Epoch [40/100] completed in 5m 50.18s.\n", "\n", "=== Epoch [41/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0698, Train Acc: 97.19%, Train AUC: 0.9969, Train F1: 0.9718\n", "Val Loss: 0.0472, Val Acc: 98.47%, Val AUC: 0.9982, Val F1: 0.9848\n", "No improvement in validation loss for 8 epochs.\n", "Epoch [41/100] completed in 5m 51.50s.\n", "\n", "=== Epoch [42/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0685, Train Acc: 97.22%, Train AUC: 0.9970, Train F1: 0.9721\n", "Val Loss: 0.0408, Val Acc: 98.40%, Val AUC: 0.9991, Val F1: 0.9840\n", "No improvement in validation loss for 9 epochs.\n", "Epoch [42/100] completed in 5m 51.13s.\n", "\n", "=== Epoch [43/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0681, Train Acc: 97.24%, Train AUC: 0.9971, Train F1: 0.9723\n", "Val Loss: 0.0400, Val Acc: 98.69%, Val AUC: 0.9991, Val F1: 0.9869\n", "No improvement in validation loss for 10 epochs.\n", "Epoch [43/100] completed in 5m 50.64s.\n", "\n", "=== Epoch [44/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0681, Train Acc: 97.27%, Train AUC: 0.9971, Train F1: 0.9726\n", "Val Loss: 0.0378, Val Acc: 98.62%, Val AUC: 0.9992, Val F1: 0.9862\n", "No improvement in validation loss for 11 epochs.\n", "Epoch [44/100] completed in 5m 50.56s.\n", "\n", "=== Epoch [45/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.88it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0670, Train Acc: 97.28%, Train AUC: 0.9972, Train F1: 0.9727\n", "Val Loss: 0.0374, Val Acc: 98.54%, Val AUC: 0.9993, Val F1: 0.9854\n", "No improvement in validation loss for 12 epochs.\n", "Epoch [45/100] completed in 5m 49.56s.\n", "\n", "=== Epoch [46/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0663, Train Acc: 97.32%, Train AUC: 0.9972, Train F1: 0.9731\n", "Val Loss: 0.0385, Val Acc: 98.54%, Val AUC: 0.9992, Val F1: 0.9854\n", "No improvement in validation loss for 13 epochs.\n", "Epoch [46/100] completed in 5m 51.01s.\n", "\n", "=== Epoch [47/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0673, Train Acc: 97.32%, Train AUC: 0.9971, Train F1: 0.9731\n", "Val Loss: 0.0382, Val Acc: 98.62%, Val AUC: 0.9992, Val F1: 0.9862\n", "No improvement in validation loss for 14 epochs.\n", "Epoch [47/100] completed in 5m 50.48s.\n", "\n", "=== Epoch [48/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0645, Train Acc: 97.43%, Train AUC: 0.9974, Train F1: 0.9743\n", "Val Loss: 0.0401, Val Acc: 98.69%, Val AUC: 0.9992, Val F1: 0.9869\n", "No improvement in validation loss for 15 epochs.\n", "Epoch [48/100] completed in 5m 50.12s.\n", "\n", "=== Epoch [49/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.89it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0648, Train Acc: 97.43%, Train AUC: 0.9973, Train F1: 0.9742\n", "Val Loss: 0.0403, Val Acc: 98.69%, Val AUC: 0.9991, Val F1: 0.9869\n", "No improvement in validation loss for 16 epochs.\n", "Epoch [49/100] completed in 5m 51.45s.\n", "\n", "=== Epoch [50/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:46<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0641, Train Acc: 97.44%, Train AUC: 0.9974, Train F1: 0.9743\n", "Val Loss: 0.0401, Val Acc: 98.62%, Val AUC: 0.9992, Val F1: 0.9862\n", "No improvement in validation loss for 17 epochs.\n", "Epoch [50/100] completed in 5m 49.22s.\n", "\n", "=== Epoch [51/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:48<00:00, 1.75it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0635, Train Acc: 97.42%, Train AUC: 0.9975, Train F1: 0.9740\n", "Val Loss: 0.0407, Val Acc: 98.62%, Val AUC: 0.9991, Val F1: 0.9862\n", "No improvement in validation loss for 18 epochs.\n", "Epoch [51/100] completed in 5m 50.98s.\n", "\n", "=== Epoch [52/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.87it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0641, Train Acc: 97.45%, Train AUC: 0.9974, Train F1: 0.9744\n", "Val Loss: 0.0405, Val Acc: 98.54%, Val AUC: 0.9991, Val F1: 0.9855\n", "No improvement in validation loss for 19 epochs.\n", "Epoch [52/100] completed in 5m 50.39s.\n", "\n", "=== Epoch [53/100] ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 610/610 [05:47<00:00, 1.76it/s]\n", "Validation: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:02<00:00, 2.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train Loss: 0.0650, Train Acc: 97.43%, Train AUC: 0.9973, Train F1: 0.9742\n", "Val Loss: 0.0401, Val Acc: 98.54%, Val AUC: 0.9991, Val F1: 0.9855\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs with no improvement.\n", "Total training time: 5h 9m 43s\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 33 with best validation loss of 0.0325\n", "MLP-Mixer training time: 5h 9m 45s\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='last_n_blocks', last_n=6)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_mixer = time.perf_counter()\n", "print(f\"MLP-Mixer training time: {format_time(end_time_mixer - start_time_mixer)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 🧐 Evaluation of models (from .pth files) on test datasets, including ensemble" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:11:45,180 INFO:ROC curves will be saved to the directory: 'results/roc_curves'\n", "2024-12-22 11:11:45,181 INFO:Seaborn confusion matrices will be saved to the directory: 'results/confusion_matrices'\n", "2024-12-22 11:11:45,184 INFO:Using device: cuda\n", "2024-12-22 11:11:45,184 INFO:Single GPU or CPU available.\n", "2024-12-22 11:11:46,032 INFO:Initialized model: ViT\n", "2024-12-22 11:11:46,497 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", "2024-12-22 11:11:48,426 INFO:Initialized model: CvT\n", "2024-12-22 11:11:49,350 INFO:Initialized model: Swin\n", "2024-12-22 11:11:49,856 INFO:Initialized model: CaiT\n", "2024-12-22 11:11:50,721 INFO:Initialized model: DeiT\n", "2024-12-22 11:11:51,587 INFO:Initialized model: DeiT3\n", "2024-12-22 11:11:52,169 INFO:Initialized model: Twins_SVT\n", "2024-12-22 11:11:52,640 INFO:Initialized model: Twins_PCPVT\n", "2024-12-22 11:11:52,953 INFO:Initialized model: PiT\n", "2024-12-22 11:11:52,954 ERROR:Model Ensemble not recognized.\n", "2024-12-22 11:11:52,955 ERROR:Model Random not recognized.\n", "2024-12-22 11:11:52,956 INFO:\n", "=== Evaluating ViT on Test Datasets ===\n", "/tmp/ipykernel_1215053/669465779.py:358: 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", "2024-12-22 11:11:53,263 INFO:Loaded model weights from ViT_best.pth\n", "2024-12-22 11:11:53,264 INFO: === Dataset: a ===\n", "2024-12-22 11:11:58,382 INFO:Total samples: 904\n", "Evaluating ViT on a: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.63it/s]\n", "2024-12-22 11:12:01,322 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": [ "2024-12-22 11:12:01,447 INFO: === Dataset: b ===\n", "2024-12-22 11:12:22,835 INFO:Total samples: 3181\n", "Evaluating ViT on b: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:06<00:00, 2.00it/s]\n", "2024-12-22 11:12:29,811 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:12:29,932 INFO: === Dataset: c ===\n", "2024-12-22 11:12:51,887 INFO:Total samples: 3181\n", "Evaluating ViT on c: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:06<00:00, 2.04it/s]\n", "2024-12-22 11:12:58,745 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:12:58,862 INFO: === Dataset: d ===\n", "2024-12-22 11:13:22,524 INFO:Total samples: 3181\n", "Evaluating ViT on d: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:07<00:00, 1.72it/s]\n", "2024-12-22 11:13:30,526 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:13:30,641 INFO: === Dataset: e ===\n", "2024-12-22 11:13:35,090 INFO:Total samples: 911\n", "Evaluating ViT on e: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.76it/s]\n", "2024-12-22 11:13:37,847 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": [ "2024-12-22 11:13:37,970 INFO: === Dataset: f ===\n", "2024-12-22 11:13:44,650 INFO:Total samples: 10634\n", "Evaluating ViT on f: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 42/42 [00:20<00:00, 2.03it/s]\n", "2024-12-22 11:14:05,815 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": [ "2024-12-22 11:14:05,935 INFO: === Dataset: g ===\n", "2024-12-22 11:14:29,789 INFO:Total samples: 6000\n", "Evaluating ViT on g: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:12<00:00, 1.97it/s]\n", "2024-12-22 11:14:42,707 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": [ "2024-12-22 11:14:42,824 INFO: === Dataset: h ===\n", "2024-12-22 11:14:46,496 INFO:Total samples: 6000\n", "Evaluating ViT on h: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:11<00:00, 2.05it/s]\n", "2024-12-22 11:14:58,670 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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HcXFxRkxMjMOxLl26ZPj7+xsdOnQw286dO5fgtd1x51qvT58+ia779/Xv7t27DXd3d6Njx47GpUuXjPz58xsVKlQwbt26dd/XuHPnTkOS0bFjR4f2Xr16GZKMn376yWwrVKiQIcn4+eefzbazZ88aHh4exttvv33f8xw+fNiQZOTMmdO4ePGi2X7n89+/P0cBgBXoCQAgXXF1dVWLFi20efNmh660c+bMkb+/v5588slUz9ChQwflzp1b+fLl09NPP62oqChFRkaqYsWK5jZ37kJ50B39WbNmVXR0tCSZ//+wvQBS6hj3U6tWLQUFBTm01a1bV7ly5dL8+fPNtkuXLmnVqlUOd/gvWLBApUuXVqlSpXT+/HlzqVu3riQ5dBH+t19//VVnz57V66+/7jAuaqNGjVSqVCmHu9zv6Ny5s8PzGjVq6NChQ8l7wf+wYMEC1ahRQzly5HDIX69ePcXHx+vnn3+WJGXPnl3Xrl1LMCzOwzp16pR27typdu3aKVu2bGZ7/fr1E/wsJDncbXfp0iVFRUWpRo0aDnfo388/979165YuXLigYsWKKXv27A7HyJ49u/bs2aO//vor0eNcvHhRP/30k15++WVduXLFfL8uXLigBg0a6K+//kowlFNypfTPGAAAJI+V1+bR0dFJvub98ccfFRsbq7feeksuLne/5ujUqZN8fHwSXEtmyZLFYW4Cd3d3VapUKUWvM+7MJfDdd98l+U7w+Ph4/fDDD2rSpInDnAp58+ZVq1attGHDBvPzwB2vvvqqw/BENWrUUHx8vI4ePZrkrK1atdKBAwe0bds28/8TGwpIuv074e7uLul2T+CLFy8qLi5OFSpUSPL16B1dunRJ0nbBwcEaNGiQvvjiCzVo0EDnz5/XzJkzHzih8vLlyyXJoVevJL399tuSlOD3IigoyBwKVrrdo6FkyZJJ/r1o3ry5Q+/xO8fi+hVAekARAEC6c2c8yDtdUv/++2+tX79eLVq0SDD2fmro37+/Vq1apa+//lphYWGKiopy+DAh3f0S/k4x4F6uXLlibntn2KAH7XM/KXGM+ylcuHCCtkyZMqlZs2ZaunSpOXbm4sWLdevWLYciwF9//aU9e/Yod+7cDkuJEiUkKdGxZO+48yGlZMmSCdaVKlUqwYcYT09Pc5zRO3LkyKFLly4l8ZUm9Ndff2nFihUJ8terV88h/+uvv64SJUqoYcOGKlCggDp06KAVK1Y89HnvvLbixYsnWJfY+/Hdd9/piSeekKenp3x9fc3u1lFRUUk6340bN9S/f39z3oNcuXIpd+7cunz5ssMxBg8erMuXL6tEiRIKCQlR7969tWvXLnP9gQMHZBiG+vXrl+A9GzBggKT7/8wfJDV+xgAAIPmsujb38fFJ8jXvva4l3d3dVaRIkQTXkgUKFEgwrn9KX2fUqlVLzZo106BBg5QrVy49//zzmjFjxn3nyjp37pyuX7+e6DVg6dKlZbfbdfz4cYf2ggULOjy/8yV0cl5LuXLlVKpUKc2ZM0dffvml8uTJY97Ik5iZM2fq8ccfN+eNyp07t5YtW5bk61Hp9meMO/OYJUXv3r1VpkwZbd26VQMGDEj0Zpl/O3r0qFxcXFSsWDGH9jx58ih79uwJfi/+/V5Kyfu9SImfBQCklvuXTQHAAqGhoSpVqpTmzp2r9957T3PnzpVhGOYHkNQWEhJifvHbpEkTXb9+XZ06dVL16tUVEBAgSeZ45v/8UvTfjh49qujoaPMC9c6EZrt3737obP88RtmyZR+4fWKTlkm65+Sq9xrTtUWLFvr888/1/fffq0mTJvrqq69UqlQphzE47Xa7QkJCNGbMmESPcee9Swmp8YHTbrerfv36eueddxJdf6eY4efnp507d2rlypX6/vvv9f3332vGjBkKCwvTzJkzUzzXP61fv17PPfecatasqUmTJilv3rxyc3PTjBkzHMZxvZ/u3btrxowZeuutt1SlShVly5ZNNptNLVq0cJgAuWbNmjp48KCWLl2qH374QV988YU++eQTTZ48WR07djS37dWrlxo0aJDouf79gSs50qLgBwAAHsyqa/NSpUpp586dio2NNe88Tyn3us4wDOOB+yb1+tpms2nhwoXasmWLvv32W61cuVIdOnTQ6NGjtWXLFmXJkiX5wRPxX17LP7Vq1UqfffaZsmbNqubNmye4CeqO2bNnq3379mrSpIl69+4tPz8/c06vgwcPJvl8Hh4e9zxHYg4dOmT2UE3u56l7/cz+7b++lyn1swCA1EBPAADpUuvWrfX7779r165dmjNnjooXL+4wHE9a+vDDD3Xz5k0NGzbMbCtRooRKlCihJUuW3PMOpVmzZkmSnn32WXOfkiVLaunSpbp69epDZWnYsKFcXV01e/bsJG2fI0eOBJPqSkpW92Dp9hfCefPm1fz583X+/Hn99NNPCSb7LVq0qC5evKgnn3xS9erVS7AkdkfTHYUKFZIk7du3L8G6ffv2metTwr0+BBQtWlRXr15NNHu9evUc7uxxd3dX48aNNWnSJB08eFCvvfaaZs2apQMHDtz3HIm589oSG3bn3+/HokWL5OnpaX6IbNiwoVmwSurrXLhwodq1a6fRo0ebE58lNvmyJPn6+io8PFxz587V8ePH9fjjj2vgwIGSZHZRd3Nzu+d7dqcXTHLeDwAAkP5YcW3euHFj3bhxQ4sWLXrgtve6loyNjdXhw4dT9Fryzt3d/752utf19RNPPKFhw4bp119/1Zdffqk9e/Zo3rx5iW6bO3dueXt7J3pNvHfvXrm4uKTojTX/1KpVK506dUr79++/51BA0u1rySJFimjx4sVq27atGjRooHr16unmzZsO26Xk9Z/dblf79u3l4+NjFqIWL178wP0KFSoku92e4Dr7zJkzunz5cor+XgBAekcRAEC6dOfOov79+2vnzp1p1gsgMUWLFlWzZs0UERGh06dPm+39+/fXpUuX1Llz5wR3/vz2228aOXKkgoOD1axZM7N90KBBunDhgjp27Ki4uLgE5/rhhx/03Xff3TNLQECAOnXqpB9++EHjx49PsN5ut2v06NH6+++/zexRUVEOPRZOnTqlr7/+OulvgCQXFxe9+OKL+vbbbxUZGam4uLgERYCXX35ZJ06c0NSpUxPsf+PGDV27du2ex69QoYL8/Pw0efJkhy7S33//vf788081atQoWXnvJ3PmzIl+4f3yyy9r8+bNWrlyZYJ1ly9fNn9eFy5ccFjn4uKixx9/XJLM7JkzZzb3e5C8efOqbNmymjlzpkMX6lWrVumPP/5w2NbV1VU2m83h9+3IkSNasmRJkl+nq6trgruRxo8fn+B3+N+vM0uWLCpWrJj5Gv38/FS7dm19/vnnOnXqVILznDt3ziGLlLT3AwAApD9WXJt37txZefPm1dtvv639+/cnWH/27FkNHTpUklSvXj25u7vr008/dbjOmTZtmqKiolL0WrJo0aKSZM4XJUnXrl1L0CP00qVLCa657vTkvdeQQK6urnrqqae0dOlShzkYzpw5ozlz5qh69erm8KAprWjRoho7dqxGjBihSpUq3XO7O3e7//O1/fLLL9q8ebPDdt7e3pJS5vpvzJgx2rRpk6ZMmaIhQ4aoatWq6tKli86fP3/f/Z555hlJ0tixYxMcT1KK/l4AQHrHcEAA0qXChQuratWqWrp0qSRZWgSQbo9B+dVXX2ns2LH68MMPzUzbtm3TuHHj9Mcff6h169bKkSOHtm/frunTpytnzpxauHCh3NzczOM0b95cu3fv1rBhw7Rjxw61bNlShQoV0oULF7RixQqtXr36gcO6jB49WgcPHtQbb7yhxYsX69lnn1WOHDl07NgxLViwQHv37lWLFi0k3R7G591331XTpk31xhtv6Pr16/rss89UokSJZE/c1bx5c40fP14DBgxQSEiIOSTSHW3bttVXX32lzp07a82aNapWrZri4+O1d+9effXVV1q5cqUqVKiQ6LHd3Nw0cuRIhYeHq1atWmrZsqXOnDmjcePGKTAwUD169EhW1vsJDQ3VZ599pqFDh6pYsWLy8/NT3bp11bt3b33zzTd69tln1b59e4WGhuratWvavXu3Fi5cqCNHjihXrlzq2LGjLl68qLp166pAgQI6evSoxo8fr7Jly5rvSdmyZeXq6qqRI0cqKipKHh4eqlu3rvz8/BLNNGLECDVq1EjVq1dXhw4ddPHiRY0fP16PPfaYQ6+RRo0aacyYMXr66afVqlUrnT17VhMnTlSxYsUSDE0VGhqqH3/8UWPGjFG+fPlUuHBhVa5cWc8++6wiIyOVLVs2BQUFafPmzfrxxx+VM2dOh/2DgoJUu3ZthYaGytfXV7/++qsWLlyobt26mdtMnDhR1atXV0hIiDp16qQiRYrozJkz2rx5s/7++2/973//e6j3AwAApC9WXJvnyJFDX3/9tZ555hmVLVtWbdq0UWhoqCRp+/btmjt3rqpUqSLp9h30ffv21aBBg/T000/rueee0759+zRp0iRVrFjRYRLg/+qpp55SwYIF9corr6h3795ydXXV9OnTlTt3bh07dszcbubMmZo0aZKaNm2qokWL6sqVK5o6dap8fHzML6cTM3ToUK1atUrVq1fX66+/rkyZMunzzz9XTEyMRo0alWKvIzFvvvnmA7d59tlntXjxYjVt2lSNGjXS4cOHNXnyZAUFBTlct3p5eSkoKEjz589XiRIl5Ovrq+DgYAUHBycr059//ql+/fqpffv2aty4sSQpIiJCZcuW1euvv66vvvrqnvuWKVNG7dq105QpU3T58mXVqlVLW7du1cyZM9WkSRPVqVMnWVkAwKkZAJBOTZw40ZBkVKpUKdH1M2bMMCQZhw8fTnR95syZjXbt2iX5fGvWrDEkGQsWLEh0fe3atQ0fHx/j8uXLDu1Lliwx6tevb+TIkcPw8PAwihUrZrz99tvGuXPn7nmu1atXG88//7zh5+dnZMqUycidO7fRuHF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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:14:58,786 INFO: === Dataset: i ===\n", "2024-12-22 11:15:02,488 INFO:Total samples: 6000\n", "Evaluating ViT on i: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:12<00:00, 1.95it/s]\n", "2024-12-22 11:15:15,234 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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AAIBLO3/+vF577TW1bt1aZ8+eVatWrXTz5k2rYwEAAABAmsBwQAAAAHBZy5Yt0+uvv65Tp06ZbeXKldOtW7fk5eVlYTIAAAAAVnKVp/RTAz0BAAAA4HKuXr2qjh07qmHDhmYBwNvbW/PmzVNkZKSyZs1qcUIAAAAASBvoCQAAAACXsnHjRrVu3VoHDx402+rXr68pU6YoX758FiYDAAAAkGbQEcBETwAAAAC4jPHjx6tq1apmASBTpkwKCwvT0qVLKQAAAAAAQALoCQAAAACXUalSJXNsz8qVKysiIkLFihWzOBUAAACAtIY5Ae6iCAAAAACXUaFCBQ0aNEiS9N577ylDBm5nAQAAAOB++NQEAACANOnIkSMaPXq0Ro8e7fRl/wcffGBhKgAAAACugJ4Ad1EEAAAAQJpiGIbCw8P19ttv68qVK8qdO7f69u1rdSwAAAAAcElMDAwAAIA048yZM2rcuLHatWunK1euSJIiIiJ08+ZNi5MBAAAAcCU2my1VFldAEQAAAABpwpIlSxQYGKjFixebbaGhofrll1/k5eVlYTIAAAAAcF0MBwQAAABLRUVFqXv37po6darZljt3bk2aNEnBwcHWBQMAAADgslzlKf3UQBEAAAAAlvn555/Vpk0bHTlyxGx78cUXNXnyZPn6+loXDAAAAADSCYoAAAAAsMzixYvNAkCWLFk0duxYhYaG8tQOAAAAgP+GjxQmigAAAACwzNChQ7V8+XLlypVL06dPV+HCha2OBAAAAADpCkUAAAAApIq4uDjt2LFD5cuXN9u8vLy0cuVK5cmTR3a73cJ0AAAAANITehff5WZ1AAAAAKR/Bw8eVPXq1VWtWjX9/vvvTuvy589PAQAAAAAAUghFAAAAAKQYwzA0adIklSlTRhs2bNDNmzfVtm1bGYZhdTQAAAAA6ZjNZkuVxRUwHBAAAABSxKlTp9S+fXstXbrUbCtSpIhGjx7tMjfLAAAAAODqKAIAAAAg2S1YsEBvvvmmzp8/b7a98cYbGjVqlLJkyWJhMgAAAACPAh48uosiAAAAAJLNpUuX1K1bN0VGRpptefLk0ZQpU9SwYUMLkwEAAADAo4kiAAAAAJJNcHCwfvrpJ/N1kyZNFBYWJh8fHwtTAQAAAHjU0BPgLiYGBgAAQLIZPHiwbDabsmXLpoiICM2bN48CAAAAAABYiJ4AAAAAeGgOh0NubnefK6lWrZomT56s5557TgULFrQwGQAAAIBHGh0BTPQEAAAAQJLFxsZq0KBBev755+VwOJzWvf766xQAAAAAACCNoCcAAAAAkuTAgQNq3bq1tmzZIkkaM2aMevToYXEqAAAAALiLOQHuoicAAAAAEsUwDE2YMEFly5Y1CwB2u103btywOBkAAAAA4F7oCQAAAIAHOn78uNq1a6fvv//ebCtRooQiIiJUqVIlC5MBAAAAQHz0BLiLngAAAAC4rzlz5igwMNCpANC5c2ft2LGDAgAAAAAAJMGECRPk7+8vLy8vVapUyexlfS9jxozR448/rowZM8rPz0/du3fXzZs3k3ROegIAAAAgQXFxcWrVqpXmzJljtuXPn1/Tpk1T3bp1LUwGAAAAAPeXFnsCzJ07Vz169FBYWJgqVaqkMWPGqF69etq/f798fX3jbT9r1iz17t1bU6dOVZUqVXTgwAG1bdtWNptNo0ePTvR56QkAAACABNntdmXLls183axZM+3evZsCAAAAAAA8hNGjR6tDhw4KDQ1VqVKlFBYWpkyZMmnq1KkJbr9hwwY988wzatGihfz9/VW3bl01b978gb0H/o0iAAAAAO5p1KhRqlChgmbPnq3Zs2fL29vb6kgAAAAA8GC2VFoSKSYmRr/88ovq1Kljtrm5ualOnTrauHFjgvtUqVJFv/zyi/ml/6FDh7Rs2TI1aNAg8ScWwwEBAADg/23atEl///23XnnlFbMtS5Ys2rx5c5rsSgsk1vbt2+Xu7q7AwEBJ0uLFizVt2jSVKlVKAwYMkIeHh8UJAQAA4Kqio6MVHR3t1Obp6SlPT0+ntnPnzikuLk558uRxas+TJ4/27duX4LFbtGihc+fOqWrVqjIMQ7GxserYsaM++OCDJGWkJwAAAMAj7tatW+rbt6+eeeYZhYaG6tChQ07rKQDA1b355ps6cOCApNtPTzVr1kyZMmXSvHnz9N5771mcDgAAACnBZrOlyjJ8+HBlz57daRk+fHiyXMOaNWs0bNgwTZw4Udu3b9fChQu1dOlSDR48OEnHoQgAAADwCNu7d6+efvppDRkyRA6HQ1evXk3SBFOAKzhw4IDKli0rSZo3b56qV6+uWbNmKTw8XAsWLLA2HAAAAFxanz59dPnyZaelT58+8bbz8fGR3W7X6dOnndpPnz6tvHnzJnjsvn37qnXr1mrfvr0CAwPVuHFjDRs2TMOHD5fD4Uh0RooAAAAAjyCHw6ExY8boqaee0vbt2yVJGTJk0ODBgzVmzBhrwwHJzDAM80PSDz/8YI6h6ufnp3PnzlkZDQAAACkktXoCeHp6Klu2bE7Lv4cCkiQPDw8FBQVp1apVZpvD4dCqVatUuXLlBK/h+vXrcnNz/grfbrdLun2Pm1jMCQAAAPCIOXbsmNq2bavVq1ebbU888YQiIyMVFBRkYTIgZZQvX15DhgxRnTp19NNPP+mLL76QJB0+fDjemKwAAABASunRo4fatGmj8uXLq2LFihozZoyuXbum0NBQSVJISIgKFChgDifUqFEjjR49WuXKlVOlSpX0559/qm/fvmrUqJFZDEgMigAAAACPCMMwFBkZqa5duyoqKspsf+eddzRs2DBlzJjRwnRAyhkzZoxatmypRYsW6cMPP1SxYsUkSfPnz1eVKlUsTgcAAICUkBbnNmvatKnOnj2rfv366dSpUypbtqyWL19uPphy7Ngxpyf/P/roI9lsNn300Uc6fvy4cufOrUaNGmno0KFJOq/NSEq/gXQgKipK2bNn1+XLl5UtWzZLMhwp/bLiTp6VPV9u+e9aaEkGAADw6Lly5YpKliypEydOSLo9FEp4eLhq165tcTKkF2nhXjspbt68KbvdLnd39yTvm/Hp91MgEQAk3Zk1yTP5JAD8V1m90tbI8/neSJ25n05OapIq5/kv6AkAAADwiMiaNaumTp2q559/XiEhIRo7dqxy5MhhdSwg1cTExOjMmTPxJlErWLCgRYkAAACQUtJiTwCrUAQAAABIp65cuaKbN28qd+7cZlu9evW0Y8cOlS1b1rpgQCo7cOCAXn/9dW3YsMGp3TAM2Ww2xcXFWZQMAAAASHkUAQAAANKhdevWKSQkRCVLltTSpUudnoKhAIBHTWhoqDJkyKBvv/1W+fLl46kwAACARwG3fCaKAAAAAOlIdHS0+vfvr5EjR8owDB0+fFiTJ0/WG2+8YXU0wDI7d+7UL7/8opIlS1odBQAAAEh1FAEAAADSid27d6tVq1batWuX2fbMM8+oTp06FqYCrFeqVCmdO3fO6hgAAABIRfT+vMvyKZsnTJggf39/eXl5qVKlStqyZct9tx8zZowef/xxZcyYUX5+furevbtu3ryZSmkBAADSnri4OH3yyScqX768WQBwd3fXxx9/rJ9++klFihSxOCFgrREjRui9997TmjVrdP78eUVFRTktAAAAQHpmaU+AuXPnqkePHgoLC1OlSpU0ZswY1atXT/v375evr2+87WfNmqXevXtr6tSpqlKlig4cOKC2bdvKZrNp9OjRFlwBAACAtQ4fPqw2bdpo7dq1ZltgYKAiIyNVpkwZC5MBaced3jDPPvusUzsTAwMAAKRf9AS4y9IiwOjRo9WhQweFhoZKksLCwrR06VJNnTpVvXv3jrf9hg0b9Mwzz6hFixaSJH9/fzVv3lybN29O1dwAAABpwbFjx1S6dGldvXpV0u2b3J49e2rw4MHy9PS0OB2QdqxevdrqCAAAAIBlLCsCxMTE6JdfflGfPn3MNjc3N9WpU0cbN25McJ8qVapoxowZ2rJliypWrKhDhw5p2bJlat26dWrFBgAASDMKFiyol156STNnzpS/v78iIiJUrVo1q2MBaU6NGjWsjgAAAIBURk+AuywrApw7d05xcXHKkyePU3uePHm0b9++BPdp0aKFzp07p6pVq8owDMXGxqpjx4764IMP7nme6OhoRUdHm68Z8xMAAKQn48ePV968edW/f39lzZrV6jhAmrV27Vp9+eWXOnTokObNm6cCBQooMjJShQsXVtWqVa2OBwAAAKQYyycGToo1a9Zo2LBhmjhxorZv366FCxdq6dKlGjx48D33GT58uLJnz24ufn5+qZgYAAAgeVy+fFlt27bVnDlznNpz5MihTz/9lAIAcB8LFixQvXr1lDFjRm3fvt18SOjy5csaNmyYxekAAACQImyptLgAy4oAPj4+stvtOn36tFP76dOnlTdv3gT36du3r1q3bq327dsrMDBQjRs31rBhwzR8+HA5HI4E9+nTp48uX75sLn/99VeyXwsAAEBKWrNmjUqXLq3p06erU6dOOn78uNWRAJcyZMgQhYWFafLkyXJ3dzfbn3nmGW3fvt3CZAAAAEDKs6wI4OHhoaCgIK1atcpsczgcWrVqlSpXrpzgPtevX5ebm3Nku90uSTIMI8F9PD09lS1bNqcFAADAFdy8eVPvvvuuatWqpWPHjkmS4uLitGfPHouTAa5l//79ql69erz27Nmz69KlS6kfCAAAACnOZrOlyuIKLJsTQJJ69OihNm3aqHz58qpYsaLGjBmja9euKTQ0VJIUEhKiAgUKaPjw4ZKkRo0aafTo0SpXrpwqVaqkP//8U3379lWjRo3MYgAAAEB6sGPHDrVq1Up79+4122rWrKnw8HAVKlTIwmSA68mbN6/+/PNP+fv7O7WvW7dORYoUsSYUAAAAkEosLQI0bdpUZ8+eVb9+/XTq1CmVLVtWy5cvNycLPnbsmNOT/x999JFsNps++ugjHT9+XLlz51ajRo00dOhQqy4BAAAgWcXGxmrEiBEaMGCAYmNjJd3u2Ths2DC988478XpFAniwDh066O2339bUqVNls9l04sQJbdy4UT179lTfvn2tjgcAAIAU4CpP6acGS4sAktSlSxd16dIlwXVr1qxxep0hQwb1799f/fv3T4VkAAAAqevo0aNq3ry5Nm7caLaVLVtWM2bM0JNPPmlhMsC19e7dWw6HQ88++6yuX7+u6tWry9PTUz179lTXrl2tjod04s0mldW9VXXl8c6q3X+eVI9Ri7Vt798JbpvB7qZebWqpVYMg5c+dTQeOndVHE77Tyk0HnLbLnzubhnSur7qVH1cmTw8d/Puc3hwyT9v3MTcMgHv7es5MRU6fqvPnzql4iZLq1ftDBQSWvuf2P3y/XF9M+FwnTxyXX8FC6vrOu6parUaC2w4bPEAL589Vj1691aJVm5S6BADJjEfJAAAA0ggvLy/98ccfkiQ3Nzd9+OGH2rx5MwUA4D+y2Wz68MMPdeHCBf3222/atGmTzp49q/79++vEiRNWx0M68Eqd0hrx9gsa+tUqVW7zuXb9cVJLxryu3DkzJ7j9gI711D64knqMWqxyzUfrq/9t1tyPQ1SmRH5zmxxZM+rHSZ10K9ah4O5TVa75KPX+fKkuXrmRWpcFwAV9v3yZPvt0hDq82Vkz5ixQiccfV9dOHXTh/PkEt/915w592LunXmrcRDPnLlTNWs+q5ztd9ecfB+Jtu3rVSv22+1flzu2b0pcBJAvmBLiLIgAAAEAakSdPHk2aNEnFihXTunXrNGTIEHl4eFgdC0g3PDw8VKpUKVWsWFFZsmTRnj175OfnZ3UspAPdmlfTtMVbFLl0m/YdOaOuI/6nGzdvqc0LFRLcvsXzT2nk9NVasXG/jpy4oMkLN2nFxn16u0U1c5t3W9fQ36cv680h87Rt7986evKiVm35Q4ePX0itywLggmZGTlfwy6/qxeCXVaRoMfX5aIC8vLy0ZNHCBLefMzNClatUVUjb11W4SFF16vK2Sj7xhL6eM8tpuzOnT+uTj4dq8LCRyuBu+cAiQKJQBLiLIgAAAIBFFixYoHPnzjm1NW7cWL/99psqV65sUSoAQFK4Z7Cr3OMF9OPWP8w2wzD049Y/VTGwYIL7eHjYdTMm1qntRvQtVSnjb75uWK2Utv/+t2YObamjy/pq4/RuCn2pYopcA4D04datGO37fY8qPX33PtLNzU0Vn66sXbt2JrjPrl2/quLTzvedlatU1e5/bO9wONTvw/fVum07FS1WPCWiA0hhFAEAAABS2cWLF9WiRQu98sor6tSpkwzDcFrv6elpUTIAQFL55MikDBnsOnPhqlP7mYtXlDdX1gT3+WHTAXVrXk1F/XLJZrOpdsXieqlmgPLmymZuUzi/tzq8/LT+/OucXnxniiYv3KRR3V9UywZPpej1AHBdly5eUlxcnLxz5XJq986VS+f/9eDJHefPnZN3Lp/7bj992ley2+1q1qJ18ocGUpItlRYXQP8dAACAVLRy5UqFhobq+PHbkzrOnz9fP//8s2rUSHjyNQDWi46OVnR0tFOb4YiVzY2PU3g4PT/7RhP7NNGvc3rKMAwdOn5BEd9ucxo+yM3Npu2/H1f/sBWSpF8PnNCTRfOqQ+OnNXPZdquiA3jE/L53j+bMjNSMOQtcZtgTAPFx1woAAJAKrl+/rvfff1/jx48323LkyKEJEyaoevXqFiYD0q9du3bdd/3+/fsTdZzhw4dr4MCBTm32AlXk/ljVh86G9OPcpeuKjY2Tr3cWp3bfnFl16vyVe+xzTa+9HyFPjwzKlT2TTpyN0pDO9XX4xN3x/k+du6Lfj5x22m/fkTMKrhmQ/BcBIF3IkTOH7HZ7vEmAL5w/r1w+Pgnuk8vHRxfOn7vn9ju2b9OFC+f1wvO1zfVxcXEaM2qkZs+M0DffrUrmqwCSD4WruygCAAAApLCtW7eqdevWTl841qlTR9OmTdNjjz1mYTIgfStbtqxsNlu8Ibckme2J+XDYp08f9ejRw6nNt87Ae2yNR82t2Djt2H9ctSoU0zc/75V0+++rVoViCpu34b77RsfE6sTZKGWwuym4ZoAWrLpbuNq464hKFMzttH1xPx8dO3Up2a8BQPrg7u6hkk88qS2bN6lm7TqSbo/nv3XzJr3WrGWC+5QuXUZbN29Si1ZtzLbNmzYosHRZSVKDF15UxUrOcwZ07dRBDV54UY2CX06ZCwGQ7CgCAAAApJBbt25p6NChGjJkiOLi4iRJXl5eGjlypDp37iw3N6ZnAlLS4cOHk+U4np6e8ebqYCgg/NPns9dqct/X9Mvvf2vb3r/VpWlVZfJyV8TSbZKkr/q9phNno9Tvi+WSpApP+il/7mz69cBJFcidTR+2f05ubjaNnvGTecxxc9Zp9eS31KtNLS1YtUsVSvmpXXAldfl4gSXXCMA1tGzdRgP69lGpJwP0ZECgZs2I0I0bN9QouLEkqd+H78vXN4+6vH27uN2sZYjeeD1EM6ZPU9XqNbRi+TLt3bNHH/S9XezOkSOncuTI6XSODO4ZlMvHR/7+hVP34oAkoifAXdy5AgAApJBvv/3WaQiRChUqKCIiQiVLlrQwFfDoKFSokNUR8IiY/8Mu+eTIrH4d6ipPrqza9ccJvdR9qjlZsF/eHHL8o0eKp0cG9X+zngrn99bVGzFasWGfXh84R5ev3jS3+eX3v9X0/QgN6vS8Pmj3rI6cvKheY77RnBU7U/vyALiQus830MWLFxU28XOdP3dOJR5/QuMmTlKu/5/899Spk04PopQpW05Dh3+iiePHasK4z+RXsJA+HTNOxYqXsOoSAKQAm5FQ39h0LCoqStmzZ9fly5eVLVs2SzIcKf2y4k6elT1fbvnvWmhJBgAAkPIMw9DLL7+sb775Rn379tUHH3wgd3d3q2MBKSYt3Gs/SGBgoJYtWyY/P7//dJyMT7+fTIkA4L85s2a41REAQJKU1Stt9XQu1vO7VDnPn5/WT5Xz/Bf0BAAAAEgmly5dUo4cOczXNptNkyZN0pEjR1ShQgXrggEwHTlyRLdu3bI6BgAAAJBq0lZ5BgAAwAUZhqEZM2bI399f33zzjdO63LlzUwAAAAAAgFRms9lSZXEFFAEAAAD+g/Pnz+u1115T69atdfnyZbVv315nz561OhaAe6hWrZoyZsxodQwAAAAg1TAcEAAAwEP67rvv1K5dO506dcpse+655xj3H0jDli1bZnUEAAAApAIXeUg/VVAEAAAASKKrV6+qZ8+e+vLLL802b29vhYWF6dVXX7UwGYB7+eOPP7R69WqdOXNGDofDaV2/fv0sSgUAAACkPIoAAAAASbBx40a1bt1aBw8eNNvq16+vKVOmKF++fBYmA3AvkydPVqdOneTj46O8efM6jd1qs9koAgAAAKRDrjJef2qgCAAAAJBIERERCg0NNZ8izpQpk0aPHq033niDG0wgDRsyZIiGDh2q999/3+ooAAAAQKqjCAAAAJBItWrVUtasWXX58mVVrlxZERERKlasmNWxADzAxYsXGaoLAADgEcNzWne5WR0AAADAVfj5+WnixIkaOnSofv75ZwoAgIt49dVX9f3331sdAwAAALAEPQEAAAAScOTIEX344YeaOHGismfPbra3aNHCwlQAHkaxYsXUt29fbdq0SYGBgXJ3d3da361bN4uSAQAAIKW4udEV4A6KAAAAAP9gGIbCw8P19ttv68qVK3J3d1d4eLjVsQD8B5MmTVKWLFn0008/6aeffnJaZ7PZKAIAAAAgXaMIAAAA8P/OnDmjN954Q4sXLzbb1qxZowsXLsjb29vCZAD+i8OHD1sdAQAAAKmMOQHuYk4AAAAASUuWLFFgYKBTAaBt27batWsXBQAgHTEMQ4ZhWB0DAAAASDUUAQAAwCMtKipKr7/+ul566SWdOXNGkuTj46P//e9/mjZtmrJly2ZxQgDJISIiQoGBgcqYMaMyZsyo0qVLKzIy0upYAAAASCE2my1VFlfAcEAAAOCRtXbtWoWEhOjIkSNmW6NGjTR58mTlyZPHumAAktXo0aPVt29fdenSRc8884wkad26derYsaPOnTun7t27W5wQAAAASDkUAQAAwCNr165dZgEgS5YsGjt2rEJDQ13maQ4AiTNu3Dh98cUXCgkJMdtefPFFPfnkkxowYABFAAAAgHSIj3V3UQQAAACPrLfeektLlizRjRs3NH36dBUuXNjqSABSwMmTJ1WlSpV47VWqVNHJkyctSAQAAACkHuYEAAAAj4S4uDitXLnSqc1ms2nu3LlavXo1BQAgHStWrJi+/vrreO1z585V8eLFLUgEAACAlMacAHfREwAAAKR7Bw8eVEhIiDZs2KCVK1eqTp065rocOXJYFwxAqhg4cKCaNm2qn3/+2ZwTYP369Vq1alWCxQEAAAAgPaEnAAAASLcMw9CkSZNUpkwZbdiwQZLUvn17xcTEWJwMQGpq0qSJNm/erFy5cmnRokVatGiRfHx8tGXLFjVu3NjqeAAAAEgB9AS4i54AAAAgXTp58qTat2+vZcuWmW1FihRRRESEPDw8LEwGwApBQUGaOXOm1TEAAACAVEcRAAAApDvz589Xx44ddf78ebOtQ4cOGjVqlLJmzWphMgCpyc3N7YFPZ9lsNsXGxqZSIgAAAKQWF3lIP1VQBAAAAOnGpUuX1LVrV82YMcNsy5Mnj7766iu98MILFiYDYIX//e9/91y3ceNGff7553I4HKmYCAAAAEh9FAEAAEC60aFDB82fP998/fLLLyssLEy5c+e2MBUAq7z00kvx2vbv36/evXvrm2++UcuWLTVo0CALkgEAACClucp4/amBiYEBAEC6MXz4cGXKlEnZsmVTRESE5s+fTwEAgCTpxIkT6tChgwIDAxUbG6udO3dq+vTpKlSokNXRAAAAgBRFTwAAAOCyYmJinCb5LVasmObOnavSpUurYMGCFiYDkFZcvnxZw4YN07hx41S2bFmtWrVK1apVszoWAAAAUhgdAe6iJwAAAHA5sbGxGjRokJ566ildv37dad0LL7xAAQCAJGnkyJEqUqSIvv32W82ePVsbNmygAAAAAIBHDj0BAACAS9m/f79CQkK0ZcsWSdJ7772n8ePHW5wKQFrUu3dvZcyYUcWKFdP06dM1ffr0BLdbuHBhKicDAABASmNOgLsoAgAAAJdgGIYmTpyoXr166caNG5Iku92uXLlyyTAMbvAAxBMSEsL/NwAAAOCRRxEAAACkecePH1doaKhWrlxptpUoUUIRERGqVKmShckApGXh4eFWRwAAAIBFeBbkLuYEAAAAadrs2bMVEBDgVADo3LmzduzYQQEAAAAAAIAHoCcAAABIkwzDUNu2bRUREWG25c+fX9OmTVPdunUtTAYAAAAASOsYFvIuegIAAIA0yWazqVSpUubrZs2aaffu3RQAAAAAAABIAnoCAACANKtnz57asGGDmjdvrmbNmlkdBwAAAADgIugIcBdFAAAAkCZs2rRJW7duVdeuXc02u92uxYsXW5gKAAAAAADXRhEAAABYKiYmRoMHD9awYcMkSUFBQapSpYrFqQAAAAAArow5Ae5iTgAAAGCZvXv3qnLlyhoyZIgcDoccDofGjx9vdSwAAAAAANINigAAACDVORwOjRkzRk899ZS2b98uScqQIYMGDx6siIgIi9MBAAAAAFydzZY6iytgOCAAAJCqjh07prZt22r16tVm2xNPPKHIyEgFBQVZmAwAAAAAgPSHngAAACBVGIahiIgIBQYGOhUA3nnnHf3yyy8UAAAAAAAAycZms6XK4groCQAAAFJFbGysPvvsM0VFRUmS/Pz8FB4ertq1a1ucDAAAAACA9IueAAAAIFW4u7srMjJSnp6eat26tXbt2kUBAAAAAACQIpgT4C56AgAAgBRx5coVnT17VkWKFDHbAgICtGfPHhUtWtTCZAAAAAAAPDroCQAAAJLdunXrVKZMGQUHBys6OtppHQUAAAAAAEBKY06AuygCAACAZBMdHa3evXurevXqOnz4sHbv3q1BgwZZHQsAAAAAgEcWwwEBAIBksXv3brVq1Uq7du0y25555hm9/vrrFqYCAAAAADyKXOQh/VRBTwAAAPCfxMXF6ZNPPlH58uXNAoC7u7s+/vhj/fTTT05zAgAAAAAAgNRFTwAAAPDQDh8+rDZt2mjt2rVmW2BgoCIjI1WmTBkLkwEAAAAAHmWuMl5/aqAIAAAAHsqlS5f01FNP6dKlS5Ju32D17NlTgwcPlqenp7XhAAAAAACAJIYDAgAADylHjhzq2rWrJMnf319r1qzRyJEjKQAAAAAAACxns9lSZXEF9AQAAACJZhiG001O37595e7urrffflvZsmWzMBkAAAAAAEgIPQEAAMADXb58WW3bttXw4cOd2t3d3dW3b18KAAAAAACANMVmS53FFdATAAAA3NeaNWvUpk0bHTt2TBkyZFD9+vVVrlw5q2MBAAAAAIBEoCcAAABI0M2bN/Xuu++qVq1aOnbsmCQpY8aM5s8AAAAAAKRVzAlwFz0BAABAPDt27FCrVq20d+9es61mzZoKDw9XoUKFLEwGAAAAAACSgp4AAADAFBsbq6FDh6pixYpmAcDT01OjRo3SqlWrKAAAAAAAAFwCcwLcRU8AAAAgSTpx4oReeeUVbdy40WwrW7asIiMjFRAQYGEyAAAAAADwsOgJAAAAJEk5c+bUxYsXJUlubm764IMPtHnzZgoAAAAAAACXw5wAd1EEAAAAkm5P+hsZGamSJUtq7dq1Gjp0qDw8PKyOBQAAAABAkjEc0F0MBwQAwCNq3rx5Kl26tB5//HGzrXz58vrtt99kt9stTAYAAAAAAJLLf+oJcPPmzeTKAQAAUsnFixfVsmVLvfbaawoJCVFsbKzTegoAAAAAAABX52azpcriCpJcBHA4HBo8eLAKFCigLFmy6NChQ5Kkvn37asqUKckeEAAAJJ8ffvhBgYGBmjVrliRpy5Yt+t///mdxKgAAAAAAkFKSXAQYMmSIwsPDNXLkSKdxggMCAvTVV18lazgAAJA8rl+/rm7duum5557T8ePHJUk5cuTQzJkz9corr1icDgAAAACA5MWcAHcluQgQERGhSZMmqWXLlk7DBZQpU0b79u1L1nAAAOC/27p1q5566imNGzfObKtTp452796tFi1ayOYqdy0AAAAAACDJklwEOH78uIoVKxav3eFw6NatW8kSCgAA/He3bt3SgAEDVLlyZe3fv1+S5OXlpc8//1wrVqzQY489ZnFCAAAAAABShs1mS5XFFSS5CFCqVCmtXbs2Xvv8+fNVrly5ZAkFAAD+u19++UWDBg1SXFycJKlChQrasWOHunbtKje3JN8CAAAAAAAAF5TkbwD69eunLl26aMSIEXI4HFq4cKE6dOigoUOHql+/fimREQAAPISnn35a3bt3l91u14ABA7R+/XqVLFnS6lgAAAAAAKQ4N1vqLEk1YcIE+fv7y8vLS5UqVdKWLVvuu/2lS5fUuXNn5cuXT56enipRooSWLVuWtPciqSFfeuklffPNN/rhhx+UOXNm9evXT7///ru++eYbPffcc0k9HAAASCanTp2Sw+Fwahs6dKi2bNmi/v37y93d3aJkAAAAAABg7ty56tGjh/r376/t27erTJkyqlevns6cOZPg9jExMXruued05MgRzZ8/X/v379fkyZNVoECBJJ03w8OErVatmlauXPkwuwIAgGRmGIZmzZqlzp07a+DAgXr77bfNdV5eXnrqqacsTAcAAAAAQOpLi+P1jx49Wh06dFBoaKgkKSwsTEuXLtXUqVPVu3fveNtPnTpVFy5c0IYNG8wH+/z9/ZN83iT3BChSpIjOnz8fr/3SpUsqUqRIkgMAAICHd/78eb322mtq1aqVLl++rN69e+v333+3OhYAAAAAAI+E6OhoRUVFOS3R0dHxtouJidEvv/yiOnXqmG1ubm6qU6eONm7cmOCxlyxZosqVK6tz587KkyePAgICNGzYMHPuv8RKchHgyJEjCZ4kOjpax48fT+rhAADAQ1q2bJkCAgI0f/58s61JkybKly+fhakAAAAAALCezZY6y/Dhw5U9e3anZfjw4fHynDt3TnFxccqTJ49Te548eXTq1KkEr+HQoUOaP3++4uLitGzZMvXt21ejRo3SkCFDkvReJHo4oCVLlpg/r1ixQtmzZzdfx8XFadWqVQ/VFWHChAn65JNPdOrUKZUpU0bjxo1TxYoV77n9pUuX9OGHH2rhwoW6cOGCChUqpDFjxqhBgwZJPjcAAK7o6tWr6tmzp7788kuzzdvbW2FhYXr11VctTAYAAAAAwKOlT58+6tGjh1Obp6dnshzb4XDI19dXkyZNkt1uV1BQkI4fP65PPvlE/fv3T/RxEl0ECA4OlnR7LKU2bdo4rXN3d5e/v79GjRqV6BNLdydCCAsLU6VKlTRmzBjVq1dP+/fvl6+vb7zt70yE4Ovrq/nz56tAgQI6evSocuTIkaTzAgDgqjZs2KCQkBAdPHjQbKtfv76mTJlCDwAAAAAAAP6fTakzJ4Cnp2eivvT38fGR3W7X6dOnndpPnz6tvHnzJrhPvnz55O7uLrvdbrY98cQTOnXqlGJiYuTh4ZGojIkeDsjhcMjhcKhgwYI6c+aM+drhcCg6Olr79+/XCy+8kNjDSXKeCKFUqVIKCwtTpkyZNHXq1AS3vzMRwqJFi/TMM8/I399fNWrUUJkyZZJ0XgAAXNGiRYtUrVo1swCQKVMmcxIhCgAAAAAAAKRdHh4eCgoK0qpVq8w2h8OhVatWqXLlygnu88wzz+jPP/+Uw+Ew2w4cOKB8+fIlugAgPcScAIcPH5aPj09Sd4vHyokQAABwRc8++6wKFSokSapcubJ+/fVXvfnmm7LZUufpBgAAAAAAXIWbLXWWpOjRo4cmT56s6dOn6/fff1enTp107do1hYaGSpJCQkLUp08fc/tOnTrpwoULevvtt3XgwAEtXbpUw4YNU+fOnZN03kQPB/RP165d008//aRjx44pJibGaV23bt0SdYz7TYSwb9++BPc5dOiQfvzxR7Vs2VLLli3Tn3/+qbfeeku3bt265xhI0dHRTrMxR0VFJSofAABpTdasWTV9+nStXbtW7733njJkeKh/xgEAAAAAgAWaNm2qs2fPql+/fjp16pTKli2r5cuXm9+RHzt2TG5ud5/b9/Pz04oVK9S9e3eVLl1aBQoU0Ntvv633338/SedN8rcHO3bsUIMGDXT9+nVdu3ZN3t7eOnfunDJlyiRfX99EFwEexsNMhDB8+HANHDgwxTIBAJASjhw5oq5du2rcuHHy9/c326tVq6Zq1apZFwwAAAAAABeQVnvNd+nSRV26dElw3Zo1a+K1Va5cWZs2bfpP50zycEDdu3dXo0aNdPHiRWXMmFGbNm3S0aNHFRQUpE8//TTRx3nYiRBKlChxz4kQEtKnTx9dvnzZXP76669EZwQAILUZhqFp06apdOnS+vbbb9W2bVunsf8AAAAAAACSIslFgJ07d+rdd9+Vm5ub7Ha7oqOj5efnp5EjR+qDDz5I9HFSayIET09PZcuWzWkBACAtOnPmjBo3bqx27drpypUrkm73CKCADQAAAABA0thsqbO4giQXAdzd3c1xiXx9fXXs2DFJUvbs2ZP8JYVVEyEAAJDWLF68WAEBAVq8eLHZ1rZtW+3atcucDBgAAAAAACCpkjwnQLly5bR161YVL15cNWrUUL9+/XTu3DlFRkYqICAgSceyaiIEAADSiqioKHXv3l1Tp04123x8fDR58mQFBwdbFwwAAAAAABfm5iqP6aeCJBcBhg0bZg5RMHToUIWEhKhTp04qXry4pkyZkuQAVkyEAABAWrB+/Xq1atVKR44cMdsaNWqkyZMnmwVxAAAAAACA/yLJRYDy5cubP/v6+mr58uXJGggAgEdFVFSUWQDIkiWLxo4dq9DQUNl4WgEAAAAAgP+Ej9Z3JXlOgHvZvn27XnjhheQ6HAAA6V79+vX15ptvqlq1atq1a5fatWtHAQAAAAAAACSrJBUBVqxYoZ49e+qDDz7QoUOHJEn79u1TcHCwKlSoIIfDkSIhAQBwdXFxcZo7d64Mw3BqHzNmjFavXq3ChQtblAwAAAAAgPTHZrOlyuIKEl0EmDJliurXr6/w8HCNGDFCTz/9tGbMmKHKlSsrb968+u2337Rs2bKUzAoAgEs6ePCgqlevrmbNmsWbP8fLy0t2u92iZAAAAAAAIL1LdBFg7NixGjFihM6dO6evv/5a586d08SJE7V7926FhYXpiSeeSMmcAAC4HMMwNGnSJJUpU0YbNmyQJL377ru6fPmyxckAAAAAAEjfbLbUWVxBoosABw8e1KuvvipJevnll5UhQwZ98skneuyxx1IsHAAArurUqVNq1KiR3nzzTV27dk2SVKRIES1btkzZs2e3OB0AAAAAAHhUZEjshjdu3FCmTJkk3R5PydPTU/ny5UuxYAAAuKr58+erY8eOOn/+vNnWoUMHjR49WlmyZLEwGQAAAAAAjwY3V3lMPxUkugggSV999ZX55UVsbKzCw8Pl4+PjtE23bt2SLx0AAC7k0qVL6tq1q2bMmGG25cmTR1OmTFHDhg0tTAYAAAAAAB5ViS4CFCxYUJMnTzZf582bV5GRkU7b2Gw2igAAgEdWv379nAoATZo0UVhYWLyCOQAAAAAASFn0A7gr0UWAI0eOpGAMAABc34ABA7RgwQJdvXpV48ePV6tWrWSj+yEAAAAAALBQkoYDAgAAd129etVpjH9vb28tWLBA+fPnV8GCBS1MBgAAAADAo42H8u5yszoAAACuJjY2VoMGDVKxYsV08uRJp3VPP/00BQAAAAAAAJBm0BMAAIAkOHDggFq3bq0tW7ZIkl5//XUtXbqUJwwAAAAAAEhD3PiYbqInAAAAiWAYhiZMmKCyZcuaBQC73a7y5csrLi7O4nQAAAAAAAAJoycAAAAPcPz4cYWGhmrlypVmW/HixRUZGalKlSpZmAwAAAAAACSEHvt3PVRPgIMHD+qjjz5S8+bNdebMGUnSd999pz179iRrOAAArDZ79mwFBAQ4FQA6d+6sHTt2UAAAAAAAAABpXpKLAD/99JMCAwO1efNmLVy4UFevXpUk/frrr+rfv3+yBwQAwCqdO3dWixYtdOnSJUlS/vz5tWLFCo0fP16ZM2e2NhwAAAAAALgnmy11FleQ5CJA7969NWTIEK1cuVIeHh5me+3atbVp06ZkDQcAgJVq165t/tysWTPt3r1bdevWtTARAAAAAABA0iR5ToDdu3dr1qxZ8dp9fX117ty5ZAkFAEBa0KRJE3Xp0kXPPPOMmjVrZnUcAAAAAACQSMwJcFeSewLkyJFDJ0+ejNe+Y8cOFShQIFlCAQCQ2jZv3qz3338/Xvu4ceMoAAAAAAAAAJeV5J4AzZo10/vvv6958+bJZrPJ4XBo/fr16tmzp0JCQlIiIwAAKebWrVsaNGiQhg0bJofDobJly6p58+ZWxwKAR86SJUsSve2LL76YgkkAAACQHrjREcCU5CLAsGHD1LlzZ/n5+SkuLk6lSpVSXFycWrRooY8++iglMgIAkCL27t2r1q1ba/v27WZbRESEmjVrRrdBAEhlwcHBidrOZrMpLi4uZcMAAAAA6UiSiwAeHh6aPHmy+vbtq99++01Xr15VuXLlVLx48ZTIBwBAsnM4HBo7dqz69Omj6OhoSVKGDBnUv39/9e7dmwIAAFjA4XBYHQEAAADpCJ/t70pyEWDdunWqWrWqChYsqIIFC6ZEJgAAUsyxY8fUtm1brV692mx74oknFBkZqaCgIAuTAQAAAAAAJL8kFwFq166tAgUKqHnz5mrVqpVKlSqVErkAAEhWhmEoMjJSXbt2VVRUlNn+zjvvaNiwYcqYMaOF6QAA/3bt2jX99NNPOnbsmGJiYpzWdevWzaJUAAAAcBX0A7gryUWAEydOaM6cOZo9e7Y+/vhjlS5dWi1btlTz5s312GOPpURGAACSxYIFC8wCgJ+fn8LDw1W7dm2LUwEA/m3Hjh1q0KCBrl+/rmvXrsnb21vnzp1TpkyZ5OvrSxEAAAAASAK3pO7g4+OjLl26aP369Tp48KBeffVVTZ8+Xf7+/nyRAgBIs2w2myZNmqTcuXOrdevW2rVrF/9uAUAa1b17dzVq1EgXL15UxowZtWnTJh09elRBQUH69NNPrY4HAAAAF+Bms6XK4gqSXAT4p8KFC6t37976+OOPFRgYqJ9++im5cgEA8J9cvXpVO3bscGrLkyePdu3apYiICOXIkcOaYACAB9q5c6feffddubm5yW63Kzo6Wn5+fho5cqQ++OADq+MBAAAALuWhiwDr16/XW2+9pXz58qlFixYKCAjQ0qVLkzMbAAAPZd26dSpTpozq16+vc+fOOa3LmzevRakAAInl7u4uN7fbH1V8fX117NgxSVL27Nn1119/WRkNAAAALsJmS53FFSS5CNCnTx8VLlxYtWvX1rFjxzR27FidOnVKkZGRev7551MiIwAAiRIdHa3evXurevXqOnTokE6fPq3u3btbHQsAkETlypXT1q1bJUk1atRQv379NHPmTL3zzjsKCAiwOB0AAADgWpI8MfDPP/+sXr166bXXXpOPj09KZAIAIMl2796tVq1aadeuXWbbM888owEDBlgXCgDwUIYNG6YrV65IkoYOHaqQkBB16tRJxYsX19SpUy1OBwAAAFdgc5XH9FNBkosA69evT4kcAAA8lLi4OI0ePVofffSRYmJiJN0eRmLQoEHq1auX7Ha7xQkBAElVvnx582dfX18tX77cwjQAAACAa0tUEWDJkiWqX7++3N3dtWTJkvtu++KLLyZLMAAAHuTw4cNq06aN1q5da7YFBAQoMjJSZcuWtS4YAAAAAACwFB0B7kpUESA4OFinTp2Sr6+vgoOD77mdzWZTXFxccmUDAOCeYmJiVK1aNR0/flzS7X+DevbsqcGDB8vT09PidACA/6Jw4cL37b596NChVEwDAAAAuLZEFQEcDkeCPwMAYBUPDw8NHTpUbdu2lb+/v6ZPn67q1atbHQsAkAzeeecdp9e3bt3Sjh07tHz5cvXq1cuaUAAAAHApbnQFMCV5ToCIiAg1bdo03lOWMTExmjNnjkJCQpItHAAA/xQXF+c0xn9ISIiuXbumVq1aKVu2bBYmAwAkp7fffjvB9gkTJmjbtm2pnAYAAABwbW5J3SE0NFSXL1+O137lyhWFhoYmSygAAP7p8uXLatu2rd544w2ndpvNprfeeosCAAA8IurXr68FCxZYHQMAAAAuwGZLncUVJLkngGEYCY7P+ffffyt79uzJEgoAgDvWrFmjNm3a6NixY5JuT0D/0ksvWZwKAGCF+fPny9vb2+oYAAAAgEtJdBGgXLlystlsstlsevbZZ5Uhw91d4+LidPjwYT3//PMpEhIA8Oi5efOmPvzwQ40ePdpsy5o1q27evGlhKgBAarjz2eMOwzB06tQpnT17VhMnTrQwGQAAAFxFQg+yP6oSXQQIDg6WJO3cuVP16tVTlixZzHUeHh7y9/dXkyZNkj0gAODRs2PHDrVq1Up79+4122rUqKHw8HD5+/tbFwwAkCpeeuklpw9tbm5uyp07t2rWrKmSJUtamAwAAABwPYkuAvTv31+S5O/vr6ZNm8rLyyvFQgEAHk2xsbEaMWKEBgwYoNjYWEmSp6enhg0bpnfeeUdubkmeygYA4IIGDBhgdYQHurhuhNURAECSlLNCF6sjAIAk6caO8VZHcMI3CHcleU6ANm3apEQOAMAj7sKFC2rYsKE2bdpktpUtW1aRkZEKCAiwMBkAILXZ7XadPHlSvr6+Tu3nz5+Xr6+v4uLiLEoGAAAAV8FwQHclqgjg7e2tAwcOyMfHRzlz5rzvG3jhwoVkCwcAeHTkyJHDHGrOzc1NvXv3Vv/+/eXh4WFxMgBAajMMI8H26Oho/l0AAAAAkihRRYDPPvtMWbNmNX+migIASG5ubm6aOnWqXn75ZY0dO1ZVqlSxOhIAIJV9/vnnkm4/tfXVV185zUMWFxenn3/+mTkBAAAAkChufIVtSlQR4J9DALVt2zalsgAAHiHz5s2Tr6+vatSoYbb5+flpy5YtFJsB4BH12WefSbrdEyAsLEx2u91c5+HhIX9/f4WFhVkVDwAAAHBJSZ4TYPv27XJ3d1dgYKAkafHixZo2bZpKlSqlAQMG0D0XAHBfFy9eVJcuXTRr1iz5+flp9+7dyp49u7meAgAAPLoOHz4sSapVq5YWLlyonDlzWpwIAAAAroqeAHcleZLkN998UwcOHJAkHTp0SE2bNlWmTJk0b948vffee8keEACQfvzwww8KDAzUrFmzJEl//fWXZs6caXEqAEBas3r1agoAAAAAQDJJchHgwIEDKlu2rKTbQznUqFFDs2bNUnh4uBYsWJDc+QAA6cD169fVrVs3Pffcczp+/LgkKXv27JoxY4Y6depkcToAQFrTpEkTjRgxIl77yJEj9eqrr1qQCAAAAK7GZrOlyuIKklwEMAxDDodD0u0nOhs0aCDp9jjO586dS950AACXt3XrVj311FMaN26c2fbss89q9+7datmypcv8gwkASD0///yz+Tnjn+rXr6+ff/7ZgkQAAACA60pyEaB8+fIaMmSIIiMj9dNPP6lhw4aSbo/fmSdPnmQPCABwTbdu3dKAAQNUuXJl7d+/X5Lk5eWlzz//XN9//738/PwsTggASKuuXr2a4Fxj7u7uioqKsiARAAAAXI2bLXUWV5DkIsCYMWO0fft2denSRR9++KGKFSsmSZo/f76qVKmS7AEBAK7pr7/+0ieffKK4uDhJt4vIO3bsUNeuXeXmluR/fgAAj5DAwEDNnTs3XvucOXNUqlQpCxIBAAAAritDUncoXbq0du/eHa/9k08+kd1uT5ZQAADXV6RIEX3yySfq1q2bPvr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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:15:15,352 INFO: === Dataset: j ===\n", "2024-12-22 11:15:41,035 INFO:Total samples: 6000\n", "Evaluating ViT on j: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:12<00:00, 1.96it/s]\n", "2024-12-22 11:15:53,806 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": [ "2024-12-22 11:15:53,928 INFO: === Dataset: k ===\n", "2024-12-22 11:15:57,600 INFO:Total samples: 6000\n", "Evaluating ViT on k: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:12<00:00, 1.87it/s]\n", "2024-12-22 11:16:10,894 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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OSgUAAID0gnEA9yW7CHDhwgV99dVX+vLLL/Xhhx+qQoUK6tChg9q1a6cCBQqkRkYgScKnL9a1/ywGLElZX6rrgDQA0qKvv/7aWgAoWLCgFi5cqAYNGjg4FQDgv/bv368XX3xRt27dUlRUlLy9vRUWFiZPT0/5+vpSBAAAAACSwSm5O+TOnVtvvfWWfv75Z504cUKvvvqqFi1aJH9/f75IgcOc8KmdaAGg8MGVDkgDIC0ymUyaO3eufHx81KlTJx08eJB/twAgjerfv7+aNWum8PBweXh4aPfu3Tpz5owCAgL08ccfOzoeAAAA0gEnk8kuj/Qg2SMB/q1IkSIaMmSIKlasqOHDh2vbtm0plQtIshvLNyTaXvTiFpmcn+hXHEA6dvPmTf3111+qXLmytc3Pz08HDx5Unjx5HJgMAPAoBw4c0GeffSYnJyeZzWZFR0eraNGimjx5srp06aJXXnnF0REBAACAdCPZIwHu+fnnn9W7d2/lzZtX7du3V7ly5bRu3bqUzAYkyeU+422eFz4QomJXtlMAADKxHTt2qGLFimrSpInCwsJstlEAAIC0z8XFRU5Odz+q+Pr66uzZs5Kk7Nmz69y5c46MBgAAgHTCZLLPIz1IdhFg6NChKlKkiBo0aKCzZ89q+vTpCg0NVXBwsF544YXUyAg80O2f99s8L7B1gZzz+zkoDQBHi46O1pAhQ1SnTh2dPHlSly5dUv/+/R0dCwCQTJUrV9bevXslSXXr1tWIESO0ZMkS9evXT+XKlXNwOgAAACB9Sfat0j/99JMGDRqk1157Tblz506NTECSGIahCy3uLwpn8nCT21PFHZgIgCMdOnRIHTt21MGDB61tNWvW1KhRoxwXCgDwWCZMmKAbN25IksaPH6/OnTurV69eKlGihObPn+/gdAAAAEgPTOnlNn07SHYR4Oeff06NHECynfStY/Pcd8b7DkoCwJHi4+M1depUffDBB4qJiZF0dxqJMWPGaNCgQTKbzQ5OCABIripVqlj/7Ovrqw0bEl8DCgAAAMCjJakIsGbNGjVp0kQuLi5as2bNQ/s2b948RYIBD3Ou/usJ2rI0r2f/IAAc6tSpU+rSpYu2b99ubStXrpyCg4NVqVIlxwUDAAAAAAAOxUCA+5JUBGjRooVCQ0Pl6+urFi1aPLCfyWRSfHx8SmUDEnV7xz7F/PGXTZv/8XUM8QEymZiYGNWuXVvnz5+XdPffoIEDB2rs2LFyc3NzcDoAwJMoUqTIQ6/tTp48acc0AAAAQPqWpCKAxWJJ9M+AvcWeuaALLfvatBXaHyJzTi8HJQLgKK6urho/fry6du0qf39/LVq0SHXq1Hn0jgCANK9fv342z2NjY7V//35t2LBBgwYNckwoAAAApCtO3DBslew1AYKCgtSmTZsEd1nGxMToq6++UufOnVMsHPBfl94cbfO8wI/z5VLAz0FpANhbfHy8zRz/nTt3VlRUlDp27CgvL4qBAJBR9O3bN9H2WbNm6ddff7VzGgAAACB9c0ruDoGBgYqIiEjQfuPGDQUGBqZIKOBBon87Yv1z1taN5Fa+hAPTALCXiIgIde3aVT169LBpN5lM6t27NwUAAMgkmjRpoq+//trRMQAAAJAOmEz2eaQHyR4JYBhGovNz/vPPP8qePXuKhAISc6n3WJvnPlPec1ASAPa0detWdenSRWfPnpV0dwH6l19+2cGpAACOEBISIm9vb0fHAAAAANKVJBcBKleuLJPJJJPJpOeee07Ozvd3jY+P16lTp/TCCy+kSkhkXpYbUQp9fbhub92bYJuTp7sDEgGwlzt37uj999/X1KlTrW3ZsmXTnTt3HJgKAGAP9z573GMYhkJDQ3XlyhXNnj3bgckAAACQXiR2I3tmleQiQIsWLSRJBw4cUOPGjZU1a1brNldXV/n7+6tVq1YpHhCZ26miiReWCh9ebeckAOxp//796tixo44cuT8FWN26dbVw4UL5+/s7LhgAwC5efvllmw9tTk5O8vHxUb169VS6dGkHJgMAAADSnyQXAUaOHClJ8vf3V5s2beTuzl3YSF0nfGon2l7496/l7MswcCAjiouL06RJkzRq1CjFxcVJktzc3DRhwgT169dPTk7JXsoGAJAOjRo1ytERHqnQ880cHQEAJEm7T1xzdAQAkCTVK5W2vq/jG4T7kr0mQJcuXVIjB2Aj/NMlCdqK/rNZJjdXB6QBYA/Xrl1T06ZNtXv3bmtbpUqVFBwcrHLlyjkwGQDA3sxmsy5evChfX1+b9qtXr8rX11fx8fEOSgYAAID0gumA7ktSEcDb21vHjx9X7ty5lTNnzoe+gdeuUYHGk7s2do7N86KhW2Uymx2UBoA95MiRwzrVnJOTk4YMGaKRI0fK1ZXiHwBkNoZhJNoeHR3NvwsAAABAMiWpCPDJJ58oW7Zs1j9TRUFq+u+HvoK7llAAADIBJycnzZ8/X6+88oqmT5+uGjVqODoSAMDOPv30U0l379r6/PPPbdYhi4+P108//cSaAAAAAEgSJ77CtkpSEeDfUwB17do1tbIAkqRbm3baPHctXshBSQCkphUrVsjX11d169a1thUsWFB79uyh2AwAmdQnn3wi6e5NIXPmzJH5XzeCuLq6yt/fX3PmzHnQ7gAAAAASkew1Afbt2ycXFxeVL19ekrR69WotWLBAZcuW1ahRoxieiycWNnS69c9mv1wOTAIgNYSHh+utt97S0qVLVbBgQR06dEjZs2e3bqcAAACZ16lTpyRJ9evX18qVK5UzZ04HJwIAAEB6xUiA+5K9SPKbb76p48ePS5JOnjypNm3ayNPTUytWrNB7772X4gGRuVjuRCvu7EXr85yDAh2YBkBK++GHH1S+fHktXbpUknTu3DktWZJwIXAAQOa2ZcsWCgAAAABACkl2EeD48eOqVKmSpLtTOdStW1dLly7VwoUL9fXXX6d0PmQyt37YbfPcq1MzByUBkJJu3bqld955R40aNdL58+clSdmzZ9fixYvVq1cvB6cDAKQ1rVq10qRJkxK0T548Wa+++qoDEgEAACC9MZlMdnmkB8kuAhiGIYvFIunuHZ0vvviipLvzOIeFhaVsOmQqt385qEuBH1ife9StIpNTsn9FAaQxe/fu1dNPP60ZM2ZY25577jkdOnRIHTp0SDf/YAIA7Oenn36yfs74tyZNmuinn35yQCIAAAAg/Ur2N6xVqlTRuHHjFBwcrG3btqlp06aS7s7f6efnl+IBkTlYbkTpwkt9bNqyvtzAQWkApITY2FiNGjVK1atX17FjxyRJ7u7u+vTTT/X999+rYMGCDk4IAEirbt68mehaYy4uLoqMjHRAIgAAAKQ3Tib7PNKDZBcBpk2bpn379umtt97S+++/r+LFi0uSQkJCVKNGjRQPiMwhMvhbm+deb7zCVEBAOnfu3Dl99NFHio+Pl3S3iLx//369/fbbcmKUDwDgIcqXL69ly5YlaP/qq69UtmxZByQCAAAA0i/n5O5QoUIFHTp0KEH7Rx99JLPZnCKhkPlYom5b/+xes7J8PuzvwDQAUkLRokX10Ucf6Z133tEHH3yg999/Xy4uLo6OBQBIB4YPH65XXnlFJ06cUIMGd0eHbt68WUuXLlVISIiD0wEAACA9YPbh+5JdBLjnt99+059//ilJKlu2rJ5++ukUC4XMJ3zyfOufvTo3d2ASAI/rn3/+kbe3tzw9Pa1tvXr1Ur169bhrEwCQLM2aNdOqVas0YcIEhYSEyMPDQxUrVtSPP/74f+3de3zO9f/H8ee189gMYTbmfGYsp4WQrOggh5zlXMkpWYTKOeYQSeQs5yhFSlbICvkizCGanHM+b+aw03X9/ujnoyunTds+u7bH3e1zu13v9+f0vNbHulyvz/v9Ue7cuc2OBwAAADiUFBcBzp8/r1atWunnn39Wzpw5JUlXr15VvXr1tHTpUuXNmze1MyKTuzT8U7u2W9liJiUB8ChsNpuWLFminj17qkOHDpo8ebKxzmKxUAAAADySF154wXj+WExMjD7//HP169dPO3bsMKaaAwAAAO7HiaEAhhRPyty7d2/Fxsbq999/1+XLl3X58mXt27dPMTExevPNN9MiIzKxuN1Rujrlc7s+d4oAgMO4dOmSWrVqpVdeeUXR0dH65JNPtH79erNjAQAyiV9++UUdO3aUv7+/JkyYoKefflr/+9//zI4FAAAAOJQUjwQIDw/XunXrVLZsWaOvXLlymjp1qp599tlUDYfMLeGvszoZ8qpdX5E/vr3P1gAymjVr1qhLly46e/as0deuXTumhwMA/Cdnz57VvHnzNGfOHMXExKhly5aKi4vTypUrGV0GAACAZEvx3e+ZWIp/Flar9Z4PdnR1dZXVak2VUMj8bPEJOlG5hV1frne6yPmxnOYEApBssbGxeuONN/T8888bBYDcuXPriy++0KJFi5QrVy6TEwIAHFWjRo1UunRp7dmzR5MmTdLp06f1ySefmB0LAAAAcGgpLgI8/fTT6tOnj06fPm30nTp1Sn379lX9+vVTNRwyp4Sjp3SkwNN2fTl7t1Xu/p1NSgQgubZs2aKgoCDNmDHD6Hvuuee0d+9etWjR4gF7AgDwcGvWrFHXrl01fPhwvfDCC3J2djY7EgAAAByUxZI+iyNIcRFgypQpiomJUZEiRVS8eHEVL15cRYsWVUxMDHfp4KFsSUk6Ub21XZ9LQV89NqS7SYkAJNcvv/yiJ598UocPH5YkZcuWTdOnT9fq1avl7+9vcjoAQGawadMmXbt2TVWqVFFwcLCmTJmiixcvmh0LAAAAcGgpfiZAQECAdu7cqfXr1+vAgQOSpLJlyyokJCTVwyHzOVa+sV3btUxRFdq4wKQ0AFKiVq1aqlGjhjZv3qwaNWpowYIFKlGihNmxAACZyBNPPKEnnnhCkyZN0rJlyzR37lyFhobKarVq7dq1CggIkLe3t9kxAQAA4ACcHOU2/XSQoiLAsmXLtGrVKsXHx6t+/frq3bt3WuV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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:16:11,012 INFO: === Dataset: l ===\n", "2024-12-22 11:16:22,882 INFO:Total samples: 16634\n", "Evaluating ViT on l: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 65/65 [00:32<00:00, 2.00it/s]\n", "2024-12-22 11:16:55,886 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": [ "2024-12-22 11:16:56,008 INFO:Model ViT evaluation completed in 303.05 seconds.\n", "2024-12-22 11:16:56,009 INFO:\n", "=== Evaluating MLP-Mixer on Test Datasets ===\n", "/tmp/ipykernel_1215053/669465779.py:358: 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", "2024-12-22 11:16:56,254 INFO:Loaded model weights from MLP-Mixer_best.pth\n", "2024-12-22 11:16:56,254 INFO: === Dataset: a ===\n", "2024-12-22 11:16:56,808 INFO:Total samples: 904\n", "Evaluating MLP-Mixer on a: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.84it/s]\n", "2024-12-22 11:16:59,468 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": [ "2024-12-22 11:16:59,592 INFO: === Dataset: b ===\n", "2024-12-22 11:17:01,536 INFO:Total samples: 3181\n", "Evaluating MLP-Mixer on b: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:06<00:00, 2.08it/s]\n", "2024-12-22 11:17:08,276 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:17:08,400 INFO: === Dataset: c ===\n", "2024-12-22 11:17:10,340 INFO:Total samples: 3181\n", "Evaluating MLP-Mixer on c: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:06<00:00, 2.13it/s]\n", "2024-12-22 11:17:16,925 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": [ "2024-12-22 11:17:17,047 INFO: === Dataset: d ===\n", "2024-12-22 11:17:18,988 INFO:Total samples: 3181\n", "Evaluating MLP-Mixer on d: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:06<00:00, 1.95it/s]\n", "2024-12-22 11:17:26,224 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": [ "2024-12-22 11:17:26,348 INFO: === Dataset: e ===\n", "2024-12-22 11:17:26,902 INFO:Total samples: 911\n", "Evaluating MLP-Mixer on e: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.81it/s]\n", "2024-12-22 11:17:29,593 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": [ "2024-12-22 11:17:29,715 INFO: === Dataset: f ===\n", "2024-12-22 11:17:36,213 INFO:Total samples: 10634\n", "Evaluating MLP-Mixer on f: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 42/42 [00:19<00:00, 2.12it/s]\n", "2024-12-22 11:17:56,492 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:17:56,616 INFO: === Dataset: g ===\n", "2024-12-22 11:18:00,279 INFO:Total samples: 6000\n", "Evaluating MLP-Mixer on g: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:11<00:00, 2.06it/s]\n", "2024-12-22 11:18:12,752 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": [ "2024-12-22 11:18:12,869 INFO: === Dataset: h ===\n", "2024-12-22 11:18:16,582 INFO:Total samples: 6000\n", "Evaluating MLP-Mixer on h: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:11<00:00, 2.16it/s]\n", "2024-12-22 11:18:28,173 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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IVLZv3664uDhVr17d1pY/f34dPHhQWZhkHQAAAMBD4JsEMofTJ6SLZ6UTR6W4WwnjxT+RK+l1L56T/j0uxdxIGK4lh+/99x0XJ0VfefhsJ9Lxh/2cuRJ+HE9tsTcTxuMvVTHl2148K+UNlPIHSj6+UtDTCZPpAgAAm9jYWA0fPlxjxoxRvnz5tH//fvn4+NiWUwAAAAAAUog5AWz4NoGM51Zswg/5knThbMKQN+fPSNm9EtpOn5B2b064n8XlzroP6/KFR9s+ubK4JG+9u59PrjwJV8G7uCUUIkpXSly0cHWT8hRgaBoAABzUH3/8ofbt22vPnj2SpBMnTuiTTz7R4MGDTU4GAAAAIDOgCIC0cS1a+vs3yck54XF8vBRx+M7QLWu/lpyzJP5B+9CBlB3nUQsAtz2oN4CUUCzIHSD5PGHffuF0wsSvfnkTrpb3zZ2wjsUiFQ2S8gUmTAQLAABwF6vVqilTpmjAgAGKiYmRlHDF/9ChQ/X++++bnA4AAABwcIxEYUMRAA/nwC7p4AFp75aEiWm9c0iRlxO62RjW5O/n/OlHz5IvMOHPyMtSnRekq1FSoRKSd04pW/akt7FYEn60d3JOuJIeAAAgHUVERCg4OFjr16+3tQUFBSk8PFzly5c3MRkAAACAzIYiAFImNkZ666XE7ZGXE/5MSQHgQZ76/y/Av++RGrWQCha/86O+IalwCSaFBQAADsUwDIWHh6tnz56Kioqytffu3VujRo2Sh4eHiekAAACATIQ5AWwoAsDe0YPSxpXS5p8efh9+eRN+nP/nb6lm4ztD7cTHSzKkfIUSHjs7J0w0+9+uORYnicnvAABAJnT69Gl169ZN169flyQFBARo3rx5qlOnjsnJAAAAAGRW/NL6uImNkVYuklzdE358v3IxYaLd61cTfrRPqW4fSr7+CWPlu7mnfl4AAIBMJG/evJowYYLeeustdejQQZ988om8vb3NjgUAAABkPswJYEMR4HFw5l9p1DvSjWsPv4/CJe/cv3xBqtVEatKav0wAAAD3ER0dLWdnZ3l6etra3nzzTQUFBalWrVomJgMAAADwuKAIkNnE3ZL++lX6c2/CkDznTklb16Z8P81DpIo1Eob2AQAAQIpt3rxZHTp0UJMmTTR16lRbu8VioQAAAAAApDXmBLChCJBZnD0pDe8uxdxM3voFi/3/lfxOUnyc5JcnoWjgm5ur+wEAAB5BTEyMBg8erPHjx8swDE2bNk0vvviiGjRoYHY0AAAAAI8higCZwc0b0sDOD16vSWvppQ6SE1UwAACAtLB//361b99e+/fvt7VVr15dRYoUMTEVAAAA8BjiQmcbigCObt230qJPE7cXLik9VSHhin+LRSpcQsruk+7xAAAAHgfx8fGaOHGiBg0apNjYWEmSi4uLRo4cqXfffVfOzs4mJwQAAADwuKII4KhuxUpfzZXWfG3fns1L+ngJlS4AAIB0cuzYMXXo0EGbN2+2tZUuXVrh4eEqW7asickAAACAxxhzAthQBHBE8fFStxcTt9d/WWrdNf3zAAAAPKZ+/fVXVa9eXVevXpWUMOlvv379NHz4cLm5uZmcDgAAAAAoAjiea9HSO68mbh8wSSoSlP55AAAAHmOlSpVS2bJltWXLFgUGBmr+/PmqUaOG2bEAAAAAMFKKDX0iHMnab5IuAIycRQEAAADABM7Ozpo3b566deum/fv3UwAAAAAAkOFQBMjorl+V/v5deuslaXFo4uWh30m5A9I/FwAAwGMmMjJSISEh2rZtm117kSJFNGPGDGXPnt2kZAAAAAASsTilz80BMBxQRmWNl95ocu/leQtIw2emXx4AAIDH2Pr16xUcHKyIiAht3rxZ+/btU9asWc2OBQAAAAAP5BilisdN3K37FwCGfkoBAAAAIB3cvHlTffr0Ud26dRURESFJOnv2rH799VeTkwEAAAC4L4slfW4OgJ4AGdGbTRO3la8meWaTXusuubimfyYAAIDHzJ49e9S+fXv98ccftrbatWsrLCxMBQsWNDEZAAAAACQfRYCM5q8krioL/V7KwlsFAACQHuLi4jR27FgNHTpUcXFxkiQ3NzeNGTNG77zzjpyc6EwLAAAAZHgOMl5/euCX5Yzkt/9Jkz+0b/tspeTsbE4eAACAx8yRI0fUrl07bd++3db29NNPKzw8XE899ZSJyQAAAADg4VAOyUj+WwB48wMKAAAAAOnoxo0b2rNnjyTJyclJAwcO1Pbt2ykAAAAAAI7G4pQ+NwfgGCkfBxFH7B+/NUiqWNOcLAAAAI+pUqVKadSoUSpatKg2b96skSNHytWV+ZgAAAAAOC6KABnBrVhpeHf7tvLVzMkCAADwGPn+++8VExNj19a7d2/t27dPVatWNSkVAAAAgEdmsaTPzQFQBMgIJvS3f/zq6+bkAAAAeExcvnxZbdu2VdOmTTVkyBC7Zc7OzsqaNatJyQAAAACkCoYDsnGMlI+THL5So1fMTgEAAJBprVmzRqVLl9aiRYskSePGjdOff/5pcioAAAAASBsUATICD88794d+al4OAACATOz69evq2bOnGjZsqJMnT0qSfHx8tGDBApUsWdLkdAAAAABSFcMB2WQxOwD+w0E+OAAAAI5k165dateunQ4dOmRra9CggebMmaP8+fObmAwAAAAA0hY9AQAAAJBp3bp1S0OHDlXVqlVtBQAPDw9NnTpVq1evpgAAAAAAZFbMCWBDT4CM4Lf/mZ0AAAAgU5o5c6aGDRtme1ypUiWFh4erRIkSJqYCAAAAgPTjGKWKzOzsSfvHztRlAAAAUssbb7yh8uXLy9nZWUOHDtWWLVsoAAAAAACPA+YEsOEXZ7OtWmL/2M3dnBwAAACZwI0bN+Th4WF77OLioi+++ELR0dGqVKmSickAAAAAwBz0BDCbs/Od+63fNC8HAACAAzMMQwsWLFDBggW1b98+u2UlS5akAAAAAAA8ZiwWS7rcHAFFgIykRBmzEwAAADicixcvqmXLlmrfvr3Onz+vdu3a6ebNm2bHAgAAAIAMgeGAAAAA4LBWrVqlzp0768yZM7a2p59+Wrdu3ZK7O8MsAgAAAI8rR7lKPz3QEwAAAAAO5+rVq3rzzTfVpEkTWwEgZ86cWrp0qcLDw5U9e3aTEwIAAABAxkBPAAAAADiUbdu2qX379jpy5IitrXHjxpo9e7by5MljYjIAAAAAGQYdAWzoCQAAAACHMW3aNFWvXt1WAPD09FRoaKhWrlxJAQAAAAAAkkBPAAAAADiMKlWq2Mb2rFq1qubPn6+iRYuanAoAAABARsOcAHdQBDDbxh/MTgAAAOAwKlWqpOHDh0uS3nvvPWXJwuksAAAAANwP35rMFHnZ/nFWJrADAAC47fjx45o0aZImTZpk92P/Bx98YGIqAAAAAI6AngB3UAQw0/oV9o9z5jInBwAAQAZiGIbCwsL0zjvvKDo6Wrly5dKgQYPMjgUAAAAADomJgc3kfFcNpkod83IAAABkEOfOndPLL7+sTp06KTo6WpI0f/583bx50+RkAAAAAByJxWJJl5sjoAhgpi1r7tyvUtu0GAAAABnBihUrVLp0aX377be2tpCQEO3evVvu7u4mJgMAAAAAx8VwQGbKHSBdOJNw38fX3CwAAAAmiYqKUu/evTVnzhxbW65cuTRz5kw1a9bMvGAAAAAAHJajXKWfHigCmOnuz2FOP9NiAAAAmGXjxo3q2LGjjh8/bmt78cUXNWvWLPn5cX4EAAAAAI+KIgAAAABM8+2339oKANmyZdOUKVMUEhLCVTsAAAAAHg1fKWwoAgAAAMA0o0aN0urVq/XEE09o3rx5KlSokNmRAAAAACBToQgAAACAdBEfH6+9e/eqYsWKtjZ3d3etWbNG/v7+cnZ2NjEdAAAAgMyE3sV3OJkdAAAAAJnfkSNHVLNmTdWoUUN//vmn3bK8efNSAAAAAACANEIRAAAAAGnGMAzNnDlTZcuW1datW3Xz5k0FBwfLMAyzowEAAADIxCwWS7rcHAHDAZnpwC6zEwAAAKSZM2fO6PXXX9fKlSttbYULF9akSZMc5mQZAAAAABwdPQHM5Op2576b273XAwAAcDDLly9XqVKl7AoAb7zxhn799VdVq1bNxGQAAAAAHgf0BLiDngBmcnGVYmPu3AcAAHBwV65c0dtvv63w8HBbm7+/v2bPnq0mTZqYmAwAAAAAHk8UAcx0LTrhT/985uYAAABIJc2aNdMvv/xie9yiRQuFhobK19fXxFQAAAAAHjeOcpV+emA4ILNEXjI7AQAAQKobMWKELBaLvLy8NH/+fC1dupQCAAAAAACYiJ4AZrlx/c59V3fzcgAAADwCq9UqJ6c715XUqFFDs2bNUoMGDVSgQAETkwEAAAB4rNERwIaeABlB/kJmJwAAAEiRuLg4DR8+XM8995ysVqvdss6dO1MAAAAAAIAMgp4AAAAASJFDhw6pffv22rlzpyRp8uTJ6tOnj8mpAAAAAOAO5gS4g54AAAAASBbDMDR9+nSVK1fOVgBwdnbWjRs3TE4GAAAAALgXegKY5XSE2QkAAACS7eTJk+rUqZN++uknW1vx4sU1f/58ValSxcRkAAAAAJAYPQHuoCeAWa5fu3PfGm9eDgAAgAdYvHixSpcubVcA6N69u/bu3UsBAAAAAAAyOHoCZARFnzI7AQAAQCLx8fFq166dFi9ebGvLmzev5s6dq4YNG5qYDAAAAADuj54Ad9ATICPgAwkAADIgZ2dneXl52R63bt1aBw4coAAAAAAAAA9p+vTpCgwMlLu7u6pUqWKbb+1eJk+erBIlSsjDw0MBAQHq3bu3bt68maJjUgQwy41rD14HAADAZBMnTlSlSpW0aNEiLVq0SDlz5jQ7EgAAAAA8mCWdbimwZMkS9enTR0OGDNGePXtUtmxZNWrUSOfOnUty/YULF6p///4aMmSI/vzzT82ePVtLlizRBx98kKLjUgQwy79HzU4AAABgZ/v27Vq2bJldW7Zs2bRjxw61bt3apFTAo9uzZ48OHDhge/ztt9+qWbNm+uCDDxQbG2tiMgAAADxOJk2apC5duigkJERBQUEKDQ2Vp6en5syZk+T6W7duVbVq1dS2bVsFBgaqYcOGatOmzQN7D/wXRQCzOLvcuZ/T17wcAADgsXfr1i0NGjRI1apVU0hIiI4etb9YgbE04ei6du2qQ4cOSZKOHj2q1q1by9PTU0uXLtV7771ncjoAAACkBYvFki63mJgYRUVF2d1iYmIS5YmNjdXu3btVv359W5uTk5Pq16+vbdu2Jfkcnn32We3evdv2o//Ro0e1atUqPf/88yl6LSgCZAQ+FAEAAIA5/vjjDz3zzDMaOXKkrFarrl69qkmTJpkdC0hVhw4dUrly5SRJS5cuVc2aNbVw4UKFhYVp+fLl5oYDAACAQxszZoy8vb3tbmPGjEm03oULFxQfHy9/f3+7dn9/f505cybJfbdt21bDhw9X9erV5eLioiJFiqh27doMB+Q4DLMDAACAx5jVatXkyZNVvnx57dmzR5KUJUsWjRgxQpMnTzY3HJDKDMOQ1WqVJK1du9Z25VRAQIAuXLhgZjQAAACkkfTqCTBgwABFRkba3QYMGJAqz2HDhg0aPXq0ZsyYoT179uirr77SypUrNWLEiBTtJ0uqpEHK/bLK7AQAAOAxFRERoeDgYK1fv97W9uSTTyo8PFwVKlQwMRmQNipWrKiRI0eqfv36+uWXX/Tpp59Kko4dO5boSiwAAAAgJdzc3OTm5vbA9Xx9feXs7KyzZ8/atZ89e1a5c+dOcptBgwapffv2ev311yVJpUuX1rVr1/TGG29o4MCBcnJK3jX+9AQww63/TD6W4wlzcgAAgMeKYRiaP3++SpcubVcA6NWrl3bv3k0BAJnW5MmTtWfPHvXo0UMDBw5U0aJFJUnLli3Ts88+a3I6AAAApIX06gmQXK6urqpQoYLWrVtna7NarVq3bp2qVq2a5DbXr19P9EO/s7OzpITvd8lFTwAz/PcNyu5jSgwAAPB4uXr1qgYMGKCoqChJCUOhhIWFqW7duiYnA9JWmTJldODAgUTt48ePt32JAgAAANJanz591LFjR1WsWFGVK1fW5MmTde3aNYWEhEiSOnTooHz58tnmFGjatKkmTZqkp59+WlWqVNHhw4c1aNAgNW3aNEXnsRQBzFayrNkJAADAYyJ79uyaM2eOnnvuOXXo0EFTpkyRj4+P2bGAdBMbG6tz587Z5ge4rUCBAiYlAgAAQFpJyVX66aVVq1Y6f/68Bg8erDNnzqhcuXJavXq1bYjKiIgIuyv/P/zwQ1ksFn344Yc6efKkcuXKpaZNm2rUqFEpOi5FADNEHLlzPwN+GAEAQOYQHR2tmzdvKleuXLa2Ro0aae/evSpXrpx5wYB0dujQIXXu3Flbt261azcMQxaLRfHx8SYlAwAAwOOmR48e6tGjR5LLNmzYYPc4S5YsGjJkiIYMGfJIx6QIYIZD++/cd3nwpBEAAAAptXnzZnXo0EElS5bUypUr7a6CoQCAx01ISIiyZMmi77//Xnny5MmQV4UBAAAglXHKZ0MRwAx3TwlQrYFpMQAAQOYTExOjIUOGaNy4cTIMQ8eOHdOsWbP0xhtvmB0NMM2+ffu0e/dulSxZ0uwoAAAAQLqjCGA2Z94CAACQOg4cOKB27dpp//47vQ6rVaum+vXrm5gKMF9QUJAuXLhgdgwAAACkI3p/3uH04FXS1vTp0xUYGCh3d3dVqVJFO3fuvO/6kydPVokSJeTh4aGAgAD17t1bN2/eTKe0AAAAGU98fLzGjx+vihUr2goALi4u+uijj/TLL7+ocOHCJicEzDV27Fi999572rBhgy5evKioqCi7GwAAAJCZmXoZ+pIlS9SnTx+FhoaqSpUqmjx5sho1aqSDBw/Kz88v0foLFy5U//79NWfOHD377LM6dOiQgoODZbFYNGnSJBOeAQAAgLmOHTumjh07atOmTba20qVLKzw8XGXLljUxGZBx3O4NU69ePbt2JgYGAADIvOgJcIepRYBJkyapS5cuCgkJkSSFhoZq5cqVmjNnjvr3759o/a1bt6patWpq27atJCkwMFBt2rTRjh070jU3AABARhAREaEyZcro6tWrkhJOcvv27asRI0bIzc3N5HRAxrF+/XqzIwAAAACmMa0IEBsbq927d2vAgAG2NicnJ9WvX1/btm1Lcptnn31WCxYs0M6dO1W5cmUdPXpUq1atUvv27dMrNgAAQIZRoEABvfTSS/riiy8UGBio+fPnq0aNGmbHAjKcWrVqmR0BAAAA6YyeAHeYVgS4cOGC4uPj5e/vb9fu7++vv/76K8lt2rZtqwsXLqh69eoyDENxcXF688039cEHH9zzODExMYqJibE9ZsxPAACQmUybNk25c+fWkCFDlD17drPjABnWpk2b9Nlnn+no0aNaunSp8uXLp/DwcBUqVEjVq1c3Ox4AAACQZkyfGDglNmzYoNGjR2vGjBnas2ePvvrqK61cuVIjRoy45zZjxoyRt7e37RYQEJCOiQEAAFJHZGSkgoODtXjxYrt2Hx8fTZgwgQIAcB/Lly9Xo0aN5OHhoT179tguEoqMjNTo0aNNTgcAAIA0YUmnmwMwrQjg6+srZ2dnnT171q797Nmzyp07d5LbDBo0SO3bt9frr7+u0qVL6+WXX9bo0aM1ZswYWa3WJLcZMGCAIiMjbbcTJ06k+nMBAABISxs2bFCZMmU0b948devWTSdPnjQ7EuBQRo4cqdDQUM2aNUsuLi629mrVqmnPnj0mJgMAAADSnmlFAFdXV1WoUEHr1q2ztVmtVq1bt05Vq1ZNcpvr16/Lyck+srOzsyTJMIwkt3Fzc5OXl5fdDQAAwBHcvHlT7777rurUqaOIiAhJUnx8vH7//XeTkwGO5eDBg6pZs2aidm9vb125ciX9AwEAACDNWSyWdLk5AtPmBJCkPn36qGPHjqpYsaIqV66syZMn69q1awoJCZEkdejQQfny5dOYMWMkSU2bNtWkSZP09NNPq0qVKjp8+LAGDRqkpk2b2ooBAAAAmcHevXvVrl07/fHHH7a22rVrKywsTAULFjQxGeB4cufOrcOHDyswMNCuffPmzSpcuLA5oQAAAIB0YmoRoFWrVjp//rwGDx6sM2fOqFy5clq9erVtsuCIiAi7K/8//PBDWSwWffjhhzp58qRy5cqlpk2batSoUWY9BQAAgFQVFxensWPHaujQoYqLi5OU0LNx9OjR6tWrV6JekQAerEuXLnrnnXc0Z84cWSwWnTp1Stu2bVPfvn01aNAgs+MBAAAgDTjKVfrpwdQigCT16NFDPXr0SHLZhg0b7B5nyZJFQ4YM0ZAhQ9IhGQAAQPr6559/1KZNG23bts3WVq5cOS1YsEBPPfWUickAx9a/f39ZrVbVq1dP169fV82aNeXm5qa+ffuqZ8+eZsdDJlGv2BNqXDKXvD2yKOLyTS3YfVLHLt1Ict3qhXLo9WcC7NpuxVvV5cvfkly/Y8V8qlPsCS3cc0o/HbyQ6tkBZC6HN63UoZ+/0s3oy/LOW0hPt+iqnAWLP3C7E3s2asf88cpbqoqeff1Du2VRZ07owHdhOn/kNxnWeHn5B6hqpwHyzOGXVk8DQCoyvQgAAACABO7u7vr7778lSU5OThowYIAGDx4sV1dXk5MBjs1isWjgwIHq16+fDh8+rKtXryooKEju7u46deqU8ubNa3ZEOLjKBbzV+uk8mrfrpI5evK6GJXzVt04h9f/+oKJj4pPc5npsvAasPGh7nPQsd1L5/F4q4uupy9dvpUFyAJnNiT2btP+bz1W+ZXflLFhcf/+yQptCB6vRB6Fyz+5zz+2uXTyr/d/OkW/hxBeeXL1wWhs+eV+BzzRQUOO2cnH3VNSZCDll4RwVGRs9Ae6gPzkAAEAG4e/vr5kzZ6po0aLavHmzRo4cSQEASEWurq4KCgpS5cqVlS1bNv3+++8KCAh48IbAAzQqkUu/HLmkzccu61RUjObtOqnYOEM1C+e873aRN+Nst6ibcYmW+3hkUbsKeRW6NULx1nuVCQDgjkMbvlGhqo0UWKW+vHIXUPlX35Kzq5uO71hzz20Ma7x2LpiooMZtlfUJ/0TLf1sZrtxBFVTmxRDlyF9E2XzzKG+pKvctKgAZARMD30ERAAAAwCTLly/XhQv2wzq8/PLL+u2331S1alWTUgEAUsLZyaLAnB7648xVW5sh6fez0Sri63nP7dyyOGnCiyU18cWSertGQeX1crNbbpH0RtUC+uHP8zoVFZNG6QFkJta4W7ry72H5FS9ra7M4Ocm/eDldPH7wntv98eNiuWXzVqFnGiZaZlitOvPH/5QtVz5t+nSwvvuwndZNelcn929LYk8AMiqKAAAAAOns8uXLatu2rV555RV169ZNhmF/daebm9s9tgQAZDTZ3Zzl7GRR5H+u5I+6GSdvd5cktzkdFaPZO07ok43HNXPbCTlZLPqwQVHl8Liz/vNBuWS1Glpz6GKa5geQecRci5Jhtco9ew67drfsProZdTnJbS4c/V3Ht69RhVZJz9cZczVScTE3dHDdMvk/WV413hyufGWe0ba5Y3T+8IFUfw5AqrKk080BUAQAAABIR2vWrFHp0qW1aNEiSdKyZcu0ceNGk1MBuJ+YmBhFRUXZ3eJvxZodCw7syMXr2nr8iiKu3NTB89c0ddNxRcfEqU7RhOGDCubwUMPivvp8xwmTkwLIzG7dvK6dCyapfKsecsvmneQ6hmGVJOUtVUXFazeTT/7CKln/VeUJqqSjW1anZ1wAj4CJgQEAANLB9evX9f7772vatGm2Nh8fH02fPl01a9Y0MRmQee3fv/++yw8evPfQCHcbM2aMhg0bZtdWtvmbKvdKt4fOhswjOiZe8VZD3u72X6+93LMo8mbyJvONN6SIyzfklz2hJ1gJv6zK7p5FE1980raOs5NFrcvlUcPivur73V+p9wQAZBpuWb1kcXLSzWj7q/5joq/I3StHovWvXTij65fOaevnI2xtt3uoLu/zkhp9ECpPH19ZnJzllbuA3bbZ/QN08dgfafAsgNTjKOP1pweKAAAAAGls165dat++vd0PjvXr19fcuXOVP39+E5MBmVu5cuVksVgSDbklydaenC+HAwYMUJ8+fezaun9zKNVywrHFWw0dv3RDQbmzac/JKEkJIwME+WfTumQO5WOxSPl93PXrqWhJ0pZjl/X7mWi7dfrWLqytxy9r09Gkh/QAAKcsLvLJX1Tn/t6vfGUS5pcyrFadO/SritRokmj97P751eD9aXZtv68M162YGyrX/A15+vjKKYuLchQopuhz/9qtd/X8SXnmyJV2TwZAqqIIAAAAkEZu3bqlUaNGaeTIkYqPj5ckubu7a9y4cerevbucnBiZEUhLx44dS5X9uLm5JZqrw9nFNVX2jczhx4Pn1eWZAB27dENHL15XwxK+csvipE3HEn6w7/JMgC7fuKVlv56RJL34lJ+OXLyuc9Gx8nR1VuMnc+kJT1dtPHJJknQtNl7XYuPtjhFvNRR5M05nopkkGMC9Fa/dTLsWfqwcAUWVs0Bx/f3Lt4qLvanAKvUlSTsXTJKH9xMq3bSjnF1c5Z2noN32Lh5ZJcmuvUTd5to+b5x8i5SSX9HSOvPXHp3+fadq9Ridfk8MeAj0BLiDIgAAAEAa+f777+2GEKlUqZLmz5+vkiVLmpgKeHwULFjwwSsBqWBnRKSyu2XRy6X95e2eRRGXb2rihmOK+v/Jgp/wdLHrkZLV1VkhlfPL2z2LrsfG6/ilGxq59rBORfEDP4BHE1C+hmKuReqPH77QzajL8s5XWNW7DrNNFnz98vkU/zCar0xVlX/1LR1cu1T7vpqp7LnyqWrIAPkWfiotngKANGAxkuobm4lFRUXJ29tbkZGR8vLyMifEysXS12EJ93sMlco9Y04OAACQpgzDUPPmzfXdd99p0KBB+uCDD+Ti4mJ2LCDNZIhz7QcoXbq0Vq1apYCAgEfaT/Ci+883AADpJZ+Pu9kRAECSNKpxcbMj2Cna94d0Oc7hCY3T5TiPgp4AAAAAqeTKlSvy8fGxPbZYLJo5c6aOHz+uSpUqmRcMgM3x48d161byJmsFAAAAMgMGogUAAHhEhmFowYIFCgwM1HfffWe3LFeuXBQAAAAAACCdWSyWdLk5AooAAAAAj+DixYtq2bKl2rdvr8jISL3++us6f/682bEA3EONGjXk4eFhdgwAAAAg3TAcEAAAwEP64Ycf1KlTJ505c8bW1qBBA8b9BzKwVatWmR0BAAAA6cBBLtJPFxQBAAAAUujq1avq27evPvvsM1tbzpw5FRoaqldffdXEZADu5e+//9b69et17tw5Wa1Wu2WDBw82KRUAAACQ9igCAAAApMC2bdvUvn17HTlyxNbWuHFjzZ49W3ny5DExGYB7mTVrlrp16yZfX1/lzp3bbuxWi8VCEQAAACATcpTx+tMDRQAAAIBkmj9/vkJCQmxXEXt6emrSpEl64403OMEEMrCRI0dq1KhRev/9982OAgAAAKQ7igAAAADJVKdOHWXPnl2RkZGqWrWq5s+fr6JFi5odC8ADXL58maG6AAAAHjNcp3WHk9kBAAAAHEVAQIBmzJihUaNGaePGjRQAAAfx6quv6qeffjI7BgAAAGAKegIAAAAk4fjx4xo4cKBmzJghb29vW3vbtm1NTAXgYRQtWlSDBg3S9u3bVbp0abm4uNgtf/vtt01KBgAAgLTi5ERXgNsoAgAAANzFMAyFhYXpnXfeUXR0tFxcXBQWFmZ2LACPYObMmcqWLZt++eUX/fLLL3bLLBYLRQAAAABkahQBAAAA/t+5c+f0xhtv6Ntvv7W1bdiwQZcuXVLOnDlNTAbgURw7dszsCAAAAEhnzAlwB3MCAAAASFqxYoVKly5tVwAIDg7W/v37KQAAmYhhGDIMw+wYAAAAQLqhCAAAAB5rUVFR6ty5s1566SWdO3dOkuTr66uvv/5ac+fOlZeXl8kJAaSG+fPnq3Tp0vLw8JCHh4fKlCmj8PBws2MBAAAgjVgslnS5OQKGAwIAAI+tTZs2qUOHDjp+/LitrWnTppo1a5b8/f3NCwYgVU2aNEmDBg1Sjx49VK1aNUnS5s2b9eabb+rChQvq3bu3yQkBAACAtEMRAAAAPLb2799vKwBky5ZNU6ZMUUhIiMNczQEgeaZOnapPP/1UHTp0sLW9+OKLeuqppzR06FCKAAAAAJkQX+vuoAgAAAAeW2+99ZZWrFihGzduaN68eSpUqJDZkQCkgdOnT+vZZ59N1P7ss8/q9OnTJiQCAAAA0g9zAgAAgMdCfHy81qxZY9dmsVi0ZMkSrV+/ngIAkIkVLVpUX375ZaL2JUuWqFixYiYkAgAAQFpjToA76AkAAAAyvSNHjqhDhw7aunWr1qxZo/r169uW+fj4mBcMQLoYNmyYWrVqpY0bN9rmBNiyZYvWrVuXZHEAAAAAyEzoCQAAADItwzA0c+ZMlS1bVlu3bpUkvf7664qNjTU5GYD01KJFC+3YsUNPPPGEvvnmG33zzTfy9fXVzp079fLLL5sdDwAAAGmAngB30BMAAABkSqdPn9brr7+uVatW2doKFy6s+fPny9XV1cRkAMxQoUIFffHFF2bHAAAAANIdRQAAAJDpLFu2TG+++aYuXrxoa+vSpYsmTpyo7Nmzm5gMQHpycnJ64NVZFotFcXFx6ZQIAAAA6cVBLtJPFxQBAABApnHlyhX17NlTCxYssLX5+/vr888/1wsvvGBiMgBm+Prrr++5bNu2bfrkk09ktVrTMREAAACQ/igCmMEab3YCAAAypS5dumjZsmW2x82bN1doaKhy5cplYioAZnnppZcStR08eFD9+/fXd999p9dee03Dhw83IRkAAADSmqOM158emBjYDKcj7tx/ws+8HAAAZDJjxoyRp6envLy8NH/+fC1btowCAABJ0qlTp9SlSxeVLl1acXFx2rdvn+bNm6eCBQuaHQ0AAABIU/QEMMPNm3fu+zxhXg4AABxcbGys3SS/RYsW1ZIlS1SmTBkVKFDAxGQAMorIyEiNHj1aU6dOVbly5bRu3TrVqFHD7FgAAABIY3QEuIOeAAAAwOHExcVp+PDhKl++vK5fv2637IUXXqAAAECSNG7cOBUuXFjff/+9Fi1apK1bt1IAAAAAwGOHngAAAMChHDx4UB06dNDOnTslSe+9956mTZtmcioAGVH//v3l4eGhokWLat68eZo3b16S63311VfpnAwAAABpjTkB7qAIAAAAHIJhGJoxY4b69eunGzduSJKcnZ31xBNPyDAMTvAAJNKhQwf+3wAAAIDHHkUAAACQ4Z08eVIhISFas2aNra148eKaP3++qlSpYmIyABlZWFiY2REAAABgEq4FuYM5AQAAQIa2aNEilSpVyq4A0L17d+3du5cCAAAAAAAAD0BPAAAAkCEZhqHg4GDNnz/f1pY3b17NnTtXDRs2NDEZAAAAACCjY1jIO+gJAAAAMiSLxaKgoCDb49atW+vAgQMUAAAAAAAASAF6AgAAgAyrb9++2rp1q9q0aaPWrVubHQcAAAAA4CDoCHAHRQAAAJAhbN++Xbt27VLPnj1tbc7Ozvr2229NTAUAAAAAgGOjCAAAAEwVGxurESNGaPTo0ZKkChUq6NlnnzU5FQAAAADAkTEnwB3MCQAAAEzzxx9/qGrVqho5cqSsVqusVqumTZtmdiwAAAAAADINigAAACDdWa1WTZ48WeXLl9eePXskSVmyZNGIESM0f/58k9MBAAAAABydxZI+N0fAcEAAACBdRUREKDg4WOvXr7e1PfnkkwoPD1eFChVMTAYAAAAAQOZDTwAAAJAuDMPQ/PnzVbp0absCQK9evbR7924KAAAAAACAVGOxWNLl5gjoCQAAANJFXFycPv74Y0VFRUmSAgICFBYWprp165qcDAAAAACAzIueAAAAIF24uLgoPDxcbm5uat++vfbv308BAAAAAACQJpgT4A56AgAAgDQRHR2t8+fPq3Dhwra2UqVK6ffff1eRIkVMTAYAAAAAwOODngAAACDVbd68WWXLllWzZs0UExNjt4wCAAAAAAAgrTEnwB0UAQAAQKqJiYlR//79VbNmTR07dkwHDhzQ8OHDzY4FAAAAAMBji+GAAABAqjhw4IDatWun/fv329qqVaumzp07m5gKAAAAAPA4cpCL9NMFPQEAAMAjiY+P1/jx41WxYkVbAcDFxUUfffSRfvnlF7s5AQAAAAAAQPqiJwAAAHhox44dU8eOHbVp0yZbW+nSpRUeHq6yZcuamAwAAAAA8DhzlPH60wNFAAAA8FCuXLmi8uXL68qVK5ISTrD69u2rESNGyM3NzdxwAAAAAABAEsMBAQCAh+Tj46OePXtKkgIDA7VhwwaNGzeOAgAAAAAAwHQWiyVdbo6AngAAACDZDMOwO8kZNGiQXFxc9M4778jLy8vEZAAAAAAAICn0BAAAAA8UGRmp4OBgjRkzxq7dxcVFgwYNogAAAAAAAMhQLJb0uTkCegIAAID72rBhgzp27KiIiAhlyZJFjRs31tNPP212LAAAAAAAkAz0BAAAAEm6efOm3n33XdWpU0cRERGSJA8PD9t9AAAAAAAyKuYEuIOeAAAAIJG9e/eqXbt2+uOPP2xttWvXVlhYmAoWLGhiMgAAAAAAkBL0BAAAADZxcXEaNWqUKleubCsAuLm5aeLEiVq3bh0FAAAAAACAQ2BOgDvoCQAAACRJp06d0iuvvKJt27bZ2sqVK6fw8HCVKlXKxGQAAAAAAOBh0RMAAABIknLkyKHLly9LkpycnPTBBx9ox44dFAAAAAAAAA6HOQHuoAgAAAAkJUz6Gx4erpIlS2rTpk0aNWqUXF1dzY4FAAAAAECKMRzQHQwHBADAY2rp0qUqU6aMSpQoYWurWLGifvvtNzk7O5uYDAAAAAAApJZH6glw8+bN1MoBAADSyeXLl/Xaa6+pZcuW6tChg+Li4uyWUwAAAAAAADg6J4slXW6OIMVFAKvVqhEjRihfvnzKli2bjh49KkkaNGiQZs+eneoBAQBA6lm7dq1Kly6thQsXSpJ27typr7/+2uRUAAAAAAAgraS4CDBy5EiFhYVp3LhxduMElypVSp9//nmqhgMAAKnj+vXrevvtt9WgQQOdPHlSkuTj46MvvvhCr7zyisnpAAAAAABIXcwJcEeKiwDz58/XzJkz9dprr9kNF1C2bFn99ddfqRoOAAA8ul27dql8+fKaOnWqra1+/fo6cOCA2rZtK4ujnLUAAAAAAIAUS3ER4OTJkypatGiidqvVqlu3bqVKKAAA8Ohu3bqloUOHqmrVqjp48KAkyd3dXZ988ol+/PFH5c+f3+SEAAAAAACkDYvFki43R5DiIkBQUJA2bdqUqH3ZsmV6+umnUyUUAAB4dLt379bw4cMVHx8vSapUqZL27t2rnj17yskpxacAAAAAAADAAaX4F4DBgwerR48eGjt2rKxWq7766it16dJFo0aN0uDBg9MiIwAAeAjPPPOMevfuLWdnZw0dOlRbtmxRyZIlzY4FAAAAAECac7Kkzy2lpk+frsDAQLm7u6tKlSrauXPnfde/cuWKunfvrjx58sjNzU3FixfXqlWrUvZapDTkSy+9pO+++05r165V1qxZNXjwYP3555/67rvv1KBBg5TuDgAApJIzZ87IarXatY0aNUo7d+7UkCFD5OLiYlIyAAAAAACwZMkS9enTR0OGDNGePXtUtmxZNWrUSOfOnUty/djYWDVo0EDHjx/XsmXLdPDgQc2aNUv58uVL0XGzPEzYGjVqaM2aNQ+zKQAASGWGYWjhwoXq3r27hg0bpnfeece2zN3dXeXLlzcxHQAAAAAA6S8jjtc/adIkdenSRSEhIZKk0NBQrVy5UnPmzFH//v0TrT9nzhxdunRJW7dutV3YFxgYmOLjprgnQOHChXXx4sVE7VeuXFHhwoVTHAAAADy8ixcvqmXLlmrXrp0iIyPVv39//fnnn2bHAgAAAAAAd4mNjdXu3btVv359W5uTk5Pq16+vbdu2JbnNihUrVLVqVXXv3l3+/v4qVaqURo8ebZv7L7lS3BPg+PHjSR4kJiZGJ0+eTOnuAADAQ1q1apU6d+6sM2fO2NpatGihPHnymJgKAAAAAADzpVdHgJiYGMXExNi1ubm5yc3Nza7twoULio+Pl7+/v127v7+//vrrryT3ffToUf3888967bXXtGrVKh0+fFhvvfWWbt26pSFDhiQ7Y7J7AqxYsUIrVqyQJP3444+2xytWrNDXX3+tESNGPFRXBDMmQgAAwJFdvXpVb775ppo0aWIrAOTMmVNffvmlFixYIB8fH3MDAgAAAADwmBgzZoy8vb3tbmPGjEmVfVutVvn5+WnmzJmqUKGCWrVqpYEDByo0NDRF+0l2T4BmzZpJShhLqWPHjnbLXFxcFBgYqIkTJ6bo4LcnQggNDVWVKlU0efJkNWrUSAcPHpSfn1+i9W9PhODn56dly5YpX758+ueff/ixAwDw2Ni6das6dOigI0eO2NoaN26s2bNn0wMAAAAAAID/Z1H6dAUYMGCA+vTpY9f2314AkuTr6ytnZ2edPXvWrv3s2bPKnTt3kvvOkyePXFxc5OzsbGt78skndebMGcXGxsrV1TVZGZPdE8BqtcpqtapAgQI6d+6c7bHValVMTIwOHjyoF154Ibm7k2Q/EUJQUJBCQ0Pl6empOXPmJLn+7YkQvvnmG1WrVk2BgYGqVauWypYtm6LjAgDgiL755hvVqFHDVgDw9PS0TSJEAQAAAAAAgPTn5uYmLy8vu1tSRQBXV1dVqFBB69ats7VZrVatW7dOVatWTXLf1apV0+HDh2W1Wm1thw4dUp48eZJdAJAeYmLgY8eOydfXN6WbJWLmRAgAADiievXqqWDBgpKkqlWr6tdff1XXrl1lSa+BDgEAAAAAcBBOlvS5pUSfPn00a9YszZs3T3/++ae6deuma9euKSQkRJLUoUMHDRgwwLZ+t27ddOnSJb3zzjs6dOiQVq5cqdGjR6t79+4pOm6KJwaWpGvXrumXX35RRESEYmNj7Za9/fbbydpHek2E8N+JGaKiopKVDwCAjCZ79uyaN2+eNm3apPfee09ZsjzUP+MAAAAAAMAErVq10vnz5zV48GCdOXNG5cqV0+rVq22/kUdERMjJ6c51+wEBAfrxxx/Vu3dvlSlTRvny5dM777yj999/P0XHTfGvB3v37tXzzz+v69ev69q1a8qZM6cuXLggT09P+fn5JbsI8DDungjB2dlZFSpU0MmTJzV+/Ph7FgHGjBmjYcOGpVkmAADSwvHjx9WzZ09NnTpVgYGBtvYaNWqoRo0a5gUDAAAAAMABZNRe8z169FCPHj2SXLZhw4ZEbVWrVtX27dsf6ZgpHg6od+/eatq0qS5fviwPDw9t375d//zzjypUqKAJEyYkez8POxFC8eLF7zkRQlIGDBigyMhI2+3EiRPJzggAQHozDENz585VmTJl9P333ys4ONhu7D8AAAAAAICUSHERYN++fXr33Xfl5OQkZ2dnxcTEKCAgQOPGjdMHH3yQ7P2k10QISU3MAABARnTu3Dm9/PLL6tSpk6KjoyUl9AiggA0AAAAAQMpYLOlzcwQpLgK4uLjYxiXy8/NTRESEJMnb2zvFP1KYNRECAAAZzbfffqtSpUrp22+/tbUFBwdr//79tsmAAQAAAAAAUirFcwI8/fTT2rVrl4oVK6ZatWpp8ODBunDhgsLDw1WqVKkU7cusiRAAAMgooqKi1Lt3b82ZM8fW5uvrq1mzZqlZs2bmBQMAAAAAwIE5Ocpl+ukgxUWA0aNH24YoGDVqlDp06KBu3bqpWLFimj17dooDmDERAgAAGcGWLVvUrl07HT9+3NbWtGlTzZo1y1YQBwAAAAAAeBQpLgJUrFjRdt/Pz0+rV69O1UAAADwuoqKibAWAbNmyacqUKQoJCZGFqxUAAAAAAHgkfLW+I8VzAtzLnj179MILL6TW7gAAyPQaN26srl27qkaNGtq/f786depEAQAAAAAAAKSqFBUBfvzxR/Xt21cffPCBjh49Kkn666+/1KxZM1WqVElWqzVNQgIA4Oji4+O1ZMkSGYZh1z558mStX79ehQoVMikZAAAAAACZj8ViSZebI0h2EWD27Nlq3LixwsLCNHbsWD3zzDNasGCBqlatqty5c+u3337TqlWr0jIrAAAO6ciRI6pZs6Zat26daP4cd3d3OTs7m5QMAAAAAABkdskuAkyZMkVjx47VhQsX9OWXX+rChQuaMWOGDhw4oNDQUD355JNpmRMAAIdjGIZmzpypsmXLauvWrZKkd999V5GRkSYnAwAAAAAgc7NY0ufmCJJdBDhy5IheffVVSVLz5s2VJUsWjR8/Xvnz50+zcAAAOKozZ86oadOm6tq1q65duyZJKly4sFatWiVvb2+T0wEAAAAAgMdFluSueOPGDXl6ekpKGE/Jzc1NefLkSbNgAAA4qmXLlunNN9/UxYsXbW1dunTRpEmTlC1bNhOTAQAAAADweHBylMv000GyiwCS9Pnnn9t+vIiLi1NYWJh8fX3t1nn77bdTLx0AAA7kypUr6tmzpxYsWGBr8/f31+zZs9WkSRMTkwEAAAAAgMdVsosABQoU0KxZs2yPc+fOrfDwcLt1LBYLRQAAwGNr8ODBdgWAFi1aKDQ0NFHBHAAAAAAApC36AdyR7CLA8ePH0zAGAACOb+jQoVq+fLmuXr2qadOmqV27drLQ/RAAAAAAAJgoRcMBAQCAO65evWo3xn/OnDm1fPly5c2bVwUKFDAxGQAAAAAAjzcuyrvDyewAAAA4mri4OA0fPlxFixbV6dOn7ZY988wzFAAAAAAAAECGQU8AAABS4NChQ2rfvr127twpSercubNWrlzJFQYAAAAAAGQgTnxNt6EnAAAAyWAYhqZPn65y5crZCgDOzs6qWLGi4uPjTU4HAAAAAACQNHoCAADwACdPnlRISIjWrFljaytWrJjCw8NVpUoVE5MBAAAAAICk0GP/jofqCXDkyBF9+OGHatOmjc6dOydJ+uGHH/T777+najgAAMy2aNEilSpVyq4A0L17d+3du5cCAAAAAAAAyPBSXAT45ZdfVLp0ae3YsUNfffWVrl69Kkn69ddfNWTIkFQPCACAWbp37662bdvqypUrkqS8efPqxx9/1LRp05Q1a1ZzwwEAAAAAgHuyWNLn5ghSXATo37+/Ro4cqTVr1sjV1dXWXrduXW3fvj1VwwEAYKa6deva7rdu3VoHDhxQw4YNTUwEAAAAAACQMimeE+DAgQNauHBhonY/Pz9duHAhVUIBAJARtGjRQj169FC1atXUunVrs+MAAAAAAIBkYk6AO1LcE8DHx0enT59O1L53717ly5cvVUIBAJDeduzYoffffz9R+9SpUykAAAAAAAAAh5XingCtW7fW+++/r6VLl8pischqtWrLli3q27evOnTokBYZAQBIM7du3dLw4cM1evRoWa1WlStXTm3atDE7FgA8dlasWJHsdV988cU0TAIAAIDMwImOADYpLgKMHj1a3bt3V0BAgOLj4xUUFKT4+Hi1bdtWH374YVpkBAAgTfzxxx9q37699uzZY2ubP3++WrduTbdBAEhnzZo1S9Z6FotF8fHxaRsGAAAAyERSXARwdXXVrFmzNGjQIP3222+6evWqnn76aRUrViwt8gEAkOqsVqumTJmiAQMGKCYmRpKUJUsWDRkyRP3796cAAAAmsFqtZkcAAABAJsJ3+ztSXATYvHmzqlevrgIFCqhAgQJpkQkAgDQTERGh4OBgrV+/3tb25JNPKjw8XBUqVDAxGQAAAAAAQOpLcRGgbt26ypcvn9q0aaN27dopKCgoLXIBAJCqDMNQeHi4evbsqaioKFt7r169NHr0aHl4eJiYDgDwX9euXdMvv/yiiIg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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:18:28,292 INFO: === Dataset: i ===\n", "2024-12-22 11:18:31,940 INFO:Total samples: 6000\n", "Evaluating MLP-Mixer on i: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:11<00:00, 2.05it/s]\n", "2024-12-22 11:18:44,085 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": [ "2024-12-22 11:18:44,201 INFO: === Dataset: j ===\n", "2024-12-22 11:18:48,550 INFO:Total samples: 6000\n", "Evaluating MLP-Mixer on j: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:11<00:00, 2.05it/s]\n", "2024-12-22 11:19:00,735 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:19:00,855 INFO: === Dataset: k ===\n", "2024-12-22 11:19:04,580 INFO:Total samples: 6000\n", "Evaluating MLP-Mixer on k: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:12<00:00, 1.96it/s]\n", "2024-12-22 11:19:17,300 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": [ "2024-12-22 11:19:17,416 INFO: === Dataset: l ===\n", "2024-12-22 11:19:27,996 INFO:Total samples: 16634\n", "Evaluating MLP-Mixer on l: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 65/65 [00:30<00:00, 2.10it/s]\n", "2024-12-22 11:19:59,473 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:19:59,598 INFO:Model MLP-Mixer evaluation completed in 183.59 seconds.\n", "2024-12-22 11:19:59,599 INFO:\n", "=== Evaluating CvT on Test Datasets ===\n", "/tmp/ipykernel_1215053/669465779.py:358: 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", "2024-12-22 11:19:59,860 INFO:Loaded model weights from CvT_best.pth\n", "2024-12-22 11:19:59,860 INFO: === Dataset: a ===\n", "2024-12-22 11:20:00,416 INFO:Total samples: 904\n", "Evaluating CvT on a: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.86it/s]\n", "2024-12-22 11:20:03,045 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:20:03,166 INFO: === Dataset: b ===\n", "2024-12-22 11:20:05,104 INFO:Total samples: 3181\n", "Evaluating CvT on b: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:06<00:00, 2.10it/s]\n", "2024-12-22 11:20:11,760 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:20:11,884 INFO: === Dataset: c ===\n", "2024-12-22 11:20:13,824 INFO:Total samples: 3181\n", "Evaluating CvT on c: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:06<00:00, 2.11it/s]\n", "2024-12-22 11:20:20,457 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": [ "2024-12-22 11:20:20,577 INFO: === Dataset: d ===\n", "2024-12-22 11:20:22,530 INFO:Total samples: 3181\n", "Evaluating CvT on d: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:06<00:00, 1.93it/s]\n", "2024-12-22 11:20:29,726 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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H27W3bNnSsNlsxj///GO2STJcXV3t2m6c79ZrunGPHBkZaXfM2++lb+jQoYNRtGhR833fvn0Nb29vIz4+/o65b5xjzZo1hmEYRlxcnJE/f34jMDDQuHLlirndd999Z0gywsLC7M4nye4+0DCuf2eoXLnyHc9563U8+uijhmEYRpUqVYzOnTsbhnH9XtDV1dWYO3dusp9Bcn/fjRs3GpKMefPmmW2RkZF213arG/f0K1asSHbd7fd8H330kSHJmD9/vrFp0ybD2dnZ6Nev3z2vcfLkyeZ+N8TFxRk1atQwPD09jZiYGMMwrt9TSzIeeughu+8933zzjSHJ+Pbbb+96nhvfDzdv3my2nThxwvDx8TEkGQcOHLhnVgBIawwHBMBSMTExkpRsl97kPPLII6pYsaIWLlxotiUkJGjRokVq3rx5mj9dUbp0aeXLl08BAQHq1KmTSpYsqeXLlytnzpzmNhcuXLjnNdxYd+N6U3vdyYmJiXmg/e+lQ4cOST7PVq1a6dq1a+ZTN5L0/fff69y5c2rVqpWk609eLV68WM2bN5dhGDp16pS5NG7cWOfPn9e2bdvueN5ly5ZJuj7Pwq0GDhwoSUnGny1XrpzdhHL58uVT6dKltX///vu46uvD7Pz44496+eWXdeHCBTP76dOn1bhxY/39999m9+vcuXPrzz//1N9//31f57rdDz/8oLi4OPXu3dtumJzkek64ubmZczQkJCTo9OnT8vT0VOnSpe/6+d7q1r/vpUuXdOrUKdWsWVOGYWj79u3mNq6urlq7dq3Onj2b7HFWrVqlc+fOqU2bNnZ/b2dnZ1WvXl1r1qxJ6UdgJzWfBwAASBuZ8f48tZmWLVsmZ2dn9enTx6594MCBMgxDy5cvt2tv1KiR3aTE5cuXl7e3933fTyYnd+7cunTpkjlsZEr89ttvOnHihHr06GE3V0DTpk1VpkyZZOdleO211+ze16lTJ9XX0bZtW3355ZeKi4vTokWL5OzsbPaEvd2tf99r167p9OnTKlmypHLnzp3ie1JJKlasmNmr+F5effVVNW7cWL1791b79u1VokQJjR079p77LVu2TAULFlSbNm3MNhcXF/Xp00cXL17UTz/9ZLd9q1at7HqA3/jOca/Pc9myZXr88cft5lXIly+fXnnllRRdHwCkB4oAACzl7e0t6eYP6SnRqlUrrV+/3vwhdu3atTpx4oT5I3RaWrx4sVatWqUFCxbo8ccf14kTJ5J8kbnxZeRu13B7oeB+rvt23t7eD7T/vRQrVixJW4UKFVSmTBm7L3kLFy6Ur6+v2V345MmTOnfunGbOnKl8+fLZLSEhIZJkN4bn7Q4dOiQnJyeVLFnSrr1gwYLKnTu3Dh06ZNeeXJfwPHny3PEH63v5559/ZBiGhg4dmiT/sGHD7PKPHDlS586d0yOPPKKgoCC9/vrr2rlz532dV5J5baVKlbJrz5cvn90XEOn6OLvvvfeeSpUqJTc3N/n6+ipfvnzauXOnzp8/n6LzHT58WB07dlTevHnNcWNvjHd74xhubm4aP368li9frgIFCqhu3bqaMGGCjh07Zh7nRhGkYcOGST6z77///q5/77T6PAAAQNrIjPfnqc106NAhFS5cOEnR4MbwM+l9P5mcHj166JFHHlGTJk1UpEgRderUyW7egeTcyJnc0DhlypRJch3u7u7mvFc33M91tG7dWufPn9fy5cv16aefqlmzZncswFy5ckVhYWHm3As37knPnTuX4ntSKfnvHncze/ZsXb58WX///bfCw8NTVGw6dOiQSpUqZT5Ic0NK/7u4cf95r8/zxnlul9zfEQAyCnMCALCUt7e3ChcurD/++CPF+7Rq1UqDBw9WZGSk+vXrpy+++EI+Pj56+umn0zxf3bp15evrK0lq3ry5goKC9Morr2jr1q3mzeONm8adO3eqYsWKyR7nxg/D5cqVk3T9pl2Sdu3adcd97qVMmTLavn27/v33X/n7+99z+ztNwJqQkCBnZ+ck7Xe6kW7VqpXGjBmjU6dOycvLS0uWLFGbNm2UI8f1f1JuTHjVrl27JHMH3HBj7P37yXu75LJLSjLpW0rdyB8aGnrHp5FuFCjq1q2rffv26ZtvvtH333+vjz/+WO+9955mzJihLl263Nf5U2rs2LEaOnSoOnXqpFGjRilv3rxycnJSv379UjTpWEJCgp588kmdOXNGb775psqUKaNcuXIpOjpaHTt2tDtGv3791Lx5c3399ddauXKlhg4dqnHjxunHH39UpUqVzG0jIiLsxgK+4cZ/GwAAIPPLjPfnJUuWVI4cObRr1640Od7tHuR+0mazJbvd7ZPx5s+fXzt27NDKlSu1fPlyLV++XJ988omCg4OTTEx7v+50HalVqFAh1a9fXxMnTtT69eu1ePHiO27bu3dvffLJJ+rXr59q1KghHx8f2Ww2tW7dOlUT4aa2x8jatWsVGxsr6fp3qho1aqRq/5RI6+8ZAGAlegIAsFyzZs20b98+bdy4MUXbFytWTNWqVdPChQsVHx+vL7/8Ui1atJCbm1u65vT09NSwYcO0Y8cOffHFF2Z7kyZN5OzsfNeJTufNm6ccOXKYX4Ru7DN//vz7ztO8eXNJSvEx8uTJo3PnziVpv/2Jl3tp1aqV4uPjtXjxYi1fvlwxMTF2E77ly5dPXl5eSkhIUKNGjZJdkptU7IaiRYsqMTExyRA7x48f17lz51S0aNFU5b2TOxUZihcvLul61+A75b/1Sai8efMqJCREn332mf7991+VL19ew4cPv+d5knPj2m6/9pMnTyZ54mjRokVq0KCBZs+erdatW+upp55So0aNkvyN73T+Xbt2ae/evZo4caLefPNNPffcc2rUqJEKFy6c7PYlSpTQwIED9f333+uPP/5QXFycJk6caK6Trn+5Te7zql+/frp/HgAAIO1ktvvznDlzqmHDhvr555/177//3nP7okWL6siRI0l6DuzZs8dcn1ZSc4/t6uqq5s2b64MPPtC+ffvUrVs3zZs3T//880+yx76RMyoqKsm6qKioNL2O27Vt21a//PKLvL299cwzz9xxu0WLFqlDhw6aOHGiWrZsqSeffFK1a9dO8T3p/Th69Kh69+6tp556Ss2aNVNoaGiKvtMULVpUf//9d5LiRFr/d3HjPLdL7u8IABmFIgAAy73xxhvKlSuXunTpouPHjydZv2/fPk2ZMsWurVWrVtq0aZPmzJmjU6dOpctQQMl55ZVXVKRIEY0fP95s8/f3V0hIiH744Qd9+OGHSfaZMWOGfvzxR3Xu3FlFihQx9+natau+//57TZ06Nck+iYmJmjhxov777787ZmnZsqWCgoI0ZsyYZL+gXbhwQW+99Zb5vkSJEtq0aZPi4uLMtu+++y5FX6RuVbZsWQUFBWnhwoVauHChChUqpLp165rrnZ2d9eKLL2rx4sXJPkF28uTJux7/xpeMyZMn27VPmjRJ0vUxUNPCjXkdbv+Ckj9/ftWvX18fffSRjh49mmS/W/OfPn3abp2np6dKlixpPpUkSbly5Ur2PMlp1KiRXFxcNHXqVLsnjG7/LKTrn/PtTyFFRkaa3fDvdf4bTzbdegzDMJL8b+3y5cu6evWqXVuJEiXk5eVlXmfjxo3l7e2tsWPH6tq1a0my3vqZpdfnAQAA0k5mvD8fNmyYDMNQ+/btdfHixSTrt27daj5R/8wzzyghIUHTpk2z2+a9996TzWZTkyZN0ixXiRIltGfPHrv7nd9//13r16+32+72+0YnJyezd+yt9463qlKlivLnz68ZM2bYbbN8+XL99ddfaXZfnJyWLVtq2LBh+uCDD+Tq6nrH7ZK7J506dWqSnhCpuQe8l65duyoxMVGzZ8/WzJkzlSNHDnXu3PmeT+g/88wzOnbsmN3QpvHx8Zo6dao8PT3NYTEf1DPPPKNNmzZpy5YtZtvJkyf16aefpsnxAeB+0D8fgOVKlCihBQsWqFWrVipbtqyCg4MVGBiouLg4bdiwQZGRkerYsaPdPi+//LJCQ0MVGhqqvHnzqlGjRhmS1cXFRX379tXrr7+uFStWmE/2v/fee9qzZ4969Ohh175y5Up98803qlevnvnU9A0TJ07Uvn371KdPH3355Zdq1qyZ8uTJo8OHDysyMlJ79uyxe8I+uSxffvmlGjVqpLp16+rll19WrVq15OLioj///FMLFixQnjx5NGbMGElSly5dtGjRIj399NN6+eWXtW/fPs2fP99uErSUatWqlcLCwuTu7q7OnTsnGVfzf//7n9asWaPq1aura9euKleunM6cOaNt27bphx9+0JkzZ+547AoVKqhDhw6aOXOmzp07p3r16mnLli2aO3euWrRooQYNGqQ6b3I8PDxUrlw5LVy4UI888ojy5s2rwMBABQYGavr06apdu7aCgoLUtWtXFS9eXMePH9fGjRv133//6ffff5d0fXin+vXrq3LlysqbN69+++03LVq0SL169TLPU7lyZUlSnz591LhxYzk7O9/x75ovXz6FhoZq3LhxatasmZ555hlt375dy5cvN4eluqFZs2YaOXKkQkJCVLNmTe3atUuffvqp2ZPhhhIlSih37tyaMWOGvLy8lCtXLlWvXl1lypRRiRIlFBoaqujoaHl7e2vx4sVJnrDfu3evnnjiCb388ssqV66ccuTIoa+++krHjx83r8Pb21sffvih2rdvr8cee0ytW7dWvnz5dPjwYS1dulS1atUyv4Sn1+cBAADSTma8P69Zs6amT5+uHj16qEyZMmrfvr1KlSqlCxcuaO3atVqyZIlGjx4t6XqP2QYNGuitt97SwYMHVaFCBX3//ff65ptv1K9fv/u6/72TTp06adKkSWrcuLE6d+6sEydOaMaMGXr00UfNCY2l6/fiZ86cUcOGDVWkSBEdOnRIU6dOVcWKFc3hRW/n4uKi8ePHKyQkRPXq1VObNm10/PhxTZkyRQEBAerfv3+aXcftfHx87Hq33kmzZs0UERE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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:20:29,843 INFO: === Dataset: e ===\n", "2024-12-22 11:20:30,396 INFO:Total samples: 911\n", "Evaluating CvT on e: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.81it/s]\n", "2024-12-22 11:20:33,060 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": [ "2024-12-22 11:20:33,176 INFO: === Dataset: f ===\n", "2024-12-22 11:20:39,647 INFO:Total samples: 10634\n", "Evaluating CvT on f: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 42/42 [00:19<00:00, 2.10it/s]\n", "2024-12-22 11:21:00,488 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": [ "2024-12-22 11:21:00,617 INFO: === Dataset: g ===\n", "2024-12-22 11:21:04,386 INFO:Total samples: 6000\n", "Evaluating CvT on g: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:11<00:00, 2.13it/s]\n", "2024-12-22 11:21:16,147 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": [ "2024-12-22 11:21:16,269 INFO: === Dataset: h ===\n", "2024-12-22 11:21:20,001 INFO:Total samples: 6000\n", "Evaluating CvT on h: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:11<00:00, 2.12it/s]\n", "2024-12-22 11:21:31,837 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": [ "2024-12-22 11:21:31,959 INFO: === Dataset: i ===\n", "2024-12-22 11:21:35,657 INFO:Total samples: 6000\n", "Evaluating CvT on i: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:11<00:00, 2.04it/s]\n", "2024-12-22 11:21:47,895 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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JBgAAgJR169YtDRs2TAEBAWYBIHPmzJoyZYpWrVpFAQAAAADIqJgTwERPAIttGjLE/Nk1WzYLkwAAAGQ8M2bM0PDhw83XlStXVlhYmEqWLGlhKgAAAABIO45RqsjAYq5cMX+uPnKkhUkAAAAynjfffFNPP/20nJ2dNWzYMG3atIkCAAAAAPA4YE4AEz0B0gmPAgVUsnlzq2MAAAA4tBs3bihz5szmaxcXF82fP19XrlxR5cqVLUwGAAAAANagJ4CFmA8AAAAgZRiGoXnz5qlw4cLas2eP3bpSpUpRAAAAAAAeMzabLU0WR0ARwELMBwAAAPDozp8/r9dff12BgYE6e/as2rRpo5s3b1odCwAAAADSBYYDshDzAQAAADyaFStWqEOHDjp16pTZVqFCBd26dUvu7u4WJgMAAABgJUd5Sj8t0BMgHWA+AAAAgOS5evWq3nrrLTVu3NgsAOTMmVPh4eEKCwtTNnpZAgAAAIAkegIAAADAwWzZskWBgYE6fPiw2daoUSPNmjVL+fLlszAZAAAAgHSDjgAmegIAAADAYUydOlU1atQwCwBZsmTR9OnTtXz5cgoAAAAAAJAIegIAAADAYVStWtUc2zMgIEBz585V8eLFLU4FAAAAIL1hToC7KAIAAADAYVSuXFkjRoyQJL3zzjvKlInbWQAAAAC4Hz41AQAAIF06duyYJk6cqIkTJ9p92T9w4EALUwEAAABwBPQEuIsiAAAAANIVwzAUGhqqXr166cqVK8qVK5cGDx5sdSwAAAAAcEhMDAwAAIB048yZM3r55ZfVvn17XblyRZI0d+5c3bx50+JkAAAAAByJzWZLk8URUAQAAABAurBs2TL5+/vrm2++MduCg4O1c+dOubu7W5gMAAAAABwXwwEBAADAUlFRUerTp49mz55ttuXKlUszZsxQs2bNrAsGAAAAwGE5ylP6aYEiAAAAACzz008/qW3btjp27JjZ9uKLL2rmzJnKnTu3dcEAAAAAIIOgCGCRA+HhuhoZaXUMAAAAS33zzTdmAcDDw0OTJ09WcHAwT+0AAAAAeDR8pDBRBLDIpiFDzJ9ds2WzMAkAAIB1Ro8erVWrVumJJ57QnDlzVKRIEasjAQAAAECGQhHAIjFXrpg/Vx850sIkAAAAaSMuLk67d+9WpUqVzDZ3d3etWbNGefLkkbOzs4XpAAAAAGQk9C6+y8nqAI87jwIFVLJ5c6tjAAAApKrDhw+rVq1aqlmzpv744w+7dfnz56cAAAAAAACphCIAAAAAUo1hGJoxY4bKlSunzZs36+bNm2rXrp0Mw7A6GgAAAIAMzGazpcniCBgOCAAAAKni1KlT6tixo5YvX262FS1aVBMnTnSYm2UAAAAAcHQUAQAAAJDiFi9erM6dO+v8+fNm25tvvqkJEybIw8PDwmQAAAAAHgc8eHQXRQAAAACkmEuXLqlnz54KCwsz2/LkyaNZs2apcePGFiYDAAAAgMcTRQAAAACkmGbNmmnDhg3m61dffVXTp0+Xt7e3hakAAAAAPG7oCXAXEwMDAAAgxYwcOVI2m02enp6aO3euwsPDKQAAAAAAgIXoCQAAAICHFh8fLyenu8+V1KxZUzNnztSzzz6rQoUKWZgMAAAAwGONjgAmegIAAAAg2WJjYzVixAg9//zzio+Pt1vXoUMHCgAAAAAAkE7QEwAAAADJcvDgQQUGBmr79u2SpEmTJqlv374WpwIAAACAu5gT4C56AgAAACBJDMPQtGnTVL58ebMA4OzsrBs3blicDAAAAABwL/QEAAAAwANFRkaqffv2+v777822J598UnPnzlXVqlUtTAYAAAAACdET4C56AgAAAOC+vvzyS/n7+9sVALp166bdu3dTAAAAAACAdI4iAAAAABIVFxenVq1aqVWrVrp48aIkKX/+/Fq9erWmTp2qLFmyWJwQAAAAABJns9nSZEmuadOmydfXV+7u7qpatao51Oq9TJo0SSVLllTmzJnl4+OjPn366ObNm8k6J0UAAAAAJMrZ2Vmenp7m65YtW2rfvn167rnnLEwFAAAAAI5p4cKF6tu3r4YOHapdu3apXLlyatiwoc6cOZPo9gsWLFD//v01dOhQ/fHHH5o1a5YWLlyogQMHJuu8FAEAAABwTxMmTFDlypX1xRdf6IsvvlDOnDmtjgQAAAAAD2ZLoyUZJk6cqE6dOik4OFhlypTR9OnTlSVLFs2ePTvR7Tdv3qzq1aurdevW8vX11XPPPadWrVo9sPfAf1EEAAAAgCRp69atWrRokV2bh4eHtm3bppYtW1qUCnh0u3bt0r59+8zX33zzjZo1a6aBAwcqJibGwmQAAABwdNHR0YqKirJboqOjE2wXExOjnTt3qkGDBmabk5OTGjRooC1btiR67GrVqmnnzp3ml/5HjhzRihUr9MILLyQrI0UAAACAx9ytW7c0ePBgVa9eXcHBwTpy5Ijd+ocZ5xJITzp37qyDBw9Kuv3BqWXLlsqSJYvCw8P1zjvvWJwOAAAAqSGt5gQYO3asvLy87JaxY8cmyHPu3DnFxcUpT548du158uTRqVOnEr2G1q1ba8SIEapRo4ZcXFxUrFgx1alTh+GAAAAAkHT79+/XM888o1GjRik+Pl5Xr17VxIkTrY4FpKiDBw+qfPnykqTw8HDVqlVLCxYsUGhoqBYvXmxtOAAAADi0AQMG6PLly3bLgAEDUuTY69ev15gxY/Txxx9r165dWrJkiZYvX66RI0cm6ziZUiQNAAAAHEp8fLw++ugj9e/f3+yqmilTJg0dOlT9+/e3OB2QsgzDUHx8vCTphx9+UJMmTSRJPj4+OnfunJXRAAAAkErSqkezm5ub3NzcHridt7e3nJ2ddfr0abv206dPK2/evInuM3jwYAUGBqpjx46SJH9/f127dk1vvvmmBg0aJCenpD3jT08AAACAx0xERIQaNGigPn36mAWA0qVLa+vWrXrvvfeUKRPPiSBjqVSpkkaNGqWwsDBt2LBBjRs3liQdPXo0QXdsAAAAIDW4urqqYsWKWrt2rdkWHx+vtWvXKiAgINF9rl+/nuCLfmdnZ0m3H3RJKj7hAQAAPCYMw1BYWJh69OihqKgos713794aM2aMMmfObGE6IPVMmjRJb7zxhpYuXapBgwapePHikqRFixapWrVqFqcDAABAakiPc5v17dtXbdu2VaVKlVSlShVNmjRJ165dU3BwsCQpKChIBQoUMOcUaNq0qSZOnKgKFSqoatWqOnTokAYPHqymTZuaxYCkoAgAAADwmLh69aoGDBhgFgB8fHwUGhqqevXqWZwMSF1ly5bVvn37ErS///77yfrwBAAAADyKFi1a6OzZsxoyZIhOnTql8uXLa9WqVWbv1IiICLsn/9977z3ZbDa99957ioyMVK5cudS0aVONHj06Wee1GcnpN5ABREVFycvLS5cvX5anp6dlOaYXLKirkZHyKFBAb/3zj2U5AADA42X16tV6/vnnFRQUpMmTJyt79uxWR0IGkl7ute8lJiZGZ86cMecHuKNQoULJPlbmCt1TKhYAPJKLv0y1OgIASJLc09nj5vk7L0mT85z49JU0Oc+jSGe/GgAAAKSUK1eu6ObNm8qVK5fZ1rBhQ+3evVvly5e3LhiQxg4ePKgOHTpo8+bNdu2GYchmsykuLs6iZAAAAEDqowgAAACQAW3cuFFBQUEqVaqUli9fbjceJgUAPG6Cg4OVKVMmfffdd8qXL1+6HB8WAAAAKYxbPhNFAAAAgAwkOjpaQ4cO1fjx42UYho4ePaqZM2fqzTfftDoaYJk9e/Zo586dKlWqlNVRAAAAgDRHEQAAACCD2Ldvn9q0aaO9e/eabdWrV1eDBg0sTAVYr0yZMjp37pzVMQAAAJCG6P15l9ODN0ld06ZNk6+vr9zd3VW1alVt3779vttPmjRJJUuWVObMmeXj46M+ffro5s2baZQWAAAg/YmLi9P777+vSpUqmQUAFxcX/e9//9OGDRtUtGhRixMC1ho3bpzeeecdrV+/XufPn1dUVJTdAgAAAGRklvYEWLhwofr27avp06eratWqmjRpkho2bKgDBw4od+7cCbZfsGCB+vfvr9mzZ6tatWo6ePCg2rVrJ5vNpokTJ1pwBQAAANY6evSo2rZtq59//tls8/f3V1hYmMqVK2dhMiD9uNMbpn79+nbtTAwMAACQcdET4C5LiwATJ05Up06dFBwcLEmaPn26li9frtmzZ6t///4Jtt+8ebOqV6+u1q1bS5J8fX3VqlUrbdu2LU1zAwAApAcREREqW7asrl69Kun2TW5ISIhGjhwpNzc3i9MB6ce6deusjgAAAABYxrIiQExMjHbu3KkBAwaYbU5OTmrQoIG2bNmS6D7VqlXTvHnztH37dlWpUkVHjhzRihUrFBgYmFaxAQAA0o1ChQrppZde0vz58+Xr66u5c+eqZs2aVscC0p3atWtbHQEAAABpjJ4Ad1lWBDh37pzi4uKUJ08eu/Y8efLozz//THSf1q1b69y5c6pRo4YMw1BsbKzeeustDRw48J7niY6OVnR0tPmaMT8BAEBGMnXqVOXNm1dDhw5VtmzZrI4DpFs///yzPv30Ux05ckTh4eEqUKCAwsLCVKRIEdWoUcPqeAAAAECqsXxi4ORYv369xowZo48//li7du3SkiVLtHz5co0cOfKe+4wdO1ZeXl7m4uPjk4aJAQAAUsbly5fVrl07ffnll3bt2bNn1wcffEABALiPxYsXq2HDhsqcObN27dplPiR0+fJljRkzxuJ0AAAASBW2NFocgGVFAG9vbzk7O+v06dN27adPn1bevHkT3Wfw4MEKDAxUx44d5e/vr5dfflljxozR2LFjFR8fn+g+AwYM0OXLl83l77//TvFrAQAASE3r169X2bJlNWfOHHXp0kWRkZFWRwIcyqhRozR9+nTNnDlTLi4uZnv16tW1a9cuC5MBAAAAqc+yIoCrq6sqVqyotWvXmm3x8fFau3atAgICEt3n+vXrcnKyj+zs7CxJMgwj0X3c3Nzk6elptwAAADiCmzdvql+/fqpbt64iIiIkSXFxcfr9998tTgY4lgMHDqhWrVoJ2r28vHTp0qW0DwQAAIBUZ7PZ0mRxBJbNCSBJffv2Vdu2bVWpUiVVqVJFkyZN0rVr1xQcHCxJCgoKUoECBTR27FhJUtOmTTVx4kRVqFBBVatW1aFDhzR48GA1bdrULAYAAABkBLt371abNm20f/9+s61OnToKDQ1V4cKFLUwGOJ68efPq0KFD8vX1tWvfuHGjihYtak0oAAAAII1YWgRo0aKFzp49qyFDhujUqVMqX768Vq1aZU4WHBERYffk/3vvvSebzab33ntPkZGRypUrl5o2barRo0dbdQkAAAApKjY2VuPGjdOwYcMUGxsr6XbPxjFjxqh3794JekUCeLBOnTqpV69emj17tmw2m06cOKEtW7YoJCREgwcPtjoeAAAAUoGjPKWfFiwtAkhS9+7d1b1790TXrV+/3u51pkyZNHToUA0dOjQNkgEAAKSt48ePq1WrVtqyZYvZVr58ec2bN09PPfWUhckAx9a/f3/Fx8erfv36un79umrVqiU3NzeFhISoR48eVsdDBtH59Vrq07a+8jzhqX0HI9V3XLh2/H480W0zZXLS2+2fU5smVZU/d3YdPH5a703+Rms2/2Fu45HFTUO7NtGL9copVw4P/XrgH4WMX6Sd+yPS6pIAOKgvF8zXnM9n6dy5s3qyZCn1HzhY/mXL3nP771ev1LQpk3UiMlKFCvuqd98Q1axV21z/w5rvFf7Vl/rj9991+fIlLVy0VKVKl06LSwGQQniUDAAAIJ1wd3fXX3/9JUlycnLSoEGDtG3bNgoAwCOy2WwaNGiQLly4oN9++01bt27V2bNnNXToUJ04ccLqeMgAmj/3tMb1e1mjP12pgNbjtPdgpJZ93E25cngkuv2wrk3V8dUa6js+XBVeHaXPFm3UwgmdVK5kQXObT4a0Vr1nSqn9e3NU6fUx+mHLn1o+vYfy5/JKq8sC4IBWrVyhD8aPVeeu3fRl+NcqWbKUunTuoPPnzye6/Z7du9T/7X56+ZXmWrhoqerWq6/ePbrpr78OmtvcuHFdFSo8rd59Q9LqMoAUwZwAd1EEAAAASCfy5MmjGTNmqHjx4tq4caNGjRolV1dXq2MBGYarq6vKlCmjKlWqyMPDQ7///rt8fHysjoUMoGebevp8yWaFLduqP4+cUo/RX+rGzRi1bRaQ6Patm1TR+Fnfa/XG/ToWeV4zwzdq9ab96hVYT5Lk7uaiZvXLa9Ckpdq067CO/H1Ooz9docN/n1Wn12qm5aUBcDBhcz7XK81fV7OXX1Wx4sX13tDhcnd319IlixPdfv68uapWo6bate+oosWKqXvP3ipdpoy+XDDP3Kbpi830VtfuqhqQ+P+mAekVRYC7KAIAAABYZPHixTp37pxd28svv6zffvtNAXzIAgCH4JLJWRVK++jHbQfMNsMw9OO2A6pStkii+7i6ZNLNmFt2bTduxqhahWKSpEzOTsqUyTnBNjejb5nbAMB/3YqJ0R/7f9czAdXMNicnJz3zTDXt/XV3ovvs3bNHzzxjf99ZrXoN7d2zJzWjAkhjFAEAAADS2MWLF9W6dWs1b95cXbp0kWEYduvd3NwsSgYASC7vHB7KlMlZZy5csWs/cz5KeZ/wTHSfH7b8oZ5t6qlYoVyy2WyqV7WUXqpXXnm9b29/9Xq0tv56RAM6NVK+XF5ycrKp5QuVVbVsEXMbAPivi5cuKi4uTk888YRd+xNPPJHgwZM7zp07pyee8E64/fnEtwccii2NFgdAEQAAACANrVmzRv7+/vriiy8kSYsWLdJPP/1kcSoA9xMdHa2oqCi7xYiPszoWHFjI+4t0OOKMfl0yWFHbJ+nD/q9p7rKtio+/WxRu/95c2WzSke9H6/K2SerWqra+WrXDbhsAAICkyGR1AAAAgMfB9evX9e6772rq1KlmW/bs2TVt2jTVqlXLwmRAxrV37977rj9w4MB9198xduxYDR8+3K7NOU9lueSr8tDZkHGcu3hVsbFxyp0zm1177ic8dep81D33eb3vTLm5ZtITXll14uxljer5ko5G3p248+g/5/Rcx8nK4u4qTw93nToXpbD/BetoJE/nAkhcjuw55OzsnGAS4PPnz8vb2zvRfby9vXX+P0/9nz9/Xt5PJL494EgcZbz+tEARAAAAIJX98ssvCgwMtPvCsUGDBvr8889VsGBBC5MBGVv58uVls9kSDLklyWxPyofDAQMGqG/fvnZtuWu+m2I54dhuxcZp9x9/q27Vkvp2/e3Ck81mU90qT2r6wvv39IqOidWJs5eVKZOTmtUvr8VrdiXY5vrNGF2/GaPs2TKrQbXSGjTpm1S5DgCOz8XVVaXLPKVtW7eoXv0GkqT4+Hht27ZFLVu1SXSfsuXLa9vWrWoT1M5s27pls8qWL58GiQGkFYoAAAAAqeTWrVsaPXq0Ro0apbi420OHuLu7a/z48erWrZucnBiZEUhNR48eTZHjuLm5JZirw+bknCLHRsbw0bwfNXNEoHbuj9CO346pe+u6ypLZTXO/2SpJ+mxkoE6cuawhU5ZJkir7FVb+3Nn164F/VCB3dg3q/IKcnGyaGPqDecwGAaVls0kHj51RMZ9cGtOnmQ4ePa25y7ZYco0AHENg22ANHviunnrKT37+ZTUvbI5u3LihZi+/IkkaNOAd5c6dR7369JMkvdEmSB3aBWpO6GzVqlVbq1au0O+//abBw0aYx7x86ZJOnjyps2fPSJKOHbv999Xb21veuXKl8RUCSUdPgLsoAgAAAKSS7777zm4IkcqVK2vu3LkqVaqUhamAx0fhwoWtjoDHxKLvd8k7h4eGdGmsPE9k094DkXqp2zRzsmCfvDntxvJ3c3PR0G5NVKSAt65ej9bqTb+rw+C5unz1hrmNl4e7RvR4UQXyZNeFy9f1zdo9GjrtW8XGxqf59QFwHM83ekEXL1zQx1M/0rlzZ1WyVGl9/OlneuL/hwM6dfKknGx3H0QpX+FpjR3/gaZ+NElTJk1UocK+mjRlmkqUeNLcZv26HzXkvQHm63dD+kiS3uraXV269UijKwPwKGxGYn1jM7CoqCh5eXnp8uXL8vT0tCzH9IIFdTUyUh4FCuitf/6xLAcAAEg9hmHolVde0bfffqvBgwdr4MCBcnFxsToWkGrSy732/fj7+2vFihXy8fF5pONkrtA9hRIBwKO5+MvUB28EAGnAPZ09bl48ZGWanOfQB43S5DyPIp39agAAABzXpUuXlD17dvO1zWbTjBkzdOzYMVWuXNm6YABMx44d061bt6yOAQAAAKQZBqIFAAB4RIZhaN68efL19dW3335rty5XrlwUAAAAAAAgjdlstjRZHAFFAAAAgEdw/vx5vf766woMDNTly5fVsWNHnT171upYAO6hZs2aypw5s9UxAAAAgDTDcEAAAAAPaeXKlWrfvr1OnTpltj377LOM+w+kYytWrLA6AgAAANKAgzyknyYoAgAAACTT1atXFRISok8//dRsy5kzp6ZPn67XXnvNwmQA7uWvv/7SunXrdObMGcXHx9utGzJkiEWpAAAAgNRHEQAAACAZtmzZosDAQB0+fNhsa9SokWbNmqV8+fJZmAzAvcycOVNdunSRt7e38ubNazd2q81mowgAAACQATnKeP1pgSIAAABAEs2dO1fBwcHmU8RZsmTRxIkT9eabb3KDCaRjo0aN0ujRo/Xuu+9aHQUAAABIcxQBAAAAkqhu3brKli2bLl++rICAAM2dO1fFixe3OhaAB7h48SJDdQEAADxmeE7rLierAzyODoSH62pkpNUxAABAMvn4+Ojjjz/W6NGj9dNPP1EAABzEa6+9pu+//97qGAAAAIAl6AlggU3/GnPUNVs2C5MAAIB7OXbsmAYNGqSPP/5YXl5eZnvr1q0tTAXgYRQvXlyDBw/W1q1b5e/vLxcXF7v1PXv2tCgZAAAAUouTE10B7qAIYIGYK1fMn6uPHGlhEgAA8F+GYSg0NFS9evXSlStX5OLiotDQUKtjAXgEM2bMkIeHhzZs2KANGzbYrbPZbBQBAAAAkKFRBLCQR4ECKtm8udUxAADA/ztz5ozefPNNffPNN2bb+vXrdeHCBeXMmdPCZAAexdGjR62OAAAAgDTGnAB3MScAAACApGXLlsnf39+uANCuXTvt3buXAgCQgRiGIcMwrI4BAAAApBmKAAAA4LEWFRWlDh066KWXXtKZM2ckSd7e3vr666/1+eefy9PT0+KEAFLC3Llz5e/vr8yZMytz5swqW7aswsLCrI4FAACAVGKz2dJkcQQMBwQAAB5bP//8s4KCgnTs2DGzrWnTppo5c6by5MljXTAAKWrixIkaPHiwunfvrurVq0uSNm7cqLfeekvnzp1Tnz59LE4IAAAApB6KAAAA4LG1d+9eswDg4eGhyZMnKzg42GGe5gCQNFOmTNEnn3yioKAgs+3FF1/UU089pWHDhlEEAAAAyID4WHcXRQAAAPDY6tq1q5YtW6YbN25ozpw5KlKkiNWRAKSCkydPqlq1agnaq1WrppMnT1qQCAAAAEg7zAkAAAAeC3FxcVqzZo1dm81m08KFC7Vu3ToKAEAGVrx4cX311VcJ2hcuXKgSJUpYkAgAAACpjTkB7qInAAAAyPAOHz6soKAgbd68WWvWrFGDBg3MddmzZ7cuGIA0MXz4cLVo0UI//fSTOSfApk2btHbt2kSLAwAAAEBGQk8AAACQYRmGoRkzZqhcuXLavHmzJKljx46KiYmxOBmAtPTqq69q27ZteuKJJ7R06VItXbpU3t7e2r59u15++WWr4wEAACAV0BPgLnoCAACADOnkyZPq2LGjVqxYYbYVLVpUc+fOlaurq4XJAFihYsWKmj9/vtUxAAAAgDRHEQAAAGQ4ixYt0ltvvaXz58+bbZ06ddKECROULVs2C5MBSEtOTk4PfDrLZrMpNjY2jRIBAAAgrTjIQ/ppgiIAAADIMC5duqQePXpo3rx5ZluePHn02WefqUmTJhYmA2CFr7/++p7rtmzZoo8++kjx8fFpmAgAAABIexQBAABAhtGpUyctWrTIfP3KK69o+vTpypUrl4WpAFjlpZdeStB24MAB9e/fX99++63eeOMNjRgxwoJkAAAASG2OMl5/WmBiYAAAkGGMHTtWWbJkkaenp+bOnatFixZRAAAgSTpx4oQ6deokf39/xcbGas+ePZozZ44KFy5sdTQAAAAgVdETAAAAOKyYmBi7SX6LFy+uhQsXqmzZsipUqJCFyQCkF5cvX9aYMWM0ZcoUlS9fXmvXrlXNmjWtjgUAAIBURkeAu+gJAAAAHE5sbKxGjBihp59+WtevX7db16RJEwoAACRJ48ePV9GiRfXdd9/piy++0ObNmykAAAAA4LFDTwAAAOBQDhw4oKCgIG3fvl2S9M4772jq1KkWpwKQHvXv31+ZM2dW8eLFNWfOHM2ZMyfR7ZYsWZLGyQAAAJDamBPgLooAAADAIRiGoY8//lhvv/22bty4IUlydnbWE088IcMwuMEDkEBQUBD/2wAAAIDHHkUAAACQ7kVGRio4OFhr1qwx25588knNnTtXVatWtTAZgPQsNDTU6ggAAACwCM+C3MWcAAAAIF374osv5OfnZ1cA6Natm3bv3k0BAAAAAACAB6AnAAAASJcMw1C7du00d+5csy1//vz6/PPP9dxzz1mYDAAAAACQ3jEs5F30BAAAAOmSzWZTmTJlzNctW7bUvn37KAAAAAAAAJAM9AQAAADpVkhIiDZv3qxWrVqpZcuWVscBAAAAADgIOgLcRREAAACkC1u3btUvv/yiHj16mG3Ozs765ptvLEwFAAAAAIBjowgAAAAsFRMTo5EjR2rMmDGSpIoVK6patWoWpwIAAAAAODLmBLiLOQEAAIBl9u/fr4CAAI0aNUrx8fGKj4/X1KlTrY4FAAAAAECGQREAAACkufj4eE2aNElPP/20du3aJUnKlCmTRo4cqblz51qcDgAAAADg6Gy2tFkcAcMBAQCANBUREaF27dpp3bp1Zlvp0qUVFhamihUrWpgMAAAAAICMh54AAAAgTRiGoblz58rf39+uANC7d2/t3LmTAgAAAAAAIMXYbLY0WRwBPQEAAECaiI2N1YcffqioqChJko+Pj0JDQ1WvXj2LkwEAAAAAkHHREwAAAKQJFxcXhYWFyc3NTYGBgdq7dy8FAAAAAABAqmBOgLvoCQAAAFLFlStXdPbsWRUtWtRs8/Pz0++//65ixYpZmAwAAAAAgMcHPQEAAECK27hxo8qVK6dmzZopOjrabh0FAAAAAABAamNOgLsoAgAAgBQTHR2t/v37q1atWjp69Kj27dunESNGWB0LAAAAAIDHFsMBAQCAFLFv3z61adNGe/fuNduqV6+uDh06WJgKAAAAAPA4cpCH9NMEPQEAAMAjiYuL0/vvv69KlSqZBQAXFxf973//04YNG+zmBAAAAAAAAGmLngAAAOChHT16VG3bttXPP/9stvn7+yssLEzlypWzMBkAAAAA4HHmKOP1pwWKAAAA4KFcunRJTz/9tC5duiTp9g1WSEiIRo4cKTc3N2vDAQAAAAAASQwHBAAAHlL27NnVo0cPSZKvr6/Wr1+v8ePHUwAAAAAAAFjOZrOlyeII6AkAAACSzDAMu5ucwYMHy8XFRb169ZKnp6eFyQAAAAAAQGLoCQAAAB7o8uXLateuncaOHWvX7uLiosGDB1MAAAAAAACkKzZb2iyOgJ4AAADgvtavX6+2bdsqIiJCmTJlUqNGjVShQgWrYwEAAAAAgCSgJwAAAEjUzZs31a9fP9WtW1cRERGSpMyZM5s/AwAAAACQXjEnwF30BAAAAAns3r1bbdq00f79+822OnXqKDQ0VIULF7YwGQAAAAAASA56AgAAAFNsbKxGjx6tKlWqmAUANzc3TZgwQWvXrqUAAAAAAABwCMwJcBc9AQAAgCTpxIkTat68ubZs2WK2lS9fXmFhYfLz87MwGQAAAAAAeFj0BAAAAJKkHDly6OLFi5IkJycnDRw4UNu2baMAAAAAAABwOMwJcBdFAAAAIOn2pL9hYWEqVaqUfv75Z40ePVqurq5WxwIAAAAAINkYDuguhgMCAOAxFR4errJly6pkyZJmW6VKlfTbb7/J2dnZwmQAAAAAACClPFJPgJs3b6ZUDgAAkEYuXryoN954Q6+//rqCgoIUGxtrt54CAAAAAADA0TnZbGmyOIJkFwHi4+M1cuRIFShQQB4eHjpy5IgkafDgwZo1a1aKBwQAACnnhx9+kL+/vxYsWCBJ2r59u77++muLUwEAAAAAgNSS7CLAqFGjFBoaqvHjx9uNE+zn56fPPvssRcMBAICUcf36dfXs2VPPPvusIiMjJUnZs2fX/Pnz1bx5c4vTAQAAAACQspgT4K5kFwHmzp2rGTNm6I033rAbLqBcuXL6888/UzQcAAB4dL/88ouefvppTZkyxWxr0KCB9u3bp9atW8vmKHctAAAAAAAg2ZJdBIiMjFTx4sUTtMfHx+vWrVspEgoAADy6W7duadiwYQoICNCBAwckSe7u7vroo4+0evVqFSxY0OKEAAAAAACkDpvNliaLI0h2EaBMmTL6+eefE7QvWrRIFSpUSJFQAADg0e3cuVMjRoxQXFycJKly5cravXu3evToISenZN8CAAAAAAAAB5TsbwCGDBmi7t27a9y4cYqPj9eSJUvUqVMnjR49WkOGDEmNjAAA4CE888wz6tOnj5ydnTVs2DBt2rRJpUqVsjoWAAAAAACpzsmWNktyTZs2Tb6+vnJ3d1fVqlW1ffv2+25/6dIldevWTfny5ZObm5uefPJJrVixInnvRXJDvvTSS/r222/1ww8/KGvWrBoyZIj++OMPffvtt3r22WeTezgAAJBCTp06pfj4eLu20aNHa/v27Ro6dKhcXFwsSgYAAAAAABYuXKi+fftq6NCh2rVrl8qVK6eGDRvqzJkziW4fExOjZ599VseOHdOiRYt04MABzZw5UwUKFEjWeTM9TNiaNWtqzZo1D7MrAABIYYZhaMGCBerWrZuGDx+uXr16mevc3d319NNPW5gOAAAAAIC0lx7H6584caI6deqk4OBgSdL06dO1fPlyzZ49W/3790+w/ezZs3XhwgVt3rzZfLDP19c32edNdk+AokWL6vz58wnaL126pKJFiyY7AAAAeHjnz5/X66+/rjZt2ujy5cvq37+//vjjD6tjAQAAAADwWIiOjlZUVJTdEh0dnWC7mJgY7dy5Uw0aNDDbnJyc1KBBA23ZsiXRYy9btkwBAQHq1q2b8uTJIz8/P40ZM8ac+y+pkl0EOHbsWKIniY6OVmRkZHIPBwAAHtKKFSvk5+enRYsWmW2vvvqq8uXLZ2EqAAAAAACsZ7OlzTJ27Fh5eXnZLWPHjk2Q59y5c4qLi1OePHns2vPkyaNTp04leg1HjhzRokWLFBcXpxUrVmjw4MGaMGGCRo0alaz3IsnDAS1btsz8efXq1fLy8jJfx8XFae3atQ/VFWHatGl6//33derUKZUrV05TpkxRlSpV7rn9pUuXNGjQIC1ZskQXLlxQ4cKFNWnSJL3wwgvJPjcAAI7o6tWrCgkJ0aeffmq25cyZU9OnT9drr71mYTIAAAAAAB4vAwYMUN++fe3a3NzcUuTY8fHxyp07t2bMmCFnZ2dVrFhRkZGRev/99zV06NAkHyfJRYBmzZpJuj2WUtu2be3Wubi4yNfXVxMmTEjyiaW7EyFMnz5dVatW1aRJk9SwYUMdOHBAuXPnTrD9nYkQcufOrUWLFqlAgQI6fvy4smfPnqzzAgDgqDZv3qygoCAdPnzYbGvUqJFmzZpFDwAAAAAAAP6fTWkzJ4Cbm1uSvvT39vaWs7OzTp8+bdd++vRp5c2bN9F98uXLJxcXFzk7O5ttpUuX1qlTpxQTEyNXV9ckZUzycEDx8fGKj49XoUKFdObMGfN1fHy8oqOjdeDAATVp0iSph5NkPxFCmTJlNH36dGXJkkWzZ89OdPs7EyEsXbpU1atXl6+vr2rXrq1y5col67wAADiipUuXqmbNmmYBIEuWLOYkQhQAAAAAAABIv1xdXVWxYkWtXbvWbIuPj9fatWsVEBCQ6D7Vq1fXoUOHFB8fb7YdPHhQ+fLlS3IBQHqIOQGOHj0qb2/v5O6WgJUTIQAA4Ijq16+vwoULS5ICAgL066+/qnPnzrLZ0ubpBgAAAAAAHIWTLW2W5Ojbt69mzpypOXPm6I8//lCXLl107do1BQcHS5KCgoI0YMAAc/suXbrowoUL6tWrlw4ePKjly5drzJgx6tatW7LOm+ThgP7t2rVr2rBhgyIiIhQTE2O3rmfPnkk6xv0mQvjzzz8T3efIkSP68ccf9cYbb2jFihU6dOiQunbtqlu3bt1zDKTo6Gi72ZijoqKSlA8AgPQmW7ZsmjNnjn7++We98847ypTpof6MAwAAAAAAC7Ro0UJnz57VkCFDdOrUKZUvX16rVq0yvyOPiIiQk9Pd5/Z9fHy0evVq9enTR2XLllWBAgXUq1cvvfvuu8k6b7K/Pdi9e7deeOEFXb9+XdeuXVPOnDl17tw5ZcmSRblz505yEeBhPMxECGPHjtXw4cNTLRMAAKnh2LFj6tGjh6ZMmSJfX1+zvWbNmqpZs6Z1wQAAAAAAcADptdd89+7d1b1790TXrV+/PkFbQECAtm7d+kjnTPZwQH369FHTpk118eJFZc6cWVu3btXx48dVsWJFffDBB0k+zsNOhPDkk0/ecyKExAwYMECXL182l7///jvJGQEASGuGYejzzz9X2bJl9d1336ldu3Z2Y/8BAAAAAAAkR7KLAHv27FG/fv3k5OQkZ2dnRUdHy8fHR+PHj9fAgQOTfJy0mgjBzc1Nnp6edgsAAOnRmTNn9PLLL6t9+/a6cuWKpNs9AihgAwAAAACQPDZb2iyOINlFABcXF3Ncoty5cysiIkKS5OXllewvKayaCAEAgPTmm2++kZ+fn7755huzrV27dtq7d685GTAAAAAAAEByJXtOgAoVKuiXX35RiRIlVLt2bQ0ZMkTnzp1TWFiY/Pz8knUsqyZCAAAgvYiKilKfPn00e/Zss83b21szZ85Us2bNrAsGAAAAAIADc3KUx/TTQLKLAGPGjDGHKBg9erSCgoLUpUsXlShRQrNmzUp2ACsmQgAAID3YtGmT2rRpo2PHjpltTZs21cyZM82COAAAAAAAwKNIdhGgUqVK5s+5c+fWqlWrUjQQAACPi6ioKLMA4OHhocmTJys4OFg2nlYAAAAAAOCR8NH6rmTPCXAvu3btUpMmTVLqcAAAZHiNGjVS586dVbNmTe3du1ft27enAAAAAAAAAFJUsooAq1evVkhIiAYOHKgjR45Ikv788081a9ZMlStXVnx8fKqEBADA0cXFxWnhwoUyDMOufdKkSVq3bp2KFCliUTIAAAAAADIem82WJosjSHIRYNasWWrUqJFCQ0M1btw4PfPMM5o3b54CAgKUN29e/fbbb1qxYkVqZgUAwCEdPnxYtWrVUsuWLRPMn+Pu7i5nZ2eLkgEAAAAAgIwuyUWAyZMna9y4cTp37py++uornTt3Th9//LH27dun6dOnq3Tp0qmZEwAAh2MYhmbMmKFy5cpp8+bNkqR+/frp8uXLFicDAAAAACBjs9nSZnEESS4CHD58WK+99pok6ZVXXlGmTJn0/vvvq2DBgqkWDgAAR3Xq1Ck1bdpUnTt31rVr1yRJRYsW1YoVK+Tl5WVxOgAAAAAA8LjIlNQNb9y4oSxZski6PZ6Sm5ub8uXLl2rBAABwVIsWLdJbb72l8+fPm22dOnXSxIkT5eHhYWEyAAAAAAAeD06O8ph+GkhyEUCSPvvsM/PLi9jYWIWGhsrb29tum549e6ZcOgAAHMilS5fUo0cPzZs3z2zLkyePZs2apcaNG1uYDAAAAAAAPK6SXAQoVKiQZs6cab7OmzevwsLC7Lax2WwUAQAAj60hQ4bYFQBeffVVTZ8+PUHBHAAAAAAApC76AdyV5CLAsWPHUjEGAACOb9iwYVq8eLGuXr2qqVOnqk2bNrLR/RAAAAAAAFgoWcMBAQCAu65evWo3xn/OnDm1ePFi5c+fX4UKFbIwGQAAAAAAjzceyrvLyeoAAAA4mtjYWI0YMULFixfXyZMn7dY988wzFAAAAAAAAEC6QU8AAACS4eDBgwoMDNT27dslSR06dNDy5ct5wgAAAAAAgHTEiY/pJnoCAACQBIZhaNq0aSpfvrxZAHB2dlalSpUUFxdncToAAAAAAIDE0RMAAIAHiIyMVHBwsNasWWO2lShRQmFhYapataqFyQAAAAAAQGLosX/XQ/UEOHz4sN577z21atVKZ86ckSStXLlSv//+e4qGAwDAal988YX8/PzsCgDdunXT7t27KQAAAAAAAIB0L9lFgA0bNsjf31/btm3TkiVLdPXqVUnSr7/+qqFDh6Z4QAAArNKtWze1bt1aly5dkiTlz59fq1ev1tSpU5U1a1ZrwwEAAAAAgHuy2dJmcQTJLgL0799fo0aN0po1a+Tq6mq216tXT1u3bk3RcAAAWKlevXrmzy1bttS+ffv03HPPWZgIAAAAAAAgeZI9J8C+ffu0YMGCBO25c+fWuXPnUiQUAADpwauvvqru3burevXqatmypdVxAAAAAABAEjEnwF3J7gmQPXt2nTx5MkH77t27VaBAgRQJBQBAWtu2bZvefffdBO1TpkyhAAAAAAAAABxWsnsCtGzZUu+++67Cw8Nls9kUHx+vTZs2KSQkREFBQamREQCAVHPr1i2NGDFCY8aMUXx8vMqXL69WrVpZHQsAHjvLli1L8rYvvvhiKiYBAABARuBERwBTsosAY8aMUbdu3eTj46O4uDiVKVNGcXFxat26td57773UyAgAQKrYv3+/AgMDtWvXLrNt7ty5atmyJd0GASCNNWvWLEnb2Ww2xcXFpW4YAAAAIANJdhHA1dVVM2fO1ODBg/Xbb7/p6tWrqlChgkqUKJEa+QAASHHx8fGaPHmyBgwYoOjoaElSpkyZNHToUPXv358CAABYID4+3uoIAAAAyED4bH9XsosAGzduVI0aNVSoUCEVKlQoNTIBAJBqIiIi1K5dO61bt85sK126tMLCwlSxYkULkwEAAAAAAKS8ZBcB6tWrpwIFCqhVq1Zq06aNypQpkxq5AABIUYZhKCwsTD169FBUVJTZ3rt3b40ZM0aZM2e2MB0A4L+uXbumDRs2KCIiQjExMXbrevbsaVEqAAAAOAr6AdyV7CLAiRMn9OWXX+qLL77Q//73P5UtW1ZvvPGGWrVqpYIFC6ZGRgAAUsTixYvNAoCPj49CQ0NVr149i1MBAP5r9+7deuGFF3T9+nVdu3ZNOXPm1Llz55QlSxblzp2bIgAAAACQDE7J3cHb21vdu3fXpk2bdPjwYb322muaM2eOfH19+SIFAJBu2Ww2zZgxQ7ly5VJgYKD27t3L3y0ASKf69Omjpk2b6uLFi8qcObO2bt2q48ePq2LFivrggw+sjgcAAAAH4GSzpcniCJJdBPi3IkWKqH///vrf//4nf39/bdiwIaVyAQDwSK5evardu3fbteXJk0d79+7V3LlzlT17dmuCAQAeaM+ePerXr5+cnJzk7Oys6Oho+fj4aPz48Ro4cKDV8QAAAACH8tBFgE2bNqlr167Kly+fWrduLT8/Py1fvjwlswEA8FA2btyocuXKqVGjRjp37pzdurx581qUCgCQVC4uLnJyuv1RJXfu3IqIiJAkeXl56e+//7YyGgAAAByEzZY2iyNIdhFgwIABKlKkiOrVq6eIiAhNnjxZp06dUlhYmJ5//vnUyAgAQJJER0erf//+qlWrlo4cOaLTp0+rT58+VscCACRThQoV9Msvv0iSateurSFDhmj+/Pnq3bu3/Pz8LE4HAAAAOJZkTwz8008/6e2339brr78ub2/v1MgEAECy7du3T23atNHevXvNturVq2vYsGHWhQIAPJQxY8boypUrkqTRo0crKChIXbp0UYkSJTR79myL0wEAAMAR2BzlMf00kOwiwKZNm1IjBwAADyUuLk4TJ07Ue++9p5iYGEm3h5EYMWKE3n77bTk7O1ucEACQXJUqVTJ/zp07t1atWmVhGgAAAMCxJakIsGzZMjVq1EguLi5atmzZfbd98cUXUyQYAAAPcvToUbVt21Y///yz2ebn56ewsDCVL1/eumAAAAAAAMBSdAS4K0lFgGbNmunUqVPKnTu3mjVrds/tbDab4uLiUiobAAD3FBMTo5o1ayoyMlLS7b9BISEhGjlypNzc3CxOBwB4FEWKFLlv9+0jR46kYRoAAADAsSWpCBAfH5/ozwAAWMXV1VWjR49Wu3bt5Ovrqzlz5qhWrVpWxwIApIDevXvbvb5165Z2796tVatW6e2337YmFAAAAByKE10BTMmeE2Du3Llq0aJFgqcsY2Ji9OWXXyooKCjFwgEA8G9xcXF2Y/wHBQXp2rVratOmjTw9PS1MBgBISb169Uq0fdq0adqxY0capwEAAAAcm1NydwgODtbly5cTtF+5ckXBwcEpEgoAgH+7fPmy2rVrpzfffNOu3WazqWvXrhQAAOAx0ahRIy1evNjqGAAAAHAANlvaLI4g2T0BDMNIdHzOf/75R15eXikSCgCAO9avX6+2bdsqIiJC0u0J6F966SWLUwEArLBo0SLlzJnT6hgAAACAQ0lyEaBChQqy2Wyy2WyqX7++MmW6u2tcXJyOHj2q559/PlVCAgAePzdv3tSgQYM0ceJEsy1btmy6efOmhakAAGnhzmePOwzD0KlTp3T27Fl9/PHHFiYDAACAo0jsQfbHVZKLAM2aNZMk7dmzRw0bNpSHh4e5ztXVVb6+vnr11VdTPCAA4PGze/dutWnTRvv37zfbateurdDQUPn6+loXDACQJl566SW7D21OTk7KlSuX6tSpo1KlSlmYDAAAAHA8SS4CDB06VJLk6+urFi1ayN3dPdVCAQAeT7GxsRo3bpyGDRum2NhYSZKbm5vGjBmj3r17y8kp2VPZAAAc0LBhw6yO8EB//zzJ6ggAIEnK8exIqyMAgCTpxrrBVkewwzcIdyV7ToC2bdumRg4AwGPuwoULaty4sbZu3Wq2lS9fXmFhYfLz87MwGQAgrTk7O+vkyZPKnTu3Xfv58+eVO3duxcXFWZQMAAAAjoLhgO5KUhEgZ86cOnjwoLy9vZUjR477voEXLlxIsXAAgMdH9uzZzaHmnJyc1L9/fw0dOlSurq4WJwMApDXDMBJtj46O5u8CAAAAkExJKgJ8+OGHypYtm/kzVRQAQEpzcnLS7Nmz9corr2jy5MmqVq2a1ZEAAGnso48+knT7qa3PPvvMbh6yuLg4/fTTT8wJAAAAgCRx4itsU5KKAP8eAqhdu3aplQUA8BgJDw9X7ty5Vbt2bbPNx8dH27dvp9gMAI+pDz/8UNLtngDTp0+Xs7Ozuc7V1VW+vr6aPn26VfEAAAAAh5TsOQF27dolFxcX+fv7S5K++eYbff755ypTpoyGDRtG91wAwH1dvHhR3bt314IFC+Tj46N9+/bJy8vLXE8BAAAeX0ePHpUk1a1bV0uWLFGOHDksTgQAAABHRU+Au5I9SXLnzp118OBBSdKRI0fUokULZcmSReHh4XrnnXdSPCAAIOP44Ycf5O/vrwULFkiS/v77b82fP9/iVACA9GbdunUUAAAAAIAUkuwiwMGDB1W+fHlJt4dyqF27thYsWKDQ0FAtXrw4pfMBADKA69evq2fPnnr22WcVGRkpSfLy8tK8efPUpUsXi9MBANKbV199VePGjUvQPn78eL322msWJAIAAICjsdlsabI4gmQXAQzDUHx8vKTbT3S+8MILkm6P43zu3LmUTQcAcHi//PKLnn76aU2ZMsVsq1+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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:21:48,010 INFO: === Dataset: j ===\n", "2024-12-22 11:21:52,388 INFO:Total samples: 6000\n", "Evaluating CvT on j: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:11<00:00, 2.05it/s]\n", "2024-12-22 11:22:04,574 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": [ "2024-12-22 11:22:04,691 INFO: === Dataset: k ===\n", "2024-12-22 11:22:08,417 INFO:Total samples: 6000\n", "Evaluating CvT on k: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:12<00:00, 1.94it/s]\n", "2024-12-22 11:22:21,238 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:22:21,354 INFO: === Dataset: l ===\n", "2024-12-22 11:22:31,883 INFO:Total samples: 16634\n", "Evaluating CvT on l: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 65/65 [00:30<00:00, 2.11it/s]\n", "2024-12-22 11:23:03,152 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": [ "2024-12-22 11:23:03,271 INFO:Model CvT evaluation completed in 183.67 seconds.\n", "2024-12-22 11:23:03,272 INFO:\n", "=== Evaluating Swin on Test Datasets ===\n", "/tmp/ipykernel_1215053/669465779.py:358: 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", "2024-12-22 11:23:03,635 INFO:Loaded model weights from Swin_best.pth\n", "2024-12-22 11:23:03,635 INFO: === Dataset: a ===\n", "2024-12-22 11:23:04,191 INFO:Total samples: 904\n", "Evaluating Swin on a: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.42it/s]\n", "2024-12-22 11:23:07,470 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:23:07,589 INFO: === Dataset: b ===\n", "2024-12-22 11:23:09,551 INFO:Total samples: 3181\n", "Evaluating Swin on b: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:07<00:00, 1.73it/s]\n", "2024-12-22 11:23:17,569 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:23:17,691 INFO: === Dataset: c ===\n", "2024-12-22 11:23:19,627 INFO:Total samples: 3181\n", "Evaluating Swin on c: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:07<00:00, 1.73it/s]\n", "2024-12-22 11:23:27,605 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:23:27,723 INFO: === Dataset: d ===\n", "2024-12-22 11:23:29,681 INFO:Total samples: 3181\n", "Evaluating Swin on d: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:08<00:00, 1.59it/s]\n", "2024-12-22 11:23:38,325 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:23:38,440 INFO: === Dataset: e ===\n", "2024-12-22 11:23:38,998 INFO:Total samples: 911\n", "Evaluating Swin on e: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.41it/s]\n", "2024-12-22 11:23:42,316 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:23:42,437 INFO: === Dataset: f ===\n", "2024-12-22 11:23:48,980 INFO:Total samples: 10634\n", "Evaluating Swin on f: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 42/42 [00:23<00:00, 1.81it/s]\n", "2024-12-22 11:24:13,109 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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Pn58CAAAAAACkEYoAsMzNmDiFvLPeXO837zkN+PIFOTlRpQMAILMwDEMzZ85UhQoVtGXLFt24cUNdunSRYRhWRwMAAACQidlstnR5OAKGA4Jlwv66ZLdetEKARUkAAEBaOHv2rF599VUtX77cbCtWrJgmTZrkMBfLAAAAAODoKALAMsun/2YuFyyVW8Uq5LUwDQAASE2LFy/Wa6+9posXL5pt3bp104cffigvLy8LkwEAAADICrjx6A6KALDE1UvX9dOMXeZ6UINiFqYBAACp5cqVK+rTp49CQkLMtoCAAH3xxRdq2rSphckAAAAAIGuiCABLREfG2K03fLmCRUkAAEBqat68uTZs2GCut2jRQjNmzJCfn5+FqQAAAABkNfQEuIOJgWGJAxtPmct12j6m4hXzWZgGAACklvfee082m03e3t6aP3++Fi5cSAEAAAAAACxETwBY4vSRO5MC34iKtTAJAAB4GAkJCXJyunNfSe3atTVr1iw1bNhQhQsXtjAZAAAAgCyNjgAmigBIVwc2ntIPH23Xib3nzLaGLwdZFwgAADyQuLg4jR07Vps3b9bKlSvtCgGvvPKKhckAAAAAAP9GEQDp6pMeKxR6MNyuzSunh0VpAADAgzhy5Ig6duyoHTt2SJImT56s/v37W5wKAAAAAO5gToA7mBMA6er8qQi79UefKKDSNQpalAYAAKSEYRiaPn26goKCzAKAs7Ozrl+/bnEyAAAAAMDd0BMA6ebalRu6EXVTkhRQ1FdT93aTZw43i1MBAIDkCAsL08svv6zVq1ebbY888ojmz5+vatWqWZgMAAAAABKjJ8Ad9ARAujm4OdRcPnfiCgUAAAAcxLfffqty5crZFQB69uypPXv2UAAAAAAAgAyOngBIUwd//VsrZ+7WzRtxuhh21Wx/+tWKFqYCAADJER8frw4dOujbb7812/Lnz685c+bo6aeftjAZAAAAANwbPQHuoAiANDWx/fe6EBqRqD1/iZwWpAEAACnh7Owsb29vc71t27aaPn26cuXKZWEqAAAAAEBKUARAmkqqAODt56lqzz9qQRoAAJBSH374ofbs2aP+/furbdu2VscBAAAAgOShI4CJIgDSzJ9b/zGXA8v5a/iPt344yBmQXS5ufPQAAMhotm3bpn/++UctW7Y027y8vLR9+3a60sKh7d69Wy4uLipXrpwkaenSpZozZ47KlCmjkSNHytXV1eKEAAAAQNphYmCkma1LDtmt+xf2kX9hHwoAAABkMDdv3tSwYcNUs2ZNBQcH6/jx43bPUwCAo3vttdd05MgRSdLx48fVtm1beXp6auHChXr77bctTgcAAIC0YLPZ0uXhCCgCIFVFXozWN+9t1LTuy7V71TGzvcXb1S1MBQAA7ubgwYN64oknNHr0aCUkJOjatWuaNGmS1bGAVHXkyBEFBQVJkhYuXKg6dero66+/1ty5c7V48WJrwwEAAABpjFuykaoWjd+iJRO3JmrPXzK3BWkAAMDdJCQk6OOPP9agQYMUExMjScqWLZtGjBihQYMGWZwOSF2GYSghIUGS9PPPP+vZZ5+VJBUqVEjh4eFWRgMAAEAacZS79NMDRQDcl2EYioqISda2YYcvJmrLVzynilXMm9qxAADAAwoNDVWXLl20bt06s6106dIKCQlR5cqVLUwGpI0qVapo9OjRatCggTZs2KBPP/1UknTixAkFBARYnA4AAABIWxQBcE+xN+L0Vo05OrbnbIr3HbWqvXLm9VLhMnnknI2RpwAAsJphGAoJCVHv3r0VGRlptvft21djx46Vh4eHhemAtDN58mS99NJL+uGHHzR06FCVKFFCkrRo0SLVqFHD4nQAAABIC/QEuIMiAO7pj02hD1QAcHXPplLVC8ozh1sapAIAAA/i2rVrGjx4sFkAKFSokObOnaunnnrK4mRA2ipfvrz279+fqH3ixIlydna2IBEAAACQfigC4J4uhl01l/OVyKX8JXLedx+nbE6q16EcBQAAADKYHDlyaPbs2XrmmWfUqVMnTZkyRb6+vlbHAtJNbGyszp8/b84PcFvhwoUtSgQAAIC0Qk+AOygC4J6+G7vZXK7fubzavlPbwjQAACAlrl69qhs3bihPnjxmW6NGjbRnzx4FBQVZFwxIZ0eOHNErr7yiLVu22LUbhiGbzab4+HiLkgEAAABpjyIA7snT+87d/EENilqYBAAApMTmzZvVqVMnlSpVSsuXL7e7C4YCALKa4OBgZcuWTT/++KPy5cvHXWEAAABZAZd8JooAuKvoyBgd3XXGXC/1REEL0wAAgOSIiYnRiBEjNGHCBBmGoRMnTmjWrFnq1q2b1dEAy/z+++/atWuXSpUqZXUUAAAAIN1RBMBd/fbTUasjAACAFNi/f786dOigffv2mW01a9ZUgwYNLEwFWK9MmTIKDw+3OgYAAADSEb0/73CyOsD06dMVGBgod3d3VatWTTt27Ljn9pMnT9ajjz4qDw8PFSpUSP369dONGzfSKW3Wcv5UhLlc8eliFiYBAAD3Eh8fr4kTJ6pKlSpmAcDFxUXvv/++NmzYoGLF+HccWdv48eP19ttva/369bp48aIiIyPtHgAAAEBmZmlPgAULFqh///6aMWOGqlWrpsmTJ6tRo0Y6fPiw/P39E23/9ddfa9CgQZo9e7Zq1KihI0eOqEuXLrLZbJo0aZIFryBzmztwrblcvfmjFiYBAAB3c+LECXXu3FmbNm0y28qVK6eQkBBVqFDBwmRAxnG7N0z9+vXt2pkYGAAAIPOiJ8AdlhYBJk2apK5duyo4OFiSNGPGDC1fvlyzZ8/WoEGDEm2/ZcsW1axZU+3bt5ckBQYGql27dtq+fXu65s4qPL3dFB0ZI0kqU6uQxWkAAMB/hYaGqnz58rp27ZqkWxe5AwYM0HvvvSc3NzeL0wEZx7p166yOAAAAAFjGsiJAbGysdu3apcGDB5ttTk5OatCggbZu3ZrkPjVq1NCXX36pHTt2qGrVqjp+/LhWrFihjh07plfsLOHAxlOa9tpyswDg6p5NgeUCLE4FAAD+q3Dhwnr++ef11VdfKTAwUPPnz1ft2rWtjgVkOHXr1rU6AgAAANIZPQHusKwIEB4ervj4eAUE2P+4HBAQoEOHDiW5T/v27RUeHq5atWrJMAzFxcWpe/fuGjJkyF3PExMTo5iYGHOdMT/vb9mUHfrn0EVzvWgQBQAAADKqadOmKW/evBoxYoRy5MhhdRwgw9q0aZM+++wzHT9+XAsXLlSBAgUUEhKiokWLqlatWlbHAwAAANKM5RMDp8T69es1duxYffLJJ9q9e7eWLFmi5cuX67333rvrPuPGjZOPj4/5KFSIYW2SEh+foF0rj2rlrN3651C42V7w0dzqMOpJ64IBAABJUkREhLp06aJvv/3Wrt3X11cffPABBQDgHhYvXqxGjRrJw8NDu3fvNm8SioiI0NixYy1OBwAAgDRhS6eHA7CsJ4Cfn5+cnZ117tw5u/Zz584pb968Se4zbNgwdezYUa+++qqkW5PeRUVFqVu3bho6dKicnBLXNAYPHqz+/fub65GRkRQCkvDj1J2a1W91ovYPt7+s7D7uFiQCAAC3rV+/Xp07d1ZoaKiWLl2q2rVrq0CBAlbHAhzG6NGjNWPGDHXq1MmukFazZk2NHj3awmQAAABA2rOsJ4Crq6sqV66stWvXmm0JCQlau3atqlevnuQ+0dHRiX7od3Z2liQZhpHkPm5ubvL29rZ7ILG/fjudqK3AI7nk6c2kggAAWOXGjRt68803Va9ePYWGhkqS4uPj9ccff1icDHAshw8fVp06dRK1+/j46MqVK+kfCAAAAGnOZrOly8MRWNYTQJL69++vzp07q0qVKqpataomT56sqKgoBQcHS5I6deqkAgUKaNy4cZKkZs2aadKkSapYsaKqVaumo0ePatiwYWrWrJlZDEDKXTx9Veu/OmCudx73lHIXyKEqTUo4zAcZAIDMZs+ePerQoYMOHjxotj355JOaO3euihQpYmEywPHkzZtXR48eVWBgoF375s2bVaxYMWtCAQAAAOnE0iJAmzZtdOHCBQ0fPlxnz55VUFCQVq5caU4WHBoaanfn/zvvvCObzaZ33nlHYWFhypMnj5o1a6YxY8ZY9RIyhbVz99qt1+9cXrnyMa4wAABWiIuL0/jx4zVy5EjFxcVJutWzcezYserbt2+Swx8CuLeuXbvqjTfe0OzZs2Wz2XT69Glt3bpVAwYM0LBhw6yOBwAAgDTAzc13WFoEkKRevXqpV69eST63fv16u/Vs2bJpxIgRGjFiRDokyzqunI8ylx+pmp8CAAAAFjl16pTatWunrVu3mm1BQUH68ssv9dhjj1mYDHBsgwYNUkJCgurXr6/o6GjVqVNHbm5uGjBggHr37m11PGQSr7Wuo36d6ysgt7f2HwlT//EL9dsfp5LcNls2J7318tPq8Gw15ff31ZFT5/TOlKVas+VPc5sBLz+t5k9V0COBAboec1Pb9x7X0ClL9dep8+n1kgA4qG+//krz5nyh8PALeuTRUho0ZJjKlS9/1+1Xr/pJ06dO0emwMBUuEqi+/Qeodp265vPRUVGa/NGHWvfLz4q4ckUFChRUuw4d1bpNu/R4OQBSAbeSQcum7DCXu4yvb2ESAACyNnd3d/3111+SJCcnJw0dOlTbt2+nAAA8JJvNpqFDh+rSpUs6cOCAtm3bpgsXLmjEiBE6fTrx3FhASrV8upLGv/mCxnz2k6q3H699R8K07JOeypPTK8ntR77eTK+2qKX+ExaqYovR+nzRZi34sKsqPFrQ3KZ2pRKasWCj6nb6QM/2mKZs2Zz146e95Onuml4vC4ADWvnTCn0wYZxee72nvl34vR59tJR6vPaKLl68mOT2v+/ZrUFvvakXXmypBYt+UL2n6qtv7576668j5jYfTHhfWzZv0tj3J+r7/63QSx076/0x72n9L2uTPCaQUTAnwB0UAaBsLnc+BoVK+1mYBACArC0gIEAzZ85UiRIltHnzZo0ePVqurvzYA6QWV1dXlSlTRlWrVpWXl5f++OMPFSpUyOpYyAT6dHhKc5ZsUciybTp0/Kx6j/lW12/EqnPz6klu3/7ZqprwxWqt2nxQJ8MuatbCzVr160G90fEpc5vne32iL/+3XX8eP6v9R8LUbcSXKpwvlyqW4TML4O5C5s3Riy1bq/kLLVS8RAm9M+Jdubu764cli5Pc/qsv56tGrdrq8vKrKla8uHr16avSZcro26+/NLf5/fc9avZ8cz1etZoKFCiolq3b6JFHS+nA/n3p9bKAB0IR4A6KAFmcYRiKu5kgSXJysilnQNJ3qgAAgNS3ePFihYeH27W98MILOnDggKpXT/qHIwBAxuKSzVkVSxfSL9sPm22GYeiX7YdVtXzRJPdxdcmmG7E37dqu34hVjYrF73oeby93SdLliOhUSA0gM7oZG6s/D/6hJ6rXMNucnJz0xBM1tG/vniT32ff773riCfvrzho1a2nf77+b60FBFbVh3S86d+6cDMPQju3bdOrkCVWvWStNXgeA1EcRIIs7tC3MXA4oltPCJAAAZB2XL19W+/bt1bJlS/Xo0UOGYdg97+bmZlEyAEBK+eX0UrZszjp/6apd+/mLkcqb2zvJfX7e+qf6dHhKxQvnkc1m01PVSun5p4KU1y/p7W02myYOaKkte47p4LEzqf4aAGQOl69cVnx8vHLnzm3Xnjt37kQ3ntwWHh6u3Ln9Em9/8c72g4YOU7HiJfT0U3VUJaisXn/tVQ15Z4QqV3k89V8EkJps6fRwAJZPDAxrXbt03Vx2z+5iYRIAALKGNWvWKDg4WGFhtwrxixYt0saNG1W3bt377AnAKjExMYqJibFrMxLiZXNytigRHN2AiYv0ybB22rtkmAzD0PF/wjV/2TZ1fv6JJLefPLi1HiuRT/WDP0rnpAAgffNViPbt+11Tpn2q/Pnza9dvv2ns6HeVx9/frtcBgIyLIgBMNVuWtjoCAACZVnR0tAYOHKhp06aZbb6+vpo+fbrq1KljYTIg89q3795jFR8+fPiez982btw4vfvuu3ZtzgGPyyVf1QfOhswj/PI1xcXFyz9XDrt2/9zeOnsx8q77tO4/S26u2ZTbJ7tOX4jQ6D7P60RY4ok7PxrYSk1ql1WDVyYr7PyVtHgJADKJnL455ezsnGgS4IsXL8rPL+k5IP38/HTxYnji7f+/d8CNGzf08eSP9NHH01Sn7pOSpEceLaXDh//UvDlfUARAhuYo4/WnB4YDAgAASGM7d+5UpUqV7AoADRo00P79+9W+fXsuToE0EhQUpIoVKyooKCjRo2LFimrbtm2yjjN48GBFRETYPbIFVE7j9HAUN+PitefPv1Wv2qNmm81mU72qj2jHvhP33DcmNk6nL0QoWzYnNa8fpB/X2xeuPhrYSs89VUHPvPaxTp1OXCAAgH9zcXVV6TKPafu2rWZbQkKCtm/fqvIVKia5T/mgIG3fts2ubdvWLSofFCRJiouLU1zcTTk52V+vOjk5K+E/Q1oCSJ7p06crMDBQ7u7uqlatmnbs2HHXbZ988skkJyNu2rRpis5JT4AsZunk7frtp6PS//93OuJClLWBAADIxG7evKkxY8Zo9OjRio+PlyS5u7trwoQJ6tmzp5ycuB8DSEsnTtz7B9jkcnNzSzRXB0MB4d8+/vIXzRrVUbsOhuq3AyfVq309eXq4af7SWz+sff5eR50+H6HhU5dJkh4vW0T5/X219/A/KuDvq6GvNZGTk02T5v5sHnPy4NZq07iKWvWbqWtRNxSQ+1ZPg4hrN3Qj5mbiEAAgqWPnYA0bMlCPPVZWZcuV15ch83T9+nU1f+FFSdLQwW/L3z9Ab/R7U5L0UodOeqVLR82bO1t16tTVyp9W6I8DBzRs5ChJkpeXl6o8XlWTPpgoNzd35cufX7t27tSPy37QgLcHWfY6geTIiDdbLViwQP3799eMGTNUrVo1TZ48WY0aNdLhw4fl7++faPslS5YoNjbWXL948aIqVKigVq1apei8FAGykL//vKBZ/Vbf9flsrnyRAQAgNf344492Q4g8/vjjmj9/vkqVKmVhKiDrKFKkiNURkEUsWr1bfjm9NLxHUwXkzqF9h8P0fM/p5mTBhfLmUkLCnTtm3dxcNKLnsypawE/XomO06tc/9Mqw+Yq4dmfOttda3xoqbs3nfe3O1XV4iL783/a0f1EAHNIzjZvo8qVL+mTaxwoPv6BHS5XWJ599rtz/PxzQ2TNn5GS7cyNKUMVKGjfhA037eLKmTp6kwkUCNXnqdJUs+Yi5zfiJkzRl8iQNHjhAkRERypc/v3r16adWbdql++sDHN2kSZPUtWtXBQcHS5JmzJih5cuXa/bs2Ro0KHFhLVeuXHbr3377rTw9PVNcBLAZRtbquxMZGSkfHx9FRETI29vb6jhp6sr5KIX/c2cMyqO7zmhat+VJbutfxEejf+6g/CVyJfk8AABIOcMw9OKLL+p///ufhg0bpiFDhsjFxcXqWECacYRr7XLlymnFihUqVKjQQx3Ho2KvVEoEAA/n8s5p998IANKBewa73bzEgJ/S5TxHP2icrO1iY2Pl6empRYsWqXnz5mZ7586ddeXKFS1duvS+xyhXrpyqV6+umTNnpihjBvvTILXsXn1M7zb9VvFxCUk+/3zfanppVF1z3c3TRc7ODEkAAMDDuHLlinx9fc11m82mmTNn6uTJk3r88cetCwbAdPLkSd28yVAqAAAASB0xMTGKiYmxa0tqOMnw8HDFx8crICDArj0gIECHDh2673l27NihAwcO6IsvvkhxRn71zaR2/O+vuxYAJKlQaT955nAzHxQAAAB4cIZh6Msvv1RgYKD+97//2T2XJ08eCgAAAAAAkM6SmlA3LR7jxo2Tj4+P3WPcuHGp/nq++OILlStXTlWrVk3xvvQEyISuXrquH6ftNNdrtiwtX//s5nr+R3KpXsdyVkQDACDTuXjxorp3765FixZJkl599VUdOHBAefLksTgZgKTUrl1bHh4eVscAAABAJjF48GD179/fru2/vQAkyc/PT87Ozjp37pxd+7lz55Q3b957niMqKkrffvutRo0a9UAZKQJkQv8uAEhSm6G1VCzo3h8kAACQcj/99JNefvllnT171mxr2LAh4/4DGdiKFSusjgAAAIB0YLOlz3mSGvonKa6urqpcubLWrl1rzgmQkJCgtWvXqleve883tXDhQsXExKhDhw4PlJEiQCZ0MeyquZzN1VlFyvlbmAYAgMzn2rVrGjBggD777DOzLVeuXJoxY4ZatWplYTIAd/PXX39p3bp1On/+vBIS7IfNHD58uEWpAAAAkJX0799fnTt3VpUqVVS1alVNnjxZUVFRCg4OliR16tRJBQoUSDSc0BdffKHmzZsrd+7cD3ReigCZ0MqZu83lSdtfZrx/AABS0datW9WxY0cdO3bMbGvcuLG++OIL5cuXz8JkAO5m1qxZ6tGjh/z8/JQ3b17Z/nVbmM1mowgAAACQCdnSqytACrRp00YXLlzQ8OHDdfbsWQUFBWnlypXmZMGhoaFycrL/Lffw4cPavHmzVq9e/cDnpQiQCWX3cVNUxK0ZqXPm87I4DQAAmcf8+fMVHBxs3kXs6empSZMmqVu3bhnyAhPALaNHj9aYMWM0cOBAq6MAAAAgi+vVq9ddh/9Zv359orZHH31UhmE81DkpAmQi8XEJWjVrt1kAkKScARQBAABILfXq1VOOHDkUERGh6tWra/78+SpRooTVsQDcx+XLlxmqCwAAIIvhPq07GCcmE9m5/C998vpP5nq+ErksTAMAQOZTqFAhffLJJxozZow2btxIAQBwEK1atXqo7tMAAACAI6MnQCZycv95u/VarUpblAQAAMd38uRJDR06VJ988ol8fHzM9vbt21uYCsCDKFGihIYNG6Zt27apXLlycnFxsXu+T58+FiUDAABAWnFyoivAbRQBMolPe/2k5dN/M9c7j3tKrQbVtDARAACOyTAMzZ07V2+88YauXr0qFxcXzZ071+pYAB7CzJkz5eXlpQ0bNmjDhg12z9lsNooAAAAAyNQoAmQCcTfj9dOnu+zaSlUvaFEaAAAc1/nz59WtWzctXbrUbFu/fr0uXbqkXLkYZg9wVCdOnLA6AgAAANIZcwLcwZwAmcCpA+eVkHBnhugO7z2px2oXtjARAACOZ9myZSpXrpxdAaBLly7at28fBQAgEzEMQ4Zh3H9DAAAAIJOgCODg4uMTNKLxN+Z62bpF1Pad2ox5BQBAMkVGRuqVV17R888/r/Pnb82v4+fnp++//15z5syRt7e3xQkBpIb58+erXLly8vDwkIeHh8qXL6+QkBCrYwEAACCN2Gy2dHk4AoYDcnA3b8Tpyrkoc71K4+IWpgEAwLFs2rRJnTp10smTJ822Zs2aadasWQoICLAuGIBUNWnSJA0bNky9evVSzZq35s3avHmzunfvrvDwcPXr18/ihAAAAEDaoQjg4P49DFDOvF5qOZDJgAEASK59+/aZBQAvLy9NmTJFwcHBDnM3B4DkmTp1qj799FN16tTJbHvuuef02GOPaeTIkRQBAAAAMiG+1t1BEcDBhf5xwVzO7uNmYRIAABzP66+/rmXLlun69euaN2+eihYtanUkAGngzJkzqlGjRqL2GjVq6MyZMxYkAgAAANIPcwI4uIOb/zaX8xTxsTAJAAAZW3x8vNasWWPXZrPZtGDBAq1bt44CAJCJlShRQt99912i9gULFqhkyZIWJAIAAEBaY06AO+gJ4MDC/rqo2W/9bK4HlvO3MA0AABnXsWPH1KlTJ23ZskVr1qxRgwYNzOd8fX2tCwYgXbz77rtq06aNNm7caM4J8Ouvv2rt2rVJFgcAAACAzISeAA7s30MBSVLZOoUtSgIAQMZkGIZmzpypChUqaMuWLZKkV199VbGxsRYnA5CeWrRooe3btyt37tz64Ycf9MMPP8jPz087duzQCy+8YHU8AAAApAF6AtxBTwAHdvXidXO5XodyqvbcoxamAQAgYzlz5oxeffVVrVixwmwrVqyY5s+fL1dXVwuTAbBC5cqV9dVXX1kdAwAAAEh3FAEc2MWwq+Zy7gI5LEwCAEDGsmjRInXv3l0XL14027p27aoPP/xQOXLwbyaQVTg5Od337iybzaa4uLh0SgQAAID04iA36acLigAOLD4uwVz2D/S1LggAABnElStX1Lt3b3355ZdmW0BAgD7//HM9++yzFiYDYIXvv//+rs9t3bpVH3/8sRISEu66DQAAAJAZUARwUIZh6Nv3NpnrXjndLUwDAEDG0LVrVy1atMhcf/HFFzVjxgzlyZPHwlQArPL8888najt8+LAGDRqk//3vf3rppZc0atQoC5IBAAAgrTnKeP3pgYmBHVRCgmG3XrJKPouSAACQcYwbN06enp7y9vbW/PnztWjRIgoAACRJp0+fVteuXVWuXDnFxcXp999/17x581SkSBGrowEAAABpip4AmUCOXB7KVzyX1TEAAEh3sbGxdpP8lihRQgsWLFD58uVVuHBhC5MByCgiIiI0duxYTZ06VUFBQVq7dq1q165tdSwAAACkMToC3EFPgEygUGk/qyMAAJCu4uLiNGrUKFWqVEnR0dF2zz377LMUAABIkiZMmKBixYrpxx9/1DfffKMtW7ZQAAAAAECWQ08AR2XcfxMAADKjw4cPq1OnTtqxY4ck6e2339a0adMsTgUgIxo0aJA8PDxUokQJzZs3T/PmzUtyuyVLlqRzMgAAAKQ15gS4gyKAg1oxY5fVEQAASFeGYeiTTz7RW2+9pevXr0uSnJ2dlTt3bhmGwQUegEQ6derEfxsAAACQ5VEEcFCHtv5jLmfP6W5hEgAA0l5YWJiCg4O1Zs0as+2RRx7R/PnzVa1aNQuTAcjI5s6da3UEAAAAWIR7Qe5gTgAHteHrA+Zy57H1LEwCAEDa+uabb1S2bFm7AkDPnj21Z88eCgAAAAAAANwHPQEc0PVrsXbrOXJ7WpQEAIC0YxiGunTpovnz55tt+fPn15w5c/T0009bmAwAAAAAkNExLOQd9ARwQDei7IsAufPnsCgJAABpx2azqUyZMuZ627ZttX//fgoAAAAAAACkAD0BHFDY4Yvm8hPPP2JhEgAA0taAAQO0ZcsWtWvXTm3btrU6DgAAAADAQdAR4A6KAA7o1IEL5vKlM9csTAIAQOrZtm2bdu7cqd69e5ttzs7OWrp0qYWpAAAAAABwbBQBHMy6L/fp054/mev1Opa3MA0AAA8vNjZW7733nsaOHStJqly5smrUqGFxKgAAAACAI2NOgDuYE8CBXLtyQ1Ne+dGuzTu3h0VpAAB4eAcPHlT16tU1evRoJSQkKCEhQdOmTbM6FgAAAAAAmQZFAAcSHXFDcbHx5nqh0n6q/ExxCxMBAPBgEhISNHnyZFWqVEm7d++WJGXLlk3vvfee5s+fb3E6AAAAAICjs9nS5+EIGA7Igfy+9qS5XKVJCY34sS3dWgAADic0NFRdunTRunXrzLbSpUsrJCRElStXtjAZAAAAAACZDz0BHMix3WfMZVePbBQAAAAOxTAMzZ8/X+XKlbMrAPTt21e7du2iAAAAAAAASDU2my1dHo6AngAO5PLZa+Zyo66VLEwCAEDKxcXF6aOPPlJkZKQkqVChQpo7d66eeuopi5MBAAAAAJB50RPAgYT+ccFczu7jZmESAABSzsXFRSEhIXJzc1PHjh21b98+CgAAAAAAgDTBnAB30BPAgeQvmUv/HLooSfIv4mNxGgAA7u3q1au6cOGCihUrZraVLVtWf/zxh4oXZ2J7AAAAAADSAz0BHMiO//1lLjs586cDAGRcmzdvVoUKFdS8eXPFxMTYPUcBAAAAAACQ1pgT4A5+SXYgvgHZzWVPb4YDAgBkPDExMRo0aJDq1KmjEydOaP/+/Ro1apTVsQAAAAAAyLIYDsiBXDkXZS67uvOnAwBkLPv371eHDh20b98+s61mzZp65ZVXLEwFAAAAAMiKHOQm/XRBTwAHER15ZygFX//s99gSAID0FR8fr4kTJ6pKlSpmAcDFxUXvv/++NmzYYDcnAAAAAAAASF/cTu4gIi7c6QVw5XzUPbYEACD9nDhxQp07d9amTZvMtnLlyikkJEQVKlSwMBkAAAAAICtzlPH60wNFAAdxeHuYufzkS2UtTAIAwC1XrlxRpUqVdOXKFUm3LrAGDBig9957T25uzF0DAAAAAEBGwHBADuLAhlBzOf5mgoVJAAC4xdfXV71795YkBQYGav369ZowYQIFAAAAAACA5Ww2W7o8HAE9ARyEc7Y79ZonO5SzMAkAICszDMPuImfYsGFycXHRG2+8IW9vbwuTAQAAAACApNATwAHlLpDD6ggAgCwmIiJCXbp00bhx4+zaXVxcNGzYMAoAAAAAAIAMxWZLn4cjoCcAAAC4p/Xr16tz584KDQ1VtmzZ1LhxY1WsWNHqWAAAAAAAIBnoCeAgNnxzwOoIAIAs5saNG3rzzTdVr149hYbempvGw8PDXAYAAAAAIKNiToA76AngIDy8XHXt8g1JUo5cHhanAQBkdnv27FGHDh108OBBs+3JJ5/U3LlzVaRIEQuTAQAAAACAlKAngIO48HekuRwQ6GtdEABAphYXF6cxY8aoatWqZgHAzc1NH374odauXUsBAAAAAADgEJgT4A56AjiA86ER5rJHDlcLkwAAMrPTp0+rZcuW2rp1q9kWFBSkkJAQlS1b1sJkAAAAAADgQdETwAH8ffCCuXz9aqyFSQAAmVnOnDl1+fJlSZKTk5OGDBmi7du3UwAAAAAAADicjDonwPTp0xUYGCh3d3dVq1ZNO3bsuOf2V65cUc+ePZUvXz65ubnpkUce0YoVK1J0TnoCOID5Q9aZy62H1LQwCQAgM/Pw8FBISIg6duyoL774QjVq1LA6EgAAAAAADyQjDtWzYMEC9e/fXzNmzFC1atU0efJkNWrUSIcPH5a/v3+i7WNjY9WwYUP5+/tr0aJFKlCggE6dOiVfX98UnZciQAYXeTFax/acNdd98mS3MA0AIDNZuHChypcvr0cffdRsq1Klig4cOCBnZ2cLkwEAAAAAkPlMmjRJXbt2VXBwsCRpxowZWr58uWbPnq1BgwYl2n727Nm6dOmStmzZIhcXF0lSYGBgis/7UMMB3bhx42F2RzLE3oizW3/yJYZkAAA8nMuXL+ull15S69at1alTJ8XF2f9bQwEAAAAAAODonGy2dHnExMQoMjLS7hETE5MoT2xsrHbt2qUGDRrcyejkpAYNGtjNzfdvy5YtU/Xq1dWzZ08FBASobNmyGjt2rOLj41P2XqTsrZMSEhL03nvvqUCBAvLy8tLx48clScOGDdMXX3yR0sMhBWq0KEVPAADAQ/n5559Vrlw5ff3115KkHTt26Pvvv7c4FQAAAAAAjmncuHHy8fGxe4wbNy7RduHh4YqPj1dAQIBde0BAgM6ePZtoe0k6fvy4Fi1apPj4eK1YsULDhg3Thx9+qNGjR6coY4qLAKNHj9bcuXM1YcIEubq6mu1ly5bV559/ntLDAQCAdBAdHa0+ffqoYcOGCgsLkyT5+vrqq6++UsuWLS1OBwAAAABA6rLZ0ucxePBgRURE2D0GDx6cKq8hISFB/v7+mjlzpipXrqw2bdpo6NChmjFjRoqOk+I5AebPn6+ZM2eqfv366t69u9leoUIFHTp0KKWHw30kxBtWRwAAOLidO3eqY8eOOnz4sNnWoEEDzZkzRwULFrQwGQAAAAAAjs3NzU1ubm733c7Pz0/Ozs46d+6cXfu5c+eUN2/eJPfJly+fXFxc7IbtLV26tM6ePavY2Fi7m/TvJcU9AcLCwlSiRIlE7QkJCbp582ZKD4f7OLX/vLl87TJzMAAAku/mzZsaOXKkqlevbhYA3N3d9fHHH2vVqlUUAAAAAAAAmZbNZkuXR3K5urqqcuXKWrt2rdmWkJCgtWvXqnr16knuU7NmTR09elQJCQlm25EjR5QvX75kFwCkBygClClTRps2bUrUvmjRIlWsWDGlh8M9RF+N0dYf7ty16el9/4oSAAC37dq1S6NGjTInDHr88ce1Z88e9e7dW05OKb4EAAAAAAAAD6F///6aNWuW5s2bpz///FM9evRQVFSUgoODJUmdOnWyG0qoR48eunTpkt544w0dOXJEy5cv19ixY9WzZ88UnTfFwwENHz5cnTt3VlhYmBISErRkyRIdPnxY8+fP148//pjSw+EuDMPQm9Vm6+8/w822klXyWZgIAOBonnjiCfXr109TpkzRsGHDNGTIELm4uFgdCwAAAACANOeU/Jv0002bNm104cIFDR8+XGfPnlVQUJBWrlxpThYcGhpqd9NeoUKFtGrVKvXr10/ly5dXgQIF9MYbb2jgwIEpOq/NMIwUDzq/adMmjRo1Snv37tW1a9dUqVIlDR8+XE8//XRKD5XuIiMj5ePjo4iICHl7e1sd564iL0arvd+Hdm3DlrVRtWaPWJQIAJDRnT17Vv7+/nYXDDdu3NDBgwdVqVIlC5MByCoc5Vo7NXhU7GV1BACQJF3eOc3qCAAgSXJP8e3maavxp9vT5Tw/9aiWLud5GA80FkDt2rW1Zs0anT9/XtHR0dq8ebNDFAAcyV+/nbFbf3dlez3etKRFaQAAGZlhGPrqq69UqlQpTZ061e45d3d3CgAAAAAAgCwno80JYKUUFwGKFSumixcvJmq/cuWKihUrliqhIC16/1dzuUaLUqrcqLicMmIfFgCApS5evKjWrVurQ4cOioiI0KBBg/Tnn39aHQsAAAAAAGQQKe6kcfLkSXOCwX+LiYlRWFhYqoSCdDPmznvcpHtlC5MAADKqFStW6JVXXtHZs2fNthYtWihfPuaQAQAAAABkbQ5yk366SHYRYNmyZebyqlWr5OPjY67Hx8dr7dq1CgwMTHGA6dOna+LEiTp79qwqVKigqVOnqmrVqnfd/sqVKxo6dKiWLFmiS5cuqUiRIpo8ebKaNGmS4nM7igr1i1odAQCQgVy7dk0DBgzQZ599ZrblypVLM2bMUKtWrSxMBgAAAAAAMppkFwGaN28u6dZYSp07d7Z7zsXFRYGBgfrwww+T2PPuFixYoP79+2vGjBmqVq2aJk+erEaNGunw4cPy9/dPtH1sbKwaNmwof39/LVq0SAUKFNCpU6fk6+ubovMCAOCotmzZok6dOunYsWNmW+PGjfXFF1/QAwAAAAAAgP9nE10Bbkt2ESAhIUGSVLRoUe3cuVN+fn4PffJJkyapa9euCg4OliTNmDFDy5cv1+zZszVo0KBE28+ePVuXLl3Sli1b5OLiIkkP1PvAERza+o/VEQAAGcwPP/ygFi1amP8me3p6atKkSerWrZvDTEYEAAAAAADSV4onBj5x4kSqFABiY2O1a9cuNWjQ4E4YJyc1aNBAW7duTXKfZcuWqXr16urZs6cCAgJUtmxZjR07Nsk5CgAAyGzq16+vIkWKSJKqV6+uvXv36rXXXqMAAAAAAADAfzjZ0ufhCFI8MbAkRUVFacOGDQoNDVVsbKzdc3369EnWMcLDwxUfH6+AgAC79oCAAB06dCjJfY4fP65ffvlFL730klasWKGjR4/q9ddf182bNzVixIgk94mJiVFMTIy5HhkZmax8GQk/7gAAJClHjhyaN2+eNm3apLffflvZsj3QP+MAAAAAACALSfGvB3v27FGTJk0UHR2tqKgo5cqVS+Hh4fL09JS/v3+yiwAPIiEhQf7+/po5c6acnZ1VuXJlhYWFaeLEiXctAowbN07vvvtummVKC8f3njWXi1YIuMeWAIDM6uTJk+rdu7emTp1qN/Rd7dq1Vbt2beuCAQAAAADgALix+o4UDwfUr18/NWvWTJcvX5aHh4e2bdumU6dOqXLlyvrggw+SfRw/Pz85Ozvr3Llzdu3nzp1T3rx5k9wnX758euSRR+Ts7Gy2lS5dWmfPnk3UI+G2wYMHKyIiwnz8/fffyc5olV0/3Zns8drlGxYmAQCkN8MwNGfOHJUvX14//vijunTpYs4BAAAAAAAAkFIpLgL8/vvvevPNN+Xk5CRnZ2fFxMSoUKFCmjBhgoYMGZLs47i6uqpy5cpau3at2ZaQkKC1a9eqevXqSe5Ts2ZNHT161O7HkCNHjihfvnxydXVNch83Nzd5e3vbPTK6S2eumcst3k76vQAAZD7nz5/XCy+8oJdffllXr16VdKtHgCMUsAEAAAAAyEhstvR5OIIUFwFcXFzk5HRrN39/f4WGhkqSfHx8UvwjRf/+/TVr1izNmzdPf/75p3r06KGoqCgFBwdLkjp16qTBgweb2/fo0UOXLl3SG2+8oSNHjmj58uUaO3asevbsmdKXkaEd2vqPuZwrfw4LkwAA0svSpUtVtmxZLV261Gzr0qWL9u3bZ04GDAAAAAAAkFIpnhOgYsWK2rlzp0qWLKm6detq+PDhCg8PV0hIiMqWLZuiY7Vp00YXLlzQ8OHDdfbsWQUFBWnlypXmZMGhoaFmwUGSChUqpFWrVqlfv34qX768ChQooDfeeEMDBw5M6cvI0AICffTXztOSpEKlclucBgCQliIjI9WvXz/Nnj3bbPPz89OsWbPUvHlz64IBAAAAAODAnBzlNv10YDMMw0jJDr/99puuXr2qevXq6fz58+rUqZO2bNmikiVL6osvvlBQUFAaRU0dkZGR8vHxUURERIYdGuhZ23vm8pzQPspTyMfCNACAtPLrr7+qQ4cOOnnypNnWrFkzzZo1yyyIA4AjcYRr7dTiUbGX1REAQJJ0eec0qyMAgCTJPcW3m6etF7/YlS7nWfJK5XQ5z8NI8Z+mSpUq5rK/v79WrlyZqoEg5SnsowuhEZIkr5weFqcBAKSVyMhIswDg5eWlKVOmKDg4WDbuVgAAAAAA4KHw1fqOFM8JcDe7d+/Ws88+m1qHy9JuFwAkycMr6QmPAQCOr3HjxnrttddUu3Zt7du3Ty+//DIFAAAAAAAAkKpSVARYtWqVBgwYoCFDhuj48eOSpEOHDql58+Z6/PHHlZCQkCYhs5Ib0TfNZU9vNwuTAABSU3x8vBYsWKD/jsI3efJkrVu3TkWLFrUoGQAAAAAAmY/NZkuXhyNIdhHgiy++UOPGjTV37lyNHz9eTzzxhL788ktVr15defPm1YEDB7RixYq0zJolXLt03VyOjoyxMAkAILUcO3ZMderUUdu2bfXFF1/YPefu7i5nZ2eLkgEAAAAAgMwu2UWAKVOmaPz48QoPD9d3332n8PBwffLJJ9q/f79mzJih0qVLp2XOLCPsyEVzuUaLUhYmAQA8LMMwNHPmTFWoUEFbtmyRJL355puKiIi4z54AAAAAAOBh2Gzp83AEyS4CHDt2TK1atZIkvfjii8qWLZsmTpyoggULplm4rOjAxlBzOTqCngAA4KjOnj2rZs2a6bXXXlNUVJQkqVixYlqxYoV8fHwsTgcAAAAAALKKbMnd8Pr16/L09JR0azwlNzc35cuXL82CZVX//uG/Rgt6VwCAI1q0aJG6d++uixfv9O7q2rWrJk2aJC8vLwuTAQAAAACQNTg5ym366SDZRQBJ+vzzz80fL+Li4jR37lz5+fnZbdOnT5/US5cFbV540FzOU8jbwiQAgJS6cuWKevfurS+//NJsCwgI0BdffKGmTZtamAwAAAAAAGRVyS4CFC5cWLNmzTLX8+bNq5CQELttbDYbRYCHVOCR3LoYdlWSVKxiXovTAABSYvjw4XYFgBYtWmjGjBmJCuYAAAAAACBt0Q/gjmQXAU6ePJmGMXDbvnUnzWWvnO7WBQEApNjIkSO1ePFiXbt2TdOmTVOHDh1ko/shAAAAAACwUIqGA0L6yubibHUEAMA9XLt2zW6M/1y5cmnx4sXKnz+/ChcubGEyAAAAAACyNm7Ku8PJ6gC4O+ds/HkAICOKi4vTqFGjVKJECZ05c8buuSeeeIICAAAAAAAAyDDoCZCBXDpz1Vx+pGp+C5MAAO7myJEj6tixo3bs2CFJeuWVV7R8+XLuMAAAAAAAIANx4mu6iVvNM5B/Dl80l0/tP29hEgDAfxmGoenTpysoKMgsADg7O6tKlSqKj4+3OB0AAAAAAEDS6AmQgZw+cslcfrb34xYmAQD8W1hYmIKDg7VmzRqzrWTJkgoJCVG1atUsTAYAAAAAAJJCj/07HqgnwLFjx/TOO++oXbt2On/+1h3rP/30k/74449UDZfVHN4eZi7HxSZYmAQAcNs333yjsmXL2hUAevbsqT179lAAAAAAAAAAGV6KiwAbNmxQuXLltH37di1ZskTXrl2TJO3du1cjRoxI9YBZie1fA1WVe7KIhUkAANKtH/vbt2+vK1euSJLy58+vVatWadq0acqePbu14QAAAAAAwF3ZbOnzcAQpLgIMGjRIo0eP1po1a+Tq6mq2P/XUU9q2bVuqhstqVn++x1zOmc/LwiQAAOnWv223tW3bVvv379fTTz9tYSIAAAAAAICUSfGcAPv379fXX3+dqN3f31/h4eGpEiqrKlzGT6EHb72HhUr5WZwGANCiRQv16tVLNWvWVNu2ba2OAwAAAAAAkok5Ae5IcU8AX19fnTlzJlH7nj17VKBAgVQJlVUZxp1lT28364IAQBa0fft2DRw4MFH71KlTKQAAAAAAAACHleKeAG3bttXAgQO1cOFC2Ww2JSQk6Ndff9WAAQPUqVOntMiYZRgJt6oA2X0oAABAerl586ZGjRqlsWPHKiEhQUFBQWrXrp3VsQAgy1m2bFmyt33uuefSMAkAAAAyAyc6AphSXAQYO3asevbsqUKFCik+Pl5lypRRfHy82rdvr3feeSctMmYZxu2uAHRVAYB0cfDgQXXs2FG7d+822+bPn6+2bdvSbRAA0lnz5s2TtZ3NZlN8fHzahgEAAAAykRQXAVxdXTVr1iwNGzZMBw4c0LVr11SxYkWVLFkyLfJlKQkJt/7XiTIVAKSphIQETZkyRYMHD1ZMTIwkKVu2bBoxYoQGDRpEAQAALJBw+2IYAAAASAV8t78jxUWAzZs3q1atWipcuLAKFy6cFpmyrv/vCWCjCAAAaSY0NFRdunTRunXrzLbSpUsrJCRElStXtjAZAAAAAABA6ktxEeCpp55SgQIF1K5dO3Xo0EFlypRJi1xZUsL/zwlAkQoAUp9hGAoJCVHv3r0VGRlptvft21djx46Vh4eHhekAAP8VFRWlDRs2KDQ0VLGxsXbP9enTx6JUAAAAcBT8xHpHiosAp0+f1rfffqtvvvlG77//vsqXL6+XXnpJ7dq1U8GCBdMiY5Zxe2JgegIAQNpYvHixWQAoVKiQ5s6dq6eeesriVACA/9qzZ4+aNGmi6OhoRUVFKVeuXAoPD5enp6f8/f0pAgAAAAAp4JTSHfz8/NSrVy/9+uuvOnbsmFq1aqV58+YpMDCQH1IeUtSVG5KYEwAA0oLNZtPMmTOVJ08edezYUfv27ePfLQDIoPr166dmzZrp8uXL8vDw0LZt23Tq1ClVrlxZH3zwgdXxAAAA4ACcbLZ0eTiCFBcB/q1o0aIaNGiQ3n//fZUrV04bNmxIrVxZTlTEDUVF3JqckvGAAODhXbt2TXv27LFrCwgI0L59+zR//nz5+vpaEwwAcF+///673nzzTTk5OcnZ2VkxMTEqVKiQJkyYoCFDhlgdDwAAAHAoD1wE+PXXX/X6668rX758at++vcqWLavly5enZrYs5a+dp83lS6evWpgEABzf5s2bVaFCBTVu3Fjh4eF2z+XNm9eiVACA5HJxcZGT062vKv7+/goNDZUk+fj46O+//7YyGgAAAByEzZY+D0eQ4iLA4MGDVbRoUT311FMKDQ3VlClTdPbsWYWEhOiZZ55Ji4xZQtzNBHO5QXAFC5MAgOOKiYnRoEGDVKdOHR0/flznzp1Tv379rI4FAEihihUraufOnZKkunXravjw4frqq6/Ut29flS1b1uJ0AAAAgGNJ8cTAGzdu1FtvvaXWrVvLz88vLTJlSX//eedO1Ry5PCxMAgCOaf/+/erQoYP27dtnttWsWVMjR460LhQA4IGMHTtWV6/e6h07ZswYderUST169FDJkiU1e/Zsi9MBAADAEdgc5Tb9dJDiIsCvv/6aFjmyPI8cruayjYmBASDZ4uPjNWnSJL3zzjuKjY2VdGsYiVGjRumtt96Ss7OzxQkBAClVpUoVc9nf318rV660MA0AAADg2JJVBFi2bJkaN24sFxcXLVu27J7bPvfcc6kSLKvZ+v1hc7lgKXpYAEBynDhxQp07d9amTZvMtrJlyyokJERBQUHWBQMAAAAAAJaiI8AdySoCNG/eXGfPnpW/v7+aN29+1+1sNpvi4+NTK1uW4vmvngBuninuoAEAWU5sbKxq166tsLAwSbf+DRowYIDee+89ubm5WZwOAPAwihYtes/u28ePH0/HNAAAAIBjS9avzQkJCUkuI/WcPXHFXH60agHrggCAg3B1ddWYMWPUpUsXBQYGat68eapTp47VsQAAqaBv37526zdv3tSePXu0cuVKvfXWW9aEAgAAgENxoiuAKcW3nM+fP19t2rRJdJdlbGysvv32W3Xq1CnVwmUlZ45eMpedsjlZmAQAMq74+Hi7Mf47deqkqKgodejQQd7e3hYmAwCkpjfeeCPJ9unTp+u3335L5zQAAABA6pk+fbomTpyos2fPqkKFCpo6daqqVq2a5LZz585VcHCwXZubm5tu3LiRonOm+Nfm4OBgRUREJGq/evVqokBIvvwlc5nLeQrxQxYA/FtERIS6dOmibt262bXbbDa9/vrrFAAAIIto3LixFi9ebHUMAAAAOACbLX0eKbFgwQL1799fI0aM0O7du1WhQgU1atRI58+fv+s+3t7eOnPmjPk4depUit+LFBcBDMNIcnzOf/75Rz4+PikOgFvi424Ns+Sczeme458CQFazfv16lS9fXvPmzdPs2bO1dOlSqyMBACyyaNEi5cqV6/4bAgAAABnQpEmT1LVrVwUHB6tMmTKaMWOGPD09NXv27LvuY7PZlDdvXvMREBCQ4vMmezigihUrymazyWazqX79+sqW7c6u8fHxOnHihJ555pkUB8AtCfGGJMnJmQIAAEjSjRs3NHToUE2aNMlsy5EjR4q7vAEAHM/t7x63GYahs2fP6sKFC/rkk08sTAYAAABHkdFutI6NjdWuXbs0ePBgs83JyUkNGjTQ1q1b77rftWvXVKRIESUkJKhSpUoaO3asHnvssRSdO9lFgObNm0uSfv/9dzVq1EheXl7mc66urgoMDFSLFi1SdHLcYhiGTuw9J+lWTwAAyOr27NmjDh066ODBg2Zb3bp1NXfuXAUGBloXDACQLp5//nm7L21OTk7KkyePnnzySZUqVcrCZAAAAIC9mJgYxcTE2LW5ubklmlM3PDxc8fHxie7kDwgI0KFDh5I89qOPPqrZs2erfPnyioiI0AcffKAaNWrojz/+UMGCBZOdMdlFgBEjRkiSAgMD1aZNG7m7uyf7JLi3w9vDrI4AABlCXFycxo8fr5EjRyouLk7SrX84x44dq759+8rJiUIpAGQFI0eOtDrCfR1e+6HVEQBAkpTzxU+tjgAAkqTry3pYHcFOev2CMG7cOL377rt2bSNGjEiVa9rq1aurevXq5nqNGjVUunRpffbZZ3rvvfeSfZxkFwFu69y5c0p3wX2cOXbZXL4RddPCJABgnUuXLqlp06batm2b2RYUFKSQkBCVLVvWwmQAgPTm7OysM2fOyN/f36794sWL8vf3V3x8vEXJAAAA4CjSazigwYMHq3///nZt/+0FIEl+fn5ydnbWuXPn7NrPnTunvHnzJutcLi4uqlixoo4ePZqijMkqiOTKlUvh4eGSpJw5cypXrlx3feABGIa5+NpU5lUAkDX5+vqaQ805OTlpyJAh2r59OwUAAMiCjH9dH/9bTEyMXF1d0zkNAAAAcHdubm7y9va2eyRVBHB1dVXlypW1du1asy0hIUFr1661u9v/XuLj47V//37ly5cvRRmT1RPgo48+Uo4cOczljDapgqP793ccJyfeWwBZk5OTk2bPnq0XX3xRU6ZMUY0aNayOBABIZx9//LGkW3dtff7553bzkMXHx2vjxo3MCQAAAIBkyYg/s/bv31+dO3dWlSpVVLVqVU2ePFlRUVEKDg6WJHXq1EkFChTQuHHjJEmjRo3SE088oRIlSujKlSuaOHGiTp06pVdffTVF501WEeDfQwB16dIlRSfA/RkJd6oA1FcAZBULFy6Uv7+/6tata7YVKlRIO3bsoNgMAFnURx99JOlWT4AZM2bI2dnZfM7V1VWBgYGaMWOGVfEAAACAh9KmTRtduHBBw4cP19mzZxUUFKSVK1eakwWHhobazYd4+fJlde3aVWfPnlXOnDlVuXJlbdmyRWXKlEnReVM8J8Du3bvl4uKicuXKSZKWLl2qOXPmqEyZMho5ciTdcx+AXW9nfvgCkMldvnxZvXr10tdff61ChQpp//798vHxMZ+nAAAAWdeJEyckSfXq1dOSJUuUM2dOixMBAADAUWXEngCS1KtXL/Xq1SvJ59avX2+3/tFHH5k3yjyMFE+S/Nprr+nIkSOSpOPHj6tNmzby9PTUwoUL9fbbbz90oKzo32Oe8tsXgMzs559/Vrly5fT1119Lkv7++2999dVXFqcCAGQ069atowAAAAAApJIUFwGOHDmioKAgSbeGcqhbt66+/vprzZ07V4sXL07tfFnCv3sC2DJqiQoAHkJ0dLT69Omjhg0bKiwsTJLk4+OjL7/8Uj169LA4HQAgo2nRooXGjx+fqH3ChAlq1aqVBYkAAADgaGw2W7o8HEGKiwCGYSghIUHSrTs6mzRpIunWOM7h4eGpmy6LsJ8TwDE+OACQXDt37lSlSpU0depUs61+/frav3+/XnrpJf67BwBIZOPGjeb3jH9r3LixNm7caEEiAAAAwHGluAhQpUoVjR49WiEhIdqwYYOaNm0q6db4nbcnMEDKMBwQgMzo5s2bGjlypKpXr67Dhw9Lktzd3fXxxx9r9erVKlSokMUJAQAZ1bVr15Kca8zFxUWRkZEWJAIAAICjcbKlz8MRpLgIMHnyZO3evVu9evXS0KFDVaJECUnSokWLVKNGjVQPmCUwMTCATOjvv//WxIkTFR8fL+lWEXnPnj3q3bu33Uz3AAD8V7ly5bRgwYJE7d9++63KlCljQSIAAADAcWVL6Q7ly5fX/v37E7VPnDhRzs7OqRIqq/l3TwAnRykfAcB9FCtWTBMnTlSfPn30zjvvaOjQoXJxcbE6FgDAAQwbNkwvvviijh07pqeeekqStHbtWn399ddatGiRxekAAADgCLjX+o4UFwFu27Vrl/78809JUpkyZVSpUqVUC5XVnDl22VzmwwnAUf3zzz/KlSuXPD09zbYePXroySef5K5NAECKNGvWTD/88IPGjh2rRYsWycPDQxUqVNAvv/yiXLlyWR0PAAAAcCgpLgKcP39ebdq00YYNG+Tr6ytJunLliurVq6dvv/1WefLkSe2MmV50RIy5HBN908IkAJByhmHo66+/Vs+ePdWpUyd9/PHH5nM2m40CAADggTRt2tScfywyMlLffPONBgwYoF27dplDzQEAAAB348Td1qYUD8rcu3dvXbt2TX/88YcuXbqkS5cu6cCBA4qMjFSfPn3SImOm5+Z5Z3iMfCW4swmA47h48aLatGmjDh06KCIiQlOnTtXatWutjgUAyCQ2btyozp07K3/+/Prwww/11FNPadu2bVbHAgAAABxKinsCrFy5Uj///LNKly5ttpUpU0bTp0/X008/narhsor1X92ZYyGbK/MqAHAMP/30k15++WWdPXvWbHvppZcYHg4A8FDOnj2ruXPn6osvvlBkZKRat26tmJgY/fDDD/QuAwAAQLKl+O73TCzF70VCQkKSEzu6uLgoISEhVUJlNcWC8prLAYE+Fib5v/buPD6m6//j+HsmkYVEUESQ2tcGQWotqmLpopYqVZUIVbVVpbTS1l6CotpSaqu9dKNaLSVo0fzsQS2xS6nYCUHCzPz+8DVMhSYkuVleT4/7eMycOffe98RtOuZzzzkA8N+uXLmiN998U88995y9AJAvXz598803mjdvnvLmzWtwQgBAZtW8eXOVK1dOO3fu1IQJE/TPP//o888/NzoWAAAAkKmleCTAM888oz59+ujrr79W4cKFJUknTpxQ37591ahRo1QPmN145HM3OgIA3FdkZKQ6duyoQ4cO2dueffZZTZ8+3f7/BAAAHtavv/6qt956S927d1eZMmWMjgMAAIBMjCUB7kjxSICJEycqLi5OxYsXV6lSpVSqVCmVKFFCcXFx3KUDAFnYH3/8oaeeespeAMiZM6emTJmiZcuWUQAAAKSK9evX6/Lly6pevbpq1qypiRMn6uzZs0bHAgAAADK1FI8E8PX11bZt2xQREaG9e/dKkipUqKDAwMBUD5ddXD5/zegIAPCf6tatq9q1a2vDhg2qXbu25syZo9KlSxsdCwCQhdSqVUu1atXShAkTtGjRIs2cOVOhoaGyWq1auXKlfH195enpaXRMAAAAZAJmhgLYpagIsGjRIi1dulSJiYlq1KiRevfunVa5so0bCTd1cOtJo2MAwH9ycnLS7Nmz9e2336pfv35ydk5xHRkAgGTJlSuXOnfurM6dOys6OlozZszQqFGjNGDAADVu3FhLly41OiIAAACQaSR7OqDJkyerffv22rJliw4cOKCePXuqf//+aZktWzhx4LzDc7dcLgYlAYA7jh07psDAQP3f//2fQ3upUqU0YMAACgAAgHRTrlw5jRkzRsePH9fXX39tdBwAAABkEiZT+myZQbKLABMnTtTgwYMVHR2tqKgozZ49W1988UVaZssWLDcs9sdVm5SU2ZxJrhwAWZLNZtOsWbNUqVIlRUREqGPHjoqPjzc6FgA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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:24:13,231 INFO: === Dataset: g ===\n", "2024-12-22 11:24:17,678 INFO:Total samples: 6000\n", "Evaluating Swin on g: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:13<00:00, 1.78it/s]\n", "2024-12-22 11:24:31,645 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": [ "2024-12-22 11:24:31,762 INFO: === Dataset: h ===\n", "2024-12-22 11:24:35,498 INFO:Total samples: 6000\n", "Evaluating Swin on h: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:13<00:00, 1.78it/s]\n", "2024-12-22 11:24:49,439 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": [ "2024-12-22 11:24:49,557 INFO: === Dataset: i ===\n", "2024-12-22 11:24:53,333 INFO:Total samples: 6000\n", "Evaluating Swin on i: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:13<00:00, 1.74it/s]\n", "2024-12-22 11:25:07,577 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:25:07,691 INFO: === Dataset: j ===\n", "2024-12-22 11:25:12,074 INFO:Total samples: 6000\n", "Evaluating Swin on j: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:14<00:00, 1.71it/s]\n", "2024-12-22 11:25:26,632 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:25:26,754 INFO: === Dataset: k ===\n", "2024-12-22 11:25:30,470 INFO:Total samples: 6000\n", "Evaluating Swin on k: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:14<00:00, 1.62it/s]\n", "2024-12-22 11:25:45,706 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:25:45,824 INFO: === Dataset: l ===\n", "2024-12-22 11:25:56,413 INFO:Total samples: 16634\n", "Evaluating Swin on l: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 65/65 [00:36<00:00, 1.78it/s]\n", "2024-12-22 11:26:33,421 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": [ "2024-12-22 11:26:33,544 INFO:Model Swin evaluation completed in 210.27 seconds.\n", "2024-12-22 11:26:33,544 INFO:\n", "=== Evaluating CaiT on Test Datasets ===\n", "/tmp/ipykernel_1215053/669465779.py:358: 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", "2024-12-22 11:26:33,829 INFO:Loaded model weights from CaiT_best.pth\n", "2024-12-22 11:26:33,829 INFO: === Dataset: a ===\n", "2024-12-22 11:26:34,380 INFO:Total samples: 904\n", "Evaluating CaiT on a: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.39it/s]\n", "2024-12-22 11:26:37,741 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:26:37,863 INFO: === Dataset: b ===\n", "2024-12-22 11:26:39,834 INFO:Total samples: 3181\n", "Evaluating CaiT on b: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:07<00:00, 1.71it/s]\n", "2024-12-22 11:26:47,921 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:26:48,043 INFO: === Dataset: c ===\n", "2024-12-22 11:26:49,989 INFO:Total samples: 3181\n", "Evaluating CaiT on c: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:07<00:00, 1.72it/s]\n", "2024-12-22 11:26:58,055 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:26:58,176 INFO: === Dataset: d ===\n", "2024-12-22 11:27:00,140 INFO:Total samples: 3181\n", "Evaluating CaiT on d: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:08<00:00, 1.61it/s]\n", "2024-12-22 11:27:08,684 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": [ "2024-12-22 11:27:08,799 INFO: === Dataset: e ===\n", "2024-12-22 11:27:09,353 INFO:Total samples: 911\n", "Evaluating CaiT on e: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.39it/s]\n", "2024-12-22 11:27:12,681 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:27:12,799 INFO: === Dataset: f ===\n", "2024-12-22 11:27:19,320 INFO:Total samples: 10634\n", "Evaluating CaiT on f: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 42/42 [00:23<00:00, 1.79it/s]\n", "2024-12-22 11:27:43,683 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:27:43,798 INFO: === Dataset: g ===\n", "2024-12-22 11:27:48,264 INFO:Total samples: 6000\n", "Evaluating CaiT on g: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:13<00:00, 1.77it/s]\n", "2024-12-22 11:28:02,256 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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j8PrOvG39+vV7pHNSBAAAAEinrly5ops3bypHjhxmW506dbRr1y6VKlXKumBAKjt48KDefvttbdq0yaHdMAzZbDbFxcVZlAwAAABIeRQBAAAA0qENGzaoVatWKlq0qJYuXerwFAwFADxuQkNDlSFDBv3www/KnTt3mn0qDAAAAMmIWz4TRQAAAIB0JDo6Wv369dOIESNkGIaOHj2qqVOn6t1337U6GmCZ3bt3a8eOHSpatKjVUQAAAIBURxEAAAAgndi7d69atGihPXv2mG2VKlVS7dq1LUwFWK948eKKiIiwOgYAAABSEb0/73J58CYpa+LEiQoMDJSnp6fKly+vbdu23Xf7MWPG6KmnnpKXl5cCAgLUpUsX3bx5M5XSAgAApD1xcXEaOXKkypQpYxYA3Nzc9L///U9r165VwYIFLU4IWGv48OH66KOPtGbNGl24cEFRUVEOCwAAAJCeWdoTYP78+eratasmT56s8uXLa8yYMapTp44OHDggf3//eNvPmTNHPXr00PTp01WxYkUdPHhQISEhstlsGj16tAVXAAAAYK2jR4+qdevWWr9+vdkWHBys8PBwlSxZ0sJkQNpxpzdMrVq1HNqZGBgAACD9oifAXZYWAUaPHq02bdooNDRUkjR58mQtXbpU06dPV48ePeJtv2nTJlWqVEnNmzeXJAUGBqpZs2baunVrquYGAABIC06cOKESJUro6tWrkm7f5Hbr1k2DBg2Sh4eHxemAtGP16tVWRwAAAAAsY1kRICYmRjt27FDPnj3NNhcXF9WuXVubN29OcJ+KFStq9uzZ2rZtm8qVK6cjR45o2bJlatmyZWrFBgAASDOeeOIJvfrqq/rqq68UGBioWbNmqUqVKlbHAtKcatWqWR0BAAAAqYyeAHdZVgSIiIhQXFyccubM6dCeM2dO/fnnnwnu07x5c0VERKhy5coyDEOxsbF6//339cknn9zzPNHR0YqOjjZfM+YnAABITyZMmKBcuXKpX79+ypQpk9VxgDRr/fr1+uKLL3TkyBEtWLBAefPmVXh4uAoUKKDKlStbHQ8AAABIMZZPDJwUa9as0dChQzVp0iTt3LlT33zzjZYuXapBgwbdc59hw4Ypc+bM5hIQEJCKiQEAAJJHZGSkQkJCNG/ePIf2LFmyaNSoURQAgPtYtGiR6tSpIy8vL+3cudN8SCgyMlJDhw61OB0AAABShC2VFidgWRHAz89Prq6uOnfunEP7uXPnlCtXrgT36dOnj1q2bKl33nlHwcHBeu211zR06FANGzZMdrs9wX169uypyMhIczl58mSyXwsAAEBKWrNmjUqUKKGZM2eqbdu2OnXqlNWRAKcyePBgTZ48WVOnTpWbm5vZXqlSJe3cudPCZAAAAEDKs6wI4O7urtKlS2vVqlVmm91u16pVq1ShQoUE97l+/bpcXBwju7q6SpIMw0hwHw8PD/n6+josAAAAzuDmzZv68MMPVaNGDZ04cUKSFBcXpz/++MPiZIBzOXDggKpWrRqvPXPmzLp8+XLqBwIAAECKs9lsqbI4A8vmBJCkrl27qnXr1ipTpozKlSunMWPG6Nq1awoNDZUktWrVSnnz5tWwYcMkSfXr19fo0aP1zDPPqHz58jp06JD69Omj+vXrm8UAAACA9GDXrl1q0aKF9u3bZ7ZVr15dYWFhyp8/v4XJAOeTK1cuHTp0SIGBgQ7tGzZsUMGCBa0JBQAAAKQSS4sATZo00T///KO+ffvq7NmzKlWqlJYvX25OFnzixAmHJ/979+4tm82m3r1769SpU8qRI4fq16+vIUOGWHUJAAAAySo2NlbDhw9X//79FRsbK+l2z8ahQ4eqc+fO8XpFAniwNm3a6IMPPtD06dNls9l0+vRpbd68Wd26dVOfPn2sjgcAAIAU4CxP6acGS4sAktShQwd16NAhwXVr1qxxeJ0hQwb169dP/fr1S4VkAAAAqev48eNq1qyZNm/ebLaVKlVKs2fP1tNPP21hMsC59ejRQ3a7XbVq1dL169dVtWpVeXh4qFu3burYsaPV8ZBOvPdaOXVpVkk5s/lo7+Fz6jpmqX7dn/AcLhlcXdS9ZVW1eLGU8vhl0sGTF9T785+0ctshc5teoTXU+60aDvsdOP6PSrUYn6LXAcD5LZw/R7NnTtfFCxEq/ORT+vDjXno6qMQ9t1+1crmmTBqvM6dPKeCJ/GrfqasqVqlmrh/Y9xMt+36xwz7PVaysMROnpNQlAEhmlhcBAAAAcJunp6f++usvSZKLi4t69uypvn37yt3d3eJkgHOz2Wzq1auXunfvrkOHDunq1asqXry4PD09dfr0aeXJk8fqiHByr9cM0vAOL6rjp99r+76/1eGNCvru01Yq2Xyc/rl8Ld72/dvUUrMXSqrdiCU6cDxCz5cvrPlDm6lG26n67a+z5nZ/HDmnel1mmq9j4+ypcj0AnNfKFT9q7KfD9XGvfno6qITmzQlX53bvav7ipcqWLXu87ffs3qW+PburbcfOqlSlun76cak+6tpRM+cuUqHCRcztnqtYWX0G3B2Jw437UzgBegLcRX9yAACANCJnzpyaMmWKChcurA0bNmjw4MEUAIBk5O7uruLFi6tcuXLy8fHRH3/8oYCAAKtjIR3o1KSiZny/Q+HLdunPY/+o46jvdePmLbWu92yC2zevU1IjwtdpxZa/dOzMJU1dvF0rNh/UB00rOWwXG2fXuYtXzeVC5PXUuBwATmzu7DC92vANvfxqQxUoVFgf9+onT09P/bD4mwS3nz83XM9VrKwWrd9WgYKF9F77TnqqWHEtnPeVw3bu7u7K7pfDXHx9M6fG5QCPhImB76IIAAAAYJFFixYpIiLCoe21117T77//rgoVKliUCgCQFG4ZXPXMk7n1y47DZpthGPrl18Mq93S+BPdxd8ugmzGxDm03YmJVMfgJh7bC+bLryLfdtG9+Z83o00gB/nzpBuDebt2K0YH9+1S2/HNmm4uLi8qWr6C9e3YnuM/ve3arbHnH+87nKlTS3j2/ObTt/HW76tasrMYNXtLwIQMUeflycscHkIIoAgAAAKSyS5cuqXnz5nr99dfVtm1bGYbhsN7Dw8OiZACApPLL7K0MGVx1/qLjsD/nL11TruyZEtzn522H1KlJRRXKl002m001yxTSq1WLOWy/fd/fenfot3qlW7g6ffqDAnNn1c8T35aPFz3EACTs8qXLiouLU7Zsfg7tWbNn14ULEQnucyEiIt4wQVmz+zlsX6FiZfUdNEzjv5iu9h901a4d29Wlw3uKi4tL/osAkpMtlRYnwJwAAAAAqWjlypUKDQ3VqVO3J4tcuHCh1q1bp2rVqj1gTwBWiY6OVnR0tEObYY+VzYWPU3g43cYt06SPXtVvszvJMAwdOX1Js5btchg+6Ketf5k//374nLbv+1sHFnRVo5pBmrl0pxWxATymnn/xJfPnwkWeVOEiT6lR/Tra+eu2eL0IAKRN3LUCAACkguvXr+vjjz/WhAkTzLYsWbJo4sSJqlq1qoXJgPRrz549911/4MCBRB1n2LBhGjBggEOba0BVueWneAcpIvK6YmPj5J8to0O7f9aMOnvhSsL7XL6uxp/MlYd7BmX39dLpiCsa/P7zOnr60j3PE3n1pg6dvKBC+bIla34A6UeWrFnk6uqqixcdn/q/dOGCsmf3S3Cf7H5+unjxwn+2j7jn9pKUN1+AsmTJqr9PnqAIgDTNWcbrTw0UAQAAAFLY9u3b1bJlS4cvHGvXrq0ZM2YoX76Ex4sG8OhKlSolm80Wb8gtSWZ7Yj4c9uzZU127dnVo86/7v2TLCed2KzZOuw6eUY3SBfX9+j8l3f77qlG6oCZ/s+2++0bHxOp0xBVlcHVRg2rFtWj1H/fcNqOXuwrkzaqzKxIuLACAm5u7nipWXNu3blG1GrUlSXa7Xdu3bdEbTZonuE9QiVLavm2Lmr7ZymzbtmWzgkuUvOd5zp87q8jIy8rulyN5LwBAiqEIAAAAkEJu3bqlIUOGaPDgweaYqZ6enhoxYoTat28vFxemZwJS0tGjR5PlOB4eHvHm6mAoIPzbuPmbNPWT17Tjz9P6df/f6vBGBXl7uWvWstvD9nzZq6FOR0Sp7xc/S5LKFs+nPH6Z9NtfZ5U3h696vVVDLi42jZ6zwTzmsHZ1tHTTAZ04e1l5/DKp91s1FWc39PWqvZZcIwDn0KxFiAb17alixYNUPChY8+fM0s0bN1Tv1dckSQN691AOf3+163S7uN2kWUu1bdNaX82aoUpVqmnlimXav+939ehzuwfc9evXNO2LSapR6wVl8/PTqZMnNGHsp8oX8ISeq1jZsusEEoOeAHdx5woAAJBCfvjhB4chRMqWLatZs2apaNGiFqYCHh/58+e3OgIeEwt/+V1+WbzV9+2aypnNR3sOndWr3cJ1/tLtyYIDcmaW/V89UjzcM6hfm1oqkDurrt6I0Yotf+ntQYsUefWmuU1ef1/N6ve6svl6K+LyNW3ae0LV3puiiMvXU/36ADiP5+vU1eVLFzX18/G6cCFCRZ4qqs8mfmEO73P27BnZ/vUgSolSz2jg0BH6YuI4TZ4wRgFP5NeI0eNVqHARSZKLi6sO/XVQy75foitXouSXw1/lK1TSu+06yt2dicoBZ2EzEuobm45FRUUpc+bMioyMlK+vryUZPpl0Xlt+v31z9+2IvMrs42pJDgAAkLIMw1DDhg31/fffq0+fPvrkk0/k5uZmdSwgxaSFe+0HCQ4O1rJlyxQQEPBIx/Gq0jeZEgHAozm9op/VEQBAkpTVO219x1m424+pcp5Do+qmynkeBT0BAAAAksnly5eVJUsW87XNZtOUKVN07NgxlS1b1rpgAEzHjh3TrVu3rI4BAAAApBoGogUAAHhEhmFo9uzZCgwM1Pfff++wLkeOHBQAAAAAACCV2Wy2VFmcAUUAAACAR3DhwgU1btxYLVu2VGRkpN555x39888/VscCcA9VqlSRl5eX1TEAAACAVMNwQAAAAA/pxx9/1FtvvaWzZ8+abc8//zzj/gNp2LJly6yOAAAAgFTgJA/ppwqKAAAAAEl09epVdevWTV988YXZli1bNk2ePFlvvPGGhckA3Mtff/2l1atX6/z587Lb7Q7r+vZlkl8AAACkXxQBAAAAkmDz5s1q2bKlDh8+bLbVrVtX06ZNU+7cuS1MBuBepk6dqrZt28rPz0+5cuVyGLvVZrNRBAAAAEiHnGW8/tRAEQAAACCRZs2apdDQUPMpYm9vb40ePVrvvvsuN5hAGjZ48GANGTJEH3/8sdVRAAAAgFRHEQAAACCRatSooUyZMikyMlIVKlTQrFmzVLhwYatjAXiAS5cuMVQXAADAY4bntO5ysToAAACAswgICNCkSZM0ZMgQrVu3jgIA4CTeeOMN/fTTT1bHAAAAACxBTwAAAIAEHDt2TL169dKkSZOUOXNms7158+YWpgLwMAoXLqw+ffpoy5YtCg4Olpubm8P6Tp06WZQMAAAAKcXFha4Ad1AEAAAA+BfDMBQWFqYPPvhAV65ckZubm8LCwqyOBeARTJkyRT4+Plq7dq3Wrl3rsM5ms1EEAAAAQLpGEQAAAOD/nT9/Xu+++66WLFlitq1Zs0YXL15UtmzZLEwG4FEcPXrU6ggAAABIZcwJcBdzAgAAAEj67rvvFBwc7FAACAkJ0Z49eygAAOmIYRgyDMPqGAAAAECqoQgAAAAea1FRUXr77bf16quv6vz585IkPz8/ffvtt5oxY4Z8fX0tTgggOcyaNUvBwcHy8vKSl5eXSpQoofDwcKtjAQAAIIXYbLZUWZwBwwEBAIDH1vr169WqVSsdO3bMbKtfv76mTp2qnDlzWhcMQLIaPXq0+vTpow4dOqhSpUqSpA0bNuj9999XRESEunTpYnFCAAAAIOVQBAAAAI+tPXv2mAUAHx8fjR07VqGhoU7zNAeAxBk/frw+//xztWrVymx75ZVX9PTTT6t///4UAQAAANIhPtbdRREAAAA8ttq1a6fvvvtON27c0MyZM1WgQAGrIwFIAWfOnFHFihXjtVesWFFnzpyxIBEAAACQepgTAAAAPBbi4uK0cuVKhzabzab58+dr9erVFACAdKxw4cL6+uuv47XPnz9fRYoUsSARAAAAUhpzAtxFTwAAAJDuHT58WK1atdKmTZu0cuVK1a5d21yXJUsW64IBSBUDBgxQkyZNtG7dOnNOgI0bN2rVqlUJFgcAAACA9ISeAAAAIN0yDENTpkxRyZIltWnTJknSO++8o5iYGIuTAUhNjRo10tatW5U9e3YtXrxYixcvlp+fn7Zt26bXXnvN6ngAAABIAfQEuIueAAAAIF06c+aM3nnnHS1btsxsK1iwoGbNmiV3d3cLkwGwQunSpfXVV19ZHQMAAABIdRQBAABAurNw4UK9//77unDhgtnWpk0bffrpp8qUKZOFyQCkJhcXlwc+nWWz2RQbG5tKiQAAAJBanOQh/VRBEQAAAKQbly9fVseOHTV79myzLWfOnPryyy/18ssvW5gMgBW+/fbbe67bvHmzxo0bJ7vdnoqJAAAAgNRHEQAAAKQbbdq00cKFC83XDRs21OTJk5UjRw4LUwGwyquvvhqv7cCBA+rRo4e+//57vfnmmxo4cKAFyQAAAJDSnGW8/tTAxMAAACDdGDZsmLy9veXr66tZs2Zp4cKFFAAASJJOnz6tNm3aKDg4WLGxsdq9e7dmzpyp/PnzWx0NAAAASFH0BAAAAE4rJibGYZLfwoULa/78+SpRooSeeOIJC5MBSCsiIyM1dOhQjR8/XqVKldKqVatUpUoVq2MBAAAghdER4C56AgAAAKcTGxurgQMH6tlnn9X169cd1r388ssUAABIkkaMGKGCBQvqhx9+0Ny5c7Vp0yYKAAAAAHjs0BMAAAA4lQMHDqhVq1batm2bJOmjjz7ShAkTLE4FIC3q0aOHvLy8VLhwYc2cOVMzZ85McLtvvvkmlZMBAAAgpTEnwF0UASxw4ESM1REAAHA6hmFo0qRJ6t69u27cuCFJcnV1Vfbs2WUYBjd4AOJp1aoV/9sAAACAxx5FAAsY9rs/e3kwIhMAAA9y6tQphYaGauXKlWbbk08+qVmzZql8+fIWJgOQloWFhVkdAQAAABbhWZC7+AbaAsb//39vT5vc3fhrBADgfubOnaugoCCHAkD79u21a9cuCgAAAAAAADwAPQEslCWTq9URAABIswzDUEhIiGbNmmW25cmTRzNmzNALL7xgYTIAAAAAQFrHsJB30RMAAACkSTabTcWLFzdfN23aVHv37qUAAAAAAABAEtATAAAApFndunXTpk2b1KxZMzVt2tTqOAAAAAAAJ0FHgLsoAgAAgDRhy5Yt2r59uzp27Gi2ubq6asmSJRamAgAAAADAuVEEAAAAloqJidGgQYM0dOhQSVLp0qVVsWJFi1MBAAAAAJwZcwLcxZwAAADAMvv27VOFChU0ePBg2e122e12TZgwwepYAAAAAACkGxQBAABAqrPb7RozZoyeffZZ7dy5U5KUIUMGDRo0SLNmzbI4HQAAAADA2dlsqbM4A4YDAgAAqerEiRMKCQnR6tWrzbZixYopPDxcpUuXtjAZAAAAAADpDz0BAABAqjAMQ7NmzVJwcLBDAaBz587asWMHBQAAAAAAQLKx2WypsjgDegIAAIBUERsbq88++0xRUVGSpICAAIWFhalmzZoWJwMAAAAAIP2iJwAAAEgVbm5uCg8Pl4eHh1q2bKk9e/ZQAAAAAAAApAjmBLiLngAAACBFXLlyRf/8848KFixotgUFBemPP/5QoUKFLEwGAAAAAMDjg54AAAAg2W3YsEElS5ZUgwYNFB0d7bCOAgAAAAAAIKUxJ8BdFAEAAECyiY6OVo8ePVS1alUdPXpUe/fu1cCBA62OBQAAAADAY4vhgAAAQLLYu3evWrRooT179phtlSpV0ttvv21hKgAAAADA48hJHtJPFfQEAAAAjyQuLk4jR45UmTJlzAKAm5ub/ve//2nt2rUOcwIAAAAAAIDURU8AAADw0I4eParWrVtr/fr1ZltwcLDCw8NVsmRJC5MBAAAAAB5nzjJef2qgCAAAAB7K5cuX9eyzz+ry5cuSbt9gdevWTYMGDZKHh4e14QAAAAAAgCSGAwIAAA8pS5Ys6tixoyQpMDBQa9as0YgRIygAAAAAAAAsZ7PZUmVxBvQEAAAAiWYYhsNNTp8+feTm5qYPPvhAvr6+FiYDAAAAAAAJoScAAAB4oMjISIWEhGjYsGEO7W5uburTpw8FAAAAAABAmmKzpc7iDOgJAAAA7mvNmjVq3bq1Tpw4oQwZMqhu3bp65plnrI4FAAAAAAASgZ4AAAAgQTdv3tSHH36oGjVq6MSJE5IkLy8v82cAAAAAANIq5gS4i54AAAAgnl27dqlFixbat2+f2Va9enWFhYUpf/78FiYDAAAAAABJQU8AAABgio2N1ZAhQ1SuXDmzAODh4aFPP/1Uq1atogAAAAAAAHAKzAlwFz0BAACAJOn06dN6/fXXtXnzZrOtVKlSCg8PV1BQkIXJAAAAAADAw6InAAAAkCRlzZpVly5dkiS5uLjok08+0datWykAAAAAAACcDnMC3EURAAAASLo96W94eLiKFi2q9evXa8iQIXJ3d7c6FgAAAAAAScZwQHcxHBAAAI+pBQsWqESJEnrqqafMtjJlyuj333+Xq6urhckAAAAAAEByeaSeADdv3kyuHAAAIJVcunRJb775pho3bqxWrVopNjbWYT0FAAAAAACAs3Ox2VJlcQZJLgLY7XYNGjRIefPmlY+Pj44cOSJJ6tOnj6ZNm5bsAQEAQPL5+eefFRwcrDlz5kiStm3bpm+//dbiVAAAAAAAIKUkuQgwePBghYWFacSIEQ7jBAcFBenLL79M1nAAACB5XL9+XZ06ddLzzz+vU6dOSZKyZMmir776Sq+//rrF6QAAAAAASF7MCXBXkosAs2bN0pQpU/Tmm286DBdQsmRJ/fnnn8kaDgAAPLrt27fr2Wef1fjx48222rVra+/evWrevLlsznLXAgAAAAAAkizJRYBTp06pcOHC8drtdrtu3bqVLKEAAMCju3Xrlvr3768KFSrowIEDkiRPT0+NGzdOK1asUL58+SxOCAAAAABAyrDZbKmyOIMkFwGKFy+u9evXx2tfuHChnnnmmWQJBQAAHt2OHTs0cOBAxcXFSZLKli2rXbt2qWPHjnJxSfItAAAAAAAAcEJJ/gagb9++6tChg4YPHy673a5vvvlGbdq00ZAhQ9S3b9+UyAgAAB7Cc889py5dusjV1VX9+/fXxo0bVbRoUatjAQAAAACQ4lxsqbMk1cSJExUYGChPT0+VL19e27Ztu+/2ly9fVvv27ZU7d255eHjoySef1LJly5L2XiQ15Kuvvqrvv/9eP//8szJmzKi+fftq//79+v777/X8888n9XAAACCZnD17Vna73aFtyJAh2rZtm/r16yc3NzeLkgEAAAAAgPnz56tr167q16+fdu7cqZIlS6pOnTo6f/58gtvHxMTo+eef17Fjx7Rw4UIdOHBAU6dOVd68eZN03gwPE7ZKlSpauXLlw+wKAACSmWEYmjNnjtq3b68BAwbogw8+MNd5enrq2WeftTAdAAAAAACpLy2O1z969Gi1adNGoaGhkqTJkydr6dKlmj59unr06BFv++nTp+vixYvatGmT+WBfYGBgks+b5J4ABQsW1IULF+K1X758WQULFkxyAAAA8PAuXLigxo0bq0WLFoqMjFSPHj20f/9+q2MBAAAAAPBYiI6OVlRUlMMSHR0db7uYmBjt2LFDtWvXNttcXFxUu3Ztbd68OcFjf/fdd6pQoYLat2+vnDlzKigoSEOHDjXn/kusJBcBjh07luBJoqOjderUqaQeDgAAPKRly5YpKChICxcuNNsaNWqk3LlzW5gKAAAAAADr2WypswwbNkyZM2d2WIYNGxYvT0REhOLi4pQzZ06H9pw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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:28:02,371 INFO: === Dataset: h ===\n", "2024-12-22 11:28:06,163 INFO:Total samples: 6000\n", "Evaluating CaiT on h: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:13<00:00, 1.75it/s]\n", "2024-12-22 11:28:20,319 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:28:20,434 INFO: === Dataset: i ===\n", "2024-12-22 11:28:24,232 INFO:Total samples: 6000\n", "Evaluating CaiT on i: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:14<00:00, 1.70it/s]\n", "2024-12-22 11:28:38,850 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:28:38,966 INFO: === Dataset: j ===\n", "2024-12-22 11:28:43,550 INFO:Total samples: 6000\n", "Evaluating CaiT on j: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:13<00:00, 1.73it/s]\n", "2024-12-22 11:28:57,923 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:28:58,049 INFO: === Dataset: k ===\n", "2024-12-22 11:29:01,795 INFO:Total samples: 6000\n", "Evaluating CaiT on k: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:14<00:00, 1.64it/s]\n", "2024-12-22 11:29:16,888 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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hiTIMyWqTTl1IkJNFOnQyXjm8btxAP30hQT9sj5Yk+Xnfuql+LcrxLv7WP687LMfGGboamfyd/jsVAB4r4yFJOno2XqWC3FS0oJsCc90oJMTE2lQkv6v8vJ3tY/27u1nk603r/czKMAyFhISoV69eioiIsMf79euncePGydPT08TsAAAAgGyEOQHsKAIAAIBsLy7eptj4G+Prh16z6s9/43TucoJcXSz680icjpyOV+J9DpV/+43/lPDycOyWahjS9ThDxQq66lqkVQUDXNW9pZ8eKeJ+f0kh0zp//ry6deummJgb8zcEBQVp4cKFql+/vsmZAQAAAMiuKAIAAIAsxWozdD3uxkS5l69ZlZho6MiZGzfxv94QKUnyyXGrxUdEdBqOsXMH+fM428ebjIu36UrEjXO+3T63qpW91bLb3dUiby9aozzMChQooPfff1/du3dXhw4dNH36dPn6+pqdFgAAAJD9MCeAHUUAAACQZiJjbJq36prcXC2y2qRNu2NUopDrHa+9dvwVq3x5nOXsdO+LM5shnQ9NTFEeD3Ljv0ywm46ciVflUh7KldNZ4VFW+eRwUlBeV8XGGypV2E2S5OwsVS7poRye3NTHnUVGRsrZ2VleXl722JtvvqmyZcuqbt26JmYGAAAA4GFBEQAAANyR1Wbo4hWrYuNsunjFqn3/xsrL00kWSfO+C5ck5fj/oW2iY41kjxEWfvdxdi6E3ec4PPdQMMDFXnyIizd0+ZpVj5f3kNUmXQhL1KOPeKhaWQ95eznJ1dmiAgEujKWPNLVlyxZ16NBBTZo00YwZM+xxi8VCAQAAAABIb8wJYEcRAACAh9S1SKsSrLdu3EfF2PTzbzG6eCVRft5O+npjVIqOc6eb/6n13yF87iYi2qbcPk66GmlTpZLuKh3sLg83izzdLQrM5aKiBVxVOJ9rmuQE3I+4uDgNHz5ckydPlmEYmjlzpl544QU9/fTTZqcGAAAA4CFEEQAAgGwmPMqqy1etunzNqhW/RMhqk/L43mjhnmg1tHnP9TQ/Z5F8Ny4prDbpzKVEPf+Et56pkUOSlMvHSd53GTLHy8NJri6M1YjsYd++fWrfvr327dtnjz3xxBMqXry4iVkBAAAADyHmBLCjCAAAQBZisxlauTlKhiFFx9r0z4l47TsSq0cKu2n3obh0O2+hQBdVLOmuc5cTVbGEu0oVdpPFYlEBfxcVyU+re8BqteqDDz7QsGHDFB8fL0lydXXV2LFj9dZbb8nZmaGmAAAAAJiDIgAAAJnQ9v3XdeZSgs5dTpRPDif9tDNaF6/ceez8+y0A5MvjbJ/oVpIiomwqVshNtSt6ysPNIr+czsrvz+UCcDfHjx9Xhw4dtGXLFnusQoUKCgkJUaVKlUzMDAAAAHiIMSeAHd/qAQDIIJExNkXG2CTdaNF/8kKCDp2M1z8n4pXf30Xf/ZqyMfhTqukT3joXmqhKJd1V91EvuTjf6grp7+fMEDxAGvjzzz/1xBNPKCrqxu+vxWLRwIEDNXr0aLm7u5ucHQAAAABQBAAAIE0YhqGjZxKUkHhrklyrTTp2Nl5Tv7iaLucc2jmPEq2Gcvs4K7iAq7w9nOTqanG42Q8gfZUvX16VKlXS1q1bFRwcrEWLFqlOnTpmpwUAAACAOQHsKAIAAJAKl68lKi7e0KWrVm3ZG6MrEdZ0mWj3pi4v+ip/HhflzOEkDzcnlS3qJicnLmSAzMLZ2VkLFy7UBx98oIkTJypnzpxmpwQAAAAADigCAAAgyWozdPpiovYejtX0ZTda7t/eaMAwktkxlcoXd1fe3DcmCA2PssnLw6ICAa6qUNxdAX7OyuPnrFw5mUAUyIzCw8PVt29fvf7666pZs6Y9Xrx4cc2aNcvEzAAAAAAkwZwAdhQBAADZkmEY+vtYvK5FOk6ma7VJoz4NlST55LhxQRARbbvDMVJ/3ry5nVW7kpd9OTbeJmcniyqVdFeDx3Kk/oAAMoUNGzaoU6dOOnXqlLZs2aK9e/cqRw5+pwEAAABkfhQBAABZnmEY2rQ7RuPmh8ma/P38ZN3p5v9/lQ52c1i+FmmVRVK54u46dzlRNSt46rEyHgrO7yp3N1oZANlNbGys3nnnHX344Yf22MWLF/Xnn3+qVq1aJmYGAAAA4K6YE8COIgAAINO5fC1Ry9dH2lvqR8ca2n8kVgUDXBUda9PWP6/L1UVyd7UoIVGKS7j/cXry+DrLw80iQ9K5y4kqVsBVNSt6qkJxd1Uv55lGrwhAVrR79261b99eBw4csMfq1aunBQsWqEiRIiZmBgAAAAApRxEAAGCKmFibzocmKiLapsgYm37cHqW/j8UrMubOrfP/PhZvf56QKCUk3vvmf4lCrqpX1cshZhhSbh9nNa7lff8vAEC2lZiYqIkTJ2rkyJFKTEyUJLm7u2vChAnq06ePnJzo9QMAAABkeswJYEcRAACQ7gzDUEKi9M/JOH3/a5R+3hWTZscOynvjT9npi4nK5eOk4a/6q1QRN3m688ceQOodPXpU7dq1044dO+yxKlWqKCQkROXKlTMxMwAAAAC4PxQBAAAPJCbWpkMn42UzbrTM/3JdhI6eTVAOT4suhFnl6W7R9bj7G66nZYOcqlzKXZJks0l5/Jzl7Xnj5n5+fxe5ODO+H4C0df36de3evVuS5OTkpCFDhmj48OFyc3O7x54AAAAAMhV6AthRBAAAJHE+NDHJsDxHTsfr0Ml45fJx0tEzCdq67/pdjxH5/43971UAKBjgojpVvBQZbVXBQFfVruipoLyuD5Q/ANyv8uXLa9y4cfrkk0+0aNEi1axZ0+yUAAAAAOCBUAQAgIeE1WZo9z+xOns5UXHxhgxD2nM4VolWQxdCE3X+AVvt301uHyddibCpRCFXHTmToNde8FWdyl4qnI+b/QDM9f333+vpp5+Wu7u7PdavXz9169ZNOXLkMDEzAAAAAA/EwugBN1EEAIBsJCzcqnU7o3XxSqK8vZy0fle0LoRZlS+Psy6EWe+5/4MUAKo84q5yxdwVn3CjwNC2kY/cXCzy9KD7HYDM5+rVq+rRo4eWLl2qQYMG6b333rOvc3Z2pgAAAAAAZHUMB2RHEQAAsqB/TsTp59+itXnvdbk6S+fvcYM/JQWA5Lz4pLf9eYLVUMx1Q+WLu9sn4y1f3J0JeAFkOevWrVPnzp119uxZSdKkSZPUsWNHlSlTxuTMAAAAACDtUQQAgEzu7OUEnbucqHOXEzVt2dX7Po6ri5SQeGNC3eplPVSqiJvcXCzy8nBSYC5nFQhwkauLhcl2AWRbMTExGjRokGbOnGmP+fn56aOPPlLp0qVNzAwAAABAmmM4IDuKAACQyazZGqX9R+O0ff91RUTb7r3DbSwW6ZkaOVS7oqe8PJzk4iJVKO4uC3/8ADzEdu3apXbt2unw4cP22NNPP6158+apUKFCJmYGAAAAAOmLIgAAmCQ8yqpFa8K160CszlxKVP48zvcc1ud2XV7wVaVSHioZ5CZnJ8mZVvwA4CAhIUHjxo3T2LFjZbXe+D/W09NTkyZNUvfu3eXkxJBmAAAAQLbEnAB2FAEAIJ3FJxj6ekOkvtkYKUny93PWwRPxSba7VwGgYXUvFfB3Uelgdz1e3jNdcgWA7GbOnDkaNWqUfblatWoKCQnRI488YmJWAAAAAJBxKAIAQBq5eCVRS36MkLubRYdOxis23qZ/Tyck2e7ytZS19v94UF75+7koV04nOTnRwh8A7sfrr7+uefPm6c8//9SwYcP0zjvvyNXV1ey0AAAAAKQ3hkW2owgAAPfJZjO062Csft0bo/1H4nT6YuJ9HadaWQ/1apVLgblc5ObKHygAeBDXr1+Xp+et3lKurq76/PPPFRkZqWrVqpmYGQAAAACYgyIAANzD4VPxWrI2XP6+zjoXmqgdf8UqMLezLl1J3fj9pQq7qX/b3CpV2C2dMgWAh5dhGPr888/Vv39//fTTT6pcubJ9XenSpc1LDAAAAIApLPQEsKMIAAC3MQxDF8KsOheaqIHTLyW7zd0KAE9V81Kzujnl7CTl93eRt5eTnBnOBwDSTVhYmN58800tX75cktSuXTv9/vvv8vDwMDkzAAAAADAfRQAADz3DMHTifIJ+2Bat5b9Epng/i0UyDCmHh0UdmviqfHF3lSjkJlcXbvgDQEZZs2aNXnvtNV24cMEeq1KlihISEigCAAAAAA8xegLcQhEAwEPLajMUE2voxQFnUrR9txZ+Kl/cXTKkEkHc7AcAM0VFRWnAgAH65JNP7LHcuXPrk08+UcuWLU3MDAAAAAAyF4oAAB5K63dFa9z8sLtu4+luUeVSHiod7Ka2z/jI2Zmb/gCQGWzfvl3t27fX0aNH7bHGjRvrs88+U/78+U3MDAAAAECmwW0cO4oAALK12Hibjp9L0KrNUVq7I/qe2zd6PIeef8JbZYu60W0MADKhmTNnqk+fPrLZbJIkLy8vTZkyRa+//jr/bwMAAABAMigCAMg2wqOsOn4uQd9tidKve2KUeOe5ex3ky+OscsXc9U6nPNxAAoBMrkaNGvb/q2vWrKlFixapRIkSJmcFAAAAILPhHs8tFAEAZDmRMTadvZSg+ERD32yM0r4jsboaYUvVMUoVdtOpCwl6r2eAKpZg4kgAyCqqVaum0aNHS5LefvttubhwOQsAAAAAd8O3JgCZlmEYOh9mVVy8TfO/C9eWP6/f97GC87vqmcdzqHJJdz1ShKF+ACArOHHihKZMmaIpU6Y43Ox/5513TMwKAAAAQFbAvZ9bKAIAyFSiYmz6ZlOkVm6K1JVUtu6/qXSwm56s4qXna3vLy8MiJyf+0weArMQwDC1YsEB9+vRRZGSkAgICNGzYMLPTAgAAAIAsiSIAAFOcC03Ux8uvSpK8PCz68984RcbYdD3OSNH+uXI6KTC3i8oVc9eVcKtee9FX+fK4yJkb/gCQpV26dEmvv/66Vq5caY8tWrRIAwcOlIcHw7cBAAAASBl6AtxCEQBAhjIMQ/8bfk4XwlI4a68kfz9nlS3qphweTureMpdyeDqlY4YAALOsWrVKXbt21aVLl+yxzp07a+rUqRQAAAAAAOA+UQQAkG6sNkOJiYasNmntjmit3xWtA8fjU7Rvk9o59HJDHxXO65rOWQIAzBYREaF+/fpp3rx59lhAQIDmzJmjZs2amZcYAAAAgCyLngC3UAQA8MBsNkMHjsfrepxNK36J1G8HYlO8b/P6OfXik96yWCQPN4v8/fhvCQAeJps3b1bHjh114sQJe+yFF17Q3LlzFRgYaF5iAAAAAJBNcLcNwAP5dW+MRswJva99V08pJE8PhvYBgIfZypUr7QUAb29vTZs2TZ07d6bVDgAAAIAHw1cKO4oAAO7L38fiNOfba9p/JO6O2/jkcFJEtE2VS7krLt5Q6DWrBnXMowL+Lsqb25kbPAAAjRs3Tj/++KPy5MmjhQsXqmjRomanBAAAAADZCkUAACkSE2vTsE8ua8+hO9/0LxPspqplPHQt0qY3XvJjAl8AgAOr1ao9e/boscces8c8PDy0bt065c2bV87OziZmBwAAACA7ofHpLRQBANxTnykX79riX5LGdwvQ4xU8MygjAEBWc/ToUXXo0EG7d+/W7t27VaZMGfu6AgUKmJgZAAAAAGRvFAEAJBEWbtVvf1/X7//EasPvMXfdtsNzPnqhTk7l9qX1JgAgKcMwNHfuXPXv31/R0dGSpE6dOmnHjh20zAEAAACQbvi+cQtFAAAyDEORMTZNCrmibfuu33XbGuU8NPRVf3kz1A8A4B4uXLigLl26aPXq1fZYsWLFNGXKFC7IAQAAACCDUAQAHlKXriRq+JxQHT4Vn+J9lr9XULl9aPEPALi3FStW6I033lBYWJg99vrrr+uDDz6Qt7e3iZkBAAAAeBjQ8OgWigDAQyA+wdDIuZe1469YeXtaFHXdSNF+bRv5KF8eF9Wr6kXLfwBAily7dk29e/dWSEiIPZY3b1599tlnatKkiYmZAQAAAMDDiSIAkA1dCbdq3W/RWrczWsfOJTisu1MBwMPNIpshNa6VQ92a55KbK9VSAEDqNWvWTJs2bbIvt2jRQrNnz5a/v7+JWQEAAAB42NAT4BaKAEA28NfROG3cHaPTFxO060DsPbfPn8dZcQmGrkTY1Lx+TnV90VfubrT0BwA8uDFjxqhu3brKmTOnZs6cqXbt2nHxDQAAAAAmoggAZDFWm6Gwa1Zt/+u6pn1xNVX75s/jrNlD8iunFzf8AQBpw2azycnp1t+VOnXqaO7cuXr66adVuHBhEzMDAAAA8FCjLZIdRQAgCzh1IUEzvryqP/65dyv//2pY3UtPV8+hqqU95OTE/3wAgLSTmJio8ePHa8uWLfrxxx8dCgGvvfaaiZkBAAAAAP6LIgCQicUnGFr1a6RmLb+Wou3f+l9u5fZxVtXSHozpDwBIN4cPH1b79u3122+/SZKmTp2q/v37m5wVAAAAANzCsKS3UAQAMinDMPRsn9N3XP/oI+46ciZBE7oHqExR9wzMDADwsDIMQ7NmzdLAgQN1/fp1SZKzs7P9OQAAAAAg86EIAGRCNpuhhj2TFgDy53HWopEF5OxMJRMAkLHOnj2rV199VT/99JM9VqpUKS1atEg1atQwMTMAAAAASIqeALdQBAAyAcMw9O/pBF0IS1ToNatmfpV0wt/P3s2nogXcTMgOAPCw++KLL9S9e3ddvXrr71OPHj00adIkeXl5mZgZAAAAAOBeKAIAJjt8Kl5vvnfhrtv8MLWQ3N2c7roNAABpzWq1ql27dvriiy/ssQIFCmj+/Pl65plnTMwMAAAAAO6OngC3cFcRMNG4+aH3LAD8MqswBQAAgCmcnZ3l4+NjX27Tpo32799PAQAAAAAA7tNHH32k4OBgeXh4qEaNGvrtt9/uuv3UqVP1yCOPyNPTU0FBQerXr59iY2NTdU56AgAmiL5uU9O3ziS7rt6jXipZ2E0lCrmqWlnPDM4MAABHH3zwgfbs2aP+/furTZs2ZqcDAAAAACmTCTsCLFu2TP3799fs2bNVo0YNTZ06VY0aNdKhQ4cUGBiYZPslS5Zo8ODBmjdvnmrVqqXDhw+rU6dOslgsmjJlSorPSxEAyEAXwhI1YUGY9h+NS7Kuf9vcev4JbxOyAgDghh07dujMmTNq2bKlPebt7a2dO3fSlRZZ2u7du+Xq6qoKFSpIklauXKn58+erbNmyGjlypNzcmHcJAAAA6W/KlCnq2rWrOnfuLEmaPXu2Vq9erXnz5mnw4MFJtt+2bZtq166ttm3bSpKCg4P1yiuvaOfOnak6L2OMABngepxNDbqfUtth55ItAKyeUogCAADANAkJCRo2bJhq166tzp0769ixYw7rKQAgq3vjjTd0+PBhSdKxY8fUpk0beXl56auvvtLbb79tcnYAAABIDxaLJUMecXFxioiIcHjExSW9/xcfH68//vhDDRs2tMecnJzUsGFDbd++PdnXUKtWLf3xxx/2IYOOHTumNWvW6LnnnkvVe0ERAEhHiVZDT/U4pSb9kh/6p9HjObT+oyB5evCrCAAwx4EDB/T4449r7NixstlsioqKSlW3UiArOHz4sCpXrixJ+uqrr/Tkk09qyZIlWrBggVasWGFucgAAAMjSJkyYIF9fX4fHhAkTkmwXGhoqq9WqvHnzOsTz5s2rCxeSnzO0bdu2Gj16tJ544gm5urqqePHiqlevnt55551U5chwQEA6OHwqXkM/vqywcGuy61+o462uzfyUw5Ob/wAAc9hsNk2fPl2DBw+2t1JxcXHRiBEjku2GCmRlhmHIZrNJkn7++Wc9//zzkqSgoCCFhoaamRoAAADSSUb1aB4yZIj69+/vEHN3d0+TY2/cuFHjx4/XrFmzVKNGDR05ckR9+vTRmDFjNGzYsBQfhyIAkAYMw9CIOaE6eCL+jjf+JaltIx91edEv4xIDACAZp06dUqdOnbRhwwZ7rEyZMgoJCVHVqlVNzAxIH4899pjGjh2rhg0batOmTfr4448lScePH0/SEgsAAABIDXd39xTd9Pf395ezs7MuXrzoEL948aLy5cuX7D7Dhg1T+/bt1aVLF0lShQoVFB0drddff11Dhw6Vk1PKGhjTDBl4QCfPJ+ipHqe15c/rdywABOV10S+zClMAAACYyjAMLVq0SBUqVHAoAPTt21d//PEHBQBkW1OnTtXu3bvVs2dPDR06VCVKlJAkLV++XLVq1TI5OwAAAKSHjJoTIKXc3NxUtWpVrV+/3h6z2Wxav369atasmew+MTExSW70Ozs7S7rx/S6l6AkA3KfTFxPUY9IFRV2/8y9ctxZ+alE/p5ycmFARAGC+qKgoDRkyRBEREZJuDIWyYMECNWjQwOTMgPRVsWJF7d+/P0l88uTJ9i9RAAAAQHrr37+/OnbsqMcee0zVq1fX1KlTFR0drc6dO0uSOnTooIIFC9rnFGjatKmmTJmiKlWq2IcDGjZsmJo2bZqq61iKAMB9iL5uU8dR55Ndt/L9QvLysMiZG/8AgEwmZ86cmjdvnp599ll16NBB06ZNk5+fn9lpARkmPj5ely5dss8PcFPhwoVNyggAAADpJaPmBEiN1q1b6/Llyxo+fLguXLigypUr68cff7QPUXnq1CmHlv/vvvuuLBaL3n33XZ09e1YBAQFq2rSpxo0bl6rzWozU9BvIBiIiIuTr66vw8HD5+PiYnQ6yGJvN0Jc/R2rOt9eSrOvfNreef8I745MCAOAOIiMjFRsbq4CAAIf43r17VblyZXOSQraWWa+1Dx8+rNdee03btm1ziBuGIYvFIqv1znM63YlnlZ5plR4APJCru2aanQIASJI8Mllz8wJvfJ0h5zn3SfMMOc+DyGQ/GiBza/rWGV2Pc6yblS3qphkD8mbK6iIA4OG1ZcsWdejQQaVLl9bq1asd/k5RAMDDpnPnznJxcdH333+v/Pnzc90GAADwMOCSz44iAJBCDbqfShJ7oY63+rTJxRdJAECmERcXpxEjRmjSpEkyDEPHjx/X3Llz9frrr5udGmCavXv36o8//lDp0qXNTgUAAADIcBQBgHsIC7dq0MxLSeJfji8gfz9+hQAAmcf+/fvVrl077du3zx6rXbu2GjZsaGJWgPnKli2r0NBQs9MAAABABqLR7i1O994kfX300UcKDg6Wh4eHatSood9+++2u20+dOlWPPPKIPD09FRQUpH79+ik2NjaDssXD5N/T8WrQ/ZReHnJWx84mOKxb+X4hCgAAgEzDarVq8uTJeuyxx+wFAFdXV7333nvatGmTihUrZnKGgLkmTpyot99+Wxs3blRYWJgiIiIcHgAAAEB2ZupdzGXLlql///6aPXu2atSooalTp6pRo0Y6dOiQAgMDk2y/ZMkSDR48WPPmzVOtWrV0+PBhderUSRaLRVOmTDHhFSC7WrYuQp98cy3ZdR/2C1ROL9PrZwAASJKOHz+ujh076tdff7XHKlSooJCQEFWqVMnEzIDM42ZvmKeeesoh/iATAwMAACBzoyfALaYWAaZMmaKuXbuqc+fOkqTZs2dr9erVmjdvngYPHpxk+23btql27dpq27atJCk4OFivvPKKdu7cmaF5I3vrO+Wi9h2JSxJv0SCnXn3eV54eFAAAAJnDqVOnVLFiRUVFRUm6cZE7YMAAjRkzRu7u7iZnB2QeGzZsMDsFAAAAwDSmFQHi4+P1xx9/aMiQIfaYk5OTGjZsqO3btye7T61atbR48WL99ttvql69uo4dO6Y1a9aoffv2GZU2sqnrsTYNmH5JB0/EJ1nXvaWfWjbwMSErAADurnDhwnrxxRf1+eefKzg4WIsWLVKdOnXMTgvIdOrWrWt2CgAAAMhg9AS4xbQiQGhoqKxWq/LmzesQz5s3r/75559k92nbtq1CQ0P1xBNPyDAMJSYm6s0339Q777xzx/PExcUpLu5Wq27G/MTtYuNtatL/TLLrFo8uoAL+jP0PAMi8Zs6cqXz58mnEiBHKmTOn2ekAmdavv/6qTz75RMeOHdNXX32lggULKiQkREWLFtUTTzxhdnoAAABAuslS45ps3LhR48eP16xZs7R79259/fXXWr16tcaMGXPHfSZMmCBfX1/7IygoKAMzRmZmsxma8eUVPdc3+QLAqg8KUQAAAGQa4eHh6tSpk7744guHuJ+fn95//30KAMBdrFixQo0aNZKnp6d2795tbyQUHh6u8ePHm5wdAAAA0oUlgx5ZgGlFAH9/fzk7O+vixYsO8YsXLypfvnzJ7jNs2DC1b99eXbp0UYUKFfTSSy9p/PjxmjBhgmw2W7L7DBkyROHh4fbH6dOn0/y1IOuJi7epYc/T+mZjVJJ162YG6ZdZheXtmaVqZACAbGzjxo2qWLGiFi5cqG7duuns2bNmpwRkKWPHjtXs2bM1d+5cubq62uO1a9fW7t27TcwMAAAASH+m3eV0c3NT1apVtX79envMZrNp/fr1qlmzZrL7xMTEyMnJMWVnZ2dJkmEYye7j7u4uHx8fhwcebrOWX1XjZFr/Fwxw0fqPguTslEVKeACAbC82NlZvvfWW6tevr1OnTkmSrFar/v77b5MzA7KWQ4cO6cknn0wS9/X11bVr1zI+IQAAAKQ7i8WSIY+swNSxTvr376+OHTvqscceU/Xq1TV16lRFR0erc+fOkqQOHTqoYMGCmjBhgiSpadOmmjJliqpUqaIaNWroyJEjGjZsmJo2bWovBgB3cj3Opib9kh/6Z9n4AgrwY+gfAEDmsWfPHrVr104HDhywx+rVq6cFCxaoSJEiJmYGZD358uXTkSNHFBwc7BDfsmWLihUrZk5SAAAAQAYx9a5n69atdfnyZQ0fPlwXLlxQ5cqV9eOPP9onCz516pRDy/93331XFotF7777rs6ePauAgAA1bdpU48aNM+slIIvYvv+6hn58OUm8ZJCrZg3KR+t/AECmkZiYqIkTJ2rkyJFKTEyUdKNn4/jx49W3b98kvSIB3FvXrl3Vp08fzZs3TxaLRefOndP27ds1YMAADRs2zOz0AAAAkA6ySiv9jGAx7jSOTjYVEREhX19fhYeHMzTQQ8AwDA2ZdVm//R2bZN2ycQUUkIvW/wCAzOPkyZN65ZVXtH37dnuscuXKWrx4scqVK2diZkDKZNZrbcMw7HOJxcTESLpRXBswYIDGjBlzX8f0rNIzLVNEFlf70eLq16GhHi1bWPkDfNWq3xx9t3HfXfepU7WkJr7VXGWL59OZC9f03qc/avF3Ox22eaPVk+rX8SnlzeOj/YfPqv/Er/T73yfT86UgC7q6a6bZKSCT+WLJ51o4/zOFhl5WqUdKa/A7w1ShYsU7bv/T2h/00YxpOnf2rAoXCVbf/gNU58m69vWGYWjWzOn6evlXioyMUOUqj2ro8JEqUiQ4A14NshKPTHabrUjv7zLkPCenN82Q8zwImpIhW/t0ZXiSAsDj5T30y6zCFAAAAJmOh4eH/v33X0mSk5OThg4dqp07d1IAAB6QxWLR0KFDdeXKFf3111/asWOHLl++rBEjRujcuXNmp4dsIIenu/YfPqu+E5alaPsiBfLomxlvavPvh1WjzXuauWSDPh7eVg1rlrFv0/KZRzXxrZc07pMfVLPtRO07fFarZvVQQC7v9HoZALKBH39Yo/cnTdAb3Xvoi6++0SOPlFa3N15TWFhYstvv3bNbgwe+pZeat9Sy5d+qfoOn1LdXD/3772H7NvM/m6uln4fo3REjtXjpl/L09FS3119TXFxcRr0s4L4wJ8AtFAGQrS39KcJhuW+bXBrfPdCkbAAAuLu8efNqzpw5KlGihLZs2aKxY8fKzc3N7LSAbMPNzU1ly5ZV9erV5e3trb///ltBQUFmp4Vs4KetBzRq1vdateHurf9v6tryCZ04G6bBU77RoeMXNXvZZn2zfq96/a++fZve7Rpo/tfbFLJqh/45dkG9xn2h67Hx6tisZnq9DADZQMjC+WrespWavdRCxUuU0LsjRsnDw0Pffr0i2e0/X7xItZ6oo06vdlGx4sXVs3dflSlbVl8sWSzpRi+Az0MWqesb3VS/QUOVeqS0xk6YpMuXLumX9T9n5EsDUo0iwC0UAZAtbd9/XQ26n3KI/TC1kF54MqdJGQEAkNSKFSsUGhrqEHvppZf0119/qWZNbvIAQHZVo1JRbdh5yCG2bttB1ahYVJLk6uKsKmWC9Mt/tjEMQ7/sPKTq/78NANwuIT5eBw/8rcdr1rLHnJyc9PjjtbTvzz3J7rNv7149/rjjdWet2k9o3969kqSzZ84oNPSyajx+65g5c+ZUhYqV7nhMAJkPRQBkO8M+uZzsJMDubnzcAQCZw9WrV9W2bVu1bNlS3bp10+1TNLm7u5uUGQAgI+TN46OLVyIdYpeuRMg3p6c83F3ln8tbLi7OunT7NmERypcn88y3ASBzuXrtqqxWq/LkyeMQz5MnT5KGJzeFhoYqTx7/pNuHhf7/+hv3V/L4p/yYQKZhyaBHFsBdUWQrh0/Fa+uf15PEl08oaEI2AAAktW7dOlWoUEFLly6VJC1fvlybN282OSsAdxMXF6eIiAiHh2Gzmp0WAAAAkCLMjIps4+CJOPWYdNEh9smQfCoZxFjKAADzxcTEaNCgQZo5c6Y95ufnp48++khPPvmkiZkB2de+fXcfn/3QoUN3XX/ThAkTNGrUKIeYc95qcs1f/b5zw8PtYliE8uZ2HKo0MLePwiOvKzYuQaFXo5SYaFXg7dvk8dGFMMd5zwDgplx+ueTs7JxkEuCwsDD5+/snu4+/v7/CwkKTbv//vQP8/QNuxELDFBAQ6LDNI6VLp2X6QJrLKuP1ZwR6AiBbOHwqPkkBYNTr/hQAAACZwq5du/Too486FAAaNmyo/fv3q23btlycAumkcuXKqlKliipXrpzkUaVKFbVp0yZFxxkyZIjCw8MdHi55q6Zz9sjOdv55XPWqP+IQe+rx0tq577gkKSHRqj0HT6t+jVvbWCwW1a9eSr/9/zYAcDtXNzeVKVtOO3dst8dsNpt27tyuipWqJLtPxcqVtXPHDofYju3bVLFyZUlSwUKF5O8foJ07bx0zKipK+/f9ecdjAsh86AmALG/N1ii9//kVh1jPl3OpTmUvkzICAOCGhIQEjRs3TmPHjpXVemPoEA8PD02aNEk9evSQkxPtMYD0dPx42twsdXd3TzJXh8XJOU2Ojewhh6ebigcF2JeDC+ZRxVIFdTUiRqcvXNXoXi+oQKCvugwLkSTNXb5Fb7Z5UuP6vKiFK3eoXrVSavF0Fb3Ue7b9GNMX/6K5o9vrjwOn9PtfJ9SzbX15ebpr0codSc4PADe179hZw94ZpHLlyqt8hYpaHLJQ169fV7OXmkuShg55W4GBedWn31uSpP+166DXOrXXwgXz9OSTdfXjD2v0919/adjI0ZJuFCD/176D5n7ysYoULqKChQrpoxnTFBAYqAZPNTTtdQIpQWOrWygCIMu7vQDwTI0cal4/5x22BgAg43z//fcOQ4hUq1ZNixYtUmm6TgMZokiRImangIfEo2WL6KdP+9iXJw1oIUkKWbVDr49YrHz+PgrKl9u+/uS5ML3Ua7YmDWiuHm3r6ezFa+o2eol+3n7Qvs3yn3bLP5e3hndrorx5cmrfobN6scdHSSYLBoD/erbxc7p65YpmzZyu0NDLeqR0Gc365FPl+f/hgC6cPy8ny62GKJWrPKoJk97XzOlTNWPqFBUuEqypMz5SyZKl7Nt0fq2rrl+/rtEjhysyMkJVHq2qWZ98mqRADiDzshiGYZidREaKiIiQr6+vwsPD5ePjY3Y6eEDrdkZrwsJbY91N6BGgGuU8TcwIAIBbDMNQ8+bN9d1332nYsGF655135OrqanZaQLrJCtfaFSpU0Jo1axQUFPRAx/Gs0jONMgKAB3N118x7bwQAGcAjkzU3LzHghww5z5H3G2fIeR5EJvvRACmXaDUcCgCSKAAAAEx17do1+fn52ZctFovmzJmjEydOqFq1auYlBsDuxIkTSkhIMDsNAAAAIMMwEC2yJKvN0DO9TjvERr2e/Ez3AACkN8MwtHjxYgUHB+u7775zWBcQEEABAAAAAAAymMViyZBHVkARAFnSux9fdliuXMqdiYABAKYICwtTq1at1L59e4WHh6tLly66fPnyvXcEYIo6derI05PeowAAAHh4MBwQsqSdf8c6LL/dPo9JmQAAHmY//PCDXn31VV24cMEee/rppxn3H8jE1qxZY3YKAAAAyABZpJF+hqAIgCzn94PXHZZXTykkTw86tQAAMk5UVJQGDBigTz75xB7LnTu3Zs+erZdfftnEzADcyb///qsNGzbo0qVLstlsDuuGDx9uUlYAAABA+qMIgCzDZjPUcdR5nb2c6BCnAAAAyEjbt29X+/btdfToUXuscePG+uyzz5Q/f34TMwNwJ3PnzlW3bt3k7++vfPnyOYzdarFYKAIAAABkQ1llvP6MQBEAWUbDnqeTxPq2yWVCJgCAh9WiRYvUuXNneytiLy8vTZkyRa+//joXmEAmNnbsWI0bN06DBg0yOxUAAAAgw1EEQJZw6kJCktj4bgGqUd7DhGwAAA+r+vXrK2fOnAoPD1fNmjW1aNEilShRwuy0ANzD1atXGaoLAADgIUM7rVsYRwVZwvJfIh2Wf5wWpMcreNLqEgCQoYKCgjRr1iyNGzdOmzdvpgAAZBEvv/yyfvrpJ7PTAAAAAExBTwBkCd9vibI/f/0lP7m5cvMfAJC+Tpw4oaFDh2rWrFny9fW1x9u2bWtiVgDuR4kSJTRs2DDt2LFDFSpUkKurq8P63r17m5QZAAAA0ouTE/cPb6IIgEyvQfdTDstPVfMyKRMAwMPAMAwtWLBAffr0UWRkpFxdXbVgwQKz0wLwAObMmSNvb29t2rRJmzZtclhnsVgoAgAAACBbowiATO2dWZeSxAL8+NgCANLHpUuX9Prrr2vlypX22MaNG3XlyhXlzp3bxMwAPIjjx4+bnQIAAAAyGKOI38KcAMi0dv59XTv+inWIfTWhoEnZAACyu1WrVqlChQoOBYBOnTpp3759FACAbMQwDBmGYXYaAAAAQIahCIBMa3JImMPy0rEFlMfX2aRsAADZVUREhF577TW9+OKLunTpRg80f39/ffPNN5o/f758fHxMzhBAWli0aJEqVKggT09PeXp6qmLFigoJCTE7LQAAAKQTi8WSIY+sgHFVkCkdOR2vKxE2+/L4bgHKm5uPKwAgbf3666/q0KGDTpw4YY81bdpUc+fOVd68ec1LDECamjJlioYNG6aePXuqdu3akqQtW7bozTffVGhoqPr162dyhgAAAED64a4qMqVhn1x2WK5ezsOkTAAA2dm+ffvsBQBvb29NmzZNnTt3zjKtOQCkzIwZM/Txxx+rQ4cO9tgLL7ygcuXKaeTIkRQBAAAAsiG+1t1CEQCZ0sUrVvvzt9vnlpMTv7UAgLTXvXt3rVq1StevX9fChQtVtGhRs1MCkA7Onz+vWrVqJYnXqlVL58+fNyEjAAAAIOMwJwAynXnfXXNYfqZGDnMSAQBkK1arVevWrXOIWSwWLVu2TBs2bKAAAGRjJUqU0JdffpkkvmzZMpUsWdKEjAAAAJDemBPgFnoCIFOJTzC0+IcIhxi9AAAAD+ro0aPq0KGDtm3bpnXr1qlhw4b2dX5+fuYlBiBDjBo1Sq1bt9bmzZvtcwJs3bpV69evT7Y4AAAAAGQn9ARAprH7n1g92+e0Q2zFxIImZQMAyA4Mw9CcOXNUqVIlbdu2TZLUpUsXxcfHm5wZgIzUokUL7dy5U3ny5NG3336rb7/9Vv7+/vrtt9/00ksvmZ0eAAAA0gE9AW6hJwAyhW83RWr6sqsOsUeKuClXTmeTMgIAZHXnz59Xly5dtGbNGnusWLFiWrRokdzc3EzMDIAZqlatqs8//9zsNAAAAIAMRxEApjIMQzO/uqpvNkYlWffRwLwmZAQAyA6WL1+uN998U2FhYfZY165d9cEHHyhnzpwmZgYgIzk5Od2zdZbFYlFiYmIGZQQAAICMkkUa6WcIigAwjdVm6Omep5PEx7zpr9oVvUzICACQ1V27dk29evXS4sWL7bG8efPq008/1fPPP29iZgDM8M0339xx3fbt2zV9+nTZbLYMzAgAAADIeBQBYJrkCgCTeweqamkPE7IBAGQHXbt21fLly+3LzZs31+zZsxUQEGBiVgDM8uKLLyaJHTp0SIMHD9Z3332n//3vfxo9erQJmQEAACC9ZZXx+jMCEwPDFN9vSTr8z3cfFKIAAAB4IBMmTJCXl5d8fHy0aNEiLV++nAIAAEnSuXPn1LVrV1WoUEGJiYnau3evFi5cqCJFipidGgAAAJCu6AmADBceZdWUJVccYutmBMnZmeocACB14uPjHSb5LVGihJYtW6aKFSuqcOHCJmYGILMIDw/X+PHjNWPGDFWuXFnr169XnTp1zE4LAAAA6YyOALfQEwAZ7qW3zzosfz66AAUAAECqJCYmavTo0Xr00UcVExPjsO7555+nAABAkjRp0iQVK1ZM33//vZYuXapt27ZRAAAAAMBDh54AyFBXIqwOy40ez6H8/nwMAQApd+jQIXXo0EG//fabJOntt9/WzJkzTc4KQGY0ePBgeXp6qkSJElq4cKEWLlyY7HZff/11BmcGAACA9MacALdw9xUZxmo11HKwYy+AQR3ymJQNACCrMQxDs2bN0sCBA3X9+nVJkrOzs/LkySPDMLjAA5BEhw4d+L8BAAAADz2KAMgwT/c67bD8ZnM/cxIBAGQ5Z8+eVefOnbVu3Tp7rFSpUlq0aJFq1KhhYmYAMrMFCxaYnQIAAABMQluQW5gTABni4pXEJLFWDX1MyAQAkNUsXbpU5cuXdygA9OjRQ3v27KEAAAAAAADAPdATAOku0WrolXfPOcR+mcWEjQCAuzMMQ506ddKiRYvssQIFCmj+/Pl65plnTMwMAAAAAJDZMSzkLfQEQLp75rZhgPq9ksukTAAAWYnFYlHZsmXty23atNH+/fspAAAAAAAAkAr0BEC62rwnJkmsaZ2cJmQCAMiKBgwYoG3btumVV15RmzZtzE4HAAAAAJBF0BHgFooASFcj54Y6LDMMEADgTnbs2KFdu3apV69e9pizs7NWrlxpYlYAAAAAAGRtFAGQbhISDYflT4fmMykTAEBmFh8frzFjxmj8+PGSpKpVq6pWrVomZwUAAAAAyMqYE+AW5gRAutl/JM5huVhBN5MyAQBkVgcOHFDNmjU1duxY2Ww22Ww2zZw50+y0AAAAAADINigCIN18uynS/rxyKXcTMwEAZDY2m01Tp07Vo48+qt27d0uSXFxcNGbMGC1atMjk7AAAAAAAWZ3FkjGPrIDhgJButvx53f68YgmKAACAG06dOqVOnTppw4YN9liZMmUUEhKiqlWrmpgZAAAAAADZDz0BkC4Mw3E+gNYNfUzKBACQWRiGoUWLFqlChQoOBYC+ffvqjz/+oAAAAAAAAEgzFoslQx5ZAT0BkC6aDTzrsOzpQb0JAB52iYmJ+vDDDxURESFJCgoK0oIFC9SgQQOTMwMAAAAAIPvizizSlNVqqEH3U4qMsdljOTyyRkUMAJC+XF1dFRISInd3d7Vv31779u2jAAAAAAAASBfMCXALPQGQpp7udTpJbOm4giZkAgAwW2RkpC5fvqxixYrZY+XLl9fff/+t4sWLm5gZAAAAAAAPD3oCIM28OOBMktiP04Lk7cnHDAAeNlu2bFGlSpXUrFkzxcXFOayjAAAAAAAASG/MCXALd2eRJqw2w2EIIEn6ZVZhublmjV8EAEDaiIuL0+DBg/Xkk0/q+PHj2r9/v0aPHm12WgAAAAAAPLQYDghpYvEPEQ7LP04LMikTAIBZ9u/fr3bt2mnfvn32WO3atfXaa6+ZmBUAAAAA4GGURRrpZwh6AiBNLFwdbn9eKNCFHgAA8BCxWq2aPHmyHnvsMXsBwNXVVe+99542bdrkMCcAAAAAAADIWPQEwANr0P2Uw/IHfQJNygQAkNGOHz+ujh076tdff7XHKlSooJCQEFWqVMnEzAAAAAAAD7OsMl5/RqAIgAfSecz5JLGAXHysAOBhcO3aNT366KO6du2apBsXWAMGDNCYMWPk7u5ubnIAAAAAAEASwwHhAcz99ppOnk9wiC0eXcCkbAAAGc3Pz0+9evWSJAUHB2vjxo2aNGkSBQAAAAAAgOksFkuGPLICmmzjvlyNtGrpT46TAf8wtZDc3agrAUB2ZhiGw0XOsGHD5Orqqj59+sjHx8fEzAAAAAAAQHK4Y4v70mLQWYflJWMKUAAAgGwsPDxcnTp10oQJExzirq6uGjZsGAUAAAAAAECmYrFkzCMroCcAUm3ml1cclts846N8efgoAUB2tXHjRnXs2FGnTp2Si4uLGjdurCpVqpidFgAAAAAASAGabiPVvt4Y5bD8ejM/cxIBAKSr2NhYvfXWW6pfv75OnTolSfL09LQ/BwAAAAAgs2JOgFtovo1UWbbOcR6AVe8XMikTAEB62rNnj9q1a6cDBw7YY/Xq1dOCBQtUpEgREzMDAAAAAACpQU8ApJjNZuiTb645xLy9+AgBQHaSmJiocePGqXr16vYCgLu7uz744AOtX7+eAgAAAAAAIEtgToBb6AmAFNm2L0bvzg51iK2YWNCkbAAA6eHcuXNq2bKltm/fbo9VrlxZISEhKl++vImZAQAAAACA+0UzbtzTup3RSQoAkpQrp7MJ2QAA0kuuXLl09epVSZKTk5Peeecd7dy5kwIAAAAAACDLYU6AWygC4J4mLAxLEvt5ZpAJmQAA0pOnp6dCQkJUunRp/frrrxo3bpzc3NzMTgsAAAAAgFRjOKBbGA4Id9Vl7HmH5RkD8qpcMXeTsgEApKWvvvpKFStW1COPPGKPPfbYY/rrr7/k7ExvLwAAAAAAsoMH6gkQGxubVnkgkzp2LsFhmQIAAGR9V69e1f/+9z+1atVKHTp0UGJiosN6CgAAAAAAgKzOyWLJkEdWkOoigM1m05gxY1SwYEF5e3vr2LFjkqRhw4bps88+S/MEYY7Qa4lq0P2UQ+ybSUwEDABZ3c8//6wKFSpoyZIlkqTffvtN33zzjclZAQAAAACA9JLqIsDYsWO1YMECTZo0yWGc4PLly+vTTz9N0+RgnlbvnHNYLlbQVb7etAwFgKwqJiZGvXv31tNPP62zZ89Kkvz8/PT555+rZcuWJmcHAAAAAEDaYk6AW1JdBFi0aJHmzJmj//3vfw7DBVSqVEn//PNPmiYHc4RHWZPEpvbLa0ImAIC0sGvXLj366KOaMWOGPdawYUPt379fbdu2lSWrXLUAAAAAAIBUS3UR4OzZsypRokSSuM1mU0JCQjJ7IKtZ9WuUw/IvswrL2+uBpo8AAJggISFBI0eOVM2aNXXo0CFJkoeHh6ZPn661a9eqUKFCJmcIAAAAAED6sFgsGfLIClJ9Z7ds2bL69ddfk8SXL1+uKlWqpElSMNfKTZH258/VymFiJgCAB/HHH39o9OjRslpv9PCqVq2a9uzZo169esnJieIuAAAAAAAPg1TfARg+fLh69uypiRMnymaz6euvv1bXrl01btw4DR8+PD1yRAYyDENXImz25WcepwgAAFnV448/rn79+snZ2VkjR47U1q1bVbp0abPTAgAAAAAg3TlZMuaRWh999JGCg4Pl4eGhGjVq6Lfffrvr9teuXVOPHj2UP39+ubu7q1SpUlqzZk3q3ovUJvniiy/qu+++088//6wcOXJo+PDhOnjwoL777js9/fTTqT0cMplX3nWcELhCcXeTMgEApNaFCxdks9kcYuPGjdNvv/2mESNGyNXV1aTMAAAAAADAsmXL1L9/f40YMUK7d+9WpUqV1KhRI126dCnZ7ePj4/X000/rxIkTWr58uQ4dOqS5c+eqYMGCqTqvy/0kW6dOHa1bt+5+dkUm9uqY87p09dakwAUCXLLMuFYA8DAzDENLlixRjx49NGrUKPXp08e+zsPDQ48++qiJ2QEAAAAAkPEy433NKVOmqGvXrurcubMkafbs2Vq9erXmzZunwYMHJ9l+3rx5unLlirZt22Zv2BccHJzq86a6J0CxYsUUFhaWJH7t2jUVK1Ys1Qkgc2jQ/ZROnHec2Hn2oHwmZQMASKmwsDC1atVK7dq1U3h4uAYPHqyDBw+anRYAAAAAAPiP+Ph4/fHHH2rYsKE95uTkpIYNG2r79u3J7rNq1SrVrFlTPXr0UN68eVW+fHmNHz/ePvdfSqW6J8CJEyeSPUlcXJzOnj2b2sMhE2jQ/VSS2LJxBeTtxaSRAJCZrVmzRq+99pouXLhgj7Vo0UL58+c3MSsAAAAAAMyXUR0B4uLiFBcX5xBzd3eXu7vjMOuhoaGyWq3KmzevQzxv3rz6559/kj32sWPH9Msvv+h///uf1qxZoyNHjqh79+5KSEjQiBEjUpxjiu/yrlq1SqtWrZIkrV271r68atUqffPNNxozZsx9dUUwYyIE3LJ5T0yS2KKR+RWQ675GigIAZICoqCi9+eabatKkib0AkDt3bn355ZdavHix/Pz8zE0QAAAAAICHxIQJE+Tr6+vwmDBhQpoc22azKTAwUHPmzFHVqlXVunVrDR06VLNnz07VcVJ8p7dZs2aSboyl1LFjR4d1rq6uCg4O1gcffJCqk9+cCGH27NmqUaOGpk6dqkaNGunQoUMKDAxMsv3NiRACAwO1fPlyFSxYUCdPnuRmx30yDEMj54Y6xH6cFiQ318w3XhYA4IZt27apQ4cOOnr0qD3WuHFjffbZZ/QAAAAAAADg/1mUMfc4hwwZov79+zvEbu8FIEn+/v5ydnbWxYsXHeIXL15UvnzJD8ueP39+ubq6ytnZ2R4rU6aMLly4oPj4eLm5uaUoxxT3BLDZbLLZbCpcuLAuXbpkX7bZbIqLi9OhQ4f0/PPPp/RwkhwnQihbtqxmz54tLy8vzZs3L9ntb06E8O2336p27doKDg5W3bp1ValSpVSdFzcsWRvhsPxhv0AKAACQiX377beqU6eOvQDg5eVln0SIAgAAAAAAABnP3d1dPj4+Do/kigBubm6qWrWq1q9fb4/ZbDatX79eNWvWTPbYtWvX1pEjR2Sz2eyxw4cPK3/+/CkuAEj3MTHw8ePH5e/vn9rdkjBzIgTc8NmqcIflSiU9TMoEAJASTz31lIoUKSJJqlmzpv7880+98cYbsmTUQIcAAAAAAGQRTpaMeaRG//79NXfuXC1cuFAHDx5Ut27dFB0drc6dO0uSOnTooCFDhti379atm65cuaI+ffro8OHDWr16tcaPH68ePXqk6rz3NfB7dHS0Nm3apFOnTik+Pt5hXe/evVN0jIyaCOH2iRkiIiKS3e5hExVjc1j+ZEjyXU4AAJlHzpw5tXDhQv366696++235eLC/C0AAAAAAGQVrVu31uXLlzV8+HBduHBBlStX1o8//mi/R37q1Ck5Od1qtx8UFKS1a9eqX79+qlixogoWLKg+ffpo0KBBqTpvqu8e7NmzR88995xiYmIUHR2t3LlzKzQ0VF5eXgoMDExxEeB+/HciBGdnZ1WtWlVnz57V5MmT71gEmDBhgkaNGpVuOWVVX6xzLIaUDEp59xEAQPo7ceKEevXqpRkzZig4ONger1OnjurUqWNeYgAAAAAAZAGZtdd8z5491bNnz2TXbdy4MUmsZs2a2rFjxwOdM9XDAfXr109NmzbV1atX5enpqR07dujkyZOqWrWq3n///RQf534nQihVqtQdJ0JIzpAhQxQeHm5/nD59OsU5Zmd//htrf16hRNIxqgAA5jAMQ/Pnz1fFihX1/fffq1OnTg5j/wEAAAAAAKRGqosAe/fu1VtvvSUnJyc5OzsrLi5OQUFBmjRpkt55550UHyejJkJIbmKGh51hGPr72K2iSZcXfE3MBgBw06VLl/TSSy/p1VdfVWRkpKQbPQIoYAMAAAAAkDoWS8Y8soJUFwFcXV3t4xIFBgbq1KlTkiRfX99U36QwayKEh93tEwKXDqYnAACYbeXKlSpfvrxWrlxpj3Xq1En79u2zTwYMAAAAAACQWqmeE6BKlSratWuXSpYsqbp162r48OEKDQ1VSEiIypcvn6pjmTURwsNu7Y5oh2VXlyxSsgKAbCgiIkL9+vXTvHnz7DF/f3/NnTtXzZo1My8xAAAAAACyMKes0kw/A1gMwzBSs8Pvv/+uyMhI1a9fX5cuXVKHDh20bds2lSxZUp999pkqV66cTqmmjYiICPn6+io8PPyhHBro8tVEtR56zr489518Kl6ISYEBwAxbt25Vu3btdOLECXusadOmmjt3rr0gDgBZycN0re1ZJfnJ3AAgo13dNdPsFABAkuSR6ubm6av5Z39kyHm+fq1qhpznQaT6R/PYY4/ZnwcGBurHH39M04SQvjqPOe+wXLSAq0mZAAAiIiLsBQBvb29NmzZNnTt3loXWCgAAAAAAPBC+Wt+S6jkB7mT37t16/vnn0+pwSAdfrItQTOytjh89X84lJyd+GwDALI0bN9Ybb7yhOnXqaN++fXr11VcpAAAAAAAAgDSVqiLA2rVrNWDAAL3zzjs6duyYJOmff/5Rs2bNVK1aNdlstnRJEg8uZE245nxzzSH2wpPe5iQDAA8hq9WqZcuW6fZR+KZOnaoNGzaoaNGiJmUGAAAAAED2Y7FYMuSRFaS4CPDZZ5+pcePGWrBggSZOnKjHH39cixcvVs2aNZUvXz799ddfWrNmTXrmivt09Ey85n8f7hDr8JyPXJyzxocUALK6o0eP6sknn1SbNm302WefOazz8PCQs7OzSZkBAAAAAIDsLsVFgGnTpmnixIkKDQ3Vl19+qdDQUM2aNUv79+/X7NmzVaZMmfTMEw+g6/gLDsshI/Or0/N+5iQDAA8RwzA0Z84cVapUSdu2bZMkvfXWWwoPD7/HngAAAAAA4EFYLBnzyApSXAQ4evSoXn75ZUlS8+bN5eLiosmTJ6tQoULplhwe3MUriQ7LY970V8FAJgMGgPR24cIFNW3aVG+88Yaio6MlScWKFdOaNWvk6+trcnYAAAAAAOBh4ZLSDa9fvy4vLy9JN8ZTcnd3V/78+dMtMaSNUxcSHJZrV/QyKRMAeHgsX75cb775psLCwuyxrl27asqUKfL2Zj4WAAAAAADSm1NWaaafAVJcBJCkTz/91H7zIjExUQsWLJC/v7/DNr1790677PDABs28bH/etpGPiZkAQPZ37do19erVS4sXL7bH8ubNq88++0xNmjQxMTMAAAAAAPCwSnERoHDhwpo7d659OV++fAoJCXHYxmKxUATIREbOveywXMA/VTUfAEAqDR8+3KEA0KJFC82ePTtJwRwAAAAAAKQv+gHckuK7widOnEjHNJDW4hMMbd5z3SH2XG2GoACA9DRy5EitWLFCUVFRmjlzptq1aycL3Q8BAAAAAICJaBqeTf1zMs5h+euJBU3KBACyr6ioKIcx/nPnzq0VK1aoQIECKly4sImZAQAAAADwcKNR3i1OZieA9BF2zWp//kQlT/nldDYxGwDIXhITEzV69GiVKFFC58+fd1j3+OOPUwAAAAAAAACZBj0Bsqlj5xLsz3P7UAAAgLRy+PBhtW/fXr/99psk6bXXXtPq1atpYQAAAAAAQCbixNd0O3oCZFOf/xhhf16soKuJmQBA9mAYhj766CNVrlzZXgBwdnbWY489JqvVeo+9AQAAAAAAzEFPgGzo59+iHZYL56MIAAAP4uzZs+rcubPWrVtnj5UsWVIhISGqUaOGiZkBAAAAAIDk0GP/lvvqCXD06FG9++67euWVV3Tp0iVJ0g8//KC///47TZND6sUnGBq/IMwhVqmku0nZAEDWt3TpUpUvX96hANCjRw/t2bOHAgAAAAAAAMj0Ul0E2LRpkypUqKCdO3fq66+/VlRUlCTpzz//1IgRI9I8QaROk36nHZYXjshP1QsA7lOPHj3Utm1bXbt2TZJUoEABrV27VjNnzlSOHDnMTQ4AAAAAANyRxZIxj6wg1UWAwYMHa+zYsVq3bp3c3Nzs8QYNGmjHjh1pmhxSJyHRkNXmGAvKy1BAAHC/GjRoYH/epk0b7d+/X88884yJGQEAAAAAAKROqucE2L9/v5YsWZIkHhgYqNDQ0DRJCvdn/5E4h+X1HwWZlAkAZA8tWrRQz549Vbt2bbVp08bsdAAAAAAAQAoxOsotqe4J4Ofnp/PnzyeJ79mzRwULFkyTpHB/rkZa7c9LBLnyQQeAVNi5c6cGDRqUJD5jxgwKAAAAAAAAIMtKdU+ANm3aaNCgQfrqq69ksVhks9m0detWDRgwQB06dEiPHJFC/y0CNKzGWNUAkBIJCQkaPXq0xo8fL5vNpsqVK+uVV14xOy0AeOisWrUqxdu+8MIL6ZgJAAAAsgMn2kfbpboIMH78ePXo0UNBQUGyWq0qW7asrFar2rZtq3fffTc9ckQKzVp+zf7cZpiXBwBkFQcOHFD79u21e/due2zRokVq06YNvakAIIM1a9YsRdtZLBZZrdZ7bwgAAABA0n0UAdzc3DR37lwNGzZMf/31l6KiolSlShWVLFkyPfJDCkVEO34RqlHOw6RMACDzs9lsmjZtmoYMGaK4uBvzqbi4uGjEiBEaPHgwBQAAMIHNZjM7BQAAAGQjfLe/JdVFgC1btuiJJ55Q4cKFVbhw4fTICakUG29Ts4FnHWJFC7iZlA0AZG6nTp1Sp06dtGHDBnusTJkyCgkJUdWqVU3MDAAAAAAAIO2lugjQoEEDFSxYUK+88oratWunsmXLpkdeSIXe7190WK5OLwAASMIwDIWEhKhXr16KiIiwx/v27avx48fL09PTxOwAALeLjo7Wpk2bdOrUKcXHxzus6927t0lZAQAAIKugH8AtqS4CnDt3Tl988YWWLl2q9957TxUrVtT//vc/vfLKKypUqFB65Ii7MAxDR84k2Jc93S0a3y3AxIwAIPNasWKFvQAQFBSkBQsWqEGDBiZnBQC43Z49e/Tcc88pJiZG0dHRyp07t0JDQ+Xl5aXAwECKAAAAAEAqOKV2B39/f/Xs2VNbt27V0aNH9fLLL2vhwoUKDg7mRkoGs9oMPdXjtEPs+ymF5MTU1wCQhMVi0Zw5cxQQEKD27dtr3759/N0CgEyqX79+atq0qa5evSpPT0/t2LFDJ0+eVNWqVfX++++bnR4AAACyACeLJUMeWUGqiwD/VbRoUQ0ePFjvvfeeKlSooE2bNqVVXkiBj1dcc1guEODChBcA8P+ioqK0Z88eh1jevHm1b98+LVq0SH5+fuYkBgC4p7179+qtt96Sk5OTnJ2dFRcXp6CgIE2aNEnvvPOO2ekBAAAAWcp9FwG2bt2q7t27K3/+/Grbtq3Kly+v1atXp2VuuIcte2MclkNG5jcpEwDIXLZs2aJKlSqpcePGCg0NdViXL18+k7ICAKSUq6urnJxufFUJDAzUqVOnJEm+vr46ffr03XYFAAAAJEkWS8Y8soJUFwGGDBmiokWLqkGDBjp16pSmTZumCxcuKCQkRM8++2x65Ig7uHTVan8+e3A+egEAeOjFxcVp8ODBevLJJ3Xs2DFdvHhR/fr1MzstAEAqValSRbt27ZIk1a1bV8OHD9fnn3+uvn37qnz58iZnBwAAAGQtqZ4YePPmzRo4cKBatWolf3//9MgJKWAYhsNyySBXkzIBgMxh//79ateunfbt22eP1a5dWyNHjjQvKQDAfRk/frwiIyMlSePGjVOHDh3UrVs3lSxZUvPmzTM5OwAAAGQFNJi+JdVFgK1bt6ZHHkil/04IXDLIlQ81gIeW1WrVlClT9O677yo+Pl7SjWEkRo8erYEDB8rZ2dnkDAEAqfXYY4/ZnwcGBurHH380MRsAAAAga0tREWDVqlVq3LixXF1dtWrVqrtu+8ILL6RJYrizmFibw3KR/PQCAPBwOn78uDp27Khff/3VHitfvrxCQkJUuXJl8xIDAAAAAACmos30LSkqAjRr1kwXLlxQYGCgmjVrdsftLBaLrFbrHdcjbazaHOWw3L9tbpMyAQDzxMfHq06dOjp79qykG3+DBgwYoDFjxsjd3d3k7AAAD6Jo0aJ37el67NixDMwGAAAAyNpSVASw2WzJPoc5Fq4Otz8PyusiD7dUz+8MAFmem5ubxo0bp06dOik4OFgLFy7Uk08+aXZaAIA00LdvX4flhIQE7dmzRz/++KMGDhxoTlIAAADIUpzoCmCX6jkBFi1apNatWydpZRkfH68vvvhCHTp0SLPkkLy4hFuTAr/XI9DETAAgY1mtVocx/jt06KDo6Gi1a9dOPj4+JmYGAEhLffr0STb+0Ucf6ffff8/gbAAAAICsLdVNyDt37qzw8PAk8cjISHXu3DlNkkLK5c3NhJcAsr/w8HB16tRJr7/+ukPcYrGoe/fuFAAA4CHRuHFjrVixwuw0AAAAkAVYLBnzyApS3RPAMIxkx+c8c+aMfH190yQp3NnZSwkOy05OWeSTBgD3aePGjerYsaNOnTol6cYE9C+++KLJWQEAzLB8+XLlzs18WAAAAEBqpLgIUKVKFVksFlksFj311FNycbm1q9Vq1fHjx/Xss8+mS5K45dNVt3pheHtSAACQfcXGxmro0KGaMmWKPZYzZ07FxsaamBUAICPc/O5xk2EYunDhgi5fvqxZs2aZmBkAAACyiuQasj+sUlwEaNasmSRp7969atSokby9ve3r3NzcFBwcrBYtWqR5gnC0aXeM/XnbRvS8AJA97dmzR+3atdOBAwfssbp162rBggUKDg42LzEAQIZ48cUXHb60OTk5KSAgQPXq1VPp0qVNzAwAAADIelJcBBgxYoQkKTg4WK1bt5aHh0e6JYXkHT4V77DcuFYOkzIBgPSRmJioiRMnauTIkUpMTJQkubu7a/z48erbt6+cnFI9lQ0AIAsaOXKk2SncU5FGTc1OAQAkSduPhpmdAgBIkuo/ksfsFBxwB+GWVM8J0LFjx/TIAymwanOkw7KvN5MCA8g+rly5oiZNmmjHjh32WOXKlRUSEqLy5cubmBkAIKM5Ozvr/PnzCgwMdIiHhYUpMDBQVqvVpMwAAACQVTAc0C0pKgLkzp1bhw8flr+/v3LlynXXN/DKlStplhwcbd9/3f68Wws/8xIBgHTg5+dnH2rOyclJgwcP1ogRI+Tm5mZyZgCAjGYYRrLxuLg4/i4AAAAAqZSiIsCHH36onDlz2p9TRTHH1Uib/Xmtip4mZgIAac/JyUnz5s1T8+bNNW3aNNWqVcvslAAAGWz69OmSbrTa+vTTTx3mIbNardq8eTNzAgAAACBFnLiFbZeiIsB/hwDq1KlTeuWCu7gQluiwnC9PqkdyAoBM5auvvlJgYKDq1q1rjwUFBem3336j2AwAD6kPP/xQ0o2eALNnz5az863hL93c3BQcHKzZs2eblR4AAACQJaX6TvLu3bvl6uqqChUqSJJWrlyp+fPnq2zZsho5ciTdc9PJB587DrPkTCkLQBZ19epV9ezZU0uWLFFQUJD2798vX19f+3oKAADw8Dp+/LgkqX79+vr666+VK1cukzMCAABAVsXt01tSPUnyG2+8ocOHD0uSjh07ptatW8vLy0tfffWV3n777TRPEDf88U+s/flrL/jeZUsAyLx+/vlnVahQQUuWLJEknT59Wp9//rnJWQEAMpsNGzZQAAAAAADSSKqLAIcPH1blypUl3RjKoW7dulqyZIkWLFigFStWpHV++H/5/W912njlGR8TMwGA1IuJiVHv3r319NNP6+zZs5IkX19fLV68WN26dTM5OwBAZtOiRQtNnDgxSXzSpEl6+eWXTcgIAAAAWY3FYsmQR1aQ6iKAYRiy2W5MUPvzzz/rueeek3RjHOfQ0NC0zQ5J5PCwyIm+LACykF27dunRRx/VjBkz7LGnnnpK+/fv1//+978s8wcTAJBxNm/ebP+e8V+NGzfW5s2bTcgIAAAAyLpSXQR47LHHNHbsWIWEhGjTpk1q0qSJpBvjd+bNmzfNE4QjVxdulgHIGhISEjRy5EjVrFlThw4dkiR5eHho+vTp+umnnxQUFGRyhgCAzCoqKirZucZcXV0VERFhQkYAAADIapwsGfPIClJdBJg6dap2796tnj17aujQoSpRooQkafny5apVq1aaJ4gbzocmmp0CAKTK6dOnNXnyZFmtVkk3ish79uxRr1695OSU6j8/AICHSIUKFbRs2bIk8S+++EJly5Y1ISMAAAAg63K59yaOKlasqP379yeJT548Wc7OzmmSFBwlWg37c+Mu2wFAZlKsWDFNnjxZvXv31rvvvquhQ4fK1dXV7LQAAFnAsGHD1Lx5cx09elQNGjSQJK1fv15LlizR8uXLTc4OAAAAWQGjD9+S6iLATX/88YcOHjwoSSpbtqweffTRNEsKjv78N87+PDzKZmImAHBnZ86cUe7cueXl5WWPdevWTfXq1aPVJgAgVZo2bapvv/1W48eP1/Lly+Xp6alKlSrpl19+Ue7cuc1ODwAAAMhSUl0EuHTpklq3bq1NmzbJz89PknTt2jXVr19fX3zxhQICAtI6x4debPytG//liiUdGxUAzGQYhpYsWaIePXqoQ4cOmj59un2dxWKhAAAAuC9NmjSxzz8WERGhpUuXasCAAfrjjz/sQ80BAAAAd+JEVwC7VA/K3KtXL0VFRenvv//WlStXdOXKFf3111+KiIhQ79690yPHh57tP43/a5b3NC8RALhNWFiYWrdurXbt2ik8PFwzZszQ+vXrzU4LAJBNbN68WR07dlSBAv/X3p2Hx3T+bxy/J3siETREQoh9aYKSUnuRWtpqUaX2raqU2lvU7kvQUm2pXWMtpaVaW1FpUbXHLmovtatEgmwzvz/6MzoVKprkZOL9cp3rmnnOc865Zxwxmc95nuOvCRMmqHbt2vr111+NjgUAAADYlVSPBFi7dq02bNigUqVKWdtKly6tKVOmqG7dumkaDn+Zuyra6AgAcJ81a9aoY8eOunjxorWtVatWTA8HAPhPLl68qPDwcM2ePVsxMTFq1qyZ4uPjtWLFCkaXAQAA4JGl+ur3LCzV74XZbE7xxo7Ozs4ym5mvPq0lmy06eT7R+rygPzfVBGCs2NhYvf3223rxxRetBYBcuXLpq6++0oIFC5QzZ06DEwIA7FXDhg1VokQJ7d+/X5MmTdIff/yhzz77zOhYAAAAgF1L9UiA2rVrq2fPnvryyy/l7+8vSTp//rx69+6tOnXqpHnAJ93pPxJtnjMdEAAjbdu2TW3atNGJEyesbQ0aNNCsWbOs/ycAAPC41qxZo3fffVddu3ZVsWLFjI4DAAAAO8YtAe5J9UiAyZMnKyYmRoGBgSpSpIiKFCmiQoUKKSYmhqt00oHZcu+xn4+THBw4ewEY4+eff1a1atWsBQAPDw9NmzZNq1atogAAAEgTW7Zs0c2bN1WhQgVVqlRJkydP1tWrV42OBQAAANi1VI8ECAgI0J49e7Rx40YdOXJEklSqVCmFhoameThI32+JtT5+tpSbgUkAPOmqVq2qypUra+vWrapcubLmzZunokWLGh0LAJCFPPfcc3ruuec0adIkLVmyRHPmzFGfPn1kNpu1fv16BQQEyMvLy+iYAAAAsAMODAWwSlURYMmSJVq5cqUSEhJUp04d9ejRI71yQZLFYtF3m+8VAW7EJhuYBsCTztHRUXPnztXSpUvVr18/OTmluo4MAMAjyZYtmzp27KiOHTsqKipKs2fP1tixYzVgwAC98MILWrlypdERAQAAALvxyNMBTZ06VS1atNCuXbv022+/6Z133lH//v3TM9sTr/F7522et3vJ26AkAJ40Z86cUWhoqH799Veb9iJFimjAgAEUAAAAGaZEiRIaP368zp07py+//NLoOAAAALATJlPGLPbgkYsAkydP1rBhwxQVFaXIyEjNnTtXn3/+eXpme+LFxJltngf6ORuUBMCTwmKxKDw8XMH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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:29:17,007 INFO: === Dataset: l ===\n", "2024-12-22 11:29:27,908 INFO:Total samples: 16634\n", "Evaluating CaiT on l: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 65/65 [00:36<00:00, 1.78it/s]\n", "2024-12-22 11:30:05,011 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": [ "2024-12-22 11:30:05,130 INFO:Model CaiT evaluation completed in 211.59 seconds.\n", "2024-12-22 11:30:05,130 INFO:\n", "=== Evaluating DeiT on Test Datasets ===\n", "/tmp/ipykernel_1215053/669465779.py:358: 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", "2024-12-22 11:30:05,447 INFO:Loaded model weights from DeiT_best.pth\n", "2024-12-22 11:30:05,447 INFO: === Dataset: a ===\n", "2024-12-22 11:30:06,006 INFO:Total samples: 904\n", "Evaluating DeiT on a: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.67it/s]\n", "2024-12-22 11:30:08,880 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": [ "2024-12-22 11:30:08,999 INFO: === Dataset: b ===\n", "2024-12-22 11:30:10,954 INFO:Total samples: 3181\n", "Evaluating DeiT on b: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:06<00:00, 1.94it/s]\n", "2024-12-22 11:30:18,135 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:30:18,256 INFO: === Dataset: c ===\n", "2024-12-22 11:30:20,207 INFO:Total samples: 3181\n", "Evaluating DeiT on c: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:06<00:00, 1.95it/s]\n", "2024-12-22 11:30:27,344 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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AAHAbtzYDZqkdpMXOnTvVpUsX7dy50xx7+OGHVaZMGQtTAQAAADkQPQFMFAEAAEC2siXqsJZu32H3Bf7dOn/liiSpgLe3agcE3PPzIftKTEzUxIkTNWzYMCUkJEiS3NzcNHbsWP3vf/+Tq6urxQkBAAAA5FQUAQAAQLaydPsOnYiNTdfnZCkg3ElUVJSCgoK0YcMGcywwMFCRkZGqWrWqhckAAACAHIyeACaKAAAAINvYEnXYLADYbDbl9/K65+f0dHNjKSDc1u+//66HH35YFy9elHTj9+7111/X6NGj5eHhYXE6AAAAAKAIAAAAspFbG/kWyZdP49u1tSwLcobKlSuratWq2rhxowICAjR//nw1bNjQ6lgAAAAA6AlgYk4EAADINmjki8zm6uqqefPmqVevXtq5cycFAAAAAABZDjMBAABAluZIo18a+SIjxcbGqn///urRo4fq1atnjpcpU0bTp0+3MBkAAACAFOgJYKIIAAAAsrS7afRLI1+ktzVr1qhbt246evSoNmzYoB07dih37txWxwIAAACA/0QRAAAAZDhHrub/t+Sr+9Pa6JdGvkhPV69e1ZAhQ/Tee++ZYydPntTvv/+u+vXrW5gMAAAAwB3RE8BEEQAAAGS4u7ma/99o9IvMtm3bNnXp0kW7d+82xx555BHNnTtXJUuWtDAZAAAAAKQdRQAAAJDhkmcApPVq/n/j6n5kpuvXr+vtt9/WyJEjdf36dUmSh4eHxo8fr379+snFhbVFAQAAgCyPngAmigAAAGRD97L8TkZIXtInv5eX3mv/nMVpgNs7ePCgOnfurM2bN5tj1atXV2RkpCpVqmRhMgAAAAC4OxQBAADIhtJj+Z2MQMNeZHVXrlzRtm3bJEkuLi4KDQ3V8OHD5e7ubnEyAAAAAA5hJoCJIgAAAFlIel3B72gz3czAkj5wBpUrV9a4ceP04Ycfav78+apXr57VkQAAAADgnlAEAAAgC0nvK/hppgvc2TfffKMWLVrIw8PDHBswYIB69eql3LlzW5gMAAAAwD2x2axOkGVQBAAAIAu51wa6t+LKe+D2zp07p969e+vTTz/VoEGD9NZbb5mPubq6UgAAAAAAnB3LAZkoAgAAspWs1hDXUTTQBTLeqlWrFBwcrGPHjkmS3nnnHXXt2lUVKlSwOBkAAAAApD+KAACAbCWrNsR1FA10gfR3+fJlDRo0SFOnTjXH8ufPr2nTpql8+fIWJgMAAACQ7lgOyEQRAADg1P595X9WbIjrKJbxAdLf1q1b1blzZ+3fv98ca9GihSIiInT//fdbmAwAAAAAMhZFAACAU7vdlf80xAUgSdeuXdO4ceM0duxYJSYmSpK8vLz0zjvv6NVXX5WLC+uEAgAAANkSPQFMFAEAAE4ttUa6XEkPINnMmTM1atQo837t2rUVGRmpBx980MJUAAAAAJB5KAIAAEzO2FSXRroA7qRHjx6KiIjQ77//rmHDhmnIkCFyo+cGAAAAkP3RE8BEEQAAYHLmpro00gUgSVeuXJHXLf1A3Nzc9Mknn+jChQuqXbu2hckAAAAAwBoUAQAgh0rtqn9nbarL8j8ADMPQJ598opCQEH3//feqVq2a+Vj58uWtCwYAAADAEjZmApgoAgBADnWnq/5pqgvAmZw5c0avvPKKFi9eLEnq3Lmzfv31V3l6elqcDAAAAACsRxEAAHKo1BrqSlxVD8C5rFixQi+99JKio6PNserVq+vatWsUAQAAAIAcjJkAN1EEAAAnkBENe2moC8CZXbx4UQMHDtSHH35ojvn6+urDDz/Us88+a2EyAAAAAMhaKAIAgBPIyIa9NNQF4Gw2bdqkLl266ODBg+ZYq1atNHv2bBUtWtTCZAAAAACyDCYCmCgCAEAGSq8r+DOqYS9L/wBwNlOnTlW/fv2UlJQkSfL29lZ4eLh69OjBdF8AAAAASAVFAADIQOl9BT8NewHkdHXr1jW/7K9Xr57mz5+vsmXLWpwKAAAAQFbDRUI3UQQAgAx0u+a7d4Or9gFAql27tkaPHi1JeuONN5QrF6ezAAAAAHAnfGoCkGVkRPNbq9F8FwDu3uHDhxUeHq7w8HC7L/uHDBliYSoAAAAAzoCZADdRBACQZWRk81ur0XwXANLOMAzNnTtX/fr104ULF1SoUCENGzbM6lgAAAAA4JQoAgCw1K1X/2dU81ursYwPAKTdqVOn1KNHD3311Vfm2Pz58/X666/L09PTwmQAAAAAnAkzAW6iCADAUqld/U/zWwDImZYtW6bu3bvr1KlT5lhwcLAmTZpEAQAAAAAA7hJFAACW+nfjXK6aB4CcJy4uTgMGDFBERIQ5VqhQIc2cOVNt27a1LhgAAAAAp8VMgJsoAgDIVP9u/kvjXADI2davX6+uXbvq8OHD5tiTTz6pWbNmqXDhwtYFAwAAAIBsgiIAgEx1u+a/NM4FgJzpq6++MgsAefLk0eTJkxUcHMxVOwAAAADuDR8pTBQBAGSqfy//I9E4FwBysnHjxmnlypW67777NG/ePJUqVcrqSAAAAACQrVAEAPCf/r2Ez71g+R8AyLkSExO1fft21apVyxzz9PTUqlWr5OfnJ1dXVwvTAQAAAMhOmF18E0UAAP/pdkv43AuW/wGAnOXgwYMKCgrStm3btG3bNlWoUMF8rFixYhYmAwAAAIDsjSIAkEM5cnV/8tX7ty7hcy9Y/gcAcg7DMDRr1iyFhITo0qVLkqRu3bpp8+bNXJkDAAAAIMPweeMmigBADnU3V/cXyZdP49u1zZhAAIBsJzo6Wi+//LKWL19ujpUuXVrh4eGckAMAAABAJqEIAORQqTXovROu3gcAOGLJkiXq2bOnzpw5Y4716NFDEydOVJ48eSxMBgAAACAn4MKjmygCADlAakv/0KAXAJARzp8/r9dee02RkZHmmJ+fn2bPnq3WrVtbmAwAAAAAciaKAEAOcKelf2jQCwBIT23bttW6devM+88884xmzJihggULWpgKAAAAQE7DTICbXKwOACBjbYk6bBYAbDabCnh7m7eiPj4s8QMASFdjxoyRzWZTvnz5NH/+fC1atIgCAAAAAABYiJkAQDa3dPsO82ca+wIA0ltSUpJcXG5eV9KwYUPNmjVLLVq0UIkSJSxMBgAAACBHYyKAiZkAQDZ3ax8ArvoHAKSX69eva/To0XrssceUlJRk99hLL71EAQAAAAAAsghmAgBOJLUGv/8luQFwAW9v1Q4IyKBkAICcZP/+/erSpYu2bNkiSZo0aZJCQkIsTgUAAAAAN9ET4CaKAIATuVOD3/9CA2AAwL0yDEPTp0/X66+/riv/X2R2dXU1fwYAAAAAZD0UAYBMdDdX8t8q+ap+m82m/F5ead7P082NpYAAAPfk2LFjevHFF/X999+bYw888IDmz5+vunXrWpgMAAAAAFJiJsBNFAGATHQvV/Lfiga/AIDM9Nlnn+nVV1/VuXPnzLHevXvrnXfekbe3t4XJAAAAAAD/hSIAkImSZwA4eiX/rbiqHwCQWRITE9W5c2d99tln5lixYsU0Z84cPfrooxYmAwAAAIA7YybATRQBgHSQ1mV+kpfzye/lpffaP5cZ0QAAuGuurq7Kly+feb9Dhw6aNm2afH19LUwFAAAAAHAERQAgHTi6zA9NegEAzmLixInavn27QkJC1KFDB6vjAAAAAEDaMBHARBEAuAfJMwCi4+IkpW2ZH5bzAQBkVZs3b9Y///yjZ5991hzLkyePfvnlF6bSwqlt27ZNbm5uCgwMlCR99dVXmjNnjipWrKiRI0fK3d3d4oQAAABAxqEIANyDf88AoGEvAMAZXbt2TaNHj1ZYWJi8vb1Vo0YNlS5d2nycAgCcXc+ePTV48GAFBgbq0KFD6tChg55++mktWrRIly9f1qRJk6yOCAAAgHTG55ibXKwOADizWxv9FvXx4Qp/AIDT2b17tx566CGNHTtWSUlJunjxosLDw62OBaSr/fv3q1q1apKkRYsWqVGjRlqwYIHmzp2rJUuWWBsOAAAAOcq0adMUEBAgT09P1a1bV1u2bLntto888ohsNluKW+vWrR06JjMBgP9wp6a/tzb6ZQYAAMCZJCUl6f3339fgwYMVHx8vScqVK5dGjBihwYMHW5wOSF+GYSgpKUmS9MMPP+iJJ56QJPn7+ysmJsbKaAAAAMggWXEmwMKFCxUSEqIZM2aobt26mjRpklq2bKl9+/apcOHCKbb/4osvlJCQYN4/c+aMqlatqueee86h41IEAP5DWpr+0ugXAOBMjh49qm7dumnNmjXmWIUKFRQZGamaNWtamAzIGLVq1dLYsWPVvHlzrVu3Th988IEkKSoqSn5+fhanAwAAQE4RHh6u7t27Kzg4WJI0Y8YMLV++XBEREalejOXr62t3/7PPPpO3tzdFAOBepHbVf/LV/rdr+kujXwCAszAMQ5GRkerbt6/i/r+pvST1799fYWFh8vqP5vaAs5o0aZJeeOEFffnllxo6dKjKli0rSVq8eLHq169vcToAAABkhMyaCRAfH2/Ork7m4eEhDw8Pu7GEhAT99ttvCg0NNcdcXFzUvHlzbdq0KU3Hmj17tjp06KDcuXM7lJEiAHCLO131T9NfAICzu3jxokJDQ80CgL+/v+bOnaumTZtanAzIWFWqVNGuXbtSjE+YMEGurq4WJAIAAEB2MX78eI0aNcpubMSIERo5cqTdWExMjBITE1PMRPXz89PevXv/8zhbtmzRH3/8odmzZzuckSIAcItbG/3eetU/V/sDALKDvHnzKiIiQo899piCgoI0efJk5c+f3+pYQKZJSEjQqVOnzP4AyUqUKGFRIgAAAGSUzJoJEBoaqpCQELuxf88CSA+zZ89WYGCg6tSp4/C+FAGQo/17+Z9bG/2+196xtbUAAMhqLly4oKtXr6pQoULmWMuWLbV9+3ZVq1bNumBAJtu/f79eeukl/fzzz3bjhmHIZrMpMTHRomQAAABwdqkt/ZOaggULytXVVSdPnrQbP3nypIoUKXLHfS9duqTPPvtMo0ePvquMFAGQo91u+R8a/QIAnN2GDRsUFBSk8uXLa/ny5XZXwVAAQE4THBysXLly6ZtvvlHRokUz7aowAAAAWCiLnfK5u7urZs2aWr16tdq2bStJSkpK0urVq9WnT5877rto0SLFx8erc+fOd3VsigDI0VJb/oelfwAAziw+Pl4jRozQO++8I8MwFBUVpVmzZqlHjx5WRwMss2PHDv32228qX7681VEAAACQg4WEhKhr166qVauW6tSpo0mTJunSpUsKDg6WJAUFBal48eIaP3683X6zZ89W27Ztdd99993VcSkCAGL5HwBA9rBr1y517txZO3fuNMcaNGig5s2bW5gKsF7FihUVExNjdQwAAABkoqw4+7N9+/Y6ffq0hg8frujoaFWrVk0rV640mwUfPXpULi4udvvs27dPGzZs0Pfff3/Xx3X5700y1rRp0xQQECBPT0/VrVtXW7ZsueP2kyZN0oMPPigvLy/5+/trwIABunr1aialBQAAyHoSExM1YcIE1apVyywAuLm56a233tK6detUunRpixMC1nr77bf1xhtvaO3atTpz5ozi4uLsbgAAAEBm6dOnj44cOaL4+Hj98ssvqlu3rvnY2rVrNXfuXLvtH3zwQRmGoRYtWtz1MS2dCbBw4UKFhIRoxowZqlu3riZNmqSWLVtq3759Kly4cIrtFyxYoMGDBysiIkL169fX/v371a1bN9lsNoWHh1vwCuDMtkQd1rnLl62OAQDAPYmKilLXrl31008/mWOBgYGKjIxU1apVLUwGZB3Js2GaNWtmN05jYAAAgOwrK84EsIqlRYDw8HB1797dXPNoxowZWr58uSIiIjR48OAU2//8889q0KCBOnXqJEkKCAhQx44d9csvv2RqbmQPS7fvMH+mETAAwBkdPXpUVapU0cWLFyXdOMkdOHCgxowZIw8PD4vTAVnHmjVrrI4AAAAAWMayIkBCQoJ+++03hYaGmmMuLi5q3ry5Nm3alOo+9evX18cff6wtW7aoTp06OnTokFasWKEuXbpkVmxkE1uiDutEbKx5n0bAAABnVKJECT311FP65JNPFBAQoPnz56thw4ZWxwKynMaNG1sdAQAAAJmMmQA3WVYEiImJUWJiotn0IJmfn5/27t2b6j6dOnVSTEyMHn74YRmGoevXr+uVV17RkCFDbnuc+Ph4xcfHm/dZ8xOS/SyAoj4+qh0QYFkWAADuxdSpU1WkSBGNGDFCefPmtToOkGX99NNP+vDDD3Xo0CEtWrRIxYsXV2RkpEqVKqWHH37Y6ngAAABAhrG8MbAj1q5dq7CwME2fPl3btm3TF198oeXLl2vMmDG33Wf8+PHy8fExb/7+/pmYGFnV1WvXzJ+ZBQAAcAaxsbHq1q2bPvvsM7vx/Pnz691336UAANzBkiVL1LJlS3l5eWnbtm3mRUKxsbEKCwuzOB0AAAAyhC2Tbk7AspkABQsWlKurq06ePGk3fvLkSRUpUiTVfYYNG6YuXbro5ZdflnSj6d2lS5fUo0cPDR06VC4uKWsaoaGhCgkJMe/HxcVRCMjGtkQd1tLtO+y+5E/N+StXJEkFvL2ZBQAAyPLWrl2rrl276ujRo/rqq6/UsGFDFS9e3OpYgNMYO3asZsyYoaCgILtCWoMGDTR27FgLkwEAAAAZz7KZAO7u7qpZs6ZWr15tjiUlJWn16tWqV69eqvtcvnw5xRf9rq6ukiTDMFLdx8PDQ/ny5bO7Iftaun2HTsTG6tzly3e8Jf++0BAYAJCVXb16Vf/73//UpEkTHT16VJKUmJioP//80+JkgHPZt2+fGjVqlGLcx8dH58+fz/xAAAAAyHA2my1Tbs7AspkAkhQSEqKuXbuqVq1aqlOnjiZNmqRLly4pODhYkhQUFKTixYtr/PjxkqQ2bdooPDxc1atXV926dXXgwAENGzZMbdq0MYsByNmSZwDYbDbl9/K647aebm4sBQQAyLK2b9+uzp07a/fu3ebYI488orlz56pkyZIWJgOcT5EiRXTgwAEF/GsG6IYNG1S6dGlrQgEAAACZxNIiQPv27XX69GkNHz5c0dHRqlatmlauXGk2Cz569Kjdlf9vvvmmbDab3nzzTR07dkyFChVSmzZtNG7cOKteArKI5GWAkpf5ye/lpffaP2dxKgAAHHf9+nW9/fbbGjlypK5fvy7pxszGsLAw9e/fP9XlDwHcWffu3dWvXz9FRETIZrPp+PHj2rRpkwYOHKhhw4ZZHQ8AAAAZwFmu0s8MlhYBJKlPnz7q06dPqo+tXbvW7n6uXLk0YsQIjRgxIhOSwZkkLwOUjGV+AADO6MiRI+rYsaM2bdpkjlWrVk0ff/yxKlWqZGEywLkNHjxYSUlJatasmS5fvqxGjRrJw8NDAwcOVN++fa2Oh2yiZ7uHNOCFhvLzzaNdB6IVEv61ft3zz2237/N8fXV/uq78i+TXmfOXtHTNHxo243vFJ9woADeoFqABnRqqxoPFVbRQPj0/OFJfr9+TWS8HgBNb9Nkn+nhehM6ciVG5B8pr4KChqhRYJdVtDx74SzM/mKK9u//UiRPHNWDgYHXs3NVum0uXLunDaZO1ds0POnf2rB54sIL+98YQVawcmBkvB0A64FIyOK0tUYcV+sWXGrBwkaLj4iTdqPAV9fFhmR8AgFPy9PTUX3/9JUlycXHR0KFD9csvv1AAAO6RzWbT0KFDdfbsWf3xxx/avHmzTp8+rREjRuj48eNWx0M28GyzQL392uMaF7Fa9YKnaeeBE1r2XrAKFcid6vbtW1TVmF4tFRbxo6p1fE+vjP9CzzarotGvPGpuk9vTXbsORKv/xGWZ9TIAZAOrvluhSRPf1ss9e2v+p0tU7oEH9dqr3XX27JlUt4+/elXFi/urd78Q3VewYKrbjBv1pn7Z/LNGjn1bCxZ9pbr1Gqj3Ky/q1MmTGflSgHtGT4CbKALAad3aBDi50W+RfPk0vl1b1f7Xeq8AADgDPz8/zZw5U2XLltWGDRs0duxYubu7Wx0LyDbc3d1VsWJF1alTR3ny5NGff/4pf39/q2MhG3itw8Oas2yrIpdv097Dp9T3na90JT5BXZ+omer2DwWW0KZdR7Vw1e86Gn1eq7cc0Oc//K5aFe43t/l+836NmrlKy9bvTvU5ACA1CyLnqW2759SmbTuVLlNWg98cKU9PT3395Repbl+xcqBeC3ldjz7WWu5uKc87r169qjWrV6lv/4GqUbO2/EuUVI9efeTvX0JLFn2a0S8HuCcUAW6iCACndWsT4ALe3swAAAA4nSVLligmJsZu7Omnn9Yff/yhevXqWZQKAOAIt1yuqv5gMf346wFzzDAM/bj1oOpULpHqPpt3HVX1B4uZX/oHFCuglvUe1MpN+zIlM4Ds6dq1BO3d86dq1715Huni4qLadetp184dd/WciYmJSkxMlLuHh924h4enft++7V7iAshElvcEAO4VTYABAM7m3Llz6t27tz799FM9++yz+vzzz+2uIPH414csAEDWVTC/t3LlctWpsxftxk+dvagHSxZKdZ+Fq37Xffm9tXpGD9lsNrnlctXML37RhPnrMiMygGzq/LnzSkxMlO9999mN+953n44cjrqr58ydO7cCq1RTxMwPVKpUGfned5++X7lcu3bu0P3+qRc6gSzDOS7SzxTMBAAAAMhEq1atUmBgoD799Mb06cWLF2v9+vUWpwJwJ/Hx8YqLi7O7GUnXrY4FJ9aweim9HvSI+r27TPW6TVX7wR+rVf0HNbhbE6ujAUAKo8a9LUOGWj/aWA/XqaqFCz7Wo4+1losLXysCzoKZAHBKW6IO69zly1bHAAAgzS5fvqxBgwZp6tSp5lj+/Pk1bdo0NWrUyMJkQPa1c+fOOz6+b1/all4ZP368Ro0aZTfmev/DcvNveNfZkH3EnL+s69cTVdg3j914Yd88ij57IdV9RnRvoU9Xbtfcr3+VJP156KS8vdw1bVBbvT1vrdnzDAAckb9Afrm6uursGfsmwGfPnLlt09+0uN+/hD6cHakrVy7r0sWLKliosIa8MUDFi9//3zsDFnKW9fozA0UAOKWl23eYP3u6uVkXBACANNi6dau6dOli94Vj8+bNNWfOHN1/Px+egIxSrVo12Wy2VL9QTR5Py4fD0NBQhYSE2I0VfnRsuuWEc7t2PVHb9x1Xk5pl9fX6PZJu/H41qVVGM5ZsSnUfL083Jf3r9zIpKen/95WoAQC4G25u7ipfoZK2btmsR5o2l3Tjvy2/btms5zq8cM/P7+XlLS8vb8XFxWrzzxvVt//Ae35OAJmDIgCcUnJTYEk0AwYAZFnXrl3TuHHjNHbsWCUmJkqSPD099c4776h3795MoQYyWFTU3a1//G8eHh4penXYXPgohZve/2yDZr35rH7b+49+3f2P+rRvIG9Pd83/5kbTzI+GPavjp+M0fMb3kqQVG/fqtQ4N9Pv+E9ry598qc/99Gt69hVZs2KukpBsVgNxe7ipz/811vQOK+qpKuaI6F3dZf5+MzfwXCcApdOrSVaOGhapCxcqqVDlQn30yX1euXNETTz0tSRrx5iAVLuyn3q/dKG5fu5agqIMHb/x8/ZpOnzql/Xv3yMvbW/4lSkqSNv28QTIMlQgopX+OHtH7772rgFKl1Ob/nxPIqpgJcBNnrnBqBby9VTsgwOoYAACk6ptvvrFbQqR27dqaP3++ypcvb2EqIOcoWbKk1RGQQyxevUsF8+fW8O7N5eebVzv/OqGnQubo1LkbzYL9/fKbX+5L0ltz18gwDI3o0ULFCuVTzLlLWr5xr0Z++L25TY3yxfX9tO7m/Xf6tZYkRS7/TT3GLcmkVwbA2bRo+bjOnTunmR+8rzMxMXrgwQqaPH2m7rvvxnJAJ0+ckIvt5oUop0+dVucO7cz7H8+P0MfzI1SjZm3NmD1fknTxwgVNn/KeTp2MVj4fHzVt9qh69emvXKzMADgNm5HDFhuMi4uTj4+PYmNjlS9fPqvj4C4NWLhI5y5fVgFvb73X/jmr4wAAkCrDMNSuXTt9/fXXGjZsmIYMGSI3PiwhG3OGc+3AwECtWLFC/v7+9/Q8XvWHpFMiALg30atZngxA1uDjlbVmOpcd+G2mHOfAu60y5Tj3gpkAcBpbog5r6fYdunrtms5fuWJ1HAAAUjh//rzy589v3rfZbJo5c6YOHz6s2rVrWxcMgOnw4cO6dsvSkgAAAEB2l7XKM8AdLN2+QydiY3Xu8mWzuRtNgQEAWYFhGPr4448VEBCgr7/+2u6xQoUKUQAAAAAAgExms9ky5eYMKALAaSQ3A7bZbCrg7a2iPj40BQYAWO7MmTN6/vnn1aVLF8XGxurll1/W6dOnrY4F4DYaNmwoLy8vq2MAAAAAmYblgGCZW5f3SYvkJYDye3nRBwAAkCV8++23evHFFxUdHW2OtWjRgnX/gSxsxYoVVkcAAABAJnCSi/QzBUUAWCZ5eR9HsQQQAMBqFy9e1MCBA/Xhhx+aY76+vpoxY4aee45CNZAV/fXXX1qzZo1OnTqlpKQku8eGDx9uUSoAAAAg41EEQKZLngEQHRcn6cbyPvnTOCXb082NJYAAAJbatGmTunTpooMHD5pjrVq10uzZs1W0aFELkwG4nVmzZqlXr14qWLCgihQpYrd2q81mowgAAACQDTnLev2ZgSIAMt2/ZwAUyZdP49u1tS4QAABpNH/+fAUHB5tXEXt7eys8PFw9evTgBBPIwsaOHatx48Zp0KBBVkcBAAAAMh1FAGS6Wxv8FsmXjyv7AQBOo0mTJsqbN69iY2NVr149zZ8/X2XLlrU6FoD/cO7cOZbqAgAAyGG4TusmigBId//V8PfWBr/MAAAAOBN/f39Nnz5dhw8f1htvvKFcuTiVApzBc889p++//16vvPKK1VEAAACATMcnV6S7tDb8pcEvACArO3z4sIYOHarp06fLx8fHHO/UqZOFqQDcjbJly2rYsGHavHmzAgMD5fav89DXXnvNomQAAADIKC4uTAVIRhEA9+zfV/4nX+l/p4a/NPgFAGRVhmFo7ty56tevny5cuCA3NzfNnTvX6lgA7sHMmTOVJ08erVu3TuvWrbN7zGazUQQAAABAtkYRAPfsdlf+0/AXAOBsTp06pR49euirr74yx9auXauzZ8/K19fXwmQA7kVUVJTVEQAAAJDJ6Alwk4vVAeD8bm30W8DbWwW8vVXUx4cr/QEATmXZsmUKDAy0KwB069ZNO3fupAAAZCOGYcgwDKtjAAAAAJmGmQBw2O2W/8nv5aX32j9nZTQAABwWFxenAQMGKCIiwhwrWLCgZs2apbZt21oXDEC6mj9/viZMmKC//vpLkvTAAw/o9ddfV5cuXSxOBgAAgIxgYyqAiSIAHHa75X9o9AsAcDY//fSTgoKCdPjwYXOsTZs2mjVrlvz8/KwLBiBdhYeHa9iwYerTp48aNGggSdqwYYNeeeUVxcTEaMCAARYnBAAAADIORQDc0b+v+pdSb/xLo18AgDPauXOnWQDIkyePJk+erODgYK4YAbKZKVOm6IMPPlBQUJA59uSTT6pSpUoaOXIkRQAAAIBsiI91N1EEwB3d7qp/ica/AADn9+qrr2rZsmW6cuWK5s2bp1KlSlkdCUAGOHHihOrXr59ivH79+jpx4oQFiQAAAIDMQ2Ng3FFqTX9p/AsAcEaJiYlatWqV3ZjNZtPChQu1Zs0aCgBANla2bFl9/vnnKcYXLlyocuXKWZAIAAAAGc1ms2XKzRkwEwCmOy39Q9NfAIAzO3jwoIKCgvTzzz9r1apVat68uflY/vz5rQsGIFOMGjVK7du31/r1682eABs3btTq1atTLQ4AAAAA2QlFAJjutPQPTX8BAM7IMAzNmjVLISEhunTpkiTp5Zdf1v79++Xu7m5xOgCZ5ZlnntEvv/yi8PBwffnll5KkChUqaMuWLapevbq14QAAAJAhnOUq/cxAEQCmW5f+SW74K9H0FwDgnE6cOKGXX35ZK1asMMdKly6t+fPnUwAAcqCaNWvqk08+sToGAAAAkOkoAiAFlv4BADi7xYsX65VXXtGZM2fMse7du2vixInKmzevhckAZCYXF5f/vALMZrPp+vXrmZQIAAAAmYWJADdRBAAAANnG+fPn1bdvX3388cfmmJ+fnz766CM98cQTFiYDYIWlS5fe9rFNmzbp/fffV1JSUiYmAgAAADIfRQCYDYGTmwADAOCsunfvrsWLF5v327VrpxkzZqhQoUIWpgJglaeeeirF2L59+zR48GB9/fXXeuGFFzR69GgLkgEAACCj0RPgJherA8B6yQ2BDcOQRBNgAIDzGj9+vLy9vZUvXz7Nnz9fixcvpgAAQJJ0/Phxde/eXYGBgbp+/bp27NihefPmqWTJklZHAwAAADIUMwFg1xC4SL58NAEGADiNhIQEuya/ZcuW1cKFC1WlShWVKFHCwmQAsorY2FiFhYVpypQpqlatmlavXq2GDRtaHQsAAAAZjIkANzETIIfbEnVY5y5flnSjIfD4dm1VOyDA2lAAAPyH69eva/To0apRo4Yu//+/Y8meeOIJCgAAJEnvvPOOSpcurW+++Uaffvqpfv75ZwoAAAAAyHGYCZDDLd2+w/yZZYAAAM5g3759CgoK0pYtWyRJb7zxhqZOnWpxKgBZ0eDBg+Xl5aWyZctq3rx5mjdvXqrbffHFF5mcDAAAABmNngA3UQTIgZIbAV+9ds2uGTDLAAEAsjLDMDR9+nS9/vrruvL//365urrqvvvuk2EYnOABSCEoKIj/NgAAACDHowiQAyU3Ar5VUR8flgECAGRZx44dU3BwsFatWmWOPfDAA5o/f77q1q1rYTIAWdncuXOtjgAAAACLcC3ITfQEyIFubQRcwNtbRX18mAUAAMiyPv30U1WuXNmuANC7d29t376dAgAAAAAAAP+BmQA5WH4vL73X/jmrYwAAkCrDMNStWzfNnz/fHCtWrJjmzJmjRx991MJkAAAAAICsjmUhb2ImAAAAyJJsNpsqVqxo3u/QoYN27dpFAQAAAAAAAAcwEyCH2RJ1WOcuX7Y6BgAAaTJw4ED9/PPP6tixozp06GB1HAAAAACAk2AiwE0UAXKYpdt3mD97urlZFwQAgH/ZvHmztm7dqr59+5pjrq6u+uqrryxMBQAAAACAc6MIkMMkNwWWRDNgAECWkJCQoDFjxigsLEySVLNmTdWvX9/iVAAAAAAAZ0ZPgJsoAuQQW6IOa+n2HTp/5YokqYC3t2oHBFgbCgCQ4+3evVtdunTRtm3bzLGpU6dSBAAAAAAAIJ3QGDiHWLp9h07ExsowDEksBQQAsFZSUpImTZqkGjVqmAWAXLlyacyYMZo/f77F6QAAAAAAzs5my5ybM2AmQA6RvAyQzWZTkXz5WAoIAGCZo0ePqlu3blqzZo05VqFCBUVGRqpmzZoWJgMAAAAAIPuhCJDD5Pfy0vh2ba2OAQDIgQzDUGRkpPr27au4uDhzvH///goLC5OXl5eF6QAAAAAA2Qk9AW6iCAAAADLF9evX9d5775kFAH9/f82dO1dNmza1OBkAAAAAANkXPQFygC1Rh3Xu8mWrYwAAcjg3NzdFRkbKw8NDXbp00c6dOykAAAAAAAAyBD0BbmImQA6wdPsO82caAgMAMsuFCxd0+vRplS5d2hyrXLmy/vzzT5UpU8bCZAAAAAAA5BzMBMimtkQdVugXX2rAwkWKvmXdZRoCAwAyw4YNG1S1alW1bdtW8fHxdo9RAAAAAAAAZDSbzZYpN0dNmzZNAQEB8vT0VN26dbVly5Y7bn/+/Hn17t1bRYsWlYeHhx544AGtWLHCoWNSBMimlm7foROxsTp3+bIMw5AkFfXxUe2AAGuDAQCytfj4eA0ePFiNGjVSVFSUdu3apdGjR1sdCwAAAAAAyy1cuFAhISEaMWKEtm3bpqpVq6ply5Y6depUqtsnJCSoRYsWOnz4sBYvXqx9+/Zp1qxZKl68uEPHZTmgbOrqtWuSblS88nt5ydPNjVkAAIAMtWvXLnXu3Fk7d+40xxo0aKCXXnrJwlQAAAAAgJwoK67XHx4eru7duys4OFiSNGPGDC1fvlwREREaPHhwiu0jIiJ09uxZ/fzzz3L7/2XeA+7iIm9mAmRz+b289F775zS+XVtmAQAAMkRiYqImTJigWrVqmQUANzc3vfXWW1q3bp1dTwAAAAAAALKT+Ph4xcXF2d3+vSyudOOq/t9++03Nmzc3x1xcXNS8eXNt2rQp1edetmyZ6tWrp969e8vPz0+VK1dWWFiYEhMTHcpIEQAAANy1qKgoNWnSRG+88YYSEhIkSYGBgdq6dasGDRokV1dXixMCAAAAAHKizOoJMH78ePn4+Njdxo8fnyJPTEyMEhMT5efnZzfu5+en6OjoVF/DoUOHtHjxYiUmJmrFihUaNmyYJk6cqLFjxzr0XrAcUDazJeqwlm7fofNXrlgdBQCQzZ0/f141atTQ+fPnJd04wRo4cKDGjBkjDw8Pa8MBAAAAAJAJQkNDFRISYjeWXp+Jk5KSVLhwYc2cOVOurq6qWbOmjh07pgkTJmjEiBFpfh6KANlMckPgZJ7/v1YUAADpLX/+/Orbt6/GjBmjgIAAzZs3T40aNbI6FgAAAAAAsmVSUwAPD480felfsGBBubq66uTJk3bjJ0+eVJEiRVLdp2jRonJzc7ObZV+hQgVFR0crISFB7u7uacrIckDZzK0NgYv6+NAMGACQrgzDsLs/bNgwjR49Wr///jsFAAAAAAAAbsPd3V01a9bU6tWrzbGkpCStXr1a9erVS3WfBg0a6MCBA0pKSjLH9u/fr6JFi6a5ACBRBMg2tkQdVugXX5rLAOX38qIZMAAg3cTGxqpbt24p1jV0c3PTsGHDlC9fPouSAQAAAACQks2WOTdHhISEaNasWZo3b5727NmjXr166dKlSwoODpYkBQUFKTQ01Ny+V69eOnv2rPr166f9+/dr+fLlCgsLU+/evR06LssBZRMsAwQAyChr165V165ddfToUeXKlUutWrVS9erVrY4FAAAAAIBTad++vU6fPq3hw4crOjpa1apV08qVK81mwUePHpWLy83r9v39/fXdd99pwIABqlKliooXL65+/fpp0KBBDh2XIkA2cesyQEXy5WMZIADAPbt69aqGDh2q8PBwc8zLy0tHjx6lCAAAAAAAyNIyqyeAo/r06aM+ffqk+tjatWtTjNWrV0+bN2++p2NSBMhmkpcBAgDgXmzfvl2dO3fW7t27zbFHHnlEc+fOVcmSJS1MBgAAAAAAHEFPAAAAYLp+/brGjRunOnXqmAUADw8PTZw4UatXr6YAAAAAAABwClmxJ4BVmAng5LZEHdbS7TvMhsAAANyt48eP69lnn9WmTZvMsWrVqikyMlKVK1e2MBkAAAAAALhbzARwcskNgQ3DkERDYADA3StQoIDOnTsnSXJxcdGQIUP0yy+/UAAAAAAAADgdm82WKTdnwEwAJ5U8AyA6Lk4SDYEBAPfOy8tLkZGR6tKli2bPnq369etbHQkAAAAAgLviJN/PZwqKAE4qeQZAsiL58tEQGADgkEWLFqlKlSp68MEHzbFatWrpjz/+kKurq4XJAAAAAABAermn5YCuXr2aXjngoKvXrkm6MQOgqI8PMwAAAGl27tw5vfDCC3r++ecVFBSk69ev2z1OAQAAAAAA4OxcbLZMuTkDh4sASUlJGjNmjIoXL648efLo0KFDkqRhw4Zp9uzZ6R4Qd5bfy0vj27VV7YAAq6MAAJzADz/8oMDAQC1YsECStGXLFi1dutTiVAAAAAAAIKM4XAQYO3as5s6dq3feeUfu7u7meOXKlfXRRx+lazgAAJA+Ll++rNdee00tWrTQsWPHJEn58+fXJ598omeffdbidAAAAAAApC+bLXNuzsDhIsD8+fM1c+ZMvfDCC3bLBVStWlV79+5N13AAAODebd26VTVq1NCUKVPMsebNm2vXrl3q1KmTbM5y1gIAAAAAABzmcBHg2LFjKlu2bIrxpKQkXfv/deoBAID1rl27ppEjR6pevXrat2+fJMnT01Pvv/++vvvuO91///0WJwQAAAAAIGPYbLZMuTkDh4sAFStW1E8//ZRifPHixapevXq6hAIAAPfut99+0+jRo5WYmChJql27trZv366+ffvKxcXhUwAAAAAAAOCEcjm6w/Dhw9W1a1cdO3ZMSUlJ+uKLL7Rv3z7Nnz9f33zzTUZkBAAAd+Ghhx7SgAEDNHnyZA0bNkxDhgyRm5ub1bEAAAAAAMhwLs5xkX6mcPgywKeeekpff/21fvjhB+XOnVvDhw/Xnj179PXXX6tFixYZkREAAKRBdHS0kpKS7MbGjRunLVu2aMSIERQAAAAAAADIge5qLYCGDRtq1apVOnXqlC5fvqwNGzbo0UcfTe9sAAAgDQzD0CeffKLy5cvbNf+VbvQAqFGjhkXJAAAAAACwBj0BbnK4CFC6dGmdOXMmxfj58+dVunTpdAkFAADS5syZM3r++efVuXNnxcbGavDgwdqzZ4/VsQAAAAAAQBbhcE+Aw4cPmw0GbxUfH69jx46lSygAAPDfVqxYoZdeeknR0dHm2DPPPKOiRYtamAoAAAAAAOs5yUX6mSLNRYBly5aZP3/33Xfy8fEx7ycmJmr16tUKCAhwOMC0adM0YcIERUdHq2rVqpoyZYrq1Klz2+3Pnz+voUOH6osvvtDZs2dVsmRJTZo0SY8//rjDx3ZWW6IO69zly1bHAABY5OLFixo4cKA+/PBDc8zX11czZszQc889Z2EyAAAAAACQ1aS5CNC2bVtJN9ZS6tq1q91jbm5uCggI0MSJEx06+MKFCxUSEqIZM2aobt26mjRpklq2bKl9+/apcOHCKbZPSEhQixYtVLhwYS1evFjFixfXkSNHlD9/foeO6+yWbt9h/uxJk0cAyFF+/vlnBQUF6eDBg+ZYq1atNHv2bGYAAAAAAADw/2xiKkCyNBcBkpKSJEmlSpXS1q1bVbBgwXs+eHh4uLp3767g4GBJ0owZM7R8+XJFRERo8ODBKbaPiIjQ2bNn9fPPP8vt/7/8vpvZB87u6rVr5s/talSzLggAIFN9+eWXeuaZZ8x/k729vRUeHq4ePXo4TTMiAAAAAACQuRxuDBwVFZUuBYCEhAT99ttvat68+c0wLi5q3ry5Nm3alOo+y5YtU7169dS7d2/5+fmpcuXKCgsLS7VHQU5QwNtbtXNgEQQAcqpmzZqpZMmSkqR69erp999/V8+ePSkAAAAAAADwLy62zLk5A4cbA0vSpUuXtG7dOh09elQJCQl2j7322mtpeo6YmBglJibKz8/PbtzPz0979+5NdZ9Dhw7pxx9/1AsvvKAVK1bowIEDevXVV3Xt2jWNGDEi1X3i4+MVHx9v3o+Li0tTPgAAspq8efNq3rx5+umnn/TGG28oV667+mccAAAAAADkIA5/e7B9+3Y9/vjjunz5si5duiRfX1/FxMTI29tbhQsXTnMR4G4kJSWpcOHCmjlzplxdXVWzZk0dO3ZMEyZMuG0RYPz48Ro1alSGZcpsNAUGgJzh8OHD6tu3r6ZMmWK39F3Dhg3VsGFD64IBAAAAAOAEmDV/k8PLAQ0YMEBt2rTRuXPn5OXlpc2bN+vIkSOqWbOm3n333TQ/T8GCBeXq6qqTJ0/ajZ88eVJFihRJdZ+iRYvqgQcekKurqzlWoUIFRUdHp5iRkCw0NFSxsbHm7e+//05zxqyIpsAAkL0ZhqE5c+aoSpUq+uabb9StWzezBwAAAAAAAICjHC4C7NixQ//73//k4uIiV1dXxcfHy9/fX++8846GDBmS5udxd3dXzZo1tXr1anMsKSlJq1evVr169VLdp0GDBjpw4IDdlyH79+9X0aJF5e7unuo+Hh4eypcvn93NmdEUGACyr1OnTunpp5/Wiy++qAsXLki6MSPA2QvYAAAAAABkNpstc27OwOEigJubm1xcbuxWuHBhHT16VJLk4+Pj8JcUISEhmjVrlubNm6c9e/aoV69eunTpkoKDgyVJQUFBCg0NNbfv1auXzp49q379+mn//v1avny5wsLC1Lt3b0dfhlO6dSkgmgIDQPby1VdfqXLlyvrqq6/MsW7dumnnzp1mM2AAAAAAAABHOdwToHr16tq6davKlSunxo0ba/jw4YqJiVFkZKQqV67s0HO1b99ep0+f1vDhwxUdHa1q1app5cqVZrPgo0ePmgUHSfL399d3332nAQMGqEqVKipevLj69eunQYMGOfoynBJLAQFA9hMXF6cBAwYoIiLCHCtYsKBmzZqltm3bWhcMAAAAAAAn5uIsl+lnAoeLAGFhYeYSBePGjVNQUJB69eqlcuXKafbs2Q4H6NOnj/r06ZPqY2vXrk0xVq9ePW3evNnh42QHLAUEANnLxo0b1blzZx0+fNgca9OmjWbNmmUWxAEAAAAAAO6Fw0WAWrVqmT8XLlxYK1euTNdA+G8sBQQA2UNcXJxZAMiTJ48mT56s4OBg2bhaAQAAAACAe8JH65sc7glwO9u2bdMTTzyRXk8HAEC216pVK/Xs2VMNGzbUzp079eKLL1IAAAAAAAAA6cqhIsB3332ngQMHasiQITp06JAkae/evWrbtq1q166tpKSkDAkJAICzS0xM1MKFC2UYht34pEmTtGbNGpUqVcqiZAAAAAAAZD82my1Tbs4gzUWA2bNnq1WrVpo7d67efvttPfTQQ/r4449Vr149FSlSRH/88YdWrFiRkVkBAHBKBw8eVKNGjdShQ4cU/XM8PT3l6upqUTIAAAAAAJDdpbkIMHnyZL399tuKiYnR559/rpiYGE2fPl27du3SjBkzVKFChYzMmeNtiTqsc5cvWx0DAOAAwzA0c+ZMVa1aVT///LMk6X//+59iY2MtTgYAAAAAQPZms2XOzRmkuQhw8OBBPffcc5Kkdu3aKVeuXJowYYLuv//+DAuHm5Zu32H+7OnmZl0QAECaREdHq02bNurZs6cuXbokSSpdurRWrFghHx8fi9MBAAAAAICcIldaN7xy5Yq8vb0l3VhPycPDQ0WLFs2wYLB39do18+d2NapZFwQA8J8WL16sV155RWfOnDHHunfvrvDwcOXJk8fCZAAAAAAA5AwuznKZfiZIcxFAkj766CPzy4vr169r7ty5KliwoN02r732WvqlgyT7pYAKeHurdkCAtYEAAKk6f/68+vbtq48//tgc8/Pz0+zZs9W6dWsLkwEAAAAAgJwqzUWAEiVKaNasWeb9IkWKKDIy0m4bm81GESADsBQQADiH4cOH2xUAnnnmGc2YMSNFwRwAAAAAAGQs5gHclOYiwOHDhzMwBu6EpYAAwDmMHDlSS5Ys0cWLFzV16lR17txZNqYfAgAAAAAACzm0HBCsxVJAAJC1XLx40W6Nf19fXy1ZskTFihVTiRIlLEwGAAAAAEDOxkV5N7lYHQAAAGdz/fp1jR49WmXLltWJEyfsHnvooYcoAAAAAAAAgCyDmQAAADhg//796tKli7Zs2SJJeumll7R8+XKuMAAAAAAAIAtx4WO6iZkAAACkgWEYmjZtmqpVq2YWAFxdXVWrVi0lJiZanA4AAAAAACB1zAQAAOA/HDt2TMHBwVq1apU5Vq5cOUVGRqpu3boWJgMAAAAAAKlhxv5NdzUT4ODBg3rzzTfVsWNHnTp1SpL07bff6s8//0zXcAAAWO3TTz9V5cqV7QoAvXv31vbt2ykAAAAAAACALM/hIsC6desUGBioX375RV988YUuXrwoSfr99981YsSIdA8IAIBVevfurU6dOun8+fOSpGLFium7777T1KlTlTt3bmvDAQAAAACA27LZMufmDBwuAgwePFhjx47VqlWr5O7ubo43bdpUmzdvTtdwkLZEHda5y5etjgEAOVLTpk3Nnzt06KBdu3bp0UcftTARAAAAAACAYxzuCbBr1y4tWLAgxXjhwoUVExO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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:30:27,464 INFO: === Dataset: d ===\n", "2024-12-22 11:30:29,429 INFO:Total samples: 3181\n", "Evaluating DeiT on d: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:07<00:00, 1.80it/s]\n", "2024-12-22 11:30:37,110 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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AANzF+fPn1bx5czVq1EgRERF221xdXWkAAAAAAM7O5pI+DyfASAAnc6fpf1jIFwAAIGVWrFihsLAwHTt2TJI0atQotW7dWsWLF7c4GQAAAACkPpoATuZO0/+wkC8AAMDdXblyRe+//74mTJhg1nLkyKGJEyeqWLFiFiYDAAAAkOqYDshEE8CJbDt02GwA3L7wLwv5AgAA3N1PP/2kFi1aaP/+/WbtmWee0fTp0/Xoo49amAwAAAAA0hZNACfyzY6d5s8s/AsAAHBv169f17BhwzR06FAlJCRIkry8vDRq1Ch17NhRLi7OMYcnAAAAAAc5yXz96YEmgBO5uQ6AJO78BwAASIEpU6Zo0KBB5vPy5csrKipKjz/+uIWpAAAAACD90ATI4G5fCPjmIsA5vb1VPjjY2mAAAABO4K233tL06dP166+/qn///urTp4/cWEsJAAAAyPxYE8BEEyCDS24hYBYBBgAASN7Vq1fl9f/rJkmSm5ubvvjiC128eFHly5e3MBkAAAAAWIOJkTK4m1MA2Ww25fT2Vh5fX6YCAgAA+A/DMDR79mwVKFBAO3futNtWrFgxGgAAAADAQ8Zms6XLwxkwEsBJ5PDy0sdNXrU6BgAAQIZz9uxZvf3221qwYIEkqUWLFvr555/l6elpcTIAAAAAsB5NAAAAADitpUuX6o033tDJkyfNWpkyZXT9+nWaAAAAAMBDzFnu0k8PTAeUgW07dFjnr1yxOgYAAECGc+nSJb399ttq0KCB2QDw8/PT/PnzFRUVpWzZslmcEAAAAAAyBkYCZGDf7Nhp/sxiwAAAAP/avHmzWrZsqQMHDpi1+vXra9q0acqTJ4+FyQAAAABkGAwEMNEEyIC2HTqsb3bs1MnYWLPGYsAAAADShAkT1K1bNyUmJkqSvL29NWbMGL311lsM9wUAAACAZNAEyIC+2bFTJ2JizOd5fH1VPjjYukAAAAAZRMWKFc1f9leqVEmzZs1SkSJFLE4FAAAAIKPhJqFbaAJkQNeuX5f071/U3NmzMwoAAADg/5UvX16DBw+WJL333nvKkoXLWQAAAAC4G741ZTC3Lwacw8tLI15qbG0gAAAAixw+fFhjxozRmDFj7H7Z36dPHwtTAQAAAHAGjAS4hSZABsNiwAAA4GFnGIYiIyPVrVs3Xbx4Ubly5VL//v2tjgUAAAAATsnF6gCwd3MqIInFgAEAwMPn9OnTevHFF9W2bVtdvHhRkjRr1ixdu3bN4mQAAAAAnInNZkuXhzOgCZBB5fT2ZjFgAADwUFm8eLFCQkL07bffmrWwsDD98ssv8vT0tDAZAAAAADgvpgMCAACApWJjY9WjRw9Nnz7drOXKlUtTpkxR48aNrQsGAAAAwGk5y1366YEmAAAAACyzbt06tW7dWocPHzZrzz//vKZOnaqAgADrggEAAABAJkETAAAAAJb59ttvzQaAj4+Pxo0bp7CwMO7aAQAAAPBg+EphogkAAAAAywwbNkzLli3TI488opkzZ6pgwYJWRwIAAACATIUmQAay7dBhnb9yxeoYAAAAaSIhIUE7duxQuXLlzJqnp6dWrFihwMBAubq6WpgOAAAAQGbC6OJbXKwOgFu+2bHT/NnTzc26IAAAAKnswIEDql69uqpVq6a9e/fabcubNy8NAAAAAABIIzQBMpBr16+bP7/0ZKh1QQAAAFKJYRiaMmWKSpcurU2bNunatWtq06aNDMOwOhoAAACATMxms6XLwxkwHVAGlNPbW+WDg62OAQAA8EBOnjypN998U0uWLDFrhQoV0pgxY5zmYhkAAAAAnB1NAAAAAKS6hQsXqn379jp79qxZe+uttzR69Gj5+PhYmAwAAADAw4Abj26hCQAAAIBUc+HCBXXt2lVRUVFmLTAwUNOmTVODBg0sTAYAAAAADyeaAAAAAEg1jRs31o8//mg+f/nllzV58mT5+/tbmAoAAADAw4aRALewMDAAAABSzZAhQ2Sz2ZQ9e3bNmjVL8+fPpwEAAAAAABZiJAAAAADuW2Jiolxcbt1XUq1aNU2dOlXPPPOM8ufPb2EyAAAAAA81BgKYGAkAAAAAh924cUODBw/Ws88+q8TERLttb7zxBg0AAAAAAMggGAmQQWw7dFjnr1yxOgYAAMA97d+/Xy1bttS2bdskSWPHjlXPnj0tTgUAAAAAt7AmwC2MBMggvtmx0/zZ083NuiAAAAB3YBiGJk6cqNDQULMB4OrqqqtXr1qcDAAAAABwJ4wEyCCuXb9u/vzSk6HWBQEAAEjGsWPH1LZtW/3www9m7bHHHtOsWbNUsWJFC5MBAAAAQFKMBLiFkQAZTE5vb5UPDrY6BgAAgOnLL79USEiIXQOgU6dO2rFjBw0AAAAAAMjgaAIAAAAgWQkJCWrWrJmaNWum8+fPS5Ly5s2r5cuXa8KECfL29rY4IQAAAAAkz2azpcvDURMnTlRwcLA8PT1VsWJFc6rVOxk7dqwef/xxeXl5KSgoSD169NC1a9ccOidNgAyARYEBAEBG5OrqquzZs5vPmzZtqt27d6tu3boWpgIAAAAA5zRv3jz17NlTERER2r59u0qXLq169erp9OnTye4/Z84c9e7dWxEREdq7d6+mTZumefPmqU+fPg6dlyZABsCiwAAAIKMaPXq0ypcvr7lz52ru3Lny8/OzOhIAAAAA3JstnR4OGDNmjNq1a6ewsDCVKFFCkydPlre3t6ZPn57s/ps2bVKVKlXUvHlzBQcHq27dumrWrNk9Rw/8F02ADIBFgQEAQEawZcsWLViwwK7m4+OjrVu3qmnTphalAh7c9u3btXv3bvP5t99+q8aNG6tPnz6Kj4+3MBkAAACcXVxcnGJjY+0ecXFxSfaLj4/XL7/8ojp16pg1FxcX1alTR5s3b072tStXrqxffvnF/KX/wYMHtXTpUj333HMOZaQJkIGwKDAAALDC9evX1b9/f1WpUkVhYWE6ePCg3fb7mecSyEjat2+v/fv3S/r3i1PTpk3l7e2t+fPn67333rM4HQAAANJCeq0JMGLECPn6+to9RowYkSRPdHS0EhISFBgYaFcPDAzUyZMnk30PzZs31+DBg1W1alW5ubmpcOHCevrpp5kOCAAAACm3Z88ePfXUUxo6dKgSExN16dIljRkzxupYQKrav3+/QkNDJUnz589X9erVNWfOHEVGRmrhwoXWhgMAAIBTCw8PV0xMjN0jPDw8VV577dq1Gj58uCZNmqTt27fr66+/1pIlSzRkyBCHXidLqqQBAACAU0lMTNQnn3yi3r17m0NVs2TJooiICPXu3dvidEDqMgxDiYmJkqSVK1eqYcOGkqSgoCBFR0dbGQ0AAABpJL1GNHt4eMjDw+Oe+/n7+8vV1VWnTp2yq586dUq5c+dO9pj+/furZcuWevPNNyVJISEhunz5st566y317dtXLi4pu8efkQAAAAAPmaNHj6pOnTrq0aOH2QAoXry4tmzZon79+ilLFu4TQeZSrlw5DR06VFFRUfrxxx/VoEEDSdKhQ4eSDMcGAAAA0oK7u7vKli2rVatWmbXExEStWrVKlSpVSvaYK1euJPlFv6urq6R/b3RJKb7hAQAAPCQMw1BUVJS6dOmi2NhYs969e3cNHz5cXl5eFqYD0s7YsWP1+uuva9GiRerbt6+KFCkiSVqwYIEqV65scToAAACkhYy4tlnPnj3VunVrlStXThUqVNDYsWN1+fJlhYWFSZJatWqlfPnymWsKNGrUSGPGjFGZMmVUsWJF/fXXX+rfv78aNWpkNgNSgiYAAADAQ+LSpUsKDw83GwBBQUGKjIxUrVq1LE4GpK1SpUpp9+7dSeoffvihQ1+eAAAAgAfRpEkTnTlzRgMGDNDJkycVGhqqZcuWmaNTjx49anfnf79+/WSz2dSvXz8dO3ZMuXLlUqNGjTRs2DCHzksTAAAA4CGRLVs2TZ8+Xc8++6xatWqlcePGKUeOHFbHAtJNfHy8Tp8+ba4PcFP+/PktSgQAAIC0khFHAkhS586d1blz52S3rV271u75zXXbIiIiHuicNAEstu3QYZ2/csXqGAAAIBO6ePGirl27ply5cpm1evXqaceOHQoNDbUuGJDO9u/frzfeeEObNm2yqxuGIZvNpoSEBIuSAQAAAGmPJoDFvtmx0/zZ083NuiAAACBT2bBhg1q1aqVixYppyZIldnfB0ADAwyYsLExZsmTRd999pzx58mTYu8IAAACQirjkM9EEsNi169fNn196MtS6IAAAIFOIi4tTRESERo0aJcMwdOjQIU2dOlVvvfWW1dEAy+zcuVO//PKLihUrZnUUAAAAIN3RBMggcnp7q3xwsNUxAACAE9u9e7datGihXbt2mbUqVaqoTp06FqYCrFeiRAlFR0dbHQMAAADpiNGft7jce5e0NXHiRAUHB8vT01MVK1bUtm3b7rr/2LFj9fjjj8vLy0tBQUHq0aOHrl27lk5pAQAAMp6EhAR9+OGHKleunNkAcHNz0wcffKAff/xRhQoVsjghYK2RI0fqvffe09q1a3X27FnFxsbaPQAAAIDMzNKRAPPmzVPPnj01efJkVaxYUWPHjlW9evW0b98+BQQEJNl/zpw56t27t6ZPn67KlStr//79atOmjWw2m8aMGWPBOwAAALDWoUOH1Lp1a61fv96shYSEKCoqSqVLl7YwGZBx3BwNU7t2bbs6CwMDAABkXowEuMXSJsCYMWPUrl07hYWFSZImT56sJUuWaPr06erdu3eS/Tdt2qQqVaqoefPmkqTg4GA1a9ZMW7duTdfcAAAAGcHRo0dVqlQpXbp0SdK/F7m9evXSkCFD5OHhYXE6IONYs2aN1REAAAAAy1jWBIiPj9cvv/yi8PBws+bi4qI6depo8+bNyR5TuXJlzZ49W9u2bVOFChV08OBBLV26VC1btkyv2AAAABlG/vz59cILL+iLL75QcHCwZs2apWrVqlkdC8hwatSoYXUEAAAApDNGAtxiWRMgOjpaCQkJCgwMtKsHBgbqjz/+SPaY5s2bKzo6WlWrVpVhGLpx44befvtt9enT547niYuLU1xcnPmcOT8BAEBmMmHCBOXOnVsRERHKli2b1XGADGv9+vX67LPPdPDgQc2fP1/58uVTVFSUChYsqKpVq1odDwAAAEgzli8M7Ii1a9dq+PDhmjRpkrZv366vv/5aS5Ys0ZAhQ+54zIgRI+Tr62s+goKC0jExAABA6oiJiVGbNm305Zdf2tVz5Mihjz76iAYAcBcLFy5UvXr15OXlpe3bt5s3CcXExGj48OEWpwMAAECasKXTwwlY1gTw9/eXq6urTp06ZVc/deqUcufOnewx/fv3V8uWLfXmm28qJCREL774ooYPH64RI0YoMTEx2WPCw8MVExNjPv7+++9Ufy8AAABpae3atSpVqpRmzpypDh066NixY1ZHApzK0KFDNXnyZE2dOlVubm5mvUqVKtq+fbuFyQAAAIC0Z1kTwN3dXWXLltWqVavMWmJiolatWqVKlSole8yVK1fk4mIf2dXVVZJkGEayx3h4eCh79ux2DwAAAGdw7do1vfPOO6pZs6aOHj0qSUpISNDvv/9ucTLAuezbt0/Vq1dPUvf19dWFCxfSPxAAAADSnM1mS5eHM7BsTQBJ6tmzp1q3bq1y5cqpQoUKGjt2rC5fvqywsDBJUqtWrZQvXz6NGDFCktSoUSONGTNGZcqUUcWKFfXXX3+pf//+atSokdkMAAAAyAx27NihFi1aaM+ePWbt6aefVmRkpAoUKGBhMsD55M6dW3/99ZeCg4Pt6hs2bFChQoWsCQUAAACkE0ubAE2aNNGZM2c0YMAAnTx5UqGhoVq2bJm5WPDRo0ft7vzv16+fbDab+vXrp2PHjilXrlxq1KiRhg0bZtVbAAAASFU3btzQyJEjNXDgQN24cUPSvyMbhw8fru7duycZFQng3tq1a6du3bpp+vTpstlsOn78uDZv3qxevXqpf//+VscDAABAGnCWu/TTg6VNAEnq3LmzOnfunOy2tWvX2j3PkiWLIiIiFBERkQ7JAAAA0teRI0fUrFkzbd682ayFhoZq9uzZeuKJJyxMBji33r17KzExUbVr19aVK1dUvXp1eXh4qFevXurSpYvV8ZBJtH+tunq0rq3AR7Jr9/5j6jlyvn7+/Uiy+2bJ4qJ329ZVi4YVlTcgh/YfOaV+477Vik17zX18vD0U0bGhnq9VWrly+ujXff+o16gF+mXP0fR6SwCc1JdzvtDMGdMUHX1Gjz1eTL379FdIqVJ33P+H5d9r4vhxOn7smPIXCFb3nr1UrXoNc/vKFT9o/ldfau/vvysm5oLmLVikYsWLp8dbAZBKuJUMAAAgg/D09NSff/4pSXJxcVHfvn21detWGgDAA7LZbOrbt6/OnTun3377TVu2bNGZM2cUERGh48ePWx0PmcArdZ/UyHde1LDPvlel5iO1a/8xLZ7USbly+iS7/8COjfTmy1XVc9R8lXl5qD5fsEHzRrdT6ccfNff5dEBz1XqqmNr2m6lyrw3Xys1/aMnkLsqbyze93hYAJ7Ts+6X6aNQIte/YSV/O/0aPP15MHdq/obNnzya7/84d29X73Xf04kuvaN6CRapZq7a6d+mkP//cb+5z9eoVlSnzpLr37JVebwNIFawJcAtNAAAAgAwiMDBQU6ZMUZEiRbRhwwYNHTpU7u7uVscCMg13d3eVKFFCFSpUkI+Pj37//XcFBQVZHQuZQNcWtTTj602KWrxFfxw8qS7DvtTVa/Fq3bhSsvs3b1hBo6b9oOUb9ujwsbOaOn+Dlm/co24ta0mSPD3c1Lh2qPqOXaSN2w/o4N/RGvbZUh34+4zavVotPd8aACcTNXOGXnrlNTV+8WUVLlJE/SIGydPTU4u+Xpjs/l/MnqXKVaupTds3VahwYXXu2l3FS5TQl3Nmm/s0er6x3u7YWRUrJf+/aUBGRRPgFpoAAAAAFlm4cKGio6Ptai+++KJ+++03VeJLFgA4BbcsripTPEirt+4za4ZhaPXWfapQqmCyx7i7ZdG1+Ot2tavX4lW5TGFJUhZXF2XJ4ppkn2tx1819AOC/rsfHa++e3/VUpcpmzcXFRU89VVm7ft2R7DG7du7UU0/ZX3dWrlJVu3buTMuoANIZTQAAAIB0dv78eTVv3lyvvPKKOnToIMMw7LZ7eHhYlAwA4Cj/nD7KksVVp89dtKufPhur3I9kT/aYlZv3qmuLWiqcP5dsNptqVSymF2qFKrf/v/tfuhKnLb8eVHi7+sqTy1cuLjY1fa68KpYqaO4DAP91/sJ5JSQk6JFHHrGrP/LII0luPLkpOjpajzzin3T/s8nvDzgVWzo9nABNAAAAgHS0YsUKhYSEaO7cuZKkBQsWaN26dRanAnA3cXFxio2NtXsYiQlWx4IT6/XhAh04elq/ft1fsdvG6uPer2rW4i1KTLzVFG7bb5ZsNungD8MUs3WsOjWroa+W/Wy3DwAAQEpksToAAADAw+DKlSt6//33NWHCBLOWI0cOTZw4UdWrV7cwGZB57dq1667b9+3bd9ftN40YMUKDBg2yq7kGlpdbngr3nQ2ZR/T5S7pxI0EBftns6gGPZNfJs7F3POa1nlPl4Z5Fj/hm1fEzMRra9QUdOnZr4c5D/0Sr7pvj5O3pruw+njoZHauoD8J06Bh35wJIXs4cOeXq6ppkEeCzZ8/K398/2WP8/f119j93/Z89e1b+jyS/P+BMnGW+/vRAEwAAACCN/fTTT2rZsqXdLxzr1KmjGTNm6NFHH7UwGZC5hYaGymazJZlyS5JZT8mXw/DwcPXs2dOuFlDt/VTLCed2/UaCduz9WzUrPq7/rf238WSz2VSzwmOaPO/uI73i4m/o+JkYZcniosa1Q7VwxfYk+1y5Fq8r1+KVI5uX6lQurr5jv02T9wHA+bm5u6t4iSe0dctm1apdR5KUmJiorVs3q2mzFskeUyo0VFu3bFGLVm3M2pbNm1QqNDQdEgNILzQBAAAA0sj169c1bNgwDR06VAkJ/04d4unpqVGjRqlTp05ycWFmRiAtHTp0KFVex8PDI8laHTYX11R5bWQOn8xeramDW+qXPUf182+H1bl5TXl7eWjWt1skSZ8Paanjp2M0YPxiSVL5kgWUNyCHft33j/IF5FDf9s/JxcWmMZErzdesU6m4bDZp/+HTKhyUS8N7NNb+Q6c0a/FmS94jAOfQsnWY+vd5X088UVIlQ0ppdtRMXb16VY1ffEmS1Df8PQUEBKpbj3ckSa+3aKU32rTUzMjpql69hpZ9v1S///ab+g8cbL5mzIULOnHihM6cOS1JOnz4339f/f395Z8rVzq/QyDlGAlwC00AAACANPLdd9/ZTSFSvnx5zZo1S8WKFbMwFfDwKFCggNUR8JBY8MN2+ef00YAODRT4SDbt2ndML3SaaC4WHJTbz24ufw8PN0V0aqiC+fx16Uqclm/8XW/0n6WYS1fNfXx9PDW4y/PKF5hD52Ku6NtVOxUx8X+6cSMx3d8fAOfxbP3ndP7cOU2a8Imio8/o8WLFNemzz/XI/08HdPLECbnYbt2IElrmSY0Y9ZEmfDJW48eOUf4CwRo7fqKKFn3M3GftmtUa0C/cfP5+rx6SpLc7dlaHTl3S6Z0BeBA2I7mxsZlYbGysfH19FRMTo+zZs1sdRz3mzdf5K1eU09tbHzd51eo4AAAgFRmGoZdeekn/+9//1L9/f/Xp00dubm5WxwLSTEa71k5OSEiIli5dqqCgoAd6Ha8ynVMpEQA8mPM/Tbj3TgCQDjwz2O3mRXp9ny7n+euj+ulyngeRwf5oHi7bDh3W+StXrI4BAABSyYULF5QjRw7zuc1m05QpU3T48GGVL1/eumAATIcPH9b169etjgEAAACkGyaitdA3O3aaP3tyVyAAAE7LMAzNnj1bwcHB+t///me3LVeuXDQAAAAAACCd2Wy2dHk4A5oAFrp22x1ILz0Zal0QAABw386ePavXXntNLVu2VExMjN58802dOXPG6lgA7qBatWry8vKyOgYAAACQbpgOKAPI6e2t8sHBVscAAAAO+v7779W2bVudPHnSrD3zzDPM+w9kYEuXLrU6AgAAANKBk9ykny5oAgAAADjo0qVL6tWrlz777DOz5ufnp8mTJ+vVV1+1MBmAO/nzzz+1Zs0anT59WomJiXbbBgwYYFEqAAAAIO3RBAAAAHDA5s2b1bJlSx04cMCs1a9fX9OmTVOePHksTAbgTqZOnaoOHTrI399fuXPntpu71Waz0QQAAADIhJxlvv70QBMAAAAghWbNmqWwsDDzLmJvb2+NGTNGb731FheYQAY2dOhQDRs2TO+//77VUQAAAIB0RxMAAAAghWrWrKls2bIpJiZGlSpV0qxZs1SkSBGrYwG4h/PnzzNVFwAAwEOG+7RucbE6AAAAgLMICgrSpEmTNGzYMK1bt44GAOAkXn31Vf3www9WxwAAAAAswUgAAACAZBw+fFh9+/bVpEmT5Ovra9abN29uYSoA96NIkSLq37+/tmzZopCQELm5udlt79q1q0XJAAAAkFZcXBgKcBNNAAAAgNsYhqHIyEh169ZNFy9elJubmyIjI62OBeABTJkyRT4+Pvrxxx/1448/2m2z2Ww0AQAAAJCp0QQAAAD4f6dPn9Zbb72lb7/91qytXbtW586dk5+fn4XJADyIQ4cOWR0BAAAA6Yw1AW5hTQAAAABJixcvVkhIiF0DoE2bNtq1axcNACATMQxDhmFYHQMAAABINzQBAADAQy02NlZvvPGGXnjhBZ0+fVqS5O/vr2+++UYzZsxQ9uzZLU4IIDXMmjVLISEh8vLykpeXl0qVKqWoqCirYwEAACCN2Gy2dHk4A6YDAgAAD63169erVatWOnz4sFlr1KiRpk6dqsDAQOuCAUhVY8aMUf/+/dW5c2dVqVJFkrRhwwa9/fbbio6OVo8ePSxOCAAAAKQdmgAAAOChtWvXLrMB4OPjo3HjxiksLMxp7uYAkDLjx4/Xp59+qlatWpm1559/Xk888YQGDhxIEwAAACAT4mvdLTQBAADAQ6tjx45avHixrl69qpkzZ6pgwYJWRwKQBk6cOKHKlSsnqVeuXFknTpywIBEAAACQflgTAAAAPBQSEhK0YsUKu5rNZtO8efO0Zs0aGgBAJlakSBF99dVXSerz5s1T0aJFLUgEAACAtMaaALcwEgAAAGR6Bw4cUKtWrbRp0yatWLFCderUMbflyJHDumAA0sWgQYPUpEkTrVu3zlwTYOPGjVq1alWyzQEAAAAgM2EkAAAAyLQMw9CUKVNUunRpbdq0SZL05ptvKj4+3uJkANLTyy+/rK1bt+qRRx7RokWLtGjRIvn7+2vbtm168cUXrY4HAACANMBIgFsYCQAAADKlEydO6M0339TSpUvNWqFChTRr1iy5u7tbmAyAFcqWLasvvvjC6hgAAABAuqMJAAAAMp0FCxbo7bff1tmzZ81au3btNHr0aGXLls3CZADSk4uLyz3vzrLZbLpx40Y6JQIAAEB6cZKb9NMFTQAAAJBpXLhwQV26dNHs2bPNWmBgoD7//HM1bNjQwmQArPDNN9/ccdvmzZv1ySefKDExMR0TAQAAAOmPJgAAAMg02rVrpwULFpjPX3rpJU2ePFm5cuWyMBUAq7zwwgtJavv27VPv3r31v//9T6+//roGDx5sQTIAAACkNWeZrz89sDAwAADINEaMGCFvb29lz55ds2bN0oIFC2gAAJAkHT9+XO3atVNISIhu3LihnTt3aubMmSpQoIDV0QAAAIA0xUgAAADgtOLj4+0W+S1SpIjmzZunUqVKKX/+/BYmA5BRxMTEaPjw4Ro/frxCQ0O1atUqVatWzepYAAAASGMMBLiFkQAAAMDp3LhxQ4MHD9aTTz6pK1eu2G1r2LAhDQAAkqRRo0apUKFC+u677zR37lxt2rSJBgAAAAAeOowEAAAATmXfvn1q1aqVtm3bJkl67733NGHCBItTAciIevfuLS8vLxUpUkQzZ87UzJkzk93v66+/TudkAAAASGusCXALTQCLbDt0WOf/c+ciAAC4M8MwNGnSJL377ru6evWqJMnV1VWPPPKIDMPgAg9AEq1ateJ/GwAAAPDQowlgkW927DR/9nRzsy4IAABO4NixYwoLC9OKFSvM2mOPPaZZs2apYsWKFiYDkJFFRkZaHQEAAAAW4V6QW1gTwCLXrl83f37pyVDrggAAkMHNnTtXJUuWtGsAdOrUSTt27KABAAAAAADAPTASwGI5vb1VPjjY6hgAAGQ4hmGoTZs2mjVrllnLmzevZsyYobp161qYDAAAAACQ0TEt5C2MBAAAABmSzWZTiRIlzOdNmzbV7t27aQAAAAAAAOAARgIAAIAMq1evXtq0aZOaNWumpk2bWh0HAAAAAOAkGAhwC00AAACQIWzZskU//fSTunTpYtZcXV317bffWpgKAAAAAADnRhMAAABYKj4+XkOGDNHw4cMlSWXLllXlypUtTgUAAAAAcGasCXALawIAAADL7NmzR5UqVdLQoUOVmJioxMRETZgwwepYAAAAAABkGjQBAABAuktMTNTYsWP15JNPavv27ZKkLFmyaMiQIZo1a5bF6QAAAAAAzs5mS5+HM2A6IAAAkK6OHj2qNm3aaM2aNWatePHiioqKUtmyZS1MBgAAAABA5sNIAAAAkC4Mw9CsWbMUEhJi1wDo3r27fvnlFxoAAAAAAIBUY7PZ0uXhDBgJAAAA0sWNGzf08ccfKzY2VpIUFBSkyMhI1apVy+JkAAAAAABkXowEAAAA6cLNzU1RUVHy8PBQy5YttWvXLhoAAAAAAIA0wZoAtzASAAAApImLFy/qzJkzKlSokFkrWbKkfv/9dxUuXNjCZAAAAAAAPDwYCQAAAFLdhg0bVLp0aTVu3FhxcXF222gAAAAAAADSGmsC3EITAAAApJq4uDj17t1b1atX16FDh7R7924NHjzY6lgAAAAAADy0mA4IAACkit27d6tFixbatWuXWatSpYreeOMNC1MBAAAAAB5GTnKTfrpgJAAAAHggCQkJ+vDDD1WuXDmzAeDm5qYPPvhAP/74o92aAAAAAAAAIH0xEgAAANy3Q4cOqXXr1lq/fr1ZCwkJUVRUlEqXLm1hMgAAAADAw8xZ5utPDzQBAADAfblw4YKefPJJXbhwQdK/F1i9evXSkCFD5OHhYW04AAAAAAAgiemAAADAfcqRI4e6dOkiSQoODtbatWs1atQoGgAAAAAAAMvZbLZ0eTgDRgIAAIAUMwzD7iKnf//+cnNzU7du3ZQ9e3YLkwEAAAAAgOQwEgAAANxTTEyM2rRpoxEjRtjV3dzc1L9/fxoAAAAAAIAMxWZLn4czYCQAAAC4q7Vr16p169Y6evSosmTJovr166tMmTJWxwIAAAAAACnASAAAAJCsa9eu6Z133lHNmjV19OhRSZKXl5f5MwAAAAAAGRVrAtzCSAAAAJDEjh071KJFC+3Zs8esPf3004qMjFSBAgUsTAYAAAAAABzBSAAAAGC6ceOGhg0bpgoVKpgNAA8PD40ePVqrVq2iAQAAAAAAcAqsCXALIwEAAIAk6fjx43rllVe0efNmsxYaGqqoqCiVLFnSwmQAAAAAAOB+MRIAAABIknLmzKnz589LklxcXNSnTx9t3bqVBgAAAAAAwOmwJsAtNAEAAICkfxf9jYqKUrFixbR+/XoNGzZM7u7uVscCAAAAAMBhTAd0C9MBAQDwkJo/f75KlSqlxx9/3KyVK1dOv/32m1xdXS1MBgAAAAAAUssDjQS4du1aauUAAADp5Pz583r99df12muvqVWrVrpx44bddhoAAAAAAABn52KzpcvDGTjcBEhMTNSQIUOUL18++fj46ODBg5Kk/v37a9q0aakeEAAApJ6VK1cqJCREc+bMkSRt27ZN33zzjcWpAAAAAABAWnG4CTB06FBFRkZq1KhRdvMElyxZUp9//nmqhgMAAKnjypUr6tq1q5555hkdO3ZMkpQjRw598cUXeuWVVyxOBwAAAABA6mJNgFscbgLMmjVLU6ZM0euvv243XUDp0qX1xx9/pGo4AADw4H766Sc9+eSTGj9+vFmrU6eOdu/erebNm8vmLFctAAAAAADAYQ43AY4dO6YiRYokqScmJur69eupEgoAADy469eva+DAgapUqZL27dsnSfL09NQnn3yi5cuX69FHH7U4IQAAAAAAacNms6XLwxk43AQoUaKE1q9fn6S+YMEClSlTJlVCAQCAB/fLL79o8ODBSkhIkCSVL19eO3bsUJcuXeTi4vAlAAAAAAAAcEIO/wZgwIAB6ty5s0aOHKnExER9/fXXateunYYNG6YBAwakRUYAAHAfnnrqKfXo0UOurq4aOHCgNm7cqGLFilkdCwAAAACANOdiS5+HoyZOnKjg4GB5enqqYsWK2rZt2133v3Dhgjp16qQ8efLIw8NDjz32mJYuXerYZ+FoyBdeeEH/+9//tHLlSmXNmlUDBgzQ3r179b///U/PPPOMoy8HAABSycmTJ5WYmGhXGzZsmLZt26aIiAi5ublZlAwAAAAAAMybN089e/ZURESEtm/frtKlS6tevXo6ffp0svvHx8frmWee0eHDh7VgwQLt27dPU6dOVb58+Rw6b5b7CVutWjWtWLHifg4FAACpzDAMzZkzR506ddKgQYPUrVs3c5unp6eefPJJC9MBAAAAAJD+MuJ8/WPGjFG7du0UFhYmSZo8ebKWLFmi6dOnq3fv3kn2nz59us6dO6dNmzaZN/YFBwc7fF6HRwIUKlRIZ8+eTVK/cOGCChUq5HAAAABw/86ePavXXntNLVq0UExMjHr37q29e/daHQsAAAAAgIdCXFycYmNj7R5xcXFJ9ouPj9cvv/yiOnXqmDUXFxfVqVNHmzdvTva1Fy9erEqVKqlTp04KDAxUyZIlNXz4cHPtv5RyuAlw+PDhZE8SFxenY8eOOfpyAADgPi1dulQlS5bUggULzNrLL7+sPHnyWJgKAAAAAADr2Wzp8xgxYoR8fX3tHiNGjEiSJzo6WgkJCQoMDLSrBwYG6uTJk8m+h4MHD2rBggVKSEjQ0qVL1b9/f40ePVpDhw516LNI8XRAixcvNn9evny5fH19zecJCQlatWrVfQ1FmDhxoj788EOdPHlSpUuX1vjx41WhQoU77n/hwgX17dtXX3/9tc6dO6cCBQpo7Nixeu655xw+NwAAzujSpUvq1auXPvvsM7Pm5+enyZMn69VXX7UwGQAAAAAAD5fw8HD17NnTrubh4ZEqr52YmKiAgABNmTJFrq6uKlu2rI4dO6YPP/xQERERKX6dFDcBGjduLOnfuZRat25tt83NzU3BwcEaPXp0ik8s3VoIYfLkyapYsaLGjh2revXqad++fQoICEiy/82FEAICArRgwQLly5dPR44cUY4cORw6LwAAzmrTpk1q1aqVDhw4YNbq16+vadOmMQIAAAAAAID/Z1P6rAng4eGRol/6+/v7y9XVVadOnbKrnzp1Srlz5072mDx58sjNzU2urq5mrXjx4jp58qTi4+Pl7u6eoowpng4oMTFRiYmJyp8/v06fPm0+T0xMVFxcnPbt26eGDRum9OUk2S+EUKJECU2ePFne3t6aPn16svvfXAhh0aJFqlKlioKDg1WjRg2VLl3aofMCAOCMFi1apGrVqpkNAG9vb3MRIRoAAAAAAABkXO7u7ipbtqxWrVpl1hITE7Vq1SpVqlQp2WOqVKmiv/76S4mJiWZt//79ypMnT4obANJ9rAlw6NAh+fv7O3pYElYuhAAAgDOqXbu2ChQoIEmqVKmSfv31V7Vv3142W/rc3QAAAAAAgLNwsaXPwxE9e/bU1KlTNXPmTO3du1cdOnTQ5cuXFRYWJklq1aqVwsPDzf07dOigc+fOqVu3btq/f7+WLFmi4cOHq1OnTg6dN8XTAd3u8uXL+vHHH3X06FHFx8fbbevatWuKXuNuCyH88ccfyR5z8OBBrV69Wq+//rqWLl2qv/76Sx07dtT169fvOAdSXFyc3WrMsbGxKcoHAEBGky1bNs2cOVPr16/Xe++9pyxZ7uufcQAAAAAAYIEmTZrozJkzGjBggE6ePKnQ0FAtW7bM/B350aNH5eJy6779oKAgLV++XD169FCpUqWUL18+devWTe+//75D53X4twc7duzQc889pytXrujy5cvy8/NTdHS0vL29FRAQkOImwP24n4UQRowYoUGDBqVZJgAA0sLhw4fVpUsXjR8/XsHBwWa9WrVqqlatmnXBAAAAAABwAhl11Hznzp3VuXPnZLetXbs2Sa1SpUrasmXLA53T4emAevTooUaNGun8+fPy8vLSli1bdOTIEZUtW1YfffRRil/nfhdCeOyxx+64EEJywsPDFRMTYz7+/vvvFGcEACC9GYahGTNmqFSpUvruu+/Upk0bu7n/AAAAAAAAHOFwE2Dnzp1655135OLiIldXV8XFxSkoKEijRo1Snz59Uvw66bUQgoeHh7Jnz273AAAgIzp9+rRefPFFtW3bVhcvXpT074gAGtgAAAAAADjGZkufhzNwuAng5uZmzksUEBCgo0ePSpJ8fX0d/iWFVQshAACQ0Xz77bcqWbKkvv32W7PWpk0b7dq1y1wMGAAAAAAAwFEOrwlQpkwZ/fTTTypatKhq1KihAQMGKDo6WlFRUSpZsqRDr2XVQggAAGQUsbGx6tGjh6ZPn27W/P39NXXqVDVu3Ni6YAAAAAAAODEXZ7lNPx043AQYPny4OUXBsGHD1KpVK3Xo0EFFixbVtGnTHA5gxUIIAABkBBs3blSLFi10+PBhs9aoUSNNnTrVbIgDAAAAAAA8CIebAOXKlTN/DggI0LJly1I1EAAAD4vY2FizAeDj46Nx48YpLCxMNu5WAAAAAADggfDV+haH1wS4k+3bt6thw4ap9XIAAGR69evXV/v27VWtWjXt2rVLbdu2pQEAAAAAAABSlUNNgOXLl6tXr17q06ePDh48KEn6448/1LhxY5UvX16JiYlpEhIAAGeXkJCgefPmyTAMu/rYsWO1Zs0aFSxY0KJkAAAAAABkPjabLV0eziDFTYBp06apfv36ioyM1MiRI/XUU09p9uzZqlSpknLnzq3ffvtNS5cuTcusAAA4pQMHDqh69epq2rRpkvVzPD095erqalEyAAAAAACQ2aW4CTBu3DiNHDlS0dHR+uqrrxQdHa1JkyZp9+7dmjx5sooXL56WOQEAcDqGYWjKlCkqXbq0Nm3aJEl65513FBMTY3EyAAAAAAAyN5stfR7OIMVNgAMHDujVV1+VJL300kvKkiWLPvzwQz366KNpFg4AAGd18uRJNWrUSO3bt9fly5clSYUKFdLSpUvl6+trcToAAAAAAPCwyJLSHa9evSpvb29J/86n5OHhoTx58qRZMAAAnNWCBQv09ttv6+zZs2atXbt2GjNmjHx8fCxMBgAAAADAw8HFWW7TTwcpbgJI0ueff27+8uLGjRuKjIyUv7+/3T5du3ZNvXSZ1LZDh3X+yhWrYwAAUtmFCxfUpUsXzZ4926wFBgZq2rRpatCggYXJAAAAAADAwyrFTYD8+fNr6tSp5vPcuXMrKirKbh+bzUYTIAW+2bHT/NnTzc26IACAVDVgwAC7BsDLL7+syZMnJ2mYAwAAAACAtMU4gFtS3AQ4fPhwGsZ4uFy7ft38+aUnQ60LAgBIVQMHDtTChQt16dIlTZgwQS1atJCN4YcAAAAAAMBCDk0HhNSV09tb5YODrY4BALhPly5dspvj38/PTwsXLlTevHmVP39+C5MBAAAAAPBw46a8W1ysDgAAgLO5ceOGBg8erCJFiujEiRN225566ikaAAAAAAAAIMNgJAAAAA7Yv3+/WrZsqW3btkmS3njjDS1ZsoQ7DAAAAAAAyEBc+JpuYiQAAAApYBiGJk6cqNDQULMB4OrqqnLlyikhIcHidAAAAAAAAMljJAAAAPdw7NgxhYWFacWKFWataNGiioqKUsWKFS1MBgAAAAAAksOI/VvuayTAgQMH1K9fPzVr1kynT5+WJH3//ff6/fffUzUcAABWmzt3rkqWLGnXAOjUqZN27NhBAwAAAAAAAGR4DjcBfvzxR4WEhGjr1q36+uuvdenSJUnSr7/+qoiIiFQPCACAVTp16qTmzZvrwoULkqS8efNq+fLlmjBhgrJmzWptOAAAAAAAcEc2W/o8nIHDTYDevXtr6NChWrFihdzd3c16rVq1tGXLllQNBwCAlWrVqmX+3LRpU+3evVt169a1MBEAAAAAAIBjHF4TYPfu3ZozZ06SekBAgKKjo1MlFAAAGcHLL7+szp07q0qVKmratKnVcQAAAAAAQAqxJsAtDo8EyJEjh06cOJGkvmPHDuXLly9VQgEAkN62bt2q999/P0l9/PjxNAAAAAAAAIDTcngkQNOmTfX+++9r/vz5stlsSkxM1MaNG9WrVy+1atUqLTICAJBmrl+/rsGDB2v48OFKTExUaGiomjVrZnUsAHjoLF68OMX7Pv/882mYBAAAAJmBCwMBTA43AYYPH65OnTopKChICQkJKlGihBISEtS8eXP169cvLTICAJAm9uzZo5YtW2r79u1mbdasWWratCnDBgEgnTVu3DhF+9lsNiUkJKRtGAAAACATcbgJ4O7urqlTp6p///767bffdOnSJZUpU0ZFixZNi3wAAKS6xMREjRs3TuHh4YqLi5MkZcmSRREREerduzcNAACwQGJiotURAAAAkInw3f4Wh5sAGzZsUNWqVZU/f37lz58/LTIBAJBmjh49qjZt2mjNmjVmrXjx4oqKilLZsmUtTAYAAAAAAJD6HG4C1KpVS/ny5VOzZs3UokULlShRIi1yAQCQqgzDUFRUlLp06aLY2Fiz3r17dw0fPlxeXl4WpgMA/Nfly5f1448/6ujRo4qPj7fb1rVrV4tSAQAAwFkwDuAWh5sAx48f15dffqm5c+fqgw8+UKlSpfT666+rWbNmevTRR9MiIwAAqWLhwoVmAyAoKEiRkZGqVauWxakAAP+1Y8cOPffcc7py5YouX74sPz8/RUdHy9vbWwEBATQBAAAAAAe4OHqAv7+/OnfurI0bN+rAgQN69dVXNXPmTAUHB/OLFABAhmWz2TRlyhTlypVLLVu21K5du/h3CwAyqB49eqhRo0Y6f/68vLy8tGXLFh05ckRly5bVRx99ZHU8AAAAOAEXmy1dHs7A4SbA7QoWLKjevXvrgw8+UEhIiH788cfUygUAwAO5dOmSduzYYVcLDAzUrl27NGvWLOXIkcOaYACAe9q5c6feeecdubi4yNXVVXFxcQoKCtKoUaPUp08fq+MBAAAATuW+mwAbN25Ux44dlSdPHjVv3lwlS5bUkiVLUjMbAAD3ZcOGDSpdurTq16+v6Ohou225c+e2KBUAIKXc3Nzk4vLvV5WAgAAdPXpUkuTr66u///7bymgAAABwEjZb+jycgcNNgPDwcBUsWFC1atXS0aNHNW7cOJ08eVJRUVF69tln0yIjAAApEhcXp969e6t69eo6ePCgTp06pR49elgdCwDgoDJlyuinn36SJNWoUUMDBgzQF198oe7du6tkyZIWpwMAAACci8MLA69bt07vvvuuXnvtNfn7+6dFJgAAHLZ79261aNFCu3btMmtVqlTRwIEDrQsFALgvw4cP18WLFyVJw4YNU6tWrdShQwcVLVpU06dPtzgdAAAAnIHNWW7TTwcONwE2btyYFjkAALgvCQkJGjNmjPr166f4+HhJ/04jMXjwYL377rtydXW1OCEAwFHlypUzfw4ICNCyZcssTAMAAAA4txQ1ARYvXqz69evLzc1Nixcvvuu+zz//fKoEAwDgXg4dOqTWrVtr/fr1Zq1kyZKKiopSaGiodcEAAAAAAIClGAhwS4qaAI0bN9bJkycVEBCgxo0b33E/m82mhISE1MoGAMAdxcfHq1q1ajp27Jikf/8N6tWrl4YMGSIPDw+L0wEAHkTBggXvOnz74MGD6ZgGAAAAcG4pagIkJiYm+zMAAFZxd3fXsGHD1KZNGwUHB2vmzJmqXr261bEAAKmge/fuds+vX7+uHTt2aNmyZXr33XetCQUAAACn4sJQAJPDawLMmjVLTZo0SXKXZXx8vL788ku1atUq1cIBAHC7hIQEuzn+W7VqpcuXL6tFixbKnj27hckAAKmpW7duydYnTpyon3/+OZ3TAAAAAM7NxdEDwsLCFBMTk6R+8eJFhYWFpUooAABuFxMTozZt2uitt96yq9tsNnXs2JEGAAA8JOrXr6+FCxdaHQMAAABOwGZLn4czcHgkgGEYyc7P+c8//8jX1zdVQgEAcNPatWvVunVrHT16VNK/C9C/8MILFqcCAFhhwYIF8vPzszoGAAAA4FRS3AQoU6aMbDabbDabateurSxZbh2akJCgQ4cO6dlnn02TkACAh8+1a9fUt29fjRkzxqxly5ZN165dszAVACA93PzucZNhGDp58qTOnDmjSZMmWZgMAAAAziK5G9kfViluAjRu3FiStHPnTtWrV08+Pj7mNnd3dwUHB+vll19O9YAAgIfPjh071KJFC+3Zs8es1ahRQ5GRkQoODrYuGAAgXbzwwgt2X9pcXFyUK1cuPf300ypWrJiFyQAAAADnk+ImQEREhCQpODhYTZo0kaenZ5qFAgA8nG7cuKGRI0dq4MCBunHjhiTJw8NDw4cPV/fu3eXi4vBSNgAAJzRw4ECrI9zTr9+PsjoCAEiSAltGWR0BACRJMXNbWh3BDr9BuMXhNQFat26dFjkAAA+5c+fOqUGDBtqyZYtZCw0NVVRUlEqWLGlhMgBAenN1ddWJEycUEBBgVz979qwCAgKUkJBgUTIAAAA4C6YDuiVFTQA/Pz/t379f/v7+ypkz510/wHPnzqVaOADAwyNHjhzmVHMuLi7q3bu3IiIi5O7ubnEyAEB6Mwwj2XpcXBz/LgAAAAAOSlE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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:30:37,224 INFO: === Dataset: e ===\n", "2024-12-22 11:30:37,782 INFO:Total samples: 911\n", "Evaluating DeiT on e: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.68it/s]\n", "2024-12-22 11:30:40,634 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:30:40,753 INFO: === Dataset: f ===\n", "2024-12-22 11:30:47,306 INFO:Total samples: 10634\n", "Evaluating DeiT on f: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 42/42 [00:20<00:00, 2.01it/s]\n", "2024-12-22 11:31:09,039 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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vn5k1re/Hjf+2b/1vDgAApA9nuj6vUqWKkS9fvlRtm5CQYAQEBBgVK1Y0rl69arb/8MMPhiRj4MCBZlv79u0NSQ7XPjfOV7VqVYe24sWLG02bNnVoS+la2jCSv/7t27en6pqmePHiRvv27c3nPXv2NCQ5XJdeunTJKFGihBESEmJey904X7ly5Yz4+Hhz2xvfGXbt2nXH8976WZg4caKRN29e8/rthRdeMOrXr3/b9+Df16QJCQlGxYoVjQYNGji058mTx+G13XDjmr5Vq1a3XXerU6dOGX5+fsajjz5qxMfHG1WqVDGKFStmxMTE3PE1njlzxnB3dzcee+wxh2vgiRMnGpKMGTNmmG316tUzJBlz5swx2+Lj442goCDjueeeu+N5buz/X9fPAJBR6AkAIMvz9vbWpUuXJP0zVMmqVavMu7yjo6MVHR2tc+fOqXHjxvrjjz+SdedNb4MGDVLBggUVFBSkOnXqaN++fRozZozDsDc38qY0pM+t8ubNq9jYWEky//e/9rmT9DjGnZQoUUKNGzd2aLvvvvsUFhamefPmmW1JSUlasGCBmjVrZo4VO3/+fOXLl0+PPvqo+XeLjo5W1apV5e3trdWrV9/2vKdOndKOHTvUoUMH+fn5me2VKlXSo48+mmIX3y5dujg8r1Onjs6dO2e+R2k1f/58lStXTmXLlnXI36BBA0ky898Y5/P777+X3W6/q3PdKikpScuWLVPz5s0deoiUK1cu2d9CksPYvDExMYqOjla9evV0+PBhh27lt+Ph4WFOPJeUlKRz586ZQxpt27bN3M7X11d///23tm7dmuJxDMPQwoUL1axZMxmG4fCeNW7cWDExMQ7HAwAAziOrXJ/Hxsam+rr3119/1ZkzZ/Taa6+Z8xJIUtOmTVW2bNlkQ+lIKV9PHj58+N5C3yJfvnySpGXLlv3nsJW3WrJkiapXr+4wBJK3t7c6deqko0ePau/evQ7bh4eHy93d3Xx+YzjTtLyWF198UVevXtUPP/ygS5cu6YcffrjtUECS4zXphQsXFBMTozp16qT5+u/ff4PbCQoK0qRJk7R8+XLVqVNHO3bs0IwZM+Tj43PH/VasWKGEhAT17NnTYfLljh07ysfHJ9nnwtvb22HOCnd3d1WvXj1dPxcAkBEoAgDI8uLi4syL+z///FOGYWjAgAEqWLCgw2PQoEGSbk4amlE6deqk5cuX6//+7//Uq1cvXb161Rwb9IYbeW98ObqdS5cumdveuED9r33uJD2OcSd3Gtpow4YN5he8NWvW6MyZMw7D5Pzxxx+KiYlRQEBAsr9dXFzcHf9ux44dkyTdf//9ydaVK1dO0dHRunz5skP7v4dUujFcU2rnH/i3P/74Q3v27EmW/b777pN083PXokUL1a5dW6+++qoCAwPVsmVLff3113ddEDh79qyuXr2qMmXKJFuX0vuxYcMGNWrUyJw3oWDBgubwOakpAtjtdn300UcqU6aMPDw85O/vr4IFC2rnzp0O+7/zzjvy9vZW9erVVaZMGXXr1s0c8uhG7osXL2rq1KnJ3rPw8HBJGf/fKgAAyBhZ5frcx8cn1de9d7qeLFu2rLn+Bk9Pz2RD++TPn/+uryVTUqJECUVEROizzz6Tv7+/GjdurEmTJv3nNduxY8due118Y/2t0uO6uGDBgmrUqJHmzp2rb775RklJSQ43Qf3bDz/8oIceekienp7y8/NTwYIF9cknn6TqevRWt/v+kZKWLVuqadOm2rJlizp27KiGDRv+5z63+1y4u7urZMmSyd7LokWLJptTLb0/FwCQEZxvOnUAOcrff/+tmJgYlS5dWpLMH1J79+6d4l3QksxtM0qZMmXUqFEjSdKTTz4pV1dX9enTR/Xr11e1atXMDLly5dLOnTtve5z4+HgdOHAg2T67du2662xly5aV9M8YmM2bN//P7VOaFFhSsqLGDbfe0XOrFi1aqG/fvpo/f7569uypr7/+Wvny5dPjjz9ubmO32xUQEKAvvvgixWOkZfzU1LjdnAiGYdzV8ex2u0JDQzV27NgU1wcHB0v65z1at26dVq9ercWLF2vp0qWaN2+eGjRooJ9++ilD5mq44dChQ2rYsKHKli2rsWPHKjg4WO7u7lqyZIk++uijVBUiRowYoQEDBujll1/We++9Jz8/P7m4uKhnz54O+5crV04HDhzQDz/8oKVLl2rhwoWaPHmyBg4cqCFDhpjbtmnTRu3bt0/xXJUqVUqfFw4AADJNVro+L1u2rLZv366//vrLvBZLL/dyzZaWa+wxY8aoQ4cO+v777/XTTz/pjTfe0MiRI7V582YVLVr0rjPcKr2ui1u3bq2OHTsqKipKTZo0MXvA/tvPP/+sp556SnXr1tXkyZNVqFAhubm5aebMmZo7d26aznm77x8pOXfunH799VdJ0t69e2W32x3u7k8P6f0dAwAyC0UAAFlaZGSkJJlfKEqWLClJcnNzM3+It1q/fv00bdo09e/fX0uXLpUk5cmTR/Xr19eqVat07NgxFS9ePNl+X3/9teLj4/Xkk09KknLnzq0GDRpo1apVd/1F5uGHH1b+/Pn15Zdf6t133/3PLy837gK6ePGiw0X8v+94+S8lSpRQ9erVNW/ePHXv3l3ffPONmjdvLg8PD3ObUqVKacWKFapdu3aaLuYlme/fgQMHkq3bv3+//P39lSdPnjQd83Zu96WtVKlS+v3339WwYcPbbnODi4uLGjZsqIYNG2rs2LEaMWKE+vXrp9WrV6tRo0b/uf+tChYsKC8vL/3xxx/J1v37/fi///s/xcfHa9GiRQ53fKU01NLtMixYsED169fX9OnTHdovXrwof39/h7Y8efKoRYsWatGihRISEvTss89q+PDh6tu3rwoWLKi8efMqKSnpP/9bTcv7AQAArJWVrs+bNWumL7/8Up9//rn69u17x21vvZ68MZzjDQcOHEjxev1u3XqNfavbXWOHhoYqNDRU/fv318aNG1W7dm1NmTJFw4YNS3H74sWL3/a6+Mb6jPDMM8+oc+fO2rx5s8NQoP+2cOFCeXp6atmyZQ7fB2bOnJls2/S8DuzWrZsuXbqkkSNHqm/fvho3bpwiIiLuuM+tn4sbn2Xpn0mbjxw5kmW+cwLAvWI4IABZ1qpVq/Tee++pRIkSeumllyRJAQEBeuSRR/Tpp5/q1KlTyfY5e/ZsZseUr6+vOnfurGXLlmnHjh1me//+/WUYhjp06KCrV6867HPkyBG9/fbbKlSokDp37my2Dxo0SIZhqG3btoqLi0t2rt9++02zZ8++bZbcuXPrnXfe0b59+/TOO++keEfK559/ri1btkj654dtSVq3bp25/vLly3c8x+20aNFCmzdv1owZMxQdHe0wFJD0zziiSUlJeu+995Ltm5iYmOxL0q0KFSqksLAwzZ4922G73bt366efftITTzyR5ry3kydPnhS7Kb/44os6ceKEpk2blmzd1atXzeGIzp8/n2x9WFiYpH96f9w4h5T8i2FKXF1d1bhxY3333Xc6fvy42b5v3z4tW7Ys2baS451IMTExKX7hypMnT4rnd3V1Tfa5mT9/frKxfM+dO+fw3N3dXeXLl5dhGLp+/bpcXV313HPPaeHChdq9e3ey89z632pa3g8AAGCdrHZ9/vzzzys0NFTDhw/Xpk2bkq2/dOmS+vXrJ0mqVq2aAgICNGXKFPOaTJJ+/PFH7du3T02bNk23XCldYyclJWnq1KkO28XGxioxMdGhLTQ0VC4uLg4Z/+2JJ57Qli1bHF7z5cuXNXXqVIWEhKh8+fLp8TKS8fb21ieffKLBgwerWbNmt93O1dVVNpvNoefD0aNH9d133yXb9nbXpGm1YMECzZs3T++//7769Omjli1bqn///jp48OAd92vUqJHc3d318ccfO1wDT58+XTExMen6uQAAK9ETAECW8OOPP2r//v1KTEzU6dOntWrVKi1fvlzFixfXokWLHCbvmjRpkh5++GGFhoaqY8eOKlmypE6fPq1Nmzbp77//1u+//57p+Xv06KFx48bp/fff11dffSVJqlu3rj788ENFRESoUqVK6tChgwoVKqT9+/dr2rRpstvtWrJkiXmnkCTVqlVLkyZN0muvvaayZcuqbdu2KlOmjC5duqQ1a9Zo0aJFt70j6Ia33npLe/bs0ZgxY7R69Wo9//zzCgoKUlRUlL777jtt2bJFGzdulCQ99thjKlasmF555RW99dZbcnV11YwZM1SwYEGHH5xT48UXX1Tv3r3Vu3dv+fn5Jbtrpl69eurcubNGjhypHTt26LHHHpObm5v++OMPzZ8/X+PHj7/juKKjR49WkyZNVLNmTb3yyiu6evWqJkyYoHz58mnw4MFpynonVatW1bx58xQREaEHH3xQ3t7eatasmdq2bauvv/5aXbp00erVq1W7dm0lJSVp//79+vrrr7Vs2TJVq1ZNQ4cO1bp169S0aVMVL15cZ86c0eTJk1W0aFFz8rZSpUrJ19dXU6ZMUd68eZUnTx7VqFHjtmOeDhkyREuXLlWdOnX02muvKTExURMmTFCFChUchpx67LHH5O7urmbNmqlz586Ki4vTtGnTFBAQkOxLedWqVfXJJ59o2LBhKl26tAICAtSgQQM9+eSTGjp0qMLDw1WrVi3t2rVLX3zxhcOdUTfOFRQUpNq1ayswMFD79u3TxIkT1bRpU3OM4Pfff1+rV69WjRo11LFjR5UvX17nz5/Xtm3btGLFCrNgktb3AwAAZDxnuD53c3PTN998o0aNGqlu3bp68cUXVbt2bbm5uWnPnj2aO3eu8ufPr+HDh8vNzU2jRo1SeHi46tWrp1atWun06dMaP368QkJC1KtXr3TLVaFCBT300EPq27evzp8/Lz8/P3311VfJfvBftWqVunfvrhdeeEH33XefEhMTFRkZad5McTt9+vTRl19+qSZNmuiNN96Qn5+fZs+erSNHjmjhwoXpPgTOrW43zOOtmjZtqrFjx+r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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:31:09,161 INFO: === Dataset: g ===\n", "2024-12-22 11:31:12,964 INFO:Total samples: 6000\n", "Evaluating DeiT on g: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:11<00:00, 2.01it/s]\n", "2024-12-22 11:31:25,352 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": [ "2024-12-22 11:31:25,467 INFO: === Dataset: h ===\n", "2024-12-22 11:31:29,293 INFO:Total samples: 6000\n", "Evaluating DeiT on h: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:12<00:00, 2.00it/s]\n", "2024-12-22 11:31:41,780 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": [ "2024-12-22 11:31:41,895 INFO: === Dataset: i ===\n", "2024-12-22 11:31:45,703 INFO:Total samples: 6000\n", "Evaluating DeiT on i: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:12<00:00, 1.92it/s]\n", "2024-12-22 11:31:58,658 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:31:58,778 INFO: === Dataset: j ===\n", "2024-12-22 11:32:03,245 INFO:Total samples: 6000\n", "Evaluating DeiT on j: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:12<00:00, 1.93it/s]\n", "2024-12-22 11:32:16,199 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": [ "2024-12-22 11:32:16,323 INFO: === Dataset: k ===\n", "2024-12-22 11:32:20,115 INFO:Total samples: 6000\n", "Evaluating DeiT on k: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:13<00:00, 1.83it/s]\n", "2024-12-22 11:32:33,703 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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AAAAAWdTNxERF37gz0e6ktevkbG8vw5D+uXQp2fpnr1277/788+ZVeEyMSvrkV+G8eVWxcGGV9MnPXf3pLC4uTsOHD9eECRNkGIamTZum559/Xo0bN7Z2NAAAAAC5EEUAAACALOB6XLyOX7qk89eu6eD5Czpw/ny67LdWieJ6sUplebu6psv+cH/79u1Tx44dtW/fPnPbU089pRIlSlgxFQAAAJALcbOTGUUAAACATHR7CJ+kpCTFJSRqwurfFB4T80j7dHFwkK+7mxqVKaMS+fPLxcFe7s7O6ZQYqZGYmKiJEydq2LBhiv93OCZ7e3t9+OGHeuedd2Rry9BKAAAAAKyDIgAAAEAGSDIM7T97Tp+uXSeTJLt/LwLfTExM876qFi0ik0yKT0xQYlKS3qxXVzY2NnK2t2conywgODhYnTp10pYtW8xtgYGBCgoKUsWKFa2YDAAAAMjFmBPAjCIAAADAQ9odEqILEZFad/iITCaT8v875M7h0FCL9Qyl/uJ/aT+/f8fs91SVIkXkYMfpWla2d+9ePfXUU4qOjpZ0a9LfgQMHavTo0XJ0dLRyOgAAAACgCAAAAJCi6Lg47Qg+pbiEBJ25elV/nDgpSbL99877RMNItk3YvxeC78XfK68kKTQiUn7u7irg4aEbCTdV0MNDrZ+oJhvu6s92ypcvr4oVK2rr1q0KCAjQggULVKdOHWvHAgAAAMD3KzOKAAAAAHeJvXlTb3696J7LU7r4fz/F83vr+YoVVcm/8KNGQxZka2ur+fPna+LEiRo/frzc3NysHQkAAAAALFAEAAAAud6eM2f04649On31aqrWL5rPSyaZlGgk6Wz4Nb1Wu5ZcnRxVpkAB3b7XxMbGRnY2jEGZk0RERKhv377q3r27atasaW4vUaKEZsyYYcVkAAAAAJJhTgAzigAAACDXMP69iz8iNla/HTqslfsPPHCbmsWLq0g+L+XLk0eP+/nKw9k5o2MiC9qwYYO6dOmikJAQbdmyRXv27FGePHmsHQsAAAAAHogiAAAAyNbiExJ1KSpSYdHRuhQZpZuJiToTHi5PZ2eFXA3XoQsXZGsypXkYn+fKl1frJ6pmUGpkFzdu3ND777+vTz/91Nx28eJF7d27V7Vq1bJiMgAAAAD3xZwAZhQBAABAthF786aOXLigsOjrWnPosC5FRaVqu9QWADrVfFJ1S5WUna3to8REDrFr1y517NhRhw4dMrc9/fTTmjdvnooWLWrFZAAAAACQehQBAABAlhF144bOXA2XJP20Z4+OXbykfHnyyMZk0uXo6Efev72trW4mJqp4fm+dvBymxmXKqFHZ0vJ1d3/kfSPnSEhI0Pjx4zVy5EglJCRIkhwdHTVu3Dj16dNHNsz1AAAAAGR9zAlgRhEAAABkioTERJ2PiNDfp0O063SICuX1lCTtDjmjuH8vtKbkyvXrqdq/t6uryhYoIG/XPHJ1clReFxe5OjrJZJIKeHgqj6NDerwN5HAnTpxQhw4dtH37dnNb5cqVFRQUpHLlylkxGQAAAAA8HIoAAAAgXVyOitbFyAiZTCaFRUfr/LUIXb1+XYakw+cv6Hp8vMX6Z8LD07R/NycnRd24IUmqVaK4/L28VKFQQRXKmze93gKg2NhY7dq1S5JkY2OjwYMHa/jw4XJwoIgEAAAAZCv0BDCjCAAAANIkLDpa12JidCEiQolJhvadPatdIWfSZd+eLs66FhOrpx9/TC4ODoq6cUMdnqwhRztOWZA5ypcvrzFjxuiLL77QggULVLNmTWtHAgAAAIBHwjdqAABwT2euXtW2k8E6czVczvb22nHq1CPv83E/X8XdTFC76tWU18VFkuRgZyfPf58DmemXX35R48aN5ejoaG7r16+f3nzzTeXJk8eKyQAAAAA8EpPJ2gmyDIoAAADkcnE3byrRMCRJZ8PDtXL/Ae09e07Gv21p1bhMGTk52CsyNlaF8+ZVEa+8crCzU343N7nY2zOpKrKE8PBw9erVS998843ee+89ffTRR+Zltra2FAAAAACA7I7hgMwoAgAAkAtFx8XpUmSkRv+y8qH3UaNYgNycnJQvTx45OzioWtEicnVySseUQMZYs2aNunbtqnPnzkmSPv74Y3Xu3FllypSxcjIAAAAASH8UAQAAyOFOXr6sLzZvka3JpPMREQ+1jyblyqpsgQLycHZWQU8POTBGP7KhmJgYvffee5o2bZq5zdPTU9OnT1fp0qWtmAwAAABAumM4IDO+wQMAkM2FRUfrZmKiNh37RyFXrio4LEx+Hu6ys7HVP5cupXo/5QsVvLW/qGg9W74cd/YjR9m5c6c6dOigY8eOmdsaN26sOXPmqHDhwlZMBgAAAAAZiyIAAADZzMnLYVry1986HBp6z3WCw66k2G5nayNbk43iEhJkb2urYt75VLFwYTWrEJhRcQGrunnzpsaMGaMPP/xQiYmJkiRnZ2d9/PHH6tmzJ3NUAAAAADkVcwKYUQQAACCLib15U3+fOq3VBw/p/LVrSjQM2dvaysHWVtfj4x96v51qPqkGpR9Px6RA1jdr1iyNGjXK/PqJJ55QUFCQHn+cfwsAAAAAcgeKAAAAWNHNxETtCD6l8JgYLf17133Xu/nvXcwpKejpoYB8+XQq7IpefaqW8ru5yc3R8dZCk0k2jIWIXKp79+6aM2eO9u7dq2HDhun999+Xvb29tWMBAAAAyGh8DzajCAAAgBWcCruiBdu262RYWJq283N3V1xCgsJjYtSmWlU9/fhjcnZwyKCUQPYTGxsrZ2dn82t7e3stXLhQUVFReuKJJ6yYDAAAAACsgyIAAAAZKCY+XsFhYTp95aoc7ey0dNcuxcbfTNW2hTw99XzFCipfqJDyOHKhH7gfwzC0cOFC9e/fX7/99psqVapkXla6dGnrBQMAAABgFSZ6AphRBAAAIJ38ffq0pq7fKOnWBLwJiUmp3vZxP189WayYSvjkVxEvrwxKCORMV65c0RtvvKGlS5dKkjp06KC//vpLTk5OVk4GAAAAANZHEQAAgIeUkJSk3SFntPbwYR0NvWi5LJUFgDbVqqre44/JhSF9gIeycuVKvfbaawoNDTW3Va5cWTdv3qQIAAAAAORi9AS4gyIAAAD3ERoRoaMXL0kydOJymI5eCNXFqKhUb5/fzVWXo6JVvlBB+bq5qXj+/HJzclT5QoWYrBd4BNHR0RowYIC++OILc5uXl5e++OILtWrVyorJAAAAACBroQgAAMjVkpKS9PvxE9oRHKzwmBjZmGzk6ugoSTpy153FaTGyRXMFeOdLz5gA7rJt2zZ17NhRJ06cMLc1bdpUX331lQoUKGDFZAAAAACyDO67M6MIAADINZKSkjTvj+1yd3bSsYsXdfrKVcUlJDzyft2dndSqShVV8i8sd2fndEgK4F6mTZumPn36KCnp1pBbLi4umjRpkrp37053XwAAAABIAUUAAECOdeZquPadPavYmzf1y779j7Sv5ytWkKujoxzs7FTEK6+K5MsnOxubdEoKILVq1Khhvthfs2ZNLViwQCVLlrRyKgAAAABZDTcJ3UERAACQYyQlJWnhnzu07sjRNG+b39VVrzxZQ37ubvLK42put7MxyYaL/UCW8cQTT2j06NGSpHfffVd2dpzOAgAAAMD98K0JAJAjRN64obe/WZzq9d979hnZmGzk5+EuD4bwAbKkU6dOadKkSZo0aZLFxf7333/fiqkAAAAAZAf0BLiDIgAAINuIiY/XzcRE8+vTV65q2oaNir/HuP42JpPcnJxU77FSKuTpqUJ5PVU4b97MigvgIRmGoXnz5qlPnz6KiopS/vz5NWzYMGvHAgAAAIBsiSIAACBLS+sd/rd91q6N3J2cMiARgIx06dIlde/eXcuWLTO3LViwQAMHDpQT/6YBAAAApBI9Ae6gCAAAyJKSkpI0949t+v2f42na7unHH1OnJ2swjj+QDS1fvlzdunXTpUuXzG1du3bV5MmTKQAAAAAAwEOiCAAAsLrrcfFavnevzlwN16ELF+RgZ3fPIX4cbG1VrlDBWy8M6WRYmLrVqa3SBQrIjgv/QLYUGRmpfv36ac6cOea2/Pnza9asWWrZsqX1ggEAAADItugJcAdFAABApouOi9PwZT8r6sYNizH+b0upAPD044+pS62amREPQCbavHmzOnfurFOnTpnbnn/+ec2ePVs+Pj7WCwYAAAAAOQRFAABAprgcFa3le/emengfOxsbOdnbKzouTrM6viIHO/5kATnRsmXLzAUAV1dXTZkyRV27duWuHQAAAACPhq8UZlxRAQCki6gbN/Tp2nU6eTlMLg4OcrCzvbXAkK7FxqZqHzVLFFfN4sVV2s+Xi/5ALjFmzBitWrVK+fLl0/z581WsWDFrRwIAAACAHIUrLACAh3bw/HlNWL1GNiaTkgzD3B4TH6+Y+Adv/0KlinousLwcueAP5AqJiYnavXu3qlWrZm5zcnLSmjVr5OvrK1tbWyumAwAAAJCT0Lv4Dq66AADu6VTYFe0+c0ZO9vbae+asjoSGysZkkquToyJjb5jXu7sAcDevPHnMz69evy5JeqpkCTWvECg/D4+MDQ8gSzlx4oQ6deqkXbt2adeuXSpTpox5WcGCBa2YDAAAAAByNooAAACziNhYrTl0WL8dOpzi5LzSrQv+dxcA/qtOqZLqXKum7GxsMiomgGzEMAzNnj1b/fv31/V/i4FdunTR9u3buTMHAAAAQIbh+8YdFAEAIIdKSErS3jNnFXXjhvadPauD5y+ooKeHbG1sdO7aNcXG35Sro6N5/ei4uDTt39vVVXE3byoqLk7DmzdT8fze6f0WAGRzoaGhev3117VixQpzW/HixTVp0iROyAEAAAAgk1AEAIAc4vSVK/ry9606Ex5+z3WCw65YvE7thf9GZUrrcT9fOds7qLSfr+wYtxvAA3z//ffq0aOHrly58/+d7t27a+LEiXJ1dbViMgAAAAC5ATce3UERAACygaSkJN0edT8hKUl/nw7R5agonQkP18lLl3U1Juah9+3j5qbbfxaTZOhyVLQqFC6klpUqKiBfPtkwrA+ANLh27ZrefvttBQUFmdt8fX311VdfqVmzZlZMBgAAAAC5E0UAAMhikpKSNPePbfr9n+PydnVVWHT0I+3vcV9flS1YQEW88qqEj49cHRzMy7jADyC9tWzZUps2bTK/fumllzRz5kx5ezNkGAAAAIDMQ0+AOygCAIAVnbwcpu/++lsx8fEKuXo12fKHKQB0qFFd9Us/Llsu8AOwgg8++ED16tWTm5ubpk2bpg4dOnDyDQAAAABWRBEAADKYYRi6EBGpdYcPK/LGDXk4O+v0lav659KlNO3HZDKplE9+SdKpsCt6zNdXtUuWkJuTox7385M94/QDsIKkpCSLXkV16tTR7Nmz1bhxYxUpUsSKyQAAAADkatyLZEYRAAAekWEYupGQoN0hZ3QhIkJJSUmys7XViUuXdeD8+Ufa97R2beTq5JROSQEg/SQkJGjs2LHasmWLVq1aZVEIeO2116yYDAAAAABwN4oAAPAACUlJOnP1qvadPScXBwfdTEzU4QuhyuPooO0ng9PlGF1r11T5ggXllScPw2YAyPKOHTumjh07aseOHZKkyZMnq3///lZOBQAAAAB3cH3lDooAAJCCA+fO67N16xWfmJhu+3R1dFTZAgVUv/RjcrSzl62NSf558zI5L4BswzAMzZgxQwMHDlRsbKwkydbW1vwcAAAAAJD1UAQAkOsZhqHZv2+RYUj2trba/M8/D7UfJzs7+Xl4qEoRf/l75ZWdra0Mw1DZAgVkx3j9ALK5c+fO6dVXX9Vvv/1mbnvssce0YMEC1ahRw4rJAAAAACA5egLcQREAQK5xJfq6rl6/rnPXrum3g4d0PiIiTdv7urmpfKGCKuXrI8OQnOztldfFRfndXOXi4MAfFwA51rfffquePXsqPDzc3NarVy99/PHHcnFxsWIyAAAAAMCDUAQAkCNdj4vXP5cu6sC587oQEaGD5y881H76NmqoCoULyYYL/AByocTERHXo0EHffvutua1gwYKaO3eunnnmGSsmAwAAAID7y6o3a06fPl0TJkxQaGioKlasqKlTp6p69er3XH/y5Mn6/PPPFRISIm9vb7Vq1Urjxo2Tk5NTqo9JEQBAjmIYhrrOW5Dm7TxdnHUtJlajnm8hG5OUz/XW3f0AkJvZ2trK3d3d/Lpt27aaPn26vLy8rJgKAAAAALKnxYsXq3///po5c6Zq1KihyZMnq0mTJjp69Kh8fHySrb9o0SINGjRIc+bMUa1atXTs2DF16dJFJpNJkyZNSvVxKQIAyPYiYmN18Px5zdq8JVXrNy5bRtE34lS5iL+qBRTlLn8AuI+JEydq9+7d6t+/v9q2bWvtOAAAAACQOlnwcs+kSZPUrVs3de3aVZI0c+ZMrVixQnPmzNGgQYOSrf/HH3+odu3aat++vSQpICBA7dq1059//pmm41IEAJBthF+/rlNXruhiZJSuxcYqKvaGtp44cd9tapcsIRd7B1UvFiB3Zyf5uLll2e5gAGBt27dv19mzZ9WqVStzm6urq/7880/+34lsbdeuXbK3t1dgYKAkadmyZZo7d67Kli2rkSNHyoHefwAAAHhIcXFxiouLs2hzdHSUo6OjRVt8fLz+/vtvDR482NxmY2OjRo0aadu2bSnuu1atWvr666+1Y8cOVa9eXSdPntTKlSvVsWPHNGWkCAAgS9lw5Kgib9wwF2vPhl9T8JUwXY6KTvO+5nbpxEUrAEiFmzdvavTo0Ro7dqxcXFxUpUoVFS9e3Lyc/5ciu+vRo4cGDRqkwMBAnTx5Um3bttX//vc/LVmyRDExMZo8ebK1IwIAACCdZdb3mHHjxmnUqFEWbSNGjNDIkSMt2sLCwpSYmChfX1+Ldl9fXx05ciTFfbdv315hYWF66qmnZBiGEhIS9MYbb+j9999PU0aKAACsIskwtPX4cf11KkSnr1zRtdjYR95nozKl5e+VV3VLleKCFQCk0qFDh9SxY0ft2rVLkhQdHa1JkyZp2rRpVk4GpJ9jx46pUqVKkqQlS5aobt26WrRokbZu3aq2bdtSBAAAAMBDGzx4sPr372/R9t9eAA9r48aNGjt2rGbMmKEaNWro+PHj6tOnjz744AMNGzYs1fuhCAAgwxmGocMXQhV549aF/pmbfn+k/VUvFqDCnp7K4+iogp4eKuDhIU8Xl/SICgC5RlJSkj777DMNGjTI3HXVzs5OI0aMSHEsSiA7MwxDSUlJkqS1a9eqefPmkiR/f3+FhYVZMxoAAAAySGbdIJrS0D8p8fb2lq2trS5evGjRfvHiRfn5+aW4zbBhw9SxY0e9/vrrkqTAwEBdv35d3bt315AhQ2RjY5OqjBQBAKS7P06c1JpDh3QtJlYmSVdjYtK8j76NGuj2DC6GYaiAh4d83N2YxBcA0kFISIi6dOmiDRs2mNvKlCmjoKAgVa1a1YrJgIxRrVo1ffjhh2rUqJE2bdqkzz//XJIUHBycrDs2AAAAkBEcHBxUtWpVrVu3Ti1btpR06+asdevWqXfv3iluExMTk+xCv62traRb18tSiyIAgHRzJfq63lmyNE3b2NnY6PU6tVXM21v58uSR3b//IwMApD/DMBQUFKS33npLkZGR5va+fftq7NixcnZ2tmI6IONMnjxZr7zyin766ScNGTJEJUuWlCQtXbpUtWrVsnI6AAAAZISsOFR0//791blzZ1WrVk3Vq1fX5MmTdf36dXXt2lWS1KlTJxUqVEjjxo2TJLVo0UKTJk1S5cqVzcMBDRs2TC1atDAXA1KDIgCARxKfkKAF27Zry/ETqVq/dbWqsrWxkYuDveqUKpXB6QAAd4uOjtbgwYPNBQB/f3/NmzdPDRo0sHIyIGNVqFBB+/fvT9Y+YcKENH15AgAAAB5FmzZtdPnyZQ0fPlyhoaGqVKmSVq1aZe6dGhISYnHn/9ChQ2UymTR06FCdO3dO+fPnV4sWLTRmzJg0HddkpKXfQA4QGRkpDw8PRUREyN3d3dpxgCwnITFRIVfDdeX6dcXGx1sMv7P7zBklJCbJztZGf58OeeC++jZqqFI+PrKzMcnR3j4jYwMAUmn16tV69tln1alTJ02ZMkWenp7WjoQcJKufa8fHx+vSpUvm+QFuK1KkSJr35Vw55S7bAJDZwndOs3YEAJAkOWWx280L9vghU45z/osXM+U4jyKL/WgAZJbrcfGKiI3Vtzt3at/Zc3rM10fHLl5Kl323rlZVzwWWT5d9AQAeXlRUlG7cuKH8+fOb25o0aaLdu3erUqVK1gsGZLJjx47ptdde0x9//GHRbhiGTCaTEhMTrZQMAAAAyHgUAYBcIDwmRv0WL5GPm5tMki5GRSVb51ELAP5582pgk8ZyZzxpAMgStmzZok6dOql06dJasWKFxXiYFACQ23Tt2lV2dnb65ZdfVKBAgSw5PiwAAADSGad8ZhQBgBws8sYNTV+/UUcvXpQkXUrh4v+9lPHzUx5HR5X0yS8Huzv/q3C0s1NpP1/Z2NjIyd5ezgzzAwBZSlxcnEaMGKGPP/5YhmEoODhYs2fPVvfu3a0dDbCaPXv26O+//1bp0qWtHQUAAADIdBQBgBzmVNgVjfz5l/uu4+xgr9j4m5KkSv6FFRMfr7cbNpCTvb1MkmzvmoAEAJB97N+/Xx06dNC+ffvMbbVr11ajRo2smAqwvrJlyyosLMzaMQAAAJCJ6P15h9WLANOnT9eECRMUGhqqihUraurUqapevfo91588ebI+//xzhYSEyNvbW61atdK4cePk5OSUiamBrCcpKUnv/7RMoRGR91yncZkyeuXJe//7AgBkT4mJiZo0aZKGDh2q+Ph4SZK9vb0++OADDRgwQLa2tlZOCFjX+PHj9e6772rs2LEKDAyU/X96MmbFSYwBAACA9GLVIsDixYvVv39/zZw5UzVq1NDkyZPVpEkTHT16VD4+PsnWX7RokQYNGqQ5c+aoVq1aOnbsmLp06SKTyaRJkyZZ4R0A1nUpMlI7Tp3W0r933Xe9FhUC1aJiRTnYcREIAHKa4OBgde7cWb///ru5LTAwUEFBQapYsaIVkwFZx+3eMA0bNrRoZ2JgAACAnIueAHdYtQgwadIkdevWTV27dpUkzZw5UytWrNCcOXM0aNCgZOv/8ccfql27ttq3by9JCggIULt27fTnn39mam7AGhKTkhQTH69z165pd8gZrT546L7rv1q7luqUKsn/8AAgBwsJCVGFChUUHR0t6dZJ7oABA/TBBx/I0dHRyumArGPDhg3WjgAAAABYjdWKAPHx8fr77781ePBgc5uNjY0aNWqkbdu2pbhNrVq19PXXX2vHjh2qXr26Tp48qZUrV6pjx46ZFRvINElJSXp1flCatyvq5aWBzz4jVy7+AECOV6RIEb3wwgtauHChAgICtGDBAtWpU8fasYAsp169etaOAAAAgEzGjbF3WK0IEBYWpsTERPn6+lq0+/r66siRIylu0759e4WFhempp56SYRhKSEjQG2+8offff/+ex4mLi1NcXJz5dWTkvcdLB6whISlJNxMTdeDcecUnJGj271vSvI+m5cupdskSKpw3bwYkBABkZdOmTZOfn59GjBghNzc3a8cBsqzff/9dX3zxhU6ePKklS5aoUKFCCgoKUrFixfTUU09ZOx4AAACQYaw+MXBabNy4UWPHjtWMGTNUo0YNHT9+XH369NEHH3ygYcOGpbjNuHHjNGrUqExOCtzf+WsR2nj0qH47dDjV2zg72Cs2/qYcbG31uJ+f/NzdVS2gqB73833wxgCAbC8iIkJ9+vTRs88+q7Zt25rbPT099cknn1gxGZD1ff/99+rYsaNeeeUV7dq1y3yTUEREhMaOHauVK1daOSEAAADSHR0BzKxWBPD29patra0uXrxo0X7x4kX5+fmluM2wYcPUsWNHvf7665JuTXp3/fp1de/eXUOGDJGNjU2ybQYPHqz+/fubX0dGRsrf3z8d3wmQOoZh6KNfV+vof37nH6SYdz4Nb96MLkwAkItt3LhRnTt3VkhIiJYtW6Y6deqoUKFC1o4FZBsffvihZs6cqU6dOunbb781t9euXVsffvihFZMBAAAAGc9qRQAHBwdVrVpV69atU8uWLSXdGgN93bp16t27d4rbxMTEJLvQb2trK+nWBdaUODo6MjEerC4uIUE9ghbed53CefMq+sYNNasQKCd7ez1VsgQX/gEgl7tx44aGDBmiSZMmmdsSExN18OBBigBAGhw9elR169ZN1u7h4aFr165lfiAAAABkOK6r3WHV4YD69++vzp07q1q1aqpevbomT56s69evq2vXrpKkTp06qVChQho3bpwkqUWLFpo0aZIqV65sHg5o2LBhatGihbkYAGQVSUlJirwRp09+W6Oz4eEprvNilcp6sngx+TCGMwDgP3bv3q0OHTro0KFD5rann35a8+bNU9GiRa2YDMh+/Pz8dPz4cQUEBFi0b9myRcWLF7dOKAAAACCTWLUI0KZNG12+fFnDhw9XaGioKlWqpFWrVpknCw4JCbG483/o0KEymUwaOnSozp07p/z586tFixYaM2aMtd4CYCEuIUFT123QgfPn77venM4dUxy+CgCAhIQEjR8/XiNHjlRCQoKkWz0bx44dq759+/L3A3gI3bp1U58+fTRnzhyZTCadP39e27Zt04ABA+45txgAAACyN3oC3GEy7jWOTg4VGRkpDw8PRUREyN3d3dpxkAPE3rypLf8c15pDh3UpKuq+65YvVFADnmmcSckAANnN6dOn1a5dO23bts3cVqlSJX399dcqV66cFZMBqZNVz7UNw9DYsWM1btw4xcTESLpVXBswYIA++OCDh9qnc+WUhzBF7tWjdV3169xQvvnctf/YOfUfv0R/HTyd4rp2djYa+Ooz6tC8hgr6eOrY6YsaOmWZ1vxx2LyOq4ujRvRsrucbVFT+vK7ae/SsBny8VH8fCsmst4RsInznNGtHQBbz7aKFmj/3K4WFXdZjj5fWoPeHKbBChXuu/9vqXzV96hSdP3dORYoGqG//AapTt555+do1v2nJd9/q8MGDioi4psVLf1LpMmUy460gm3Gy6u3myRV9++dMOc7pz1pkynEeRRb70QBZ3+krV3Uh4pqOXbyk9UeOPnB9LxcXlS7gp661a8meYasAAPfh5OSkf/75R5JkY2OjwYMHa/jw4XJwcLByMiB7M5lMGjJkiAYOHKjjx48rOjpaZcuWlZOTk86fP6+CBQtaOyKyuVbPVNH4d/6nt8Ys1s4Dp9S7fX0tn9FLFVuO1uXw6GTrj+zZQu2aPaGeHyzS0eCLalyrjBZP7Kb6XSZp79GzkqTPh7dX2ZIF9erQ+bpwOULtnquuFTPfUpWXPtT5yxGZ/RYBZBOrfl2pTz4ep6EjRikwsKIWBs3Xmz1e07JfVilfvnzJ1t+ze5cGDXxHb/ftr7r16mvlip/V961e+nbpDypV6jFJUmxsjCpXrqImTZpq1Iihmf2WgIdGT4A76AkA3EfszZvaduKEJJP+Pn1aB89fSNV2XnnyaHjzZvJ0cc7YgACAHOfHH3/Uu+++qwULFqhmzZrWjgOkSXY71967d6+qVKmixMTENG9LTwDcbfOCAfr74Gn1G79E0q2LDsdXfaDPv92kT+auSbb+yd/GaPyXq/XFd5vNbd988rpib8Tr1aEL5ORor8tbPtHL/WZp1ZaD5nW2LnxXv209pFEzfsn4N4Vsg54AuNsrbV9WufKBen/ocEm35it8pmE9tWvfUa91655s/YHv9FVsbKymzfjC3NahXWs9Xrq0ho0YbbHuuXNn9dwzDekJgHvKaj0BivVdkSnHCZ7cLFOO8yiy2I8GsL7dIWd0NDRUqw4eevDKd6lapIjKFSqopx8rxXjNAIBU+f7771WvXj15e3ub2/73v//pueeek6OjoxWTAQBSy97OVpXL+GvCnN/MbYZhaP2fR1W9QrEUt3Gwt9ON+JsWbbE34lWrcglJkp2tjezsbJOtcyPupnkdAPivm/HxOnzooF7r1sPcZmNjoyefrKV9e3enuM2+PXvUsXMXi7ZatZ/ShnVrMzIqgExGEQDQrZP0LceP66stf6R6mxerVJadjY3KFSyoovm8MjAdACCnCQ8PV69evfTNN9+oVatW+u677yy6qlIAAIDswzuvq+zsbHXpquX8YJeuROrxAN8Ut1m77bDe7tBAW3Yd18kzYapf/XG90KCSbG1v/S2IjonT9r0nNbhbUx0NvqiLVyLV+tlqqlGhmE6cuZzh7wlA9hR+LVyJiYnJhv3Jly+fgoNPprhNWFiY8uXzTrZ+2JWwDMsJZBpGAzKjCIBc7cbNm9odckZfbP79vusFFiqk6sWKyiSTqgYUlbO9fSYlBADkNGvWrFHXrl117tw5SdLSpUu1efNm1atX7wFbArCWuLg4xcXFWbQZSYky2TDfEx7OgAlLNWNYO+39YZgMw9DJs2FasHy7Or/wpHmdV4cu0BcjX9HJ38YoISFRe46c0Xer/lLlMkWsmBwAAGRHFAGQq8TGxys8JkaT167Xpaio+67bo24debu6qoRPftkwkQgA4BHFxMTovffe07Rpd8bt9fT01PTp01W3bl0rJgNyrn379t13+dGjR1O1n3HjxmnUqFEWbba+T8i+QPWHzoacIyw8WgkJifLxcrNo98nnrtArkffcpnX/2XJ0sFM+jzw6fzlCH779goLPXTGvE3w2TM+8PkUuTg5yd3VSaFikgj7qquBz3J0LIGV5PfPK1tZWV65csWi/cuWKxfCTd/P29taV/9z1f+XKFXnnS3l9IDthYuA7KAIgR4tPSNTRi6Ga+Fvqx7Ib1vw5lcifPwNTAQBym507d6pjx44WFxwbNWqkuXPnqnDhwlZMBuRslSpVkslkkmEYyZbdbk/Nl8PBgwerf//+Fm0+dd5Lt5zI3m4mJGr34TOqX+Nx/bzxVuHJZDKpfvXHNHPx5vtuGxefoPOXI2RnZ6OWDSvp+zW7kq0TcyNeMTfi5enmrEa1ymjI5GUZ8j4AZH/2Dg4qU7ac/ty+TQ0aNpJ0a2LgP//cprbtOqS4TYVKlfTn9u3q0KmLuW37tj9UoVKlTEgMILNQBECOkmQYWn3goHaePq2Tl1N/h8zjvr6qXMRfjcqUlp0t3boBAOnj5s2bGjNmjD788EMlJiZKkpycnPTxxx+rV69eTCQPZLDg4OB02Y+jo2OyuToYCgh3++zr9Zo9uqP+PhSivw6cUu/29eXi7KgFy7ZLkr78oKPOX4rQ8KnLJUlPlC+qgj6e2nv0rAr5eGpIj+dkY2PSpHl3bl5qVLOMTCbp2KlLKuGfX2P7tdSx4ItasHybVd4jgOyhY+euGvb+eypXrrzKB1bQ10HzFRsbq5b/e1GSNGTwu/Lx8VWffu9Ikl7p0Emvdemo+fPmqG7delr160odPHBAw0aONu8z4to1XbhwQZcvX5IknTp16++rt7e3vLmJElkYPQHuoAiAHOFaTKz6Lv4u1etXLVpEHs7OeqVGddlyAQYAkEF++eUXiyFEnnjiCS1YsEClS5e2Yiog9yhatKi1IyCXWPrbLnnnddXwN5vJN5+b9h09pxd6TTdPFuzv56WkpDs9Uhwd7TWiV3MVK+St6Jg4rd56UK8NW6CI6FjzOh6uThr91vMq5OupqxExWrZuj0ZM/1kJCUmZ/v4AZB/PNn1O4Vevasa0zxQWdlmPly6jGV98qXz/DgcUeuGCbEx3roNUqlxF4z7+RNM+m6ypkyepSNEATZ46XaVKPWZeZ+OG9Ro+dLD59XsD+kmS3ujZW2/2eiuT3hmAR2EyUuobm4NFRkbKw8NDERERcnd3t3YcPIIr0dH6Zsdf+uv06VSt36NuHT1ZvBhVQABApjEMQy+++KJ+/vlnDRs2TO+//77smVweOVh2ONcODAzUypUr5e/v/0j7ca7cO50SAcCjCd857cErAUAmcMpit5uXHPBrphzn+CdNM+U4jyKL/WiAeztz9aqGLfs51eu/Wa+uKhcpIgc7umoDADLHtWvX5OnpaX5tMpk0a9YsnTp1Sk888YT1ggEwO3XqlG7evGntGAAAAECmoQiAbOHAuXP6JBWT+z5XvrxerFpZdgzxAwDIRIZhaOHCherdu7eCgoLUokUL87L8+fMrP2OlAgAAAECmYjSQOygCIMubvXmLtp44kaw9IF8+3Ui4qapFiqhx2bLydHG2QjoAQG535coVvfHGG1q6dKkk6fXXX9eBAwe48A9kUXXq1JGzM+eNAAAAyD0oAiDLCr9+Xe9+/6NuJiZatLeuVlXPBZa3UioAAO749ddf9eqrryo0NNTc1rhxY8b9B7KwlStXWjsCAAAAMgEdAe6gCIAsxTAMHTx/Qb8eOKCD5y8kW967/tOqFlA084MBAHCX6OhoDRgwQF988YW5zcvLSzNnztTLL79sxWQA7uWff/7Rhg0bdOnSJSUlJVksGz58uJVSAQAAABmPIgCszjAMXYuN1dK/dqU47M9tg5s+q8f9fDMxGQAAyW3btk0dO3bUibv+ZjVt2lRfffWVChQoYMVkAO5l9uzZevPNN+Xt7S0/Pz+L8WFNJhNFAAAAgByIOQHuoAgAq4lLSFCPoIUPXK9GsQD1qFtHNkz2CwCwsgULFqhr167mu4hdXFw0adIkde/enRNMIAv78MMPNWbMGL333nvWjgIAAABkOooAyHTHL13Shyt+feB6zwWW1zNM+AsAyELq168vNzc3RUREqGbNmlqwYIFKlixp7VgAHiA8PJyhugAAAHIZ7tO6gyIAMtWpsCv3LADY29qqqJeXetWvp7x58mRyMgAAHszf318zZszQqVOn9O6778rOjlMpIDt4+eWX9dtvv+mNN96wdhQAAAAg0/HNFZkiLiFBC7Zt19bjycf8f6pkCb1e5ykrpAIA4N5OnTqlIUOGaMaMGfLw8DC3t2/f3oqpADyMkiVLatiwYdq+fbsCAwNlb29vsfztt9+2UjIAAABkFBsbugLcRhEAGSo6Lk69F32b4rKutWuq3mOPZXIiAADuzzAMzZs3T3369FFUVJTs7e01b948a8cC8AhmzZolV1dXbdq0SZs2bbJYZjKZKAIAAAAgR6MIgAwRfeOGlu3ZpzWHD6e4/IVKFSkAAACynEuXLql79+5atmyZuW3jxo26evWqvLy8rJgMwKMIDg62dgQAAABkMuYEuIMiANKFYRjac+aMvt35ty5GRt5zvcBChdS51pPydnXNxHQAADzY8uXL1a1bN126dMnc1qVLF02ZMkXu7u5WTAYgPRmGIelWDwAAAAAgN6AIgIdmGIZ2hYRo6vqND1y3/uOPqVPNJ/myBQDIciIjI9WvXz/NmTPH3Obt7a3Zs2erZcuW1gsGIF0tWLBAEyZM0D///CNJeuyxxzRw4EB17NjRyskAAACQEbgOeQdFADyUpKQkvTo/6IHrVQsoqlZVKsvvrgkVAQDIKn7//Xd16tRJp06dMre1aNFCs2fPlq+vr/WCAUhXkyZN0rBhw9S7d2/Vrl1bkrRlyxa98cYbCgsLU79+/aycEAAAAMg4FAGQZocvhGr8qtX3XN61dk09WayYHOzsqLgBALK0ffv2mQsArq6umjJlirp27crfLyCHmTp1qj7//HN16tTJ3Pb888+rXLlyGjlyJEUAAACAHIivdXdQBECq7TlzRpPXrk9x2WtP1VbtkiVkw78uAEA20rNnTy1fvlyxsbGaP3++ihUrZu1IADLAhQsXVKtWrWTttWrV0oULF6yQCAAAAMg8NtYOgOxh2Z69KRYA7GxsNKdzR9UpVZICAAAgS0tMTNSaNWss2kwmkxYvXqwNGzZQAABysJIlS+q7775L1r548WKVKlXKCokAAACQ0UwmU6Y8sgN6AuC+/jp1WtM2bExx2eCmz+pxP8ZLBgBkfSdOnFCnTp30xx9/aM2aNWrUqJF5maenp/WCAcgUo0aNUps2bbR582bznABbt27VunXrUiwOAAAAADkJRQAkEx0Xp5j4eI1d8auuxcYmWz6oaROV9vOzQjIAANLGMAzNnj1b/fv31/Xr1yVJr7/+uo4dOyYHBwcrpwOQWV566SX9+eefmjRpkn766SdJUpkyZbRjxw5VrlzZuuEAAACQIbLLXfqZgSIAzP65eEljVv5633WGNntOJX3yZ1IiAAAe3oULF/T6669r5cqV5rbixYtrwYIFFACAXKhq1apauHChtWMAAAAAmY4iACRJX2//U2sPH7nn8mHNn1OJ/Fz8BwBkD0uXLtUbb7yhK1eumNu6deumiRMnys3NzYrJAGQmGxubB94BZjKZlJCQkEmJAAAAkFnoCHAHRQAoJj4+xQJAZX9/5c3jog5P1mDSXwBAtnDt2jW99dZb+vrrr81tvr6++vLLL9W8eXMrJgNgDT/++OM9l23btk2fffaZkpKSMjERAAAAkPkoAuRy569F6P0ff7Joe7tBfVUpWsQ6gQAAeATdunXT0qVLza9ffPFFzZw5U/npzQbkSi+88EKytqNHj2rQoEH6+eef9corr2j06NFWSAYAAICMxpwAd9hYOwCsxzCMZAWApuXLUQAAAGRb48aNk4uLi9zd3bVgwQItXbqUAgAASdL58+fVrVs3BQYGKiEhQXv27NH8+fNVtGhRa0cDAAAAMhQ9AXKxPou/s3jt6+6u1tWqWikNAABpFx8fbzHJb8mSJbV48WJVqFBBRYpQ1AYgRUREaOzYsZo6daoqVaqkdevWqU6dOtaOBQAAgAxGR4A76AmQSyUkJioy9oZF2/iX/kc3GQBAtpCQkKDRo0erSpUqiomJsVjWvHlzCgAAJEkff/yxihcvrl9++UXffPON/vjjDwoAAAAAyHXoCZALGYah1xd8bdH2RcdXrJQGAIC0OXr0qDp16qQdO3ZIkt59911NmzbNyqkAZEWDBg2Ss7OzSpYsqfnz52v+/PkprvfDDz9kcjIAAABkNG52voMiQC4TGhGhQT/8ZNFWpYi/HO34VQAAZG2GYWjGjBkaOHCgYmNjJUm2trbKly+fDMPgBA9AMp06deL/DQAAAMj1uPKbi8QlJCQrAEjS2w0bZH4YAADS4Ny5c+ratavWrFljbnvssce0YMEC1ahRw4rJAGRl8+bNs3YEAAAAWAn3gtzBnAC5xInLl9UjaGGy9i87d7RCGgAAUu+bb75R+fLlLQoAvXr10u7duykAAAAAAADwAPQEyAXOhofrg19WWrR5ujjr09Yv0z0aAJBlGYahLl26aMGCBea2ggULau7cuXrmmWesmAwAAAAAkNVx3fMOegLkAl9s+j1Z2ycvt+IfAgAgSzOZTCpbtqz5ddu2bbV//34KAAAAAAAApAE9AXKwlCYBbl4hUK2qVrFOIAAA0mjAgAH6448/1K5dO7Vt29bacQAAAAAA2QT3P99BESCH+nDFSh2/dDlZ+4uVK2V+GAAAUmH79u3auXOn3nrrLXObra2tli1bZsVUAAAAAABkbxQBcqAuc+en2D646bOysWEEKABA1hIfH68PPvhAY8eOlSRVrVpVtWrVsnIqAAAAAEB2xlDod1AEyGF+/+d4srZXalRXozKl+cUHAGQ5hw4dUseOHbVr1y5z27Rp0ygCAAAAAACQTigC5CBJSUn6astWi7YpbVvLw9nZSokAAEhZUlKSPvvsMw0aNEhxcXGSJDs7O40YMUKDBg2ycjoAAAAAQHbH/dB3UATIQV6dH2TxetTzzSkAAACynJCQEHXp0kUbNmwwt5UpU0ZBQUGqWrWqFZMBAAAAAJDzMEB8DpFkGBav7WxsVDRfPiulAQAgOcMwtGDBAgUGBloUAPr27au///6bAgAAAAAAIN2YTKZMeWQH9ATIIV6dt8Di9ZedO1opCQAAKUtISNCnn36qyMhISZK/v7/mzZunBg0aWDkZAAAAAAA5Fz0BcoBZm3+3eF3I09M6QQAAuA97e3sFBQXJ0dFRHTt21L59+ygAAAAAAAAyhMmUOY/sgJ4A2VySYeiPEyct2vo2amilNAAA3BEVFaXLly+rePHi5rby5cvr4MGDKlGihBWTAQAAAACQe1AEyObGrvzV4vX09u2Ux9HBSmkAALhly5Yt6tSpk1xdXbVz5045Ojqal1EAAAAAAABktOwyXn9mYDigbO70lavm51WK+FMAAABYVVxcnAYNGqS6desqODhY+/fv1+jRo60dCwAAAACAXIueANnczcRE8/M36tW1YhIAQG63f/9+dejQQfv27TO31a5dW6+99poVUwEAAAAAciM6AtxBT4BsbOamzRavHeyo6QAAMl9iYqImTJigatWqmQsA9vb2+uijj7Rp0yaLOQEAAAAAAEDm4qpxNpWYlKTtJ4OtHQMAkMsFBwerc+fO+v33381tgYGBCgoKUsWKFa2YDAAAAACQmzEnwB0UAbKp1+YHWbye8Uo7KyUBAORW165dU5UqVXTt2jVJt06wBgwYoA8++MBiImAAAAAAAGA9DAeUDcUnJFq8rla0qFwcmBAYAJC5PD099dZbb0mSAgICtHHjRn388ccUAAAAAAAAVmcymTLlkR3QEyAbCg4Ls3jdu8HT1gkCAMh1DMOwOMkZNmyY7O3t1adPH7m7u1sxGQAAAAAASAk9AbKhcb+uMj8v7OlpvSAAgFwjIiJCXbp00bhx4yza7e3tNWzYMAoAAAAAAIAsxWTKnEd2QE+AbKiYdz4Fh12RJP2vSmUrpwEA5HQbN25U586dFRISIjs7OzVt2lSVK/P3BwAAAACA7ICeANnMycth5gKAJFX2L2zFNACAnOzGjRt65513VL9+fYWEhEiSnJ2dzc8BAAAAAMiqmBPgDnoCZDPTNmy0eJ1dftEAANnL7t271aFDBx06dMjc9vTTT2vevHkqWrSoFZMBAAAAAIC0oCdANnP1+nXz81dqVKcIAABIVwkJCRozZoyqV69uLgA4Ojpq4sSJWrduHQUAAAAAAEC2wJwAd9ATIJtxdXRUdFycJKlRmdJWTgMAyEnOnz+vVq1aadu2bea2SpUqKSgoSOXLl7diMgAAAAAA8LDoCZCNRN64YS4AuDk60gsAAJCu8ubNq/DwcEmSjY2N3n//ff35558UAAAAAAAA2Q5zAtxBESAbefubxebnUf8WAwAASC/Ozs4KCgpS6dKl9fvvv2vMmDFycHCwdiwAAAAAANKM4YDuYDigbCIhMdHi9f8qV7JOEABAjrFkyRJVqFBBjz/+uLmtWrVqOnDggGxtba2YDAAAAAAApJdH6glw48aN9MqBB9h95qzF6xcqVbRSEgBAdhceHq5XXnlFrVu3VqdOnZSQkGCxnAIAAAAAACC7szGZMuWRHaS5CJCUlKQPPvhAhQoVkqurq06ePClJGjZsmL766qt0D4hbImJizM9L+/lZMQkAIDtbu3atAgMDtWjRIknSjh079OOPP1o5FQAAAAAAyChpLgJ8+OGHmjdvnj7++GOLcYLLly+vL7/8Ml3D4Y675wCo+1gpKyYBAGRHMTExevvtt9W4cWOdO3dOkuTp6amFCxeqVatWVk4HAAAAAED6Yk6AO9JcBFiwYIFmzZqlV155xWK4gIoVK+rIkSPpGg53LNuz19oRAADZ1M6dO1WlShVNnTrV3NaoUSPt379f7du3lym7nLUAAAAAAIA0S3MR4Ny5cypZsmSy9qSkJN28eTNdQsFSUlKSxevHfH2slAQAkJ3cvHlTI0eOVM2aNXX06FFJkpOTkz777DOtXr1ahQsXtnJCAAAAAAAyhslkypRHdpDmIkDZsmX1+++/J2tfunSpKleunC6hYOnUlSsWr71dXa2UBACQnfz9998aPXq0EhMTJUlPPPGEdu/erbfeeks2Nmk+BQAAAAAAANlQmq8ADB8+XL1799b48eOVlJSkH374Qd26ddOYMWM0fPjwjMiY643+ZaX5eV4XFysmAQBkJ08++aT69esnW1tbjRw5Ulu3blXp0qWtHQsAAAAAgAxnY8qcR1pNnz5dAQEBcnJyUo0aNbRjx477rn/t2jX16tVLBQoUkKOjox577DGtXLnyvtsk+yzSGvKFF17Qzz//rLVr1ypPnjwaPny4Dh8+rJ9//lmNGzdO6+6QRi9Xq2LtCACALCo0NDTZEHJjxozRjh07NGLECNnb21spGQAAAAAAWLx4sfr3768RI0Zo165dqlixopo0aaJLly6luH58fLwaN26sU6dOaenSpTp69Khmz56tQoUKpem4dg8Ttk6dOlqzZs3DbIo0+uei5S9ArRIlrJQEAJBVGYahRYsWqVevXho1apT69OljXubk5KQqVSggAwAAAAByl6w4Xv+kSZPUrVs3de3aVZI0c+ZMrVixQnPmzNGgQYOSrT9nzhxdvXpVf/zxh/nGvoCAgDQfN809AYoXL64r/xmjXrrVLaF48eJpDoD7W3fkiPl5fuYCAAD8x5UrV9S6dWt16NBBERERGjRokA4fPmztWAAAAAAA5ApxcXGKjIy0eMTFxSVbLz4+Xn///bcaNWpkbrOxsVGjRo20bdu2FPe9fPly1axZU7169ZKvr6/Kly+vsWPHmuf+S600FwFOnTqV4kHi4uJ07ty5tO4OD5Bw17AOz1eqaMUkAICsZuXKlSpfvryWLl1qbnvppZdUoEABK6YCAAAAAMD6TKbMeYwbN04eHh4Wj3HjxiXLExYWpsTERPn6+lq0+/r6KjQ0NMX3cPLkSS1dulSJiYlauXKlhg0bpokTJ+rDDz9M02eR6uGAli9fbn6+evVqeXh4mF8nJiZq3bp1D9UVYfr06ZowYYJCQ0NVsWJFTZ06VdWrV7/n+teuXdOQIUP0ww8/6OrVqypatKgmT56s5557Ls3Hzg7+OnXa/LyUj48VkwAAsoro6GgNGDBAX3zxhbnNy8tLM2fO1Msvv2zFZAAAAAAA5C6DBw9W//79LdocHR3TZd9JSUny8fHRrFmzZGtrq6pVq+rcuXOaMGGCRowYker9pLoI0LJlS0m3xlLq3LmzxTJ7e3sFBARo4sSJqT6wdGcihJkzZ6pGjRqaPHmymjRpoqNHj8onhQvetydC8PHx0dKlS1WoUCGdPn1anp6eaTpudhF544bF63yueayUBACQVfzxxx/q1KmTTpw4YW5r2rSpvvrqK3oAAAAAAADwL5MyZ04AR0fHVF309/b2lq2trS5evGjRfvHiRfn5+aW4TYECBWRvby9bW1tzW5kyZRQaGqr4+Hg5ODikKmOqhwNKSkpSUlKSihQpokuXLplfJyUlKS4uTkePHlXz5s1TuztJlhMhlC1bVjNnzpSLi4vmzJmT4vq3J0L46aefVLt2bQUEBKhevXqqWDFnDpMzcMn3Fq/t7/phAwByn59++kl16tQxFwBcXFzMkwhRAAAAAAAAIOtycHBQ1apVtW7dOnNbUlKS1q1bp5o1a6a4Te3atXX8+HEl3TVk/LFjx1SgQIFUFwCkh5gTIDg4WN7e3mndLBlrToSQXRS/63OuXizAekEAAFlCw4YNVbRoUUlSzZo1tXfvXvXo0UMmU+bc3QAAAAAAQHZhY8qcR1r0799fs2fP1vz583X48GG9+eabun79urp27SpJ6tSpkwYPHmxe/80339TVq1fVp08fHTt2TCtWrNDYsWPVq1evNB031cMB3e369evatGmTQkJCFB8fb7Hs7bffTtU+7jcRwpEjR1Lc5uTJk1q/fr1eeeUVrVy5UsePH1fPnj118+bNe46BFBcXZzEbc2RkZKryZQWH75oQ4rWnalsxCQAgK3Bzc9P8+fP1+++/691335Wd3UP9GQcAAAAAAFbQpk0bXb58WcOHD1doaKgqVaqkVatWma+Rh4SEyMbmzn37/v7+Wr16tfr166cKFSqoUKFC6tOnj9577700HTfNVw92796t5557TjExMbp+/bq8vLwUFhYmFxcX+fj4pLoI8DAeZiKEcePGadSoURmWKaMk3tXFQ5LsbNLcaQMAkI2dOnVKb731lqZOnaqAgABze506dVSnTh3rBQMAAAAAIBvIqr3me/furd69e6e4bOPGjcnaatasqe3btz/SMdN8Zblfv35q0aKFwsPD5ezsrO3bt+v06dOqWrWqPvnkk1Tv52EnQnjsscfuORFCSgYPHqyIiAjz48yZM6nOaE3nr0VYvLalCAAAuYJhGJo7d64qVKigX375RV26dLEY+w8AAAAAACAt0nxlec+ePXrnnXdkY2MjW1tbxcXFyd/fXx9//LHef//9VO8nsyZCcHR0lLu7u8UjO7gUFWV+XqFQISsmAQBklkuXLul///ufXn31VUX9+3fg1KlT2aaADQAAAABAVmEyZc4jO0hzEcDe3t48LpGPj49CQkIkSR4eHmm+SGGtiRCyg5CrV83PbdI6wwQAINtZtmyZypcvr2XLlpnbunTpon379pknAwYAAAAAAEirNM8JULlyZe3cuVOlSpVSvXr1NHz4cIWFhSkoKEjly5dP076sNRFCdrD6wEHz8zIFClgxCQAgI0VGRqpfv36aM2eOuc3b21uzZ89Wy5YtrRcMAAAAAIBszCa73KafCdJcBBg7dqx5iIIxY8aoU6dOevPNN1WqVCl99dVXaQ5gjYkQsoME486QR6V8fKyYBACQUbZu3aoOHTro1KlT5rYWLVpo9uzZ5oI4AAAAAADAo0hzEaBatWrm5z4+Plq1alW6BsIt3nlcFRoZKUkqnt/bymkAABkhMjLSXABwdXXVlClT1LVrV5m4WwEAAAAAgEfCV+s70jwnwL3s2rVLzZs3T6/d5Xq3CwB57jHhMQAg+2vatKl69OihOnXqaN++fXr11VcpAAAAAAAAgHSVpiLA6tWrNWDAAL3//vs6efKkJOnIkSNq2bKlnnjiCSUlJT1gD0iNjUePmZ9fj4+3YhIAQHpJTEzU4sWLZRiGRfvkyZO1YcMGFStWzErJAAAAAADIeUwmU6Y8soNUFwG++uorNW3aVPPmzdP48eP15JNP6uuvv1bNmjXl5+enAwcOaOXKlRmZNdf4+s8/rR0BAJCOTpw4obp166pt27bJ5s9xcnKSra2tlZIBAAAAAICcLtVFgClTpmj8+PEKCwvTd999p7CwMM2YMUP79+/XzJkzVaZMmYzMmWsYhqGExDs9Ksb87wUrpgEAPArDMDRr1ixVrFhRf/zxhyTpnXfeUUREhJWTAQAAAACQs5lMmfPIDlJdBDhx4oRefvllSdKLL74oOzs7TZgwQYULF86wcLnRvD+2Wbwu6OFhpSQAgEcRGhqqFi1aqEePHrp+/bokqXjx4lq5cqU8+H87AAAAAADIJHapXTE2NlYuLi6Sbo2n5OjoqAIFCmRYsNxq07F/LF5nl3GlAAB3LF26VG+88YauXLlibuvWrZsmTZokV1dXKyYDAAAAACB3sOG6qlmqiwCS9OWXX5ovXiQkJGjevHny9va2WOftt99Ov3S5TFxCgsXrqe3aWCkJAOBhXLt2TW+99Za+/vprc5uvr6+++uorNWvWzIrJAAAAAABAbpXqIkCRIkU0e/Zs82s/Pz8FBQVZrGMymSgCPILEpCSL125OTlZKAgB4GMOHD7coALz00kuaOXNmsoI5AAAAAADIWPQDuCPVRYBTp05lYAxI0uELF8zPy/j5WTEJAOBhjBw5Ut9//72io6M1bdo0dejQgWHdAAAAAACAVaVpOCBkrGMXL5mfh12PtmISAEBqREdHW4zx7+Xlpe+//14FCxZUkSJFrJgMAAAAAIDcjZvy7rCxdgDc4WRvb37eslIl6wUBANxXQkKCRo8erZIlS+rCXb24JOnJJ5+kAAAAAAAAALIMegJkUe7OzAcAAFnRsWPH1LFjR+3YsUOS9Nprr2nFihXcYQAAAAAAQBZiw9d0M3oCAACQCoZhaPr06apUqZK5AGBra6tq1aopMTHRyukAAAAAAABSRk8AAAAe4Ny5c+ratavWrFljbitVqpSCgoJUo0YNKyYDAAAAAAApocf+HQ/VE+DEiRMaOnSo2rVrp0uXbk1m++uvv+rgwYPpGg4AAGv75ptvVL58eYsCQK9evbR7924KAAAAAAAAIMtLcxFg06ZNCgwM1J9//qkffvhB0dHRkqS9e/dqxIgR6R4QAABr6dWrl9q3b69r165JkgoWLKjVq1dr2rRpypMnj3XDAQAAAACAezKZMueRHaS5CDBo0CB9+OGHWrNmjRwcHMztDRo00Pbt29M1HAAA1tSgQQPz87Zt22r//v165plnrJgIAAAAAAAgbdI8J8D+/fu1aNGiZO0+Pj4KCwtLl1C51U0mlgSALOWll15S7969Vbt2bbVt29bacQAAAAAAQCoxJ8Adae4J4OnpqQsXLiRr3717twoVKpQuoXKrP06cMD83DCsGAYBc6M8//9R7772XrH3q1KkUAAAAAAAAQLaV5p4Abdu21XvvvaclS5bIZDIpKSlJW7du1YABA9SpU6eMyJhrFPbMq2sxsZIkP3c3K6cBgNzh5s2bGj16tMaOHaukpCRVqlRJ7dq1s3YsAMh1li9fnup1n3/++QxMAgAAgJzAho4AZmkuAowdO1a9evWSv7+/EhMTVbZsWSUmJqp9+/YaOnRoRmTMldycnKwdAQByvEOHDqljx47atWuXuW3BggVq27Yt3QYBIJO1bNkyVeuZTCYlMowmAAAAkGppLgI4ODho9uzZGjZsmA4cOKDo6GhVrlxZpUqVyoh8AACku6SkJE2ZMkWDBw9WXFycJMnOzk4jRozQoEGDKAAAgBUkJSVZOwIAAAByEL7b35HmIsCWLVv01FNPqUiRIipSpEhGZMqVDMPQgfPnrR0DAHK8kJAQdenSRRs2bDC3lSlTRkFBQapataoVkwEAAAAAAKS/NBcBGjRooEKFCqldu3bq0KGDypYtmxG5cp2tx09YvLa3S/OPBgBwH4ZhKCgoSG+99ZYiIyPN7X379tXYsWPl7OxsxXQAgP+6fv26Nm3apJCQEMXHx1sse/vtt62UCgAAANkF/QDuSPOV5vPnz+vbb7/VN998o48++kgVKlTQK6+8onbt2qlw4cIZkTFXOHwh1OK1nY2NlZIAQM71/fffmwsA/v7+mjdvnho0aGDlVACA/9q9e7eee+45xcTE6Pr16/Ly8lJYWJhcXFzk4+NDEQAAAABIgzRfafb29lbv3r21detWnThxQi+//LLmz5+vgIAALqQ8Atu7Lvq/2+QZKyYBgJzJZDJp1qxZyp8/vzp27Kh9+/bxdwsAsqh+/fqpRYsWCg8Pl7Ozs7Zv367Tp0+ratWq+uSTT6wdDwAAANmAjcmUKY/s4JFuNy9WrJgGDRqkjz76SIGBgdq0aVN65crVPJydrB0BALK96Oho7d6926LN19dX+/bt04IFC+Tp6WmdYACAB9qzZ4/eeecd2djYyNbWVnFxcfL399fHH3+s999/39rxAAAAgGzloYsAW7duVc+ePVWgQAG1b99e5cuX14oVK9IzGwAAD2XLli2qWLGimjZtqrCwMItlfn5+VkoFAEgte3t72fzbU9bHx0chISGSJA8PD505c8aa0QAAAJBNmEyZ88gO0lwEGDx4sIoVK6YGDRooJCREU6ZMUWhoqIKCgvTss89mREYAAFIlLi5OgwYNUt26dXXy5EldvHhR/fr1s3YsAEAaVa5cWTt37pQk1atXT8OHD9fChQvVt29flS9f3srpAAAAgOwlzRMDb968WQMHDlTr1q3l7e2dEZkAAEiz/fv3q0OHDtq3b5+5rXbt2ho5cqT1QgEAHsrYsWMVFRUlSRozZow6deqkN998U6VKldKcOXOsnA4AAADZgSm73KafCdJcBNi6dWtG5Mj1Nv/zj7UjAEC2lJiYqEmTJmno0KGKj4+XdGsYidGjR2vgwIGytbW1ckIAQFpVq1bN/NzHx0erVq2yYhoAAAAge0tVEWD58uVq2rSp7O3ttXz58vuu+/zzz6dLsNwkLiHB4nUeRyYGBoDUCA4OVufOnfX777+b28qXL6+goCBVqlTJesEAAAAAAIBV0RHgjlQVAVq2bKnQ0FD5+PioZcuW91zPZDIpMTExvbLlGkmGYfHa08XZSkkAIPuIj49XnTp1dO7cOUm3/gYNGDBAH3zwgRwdHa2cDgDwKIoVK3bf7tsnT57MxDQAAABA9paqIkBSUlKKz5H+yhUsYO0IAJAtODg4aMyYMerSpYsCAgI0f/581a1b19qxAADpoG/fvhavb968qd27d2vVqlUaOHCgdUIBAAAgW7GhK4BZmucEWLBggdq0aZPsLsv4+Hh9++236tSpU7qFyy1OXLpsfp6QSJEFAO4lMTHRYoz/Tp066fr16+rQoYPc3d2tmAwAkJ769OmTYvv06dP1119/ZXIaAAAAIHuzSesGXbt2VURERLL2qKgode3aNV1C5TYH/h3KQpLCY2KsmAQAsqaIiAh16dJF3bt3t2g3mUzq2bMnBQAAyCWaNm2q77//3toxAAAAkA2YTJnzyA7S3BPAMIwUx+c8e/asPDw80iVUbuPs4GB+/kzZMlZMAgBZz8aNG9W5c2eFhIRIujUB/QsvvGDlVAAAa1i6dKm8vLysHQMAAADIVlJdBKhcubJMJpNMJpMaNmwoO7s7myYmJio4OFjPPvtshoTM6aJvxJmf+7i7WTEJAGQdN27c0JAhQzRp0iRzm5ubm27cuGHFVACAzHD7u8dthmEoNDRUly9f1owZM6yYDAAAANlFSjey51apLgK0bNlSkrRnzx41adJErq6u5mUODg4KCAjQSy+9lO4Bc4M9Z8+YnxuGFYMAQBaxe/dudejQQYcOHTK31atXT/PmzVNAQID1ggEAMsULL7xg8aXNxsZG+fPn19NPP63SpUtbMRkAAACQ/aS6CDBixAhJUkBAgNq0aSMnJ6cMC5Xb+Ll76HJUtCSpUF5P64YBACtKSEjQ+PHjNXLkSCUkJEiSHB0dNXbsWPXt21c2NmmeygYAkA2NHDnS2hEe6NXhvawdAQAkSQN/PmztCAAgSZr6v6w1zDlXEO5I85wAnTt3zogcudr+uyYGdrZ3uM+aAJBzXb16Vc2aNdP27dvNbZUqVVJQUJDKly9vxWQAgMxma2urCxcuyMfHx6L9ypUr8vHxUWJiopWSAQAAILtgOKA7UlUE8PLy0rFjx+Tt7a28efPe9wO8evVquoXLDcKioy1e29tSowKQO3l6epqHmrOxsdGgQYM0YsQIOThQHAWA3Ma4xxiZcXFx/F0AAAAA0ihVRYBPP/1Ubm5u5udUUdLPufBrFq8d7NLcOQMAcgQbGxvNmTNHL774oqZMmaJatWpZOxIAIJN99tlnkm7dtfXll19azEOWmJiozZs3MycAAAAAUsWGS9hmqbrifPcQQF26dMmoLLlSeEyM+XnZAgWsmAQAMteSJUvk4+OjevXqmdv8/f21Y8cOis0AkEt9+umnkm71BJg5c6ZsbW3NyxwcHBQQEKCZM2daKx4AAACQLaX5tvNdu3bJ3t5egYGBkqRly5Zp7ty5Klu2rEaOHEn33DTaHXLG/LySf2ErJgGAzBEeHq7evXtr0aJF8vf31/79++Xh4WFeTgEAAHKv4OBgSVL9+vX1ww8/KG/evFZOBAAAgOyKngB3pHkA+h49eujYsWOSpJMnT6pNmzZycXHRkiVL9O6776Z7wJzO08XZ/Nzd2fk+awJA9rd27VoFBgZq0aJFkqQzZ85o4cKFVk4FAMhqNmzYQAEAAAAASCdpLgIcO3ZMlSpVknRrKId69epp0aJFmjdvnr7//vv0zpfjbTr2j/l5IU+P+6wJANlXTEyM3n77bTVu3Fjnzp2TJHl4eOjrr7/Wm2++aeV0AICs5qWXXtL48eOTtX/88cd6+eWXrZAIAAAA2Y3JZMqUR3aQ5iKAYRhKSkqSdOuOzueee07SrXGcw8LC0jddLlDgriEwPFxcrJgEADLGzp07VaVKFU2dOtXc1rBhQ+3fv1+vvPJKtvmDCQDIPJs3bzZ/z7hb06ZNtXnzZiskAgAAALKvNBcBqlWrpg8//FBBQUHatGmTmjVrJunW+J2+vr7pHjCnuxARYX7u7uRkxSQAkL5u3rypkSNHqmbNmjp69KgkycnJSZ999pl+++03+fv7WzkhACCrio6OTnGuMXt7e0VGRlohEQAAALIbG1PmPLKDNBcBJk+erF27dql3794aMmSISpYsKUlaunSpatWqle4Bc7Lw69fNz7kTFkBOc+bMGU2YMEGJiYmSbhWRd+/erbfeeks2Nmn+8wMAyEUCAwO1ePHiZO3ffvutypYta4VEAAAAQPZll9YNKlSooP379ydrnzBhgmxtbdMlVG5xJjzc/NwwDCsmAYD0V7x4cU2YMEFvv/22hg4dqiFDhsje3t7asQAA2cCwYcP04osv6sSJE2rQoIEkad26dVq0aJGWLl1q5XQAAADIDrjn+o40FwFu+/vvv3X48GFJUtmyZVWlSpV0C5VbHAm9aH7etHw5KyYBgEd39uxZeXl5yeWu+U3efPNNPf3009y1CQBIkxYtWuinn37S2LFjtXTpUjk7O6tixYpav369vLy8rB0PAAAAyFbSXAS4dOmS2rRpo02bNsnT01OSdO3aNdWvX1/ffvut8ufPn94Zcywnu/+3d+/xOdf/H8ef1zY7sBl+mNE050MbYhFCMqFSSOS0OSQ5ZxFKjl8mRRSRU0NEiBRNLCu0nOcUc6bkfNhs2Om6fn+Uqy6GTds+u+Zxd/vcbq735/35fJ7X+vh07Xp93u/PPz9+J0ZRALBTFotFixYtUu/evRUUFKSPP/7Yus5kMlEAAAA8kOeff976/LG4uDh9+eWXGjhwoHbs2GGdag4AAAC4GweGAlhleFLmvn37Kj4+Xvv379fly5d1+fJl7du3T3FxcerXr19WZHwolKF4AsAOXbp0SW3btlXHjh0VGxurTz75RBEREUbHAgDkEj///LOCg4NVvHhxTZw4Uc8884x+/fVXo2MBAAAAdiXDIwHCw8O1fv16VapUydpWuXJlTZs2Tc8++2ymhgMA5Fzff/+9unbtqrNnz1rbOnTowPRwAID/5OzZswoLC9OcOXMUFxenNm3aKDExUStXrmR0GQAAANItw3e/52IZ/lmYzeY0H+yYJ08emc3mTAkFAMi54uPj9cYbb+i5556zFgAKFSqkr776Sl988YUKFixocEIAgL1q3ry5KlSooD179mjy5Mn6888/9cknnxgdCwAAALBrGR4J8Mwzz6h///768ssvVbx4cUnS6dOnNWDAADVq1CjTA+Zmvx47bnQEAMiQqKgoderUSUePHrW2NWvWTLNnz7b+PwEAgAf1/fffq1+/furZs6fKlStndBwAAADYMR4J8I8MjwSYOnWq4uLi5OvrqzJlyqhMmTIqVaqU4uLiuEsng67euGH9e35XFwOTAMD9/fzzz3rqqaesBYC8efNqxowZWr16NQUAAECm2LRpk65du6YaNWqoVq1amjp1qi5evGh0LAAAAMCuZXgkgI+Pj3bu3KmIiAgdOHBAklSpUiUFBgZmerjc7npSkvXvxTw9DUwCAPdXt25d1a5dW5s3b1bt2rU1f/58lS1b1uhYAIBc5Mknn9STTz6pyZMna8mSJZo7d65CQkJkNpu1bt06+fj4yMPDw+iYAAAAsAMODAWwylARYMmSJVq1apWSkpLUqFEj9e3bN6ty5XoJiUk2r/M6OxuUBADSx9HRUfPmzdPSpUs1cOBAOTlluI4MAEC65MuXT127dlXXrl0VExOjOXPmaPz48RoyZIgaN26sVatWGR0RAAAAsBvpng5o+vTpateunbZv367Dhw+rd+/eGjRoUFZmy9Wu3bxx/04AYJCTJ08qMDBQv/76q017mTJlNGTIEAoAAIBsU6FCBU2YMEF//PGHvvzyS6PjAAAAwE6YTNmz2IN0FwGmTp2qESNGKCYmRtHR0Zo3b54+/fTTrMz20KhbpozREQB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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:32:33,821 INFO: === Dataset: l ===\n", "2024-12-22 11:32:44,540 INFO:Total samples: 16634\n", "Evaluating DeiT on l: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 65/65 [00:32<00:00, 1.99it/s]\n", "2024-12-22 11:33:17,795 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": [ "2024-12-22 11:33:17,918 INFO:Model DeiT evaluation completed in 192.79 seconds.\n", "2024-12-22 11:33:17,919 INFO:\n", "=== Evaluating DeiT3 on Test Datasets ===\n", "/tmp/ipykernel_1215053/669465779.py:358: 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", "2024-12-22 11:33:18,243 INFO:Loaded model weights from DeiT3_best.pth\n", "2024-12-22 11:33:18,243 INFO: === Dataset: a ===\n", "2024-12-22 11:33:18,812 INFO:Total samples: 904\n", "Evaluating DeiT3 on a: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.68it/s]\n", "2024-12-22 11:33:21,673 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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p0sWmPTw83PDx8bFpt3c4oMQyduvWzfD09LT5+QAAgPR5bf7zzz8bkoy+ffv+534PfPnll4YkY9y4cTbtLVq0MCwWi3H8+HFrmyTD1dXVpu3B+f45zOeD1/7voXD+fR39QFBQkFGoUCHret++fQ1vb28jJibmobn//f5GR0cbuXPnNsqWLWvcuXPHut/XX39tSDJGjBhhcz5JNteAhnH/80LlypUfes5/vo4yZcoYhmEYVapUMTp16mQYxv3rQFdXV2PRokWJvgeJXaft3r3bkGQsXrzY2vZfwwE9uJ7fuHFjotv+/fll9uzZhiRjyZIlxp49ewxnZ+cEQxglZurUqdbjHoiOjjYCAwMNLy8v6zBTp06dMiQZOXLksPndXLNmjSHJ+Oqrr/7zPEm9RgeA5MRwQADSBC8vL924cUPS/e6R3333nV599VXduHFDERERioiI0OXLl9W4cWP9+eefCbq3Pol+/fpp8+bNWrRokZo0aaLY2NgEd1T/lxIlSihXrlzy9/dXx44dVaxYMW3YsEGenp7WfR68tsS6Jj/wYFtkZKTNn/91zKNERkY+0fGPEhQUJA8PD5u2Vq1a6d69e9Y7byTpm2++0bVr16x3cRmGoVWrVqlZs2YyDMP6M46IiFDjxo11/fp1HThw4KHnXb9+vSRpwIABNu0DBw6UJK1bt86mvXTp0tY73KX7d/mXKFFCJ0+efIxXbd/vaNasWfXrr7/qzz//fKxz/du3336r6Oho9e7d22aYnMR6Tri5uVknSouNjdXly5fl5eWlEiVK/Of7+0///PneunVLERERqlGjhgzD0MGDB637uLq6atu2bbp69Wqiz7N582Zdu3ZNbdq0sfl5Ozs7q3r16tq6dWtS34L/zPjg51GrVi3dvn1bf/zxx2M/LwAAGZWjXZvbe928fv16OTs7q0+fPjbtAwcOlGEY2rBhg017w4YNVbRoUet6uXLl5O3t/djXkonJmjWrbt26ZR0yMil++uknXbx4UT169JC7u7u1vWnTpipZsmSCa2JJeuONN2zWa9WqZffreO2117R69WpFR0dr5cqVcnZ2fmhvkH9ep927d0+XL19WsWLFlDVr1iRfj0pS4cKFrT2KH6Vr165q3LixevfurXbt2qlo0aIKCQl55HHr169Xnjx51KZNG2ubi4uL+vTpo5s3b2r79u02+7dq1cqm9/eDzxuPej+T4xodAOxFEQBAmnDz5k3rRfvx48dlGIaGDx+uXLly2SwjR46UJJsxHp9UyZIl1bBhQ7Vv315ff/21bt68af1yOilWrVqlzZs3a9myZXr66ad18eLFBF+MP3htDz5MJebfhQJvb+9HHvMo3t7eT3T8oxQuXDhBW/ny5VWyZEktX77c2rZ8+XLlzJnT2mX40qVLunbtmubMmZPgZxwcHCzpv3/GZ86ckZOTk4oVK2bTnidPHmXNmlVnzpyxaU+sW3i2bNke+oX1o9jzOzpmzBhdu3ZNTz31lAICAvTmm2/q8OHDj3VeSdbXVrx4cZv2XLly2XwIkaS4uDh98MEHKl68uNzc3JQzZ07lypVLhw8f1vXr15N0vrCwMHXo0EHZs2e3jh37YMzbB8/h5uamiRMnasOGDfL19VXt2rX13nvvKTw83Po8D4og9evXT/CeffPNN0/0//Svv/6ql156ST4+PvL29lauXLnUtm1bm4wAACDpHO3a3N7r5jNnzihfvnwJigYPhp9J6WvJxPTo0UNPPfWUmjRpogIFCqhjx4428w4k5kHOxIbGKVmyZILX4e7ubp3z6oHHeR2tW7fW9evXtWHDBi1dulQvvPDCQwswd+7c0YgRI6xzLzy4Hr127Zpd12mJfe74L/PmzdPt27f1559/auHChQk+nyXmzJkzKl68uPUL+geS+nvx4Fr8Ue9nclyjA4C9mBMAgOn+/vtvXb9+3fqF7oNJpgYNGvTQuz3+/eVvcmrRooW6deumY8eOJXpB/W+1a9dWzpw5JUnNmjVTQECAXn/9de3fv996AfngwvHw4cOqUKFCos/z4Ivh0qVLS7p/4S5JR44ceegxj1KyZEkdPHhQf/31l/z8/B65/8MmYI2NjZWzs3OC9oddTLdq1Urjx49XRESEsmTJorVr16pNmzbKlOn+PzsPfsZt27ZNMHfAAw/G3n+cvP+WWHZJSS70/Js9v6O1a9fWiRMntGbNGn3zzTf65JNP9MEHH2jWrFnq3LnzY50/qUJCQjR8+HB17NhRY8eOVfbs2eXk5KR+/frZTOb2MLGxsWrUqJGuXLmit99+WyVLllTmzJl19uxZdejQweY5+vXrp2bNmunLL7/Upk2bNHz4cE2YMEHfffedKlasaN03NDRUefLkSXCuB78b9rp27Zrq1Kkjb29vjRkzRkWLFpW7u7sOHDigt99+O0mvEwAAxHPEa/NixYopU6ZMOnLkSIpkeJJrSYvFkuh+/56MN3fu3Dp06JA2bdqkDRs2aMOGDVqwYIHat2+fYGLax/Ww12GvvHnzqm7dupo8ebJ27dqlVatWPXTf3r17a8GCBerXr58CAwPl4+Mji8Wi1q1b23WdlpQv8f9p27ZtioqKknT/81RgYKBdxyfF4/5ePOk1OgA8DooAAEz3YPLPBx8qihQpIul+18uGDRumep47d+5Ierw7iL28vDRy5EgFBwfr888/V+vWrSVJTZo0kbOzs0JDQx86OfDixYuVKVMmPffcczbHLFmy5LEn9m3WrJk+/fRTLVmyREOGDHnk/tmyZdO1a9cStJ85c8b6c0mKVq1aafTo0Vq1apV8fX0VGRlpfS+k+3etZ8mSRbGxsY/1My5UqJDi4uL0559/2kwYduHCBV27dk2FChWy+zkT87Aig72/o9mzZ1dwcLCCg4N18+ZN1a5dW6NGjbIWAZJazJBkfW1//vmnzc/k0qVLCe46WrlyperVq6d58+bZtF+7ds1auPqv8x85ckTHjh3TokWLbH5vH9ZNvWjRoho4cKAGDhyoP//8UxUqVNDkyZO1ZMkSaxf63LlzP/I9s+f92LZtmy5fvqzVq1erdu3a1vZTp04l+TkAAEA8R7w29/T0VP369fXdd98l6eaXQoUK6dtvv9WNGzds7mB/MIxgcl1LSvevrxMbHubfd5VLkqurq5o1a6ZmzZopLi5OPXr00OzZszV8+PBECy0Pch49etTa4/aBo0ePJuvr+LfXXntNnTt3VtasWfX8888/dL+VK1cqKChIkydPtrbdvXs3wWcOe67/HuX8+fPq3bu3nn32Wbm6uloLWI96PwoVKqTDhw8rLi7OpjdAcv9eJPUaHQCSE8MBATDVd999p7Fjx6pw4cJ6/fXXJd3/krBu3bqaPXu2zp8/n+CYS5cuJcu5E+u2fO/ePS1evFgeHh7WO/Lt9frrr6tAgQKaOHGitc3Pz0/BwcH69ttv9fHHHyc4ZtasWfruu+/UqVMnFShQwHpMly5d9M0332j69OkJjomLi9PkyZP1999/PzRLixYtFBAQoPHjx2v37t0Jtt+4cUPDhg2zrhctWlR79uyxGXf166+/1l9//ZW0F///SpUqpYCAAC1fvlzLly9X3rx5bb6gdXZ21iuvvKJVq1bpl19+SXD8o37GDz5oTJ061aZ9ypQpku6Pg5ocHszr8O8PKfb8jl6+fNlmm5eXl4oVK2a9M0mSMmfOnOh5EtOwYUO5uLho+vTpNncZ/fu9kO6/z/++E2nFihUJxu192Pkf3N30z+cwDEPTpk2z2e/27du6e/euTVvRokWVJUsW6+ts3LixvL29FRISonv37iXI+s/3zJ73I7GM0dHR+uijjx55LAAAsOXI1+YjR46UYRhq166dbt68mWD7/v37rXfUP//884qNjdWMGTNs9vnggw9ksVjUpEmTJ3gltooWLao//vjD5n36+eeftWvXLpv9/n3N6OTkZO0Z+8/rxn+qUqWKcufOrVmzZtnss2HDBv3+++/Jdk2cmBYtWmjkyJH66KOP5Orq+tD9ErsenT59eoKeEPZc/z1Kly5dFBcXp3nz5mnOnDnKlCmTOnXq9Mg79J9//nmFh4fbDGsaExOj6dOny8vLyzok5pNK6jU6ACQnegIASDUbNmzQH3/8oZiYGF24cEHfffedNm/erEKFCmnt2rU2k1nNnDlTzzzzjAICAtSlSxcVKVJEFy5c0O7du/X333/r559/fuI83bp1U2RkpGrXrq38+fMrPDxcS5cu1R9//KHJkyfLy8vrsZ7XxcVFffv21ZtvvqmNGzda7+z/4IMP9Mcff6hHjx427Zs2bdKaNWtUp04dmztkJGny5Mk6ceKE+vTpo9WrV+uFF15QtmzZFBYWphUrVuiPP/6wucM+sSyrV69Ww4YNVbt2bb366quqWbOmXFxc9Ouvv2rZsmXKli2bxo8fL0nq3LmzVq5cqeeee06vvvqqTpw4YXMXtz1atWqlESNGyN3dXZ06dUowtua7776rrVu3qnr16urSpYtKly6tK1eu6MCBA/r222915cqVhz53+fLlFRQUpDlz5liHg9m7d68WLVqk5s2bq169enbnTcyDD5zLly/XU089pezZs6ts2bIqW7Zskn9HS5curbp166py5crKnj27fvrpJ61cuVK9evWynqdy5cqSpD59+qhx48ZydnZ+6M81V65cGjRokCZMmKAXXnhBzz//vA4ePKgNGzYkuHPohRde0JgxYxQcHKwaNWroyJEjWrp0aYJeHUWLFlXWrFk1a9YsZcmSRZkzZ1b16tVVsmRJFS1aVIMGDdLZs2fl7e2tVatWJehxcOzYMTVo0ECvvvqqSpcurUyZMumLL77QhQsXrK/D29tbH3/8sdq1a6dKlSqpdevWypUrl8LCwrRu3TrVrFnT+kHcnvejRo0aypYtm4KCgtSnTx9ZLBaFhoY+9lBPAABkFOnt2rxGjRqaOXOmevTooZIlS6pdu3YqXry4bty4oW3btmnt2rUaN26cpPu9ZevVq6dhw4b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R/BoUll4tY3YKAHBM169fV79+/dS1a1cFBgZa24sWLaqPPvrIxGQAAAAAEkiDcwIsX75cAwYM0KxZs1S9enVNnTpVjRs31tGjR5U7d+4E+y9btkyDBw/W/PnzVaNGDR07dkwdOnSQxWLRlClTknzetPdOAIDJTl2Vtp+JX3e2pI+lgq/0bFHz3lcAcGRbt25VuXLltHDhQrVv3163bt0yOxIAAAAABzNlyhR16dJFwcHBKl26tGbNmiVPT0/Nnz8/0f1/+OEH1axZU6+99pr8/f317LPPqk2bNtq7d69d56UnAAD8w5qjUp+N8esWSSf7mBYHAGCyu3fvaujQofrggw+sbRcuXNDPP/+sGjVqmJgMAAAAwH9KpfH6o6KiFBUVZdPm5uaWYJ6w6Oho7d+/X0OGDLG2OTk5qWHDhtq9e3eiz12jRg0tWbJEe/fuVbVq1XTy5EmtX79e7dq1sysjPQEA4B++P2O7XjS7OTkAAOY7cOCAKleubFMAqFu3ro4cOUIBAAAAAIAkacKECfLx8bFZJkyYkGC/iIgIxcbGytfX16bd19dX4eHhiT73a6+9pjFjxuiZZ56Ri4uLihYtqrp162ro0KF2ZaQnAIBkFRt3fzz9Q4n/3ZXmHbsS/7h5Can/0+ZlAQCYIyYmRhMnTtSoUaMUExMj6f6dPBMmTFDfvn3l5MR9NAAAAECal0pzAgwZMkQDBgywaft3L4DHtW3bNoWEhOijjz5S9erVdfz4cfXt21djx47V8OHDk/w8FAEAJKudf0kz9pmdInkMDJQK+pidAgCQmk6cOKG2bdtqz5491raKFSsqNDRUZcowszoAAAAAW4kN/ZOYnDlzytnZWRcuXLBpv3DhgvLkyZPoMcOHD1e7du3UuXNnSVJAQIBu3bqlrl27atiwYUm+QYnbmAA8McOQjkZIRy46bg+Af2tcVPLzNjsFACC13blzRwcOHJB0f3zOYcOGac+ePRQAAAAAAEdjcUqdJYlcXV1VuXJlbdmyxdoWFxenLVu2KDAwMNFjbt++neCLfmdnZ0mSYRhJPjc9AQA8sQ5rpG1nErYPryW1Lpv6eZ6Uk0XydDE7BQDADGXLltX48eM1e/ZsLV68+KEX4wAAAABgrwEDBigoKEhVqlRRtWrVNHXqVN26dUvBwcGSpPbt2yt//vzWOQWaNWumKVOmqGLFitbhgIYPH65mzZpZiwFJQREAwBO5G5N4AUCSiueQvFxTNw8AAPb4+uuv1ahRI5vuu/3791f37t2VOXNmE5MBAAAAeCIWi9kJEmjVqpUuXbqkESNGKDw8XBUqVNDGjRutkwWHhYXZ3Pn/zjvvyGKx6J133tHZs2eVK1cuNWvWTOPHj7frvBbDnn4D6UBkZKR8fHx0/fp1eXsz1gfwuE5dlT45KEXcljaeuN+Wx0tqVOT+47K5pFfL3L+rHgCAtObq1avq2bOnPv30U7399tt69913zY6ULmSka22Pir3MjgAAkqSr+2aYHQEAJEnuaex2c48XZ6fKee6s6ZYq53kSaexHA8BRhOyUvjlp21Y8uzSunjl5AABIqs2bNys4OFhnz56VJL333nsKCgpSqVKlTE4GAAAAAMmPiYEBPJZjl23XXZ2ll0uakwUAgKS4ffu2evfurWeffdZaAMiaNauWLFmikiX5RwwAAABIVyyW1FkcAD0BANjtyz+k09fvP3aySDs7SFncJG+3/zwMAADT7Nu3T23bttWxY8esbY0aNdL8+fNVoEABE5MBAAAAQMqiJwAAu62N//5EWd2l/N4UAAAAadO9e/c0atQoBQYGWgsAHh4emj59ujZu3EgBAAAAAEivLE6pszgAegIASJJ7sdLSX6RjEdLvl+LbJzcyLxMAAI8yZ84cjR492rpetWpVhYaGqkSJEiamAgAAAIDU4xilCgCm23RCGrntfiHg3M349ir5TIsEAMAjde3aVZUqVZKzs7NGjRqlXbt2UQAAAAAAMgLmBLCiJwBgsnux0u0Ys1M82p9XErbVKsgwQACAtOXOnTvy8PCwrru4uGjp0qW6ceOGqlatamIyAAAAADAHRQDARD+elbp9LV29a3YS+wyvJdUuJBXPbnYSAADuMwxDS5cu1YABA/TNN9+oQoUK1m0lS5Y0LxgAAAAAU1gc5C791MBwQICJvvjD8QoAklQpr/RUDofp8QQASOcuX76sV199Ve3atdOlS5fUtm1b3b3rgP/AAgAAAEAKoCcAkEoOX7g/rn6cEd924Hz846r5JE+X1M9lr6fzSxXzmJ0CAID71q9fr06dOik8PNzaVrFiRd27d0/u7u4mJgMAAABgJnoCxKMIAKSCO/ek11ZLN6Ifvs/EhlLRbKmXCQAAR3bz5k0NGjRIs2fPtrZlz55ds2fPVosWLUxMBgAAAABpC0UAIBVcuv3fBQB/n/sLAAB4tN27d6tdu3Y6ceKEta1JkyaaN2+e8ubNa2IyAAAAAGkGHQGsKAIAKWjpESlkp3TzHwWAGgWkPtXj150sUnlfyZkZOgAAeKQZM2aob9++iouLkyR5enpqypQp6tq1K919AQAAACARFAGAFDT3gG0BQJKK55ACC5iTBwAAR1e9enXrl/2BgYFavHixihUrZnIqAAAAAGkNNwnFowgApKComPt/ZnKSAnJLeb2kzhXNzQQAgCOrWrWqxowZI0l66623lCkTl7MAAAAA8F/41ASkghwe0petzE4BAIBjOX36tKZMmaIpU6bYfNk/dOhQE1MBAAAAcAT0BIhHEQAAAABpimEYWrhwofr27asbN24oV65cGj58uNmxAAAAAMAhUQQA7LTyN2nybunWvUfvGxmV8nkAAEhPLl68qK5du2rNmjXWtsWLF+vNN9+Uu7u7ickAAAAAOBJ6AsSjCADY6cO90rmb9h2TxS1lsgAAkJ6sXbtWXbp00cWLF61twcHBmjp1KgUAAAAAAHhMFAGAfzl3Q9pxRjIesv3Knft/OlukQj6Pfr7MrlLf6skWDwCAdCcyMlL9+/fX/PnzrW25cuXSnDlz1Lx5c/OCAQAAAHBY9ASIRxEA+Ie7MdJzS6XrSRjGJ6+XtDUo5TMBAJCe7dixQ0FBQTp9+rS17X//+5/mzp2r3LlzmxcMAAAAANIJigDAP4RdT1oBQJLK+aZsFgAAMoI1a9ZYCwBeXl6aNm2agoODuWsHAAAAwJPhI4UVRQDgIarmk1qWTnybl6vUoHDq5gEAID0aP368Nm7cqBw5cmjRokUqXJh/YAEAAAAgOVEEAB6icFapVRmzUwAAkH7Exsbq4MGDqlKlirXN3d1dmzdvlq+vr5ydnU1MBwAAACA9oXdxPCezAwBpQXSstPX0/QmBAQBA8jtx4oRq166tWrVq6ffff7fZli9fPgoAAAAAAJBC6AkASOq1Qdp0wuwUAACkP4ZhaO7cuRowYIBu3bolSerQoYP27NnDnTkAAAAAUgyfN+JRBAAk7T2bsK10rtTPAQBAehIeHq7OnTtr3bp11rYiRYpoypQpXJADAAAAQCqhCIAM68RVacJOKfymFBl1vy2ru9SzqlQgi9SoiLn5AABwZKtWrVK3bt10+fJla1vXrl01efJkeXl5mZgMAAAAQEbAjUfxKAIgw5qzX9p80rYtd2apayVz8gAAkB5cu3ZNffr0UWhoqLXN19dX8+bNU9OmTU1MBgAAAAAZE0UAZBg3oqSfL8Svn7ga/9jJInm7Sd0oAAAA8ESaN2+u7du3W9dfeeUVzZo1Szlz5jQxFQAAAICMhp4A8SgCIEOIjJJqLogf9uff9nSUfBmZAACAJzZ27FjVqVNHWbJk0YwZM9S2bVsuvgEAAADARBQBkCEcvvDwAkB2j/tzAQAAAPvFxcXJycnJul6rVi3NnTtXjRo1UsGCBU1MBgAAACBD414kK4oASPfWHJUGfhO/XiWv9HSB+48zOUnPFZXc+D8BAAC7xMTEKCQkRDt37tTGjRttCgGdOnUyMRkAAAAA4J/46hPp2s1o6c3N0r24+LbahaS+1c3LBACAozt27JjatWunvXv3SpKmTp2qAQMGmJwKAAAAAOIxLGk8p0fvAjgmw7g/EXBUbHxbPi+paXHzMgEA4MgMw9DMmTNVoUIFawHA2dlZd+7cMTkZAAAAAOBh6AmAdOvtLdLyX+PXaxWUFr0oOVP6AgDAbmfPnlXHjh31zTfxY+w99dRTWrx4sapXp4sdAAAAgLSFngDx+DoU6daG47brpXJSAAAA4HF89tlnCggIsCkA9OzZUwcPHqQAAAAAAABpHD0BkC4djZAio+LX3wyU2pYzLw8AAI4oNjZWbdu21WeffWZty5cvnxYsWKBnn33WxGQAAAAA8N/oCRCP+6KRLo3YFv/4qRxSr2pSVnfT4gAA4JCcnZ3l7e1tXW/durWOHDlCAQAAAAAAHAg9AZAu3I2RLt6KX/87Mv5xi1KpnwcAgPRi8uTJOnjwoAYMGKDWrVubHQcAAAAAkoaOAFYUAeDwTl+Tmi+Xrt5NuM0iqVvl1E4EAIBj2rNnj/7++2+1aNHC2ubl5aUff/yRrrRwaAcOHJCLi4sCAgIkSWvWrNGCBQtUunRpjRo1Sq6uriYnBAAAAFIOwwHB4W05lXgBQJJK5UrdLAAAOKJ79+5p+PDhqlmzpoKDg3Xy5Emb7RQA4Oi6deumY8eOSZJOnjyp1q1by9PTUytWrNBbb71lcjoAAACkBIvFkiqLI6AnANK061FS6M/SuRsP3+e3iPjHVfJK+bLcf+zpIrVjMmAAAP7Tb7/9pnbt2unAgQOSpJs3b2rKlCmaMWOGycmA5HPs2DFVqFBBkrRixQrVrl1by5Yt065du9S6dWtNnTrV1HwAAABASqIIgDRt/kFp6o9J379TRen54imXBwCA9CIuLk4ffvihBg8erKioKElSpkyZNHLkSA0ePNjkdEDyMgxDcXFxkqRvv/1WL7zwgiTJz89PERER/3UoAAAAHJSj3KWfGigCIE2KM6Qb0dLJq0k/JruHFFgg5TIBAJBehIWFqUOHDtq6dau1rVSpUgoNDVXlykymg/SnSpUqGjdunBo2bKjt27fr448/liSdOnVKvr6+JqcDAAAAUhZFAKQ5V+5IL38unbpm2z73BamA98OPK5JNcuc3GgCAhzIMQ6Ghoerdu7ciIyOt7f369VNISIg8PDxMTAeknKlTp+r111/Xl19+qWHDhqlYsWKSpJUrV6pGjRompwMAAEBKoCdAPL4yRZqz7XTCAkAmJ6lKvvt3+wMAgMdz8+ZNDRkyxFoA8PPz08KFC1W/fn2TkwEpq1y5cjpy5EiC9kmTJsnZ2dmERAAAAEDqoQiAVGEY0vrj0i8XH73vb5fiHz+VQyqQRWr2FAUAAACeVJYsWTR//nw999xzat++vaZNm6asWbOaHQtINdHR0bp48aJ1foAHChYsaFIiAAAApBR6AsSjCIBUsees1GO9/cd1rCC1KZvscQAAyBBu3Lihu3fvKleuXNa2xo0b6+DBg6pQoYJ5wYBUduzYMXXq1Ek//PCDTbthGLJYLIqNjTUpGQAAAJDyKAIgVdgzwe8Dbs5SDSb6BQDgsezcuVPt27dXyZIltW7dOpu7YCgAIKMJDg5WpkyZ9PXXXytv3rzcFQYAAJARcMlnRREAqa57ZamO/6P3K5GDIYAAALBXVFSURo4cqffee0+GYejUqVOaO3euunbtanY0wDSHDh3S/v37VbJkSbOjAAAAAKmOIgBSXdHsUiB3+AMAkOyOHDmitm3b6vDhw9a2mjVrqmHDhiamAsxXunRpRUREmB0DAAAAqYjen/GczA4wc+ZM+fv7y93dXdWrV9fevXv/c/+pU6eqRIkS8vDwkJ+fn/r376+7d++mUlo8rv3nzU4AAED6FRsbq0mTJqlKlSrWAoCLi4veffddbd++XUWKFDE5IWCuiRMn6q233tK2bdt0+fJlRUZG2iwAAABAemZqT4Dly5drwIABmjVrlqpXr66pU6eqcePGOnr0qHLnzp1g/2XLlmnw4MGaP3++atSooWPHjqlDhw6yWCyaMmWKCa8ASXHyqrTqd7NTAACQPp06dUpBQUH6/vvvrW0BAQEKDQ1V+fLlTUwGpB0PesM0aNDApp2JgQEAANIvegLEM7UIMGXKFHXp0kXBwcGSpFmzZmndunWaP3++Bg8enGD/H374QTVr1tRrr70mSfL391ebNm30448/pmpu2OfoZdv1KnnNyQEAQHoTFhamcuXK6ebNm5LuX+QOGjRIY8eOlZubm8npgLRj69atZkcAAAAATGNaESA6Olr79+/XkCFDrG1OTk5q2LChdu/enegxNWrU0JIlS7R3715Vq1ZNJ0+e1Pr169WuXbvUig07GYbUf1P8elB5qXA28/IAAJCeFCxYUC+++KKWLl0qf39/LV68WLVq1TI7FpDm1KlTx+wIAAAASGX0BIhn2pwAERERio2Nla+vr027r6+vwsPDEz3mtdde05gxY/TMM8/IxcVFRYsWVd26dTV06NCHnicqKooxP030yyXpTkz8eskc5mUBACA9mjFjhgYOHKjDhw9TAAD+w/fff6+2bduqRo0aOnv2rCQpNDRUO3fuNDkZAAAAMhJ75sitW7euLBZLgqVp06Z2ndP0iYHtsW3bNoWEhOijjz7SgQMHtHr1aq1bt05jx4596DETJkyQj4+PdfHz80vFxDh51Xa9aXFzcgAA4OiuX7+uDh066LPPPrNpz5o1q95//31lyZLFpGRA2rdq1So1btxYHh4eOnDggKKioiTd//8qJCTE5HQAAABIEZZUWuzwYI7ckSNH6sCBAypfvrwaN26sixcvJrr/6tWrdf78eevyyy+/yNnZWS1btrTrvKYVAXLmzClnZ2dduHDBpv3ChQvKkydPoscMHz5c7dq1U+fOnRUQEKCXXnpJISEhmjBhguLi4hI9ZsiQIbp+/bp1+euvv5L9tSBxd2OkPhvj17tVlnzczcsDAICj2rZtm8qVK6dFixape/fu1ruYASTNuHHjNGvWLM2dO1cuLi7W9po1a+rAgQMmJgMAAEBG8s85ckuXLq1Zs2bJ09NT8+fPT3T/7NmzK0+ePNZl8+bN8vT0dJwigKurqypXrqwtW7ZY2+Li4rRlyxYFBgYmeszt27fl5GQb2dnZWZJkGEaix7i5ucnb29tmQer4+18jL5X3TXw/AACQuLt372rgwIGqV6+ewsLCJEmxsbH69ddfTU4GOJajR4+qdu3aCdp9fHx07dq11A8EAACAFJfYMDopsSQ2HP2Dnqf/9GCO3IYNG1rbHjVH7r/NmzdPrVu3VubMme16L0wdDmjAgAGaO3euFi1apN9//13du3fXrVu3FBwcLElq3769zcTBzZo108cff6zPPvtMp06d0ubNmzV8+HA1a9bMWgyAefafl5ovl2otvL+0/SJ+m7+P9Hwxs5IBAOB4Dh48qMqVK2vKlCnWtrp16+rIkSN69tlnTUwGOJ48efLo+PHjCdp37typIkWKmJAIAAAA6cW/h6P38fHRhAkTEuz3OHPk/tPevXv1yy+/qHPnznZnzGT3EcmoVatWunTpkkaMGKHw8HBVqFBBGzdutL4RYWFhNnf+v/POO7JYLHrnnXd09uxZ5cqVS82aNdP48ePNegn4h49/kg4+5Pe1jr/EhNwAADxaTEyMJk6cqFGjRikmJkbS/Z6NISEh6tevX4JekQAerUuXLurbt6/mz58vi8Wic+fOaffu3Ro0aJCGDx9udjwAAACkAEsqfRk5ZMgQDRgwwKbNzc0t2c8zb948BQQEqFq1anYfa2oRQJJ69eqlXr16Jbpt27ZtNuuZMmXSyJEjNXLkyFRIhqQ6dln684p0+lp8Wzb3+C/982eRXi9rSjQAABzKmTNn1KZNG5uuoBUqVNCSJUtUpkwZE5MBjm3w4MGKi4tTgwYNdPv2bdWuXVtubm4aNGiQevfubXY8pBPdXq2t/kEN5JvDW0eOndWAiSv0069nHrp/r9fqqkvLWvLLk02Xr93SF98e1PDpaxUVfb8A7ORk0TtvPK82z1eVbw5vnb90XaFf/ah352586HMCgCR9tmypFi2Yp4iIS3qqREkNHjpcAeXKJbrv8eN/6qPpH+r3337VuXNn9ebbQ9S2fQebfebNna0tm7/RqVMn5eburgoVKqrfgEHyL0xvOkC6/4V/Ur70f5w5ch+4deuWPvvsM40ZM+axMnIrGZ7IzjCp0RKpx/r7hYAH9nSSDna9v3zdRiqR07yMAAA4Cnd3d/3555+S7o8NOWzYMP34448UAIAnZLFYNGzYMF25ckW//PKL9uzZo0uXLmnkyJE6d+6c2fGQDrR4tpImDnxJ42dvUOBrE3X42Fmt/aincmXzSnT/Vs9V0dg+Lypk9gZVeHmc3hi9VC0aV9aY3v+z7jOwQyN1aVFL/d9doQovj9M7H67RgKCG6tGmTmq9LAAOaOOG9Xr/vQnq1qOnPlvxhUqUKKnu3Trp8uXLie5/984dFfAroD79BypnzlyJ7vPTvr1q1eZ1hX76uWbPXaCYmBi90aWTbt++nZIvBXhiqTUnQFI9zhy5D6xYsUJRUVFq27btY70XpvcEgGPbl8hnpiJZJTemaAAAwG6+vr6aM2eO3nrrLS1evPiRF4IA7OPq6qrSpUtb13/++WdVqlRJsbGxJqZCetCnbX0tWP2DQtfukST1Hv+ZmtQqo6DmgXp/weYE+z9dvrB2Hzqp5Rt/kiSFnb+izzf+pKpl/f+xTxF9vf2wNu781brPq89VUZUyhVL+BQFwWKGLFujlFq+q+UuvSJLeGTlaO3Zs05erV6lTl64J9i8bUE5lA+73Evjwg8mJPufHc+bZrI8Z/67q1QrU77/9qspVqibzKwCST2oNB2SPAQMGKCgoSFWqVFG1atU0derUBHPk5s+fP8GcAvPmzVPz5s2VI0eOxzovRQAk2dqj0sKfpeh/fEa6cCv+cesyUsmc0nNFGf8fAICkWLVqlerUqaOcOeO7zL300kt6/vnnU2QMSQBA8nPJ5KyKpfw0af431jbDMPTdj0dVrVzhRI/Z8/MptW5aVVXKFNJPv56Rf/4calyzjJat2/uPfU6q0ys1Vaxgbh0Pu6iAp/IrsEIRDZ68OsVfEwDHdC86Wr//9qs6delmbXNyctLTT9fQ4Z8PJtt5bt64IUny9vFJtucEMgp758iVpKNHj2rnzp365ptvEnvKJKEIgCSJM6Rh30mR0Q/f56WS0tMFUi8TAACO6urVq+rZs6c+/fRTtWjRQp9//rnNXSoUAADAceTM5qVMmZx18coNm/aLlyNVwt830WOWb/xJObJl1pYF/WWRRS4uzpqz4nubQsL7CzbL28tdP3/xjmJjDTk7WzRy5tf6bMNPKfp6ADiuq9euKjY2NsGdwjly5NCpUyeT5RxxcXF6b2KIKlSspOLFn0qW5wRSTBq9SdmeOXIlqUSJEjIM44nOSREA/+nPK9KFm/eLAP8sADj/63+iWgWlKvlSNxsAAI5o8+bNCg4O1tmzZyVJK1eu1I4dO1SnDmM8A2lVVFSUoqKibNqMuFhZnBgDE4+nVuXierNjY/WdsFz7jpxRUb+cev/NFjrf5TnrxL8tnq2k1k2qqsPQRfrtxHmVK5Ffkwa10PlL17X0qx9NfgUAMqqQcaN14s8/tTB0mdlRANiBIgAeaslhadjWhO1V8kqrXk39PAAAOLLbt2/r7bff1owZM6xtWbNm1cyZM1W7dm0TkwHp1+HDh/9z+9GjR5P0PBMmTNDo0aNt2px9q8olb7XHzob0I+LqTcXExCp39iw27blzeCv8cmSix4zs0VSfrturhV/sliT9evycPD3cNPOdNpr4ySYZhqGQfs31/oLNWrFpv3Wfgnmz683gRhQBACQqW9ZscnZ2TjAJ8OXLl22Gn3xcIePGaMf2bZq/aIl88+R54ucDUlpanBPALBQB8FA7whJvL5o9dXMAAODo9u3bp3bt2tl84diwYUMtWLBABQowlh6QUipUqCCLxZJo9+kH7Un5cDhkyBANGDDApi13rbeTLScc272YWB38/S/Vq15CX227X3iyWCyqV+0pzVq+I9FjPNxdFRdn+3sZFxf3/8dKhvH/+xhxNvvExhkJxgkGgAdcXF1VqnQZ/bhnt+o3aCjp/t8tP/64W63btH3s5zUMQxPGj9V3WzZr3sJQFSjgl1yRAaQSigBI4HqUNGW3tOlEfFvHCpKni5TdQ3qllGnRAABwKPfu3dP48eM1btw4xcbGSpLc3d313nvvqWfPnnyRA6SwU6dOJcvzuLm5JZirg6GA8E8fLvlOc8e00/7fwvTTL6fV67V68vRw0+I1eyRJn4xtp3MXr2vE9LWSpPU7flGftvX089G/tffIaRX1y6UR3V/Q+h1HrMWB9TuO6O1OjfXX+av67cR5VShZQH3a1tPiL/eY9joBpH3tgoI1fOjbKlOmrMoGlNOS0EW6c+eOmr/0siRp2JC3lDu3r/r2Hyjp/mTCJ07c/wLo3r1oXbx4QX/8/rs8PT1VsFAhSVLI2NHasP5rTZ3+kTJ7ZlbEpUuSJK8sWeTu7m7CqwSShp4A8SgCIIHVv0sLf7Zt61NNyuZhTh4AABzV119/bTOESNWqVbV48WKVLFnSxFRAxlHo/7+8AFLaym8OKGc2L43o3lS+ObLo8NGzerHnTOtkwX55stvc+f/uJxtlGIZG9nhB+XL7KOLqTa3b8YtGzfjKus+AiSs0sscLmja0lXJl89L5S9c1b+UuhczZkOqvD4DjeK7J87p65Yo+mvGhIiIuqUTJUvpo9ifK8f/DAYWfPy8nS/yNKBcvXVSrFs2t64sWzNeiBfNVpWo1zVsYKkn6fPmnkqROHdrZnGvMuAl68f+LCwDSNovxpFMLO5jIyEj5+Pjo+vXr8vb2NjtOmnI35v5EwIt+llb8Ft/+SilpyrPm5QIAwFEZhqGXX35ZX331lYYPH66hQ4fKxcXF7FhAinGEa+2AgACtX79efn5PNpSBR8VeyZQIAJ7M1X0zHr0TAKQC9zR2u3mxQalTOD/+fpNUOc+TSGM/GpjlVrRUd7F08ZZt+/xmUoMi5mQCAMDRXLt2TVmzZrWuWywWzZkzR6dPn1bVqlXNCwbA6vTp07p3757ZMQAAAIBUw0C0kCQdOJ+wACBJxXOkfhYAAByNYRhasmSJ/P399dVXX9lsy5UrFwUAAAAAAEhlFoslVRZHQE+ADOqPCGnBIelm9P31S7fjt5XLLZXPI9UuKBX0MSUeAAAO4/Lly3rjjTe0cuVKSVLnzp31yy+/KFeuXCYnA5CYWrVqycODya4AAACQcVAEyKCGb5X2nkt8W8MiUt/qqZsHAABHtGHDBnXs2FHh4eHWtkaNGjHuP5CGrV+/3uwIAAAASAUOcpN+qqAIkEGFJzL0jyRldZcaF03dLAAAOJqbN29q0KBBmj17trUte/bsmjVrllq2bGliMgAP8+eff2rr1q26ePGi4uLibLaNGDHCpFQAAABAyqMIkMFldZfWt4lfz+GZ9mbyBgAgLdm9e7fatWunEydOWNuaNGmiefPmKW/evCYmA/Awc+fOVffu3ZUzZ07lyZPHZuxWi8VCEQAAACAdcpTx+lMDX/dmcM4WKb+32SkAAHAMixcvVnBwsPUuYk9PT02ZMkVdu3blAhNIw8aNG6fx48fr7bffNjsKAAAAkOooAmQwl29Liw9LYdfNTgIAgOOpV6+esmTJouvXryswMFCLFy9WsWLFzI4F4BGuXr3KUF0AAAAZDPdpxXMyOwBS17S90tQf49ed+J8BAIAk8/Pz00cffaTx48drx44dFAAAB9GyZUt98803ZscAAAAATEFPgAzm1FXb9eeLm5MDAIC07vTp0xo2bJg++ugj+fj4WNtfe+01E1MBeBzFihXT8OHDtWfPHgUEBMjFxcVme58+fUxKBgAAgJTixN3PVhQBMpC9Z6UdYfHrX7aSKuYxLw8AAGmRYRhauHCh+vbtqxs3bsjFxUULFy40OxaAJzBnzhx5eXlp+/bt2r59u802i8VCEQAAAADpGkWADGT1H7brpXKakwMAgLTq4sWL6tq1q9asWWNt27Ztm65cuaLs2bObmAzAkzh16pTZEQAAAJDKmBMgHnMCZBDRsdKnv8SvDwqU3CkBAQBgtXbtWgUEBNgUADp06KDDhw9TAADSEcMwZBiG2TEAAACAVEMRIINY/bvtehPmMQQAQJIUGRmpTp066cUXX9TFixclSTlz5tQXX3yhBQsWyNvb2+SEAJLD4sWLFRAQIA8PD3l4eKhcuXIKDQ01OxYAAABSiMViSZXFEXAveAZx8prtun9WM1IAAJC2fP/992rfvr1Onz5tbWvWrJnmzp0rX19f84IBSFZTpkzR8OHD1atXL9WsWVOStHPnTr3xxhuKiIhQ//79TU4IAAAApByKABlA+E1p9v749SXNpUz0AQEAQIcPH7YWALy8vDRt2jQFBwc7zN0cAJJm+vTp+vjjj9W+fXtr2//+9z+VKVNGo0aNoggAAACQDvGxLh5FgAxgw3HbdV8vc3IAAJDW9OjRQ2vXrtWdO3e0aNEiFS5c2OxIAFLA+fPnVaNGjQTtNWrU0Pnz501IBAAAAKQe7gfPAKJi4x+XySU9lcO8LAAAmCU2NlabN2+2abNYLFq+fLm2bt1KAQBIx4oVK6bPP/88Qfvy5ctVvHhxExIBAAAgpTEnQDx6AmQwvauZnQAAgNR34sQJtW/fXj/88IM2b96shg0bWrdlzZrVvGAAUsXo0aPVqlUr7dixwzonwK5du7Rly5ZEiwMAAABAekJPAAAAkG4ZhqE5c+aofPny+uGHHyRJnTt3VnR0tMnJAKSmV155RT/++KNy5MihL7/8Ul9++aVy5sypvXv36qWXXjI7HgAAAFIAPQHi0RMAAACkS+fPn1fnzp21fv16a1uRIkW0ePFiubq6mpgMgBkqV66spUuXmh0DAAAASHUUAQAAQLqzcuVKvfHGG7p8+bK1rUuXLpo8ebKyZMliYjIAqcnJyemRd2dZLBbFxMSkUiIAAACkFge5ST9VUARIh67ckb47Jd2Lu79+KNzcPAAApJZr166pd+/eWrJkibXN19dXn3zyiV544QUTkwEwwxdffPHQbbt379aHH36ouLi4VEwEAAAApD6KAOmMYUgtVkgnrpqdBACA1NelSxetXLnSuv7yyy9r1qxZypUrl4mpAJjlxRdfTNB29OhRDR48WF999ZVef/11jRkzxoRkAAAASGmOMl5/amBi4HTm9r2HFwCcLFLZ3KmbBwCA1DRhwgR5enrK29tbixcv1sqVKykAAJAknTt3Tl26dFFAQIBiYmJ06NAhLVq0SIUKFTI7GgAAAJCi6AmQjhXLLnWtFL9eJZ/k521eHgAAklt0dLTNJL/FihXT8uXLVa5cORUsWNDEZADSiuvXryskJETTp09XhQoVtGXLFtWqVcvsWAAAAEhhdASIRxEgHcuTWWpVxuwUAAAkv5iYGIWEhOjzzz/X3r175enpad3G2P8AHnjvvfc0ceJE5cmTR59++mmiwwMBAAAA6R1FAAAA4FCOHj2q9u3ba+/evZKkt956SzNmzDA5FYC0aPDgwfLw8FCxYsW0aNEiLVq0KNH9Vq9encrJAAAAkNKYEyAeRQAAAOAQDMPQRx99pDfffFN37tyRJDk7OytHjhwyDIMLPAAJtG/fnr8bAAAAkOFRBAAAAGne2bNnFRwcrM2bN1vbnnrqKS1evFjVq1c3MRmAtGzhwoVmRwAAAIBJuBcknpPZAZB8doZJbejJDABIZz799FOVLVvWpgDQs2dPHTx4kAIAAAAAAACPQE+AdGT899JvEfHrbvx0AQAOzDAMdejQQYsXL7a25cuXTwsWLNCzzz5rYjIAAAAAQFrHsJDx6AmQjly7G//YN7MUVN68LAAAPCmLxaLSpUtb11u3bq0jR45QAAAAAAAAwA7cK54O+WaW9nY2OwUAAE9u0KBB+uGHH9SmTRu1bt3a7DgAAAAAAAdBR4B4FAEAAECasGfPHu3bt0+9e/e2tjk7O2vNmjUmpgIAAAAAwLFRBAAAAKaKjo7W2LFjFRISIkmqXLmyatSoYXIqAAAAAIAjY06AeMwJAAAATPPbb78pMDBQ48aNU1xcnOLi4jRjxgyzYwEAAAAAkG5QBAAAAKkuLi5OU6dOVaVKlXTgwAFJUqZMmTR27FgtXrzY5HQAAAAAAEdnsaTO4ggYDggAAKSqsLAwdejQQVu3brW2lSpVSqGhoapcubKJyQAAAAAASH/oCQAAAFKFYRhavHixAgICbAoA/fr10/79+ykAAAAAAACSjcViSZXFEdATIJ04eVU6d9PsFAAAPFxMTIw++OADRUZGSpL8/Py0cOFC1a9f3+RkAAAAAACkX/QESCfGfx//2NkxClAAgAzGxcVFoaGhcnNzU7t27XT48GEKAAAAAACAFMGcAPHoCZBOhN+Kf/xqGfNyAADwwI0bN3Tp0iUVKVLE2la2bFn9+uuvKlq0qInJAAAAAADIOOgJkA71f9rsBACAjG7nzp0qX768mjdvrqioKJttFAAAAAAAACmNOQHiUQRIZ1z4iQIATBQVFaXBgwerdu3aOnXqlI4cOaIxY8aYHQsAAAAAgAyL4YAcVHSstPSI9Ofl++tnI83NAwDAkSNH1LZtWx0+fNjaVrNmTXXq1MnEVAAAAACAjMhBbtJPFRQBHNTG49Ko7QnbnfjlBgCkstjYWE2ZMkXvvPOOoqOjJd2fBHjs2LEaNGiQnJ2dTU4IAAAAAEDGRRHAQf31kDv/ny+eujkAABnbqVOnFBQUpO+//97aFhAQoNDQUJUvX97EZAAAAACAjMxRxutPDRQB0oGRtaWnC0jumaTCWc1OAwDIKK5du6ZKlSrp2rVrku5fYA0aNEhjx46Vm5ubueEAAAAAAIAkJgZOF/x8pNK5pCLZGOsKAJB6smbNqt69e0uS/P39tW3bNr3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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:33:21,792 INFO: === Dataset: b ===\n", "2024-12-22 11:33:23,766 INFO:Total samples: 3181\n", "Evaluating DeiT3 on b: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:06<00:00, 2.00it/s]\n", "2024-12-22 11:33:30,756 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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ZsmXl4eEhX19fDRo0SLdv386gtLAHTX8BAMgYcXFxmjp1qqpXr24tALi4uOh///ufvvvuO5UsWdLkhIC5pkyZov/+97/avn27Ll++rMjISJsbAAAAkJWZOhNg1apVGjx4sObPn6+aNWtq5syZatasmY4ePSpvb+9k23/88ccaNmyYlixZotq1a+vYsWPq3LmzLBaLpk+fbsI7QGrQ9BcAgPRz6tQpderUST/88IN1zN/fXyEhIapcubKJyYDMI3E2zLPPPmszTmNgAACArIuZAElMLQJMnz5d3bt3V2BgoCRp/vz5Cg0N1ZIlSzRs2LBk2//000+qU6eO2rdvL0ny8/NTu3bttHv37gzNDQAAkBmcPXtWlSpV0o0bNyQlnOQOHTpU48ePl5ubm8npgMxj27ZtZkcAAAAATGNaESAmJka//PKLhg8fbh1zcnJSkyZNtHPnzhT3qV27tlasWKE9e/aoRo0aOnnypDZs2KCOHTtmVGykUuhxKeyG2SkAAMjaHn/8cf3nP//RRx99JD8/PwUHB6tevXpmxwIynQYNGpgdAQAAABmMmQBJTCsChIeHKy4uTj4+PjbjPj4+OnLkSIr7tG/fXuHh4apbt64Mw1BsbKzefPNNjRgx4p7HiY6OVnR0tPUxa35mjLubAudyMS8HAABZ3dy5c1WoUCEFBQUpd+7cZscBMq0ffvhBCxYs0MmTJ7V69WoVLVpUISEhKlGihOrWrWt2PAAAACDdmN4Y2B7bt2/XpEmT9P7772vfvn367LPPFBoaqvHjx99zn8mTJ8vLy8t68/X1zcDE2RdNgQEASFsRERHq3LmzVq5caTOeN29evffeexQAgPtYu3atmjVrJg8PD+3bt896kVBERIQmTZpkcjoAAACkC0sG3RyAaUWAAgUKyNnZWRcuXLAZv3DhggoVKpTiPqNGjVLHjh3VrVs3+fv76+WXX9akSZM0efJkxcfHp7jP8OHDFRERYb399ddfaf5ecG80BQYA4NFt375dlSpV0vLly9WrVy+dO3fO7EiAQ5kwYYLmz5+vRYsWycUlaZpqnTp1tG/fPhOTAQAAAOnPtCKAq6urqlWrpi1btljH4uPjtWXLFtWqlfKl4zdv3pSTk21kZ2dnSZJhGCnu4+bmpjx58tjcAAAAHMHt27c1ZMgQNWrUSGfPnpUkxcXF6ffffzc5GeBYjh49qvr16ycb9/Ly0rVr1zI+EAAAANKdxWLJkJu95s2bJz8/P7m7u6tmzZras2fPPbdt2LBhisds0aKFXcc0dTmgwYMHa9GiRVq+fLkOHz6sXr16KSoqSoGBgZKkgIAAm8bBLVu21AcffKCVK1fq1KlT2rx5s0aNGqWWLVtaiwEAAABZwf79+1WtWjVNnz7dOtawYUMdOnRIzz33nInJAMdTqFAh/fnnn8nGd+zYoZIlS5qQCAAAANnRqlWrNHjwYAUFBWnfvn2qXLmymjVrposXL6a4/Weffabz589bb7/99pucnZ3VunVru45rWmNgSWrTpo0uXbqk0aNHKywsTFWqVNGmTZuszYLPnj1rc+X/O++8I4vFonfeeUfnzp1TwYIF1bJlS02cONGstwBJoccTGgHf3QfgYpR5eQAAcGSxsbGaMmWKxowZo9jYWEkJMxsnTZqkgQMHJpsVCeDBunfvrgEDBmjJkiWyWCz6559/tHPnTg0dOlSjRo0yOx4AAADSwcNcpZ/epk+fru7du1svgp8/f75CQ0O1ZMkSDRs2LNn2+fPnt3m8cuVK5cyZ0+4igMW41zo6WVRkZKS8vLwUERHB0kBppHGwdOJqys+VyidtDcjYPAAAOKozZ86oXbt22rlzp3WsSpUqWrFihZ588kkTkwGpk1nPtQ3DsPYSu3nzpqSE4trQoUM1fvz4h3pNj6p90zIisoCer9fXoE7PyuexPDp07JwGT1mtn38/c8/t+7ZvqO6t68m3UD5dvhalz7/dr1Fz1is6JqEA7JnTTUG9X9RLjSurYD5P/Xr0bw19d41++eNsRr0lOIire+eaHQGZzMqPP9LypYsVHn5JT5Qtp2EjRsm/UqUUt/3zz+N6f85sHf7jd/3zzzm99fZwdQjobLPNLz/v1bIli3X4j9906dIlzZg9T42fbZIB7wSOxt3Uy82TK97/yww5zpnZLVO1XUxMjHLmzKk1a9aoVatW1vFOnTrp2rVrWrdu3QNfw9/fX7Vq1dLChQvtysilZHhkiTMAnCwJjYATb6XySUNSbu8AAABS4O7uruPHj0uSnJycNHLkSO3evZsCAPCILBaLRo4cqStXrui3337Trl27dOnSJQUFBemff/4xOx6ygNeee0pThrysiQs2qlb7KTp47JzWv99HBfN5prh9m+era3z//2jSgo2q8soEvTn2I73WrJrG9XvJus0Ho9ur8TPl1OWd5ar++iR9u/OIQuf3U5GCXhn1tgA4oE0bN+i9dyerZ+8+Wrn6c5UtW069enbV5cuXU9z+9q1bKuZbTP0HDVGBAgVT3ObWrZsqW7ashr8TlJ7RgTSXUT0BoqOjFRkZaXOLjo5Olic8PFxxcXHWVXAS+fj4KCws7IHvZ8+ePfrtt9/UrVs3uz8LigBIM965pN1dk25bA6QWZcxOBQCA4/Dx8dHChQtVunRp7dixQxMmTJCrq6vZsYAsw9XVVRUqVFCNGjXk6emp33//Xb6+vmbHQhbQv0NjLf3sJ4Ws36UjJ8PUb+JK3bodo06tUr4q6pnKJbTzwEmt2vSzzp6/oi27jujTTT+r+pPFJUnubi5q9WwVjZz5hX7cd0In/wrXxAUbdOKvS+reul5GvjUADiZk+VK98trravXyqypVurTeCRord3d3ffHZ2hS3r+hfSYOHvq3mL7S453ln3XoN1HfAID3bpGl6RgfSXEYVASZPniwvLy+b2+TJk9P8/SxevFj+/v6qUaOG3ftSBAAAADDJ2rVrFR4ebjP28ssv67ffflOtWkynAwBH4JLDWVXL+2rr7qPWMcMwtHX3UdWoVCLFfXb9ekpVK/ha/+jvV/QxNavzpDbt+F2SlMPZSTlyOOt2zB2b/W5H31HtqqXS6Z0AcHR3YmJ0+I/f9Uyt2tYxJycnPfNMbR38db+JyYCsbfjw4YqIiLC5DR8+PNl2BQoUkLOzsy5cuGAzfuHCBRUqVOi+x4iKitLKlSvVtWvXh8qYyVZqgiP4dyNgmgADAGCfq1evqk+fPvrkk0/02muv6dNPP7VpWuXm5mZiOgCAPQrk81SOHM66eOW6zfjFy5Eq6+eT4j6rNv2sx/Ll0palg2SRRS4uzlq4+gdNXfKNJOnGzWjt+vWkhndvrqOnLujC5Ui9/nx11axUQif+upTu7wmAY7p67ari4uL02GOP2Yw/9thjOnXqpEmpABNlUF9gNze3VH2Hc3V1VbVq1bRlyxZrT4D4+Hht2bJFffvev9/U6tWrFR0drQ4dOjxURmYCwG7TdiY0Ag67kXCL///W0rlczM0FAIAj2Lx5s/z9/fXJJ59IktasWaPvv//e5FQA7ieldV6N+DizY8GB1atWRm91aaYBk1epVvspajN4oZrXfVLDuj9v3abLO8GyWKST30xUxO6Z6tOugT7d9LPiE7+AAQAAhzN48GAtWrRIy5cv1+HDh9WrVy9FRUUpMDBQkhQQEJDiLILFixerVatWyYp8qcVMAKRa4gyAU9cSHjtZEvoASAkFAJoAAwBwbzdv3tTbb7+tuXPnWsfy5s2refPmqX79+iYmA7KugwcP3vf5o0eP3vf5RJMnT9bYsWNtxpx9npZLYfvXY0XWE371hmJj4+SdP7fNuPdjeRR2OTLFfYJ6t9AnoXu07POdkqTf//xHOT3cNO+ddpry4dcyDEOn/g7Xc91mKae7q/J4uissPFIh/wvUqXPhKb4mAOTLm0/Ozs7JmgBfvnxZBQoUMCkVYJ67Z1tnFm3atNGlS5c0evRohYWFqUqVKtq0aZO1WfDZs2fl5GR73f7Ro0e1Y8cOffPNNw99XIoASLXEGQCJSuRNaP4LAADub+/everYsaPNHxybNGmipUuXqlixYiYmA7K2KlWqyGKxyDCSXzmdOJ6aL4fDhw/X4MGDbca8672dZjnh2O7Exmn/4b/UqGZZfbk9ofBksVjUqMYTmr8q5ZleHu6uya7oj4+P//99pbt/ZW/ejtHN2zHKm9tDTWqX18iZ69LnjQBweC6uripf4Unt3rVTjZ9tIinhf1t2796ptu0ebgkRAGmvb9++91z+Z/v27cnGypYtm+L5rD0oAiDVEnsAOFkSCgBc+Q8AwP3duXNHEydO1IQJExQXl7B0iLu7u95991316dMn2RUeANLWqVOn0uR1Ulrn1eLknCavjaxh9oqtWjSuo37546x+/u20+rZvpJwebgpet0uS9OH4jvrnYoRGz1kvSdrw/W/q36GRfj36t/YcOq1SvgU1uteL2vD9IWtxoEmt8rJYpGOnL6qUb0FNGtRKx05dUPD6naa9TwCZX8dOgRo14m09+WRFVfSvpBUhy3Xr1i21evkVSdLI4f+Vt7ePBgwaIimhmfCJEycS7t+J0cWLF3Tk8GHlzJlTjxdPaF5+MypKZ8+etR7j3N9/68jhw/Ly8lLhIkUy+B0CqZcZZwKYhSIAUiX0eML6/1LCEkDMAAAA4MG++uormyVEnn76aQUHB6tcuXImpgKyj+L//8cLIL2t+WafCuTz1OheLeTzWG4dPHpO/+kzz9os2LdQfpsr///34SYZhqGg3i+qiLeXwq/eUOj3v2nM3C+t23h5umtcv5dU1CevrkTc1LotBxQ070vFxsZn+PsD4Dieb/6Crl65ovfnzlZ4+CWVLVde7y/4UI/9/3JAYefPy8mSdCHKxUsX1ea1VtbHy5cu0fKlS1T96RpavCxEkvT777+pW2DSH4Lee3eyJOml/7ys8ZP+lwHvCsCjshiPOpfAwURGRsrLy0sRERHKkyeP2XEcRuPgpKWASuWjCAAAQGoYhqFXXnlFX375pUaNGqURI0bIxcXF7FhAunGEc21/f39t2LBBvr6+j/Q6HlVTnsINABnt6t65D94IADKAeya73Lz00I0Zcpw/32ueIcd5FJnsR4PM5t/NgCWWAQIA4F6uXbumvHnzWh9bLBYtXLhQp0+f1tNPP21eMABWp0+f1p07d8yOAQAAAGQYFqLFfSU2A06cuVoqn9SijLmZAADIbAzD0IoVK+Tn56cvv/zS5rmCBQtSAAAAAACADGaxWDLk5ggoAuC+7m4GXCofswAAAPi3y5cv6/XXX1fHjh0VERGhbt266dKlS2bHAnAP9erVk4eHh9kxAAAAgAzDckC4J5oBAwBwfxs3blSXLl0UFhZmHWvatCnr/gOZ2IYNG8yOAAAAgAzgIBfpZwiKALinaTuT7ufibxkAAFjduHFDQ4cO1YIFC6xj+fPn1/z589W6dWsTkwG4l+PHj2vbtm26ePGi4uPjbZ4bPXq0SakAAACA9EcRAPcUdVe/NJYBAgAgwc6dO9WxY0edOHHCOta8eXMtXrxYhQsXNjEZgHtZtGiRevXqpQIFCqhQoUI2a7daLBaKAAAAAFmQo6zXnxEoAuCBCnnSDBgAAEkKDg5WYGCg9SrinDlzavr06erRowcnmEAmNmHCBE2cOFFvv/222VEAAACADEcRAAAAIJUaNWqk3LlzKyIiQrVq1VJwcLBKly5tdiwAD3D16lWW6gIAAMhmuE4riZPZAZA53d0UGAAAJPD19dX777+viRMn6vvvv6cAADiI1q1b65tvvjE7BgAAAGAKZgIgRTQFBgBkd6dPn9bIkSP1/vvvy8vLyzrevn17E1MBeBilS5fWqFGjtGvXLvn7+8vFxfYEt3///iYlAwAAQHpxcmIqQCKKAJCUcOX/tJ1JzYAvRiU9R1NgAEB2YhiGli1bpgEDBuj69etycXHRsmXLzI4F4BEsXLhQnp6e+u677/Tdd9/ZPGexWCgCAAAAIEujCABJCQWAE1eTj5fKR1NgAED2cfHiRfXo0UPr1q2zjm3fvl1XrlxR/vz5TUwG4FGcOnXK7AgAAADIYPQESEJPAEhKmgHgZJEKeSbcSuVjFgAAIPtYv369/P39bQoAnTt31sGDBykAAFmIYRgyDMPsGAAAAECGoQiQzYUelxoHJy3/451L2t014bY1gFkAAICsLzIyUl27dtV//vMfXbx4UZJUoEABff7551q6dKny5MljckIAaSE4OFj+/v7y8PCQh4eHKlWqpJCQELNjAQAAIJ1YLJYMuTkClgPK5v69DBBNgAEA2ckPP/yggIAAnT592jrWsmVLLVq0SD4+PuYFA5Cmpk+frlGjRqlv376qU6eOJGnHjh168803FR4erkGDBpmcEAAAAEg/FAGyubuXASqRl+V/AADZy8GDB60FAE9PT82aNUuBgYEOczUHgNSZM2eOPvjgAwUEBFjHXnrpJT355JMaM2YMRQAAAIAsiK91SSgCQFLCMkBbAx68HQAAWUnv3r21fv163bp1S8uXL1eJEiXMjgQgHZw/f161a9dONl67dm2dP3/ehEQAAABAxqEnAAAAyBbi4uK0efNmmzGLxaJVq1Zp27ZtFACALKx06dL69NNPk42vWrVKZcrQBAsAACAroidAEmYCZGOhx6WwG2anAAAg/Z04cUIBAQH66aeftHnzZjVp0sT6XN68ec0LBiBDjB07Vm3atNH3339v7Qnw448/asuWLSkWBwAAAICshJkA2di0nUn3aQgMAMiKDMPQwoULVblyZf3000+SpG7duikmJsbkZAAy0quvvqrdu3frscce0xdffKEvvvhCBQoU0J49e/Tyyy+bHQ8AAADpgJkASZgJkI0lNgWWaAgMAMh6zp8/r27dumnDhg3WsZIlSyo4OFiurq4mJgNghmrVqumjjz4yOwYAAACQ4SgCQIU8pRYshQoAyELWrFmjN998U5cvX7aOde/eXdOmTVPu3LlNTAYgIzk5OT3w6iyLxaLY2NgMSgQAAICM4iAX6WcIigAAACDLuHbtmvr166cVK1ZYx3x8fPThhx/qxRdfNDEZADN8/vnn93xu586dmj17tuLj4zMwEQAAAJDxKAJkM6HHE3oBRN2RLkaZnQYAgLTVvXt3rVmzxvr4lVde0fz581WwYEETUwEwy3/+859kY0ePHtWwYcP05Zdf6o033tC4ceNMSAYAAID05ijr9WcEGgNnM9N2SieuSmE3pHgjYYymwACArGLy5MnKmTOn8uTJo+DgYK1Zs4YCAABJ0j///KPu3bvL399fsbGxOnDggJYvX67ixYubHQ0AAABIV8wEyGYSmwE7WSTvXAkFAJoCAwAcVUxMjE2T39KlS2vVqlWqVKmSHn/8cROTAcgsIiIiNGnSJM2ZM0dVqlTRli1bVK9ePbNjAQAAIJ0xESAJRYBsJPR4wgwAKaEAsLuruXkAAHhYsbGxmjRpkj799FPt2bNHOXPmtD7H2v8AEr377ruaMmWKChUqpE8++STF5YEAAACArI4iQDYybWfSfZYAAgA4qqNHjyogIEB79uyRJP33v//V3LlzTU4FIDMaNmyYPDw8VLp0aS1fvlzLly9PcbvPPvssg5MBAAAgvdETIAlFgGwkcSkgiSWAAACOxzAMvf/++3rrrbd069YtSZKzs7Mee+wxGYbBCR6AZAICAvjfBgAAAGR7FAGyoUKeUosyZqcAACD1zp07p8DAQG3evNk69sQTTyg4OFg1a9Y0MRmAzGzZsmVmRwAAAIBJuBYkiZPZAQAAAO7nk08+UcWKFW0KAH369NH+/fspAAAAAAAA8ADMBMgGQo8n9AO4GGV2EgAAUs8wDHXu3FnBwcHWsSJFimjp0qV67rnnTEwGAAAAAMjsWBYyCTMBsoFpO6UTV6V4I+ExTYEBAI7AYrGoQoUK1sdt27bVoUOHKAAAAAAAAGAHZgJkA4kNgZ0sUom8NAUGADiOoUOH6qefflK7du3Utm1bs+MAAAAAABwEEwGSUATIRrxzSVsDzE4BAEDKdu3apb1796pfv37WMWdnZ61bt87EVAAAAAAAODaKAAAAwFQxMTEaP368Jk2aJEmqVq2aateubXIqAAAAAIAjoydAEnoCZGGhx6XGwTQEBgBkXn/88Ydq1aqlCRMmKD4+XvHx8Zo7d67ZsQAAAAAAyDIoAmRhNAQGAGRW8fHxmjlzpp566int27dPkpQjRw6NHz9ewcHBJqcDAAAAADg6iyVjbo6A5YCyqNDjCQUAiYbAAIDM5ezZs+rcubO2bdtmHStfvrxCQkJUrVo1E5MBAAAAAJD1UATIoqbtTLpfIi8NgQEA5jMMQyEhIerXr58iIyOt4wMHDtSkSZPk4eFhYjoAAAAAQFZCT4AkFAGyqKg7SfeZAQAAyAxiY2M1Y8YMawHA19dXy5YtU+PGjU1OBgAAAABA1kURIAsJPZ4wAyDqTlIz4EKeUosy5uYCAECSXFxcFBISourVq+v111/X7NmzlTdvXrNjAQAAAACyICYCJKEIkIUkNgK+G82AAQBmuX79ui5duqSSJUtaxypWrKjff/9dpUqVMjEZAAAAAADZB0WALCRxCSAni+SdK6EAwFJAAAAz7NixQwEBAfL09NTevXvl5uZmfY4CAAAAAAAgvdETIImT2QGQ9rxzSbu7JjQDZikgAEBGio6O1rBhw1S/fn2dOnVKhw4d0rhx48yOBQAAAABAtsVMAAAAkCYOHTqkDh066ODBg9axOnXqqGvXriamAgAAAABkR0wESEIRwIHd3QhYSmoGDABARoqLi9P06dP1zjvvKCYmRlJCE+Dx48dr6NChcnZ2NjkhAAAAAADZF0UAB5ZSI2CJZsAAgIxz6tQpderUST/88IN1zN/fXyEhIapcubKJyQAAAAAA2Rk9AZJQBHBQoceTCgCJjYAlmgEDADLOtWvX9NRTT+natWuSEk6whg4dqvHjx9s0AgYAAAAAAOahCOCgpu1Mul8ib0ITYAAAMlLevHnVr18/jR8/Xn5+flq+fLnq169vdiwAAAAAAJgJcBeKAA4qsQ+AxJX/AICMYxiGzYnUqFGj5OLiogEDBihPnjwmJgMAAAAAAClxMjsA7Bd6XAq7kXC/kKfUooy5eQAAWV9ERIQ6d+6syZMn24y7uLho1KhRFAAAAAAAAJmKxZIxN0dAEcAB3b0UEE2AAQDpbfv27apUqZKWL1+uoKAg7d+/3+xIAAAAAAA4pHnz5snPz0/u7u6qWbOm9uzZc9/tr127pj59+qhw4cJyc3PTE088oQ0bNth1TIoADiT0uNQ4WDp1LWmMpYAAAOnl9u3bGjJkiBo1aqSzZ89Kkjw8PKz3AQAAAADIrCwWS4bc7LFq1SoNHjxYQUFB2rdvnypXrqxmzZrp4sWLKW4fExOjpk2b6vTp01qzZo2OHj2qRYsWqWjRonYdl54ADmTaTunE1aTHpfKxFBAAIH3s379fHTp00B9//GEda9iwoZYtW6bixYubmAwAAAAAAMc0ffp0de/eXYGBgZKk+fPnKzQ0VEuWLNGwYcOSbb9kyRJduXJFP/30k1xcEpaE8fPzs/u4zARwIInNgJ0sCQUAZgEAANJabGysJk6cqBo1algLAG5ubpo2bZq2bNlCAQAAAAAA4BAyqidAdHS0IiMjbW7R0dHJ8sTExOiXX35RkyZNrGNOTk5q0qSJdu7cmWx7SVq/fr1q1aqlPn36yMfHRxUrVtSkSZMUFxdn12dBEcBB3N0M2DuXtDWAWQAAgLT1zz//qH79+nrnnXcUGxsrSapSpYp+/vlnDR48WE5OnDYAAAAAAHC3yZMny8vLy+Y2efLkZNuFh4crLi5OPj4+NuM+Pj4KCwtL8bVPnjypNWvWKC4uThs2bNCoUaM0bdo0TZgwwa6MLAfkIGgGDABIb/ny5dPVqwnrzjk5OWnYsGEKCgqSq6uryckAAAAAALCPvev1P6zhw4dr8ODBNmNubm5p8trx8fHy9vbWwoUL5ezsrGrVquncuXOaOnWqgoKCUv06FAEcQOhx214ALAMEAEgPHh4eCgkJUceOHbV48WLVrl3b7EgAAAAAADyUDKoByM3NLVV/9C9QoICcnZ114cIFm/ELFy6oUKFCKe5TuHBhubi4yNnZ2TpWvnx5hYWFKSYmJtUX7TGv3wHcPQuAZsAAgLSyevVqHT161GasevXq+u233ygAAAAAAACQhlxdXVWtWjVt2bLFOhYfH68tW7aoVq2Ur/quU6eO/vzzT8XHx1vHjh07psKFC9s1a/+RigC3b99+lN2RSokNgSVmAQAAHt3Vq1f1xhtv6PXXX1dAQIB1/f9Ed19hAAAAAACAI3KyWDLkZo/Bgwdr0aJFWr58uQ4fPqxevXopKipKgYGBkqSAgAANHz7cun2vXr105coVDRgwQMeOHVNoaKgmTZqkPn362PdZ2LW1EqoT48ePV9GiReXp6amTJ09KkkaNGqXFixfb+3KwQyFPZgEAAB7Nt99+K39/f3388ceSpD179ujzzz83ORUAAAAAAFlfmzZt9N5772n06NGqUqWKDhw4oE2bNlmbBZ89e1bnz5+3bu/r66uvv/5ae/fuVaVKldS/f38NGDBAw4YNs+u4dvcEmDBhgpYvX653331X3bt3t45XrFhRM2fOVNeuXe19SQAAkM5u3rypYcOGac6cOdaxvHnzat68eXrttddMTAYAAAAAQNrLqJ4A9urbt6/69u2b4nPbt29PNlarVi3t2rXrkY5p90yA4OBgLVy4UG+88YbNcgGVK1fWkSNHHikMAABIe3v37tVTTz1lUwBo0qSJDh06pPbt28uSWc+MAAAAAADAI7O7CHDu3DmVLl062Xh8fLzu3LmTwh4AAMAMd+7c0ZgxY1SrVi1rA2B3d3fNnj1bX3/9tYoVK2ZyQgAAAAAA0ofFYsmQmyOwuwhQoUIF/fDDD8nG16xZo6pVq6ZJKAAA8Oh++eUXjRs3TnFxcZKkp59+Wvv371e/fv3k5GT3KQAAAAAAAHBAdvcEGD16tDp16qRz584pPj5en332mY4eParg4GB99dVX6ZERAAA8hGeeeUaDBg3SrFmzNGrUKI0YMUIuLi5mxwIAAAAAIN05OcZF+hnC7ssA//Of/+jLL7/Ut99+q1y5cmn06NE6fPiwvvzySzVt2jQ9MgIAgFQICwtTfHy8zdjEiRO1Z88eBQUFUQAAAAAAACAbeqi1AOrVq6fNmzfr4sWLunnzpnbs2KHnnnsurbMBAIBUMAxDH330kcqVK2fT/FdK6AHw1FNPmZQMAAAAAABz0BMgid1FgJIlS+ry5cvJxq9du6aSJUumSSgkCT0uhd0wOwUAILO6fPmyXn/9dXXo0EEREREaNmyYDh8+bHYsAAAAAACQSdjdE+D06dPWBoN3i46O1rlz59IkFJJM25l0PxerOAAA7rJhwwZ17dpVYWFh1rFXX31VhQsXNjEVAAAAAADmc5CL9DNEqosA69evt97/+uuv5eXlZX0cFxenLVu2yM/Pz+4A8+bN09SpUxUWFqbKlStrzpw5qlGjxj23v3btmkaOHKnPPvtMV65cUfHixTVz5ky98MILdh/bEUTdSbo/pJZ5OQAAmceNGzc0dOhQLViwwDqWP39+zZ8/X61btzYxGQAAAAAAyGxSXQRo1aqVpIS1lDp16mTznIuLi/z8/DRt2jS7Dr5q1SoNHjxY8+fPV82aNTVz5kw1a9ZMR48elbe3d7LtY2Ji1LRpU3l7e2vNmjUqWrSozpw5o7x589p1XEdUyFNqUcbsFAAAs/30008KCAjQiRMnrGPNmzfX4sWLmQEAAAAAAMD/s4ipAIlSXQSIj4+XJJUoUUJ79+5VgQIFHvng06dPV/fu3RUYGChJmj9/vkJDQ7VkyRINGzYs2fZLlizRlStX9NNPP8nFJWFtnIeZfQAAgCP64osv9Oqrr1r/Tc6ZM6emT5+uHj16OEwzIgAAAAAAkLHsbgx86tSpNCkAxMTE6JdfflGTJk2Swjg5qUmTJtq5c2eK+6xfv161atVSnz595OPjo4oVK2rSpEkp9ijICmgKDAC427PPPqvixYtLkmrVqqVff/1VPXv2pAAAAAAAAMC/OFky5uYI7G4MLElRUVH67rvvdPbsWcXExNg8179//1S9Rnh4uOLi4uTj42Mz7uPjoyNHjqS4z8mTJ7V161a98cYb2rBhg/7880/17t1bd+7cUVBQUIr7REdHKzo62vo4MjIyVfkyA5oCAwDuljt3bi1fvlw//PCD/vvf/ypHjof6ZxwAAAAAAGQjdv/1YP/+/XrhhRd08+ZNRUVFKX/+/AoPD1fOnDnl7e2d6iLAw4iPj5e3t7cWLlwoZ2dnVatWTefOndPUqVPvWQSYPHmyxo4dm26Z0hNNgQEg+zp9+rT69eunOXPm2Cx9V69ePdWrV8+8YAAAAAAAOABmzSexezmgQYMGqWXLlrp69ao8PDy0a9cunTlzRtWqVdN7772X6tcpUKCAnJ2ddeHCBZvxCxcuqFChQinuU7hwYT3xxBNydna2jpUvX15hYWHJZiQkGj58uCIiIqy3v/76K9UZMwuaAgNA9mEYhpYuXapKlSrpq6++UufOna09AAAAAAAAAOxldxHgwIEDGjJkiJycnOTs7Kzo6Gj5+vrq3Xff1YgRI1L9Oq6urqpWrZq2bNliHYuPj9eWLVtUq1bKl73XqVNHf/75p80fQ44dO6bChQvL1dU1xX3c3NyUJ08emxsAAJnRxYsX9fLLL6tLly66fv26pIQZAY5YwAYAAAAAwEwWS8bcHIHdRQAXFxc5OSXs5u3trbNnz0qSvLy87P4jxeDBg7Vo0SItX75chw8fVq9evRQVFaXAwEBJUkBAgIYPH27dvlevXrpy5YoGDBigY8eOKTQ0VJMmTVKfPn3sfRuZHk2BASB7WbdunSpWrKh169ZZxzp37qyDBw9amwEDAAAAAADYy+6eAFWrVtXevXtVpkwZNWjQQKNHj1Z4eLhCQkJUsWJFu16rTZs2unTpkkaPHq2wsDBVqVJFmzZtsjYLPnv2rLXgIEm+vr76+uuvNWjQIFWqVElFixbVgAED9Pbbb9v7NjI9mgIDQPYQGRmpQYMGacmSJdaxAgUKaNGiRWrVqpV5wQAAAAAAcGBOjnKZfgawGIZh2LPDzz//rOvXr6tRo0a6ePGiAgIC9NNPP6lMmTJavHixqlSpkk5R00ZkZKS8vLwUERGRaZcGCj0u9d6Q9Pj9F+gJAABZ0Y8//qgOHTro9OnT1rGWLVtq0aJF1oI4ADgSRzjXTiseVfuaHQEAJElX9841OwIASJLc7b7cPH29sviXDDnOZ12rZchxHoXdP5rq1atb73t7e2vTpk1pGgi2swBK5aMAAABZVWRkpLUA4OnpqVmzZikwMFAWrlYAAAAAAOCR8NU6id09Ae5l3759evHFF9Pq5bK1qDtJ94ek3CMZAJAFNG/eXD179lS9evV08OBBdenShQIAAAAAAABIU3YVAb7++msNHTpUI0aM0MmTJyVJR44cUatWrfT0008rPj4+XUJmV4U8mQUAAFlFXFycVq1apX+vwjdz5kxt27ZNJUqUMCkZAAAAAABZj8ViyZCbI0h1EWDx4sVq3ry5li1bpilTpuiZZ57RihUrVKtWLRUqVEi//fabNmzY8OAXAgAgmzlx4oTq16+vtm3bavHixTbPubu7y9nZ2aRkAAAAAAAgq0t1EWDWrFmaMmWKwsPD9emnnyo8PFzvv/++Dh06pPnz56t8+fLpmRMAAIdjGIYWLlyoypUr66effpIkDRkyRBERESYnAwAAAAAga7NYMubmCFJdBDhx4oRat24tSXrllVeUI0cOTZ06VcWKFUu3cAAAOKqwsDC1bNlSPXv2VFRUlCSpZMmS2rBhg7y8vExOBwAAAAAAsoscqd3w1q1bypkzp6SE9ZTc3NxUuHDhdAsGAICjWrNmjd58801dvnzZOta9e3dNnz5dnp6eJiYDAAAAACB7cHKUy/QzQKqLAJL04YcfWv94ERsbq2XLlqlAgQI22/Tv3z/t0mVDocelsBtmpwAAPIxr166pX79+WrFihXXMx8dHixcvVosWLUxMBgAAAAAAsqtUFwEef/xxLVq0yPq4UKFCCgkJsdnGYrFQBHhE03Ym3c/lYl4OAID9Ro8ebVMAePXVVzV//vxkBXMAAAAAAJC+mAeQJNVFgNOnT6djDEgJswBOXE16PKSWeVkAAPYbM2aM1q5dqxs3bmju3Lnq0KGDLEw/BAAAAAAAJrJrOSCkr7tnAZTKJ7UoY14WAMCD3bhxw2aN//z582vt2rUqUqSIHn/8cROTAQAAAACQvXFRXhInswMgSdSdpPvMAgCAzCs2Nlbjxo1T6dKldf78eZvnnnnmGQoAAAAAAAAg02AmQCZUyJNZAACQWR07dkwdO3bUnj17JEldu3ZVaGgoVxgAAAAAAJCJOPE13YqZAAAApIJhGJo3b56qVKliLQA4OzurevXqiouLMzkdAAAAAABAypgJkEmEHpfCbpidAgCQknPnzikwMFCbN2+2jpUpU0YhISGqWbOmickAAAAAAEBKmLGf5KFmApw4cULvvPOO2rVrp4sXL0qSNm7cqN9//z1Nw2UndzcFzuViXg4AgK1PPvlEFStWtCkA9OnTR/v376cAAAAAAAAAMj27iwDfffed/P39tXv3bn322We6cSPh8vVff/1VQUFBaR4wu6ApMABkPn369FH79u117do1SVKRIkX09ddfa+7cucqVK5e54QAAAAAAwD1ZLBlzcwR2FwGGDRumCRMmaPPmzXJ1dbWON27cWLt27UrTcNkRTYEBIPNo3Lix9X7btm116NAhPffccyYmAgAAAAAAsI/dPQEOHTqkjz/+ONm4t7e3wsPD0yQUAACZwauvvqq+ffuqTp06atu2rdlxAAAAAABAKtETIIndMwHy5s2r8+fPJxvfv3+/ihYtmiahAADIaLt379b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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:33:30,878 INFO: === Dataset: c ===\n", "2024-12-22 11:33:32,832 INFO:Total samples: 3181\n", "Evaluating DeiT3 on c: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:06<00:00, 1.94it/s]\n", "2024-12-22 11:33:40,012 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:33:40,135 INFO: === Dataset: d ===\n", "2024-12-22 11:33:42,180 INFO:Total samples: 3181\n", "Evaluating DeiT3 on d: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:07<00:00, 1.78it/s]\n", "2024-12-22 11:33:49,959 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:33:50,075 INFO: === Dataset: e ===\n", "2024-12-22 11:33:50,633 INFO:Total samples: 911\n", "Evaluating DeiT3 on e: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.68it/s]\n", "2024-12-22 11:33:53,497 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": [ "2024-12-22 11:33:53,618 INFO: === Dataset: f ===\n", "2024-12-22 11:34:00,165 INFO:Total samples: 10634\n", "Evaluating DeiT3 on f: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 42/42 [00:21<00:00, 1.99it/s]\n", "2024-12-22 11:34:21,736 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:34:21,860 INFO: === Dataset: g ===\n", "2024-12-22 11:34:26,677 INFO:Total samples: 6000\n", "Evaluating DeiT3 on g: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:12<00:00, 1.99it/s]\n", "2024-12-22 11:34:39,197 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": [ "2024-12-22 11:34:39,314 INFO: === Dataset: h ===\n", "2024-12-22 11:34:43,146 INFO:Total samples: 6000\n", "Evaluating DeiT3 on h: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:12<00:00, 2.00it/s]\n", "2024-12-22 11:34:55,639 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:34:55,756 INFO: === Dataset: i ===\n", "2024-12-22 11:34:59,594 INFO:Total samples: 6000\n", "Evaluating DeiT3 on i: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:12<00:00, 1.91it/s]\n", "2024-12-22 11:35:12,648 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:35:12,764 INFO: === Dataset: j ===\n", "2024-12-22 11:35:17,504 INFO:Total samples: 6000\n", "Evaluating DeiT3 on j: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:12<00:00, 1.92it/s]\n", "2024-12-22 11:35:30,487 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:35:30,610 INFO: === Dataset: k ===\n", "2024-12-22 11:35:34,428 INFO:Total samples: 6000\n", "Evaluating DeiT3 on k: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:13<00:00, 1.80it/s]\n", "2024-12-22 11:35:48,203 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:35:48,322 INFO: === Dataset: l ===\n", "2024-12-22 11:35:58,936 INFO:Total samples: 16634\n", "Evaluating DeiT3 on l: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 65/65 [00:32<00:00, 1.98it/s]\n", "2024-12-22 11:36:32,287 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:36:32,412 INFO:Model DeiT3 evaluation completed in 194.49 seconds.\n", "2024-12-22 11:36:32,413 INFO:\n", "=== Evaluating Twins_SVT on Test Datasets ===\n", "/tmp/ipykernel_1215053/669465779.py:358: 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", "2024-12-22 11:36:32,699 INFO:Loaded model weights from Twins_SVT_best.pth\n", "2024-12-22 11:36:32,700 INFO: === Dataset: a ===\n", "2024-12-22 11:36:33,268 INFO:Total samples: 904\n", "Evaluating Twins_SVT on a: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.60it/s]\n", "2024-12-22 11:36:36,250 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:36:36,372 INFO: === Dataset: b ===\n", "2024-12-22 11:36:38,331 INFO:Total samples: 3181\n", "Evaluating Twins_SVT on b: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:06<00:00, 1.87it/s]\n", "2024-12-22 11:36:45,752 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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kKUuWLBo+fLgGDRpkcTogeRmGobi4OEnS999/r1deeUWSVKBAAYWFhVkZDQAAACkkvZylnxooAgBp3L3Nf+PRBBgA8KhOnz6tTp06afPmzeZY6dKlFRwcrCpVqliYDEgZTz/9tMaMGaN69epp69at+s9//iNJOnHihPz9/S1OBwAAAKQsigBAGnLvWf+S7Jr/etm8JN0uALAEEADAUYZhKDg4WD179lR4eLg53qdPH40bN04eHh4WpgNSztSpU9WuXTt99dVXGjJkiIoVKyZJWrVqlWrUqGFxOgAAAKQEZgLcQREASEPud9a/dKf5LwAAjyoiIkKDBw82CwAFChTQokWL9MILL1icDEhZFSpU0IEDBxKMT5o0Sc7OzhYkAgAAAFIPRQAgDbm76W/8Wf8SZ/4DAJJH1qxZtWDBAr388ssKCAjQtGnT5Ovra3UsINXExMTowoULZn+AeE8++aRFiQAAAJBSmAlwB0UAIBUlttzP3Wj6CwBITteuXdONGzeUK1cuc6xBgwbat2+fKlWqZF0wIJUdOXJEnTt31k8//WQ3bhiGbDabYmNjLUoGAAAApDyKAEAqetByP3ej6S8A4HHt2LFDAQEBKlWqlNatW2d3FgwFAGQ2gYGBypIli7755hvlzZuXs8IAAAAyAw75TBQBgBRwvzP+E2vyey+W/gEAPI7o6GgNHz5cEydOlGEYOnHihObNm6euXbtaHQ2wzK+//qpffvlFpUqVsjoKAAAAMrlZs2Zp0qRJOnfunCpWrKgZM2aoatWqiW773HPPaevWrQnGGzVqpHXr1iV5nxQBgBTwsDP+afILAEgJBw4cUPv27bV//35zrGbNmqpXr56FqQDrlSlTRmFhYVbHAAAAQCpKi7M/V6xYoX79+mnOnDmqVq2apk6dqgYNGujw4cPKnTt3gu2//PJLxcTEmNcvXryoihUr6o033nBov06PnfwxzZo1S4UKFZK7u7uqVaum3bt3P3D7qVOnqmTJkvLw8FCBAgXUt29f3bhxI5XSAklzd4Nfb5u33cXPyY8z/QEAySo2NlaTJk3S008/bRYAXFxc9NFHH2nr1q0qUqSIxQkBa02YMEHvv/++tmzZoosXLyo8PNzuAgAAAKSGKVOmqEuXLgoMDFSZMmU0Z84ceXp6asGCBYlunz17duXJk8e8bNy4UZ6eng4XASydCeBo5WPp0qUaNGiQFixYoBo1aujIkSPq1KmTbDabpkyZYsEzAO64ewkgGvwCAFLLiRMn1LFjR23fvt0cK1++vIKDg1WxYkULkwFpR/xsmBdffNFunMbAAAAAGVdamwkQExOjX375RYMHDzbHnJycVK9ePYWEhCTpMebPn6/WrVvLyyvxZcbvx9IiwN2VD0maM2eO1q1bpwULFmjQoEEJtv/pp59Us2ZNtW3bVpJUqFAhtWnTRrt27UrV3EBiElsCiAa/AICUdPr0aVWoUEERERGSbh/k9u/fX6NHj5abm5vF6YC0Y/PmzVZHAAAAQAYVHR2t6OhouzE3N7cEn8nCwsIUGxsrf39/u3F/f3/9+eefD93P7t279fvvv2v+/PkOZ7SsCPAolY8aNWro888/1+7du1W1alUdP35c69evV4cOHVIrNmC6t/nvvU1/afALAEhpTz75pF577TUtWbJEhQoVUlBQkGrXrm11LCDNqVu3rtURAAAAkMpSaybA+PHjNXLkSLux4cOHa8SIEcm6n/nz56t8+fL3bSL8IJYVAR6l8tG2bVuFhYWpVq1aMgxDt27d0jvvvKMPPvjgvvu5txLDmp9ILvdr/kvTXwBAapo5c6by5Mmj4cOHK2vWrFbHAdKs7du369NPP9Xx48e1cuVK5c+fX8HBwSpcuLBq1apldTwAAACkU4MHD1a/fv3sxhKbmZ0zZ045Ozvr/PnzduPnz59Xnjx5HriPyMhILV++XKNGjXqkjJY3BnbEli1bNG7cOM2ePVt79+7Vl19+qXXr1mn06NH3vc/48ePl4+NjXgoUKJCKiZGRJdb8l6a/AICUcvXqVXXq1EnLly+3G/f19dXHH39MAQB4gNWrV6tBgwby8PDQ3r17zZOErl69qnHjxlmcDgAAACnCljoXNzc3ZcuWze6SWBHA1dVVVapU0aZNm8yxuLg4bdq0SdWrP/j7xJUrVyo6Olrt27d/pJfCspkAj1L5GDp0qDp06KC33npL0u2md5GRkeratauGDBkiJ6eENY17KzHh4eEUAvBY4pcBovkvACC1bNmyRR07dtTp06e1Zs0a1a5dW/nz57c6FpBujBkzRnPmzFFAQIBdIa1mzZoaM2aMhckAAACQmfTr108dO3bU008/rapVq2rq1KmKjIw0e+YGBAQof/78Gj9+vN395s+fr6ZNmypHjhyPtF/LigB3Vz6aNm0q6U7lo0ePHone5/r16wm+6Hd2dpYkGYaR6H0Sa8IAPI57lwGi+S8AIKXcuHFDQ4YM0ZQpU8yx2NhY/fHHHxQBAAccPnxYderUSTDu4+OjK1eupH4gAAAApLjU6gngiFatWunff//VsGHDdO7cOVWqVEkbNmwwl8w/ffp0gu+/Dx8+rB07dui777575P1aVgSQHK98NGnSRFOmTFHlypVVrVo1HT16VEOHDlWTJk3MYgCQ0u5eBsjXyZflfwAAKWLfvn1q3769Dh48aI4999xzWrRokQoWLGhhMiD9yZMnj44ePapChQrZje/YsUNFihSxJhQAAAAypR49etz3JPgtW7YkGCtZsuR9T4BPKkuLAI5WPj788EPZbDZ9+OGHOnPmjHLlyqUmTZpo7NixVj0FZBLxSwDdNG7aLQNEA2AAQHK7deuWJkyYoBEjRujWrVuSbs9sHDdunPr06ZPo8ocAHqxLly7q3bu3FixYIJvNprNnzyokJET9+/fX0KFDrY4HAACAFJAWZwJYxWY8bhkhnQkPD5ePj4+uXr2qbNmyWR0H6UTQ1SC7JYAkyc/JjyIAACBZnTp1Sm3atFFISIg5VqlSJX3++ecqW7ashcmApEmrx9qGYWjcuHEaP368rl+/Lul2ca1///4aPXr0Iz2mR+XEz95C5vV2yzrq2/FF+efIpgNHzqjfhJX6+Y9T992+R9vn1OWN2iqQx08Xr0Tqv9/v09AZaxUdc8vcJl8uH43p/ZpeqllWnu4uOvZXmN4e8bn2HjydGk8J6cTlPTOtjoA0ZvnSJVq8cL7Cwv5ViZKlNOiDoSpfoUKi2x49GqrZM6br0ME/dPbsGQ0YOFjtAzrd97Hnz5ur6VMnq137AL0/eEgKPQOkV+6Wnm6eUMFeX6fKfk5Nb5Iq+3kcnEoGPEBoTKiCrgbpStwVSbeXAPK2ecvPyY9lgAAAyc7d3V2hoaGSJCcnJw0ZMkS7du2iAAA8JpvNpiFDhujSpUv6/ffftXPnTv37778aPny4zp49a3U8ZAAtXnpKE957XWM//Z+qt52g/UfOaO3s7srl553o9q1eflqje72mcZ/+T5WajdE7I5eoRYMqGtXzVXMb36we+mFRP928FaemPWarcvOxGjTlS10Ov55aTwtAOrThf+v18cTxertbdy1f+V+VLFlK777dWRcvXkx0+xtRUXqiwBPq1fc95cyZ64GP/fuB/Vq1crlKlCiZEtGBZGez2VLlkh6ksfoMkLbc2wTY18mXs/8BACnG399fc+fO1fvvv6+goCBVr07BGUhOrq6uKlOmjHn9t99+01NPPaXY2FgLUyEj6NX+BS388icFr90pSeo5drka1i6rjk2r6+OFGxNs/2zFwgr59bhWbPhZknT6n0v6YsPPeqZcIXOb9wLr6+9zl/X2iM/NsVNnE/8SDwDiBS9eqGYtWqrp680lSR8OH6lt27boqy9Xq3OXrgm2L1e+gsqVvz1LYPonk+/7uNcjIzV44AANHzlG8z79T8qEB5JZevmCPjUwEwB4gLubAHP2PwAgua1evVphYWF2Y6+//rp+//13CgAAkE64ZHFW5dIF9MOuw+aYYRj6YddhVa1QONH77PzthCqXKaCny95u9F4ofw41qFlWG3b8YW7TuG557T14WksmvqlTm8YrZNlABb5eI2WfDIB07WZMjA4d/EPPVr/zd4WTk5OefbaG9v+277Eee9yYUapTp67dYwNIP5gJANzl7gbAkmgCDABIEZcvX1b37t21bNkytWjRQl988YXdWSpubm4WpgMAOCKnn7eyZHHWhUvX7MYvXAxXyUL+id5nxYaflcPPS5sW9pVNNrm4OGvuyu2atOA7c5vC+XOqyxu1Nf3zHzRx/neqUragJr/fQjG3YrXk610p+pwApE+Xr1xWbGyscuTIYTeeI0cOnThx/JEf93/r1+nQoYNaumLV40YEUhcTAUwUAYC73Lv8TzwXm4sFaQAAGdHGjRsVGBioM2fOSJJWrVqlbdu2qW7duhYnA3A/0dHRio6Othsz4mJlc3K2KBHSu9pVimvAmw3Ue/wK7TlwSkUL5NTHA1rony4v66N5GyRJTk427T14WsNn3m5q+Nvhv1W2WF51aVGLIgCAVHPun3808aOx+nTeAk5UAdIxigDA/wuNCTULADbZ5GXzknS7AMAyQACAx3X9+nUNHDhQM2fONMd8fX01a9Ys1alTx8JkQMa1f//+B95++PDhB94eb/z48Ro5cqTdmLP/M3LJW/WRsyHjCLscoVu3YpU7e1a78dw5suncxfBE7zO8W2MtW7dbi/4bIkn64+hZeXq4adaHbTThs29lGIbOhYXr0PFzdvf788Q5NX2xUoo8DwDpn5+vn5ydnRM0Ab548aJy5sz5SI958OAfunTxolq/0cwci42N1S8/79HyZUu0Z98BOTtTFEfaRE+AOygCAP8vJCrE/JkGwACA5LRnzx516NDB7gvHevXqaeHChXriiScsTAZkbJUqVZLNZpNhGAluix9PyofDwYMHq1+/fnZjuWsPTLacSN9u3orVvkN/6flqJfX1ltuFJ5vNpuerltCcFdsSvY+Hu6vi4ux/L+Pi4v7/vpJhSCG/HleJgrnttin+ZG6d/udSCjwLABmBi6urSpcpq107Q/TCi/Uk3f67ZdeuELVu0/6RHrPas89q1Vdf240NHzJYhYoUUWDnLhQAgHSCIgDw/+L7AEjizH8AQLK4efOmxo4dqzFjxig2NlaS5O7urokTJ6p79+5ycnKyOCGQsZ04cSJZHsfNzS3BEggsBYS7Tf/8B80b1UG/HDytn38/qR5tn5enh5uC1uyUJH02uoPOXriqYTPWSpLWb/tdvdo/r98O/63dB06qaIFcGvbuK1q/7YBZHJjx+Q/avOg9DXjzJa3euFfPlC2kN5vXVI/Ryyx7ngDSvg4dAzX0g4EqW7acypWvoM+DFysqKkpNX799Jv+Qwe8rd25/9e77nqTbzYSPHTt2++ebMbpw4bz+PHRInp6eerJgQXl5eat48RJ2+/Dw9JSvj2+CcSCtYSbAHRQBkKnc2/j3bvFNgL1t3iruWjy1owEAMqBvvvnGbgmRZ555RkFBQSpVqpSFqYDMo2DBglZHQCax6ru9yunnrWHvNpZ/jqzaf/iMXus+y2wWXCBPdrsz/z/6bIMMw9Dwbq8oX24fhV2O0Lptv2vEzDtn2/5y8LRavTdPo3q+qg+6NtTJMxc1YNJqLf/fz6n+/ACkHy83bKTLly5p9szpCgv7VyVLldbsTz9Tjv9fDujcP//IyXbnRJQL/15QqxZNzeuLFy7Q4oUL9PQzVTV/UXBqxweQQmxGYnNjM7Dw8HD5+Pjo6tWrypYtm9VxkMqCrgYl2vj3bn5OfiwFBABIFoZhqFmzZvr66681dOhQffDBB3Jxodk8Mq70cKxdvnx5rV+/XgUKFHisx/Go3COZEgHA47m8Z+bDNwKAVOCexk43L9b/f6myn6MfN0yV/TyONPbWAMnv7rP/48/2v7vx791oAgwAeBxXrlyRr6+ved1ms2nu3Lk6efKknnnmGeuCATCdPHlSN28mnBUKAAAAZFQUAZDhhUSFJDj7n8a/AIDkZBiGlixZoh49eig4OFhNmjQxb8uVK5dy5cplYToAAAAAyHzoCXAH3eiQ4cWv/2+TTd42b/k5+XG2PwAg2Vy8eFEtW7ZUhw4ddPXqVb311lv6999/rY4F4D5q164tDw8Pq2MAAAAAqYaZAMiw4pcBil8CyMvmpc6+nS1OBQDISP73v//pzTff1Llz58yx+vXrs+4/kIatX7/e6ggAAABIBUwEuIMiADKse5cBcrHxhQwAIHlERESof//++vTTT82x7Nmza86cOXrjjTcsTAbgfkJDQ7V582ZduHBBcXFxdrcNGzbMolQAAABAyqMIgAzlfk2AfZ18WQIIAJAsQkJC1KFDBx07dswca9iwoebPn6+8efNamAzA/cybN0/vvvuucubMqTx58titD2uz2SgCAAAAZED0BLiDIgAyFJoAAwBSUlBQkAIDA82ziD09PTVlyhR17dqVA0wgDRszZozGjh2rgQMHWh0FAAAASHUUAZCh3N0E2MvmJRebCzMAAADJ5vnnn1fWrFl19epVVa9eXUFBQSpWrJjVsQA8xOXLl1mqCwAAIJPhPK07KAIgwwiNCVWEESGJJsAAgJRRoEABzZ49WydPntT777+vLFk4lALSgzfeeEPfffed3nnnHaujAAAAAKmOT67IMEKiQsyfaQIMAHhcJ0+e1JAhQzR79mz5+PiY423btrUwFYBHUaxYMQ0dOlQ7d+5U+fLl5eJif6zYq1cvi5IBAAAgpTg5MRUgHkUApEt3NwCOF98IWBJLAAEAHplhGFq0aJF69+6ta9euycXFRYsWLbI6FoDHMHfuXHl7e2vr1q3aunWr3W02m40iAAAAADI0igBIlxJrABzPz8lPxV2Lp3IiAEBGcOHCBXXt2lVr1qwxx7Zs2aJLly4pe/bsFiYD8DhOnDhhdQQAAACkMnoC3OFkdQDgUdzdANjb5m1e/Jz8mAUAAHgka9euVfny5e0KAJ06ddL+/fspAAAZiGEYMgzD6hgAAABAqmEmANIdGgADAJJTeHi4+vbtqwULFphjOXPm1Lx589S0aVPrggFIVkFBQZo0aZJCQ0MlSSVKlNCAAQPUoUMHi5MBAAAgJdiYCmCiCIB0hwbAAIDksn37dgUEBOjkyZPmWJMmTTRv3jz5+/tbFwxAspoyZYqGDh2qHj16qGbNmpKkHTt26J133lFYWJj69u1rcUIAAAAg5VAEQLpzdzNglv4BADyO/fv3mwUAb29vTZs2TYGBgZwxAmQwM2bM0H/+8x8FBASYY6+++qrKli2rESNGUAQAAADIgPhYdwdFAKRb3jZvGgADAB5Lt27dtHbtWkVFRWnx4sUqXLiw1ZEApIB//vlHNWrUSDBeo0YN/fPPPxYkAgAAAFIPjYEBAECmEBsbq40bN9qN2Ww2rVixQps3b6YAAGRgxYoV0xdffJFgfMWKFSpenJNKAAAAMiKbzZYql/SAmQAAACDDO3bsmAICAvTTTz9p48aNqlevnnmbr6+vdcEApIqRI0eqVatW2rZtm9kT4Mcff9SmTZsSLQ4AAAAAGQkzAQAAQIZlGIbmzp2rihUr6qeffpIkvfXWW4qJibE4GYDU1Lx5c+3atUs5cuTQV199pa+++ko5c+bU7t279frrr1sdDwAAACmAmQB3MBMAAABkSP/884/eeustrV+/3hwrUqSIgoKC5OrqamEyAFaoUqWKlixZYnUMAAAAINVRBAAAABnOqlWr9M477+jixYvmWJcuXTR58mRlzZrVwmQAUpOTk9NDz86y2Wy6detWKiUCAABAakknJ+mnCooAAAAgw7hy5Yp69uypzz//3Bzz9/fXZ599pldeecXCZACs8N///ve+t4WEhGj69OmKi4tLxUQAAABA6qMIgHQhNCZUIVEhumncVKQRaXUcAEAa1aVLF61atcq83qxZM82ZM0e5cuWyMBUAq7z22msJxg4fPqxBgwbp66+/Vrt27TRq1CgLkgEAACClpZf1+lMDjYGRLoREhehy3GVFGBEyZEiSXGwuFqcCAKQ148ePl6enp7Jly6agoCCtWrWKAgAASdLZs2fVpUsXlS9fXrdu3dKvv/6qxYsXq2DBglZHAwAAAFIUMwGQLtw0bkqSbLLJy+YlF5uLqntUtzgVAMBqMTExdk1+ixUrphUrVqhChQp68sknLUwGIK24evWqxo0bpxkzZqhSpUratGmTateubXUsAAAApDAmAtxBEQBpVmJLAHnZvNTZt7PFyQAAVrt165bGjRunL774Qrt375anp6d5G2v/A4g3ceJETZgwQXny5NGyZcsSXR4IAAAAyOgoAiDNil8C6G4sAQQAOHz4sAICArR7925J0vvvv6+ZM2danApAWjRo0CB5eHioWLFiWrx4sRYvXpzodl9++WUqJwMAAEBKoyfAHRQBkGaxBBAA4G6GYWj27NkaMGCAoqKiJEnOzs7KkSOHDMPgAA9AAgEBAfzdAAAAgEyPIgDSPJYAAgCcOXNGgYGB2rhxozlWokQJBQUFqVq1ahYmA5CWLVq0yOoIAAAAsAjngtzhZHUAAACAB1m2bJnKlStnVwDo3r279u3bRwEAAAAAAICHYCYA0oS7mwDHi28GDADInAzDUKdOnRQUFGSO5cuXTwsXLtRLL71kYTIAAAAAQFrHspB3UARAmpBYE+B4NAMGgMzJZrOpTJky5vXWrVtr1qxZyp49u4WpAAAAAABIXygCwDJ3n/0ff9Z/fBPgeDQDBoDMrX///vrpp5/Upk0btW7d2uo4AAAAAIB0gokAd1AEgGUSO/vf18lXAT4BFiUCAFhp586d2rNnj3r27GmOOTs7a82aNRamAgAAAAAgfaMIAMvEr/8ff/Y/Z/0DQOYUExOj0aNHa9y4cZKkKlWqqEaNGhanAgAAAACkZ/QEuIMiACznZfNSZ9/OVscAAFjg4MGD6tChg/bu3WuOzZw5kyIAAAAAAADJxMnqAAAAIPOJi4vT1KlT9dRTT5kFgCxZsmj06NEKCgqyOB0AAAAAIL2z2VLnkh4wEwCp5u5GwJLMZsAAgMzl9OnT6tSpkzZv3myOlS5dWsHBwapSpYqFyQAAAAAAyHgoAiDVJNYIWJJcbC4WpAEApDbDMBQcHKyePXsqPDzcHO/Tp4/GjRsnDw8PC9MBAAAAADISegLcQREAqebeRsCSaAYMAJnIrVu39Mknn5gFgAIFCmjRokV64YUXLE4GAAAAAEDGRREAKeruJYDil/+hETAAZE4uLi4KDg7W008/rZYtW2r69Ony9fW1OhYAAAAAIANiIsAdFAGQohJbAojlfwAgc7h27Zr+/fdfFSlSxBwrV66c/vjjDxUtWtTCZAAAAAAAZB4UAZBs7m38K91p/hu/BBDL/wBA5rBjxw4FBATI29tbe/bskZubm3kbBQAAAAAAQEqjJ8AdFAGQbO7X+FeSfJ18FeATkMqJAACpLTo6WsOHD9fEiRNlGIYkadSoURo7dqzFyQAAAAAAyJwoAiDZJNb4V6L5LwBkFgcOHFD79u21f/9+c6xmzZrq3Jk+MAAAAACA1MVEgDsoAiBZhMaEKsKIkETjXwDIbGJjYzVlyhR9+OGHiomJkXS7CfDo0aPVv39/OTs7W5wQAAAAAIDMy8nqAMgYQqJCzJ9p/AsAmceJEyf0/PPP6/333zcLAOXLl9eePXs0cOBACgAAAAAAAEvYbLZUuThq1qxZKlSokNzd3VWtWjXt3r37gdtfuXJF3bt3V968eeXm5qYSJUpo/fr1Du2TmQB4LPHNgK/EXTHHWPoHADKHK1eu6KmnntKVK1ck3T7A6t+/v0aPHm3XCBgAAAAAAEgrVqxQv379NGfOHFWrVk1Tp05VgwYNdPjwYeXOnTvB9jExMapfv75y586tVatWKX/+/Dp16pR8fX0d2i8zAfBY4psBG7rd/NHPyU/FXYtbnAoAkBp8fX3Vs2dPSVKhQoW0ZcsWTZw4kQIAAAAAAMByaXEmwJQpU9SlSxcFBgaqTJkymjNnjjw9PbVgwYJEt1+wYIEuXbqkr776SjVr1lShQoVUt25dVaxY0aH9UgTAY7m7GbCfkx+zAAAggzMMw+760KFDNWrUKP3222+qU6eORakAAAAAAEjbYmJi9Msvv6hevXrmmJOTk+rVq6eQkJBE77N27VpVr15d3bt3l7+/v8qVK6dx48YpNjbWoX2zHBAe2b3NgAN8AixOBABIKVevXlXv3r1VokQJffDBB+a4i4uLhg4damEyAAAAAAASeoTl+h9JdHS0oqOj7cbc3NwSzJIPCwtTbGys/P397cb9/f31559/JvrYx48f1w8//KB27dpp/fr1Onr0qLp166abN29q+PDhSc7ITAA8MpoBA0DmsGXLFlWoUEGLFy/W8OHDtW/fPqsjAQAAAACQJowfP14+Pj52l/HjxyfLY8fFxSl37tyaO3euqlSpolatWmnIkCGaM2eOQ4/DTAA8ktCYUF2Ou2xeZxkgAMh4bty4oSFDhmjKlCnmmIeHh06fPq3KlStbmAwAAAAAgAdzdL3+RzV48GD169fPbiyxXnk5c+aUs7Ozzp8/bzd+/vx55cmTJ9HHzps3r1xcXOTs7GyOlS5dWufOnVNMTIxcXV2TlJGZAHgkd88CoBkwAGQ8+/btU5UqVewKAM8995wOHDig1157zcJkAAAAAACkHW5ubsqWLZvdJbEigKurq6pUqaJNmzaZY3Fxcdq0aZOqV0/8BOuaNWvq6NGjiouLM8eOHDmivHnzJrkAIFEEwCOKbwgsMQsAADKSW7duaezYsapataoOHjwo6fYBzeTJk7Vp0yYVLFjQ4oQAAAAAADyczZY6F0f069dP8+bN0+LFi3Xo0CG9++67ioyMVGBgoCQpICBAgwcPNrd/9913denSJfXu3VtHjhzRunXrNG7cOHXv3t2h/bIcEBwSGhOqkKgQRRqRkiRvmzezAAAggzh79qxatGihkJA7s70qVaqk4OBglStXzsJkAAAAAACkf61atdK///6rYcOG6dy5c6pUqZI2bNhgNgs+ffq0nJzunLdfoEABffvtt+rbt68qVKig/Pnzq3fv3ho4cKBD+6UIAIeERIXY9QKgITAAZBx+fn66fPn23/FOTk4aNGiQhg8f7tAUQwAAAAAA0oLU6gngqB49eqhHjx6J3rZly5YEY9WrV9fOnTsfa58sBwSHxC8DZJNNfk5+LAUEABmIh4eHgoODVapUKW3fvl1jx46lAAAAAAAASJfS4nJAVmEmAB6Jl81LAT4BVscAADyGlStXqkKFCipZsqQ59vTTT+v333+Xs7OzhckAAAAAAEByeayZADdu3EiuHAAAIJVcvnxZ7dq1U8uWLRUQEKBbt27Z3U4BAAAAAACQ3jnZbKlySQ8cLgLExcVp9OjRyp8/v7y9vXX8+HFJ0tChQzV//vxkDwjrhcaEKuhqkOZfmW82BAYApE/ff/+9ypcvr6VLl0qSdu/erf/+978WpwIAAAAAACnF4SLAmDFjtGjRIk2cONFuneBy5crps88+S9ZwSBvimwFHGBEyZEiiITAApDfXr19Xr169VL9+fZ05c0aS5OvrqyVLlqhFixYWpwMAAAAAIHnRE+AOh4sAQUFBmjt3rtq1a2e3XEDFihX1559/Jms4pA13NwP2tnnTEBgA0pk9e/boqaee0owZM8yxevXq6cCBA2rbtq1s6eWoBQAAAAAAOMzhxsBnzpxRsWLFEozHxcXp5s2byRIKaZOXzUudfTtbHQMAkEQ3b97U2LFjNWbMGMXGxkqS3N3dNXHiRHXv3l1OTo/VGggAAAAAgDSLE97ucPjTf5kyZbR9+/YE46tWrVLlypWTJRQAAHh8v/zyi0aNGmUWAJ555hnt27dPPXv2pAAAAAAAAEAm4fBMgGHDhqljx446c+aM4uLi9OWXX+rw4cMKCgrSN998kxIZAQDAI3j22WfVt29fTZs2TUOHDtUHH3wgFxd6ugAAAAAAMj4nJgKYHD4N8LXXXtPXX3+t77//Xl5eXho2bJgOHTqkr7/+WvXr10+JjAAAIAnOnTunuLg4u7GxY8dq9+7dGj58OAUAAAAAAAAyoUdaC6B27drauHGjLly4oOvXr2vHjh166aWXkjsbAABIAsMwtGTJEpUqVcqu+a90uwfAU089ZVEyAAAAAACsYbPZUuWSHjhcBChSpIguXryYYPzKlSsqUqRIsoRC2hAaE6qgq0GKNCKtjgIAuI+LFy+qZcuWat++va5evapBgwbp0KFDVscCAAAAAABphMM9AU6ePGk2GLxbdHS0zpw5kyyhkDaERIXoctxl87qLjWUkACAtWb9+vTp37qxz586ZY82bN1fevHktTAUAAAAAgPXSyUn6qSLJRYC1a9eaP3/77bfy8fExr8fGxmrTpk0qVKiQwwFmzZqlSZMm6dy5c6pYsaJmzJihqlWr3nf7K1euaMiQIfryyy916dIlFSxYUFOnTlWjRo0c3jfuCI0JVUhUiG4aN82x+BkANtnk6+Sr6h7VrYoHALhLRESE+vfvr08//dQcy549u+bMmaM33njDwmQAAAAAACCtSXIRoGnTppJur6XUsWNHu9tcXFxUqFAhTZ482aGdr1ixQv369dOcOXNUrVo1TZ06VQ0aNNDhw4eVO3fuBNvHxMSofv36yp07t1atWqX8+fPr1KlT8vX1dWi/SOjes/7v5uvkqwCfgFROBABIzE8//aSAgAAdO3bMHGvYsKHmz5/PDAAAAAAAAP6fTUwFiJfkIkBcXJwkqXDhwtqzZ49y5sz52DufMmWKunTposDAQEnSnDlztG7dOi1YsECDBg1KsP2CBQt06dIl/fTTT3Jxub00zaPMPkBC8TMAbLLJy+ZljrvYXJgBAABpxFdffaXmzZub/yZ7enpqypQp6tq1a7ppRgQAAAAAAFKXwz0BTpw4kSw7jomJ0S+//KLBgwebY05OTqpXr55CQkISvc/atWtVvXp1de/eXWvWrFGuXLnUtm1bDRw4UM7OzsmSK7Pzsnmps29nq2MAABLx4osvqmDBgjpx4oSqV6+uoKAgFStWzOpYAAAAAACkOU6cK2dyuAggSZGRkdq6datOnz6tmJgYu9t69eqVpMcICwtTbGys/P397cb9/f31559/Jnqf48eP64cfflC7du20fv16HT16VN26ddPNmzc1fPjwRO8THR2t6Oho83p4eHiS8gEAkNZkzZpVixcv1vbt2/X+++8rS5ZH+mccAAAAAABkIg5/e7Bv3z41atRI169fV2RkpLJnz66wsDB5enoqd+7cSS4CPIq4uDjlzp1bc+fOlbOzs6pUqaIzZ85o0qRJ9y0CjB8/XiNHjkyxTAAApISTJ0+qZ8+emjFjht3Sd7Vr11bt2rWtCwYAAAAAQDrAsrl3ODl6h759+6pJkya6fPmyPDw8tHPnTp06dUpVqlTRxx9/nOTHyZkzp5ydnXX+/Hm78fPnzytPnjyJ3idv3rwqUaKE3dI/pUuX1rlz5xLMSIg3ePBgXb161bz89ddfSc4IAEBqMwxDCxcuVIUKFfTNN9+oU6dOZg8AAAAAAAAARzlcBPj111/13nvvycnJSc7OzoqOjlaBAgU0ceJEffDBB0l+HFdXV1WpUkWbNm0yx+Li4rRp0yZVr554I9qaNWvq6NGjdl+GHDlyRHnz5pWrq2ui93Fzc1O2bNnsLgAApEUXLlzQ66+/rjfffFPXrl2TdHtGAAVsAAAAAAAcY7OlziU9cLgI4OLiIien23fLnTu3Tp8+LUny8fFx+EuKfv36ad68eVq8eLEOHTqkd999V5GRkQoMDJQkBQQE2DUOfvfdd3Xp0iX17t1bR44c0bp16zRu3Dh1797d0aeBu4TGhCrCiLA6BgBkamvWrFG5cuW0Zs0ac6xTp07av3+/ChYsaGEyAAAAAACQnjncE6By5cras2ePihcvrrp162rYsGEKCwtTcHCwypUr59BjtWrVSv/++6+GDRumc+fOqVKlStqwYYPZLPj06dNmwUGSChQooG+//VZ9+/ZVhQoVlD9/fvXu3VsDBw509GngLiFRIebPLjYXC5MAQOYTHh6uvn37asGCBeZYzpw5NW/ePDVt2tS6YAAAAAAApGNO6eU0/VRgMwzDcOQOP//8s65du6bnn39eFy5cUEBAgH766ScVL15c8+fPV6VKlVIoavIIDw+Xj4+Prl69ytJAuj0LYH3kevN6I69GKu5a3MJEAJB5/Pjjj2rfvr1OnjxpjjVp0kTz5s0zC+IAkJ5kpmNtj8o9rI4AAJKky3tmWh0BACRJ7g6fbp6yms3/JVX282XnKqmyn8fh8Fvz9NNPmz/nzp1bGzZsSNZASF13zwLwc/KjAAAAqSg8PNwsAHh7e2vatGkKDAyUjbMVAAAAAAB4LHy0vsPhngD3s3fvXr3yyivJ9XBIJTeNm+bP1T0Sb8gMAEgZDRs21Ntvv63atWtr//79evPNNykAAAAAAACAZOVQEeDbb79V//799cEHH+j48eOSpD///FNNmzbVM888o7i4uBQJieQXGhOqoKtBijQiJUneNm9mAQBACoqNjdWKFSt07yp8U6dO1ebNm1W4cGGLkgEAAAAAkPHYbLZUuaQHSS4CzJ8/Xw0bNtSiRYs0YcIEPfvss/r8889VvXp15cmTR7///rvWr1//8AdCmhASFaLLcZdl6PaXUTQEBoCUc+zYMdWpU0etW7fW/Pnz7W5zd3eXs7OzRckAAAAAAEBGl+QiwLRp0zRhwgSFhYXpiy++UFhYmGbPnq0DBw5ozpw5Kl26dErmRDIKjQnV5bjLkiSbbPJz8mMpIABIAYZhaO7cuapYsaJ++uknSdJ7772nq1evWpwMAAAAAICMzWZLnUt6kOTGwMeOHdMbb7whSWrWrJmyZMmiSZMm6YknnkixcEgZdzcD9nXyVYBPgIVpACBjOnfunN566y2tW7fOHCtSpIiCgoLk4+NjYTIAAAAAAJCZJLkIEBUVJU9PT0m311Nyc3NT3rx5UywYUg7NgAEgZa1atUrvvPOOLl68aI516dJFU6ZMkbe3t4XJAAAAAADIHJzSy2n6qSDJRQBJ+uyzz8wvL27duqVFixYpZ86cdtv06tUr+dIh2YXGhCrCiJBEM2AASG5XrlxRz5499fnnn5tj/v7+mj9/vho3bmxhMgAAAAAAkFkluQjw5JNPat68eeb1PHnyKDg42G4bm81GESCNu3spIJoBA0DyGjZsmF0BoHnz5pozZ06CgjkAAAAAAEhZzAO4I8lFgJMnT6ZgDKS00JhQhUSF6ErcFXOMpYAAIHmNGDFCq1evVkREhGbOnKn27dvLxvRDAAAAAABgIYeWA0L6FRIVostxl83rfk5+LAUEAI8pIiLCbo3/7Nmza/Xq1cqXL5+efPJJC5MBAAAAAJC5cVLeHU5WB0DqiG8GbJNNfk5+zAIAgMdw69YtjRo1SsWKFdM///xjd9uzzz5LAQAAAAAAAKQZzATIZLxsXgrwCbA6BgCkW0eOHFGHDh20e/duSVLnzp21bt06zjAAAAAAACANceJjuomZAAAAJIFhGJo1a5YqVapkFgCcnZ319NNPKzY21uJ0AAAAAAAAiWMmAAAAD3HmzBkFBgZq48aN5ljx4sUVHBysatWqWZgMAAAAAAAkhhn7dzzSTIBjx47pww8/VJs2bXThwgVJ0v/+9z/98ccfyRoOAACrLVu2TOXKlbMrAHTv3l379u2jAAAAAAAAANI8h4sAW7duVfny5bVr1y59+eWXioiIkCT99ttvGj58eLIHBADAKt27d1fbtm115coVSVK+fPn07bffaubMmfLy8rI2HAAAAAAAuC+bLXUu6YHDRYBBgwZpzJgx2rhxo1xdXc3xF154QTt37kzWcAAAWOmFF14wf27durUOHDigl156ycJEAAAAAAAAjnG4J8CBAwe0dOnSBOO5c+dWWFhYsoQCACAtaN68uXr06KGaNWuqdevWVscBAAAAAABJRE+AOxyeCeDr66t//vknwfi+ffuUP3/+ZAkFAEBq27VrlwYOHJhgfMaMGRQAAAAAAABAuuXwTIDWrVtr4MCBWrlypWw2m+Li4vTjjz+qf//+CggISImMAACkmJs3b2rUqFEaN26c4uLiVKlSJbVp08bqWACQ6axduzbJ27766qspmAQAAAAZgRMTAUwOFwHGjRun7t27q0CBAoqNjVWZMmUUGxurtm3b6sMPP0yJjAAApIiDBw+qQ4cO2rt3rzkWFBSk1q1bM20QAFJZ06ZNk7SdzWZTbGxsyoYBAAAAMhCHiwCurq6aN2+ehg4dqt9//10RERGqXLmyihcvnhL58JhCY0IVEhWiSCPS6igAkGbExcVp2rRpGjx4sKKjoyVJWbJk0fDhwzVo0CAKAABggbi4OKsjAAAAIAPhs/0dDhcBduzYoVq1aunJJ5/Uk08+mRKZkIxCokJ0Oe6yed3F5mJhGgCw3unTp9WpUydt3rzZHCtdurSCg4NVpUoVC5MBAAAAAAAkP4eLAC+88ILy58+vNm3aqH379ipTpkxK5EIyuWnclCTZZJOvk6+qe1S3OBEAWMMwDAUHB6tnz54KDw83x/v06aNx48bJw8PDwnQAgHtFRkZq69atOn36tGJiYuxu69Wrl0WpAAAAkF4wD+AOh4sAZ8+e1fLly7Vs2TJ99NFHqlChgtq1a6c2bdroiSeeSImMSAZeNi8F+NC4GUDmtnr1arMAUKBAAS1atEgvvPCCxakAAPfat2+fGjVqpOvXrysyMlLZs2dXWFiYPD09lTt3booAAAAAgAOcHL1Dzpw51aNHD/344486duyY3njjDS1evFiFChXiixQAQJpls9k0d+5c5cqVSx06dND+/fv5dwsA0qi+ffuqSZMmunz5sjw8PLRz506dOnVKVapU0ccff2x1PAAAAKQDTjZbqlzSA4eLAHcrXLiwBg0apI8++kjly5fX1q1bkysXkkFoTKgijAirYwCAJSIiIrRv3z67MX9/f+3fv19BQUHy9fW1JhgA4KF+/fVXvffee3JycpKzs7Oio6NVoEABTZw4UR988IHV8QAAAIB05ZGLAD/++KO6deumvHnzqm3btipXrpzWrVuXnNnwmEKiQsyfaQgMIDPZsWOHKlasqIYNGyosLMzutjx58liUCgCQVC4uLnJyuv1RJXfu3Dp9+rQkycfHR3/99ZeV0QAAAJBO2Gypc0kPHC4CDB48WIULF9YLL7yg06dPa9q0aTp37pyCg4P18ssvp0RGPKL4psCSaAgMIFOIjo7WoEGDVKdOHR0/flznz59X3759rY4FAHBQ5cqVtWfPHklS3bp1NWzYMC1ZskR9+vRRuXLlLE4HAAAApC8ONwbetm2bBgwYoJYtWypnzpwpkQnJ4O6lgLxt3iruWtziRACQsg4cOKD27dtr//795ljNmjU1YsQI60IBAB7JuHHjdO3aNUnS2LFjFRAQoHfffVfFixfXggULLE4HAACA9MCWXk7TTwUOFwF+/PHHlMiBZMZSQAAyi9jYWE2ZMkUffvihYmJiJN1eRmLUqFEaMGCAnJ2dLU4IAHDU008/bf6cO3dubdiwwcI0AAAAQPqWpCLA2rVr1bBhQ7m4uGjt2rUP3PbVV19NlmB4dKExobocd9m8zlJAADKqEydOqGPHjtq+fbs5Vq5cOQUHB6tSpUrWBQMAAAAAAJZiIsAdSSoCNG3aVOfOnVPu3LnVtGnT+25ns9kUGxubXNnwiO6eBeDn5MdSQAAypJiYGNWuXVtnzpyRdPvfoP79+2v06NFyc3OzOB0A4HEULlz4gdO3jx8/noppAAAAgPQtSUWAuLi4RH9G2kRDYACZgaurq8aOHatOnTqpUKFCWrx4serUqWN1LABAMujTp4/d9Zs3b2rfvn3asGGDBgwYYE0oAAAApCtOTAUwOdwTICgoSK1atUpwlmVMTIyWL1+ugICAZAuHx0NDYAAZTWxsrN0a/wEBAYqMjFT79u2VLVs2C5MBAJJT7969Ex2fNWuWfv7551ROAwAAACSfWbNmadKkSTp37pwqVqyoGTNmqGrVqoluu2jRIgUGBtqNubm56caNGw7t08nRkIGBgbp69WqC8WvXriUIBABAcrh69ao6deqkrl272o3bbDZ169aNAgAAZBINGzbU6tWrrY4BAACAdMBmS52LI1asWKF+/fpp+PDh2rt3rypWrKgGDRrowoUL971PtmzZ9M8//5iXU6dOOfxaOFwEMAwj0fU5//77b/n4+DgcAACAB9myZYsqVKigxYsXa8GCBVqzZo3VkQAAFlm1apWyZ89udQwAAADgkUyZMkVdunRRYGCgypQpozlz5sjT01MLFiy4731sNpvy5MljXvz9/R3eb5KXA6pcubJsNptsNptefPFFZcly566xsbE6ceKEXn75ZYcDAACQmBs3bmjIkCGaMmWKOZY1a1aHp7wBANKf+M8e8QzD0Llz5/Tvv/9q9uzZFiYDAABAepHYiexWiomJ0S+//KLBgwebY05OTqpXr55CQkLue7+IiAgVLFhQcXFxeuqppzRu3DiVLVvWoX0nuQjQtGlTSdKvv/6qBg0ayNvb27zN1dVVhQoVUvPmzR3aOQAAidm3b5/at2+vgwcPmmN169bVokWLVKhQIeuCAQBSxWuvvWb3oc3JyUm5cuXSc889p1KlSlmYDAAAALAXHR2t6OhouzE3N7cEPXXDwsIUGxub4Ex+f39//fnnn4k+dsmSJbVgwQJVqFBBV69e1ccff6waNWrojz/+0BNPPJHkjEkuAgwfPlySVKhQIbVq1Uru7u5J3glST2hMqCKMCKtjAMAjuXXrliZMmKARI0bo1q1bkm7/wzlu3Dj16dNHTk4Or2IHAEiHRowYYXWEh/r9u0lWRwAASVKO1gutjgAAkqTIVWmrX2xqfYMwfvx4jRw50m5s+PDhyXJMW716dVWvXt28XqNGDZUuXVqffvqpRo8eneTHSXIRIF7Hjh0dvQtSUUjUnakjLjYXC5MAgGMuXbqkxo0ba+fOneZYpUqVFBwcrHLlylmYDACQ2pydnfXPP/8od+7cduMXL15U7ty5FRsba1EyAAAApBeptRzQ4MGD1a9fP7uxe2cBSFLOnDnl7Oys8+fP242fP39eefLkSdK+XFxcVLlyZR09etShjEkqiGTPnl1hYWGSJD8/P2XPnv2+F1gnNCZUl+Mum9ere1R/wNYAkLb4+vqaS805OTnpgw8+0K5duygAAEAmZBhGouPR0dFydXVN5TQAAADA/bm5uSlbtmx2l8SKAK6urqpSpYo2bdpkjsXFxWnTpk12Z/s/SGxsrA4cOKC8efM6lDFJMwE++eQTZc2a1fw5rTVVwG13zwLwc/JTcdfiFqYBAMc4OTlpwYIFatasmaZNm6YaNWpYHQkAkMqmT58u6fZZW5999pldH7LY2Fht27aNngAAAABIEqc0+BV2v3791LFjRz399NOqWrWqpk6dqsjISAUG3l5KKSAgQPnz59f48eMlSaNGjdKzzz6rYsWK6cqVK5o0aZJOnTqlt956y6H9JqkIcPcSQJ06dXJoB0g9N42b5s/MAgCQ1q1cuVK5c+dW3bp1zbECBQpo9+7dFJsBIJP65JNPJN2eCTBnzhw5Ozubt7m6uqpQoUKaM2eOVfEAAACAx9KqVSv9+++/GjZsmM6dO6dKlSppw4YNZrPg06dP2/VDvHz5srp06aJz587Jz89PVapU0U8//aQyZco4tF+bcb+5tvexd+9eubi4qHz58pKkNWvWaOHChSpTpoxGjBiR5qfnhoeHy8fHR1evXlW2bNmsjpNsQmNCtT5yvSTJ2+atzr6dLU4EAIm7fPmyevTooaVLl6pAgQI6cOCAfHx8rI4FAEgGyXWs/fzzz+vLL7+Un59fMqZLXsf+jbI6AgBIkiq8u9zqCAAgKe01Bu639s9U2c+UV9P+TFWHmyS//fbbOnLkiCTp+PH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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:36:45,874 INFO: === Dataset: c ===\n", "2024-12-22 11:36:47,835 INFO:Total samples: 3181\n", "Evaluating Twins_SVT on c: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:06<00:00, 1.93it/s]\n", "2024-12-22 11:36:55,046 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:36:55,165 INFO: === Dataset: d ===\n", "2024-12-22 11:36:57,135 INFO:Total samples: 3181\n", "Evaluating Twins_SVT on d: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:07<00:00, 1.75it/s]\n", "2024-12-22 11:37:05,042 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:37:05,158 INFO: === Dataset: e ===\n", "2024-12-22 11:37:05,716 INFO:Total samples: 911\n", "Evaluating Twins_SVT on e: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.61it/s]\n", "2024-12-22 11:37:08,660 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": [ "2024-12-22 11:37:08,781 INFO: === Dataset: f ===\n", "2024-12-22 11:37:15,303 INFO:Total samples: 10634\n", "Evaluating Twins_SVT on f: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 42/42 [00:21<00:00, 1.93it/s]\n", "2024-12-22 11:37:37,919 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:37:38,044 INFO: === Dataset: g ===\n", "2024-12-22 11:37:42,515 INFO:Total samples: 6000\n", "Evaluating Twins_SVT on g: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:12<00:00, 1.91it/s]\n", "2024-12-22 11:37:55,559 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:37:55,675 INFO: === Dataset: h ===\n", "2024-12-22 11:37:59,509 INFO:Total samples: 6000\n", "Evaluating Twins_SVT on h: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:12<00:00, 1.93it/s]\n", "2024-12-22 11:38:12,382 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:38:12,499 INFO: === Dataset: i ===\n", "2024-12-22 11:38:16,330 INFO:Total samples: 6000\n", "Evaluating Twins_SVT on i: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:13<00:00, 1.84it/s]\n", "2024-12-22 11:38:29,834 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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oyLh586bZFhcXZ1SoUMEoUKDAQ3N+//33hiRjyJAhdu2NGjUybDabcfjwYbvn5O7ubtf2+++/G5KM8ePHP/Q8DxoOKC4uzihQoIBRq1Ytu/f5+vXrRp48eYyXX37ZbPP19TU6duz40PM4MvzN7t27DUlGhw4d7NqbN28e7/27fv16vP03b94c79/uw37/EzrGBx98YHh7e5vv3a5duwxJxsKFCx+Y+/jx44arq6sxdOhQu/a9e/ca6dKls2t3dDig+38/AQBIrbg+vyepr8+XLFliSDK+/PLLRG0/duxYQ5Ixe/Zssy0mJsYoX7684ePjY0RGRhqGYRjHjh0zJBlZs2Y1Ll26FO98/x5e6O418v1D4TzoWqVq1apG1apVzceJeW/unuPukDnnz5833N3djVdeecWIjY01t5swYYIhyZg+fbrd+RLzO/IguXPnNurWrWvcvn3byJ49uzms6L59+wxJxtq1axN8DRK6npw3b54hyVi3bp3Z9rDhgCQZLi4uxp9//pnguvs/w/Tu3dtwcXEx1q1bZ/4u3T+EUUK6du1qSDLWr19vtl29etXIkyePERgYaL7Gd/8NFipUyIiOjja3HTdunCHJ2Lt370PPc//7CAD/Rk8AAE+kRIkS8vHx0bp16yTduaPo2WefVatWrbRz505dv35dhmFow4YNqly58iOP5+PjoxYtWpiP3d3dVaZMGbthcDJlyqS///7brquso7y8vLR161aze2hoaKjeffddPfPMM+rcubOio6PNbTNnzqw6depo6dKlunbtmqQ7d1TNnz9fpUqV0vPPP//YORJy7do1ZcuWTdmyZVP+/PnVo0cPVaxYUUuWLLGb4Onq1auS9NC7ku6uu3sn2N3/T8ydTA8SGRn5RPs/Stu2bePdSdOkSROdP3/ernv6okWLFBcXpyZNmki60x33119/VePGjXX16lWFh4crPDxcFy9eVK1atXTo0CGdPn36geddvny5XF1dzTvY7/roo49kGEa8O5lq1qypfPnymY+LFSumjBkz2v2uOmL37t06dOiQmjdvrosXL5r5r127pho1amjdunWKi4uTdOffwNatW3XmzJnHOtf9li9fLknxnnvXrl3jbevl5WX+fOvWLV28eFH58+dXpkyZzOGIHuXfx7j7XlWuXFnXr1/XX3/9JUny9fWVJP30009mD4P7fffdd4qLi1Pjxo3N1ys8PFzZs2dXgQIFtHr16kTlAQAgLeH6POmuzx29dl6+fLmyZ89u3n0uSW5uburSpYuioqLiDW/ZpEkTu56+d9+Px72eTMjjvDe//PKLYmJi1LVrV7tJotu2bauMGTPGG8YmMb8jj+Lq6qrGjRtr3rx5kqQ5c+YoV65cD/wd/ff15M2bNxUeHq5y5cpJUqKvSSWpatWqKly4cKK2HTBggIoUKaLWrVurQ4cOqlq1arzr54QsX75cZcqUUaVKlcw2Hx8fvf/++zp+/Lj27dtnt31ISIjc3d3Nx8nxewHg6UMRAMATcXV1Vfny5c2uxevXr1flypVVqVIlxcbGasuWLdq3b58uXbqUqA8Zzz77rN0X3dKdi/zLly+bjz/55BP5+PioTJkyKlCggDp27BhvzPTE8PX11ciRI3X8+HEdP35c06ZN0wsvvKAJEyZo8ODBdtu+/fbbunbtmpYsWSJJ2rRpk44fP54s3TI9PT21cuVKrVy5UjNmzFChQoV0/vx5uwtd6d6HkbvFgITcXyi4O5bqw/Z5lIwZMz7R/o+SJ0+eeG13x8hfsGCB2bZgwQIFBwebH/IOHz4swzDUt29fs4hyd+nfv7+kO2O0PsiJEyeUI0eOeB/y7g5hc+LECbv25557Lt4x7v9ddcShQ4ckSa1bt46X/5tvvlF0dLQ5Fv7IkSP1xx9/KFeuXCpTpowGDBjwRB8KTpw4IRcXF7uihiS98MIL8ba9ceOG+vXrZ86b4Ofnp2zZsunKlSvxxup/kD///FNvvvmmfH19lTFjRmXLls384Hj3GHny5FH37t31zTffyM/PT7Vq1dLEiRPtznHo0CEZhqECBQrEe83279//0PcbAIC0iuvzpLs+d/Ta+cSJEypQoIDdF+dS4q8n7xYEHvd6MiGP897czXn/taC7u7vy5s0b73kk5nckMZo3b659+/bp999/19y5c9W0adN4x73r0qVL+vDDDxUQECAvLy9ly5bN/ByR2GtSKeHPHg/i7u6u6dOn69ixY7p69apmzJjxwHz/duLEiQSvq638vQDw9KEIAOCJVapUSdu3b9fNmzfNDxmZMmVS0aJFtX79evMDSGI+ZDxoLEXjX+OCFipUSAcOHND8+fNVqVIlLV68WJUqVTK/6H0cuXPn1jvvvKONGzcqU6ZMmjNnjt361157Tb6+vuZkVXPnzpWrq6uaNm362Od8EFdXV9WsWVM1a9ZUmzZttGrVKp09ezbe+J93Lxr37NnzwGPdXXf37pa7E/nu3bv3sfMVLFhQBw8eVExMzGMfQ9IDJ8+6v9gh3Zmw+O64/rdv39bp06e1ceNGsxeAJPMu+R49ephFlPuX/PnzP1Hmf0vM76oj7uYfNWrUA/P7+PhIkho3bqyjR49q/PjxypEjh0aNGqUiRYo4NO7q4+rcubOGDh2qxo0b69tvv9XPP/+slStXKmvWrOZzeJgrV66oatWq+v333zVo0CD98MMPWrlypUaMGCFJdscYPXq09uzZo08//VQ3btxQly5dVKRIEXPC4ri4ONlsNq1YsSLB1+vrr79OnhcBAIBUjuvzpJEU184P8yTXkw/68vn+a+zkeG/ul1TXxWXLllW+fPnUtWtXHTt2TM2bN3/gto0bN9bUqVPVrl07fffdd/r555/NSX0Tc016V0KfPR7m7jwUN2/eNG/iSWpJ/TkDACSKAACSQOXKlRUTE6N58+bp9OnT5oeJKlWqmB8ynn/+eQUEBCTZOdOnT68mTZpoxowZOnnypOrWrWtOsPQkMmfOrHz58umff/6xa/fw8FCjRo30888/69y5c1q4cKGqV6+u7NmzP9H5EuOZZ55Rt27d9MMPP2jLli1m+2uvvSbpzuRpCYmNjdXcuXOVOXNmc8K3evXqSZJmz5792Hnq1aunGzduaPHixYnaPnPmzHYTuUp3Jn29/zV+lCZNmig8PFyrVq3SwoULZRiGXREgb968ku50ub5bRLl/eVhX7ty5c+vMmTPx7vS6OzzN3cnqntSDPrDdvQs/Y8aMD8z/70nRnnnmGXXo0EHff/+9jh07pqxZs2ro0KGPPE9CcufOrbi4OLuJ2CTpwIED8bZdtGiRWrdurdGjR6tRo0Z6+eWXValSpXjv8YPOv2bNGl28eFGhoaH68MMP9dprr6lmzZp2XeH/LSgoSJ999pnWrVun9evX6/Tp05o8ebKkO6+ZYRjKkydPgq/X3S7hjr4eAAA4O67Pk8bzzz+vF154QUuWLFFUVNQjt8+dO7cOHToU70vopL6elBK+xpbi31UuOf7e3M15/7VgTEyMjh07lqTP437NmjXTmjVrVKhQIQUHBye4zeXLl7Vq1Sr16tVLAwcO1JtvvqmXX37Z/Dzwb0l5Dbhnzx4NGjRIISEhKlGihN57771E9TrInTt3gtfVyfF7AQAPQhEAwBMrW7as3NzcNGLECGXJkkVFihSRdOfDx5YtW7R27dpE3WWUWBcvXrR77O7ursKFC8swDN26dStRx/j9998VHh4er/3EiRPat29fgt013377bd26dUsffPCBLly4kCxDAT1I586d5e3trc8//9xsq1ChgmrWrKkZM2boxx9/jLdPnz59dPDgQX388cfmHS7ly5fXq6++qm+++Ubff/99vH1iYmLUo0ePh2Zp166dnnnmGX300Uc6ePBgvPXnz5/XkCFDzMf58uUzx6S9a8qUKQ/sCfAgNWvWVJYsWbRgwQItWLBAZcqUseu+6+/vr2rVqunrr79OsMBw4cKFhx6/Tp06io2N1YQJE+zav/zyS9lsNtWuXduhvA+SPn16SYr3oa1kyZLKly+fvvjiiwQ/ZN7NHxsbG+/Dhr+/v3LkyGE3Vm769OkT3RX67nP76quv7NrHjh0bb1tXV9d4dyGNHz8+3vv5oOd5986mfx8jJiZGkyZNstsuMjJSt2/ftmsLCgqSi4uL+TwbNGggV1dXDRw4MF4mwzDs/lvhyOsBAICz4/o86QwcOFAXL17Ue++9F+/aRJJ+/vln81q8Tp06Onv2rN0Qlrdv39b48ePl4+OjqlWrJlmufPnyacuWLXa9c3/88UedOnXKbrvHeW9q1qwpd3d3ffXVV3bXWNOmTVNERITq1q2bZM/jfu+995769++v0aNHP3CbhK4npYSvXR90TeqoW7duqU2bNsqRI4fGjRun0NBQnTt3Tt26dXvkvnXq1NG2bdu0efNms+3atWuaMmWKAgMDEz0nAQA8iXRWBwDg/Ly9vVWyZElt2bJF9erVM++2qFKliq5du6Zr164l6YeMV155RdmzZ1fFihUVEBCg/fv3a8KECapbt26iJ+1auXKl+vfvr9dff13lypWTj4+Pjh49qunTpys6OloDBgyIt0/VqlX17LPPasmSJfLy8lKDBg2S7Dk9StasWRUSEqJJkyZp//795lBAs2bNUo0aNfTGG2+oefPmqly5sqKjo/Xdd99pzZo1atKkiTm52l2zZs3SK6+8ogYNGqhevXqqUaOG0qdPr0OHDmn+/Pn6559/9MUXXzwwS+bMmfXf//5XderUUXBwsFq0aKGSJUtKujMJ17x581S+fHlz+/fee0/t2rVTw4YN9fLLL+v333/XTz/9JD8/P4deAzc3NzVo0EDz58/XtWvXEsw4ceJEVapUSUFBQWrbtq3y5s2rc+fOafPmzfr777/1+++/P/D49erV00svvaQ+ffro+PHjKl68uH7++WctWbJEXbt2jTde/uPKly+fMmXKpMmTJytDhgxKnz69ypYtqzx58uibb75R7dq1VaRIEYW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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:38:29,950 INFO: === Dataset: j ===\n", "2024-12-22 11:38:34,642 INFO:Total samples: 6000\n", "Evaluating Twins_SVT on j: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:12<00:00, 1.88it/s]\n", "2024-12-22 11:38:47,927 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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b9teuXVtFixZ1Wp4AAAAAlG7m63cGigAAAADAPcQb8TqXcE4H4g7o+K3jDvvf8H9D3m7eslgsmjJlioYPH674+HhJkru7u8aOHau3335bZrPZ2akDAAAAgCSKAAAAAICDeCNen0R8ct82/QL6yWQy6cSJE+rcubO2bt1q21e2bFmFhoaqfPnyqZ0qAAAAgMSkk/n6nYEiAAAAAPAvkZZIBUcF37dNn4A+MplM+v3331W7dm1FR0dLur3o7+DBgzV69Gh5eno6IVsAAAAAuD+KAAAAAMC/JFYAKOZeTF4mL9XwriEfNx9bvEyZMipfvry2bdumQoUKKSQkRHXq1HFitgAAAAASxZoANhQBAAAAAEkJRoJWXl9pF8uXKZ9aZ2l9z2PMZrMWL16sKVOmaOLEicqSJUtqpwkAAAAAycLESAAAAHjsWQyLZkfM1kXLRbv4vwsAkZGRCgoK0o4dO+zaFC1aVHPmzKEAAAAAAKQlJjfnvNKB9JElAAAAkErirHGaFTHLId7Rr6Ptzxs2bFC5cuUUHByszp07KyYmxpkpAgAAAMggZs+erUKFCsnLy0vVqlXTrl277tt+2rRpeuqpp+Tt7a0CBQpowIABio2NTdY1KQIAAADgsXU8/rjmRs51iHf3767s5uyKjY3VwIED9eyzz+r06dOSpIsXL+r33393dqoAAAAAksNkcs4rGZYvX66BAwdq5MiR2rt3r8qXL6/GjRvr0qVLibZfsmSJhgwZopEjR+rQoUNasGCBli9frvfeey9Z16UIAAAAgMdSvBGv72O+d4j3DugtHzcf7d27V5UqVdLHH39s21e/fn0dOHBANWvWdGaqAAAAADKAqVOnqnv37goKClKpUqU0d+5c+fj4aOHChYm23759u2rVqqUOHTqoUKFCeu6559S+ffsHjh74L4oAAAAAeOxcTrisTyI+sYsVyFRAfQL6SBZp3Lhxqlatmg4ePChJ8vT01NSpUxUWFqaCBQu6ImUAAAAAyZHG1gSIj4/Xnj171LBhQ1vMzc1NDRs2dFh37I6aNWtqz549tl/6Hz9+XGvWrFHTpk2T9VFkSlZrAAAAIANYcn2J3bavyVcts7TUsWPH1LFjR+3cudO2r2LFigoNDVXp0qWdnSYAAACANC4uLk5xcXF2MU9PT3l6etrFwsPDZbFYFBgYaBcPDAzUX3/9lei5O3TooPDwcNWuXVuGYSghIUE9evRgOiAAAADgfr6L/s5uu6h7Ub0e8Lok6ebNm9q7d6+k20/lDBs2TDt37qQAAAAAAKQ3ThoJMGHCBPn7+9u9JkyYkCJvYePGjRo/frzmzJmjvXv36uuvv9bq1as1ZsyYZJ2HkQAAAAB4bFgMi07cOmEXe8H3Bdufy5Qpo3HjxunTTz9VSEiIatSo4ewUAQAAAKQjQ4cO1cCBA+1i/x0FIEk5cuSQ2WzWxYsX7eIXL15U7ty5Ez338OHD1alTJ3Xr1k2SVLZsWcXExOiNN97QsGHD5OaWtGf8GQkAAACADM8wDG28sVGzImbZxZ/Y+oTD0N0BAwbot99+owAAAAAApGcmk1Nenp6e8vPzs3slVgTw8PBQpUqVFBYWZotZrVaFhYXd897jxo0bDr/oN5vNkm7f4yQVIwEAAACQ4c2ImGG3fSPihla9s0q/rPxF7777rj788EPbPrPZrMyZMzs7RQAAAAApKRmL9jrLwIED1aVLF1WuXFlVq1bVtGnTFBMTo6CgIElS586dlS9fPtt0Qs2bN9fUqVNVsWJFVatWTUePHtXw4cPVvHlzWzEgKSgCAAAAIEPbcmOL3fbhDYe1pM8SRZ6PlCRNmjRJXbp0UcmSJV2RHgAAAIDHRNu2bXX58mWNGDFCFy5cUIUKFbR27VrbYsGnT5+2e/L//fffl8lk0vvvv6+zZ88qZ86cat68ucaNG5es65qM5IwbyACioqLk7++vyMhI+fn5uTodAAAApJKLCRe1NmatIqwRkqT4G/H6/oPvtWX+3aJAQECAZs+erfbt28tkMrko04zjcepre1cb7OoUAECSdGnzRFenAACSpCyeaevJe+8W85xynZvfvuGU6zwKRgIAAAAgwwmODFakNdK2fXrvaYX2CNXlo5dtsUaNGmnhwoXKnz+/K1IEAAAAAKegCAAAAIAMJcISYSsAWG5Z9OOUH7V+ynpZLVZJkre3tyZNmqRevXo5LLIFAAAAIINIg2sCuApFAAAAAGQYkZZILY5abNvevni71k1aZ9uuUqWKQkND9dRTT7kiPQAAAABwOsohAAAAyBAMw1BoVKhdbHCPwXr66adlNps1atQobdu2jQIAAAAA8DgwmZzzSgcYCQAAAIAMISQqRDdv3pSHt4ctVtW3qr744gtdv35dVapUcWF2AAAAAOAajAQAAABAuvdP/D/6adlPGl1+tP458I8kqV9AP5lMJpUoUYICAAAAAPCYMZlMTnmlB4wEAAAAQLp2MfyiXnj9Bf3+3e+SpM/f/FwH9xxMNx1yAAAAAEhNFAEAAACQbq1Zs0adX+usKxev2GKVK1ZWJgvdXAAAAOBxxkNBdzEdEAAAANKd6Oho9ejRQ82aNbMVAHyy+mhQyCB9v+R7ZcmSxcUZAgAAAEDawCNSAAAASFd27NihTp066dixY7ZYyYYl1W5GO3Us2tGFmQEAAABIMxgIYEMRAAAAAOnGrFmz1L9/f1mtVkmSh4+HXhr7kmp2qalWWVqpgHsBF2cIAAAAAGkLRQAAAACkG9WqVbPN7VmoSiG9+smrylkkpzzkQQEAAAAAgA1rAtxFEQAAAADpRpUqVfTBBx9oR+wOPdvvWZkzmSVJrwe87uLMAAAAACBtYmFgAAAApEknT55Uv379lJCQYBfvN7SfGg1sZCsAdPTrKA+ThytSBAAAAJBGmUwmp7zSA0YCAAAAIE0xDEPBwcHq37+/rl+/rpw5c2r48OEyDEO7YndpZ+xOW1uzzMpuzu7CbAEAAAAgbWMkAAAAANKMS5cu6eWXX9Zrr72m69evS5JCQkIUGxurv2/9bVcAkKSynmVdkSYAAACANI6RAHdRBAAAAECa8N1336ls2bJatWqVLRYUFKQ9e/Zov7Ff/4v5n8MxNbxrODNFAAAAAEh3mA4IAAAALhUVFaUBAwZo4cKFtljOnDk1b948vfjSi5oZMVOy2B/T0a8j0wABAAAAuKf08pS+M1AEAAAAgMts3rxZXbp00cmTJ22xF198UfPnz1euXLk0/dp0h2NqedeiAAAAAAAASUQRAAAAAC6zatUqWwHA19dX06dPV1BQkEwmk76P/t6h/ev+r8vXzdfJWQIAAABIdxgIYEMRAAAAAC4zbtw4rV27VtmzZ9fixYtVuHBh277jt47bte0T0Edmk9nZKQIAAABAukYRAAAAAE5hsVi0b98+Va5c2Rbz8vLS+vXrFRgYKLP57i/4l0Utszu2V0AvCgAAAAAAkow1Ae5yc3UCAAAAyPiOHTumunXrqk6dOjp06JDdvrx589oKAL/G/qrp16brouWiXRt3k7vTcgUAAACAjIQiAAAAAFKNYRiaN2+eypcvr+3btys2NlZdu3aVYRgObffG7tW2m9sc4q/5v+aMVAEAAABkICaTySmv9IDpgAAAAJAqLly4oG7dumn16tW2WJEiRTR16lS7znKUJUqLohYleo7u/t3l4+aT6rkCAAAAQEZFEQAAAAAp7quvvtKbb76pK1eu2GJvvPGGpkyZIl9fX1ss3ohPtADQ0relCrgXcEquAAAAADKe9PKUvjNQBAAAAECKiYiIUL9+/RQaGmqLBQYGasGCBWrWrJlD+59v/OwQC/ILkp/ZL1XzBAAAAIDHBUUAAAAApJgWLVpo06ZNtu1WrVpp7ty5ypEjh0PbcwnndDj+sG07kzKpd9beTskTAAAAQMbGSIC7KAIAAAAgxYwZM0b16tVTlixZNGvWLHXs2NGh8x1piVRwVLDDsV38uzgpSwAAAAB4fFAEAAAAwEOzWq1yc3OzbdepU0fz589Xo0aN9MQTTzi0P59wXl9e/9Ih3jRzU/m6+TrEAQAAAOChMBDAhiIAAAAAki0hIUHjx4/X1q1btXbtWrtCwOuvv+7Y3kjQ8uvLFW4Jd9jX2KexinsUT9V8AQAAAOBxRREAAAAAyXLkyBF16tRJu3btkiRNmzZNAwcOvO8xm29sdigAlPMsp/re9ZmrEwAAAECK4z7jLrcHNwEAAAAkwzA0e/ZsVahQwVYAMJvNunnz5n2POxh3UAfiD9jFynmW0zM+z9AxBwAAAIBUxkgAAAAAPNDZs2f12muv6ccff7TFnnzySYWEhKhatWr3PXb9jfV22z0CesjT5JkqeQIAAACAxEiAf2MkAAAAAO5r2bJlKlu2rF0BoHfv3tq3b98DCwBx1ji77Rcyv0ABAAAAAACciJEAAAAASJTFYlHHjh21bNkyWyxv3rxatGiRnnvuuSSd42TCSbvtoh5FUzJFAAAAAEgUIwHuYiQAAAAAEmU2m+Xn52fbbteunQ4cOJDkAkCCkaC1MWtt26U9Sqd4jgAAAACA+2MkAAAAAO5pypQp2rdvnwYOHKh27dol+bj1Met1MP6gXewpj6dSOj0AAAAASBwDAWwoAgAAAECStHPnTv3zzz9q3bq1Lebr66tffvklyUNpLYZFsyJmJbqvgHuBFMkTSK69e/fK3d1dZcuWlSStWrVKixYtUqlSpTRq1Ch5eHi4OEMAAAAg9TAdEAAAwGPu1q1bGj58uGrVqqWgoCAdP37cbn9SCwCGYSRaAKjgWUH9s/ZPkVyBh/Hmm2/qyJEjkqTjx4+rXbt28vHx0YoVK/TOO++4ODsAAACkBpPJ5JRXekARAAAA4DF28OBBVa9eXWPHjpXValV0dLSmTp36UOeaETHDIdbZr7Pq+dR71DSBR3LkyBFVqFBBkrRixQrVrVtXS5YsUXBwsL766ivXJgcAAACkMooAAAAAjyGr1app06bp6aef1t69eyVJmTJl0pgxYzRt2rRkn+/nmJ8dYn0D+iqrOeujpgo8MsMwZLVaJUk//fSTmjZtKkkqUKCAwsPDXZkaAAAAUgkjAe5iTQAAAIDHzOnTp9W1a1dt2LDBFitZsqRCQ0NVqVKlZJ8v0hKpA/EH7GJ9A/rKzcTzJkgbKleurLFjx6phw4batGmTPvnkE0nSiRMnFBgY6OLsAAAAgNTFnRkAAMBjwjAMhYSEqGzZsnYFgLfeekt79ux5qAKAJJ1LOGe33dmvMwUApCnTpk3T3r171adPHw0bNkzFihWTJK1cuVI1a9Z0cXYAAABIDYwEuIuRAAAAAI+J6OhoDR06VFFRUZJuT4USHBysZ5999qHPGWmJ1I83frRtV/WqyhRASHPKlSunAwcOOMQnT54ss9nsgowAAAAA56EIAAAA8JjIkiWLFi5cqOeff16dO3fW9OnTFRAQ8NDnu2a5ppCoELtYgUwFHjFLIPXEx8fr0qVLtvUB7njiiSdclBEAAABSS3p5St8ZKAIAAABkUNevX1dsbKxy5sxpizVu3Fj79u1ThQoVHuncR+OPanXMartYbnNu5cuU75HOC6SGI0eO6PXXX9f27dvt4oZhyGQyyWKxuCgzAAAAIPVRBAAAAMiAtm7dqs6dO6tEiRJavXq13VMwj1oAWB29WkdvHbWLlfUsq2d9Hn5aISA1BQUFKVOmTPrhhx+UJ08engoDAAB4HNDls6EIAAAAkIHExcVp5MiRmjRpkgzD0IkTJzR//ny98cYbKXL+G9YbDgWAOt519LTX0ylyfiA1/Pbbb9qzZ49KlCjh6lQAAAAAp6MIAAAAkEEcOHBAHTt21P79+22xWrVqqWHDhily/oNxB7X+xnq72CtZXlGeTHlS5PxAailVqpTCw8NdnQYAAACciNGfd7m5OoHZs2erUKFC8vLyUrVq1bRr1677tp82bZqeeuopeXt7q0CBAhowYIBiY2OdlC0AAEDaY7FYNHnyZFWuXNlWAHB3d9eHH36oTZs2qUiRIilynf8WAIq6F6UAgHRh4sSJeuedd7Rx40ZduXJFUVFRdi8AAAAgI3PpSIDly5dr4MCBmjt3rqpVq6Zp06apcePGOnz4sHLlyuXQfsmSJRoyZIgWLlyomjVr6siRI+ratatMJpOmTp3qgncAAADgWidOnFCXLl20ZcsWW6xs2bIKDQ1V+fLlU+w6x+KP2W1X8aqimt41U+z8QGq6MxqmQYMGdnEWBgYAAMi4GAlwl0uLAFOnTlX37t0VFBQkSZo7d65Wr16thQsXasiQIQ7tt2/frlq1aqlDhw6SpEKFCql9+/b65ZdfnJo3AABAWnD69GmVK1dO0dHRkm53cgcNGqQxY8bI09Mzxa4Tb8Trh5gf7GIUAJCebNiwwdUpAAAAAC7jsiJAfHy89uzZo6FDh9pibm5uatiwoXbs2JHoMTVr1tTnn3+uXbt2qWrVqjp+/LjWrFmjTp06OSttAACANOOJJ57QSy+9pC+++EKFChVSSEiI6tSpk6LXSDAS9EnEJ3axNlnapOg1gNRWr149V6cAAAAAJ2MkwF0uKwKEh4fLYrEoMDDQLh4YGKi//vor0WM6dOig8PBw1a5dW4ZhKCEhQT169NB77713z+vExcUpLi7Ots2cnwAAICOZNWuWcufOrZEjRypLliwpeu6/4v7SuhvrHOJ5M+VN0esAzrBlyxZ9+umnOn78uFasWKF8+fIpNDRUhQsXVu3atV2dHgAAAJBqXL4wcHJs3LhR48eP15w5c7R37159/fXXWr16tcaMGXPPYyZMmCB/f3/bq0CBAk7MGAAAIGVERkaqa9euWrZsmV08ICBAH330UYoWAKyGVZtubEq0ANA/a/8Uuw7gLF999ZUaN24sb29v7d271/aQUGRkpMaPH+/i7AAAAJAqTE56pQMuKwLkyJFDZrNZFy9etItfvHhRuXPnTvSY4cOHq1OnTurWrZvKli2rl19+WePHj9eECRNktVoTPWbo0KGKjIy0vc6cOZPi7wUAACA1bdy4UeXKldPixYvVs2dPnT17NlWuE2fEafq16ZoZMVO/xf1mt6+MRxkKAEi3xo4dq7lz52r+/Plyd3e3xWvVqqW9e/e6MDMAAAA8bmbPnq1ChQrJy8tL1apV065du+7Ztn79+jKZTA6vZs2aJeuaLisCeHh4qFKlSgoLC7PFrFarwsLCVKNGjUSPuXHjhtzc7FM2m82SJMMwEj3G09NTfn5+di8AAID0IDY2Vm+//baeeeYZnT59WpJksVj0559/psr15kbMTTTu7+avBpkbpMo1AWc4fPiw6tat6xD39/dXRESE8xMCAABAqkvsl+ep8UqO5cuXa+DAgRo5cqT27t2r8uXLq3Hjxrp06VKi7b/++mudP3/e9vrjjz9kNpvVpk3y1mlz2ZoAkjRw4EB16dJFlStXVtWqVTVt2jTFxMQoKChIktS5c2fly5dPEyZMkCQ1b95cU6dOVcWKFVWtWjUdPXpUw4cPV/PmzW3FAAAAgIxg37596tixow4ePGiL1a9fX8HBwSpYsGCKX+/POMfCQla3rGqZpaV83XxT/HqAM+XOnVtHjx5VoUKF7OJbt25VkSJFXJMUAAAAHjtTp05V9+7dbb//njt3rlavXq2FCxdqyJAhDu2zZctmt71s2TL5+PikryJA27ZtdfnyZY0YMUIXLlxQhQoVtHbtWttiwadPn7Z78v/999+XyWTS+++/r7Nnzypnzpxq3ry5xo0b56q3AAAAkKISEhI0ceJEjRo1SgkJCZJuj2wcP3683nrrLYdRkSnhquWqfrrxk12MqX+QkXTv3l39+/fXwoULZTKZdO7cOe3YsUODBg3S8OHDXZ0eAAAAUkFyn9J/WHFxcbY1p+7w9PSUp6enXSw+Pl579uzR0KFDbTE3Nzc1bNhQO3bsSNK1FixYoHbt2ilz5szJytGlRQBJ6tOnj/r06ZPovo0bN9ptZ8qUSSNHjtTIkSOdkBkAAIBznTp1Su3bt7frAFaoUEGff/65SpcuneLXMwxDMyJmOMSD/INS/FqAKw0ZMkRWq1UNGjTQjRs3VLduXXl6emrQoEHq27evq9NDBvFm65oa8Go9BWbPogN/n9fAKd/q14P3XpOuT7va6t6yhgoEZtWVyBh98/N+DZ/zP8XFJ9ja5M3pp7G9m+m5mk/Jx9NDx/4J15tjvtTev/5xxlsCkE59uewLhQYv1JXwcBV/soQGDx2mMmXLJdr22NG/NXf2TP116E+dP3dOAwcPUYdOXe557uAF8zVr+lS1f7WT3n73vdR6C0C6MmHCBH3wwQd2sZEjR2rUqFF2sfDwcFksFtsD8HcEBgbqr7/+euB1du3apT/++EMLFixIdo4uWxMAAAAA9ry8vPT3339Luv1EyLBhw/TLL7+kSgFAUqIFgGLuxeTnxhpKyFhMJpOGDRumq1ev6o8//tDOnTt1+fJljRw5UufOnXN1esgAWjcsr4n9m2vcgvWq0WWa9h89p++md1POrIk/pdf2uQoa06upxn+2XhXaTVaPcSvUumF5je7ZxNYmIIu3fp7XW7csFrV4a4EqtpusITN+0LXrN531tgCkQz+uXaOPJ09U9x699fnyr/TkU0+pb4/uunrlSqLtY2NjlT9/AfXpP1DZc+S477n//OOAvl6xXMWffCo1UgdSnLPWBBg6dKgiIyPtXv9+2j+lLFiwQGXLllXVqlWTfSxFAAAAgDQiMDBQ8+bNU7FixbR161aNHTtWHh4eqXKts7fOOsSaZm6qZr7NUuV6QFrg4eGhUqVKqWrVqvL19dWff/6pAgUKuDotZAD92tfVolW/KPSHX/XXiUvq++HXuhl7S12aJ36TXr1cIe3Yf1LLf/xNp89fU9gvR/Tlj7+pcum7P49vd6qvfy5F6M0xX+rXg2d06v/bnTib+C/yAECSvghZrBat2ujFFi1VpGgxDR0+Sl7eXvru268TbV+6TFn1f3uwGjdpdt9+540bMRo+dLCGjRqtLH48MIL0wVlFAE9PT/n5+dm9/jsVkCTlyJFDZrNZFy9etItfvHhRuXPnvu97iYmJ0bJly/T6668/1GdBEQAAAMBFvvrqK4WHh9vFXn75Zf3xxx+qUaNGql57ZfRKu+1+Af1U3KN4ql4TADIi90xmVSyRTz/v+tsWMwxDP+/+W1XLJr6Q+879J1WxRH5VLnX7l/6F8mZT45oltHbb3akAmtUtrb2H/tEX4zvq1P9GakfIWwp6KflP/gF4fNy6Fa+/Dv2patXv9iPd3NxUtVoN7f/9t0c698RxY1SrTj1Vq17zEbMEHl8eHh6qVKmSwsLCbDGr1aqwsLAH3v+tWLFCcXFx6tix40Nd2+VrAgAAADxurl27pt69e2vp0qVq3bq1vvzyS7tFqxJ7aiSlXE64rCXXl9jFWvq2dNqiWQCQ0eQIyKxMmcy6dDXaLn7parSeKpgr0WOW//ibsgdkVti8XjKZTHLPZNa8r3Zo8uKfbW0K582m7i1raMbSzZoU/LMqlSqgKQNbKP6WRV+s2ZOq7wlA+hRxLUIWi0XZsme3i2fLnl0nT5x46POu+99q/XXooEKWrnjUFAHnSoO3OAMHDlSXLl1UuXJlVa1aVdOmTVNMTIyCgm6vy9a5c2fly5dPEyZMsDtuwYIFatGihbL/5+93UlEEAAAAcKL169crKChIZ8/eno5n5cqV2rx5s+rVq5fq1z4Sf0T/i/mfQ7yAO9OhAPcTFxenuLg4u5hhTZDJjdspPJw6TxfR4K4N1H/SN9r952kVzZ9DHw18Uedfa6gPF/4kSXJzM2nvoX808pO1kqTfj5xT6SK51b1lDYoAAJzmwoXzmjJxgmbPW5CqD6oAj4u2bdvq8uXLGjFihC5cuKAKFSpo7dq1tsWCT58+LTc3+8l7Dh8+rK1bt+rHH3986OvSawUAAHCCGzdu6N1339WsWbNssYCAAM2ePVt169ZN9evHGXGJFgBa+7ZO9WsDrrJ///777j98+HCSzjNhwgR98MEHdjFz3hpyz1/roXNDxhEeEaOEBItyZfO1i+fK5qsLV68neszINxtr6f/2KPi7XZKkP49dkI+3h2YPbaWJi8JkGIYuhF/XoRP2cwb/dfKSWjxTNnXeCIB0LyBrgMxms8MiwFevXHngor/38tfBP3X16hV1bNvKFrNYLNq351d9uWyJtv/6u8xm8yPlDaSWtDrauU+fPurTp0+i+zZu3OgQe+qpp2QYxiNdkyIAAABAKtu9e7c6depk9wvHhg0batGiRcqfP3+qXz/OGqe5kXPtYrW8a6mSZ6U02zEGUkKFChVkMpkSvWm6E0/K34GhQ4dq4MCBdrFcDUamWJ5I324lWLTvr7N6pkoxfb/5T0m3f76eqVJMc1dsT/QYby8PWa32P5dWq/X/j5UMQ9qx/6SeLJjTrk3xJ3Lo9IVrqfAuAGQE7u4eKlGytHb9slP1n20o6fb/W3b/slOvtH/1oc5ZpVoNLftqlV1s9IhhKli4sLoEdaMAAKQTFAEAAABSya1btzRu3DiNHTtWFotFkuTl5aVJkyapd+/eDsM8U8t/CwBF3Yuqsldlp1wbcKUTjzD/8b95eno6TIHAVED4txlLN2v+iLbac+gf/XrwjPq0qyMfLw+F/LBbkvTZyHY6dzlSI+bcHpG1ZstB9etQV78fOatdf5xW0QI5NOKNxlqz5aCtODBz6WZt+KyPBnd5Vl+F/a4qpQrotRbV1WfCynvmAQCvdu6iUe8PValSZVS6bFkt+TxEN2/eVPMWL0uSRrz3rnIFBqpP/9vF7Vu34nX82LH///MtXb50SYf/OiQfHx8VeKKgMmfOrGLFn7S7hpe3twL8AxziQFrDA0930XMFAABIJT/88IPdFCJVqlRRSEiISpQo4cKspCaZm7j0+oCzFCxY0NUp4DGx8qfflSMgs0a80ViB2bNo/5Fzeumtz2yLBRcIDLB78v/DRWEyDGnkm88rb05/hUdEa/XWQxr1yd1p2/Yc+kdt31ms0b2a6L3XG+rkuasa/PEqLVu3z+nvD0D68dzzTXXt2jXNnTNDV8LD9eRTJTXzk3nKnv32dEAXLpy3exDl8qXLevWVlrbt0MULFbp4oZ6uXEXzFoY4PX8AqcNkPOqEQulMVFSU/P39FRkZKT8/P1enAwAAMjDDMNSyZUt9//33Gj58uN577z25u7s75dq3jFv65vo3Om85bxfvF9CPJ2KQatJDX7ts2bJas2aNChR4tAWxvasNTqGMAODRXNo80dUpAIAkKYunc0Y6J1WxQY5roqWGox+l/YesGAkAAACQQiIiIhQQEGDbNplMmjdvnk6ePKkqVao4LY/gyGBFWiMd4u5ypwCAx97Jkyd169YtV6cBAAAAOE3aKs8AAACkQ4Zh6PPPP1ehQoX0/fff2+3LmTOnUwsAt4xbiRYAJOmNgDeclgcAAAAAuJLJZHLKKz1gJAAAAMAjuHLlinr06KGVK28v1NitWzf98ccfypkzp9Nz+SPuD4XdCLOLFXUvquczP69MJrp9gCTVqVNH3t7erk4DAAAAcBruBgEAAB7S//73P7322mu6cOGCLdaoUSOnzft/R4w1Rp9FfuYQf9L9STXxTfvzUwLOtGbNGlenAAAAACdIJw/pOwVFAAAAgGSKjo7WoEGD9Omnn9pi2bJl09y5c9WmTRun5hJvxCdaAPCQh+r51HNqLkBa9vfff2vDhg26dOmSrFar3b4RI0a4KCsAAAAg9VEEAAAASIYdO3aoU6dOOnbsmC3WpEkTLViwQHny5HFqLhbDok8iPnGId/HrogBzgFNzAdKy+fPnq2fPnsqRI4dy585tN3eryWSiCAAAAJABpZf5+p2BIgAAAEAShYSEKCgoyPYUsY+Pj6ZOnao33njDJR3MxVGL7bY95KGeWXs6PQ8grRs7dqzGjRund99919WpAAAAAE5HEQAAACCJnnnmGWXJkkWRkZGqUaOGQkJCVKxYMZfkciT+iK5br9u23eRGAQC4h2vXrjl9qi4AAAC4FgMB7nJzdQIAAADpRYECBTRnzhyNGzdOmzdvdlkB4Hj8cf0v5n92sd4BvV2SC5AetGnTRj/++KOr0wAAAABcgpEAAAAAiTh58qSGDRumOXPmyN/f3xbv0KGDC7OSVkWv0slbJ+1iLXxbyM3Esx3AvRQrVkzDhw/Xzp07VbZsWbm7u9vt79evn4syAwAAQGpxc2MowB0UAQAAAP7FMAwFBwerf//+un79utzd3RUcHOzqtCRJh+MPOxQA6nvXV0H3gq5JCEgn5s2bJ19fX23atEmbNm2y22cymSgCAAAAIEOjCAAAAPD/Ll26pDfeeEOrVq2yxTZu3KirV68qW7ZsLsxMOnHrhNbGrLWLtc/SXrky5XJRRkD6ceLECVenAAAAACdjTYC7GDcOAAAg6bvvvlPZsmXtCgBdu3bV/v37XV4AuGa5pu+iv7OLvez7MgUA4CEYhiHDMFydBgAAAOA0FAEAAMBjLSoqSq+//rpeeuklXbp0SZKUI0cOffPNN1q0aJH8/PxclttN6019GfWlQqJC7OL5M+XXE+5PuCgrIH0KCQlR2bJl5e3tLW9vb5UrV06hoaGuTgsAAACpxGQyOeWVHjAdEAAAeGxt2bJFnTt31smTJ22x5s2ba/78+QoMDHRdYpKshlXzIuc5xGt511Jlr8ouyAhIv6ZOnarhw4erT58+qlWrliRp69at6tGjh8LDwzVgwAAXZwgAAACkHooAAADgsbV//35bAcDX11fTp09XUFCQy5/miDPiNDdirkO8nnc9VfCq4PyEgHRu5syZ+uSTT9S5c2db7MUXX1Tp0qU1atQoigAAAAAZUDp5SN8pKAIAAIDHVq9evfTdd9/p5s2bWrx4sQoXLuzqlJRgJCRaAOgZ0FMeJg8XZASkf+fPn1fNmjUd4jVr1tT58+ddkBEAAADgPKwJAAAAHgsWi0Xr16+3i5lMJi1fvlwbNmxIEwUASZodMdsh1i+gHwUA4BEUK1ZMX375pUN8+fLlKl68uAsyAgAAQGpjTYC7GAkAAAAyvGPHjqlz587avn271q9fr4YNG9r2BQQEuC6xf7EaVs2MmGkXM8usPln7uCgjIOP44IMP1LZtW23evNm2JsC2bdsUFhaWaHEAAAAAyEgYCQAAADIswzA0b948lS9fXtu3b5ckdevWTfHx8S7OzNF/CwCS1COghwsyATKeVq1a6ZdfflH27Nn17bff6ttvv1WOHDm0a9cuvfzyy65ODwAAAKmAkQB3MRIAAABkSOfPn1e3bt20Zs0aW6xIkSIKCQmRh0famlrHMAyHWJ+APjKbzC7IBsiYKlWqpC+++MLVaQAAAABORxEAAABkOCtXrlSPHj105coVW6x79+6aMmWKsmTJ4sLMEjcjYobddr+AfunmiRIgLXNzc3vg3yWTyaSEhAQnZQQAAABn4ZbqLooAAAAgw4iIiFDfvn31+eef22KBgYH67LPP9MILL7gws3uzGBa77TzmPBQAgBTyzTff3HPfjh07NGPGDFmtVidmBAAAADgfRQAAAJBhdO/eXStXrrRtt2zZUnPnzlXOnDldmNX9zYqYZbfdJksbF2UCZDwvvfSSQ+zw4cMaMmSIvv/+e7366qsaPXq0CzIDAABAauPhqrtYGBgAAGQYEyZMkI+Pj/z8/BQSEqKVK1em6QLAquur7LbzZ8pPRxVIJefOnVP37t1VtmxZJSQk6LffftPixYtVsGBBV6cGAAAApCpGAgAAgHQrPj7ebpHfYsWKafny5SpXrpyeeOIJF2b2YDHWGJ1MOGkXa5WllWuSATKwyMhIjR8/XjNnzlSFChUUFhamOnXquDotAAAApDKer7qLkQAAACDdSUhI0OjRo/X000/rxo0bdvteeOGFNF8AkKS9sXvttlv5UgAAUtqkSZNUpEgR/fDDD1q6dKm2b99OAQAAAACPHUYCAACAdOXw4cPq3Lmzdu3aJUl65513NGvWrAcclfbsjbtbBCjnWU753fO7MBsgYxoyZIi8vb1VrFgxLV68WIsXL0603ddff+3kzAAAAJDamGr1LooAAAAgXTAMQ3PmzNHgwYN18+ZNSZLZbFb27NllGEa66eBZDItWx6y2i5X3LO+ibICMrXPnzunm/w0AAABAaqEIAAAA0ryzZ88qKChI69evt8WefPJJhYSEqFq1ai7MLHmWRS3TRctFh3g2czYXZANkfMHBwa5OAQAAAC7CsyB3sSYAAABI05YuXaoyZcrYFQB69+6tffv2pasCwJ7YPYkWALr4dXFBNgAAAACAxwUjAQAAQJpkGIa6du2qkJAQWyxv3rxatGiRnnvuORdm9nCO3zput51JmRTkHyQfNx8XZQQAAAAAGRfTQt5FEQAAAKRJJpNJpUqVsm23a9dOs2fPVrZs6W/qnN9jf9e5hHO27U5+nZgCCAAAAADgFBQBAABAmjVo0CBt375d7du3V7t27VydTrJZDatmRsx0iPu7+bsgGwAAAAB4fDAQ4C6KAAAAIE3YuXOndu/erb59+9piZrNZq1atcmFWj+bL6186xGp715bZZHZBNgAAAACAxxFFAAAA4FLx8fEaM2aMxo8fL0mqVKmSatas6eKsHt2pW6ccFgJu5dtK+d3zuygjAAAAAHh8sCbAXRQBAACAyxw8eFCdOnXS3r17bbFZs2ZliCLAt9Hf2m33C+hHJxQAAAAA4HRurk4AAAA8fqxWq6ZNm6ann37aVgDIlCmTxowZo5CQEBdn92hirbGafm26Xax55uYUAAAAAADAiUwm57zSA0YCAAAApzp9+rS6du2qDRs22GIlS5ZUaGioKlWq5MLMHt1163UtjFzoEC/iUcQF2QAAAAAAwEgAAADgJIZhKCQkRGXLlrUrALz11lvas2dPui8ASNKWG1scYn0D+ibSEgAAAACQmkwmk1Ne6QEjAQAAgFMkJCTo448/VlRUlCSpQIECCg4O1rPPPuvizB7dmVtntOnmJl2xXLHFfEw+6h7Q3YVZAQAAAABAEQAAADiJu7u7QkNDVblyZb3yyiuaMWOGAgICXJ3WIzEMQzMiZiS67zX/15ycDQAAAADgjnTykL5TUAQAAACp4vr167p8+bKKFLk7H36ZMmX0559/qmjRoi7MLOX8Hvd7ovE85jwym8xOzgYAAAAAAEcUAQAAQIrbunWrOnfuLF9fX+3evVuenp62fRmhAGAYhuZGzlW8EW8Xb+zTWMU9ilMAAAAAAAAXSy/z9TsDCwMDAIAUExcXpyFDhqhu3bo6ceKEDhw4oNGjR7s6rRQTZ8Rp+rXpmhExw6EA0Mmvk0p4lqAAAAAAAABIUxgJAAAAUsSBAwfUsWNH7d+/3xarVauWXn/9dRdmlXJ+j/1dG29uTHRfRc+KymbO5tyEAAAAAAD3xECAuygCAACAR2KxWDR16lS9//77io+//XS8u7u7xowZo0GDBslsTv9PxkdboxMtABTKVEjNfZvLzcTgSgAAAABA2kQRAAAAPLQTJ06oS5cu2rJliy1WtmxZhYaGqnz58i7MLOVYDasWRC6wi+XPlF8tfVsyxyQAAAAApFHcr91FEQAAADyUiIgIPf3004qIiJB0u4M1aNAgjRkzxm4h4PTu04hP7bZLepTUc5mfc1E2AAAAAAAkD2PXAQDAQwkICFDfvn0lSYUKFdLGjRs1adKkDFUAuGa5pnjdXQDY2+RNAQAAAAAA0gGTyeSUV3rASAAAAJBkhmHYdXKGDx8ud3d39e/fX35+fi7MLGUZhqHdsbu1I3aHXbybfzcXZQQAAAAAwMNhJAAAAHigyMhIde3aVRMmTLCLu7u7a/jw4RmqACBJ225ucygAlPEowwLAAAAAAJBOmEzOeSXX7NmzVahQIXl5ealatWratWvXfdtHRESod+/eypMnjzw9PfXkk09qzZo1ybomIwEAAMB9bdy4UV26dNHp06eVKVMmNWnSRBUrVnR1WqniquWqQqNCHeINfRqqtGdpF2QEAAAAAMgoli9froEDB2ru3LmqVq2apk2bpsaNG+vw4cPKlSuXQ/v4+Hg1atRIuXLl0sqVK5UvXz6dOnVKAQEBybouRQAAAJCo2NhYDRs2TFOnTrXFvL29dfr06QxXBLAYFs2JmCOrrA77Ovt1VlZzVhdkBQAAAAB4WGlxvv6pU6eqe/fuCgoKkiTNnTtXq1ev1sKFCzVkyBCH9gsXLtTVq1e1fft2ubu7S7q9Jl9yMaYdAAA42LdvnypVqmRXAKhfv74OHDigl156yYWZpY5ZEbMSLQC0zdKWAgAAAAAA4J7i4uIUFRVl94qLi3NoFx8frz179qhhw4a2mJubmxo2bKgdO3Y4tJek7777TjVq1FDv3r0VGBioMmXKaPz48bJYLMnKkSIAAACwSUhI0Lhx41S1alUdPHhQkuTp6akpU6YoLCxMBQsWdHGGKc8wDIfYsz7Pqn/W/sqdKbcLMgIAAAAAPCpnrQkwYcIE+fv7273+u56eJIWHh8tisSgwMNAuHhgYqAsXLiT6Ho4fP66VK1fKYrFozZo1Gj58uKZMmaKxY8cm67NgOiAAACBJOnfunFq3bm33BEKFChUUGhqqMmXKuDCz1GE1rPo2+ltdslyyi/fP2t9FGQEAAAAA0puhQ4dq4MCBdjFPT88UObfValWuXLk0b948mc1mVapUSWfPntXkyZM1cuTIJJ+HIgAAAJAkZc2aVdeuXZN0e0jikCFDNHLkSHl4eLg4s5RnGIZmRsx0iPu5+bkgGwAAAABASnPWmgCenp5J+qV/jhw5ZDabdfHiRbv4xYsXlTt34qPQ8+TJI3d3d5nNZlusZMmSunDhguLj45N8v850QAAAQNLtRX9DQ0NVokQJbdmyRePGjcuQBQBJWnZ9WaLx5r7NnZwJAAAAACA1OGs6oKTy8PBQpUqVFBYWZotZrVaFhYWpRo0aiR5Tq1YtHT16VFbr3TXsjhw5ojx58iTrfp0iAAAAj6kVK1bo8OHDdrHKlSvrjz/+UM2aNV2UVeqLM+IcpgDqHdBb/QL6KYc5h4uyAgAAAABkdAMHDtT8+fO1ePFiHTp0SD179lRMTIyCgoIkSZ07d9bQoUNt7Xv27KmrV6+qf//+OnLkiFavXq3x48erd+/eybruI00HFBsbKy8vr0c5BQAAcLJr166pT58+WrJkiapWrapt27YpU6a7XYJ/DzPMiDbd2GS33d2/uzKZmCERAAAAADISNydNB5Qcbdu21eXLlzVixAhduHBBFSpU0Nq1a22LBZ8+fVpubnef2y9QoIDWrVunAQMGqFy5csqXL5/69++vd999N1nXTfYdr9Vq1bhx4zR37lxdvHhRR44cUZEiRTR8+HAVKlRIr7/+enJPCQAAnOSnn35S165ddfbsWUnSrl279M0336hNmzYuzsw5rliu6FD8Idt2SY+S8nHzcWFGAAAAAIDHSZ8+fdSnT59E923cuNEhVqNGDe3cufORrpns6YDGjh2r4OBgTZo0yW7eoTJlyuizzz57pGQAAEDquHHjhvr166dGjRrZCgABAQH64osv1Lp1axdn5zyfR31ut13Nq5qLMgEAAAAApKa0tiaAKyW7CBASEqJ58+bp1VdftZsuoHz58vrrr79SNDkAAPDodu/eraefflozZ860xRo2bKgDBw6oQ4cOMqWXXssjuGK5ounXptvFanjVkL/Z30UZAQAAAADgHMkuApw9e1bFihVziFutVt26dStFkgIAAI/u1q1bGjVqlGrUqGFbANjLy0szZszQunXrlD9/fhdn6BxxRpzDCABJqupd1QXZAAAAAACcwWQyOeWVHiS7CFCqVClt2bLFIb5y5UpVrFgxRZICAACPbs+ePRo9erQsFoskqUqVKtq3b5/69u1rt9BQRrc0aqlDrF9APxdkAgAAAACA8yV7YeARI0aoS5cuOnv2rKxWq77++msdPnxYISEh+uGHH1IjRwAA8BCqV6+uAQMGaPr06Ro+fLjee+89ubu7uzotpwq3hCvSGmnbzm3OrbZ+bV2YEQAAAADAGdzSx0P6TpHsxwBfeuklff/99/rpp5+UOXNmjRgxQocOHdL333+vRo0apUaOAAAgCS5cuCCr1WoXGzdunHbt2qWRI0c+dgWA3Td364uoL+xirbK0clE2AAAAAAC4RrJHAkhSnTp1tH79+pTOBQAAPATDMLRkyRL17t1bH3zwgfr372/b5+XlpaefftqF2Tmf1bBqZsRMh3hJj5LKZHqorg8AAAAAIJ1JL/P1O0OyRwIUKVJEV65ccYhHRESoSJEiKZIUAABImitXruiVV15Rx44dFRkZqSFDhujQoUOuTsulEisANPBpoOcyP+eCbAAAAAAAcK1kPw538uRJ2wKD/xYXF6ezZ8+mSFIAAODB1qxZo9dff10XLlywxVq1aqU8efK4MCvXOh5/3CHWNktb5c6U2wXZAAAAAABchYEAdyW5CPDdd9/Z/rxu3Tr5+/vbti0Wi8LCwlSoUKFkJzB79mxNnjxZFy5cUPny5TVz5kxVrVr1nu0jIiI0bNgwff3117p69aoKFiyoadOmqWnTpsm+NgAA6VF0dLQGDRqkTz/91BbLli2b5s6dqzZt2rgwM9f7PuZ7u+3+WfvfoyUAAAAAAI+HJBcBWrRoIen2XEpdunSx2+fu7q5ChQppypQpybr48uXLNXDgQM2dO1fVqlXTtGnT1LhxYx0+fFi5cuVyaB8fH69GjRopV65cWrlypfLly6dTp04pICAgWdcFACC92r59uzp37qxjx47ZYk2aNNGCBQse6xEAknT61mm77aaZeUAAAAAAAB5XJjEU4I4kFwGsVqskqXDhwtq9e7dy5MjxyBefOnWqunfvrqCgIEnS3LlztXr1ai1cuFBDhgxxaL9w4UJdvXpV27dvl7u7uyQ91OgDAADSo2+//VatWrWy/Zvs4+OjqVOn6o033nisFzwyDEMH4w/qpxs/2cWLexR3UUYAAAAAAKQdyV4Y+MSJEylSAIiPj9eePXvUsGHDu8m4ualhw4basWNHosd89913qlGjhnr37q3AwECVKVNG48ePT3SNAgAAMpoGDRqoYMGCkqQaNWro999/15tvvvlYFwCuW69rRsQMhwLAMz7PuCgjAAAAAEBa4GZyzis9SPbCwJIUExOjTZs26fTp04qPj7fb169fvySdIzw8XBaLRYGBgXbxwMBA/fXXX4kec/z4cf3888969dVXtWbNGh09elS9evXSrVu3NHLkyESPiYuLU1xcnG07KioqSfkBAJDWZMmSRYsXL9aWLVv0zjvvKFOmh/pnPEMwDEMro1fqXMI5h30VPCuonGc5F2QFAAAAAEDak+zfHuzbt09NmzbVjRs3FBMTo2zZsik8PFw+Pj7KlStXkosAD8NqtSpXrlyaN2+ezGazKlWqpLNnz2ry5Mn3LAJMmDBBH3zwQarlBABAajh58qT69u2rmTNn2k19V6dOHdWpU8d1iaURn0d9rqvWqw7xzn6dldWc1QUZAQAAAADSksd51Px/JXs6oAEDBqh58+a6du2avL29tXPnTp06dUqVKlXSRx99lOTz5MiRQ2azWRcvXrSLX7x4Ublz5070mDx58ujJJ5+U2Wy2xUqWLKkLFy44jEi4Y+jQoYqMjLS9zpw5k+QcAQBwNsMwtGjRIpUrV04//PCDunbtalsDALdFWiIdCgBVvaqqf9b+FAAAAAAAAPiPZBcBfvvtN7399ttyc3OT2WxWXFycChQooEmTJum9995L8nk8PDxUqVIlhYWF2WJWq1VhYWGqUaNGosfUqlVLR48etftlyJEjR5QnTx55eHgkeoynp6f8/PzsXgAApEWXLl3Syy+/rNdee03Xr1+XdHtEAAXsuxKMBAVHBdvF+gb0VQ3vxPsOAAAAAIDHk8nknFd6kOwigLu7u9zcbh+WK1cunT59WpLk7++f7F9SDBw4UPPnz9fixYt16NAh9ezZUzExMQoKCpIkde7cWUOHDrW179mzp65evar+/fvryJEjWr16tcaPH6/evXsn920AAJCmrFq1SmXKlNGqVatssa5du2r//v22xYAfd1csVzQ7YrZd7CmPp+RmSnZ3BgAAAACAx0ay1wSoWLGidu/ereLFi6tevXoaMWKEwsPDFRoaqjJlyiTrXG3bttXly5c1YsQIXbhwQRUqVNDatWttiwWfPn3aVnCQpAIFCmjdunUaMGCAypUrp3z58ql///569913k/s2AABIE6KiojRgwAAtXLjQFsuRI4fmz5+vFi1auC6xNOZywmUtub7ELhbgFqDnMz/voowAAAAAAGmZW3p5TN8JTIZhGMk54Ndff9X169f1zDPP6NKlS+rcubO2b9+u4sWLa8GCBapQoUIqpZoyoqKi5O/vr8jISKYGAgC41LZt29SxY0edPHnSFmvevLnmz59vK4jjtunXpttt5zLnUgvfFvJ283ZRRgAS8zj1tb2rDXZ1CgAgSbq0eaKrUwAASVIWz7Q1Srvlgj1Ouc7Xr1dyynUeRbJHAlSuXNn251y5cmnt2rUpmhAAAI+LqKgoWwHA19dX06dPV1BQkEw8rWBjGIYWRi60i5X3LK/6PvVdkxAAAAAAIF3g1vquFCvP7N27Vy+88EJKnQ4AgAyvSZMmevPNN1WnTh3t379fr732GgWA/2cxLJp+bbpmRMxQtBFtt48CAAAAAAAASZesIsC6des0aNAgvffeezp+/Lgk6a+//lKLFi1UpUoVWa3WVEkSAID0zmKxaPny5frvLHzTpk3Thg0bVLhwYRdllvZEWCI0K2JWovve9H/TydkAAAAAANIjk8nklFd6kOQiwIIFC9SkSRMFBwdr4sSJql69uj7//HPVqFFDuXPn1h9//KE1a9akZq4AAKRLx44dU926ddWuXTstWLDAbp+Xl5fMZrOLMkt7Yq2xWhy12CHuY/JRz4Ce8nLzckFWAAAAAACkX0kuAkyfPl0TJ05UeHi4vvzyS4WHh2vOnDk6cOCA5s6dq5IlS6ZmngAApDuGYWjevHkqX768tm/fLkl6++23FRkZ6eLM0iarYdWnkZ/axTKbMqt/1v7qHtBdHiYPF2UGAAAAAEhvTCbnvNKDJC8MfOzYMbVp00aS1LJlS2XKlEmTJ09W/vz5Uy05AADSqwsXLqhbt25avXq1LVakSBGFhITI39/fhZmlTQlGgmZHzLaLFXcvrqa+TV2UEQAAAAAAGUOSiwA3b96Uj4+PpNvzKXl6eipPnjyplhgAAOnVypUr1aNHD125csUW6969u6ZOnSpfX18XZpY2JVYAkEQBAAAAAADw0NzSy2P6TpDkIoAkffbZZ7ZfXiQkJCg4OFg5cuSwa9OvX7+Uyw4AgHQkIiJCffv21eeff26LBQYGasGCBWrWrJkLM0u77lUA6J+1vwuyAQAAAAAg40lyEeCJJ57Q/Pnzbdu5c+dWaGioXRuTyUQRAADw2BoxYoRdAaBVq1aaO3euQ8Ecd1EAAAAAAACkBsYB3JXkIsDJkydTMQ0AANK/UaNG6auvvlJ0dLRmzZqljh07ysTwQzuGYWjzzc36Le63RPdTAAAAAAAAIGUlazogAABwV3R0tN0c/9myZdNXX32lvHnz6oknnnBhZmlTtDVaCyIX3HM/BQAAAAAAQErhoby73FydAAAA6U1CQoJGjx6tYsWK6fz583b7qlevTgEgEWui19y3ANAroJcTswEAAAAA4PHBSAAAAJLhyJEj6tSpk3bt2iVJev3117V69WqeMLiPrTe26u9bfzvEewb0lIfJwwUZAQAAAAAyOjdu020oAgAAkASGYWjOnDkaPHiwbt68KUkym82qXLmyLBaLMmXin9TERFmitCduj12sqldV1fCu4aKMAAAAAAB4vPAbCwAAHuDs2bMKCgrS+vXrbbHixYsrNDRU1apVc2FmaVusNVaLohbZxV71e1U5zDlclBEAAAAA4HHBiP27HmpNgGPHjun9999X+/btdenSJUnS//73P/35558pmhwAAK62dOlSlSlTxq4A0Lt3b+3bt48CwH38EfeHPo381C5Wx7sOBQAAAAAAAJws2UWATZs2qWzZsvrll1/09ddfKzo6WpL0+++/a+TIkSmeIAAArtK7d2916NBBERERkqS8efNq3bp1mjVrljJnzuza5NKwDTc2KOxGmEO8gmcF5ycDAAAAAHgsmUzOeaUHyS4CDBkyRGPHjtX69evl4XF3Mb9nn31WO3fuTNHkAABwpWeffdb253bt2unAgQN67rnnXJhR2mU1rNp6Y6umX5uu/XH77fblz5RfQf5BcjM91ABEAAAAAADwCJK9JsCBAwe0ZMkSh3iuXLkUHh6eIkkBAJAWtGrVSn369FGtWrXUrl07V6eTZsVYY/RZ5GeJ7mvt21r53PM5OSMAAAAAwOOONQHuSnYRICAgQOfPn1fhwoXt4vv27VO+fNzkAwDSpzvT3E2cONEuPnPmTBdllPYZhqFV0at0KuFUovvf9H9TXm5eTs4KAAAAAAD8W7KLAO3atdO7776rFStWyGQyyWq1atu2bRo0aJA6d+6cGjkCAJBqbt26pdGjR2v8+PGyWq2qUKGC2rdv7+q00rxTt07p2+hvE933uv/r8nXzdW5CANK97777LsltX3zxxVTMBAAAABmBGwMBbJJdBBg/frx69+6tAgUKyGKxqFSpUrJYLOrQoYPef//91MgRAIBUcfDgQXXq1El79+61xUJCQtSuXTuGDd7HpYRLiRYAanrXVBWvKs5PCECG0KJFiyS1M5lMslgsqZsMAAAAkIEkuwjg4eGh+fPna/jw4frjjz8UHR2tihUrqnjx4qmRHwAAKc5qtWr69OkaOnSo4uLiJEmZMmXSyJEjNWTIEAoAD7D0+lKHWK+AXnI3ubsgGwAZhdVqdXUKAAAAyEC4t78r2UWArVu3qnbt2nriiSf0xBNPpEZOAACkmtOnT6tr167asGGDLVayZEmFhoaqUqVKLswsbTMMQ+turNPh+MN28Wd8nlE5z3IuygoAAAAAADxIsosAzz77rPLly6f27durY8eOKlWqVGrkBQBAijIMQ6Ghoerbt6+ioqJs8bfeekvjx4+Xt7e3C7NL2y4nXNaS60sS3UcBAEBqiYmJ0aZNm3T69GnFx8fb7evXr5+LsgIAAEB6wTiAu5JdBDh37pyWLVumpUuX6sMPP1S5cuX06quvqn379sqfP39q5AgAQIr46quvbAWAAgUKKDg4WM8++6yLs0rbvr3+rU4lnEp0Xxe/Lk7OBsDjYt++fWratKlu3LihmJgYZcuWTeHh4fLx8VGuXLkoAgAAAADJ4JbcA3LkyKE+ffpo27ZtOnbsmNq0aaPFixerUKFC/CIFAJBmmUwmzZs3Tzlz5lSnTp20f/9+/t16gB9jfnQoAJhlVu+A3uqftb8CzAGuSQxAhjdgwAA1b95c165dk7e3t3bu3KlTp06pUqVK+uijj1ydHgAAANIBN5PJKa/0INkjAf6tcOHCGjJkiMqXL6/hw4dr06ZNKZUXAACPJDo6Wn///bcqVqxoiwUGBmr//v3KnTu3CzNLH76+/rXOJJyxi73k+5IKuRdyTUIAHiu//fabPv30U7m5uclsNisuLk5FihTRpEmT1KVLF7Vs2dLVKQIAAADpRrJHAtyxbds29erVS3ny5FGHDh1UpkwZrV69OiVzAwDgoWzdulXly5dXkyZNFB4ebrePAsD9XU64rGVRyxwKAK19W1MAAOA07u7ucnO7fauSK1cunT59WpLk7++vM2fO3O9QAAAAQJJkMjnnlR4keyTA0KFDtWzZMp07d06NGjXS9OnT9dJLL8nHxyc18gMAIMni4uI0cuRITZo0SYZhSLo9pURoaKiLM0v7EowEzY6Ynei+1/1fl6+br5MzAvA4q1ixonbv3q3ixYurXr16GjFihMLDwxUaGqoyZcq4Oj0AAAAgXUl2EWDz5s0aPHiwXnnlFeXIkSM1cgIAINkOHDigjh07av/+/bZYrVq1NGrUKNcllcYZhqFTCaf0XfR3MmQk2qZtlrYUAAA43fjx43X9+nVJ0rhx49S5c2f17NlTxYsX18KFC12cHQAAANIDU3p5TN8Jkl0E2LZtW2rkAQDAQ7FYLJo6daref/99xcfHS7o9jcTo0aM1ePBgmc1mF2eY9iQYCfrpxk86HH/4nm3qe9dXGc8yMpv4/AA4X+XKlW1/zpUrl9auXevCbAAAAID0LUlFgO+++05NmjSRu7u7vvvuu/u2ffHFF1MkMQAAHuTEiRPq0qWLtmzZYouVKVNGoaGhqlChgusSS8NirbH6NPLTe+4v61FWdX3qKpMp2c8JAAAAAACQZjAQ4K4k3eG3aNFCFy5cUK5cudSiRYt7tjOZTLJYLCmVGwAA9xQfH686dero7Nmzkm7/GzRo0CCNGTNGnp6eLs4ubTp566RWRa9KdF/TzE1V1L2o3ExuTs4KABwVLlz4vsO3jx8/7sRsAAAAgPQtSUUAq9Wa6J8BAHAVDw8PjRs3Tl27dlWhQoW0ePFi1a1b19VppVnxRnyiBYAeAT3kaaJoAiBteeutt+y2b926pX379mnt2rUaPHiwa5ICAABAuuLGUACbZI/1DwkJUdu2bR2esoyPj9eyZcvUuXPnFEsOAIB/s1gsdnP8d+7cWTExMerYsaP8/PxcmFna90nEJ3bb1byqqapXVZ78B5Am9e/fP9H47Nmz9euvvzo5GwAAACDlzJ49W5MnT9aFCxdUvnx5zZw5U1WrVk20bXBwsIKCguxinp6eio2NTdY1k33nHxQUpMjISIf49evXHRICACAlREZGqmvXrnrjjTfs4iaTSb169aIA8ADfRduv5+Pv5q/q3tUpAABId5o0aaKvvvrK1WkAAAAgHTCZnPNKjuXLl2vgwIEaOXKk9u7dq/Lly6tx48a6dOnSPY/x8/PT+fPnba9Tp04l+7NI9t2/YRiJzs/5zz//yN/fP9kJAABwPxs3blS5cuW0ePFiLVy4UKtWJT6nPe7txK0Tdttd/bu6JhEAeEQrV65UtmzZXJ0GAAAA8FCmTp2q7t27KygoSKVKldLcuXPl4+OjhQsX3vMYk8mk3Llz216BgYHJvm6SpwOqWLGiTCaTTCaTGjRooEyZ7h5qsVh04sQJPf/888lOAACAxMTGxmrYsGGaOnWqLZYlS5ZkD3l73H0Z9aXdds+Ani7KBACS7s69xx2GYejChQu6fPmy5syZ48LMAAAAkF4k9iC7K8XHx2vPnj0aOnSoLebm5qaGDRtqx44d9zwuOjpaBQsWlNVq1dNPP63x48erdOnSybp2kosALVq0kCT99ttvaty4sXx9fW37PDw8VKhQIbVq1SpZFwcAIDH79u1Tx44ddfDgQVusXr16Cg4OVqFChVyXWDpz3Xpd5y3n7WIeJg8XZQMASffSSy/Z3bS5ubkpZ86cql+/vkqUKOHCzAAAAAB7cXFxiouLs4t5eno6rKkbHh4ui8Xi8CR/YGCg/vrrr0TP/dRTT2nhwoUqV66cIiMj9dFHH6lmzZr6888/lT9//iTnmOQiwMiRIyVJhQoVUtu2beXl5ZXkiwAAkBQJCQmaOHGiRo0apYSEBEm3/+EcP3683nrrLbm5MYd9UiUYCVoYaT+csFdALxdlAwDJM2rUKFen8GDxN12dAQBIktzN9JEBIDHO+r/jhAkT9MEHH9jFRo4cmSJ92ho1aqhGjRq27Zo1a6pkyZL69NNPNWbMmCSfJ8lFgDu6dOmS3EMAAHigq1evqlmzZtq5c6ctVqFCBYWGhqpMmTIuzCz92R27W9tvbreL1fOuJ3eTu4syAoDkMZvNOn/+vHLlymUXv3LlinLlyiWLxeKizAAAAJBeOGs6oKFDh2rgwIF2sf+OApCkHDlyyGw26+LFi3bxixcvKnfu3Em6lru7uypWrKijR48mK8ckFUSyZcum8PBwSVLWrFmVLVu2e74AAHgYAQEBtqnm3Nzc9N577+mXX36hAJBMh+MPOxQAJKmCVwXnJwMAD8kwjETjcXFx8vBgWjMAAACkHZ6envLz87N7JVYE8PDwUKVKlRQWFmaLWa1WhYWF2T3tfz8Wi0UHDhxQnjx5kpVjkkYCfPzxx8qSJYvtz2ltUQUAQPrn5uamhQsXqmXLlpo+fbpq1qzp6pTSnZO3TmptzFq7WCH3Qnox84suyggAkmfGjBmSbj+19dlnn9mtQ2axWLR582bWBAAAAECSuKXBX2EPHDhQXbp0UeXKlVW1alVNmzZNMTExCgoKkiR17txZ+fLl04QJEyRJo0ePVvXq1VWsWDFFRERo8uTJOnXqlLp165as6yapCPDvKYC6du2arAsAAJCYFStWKFeuXKpXr54tVqBAAe3atYti80M4Gn9Uq2NW28Ua+jRUac/SLsoIAJLv448/lnR7JMDcuXNlNptt+zw8PFSoUCHNnTvXVekBAAAAj6Rt27a6fPmyRowYoQsXLqhChQpau3atbbHg06dP262HeO3aNXXv3l0XLlxQ1qxZValSJW3fvl2lSpVK1nVNxr3G2t7D3r175e7urrJly0qSVq1apUWLFqlUqVIaNWpUmh+eGxUVJX9/f0VGRsrPz8/V6QDAY+fatWvq06ePlixZogIFCujAgQPy9/d3dVrp2qlbp/Rt9Ld2sRcyv6CiHkVdkxCAx1ZK9bWfeeYZff3118qaNWsKZpeyvCv2cXUKACBJurZ7lqtTAABJkleyV59NXQO/+8sp15n6YtofqZrsRZLffPNNHTlyRJJ0/PhxtW3bVj4+PlqxYoXeeeedFE8QAJBx/PTTTypbtqyWLFkiSTpz5oy++OILF2eVvk2/Nt2hAOBl8qIAACBd27BhQ5ouAAAAAADpSbKLAEeOHFGFChUk3Z7KoV69elqyZImCg4P11VdfpXR+AIAM4MaNG+rXr58aNWqks2fPSpL8/f31+eefq2fPni7OLv3adGOTQ6yRTyO9GfCmC7IBgJTTqlUrTZw40SE+adIktWnTxgUZAQAAIL0xmUxOeaUHyS4CGIYhq9Uq6fYTnU2bNpV0ex7n8PDwlM0OAJDu7d69W08//bRmzpxpizVo0EAHDhzQq6++mm7+wUxrfrn5i36L+80u1ixzM5XyTN68gACQFm3evNl2n/FvTZo00ebNm12QEQAAAJB+JXumpsqVK2vs2LFq2LChNm3apE8++USSdOLECdsCBgAA3Lp1S+PGjdPYsWNlsVgkSV5eXpo0aZJ69+5tt9ANki7BSNCciDkyZL+kTw//HvJ083RRVgCQsqKjoxNda8zd3V1RUVEuyAgAAADpjRvPHNok+zcw06ZN0969e9WnTx8NGzZMxYoVkyStXLlSNWvWTPEEAQDp05kzZzR58mRbAaBy5crat2+f+vbtSwHgEayPWe9QAGieuTkFAAAZStmyZbV8+XKH+LJly1SqFCOeAAAAgORI9kiAcuXK6cCBAw7xyZMny2w2p0hSAID0r0iRIpo8ebL69eun999/X8OGDZO7u7ur00q3DMPQjIgZDvHX/F9TFrcsLsgIAFLP8OHD1bJlSx07dkzPPvusJCksLExLlizRypUrXZwdAAAA0gNmH74r2UWAO/bs2aNDhw5JkkqVKqWnn346xZICAKQ///zzj7JlyyYfHx9brGfPnqpfvz5PbT6iL6O+1HnLeYd4j4Ae8jQxAgBAxtO8eXN9++23Gj9+vFauXClvb2+VL19eP//8s7Jly+bq9AAAAIB0JdlFgEuXLqlt27batGmTAgICJEkRERF65plntGzZMuXMmTOlcwQApGGGYWjJkiXq3bu3OnfurBkz7j6tbjKZKAA8Aqth1cyImYnue9XvVQoAADK0Zs2aqVmzZpKkqKgoLV26VIMGDdKePXtsU80BAAAA9+LGUACbZE/K3LdvX0VHR+vPP//U1atXdfXqVf3xxx+KiopSv379UiNHAEAadeXKFbVt21YdO3ZUZGSkZs6cqbCwMFenlSHsid1zzwJAv4B+ymHO4eSMAMD5Nm/erC5duihv3ryaMmWKnn32We3cudPVaQEAAADpSrJHAqxdu1Y//fSTSpYsaYuVKlVKs2fP1nPPPZeiyQEA0q7//e9/eu2113ThwgVb7NVXX2V6uBQw/dr0ROM9A3rKw+Th5GwAwLkuXLig4OBgLViwQFFRUXrllVcUFxenb7/9ltFlAAAASLJkP/2egSW7CGC1WhNd2NHd3V1WqzVFkgIApF3R0dEaNGiQPv30U1ssW7Zsmjt3rtq0aePCzNInwzB09NZRbbixQWaZFW1EJ9quX0A/mRjKCCCDa968uTZv3qxmzZpp2rRpev7552U2mzV37lxXpwYAAACkW8kuAjz77LPq37+/li5dqrx580qSzp49qwEDBqhBgwYpniAAIO3YsWOHOnXqpGPHjtliTZo00WeffWb7NwFJE2GJUGhUqKy6fwG9m383ZXbL7KSsAMC1/ve//6lfv37q2bOnihcv7up0AAAAkI7xHN1dyR4VMWvWLEVFRalQoUIqWrSoihYtqsKFCysqKkozZyY+dzEAIP3bvHmzateubSsA+Pj4aO7cuVq9ejUFgGSIM+I0/dp0LY5a/MACQHf/7hQAADxWtm7dquvXr6tSpUqqVq2aZs2apfDwcFenBQAAAKRryR4JUKBAAe3du1dhYWE6dOiQJKlkyZJq2LBhiicHAEg7atWqpRo1amjbtm2qUaOGQkJCVKxYMVenla6cvXVWK6NX3nN/88zNVdi9MNP+AHhsVa9eXdWrV9e0adO0fPlyLVy4UAMHDpTVatX69etVoECB/2vvzuNsLP8/jr/PmX3MRjK2sZWlshMhSanRIksiwliS7BkUZReDULbs+xLRpoQYFMPXGiGN7CX7MmPGrOfcvz/6OTrNjGaYOWdmvJ49zuPR+VzXfd+fc9zGPffnvq5Lvr6+zk4TAAAAOYCZ361tMlQEWLFihVavXq3ExEQ9++yz6tmzZ1blBQDIZlxcXLRw4UKtXLlS/fr1k6trhuvI973UCgCVPSqrrlddmU0sWQQAt+TJk0cdO3ZUx44dFRkZqblz52rMmDEaMGCAnnvuOa1evdrZKQIAAAA5RrrvOEyfPl2tWrXSnj179Pvvv6t79+7q379/VuYGAHCS06dPq0GDBvrf//5nF3/ooYc0YMAACgAZcMVyRfOi5mnStUl28RKuJdQ7b2/V865HAQAA7qBs2bIaN26c/vzzT3322WfOTgcAAAA5hMnkmFdOkO67OFOnTtXQoUM1dOhQSdKSJUvUpUsXffTRR1mWHADAsQzD0MKFC9WrVy/duHFDp0+f1v79+5UnD/PSp5dhGLpguaCVN1becc7/xr6NHZgVAOR8Li4uatKkiZo0aeLsVAAAAIAcJd2PHp44cUIhISG2961bt1ZycrLOnTuXJYkBABzr4sWLatasmTp06KAbN25IkhITE3X69GknZ5ZzfHXjK02+Plkrbqy4YwGgZwDT6QEAAAAAkJXMJse8coJ0jwRISEiwexLUbDbL3d1dcXFxWZIYAMBxVq9erc6dO+vixYu2WPv27TVp0iT5+fk5MbOcIcFI0IzrM+7Yp5ZnLVX1rCpXE1MpAQAAAAAAx8nQnYjBgwfL29vb9j4xMVGjRo2Sv7+/LTZx4sTMyw4AkKWio6PVp08fzZs3zxbLnz+/Zs2apaZNmzoxs5zjr+S/tPLGylTbnvV+Vo+6P8qc/wAAAAAAOJg5p0zY7wDpLgI89dRTioyMtIvVrl1bJ06csL038cUCQI6xa9cutWzZUqdOnbLFGjVqpNmzZyswMNB5ieUwqRUAegT0kIvJxQnZAAAAAAAA2Et3EWDLli1ZmAYAwNG8vb31119/SZJ8fHw0adIkdejQgYJuOiUaiZp+fbpdrIRrCb3i8wrfIQAAAAAATsav5rcxMTEA3KfKly+vUaNGafXq1Vq4cKFKlizp7JRyjNNJp/V1zNcp4o19Gzs+GQAAAAA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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:38:48,051 INFO: === Dataset: k ===\n", "2024-12-22 11:38:51,869 INFO:Total samples: 6000\n", "Evaluating Twins_SVT on k: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:13<00:00, 1.78it/s]\n", "2024-12-22 11:39:05,821 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": [ "2024-12-22 11:39:05,939 INFO: === Dataset: l ===\n", "2024-12-22 11:39:16,576 INFO:Total samples: 16634\n", "Evaluating Twins_SVT on l: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 65/65 [00:34<00:00, 1.90it/s]\n", "2024-12-22 11:39:51,357 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": [ "2024-12-22 11:39:51,481 INFO:Model Twins_SVT evaluation completed in 199.07 seconds.\n", "2024-12-22 11:39:51,481 INFO:\n", "=== Evaluating Twins_PCPVT on Test Datasets ===\n", "/tmp/ipykernel_1215053/669465779.py:358: 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", "2024-12-22 11:39:51,777 INFO:Loaded model weights from Twins_PCPVT_best.pth\n", "2024-12-22 11:39:51,777 INFO: === Dataset: a ===\n", "2024-12-22 11:39:52,347 INFO:Total samples: 904\n", "Evaluating Twins_PCPVT on a: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.88it/s]\n", "2024-12-22 11:39:54,941 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": [ "2024-12-22 11:39:55,063 INFO: === Dataset: b ===\n", "2024-12-22 11:39:56,999 INFO:Total samples: 3181\n", "Evaluating Twins_PCPVT on b: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:05<00:00, 2.19it/s]\n", "2024-12-22 11:40:03,408 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:40:03,532 INFO: === Dataset: c ===\n", "2024-12-22 11:40:05,497 INFO:Total samples: 3181\n", "Evaluating Twins_PCPVT on c: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:05<00:00, 2.20it/s]\n", "2024-12-22 11:40:11,879 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": [ "2024-12-22 11:40:11,999 INFO: === Dataset: d ===\n", "2024-12-22 11:40:13,970 INFO:Total samples: 3181\n", "Evaluating Twins_PCPVT on d: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:06<00:00, 2.01it/s]\n", "2024-12-22 11:40:20,933 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:40:21,057 INFO: === Dataset: e ===\n", "2024-12-22 11:40:21,614 INFO:Total samples: 911\n", "Evaluating Twins_PCPVT on e: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.88it/s]\n", "2024-12-22 11:40:24,216 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:40:24,336 INFO: === Dataset: f ===\n", "2024-12-22 11:40:30,833 INFO:Total samples: 10634\n", "Evaluating Twins_PCPVT on f: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 42/42 [00:19<00:00, 2.15it/s]\n", "2024-12-22 11:40:51,246 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": [ "2024-12-22 11:40:51,369 INFO: === Dataset: g ===\n", "2024-12-22 11:40:55,167 INFO:Total samples: 6000\n", "Evaluating Twins_PCPVT on g: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:10<00:00, 2.22it/s]\n", "2024-12-22 11:41:06,469 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": [ "2024-12-22 11:41:06,592 INFO: === Dataset: h ===\n", "2024-12-22 11:41:10,362 INFO:Total samples: 6000\n", "Evaluating Twins_PCPVT on h: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:10<00:00, 2.23it/s]\n", "2024-12-22 11:41:21,641 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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rV4qOebPL8apVq4yLFy8ap06dMhYvXmzky5fP8PT0NE6fPm3f9qGHHjKKFCliWK1We9uKFSsMScZnn32W5PEfZDig2zMtXbrU8Pf3N9zd3e3dpQ3DMCZPnmxIMr7//vtkj3f58mVDkvHUU08ZhmEYU6ZMuec+9/Lkk08akowrV66kaPvkhpPp0aOHUbx4cfvysWPHDEmGj4+PceHCBYdtP/vsM0OSsXfvXof2ihUrGs2bN7cvv//++0auXLmMgwcPOmw3ZMgQw9nZ2Th58mSyOS9cuGC4ubkZrVu3dvg5T5s2zZBkzJ071+E1peT3PznJDQfUq1cvo2DBgkZYWJhDe+fOnQ1fX18jOjraMIyU/V2lZvibuLg4IyAgwKhevbrD8EuzZs0yJDn8/BISEhIN0XTlyhUjMDDQeOGFF+xtd/v9v/k6bvfVV18Zkox169bZ23x9fRMNNXA7m81mlClTxmjTpo3D0FbR0dFGiRIljFatWtnb7mc4oAf5GQMAcCeuze8us12bR0REGJKMJ554IkXb796925BkvPjiiw7tAwcONCQZf/zxh72tePHiia57Lly4YLi7uzsMq3nz+vjOoXDuvI6+acSIEQ6/Y5988okhybh48WKyuW+e4/Yhc6pXr24EBAQYly5dsrf9/fffhpOTk9G9e/dE57v9GtAwbnxeyJcvX7LnvP115MqVyzAMw3j66aeNFi1aGIZhGFar1ShQoIAxatSoJN+DmJgYh5/9zdfh7u5ujB492t52t+GAbv7NzJw5M8l1d35++e233wxJxgcffGAfJiqpIYzu9MMPP9j3u93TTz9tWCwW4/Dhw/Y2SYabm5tD299//21IMqZOnXrX89z8d6FChQoO1+o3P//d+TkKQPZDTwAAdjVq1JC3t7fWrVsn6cZdRUWKFFH37t21c+dORUdHyzAMbdiwwT78zN14e3ura9eu9mU3NzfVqVNHR48etbf5+fnp9OnT2r59+wPnnzNnjvz9/RUQEKC6detq48aNGjBggL178c27qHLnzp2q47Zs2VL+/v4qWrSoOnfuLG9vb33//fcqXLiwfZuuXbvq9OnT9vdOunF3ipubm/0u9LR0e6ann35auXLl0k8//eTQXfrq1auS7v56b667+d7c73t0u7Q4xt107Ngx0R3aTz31lFxcXLRkyRJ72z///KN9+/apU6dO9rZvvvlGjRo1Up48eRQWFmZ/tGzZUlar1eHnd6dVq1YpLi5O/fr1k5PTrf8+e/fuLR8fHy1btsxh+5T8/qeGYRj69ttv1b59exmG4ZC/TZs2ioiIsHd7T8u/K0n666+/dOHCBb3yyisOkwz27NlTvr6+Dts6Ozvbt7HZbLp8+bISEhJUu3btJLvlJ8XT09P+PCYmRmFhYXr44YclyeEYfn5+2rp1a7JdrHfv3m3vJn7p0iX7+xUVFaUWLVpo3bp1KR4GKilp/TMGAOB2XJsnLbNcm6c2//LlyyUp0d3db731liQlupasWLGiw8/V399f5cqVS9PrDD8/P0nSjz/+mOJronPnzmn37t3q2bOn8ubNa2+vWrWqWrVqZX+dt3vllVcclhs1aqRLly7Z38OU6NKli9auXavQ0FD98ccfCg0NTXIoIOnG8KM3r9etVqsuXbpkH+oopdejN48THBycom1bt26tl19+WaNHj9ZTTz0lDw8PffbZZ/fcb/ny5XJ2dtYbb7zh0P7WW2/JMIxEPUxbtmypUqVK2ZerVq0qHx+fFP9eBAcHO1zP3/wd4/oVyP4oAgCwc3Z2Vr169ezdi9evX69GjRqpYcOGslqt2rJli/bt26fLly+n6INGkSJFEo05mSdPHl25csW+PHjwYHl7e6tOnToqU6aM+vTpc8/up8l54okntHLlSq1atUpbt25VWFiYJk6caL8A9PHxkXTry/GUmj59ulauXKk1a9Zo3759Onr0qNq0aeOwTefOneXs7GzvdhwTE6Pvv/9ebdu2dRiiJ63czLR06VI9+uijCgsLk7u7u8M2Nz+Q3O313lkouN/36HZpcYy7KVGiRKK2/Pnzq0WLFg5DAi1ZskQuLi72IWYk6dChQ1qxYoX8/f0dHi1btpQkXbhwIdnznjhxQpJUrlw5h3Y3NzeVLFnSvv6mlPz+p8bFixcVHh6uWbNmJcp/88PJzfxp+Xcl3XrtZcqUcWh3dXVVyZIlE22/YMECVa1aVR4eHsqXL5/8/f21bNkyRUREpOh8ly9f1ptvvqnAwEB5enrK39/f/nO//Rjjx4/XP//8o6JFi6pOnToaOXKkwweYQ4cOSboxTuud79nnn3+u2NjYFGdKSlr/jAEAuB3X5knLLNfmqc1/4sQJOTk5qXTp0g7tBQoUkJ+fX6JryaSGLErr64xOnTqpQYMGevHFFxUYGKjOnTvr66+/vmtBILlrYunGEDs3b7i43Z2v5ebPIDWv5dFHH1Xu3Lm1ZMkSffHFF3rooYcSvZc32Ww2ffLJJypTpozc3d2VP39++fv7a8+ePam69itcuLDDF+b38vHHHytv3rzavXu3Pv30UwUEBNxznxMnTqhQoUKJikkVKlSwr7/dg/5epMXPAkDWRBEAgIOGDRtq+/btiomJsX/Q8PPzU+XKlbV+/Xr7h5CUfNBIbkx547YxvStUqKADBw5o8eLFatiwob799ls1bNhQI0aMSHX2IkWKqGXLlmrRooXq1KmjXLlyOawvX768JGnv3r2pOm6dOnXUsmVLNW3aVBUqVHC4C/ymmxOSfvvtt4qPj9fPP/+sq1evptv4ijczdezYUT/99JMqV66sLl266Nq1a/Ztbl447tmzJ9nj3FxXsWJFSff/Ht0utcdIavJhSfbxNO90+13it+vcubMOHjxoH3f+66+/VosWLZQ/f377NjabTa1atdLKlSuTfCQ1kfH9Ssnvf2rc/DDWtWvXZPPfHAs4Lf+uUmvRokXq2bOnSpUqpTlz5mjFihVauXKlmjdvnuI7zJ599lnNnj1br7zyir777jv9/vvv9gnPbj/Gs88+q6NHj9rHWp0wYYIqVapkv2Pq5rYTJkxI9j3z9va+79ea1j9jAADuxLV5Ypnl2tzHx0eFChXSP//8k6r9krv2vdODXGek9Pra09NT69at06pVq9StWzft2bNHnTp1UqtWrZK9Fr8faXHN5O7urqeeekoLFizQ999/n2wvAEkaO3asBgwYoMaNG2vRokX67bfftHLlSlWqVClVvUCT+9yRnF27dtlvynmQz1N386DvJdevQM5FEQCAg0aNGikuLk5fffWVzpw5Y/9A0bhxY/sHjbJlyyowMDDNzpkrVy516tRJ8+bN08mTJ/XYY49pzJgxiomJSbNzSFLbtm3l7OysRYsWpelxb3r++ed1+fJl/frrr/ryyy/l4+Oj9u3bp8u5bufs7Kxx48bp7NmzmjZtmr29YcOG8vPz05dffpnsRfzChQslSe3atbPvkydPHn311Vf3feF/8zWn9H3OkyePwsPDE7XfedfLvXTo0EFubm5asmSJdu/erYMHDyaaZK1UqVK6du2aWrZsmeTjbpPEFS9eXJJ04MABh/a4uDgdO3bMvj4tJPXBzd/fX7lz55bVak02/+13G93r7yqlH0ClW6/95p31N8XHx+vYsWMObUuXLlXJkiX13XffqVu3bmrTpo1atmyZ6O85ufNfuXJFq1ev1pAhQzRq1Cg9+eSTatWqVZI9DiSpYMGCeu211/TDDz/o2LFjypcvn8aMGSNJ9q7SPj4+yb5nrq6uqX4/AADIKFyb37+MuDZv166djhw5os2bN99z2+LFi8tmsyW6njp//rzCw8PT9FoyNdfXTk5OatGihSZNmqR9+/ZpzJgx+uOPP7RmzZokj53cNbEk7d+/X/nz509U8EkrXbp00a5du3T16tUkJ1O+aenSpWrWrJnmzJmjzp07q3Xr1mrZsmWi9yQtr/+ioqIUHBysihUr6qWXXtL48eNTNKxW8eLFdfbs2UQ9Svbv329fDwBpgSIAAAd169aVq6urPvroI+XNm1eVKlWSdOMDyJYtW/Tnn3+m6E6jlLp06ZLDspubmypWrCjDMBQfH59m55GkokWLqnfv3vr99981derUROttNpsmTpyo06dP39fxO3ToIC8vL82YMUO//vqrfSzIjNC0aVPVqVNHkydPtn9A8/Ly0sCBA3XgwAG9++67ifZZtmyZ5s+frzZt2tjHW/fy8tLgwYP133//afDgwUneEbJo0SJt27Yt2Sz16tXTI488os8//1w//PBDovVxcXEaOHCgfblUqVLav3+/Ll68aG/7+++/U9313M/PT23atNHXX3+txYsXy83NTR06dHDY5tlnn9XmzZv122+/Jdo/PDxcCQkJyR6/ZcuWcnNz06effurwvsyZM0cRERF67LHHUpX3bnLlypXoQ4qzs7M6duyob7/9Nsk7zm5//1Lyd3Xzw1lSHxDvVLt2bfn7+2vmzJmKi4uzt8+fPz/JnJLj3URbt25N9OHYy8sryfMntb8kTZ482WHZarUm6s4dEBCgQoUKKTY2VpJUq1YtlSpVSh9//LFDL5mbbn/PUvN+AACQUbg2z9zX5m+//bZy5cqlF198UefPn0+0/siRI5oyZYqkG8PZSImvaSZNmiRJaXotWapUKUVERDj0CD537py+//57h+0uX76caN/q1atLkv166k4FCxZU9erVtWDBAofrpn/++Ue///67/XWmh2bNmun999/XtGnTVKBAgWS3c3Z2TnQt+c033+jMmTMObWl5/Td48GCdPHlSCxYs0KRJkxQUFKQePXok+z7e9Oijj8pqtTrczCVJn3zyiSwWi9q2bfvA2QBAklzMDgAgc/Hy8lKtWrW0ZcsWtW/f3n53ROPGjRUVFaWoqKg0/aDRunVrFShQQA0aNFBgYKD+++8/TZs2TY899li6TCw7ceJEHTlyRG+88Ya+++47tWvXTnny5NHJkyf1zTffaP/+/Xe9q+RuvL291aF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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:41:21,765 INFO: === Dataset: i ===\n", "2024-12-22 11:41:25,558 INFO:Total samples: 6000\n", "Evaluating Twins_PCPVT on i: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:11<00:00, 2.10it/s]\n", "2024-12-22 11:41:37,492 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": [ "2024-12-22 11:41:37,615 INFO: === Dataset: j ===\n", "2024-12-22 11:41:42,048 INFO:Total samples: 6000\n", "Evaluating Twins_PCPVT on j: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:11<00:00, 2.09it/s]\n", "2024-12-22 11:41:54,020 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:41:54,143 INFO: === Dataset: k ===\n", "2024-12-22 11:41:57,940 INFO:Total samples: 6000\n", "Evaluating Twins_PCPVT on k: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:11<00:00, 2.03it/s]\n", "2024-12-22 11:42:10,250 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": [ "2024-12-22 11:42:10,375 INFO: === Dataset: l ===\n", "2024-12-22 11:42:21,292 INFO:Total samples: 16634\n", "Evaluating Twins_PCPVT on l: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 65/65 [00:29<00:00, 2.17it/s]\n", "2024-12-22 11:42:51,692 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": [ "2024-12-22 11:42:51,814 INFO:Model Twins_PCPVT evaluation completed in 180.33 seconds.\n", "2024-12-22 11:42:51,815 INFO:\n", "=== Evaluating PiT on Test Datasets ===\n", "/tmp/ipykernel_1215053/669465779.py:358: 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", "2024-12-22 11:42:52,102 INFO:Loaded model weights from PiT_best.pth\n", "2024-12-22 11:42:52,102 INFO: === Dataset: a ===\n", "2024-12-22 11:42:52,666 INFO:Total samples: 904\n", "Evaluating PiT on a: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.82it/s]\n", "2024-12-22 11:42:55,342 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:42:55,462 INFO: === Dataset: b ===\n", "2024-12-22 11:42:57,423 INFO:Total samples: 3181\n", "Evaluating PiT on b: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:06<00:00, 2.12it/s]\n", "2024-12-22 11:43:04,042 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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oo2DBgkalSpWS/ToAAODhWXFu/ttvvxmSjF69eiVr+2+//daQZIwcOdJu/LXXXjNsNptx4MABc0yS4erqajeWcLxJkyaZYwnnx4sXL7Z7zTvPoxPc+f579epleHh4GDdu3Lhr7oRjrF+/3jAMw4iNjTW8vb2NcuXKGVevXjW3++677wxJxpAhQ+yOJ8nuHNAwbn5fqFKlyl2Pefv7ePLJJw3DMIyqVasa7dq1Mwzj5nmgq6urMX/+/CQ/g6TOJbds2WJIMhYsWGCOLV682O693S7hXG/16tVJPnfn95cZM2YYkozPPvvM2Lp1q+Hs7Gz07t37vu9xwoQJ5n4JYmNjDX9/fyNXrlxGdHS0YRg3z6clGY888ojdd55ly5YZkoywsLB7HifhfyNVqlQxYmNjzfGxY8cakoxly5bdNysApDWWAwKQYTVs2FD58+dXkSJF1KJFC+XKlUvffPONChUqlKbHfeKJJ5Q/f375+vrqrbfeUsmSJbVq1SrlyJHD3ObixYuSlOTU5AQJz0VHR9v9/3vtcz/R0dEPtf/9tGnTRtmzZ7cba968ua5fv263FMv333+vyMhINW/eXNLNq6+WLl2qgIAAGYahs2fPmrdGjRopKipK4eHhdz3uypUrJd3ss3C7fv36SZJWrFhhN162bFm7pnL58+fXE088oUOHDj3Au765zM6PP/6o119/XRcvXjSznzt3To0aNdI///xjTsH28vLSH3/8oX/++eeBjnWnH374QbGxserRo4fdFUJJzZxwc3MzezTExcXp3LlzypUrl5544ol7fr63u/3P9/Llyzp79qxq1qwpwzC0a9cucxtXV1dt2LDhrlOY165dq8jISLVs2dLuz9vZ2Vk1atTQ+vXrk/sRJOnRRx81Z19IMqdU79q1S6dOnXqo1wYAACmXnufmKT1vXrlypZydndWzZ0+78X79+skwDK1atcpuvGHDhnZNicuXLy8PD48HPpdMipeXly5fvmwuGZkcO3bs0OnTp9W1a1e7XgFNmjRR6dKlE50TS1Lnzp3tHteuXTvF7+ONN97Q119/rdjYWC1ZskTOzs5252G3u/1c8vr16zp37pxKliwpLy+vZJ+PSlKxYsXMGcX307FjRzVq1Eg9evRQ69atVaJECYWEhNx3v5UrV6pAgQJq2bKlOebi4qKePXvq0qVL2rhxo932zZs3t5v9nfB9I7mfZ8eOHe1mDHTp0kXZsmUzv+sAgJVYDghAhjVlyhQ9/vjjypYtm3x8fPTEE0+kS5PapUuXysPDQ2fOnNEnn3yiw4cPJ/phPOELSUIxICl3Fgo8PDzuu8/9pPaXkzsVK1Ys0ViFChVUunRpLVq0SO3atZN0cymgfPnymVOGz5w5o8jISM2cOVMzZ85M8rVvX8fzTkePHpWTk5NKlixpN16gQAF5eXnp6NGjduNJTQvPkyfPA6+5eeDAARmGocGDB2vw4MFJbnP69GkVKlRIw4cP10svvaTHH39c5cqV0/PPP6/WrVubywqlVMJ7K1WqlN14/vz57b6ESFJ8fLwmTpyoqVOn6vDhw3brvSZ3Kv6xY8c0ZMgQLV++PNHnFRUVJelmsWHMmDHq16+ffHx89NRTT+nFF19UYGCgChQoIElmESTh78CdEv6+P6iSJUsmmjb9+OOPS7q5RFdCDgAAkD7S89w8pefNR48e1aOPPpqoaJCw/Exan0smpWvXrvrqq6/UuHFjFSpUSM8995xef/11Pf/883fdJyFnUkvjlC5dWps2bbIbc3d3N3teJXiQ99GiRQv1799fq1at0ueff64XX3zxrgWYq1evavTo0Zo7d66OHz9u13Mh4VwyOZL63nEvs2fPVokSJfTPP//ol19+SfT9LClHjx5VqVKlEv09Te7fi4Rz8eR+nneez+fKlUsFCxZM1FMLAKxAEQBAhlW9enVVrVo13Y9bp04d5cuXT5IUEBAgPz8/vfnmm9q5c6d5Aplw4rhnzx5VrFgxydfZs2ePpJtXrUs3T9wlae/evXfd535Kly6tXbt26d9//1WRIkXuu/3d1p6Mi4uTs7NzovG7nUw3b95co0aN0tmzZ5U7d24tX75cLVu2VLZsN/8ZSWgk1qpVq0S9AxIk50fy5K6VmVR2SYkavyVXQv7+/fvf9YqkhAJFnTp1dPDgQS1btkzff/+9Pv30U3388ceaPn262rdv/0DHT66QkBANHjxYb731lkaMGKG8efPKyclJvXv3tmvmdjdxcXF69tlndf78eb377rsqXbq0cubMqePHj6tt27Z2r9G7d28FBATo22+/1Zo1azR48GCNHj1aP/74oypVqmRuGxoamuQP8gl/NwAAQOaQnufmJUuWVLZs2bR37940ef2HOZe02WxJbndnM15vb2/t3r1ba9as0apVq7Rq1SrNnTtXgYGBiRrTPqi7vY+UKliwoOrVq6ePPvpImzdv1tKlS++6bY8ePTR37lz17t1b/v7+8vT0lM1mU4sWLZJ1PpogOT/i327Dhg2KiYmRdPP7lL+/f4r2T47U/o4BABkJ39AB4B5y5cql4OBgBQUF6auvvlKLFi0kSY0bN5azs7NCQ0Pv2hx4wYIFypYtm3m1T8I+n3322QM39g0ICNCXX36pzz77TAMHDrzv9nny5FFkZGSi8aNHj6p48eLJPm7z5s01bNgwLV26VD4+PoqOjjY/C+nmVeu5c+dWXFycGjZsmOzXTVC0aFHFx8frn3/+sWsYFhERocjISBUtWjTFr5mUuxUZEj4LFxeXZOXPmzevgoKCFBQUpEuXLqlOnToaOnSoWQRISeOvhPf2zz//2P2ZnDlzJtFVR0uWLFH9+vU1e/Zsu/HIyEizcHWv4+/du1f79+/X/Pnz7f7e3m2aeokSJdSvXz/169dP//zzjypWrKiPPvpIn332mTmF3tvb+76f2YM0QkuYnXH7vvv375ckszExAADInHLkyKEGDRroxx9/TNbFL0WLFtUPP/ygixcv2l3B/vfff5vPp5Y8efIkOTP3zqvKJcnV1VUBAQEKCAhQfHy8unbtqhkzZmjw4MGJZsDennPfvn2JZlvu27cvVd/Hnd544w21b99eXl5eeuGFF+663ZIlS9SmTRt99NFH5ti1a9cSfedIzUa4J0+eVI8ePfTcc8/J1dXVvHDnfp9H0aJFtWfPHsXHx9vNBkiLvxfSzfP5+vXrm48vXbqkkydP3vPzBID0Qk8AALiPN998U4ULF9aYMWPMsSJFiigoKEg//PCDpk2blmif6dOn68cff1S7du1UuHBhc58OHTro+++/16RJkxLtEx8fr48++kj//fffXbO89tpr8vPz06hRo7Rly5ZEz1+8eFHvvfee+bhEiRLaunWrYmNjzbHvvvtO//77b/Le/P8rU6aM/Pz8tGjRIi1atEgFCxZUnTp1zOednZ316quvaunSpfr9998T7X/mzJl7vn7CifGECRPsxsePHy/p5jqoqSGhr8OdX1K8vb1Vr149zZgxQydPnky03+35z507Z/dcrly5VLJkSfPKJEnKmTNnksdJSsOGDeXi4qJJkybZXWV052ch3fyc77wSafHixWa/gvsdP+HqpttfwzAMTZw40W67K1eu6Nq1a3ZjJUqUUO7cuc332ahRI3l4eCgkJETXr19PlPX2zywln0eCEydO6JtvvjEfR0dHa8GCBapYsSJLAQEAkAUEBwfLMAy1bt1aly5dSvT8zp07zSvqX3jhBcXFxWny5Ml223z88cey2Wxq3LhxquUqUaKE/v77b7tznd9++02bN2+22+7Oc0YnJydzZuzt5423q1q1qry9vTV9+nS7bVatWqW//vor1c6Jk/Laa68pODhYU6dOlaur6123S+p8dNKkSYlmQjzI+d/ddOjQQfHx8Zo9e7ZmzpypbNmyqV27dve9Qv+FF17QqVOntGjRInPsxo0bmjRpknLlyqW6des+dLbbzZw50+68eNq0abpx40aq/v0DgAfFTAAAuA8XFxf16tVLb7/9tlavXm1e2f/xxx/r77//VteuXe3G16xZo2XLlqlu3bp2V8hI0kcffaSDBw+qZ8+e+vrrr/Xiiy8qT548OnbsmBYvXqy///7b7gr7pLJ8/fXXatiwoerUqaPXX39dtWrVkouLi/744w998cUXypMnj0aNGiVJat++vZYsWaLnn39er7/+ug4ePGh3FXdKNG/eXEOGDJG7u7vatWuXaG3NDz74QOvXr1eNGjXUoUMHlS1bVufPn1d4eLh++OEHnT9//q6vXaFCBbVp00YzZ85UZGSk6tatq23btmn+/Plq2rSp3RU1DyN79uwqW7asFi1apMcff1x58+ZVuXLlVK5cOU2ZMkVPP/20/Pz81KFDBxUvXlwRERHasmWL/vvvP/3222+Sbi7vVK9ePVWpUkV58+bVjh07tGTJEnXv3t08TpUqVSRJPXv2VKNGjeTs7HzXP9f8+fOrf//+Gj16tF588UW98MIL2rVrl1atWmV3db8kvfjiixo+fLiCgoJUs2ZN7d27V59//nmiWR0lSpSQl5eXpk+frty5cytnzpyqUaOGSpcurRIlSqh///46fvy4PDw8tHTp0kQzDvbv369nnnlGr7/+usqWLats2bLpm2++UUREhPk+PDw8NG3aNLVu3VqVK1dWixYtlD9/fh07dkwrVqxQrVq1zC/iKfk8Ejz++ONq166dtm/fLh8fH82ZM0cRERGaO3fuPfcDAACZQ82aNTVlyhR17dpVpUuXVuvWrVWqVCldvHhRGzZs0PLlyzVy5EhJN2fL1q9fX++9956OHDmiChUq6Pvvv9eyZcvUu3fvBzr3vZu33npL48ePV6NGjdSuXTudPn1a06dP15NPPmk2NJZunoefP39eDRo0UOHChXX06FFNmjRJFStWtJv5ejsXFxeNGTNGQUFBqlu3rlq2bKmIiAhNnDhRvr6+6tOnT6q9jzt5enpq6NCh993uxRdfVGhoqDw9PVW2bFlt2bJFP/z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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:43:04,161 INFO: === Dataset: c ===\n", "2024-12-22 11:43:06,117 INFO:Total samples: 3181\n", "Evaluating PiT on c: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:06<00:00, 2.07it/s]\n", "2024-12-22 11:43:12,853 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:43:12,971 INFO: === Dataset: d ===\n", "2024-12-22 11:43:14,933 INFO:Total samples: 3181\n", "Evaluating PiT on d: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 13/13 [00:06<00:00, 1.97it/s]\n", "2024-12-22 11:43:21,989 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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SPGbQoEEKDg5Wx44dFRAQoBdeeEGjRo3S6NGjlZSUlOIxAwYMUExMjLn99ddf6f5eMoKXl5cqV65sdQwAAJAFbNiwQeXLl9ecOXPUpUsXHT9+3OpIgEMZMWKEpk2bphkzZsjFxcWs16pVS1FRURYmAwAAADKeZU0AV1dXValSRevWrTNrSUlJWrdunQIDA1M85urVq3Jyso/s7OwsSTIMI8Vj3NzclDdvXrsNAADAEVy/fl39+vVT/fr1dezYMUlSYmKifv31V4uTAY5l//79qlOnTrK6p6cn63EBAABkUzabLVM2R2DZmgCS1LdvX7Vt21ZVq1ZV9erVNWHCBF25ckWhoaGSpJCQEBUuXFijR4+WdHN6nPHjx6tSpUqqUaOG/vzzTw0aNEhBQUFmMwAAACA72LVrl9q0aaN9+/aZtXr16ikiIkLFihWzMBngeAoVKqQ///xT/v7+dvWNGzeqRIkS1oQCAAAAMomlTYAWLVro7NmzGjx4sE6dOqWKFStq9erV5mLBx44ds7vz/91335XNZtO7776r48ePq2DBggoKCtLIkSOtegsAAADpKiEhQWPGjNGQIUOUkJAg6ebIxlGjRql3797JRkUCuLdOnTqpV69emjVrlmw2m06cOKEtW7YoLCxMgwYNsjoeAAAAMoCj3KWfGSxtAkhS9+7d1b179xSf27Bhg93jHDlyKDw8XOHh4ZmQDAAAIHMdPXpUrVq10pYtW8xaxYoVNW/ePD3++OMWJgMcW//+/ZWUlKSGDRvq6tWrqlOnjtzc3BQWFqYePXpYHQ/ZROdX66hP24byLZBXew8cV98xC/XTr0dT3DdHDie92f5ptWlWQw/7eOnA0dN6d+JSrd38m7lP7pxuCu/aTM81qKCC+XLr5/1/K2zsIu3cdyyz3hIAB/X5p/M1Z/ZMnTt3Vo88Wkb9Bw5SQPnyd9z/mzWrNHXyRJ04flxFi/mrd98w1a5T13z+27XfaOEXn+u3X39VTEy0FixaojKPPZYZbwVAOuFWsiwkKiqKOUkBAHiAubu7648//pAkOTk56Z133tG2bdtoAAD/kc1m0zvvvKMLFy7ol19+0datW3X27FmFh4frxIkTVsdDNvDy05U1pt8LGvnxKgW2HqM9B45r2YfdVDBf7hT3H9I1SB1felJ9xy5UpZdG6JNFG7VgXCdVeLSIuc9Hg1urwRNl1P7dOar66ih9u+V3rZjWQw8X9MystwXAAa1etVLvjx2tzl276fOFX+nRR8uoS+cOOn/+fIr7794Vpf5v9tMLL76sBYuWqH6Dhurdo5v++OOAuc+1a1dVqVJl9e4blllvA0gXrAlwG02ALGT58uXmz25ubhYmAQAAVvD19dX06dNVqlQpbdy4USNGjJCrq6vVsYBsw9XVVWXLllX16tWVO3du/frrr/Lz87M6FrKBnm0aaPaXmxW5bKt+P3RKPUZ+rmvX49W2eWCK+7duVl1jZ36jNRv36cjx85qxcKPWbNqnXsENJEnubi5q3rCi3pmwRJuiDurQX+c08uOVOvjXWXV6pXZmvjUADiZyzmy9+PKrav7CSypZqpTeDR8qd3d3LflycYr7z583VzWfrK127TuqRMmS6t6ztx4rW1affzrP3CfoueZ6o2t31QhM+b9pQFZFE+A2mgBZSFxcnPlzUFCQhUkAAEBmWLx4sc6dO2dXe+GFF/TLL78okC9ZAOAQXHI4q9Jjfvpu236zZhiGvtu2X9XLF0/xGFeXHLoef8Oudu16vGpWKilJyuHspBw5nJPtcz3uhrkPAPzbjfh4/bbvVz0RWNOsOTk56YknamrPz7tSPGbP7t164gn7686atZ7Unt27MzIqgExGEyAL8vLyUuXKla2OAQAAMsjFixfVunVrvfzyy+rSpYsMw7B7nhGBAOA4vPPlVo4czjpz4ZJd/cz5WBUqkDfFY77d8pt6tmmgkkULymazqUGNMnq+QUUV8r65/+Wrcdr68yEN6NREDxX0lJOTTS2fraYa5Yub+wDAv12MvqjExEQVKFDArl6gQIFkN57ccu7cORUo4J18//Mp7w84FFsmbQ6AJgAAAEAmWrt2rQICAvTZZ59JkhYtWqQffvjB4lQA7iYuLk6xsbF2m5GUaHUsOLCw9xbp4LEz+vnLQYrdPkEf9H9Fc5dtVVLS7aZw+3fnymaTDn0zUjHbJqhbq7r6YvVPdvsAAACkRg6rA+AmFgUGACB7u3r1qt5++21NmTLFrHl5eWnq1KmqU6eOhcmA7GvPnj13fX7//v13ff6W0aNHa+jQoXY1Z99qcnmo+n1nQ/Zx7uJlJSQkyid/Hru6T4G8OnU+9o7HvNp3htxcc6iAZy6dOBujET2f1+HjtxfuPPz3OT3dcaJyursqb253nToXq8j/herwce7OBZCyfF755OzsnGwR4PPnz8vb2zvFY7y9vXX+X3f9nz9/Xt4FUt4fcCSOMl9/ZqAJkEWwKDAAANnXjh07FBwcbPcLx0aNGmn27NkqUqSIhcmA7K1ixYqy2WzJptySZNZT8+VwwIAB6tu3r13Np/bb6ZYTju1GQqJ2/faX6td4VMs33Gw82Ww21a/+iKYtuPtIr7j4BJ04G6McOZzUvGFFLV4blWyfq9fjdfV6vLzyeKhRzcf0zoSlGfI+ADg+F1dXPVb2cW3bukUNGjaSJCUlJWnbti1q2apNiseUr1hR27ZuVZuQdmZt65bNKl+xYiYkBpBZaAJkESwKDABA9nPjxg2NHDlSI0aMUGLizalD3N3dNXbsWHXr1k1OTszMCGSkw4cPp8vruLm5JbtRx+bknC6vjexh0rzvNGNYsHbuO6affjmi7q3rK6eHm+Yu3SpJ+mR4sE6cidHgycskSdXKFdPDPl76ef/fKuzjpXc6PysnJ5vGR3xrvmajwMdks0kHjpxRSb+CGtWnuQ4cPq25y7ZY8h4BOIbgtqEaNPBtPf54OZULKK95kXN07do1NX/hRUnSOwPeko+Pr3r16SdJeq1NiDq0C9aciFmqU6euVq9aqV9/+UWDhgwzXzMmOlonT57U2bNnJElHjtz899Xb21veBQtm8jsEUo+RALfRBMhiWBQYAIDs4+uvv7abQqRatWqaO3euypQpY2Eq4MFRrFgxqyPgAbHomyh558utwV2ayrdAHu3Zf1zPd5tqLhbsVyi/3Vz+bm4uCu/WTMULe+vy1Tit2fSrOgyaq5jL18x9PHO7a1iP51TY10sXYq5q6brdCp+6XAkJSZn+/gA4jmeaPKuLFy7owymTdO7cWT1a5jF9+PEnKvD/0wGdOnlSTrbbN6JUrFRZo8e+rymTJmjyhPEqWsxfEyZPVenSj5j7bFj/nQa/O8B8/HZYH0nSG127q0u3Hpn0zgD8FzYjpbGx2VhsbKw8PT0VExOjvHnzWh3HNHDgQEVHR8vLy0ujRo2yOg4AAEgHhmHoxRdf1PLlyzVo0CANHDhQLi4uVscCMkxWvdb+p4CAAK1cuVJ+fn7/6XU8KnVPp0QA8N9c3DHl3jsBQCZwz2K3m5cKW5Up5/nz/SaZcp7/Iov90QAAADiuWw39W2w2m6ZPn64jR46oWrVq1gUDYDpy5Ihu3LhhdQwAAAAg0zARLQAAwH9kGIbmzZsnf39/LV++3O65ggUL0gAAAAAAgExms9kyZXMENAEAAAD+g/Pnz+vVV19VcHCwYmJi1LFjR509e9bqWADuoHbt2vLw8LA6BgAAAJBpmA4oC4iKilJ0dLTVMQAAQBqtWrVK7du316lTp8zaU089xbz/QBa2cuVKqyMAAAAgEzjITfqZgiZAFvDPaQPc3NwsTAIAAFLj8uXLCgsL08cff2zW8ufPr2nTpumVV16xMBmAO/njjz+0fv16nTlzRklJSXbPDR482KJUAAAAQMajCZAFxMXFmT8HBQVZmAQAANzLli1bFBwcrIMHD5q1Jk2aaObMmXrooYcsTAbgTmbMmKEuXbrI29tbhQoVspu71Waz0QQAAADIhhxlvv7MQBMgC/Hy8lLlypWtjgEAAO5g7ty5Cg0NNe8izpkzp8aPH6/XX3+dC0wgCxsxYoRGjhypt99+2+ooAAAAQKajCQAAAJBK9evXV548eRQTE6PAwEDNnTtXpUqVsjoWgHu4ePEiU3UBAAA8YLhP6zYnqwMAAAA4Cj8/P3344YcaOXKkfvjhBxoAgIN45ZVX9M0331gdAwAAALAEIwEAAABScOTIEb3zzjv68MMP5enpadZbt25tYSoA96NUqVIaNGiQtm7dqoCAALm4uNg937NnT4uSAQAAIKM4OTEU4BaaAAAAAP9gGIYiIiLUq1cvXbp0SS4uLoqIiLA6FoD/YPr06cqdO7e+//57ff/993bP2Ww2mgAAAADI1mgCAAAA/L8zZ87o9ddf19KlS83ahg0bdOHCBeXPn9/CZAD+i8OHD1sdAQAAAJmMNQFuY00AAAAAScuWLVNAQIBdA6Bdu3bas2cPDQAgGzEMQ4ZhWB0DAAAAyDQ0ASwWFRWl6Ohoq2MAAPDAio2NVYcOHfT888/rzJkzkiRvb2999dVXmj17tvLmzWtxQgDpYe7cuQoICJCHh4c8PDxUvnx5RUZGWh0LAAAAGcRms2XK5giYDshiy5cvN392c3OzMAkAAA+eH3/8USEhITpy5IhZCwoK0owZM+Tr62tdMADpavz48Ro0aJC6d++uWrVqSZI2btyoN954Q+fOnVOfPn0sTggAAABkHJoAFouLizN/DgoKsjAJAAAPnj179pgNgNy5c2vixIkKDQ11mLs5AKTO5MmT9dFHHykkJMSsPffcc3r88cc1ZMgQmgAAAADZEF/rbqMJkEV4eXmpcuXKVscAAOCB0rVrVy1btkzXrl3TnDlzVLx4casjAcgAJ0+eVM2aNZPVa9asqZMnT1qQCAAAAMg8rAkAAAAeCImJiVq7dq1dzWazacGCBVq/fj0NACAbK1WqlL744otk9QULFqh06dIWJAIAAEBGY02A2xgJAAAAsr2DBw8qJCREmzdv1tq1a9WoUSPzOS8vL+uCAcgUQ4cOVYsWLfTDDz+YawJs2rRJ69atS7E5AAAAAGQnjAQAAADZlmEYmj59uipUqKDNmzdLkjp27Kj4+HiLkwHITC+99JK2bdumAgUKaMmSJVqyZIm8vb21fft2vfDCC1bHAwAAQAZgJMBtjASwUFRUlKKjo62OAQBAtnTy5El17NhRK1euNGslSpTQ3Llz5erqamEyAFaoUqWK5s+fb3UMAAAAINPRBLDQ8uXLzZ/d3NwsTAIAQPayaNEivfHGGzp//rxZ69Spk8aNG6c8efJYmAxAZnJycrrn3Vk2m00JCQmZlAgAAACZxUFu0s8UNAEsFBcXZ/4cFBRkYRIAALKH6Oho9ejRQ/PmzTNrvr6++uSTT9SsWTMLkwGwwldffXXH57Zs2aJJkyYpKSkpExMBAAAAmY8mQBbg5eWlypUrWx0DAACH16lTJy1atMh8/OKLL2ratGkqWLCghakAWOX5559PVtu/f7/69++v5cuX67XXXtOwYcMsSAYAAICM5ijz9WcGFgYGAADZxujRo5UzZ07lzZtXc+fO1aJFi2gAAJAknThxQp06dVJAQIASEhK0e/duzZkzR8WKFbM6GgAAAJChGAkAAAAcVnx8vN0iv6VKldKCBQtUvnx5FS1a1MJkALKKmJgYjRo1SpMnT1bFihW1bt061a5d2+pYAAAAyGAMBLiNkQAWiYqKUnR0tNUxAABwSAkJCRo2bJgqV66sq1ev2j3XrFkzGgAAJEljx45ViRIl9PXXX+uzzz7T5s2baQAAAADggcNIAIssX77c/NnNzc3CJAAAOJb9+/crJCRE27dvlyS99dZbmjJlisWpAGRF/fv3l4eHh0qVKqU5c+Zozpw5Ke735ZdfZnIyAAAAZDTWBLiNJoBF4uLizJ+DgoIsTAIAgGMwDEMffvih3nzzTV27dk2S5OzsrAIFCsgwDC7wACQTEhLCfxsAAADwwKMJYDEvLy9VrlzZ6hgAAGRpx48fV2hoqNauXWvWHnnkEc2dO1c1atSwMBmArCwiIsLqCAAAALAI94LcxpoAAAAgS/vss89Urlw5uwZAt27dtGvXLhoAAAAAAADcAyMBAABAlmQYhtq1a6e5c+eatYcfflizZ8/W008/bWEyAAAAAEBWx7SQtzESAAAAZEk2m01ly5Y1H7ds2VJ79+6lAQAAAAAAQBowEgAAAGRZYWFh2rx5s1q1aqWWLVtaHQcAAAAA4CAYCHAbTQAAAJAlbN26VTt27FCPHj3MmrOzs5YuXWphKgAAAAAAHBtNAAAAYKn4+HgNHz5co0aNkiRVqVJFNWvWtDgVAAAAAMCRsSbAbawJAAAALLNv3z4FBgZqxIgRSkpKUlJSkqZMmWJ1LAAAAAAAsg2aAAAAINMlJSVpwoQJqly5sqKioiRJOXLk0PDhwzV37lyL0wEAAAAAHJ3NljmbI2A6IAAAkKmOHTumdu3aaf369WbtscceU2RkpKpUqWJhMgAAAAAAsh9GAgAAgExhGIbmzp2rgIAAuwZA7969tXPnThoAAAAAAIB0Y7PZMmVzBIwEAAAAmSIhIUEffPCBYmNjJUl+fn6KiIhQgwYNLE4GAAAAAED2xUgAAACQKVxcXBQZGSk3NzcFBwdrz549NAAAAAAAABmCNQFuYyQAAADIEJcuXdLZs2dVokQJs1auXDn9+uuvKlmypIXJAAAAAAB4cDASAAAApLuNGzeqQoUKat68ueLi4uyeowEAAAAAAMhorAlwG00AAACQbuLi4tS/f3/VqVNHhw8f1t69ezVs2DCrYwEAAAAA8MBiOiAAAJAu9u7dqzZt2mjPnj1mrVatWurQoYOFqQAAAAAADyIHuUk/UzASAAAA/CeJiYl67733VLVqVbMB4OLiov/973/6/vvv7dYEAAAAAAAAmYuRAAAA4L4dPnxYbdu21Y8//mjWAgICFBkZqQoVKliYDAAAAADwIHOU+fozA00AAABwX6Kjo1W5cmVFR0dLunmBFRYWpuHDh8vNzc3acAAAAAAAQBLTAQEAgPvk5eWlHj16SJL8/f21YcMGjR07lgYAAAAAAMByNpstUzZHwEgAAACQaoZh2F3kDBo0SC4uLurVq5fy5s1rYTIAAAAAAJASRgIAAIB7iomJUbt27TR69Gi7uouLiwYNGkQDAAAAAACQpdhsmbM5AkYCAACAu9qwYYPatm2rY8eOKUeOHGrSpIkqVapkdSwAAAAAAJAKjAQAAAApun79uvr166f69evr2LFjkiQPDw/zZwAAAAAAsirWBLiNkQAAACCZXbt2qU2bNtq3b59Zq1evniIiIlSsWDELkwEAAAAAgLRgJAAAADAlJCRo5MiRql69utkAcHNz07hx47Ru3ToaAAAAAAAAh8CaALcxEgAAAEiSTpw4oZdffllbtmwxaxUrVlRkZKTKlStnYTIAAAAAAHC/GAkAAAAkSfny5dPFixclSU5OTho4cKC2bdtGAwAAAAAA4HBYE+A2mgAAAEDSzUV/IyMjVaZMGf34448aOXKkXF1drY4FAAAAAECaMR3QbUwHBADAA2rhwoUqX768Hn30UbNWtWpV/fLLL3J2drYwGQAAAAAASC//aSTA9evX0ysHAADIJBcvXtRrr72mV199VSEhIUpISLB7ngYAAAAAAMDROdlsmbI5gjQ3AZKSkjR8+HAVLlxYuXPn1qFDhyRJgwYN0syZM9M9IAAASD/ffvutAgIC9Omnn0qStm/frq+++sriVAAAAAAAIKOkuQkwYsQIRUREaOzYsXbzBJcrV06ffPJJuoYDAADp4+rVq+rZs6eeeuopHT9+XJLk5eWl+fPn6+WXX7Y4HQAAAAAA6Ys1AW5LcxNg7ty5mj59ul577TW76QIqVKig33//PV3DAQCA/27Hjh2qXLmyJk+ebNYaNWqkvXv3qnXr1rI5ylULAAAAAABIszQ3AY4fP65SpUolqyclJenGjRvpEgoAAPx3N27c0JAhQxQYGKj9+/dLktzd3TVp0iStWbNGRYoUsTghAAAAAAAZw2azZcrmCNLcBChbtqx+/PHHZPVFixapUqVK6RIKAAD8dzt37tSwYcOUmJgoSapWrZp27dqlHj16yMkpzZcAAAAAAADAAaX5NwCDBw9W9+7dNWbMGCUlJenLL79Up06dNHLkSA0ePDgjMgIAgPvwxBNPqE+fPnJ2dtaQIUO0adMmlSlTxupYAAAAAABkOCdb5mxpNXXqVPn7+8vd3V01atTQ9u3b77p/dHS0unXrpoceekhubm565JFHtHLlyrR9FmkN+fzzz2v58uX69ttvlStXLg0ePFi//fabli9frqeeeiqtLwcAANLJqVOnlJSUZFcbOXKktm/frvDwcLm4uFiUDAAAAAAALFiwQH379lV4eLiioqJUoUIFNW7cWGfOnElx//j4eD311FM6cuSIFi1apP3792vGjBkqXLhwms6b437C1q5dW2vXrr2fQwEAQDozDEOffvqpunXrpqFDh6pXr17mc+7u7qpcubKF6QAAAAAAyHxZcb7+8ePHq1OnTgoNDZUkTZs2TStWrNCsWbPUv3//ZPvPmjVLFy5c0ObNm80b+/z9/dN83jSPBChRooTOnz+frB4dHa0SJUqkOQAAALh/58+f16uvvqo2bdooJiZG/fv312+//WZ1LAAAAAAAHghxcXGKjY212+Li4pLtFx8fr507d6pRo0ZmzcnJSY0aNdKWLVtSfO1ly5YpMDBQ3bp1k6+vr8qVK6dRo0aZa/+lVpqbAEeOHEnxJHFxcTp+/HhaXw4AANynlStXqly5clq0aJFZe+mll/TQQw9ZmAoAAAAAAOvZbJmzjR49Wp6ennbb6NGjk+U5d+6cEhMT5evra1f39fXVqVOnUnwPhw4d0qJFi5SYmKiVK1dq0KBBGjdunEaMGJGmzyLV0wEtW7bM/HnNmjXy9PQ0HycmJmrdunX3NRRh6tSpeu+993Tq1ClVqFBBkydPVvXq1e+4f3R0tN555x19+eWXunDhgooVK6YJEybo2WefTfO5AQBwRJcvX1ZYWJg+/vhjs5Y/f35NmzZNr7zyioXJAAAAAAB4sAwYMEB9+/a1q7m5uaXLayclJcnHx0fTp0+Xs7OzqlSpouPHj+u9995TeHh4ql8n1U2A5s2bS7o5l1Lbtm3tnnNxcZG/v7/GjRuX6hNLtxdCmDZtmmrUqKEJEyaocePG2r9/v3x8fJLtf2shBB8fHy1atEiFCxfW0aNH5eXllabzAgDgqDZv3qyQkBAdPHjQrDVp0kQzZ85kBAAAAAAAAP/PpsxZE8DNzS1Vv/T39vaWs7OzTp8+bVc/ffq0ChUqlOIxDz30kFxcXOTs7GzWHnvsMZ06dUrx8fFydXVNVcZUTweUlJSkpKQkFS1aVGfOnDEfJyUlKS4uTvv371ezZs1S+3KS7BdCKFu2rKZNm6acOXNq1qxZKe5/ayGEJUuWqFatWvL391fdunVVoUKFNJ0XAABHtGTJEtWuXdtsAOTMmdNcRIgGAAAAAAAAWZerq6uqVKmidevWmbWkpCStW7dOgYGBKR5Tq1Yt/fnnn0pKSjJrBw4c0EMPPZTqBoB0H2sCHD58WN7e3mk9LBkrF0IAAMARNWzYUMWKFZMkBQYG6ueff1bnzp1ls2XO3Q0AAAAAADgKJ1vmbGnRt29fzZgxQ3PmzNFvv/2mLl266MqVKwoNDZUkhYSEaMCAAeb+Xbp00YULF9SrVy8dOHBAK1as0KhRo9StW7c0nTfV0wH905UrV/T999/r2LFjio+Pt3uuZ8+eqXqNuy2E8Pvvv6d4zKFDh/Tdd9/ptdde08qVK/Xnn3+qa9euunHjxh3nQIqLi7NbjTk2NjZV+QAAyGry5MmjOXPm6Mcff9Rbb72lHDnu659xAAAAAABggRYtWujs2bMaPHiwTp06pYoVK2r16tXm78iPHTsmJ6fb9+37+flpzZo16tOnj8qXL6/ChQurV69eevvtt9N03jT/9mDXrl169tlndfXqVV25ckX58+fXuXPnlDNnTvn4+KS6CXA/7mchhNGjR2vo0KEZlgkAgIxw5MgR9ejRQ5MnT5a/v79Zr127tmrXrm1dMAAAAAAAHEBWHTXfvXt3de/ePcXnNmzYkKwWGBiorVu3/qdzpnk6oD59+igoKEgXL16Uh4eHtm7dqqNHj6pKlSp6//33U/0697sQwiOPPHLHhRBSMmDAAMXExJjbX3/9leqMAABkNsMwNHv2bJUvX15ff/212rVrZzf3HwAAAAAAQFqkuQmwe/du9evXT05OTnJ2dlZcXJz8/Pw0duxYDRw4MNWvk1kLIbi5uSlv3rx2GwAAWdGZM2f0wgsvqH379rp06ZKkmyMCaGADAAAAAJA2NlvmbI4gzU0AFxcXc14iHx8fHTt2TJLk6emZ5l9SWLUQAgAAWc3SpUtVrlw5LV261Ky1a9dOe/bsMRcDBgAAAAAASKs0rwlQqVIl7dixQ6VLl1bdunU1ePBgnTt3TpGRkSpXrlyaXsuqhRAAAMgqYmNj1adPH82aNcuseXt7a8aMGWrevLl1wQAAAAAAcGBOjnKbfiZIcxNg1KhR5hQFI0eOVEhIiLp06aLSpUtr5syZaQ5gxUIIAABkBZs2bVKbNm105MgRsxYUFKQZM2aYDXEAAAAAAID/Is1NgKpVq5o/+/j4aPXq1ekaCACAB0VsbKzZAMidO7cmTpyo0NBQ2bhbAQAAAACA/4Sv1releU2AO4mKilKzZs3S6+UAAMj2mjRpos6dO6t27dras2eP2rdvTwMAAAAAAACkqzQ1AdasWaOwsDANHDhQhw4dkiT9/vvvat68uapVq6akpKQMCQkAgKNLTEzUggULZBiGXX3ChAlav369ihcvblEyAAAAAACyH5vNlimbI0h1E2DmzJlq0qSJIiIiNGbMGD3xxBOaN2+eAgMDVahQIf3yyy9auXJlRmYFAMAhHTx4UHXq1FHLli2TrZ/j7u4uZ2dni5IBAAAAAIDsLtVNgIkTJ2rMmDE6d+6cvvjiC507d04ffvih9u7dq2nTpumxxx7LyJwAADgcwzA0ffp0VahQQZs3b5Yk9evXTzExMRYnAwAAAAAge7PZMmdzBKluAhw8eFCvvPKKJOnFF19Ujhw59N5776lIkSIZFg4AAEd16tQpBQUFqXPnzrpy5YokqUSJElq5cqU8PT0tTgcAAAAAAB4UOVK747Vr15QzZ05JN+dTcnNz00MPPZRhwQAAcFSLFi3SG2+8ofPnz5u1Tp06afz48cqdO7eFyQAAAAAAeDA4Ocpt+pkg1U0ASfrkk0/MX14kJCQoIiJC3t7edvv07Nkz/dIBAOBAoqOj1aNHD82bN8+s+fr6aubMmWratKmFyQAAAAAAwIMq1U2AokWLasaMGebjQoUKKTIy0m4fm81GEwAA8MAaPHiwXQPgpZde0rRp05I1zAEAAAAAQMZiHMBtqW4CHDlyJANjAADg+IYMGaLFixfr8uXLmjJlitq0aSMbww8BAAAAAICF0jQdEAAAuO3y5ct2c/znz59fixcv1sMPP6yiRYtamAwAAAAAgAcbN+Xd5mR1AAAAHE1CQoKGDRumUqVK6eTJk3bPPfHEEzQAAAAAAABAlsFIAAAA0uDAgQMKDg7W9u3bJUkdOnTQihUruMMAAAAAAIAsxImv6SZGAgAAkAqGYWjq1KmqWLGi2QBwdnZW1apVlZiYaHE6AAAAAACAlDESAACAezh+/LhCQ0O1du1as1a6dGlFRkaqRo0aFiYDAAAAAAApYcT+bfc1EuDgwYN699131apVK505c0aStGrVKv3666/pGg4AAKt99tlnKleunF0DoFu3btq1axcNAAAAAAAAkOWluQnw/fffKyAgQNu2bdOXX36py5cvS5J+/vlnhYeHp3tAAACs0q1bN7Vu3VrR0dGSpIcfflhr1qzRlClTlCtXLmvDAQAAAACAO7LZMmdzBGluAvTv318jRozQ2rVr5erqatYbNGigrVu3pms4AACs1KBBA/Pnli1bau/evXr66actTAQAAAAAAJA2aV4TYO/evfr000+T1X18fHTu3Ll0CQUAQFbw0ksvqXv37qpVq5ZatmxpdRwAAAAAAJBKrAlwW5pHAnh5eenkyZPJ6rt27VLhwoXTJRQAAJlt27Ztevvtt5PVJ0+eTAMAAAAAAAA4rDSPBGjZsqXefvttLVy4UDabTUlJSdq0aZPCwsIUEhKSERkBAMgwN27c0LBhwzRq1CglJSWpYsWKatWqldWxAOCBs2zZslTv+9xzz2VgEgAAAGQHTgwEMKW5CTBq1Ch169ZNfn5+SkxMVNmyZZWYmKjWrVvr3XffzYiMAABkiH379ik4OFhRUVFmbe7cuWrZsiXDBgEgkzVv3jxV+9lsNiUmJmZsGAAAACAbSXMTwNXVVTNmzNCgQYP0yy+/6PLly6pUqZJKly6dEfkAAEh3SUlJmjhxogYMGKC4uDhJUo4cORQeHq7+/fvTAAAACyQlJVkdAQAAANkI3+1vS3MTYOPGjXryySdVtGhRFS1aNCMyAQCQYY4dO6Z27dpp/fr1Zu2xxx5TZGSkqlSpYmEyAAAAAACA9JfmJkCDBg1UuHBhtWrVSm3atFHZsmUzIhcAAOnKMAxFRkaqR48eio2NNeu9e/fWqFGj5OHhYWE6AMC/XblyRd9//72OHTum+Ph4u+d69uxpUSoAAAA4CsYB3JbmJsCJEyf0+eef67PPPtP//vc/lS9fXq+99ppatWqlIkWKZERGAADSxeLFi80GgJ+fnyIiItSgQQOLUwEA/m3Xrl169tlndfXqVV25ckX58+fXuXPnlDNnTvn4+NAEAAAAANLAKa0HeHt7q3v37tq0aZMOHjyoV155RXPmzJG/vz+/SAEAZFk2m03Tp09XwYIFFRwcrD179vDvFgBkUX369FFQUJAuXrwoDw8Pbd26VUePHlWVKlX0/vvvWx0PAAAADsDJZsuUzRGkuQnwT8WLF1f//v31v//9TwEBAfr+++/TKxcAAP/J5cuXtWvXLruar6+v9uzZo7lz58rLy8uaYACAe9q9e7f69esnJycnOTs7Ky4uTn5+fho7dqwGDhxodTwAAADAodx3E2DTpk3q2rWrHnroIbVu3VrlypXTihUr0jMbAAD3ZePGjapQoYKaNGmic+fO2T1XqFAhi1IBAFLLxcVFTk43v6r4+Pjo2LFjkiRPT0/99ddfVkYDAACAg7DZMmdzBGluAgwYMEDFixdXgwYNdOzYMU2cOFGnTp1SZGSknnnmmYzICABAqsTFxal///6qU6eODh06pNOnT6tPnz5WxwIApFGlSpW0Y8cOSVLdunU1ePBgzZ8/X71791a5cuUsTgcAAAA4ljQvDPzDDz/ozTff1Kuvvipvb++MyAQAQJrt3btXbdq00Z49e8xarVq1NGTIEOtCAQDuy6hRo3Tp0iVJ0siRIxUSEqIuXbqodOnSmjVrlsXpAAAA4AhsjnKbfiZIcxNg06ZNGZEDAID7kpiYqPHjx+vdd99VfHy8pJvTSAwbNkxvvvmmnJ2dLU4IAEirqlWrmj/7+Pho9erVFqYBAAAAHFuqmgDLli1TkyZN5OLiomXLlt113+eeey5dggEAcC+HDx9W27Zt9eOPP5q1cuXKKTIyUhUrVrQuGAAAAAAAsBQDAW5LVROgefPmOnXqlHx8fNS8efM77mez2ZSYmJhe2QAAuKP4+HjVrl1bx48fl3Tz36CwsDANHz5cbm5uFqcDAPwXxYsXv+vw7UOHDmViGgAAAMCxpaoJkJSUlOLPAABYxdXVVSNHjlS7du3k7++vOXPmqE6dOlbHAgCkg969e9s9vnHjhnbt2qXVq1frzTfftCYUAAAAHIoTQwFMaV4TYO7cuWrRokWyuyzj4+P1+eefKyQkJN3CAQDwT4mJiXZz/IeEhOjKlStq06aN8ubNa2EyAEB66tWrV4r1qVOn6qeffsrkNAAAAIBjc0rrAaGhoYqJiUlWv3TpkkJDQ9MlFAAA/xQTE6N27drp9ddft6vbbDZ17dqVBgAAPCCaNGmixYsXWx0DAAAADsBmy5zNEaR5JIBhGCnOz/n333/L09MzXUIBAHDLhg0b1LZtWx07dkzSzQXon3/+eYtTAQCssGjRIuXPn9/qGAAAAIBDSXUToFKlSrLZbLLZbGrYsKFy5Lh9aGJiog4fPqxnnnkmQ0ICAB48169f1zvvvKPx48ebtTx58uj69esWpgIAZIZb3z1uMQxDp06d0tmzZ/Xhhx9amAwAAACOIqUb2R9UqW4CNG/eXJK0e/duNW7cWLlz5zafc3V1lb+/v1566aV0DwgAePDs2rVLbdq00b59+8xa3bp1FRERIX9/f+uCAQAyxfPPP2/3pc3JyUkFCxZUvXr1VKZMGQuTAQAAAI4n1U2A8PBwSZK/v79atGghd3f3DAsFAHgwJSQkaMyYMRoyZIgSEhIkSW5ubho1apR69+4tJ6c0L2UDAHBAQ4YMsTrCPf2weKTVEQBAkvRIn2VWRwAASdKxyc9ZHcEOv0G4Lc1rArRt2zYjcgAAHnAXLlxQ06ZNtXXrVrNWsWJFRUZGqly5chYmAwBkNmdnZ508eVI+Pj529fPnz8vHx0eJiYkWJQMAAICjYDqg21LVBMifP78OHDggb29v5cuX764f4IULF9ItHADgweHl5WVONefk5KT+/fsrPDxcrq6uFicDAGQ2wzBSrMfFxfHvAgAAAJBGqWoCfPDBB8qTJ4/5M10UAEB6c3Jy0qxZs/Tiiy9q4sSJqlmzptWRAACZbNKkSZJu3rX1ySef2K1DlpiYqB9++IE1AQAAAJAqTvwK25SqJsA/pwBq165dRmUBADxAFi5cKB8fH9WtW9es+fn5afv27TSbAeAB9cEHH0i6ORJg2rRpcnZ2Np9zdXWVv7+/pk2bZlU8AAAAwCGleU2AqKg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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:43:22,106 INFO: === Dataset: e ===\n", "2024-12-22 11:43:22,664 INFO:Total samples: 911\n", "Evaluating PiT on e: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4/4 [00:02<00:00, 1.82it/s]\n", "2024-12-22 11:43:25,338 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:43:25,459 INFO: === Dataset: f ===\n", "2024-12-22 11:43:32,019 INFO:Total samples: 10634\n", "Evaluating PiT on f: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 42/42 [00:20<00:00, 2.05it/s]\n", "2024-12-22 11:43:53,458 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:43:53,625 INFO: === Dataset: g ===\n", "2024-12-22 11:43:57,452 INFO:Total samples: 6000\n", "Evaluating PiT on g: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:11<00:00, 2.14it/s]\n", "2024-12-22 11:44:09,109 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:44:09,225 INFO: === Dataset: h ===\n", "2024-12-22 11:44:13,037 INFO:Total samples: 6000\n", "Evaluating PiT on h: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:11<00:00, 2.12it/s]\n", "2024-12-22 11:44:24,801 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": [ "2024-12-22 11:44:24,915 INFO: === Dataset: i ===\n", "2024-12-22 11:44:28,745 INFO:Total samples: 6000\n", "Evaluating PiT on i: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:11<00:00, 2.02it/s]\n", "2024-12-22 11:44:41,100 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:44:41,215 INFO: === Dataset: j ===\n", "2024-12-22 11:44:45,653 INFO:Total samples: 6000\n", "Evaluating PiT on j: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:11<00:00, 2.04it/s]\n", "2024-12-22 11:44:57,879 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:44:57,999 INFO: === Dataset: k ===\n", "2024-12-22 11:45:01,797 INFO:Total samples: 6000\n", "Evaluating PiT on k: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 24/24 [00:12<00:00, 1.96it/s]\n", "2024-12-22 11:45:14,541 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": [ "2024-12-22 11:45:14,658 INFO: === Dataset: l ===\n", "2024-12-22 11:45:25,407 INFO:Total samples: 16634\n", "Evaluating PiT on l: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 65/65 [00:31<00:00, 2.07it/s]\n", "2024-12-22 11:45:57,239 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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UZGSkTZuLi4tcXFxs2q5fvy6z2SwfHx+bdh8fHx05ciTOY7/99tu6fv26XnjhBRmGoZiYGHXt2lVDhw5NVEZGAgAAACDJ3LhxQ926dYuzANC3b1/Nnj1brVq1StUFgJiYGI0bN07VqlWzFgBcXFwUFBSkjRs3UgAAAAAA0gKTQ4o8JkyYIE9PT5vHhAkTkuQlbN68WePHj9fs2bO1d+9erVq1SmvWrNFHH32UqOMwEgAAAABJ4syZM5o0aVKs9mbNmiV6uKq9nDx5Um3bttWOHTusbRUqVFBwcLCee+45OyYDAAAAkBoNGTJE/fr1s2n77ygAScqVK5ccHR115coVm/YrV64od+7ccR57+PDhateunTp16iRJKlu2rO7evasuXbroww8/lINDwu7xpwgAAACAp2axWLR//37Nmzcvzu1jx45Vjhw5UjjV07t//7727t0r6cH8nEOGDNGIESPk7Oxs52QAAAAAEsWUMpPgxDX1T1ycnZ1VqVIlbdy4US1atJD04PPUxo0b1aNHjzj3uXfvXqwv+h0dHSVJhmEkOCNFAAAAADyVr776Slu3bo1zW/369fXGG2+kcKJnV6ZMGY0bN05z587VkiVLVL16dXtHAgAAAJBO9OvXTwEBAapcubKqVq2qqVOn6u7duwoMDJQktW/fXvny5bNOJ9S8eXMFBQWpQoUKqlatmk6cOKHhw4erefPm1mJAQlAEAAAAQKJYLJZ471SRpLfeekt169ZNuUDP4KefflLDhg1t7tzp27ev3n//fWXOnNmOyQAAAAA8k1S4DlmrVq107do1jRgxQpcvX5a/v7/Wr19vXSw4JCTE5s7/YcOGyWQyadiwYbpw4YK8vLzUvHlzjRs3LlHnNRmJGTeQDoSFhcnT01O3b99W1qxZ7R0HAAAgzThz5oyWLl2q8+fPx9pWqFAhtWrVSgUKFLBDssS7deuWunfvrq+//lqDBg3Sxx9/bO9I6UJGutZ2qxB/IQwAUtKtXTPtHQEAJEmuqex2c7dX56bIee7/8F6KnOdZpLIfDQAAAFKbmJgY9erVK97tQUFBcnV1TcFEz2bDhg0KDAzUhQsXJEmTJk1SQECASpUqZedkAAAAAJD0UmZ1BAAAAKRZjysAzJ49O80UAO7du6eePXuqUaNG1gJAtmzZ9OWXX6pkyZJ2TgcAAAAgSZlMKfNIAxgJAAAAgHgtXLgwVluPHj1UqlQpmdLIBa8k7dq1S23bttWxY8esbQ0bNtSCBQuUP39+OyYDAAAAgORFEQAAAAA2DMPQjh07FBwcHGvb7Nmz7ZDo6UVHR2vcuHEaO3aszGazJMnNzU2TJk1St27dbBbdAgAAAJCOmLjWf4giAAAAAKzu3bunAQMGxLktLS6e+/nnn2v06NHW51WqVFFwcLBKlChhx1QAAAAAkHIohwAAAECS9PPPP8dbAAgKClLWrFlTONGz69KliypWrChHR0eNGjVKW7dupQAAAAAAZASsCWDFSAAAAACoe/fuMgzDps3R0VHDhg2Tj4+PnVIl3v379+Xm5mZ97uTkpK+++kp37txRlSpV7JgMAAAAAOyDkQAAAAAZ3KFDh2IVAJo3b64ZM2akmQKAYRj68ssvVbBgQf39998220qWLEkBAAAAAMhgTCZTijzSAkYCAAAAZFDR0dHq3bt3rPZp06bJycnJDomezo0bN9S1a1etWLFCktS2bVvt3r1brq6udk4GAAAAAPZHEQAAACADOn/+vMaPHx+rffDgwWmqALB27Vp17NhRly9ftrZVqFBB0dHRFAEAAACADCyt3KWfEpgOCAAAIIM5duxYnAWA3r17q0CBAnZIlHjh4eHq2rWrmjZtai0A5MiRQ8uXL1dwcLCyZMli54QAAAAAkDowEgAAACCDOH36tCZPnhyrvUiRIurfv78dEj2d7du3q127djp58qS1rUmTJpo/f77y5Mljx2QAAAAAUg0GAlhRBAAAAMgAhg8frhs3bsRqd3NzS1MFgJkzZ6p3796yWCySJHd3dwUFBalLly4M9wUAAACAOFAEAAAASMdu3rypYcOGxblt8ODBaWb6n4eqVatm/bK/evXqWrJkiYoWLWrnVAAAAABSG24SeoQiAAAAQDoVEhKijz/+OFb7wIEDVahQITskenZVqlTRmDFjJEkffPCBMmXichYAAAAAHodPTQAAAOnQhg0b9N1338VqnzZtmpycnOyQKPHOnDmjoKAgBQUF2XzZP3ToUDumAgAAAJAWMBLgEYoAAAAA6cyECRN07tw5m7aaNWvqnXfesVOixDEMQ4sWLVLv3r11584deXl5afjw4faOBQAAAABpkoO9AwAAACBphIeHq0ePHrEKAJ07d04zBYCrV6/qtdde07vvvqs7d+5IkpYsWaKIiAg7JwMAAACQlphMphR5pAWMBAAAAEjjTpw4oaCgoDi3ffjhh8qXL18KJ3o6q1evVufOnXX16lVrW2BgoKZOnSpXV1c7JgMAAACAtIsiAAAAQBoWFRUVbwFgxowZcnR0TOFEiRcWFqa+fftqwYIF1jYvLy99/vnnatGihf2CAQAAAEiz0spd+imBIgAAAEAade7cOU2YMCFW+yuvvKJGjRrJwSH1z/z4xx9/KCAgQGfOnLG2vfLKK5o3b568vb3tFwwAAAAA0gmKAAAAAGnQn3/+qa+//tqmrUGDBnr99dftlOjp/PDDD9YCgIeHh6ZNm6bAwEDu2gEAAADwbPhIYUURAAAAII25d+9erAJAyZIl01wBQJLGjRun9evXK2fOnFq8eLEKFSpk70gAAAAAkK5QBAAAAEhDFixYoN27d9u09enTR8WLF7dTooQzm83at2+fKleubG1zdXXVhg0b5OPjkybWLwAAAACQNjC6+JHUP1EsAAAAFBMTo27dusUqAJQvXz5NFABOnjyp2rVrq1atWvrf//5nsy1v3rwUAAAAAAAgmVAEAAAASAN69eoVq61evXp677337JAm4QzD0Oeff67y5ctr27ZtioiIUIcOHWQYhr2jAQAAAEjHTCZTijzSAqYDAgAASOW6desWq23mzJlycEjd93NcvnxZnTp10po1a6xthQsXVlBQUJq5WAYAAACAtI4iAAAAQCoWVwFg1qxZqf5L9JUrV+q9997TjRs3rG1dunTRlClT5OHhYcdkAAAAADKC1P6ZKSVRBAAAAEil9u3bF6tt6tSpqfpiNjQ0VL169VJwcLC1zcfHR/Pnz1fTpk3tmAwAAAAAMiaKAAAAAKmMYRj65ptv9Oeff9q0p4URAC1atNDvv/9uff7GG29ozpw5ypUrlx1TAQAAAMhoUvtnp5SUuieSBQAAyGBCQkLUvXv3WAWA7t27p4mL2I8++kgmk0lZs2bVkiVLtHz5cgoAAAAAAGBHjAQAAABIJSIiIvTxxx/Hah89erS8vLzskOjJLBaLzQLFtWrV0rx589SwYUMVKFDAjskAAAAAZGip/x6qFMNIAAAAgFTg6NGj6tevn01bwYIFNX369FRZAIiJidGYMWP00ksvyWKx2Gzr2LEjBQAAAAAASCUYCQAAAGBn8+bNi7UI8Isvvqg333zTToke79ixY2rXrp127twp6cFixf8tYAAAAACAPaWF6VRTCiMBAAAA7Ojjjz+OVQAoXLhwqiwAGIahWbNmyd/f31oAcHR01P379+2cDAAAAAAQH0YCAAAA2MmoUaN09epVm7Zhw4Ypb968dkoUvwsXLujdd9/VL7/8Ym0rXry4lixZomrVqtkxGQAAAADExkiARxgJAAAAkMIsFou6desWqwAwZsyYVFkA+Oabb1S2bFmbAkD37t21b98+CgAAAAAAkMoxEgAAACAFnTp1Sp988kms9k8++UTu7u52SBQ/s9mstm3b6ptvvrG25c2bVwsXLlSjRo3smAwAAAAAHo+RAI9QBAAAAEghP/74o9atWxerfebMmXJwSH0DNB0dHZU1a1br89atW2vWrFnKkSOHHVMBAAAAABKDIgAAAEAys1gs6tGjR5zbUmsB4KEpU6Zo37596tevn1q3bm3vOAAAAACQMAwEsKIIAAAAkIzu3LmjQYMGxWrv3bu3SpQoYYdE8duxY4fOnz+vN99809rm4eGhv/76i6G0SNP27t0rJycnlS1bVpL0ww8/aOHChSpdurRGjRolZ2dnOycEAAAAkk/qve0MAAAgjdu2bVucBYBx48alqgJAdHS0hg8frpo1ayowMFCnTp2y2U4BAGnde++9p2PHjkl6sC5H69at5e7uruXLl+uDDz6wczoAAAAkB5PJlCKPtIAiAAAAQBIzDENz5szRl19+GWvb7NmzlT17djukitvhw4f1/PPPa+zYsbJYLAoPD1dQUJC9YwFJ6tixY/L395ckLV++XLVr19bSpUu1aNEirVy50r7hAAAAgGTGdEAAAABJ6ObNmxo2bFis9qpVq6pDhw4pHygeFotF06dP1+DBgxUZGSlJypQpk0aOHKnBgwfbOR2QtAzDkMVikST9+uuvatasmSTJ19dX169ft2c0AAAAJJO0cpd+SqAIAAAAkESuXr2qUaNGxWofNmyY8ubNm/KB4hESEqIOHTpo06ZN1rZSpUopODhYlSpVsmMyIHlUrlxZY8eOVYMGDfT777/rs88+kySdPn1aPj4+dk4HAAAAJC+mAwIAAEgChw4dirMAMHbs2FRTADAMQ0uWLFHZsmVtCgB9+vTRnj17KAAg3Zo6dar27t2rHj166MMPP1TRokUlSStWrFCNGjXsnA4AAADJgTUBHmEkAAAAwDPYsmWLli5dGqu9dOnS6tGjhx0SxS88PFxDhgxRWFiYpAdToSxatEgvvviinZMByatcuXL6559/YrVPnjxZjo6OdkgEAAAApByKAAAAAE9p7ty52r9/f6z2Bg0a6PXXX7dDosfLkiWLFixYoJdeeknt27fXtGnTlC1bNnvHAlJMVFSUrl69al0f4KECBQrYKREAAACSS1q5Sz8lUAQAAAB4Cps2bYqzAPDhhx8qX758dkgU2507dxQRESEvLy9rW+PGjbVv3z75+/vbLxiQwo4dO6aOHTtq27ZtNu2GYchkMslsNtspGQAAAJD8KAIAAAAkUrdu3WK1TZgwQZ6ennZIE7ctW7aoffv2KlmypNasWWNzFwwFAGQ0gYGBypQpk3766SflyZOHu8IAAAAyAi75rCgCAAAAJNCmTZu0fPnyWO2tW7dONQWAyMhIjRw5UpMmTZJhGDp9+rTmzZunLl262DsaYDd///239uzZo5IlS9o7CgAAAJDiKAIAAAAkwJQpU3Ty5MlY7RMnTlSWLFnskCi2f/75R23bttWBAwesbTVr1lSDBg3smAqwv9KlS+v69ev2jgEAAIAUxOjPRxzsHWDWrFny8/OTq6urqlWrpp07dz62/9SpU1WiRAm5ubnJ19dXffv2VURERAqlBQAAGdHs2bPjLADMmjUrVRQAzGazJk+erMqVK1sLAE5OTvr444/1+++/q3DhwnZOCNjXxIkT9cEHH2jz5s26ceOGwsLCbB4AAABAembXkQDLli1Tv379NGfOHFWrVk1Tp05V48aNdfToUXl7e8fqv3TpUg0ePFgLFixQjRo1dOzYMXXo0EEmk0lBQUF2eAUAACA9s1gs6tGjR6z21HT3/+nTpxUQEKA///zT2la2bFkFBwerfPnydkwGpB4PR8PUr1/fpp2FgQEAANIvRgI8YtciQFBQkDp37qzAwEBJ0pw5c7RmzRotWLBAgwcPjtV/27Ztqlmzpt5++21Jkp+fn9q0aaO//vorRXMDAID07969exowYECs9l69eqWaAkBISIjKlSun8PBwSQ8ucgcMGKCPPvpILi4udk4HpB6bNm2ydwQAAADAbuxWBIiKitKePXs0ZMgQa5uDg4MaNGig7du3x7lPjRo19OWXX2rnzp2qWrWqTp06pbVr16pdu3YpFRsAAGQAMTExcRYApkyZIjc3NzskiluBAgX06quv6quvvpKfn5+WLFmiWrVq2TsWkOrUqVPH3hEAAACQwhgJ8Ijd1gS4fv26zGazfHx8bNp9fHx0+fLlOPd5++23NWbMGL3wwgtycnJSkSJFVLduXQ0dOjTe80RGRjLnJwAASLDTp0+rV69esdpnz56dqgoAD82cOVP9+/fXgQMHKAAAj/Hnn3+qbdu2qlGjhi5cuCBJCg4O1pYtW+ycDAAAABlJYtbIrVu3rkwmU6xH06ZNE3VOuy8MnBibN2/W+PHjNXv2bO3du1erVq3SmjVr9NFHH8W7z4QJE+Tp6Wl9+Pr6pmBiAACQlnzxxReaPHmyTVvOnDk1e/ZsOyV65Pbt2+rQoYO++eYbm/Zs2bLpk08+STVTFAGp0cqVK9W4cWO5ublp7969ioyMlPTg/6vx48fbOR0AAACShSmFHonwcI3ckSNHau/evSpfvrwaN26sq1evxtl/1apVunTpkvVx8OBBOTo6qmXLlok6r92KALly5ZKjo6OuXLli037lyhXlzp07zn2GDx+udu3aqVOnTipbtqxee+01jR8/XhMmTJDFYolznyFDhuj27dvWx7lz55L8tQAAgLTNYrGoW7du2rt3r027m5vbY282SCmbN29WuXLltHjxYr3//vvWu5gBJMzYsWM1Z84czZs3T05OTtb2mjVrxvr/HgAAAEgu/14jt3Tp0pozZ47c3d21YMGCOPvnyJFDuXPntj42bNggd3f3tFMEcHZ2VqVKlbRx40Zrm8Vi0caNG1W9evU497l3754cHGwjOzo6SpIMw4hzHxcXF2XNmtXmAQAA8JBhGOrRo0es9q5du2rKlCl2SPRIRESE+vfvr3r16ikkJESSZDabdejQIbvmAtKao0ePqnbt2rHaPT09FRoamvKBAAAAkOzimkYnOR4J9XCN3AYNGljbnrRG7n/Nnz9frVu3VubMmRP1XthtYWBJ6tevnwICAlS5cmVVrVpVU6dO1d27dxUYGChJat++vfLly6cJEyZIkpo3b66goCBVqFBB1apV04kTJzR8+HA1b97cWgwAAABIKLPZrJ49e8ZqnzZtms3dwvawb98+tW3bVocPH7a21a1bV4sWLVLBggXtmAxIe3Lnzq0TJ07Iz8/Ppn3Lli0qXLiwfUIBAAAgXYiMjLRON/mQi4uLXFxcbNoet0bukSNHnnienTt36uDBg5o/f36iM9q1CNCqVStdu3ZNI0aM0OXLl+Xv76/169db34iQkBCbO/+HDRsmk8mkYcOG6cKFC/Ly8lLz5s01btw4e70EAACQhsVVALD3/P8xMTGaOHGiRo0apZiYGEkPLiDHjx+vPn36xBoVCeDJOnfurN69e2vBggUymUy6ePGitm/frgEDBmj48OH2jgcAAIBkkJi79J/FhAkTNHr0aJu2kSNHatSoUUl6nvnz56ts2bKqWrVqovc1GfHNo5NOhYWFydPTU7dv32ZqIAAAMqjo6Gj17t07Vru9CwBnz55VmzZtbIaC+vv768svv9Rzzz1nx2RAwqTWa23DMKxrid27d0/Sg+LagAEDnnrdD7cKsacRQ8b23lu11TegvnxyZtU/xy6o38Tl2n3obLz9e7xdV51b1pJv7uy6EXpX3/26T8NnrFZk1IMCsIODScO6vqw2L1eRT86sunTttoJ//Esfz1ufUi8JacStXTPtHQGpzDdLv9LihfN1/fo1FS9RUoOHDlfZcuXi7HvixHHNnjFd/zt8SBcvXtDAQUPUtn0Hmz7z583Vxg2/6PTpU3JxdZW/fwX16TdAfoUYTQdbrna93Ty2gr1+TJHzHJvcKEEjAaKiouTu7q4VK1aoRYsW1vaAgACFhobqhx9+iPccd+/eVd68eTVmzJg4P8s+CbeSAQCADMNsNmvKlCmpsgAgSa6urjp+/LikB3NDfvjhh/rrr78oAADPyGQy6cMPP9TNmzd18OBB7dixQ9euXdPIkSN18eJFe8dDOvBmo4qa2P81jZu7TtXfnqgDxy5o9ezu8sruEWf/Vi9V1ke9XtX4uevk//pYdR39ld5sXEljer5i7dO/Q0N1frOW+n68XP6vj9Ww6T+oX0ADdWtTJ6VeFoA0aP26tfpk0gS91627vln+nUqUKKn33+uoGzduxNk/4v595ffNr159+ytXLq84++zetVOt2ryj4K+/1dx5CxUTE6OunTtaC+tAapVSawLEtSbtfwsA0tOtkfvQ8uXLFRkZqbZt2z7Ve5HK6jMAAADJI775/yUpKCgohdPEzcfHR59//rk++OADLVmy5IkXggASx9nZWaVLl7Y+379/vypWrCiz2WzHVEgPerV9UQtXbVPw6h2SpJ7jvlGTWs8poEV1fbJwQ6z+z5cvpO1/n9Ky9bslSSGXburb9btVpYzfv/oU1k+/H9D6LYesfd56qbIqP8e6MADiF7x4oV5/8y21eO0NSdKwkaP1xx+b9f2qlerYuUus/mXKllOZsg9GCUz/dEqcx/zsc9v5x8eM+1j1alXX/w4fUqXKVZL4FQBJJ6WmA0qMxK6R+9D8+fPVokUL5cyZ86nOy0gAAACQ7hmGoYEDB8ZqL1asmGbPni1XV1c7pJJWrlyp69ev27S99tprOnjwIAUAAEgjnDI5qkIpX/3211Frm2EY+u2vo6parlCc++zYf1oVSvtav9D3y5dTjWs+Z/3C/0GfU6pXtYSKFvCWJJUtnk/V/Qvrl62H4zwmAERHRel/hw/p+eo1rG0ODg56/vkaOrB/X5KdJ/zOHUlSVk/PJDsmkFG0atVKn3zyiUaMGCF/f3/9/fffsdbIvXTpks0+R48e1ZYtW9SxY8enPi8jAQAAQLoWExOjXr16xWq35/Q/t27dUvfu3fX111/rzTff1Lfffmtzl0pcQ0cBAKlTruweypTJUVdv3rFpv3ojTCX8fOLcZ9n63cqZPbM2Luwrk0xycnLU58v/1OQFv1j7fLJwg7J6uGr/d8NkNhtydDRp5Kyf9M263cn6egCkXbdCb8lsNse6Uzhnzpw6ffpUkpzDYrFo0sTx8q9QUcWKFU+SYwLJJvUNBJAk9ejRQz16xL2+1ObNm2O1lShRQs+6rC9FAAAAkK7FVQCYNm2aHZI8sGHDBgUGBurChQuSpBUrVuiPP/5QnTrM8QykVpGRkbEWezMsZpkcHO2UCGldrUrFNPDdxuo9YZl2/XNWRXxz6ZOBb+pS55esC/++2aiiWjepog5DF+vwyUsqVyKfJg94U5eu3dZXP/5l51cAIKMaP3a0Th4/rkXBS+0dBUAiUAQAAADpjsVi0ZgxY3T16tVY22bOnCkHh5SfEfHevXsaNGiQZs6caW3Lli2bZs2apdq1a6d4HiAjOHDgwGO3Hz169LHbH5owYYJGjx5t0+boU0VOeao+dTakH9dvhSsmxizvHFls2r1zZtXlG2Fx7jOyW1N9vWanFn23XZJ06MRFubu5aNawNpr4xc8yDEPj+7TQJws3aPnPe6x9CuTJoYGBDSkCAIhT9mzZ5ejoGGsR4Bs3bihXrlzPfPzxY8foj983a8HiL+WTO/czHw9IbqlxTQB7oQgAAADSDcMw9NVXX2nbtm1xbrfXFEC7du1Su3btbL5wbNCggRYuXKj8+fPbJROQEfj7+8tkMsU5fPphe0I+HA4ZMkT9+vWzafOuNSjJciJti44xa9//zqletRL6cfODwpPJZFK9qsU1Z9kfce7j5uosi8X299Jisfz/vpJh/H8fw2LTx2wx7FLIBpA2ODk7q1Tp5/TXju16sX4DSQ/+bvnrr+1q3abtUx/XMAxNGPeRftu4QfMXBSt/ft+kigwghVAEAAAA6UJISIg+/vjjeLf/+w78lBIdHa1x48Zp7NixMpvNkiRXV1dNmjRJ3bt354scIJmdPn06SY7j4uISa60OpgLCv03/8jfNG9NOew6HaPfBM+rxdj25u7loyQ87JElffNROF6/e1ogZqyVJa/84qF5t62n/0fPa+c8ZFfH10oj3m2ntH/9YiwNr//hHgzo21rlLt3T45CX5l8yvXm3racn3O+z2OgGkfu0CAjV86CA991wZlSlbTl8GL9b9+/fV4rXXJUkfDvlA3t4+6t23v6QHiwmfPHnywZ+jo3T16hUd+d//5O7urgIFHyxePv6j0Vq39idNnTFbmd0z6/q1a5IkjyxZ5OrqaodXCSQMIwEeoQgAAADSvKlTp+rYsWOx2gsWLKgPPvjAbhd/P/30k80UIlWqVNGSJUtUsmRJu+QBMpqC///lBZDcVvyyV7mye2jE+03lkzOLDhy9oFe7z7IuFuybO4fNnf8ff7FehmFoZLdmyuvtqeu3wrXmj4MaNfNHa59+E5drZLdmmja0lbyye+jStduav2Krxn++LsVfH4C046UmL+vWzZuaPXO6rl+/phIlS2n23C+U8/+nA7p86ZIcTI9uRLl67apavdnC+nzxwgVavHCBKlepqvmLgiVJ3y77WpLUsUM7m3ONGTtBr/5/cQFA6mYynnVp4TQmLCxMnp6eun37trJmzWrvOAAA4BmcPn1akydPjtWeNWtWjRw5Um5ubnZI9YhhGHr99df1448/avjw4Ro6dKicnJzsmglITmnhWrts2bJau3atfH2fbSoDtwo9kigRADybW7tSfrQjAMTFNZXdbl50QMoUzk980iRFzvMsUtmPBgAA4MkuXryocePGxTnPd5cuXeTv75/yoSSFhoYqW7Zs1ucmk0mff/65zpw5oypVqtglEwBbZ86cUXR0tL1jAAAAACmGIgAAAEgzzGazevbsGee2woULq3///naZ+ufhgsQ9evRQcHCwmjdvbt3m5eUlLy+vFM8EAAAAABkZawI8QhEAAACkCREREerXr1+c295//32VLVs2hRM9cOPGDXXt2lUrVqyQJHXq1EkHDx7ki38glapVq5bdpwoDAAAAUhJFAAAAkOrduXNHgwYNitX+3nvvqXz58nZI9MC6dev07rvv6vLly9a2hg0bMu8/kIqtXbvW3hEAAACQAhgI8AhFAAAAkKqZzeY4CwCzZ8+2Q5oHwsPDNWDAAM2dO9faliNHDs2ZM0ctW7a0Wy4A8Tt+/Lg2bdqkq1evymKx2GwbMWKEnVIBAAAAyY8iAAAASJUiIiI0YcIEXbt2zaa9XLly6tq1q51SSdu3b1e7du108uRJa1uTJk00f/585cmTx265AMRv3rx5ev/995UrVy7lzp3bZn5Yk8lEEQAAACAdYk2ARygCAACAVOf8+fMaP358nNvsWQBYsmSJAgMDrXcRu7u7KygoSF26dOECE0jFxo4dq3HjxsU5qggAAABI7ygCAACAVOX777/XL7/8Equ9UKFCGjhwoB0SPVKvXj1lyZJFt2/fVvXq1bVkyRIVLVrUrpkAPNmtW7eYqgsAACCD4T6tRygCAACAVOPYsWOxCgA1a9bUO++8Y6dEtnx9fTV79mydOXNGH3zwgTJl4lIKSAtatmypX375xa4jiQAAAAB74ZMrAABIFbZs2aKlS5fatLVo0UKNGjWyS54zZ87oww8/1OzZs+Xp6Wltf/vtt+2SB8DTK1q0qIYPH64dO3aobNmycnJystneq1cvOyUDAABAcnFwYCjAQxQBAACAXZ09e1YTJ06M1d6rVy+VLFkyxfMYhqFFixapd+/eunPnjpycnLRo0aIUzwEg6Xz++efy8PDQ77//rt9//91mm8lkoggAAACAdI0iAAAAsJubN2/GWQBo3bq1XQoAV69eVZcuXfTDDz9Y2zZv3qybN28qR44cKZ4HQNI4ffq0vSMAAAAghbEmwCMUAQAAQIqLiIhQv3794tw2YcIEm+l3Usrq1avVuXNnXb161drWoUMHTZs2TVmzZk3xPACSh2EYkh6MAAAAAAAyAgd7BwAAABmLxWKJswDw5ptvxpp/PyWEhYWpY8eOevXVV60FgFy5cum7777TwoULKQAA6cSSJUtUtmxZubm5yc3NTeXKlVNwcLC9YwEAACCZmEymFHmkBYwEAAAAKeb27dsaMmRIrPaWLVuqXr16KZ7nzz//VPv27XXmzBlrW/PmzTVv3jz5+PikeB4AySMoKEjDhw9Xjx49VLNmTUkPFiPv2rWrrl+/rr59+9o5IQAAAJB8KAIAAIAUsWzZslgLckrS7Nmz7ZDmgQMHDlgLAB4eHpo2bZoCAwPTzN0cABJmxowZ+uyzz9S+fXtr2yuvvKLnnntOo0aNoggAAACQDvGx7hGKAAAAIFmdOHFCQUFBsdoLFy6sAQMG2CHRI926ddPq1at1//59LV68WIUKFbJrHgDJ49KlS6pRo0as9ho1aujSpUt2SAQAAACkHIoAAAAgyVksFs2ZM0cHDx6Mc/vrr7+uBg0apGgms9ms3377TQ0bNrS2mUwmLVu2TFmyZJGjo2OK5gGQcooWLapvv/1WQ4cOtWlftmyZihUrZqdUAAAASE6M8H6EIgAAAEhSFy5c0Lhx4+LdPnnyZGXOnDkFE0knT55U+/bttW3bNm3YsMGmAJEtW7YUzQIg5Y0ePVqtWrXSH3/8YV0TYOvWrdq4caO+/fZbO6cDAAAAkhdFAAAAkCTCw8P14YcfKjo6Os7t/fr1U9GiRVM0k2EYmjdvnvr166e7d+9Kkjp16qRjx47J2dk5RbMAsJ833nhDf/31l4KCgvT9999LkkqVKqWdO3eqQoUK9g0HAACAZMFIgEcoAgAAgGcSHR2tYcOG6c6dO3FunzFjhl2m2rl06ZI6deqktWvXWtsKFy6sJUuWUAAAMqBKlSrpq6++sncMAAAAIMVRBAAAAE/twIEDmjNnTpzb2rVrp+rVq6dwogdWrFihrl276saNG9a2zp07a8qUKcqSJYtdMgFIeQ4ODk+8A8xkMikmJiaFEgEAACClMBDgEYoAAAAgUQ4dOqRZs2bFu7158+Zq0qRJCiZ6JDQ0VD179tSXX35pbfPx8dEXX3yhZs2a2SUTAPv57rvv4t22fft2TZ8+XRaLJQUTAQAAACmPIgAAAEiQ6Oho9e7dO97tJUqUeOz2lNC5c2etWLHC+vz111/XnDlz5OXlZcdUAOzl1VdfjdV29OhRDR48WD/++KPeeecdjRkzxg7JAAAAkNxYE+ARigAAAOCxoqOj9cknn+jcuXPx9hkwYIAKFy6cgqniNmHCBK1du1aZMmXSzJkz1bZtWy78AEiSLl68qJEjR2rx4sVq3Lix/v77b5UpU8besQAAAIBkRxEAAADEyTAMbdmyRV9//XWc2wcNGqSCBQumcCpbUVFRNov8Fi1aVMuWLVO5cuVUoEABOyYDkFrcvn1b48eP14wZM+Tv76+NGzeqVq1a9o4FAACAZMb9YI9QBAAAADauX7+uESNGxLu9du3aat26dQomii0mJkbjx4/Xt99+q507d8rd3d26jbn/ATw0adIkTZw4Ublz59bXX38d5/RAAAAAQHpHEQAAAEh68MX6p59+qtOnT8e5vXDhwhowYEAKp4rt6NGjat++vXbu3ClJ+uCDDzRz5kw7pwKQGg0ePFhubm4qWrSoFi9erMWLF8fZb9WqVSmcDAAAAMmNqWEfoQgAAAAUFRWlPn36xLnNyclJH374oby9vVM21H8YhqHZs2dr4MCBun//viTJ0dFROXPmlGEYXOABiKV9+/b83QAAAIAMjyIAAAAZnGEYcRYAAgICVK1atZQPFIcLFy4oMDBQGzZssLYVL15cS5YsSTUZAaQ+ixYtsncEAAAA2An3gjxCEQAAgAzMYrGoR48eNm3ZsmXTuHHjUs3ds19//bW6deum0NBQa1v37t01adIkm7UAAAAAAABAbBQBAADIoDZt2qTly5fHah8/frwd0sRmGIY6dOigJUuWWNvy5s2rhQsXqlGjRnZMBgAAAABI7VLLjW2pAUUAAAAyGMMw1L179zi3zZ49O4XTxM9kMql06dLW561bt9asWbOUI0cOO6YCAAAAACBtoQgAAEAGcfPmTS1atEgnTpyItS1//vwaOnSoHVI93oABA7Rt2za1adNGrVu3tnccAAAAAEAawUCARygCAACQjhmGoTNnzmj+/Pm6efNmnH0+/fRTubi4pHCy2Hbs2KFdu3apZ8+e1jZHR0f98MMPdkwFAAAAAEDaRhEAAIB06s6dOxo0aFC828uWLauuXbvafZ7EqKgoffTRR9a1CCpVqqQaNWrYNRMAAAAAIG2z92fd1IQiAAAA6dCpU6f0ySefxLntnXfeUY0aNVLFBdHhw4fVrl077d2719o2c+ZMigAAAAAAACQRigAAAKQjoaGh8c7t36JFC9WrV09OTk4pnCo2i8Wi6dOna/DgwYqMjJQkZcqUSSNHjtTgwYPtnA4AAAAAkNalgvveUg2KAAAApAPh4eH64IMP4tzm6+urIUOGpHCi+IWEhKhDhw7atGmTta1UqVIKDg5WpUqV7JgMAAAAAID0hyIAAABp2NWrV/XHH3/ot99+i3P70KFDlT9//hROFTfDMBQcHKyePXsqLCzM2t6nTx+NHz9ebm5udkwHAAAAAEhPUsMUuKkFRQAAANKQEydO6OzZs1q7dq3u378fb79WrVqpTp06KZjsyWJiYvTpp59aCwC+vr5atGiRXnzxRTsnAwAAAAAg/aIIAABAGvDLL7/o+++/f2K/+vXr64033kj+QE/ByclJwcHBqly5st566y1Nnz5d2bJls3csAAAAAEA6xECARygCAACQyo0dO1YXL16Md7uPj4+qVq2qGjVqyNPTMwWTPd6dO3d07do1FS5c2NpWpkwZHTp0SEWKFLFjMgAAAAAAMg6KAAAApFKPW+y3VatWKlq0qPLly5fCqRJmy5Ytat++vTw8PLRr1y65uLhYt1EAAAAAAAAkN9YEeIQiAAAAqcz+/fs1d+7cOLeNHz8+VU+hExkZqZEjR2rSpEkyDEOSNGbMGI0bN87OyQAAAAAAyJgoAgAAYGeGYWj37t3au3ev9u/fH2+/oKAgubq6pmCyxPnnn3/Utm1bHThwwNpWs2ZNdezY0Y6pAAAAAAAZEQMBHqEIAACAnURERGjlypXaunXrY/u9/fbbeuGFF1IoVeKZzWYFBQVp2LBhioqKkvRgEeCPPvpIAwYMkKOjo50TAgAAAACQcVEEAAAghV24cCFB0+MMGDDAZlHd1Oj06dMKCAjQn3/+aW0rW7asgoODVb58eTsmAwAAAABkZKwJ8AhFAAAAkllYWJi2b9+u1atXW+fJj0vOnDnVoUMHFShQQE5OTimY8OmEhoaqYsWKCg0NlfTgAmvAgAH66KOPbBYCBgAAAAAA9kMRAACAZLJs2TL9/vvvT+xXv359vfLKK2nii/9/y5Ytm3r27KmPPvpIfn5+Wrx4sWrXrm3vWAAAAAAAMBLgXxzsHQAAgPTm6tWr6tat2xMLAL1799bs2bP1xhtvpJkCwH9HMgwfPlxjxozR/v37KQAAAAAAAPAEs2bNkp+fn1xdXVWtWjXt3Lnzsf1DQ0PVvXt35cmTRy4uLipevLjWrl2bqHMyEgAAgCQ0fvx4nT9/Pla7yWTSyy+/rPLlyyt//vx2SPZsbt++rd69e6t48eIaOnSotd3JyUnDhw+3YzIAAAAAAGJLjQMBli1bpn79+mnOnDmqVq2apk6dqsaNG+vo0aPy9vaO1T8qKkoNGzaUt7e3VqxYoXz58uns2bPKli1bos5LEQAAgGf03Xffadu2bbp7926c2ydNmiQPD48UTpV0Nm/erICAAIWEhChTpkxq0qSJKlSoYO9YAAAAAACkKUFBQercubMCAwMlSXPmzNGaNWu0YMECDR48OFb/BQsW6ObNm9q2bZt1BgE/P79En5fpgAAAeEpnzpxRt27dtGHDhjgLAK1atdLs2bPTbAEgIiJC/fv3V7169RQSEiJJcnNzs/4ZAAAAAIDUymQypcgjoaKiorRnzx41aNDA2ubg4KAGDRpo+/btce6zevVqVa9eXd27d5ePj4/KlCmj8ePHy2w2J+q9YCQAAACJsGXLFn333Xe6f/9+vH1cXV31ySefyMEh7dba9+3bp7Zt2+rw4cPWtrp162rRokUqWLCgHZMBAAAAAJB6REZGKjIy0qbNxcVFLi4uNm3Xr1+X2WyWj4+PTbuPj4+OHDkS57FPnTql3377Te+8847Wrl2rEydOqFu3boqOjtbIkSMTnJEiAAAACbB7924tWLDgsX1GjhwpLy+vNP3lf0xMjCZOnKhRo0YpJiZG0oOLl/Hjx6tPnz5p+rUBAAAAADKOlFoTYMKECRo9erRN28iRIzVq1KhnPrbFYpG3t7c+//xzOTo6qlKlSrpw4YImT55MEQAAgKRgNpu1Y8cOffXVV4/t16VLF/n7+6dMqGR08eJFvfnmmzbDEP39/RUcHKwyZcrYMRkAAAAAAKnTkCFD1K9fP5u2/44CkKRcuXLJ0dFRV65csWm/cuWKcufOHeex8+TJIycnJzk6OlrbSpUqpcuXLysqKkrOzs4JykgRAACAf4mKitKXX36p3bt3x9snS5YsGjlypNzd3VMwWfLLnj27bt26JenBvISDBw/WyJEjE3xRAQAAAABAapGY+fqfRVxT/8TF2dlZlSpV0saNG9WiRQtJD+7037hxo3r06BHnPjVr1tTSpUtlsVisI/OPHTumPHnyJOqzOkUAAECGt3PnTm3atElnz559Yt8BAwaocOHCKZAq5bm5uSk4OFjt2rXT/PnzVaNGDXtHAgAAAADgqaTUdECJ0a9fPwUEBKhy5cqqWrWqpk6dqrt37yowMFCS1L59e+XLl08TJkyQJL3//vuaOXOmevfurZ49e+r48eMaP368evXqlajzUgQAAGRIoaGhGjp0aIL6VqlSRc2aNZOXl1cyp0pZy5cvV7ly5VSiRAlrW+XKlXXw4EGboYYAAAAAAODZtWrVSteuXdOIESN0+fJl+fv7a/369dbFgkNCQmzW4vP19dXPP/+svn37qly5csqXL5969+6tQYMGJeq8JsMwjKcNHRERIVdX16fd3S7CwsLk6emp27dvK2vWrPaOAwBIQbdv39b//vc/LVmy5Il933jjDdWrVy9dLoR769Yt9ejRQ0uXLlXVqlW1detWZcrEfQEAnl1GutZ2qxD3kG0ASGm3ds20dwQAkCS5prKPlQ1n7kiR82zo8XyKnOdZJPpHY7FYNG7cOM2ZM0dXrlzRsWPHVLhwYQ0fPlx+fn7q2LFjcuQEAOCphIaGaseOHVq9evVj+xUvXlxvvfWW8uTJk2LzBtrDr7/+qg4dOujChQuSHkyF9N1336lly5Z2TgYAAAAAAJJDoosAY8eO1eLFizVp0iR17tzZ2l6mTBlNnTqVIgAAwK5iYmL07bffKiwsTAcOHHhi/4CAAFWrVi0FktnXvXv3NHjwYM2YMcPali1bNs2aNUtvvvmmHZMBAAAAAJD00vH9fYmW6CLAkiVL9Pnnn6t+/frq2rWrtb18+fI6cuRIkoYDACCh9u7dqy+++CJBfRs1aqRSpUqpePHi6fqu/4d27dqldu3a6ejRo9a2Bg0aaOHChcqfP78dkwEAAAAAgOSW6CLAhQsXVLRo0VjtFotF0dHRSRIKAICEsFgs2rhxo7777rsn9q1Tp478/f0zzBf/khQdHa1x48Zp7NixMpvNkiRXV1dNmjRJ3bt3T5frHQAAAAAAICnDfPZPiEQXAUqXLq0///xTBQsWtGlfsWKFKlSokGTBAACIi8Vi0Zw5c3Tw4MHH9itSpIjatm0rT0/PNLeIfVLZs2ePxowZI8MwJElVqlTRkiVLVLJkSTsnAwAAAAAAKSXRRYARI0YoICBAFy5ckMVi0apVq3T06FEtWbJEP/30U3JkBABAd+7c0c6dO7Vy5crH9hs+fLjy5MmTQqlSt+eff159+/bVtGnTNHz4cA0dOlROTk72jgUAAAAAQLJzYCCAVaKLAK+++qp+/PFHjRkzRpkzZ9aIESNUsWJF/fjjj2rYsGFyZAQAZFCGYWjnzp1avHjxY/tVqFBBrVu3VpYsWVIoWep0+fJleXt720zzM27cOL3zzjuqWLGiHZMBAAAAAAB7SXQRQJJq1aqlDRs2JHUWAAB06dIlffXVVzp16tRj++XPn18DBw7kznY9KJYsXbpU3bt31+jRo9W7d2/rNldXVwoAAAAAAIAMhzUBHkl0EaBw4cLatWuXcubMadMeGhqqihUrPvFLGwAAHrJYLIqMjNTevXu1atUq3b9//4n7NGjQQHXq1In171BGdePGDXXt2lUrVqyQJA0ePFiNGjVSqVKl7JwMAAAAAACkBokuApw5c0ZmszlWe2RkpC5cuJAkoQAA6dO5c+e0a9cu/frrr3J0dIzz35O45MqVS507d5avr28yJ0xb1q5dq44dO+ry5cvWtjfeeIM1EQAAAAAAGR4DAR5JcBFg9erV1j///PPP8vT0tD43m83auHGj/Pz8Eh1g1qxZmjx5si5fvqzy5ctrxowZqlq1arz9Q0ND9eGHH2rVqlW6efOmChYsqKlTp+rll19O9LkBAMkjKipKt27d0vbt23Xy5EmdPHkyVp/HFQAcHBzUunVrVa9eXY6OjskZNU0KDw/XgAEDNHfuXGtbjhw5NGfOHLVs2dKOyQAAAAAAQGqT4CJAixYtJD2YSykgIMBmm5OTk/z8/DRlypREnXzZsmXq16+f5syZo2rVqmnq1Klq3Lixjh49Km9v71j9o6Ki1LBhQ3l7e2vFihXKly+fzp49q2zZsiXqvACAZ3fz5k2dP39e+/fvV3h4uA4ePCjDMBJ9nGLFiikiIkLZsmVTixYtuIv9CbZt26b27dvbFFaaNGmi+fPn894BAAAAAPD/TGIowEMJLgJYLBZJUqFChbRr1y7lypXrmU8eFBSkzp07KzAwUJI0Z84crVmzRgsWLNDgwYNj9V+wYIFu3rypbdu2WReCfJrRBwCAxLlz544uXryos2fP6ubNm/rjjz+e6jgeHh5ycXFRw4YN5e/vr6xZsyZx0vTt+++/1xtvvGH9N9nd3V1BQUHq0qULCx4BAAAAAIA4JXpNgNOnTyfJiaOiorRnzx4NGTLE2ubg4KAGDRpo+/btce6zevVqVa9eXd27d9cPP/wgLy8vvf322xo0aBDTRQBAEjMMQ19++WW8fyc/To4cORQZGSlfX1/5+vqqWrVqypMnD19UP6P69eurYMGCOn36tKpXr64lS5aoaNGi9o4FAAAAAECq48BXEFaJLgJI0t27d/X7778rJCREUVFRNtt69eqVoGNcv35dZrNZPj4+Nu0+Pj46cuRInPucOnVKv/32m9555x2tXbtWJ06cULdu3RQdHa2RI0fGuU9kZKQiIyOtz8PCwhKUDwAykujoaH377bc6cuSIXFxcdPHixQTvW7VqVXl7e8vf319ZsmRRlixZkjFpxpYlSxYtXrxYf/75pz744ANlyvRU/4wDAAAAAIAMJNHfHuzbt08vv/yy7t27p7t37ypHjhy6fv263N3d5e3tneAiwNOwWCzy9vbW559/LkdHR1WqVEkXLlzQ5MmT4y0CTJgwQaNHj062TACQ1lgsFu3du1c7d+6UYRg6dOhQgvetW7eu3N3dVahQIeXJk0c5cuRIxqQZ25kzZ9SzZ0/NmDHDZuq7WrVqqVatWvYLBgAAAABAGsBsBI8kugjQt29fNW/eXHPmzJGnp6d27NghJycntW3bVr17907wcXLlyiVHR0dduXLFpv3KlSvKnTt3nPvkyZNHTk5ONlP/lCpVSpcvX1ZUVJScnZ1j7TNkyBD169fP+jwsLEy+vr4JzgkAaZnZbNY///yjGzduaMuWLbH+zn2SbNmyyWw2a/To0XJ1dU2mlPg3wzC0aNEi9e7dW3fu3NGdO3f022+/ycHBwd7RAAAAAABAGpToIsDff/+tuXPnysHBQY6OjoqMjFThwoU1adIkBQQE6PXXX0/QcZydnVWpUiVt3LhRLVq0kPTg7tSNGzeqR48ece5Ts2ZNLV26VBaLxfplyLFjx5QnT544CwCS5OLiIhcXl8S+TABIcwzD0NWrV7V582Zdv35dYWFhOnfuXKKOUaJECb377rtyd3dnrRU7uHr1qrp06aIffvjB2nbmzBmdO3dOBQsWtGMyAAAAAADSFgYCPJLoIoCTk5P1C3hvb2+FhISoVKlS8vT0TPSXTf369VNAQIAqV66sqlWraurUqbp7964CAwMlSe3bt1e+fPk0YcIESdL777+vmTNnqnfv3urZs6eOHz+u8ePHJ+sURACQmlgsFp06dcq6Nsv9+/cVHR2dqDn8pQdD4vLly6eWLVsqX758cnV15U5zO/vhhx/UuXNnXbt2zdrWoUMHTZs2TVmzZrVjMgAAAAAAkJYlughQoUIF7dq1S8WKFVOdOnU0YsQIXb9+XcHBwSpTpkyijtWqVStdu3ZNI0aM0OXLl+Xv76/169dbFwsOCQmx+VLK19dXP//8s/r27aty5copX7586t27twYNGpTYlwEAqZphGAoNDdW1a9f0119/6fz584kutP7bc889p4oVKypXrlwqUqQIX/inImFhYerbt68WLFhgbcuVK5fmzZtnHSkHAAAAAAASx4GhAFYmwzCMxOywe/du3blzR/Xq1dPVq1fVvn17bdu2TcWKFdP8+fPl7++fTFGTRlhYmDw9PXX79m3urASQKty9e1dXr17VqVOnrF/4PwsvLy9VrlxZNWvWlLu7O3P5p2Jbt25V27ZtdebMGWtb8+bNNW/ePGtBHADSkox0re1WIe4pTAEgpd3aNdPeEQBAkuSa6NvNk9fr8/ekyHlWdayUIud5Fon+0VSuXNn6Z29vb61fvz5JAwFAehYTE6MTJ07o7Nmz2rZtm83UL4mRL18+VaxYUY6OjvL391f27NmVKVMmmahypylhYWHWAoCHh4emTZumwMBAfo4AAAAAADwjPlo/kmT1mb1792rEiBH66aefkuqQAJDmWSwW7d27V/v27dO+ffsSvX/+/PlVsGBB5c6dWxUqVFD27Nn5gjgdadKkid577z0dPnxYixcvVqFChewdCQAAAAAApDOJKgL8/PPP2rBhg5ydndWpUycVLlxYR44c0eDBg/Xjjz+qcePGyZUTAFK9u3fv6vz589q9e7csFou2b9+eqP1LliypYsWK6bnnnlP+/PmZtz+dMZvNWrFihd566y2bQs7UqVPl5OQkR0dHO6YDAAAAACB94SbKRxJcBJg/f746d+6sHDly6NatW/riiy8UFBSknj17qlWrVjp48KBKlSqVnFkBIFW4d++epk+frtu3b+v27dtydXVVREREoo5RunRplSpVSoULF5afnx//MKVzJ0+etK6hc+fOHXXq1Mm6jTUbAAAAAABAckpwEWDatGmaOHGiBg4cqJUrV6ply5aaPXu2/vnnH+XPnz85MwKAXd27d087duzQihUr4tyekAKAv7+/KlSooHLlysnFxSWpIyKVMgxD8+bNU79+/XT37l1JUv/+/dWyZUt5enraOR0AAAAAAOkX91s+kuAiwMmTJ9WyZUtJ0uuvv65MmTJp8uTJFAAApBthYWE6ePCgDhw4oAMHDsjb21tXr15N0L758uVTaGiocubMKVdXV1WoUEEFCxaUt7e33N3dkzk5UqPLly+rU6dOWrNmjbWtcOHCWrJkCQUAAAAAAACQYhJcBLh//771iyyTySQXFxflyZMn2YIBQHIxDEMxMTG6fPmydu7cqWPHjuncuXOx+j2pANChQwdVrVo1uWIiDVuxYoW6du2qGzduWNs6d+6soKAgeXh42DEZAAAAAAAZgwNDAawStTDwF198Yf3yIiYmRosWLVKuXLls+vTq1Svp0gHAM7h3754uXbqkkydPWhfsfRoP5/yvXr26GjVqJB8fnyROivQiNDRUPXv21Jdffmlt8/Hx0fz589W0aVM7JgMAAAAAABlVgosABQoU0Lx586zPc+fOreDgYJs+JpOJIgAAuzCbzdqxY4f++OOPOO/qT4w6deqodOnSKlmypJycnJIoITKCESNG2BQA3njjDc2ZMydWwRwAAAAAACQvxgE8kuAiwJkzZ5IxBgAkjmEYun37ts6ePau5c+cmev8iRYrIyclJ58+fV8OGDVWmTBnlzp1bJoaK4RmMGjVKK1euVHh4uGbOnKm2bdvyOwUAAAAAAOwqUdMBAUBKsVgsun79ukJDQxUeHq4LFy7o4sWLunz5ssLDw3X37t0EHSd37tzy8vJSwYIFVbx4ceXPn1+urq7JnB4ZRXh4uM0c/zly5NDKlSuVN29eFShQwI7JAAAAAADI2Lgp7xGKAADs6v79+woPD9fNmzd1/vx5Xb58WVu3bn3q4xUrVkxvv/028/YjWcXExGj8+PGaPXu29u3bpzx58li3Pf/883ZMBgAAAAAAYIsiAIBkZ7FYdO/ePV27dk0//vijjhw5kmTHLlasmJydnVW1alVVrlyZKi+S3bFjx9SuXTvt3LlTktSxY0etWbOG3z0AAAAAAFIRBz6mW1EEAJCk7t69q7///lv79+/XwYMHn/l4FSpUUFRUlIoUKSIPDw/5+PjIy8tLWbNmlYODQxIkBhLGMAzNnj1bAwcO1P379yVJjo6Oqly5ssxmszJl4p9UAAAAAACQ+vCNBYCnFhMTo/PnzyskJES3b9/WunXrEn2MfPny6c6dOypQoIA8PDyULVs2FS1aVH5+fnJ3d0+G1EDiXbhwQYGBgdqwYYO1rVixYgoODla1atXsmAwAAAAAAMSFEfuPPFUR4OTJk1q4cKFOnjypadOmydvbW+vWrVOBAgX03HPPJXVGAHZy69Yt3bhxQ9HR0bp06ZJ27NghV1dXnThx4qmOV758eZnNZhUtWlS1a9dmgV6kCV9//bW6deum0NBQa1v37t01ceJEZc6c2X7BAAAAAAAAEiDRRYDff/9dTZo0Uc2aNfXHH39o3Lhx8vb21v79+zV//nytWLEiOXICSEaGYejEiRM6c+aMLly4oMOHDys8PPyZjlmkSBE1adJEJUuWZNoepFndu3fX7Nmzrc/z5s2rhQsXqlGjRnZMBQAAAAAAnoSBAI8kuggwePBgjR07Vv369VOWLFms7S+++KJmzpyZpOEAJA3DMHTjxg39+OOPcnV11a5du5Q1a1ZdvXpVWbJk0Z07d5762N7e3nJ3d1ehQoWUP39+FS5cWD4+PkmYHrCfF1980VoEaN26tWbNmqUcOXLYORUAAAAAAEDCJboI8M8//2jp0qWx2r29vXX9+vUkCQXg2RmGoX379umLL76Ic3tERIQkJagAUL9+fbm5uclsNqtYsWLy8/OTi4sLc6sh3XvjjTfUo0cP1axZU61bt7Z3HAAAAAAAkEB8b/VIoosA2bJl06VLl1SoUCGb9n379ilfvnxJFgzAk1ksFh06dEhhYWE6deqUMmXKpD///DPRx/Hy8pK7u7vMZrNq1qyp7NmzK0+ePMqVKxd/YSLD+Ouvv7Rq1SpNnDjRpn3GjBl2SgQAAAAAAPDsEl0EaN26tQYNGqTly5fLZDLJYrFo69atGjBggNq3b58cGYEMzTAMXbp0SVeuXFFMTIyOHz+u0NBQHTx4MNHHypQpk6pXr64XX3xR2bNnl7OzczIkBtKW6OhojRkzRuPHj5fFYpG/v7/atGlj71gAkOGsXr06wX1feeWVZEwCAACA9MCB+1qtEl0EGD9+vLp37y5fX1+ZzWaVLl1aZrNZb7/9toYNG5YcGYEMISYmRufPn9fp06d14MABHTt2TIZhPPNxXVxcNGjQIOXOnTsJUgLpy+HDh9WuXTvt3bvX2rZkyRK1bt2aUTAAkMJatGiRoH4mk0lmszl5wwAAAADpSKKLAM7Ozpo3b56GDx+ugwcPKjw8XBUqVFCxYsWSIx+QrkRFReny5cvasWOHtmzZojx58igmJkaXLl16puN6enrqlVdeUaZMmeTt7a2cOXPKw8MjiVID6Y/FYtG0adM0ZMgQRUZGSnowUmbkyJEaPHgwBQAAsAOLxWLvCAAAAEhH+Gz/SKKLAFu2bNELL7ygAgUKqECBAsmRCUjToqOjdeTIER08eFD379/X7t27lTNnTt24cSNW33PnziX4uMWKFVP27NlVuHBhOTk5yc/PT97e3nJ0dEzK+EC6FxISog4dOmjTpk3WtlKlSik4OFiVKlWyYzIAAAAAAICkl+giwIsvvqh8+fKpTZs2atu2rUqXLp0cuYA04/Llyzp79qzu37+vb7/9Ns4+cRUA/s3V1VURERGSpDJlyihv3rwqXry4ihYtyrz9QBIxDEPBwcHq2bOnwsLCrO19+vTR+PHj5ebmZsd0AID/unv3rn7//XeFhIQoKirKZluvXr3slAoAAABpBeMAHkl0EeDixYv65ptv9PXXX+vjjz9WuXLl9M4776hNmzbKnz9/cmQEUoXQ0FDt3LlThw8f1rVr1+Tm5qaLFy8m6hh58+bVxYsXVbNmTRmGoebNm8vT0zOZEgP4r5UrV1oLAL6+vlq0aJFefPFFO6cCAPzXvn379PLLL+vevXu6e/eucuTIoevXr8vd3V3e3t4UAQAAAIBEMBnPsPLo6dOntXTpUn399dc6cuSIateurd9++y0p8yW5sLAweXp66vbt28qaNau94yAVioqK0s2bN3Xy5EnFxMTo119/feKd/HGpWLGiypQpo4IFCypnzpzc0Q+kAleuXFHZsmX10ksvafr06cqWLZu9IwFAupJU19p169ZV8eLFNWfOHHl6emr//v1ycnJS27Zt1bt3b73++utJmPrpuFXoYe8IACBJurVrpr0jAIAkyTXRt5snr07LDqbIeb5oVSZFzvMsnulHU6hQIQ0ePFjly5fX8OHD9fvvvydVLiDZGIahixcv6vz584qOjtb27dvl5uamw4cPP/UxTSaT6tevLx8fH/n6+rJeBpAKhIeH6/jx46pQoYK1zcfHRwcOHFDu3LntmAwA8CR///235s6dKwcHBzk6OioyMlKFCxfWpEmTFBAQkCqKAAAAAEBa8dRFgK1bt+qrr77SihUrFBERoVdffVUTJkxIymzAU7NYLDp79qz27NmjK1eu6OzZs8qZM6fOnTsni8XyTMdu0qSJdd5+Z2dnVhoHUqEtW7YoICBAd+/e1cGDB5UrVy7rNgoAAJD6OTk5ycHBQZLk7e2tkJAQlSpVSp6enjp37pyd0wEAACAt4Cu7RxJdBBgyZIi++eYbXbx4UQ0bNtS0adP06quvyt3dPTnyAY8VHh6uU6dOKTg4WNmyZdP9+/d18+bNePsmVJ48eZQpUyYVL15cBQsWlIuLi5577jnrh1EAqVNkZKRGjhypSZMm6eFsd3379lVwcLCdkwEAEqNChQratWuXihUrpjp16mjEiBG6fv26goODVaZM6h9uDQAAAKQmiS4C/PHHHxo4cKDeeustmzsrgeRisVh048YN7dixQ1evXpWDg4N27doVq9/du3efeCyTySQXFxeZzWZly5ZN1apVU86cOZUlSxaVKFFCjo6OyfESAKSAf/75R23bttWBAwesbTVr1tSoUaPsFwoA8FTGjx+vO3fuSJLGjRun9u3b6/3331exYsW0YMECO6cDAABAWsDsHY8kugiwdevW5MiBDC4yMlJXrlxRRESE9uzZoz///FOurq6KiIhI9LE8PDwUHh6uzJkzK1OmTKpbt67Kli2r3Llzcyc/kA6ZzWYFBQVp2LBhioqKkvRgGokxY8Zo4MCBFPcAIA2qXLmy9c/e3t5av369HdMAAAAAaVuCigCrV69WkyZN5OTkpNWrVz+27yuvvJIkwZD+REdHa//+/bp//77++usvRURE6OLFi/H2T2gBIHPmzCpevLgqVaqkihUrJlVcAGnA6dOnFRAQoD///NPaVqZMGQUHB8vf399+wQAAAAAAgF0xEOCRBBUBWrRoocuXL8vb21stWrSIt5/JZJLZbE6qbEjjbt68qXXr1unMmTO6cOHCMx3LwcFBJUqUkKenp1588UW5u7vL1dWVtSiADCwqKkq1atWy/v1iMpk0YMAAffTRR3JxcbFzOgDAsyhUqNBjh2+fOnUqBdMAAAAAaVuCigAWiyXOPwP/Zjabdfz4ca1atUrnz59P8H5OTk6Kjo6Ws7OzChUqpCJFisjR0VEvvPCCsmTJkoyJAaRlzs7OGjdunDp06CA/Pz8tXrxYtWvXtncsAEAS6NOnj83z6Oho7du3T+vXr9fAgQPtEwoAAABpigNDAawSvSbAkiVL1KpVq1h3WUZFRembb75R+/btkywcUr9z585p9erVOnToUIL3KVKkiGrXrq3MmTOrZMmSzNMPIMHMZrPNHP/t27fX3bt31bZtW2XNmtWOyQAASal3795xts+aNUu7d+9O4TQAAABA0pk1a5YmT56sy5cvq3z58poxY4aqVq0aZ99FixYpMDDQps3FxSXR66iaDMMwErODo6OjLl26JG9vb5v2GzduyNvbO9VPBxQWFiZPT0/dvn2bL4wSwWw26/bt2/rf//6nX375RdeuXUvQfq6urmrWrJnKly8vT09PZcqU6LoTAOj27dvq3bu3HB0dNX/+fHvHAQDEI7mvtU+dOiV/f3+FhYUl+bETy61CD3tHAABJ0q1dM+0dAQAkSa6p7Gu/bqsOp8h5Zr9eOsF9ly1bpvbt22vOnDmqVq2apk6dquXLl+vo0aOxvm+XHhQBevfuraNHj1rbTCaTfHx8EpUx0T8awzDinJ/z/Pnz8vT0TOzhkIrdv39fv//+u9avX6+oqKgE71eyZEk1atRIJUuWTMZ0ADKKzZs3KyAgQCEhIZIeLED/6quv2jkVAMAeVqxYoRw5ctg7BgAAAPBUgoKC1LlzZ+vd/XPmzNGaNWu0YMECDR48OM59TCaTcufO/UznTXARoEKFCjKZTDKZTKpfv77NHd1ms1mnT5/WSy+99ExhYH9ms1m//PKLfvzxxwTvky9fPjVt2lTlypVjah8ASSYiIkIffvihgoKCrG1ZsmRJ9JA3AEDa8/Czx0OGYejy5cu6du2aZs+ebcdkAAAASCviupHdnqKiorRnzx4NGTLE2ubg4KAGDRpo+/bt8e4XHh6uggULymKxqGLFiho/fryee+65RJ07wUWAFi1aSJL+/vtvNW7cWB4eHtZtzs7O8vPz0xtvvJGokyP1uHjxombNmqVbt249tl/FihUVGhqqpk2bqnjx4jZzcwNAUtm3b5/atm2rw4cfDd2rU6eOFi1aJD8/P/sFAwCkiFdffdXmQ5uDg4O8vLxUt25dRpsCAAAgVYmMjFRkZKRNm4uLS6w1da9fvy6z2RxrKh8fHx8dOXIkzmOXKFFCCxYsULly5XT79m198sknqlGjhg4dOqT8+fMnOGOCiwAjR46UJPn5+alVq1ZydXVN8EmQOt28eVPDhg17Yr8qVaqocePGypMnT6qroAFIX2JiYjRx4kSNGjVKMTExkh78wzl+/Hj16dOH0UYAkEGMGjXK3hGeqMdHPe0dAQAkST1XHbR3BACQJM17q4y9I9hIqW8QJkyYoNGjR9u0jRw5MkmuaatXr67q1atbn9eoUUOlSpXS3Llz9dFHHyX4OIleEyAgICCxuyCV2bdvn+bNm/fYPl5eXuratavy5MmTQqkAZHQ3b95U06ZNtWPHDmubv7+/goODVaZM6rqQAAAkL0dHR126dCnW4mg3btyQt7e3zGaznZIBAAAgrUipm5mHDBmifv362bT9dxSAJOXKlUuOjo66cuWKTfuVK1cSPOe/k5OTKlSooBMnTiQqY4KKADly5NCxY8eUK1cuZc+e/bFv4M2bNxMVACknPDxcH3zwQbzbvby8VL16dTVu3Jg7/gGkuGzZslmnmnNwcNDgwYM1cuRIOTs72zkZACClGYYRZ3tkZCT/LgAAACBViWvqn7g4OzurUqVK2rhxo3XqfYvFoo0bN6pHjx4JOpfZbNY///yjl19+OVEZE1QE+PTTT5UlSxbrn/mCOO153N3/r732mho2bJjCiQDAloODgxYsWKDXX39d06ZNU40aNewdCQCQwqZPny7pwV1bX3zxhc06ZGazWX/88QdrAgAAACBBHFLhV9j9+vVTQECAKleurKpVq2rq1Km6e/euAgMDJUnt27dXvnz5NGHCBEnSmDFj9Pzzz6to0aIKDQ3V5MmTdfbsWXXq1ClR501QEeDfUwB16NAhUSeAfUVHR6t3795xbhs+fDjT/QCwm+XLl8vb21t16tSxtvn6+mrnzp0UmwEgg/r0008lPRgJMGfOHDk6Olq3OTs7y8/PT3PmzLFXPAAAAOCZtGrVSteuXdOIESN0+fJl+fv7a/369dbFgkNCQmzWQ7x165Y6d+6sy5cvK3v27KpUqZK2bdum0qVLJ+q8JiO+sbbx2Lt3r5ycnFS2bFlJ0g8//KCFCxeqdOnSGjVqVKofnhsWFiZPT0/dvn1bWbNmtXecZHP37l0NHDgwzm1Vq1almAPAbm7duqUePXpo6dKl8vX11T///CNPT097xwIAJIGkutauV6+eVq1apezZsydhuqQ18Kej9o4AAJKk0HvR9o4AAJJS38LA/VYfSZHzBL2S+keqJnqR5Pfee0/Hjh2TJJ06dUqtWrWSu7u7li9f/tj55pEyzGazRo8eHW8BYNCgQRQAANjNr7/+qrJly2rp0qWSpHPnzumrr76ycyoAQGqzadOmVF0AAAAAANKSRBcBjh07Jn9/f0kPpnKoU6eOli5dqkWLFmnlypVJnQ+JsGzZMvXs2TPWCtOSVLFiRc2ePVsFCxa0QzIAGd29e/fUq1cvNWzYUBcuXJAkeXp66ssvv9T7779v53QAgNTmjTfe0MSJE2O1T5o0SS1btrRDIgAAAKQ1JpMpRR5pQYLWBPg3wzBksVgkPbijs1mzZpIezON8/fr1pE2HBDGbzerZs2ec29q2bcvimgDsateuXWrXrp2OHn00bUL9+vW1cOFC+fr62jEZACC1+r/27ju+xvP/4/j7ZCcSQWms2LsJSmoWRZQOLWrUXlW1qoKirV1ilNJSatUupdVqkZZUWtTXjlHEptRekSDrnN8ffk6dJjQhyZ2TvJ4e9+NxznWv90lv6XF/7uu6fv/9d40YMSJR+0svvaRJkyalfyAAAADAjqW4CBAQEKCPP/5YgYGB+u233zRjxgxJ0smTJ60TGCD9mM3mJAsApUuXVp8+fWwmkgCA9BQXF6cxY8bo448/VkJCgiTJzc1NEyZMUK9evfj9BAB4qKioqCTnGnN2dlZkZKQBiQAAAGBvHOzjIf10keI7MFOmTNHu3bvVu3dvffjhhypRooQkaeXKlTxxns4sFot69+6dqH369Onq27cvN9gAGOqvv/7SxIkTrQWAgIAA7dmzhwIlAOA/+fv7a/ny5Ynaly1bpnLlyhmQCAAAALBfKe4JUL58ee3fvz9R+8SJE+Xo6JgqoZA8vXr1StT2xRdfGJAEABIrVqyYJk6cqHfffVcfffSRPvzwQzk7OxsdCwBgB4YOHapmzZrp+PHjqlevniQpNDRUS5cu1cqVKw1OBwAAAHtgJ8P1p4sUFwHu27Vrlw4dOiRJKleunCpVqpRqofBot27d0qBBgxK1UwAAYKSzZ88qV65c8vDwsLb16NFDL7zwAk9tAgBSpHHjxvr+++81duxYrVy5Uu7u7qpQoYJ+/fVX5cqVy+h4AAAAgF1JcRHg0qVLatWqlX777TflyJFDknTjxg3VrVtXy5YtU548eVI7Ix5w6tQpTZgwIVE7BQAARrFYLFq6dKl69eqlDh066LPPPrOuM5lMFAAAAI/llVde0SuvvCJJioyM1Ndff60BAwZo165d1qHmAAAAgIdxoCuAVYoHZe7Tp4+ioqL0559/6tq1a7p27ZoOHDigyMhIvfvuu2mREf/PbDYnWQCYNm2aAWkAQLp69apatWqldu3a6ebNm/r8888VGhpqdCwAQCbx+++/q2PHjsqfP78mTZqkevXq6X//+5/RsQAAAAC7kuKeACEhIdqwYYPKli1rbStXrpymT5+uF198MVX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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:45:57,359 INFO:Model PiT evaluation completed in 185.54 seconds.\n", "2024-12-22 11:45:57,360 INFO:Overall evaluation for all models completed in 2044.40 seconds.\n", "2024-12-22 11:45:57,365 INFO:Ensemble on Dataset a - Loss: , Acc: 90.71%, AUCROC: 0.941851401847734, F1 Score: 0.7900\n", "2024-12-22 11:45:57,627 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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r09sn6PLp3xJ9Li46UpLk4JJLTz3TQZKUPXdp5S//RprlAwAA6UdsbKxGjRqlzZs3a/Xq1TaFgHfeecfEZAAAAACAf6MIAElSZNhBHVv/ySO3c8lRQKXqDk6DRAAAIL06duyY2rdvr507d0qSJkyYoN69e5ucCgAAAADuY1jS++wevQkyM8MwdP3SIV37Z+sjt7VzcFGRZzqmQSoAAJAeGYahKVOmyNfX11oAsLe3161bt0xOBgAAAAB4EHoCZHF7l7TUpRM/27QVe7a3itf8MMG2dvZOsnNwTqtoAAAgHQkJCdHbb7+tX375xdpWunRpzZ07VzVq1DAxGQAAAAAkRE+A+ygCZGHxcTEJCgCSlD1PGTk45zAhEQAASI++/fZbvf/++7p69aq1rUuXLho7dqxcXV1NTAYAAAAAeBSKAFnYtZCd1sfObvnlWbqpsucpowJM9gsAACTFxcWpXbt2+vbbb61tBQsW1DfffKOXXnrJxGQAAAAA8HD0BLiPIkAW9ufK962Ps+cpo/INvzAxDQAASG/s7e3l7u5uXW/durWmTJmi3Llzm5gKAAAAAJAcFAGyqJibl3Xr2inresEKbUxMAwAA0qvPP/9ce/fuVe/evdW6dWuz4wAAAABA0tARwMrO7ABIe+f2zNCGL4tb151zFFShiu1MTAQAANKD7du3a8mSJTZtbm5u2rFjBwUAZGh79uzRwYMHrevLly9Xs2bN9PHHHysmJsbEZAAAAEDqowiQBV34c5EMI8667pa3vIlpAACA2e7cuaOBAweqVq1aCgoK0qlTp2yeZyxNZHTvvvuujh07Jkk6deqUWrduLVdXVy1evFgfffSRyekAAACQGiwWS5osGQFFgCzkzu0Indr6ma6FbLe2FancQeVeHGtiKgAAYKbDhw/r2Wef1YgRIxQfH68bN25o/PjxZscCUtSxY8fk6+srSVq8eLHq1KmjBQsWaPbs2Vq6dKm54QAAAIBUxpwAWcjZP6bq5O8j7zdY7FT+5Qmm5QEAAOaJj4/Xl19+qX79+ik6OlqS5ODgoMGDB6tfv34mpwNSlmEYio+PlyT9+uuveuWVVyRJRYoUUXh4uJnRAAAAkEoyyl36aYEiQBZy69pZm/X8ZZublAQAAJjp3LlzCgwM1Pr1661t5cqVU3BwsKpUqWJiMiB1VK1aVSNGjFCDBg20ceNG/e9//5MknT59Wl5eXianAwAAAFIXwwFlUb4tFqria9+YHQMAAKQhwzA0d+5c+fj42BQAevbsqd27d1MAQKY1YcIE7dmzR127dtWAAQNUsmRJSdKSJUtUs2ZNk9MBAAAgNTAnwH30BMiisuculWF+SQEAQMq4ceOG+vfvr8jISEl3h0KZPXu26tWrZ3IyIHVVrFhRBw8eTNA+btw42dvbm5AIAAAASDsUAQAAALKIHDlyaNasWXr55Zfl7++viRMnKmfOnGbHAtJMTEyMLl68aJ0f4J6nnnrKpEQAAABILdwAfR9FAAAAgEzq+vXrun37tvLly2dta9iwofbu3StfX1/zggFp7NixY3rnnXe0detWm3bDMGSxWBQXF2dSMgAAACD1UQQAAADIhDZv3ix/f3+VLVtWK1eutLkLhgIAspqgoCA5ODjop59+UoECBbgrDAAAICvgks+KIkAWcePyUZ0/OM/sGAAAIJVFR0dr8ODBGjt2rAzD0OnTpzVjxgx16tTJ7GiAafbt26fdu3erbNmyZkcBAAAA0hxFgCziwqHvbNYdXXKZlAQAAKSWgwcPql27djpw4IC1rVatWmrQoIGJqQDzlS9fXuHh4WbHAAAAQBqi9+d9dmYHmDJliry9veXi4qIaNWpo586dD91+woQJKlOmjLJly6YiRYqoV69eun37dhqlzZiunN2kU1vGWNe9yjaTs5uXiYkAAEBKiouL07hx41S1alVrAcDR0VGffvqpNm7cqOLFi5ucEDDXmDFj9NFHH2nDhg26fPmyIiMjbRYAAAAgMzO1J8CiRYvUu3dvTZs2TTVq1NCECRPUsGFDHT16VJ6engm2X7Bggfr166dZs2apZs2aOnbsmAIDA2WxWDR+/HgTXkH6F3Fhr3YtaGzTVrRqZ5PSAACAlHb69GkFBATo999/t7b5+PgoODhYlSpVMjEZkH7c6w1Tv359m3YmBgYAAMi86Alwn6lFgPHjx6tjx44KCgqSJE2bNk0rV67UrFmz1K9fvwTbb926VbVq1VLbtm0lSd7e3mrTpo127NiRprkzkhuXDtmsOzi7K4enj0lpAABASjp37pwqVqyoGzduSLp7kdunTx8NHz5czs7OJqcD0o/169ebHQEAAAAwjWlFgJiYGO3evVv9+/e3ttnZ2alBgwbatm1bovvUrFlT8+bN086dO1W9enWdOnVKq1atUvv27dMqdoYSHx+rP1e+Z13PW/xF+TSdIQdndxNTAQCAlPLUU0/ptdde0/z58+Xt7a25c+eqdu3aZscC0p26deuaHQEAAABpjJ4A95lWBAgPD1dcXJy8vGzHpvfy8tKRI0cS3adt27YKDw/Xc889J8MwFBsbq/fee08ff/zxA88THR2t6Oho63pWGvPz2t9bbdYL+rSVk2tek9IAAIDUMHnyZOXPn1+DBw9Wjhw5zI4DpFu///67vvrqK506dUqLFy9WoUKFFBwcrGLFium5554zOx4AAACQakyfGDg5NmzYoFGjRmnq1Knas2ePvv/+e61cuVLDhw9/4D6jR4+Wh4eHdSlSpEgaJjbX9UuHbdY9SzUxKQkAAHhSERERCgwM1LfffmvTnjNnTn322WcUAICHWLp0qRo2bKhs2bJpz5491puEIiIiNGrUKJPTAQAAIFVY0mjJAEwrAuTNm1f29vYKCwuzaQ8LC1P+/PkT3WfgwIFq3769OnToIB8fH73++usaNWqURo8erfj4+ET36d+/vyIiIqzL33//neKvJT26cztCR9b2sa6XrDNQ9o6uJiYCAACPa8OGDapYsaLmzJmjzp07KyQkxOxIQIYyYsQITZs2TTNmzJCjo6O1vVatWtqzZ4+JyQAAAIDUZ1oRwMnJSVWqVNG6deusbfHx8Vq3bp38/PwS3efmzZuys7ONbG9vL0kyDCPRfZydneXu7m6zZAVRV47brHsUqGJSEgAA8Lhu376tDz74QC+88ILOnTsnSYqLi9OhQ4dMTgZkLEePHlWdOnUStHt4eOjatWtpHwgAAACpzmKxpMmSEZg2J4Ak9e7dWwEBAapataqqV6+uCRMmKCoqSkFBQZIkf39/FSpUSKNHj5YkNW3aVOPHj1flypVVo0YNnThxQgMHDlTTpk2txQBIZ/+YZtMLwKNgNeUpVt/ERAAAILn27t2rdu3a6fDh+8P7Pf/885o9e7aKFi1qYjIg48mfP79OnDghb29vm/bNmzerePHi5oQCAAAA0oipRYBWrVrp0qVLGjRokEJDQ+Xr66vVq1dbJws+d+6czZ3/n3zyiSwWiz755BOFhIQoX758atq0qUaOHGnWS0h34mOjdey3ATZtebzrZpiqFAAAWV1sbKzGjBmjIUOGKDY2VtLdno2jRo1Sz549E/SKBPBoHTt2VI8ePTRr1ixZLBadP39e27ZtU58+fTRw4ECz4wEAACAV8H3ofRbjQePoZFKRkZHy8PBQREREphsaKD7uji4eX6n9P7SztnkUrC6fpjOUPXcJE5MBAICkOHv2rNq0aaNt27ZZ23x9fTVv3jw9/fTTJiYDkia9XmsbhmGdS+zmzZuS7hbX+vTpo+HDhz/WMbNV7pqSEZEJvNuyjnoF1JdXHncdPBai3mMW649DZxPd1sHBTh++/ZLavVJDBT1z6tjZMH0ycbnWbv3Luk2ft19Ss3qVVNrbS7ei72jH/lMaMHG5jp+9mFYvCRnE1V2TzY6AdObbBfM155uZCg+/pNJlyqrfxwPlU7HiA7f/Zc3PmjJpos6HhOipot7q2buPatepa33+ZlSUJnzxudb/9qsirl1ToUKF1aZde7Vs1SYtXg4yEBdTbzdPqGj3H9PkPGe/bJom53kS3EqWiRz8qZNNASCP9wt6NuA3CgAAAGQQLi4uOn787rw+dnZ2GjBggHbs2EEBAHhCFotFAwYM0JUrV/Tnn39q+/btunTpkgYPHqzz58+bHQ+ZwBsvPaMxH7yukV/9LL+2Y3TgWIhWTO2ifLncEt1+yPtN1aHFc+o9drEqtxihr5ds1qLPO6pSmcLWbWo/U1LTFm1SXf/P9ErnyXJwsNdP/+sqVxentHpZADKg1T+v0mdjR+vd97vo28U/qEyZsur87ju6fPlyotvv27tH/T78QK83f0OLlizTC/Xqq2e3Ljp+/Jh1m8/Gfqqtm3/XqE/H6YcfV+mt9gH6dORwbfhtXaLHBNIL5gS4jyJAJnLtn2026zk8fUxKAgAAHoeXl5emT5+ukiVLavPmzRoxYoScnPiyB0gpTk5OKl++vKpXry43NzcdOnRIRYoUMTsWMoHu7erpm++3KnjFdh05FapuI7/VrdsxCmjml+j2bV+prrEzf9GazYd1JuSyZizerDVbDqtH+3rWbV7rOlXzftyhv06F6uCxEHUaPE9PFcityuX5nQXwYMFzvlHzN1qq2estVKJkSX0yeKhcXFy07PuliW4/f95c1XyutgLf7qDiJUqoa/eeKle+vL5dMM+6zb59e9X0tWaqVr2GChUqrDdatlLpMmX158EDafWygMdCEeA+igCZlM8rM1SyzidmxwAAAA+xdOlShYeH27S9/vrr+vPPP+Xnl/gXRwCA9MXRwV6VyxXRbzuOWtsMw9BvO46qesViie7j5Oig2zF3bNpu3Y5RzcoP7sXt7uYiSboacTMFUgPIjO7ExOivw4f0rF9Na5udnZ2efbamDuzfm+g+B/bt07PP2l531qz1nA7s22dd9/WtrI3rf1NYWJgMw9DOHdt19sxp+dV6LlVeB4CURxEgE3J2K6CCPm1k7+hqdhQAAJCIq1evqm3btnrjjTfUuXNn/XeKJmdnZ5OSAQCSK28uNzk42Oviles27RcvRyp/nsTnxvh121/q3q6eSjyVTxaLRfVqlNVr9XyVP2/i21ssFo3r84a27j2pwycvpPhrAJA5XL12VXFxccqTJ49Ne548eRLceHJPeHi48uTJm3D7y/e37zdgoIqXKKmX6tVRVd8Kev/dDvr4k8GqUrVayr8IICVZ0mjJANLZdA0AAACZ29q1axUUFKSQkBBJ0pIlS7Rp0ybVrVv3EXsCMEt0dLSio6Nt2oz4OFns7E1KhIyuz7glmjqwjfZ/P1CGYejUP+Gau2K7Al57NtHtJ/RvqadLFlD9oC/SOCkASAvnB+vAgX2aOPl/KliwoHb/8YdGjRiqfJ6eNr0OAKRfFAEAAADSwM2bN9W3b19NnjzZ2pYzZ05NmTJFderUMTEZkHkdOPDwsYqPHj360OfvGT16tIYOHWrTZu9VTY4Fqj92NmQe4VdvKDY2Tp65c9i0e+ZxV+jlyAfu07L3DDk7OSiPR3advxShEd1f0+mQhBN3ftH3TTWuXUEN3pmgkIvXUuMlAMgkcuXMJXt7+wSTAF++fFl58+ZNdJ+8efPq8uXwhNv/f++A27dv68sJX+iLLyerTt3nJUmly5TV0aN/ac43MykCIF3LKOP1pwWGAwIAAEhlu3bt0jPPPGNTAGjQoIEOHjyotm3bcnEKpBJfX19VrlxZvr6+CZbKlSurdevWSTpO//79FRERYbM4eFVJ5fTIKO7ExmnvX3/rhRplrG0Wi0UvVC+tnQdOP3Tf6JhYnb8UIQcHOzWr76ufNtgWrr7o+6ZerVdJL7/7pc6eT1ggAIB/c3RyUrnyT2vH9m3Wtvj4eO3YsU0VK1VOdJ+Kvr7asX27Tdv2bVtV0ddXkhQbG6vY2Duys7O9XrWzs1f8f4a0BJA0U6ZMkbe3t1xcXFSjRg3t3Lnzgds+//zziU5G3KRJk2Sdk54AmURk2EHdjvzH7BgAAOBf7ty5o5EjR2rEiBGKi4uTJLm4uGjs2LHq0qWL7Oy4HwNITadPP/wL2KRydnZOMFcHQwHh376c95tmDGuv3YfP6Y8/z6hr2xfkms1Zc5ff/WLt6+Htdf5ihAZNWiFJqlahqAp65tT+o/+okGdODXi3sezsLBo/+1frMSf0b6lWjarqzV7TdSPqtrzy3O1pEHHjtm5H30kYAgAktQ8I0sCP++rppyuogk9FzQueo1u3bqnZ680lSQP6fyRPTy/16PWBJOmtdv56J7C95syepTp16mr1z6t06M8/NXDIMEmSm5ubqlarrvGfjZOzs4sKFCyo3bt26acVy9Tno36mvU4gKdLjzVaLFi1S7969NW3aNNWoUUMTJkxQw4YNdfToUXl6eibY/vvvv1dMTIx1/fLly6pUqZLefPPNZJ2XIkAmcXzDYOtjO3snE5MAAIB7fvrpJ5shRKpVq6a5c+eqbNmyJqYCso6iRYuaHQFZxJJf9ihvLjcN6txEXnly6MDREL3WZYp1suAi+XMrPv7+HbPOzo4a3OUVFSuUVzduRmvNlkN6Z+BcRdy4Zd3m3ZZ3h4pb+3VPm3N1HBSseT/uSP0XBSBDerlRY129ckVTJ3+p8PBLKlO2nKZ+9bXy/P9wQKEXLsjOcv9GFN/Kz2j02M80+csJmjRhvJ4q6q0Jk6aoVKnS1m3GjBuviRPGq3/fPoqMiFCBggXVtXsvvdmqTZq/PiCjGz9+vDp27KigoCBJ0rRp07Ry5UrNmjVL/folLKzlzp3bZv3bb7+Vq6trsosAFsPIWn13IiMj5eHhoYiICLm7u5sdJ8Wsn+itmJt3x3ArU2+UvGt0NzkRAAAwDEPNmzfXjz/+qIEDB+rjjz+Wo6Oj2bGAVJMRrrV9fHy0atUqFSlS5ImOk61y1xRKBABP5uquyY/eCADSgEs6u928ZJ+f0+Q8h0bWU3R0tE1bYj1JY2Ji5OrqqiVLlqhZs2bW9oCAAF27dk3Lly9/5Ll8fHzk5+en6dOnJysjfdAzgb/3zrIWACRRAAAAwCTXrl2zWbdYLJo+fbq2bdumwYMHUwAA0oEzZ87ozh2GUgEAAEDKGD16tDw8PGyW0aNHJ9guPDxccXFx8vLysmn38vJSaGjoI8+zc+dO/fnnn+rQoUOyM1IEyAQuHvvR+tg5R0ETkwAAkDUZhqF58+bJ29tbP/74o81z+fLlU7Vq1UxKBgAAAABZU2IT6qbG0r9/f0VERNgs/fv3T/HXM3PmTPn4+Kh69erJ3jedddJAUsXduaXTOyYoKvwvRYbtt7ZXem22eaEAAMiCLl++rPfee09LliyRJHXo0EF//vmn8uXLZ3IyAImpXbu2smXLZnYMAAAAZBKJDf2TmLx588re3l5hYWE27WFhYcqfP/9D942KitK3336rYcOGPVZGegJkUKFHftDJ30cq9K/vFRN10dqew6uiiakAAMhafv75Z1WoUMFaAJCkF198kWF/gHRs1apVKlCggNkxAAAAkMoslrRZksrJyUlVqlTRunXrrG3x8fFat26d/Pz8Hrrv4sWLFR0drXbt2j3We0FPgAzq1rUzCdryl2shBye3tA8DAEAWc+PGDfXp00dfffWVtS137tyaNm2a3nzzTROTAXiQ48ePa/369bp48aLi4+Ntnhs0aJBJqQAAAJCV9O7dWwEBAapataqqV6+uCRMmKCoqSkFBQZIkf39/FSpUKMGcAjNnzlSzZs2UJ0+exzovRYAM6Pb1Czq5eZR1/enGU5SvREM5uz282wgAAHhy27ZtU/v27XXy5ElrW6NGjTRz5kzuLgbSqRkzZqhz587Kmzev8ufPL8u/btmyWCwUAQAAADIhS3Ju008jrVq10qVLlzRo0CCFhobK19dXq1evtk4WfO7cOdnZ2Q7ec/ToUW3evFm//PLLY5+XIkAGdPn0rzbr7l6+FAAAAEgDc+fOVVBQkPUuYldXV40fP16dOnVKlxeYAO4aMWKERo4cqb59+5odBQAAAFlc165d1bVr10Sf27BhQ4K2MmXKyDCMJzonRYAMyIiPsz72KFhN7vkrmZgGAICs44UXXlCOHDkUEREhPz8/zZ07VyVLljQ7FoBHuHr1KkN1AQAAZDHcp3UfEwNncIV9A82OAABAllGkSBFNnTpVI0eO1KZNmygAABnEm2+++UTdpwEAAICMjJ4AAAAAiThz5owGDBigqVOnysPDw9retm1bE1MBeBwlS5bUwIEDtX37dvn4+MjR0dHm+e7du5uUDAAAAKnFzo6uAPdQBAAAAPgXwzA0e/Zs9ejRQ9evX5ejo6Nmz55tdiwAT2D69Olyc3PTxo0btXHjRpvnLBYLRQAAAABkahQBAAAA/t/FixfVqVMnLV++3Nq2YcMGXblyRblz5zYxGYAncfr0abMjAAAAII0xJ8B9zAmQAV06xXimAACktBUrVsjHx8emABAYGKgDBw5QAAAyEcMwZBiG2TEAAACANEMRIIO5EX5EF4+u+FcLJS0AAJ5EZGSk3nnnHb322mu6ePGiJClv3rz64Ycf9M0338jd3d3khABSwty5c+Xj46Ns2bIpW7ZsqlixooKDg82OBQAAgFRisVjSZMkIGA4og7l55YTNeu6napuUBACAjO/333+Xv7+/zpw5Y21r2rSpZsyYIS8vL/OCAUhR48eP18CBA9W1a1fVqlVLkrR582a99957Cg8PV69evUxOCAAAAKQeigAZiGHEa+/S1tZ17xo95JqrmImJAADI2A4cOGAtALi5uWnixIkKCgrKMHdzAEiaSZMm6X//+5/8/f2tba+++qqefvppDRkyhCIAAABAJsTHuvsoAmQg18MO2Ky75i5pUhIAADKH999/XytWrNCtW7c0Z84cFStGcR3IjC5cuKCaNWsmaK9Zs6YuXLhgQiIAAAAg7TAnQAYSF3vbZr1AuRYmJQEAIOOJi4vT2rVrbdosFosWLVqk9evXUwAAMrGSJUvqu+++S9C+aNEilSpVyoREAAAASG3MCXAfPQEyqKLVu8nBmYkKAQBIipMnT8rf319bt27V2rVr1aBBA+tzOXPmNC8YgDQxdOhQtWrVSps2bbLOCbBlyxatW7cu0eIAAAAAkJnQEwAAAGRahmFo+vTpqlSpkrZu3SpJ6tChg2JiYkxOBiAttWjRQjt27FCePHm0bNkyLVu2THnz5tXOnTv1+uuvmx0PAAAAqYCeAPfREwAAAGRKFy5cUIcOHbRq1SprW/HixTV37lw5OTmZmAyAGapUqaL58+ebHQMAAABIcxQBAABAprNkyRK99957unz5srWtY8eO+vzzz5UjRw4TkwFIS3Z2do+8O8tisSg2NjaNEgEAACCtZJCb9NMERQAAAJBpXLt2Td26ddO8efOsbV5eXvr666/1yiuvmJgMgBl++OGHBz63bds2ffnll4qPj0/DRAAAAEDaowgAAAAyjY4dO2rJkiXW9ebNm2vatGnKly+fiakAmOW1115L0Hb06FH169dPP/74o9566y0NGzbMhGQAAABIbRllvP60wMTAAAAg0xg9erRcXV3l7u6uuXPnasmSJRQAAEiSzp8/r44dO8rHx0exsbHat2+f5syZo6JFi5odDQAAAEhV9ATIQE5uHm12BAAA0pWYmBibSX5LliypRYsWqWLFinrqqadMTAYgvYiIiNCoUaM0adIk+fr6at26dapdu7bZsQAAAJDK6AhwHz0BMojoG6G6fHqddd3BMbuJaQAAMFdsbKyGDRumZ555Rjdv3rR57pVXXqEAAECSNHbsWBUvXlw//fSTFi5cqK1bt1IAAAAAQJZDT4AMIjb6us16QZ+3TEoCAIC5jh49Kn9/f+3cuVOS9NFHH2ny5MkmpwKQHvXr10/ZsmVTyZIlNWfOHM2ZMyfR7b7//vs0TgYAAIDUxpwA91EEyIAKVmgj11zFzI4BAECaMgxDU6dO1Ycffqhbt25Jkuzt7ZUnTx4ZhsEFHoAE/P39+W8DAAAAsjyKAAA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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:45:57,751 INFO:Ensemble on Dataset b - Loss: , Acc: 93.74%, AUCROC: 0.9600349907918969, F1 Score: 0.6136\n", "2024-12-22 11:45:58,010 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:45:58,136 INFO:Ensemble on Dataset c - Loss: , Acc: 89.50%, AUCROC: 0.9307624309392265, F1 Score: 0.4862\n", "2024-12-22 11:45:58,389 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": [ "2024-12-22 11:45:58,511 INFO:Ensemble on Dataset d - Loss: , Acc: 99.12%, AUCROC: 0.9944677716390424, F1 Score: 0.9186\n", "2024-12-22 11:45:58,754 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": [ "2024-12-22 11:45:58,874 INFO:Ensemble on Dataset e - Loss: , Acc: 92.65%, AUCROC: 0.955384848255506, F1 Score: 0.8251\n", "2024-12-22 11:45:59,132 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": [ "2024-12-22 11:45:59,261 INFO:Ensemble on Dataset f - Loss: , Acc: 94.17%, AUCROC: 0.9599335198386041, F1 Score: 0.3376\n", "2024-12-22 11:45:59,523 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:45:59,649 INFO:Ensemble on Dataset g - Loss: , Acc: 97.02%, AUCROC: 0.9990522222222222, F1 Score: 0.9710\n", "2024-12-22 11:45:59,893 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": [ "2024-12-22 11:46:00,012 INFO:Ensemble on Dataset h - Loss: , Acc: 94.77%, AUCROC: 0.9979163333333333, F1 Score: 0.9502\n", "2024-12-22 11:46:00,255 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": [ "2024-12-22 11:46:00,374 INFO:Ensemble on Dataset i - Loss: , Acc: 99.87%, AUCROC: 0.9999886666666667, F1 Score: 0.9987\n", "2024-12-22 11:46:00,618 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": [ "2024-12-22 11:46:00,739 INFO:Ensemble on Dataset j - Loss: , Acc: 56.98%, AUCROC: 0.6426453333333333, F1 Score: 0.3156\n", "2024-12-22 11:46:01,002 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": [ "2024-12-22 11:46:01,129 INFO:Ensemble on Dataset k - Loss: , Acc: 59.83%, AUCROC: 0.8897323333333333, F1 Score: 0.3306\n", "2024-12-22 11:46:01,378 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": [ "2024-12-22 11:46:01,505 INFO:Ensemble on Dataset l - Loss: , Acc: 81.80%, AUCROC: 0.832089495815299, F1 Score: 0.7124\n", "2024-12-22 11:46:01,772 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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V53bPVcgfH6lg8dq6cfH3B9qOvaObkhJvy7NUY1VvF6SCxWpwgj+XuHz5svr376+bN29KksqUKaNly5apVatWNk4GAAAAIK+iCAAAAJCFwk5+p8Pr+ivx9g2r9vQWAMrUe0UOLoWVGBelKo9OlL1TQe7Vn4uVLFlS7777rgYMGCB/f3998MEH8vDwsHUsAAAAIO/he5MFRQAAAIBMkHDruq7/vV3RV48qLvqSLh/9Uolxkfddz8GlsBJvX5dXhXZy96qmIuVaqmDxWnIuWJKT/XlAdHS07O3t5ebmZmnr16+fatSooZYtW9owGQAAAID8giIAAABABsXFhOnv/UsUevRLxUaczNC6rp6+Klaxvco3GSmXgiWyKCFygm3btsnf319PPvmkPvzwQ0u7yWSiAAAAAABkNeYEsKAIAAAAcB+3oy/pyA+DdfPaKd28fjrD6zu4eKpJwG9yK1w+C9Ihp4mLi9P48eM1a9YsGYahuXPn6umnn1bbtm1tHQ0AAABAPkQRAAAA4B8Mw6zrf+/QlZPfKyb8uCLO/pSu9Zzciin+5lV5V31GHiUbyq1IRXmWbCRnd+8sToyc5ODBg+rZs6cOHjxoaWvevLkqVqxow1QAAABAPsTtVS0oAgAAgHwvKuyQdi5pkrGVTHbybTRE3lU6yqNkA5ns7LMmHHKFpKQkvffeexo3bpzi4+MlSY6Ojnr77bf12muvyd6e3w8AAAAAtkERAAAA5BuGOUkx4cd0dmeQLh/9Qu7FaynmyuF0r1/pkXEq81AfObkWycKUyG3Onj0rf39/bdu2zdJWu3ZtBQcHq27dujZMBgAAAORjzAlgQREAAADkabERJ7Vt4UMpLkutAODs7iO3IpVUslY3FSxeR26FK8jRxSMrYyKXOnDggJo3b66YmBhJdyb9HTVqlCZPnixnZ2cbpwMAAAAAigAAACCPMAyzLh/5UrejL+rM9nfk7lVDkZf/SNe6zu4+iosJVd1Oy+RTvXMWJ0VeUqtWLdWtW1fbt2+Xr6+vli9frhYtWtg6FgAAAADmBLCgCAAAAHKt6KtHdPq3abpxaY/ioi9ZLUutAOBRooGiwg6ocssJKlu/r+wd3bIjKvIoe3t7LVu2TO+9955mzJihggUL2joSAAAAAFihCAAAAHKN2Gundfj7V5UYH62Yq0cytG79rt/Kq/xjWZQM+UFkZKSGDRumvn37qkmTexNJV6xYUfPnz7dhMgAAAADJMCeABUUAAACQo8VeO61tH6d/clW3wpVUsfkYuRQqqcKlm8pkZ5+F6ZBfbNmyRQEBAQoJCdG2bdu0f/9+FShQwNaxAAAAAOC+KAIAAIAcxTAMJdy6pqjQ/fpz1TPpWqfWkx/Jp8YLsndwyeJ0yG9u376tN998U++//76lLSwsTAcOHFDTpk1tmAwAAABAmpgTwIIiAAAAyBHO75mv4z+9ft9+JjsH1eu8SsUqtc+GVMjP9u7dq549e+ro0aOWtkcffVRLly5VuXLlbJgMAAAAANKPIgAAAMh2hjlJN2+cVWzESUWF7tfpbdPuu07V1jPk22hgNqRDfpeYmKgZM2Zo4sSJSkxMlCQ5Oztr+vTpGjp0qOzsuLcoAAAAkOMxJ4AFRQAAAJDlDMNQ7LWTirq8T3/9MlG3oy7cd52i5dvInHhTZer1VomaL2ZDSkA6ffq0evTooV27dlna6tWrp+DgYNWsWdOGyQAAAADgwVAEAAAAWer8Hx/p+KZR6epr7+Supi/vlFvh8lmcCkjZrVu3tHfvXkmSnZ2dxowZo/Hjx8vJycnGyQAAAABkCCMBLCgCAACATGMYhiIv7talwyt149IeRYcdTLN/gaJVVLhMMxUoWkU+1TvLpWDJbEoKpKxWrVqaOnWqPv74Yy1fvlxNmjSxdSQAAAAA+E8oAgAAgP8kKuyQzu+Zp9jw44q8/EeafV09feVTvbOKlH1ERcs/JpPJlE0pgZR9//33atu2rZydnS1tw4cPV//+/VWgQAEbJgMAAADwn/B904IiAAAAyDDDMHT6t6k6vf2ddK/TauhZObkVy8JUQPpdv35dAwcO1GeffaY33nhD77xz73fZ3t6eAgAAAACQ23E7IAuKAAAAIF0S42N07MfXdOnQivv2LVC0ikr7vSzvap3kWqh0NqQD0m/Tpk0KDAzUxYsXJUkzZ85Ur169VL16dRsnAwAAAIDMRxEAAACkypwYp/1fvaSrpzfct2/NDnNVrHIHObkV5zY/yJFu3rypN954Q3PnzrW0eXp6at68eapWrZoNkwEAAADIdHwvtaAIAAAAkrl5/ax+W1D7vv1K1empmk/Mk4lhlsjh9uzZox49eujkyZOWtrZt22rJkiUqXZrRKgAAAADyLooAAABAknQ7+rJ2Lmmq+JtXU+1j7+Qun2rPqXq7d2Xv6JaN6YAHk5CQoKlTp+rtt99WUlKSJMnV1VUzZ87UgAEDZGdHAQsAAADIk7hYzYIiAAAA+dityL91eF0/XTv/S5r9KjR9XZVbjs+mVEDmWbhwoSZNmmR53rBhQwUHB6tq1ao2TAUAAAAA2YciAAAA+cytqAs6v3uuzu+Zm2Y/B5fCqtNxkYpVejybkgGZr2/fvlqyZIkOHDigcePG6c0335Sjo6OtYwEAAADIaswJYEERAACAfMJsTtSuT1oo+sqhNPtVbf2OyjUcyOS+yJVu3bolV1dXy3NHR0etWLFC0dHRatiwoQ2TAQAAAIBtUAQAACCPiosN04X9SxV+5ifduLAzzb41n5ivUnV6cuIfuZZhGFqxYoVGjBihH3/8UX5+fpZl1apVs10wAAAAADbB99t7KAIAAJAH/fSej5LiY9LsU6XVFPnUeEGuhUpnUyoga0RERKhfv35avXq1JKlHjx76448/5OLiYuNkAAAAAGB7FAEAAMgjYq+d0raP/e7bz6d6Z9XttCzrAwHZYP369XrllVcUGhpqaatXr54SEhIoAgAAAAD5GCMB7qEIAABALmYYho79+Jr+3rsw1T6VWrylYpWfkFvhinJwKpCN6YCsExMTo5EjR+rjjz+2tBUpUkQff/yxnn/+eRsmAwAAAICchSIAAAC5jGEYOvf7HJ3c8laa/ewcXNRm5FWufkCes3PnTvXs2VOnT5+2tHXo0EGLFy9WiRIlbJgMAAAAQI7BV2ELigAAAOQChmHW1VM/6K+tExUTfizNvmUbDFD1tjOzKRmQvebOnauhQ4fKbDZLktzc3BQUFKS+fftS8AIAAACAFFAEAAAgh/t5djkl3IpIs4+Di6daDjwhe0c3ToQiT2vcuLHld7xJkyZavny5KlWqZONUAAAAAHIavhvfQxEAAIAcxjAMhZ1YqwNf95RkpNrPpVAZ1Xv+CxXyrp194QAba9iwoSZPnixJev311+XgwOEsAAAAAKSFb00AAOQAhjlJ4Wd+0rFNI3XrxtlU+3mWbqIKTV+XV4U2XNWAPO/cuXMKCgpSUFCQ1cn+N99804apAAAAAOQGfGe+hyIAAAA2dPHQSh378TUlxUen3dFkp3avX5fJzj57ggE2ZBiGli5dqqFDhyo6OlrFihXTuHHjbB0LAAAAAHIligAAAGSzW1EX9PuyRxUXE5pmP+eCJVXz8Q9UrNLj2RMMyAGuXLmivn37au3atZa25cuXa9SoUXJxcbFhMgAAAAC5CSMB7qEIAABAFjMMs5ISbura+d+0b/ULafYt5OOnam1myLN0Uw5YkO98++236tOnj65cuWJpCwwM1OzZsykAAAAAAMADoggAAEAmu/73Dl0+ulp/710omewkw3zfdZr1+UPuXtWyIR2Q80RFRWn48OFasmSJpa1YsWJauHChOnXqZLtgAAAAAHKtnHph3bx58zRr1iyFhoaqbt26+vDDD9WoUaNU+8+ePVsfffSRQkJC5OXlpeeff17Tp0/P0IVSFAEAAMgEhjlJp357W2d2zPr3glTXqdtpuXyqP5fFyYCc7ddff1WvXr107tw5S9vTTz+tRYsWqXjx4rYLBgAAAACZbNWqVRoxYoQWLFigxo0ba/bs2Wrfvr1OnDiR4veflStXavTo0VqyZImaNm2qkydPKiAgQCaTSUFBQeneL0UAAAD+g7CT32n/mm7p6GlSsUqPy96xgHyqP6viVZ7OsVclANlp7dq1lgKAu7u75syZo8DAQP4+AAAAAPw3OfArRVBQkPr06aPAwEBJ0oIFC7Ru3TotWbJEo0ePTtZ/x44datasmbp37y5J8vX1Vbdu3fT7779naL8UAQAAyKCY8OPa/9VLio04kWa/Wk9+JM/STVWgSMVsSgbkPlOnTtWGDRtUtGhRLVu2TOXLl7d1JAAAAADIdPHx8frzzz81ZswYS5udnZ3atGmjnTt3prhO06ZN9emnn2r37t1q1KiRzpw5o/Xr16tnz54Z2jdFAAAA7iP+ZoTCjn+tk1snKDEuMs2+xSs/pert35dLwRLZlA7IPZKSkrRv3z41aNDA0ubi4qJNmzbJ29tb9vb2NkwHAAAAIC/JrtHFcXFxiouLs2pzdnaWs7OzVVt4eLiSkpLk7e1t1e7t7a3jx4+nuO3u3bsrPDxczZs3l2EYSkxMVL9+/fTmm29mKKNdhnoDAJBPJCXc1O4VHbRxuru2zCmnoxuHpVkAaDX0rNqPiVG95z+nAACk4PTp03rkkUfUokULHTt2zGpZyZIlKQAAAAAAyJWmT58uDw8Pq8f06dMzZdtbt27VtGnTNH/+fO3du1dfffWV1q1bpylTpmRoO4wEAADgH+JvRujwuv66emp9mv2cCnirXMMBKt94mEx2nLwEUmMYhhYtWqQRI0YoNjZWkhQQEKBdu3Zx338AAAAAWSa7vm+MGTNGI0aMsGr79ygASfLy8pK9vb3CwsKs2sPCwuTj45PitseNG6eePXuqd+/ekqTatWsrNjZWffv21dixY2Vnl75r/CkCAADyLcMwdGT9AF0L2a6k+GjF37yaZv9yDQepRM0u8ihRL5sSArlbaGioevfurXXr1lnaKlSooKCgIAoAAAAAAPKElG79kxInJyfVr19fmzdvVqdOnSRJZrNZmzdv1qBBg1Jc5+bNm8lO9N8dRW0YRrozUgQAAOQ7hjlJ5/bM1cmfx963b8la3VXzyfmys+N/mUBGrFmzRq+++qoiIiIsbX379tV7770nd3d3GyYDAAAAkB/kxAuPRowYoV69eqlBgwZq1KiRZs+erdjYWAUGBkqS/P39VapUKcvthDp27KigoCDVq1dPjRs31qlTpzRu3Dh17NgxQ7dU5YwGACDPS4yP1dmd7+nKqfWKuXI41X5ObsUUf/OqHF2KqGj5VqrZYa4cnAtmY1Ig97tx44aGDBmi4OBgS5u3t7cWL16sJ5980obJAAAAAMC2unTpoqtXr2r8+PEKDQ2Vn5+fNmzYYJksOCQkxOrK/7feeksmk0lvvfWWLl68qGLFiqljx46aOnVqhvZrMjIybiAPiIqKkoeHhyIjI1WoUCFbxwEAZJHrF3Zqd3DbdPdvNzpKJlP67qUHIHWPPvqofvnlF8vzzp07a8GCBfLy8rJhKmSX/HSs7Vov5SHbAJDdru+Za+sIACBJcslhl5sX9f8sW/YTsbxbtuznv8hhHw0AAA/GMMy6/vd2ndg8RlGh+9O1TuGyzeX33Eo5uRbJ2nBAPjJlyhS1bNlSBQsW1Ny5c9WjR48cOQwXAAAAAPILigAAgFzLbE7U+d1zdXLLW+nq7131GdV4fI6c3LgiGcgsZrPZarhqixYttGjRIrVt21Zly5a1YTIAAAAA+RrXIllQBAAA5BpxMWE6s/NdyTAr5M+P07VOw5d+UJGyLbI4GZD/JCYmatq0adq2bZs2bNhgVQh45ZVXbJgMAAAAAPBPFAEAADnexUMrdfj7vunq61KwlGo8/oG8KrbjFiRAFjl58qR69uyp3bt3S5Jmz56tESNG2DgVAAAAANzDOYF7KAIAAHIUc1KCQv5coBObx6R7HZ/qz6lam1lydvfOwmQADMPQ/PnzNWrUKN26dUuSZG9vb/kZAAAAAJDzUAQAANicYU7SrcgQ7VjSREnxMfftX6Zeb5Ws/ZIKFK0iRxePbEgI4OLFi3r55Zf1448/WtqqVKmi5cuXq3HjxjZMBgAAAADJMRLgHooAAIBsZ05KUHTYQV37e5tO/jw2Xet4lm6iep0/Y1JfwAY+//xzDRgwQNevX7e0DRw4UDNnzpSbm5sNkwEAAAAA7ociAAAgW1wL+U0Hvu6p+Jvh6epftHxr1Xz8A7l6lsviZABSk5SUpB49eujzzz+3tJUsWVKffPKJ2rVrZ8NkAAAAAJA2RgLcQxEAAJAlrp3/VYfX9detyPPpXsejRAOVrN1NZR7qy/+sgRzA3t5ehQoVsjzv2rWr5s2bpyJFitgwFQAAAAAgIygCAAAyjTkxTqHHv9ah73rft6978VoyzIkqXcdf3tWelatHmWxICCCj3nvvPe3bt08jRoxQ165dbR0HAAAAANKHawstKAIAAB6Y2ZyoS4dW6uLBYN24sPO+/V09yqlOp2XyLNkgG9IByKhdu3bpwoULev755y1t7u7u+v333xmdg1xt7969cnR0VO3atSVJa9eu1SeffKIaNWpo4sSJcnJysnFCAAAAIOtQBAAApEtc7BVFnN2i6CuHdO732elez++5FSpepaNMJrusCwfgP0lISNDkyZM1bdo0ubm56aGHHlKFChUsyykAILd79dVXNXr0aNWuXVtnzpxR165d9eyzz+rLL7/UzZs3NXv2bFtHBAAAQCbje8w9FAEAAMkkJd5WxNktigrdq9PbZ0iGOUPru3tVV93nPpV70apZlBBAZjl69Kh69uypvXv3SpJiYmIUFBSkuXPn2jgZkHlOnjwpPz8/SdKXX36pRx55RCtXrtT27dvVtWtXigAAAADI0ygCAAAs/t63WEc3DM3QOvZO7ipe+SmVruuvwmVbUGkHcgmz2awPPvhAo0ePVlxcnCTJwcFBEyZM0OjRo22cDshchmHIbL5T0P7pp5/01FNPSZLKlCmj8PBwW0YDAABAFuH8xD0UAQAgn7twYLmOrB+Qrr6unr7yLNlIper2lLtXdTm7+2RxOgBZISQkRAEBAdqyZYulrXr16goODlb9+vVtmAzIGg0aNNDbb7+tNm3a6JdfftFHH30kSTp79qy8vb1tnA4AAADIWhQBACCfunnjnH77qFaafUrU7KIiZVuoSLmWcitcPpuSAcgqhmEoODhYgwcPVlRUlKV92LBhmjZtmlxdXW2YDsg6s2fP1ksvvaRvvvlGY8eOVaVKlSRJq1evVtOmTW2cDgAAAFmBkQD3UAQAgHwkKuygjqwfqOgrh2WYE1Ls41Gyoeo+s1SunuWyOR2ArBYTE6MxY8ZYCgBlypTR0qVL9dhjj9k4GZC16tSpo0OHDiVrnzVrluzt7W2QCAAAAMg+FAEAIA9LuHVdV/76Xid+HquEW9fS7PvIgGNy9SiTTckA2ELBggW1ZMkSPf744/L399ecOXPk6elp61hAtomPj9eVK1cs8wPcVbZsWRslAgAAQFZhJMA9FAEAII+JiTihszvf16VDn963r5Oblyq1eEtlHuqdDckAZLfo6Gjdvn1bxYoVs7S1b99e+/btk5+fn+2CAdns5MmTeuWVV7Rjxw6rdsMwZDKZlJSUZKNkAAAAQNajCAAAuZhhTtKlI6t0fs9cxcdeVVzM5XStV+eZT+RdtZPs7B2zOCEAW9m2bZv8/f1VrVo1rVu3zuoqGAoAyG8CAwPl4OCg77//XiVKlOCqMAAAgPyAQz4LigAAkMsk3L6hS4c/1/FNI9O9Tmm/QJWp94oK+fhlXTAAOUJcXJwmTJigmTNnyjAMnT17VosWLVLfvn1tHQ2wmf379+vPP/9UtWrVbB0FAAAAyHYUAQAghzPMSbp8dLXCz/yoy0dWpWsdk52jqredpVJ1e3G1P5CPHDp0SD169NDBgwctbc2aNVObNm1smAqwvRo1aig8PNzWMQAAAJCNGP15j52tA8ybN0++vr5ycXFR48aNtXv37jT7z549W1WrVpWrq6vKlCmj4cOH6/bt29mUFgCyR8LtG9qxpJl+W+CnH2d46NB3r6RZACjk85Aa9fhRbUZeUfsxMWr3xnWVeag3BQAgn0hKStKsWbPUoEEDSwHA0dFR77zzjn755RdVqFDBxgkB25oxY4Zef/11bd26VREREYqKirJ6AAAAAHmZTUcCrFq1SiNGjNCCBQvUuHFjzZ49W+3bt9eJEydUvHjxZP1Xrlyp0aNHa8mSJWratKlOnjypgIAAmUwmBQUF2eAVAEDmSYyP0eUjX+johiHp6l/aL1C+jYepQJGKWZwMQE529uxZ9erVS7/99pulrXbt2goODlbdunVtmAzIOe6OhmndurVVOxMDAwAA5F2MBLjHpkWAoKAg9enTR4GBgZKkBQsWaN26dVqyZIlGjx6drP+OHTvUrFkzde/eXZLk6+urbt266ffff8/W3ACQGQzD0JWT3+nvfUsUcfan+/b3KNlIvo0Hy6tCWzk4uWdDQgA5XUhIiOrUqaOYmBhJdw5yR44cqSlTpsjZ2dnG6YCcY8uWLbaOAAAAANiMzYoA8fHx+vPPPzVmzBhLm52dndq0aaOdO3emuE7Tpk316aefavfu3WrUqJHOnDmj9evXq2fPntkVGwD+s9Dj3+jkz2N1K/L8ffuW9gtQ9bbvyc6Bk3kAkitbtqyeeeYZrVixQr6+vlq+fLlatGhh61hAjtOyZUtbRwAAAEA2YyTAPTYrAoSHhyspKUne3t5W7d7e3jp+/HiK63Tv3l3h4eFq3ry5DMNQYmKi+vXrpzfffDPV/cTFxSkuLs7ynHt+ArCV83vm6/hPr9+3X9HybVStzXS5e1XPhlQAcru5c+fKx8dHEyZMUMGCBW0dB8ixfvvtN3388cc6c+aMvvzyS5UqVUrBwcEqX768mjdvbut4AAAAQJax+cTAGbF161ZNmzZN8+fP1969e/XVV19p3bp1mjJlSqrrTJ8+XR4eHpZHmTJlsjExgPzudvRlbf2wkjZOd0+1AGDvVFB+z61Q29evqf2YGDXo+g0FAADJREZGKiAgQJ9//rlVu6enp959910KAEAa1qxZo/bt28vV1VV79+61XCQUGRmpadOm2TgdAAAAsoQpmx65gM1GAnh5ecne3l5hYWFW7WFhYfLx8UlxnXHjxqlnz57q3bu3pDuT3sXGxqpv374aO3as7OyS1zTGjBmjESNGWJ5HRUVRCACQ5U78PFbnfp+TZp9mffZwsh9AumzdulW9evVSSEiI1q5dqxYtWqhUqVK2jgXkGm+//bYWLFggf39/q0Jas2bN9Pbbb9swGQAAAJD1bFYEcHJyUv369bV582Z16tRJkmQ2m7V582YNGjQoxXVu3ryZ7ES/vb29pDsTbKbE2dmZifEAZDnDMHQr8ryu/rU+zVv+FChaVfW7rpVrodLZmA5AbnX79m2NHTtWQUFBlrakpCQdOXKEIgCQASdOnNAjjzySrN3Dw0M3btzI/kAAAADIcswJcI/NigCSNGLECPXq1UsNGjRQo0aNNHv2bMXGxiowMFCS5O/vr1KlSmn69OmSpI4dOyooKEj16tVT48aNderUKY0bN04dO3a0FAMAILskxkXp7O9zdGb7jPv2rdZmhsrW7yeTHf9WAUifffv2qUePHjp69Kil7dFHH9XSpUtVrlw5GyYDch8fHx+dOnVKvr6+Vu3btm1ThQoVbBMKAAAAyCY2LQJ06dJFV69e1fjx4xUaGio/Pz9t2LDBMllwSEiI1ZX/b731lkwmk9566y1dvHhRxYoVU8eOHTV16lRbvQQA+VBsxF/atrDeffu5F6+lJgG/ys7eKRtSAcgrEhMTNWPGDE2cOFGJiYmS7oxsnDZtmoYNG5bi7Q8BpK1Pnz4aOnSolixZIpPJpEuXLmnnzp0aOXKkxo0bZ+t4AAAAyAKMBLjHZKR2H508KioqSh4eHoqMjFShQoVsHQdALhF5ea92LU1+G4F/K+rbSoXLNlepOj3lUrBkNiQDkJecP39e3bp1086dOy1tfn5++vTTT1WzZk0bJgPSJ6ceaxuGoWnTpmn69Om6efOmpDvFtZEjR2rKlCkPtE3XeinfwhT516svPqLhvVrLu2ghHTp5USNmfKk/jpxPsa+Dg51GvdxOPZ5qrJLFPXXyfJjemrNWm3YcS7H/yMC2mjLkGc1dsUWj3l2TlS8DudD1PXNtHQE5zOcrV2jZJ4sVHn5VVapW0+g3x6l2nTqp9v9x4w+a9+EcXbp4UWXL+WrYiJFq8UhLqz5nTp/W7KBZ+vOPPUpMSlLFChX13uwPVaIk33txj4tNLzdPrtyQ77JlP+c/6Jgt+/kvcthHAwA5y42Lu7V7xeMykuJT7VPaL0BVWk2Vo4tHNiYDkBe5uLjor7/+kiTZ2dlpzJgxGj9+vJycGFEE/Bcmk0ljx47VqFGjdOrUKcXExKhGjRpycXHRpUuXVJITGPiPnm/3kGa89qwGT12lPYfPaVD3Vvp2/kDV7TRZV6/HJOs/cUBHdXuyoQZMWakTZ8PUtml1rXqvj1oFBOnAiQtWfevXKKtXOjfTwZMXkm0HAP5tww/r9e7M6XprwiTVrl1XK4KXqf+rr2jt9xtUtGjRZP3379ur0aNe05BhI/RIy1Zav+47DRs8UJ+v/kqVK1eRJP0dEqKAnt317HOd1X/QELkXcNfpU3/JiTk4kcMxEuAeRgIAwD/cjr6sM9tn6Mpf3ysuJjTNvn6dP5N3lZxf7QWQu3z99dd6/fXXtXz5cjVp0sTWcYAMyW3H2gcOHNBDDz2kpKSkDK/LSAD806/LR+rPI+c1fMaXku6cdDi1YYo++vwXvfvJpmT9z/w4VTP+t1Eff/Grpe2zd3vr1u14vfzWcktbAVcn7fxstIZOX6XRvR/XwRMXGAmAZBgJgH96qesLqlmrtt58a7wkyWw2q13rlurWvade6dM3Wf9Rrw3TrVu3NHf+x5a2Ht1eVNVq1TRuwmRJ0usjh8vBwUHT3pmVPS8CuVZOGwlQfti6bNnP2dlPZst+/gtuKgsAkiIv79PG6e76ZW5l/b3vf6kWAB568Wu1HxOj9mNiKAAA+M/WrFmj8PBwq7Znn31Whw8fpgAAALmEo4O96lUvo59/P2FpMwxDP/9+Qo3qlE9xHSdHB92OT7Bqu3U7Xk3rVbRqmz2mizb8dlhb/rFtAEhNQny8jh09ooebNLW02dnZ6eGHm+rggX0prnNw/349/LD1cWfTZs11cP9+SXeKCL/9slXlyvmqX59X9GiLJnqp6wv6efNPWfY6AGQ+igAA8i3DnKSjG0do43R37VraItV+Di6F1bjXVrUfE6NiFdtmY0IAedX169fVvXt3Pf/88+rfv7/+PTDTmaHVAJBreBV2l4ODva5ci7ZqvxIRJZ+iKY+I+WnnMQ3p8Zgqli0mk8mkxxpX0zOP+cnH617/F9rXl1+1Mhr34bdZmh9A3nH9xnUlJSUlu+1P0aJFk114cld4eLiKFvVK3j/iTv9rERG6efOmlixepGbNW2jBwiV6rHVbjRg6SH/s2Z01LwTILKZseuQCOWyQBgBkjyt/rdO+1V1SXV6l1dsqWbubnAt4Z2MqAPnBpk2bFBgYqIsXL0qSVq9erV9//VUtW7a8z5oAbCUuLk5xcXFWbYY5SSY7exslQm43ctZqzR/XTQe+GifDMHTmQriWf7tLvZ55WJJU2ttTs0Z11lP95youPtHGaQHkZ2bDLElq1aq1evYKkCRVq15dB/bv1ZerPleDho1smA5AelEEAJAvJCXc1InNb+rioRUyJ95KtV/Dl35QkbKpjwoAgAd18+ZNvfHGG5o79959ez09PTVv3jw98sgjNkwG5F0HDx5Mc/mJE+m7xcr06dM1adIkqzZ774ZyLMGJD0jh12OUmJik4kUKWrUXL1pIoRFRqa7z4ohFcnZyUFGPArp0NVJvD3lGZy9GSJLqVS8r76KFtHPlG5Z1HBzs1fyhiurX5RF5NB4mszlfTe8HIB0KexaWvb29IiIirNojIiLk5eWV4jpeXl6KiAhP3v//RwcU9iwsBwcHVahofbuy8hUqav/ePzMxPZD5mBj4HooAAPKshNs37pz4P7g8zX6FfB5Sw+7r5OBcMM1+APCg9uzZo549e1qdcGzTpo0++eQTlS5d2obJgLzNz89PJpMp2S23JFna0/PlcMyYMRoxYoRVW/EWb6TSG/lNQmKS9h37W60aV9V3W+8Unkwmk1o1qqIFq35Nc924+ERduhopBwc7dWrtpzWb9kqStuw+ofrPT7Xqu3BSD504G6b3lm6iAAAgRY5OTqpeo6Z+37VTj7VuI+nOPf1//32nunbrkeI6dfz89PuuXerhH2Bp27Vzh+r4+Vm2WbNWbZ07d9ZqvfPnz6lEyVJZ8joAZD6KAADylITbkTqxecx9T/xLUoGiVVTrqYXyLNkgG5IByI8SEhI0depUvf3220pKSpIkubi4aObMmRo4cKDs7JieCchKZ8+evX+ndHB2dk42Vwe3AsI/ffDpz1o0uaf+PBqiPw6f06DureTm6qzla3dJkv43pacuXYnU+P+/v3/DWuVUsrinDpy4oFLFPTX21SdkZ2dS0NI7E23G3IzT0dOXrfYReyte1yJjk7UDwD/17BWocW++oZo1a6lW7Tr6NHiZbt26pU7PPidJGjvmdRUv7q2hw1+TJL3Uw1+vBPTUsqVL9MgjLbXhh/U6cviwxk2cbNlmr8BX9Pprw1W/fkM1bNRY27f9pl+3btH/Prn/927AlhgJcA9FAAC5VsLtSMVGnFDkpT2KOPeLrp5af991StZ+SdVavyNH18LZkBBAfvf9999b3UKkYcOGWr58uapVq2bDVED+Ua5cOVtHQD6x+se98irsrvH9n5R30YI6eOKinhk4zzJZcBmfIlZX7zs7O2rCwKdUvpSXYm7GaeP2I3pl3HJFxqR+20oASI/HOzyh69euaf7cDxQeflVVq1XX/I//p6L/fzug0MuXZWe6dyGKX72HNH3mu5r7wWx9ODtIZcv5avaH81S5chVLn9Zt2uqtCRO1ZNFCzZj+tnx9y+u92R/oofpcUAfkFiYjpbGxeVhUVJQ8PDwUGRmpQoUK2ToOgAwyDLNCj32lg2sD0r1OxeZjVLHZaK7YA5DtDMPQc889p++++07jxo3Tm2++KUdHR1vHArJMbjjWrl27ttavX68yZcr8p+241huUSYkA4L+5vmfu/TsBQDZwyWGXm1ca+UO27OfUux2yZT//RQ77aAAgOcMwFHF2s/5c1Snd6/g2HqbyTUbIybVI1gUDgH+5ceOGPD09Lc9NJpMWLlyoc+fOqWHDhrYLBsDi3LlzSkhIsHUMAAAAINtQBACQY5nNiQo9ulqHvuudZr/iVTrKpWApFS3fSoVLN+VWPwCynWEYWrFihQYNGqTg4GB17NjRsqxYsWIqVqyYDdMBAAAAQP7DnAD3UAQAkKOYkxIUE35Mu4PbKikhNtV+LoXKqEHXtSpQtEqqfQAgO0RERKhfv35avXq1JKl37946fPgwJ/6BHKpFixZydXW1dQwAAAAg29jdvwsAZL3rF3Zq43R3bZpZWDuXNE21ANC452a1HxOjlgOPUQAAYHM//PCDatWqZSkASFLbtm257z+Qg61fv14lSpSwdQwAAABkMZMpex4ZNW/ePPn6+srFxUWNGzfW7t27U+376KOPymQyJXs8+eSTGdonIwEAZDtzYpzCz/6sYz+O0O2ov+/b37vqM6rUYqzci9XIhnQAcH8xMTEaOXKkPv74Y0tbkSJFtGDBAr3wwgs2TAYgNX/99Ze2bNmiK1euyGw2Wy0bP368jVIBAAAgP1m1apVGjBihBQsWqHHjxpo9e7bat2+vEydOqHjx4sn6f/XVV4qPj7c8j4iIUN26dTP8vZMiAIBsk5R4Wz/N8kpXX8/STVShyWsqVunxLE4FABmzc+dO9ezZU6dPn7a0dejQQYsXL+bqYiCHWrRokfr37y8vLy/5+PhY3R/WZDJRBAAAAMiDcuKcAEFBQerTp48CAwMlSQsWLNC6deu0ZMkSjR49Oln/IkWKWD3//PPP5ebmRhEAQM4SF3tFe1Y+odjw4/ft61aksmo+PkdFyj2SDckAIOOWL1+uwMBAy1XEbm5uCgoKUt++fXPkASaAO95++21NnTpVb7zxhq2jAAAAIJ+Kj4/Xn3/+qTFjxlja7Ozs1KZNG+3cuTNd21i8eLG6du2qAgUKZGjfFAEAZCrDnKRT26bpysnvFXP1SJp9i1XqIO9qz6pkzS4y2dlnU0IAeHCtWrVSwYIFFRkZqSZNmmj58uWqVKmSrWMBuI/r169zqy4AAIB8Jruu04qLi1NcXJxVm7Ozs5ydna3awsPDlZSUJG9vb6t2b29vHT9+/4tnd+/ercOHD2vx4sUZzkgRAECmuBV1QXs+ba9bkefv29enxguq3XGR7Oz4JwhA7lKmTBnNnz9f586d0+uvvy4HB/4dA3KDF154QT/++KP69etn6ygAAADIY6ZPn65JkyZZtU2YMEETJ07M1P0sXrxYtWvXVqNGjTK8Lt9cATywxPgYXTnxnQ593+e+fWs9+ZFK1emZDakAIHOcO3dOY8eO1fz58+Xh4WFp7969uw1TAXgQlSpV0rhx47Rr1y7Vrl1bjo6OVsuHDBlio2QAAADIKnZ22TMUYMyYMRoxYoRV279HAUiSl5eX7O3tFRYWZtUeFhYmHx+fNPcRGxurzz//XJMnT36gjBQBAGRIYnysti9qoNtRf6fZr0SNF1W19TQ5u6f9jxgA5DSGYWjp0qUaOnSooqOj5ejoqKVLl9o6FoD/YOHChXJ3d9cvv/yiX375xWqZyWSiCAAAAIAHltKtf1Li5OSk+vXra/PmzerUqZMkyWw2a/PmzRo0aFCa63755ZeKi4tTjx49HigjRQAA6XLl5Pe6cDBYV/9al2a/2k8tUolaXZkgE0CudOXKFfXt21dr1661tG3dulXXrl1TkSJFbJgMwH9x9uxZW0cAAABANsuJp6ZGjBihXr16qUGDBmrUqJFmz56t2NhYBQYGSpL8/f1VqlQpTZ8+3Wq9xYsXq1OnTipatOgD7ZciAIBUmc2J2rmk2X0n+PWp8YLKNRwoz5INsikZAGS+b7/9Vn369NGVK1csbQEBAZozZ44KFSpkw2QAMpNhGJLEBQsAAADIdl26dNHVq1c1fvx4hYaGys/PTxs2bLBMFhwSEiI7OzurdU6cOKFt27bpxx9/fOD9UgQAkIw5MU771nRT+JnU/3HxqfGC6jy9WCaTXap9ACA3iIqK0vDhw7VkyRJLm5eXlxYtWmQZogkg91u+fLlmzZqlv/76S5JUpUoVjRo1Sj17MmcRAABAXpRTL/oYNGhQqrf/2bp1a7K2qlWrWi5keVAUAQBIki4d+UJ/712kGxd2ptmvUc+f5FGygezs+OcDQO7322+/yd/fX+fOnbO0dezYUYsWLbJciQEg9wsKCtK4ceM0aNAgNWvWTJK0bds29evXT+Hh4Ro+fLiNEwIAAABZh7N4QD5lGIYuHfpUh9f1v29f38ZDVfWxqdmQCgCy18GDBy0FAHd3d82ZM0eBgYE59ooRAA/mww8/1EcffSR/f39L29NPP62aNWtq4sSJFAEAAADyIL7W3UMRAMhnEm7f0P6vuuva+V/v27dUnZ6q0eFDrvoHkGcNGDBA3377rW7duqVly5apfPnyto4EIAtcvnxZTZs2TdbetGlTXb582QaJAAAAgOzDmT0gj4uLDdPJn8fp0uGV9+3r6lFO9bt8I7cilbgKFkCek5SUpJ9//llt27a1tJlMJq1atUoFCxaUvb29DdMByEqVKlXSF198oTfffNOqfdWqVapcubKNUgEAACArcW7rHooAQB711y+TdWbHzHT1bdZnj9y9qmdxIgCwndOnT8vf3187duzQpk2b1KZNG8syT09P2wUDkC0mTZqkLl266Ndff7XMCbB9+3Zt3rxZX3zxhY3TAQAAAFmLIgCQx2x+v7QSb9+4b7+qraerXMNBVEUB5GmGYWjRokUaMWKEYmNjJUm9e/fWyZMn5eTkZON0ALJL586d9fvvvysoKEjffPONJKl69eravXu36tWrZ9twAAAAyBKc87qHIgCQB8TFhOrk1gm6dGhFistNdg4qWbuHqj42VY4uHtmcDgBs4/Lly+rdu7fWr19vaatQoYKWL19OAQDIh+rXr68VK1I+VgIAAADyMooAQC52v1v+uBWupAZd18rVs1w2pgIA21u9erX69euniIgIS1ufPn303nvvqWDBgjZMBiA72dnZ3fcKMJPJpMTExGxKBAAAgOzCQIB7KAIAuUxU6H7t/KT5ffu1Gx0lk8kuGxIBQM5x48YNDR48WJ9++qmlzdvbW//73//01FNP2TAZAFv4+uuvU122c+dOffDBBzKbzdmYCAAAAMh+FAGAHM6clKDrf2/XiZ/fVHTYwVT7mewcVbnlBJWt31f2jm7ZmBAAco4+ffpo9erVlufPPfecFixYoGLFitkwFQBbeeaZZ5K1nThxQqNHj9Z3332nl156SZMnT7ZBMgAAAGQ15gS4hyIAkEP9vW+Jjm4Yct9+7sVqqGH39XJy88qGVACQs02fPl3r16+Xg4OD5s6dqx49enDgB0CSdOnSJU2YMEHLli1T+/bttX//ftWqVcvWsQAAAIAsRxEAyCFu3TivsBNrdeXUel0P2Xbf/g26fqei5VtlQzIAyLni4+OtJvmtVKmSVq1apTp16qhs2bI2TAYgp4iMjNS0adP04Ycfys/PT5s3b1aLFi1sHQsAAABZjOvB7qEIANiQYZj15+edFHHu5/v29SjZSJVavKmi5VtzVSuAfC8xMVHTpk3TF198od27d8vN7d5t0Lj3P4C7Zs6cqRkzZsjHx0efffZZircHAgAAAPI6igCAjVw4sExH1g+8b79H+h+Rq2e5bEgEALnDiRMn5O/vr927d0uSXn/9dc2dO9fGqQDkRKNHj5arq6sqVaqkZcuWadmyZSn2++qrr7I5GQAAALIaF9HeQxEAyGZ/fNZREee2pLq8YrPRKuhdW8UqPSE7e8dsTAYAOZthGJo/f75GjRqlW7duSZLs7e1VtGhRGYbBAR6AZPz9/fm3AQAAAPkeRQAgGxiGWX/vXaRjP76W4nLngiX1yICjsrPjTxIAUnLx4kUFBgZq06ZNlrYqVapo+fLlaty4sQ2TAcjJli5dausIAAAAsBGuBbmHM45AFoqLCdPWDyumutytSGU93GuLHF08sy8UAOQyn332mQYMGKAbN25Y2gYOHKiZM2dazQUAAAAAAACSowgAZLLE+FhdPrJKRzcMSbNfu9FRMpnssikVAOQ+hmEoICBAy5cvt7SVLFlSn3zyidq1a2fDZAAAAACAnI7bQt5DEQD4j25c+kPHN70ul4IlFHZibZp9vSq0U/V278qtcIVsSgcAuZfJZFKNGjUsz7t27ap58+apSJEiNkwFAAAAAEDuQhEAeEBRYQe1c0lTy/PINPrW7rhYJWt1yfpQAJDHjBw5Ujt27FC3bt3UtWtXW8cBAAAAAOQSDAS4hyIAkAFJCbcUHXZQu1e0l2FOTLNviZpdVKXVFLkULJlN6QAgd9u1a5f27NmjwYMHW9rs7e21dm3ao6wAAAAAAEDqKAIA6XAr8m/9Or96mn38On+mwmWaycGpoOzsHbMpGQDkfvHx8ZoyZYqmTZsmSapfv76aNm16n7UAAAAAAEgdcwLcQxEASIFhmBUVekD713TV7eiLafat8fgHKlPv5WxKBgB5y9GjR9WzZ0/t3bvX0jZ37lyKAAAAAAAAZBKKAMA/xMWGaesHFe/br4jvo/JtNETFKrbLhlQAkPeYzWZ98MEHGj16tOLi4iRJDg4OmjBhgkaPHm3jdAAAAACA3I6BAPdQBAAkJdyO1M/vl7pvv2ptZ6ls/X4MJwKA/yAkJEQBAQHasmWLpa169eoKDg5W/fr1bZgMAAAAAIC8hyIA8q2/fpmoMzveTbOPo2sRVW8XpBI1ns+mVACQdxmGoeDgYA0ePFhRUVGW9mHDhmnatGlydXW1YToAAAAAQF7CRbz3UARAvpIYF6Xfg9sq5uqRNPtVbxeksvX7ZlMqAMgfEhMT9f7771sKAGXKlNHSpUv12GOP2TgZAAAAAAB5F0UA5Avn98zT8Z/eSLOPyc5Bpev2Uo3H52RTKgDIXxwdHRUcHKwGDRroxRdf1AcffCBPT09bxwIAAAAA5EEMBLiHIgDyrMT4GO1Z8biiQven2a/1a2FycCqQPaEAIB+Jjo7W1atXVaFCBUtbrVq1dOTIEVWseP9J2AEAAAAAwH9HEQB50vHNY3R+94cpLrN3KqiStbqpRvugbE4FAPnHtm3b5O/vL3d3d+3Zs0fOzs6WZRQAAAAAAABZjTkB7qEIgDwjLvaKdn7SXHHRl1Jc7uhaVM1675azu3c2JwOA/CMuLk4TJkzQzJkzZRiGJGny5MmaOnWqjZMBAAAAAJA/UQRArhZ2Yq0uHFiu8NMbU+1TvEpH+T37qUx29tmYDADyn0OHDqlHjx46ePCgpa1Zs2Z65ZVXbJgKAAAAAJAfMRDgHooAyJVirh7V9v81um+/VkPPycnNKxsSAUD+lZSUpKCgIL311luKj4+XdGcS4ClTpmjkyJGyt6cICwAAAACArVAEQK4SG3FS2xY+lGafSi3eUsXmo7MpEQDkb2fPnlWvXr3022+/Wdpq166t4OBg1a1b14bJAAAAAAD5GXMC3EMRALlCYly0NgeVSHX5Qy9+raK+LWVn75SNqQAgf7tx44Yeeugh3bhxQ9KdA6yRI0dqypQpVhMBAwAAAAAA26EIgBwvJuKEti+sn+Kyxv4/y7PU/W8LBADIfJ6enho8eLCmTJkiX19fLVu2TI888oitYwEAAAAAwEiAf6AIgBzrWsg27VnxeIrL6nf5Rl4V2mRzIgCAYRhWB1Ljxo2To6Ojhg4dqkKFCtkwGQAAAAAASAlFAOQohjlJvwe3UeSlPSkuL9ugv6q3nZXNqQAAkZGRGjp0qKpUqaI333zT0u7o6Khx48bZMBkAAAAAAMkxEOAeigDIEeJvRujX+TWUlBCbap+aHeaqtF9A9oUCAEiStm7dql69eikkJEQODg7q0KGD6tWrZ+tYAAAAAAAgHSgCwGYMw9ClQyt1eN2rafZr1nu33IvVyKZUAIC7bt++rbFjxyooKMjS5urqqpCQEIoAAAAAAIAcjTkB7qEIgGxlGIaunvpB+1a/mGY/jxIN1Mj/J9nZ8SsKALawb98+9ejRQ0ePHrW0Pfroo1q6dKnKlStnw2QAAAAAACAjOMOKbHPlrx+0b/ULafap/OhkVWgyIpsSAQD+LTExUTNmzNDEiROVmJgoSXJ2dta0adM0bNgw2dnZ2TghAAAAAAD3x0CAeygCIMslJdzST+8WS3W5W5HKqtd5pdy9qmdjKgDAv126dEnPP/+8du7caWnz8/NTcHCwatWqZcNkAAAAAADgQVEEQJYxDEPHN41SyJ8Lki1zdC2iep0/U+EyzWyQDACQksKFC+v69euSJDs7O40ePVoTJkyQk5OTjZMBAAAAAJAxzAlwD0UAZKq4mFAd+r6fbkf9rdiIEyn2aRK4XYV86mZzMgDA/bi6uio4OFg9e/bU4sWL1bRpU1tHAgAAAADggVADuIciADLNnpVP6Nr5X1Nd7lnqYTX2/ykbEwEA0vLll1+qTp06qlq1qqWtQYMGOnz4sOzt7W2YDAAAAAAAZJb/NLvf7du3MysHcrHE+BhtnO6eYgHAyc1LHiUbqu3r1ygAAEAOcf36db300kt68cUX5e/vb5kA+C4KAAAAAACA3M7OZMqWR0bNmzdPvr6+cnFxUePGjbV79+40+9+4cUMDBw5UiRIl5OzsrCpVqmj9+vUZey8yGtJsNmvKlCkqVaqU3N3ddebMGUnSuHHjtHjx4oxuDrmc2Zyoze/5JGuv0HSk2r0RqVZDz+nhXltkZ8/9pAEgJ/jpp59Uu3ZtrVy5UpK0e/duff311zZOBQAAAABA3rdq1SqNGDFCEyZM0N69e1W3bl21b99eV65cSbF/fHy82rZtq3Pnzmn16tU6ceKEFi1apFKlSmVovxkuArz99ttaunSpZs6caTVRYK1atfS///0vo5tDLnbhwHJtmuGZrL3d6GhVbjlRJjuuJAWAnOLmzZsaMmSI2rZtq4sXL0qSPD09tWLFCj3//PM2TgcAAAAAQOYymbLnkRFBQUHq06ePAgMDVaNGDS1YsEBubm5asmRJiv2XLFmia9eu6ZtvvlGzZs3k6+urli1bqm7djM23muEiwPLly7Vw4UK99NJLVrcLqFu3ro4fP57RzSGXCj3+tY6sH5Csvf2YGGbeBoAcZs+ePXrooYf04YcfWtratGmjQ4cOqXv37vy7DQAAAABAFouPj9eff/6pNm3aWNrs7OzUpk0b7dy5M8V1vv32WzVp0kQDBw6Ut7e3atWqpWnTpikpKSlD+87wxMAXL15UpUqVkrWbzWYlJCRkdHPIZQzD0M+zyyjx9g2r9iLlHlGDbutsEwoAkKKEhARNnTpVb7/9tuUAwcXFRTNnztTAgQNlZ/efpgYCAAAAACDHyq4L3uLi4hQXF2fV5uzsLGdnZ6u28PBwJSUlydvb26rd29s71Yvrz5w5o59//lkvvfSS1q9fr1OnTmnAgAFKSEjQhAkT0p0xw9/+a9Sood9++y1Z++rVq1WvXr2Mbg65SFLibf34TsFkBYCGL/2ght3XcyUpAOQwf/75pyZPnmwpADRs2FD79u3T4MGDKQAAAAAAAJAJpk+fLg8PD6vH9OnTM2XbZrNZxYsX18KFC1W/fn116dJFY8eO1YIFCzK0nQyPBBg/frx69eqlixcvymw266uvvtKJEye0fPlyff/99xndHHKJW1EX9Ou8asna63f9VkXKtrBBIgDA/Tz88MMaPny45syZo3HjxunNN9+Uo6OjrWMBAAAAAJDl7LLpeuUxY8ZoxIgRVm3/HgUgSV5eXrK3t1dYWJhVe1hYmHx8fFLcdokSJeTo6Gh1W/7q1asrNDRU8fHxVnP2piXDlwE+88wz+u677/TTTz+pQIECGj9+vI4dO6bvvvtObdu2zejmkAtcPPhpigWA9mNi5FX+MRskAgCkJDQ0VGaz2apt6tSp2r17tyZMmEABAAAAAACATObs7KxChQpZPVIqAjg5Oal+/fravHmzpc1sNmvz5s1q0qRJittu1qyZTp06ZfVd/+TJkypRokS6CwDSAxQBJKlFixbatGmTrly5ops3b2rbtm1q167dg2wKOdjlo19q43R3HV7XL9my9mNibJAIAJASwzC0YsUKVatWzWryX+nOHAAPPfSQjZIBAAAAAGAbJpMpWx4ZMWLECC1atEjLli3TsWPH1L9/f8XGxiowMFCS5O/vrzFjxlj69+/fX9euXdPQoUN18uRJrVu3TtOmTdPAgQMztN8M3w6oQoUK2rNnj4oWLWrVfuPGDT300EM6c+ZMRjeJHOZayG/as6JDistK+wWoZoe52ZwIAJCaiIgI9evXT6tXr5YkjR49Wu3atVP16tVtnAwAAAAAAPxTly5ddPXqVY0fP16hoaHy8/PThg0bLJMFh4SEWM3hV6ZMGW3cuFHDhw9XnTp1VKpUKQ0dOlRvvPFGhvab4SLAuXPnLBMM/lNcXJwuXryY0c0hBzGbE7Vphmeqy1v0Pyw3T99sywMASNv69ev1yiuvKDQ01NLWuXNnlShRwoapAAAAAACwvQxepJ9tBg0apEGDBqW4bOvWrcnamjRpol27dv2nfaa7CPDtt99aft64caM8PDwsz5OSkrR582b5+vpmOMC8efM0a9YshYaGqm7duvrwww/VqFGjVPvfuHFDY8eO1VdffaVr166pXLlymj17tp544okM7xv3RF85rB2LH05xWZOXd6qQd+1sTgQASE1MTIxGjhypjz/+2NJWpEgRLViwQC+88IINkwEAAAAAgJwm3UWATp06SbpzL6VevXpZLXN0dJSvr6/ee++9DO181apVGjFihBYsWKDGjRtr9uzZat++vU6cOKHixYsn6x8fH6+2bduqePHiWr16tUqVKqXz58/L09MzQ/uFtdDjX+vA1z2TtTf23yLPUg1tkAgAkJodO3bI399fp0+ftrR16NBBixcvZgQAAAAAAAD/z6QcOhTABtJdBLg7A3H58uW1Z88eeXl5/eedBwUFqU+fPpaJDxYsWKB169ZpyZIlGj16dLL+S5Ys0bVr17Rjxw45OjpK0gONPsA9e1d30dW/1iVrZ+JfAMh5vvnmG3Xu3Nny/2Q3NzcFBQWpb9++GZ6MCAAAAAAA5A929+9i7ezZs5lSAIiPj9eff/6pNm3a3AtjZ6c2bdpo586dKa7z7bffqkmTJho4cKC8vb1Vq1YtTZs2LcU5CpA2wzDrl3nVkhUA6j2/igIAAORQrVu3Vrly5STduSfggQMH9Oqrr1IAAAAAAADgX+xM2fPIDTI8MbAkxcbG6pdfflFISIji4+Otlg0ZMiRd2wgPD1dSUpJl5uO7vL29dfz48RTXOXPmjH7++We99NJLWr9+vU6dOqUBAwYoISFBEyZMSHGduLg4xcXFWZ5HRUWlK19eFhV6QDs/aZasveFLP6hI2RY2SAQASI+CBQtq2bJl+u233/T666/LweGB/jcOAAAAAADykQyfPdi3b5+eeOIJ3bx5U7GxsSpSpIjCw8Pl5uam4sWLp7sI8CDMZrOKFy+uhQsXyt7eXvXr19fFixc1a9asVIsA06dP16RJk7IsU25jGOYUCwAtB/0ll4LcSxoAcopz585p8ODB+vDDD61ufdeiRQu1aEHBFgAAAACAtDBq/p4M3w5o+PDh6tixo65fvy5XV1ft2rVL58+fV/369fXuu++mezteXl6yt7dXWFiYVXtYWJh8fHxSXKdEiRKqUqWK7O3tLW3Vq1dXaGhoshEJd40ZM0aRkZGWx99//53ujHnRj+8UsnpeyMdPbUZepQAAADmEYRj65JNPVKdOHX3//fcKCAiwzAEAAAAAAACQURkuAuzfv1+vvfaa7OzsZG9vr7i4OJUpU0YzZ87Um2++me7tODk5qX79+tq8ebOlzWw2a/PmzWrSpEmK6zRr1kynTp2yOhly8uRJlShRQk5OTimu4+zsrEKFClk98qs/Pu9k9bxQifpqErhN9o6utgkEALBy5coVPfvss3r55ZcVHR0t6c6IgPxewAYAAAAAIKNMpux55AYZLgI4OjrKzu7OasWLF1dISIgkycPDI8MnKUaMGKFFixZp2bJlOnbsmPr376/Y2FgFBgZKkvz9/TVmzBhL//79++vatWsaOnSoTp48qXXr1mnatGkaOHBgRl9GvnPouz6KOPuTVdvDvbbaJgwAIJm1a9eqVq1aWrt2raUtICBABw8etEwGDAAAAAAAkFEZnhOgXr162rNnjypXrqyWLVtq/PjxCg8PV3BwsGrVqpWhbXXp0kVXr17V+PHjFRoaKj8/P23YsMEyWXBISIil4CBJZcqU0caNGzV8+HDVqVNHpUqV0tChQ/XGG29k9GXkKxunuydrazPyCvfFAoAcICoqSsOHD9eSJUssbV5eXlq0aJE6depku2AAAAAAAORidpz7tDAZhmFkZIU//vhD0dHRatWqla5cuSJ/f3/t2LFDlStX1uLFi+Xn55dFUTNHVFSUPDw8FBkZmedvDWQYhn58p2Cy9hb9DsqtcAUbJAIA/NP27dvVo0cPnTt3ztLWsWNHLVq0yFIQB4DcJD8da7vWG2TrCAAgSbq+Z66tIwCAJMklw5ebZ63nFv+ZLfv56pX62bKf/yLDH02DBg0sPxcvXlwbNmzI1EDIPAe+8U/W1nrEJTk45+0vZACQW0RFRVkKAO7u7pozZ44CAwMZqQUAAAAAwH/EV+t7MjwnQGr27t2rp556KrM2h/8oMS5aYce/tmprNzqaAgAA5CAdOnTQq6++qhYtWujgwYN6+eWXKQAAAAAAAIBMlaEiwMaNGzVy5Ei9+eabOnPmjCTp+PHj6tSpkxo2bCiz2ZwlIZExZnOiNgeVsGprPyaGE0sAYENJSUlatWqV/n0XvtmzZ2vLli0qX768jZIBAAAAAJD3mEymbHnkBum+HdDixYvVp08fFSlSRNevX9f//vc/BQUFafDgwerSpYsOHz6s6tWrZ2VW3EdifIw2v+eTrN276jM2SAMAuOv06dOWOXSio6PVu3dvyzIXFxcbJgMAAAAAAHldukcCzJkzRzNmzFB4eLi++OILhYeHa/78+Tp06JAWLFhAASAHSKkAIEl+z63I5iQAAOnOBO0LFy5U3bp1tWPHDknSa6+9psjISBsnAwAAAAAgbzOZsueRG6S7CHD69Gm98MILkqTnnntODg4OmjVrlkqXLp1l4ZB+8beuJWsr7Regdm9wogkAbCE0NFQdO3bUq6++qtjYWElShQoVtH79enl4eNg4HQAAAAAAyC/SfTugW7duyc3NTdKd+yk5OzurRIkS91kL2WXL7LJWz9uPibFREgDA6tWr1a9fP0VERFja+vTpo6CgILm7u9swGQAAAAAA+YNdbrlMPxukuwggSf/73/8sJy8SExO1dOlSeXl5WfUZMmRI5qVDumycbn1CqVzDgTZKAgD5240bNzR48GB9+umnljZvb28tXrxYTz75pA2TAQAAAACA/CrdRYCyZctq0aJFluc+Pj4KDg626mMymSgCZLOosEPJ2qq1mWGDJACA8ePHWxUAOnfurAULFiQrmAMAAAAAgKzFOIB70l0EOHfuXBbGwIOIvxmhnUuaWLW1fT353AAAgOwxceJErVmzRjExMZo7d6569OghE8MPAQAAAACADWXodkDIOaKvHNaOxQ9btT304teys3eyUSIAyH9iYmKs7vFfpEgRrVmzRiVLllTZsmXTWBMAAAAAAGQlLsq7x87WAZBxhmFOVgCQpGIV29ogDQDkP4mJiZo8ebIqVaqky5cvWy17+OGHKQAAAAAAAIAcg5EAudDBtYFWz0v7BarG4x/YKA0A5C8nT55Uz549tXv3bknSK6+8onXr1nGFAQAAAAAAOYgdX9MtGAmQy/y9b4lCj62xPLdzcFHNDh9y8gkAsphhGJo3b578/PwsBQB7e3s1aNBASUlJNk4HAAAAAACQMkYC5DJHNwyxet5y4HEbJQGA/OPixYsKDAzUpk2bLG2VK1dWcHCwGjdubMNkAAAAAAAgJVw0fc8DjQQ4ffq03nrrLXXr1k1XrlyRJP3www86cuRIpoaDtaiwQ1bPG760QU5uXjZKAwD5w2effaZatWpZFQAGDhyoffv2UQAAAAAAAAA5XoaLAL/88otq166t33//XV999ZViYmIkSQcOHNCECRMyPSDuuBUZop1Lmli1FSnb3EZpACB/GDhwoLp3764bN25IkkqWLKmNGzdq7ty5KlCggG3DAQAAAACAVJlM2fPIDTJcBBg9erTefvttbdq0SU5OTpb2xx57TLt27crUcLjDMCfp1/k1rNoavvSDjdIAQP7x2GOPWX7u2rWrDh06pHbt2tkwEQAAAAAAQMZkeE6AQ4cOaeXKlcnaixcvrvDw8EwJBWvn//jI6nnB4rVVpGwLG6UBgPyjc+fOGjRokJo1a6auXbvaOg4AAAAAAEgn5gS4J8MjATw9PXX58uVk7fv27VOpUqUyJRSsndg8+h/PTGr6yk6bZQGAvOr333/XG2+8kaz9ww8/pAAAAAAAAAByrQyPBOjataveeOMNffnllzKZTDKbzdq+fbtGjhwpf3//rMiYryXcjrR63iRwm42SAEDelJCQoMmTJ2vatGkym83y8/NTt27dbB0LAPKdb7/9Nt19n3766SxMAgAAgLzAjoEAFhkuAkybNk0DBw5UmTJllJSUpBo1aigpKUndu3fXW2+9lRUZ87Wf37ceXVHIp66NkgBA3nP06FH17NlTe/futbQtX75cXbt2ZdggAGSzTp06paufyWRSUlJS1oYBAAAA8pAMFwGcnJy0aNEijRs3TocPH1ZMTIzq1aunypUrZ0W+fO3Ghd+tntd8Yp6NkgBA3mI2mzVnzhyNGTNGcXFxkiQHBwdNmDBBo0ePpgAAADZgNpttHQEAAAB5CN/t78lwEWDbtm1q3ry5ypYtq7Jly2ZFJvy/f08IXLpuLxslAYC8IyQkRAEBAdqyZYulrXr16goODlb9+vVtmAwAAAAAACDzZbgI8Nhjj6lUqVLq1q2bevTooRo1amRFrnzv4qGVCj222vK8fpe1NkwDALmfYRgKDg7W4MGDFRUVZWkfNmyYpk2bJldXVxumAwD8W2xsrH755ReFhIQoPj7eatmQIUNslAoAAAC5BeMA7slwEeDSpUv6/PPP9dlnn+mdd95RnTp19NJLL6lbt24qXbp0VmTMlw5/39fqedHyrWyUBADyjjVr1lgKAGXKlNHSpUv12GOP2TgVAODf9u3bpyeeeEI3b95UbGysihQpovDwcLm5ual48eIUAQAAAIAMsMvoCl5eXho0aJC2b9+u06dP64UXXtCyZcvk6+vLiZRMsvl962LKQy+slsmU4Y8KAPAPJpNJCxcuVLFixdSzZ08dPHiQ/28BQA41fPhwdezYUdevX5erq6t27dql8+fPq379+nr33XdtHQ8AAAC5gJ3JlC2P3OA/nVkuX768Ro8erXfeeUe1a9fWL7/8klm58q1zv3+gxNs3LM+dChRXsUqP2y4QAORSMTEx2rdvn1Wbt7e3Dh48qOXLl8vT09M2wQAA97V//3699tprsrOzk729veLi4lSmTBnNnDlTb775pq3jAQAAALnKAxcBtm/frgEDBqhEiRLq3r27atWqpXXr1mVmtnzHMAyd+Nn6S82jg0/ZKA0A5F7btm1T3bp11aFDB4WHh1st8/HxsVEqAEB6OTo6ys7uzleV4sWLKyQkRJLk4eGhv//+25bRAAAAkEuYTNnzyA0yXAQYM2aMypcvr8cee0whISGaM2eOQkNDFRwcrMcf54r1/yLsxDdWz1v0O8htgAAgA+Li4jR69Gg98sgjOnPmjMLCwjR8+HBbxwIAZFC9evW0Z88eSVLLli01fvx4rVixQsOGDVOtWrVsnA4AAADIXTI8MfCvv/6qUaNG6cUXX5SXl1dWZMq3Is5tsfzs6FpUboUr2DANAOQuhw4dUo8ePXTw4EFLW7NmzTRx4kTbhQIAPJBp06YpOjpakjR16lT5+/urf//+qly5spYsWWLjdAAAAMgNTLnlMv1skOEiwPbt27MiBySFHV9r+bnWk/NtmAQAco+kpCQFBQXprbfeUnx8vKQ7t5GYPHmyRo0aJXt7exsnBABkVIMGDSw/Fy9eXBs2bLBhGgAAACB3S1cR4Ntvv1WHDh3k6Oiob7/9Ns2+Tz/9dKYEy48SbkVYfi7kU8+GSQAgdzh79qx69eql3377zdJWq1YtBQcHy8/Pz3bBAAAAAACATTEQ4J50FQE6deqk0NBQFS9eXJ06dUq1n8lkUlJSUmZly1fib12zeu5SsKSNkgBA7hAfH68WLVro4sWLku78P2jkyJGaMmWKnJ2dbZwOAPBflC9fPs3h22fOnMnGNAAAAEDulq4igNlsTvFnZJ5dS1tafi5QtKoNkwBA7uDk5KSpU6cqICBAvr6+WrZsmR555BFbxwIAZIJhw4ZZPU9ISNC+ffu0YcMGjRo1yjahAAAAkKvYMRTAIsNzAixfvlxdunRJdpVlfHy8Pv/8c/n7+2dauPzk1o2zlp/dPMvbMAkA5FxJSUlW9/j39/dXbGysevTooUKFCtkwGQAgMw0dOjTF9nnz5umPP/7I5jQAAABA5pk3b55mzZql0NBQ1a1bVx9++KEaNWqUYt+lS5cqMDDQqs3Z2Vm3b9/O0D7tMhoyMDBQkZGRydqjo6OTBcKDqffCF7aOAAA5SmRkpAICAtS3b1+rdpPJpAEDBlAAAIB8okOHDlqzZo2tYwAAACAXMJmy55ERq1at0ogRIzRhwgTt3btXdevWVfv27XXlypVU1ylUqJAuX75seZw/fz7D70WGiwCGYaR4f84LFy7Iw8MjwwEg3bph/cGZTBn+WAAgz9q6davq1KmjZcuWacmSJVq7dq2tIwEAbGT16tUqUqSIrWMAAAAADyQoKEh9+vRRYGCgatSooQULFsjNzU1LlixJdR2TySQfHx/Lw9vbO8P7TfftgOrVqyeTySSTyaTWrVvLweHeqklJSTp79qwef/zxDAeAdG7PPMvP7sVq2jAJAOQct2/f1tixYxUUFGRpK1iwYIaHvAEAcp+73z3uMgxDoaGhunr1qubPn2/DZAAAAMgtUrqQ3Zbi4+P1559/asyYMZY2Ozs7tWnTRjt37kx1vZiYGJUrV05ms1kPPfSQpk2bppo1M3YOOd1FgE6dOkmS9u/fr/bt28vd3d2yzMnJSb6+vurcuXOGdo47Yq4etvxcslZXGyYBgJxh37596tGjh44ePWppa9mypZYuXSpfX1/bBQMAZItnnnnG6kubnZ2dihUrpkcffVTVqlWzYTIAAADAWlxcnOLi4qzanJ2dk82pGx4erqSkpGRX8nt7e+v48eMpbrtq1apasmSJ6tSpo8jISL377rtq2rSpjhw5otKlS6c7Y7qLABMmTJAk+fr6qkuXLnJxcUn3TpC2a+d/tfxcslY3GyYBANtKTPy/9u49Puf6/+P489p5Y4YwG6s5HzKGRQgJUX0VckgYI4kcsigq55hDJBE55RzRSZFirJAQhtDkuMicbTbs+Pn90c+lK6ONbZ9d87h3+9xu1/X+nJ6f9Wldu16f9/udovHjx2vEiBFKSUmR9Pf/OMeOHavXXntNDg4MlwYA94MRI0aYHeE/Tfv4DbMjAIAkqcXMX8yOAACSpHV9HjU7go2c+gYhLCxMI0eOtGkbPnx4lnymrVOnjurUqWN9X7duXVWqVEkff/yxRo8eneHjZLgIcEOXLl0yuwsywSVf5sd0AoC84OLFi3rmmWf0yy83/4gJDAzUokWLVKVKFROTAQBymqOjo06fPq1ixYrZtF+4cEHFihVTamqqSckAAABgL3JqOKAhQ4YoNDTUpu3fvQAkqUiRInJ0dNSZM2ds2s+cOaPixYtn6FzOzs6qXr26Dh8+nKmMGSqIFC5cWOfPn5ckFSpUSIULF77tgsxJS7HtKpLbxqoCgJxSsGBB61BzDg4Oeuutt7Rt2zYKAABwHzIMI932xMREubi45HAaAAAA4PZcXV1VoEABmyW9IoCLi4tq1qyp8PBwa1taWprCw8Ntnva/k9TUVO3bt08+Pj6ZypihngDvv/++PD09ra/5ojrrxJ3ZY3YEAMgVHBwcNG/ePLVu3VoffPCB6tata3YkAEAOmzp1qqS/H4yZM2eOzTxkqamp+umnn5gTAAAAABnikAu/wg4NDVWXLl0UFBSkWrVqacqUKUpISFBISIgkKTg4WCVKlFBYWJgkadSoUXr00UdVtmxZXb58WRMnTtSJEyf00ksvZeq8GSoC/HMIoK5du2bqBLiztNQk6+uiZZ8yMQkA5KwVK1aoWLFiatiwobXNz89P27dvp9gMAPep999/X9LfPQFmzpwpR0dH6zoXFxf5+/tr5syZZsUDAAAA7kn79u117tw5DRs2TDExMQoMDNTatWutkwVHR0fbzId46dIl9ejRQzExMSpUqJBq1qypn3/+WZUrV87UeTM9J8CuXbvk7OysgIAASdLXX3+tTz75RJUrV9aIESPonptJZw99Y32d74HyJiYBgJxx6dIl9enTR0uXLpWfn5/27dsnLy8v63oKAABw/zp27JgkqVGjRvriiy9UqFAhkxMBAADAXuXGngCS1KdPH/Xp0yfddRERETbv33//feuDMvci05Mk9+zZU4cOHZI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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:46:01,895 INFO:\n", "=== Plotting Aggregated ROC Curves for Each Dataset ===\n", "2024-12-22 11:46:01,908 WARNING:Missing probabilities for model Ensemble on dataset a. Skipping this model in the ROC plot.\n", "2024-12-22 11:46:02,494 INFO:Saved aggregated ROC curve for a to results/roc_curves/Aggregated_ROC_a.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:46:02,635 WARNING:Missing probabilities for model Ensemble on dataset b. Skipping this model in the ROC plot.\n", "2024-12-22 11:46:02,838 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": [ "2024-12-22 11:46:02,978 WARNING:Missing probabilities for model Ensemble on dataset c. Skipping this model in the ROC plot.\n", "2024-12-22 11:46:03,182 INFO:Saved aggregated ROC curve for c to results/roc_curves/Aggregated_ROC_c.png\n" ] }, { "data": { "image/png": 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/plevXkyYMIGnnnqK//znP8yaNYtZs2a5ixrXHqBwuT6PLVu2BPw8XPO2/H0egZon5Obm+i04w9WvXz8mTJjAhAkTGDVqFD169ABg+vTpTJ8+vcnxruGn4L9xhD979+4FnAW0i+u267FYiudzhyPYz1ZmZiYXX3yxe9+gy969e1mwYAGpqan85S9/8TrH9bNz8sknB/zZce3Zc/3s9OvXj+eeew6r1crNN99M165d6d27N3/5y19iPvS3pKQECPwzqmma+zHXsZ7CnT3ma/v27QB+f8kjhEg+0hxCCJEQrqYQZrPZbwtn15uXmTNn8tBDDzX57bi/TnPxfAwIOGTV4XAAzk3qw4YNC/oc/t5ABXrdQPevXr2a66+/Hr1ezxNPPMGIESPo2bMn6enpaJrGq6++yvXXXx/xVRTX59GlS5cmxawv34YS8XTSSSd5dYez2+1MmjSJp556ittuu41hw4Zx9NFHux83GAwceeSRfP/993z77bdhNXZYuXIlgNeVNtftrVu3UlZWRn5+fow+I+dz//7773Fru+/6XgYS6GfZ5aqrrmLmzJnMmjWL++67D4A5c+Zgs9kYM2YMOTk5fl9vzJgxZGRkBH1uz6/jLbfcwtixY/noo49YunQpS5cu5Z133uGdd95hypQpfP311xQWFgZ9vpYQ6uslhGgfpHASQrS43bt388knnwDOuNmyZcsCHrtr1y4WLlzIeeedB+COwgVqwxzosWjPC4frCshhhx3mtwV6IN26dWPjxo0BXzfQ/fPmzUMpxS233MLf//73Jo+7olCRcn0e+fn5EX8eEHi9FRUVVFZWRrUmf1wF47fffstXX33FnXfe2aQF+4UXXsj333/PvHnzeOaZZ4LG+dasWcPPP/8M4DWn6fTTTycrK4uqqipmz57N7bffHrPP4cILL+TDDz/ks88+o7S01G9nwGBcHd2qqqr8Pu660hGtk08+mf79+7Np0yaWLVvGsGHD3D8TvjE9cP7sbN68mXvuuYfjjjsuotfq3Lkz1157Lddeey0AGzZs4KqrrmLFihXce++97khvc7h+Rl1XxvzZunWr17Gx0LNnT8D5OQkhkp9E9YQQLW7mzJnY7XZOPPFElLNJjd8/rqLAc6aTKwq0evVqNm3a1OS5f/nlF77//vsm9w8ePJj09HT27dvnd87R/v37+d///hfV53PGGWdgNBpZsmRJRNGrU045BcA9ANhXoPkurtk2vXr1avKY2Wzm/fff93ue6822v3k64JwV1LFjR3755Rd3IREO1xXDuXPnNpnrA3jFvWJF0zSee+45NE1j0aJFLF682Ovxm2++mQ4dOrBv3z4mTZoU8HksFgu33HILAEOGDPGazdOhQwf+9re/AfDQQw+531gHUl1dzdq1a8Na/7hx4+jduzcWi4Ubb7wx5BWi1atXU1dX5/7Y9eZ+/fr1TY7ds2cPa9asCWsdwbhazs+cOZPVq1fz448/0qNHD84444wmx/75z38GnD8DzXX44Ydzzz33ALBu3bpmPx807s179913MZvNTR4vKiqivLycrKysgPv7ouFq+//2229TU1MTs+cVQiSGFE5CiBbn2rcUqmmAK2L18ccfu/dF9O7dmxEjRuBwOLjxxhu9fuNeWVnJjTfe6Deilp6ezjXXXAPA7bff7rX3pb6+nptvvjnqNzadO3fmlltuoaamhhEjRvDjjz82Oaa+vp6PPvrI6zfPV199Nenp6SxdupQXX3zR6/hly5bx0ksv+X0915yqWbNmeX3+ZrOZm266KeAb/O7duwPOK1L+ChyDwcCUKVNQSjFq1CiWLl3a5Bi73c4XX3zhNZtpzJgxdOvWjR07djBp0iSvIuCnn37ikUce8bue5ho0aBAXX3wxgHv4qUunTp2YMWMGmqYxbdo07rjjDmpra72OKSkp4YILLmD58uXk5OTwxhtvNHmNyZMnM3ToUCoqKjjppJMoLi5ucozdbqeoqIjBgwd7DdANxmAwMHfuXFJTUykqKmLkyJF+v28HDhzg/vvvZ9iwYdTX17vvHz58OABPPPEEFRUV7vv37dvH+PHjqa6uDmsdwUyYMAGdTsfcuXPdP5+u+3zdfffd5OTk8Oyzz/LMM8/43Z+0detW5syZ4/74iy++4JNPPmnys6iU4uOPPwb8/3IgGhdffDE9e/Z0D+j1/OXB1q1bufPOOwFndDAWzUZcLrjgAo499lh27drFxRdfTFlZmdfjZrOZTz/9NGavJ4SIswR08hNCtGNLlixRgDKZTOrAgQMhjx80aJAC1NNPP+2+r6SkxD13JT8/X40ePVqNGjVK5eXlqUMOOURdcMEFClBvvvmm13NVVVWpwYMHK0BlZmaqCy64QI0dO1Z17dpVdezY0d2q+dFHH/U6L1ibYxer1aouu+wyBSidTqeOPfZYddFFF6lLLrlEDRs2zD2T6dNPP/U674033nDPHDrqqKPUX/7yF3XqqacqnU7nbkduMBi8zikvL3e3o87Pz1cjR45UF110kSooKFBZWVnq1ltvDTj/yDVT5rDDDlPjxo1TV199tbrnnnu8jrn77rvd7byPOOIIdeGFF6pLL71UnXbaaSonJ0cB6uWXX/Y6Z8mSJe527v369VOXXnqpOvPMM5XBYFCjR48O2T7bn2BznFw2bdqkUlJSFKD++9//Nnl87ty5Kisry91q+pxzzlF/+ctf1CmnnOI+r1+/fl4ziXxVVVWpsWPHur8mhYWF6vzzz1eXXXaZOvvss1VeXp77Z/rDDz8M+/NTSqmVK1e6vzaapqlBgwapMWPGqLFjx6oTTzxR6fV69yyp2tpa93mePwMFBQXqwgsvVMOHD1fZ2dnqyCOPVCNHjgzajtz3/kDOOecc9+etaVrQltxffvmle2ZXQUGB+tOf/qTGjRunzj//fNWvXz/3nDMXV5v6Dh06qNNOO01ddtllatSoUe7PKzs7W61duzbsr2Wov6crV650f6969eqlLrnkEnXuuee6W8OfffbZqr6+3uscVzvyYD+DoWzbtk0ddthhClDp6enqrLPOcv8MZmdnq169ekX93EKIliWFkxCiRV1xxRUKUGPGjAnr+GnTpjWZr6OUc+7SX//6V9W9e3dlNBpVjx491F//+ldVVlbmHrbpb15TVVWVuu+++1Tfvn2V0WhUXbp0UVdccYXavn27uuqqqxSgXnnlFa9zwimcXD755BM1evRo1a1bN2UwGFROTo4aMGCAuvTSS9Vbb72lampqmpyzZMkSdeaZZ6oOHTqo9PR0NWjQIDVjxgy1Y8cO9xt1X/v27VM33XST6tevnzKZTKpr167q8ssvV5s3bw76Zm/79u3qsssuU4WFhe7Cwd8bt2XLlqlx48apXr16KZPJpLKystShhx6qRo4cqf7zn//4LXp//PFHNXr0aJWXl6dMJpMaMGCAeuyxx5TVao1b4aSUUtdff33QeVj79u1TDzzwgDrhhBNUXl6eMhgMqqCgQJ155pnq5ZdfbvJmOZAVK1ao6667Tg0YMEB16NBBpaSkqI4dO6pTTjlFPfroowFneIVSX1+v/vOf/6gRI0aobt26KZPJpFJTU1WfPn3UmDFj1Ntvv+13PtbOnTvV+PHjVUFBgTIajapPnz7q7rvvVlVVVSHnOIVbOLlmLRFicLJLaWmpuv/++9WgQYPcw5K7d++uhg4dqqZMmaJ++OEH97G//vqreuCBB9QZZ5yhevbsqVJTU1Vubq466qij1L333qt+//33sNboEs7f0x07dqi//vWv7r//WVlZasiQIerll19WVqu1yfGxKJyUcv5354knnlDHH3+8ysrKUiaTSfXq1UtdcMEF6p133mnWcwshWo6mVDsbXiGEaNMqKiro27cvlZWVlJaWht39zWq1MnDgQDZt2sTq1asZNGhQnFca2uzZs5kwYQIjRozgo48+SvRyhBBCiHZN9jgJIZKSq320p3379jFhwgTKy8s5//zz/RZNq1evbrIRv7q6mptvvplNmzZx1FFHtWjRtGPHDvbs2dPk/mXLlnHXXXcBjZv0hRBCCJE4csVJCJGUNE2je/fuDBgwgPz8fEpKSli7di3V1dX07NmTpUuXuttre+rduze1tbUceeSRFBQUsHfvXtatW8eBAwfIy8vj888/59hjj22xz2PmzJlcffXVHH300fTs2RO9Xs+WLVvcnQEnTpzYZAiwEEIIIVqeFE5CiKR0//33s2jRIrZs2UJ5eTlGo5F+/fpx/vnnc8cddwQcVvqvf/2LoqIiNmzYQHl5OTqdjl69enHWWWdx1113+S224mnDhg08/fTTfP3115SWllJTU0NOTg7HHHMMV111FX/5y19adD1CCCGE8E8KJyGEEEIIIYQIQfY4CSGEEEIIIUQIUjgJIYQQQgghRAgpiV5AS3M4HOzatYusrCw0TUv0coQQQgghhBAJopSiqqqKrl27otMFv6bU7gqnXbt2tfjmbyGEEEIIIUTr9fvvv9O9e/egx7S7wikrKwtwfnE6dOiQ4NUIIYQQQgghEuXgwYP06NHDXSME0+4KJ1c8r0OHDlI4CSGEEEIIIcLawiPNIYQQQgghhBAiBCmchBBCCCGEECIEKZyEEEIIIYQQIgQpnIQQQgghhBAiBCmchBBCCCGEECIEKZyEEEIIIYQQIgQpnIQQQgghhBAiBCmchBBCCCGEECIEKZyEEEIIIYQQIgQpnIQQQgghhBAiBCmchBBCCCGEECIEKZyEEEIIIYQQIgQpnIQQQgghhBAiBCmchBBCCCGEECIEKZyEEEIIIYQQIgQpnIQQQgghhBAiBCmchBBCCCGEECIEKZyEEEIIIYQQIgQpnIQQQgghhBAiBCmchBBCCCGEECIEKZyEEEIIIYQQIoSEFk5fffUVI0aMoGvXrmiaxocffhjynCVLljBo0CBMJhP9+/dn5syZcV+nEEIIIYQQon1LSeSL19TUcPTRR3PVVVcxevTokMdv3bqV8847jxtuuIE333yTRYsWcc0111BYWMjZZ5/dAisWQgghhBCidXM4bNjM5YleRlgMafloWnKE4BJaOP35z3/mz3/+c9jHT58+nT59+vDMM88AMGDAAJYuXcpzzz0nhZMQQgghhGj3dv30Duv/eye2+spELyUgu0Oh12kAnH7rVozpnRK8ovAkR3nXYMWKFQwfPtzrvrPPPpsVK1YEPKe+vp6DBw96/RFCCCGEEKKtcThsrb5o+uw7K7e+ZKauXiV6KRFL6BWnSO3Zs4fOnTt73de5c2cOHjxIXV0daWlpTc557LHHePDBB1tqiUIIIYQQQsRNsBiepbas1RZNVpvilQUWPv7WBsCClTbGnGxI8Koik1SFUzQmTZrEHXfc4f744MGD9OjRI4ErEkIIIYQQInLJEMPzp+ygg0ffqueXHQ40DS4/w8DoYclXhiTVirt06UJpaanXfaWlpXTo0MHv1SYAk8mEyWRqieUJIYQQQoh2bvGudczYtJBaW33AY2zKhkVZUIQfV9OUgxu/f41UuyWi9fz3wIXoUjKaPqAUSilQYKtzgIKUdB2Hvj7H7/PssR3CFusQ7Bj9Pn7giAGUDj8du9GEpmkNL6Fhzcpg27yR1O5YQZbewB1DTmP3pRfwIeCoN3BWWn5En08iJVXhNGTIED755BOv+/73v/8xZMiQBK1ICCGEEEKIRjM2LWR79d6Aj2vKQZo9cFEVSKrNHHHRZHUYMNdkocJta6DXcXC//7X9xOnUEriJw69nXEJ9QUe/j3UY8yr6N8dTVKPjk/POo16XBYBdmZKmox4kuHCqrq7m119/dX+8detW1q1bR15eHj179mTSpEmUlJQwe/ZsAG644QZeeOEF/v73v3PVVVfxxRdfMHfuXBYsWJCoT0EIIYQQQgg315UmHRr5qR28Hjtk/88M27EIUxSFU6QsDgM/lp+I0nQYMpu+5VcOh9fHuhQo+H0Tmekm0OkhM8vrccfeNHAAOEjV1TZ5PoepYb+Sw0FKeRnm31eS3vcUNJ1G1x6HcN0xl9L7m2IsqY37mqz7+jT782xJCS2cvvvuO04//XT3x669SBMmTGDmzJns3r2bHTt2uB/v06cPCxYs4Pbbb+f555+ne/fu/Oc//5FW5EIIIYQQMRRO3CzWoomvtTilnH+CqLM5C5LUFI2zezRuJbHqFH3XfYE+hkXTon2jsTj8b0mxWvQodNhTUvmy6z+xqsCNGFzROroAxzferwCU1uQ7otOafg2spAOgr9xE9axz2L/zd0befDtd+/UHO6w5I5NvzhqPOcOIBtgsJhyW7mF/rq1BQgun0047zZmtDGDmzJl+z1m7dm0cVyWEEEII0XaFMxx1zs/vs69mfwutqG1xlUqZKSlYs2zu+/XmGvRWc8xex+owUGNODxnDM+uyqCYPtChfKILzzL9+SdnMMdir92PKyKDapKcqy7sPgevplF1PuinaRSVGUu1xEkIIIYQQ0Qu3K9vYFlpPmxen3/VbHUZ+OPhHVIrRoxLxc6BOz28dG5JZyoGJmiaHuK82+eFQ3o9pAJpqUksppaj4ajr75k8Ch52O3bpz7tXX0yG/I1TVuY+rNHbAoelQdj2G6v5MHJET6lNtVaRwEkIIIYRIAs2Nz2nKwYS1L7TI/hoRnoqMp1i+di1Kswc9TktVaDpw1GqYi7Ox1KWilA6b3U69xQ4o8NNk4cDRR7JjwlAADJUHOeqhx8goLAx7feW7q3E4FPndspi18zavx5asqWVmcQVV1bWsXngv+356H4CeR4xi8J+fpM6aRt0en/VU2nEo6Jij582p3cJeR2shhZMQQgghWpVwomTtUXPjc2k2sxRNrUiKKZsvV2+AjBTCekvuAGudnt37c/0/7ueK085zznHf1tXbMDsyMZdURbzWtKymLchnFlewo9TG7vVFbP/pfTRNT78h/6D7UVdRUaMBgYvBZIvouUjhJIQQQohWI1kHfLYEic+1HSkpGQw4/CYcP+xBBygHqDoNNI2Am4psGvYNOeR3amzyUFN2AIfDgYaGpmt6xcnd6Q7o/tlnZOelkBJg9mkgaVlGLn/4tCb319Y7K7WuA8ZiPfgz3Q8/j4JeQ0M+X7pJS7qInoumgnVnaIMOHjxIdnY2lZWVdOjQIfQJQgghhGgRDoeNxdN6SdHUgoZd+x3GdOcA0ppPl1H+f2/iqKkLcVbk9gzLY/NfemBL8/87+/pcI+g19OVWdnxiwmIM83f7DufgVvQ69J0CXImJgmP/fmzbt2Ozgx0DQTskOCJ/K21xmFDoMDmq0FCYdR1YWXCzM24XZM9Rk5e2O6/q6PR6vxG8vTXO5XXJhG+vDvw8rtidqxgKRinF1u/fJrP7+ehSMuiYo2duEsbuXCKpDeSKkxBCCCFiLpq4naW2TIqmFpRiyiY9rz86nfPt4J5n3kNt3hN187VgNr58ItX9Qv/C2myG3R1zonuRGKYQU7eVomtogKdhjd0TNzD5PKctJY2q7Oa15q6qDvxYRuBO5EBj7C4Uu7WWDYvvZu+Wj+nUdwlHnPVS0sbuoiGFkxBCCCFiSuJ2rV+KKZsBZz3jLpoAHNUNQ011OvSd82P6erashllDdkVqmcX/mupsbN6WDYDmUGTWhNe6W9M0dB0y0FL9zzNqQjmcV6qCqG94XKFhTmlYk79NRIqQc51CsWkmtqWfQtbBXRFdbXLTNEwdOpCSnu734QwD3Dkk+FO4rjTpNMjL1vs9pvrAVpbNv4aD+zai6Qz0OOQkenZOSdrYXTQkqieEEEKImIl13M4zSpYslu75iTe3fEGdzX+BEKny+iocKLKr7Ez9166wzvk118i3PTKx6Py/Ebc5jE3n/9gbigm9jpQghVN9nZXayno0E+gzaJpi87NNx1UPKAXWOucHDlKwBYvBRRGBixVXhK4uJYcv+k0lq3InNz/RP6rnqjFbUQ4Hmd26ccPOnRGfH0mMLlqe3e78xe4+/fRTLrvsMioqKujSpQvvvfcew4YNi9t6WpJE9YQQQgjhpaU61cUybucbJUsWr+34lu31TeflRC0lFYDsujq0beF9bZcedggHTKkRvpDHlYaKiqBHag1Pba+N8CXAXa7psJJC7PdTxZJd57yKlWKuorq2eVlAY1ZWVOeFG6OLBd/YncPhYOrUqUyePBmlFEOGDOG9996ja9euLbKe1ia5/kskhBBCiIglY3TOX5QsWbjmLOnQyE/1+Q22UlFFuwwlZVz08S70aeE1QbCmOje1aEqRaQ0eS/Oiaegy0oLG3g6U1uCwK0yddWgNtZby7DzdtLlbw0Fgt2o4Go61kI5rlGqTGFwMInDNZdNMbEn7E9l7t3Lal4+TmZsT+ZMYDGAwYszKYtjDD0e1jnBidLHgr9vdgQMHePHFF1FKccMNN/D8889jNDZtTd5eSFRPCCGEaMNaQ6e6aOJ2Kam5ERVNS+f9wpzJS6irCi8eVz2olvIRFThSY/82yJ5tBx3oy/X0muQRe7LboKoyZEGg72XBeEwtGBqOM+ggLVA14p9mt6IBDr2Buj5HRvgZeMvpbaPrsRZ0Pg0GDGnOoay2WthZ3PhmusKYitJ05NbX8tx381nQ4WSe6XwFNXrvNth7U/JwaHq6WPfx7YYrmrXGqNz3PBtX/8CyyZMp37Qpqjhda4jRxdvy5ctZv349V18dpC1fEpOonhBCCCEAsJnLE1o0tVTcbs7kJezcUBb28VX/qMRRGMGVmCioakVZk2GjoX9bX3h0Jbocz7XZwR54mGhQBj1aboiWaiF0Pa6O1KzAhYHNrqPc1LQxQard2Tnumc5XsCW1Z8DzM+wJiOtpGmTnsmzyZA5s2OC+O9I4XSJjdPEyf/58rFYrY8aMAWDo0KEMHRp6PlN7IIWTEEIIIeKiJeN2ritNOp1GbmFmyOOrMw86bzhAXxn7+JPOrJH7aQ6Z3TwKiroaMDcUCSkG8DOwFEBvchYp7qGoHVIa42+RXNjQ9FhyuqIqmvfGXqdrXI+rsQM4aw9lh4O/GMlV3q+RqhSj9RYYNIwaa47zeXBQgHfP7Aws3JmxEga1YKMBTYOj/wj5BViqnIWtptORe+ihEcfpEhmjizWHw8EDDzzAww8/THp6OkceeSSHHXZYXF8z2UjhJIQQQrQzLdWpLtK4XTRcEb3y3c435LmFmczaeRsAi3etY8amhe49R56U2XlFp1N6Nh9cMCX6Bbz9Miwu9t/eugA4J8B5k56DfgOonr+Y5dNn8VVnIxa9syipMepQaGSZrZz8ez3vX3GG83NLT+e5Sy6Ofq1+bLZsZkXdCqwq8KyiGuWs17L0mXSpu5pnVkBNGKONvmi40LXXBigoyNTx7dX+olBjwlprsFicra4OS2UlYe9AWQn8+zvUn94HQGsYILtwDbCmJLznwBmjA2fRlMxDYMvLy7n88sv55JNPALj22mvp27dvglfV+kjhJIQQos1oqc5xycRS2zS+ZkzPx5jeKQGriT3fiF5aVmMUbsamhWyv3hv0/PSUMGf/+GOugy8+iq6JQaZzNtCBJ2bwVV8jB9KbviUz2uwsOWuw++NUQ/Mid/6sqFtBuSO8vzMGzcAzK2BLlH/FQg1hDSV4LM4Iqc37ma6riDIOScvF6OLhp59+YuTIkWzZsoXU1FT+/e9/c/nllyd6Wa2SFE5CCCHahGTsHCeazzOi1/XQPC5/+DT3Y0G72+Esmq4+9M/Rv7jd1lg0pWdCYeB9PG4acPQQ6Oxs5+yorsWS4myaoClFhsV55cpoV5xcUseCExtbio8edEz0aw3AdaVJQyNDywh4nEEzMCRtCC82XGnSaVAQ+PAmwhnCGkqwWFzN7t2ohn1gmj6yyJymaRizs0lJSwt9sB8tEaOLl7lz5zJx4kRqa2vp1asXH3zwAYMGDUr0slot6aonhBAi6bWGznHJ5PGOW6nVNf3tfH2tldqD9eHHncLhUES2MScypuxfyOy6GJ2+niazXlOq0TSFsmZh/e1vTc7t0Xs7Rw36HoPBRu36ciq/2o2yxKZhRCSfsaPaCgp0WQYKb/HtgOd6Jg1dgGG2zZGaWoNOU9TWZfLhp6G7pu2tcX5Lu2TCt3FssrZx3jyWTZ7s3oP0e+HprDj+UQDS6vYy4n8jvY6v2b27WUNm26u7776bp59+mjPOOIN33nmHjh07JnpJLU666gkhhGhXEt05LpnUks22mlwcft+DGyAz9nGweMrv8SUG4/6gx9hUGntSmu7pOnvQArJznE0iSpfuwlYWXivzeElJ1cjMiOHg3AjU1RvYUx36OJfmxu5C8e1298PJE923deaDVJf434cU7ZDZ9uqxxx6jf//+XH311aSkSFkQinyFhBBCJI1Ae5j87eMRTdVp2XyS9QwFqf7/+T+wuwqH3TmSVNPH4OpGlMNeI6HrUdfwUhrY/HTTcxih7GS62A80eSjN4IzyORwadnPDOjXQN7N4jOYz1hl1ZJ7UleoaP/k3zZnw07T47KOxWg38smEIXUI3IwRiE7sLxbPbXUZhIQ6PqOVRv75OZremjRiaM2S2vVi7di1PPfUUM2fOxGg0kpKSwvXXX5/oZSUNKZyEEEIkhUj3MLVU57hkkpKay8ggXe4mdJ9BWUkV+d2y3J3pIrLnd3jnVSjf5/y4+iBUNhQs194DJ54e+XOGMPpzHfvMUJDWgQ+GR9Ydb0aFjmoFHfQZZOkzqKCCnOwcpk6dGvE6th01GvvufegLO/H8P/5CeW1tXLrgxU2vRC/Av4zCQm7YuZMv7iuhrsJOxxw9j656I9HLSkpz5szh2muvxWw2079/fx566KFELynpSOEkhBAi7hZsJuwWxv7olI179t9Jmgo/juevc5yrdbWroYDw5mrpHbX/FcFPq/w/Zgyve12g9tjb9leydvterHbvPUh1FmeXtRpHDTMqZkS03BoVXSyuev5iDjwxA0d1rfs+e2kZvxzZhy/PPYGKugQMdE0CvvuWfP1eeDo/HX4ttpR0rzbhX9xX4m77LSJntVq5++67ef755wH485//zO23357gVSUnKZyEECIJJVvb7ZeWQmkztiBlqrKIiiazlk1Kam6T+31bVwv/PFt6R6TWoxAxGJ2DRgH6/QGOGOz/HB+B2mOv3r6HqrrAg1z1eqhW0RV+Bi2yaN6BJ2Zg3by9yf1LzhpMWX6WO54Yj/bhycx335KvH06eSE1W7yb3e7YJT+a234mwd+9exo4dy5dffgnAP/7xDx588EH0EXYeFE5SOAkhRJJJxrbbTfuZxY9Zy8Zw3DN+B696tq7OLQxzQ0eiOOxQVxv3PUK+0kyKy0/YBc/eF/nJO7c23n7k35DfOeKnCNQeu6HTNBqQZvT+3hr0Oo7tVUCmFvn31NVmewOB39D7cl9p0unQd26Mg1oznK3DNU2jS4cOcWkfnsx89y35cu1j0pSdVHNZkzbhydz2OxHWrFnDhRdeyM6dO8nMzGT27NmMGjUq0ctKalI4CSFElJobP4tGNJG1turjt/5GfV3TjfSW+lSU2sO7TGvymCuKlluYGd0enpb0ymOwalniXv+XZp6vb3yLESh+548rPpehZXB1jrPf9Zo1a/h20TqU1Y4OHfmpqU3Os7OfLQTvrudJ1dXjqKpBKcVPLKPGqANNw1ZaxrajRruP+/mQriwecjj1nsXaVcOdHSD0OlI8CqequjpQipy0NB4bPTLstbQWS9bUMrO4wj0vKVq2ujoslZVN2tp7xu/8FU71lXZQkJ9rZO7U45q1BgFZWVlUVVVx2GGHUVRUxIABAxK9pKQnhZMQQkTpmRWwJYZpOZ2ykU7wJ4w0stZW1deZ2PaLCeXwN3On1s993qKOorWkg8kTxWzihFMhp7GgCBS/C8YzPldcXExKlSuu5aDCXBGDRQJGXdO76q3Yd+9zf/zFZac643eB1Db9eUvWiN7M4gp2lAaOQ4bPCKlN54R58ozf+ZI4XvSUUu7ui4cccggLFy5kwIABZGdnJ3hlbYMUTkIIESXXlSadBgV+OghH4ijzO5xXJVeSwmGpT2X10vPJK4zujUBalpHLHz4ttouKJYcdviiGjT803vfcO849Q8lA04HJ+4pQoPhdIK74nEt9vbNtuAIcqTryU5s/wN5WWgauRhN6ZwFltCtOLqlDX9j4pt+S7mxqoTkUmTVm9/2apqHrkIGW6t30ItVgSNqInutKk06DvOzo98DU7N6NashWaj57aXzjd74kjhe93bt3c8kllzB58mSGDx8OwB//+McEr6pt0VRMx4O3fpFMBxZCCE++0by9NeBQ0CUTvr06+ud1OGwsntYr6j1Lrant9rcfbWLe48swV8cuv1hRWoNDKfK6ZPLCD9eRkprrd/9Sm/HTdzDtn973vfxR0MJpzZo1FBcXuwuMWLMpGxZlQUU1oQj3eRoaGbrwf8tQb7dSYzOj1dnRAGsqlJ3bOaK24yu3bqNo7TrM1safSVVXj73cOfjWN27nq6KuDqVURK3FYxV5a2kHKu04FHTM0TN3atM5SeHYOG8exWPHApDZrRs37NwZyyWKAJYvX86YMWPYvXs3/fr1Y8OGDTLQNkyR1AbyFRVCJLWW7C7n2xkuveH/O+rAEjodFpCltizqoinFlE16Xv9WU0i8+eA8dm6I9Zt352+mdYbcJu3F26QD+7w/Pv7UkFebiouLKS0tjeOiYqeCioiO9wzT2fUa6SnhtTV3KVq7jt2Vfv5+5XgUcH7idr4iid/FLvKWGM2Jyi2bPNl925gVJOIoYkIpxfTp07n11luxWq0cccQRFBUVSdEUJ/JVFUIkrZbuLhewM1wdLH6+RZbgJcWUzYCz/HePS5R4da1r9fG6aFktsPxz2Lur8b6dvzXePv8yGDk+5NO4rjRpmhaXvQw1jhqvq0bR0NAwakZStPB/XsvMB3HgjNNpBj2OgblcfeifI3pd15UmTdPIaYiHecb09HkdmsTtfEUav4tV5C0RmhuV85zRNOzhh2OwIhGI2Wzmr3/9K6+99hoAY8aM4fXXXyczs5V3DE1iEtUTQsRFvDvOObvL9Wqze4LCid+FG1lryaGv5burcTgU+d2yWn/XutZgcTG8+WLgx6+8HU462+9DnvG8yoYOZjk5OUydOjVmy3N1w6twVKBQZGqZ7k53vvxF4sJ1QF/GLuPv2PFuGGDVLKCBwZbCETv6RvU5VGekonQaWVV13Pmf/wLOYbU4HOgLO9H7hw/Cep5I4nexiLy1pFCDaSNRs3s3yuGQmF6cVVVVccYZZ7Bq1Sp0Oh2PPfYYd999t7sxhAifRPWEEAkXbce5cDrLQdvuLhfr+F0ihr4mRde61qB0V+DHDEY47OiAD/uL55lMkcXYQvHthhdsUGzASFwYfs/djlUXLOKppyrLfzOBcBlr67265QHoMtMDHN1UNPG7ZOkOF2owbTQkphdfmZmZ/OEPf2DLli288847nHnmmYleUrsghZMQIi6i6TgnneXiE79r6aGvbTJWV1sN330N5mZsZvNn++bG25ffAl17NX7ctRdkBn7z6RvPM5lMjBgxIqbL8+yGl6PL8ep058tfJC5cO3QNV3EUGJR30a2zQWFZLlk1NaBr2j48HCaLjdNXbfLqlqfLTCfv3vC7ukQav0um7nChBtNGypiVJTG9OFBKUV9fT2pqKpqm8fLLL/Pggw/Sq1ev0CeLmJConhAiJprbca65neWgdXWXi9a3H+/mzSlLYxqrk/hcDLzwIKxb4f5w81FdWHHWIVhN0Re45Rtr2LW0Arul4Z/hCIsCa5XVWWh0MHDUvUdF/PoWu406izVop7zdVVX88nsFVpvCXh+8WHAoV2GhkZMeWeHk3Muk6JSa7dUxr3r+YkqvcTYbiCRW1xyBInnJFr8LxTOeJ/G61q+2tpbrrruO8vJyiouL0UX5SwTRlET1hBAtLlA0LzPFhqU2dPSuOZ3loPV1l4vWm1PmxS1WJ/G5Zti51evDFWcdQnnn5l2927liN5YDntGvwANBg9FMGtWqOvITdaBPDX7IL79UUFXXsEZdeOuzA/vM0RX+vh3zDjwxw307klhdc4SK5CVL/C4Uf/E8ide1Ttu2bWPUqFGsW7cOvV7Pt99+y5Ahga/+ivhJ7ncYQohWw18073jrO5y/704WPx/f6F1r7C4XLelKFyWl4Lf1sD9OLbnr65z/n5YOE27Dmv8TYEVTkGEPv021J1XfMHxVA0NWdM+hN+npOrwrmVrkPysVdbVeV4n8sdoar7oYHKELb02DNIMBYxStkNNTTE065jmqG6ORkcTqmiNYJC+Z4neh+MbzJF7XOn3++edccsklHDhwgE6dOjF37lwpmhJIonpCiKh5xvN8o3ktGb1rrQNRo+lmJ7G6KK34HGY8HfSQWMTrLPoU6gwmdCY7mgY2s47t7+uwb9uKskV4xcjS0AzBaMI0ZGjUa4qWv8Gui3etY8amhdTa6nHU1XNA1aF0GrmVNv71RHwjXKvyj+bDXudi1jdedVINLcM1vQ59kCG1sdTWInmBTO/eneqSEonntVJKKZ5++mnuvfdeHA4Hxx9/PO+//z49evRI9NLaHInqCSFahCue59kJzzUMVqJ3zetmJ7G6CP26PuQhsYjXAeg9InU2K1h+24LObI76+Rw6jfIwBrDGi+dg1xmbFrK9eq/zAw3nJSQgtcbapCNdrBUddRZ70jsHPqAiuihjtNpKJE8kpzvvvJPnnnsOgKuuuooXX3yR1NQQ2VoRd8n7jkQIkXA1VjjR9g5/sdxJOg1FUgyGwbaV6F20sbs2H6uLJUs9/LYByvc33nfOxZDbscmh1tzfAbszXmeNYiipplFhd7jjbdj1HPwtC53DI7hhjKwduJaix9i7D2npLbN/x5fvYNdam/MqmA6N7Eor2B2kmu2MWVLl1ZEuHupNzoyvphzkWA42PqBp6LIy0NJi22o9mLYUyRPJady4ccyYMYMnnniC66+/XuYztRLJ/a5ECJFQOmXzLppCaG3Ru3gPhi3f7dywn1uYKbG7eLDZ4P5roWyv9/0nnAY9+3ndtdmymeqabQBk6DK5unN4+2VWbt3G3IULqdvyK8pmRymFQqHTdO7OcZrVgoKYD5/15Bmh8+Soq8dRVePc4xUNG/y87AtY5vywIksPOmfR9Nwd3wcdEhvJQNhwVFbaQUF+roG5UyPvEpjsYjmENhw1u3e3yOuI8O3Zs4cuXboAMHjwYLZt20Zubm6CVyU8SeEkhIhaumN/2EVTa4zetdRgWIndxUnpzqZFk8EIeQVNDl1R19hKPNgQV19Fa9dRvXmTO4qnNfwBqLB4FzGxHj7ryStC50kDOkRx9SyE1BorOJz7iwJ1s4tmIGw42mtELh5DaMMhnfQSz+Fw8Nhjj/Hoo4/y1VdfcdxxxwFI0dQKtZ53MEKIpLLrp3f4e9k1YR3bWqN3LTEYVmJ3zWC1wL4gvxXf6/FYj75w9Ilw5Al+h8a6BrkCQYe4+jJbrWD32FtjNPntHBeP4bOePCN0+amNm5dtpWXQ0EABfWzmuqTVO7ioIZoXbEhspANhw9GeI3KxHkIbDumkl3gHDx5kwoQJfPjhhwAUFxe7CyfR+khXPSFERBZshmeX27hldy/SVNOrTf7ieM2J3sUzTicd7OJv5dZtFK1dh9lqJb1zHTn9qtClOMI72RHmceBsYhBkD4De5HB3wdv5VZewntK+by+W37agmc1oxDeK58s3muc5IHZ2zSkceGIGjupa7KVlQeN0sdBeBsIm0sZ58ygeOxZAuty1Ixs2bGDUqFFs2LABo9HIyy+/zFVXXZXoZbU70lVPCBEzDocNm7lxgO1LS6G6osxv0RSPOF5LxOkkShc/RWvXsbvS+bPSpe9BjJkRFEMRUQ1/grNZCbuDXapPt7x4RvF8BYrmpaeYOPDEDKybt3vdH8/hsO1lIGwiLZs82X1bonPtw/z587niiiuoqqqie/fuvP/++5xwwgmJXpYIQQonIURAu356h/X/vdOrrfjfghwfjzhevON0EqWLgsMBtTVhHWpu2AekASkNW4uUAnt9iFiZUh4ND7TGjUWBhNFxymHTcfC3LHIbmjqEUu/RLS87Ly+uUTxf/qJ5rgGxjuqVzoN0ztlGweJ0MVlLOxkIm0ieDSEkOtf2LV68mJEjRwJwyimnMG/ePAoKmu7NFK2PRPWEaGU8h8omkk7ZuGe//zieP6fd8iumzPAiUIH4i+VJnK6VqSyHx+/wu/doZX4PinoeiVlvIL27g5wjbWBwFjQ6pTCkKpROI7PCzNWPLg7/NcdeC2dd1OTuNWvWUFxcTH19vZ+Tmq+yshKlVNwieoE65YF3NO+D4VOonr84qnheLDrfSSTPv1h2wavZvRvlcEhMr51wOByMHDmSvn378tRTT2EwhN+wRsSeRPWESGKuobLN4TmQNlqZyn8cz58UUzaG9KZzcyIVLJYncbpW4sdVARs2FPU8kt3p2QB0OeogxizwjM+phstGhvoIO7Fl5/m9u7i4mNLS0sieKwrxiugF7JTnIT3F+drRxvNi2flOInne4tEFT2J6bdeGDRvo1asXaWlp6HQ63n//fSmYkpAUTkK0Mq4rTToNCjIiP/8o8zucV3Vn2EVPc8WyY16gWJ7E6VoRu8eb8G69Ia9xKKo51TXAVJGS4iyYlAJHnUYaDozKgcGqGLLeAUceH97r9egLg4b5fch1pUnTNLKzsyP/XMIQz255gTrlubiieQCO6oZ9WRHG82LV+U4ieU3FuguedLhru+bNm8fEiRO56KKLmDlzJpqmSdGUpCSqJ0QC+Yvl7a0Bh4IumfBthNsWHA4bi6f18tqTFEuRdMyLphuexPLi4NvF8M50rz1JK/O6U9TjCMxhFruu2F2Twxs62bm3I2kN/5woDUOqA00H9VVpfDf9vNh8Lg2MlvWkm79E7ziAhsKuZVGeHWz3XezU5W+kqsdylL75XR4dxhrQFDpzBh0Xjg06xFY1tBzX9M7CKVwSs4stz3iexOtEKDabjX/84x88+eSTAJxxxhl89NFHpKfHr5mLiJxE9YRIEsFieRlR/DLKZi6PW9EUace85nTDk1heDH32PlR5/0wUdf8Du9PC/8VRY+zOV6BOdo33Wer07K+w+zkmen34khQaf7Zsyhjz1wjEetQySG9mltaHw2ak3BjBFbMoPleJ2cWGv3iexOuEP2VlZVx66aV8/vnnANx9991MnTqVlBR5653M5LsnRAIFiuVlGODO8Gd0xl00cbxou+FJLC/GbA1XRjQNevQDwGx0dpXTlCLHHroLSYq+MXZnr2t4A67h7mTnO25JOVJA6bFbUihZcQQdc2IzHNW9nkoLKOeeKbsuj/rUU+lojO1rBFJqsOIAUBo6SxRZWh+a3UjGz0dhqj3g/DjYEFtNQ5eVgZYW2Z4ridnFjm88T+J1wp+1a9cyevRotm3bRnp6Oq+//jpjG+Z0ieQmhZMQrUBBRuSxvHD5i9dFqjkDbHMLM9tX7G7jD/DuK1B9MNErcap0viHHlAaTX3Defnce1NaSk5HBc5dcHPIpZlTMoFpVk6XL5OpuTX9Qx95Xwv4Ku/84WP/mfgJN3XefnooKyM3JZurUln3TOvpzPfvM0CmtAx+MmBKT59z2yGjsu/fFdYitiK2MwkKJ5wm/LBYLF154Ib///jv9+vWjqKiII488MtHLEjEihZMQCbJgM+ypjv/rGNPzMaZ3imrPUXOU726BT641+nQe7NgS06f0bPMdNZ3OWTABFXV1QQ/dbNnMiroVWJXzalSN8p7Z5Nvi+kBl/GJy/lqOV1a2TOMTX4t3rWOfOfhre7YND5e9NL4DnoUQLcdoNDJz5kymTZvGrFmzyM3NTfSSRAxJ4SREAjgcNl5aWk5mw1aQjjqwhP8+KyBLbeA3YM3Zc9Qc7W6/Ur3HNzI7L6zBrKEU9TmG3aYYDP+t9f4hSw3Q1WlF3QrKHU338Rg05/GBWlzHYx9NsJbj8WoTHsiMTQvdt11twn35axsernDaiwshWp/S0lI2btzIKaecAsCf/vQn/vSnPyV4VSIepHASooXt+ukd1v/3Tv7m2cShDhY/H9/XjXbPUXO0+/1KT74B+ubvvTE3ROs0TSMnLS0GC3MWTaMHHeP3MdeVJg2NDM25j8egGRiS5tx456/Fdbz20QRqOR7PNuGBeA6qdbUJ9+XbNjxc4bYXF0K0LitXrmT06NFUVVWxcuVKDjvssEQvScSRFE5CtCCHw8b6/94Zt853/tx81KvUmzPc0bm2uOdo5dZtFK1dh9kautFB3OUfDtkNG3vei81+FVe0LictLaw9SYH4RvB+YBGr9ilqzA6vTtjGjDo0HZirUlk6/Rz3/R8DUOKO5uVlx7fF9Zo1a6ioqAAgOzubqVOnxu21wBnFm7FpoVeB5KnM7Ny31ik1m+NXHWDHE5c3ieS5Ynf6zvmyXynJebYed6nZ7X/4s2ifZsyYwU033YTFYuGwww6jnU34aZekcBLtnsNhw2aObXvhQCy1ZS1aNNXXmdi91YZyNP7D3xajc0Vr17E7QftemtAbnX+gSTSuuQJF68LlN4KXAsYAFyBDtRKPd4vr4uJi9+2WiOXN2LSQ7dV7Qx6XnmIKGcmT2F3y89d63EVakLdvFouFW2+9lenTpwNw4YUXMnv2bJkP2g5I4STaNVdsriWLmZZSX2di9dIR5BU2xpvaanTOdaUpllG2sFjqnX882ayNg0xzO8bspYJF68LlL4JXdtCOw9EQvdM1FkKhWom3RItrz4YQLRHLc11p0qGRn+r/DVB6iomrD/0zjuqVzjv8RPIkdtc2+LYed5EW5O3brl27uPjii1m+fDmapvHggw/yj3/8A50uyCgB0WZI4STarUTE5vxJ6/ku7z31M+bq2MTMKkprcChFZm5HZv5+Z0yeszXyjOfFKsoWkYMVcNdlTYcYuWg6eKUYdNHvcfLtXvfUdwAlET1H/qE76XnSz+iNNr8RvAOVdhyKFmslHkiw7nk5OTkMGjQopq/nL5ZXVlcJGmRXWnn2vu+DnL1SInltiL9IHjTG8qT1uPD0wgsvsHz5crKzs3nzzTc577zzEr0k0YKkcBLthm8kr6Vjc/6YtWw+fPQ3fl/vf09FdJxXXDr2aMErLwngL57X3ChbRKorAxdNAKed26yiCQJ3r4vEUUN+Ij3fuzW8vwhevGN3obR09zy/sbyGL0FqjRX77n1hPY9E8pJfsEgeSCxPeHvggQfYu3cv99xzD4ccckiilyNamBROol1ojZE8s5aN4bhnqH1hDxDbbncJjeRt+B6++xoc8ZvtA2C2d8AZqlLkoEhFMbpqF8yOc3tClxqP306fcBr85YbGj/UpkN7876W/7nWRMqY5vw/KAZaaNL8RvJaI3YXS0t3z/MXybKVlpNZYGf3hLvSFnUI+h0Ty2oZAkTyQWJ4As9nMiy++yK233kpKSgpGo5H//Oc/iV6WSBApnESbF0kkb9i13/HlnnxeWgW1QX7Rv78WHAoKMuCzcdGtKyU1l+Xvb6KsZDPQRrrd1ZvhhQfBHNumCNB0CGyFEdAgp76O576bH/PXi4gpFbJymv00gQbLRtq9zrN7Xo0yo4AsfSZX92x4kx8kgucvMtcSXLG8cLrnRTNk1tO3A9PZd1mB8/U8Ynn20jJwONAXdpL4XTuxcd48qkuc8VeJ5Alfv//+OxdddBGrVq1i9+7dPP3004lekkgwKZxEqxTLTnfhRvJSTNmk5/XnmU9S2HIwjCfWoLMJjM1I6syZvMR9u010u6upikvRBFDU80h2p2c3uT/VnuAW5PoUOHZITJ4qVoNl/XXPcw2vDSVYZK4lhBPLa86QWYD3bx7ovu0vlifxu/Zj2eTJ7tsSyROevvzySy6++GL27dtHXl4eZ599dqKXJFoBKZxEq5OIWF2KKZsBZz2DTpdCTcP7cJ3mvKIUSIYB7mzm+2XXUFogObvdWS2w8kvY1zDbxLNo+sMgGHttzF7K/NU3UG9BA3JMziIzNUXP6KMGwIUtOwjVS3YeZDUt6KIRq8Gyvt3zPIfXhhIoMtcSwo3lRTtk1sWc0VhEjllS5RXLk/hd++LZEEIieQJAKcW//vUv7rzzTux2O8cccwwffPABffr0SfTSRCsghZNoVVqq092wa7/DmN74hislNRedzvuvQ0EGfBuH909L5/3CnMlLqKuyuIfS5nfL4qQxf4j9i8Xb0s/gzRf9PrQyI5+ild/HbChthcX5PDnp6XHtnOcblwutuuFP88VysGzVj1UcWHSAVGsqABsIvPndUySRuVirnr+YAzc/y7YQEbxoOtp5dtGrNB8EFJ1Ssxn71rPNXbZIMp5d9Fyd8zK7deOwMWMSvDKRaLW1tVx33XW8+eabAIwbN45XX32V9HS5Ci2cpHASrYbDYaP2wK9xL5pckTzfQqmlzJm8hJ0byrzuS9qY3u7fAz5UlNE5LkNp4905Lxad7JorFh3u9i/aj2WfBTPmqM5viYGzviKN4EUSqfPXRS89peU/R5F4/rroSUxPAGzfvp0PP/wQvV7PM888w9/+9jc0LbEdR0XrIoWTaBVaKp7nGclLFFc8z9VFL6mG0lrqYd2Kxo5yO7c2PnbZTdC5u/N2bj7mr1eCtTamQ2ljMQQ2lFh0smuOWHW4c9Q7W6VHE7mLVye7UCKJ4EUaqfPtoucaZCvaH98uetI5T7gMGDCAOXPmkJOTw2mnnZbo5YhWSAonkXCh4nm+sbrm8I3kLdgMz6zAva8JYG9NTF7Kr6XzfqGsxPmPdrJ10Vu5dRtFS77A7NltrUNfOK6v8/aeGti3peGBLYkZShumYHG8WMbl4sGzY56v8h/L2fX5Lmz1NmxVzqtmsYzcNbebXSihInhNh9Z+BZ9/FdZzl5mdHV/yUzvwwfApMVmvSKxAg2tDkcG2wkUpxdNPP82QIUM46aSTABg5cmRiFyVaNSmcRIvy1y0vWNe7eMfqnlkBWwI078uIQyIsmbvoFa1dx270YAoQj6q3AJYmd7foUNowhRPHS/RA2ED8dcxz2fn5Tiz7vL8HsYzcNbebXbgCRfD8Dq2NkMTz2o5Qg2tDkXhe+1ZdXc1VV13FvHnz6Ny5M+vXryc3NzfRyxKtnBROosVEGsdriVhdoA56seiY50+Ld9HbsxNKtsXkqcy1zgYImnKQYzFDhseA1xQj6HRNzmmJaF00QsXxWsNA2EB8O+Z5Uq4raBoYs4xkpmbGNHLX3G524QgWwfM3tDYSEs9rW4INrg1F4nnt26+//srIkSP5+eefMRgMTJkyhZycnEQvSyQBKZxEi4i0W96wa7+L65UmV0TPFcuLVwc9F1cnvRbtorf5Z3jizqhO9R02C1BhTAVNR47FzHNrF8ArH8dqpXGRzHE8X94DbZ0/tBlaBlfnNP7QrlmzhtUHVwOQk50Tk3iebzQvmm52kVq8ax33bVpIrZ8InsTtBDRG9CRyJ6KxYMECxo0bR2VlJV26dOH9999n6NChiV6WSBJSOIm48I3khTuEFlqm651vRC8esTxPvp30WiSmt/mnqE8NNGwWGgbOdm/98yySOY7nK5yBtsXFxe7bsYrnBYrmxXNAbDhxPInbtW++ET2J3IlwOBwOpk6dyuTJk1FKMXToUN577z0KI7xaKdo3KZxEzDWnQ15Ldb3zjOj1yYlPLM+TZye9rofmRR7T2/17Yye7cJV5vPkccgZ07R32qea9deBQzmGzusbiIlWD0T0LYdy4yNaSAMkcx/MVzkDbeo+mHbGK5/mL5sV7QGyoOJ7E7YRnRC/30EMlcifComkaP/zwA0opbrzxRqZNm4bRmFx7jUXiSeEkYiqSSJ6/bnn+BtHGgm/3PM+I3hfjY/5yAeUWZjJ9/U2RnVT8Jsx/o3kvPGgYHBteFGHl1m2U7/kSiP+wWZfIh86GFm0cL96d48JRclpHNlzVG1ua8++COd8Ieg3TXjNnXLwEgA35nzKrVxYWvbOwrTHqQNPIrLeTd+UjbIvBOloimufi6pgncTwBwTvmeUb0rlq/vqWXJpKUpmm89tprjBkzhrFjxyZ6OSJJSeEkYsIVzQs3ktfSQ2gDdc+Ld0QvJr7/tvnPUdA17EOL1q5z326pjnjxHDobaRyvpTrHBbNh/LFU98pocn9KVT323fsAWHrUIRxIb/r3x1hvdR8TK/GM5rn4RvQkjte+hdMxTyJ6IpQPP/yQjz76iBkzZqBpGpmZmVI0iWaRwkk0W2vslufLX/e8oJ3zaqqgNoYDnRyOxv/ftyeyc60e7aXPHBX5ax92FHTrHfbhZmvjfKCW6ogXr6Gz0cTxWqJzXCi2rIaiwa5ILXN+/1PqbAyY9Tv6wk4AWEzOolZTigyL8+fLaFecXFLnPiYW4h3Nc/GM6PXI7CRxvHYuVMc86YongrHb7TzwwAM88sgjAJx++ulcccUVCV6VaAukcBLNEk40zzeSF684ni/PeF5E3fNWfA4zp4E9uisgS7fmM2d1T+qsjQVAeZ0R0KDyAEy6MqrnRaeDS64P+/CVW7dRtHYd5o07YeO8sM9zDa7NTU/n+N69wzqnuVG71tDlzhXRiySetmbNGoqLi732F0XLpmxYlAWFQr3u7BCmoZGha7zytCWrI5zfEYCaykpQiuzc3JgNuE0EfxG9Oafdm+BViUSRjnmiucrLyxk3bhyffvopALfddhuXXnppglcl2gopnEREIu2W19KRPE/+4nlhRfO+XRJ10QQwZ3VPdlb6jzalGexRPy95kV1FKFq7jt2VkTfocIkkpherqF0iu9z5RvTCiacVFxdTWloaz2VRQUXQx2M54DYRJKInPEnHPNEcP/30EyNHjmTLli2kpqby73//m8svvzzRyxJtiBROImzJEMnz5BvPC3uord2juBl8EugjW3/d+1b36+Z6dPROS4XLL8iCwadF9HwAGIxwSmTRJVfkTtM0ctLSIjo30sG1sYjaJbrLnWdEz9CvR1jxNNeVJk3TyM723749XDWOGhTOr6PW8D+jZiRFC/zzZzKZYjrgNhEkoic8Scc8Ea358+czbtw4ampq6NWrF0VFRRx77LGJXpZoY6RwEmGJplteS0XyfDVruG1FGaxf2/jxlbdDWtNN+oEsnfcLZRXvA5DbNYtZO28L+1wXd8TOY68RAN/95PwTJlfkLictLarOeEvW1HLlrF1hxe9aQ9QuXIG65nlG9HounxPRc2ZnZzPxgYnuIbXRqFHOwilTy/QabJusXBE8V2EUiET02pZg3fDCIR3zRLQ6deqExWJh+PDhvP3223Ts2DHRSxJtkBROIiw2c3mr7JbnT7OG2677xvtjQ2QzHuZMXuK+He2Q2+ZG7HxF2xkvmvhdMgyUDdU1L9oOcv6G1EbDd7BtsgpnkK0niei1DeF0wwuHRPREOBwOBzqdDoChQ4fy5Zdfcvzxx5OSIm9vRXzIT5aImURH81yaNdzW5nG1YNAwSInsTaxr0C0Q+ZDbBs2J2PmKNHLnKdL4XaKjduEK1jWvOR3kfIfURsPfYNtkFWqQrScZatt2hOqGFw7pmCfCsXbtWq644grefvttjjzySACGDGkb//0UrZcUTiJqieqWFy6v4bafvQ8L54HNEvQcPONxg08KeNjSeb8wZ/ISr0IJoHx3NQD53bI4acwfvB4LGMHzESxiF033uqe+AygJ+3iXZIrf+RNOJK+5Q11tynlFrsZRQ41yZkMztIw2EbWLhmc8TwbZtm/SDU/E05w5c7j22msxm83cddddfPbZZ4lekmgnWs+7XJF0jOn5GNNjNy8mrubPBkuELaPTMwM+NGfyEnZuKAv4uL+YXqQRPH8Ru3gOig0kGeJ3/sQrkufJopyFs2r4H7SdqF00/MXzJIInhIgVq9XK3XffzfPPPw/An//8Z958880Er0q0J1I4iZAcDhuW2sBFQlJwFU0GI3TsEvr4fgNgQOBuPK4rTTqdRm6hd4GVlmX0G9OLJIIXKGIXr0GxgSRL/M6feEXyPLmKJYBMLbNNRe2i4RvPkwieECJW9u7dy9ixY/nyyy8B+Oc//8kDDzyAXh//fwuFcJHCSQQVaQvyVqfeDLOea/y4R1+4b1rMnj63MDPiznnRdrnzlKzxuUSIRSQvFA2t3cbz/JF4nhAilrZt28bJJ5/Mzp07ycrKYvbs2YwcOTLRyxLtkBROIqBIWpC3FFer8Zog24RcbcgBWLcCVn7Z+LExtdlrWDrvF8pKwm+1u3LrNt5csYZKcy1oUFZpZ+x9ke85gsZ9R6Ip3z1Nrr1MsbDZspkVdSvY+8Nedn2+C3u98/tgrYqu9bgQbYlnC3JXO3EhYql79+4cfvjhZGRk8OGHH3L44YcnekminZLCSQRkrd0fsGhKMWWTkprbwitq2mo8mAwDUOfdGIBzxjR7DZG2HC9au47K+ipo2Cpkt+nZX9G8AihZ9x3FU6A9TbHYy+RqNb7z851Y9jVtMKI3SVREtF/+WpBLO3HRXBaL87+1RqORlJQU3n33XVJSUujQIXiXTiHiSQon4deun97hx+Jr/D6WyLbjnq3GC4J0fM7Q27nTshD++37jnRPvhIHHNXsNkbYcd+1tUgps5nQcFf3omBP9G+1k3ncUT/72NMVqL5Or1bij3uG8QwNDlrMJhN6k54zzzmj2awiRrHxbkEs7cdFcu3bt4uKLL+aoo47i5ZdfBiAvLy/BqxJCCifhhyui58+wa7+L+4DbYHE8VwyvIAO+DfZ++H8fwbuveN8XwSDYQO3GoWnLcXcUr8aCw0+XcC2lHk0Du9WEdedQ2ZsUA/5ajTenzbgriucqkHzt/mE3+xftx1bl7GiYk53D1KlTo1x96+fZVjwSrhbkon1wRfRc8TxpQS5iYdmyZYwZM4Y9e/bw888/849//IPu3bsnellCAFI4CT9s5nK/Eb0UU3bciyYIL46XEaoGqvJZf49+MPD4sNcQqt04NMb03FG8FNAFOV7Z9RKxi5Fgrcajiea5oniB7F+03yuiZzK17Rbb/tqKR0JakLcPvhE9ieeJ5lBKMX36dG699VasVisDBw6kqKhIiibRqkjhJMLWUvG8UHG8DAPcGajj8w/fwrdLYPuvjffd9ggcMRi08IuWYO3GwbvluGcUz241ofP3MkqPobq/ROxiJFCr8Wijea4rTRoaGVrTHzrV0AZe0zQKCgoYMWJEFKtOHr5txSMhLcjbD8+IXu6hh0o8T0TNbDZz00038frrrwNw8cUX89prr5GZGXieohCJIIWTCMtpt/yKKTOM+UfN4IrohR3H87B03i/MuX8xdTv3OCsYOjf8AT5eDClLI1qLK47n22585dZtFK1dh9lq5S3zT/zn3z+g9I1RPMv2k9t0FM9fRC4RQsXyQkXvfNUo5w9dhpbRpK34mjVrWH1wNQDZ2dlMmZI8bbabG7mTtuIiHBmFhVy1fn2ilyGSlFKKCy64gP/973/odDoef/xx7rrrLrQIftkpREuRwkmERdPFv2uYb0QvZBzPw5zJS9i58QDgp8tdrRkwR7Um3655RWvXsbvSIwaY4m6W1y6ieMEicokQKJYXKnoXiEFr+kNXXFzsvp1sET2J3AkhWjtN07j11ltZu3Ytb731FmeeeWailyREQFI4iSZ2/fRuQl7XM6LXJydIHA9g13ZY/jlYnZG6ur3lDecqctMsYDBCeibogu06Cs4zjufiiuVpmobdYnQ3g9DRPqJ4gSJyiRAslhcqeuePQTMwJK3pD119fePVmmSL6EnkTgjRGiml2LFjB7169QLgvPPO47fffiNL9smJVk4KJ+HF4bCxcdG9cXnuUMNrPSN6X4wP8WQvPQJ7fgdg6dZ8yg44h+HlplmY9ZfvYPBJcOMdTU5bsqaWmcUV1Nb7aX/now54cVMpr74yDzTn3CV3hzyLkV3fD8WhoGOOvk3F84LF8ZrTua45AkfvfoOK35ocHyx6B874XXFxsVdRBLCBDU2OrWy4wpiTk8OgQYOi/Axahm80TyJ3IlY8h9y6yLBbEY3a2lquvfZaFi5cyHfffUefPn0ApGgSSUEKJwE4CyabuRxLrf9OcrEYdhvu8NqwInr7Gv/BnrO6p/t2msHubAJxzB/9njazuIIdpbYwXsCpsPsWdEY/BYRN777a1NbieeHE8WIxVDYSsYzegTN+V1paGtFzJUNML1A0TyJ3orn8Dbl1kW56Ilxbt25l9OjRrFu3Dr1ez4oVK9yFkxDJQAonwa6f3mH9f+/024Ic4LAzHo9JN71whtcG7ZjnYqkHe0Px07kbdWn5UFkHwOWPngGX3g75BX5PdV1p0mmQlx1635Y+xXmlSSlQtoY3n0rvHmLbFofRhorjxWqobCRiGb2DxvidpmlkZ2eHfC6TyZQUMT1/0TyJ3IlY8B1y6yLDbkW4/ve//3HppZdy4MABOnXqxNy5cznttNMSvSwhIiKFUzvnGnYbqGgC6Drwkpi+ZiTd8vz65B33zaWbsylNL8B66THoUk38qySTfz1jBUr8nnqg0lkI5WWHF6+7/V095bWQl5HOc5dc3IxFJ5/WE8cLHb2LxJo1a6ioqACcXfJa6yDbaDriSTRPxEKwWJ4MuRWRUkrx1FNPMWnSJBwOB8cddxwffPABPXr0SPTShIiYFE7tXKBhty4ppuyYxPRiqqQxRjbn61yspx2Dys3BDuyvsIf1FG0tXtcWhBPHCxS9i0SydMlrTkc8ieaJ5pBYnoilV155hXvuuQeAiRMn8tJLL5GamprgVQkRHSmc2rlgHfRSTNktNvQ2IiXb3DfrtAwwON9Mayjyc0KvtS3G69qCUHG8YNG7SCRLl7xoO+JJNE80l8TyRCxdeeWVzJ49myuuuIIbbrhB5jOJpNbK3hGLlhSog96wa7/DmJ5PSmpuzIqmBZthT3Xk5zXpgme3wcFbwQAWm46q4Smo9DQA8nNSYtrdbuXWbZTXJnbQayRiNZzW1Tkv3nyjebGK4wXqmOfSmrvkecbzJHYnWporoiexPNFc33zzDSeccAI6nY7U1FS+/vpr9Pr4z4MUIt6iH3ITIy+++CK9e/cmNTWVE088kZUrVwY9ftq0aRx22GGkpaXRo0cPbr/9dszm6Iabtnc2s/9YVHpef4zpnWJ6pemZFY23Ixls6+qCt7/C7vxTpbFfy2W/lstBQzYqM8M9qynW8buitevct1MNzY+IxZurG559975m/cHhAOLfOc8VzatW1VSrahTO4ri5cTxXx7yKigq/f5Ryvk5rjOm54nn7zJU4Gr4eErsTLcUV0VMN/w2QWJ6IlMPh4OGHH2bo0KE88MAD7vulaBJtRUKvOL377rvccccdTJ8+nRNPPJFp06Zx9tlns3HjRgoKmnZFe+utt7j33nt57bXXGDp0KJs2beLKK69E0zSeffbZBHwGbU+sOuj58pzdFLJrngevLnjpdufA23pnoVxeZ3S9xye/IC3m8TvXsFuA0YOOielzx0Msh9O2ROc8f9G8WMTxwumY11q75PnG8yR2J1qSZ0Qv99BDJZYnIlJZWcn48eP56KOPANi/fz9KKYnmiTYloYXTs88+y7XXXsvEiRMBmD59OgsWLOC1117j3nubRsiWL1/OsGHDuOyyywDo3bs3f/nLX/j2229bdN1tWaw76PnqkgnnHdL0/kCDad1d8FQFf1vzBHNW96TO6vzNldlswuGA/G5ZzNp5W0zX6RnTy01P5/jevWP6/IE0J26XqOG0oQTqlhfLTnnQGNFzRfFac8c8fxbvWsc+s3PtEs8TLclfRO+q9esTvCqRTNavX8+oUaPYuHEjRqORl19+mauuuirRyxIi5hJWOFksFlavXs2kSZPc9+l0OoYPH86KFSv8njN06FDmzJnDypUrOeGEE/jtt9/45JNPuOKKKwK+Tn19vddeh4MHD8bukxAxE2owbbqqY87qnuysbBofS8syxnw9iYrphTN8NpSWHk4bSqhuebHolAdNh9q2xiheMDM2LXTflnieaEm+XfQkoiciUVRUxPjx46murqZ79+68//77nHDCCYlelhBxkbDCaf/+/djtdjp37ux1f+fOndkQoA3qZZddxv79+znppJNQSmGz2bjhhhu47777Ar7OY489xoMPPhjTtYvYqzU37KvRFHmZ3o+la1Ymls3ntYYrTTod5HY0gcFIWpaRyx8+LebrSVRMr7lxu0QMpw0lWLe8WHXKA++IXkFBQauM4gXjOa9J4nmiJUlET0Rrz549jBs3jrq6Ok499VTmzp3rd6uFEG1FUnXVW7JkCVOnTuWll17ixBNP5Ndff+XWW2/l4Ycf5v777/d7zqRJk7jjjjvcHx88eFCGrrWwUB31lnyxk/2VzsIpz1HB3DLnvIelW/Pd0bzX0FFe57yylFsYXTRv5dZtFK1d51UUBVJRV+d8rTjG9PzF8lpr3C4cLRXJ8+UvojdlSuuJuYU7yNbVRa9Tajandz26JZYm2iB/w2tDkYieiFaXLl14+eWXWbt2LU899RSGJGikJERzJKxw6tixI3q93itaA1BaWkqXLl38nnP//fdzxRVXcM011wBw5JFHUlNTw3XXXcc//vEPdLqmTQJNJlPSRXZainKENyy2uUJ11Jv5WS3gHIaXTmOHxFhH84rWrmN3ZeBhv/7EM6YXLJbX2uJ24WipSJ6v1h7Ri3SQrcT0RHMEG14bikT0RDh+/PFHrFare5zDhAkTmDBhQoJXJUTLSFjhZDQaGTx4MIsWLWLkyJGAs43lokWLuPnmm/2eU1tb26Q4crW4dLUYFuHZ9dM7/Fh8TYu8VpOOelWVznlMDWqtjR13Jnb5HvqdD0DdBxWAQqdBbo4Gej1p+R2ijua5rjRpmkZOWlrI41MNhrjG9ALF8lpj3C4cLRXJ89XaI3qRDLKVLnqiuQINrw1FhtuKcMydO5eJEyeSn5/Pd999J7E80e4kNKp3xx13MGHCBI477jhOOOEEpk2bRk1NjbvL3vjx4+nWrRuPPfYYACNGjODZZ5/l2GOPdUf17r//fkaMGCEzAiLgcNhY/987Y/qcCzY7ryzV+EnB7XUmtZwd9ZY8wZKVB5mZcgG1DVeZDpANGnRU5Zx6dn+W/t6FOZOXUN5wcSi3a/O65rkieq74XU5aGs9dcnHUz9dcroheMsfyIH4DbCOxZs0aKioqgMRH9AJF8mSQrYg3z3ieDK8V8WCz2bjvvvt46qmnAGezLnnfJdqjhBZOl1xyCfv27WPy5Mns2bOHY445hoULF7obRuzYscPrCtM///lPNE3jn//8JyUlJXTq1IkRI0bw6KOPJupTSEo2czm2+qaRtRRTNimpuVE95zMrYEvglBYAGSkO+HoxMw0PskNr+pvQdMyQk8+ciUvYuaHMfX9zu+b5RvQSPczWN6KXjLE8CBzNi1ckz5/i4mL37URH9EJF8iSCJ+LFXzxPYnciVsrKyrj00kv5/PPPAbjnnnt49NFHpXAS7VLCm0PcfPPNAaN5S5Ys8fo4JSWFKVOmtKqN38lo10/v+r1/wFnPRD381nWlSadBQUbTxzMMcOcgC3yN+0qTDgd5Kc6rQOk6KxOPqoZDj6euarHzcZ1G10Pzmt01zzOi16VDh4QPs/WM6Bn69UjKWB7Eb4BtJDxHDSQ6ohcskicRPBFPvvE8id2JWFm7di2jR49m27ZtZGRk8NprrzF27NhEL0uIhEl44SRalsNhY+OipsOFT7vlV0yZ/ptyhOLZNa8gA74NVAfU2lmiDWa/5ryqlZdjYO7U3l6HLJ33C2UlzjcBuYWZTF9/U1Rr8uyg5xnRe2z0yKieLxKhhth6RvR6Lp8T9/XEkmc8L57RPFenPM/CyB9XJ72cnBz3RuWW4hvNk0ieiFY0nfA8STxPxMvjjz/Otm3b6N+/P0VFRQwcODDRSxIioaRwamdsZv95OkN6x6ifM1TXPE8zUy5w3043aU0enzN5ift2cyJ6/jrotVREL9whtskY0fMXz4tHNM+3U14oiYjpBYrmSSRPRKo5nfA8STxPxNqrr75Kfn4+U6dOJScnJ9HLESLhpHASHHbG41FH9MBP17wgXDE9gIkjcpo8Xldlcd9uTkTPt4NevDvkeQpniG1b6ZwXr2ieZ6e87OzsoMeaTKaExPT8RfMkkieiEW0nPE8SzxOxUFpayuzZs7nrrrvc//196aWXEr0sIVoNKZwEXQdeEvax/rrneXXNO6TpOUvW1DKzuILaWquzgx7QMaWaUwf1DPg6+d2yOGnMH8JeVyDhdNALFa2LVFvrlucplvG8YHE8z2G2U6dObdbrxJJnPE+ieSIWNs6bR3VJCSBRO5FYK1euZPTo0ZSUlJCens5f//rXRC9JiFZHCicRkWDd8wLF9GYWV7Cj1AZooDnjeelY/B+cAOFG6yKVjFE8CD3IFmITzwsnjpfoTnm+/MXzJJonmmPZ5Mnu2xK1E4kyY8YMbrrpJiwWC4cffjhnnHFGopckRKskhZOISKDueRmGwDG92nrncGIdijxVQTpmJh5dHeeVhi+caF2kkjWKB8EH2ULsOueFiuMlKoIXjG88T6J5ork8G0JI1E60NIvFwq233sr06dMBGDlyJLNmzaJDh+DDuoVor6RwElEJ2j3P09cL4WAPIIs8Kplrvcd5/7An4rm8qCRrtC5eWmqQbWuL44VD4nki1jK7deOwMWMSvQzRjuzatYuLL76Y5cuXo2kaDz/8MJMmTfKanymE8CaFkwibZ9vxsFgtLHl7Bftp2KukVONjxvjFm1Zu3UZ5bXj7larnL8a+e1/c1pJsNls2U62Cf5PDbRUeSmVl0yHMrU2gluNCRMu39birlbgQLW3jxo188803ZGdn89Zbb3HuuecmeklCtHpSOImwRdJ2HAC7jZnqXGjoOp6u1TsLpiOPh96HxmWN4GxF7hKqBfmBJ2a4byfrnqRYWlHX+E0OtI8p0lbhobS2fUyepOW4iLVArcdlf5NoaaeffjozZ85kyJAh9O/fP9HLESIpSOEkwhZJ23EXr/bj1wyEQfNjvKqmXK3IgZAtyD076SXrnqRY8uykF2gfUyStwkNpjfuYPEnLcRFr/lqPSytx0RLMZjN33303N998M4cddhgAV1xxRYJXJURykcJJhORqQR6q7biLu/242dHYflxfjX5LNTeMW+I1q8lX+e7YNY3ITU/n+N69/T7makHubh1e2InMC06P2Wu3BsHaigfiajeeqWVyiLHpN3nNmjVUVFQAybk3yZNvDM8faTkuYsUV0XNF86T1uGhJv//+OxdddBGrVq1iyZIlrFu3Dr1en+hlCZF0pHASIfm2IA8V02tsPw5ozk2m6TorcyYvY+eGsrBeMy3LGM1Sw+bbgrwtxvTCaSseSLCYnktrjtiFI1AMzx+J5onm8o3oSTRPtJQvv/ySiy++mH379pGXl8ezzz4rRZMQUZLCqZ3Z9dO7EZ/j2YK8T07omJ67/bimyHM0tB/P/5HXGq406XQauYWZAc9PyzJy+cOnRbzOSHi2IDf069EmY3qh2ooHEqzduGdDiNYcsQuHvxiePxLNE7HgGdHLPfRQieaJuFNK8a9//Ys777wTu93OMcccQ1FREb0DJDGEEKFJ4dSOOBw2Ni66N+Rxrmieq2ByRfQKMuCL8U2PXzrvF+ZMbozglZ/5Z0hLQ6uuJe29eSjgNYOR8irn1afcwkxm7bwtBp9Ro5Vbt1G0dh1mq5WKurqgx3p20tN3zqfn8jkxXUsi+IvluWJ30bYV99c9z9UJLycnh0GDBjVz1fEXLI4nMTzRUjbOm0d1SQngjOhdtX59glck2rq6ujquvfZa3nzzTQAuv/xyXnnlFdLT2166QoiWJIVTO+Fw2Kg98Kvfx1JSc70+9o3muQSK6M2ZvMQrguewO5z/r6Cs1jPi5LwSFY8YXtHadez2aW8dqKNeW+ykFyyWFyh2F0qw7nnJEtMLJ44nMTwRb8smT3bfloieaAl6vZ5t27ah1+t59tlnueWWW9A0LdHLEiLpSeHUDuz66R3W//dObPVN5+Ycdsbj6HTePwae0byChoRXhiFwRK/OM4KXp2eXDuw4o3r56fWg00O2sziLVwzP1UlP0zRy0tJINRgCdtRri530AsXygsXuQgnUPa+1d8LzFCqOJzE80RJcMT1AInqiRRiNRt577z02bdrEKaeckujlCNFmSOHUxjkctoBFE0DXgZcA3vE8z2jetwHqCs94nqsTXm42TBxZzUMG5xv33HQrs/7yHfQ5DP7xYNhr9ozdhcsVz8tJS+O5Sy4O65xk7aQXKpZ37G/HekXsNtB0Zkw4XLG8ZO2et3jXOvaZnZ+DxPFES/EdcAuNQ24zu3XjsDFjErU00YYppXjqqafYv38/Tz75JABdunShS5cuCV6ZEG2LFE5tnM1cHrBoSjFlu2N6/uJ5wbrn+cbzANIMNmamXOD+OB2z88aRx0e0Zn+xu3CFGnjbFoSK5bWnAbXBzNi00H1b4niipQQacAsS0xPxUV1dzVVXXcW8efMAGD16NH/84x8TvCoh2iYpnNqpFFM2A856xh3T843nBYvmgU88rzDTGcHrt5Z/eQ68Pb8DHDMduvWOaG2+sbtwBYvntSWhYnkb6p1v2trDgNpgPBtCSBxPtBR/A25BhtyK+Ni8eTOjRo3i559/xmAw8K9//YsTTzwx0csSos2SwqkdGnbtd6Tn9W+ytwmCx/P8MQ06DO38YRww2/lXxbDGgbfZOk49b0BE63JF9KKJ3UHDUNvL/sk2jz1M/riG3iYTz3iev255rg54G+o3JH3ELpRwBtdCY9e8TqnZnN716JZYmmij/MXvApEBt6KlLFiwgHHjxlFZWUmXLl14//33GTp0aKKXJUSbJoVTO2RMz/dbNEWj8vABlLmH3TZ250tP1UX8XL4RvUhjd75DbUNJpo56/uJ5nt3y/MXzkjViF0okg2tBYnqi+YLF7wKRWJ6Ip6eeeop77rkHpRRDhw7lvffeo9DjCqcQIj6kcGrjohl4GwmV4nzzrkORpyoASE/TM3FE34ifyzOi16VDh4hjd55DbfWd84Meq8tMT6qOer7xPN9ueb4d8JI5YhdKuINrQbrmidgIFL8LRGJ5It769OmDUoobb7yRadOmYTTGfsyHEKIpKZzasEgG3u6pDn5MkyG3u6ux9e2FvWEPUp6qYK71HufBp46EQQObPEeobnmeEb3HRo8MuW5oiOc9MQNHda07gqfvnE/vHz4I6/zWzF88z/KThfIvyqmvr/fqlteW4nmhongyuFbEgsTvRLKx2WykpDjfto0ZM4ZVq1Zx3HHHJXhVQrQvUji1YTaz/85r/gbeuoQ75BbAesIx7tvuDnoAPfr5fY5wu+VFEtHzF89LpgheMP7iebs+34V5nznAGW0jnhduFE8ieKI5JH4nkklRURH33HMPixcvplu3bgBSNAmRAFI4tWH+YnrBBt5COENuIbeTs3Pe7jQjDbubmGibD2eOhgHHwMDBfp8jnG55kXbG843nJVsELxh/8bwSS4nzPj8d89pKPC+cKJ5E8ERzSfxOJAO73c6UKVN49NFHAefepmnTpiV2UUK0Y1I4tVGBYno/p1/CVbO9iyXXwNsumXDeId7HuyJ67iG3qfXMOn8ZS7TBPGRwXtnpqMo5Va2B4ydA38Pc5/pG86LtlheOZIvn+Rti66n8x3J2fr4TR73DWTjpnG3Haw46v1ltIZLnjwytFdGKJHoHEr8TrV95eTnjxo3j008/BeC2225zD7cVQiSGFE5tVKCY3rOrc9lS4f8cfzE934hemsEO0HTQrT4FOnX2OjdQNK89DKkNJdgQW4Cdn+/Ess/i/riCCq/H20Ikzx8ZWiuiFU30DiR+J1qnH3/8kVGjRrFlyxbS0tL497//zbhx4xK9LCHaPSmc2qhAMb3qH53fctegW5dAA289I3pds2q5fPAOOOaP1G7JhYa9+xOP2g/DH4esHK9z/UXz2suQ2lACDbF1UfWKhgPI7JBJitb4V7WtRPL8kaG1IlqRRu9A4neidVq6dClnn302tbW19O7dm6KiIo455phEL0sIgRRObVKgmN7E7y9hrzMtF3TQrWcHPc+I3vQxa1miDebKkss5YHG2Pu2Yo+fUG89zxvI++NCrY148o3mubnrJOsy2Wjm/rp5d8jzZqpy7x3Kyc9pkJM/Ft4OeDK1tfyKN2AUi0TvRVhx77LH07duXLl268M4775CfH3y8hhCi5Ujh1AYFiultq8nFoTlvB+qeB/476HlG9HZUNs6LSDc5nzBYx7x4RPN8u+klUye9FXWNbQzbQ5e8YAJ10JOYXvsRbcQuEIneiWRUUVFBdnY2mqaRkZHB559/Tn5+vrv9uBCidZC/ke3EXMPjoEuhS0bgWJ5LYzxPI7cwkzS9lcv7O9/Y1OozweGM+nUvSGHiiBwgcMe8eEXzPLvpGfr1SKpOep4NIVIszr+CbblLXjD+OuhJx7z2JZqIXSASvRPJaM2aNYwePZobbriBe+91pkU6d+4c4iwhRCJI4dROfJNySdB4nj+5hZnMWn4+PHSz+z59p2oKO/2CPsVObraeDzfDh5vjG8vzVT1/Mfbd+5zr6ZxPz+Vz4vp6sebqmKfqlTuS11a75IVLOui1fYEieRKxE+3ZG2+8wXXXXYfZbOb111/ntttuIzU1NdHLEkIEIIWTCG7lV14fGjpvR2dyFknltU0Pb4mOeQeemOG+nUwRPZddn+/y6pgHbT+SJ0SoSJ5E7ER7YrVaueuuu/jXv/4FwLnnnsucOXOkaBKilZPCSQRntzXePvwY0DkAUAryMryLlpbqmOeO6UFSRfRc7PXO/WJozuYP7SGSJ0SwSJ5E7ER7UlpaytixY/nqK+cvJu+//34eeOABdDpdglcmhAhFCifh5jvsliMMTKqwYz7uQgDq03LQ7M49Kcpminskzx+vmF5hJzIvOL3F1xDMmjVrKC4ubtIlz5O1yrnHyZBlaNfxPM9ht6LtckX0JJInBNTX1zN06FB+++03srKymD17NiNHjkz0soQQYZLCSbj5dtPTnZnObqPHb8AcFrSGrny6BP3otPaYXnFxMaWlpWEdqzfp47ya1k2G3bYPvhE9ieSJ9sxkMnH33Xczbdo0PvzwQw4//PBEL0kIEQEpnISbZze9rofmoetoolZZ0ZSDHIuZMl0uDgXKruesw49KyBpbe0zPdaXJX5c8lxpHDZpJo+vwri25tFZHht22D54RvdxDD5VInmh36uvr2b17N7179wbg+uuvZ8KECaR5dKAVQiQHKZzaoF0/vdus83MLM5m+/iZuf+ddauus5FjMPLf6I8Z2+g/7K+x0zNEz4aZuMVptdFpjTM9TsC55MypmUK2qydQyW3hVrZMMu20fMgoLuWr9+kQvQ4gWtWvXLsaMGUNpaSnfffcdubm5aJomRZMQSUoKpzbG4bCxcdG9EZ+3dN4vlJV4twnG4rwiUK51YGzK4xyotMdiiVHz3N+UaIH2MlUGGAIsvMn+JiFEW7ds2TLGjBnDnj17yMnJYePGjfzxj39M9LKEEM0ghVMbYzOX+72/llyCXd+YM3mJ+3ZaltF5Qynnc6Jnv5YLzg9JN2kxWGnkWtP+plB7maS9eHCyv0kI0VYppXj55Ze59dZbsdlsDBw4kKKiIvr375/opQkhmkkKpzbGX0zv08zHcTiCf6td+5sALn/gFHj7ZagDTM4CRacp8rJTSDdpTByRE8slh6017W8KtpdJ2ouHJvubhBBtkdls5qabbuL1118HYOzYscyYMYPMTIlmC9EWSOHUhgSK6S1yXBL2c+R3y8LYZTeTfrJSkdbY/SovXTF3asvua6qev5gDT8xwF0z2UmfHv3D3N4XTGjxarkhesL1MAJstm1lRtwKrsrrvq1E1MV9Pa7N41zpmbFroVSB5KjMfBGR/U1vlakFuqapytyEXoj2YNGkSr7/+Ojqdjscff5y77roLTUtMSkMIEXtSOLUhgWJ61SoXNMgwhPc8RTv3sju98SqKsushpeV/VA48MQPr5u1N7g83phdJa/BohYrkrahbQbnD//fFoIX5DUlCMzYtZHv13pDHSUyvbfJtQQ7Shly0D//85z/5+uuvefzxxxk+fHiilyOEiDEpnNq4TzMfpyA9hQwD3DkkvHPMNmcTCE05sNdnUFHSh4wE/MbMHc3T6dB3znfezEwPO6YXTmvw5ggnkue60qShkaFluO83aAaGpIX5DUlCritNOjTyUzv4PSY9xSQxvTbKswV5RmEhxqwsaUMu2iSlFF988QVnnHEGAPn5+axatUquMgnRRknh1MY9efUlGCPpo3CEgXKHswtEjsVMyeaTqTMbyciJy/KaxPE8uaN5nfPp/cMHYT2fZzwv3DhdtFwxvLUVawMe44rlZWgZXJ3T+uZOxVt+agc+GD4l0csQUfCM20XKFc/LKCzkhp07Y700IVqF2tparr32Wt566y3+/e9/c8011wBI0SREGyaFk/B2RuNsiVS7FfT6uL5coDiep0g66PmL58Wrw12wGJ6vthzLE22Tv7hdpCSeJ9qqrVu3Mnr0aNatW4der4/LXlohROsjhVMbEvXg2y2/QG1DwwKDct89esePPKW7MAYrC8xfHM9TJNE8aBrPi2eHu0AxPF9tPZYn2ibfuF2kJJ4n2qr//e9/XHrppRw4cIBOnToxb948Tj311EQvSwjRAqRwaiOiHXyLzcbsJ2Zjv7M/uakadGi4wmRJ4amDN3NAF9t1urgietHE8cIRr3ieP+01hufJt4ueq2ueSD6uiJ7E7YTwppTiqaeeYtKkSTgcDo4//njef/99evTokeilCSFaiBRObUSgjnopqbnBT6yvY3HfvqR09o6SWe3GuA699Y3oJXqgrWieQF30pGte8vGN6EncTgin1atXc++996KU4uqrr+aFF14gNTU10csSQrQgKZzasMPOeBydLsi3eNtmWP01DqMODVAORYaWQrXFREVJH3Qa5GXr4zL01jOiZ+jXI+EDbUXz+OuiJ13zkpNnRC/30EMlbidEg+OOO46pU6eSm5vLddddJ00ghGiHpHBqw7oODDL4trYanryLpRszcZz7J/SAqtGoLf8Tu/bacCjomKOPydBbf53zPCN6PZfPadbz++ukFyv+Bti6tIdBtsF4xvNc0TzpopfcNs6bR3VJCeCM6F21fn2CVyREYn366accfvjh9OnTB4B7740iEi+EaDOkcGoDHA4bltqyyE4q2wuWeuas/gOc67xLGQzsKLW5D4lVPC9Y57xYRPTi2UkvnM557bVjnr94nkTzktuyyZPdtyWiJ9ozh8PBo48+ypQpUzj66KNZtmwZ6ekSKReivZPCKcnt+ukd1v/3Tmz1EV5p+f03AOqsje3GNZ2zUNJp0L0gJWbxvECd8yLtmBdIPDvpheqc15475vnG8ySal/w8ZzZJRE+0VwcPHmT8+PHMnz8fgKFDh5KSIm+XhBBSOCU1h8MWXdG0awe89jRLt+ZT9YccOuQ1/Bg05LXzsvXMnNK12euLd+c8X7HopOcbzWvvA2xdfLvmARLPa8Myu3XjsDFjEr0MIVrc+vXrGTVqFBs3bsRkMvHyyy8zceLERC9LCNFKSOGUxGzm8oBFU4opO3BHvR2/AjBndU/S785pvF/FdthtMnbOCxTNa69xPJdAXfNA4nlCiLahqKiI8ePHU11dTffu3fnggw84/vjjE70sIUQrIoVTG1SnZXPCWc8E76iHM6anpTbuY7KW9YvpOpKxc56/aF57juO5+OuaB9I5TwjRNtjtdh577DGqq6s59dRTmTt3LgUFBYlelhCilZHCqY2ZnPoduqz+rBgY+Fu7dNF+Zm0+Bcd9BehynFeZ0g1p7NjZMWbrqJ6/GPvufUBsOuf5imcnPZBonqfFu9axz+z8Gkssr21wDbn13NMEuIfeCtHe6PV63n//fV555RWmTJmCwdC+UwZCCP+kcEpCDocNm7ncbye9ai2fzsbg39Y5/95B3bUFpHRt/Iehtlbnvh2LbnoHnpjhvh2PiF48O+kJbzM2LXTfllhe2+A75NaXdNQT7cGPP/7IkiVLuOWWWwDo0aMHjzzySIJXJYRozaRwSjKhuuj1zoabQqTK6mrtjRE9hyI7JY29+/u6H49FNz3PmU3xiOjFs5Oe8ObZEEJieW2D55DbjMJCr8eMWVnSUU+0eXPnzmXixInU1tbSt29fzjvvvEQvSQiRBKRwSiLhdNErugSMQS7wLJ33C2X7LLjaRuQadDw3/hLG3lcC2OmYo+fUQdFdIfIcdOvupFfYicwLTo/q+Xz5i+dF20kv0GDb9j7UNphOqdmc3vXoRC9DRME3mueK5GUUFnLDzp2JXJoQLcpmszFp0iSefvppAIYPH84f//jHBK9KCJEspHBKIsG66IGzKUTATnoN5kxeEuNVNfI36DaWMb1YxvNCDbZt7130RNsSKJonkTzRnuzfv59LL72URYsWAXDPPffw6KOPotfHtqOsEKLtksKpjaglm0+ynmFkqE56VZa4rcF30G2sBty6xDKeF2ywrXTRE22Nv2ieRPJEe7JmzRpGjx7N9u3bycjI4PXXX+fiiy9O9LKEEElGCqckN+za7xhRlM+2mlwKUoN/O5fO+4WykiqMx6Whbxh6W242MPa+Eg5U2gOe5xnBCyZeg25dEb1o4nmhInnSPU+0JxLNE+3Vzz//zPbt2+nfvz9FRUUMHDgw0UsSQiQhKZySnDE9n1pdJxxhNMJzxfTSR+a477PaUthf0Vg0+euo5y+CF0ysu+j5RvQiiedJJE8IIcQVV1xBfX09Y8aMIScnJ9HLEUIkKSmc2hFXTM9z6G1FSR90GuRl60k3aX476vlG8IKJdTwPvCN6BQUFEcXzJJInhBDtT2lpKbfddhvPP/+8e5DtNddck+BVCSGSnRROSe5/v8Ge6tDHrdy6DW7JIjclyz301mYxUVdeQMccPXOndvM63m+HvBhH8MKxZs0aKioqAGdEb8oU/8NXJZIn2ptAQ2z9kcG2oj359ttvueiiiygpKaGmpoaPPvoo0UsSQrQRUjgluZdWNd7OCJI6K1q7Dq0gBc/eQcru/CjceF48BtmGUlxc7L4dLKInkTzR3oQaYuuPdNETbd1//vMf/vrXv2KxWDj88MN58sknE70kIUQbIoVTkqu1Nd6+M0jqzGx1XolRDgWVNlRaFhUlfQD/A2/j3SEvXK6YHhA0oieRPNHeBBti64900RNtWX19PX/729949dVXARg5ciSzZs2iQ4cOCV6ZEKItkcIpye1vqG+6ZMJ5h/g/ZuXWbZTXOg90VNgxz9AoO81ZSHgOvG0t8Tx/cnJyGDRokNd9nvE8ieQFtnjXOmZsWkitrT70wX6UmQ/GeEUiHKGieDLEVginPXv2MGrUKL755hs0TePhhx9m0qRJ6HS6RC9NCNHGSOGU5BwK0ELH9FyUWVF5zPHujz1jeq0lnhcuf/E8ieQ1NWPTQrZX723286SnRDdsWEQn3CiexO9Ee5eWlsaBAwfIycnhrbfe4s9//nOilySEaKOkcEpyBRnQ2RReTA+gtqgCdURjceEZ02st8bxw+cbzJJLnn+tKkw6N/NToYivpKSauPlTejLSkcKJ4Er8T7ZVSCmgciD5//nxSUlLo379/glcmhGjLpHBKcp+NA2OYF4VUuRXL6jo4wvmxZ0zPU2uJ54VL4nnhyU/twAfD/XclFK2XRPGE8GY2m7nxxhsZNGgQt9xyCwCHH354glclhGgPpHBq47z2N6WnU3fFGFRaWoJXFdqaNWsoLi6msrLSfZ9vy3HXvibRlOe+JtmjlHw2zptHdUlJopchRKuzY8cOLrroIr777jvefvttxowZQ2EYzVGEECIWpHBq4zz3NzkcBlRmY8c5f23IW4vi4mJKS0vdH5tMpoAtx2VfU1P+9jXJHqXksWzyZPdt2cMkhNPixYsZO3Ys+/fvJy8vj3fffVeKJiFEi5KWM22c5/6mip290apr0NfV0rNzit825K2Fqw25pml07tyZESNGeO1pytQyydQyydXlyr4mPzz3NXVKzaZXZoHsUUoinp30ZA+TaO+UUjz33HOceeaZ7N+/n2OOOYbVq1czfPjwRC9NCNHOyBWnNmrl1m0UrV1HRUNMz2YxYSnJIO2N98gvzGDmrju8jq+evxj77n2JWGoTa9asoaKiAoDs7Gwum3QZK+pWUOOQluPhWLxrHfvMzoij7GtKHp7tx12txjO7deOwMWMSvDIhEkcpxcSJE5k1axYAl19+Oa+88grp6a2346sQou2SwqmNKlq7jt0e+4OUXY/muvrkZ7bFgSdmuG8nugV5cXGx+7a/iJ5E84KbsWmh+7bE85KHv/bjEtMT7Z2maRx55JHo9Xqee+45br75ZjSt9cbMhRBtmxROSWTXT++GfawroqcU2MzpVJT0IXvdd9QFON7dihwS3oLcFdMDGDFiBGvVWsAZ0cvR5Ug0LwTPQbcSz0sevu3HpdW4aM/q6+sxmZy/+Lnjjjs455xzOOKIIxK8KiFEeyeFU5JYsNFGyqJ7Iz7PbjWx+6cT6WCtpG79Lr/HeMb09IWdyLzg9GatNVKuDnqugsnVSc/Ywcjavmvd3fMytAzGZ49v0bW1dp7d81xcXfQ6pWZzetejE7U0EQZ/8TxpPy7aM6UUTz75JHPmzGH58uVkZWWhaZoUTUKIVkEKpyTx0vJy/ubn/pTU3LDON9c63N/stCyj12OJjun5dtBzM0G1qnZ/KBG9pvx1z3ORmF7rJ/E8IRpVV1czceJE3nvvPQDeeustrr/++gSvSgghGknhlCRqbU3vsx/1ODpdeN/CrLWNMb3LHz7N67FEx/Q8O+hlZ2cDYDaYyRueh4ZGhpaBQTNIRM8Pz+55+akd3Penp5gkppcEJJ4nhNPmzZsZNWoUP//8MwaDgf/7v//juuuuS/SyhBDCixROSWDBZtjrZ9br8NMvaXKfu5teXeNuJs+YXn63LI4xlLJj6FR3wWQvLQMSE9PzlNEhg8PvORyrslKjalCodtNBz1/kLhyuWJ50z2tdPCN4wUg8TwhYsGAB48aNo7KyksLCQt5//32GDJFflAkhWh8pnJLAMyvCP9ZfN71aqx5XOC8ty8iBJ2Zg3by9ybmJ7qZnUZYmA27bSzwvWOQuHBLLa138RfCCkXieaK/eeOMNJkyYgFKKoUOH8t5778lQWyFEqyWFUxKoscIfbeF11HN109M0DXt9GhUlfVCq8fHLHz4Nx0OfOz/Q6dB3znfezExPeDc9hXOh7TGeFyhyFw6J5bU+vhG8YCSeJ9qzM888k8LCQkaOHMlzzz2H0WgMfZIQQiSIFE6t3ILNsLfKxlhr4I56rnie2Wp1R/TSUlLZsPJEALSGrnR5uXp6PjsVqyua1zmf3j98EOfPIDjPYbcu7SWe5yIDa5NXoEieRPCECGzfvn106tQJgC5duvD999/TsWPHBK9KCCFCazoJVbQqz6yAdMr9PubqqOeK55XX1qIaLi/V1np8axuuQhnNtc6InsMBJD6aB97DbvUmfQJXkjgysDZ5uSJ51SUlXn9Uw98xieAJ4a2oqIh+/frx1ltvue+TokkIkSykcGrlaqz+7z/sjMaOep7xvNz0dAqzs6nf39d9rGHlOgDO69Qwx0mnw3BIr4RH88B72G3X4V0TuJLEkYG1ycszkpfZrZvXn7zDD5cInhAN7HY7//znPxk9ejRVVVW8+eab7l/0CSFEspCoXpLqOrBpRz1lNVKyaSgAByrtAOhrqkn5bTv5BSaOza7AXuuM6PVcPqdF1+uy2bKZFXUr2PvDXnZ9vgtzpRkAQwcDxoFG9z6ntsy3g54MrE0evtE8ieQJEVp5eTnjxo3j008/BeD222/nySefRNO0BK9MCCEiI4VTG2JzwP4Ku9d9WsPVKPSt41u9om4F5Y5ydn6+E8s+i/t+zaS5i6a23kkvUAc9iem1foG65UkkTwj/fvzxR0aNGsWWLVtIS0vjP//5D5dddlmilyWEEFFpHe+mRczoNMjLdu4VSi/fSc26n5yDb3WtI5VpVc5CzlHv3AOCBqkdU+k6vCuZWma76KTnr4OedMZLDv665UlXPCH82717N0OGDKGmpobevXtTVFTEMccck+hlCSFE1KRwasUWbIY91ZAZwTl52XrmTu0Gu3+H+6cwYftx1GFCmeux794Xt7VGSsMZ0cjJzmHqg1MTvJqW4YroydDa5OOK6Ek0T4jwFRYWcsstt7B69Wrefvtt8vPzE70kIYRoFimcWrFIBt82selHrw8dVTXQMB6oNXTTa498I3oSzUsevhE9ieYJ4d/+/fuxWq3uIbaPPPIIAHp9++yaKoRoW1pHfkv4FaijXlQcjU0XWkM3vfbIM6LXK7NAonlJxDOiJ93yhPBvzZo1HHfccYwaNcrdMVWv10vRJIRoM+SKUxIoyADnRqXQLHVWbhjwEnX7D0LtcZTXOaewu+bK6As7kXnB6XFaaXBr1qzh5/k/Y6u3YauyJWQNrUF+agfmnBZ4oLFoXTbOm0d1SQngjOhdtX59glckROvzxhtvcN1112E2mzEYDOzZs4devXolellCCBFTcsWpjamtrGfnhjLK9lspqzXhUM69RKmas1BJZEyvuLgY8z4ztoM2XF3HTSaJq4nWbdnkye7bEtETwpvVauXWW29l/PjxmM1mzj33XFatWiVFkxCiTZIrTm2Ma56gTge5qc6ohBEH5+i3AImN6bmH3WpgyDKQl5bHiBEjErYeIcLhiukBEtETwkNpaSljx47lq6++AmDy5MlMmTIFXSvp4iqEELEmhVMbUG9t3L/ksDsjebmp9cz6y3cA7F1noWq7tcVjeq5ht64W5DWOGgBSslI46t6juDqnfey18u2mJ5JTZrduHDZmTKKXIUSrMXHiRL766iuysrJ44403uPDCCxO9JCGEiCv5tVAbUFvnaPygYeBtmqFxEK6t1vl4S8f0XMNuq1U11araPeAW2v6QW0+ubnqOhs9fuukJIdqCf/3rXwwZMoSVK1dK0SSEaBekcGoDPBrmYVi5DoDLB+8AoOwXC3VlCsMhvVo8pue60qShkallumc36dC1+SG3nqSbnhCiLaivr+ezzz5zf9y/f3+WLVvG4YcfnsBVCSFEy5GoXpJbuXUbOoPzjbmmFCm/bSc/vZ6T+pRRV6mjYrMzotdz+Zy4rsM3lgew+4fd7F+0H1WvyNBluDvppevSOcR4SFzX0xr4G3gr3fSSg2vgraWqyj30Voj2bNeuXVx00UV8++23fPrpp5x99tkAaJqW4JUJIUTLaVbhZDabSU1NjdVaRBSK1q5z33bYvS8gOmwt9w+aK5bnaf+i/Vj2WQCooMJ9f3vppCcDb5OX78BbkI56ov1aunQpY8aMobS0lJycnEQvRwghEibiqJ7D4eDhhx+mW7duZGZm8ttvvwFw//33M2PGjIgX8OKLL9K7d29SU1M58cQTWblyZdDjKyoq+Otf/0phYSEmk4lDDz2UTz75JOLXTSZHm98N+JjZ2niF5+C2Hl6PVexquX1EvrG8TC0TVe/MEGqaRk5ODjk5OXTu3LnddNKTiF7y8hx4m9mtmwy9Fe2SUoqXXnqJ008/ndLSUo488ki+++4799UmIYRobyK+4vTII48wa9YsnnzySa699lr3/QMHDmTatGlcfXX4+2jeffdd7rjjDqZPn86JJ57ItGnTOPvss9m4cSMFBQVNjrdYLJx55pkUFBTw3nvv0a1bN7Zv394mfwO2YDPsqQadsvHnav/xrpVbt1FeWwuAzWKitjSXNNeDvQ7BurKkZRbrIUPL4Oqcq1mzZg2rD64GIDs7m6lTp7b4WhLBFc+rtdVLRK8V8ozgBeOK52UUFnLDzp0tsTQhWpW6ujpuuukmZs6cCcAll1zCjBkzyMjISOzChBAigSIunGbPns2rr77KGWecwQ033OC+/+ijj2aDT7QllGeffZZrr72WiRMnAjB9+nQWLFjAa6+9xr33Nn2j+dprr3HgwAGWL1+OweC8mtK7d+9IP4Wk8MwK5/+nU+738ZTUXIrWLnN/rOx67456CZ6jUVxc7L7dXqJ50DSeBxLRa038RfCCkXieaK8++ugjZs6ciU6n44knnuDOO++U/UxCiHYv4sKppKSE/v37N7nf4XBg9YiNhWKxWFi9ejWTJk1y36fT6Rg+fDgrVqzwe85HH33EkCFD+Otf/8r8+fPp1KkTl112Gffccw96vd7vOfX19Y2DV4GDB5Njlk5NkC/lYWc8jk6X4hXTqyjp491Rb/g18O7/xXmVgXl+zdtLNA+843n5qR1ITzFJRK8V8YzgZRQWBj3WmJUl8TzRbo0dO5ZVq1ZxzjnnMHz48EQvRwghWoWIC6c//OEPfP311/Tq1cvr/vfee49jjz027OfZv38/drudzp07e93fuXPngFeufvvtN7744gvGjRvHJ598wq+//spNN92E1WplypQpfs957LHHePDBB8NeV2tTkAHUed/XdeAlXh/bLCYsuzIxeXTU4/BjWmyNweTk5DBo0KBEL6PF5ad24IPh/n8mReJJBE8Ib0op/v3vfzNmzBjy8vLQNI2nn3460csSQohWJeLCafLkyUyYMIGSkhIcDgcffPABGzduZPbs2Xz88cfxWKObw+GgoKCAV199Fb1ez+DBgykpKeGpp54KWDhNmjSJO+64w/3xwYMH6dGjh99jk029tXGAk8OuvB77/by/Yi8ta+kltXmee5j8ce1rEq2La2+TtBYXoqna2lquueYa3n77bYqKiliwYAG6BMe9hRCiNYq4cLrwwgspLi7moYceIiMjg8mTJzNo0CCKi4s588wzw36ejh07otfrKS0t9bq/tLSULl26+D2nsLAQg8HgFcsbMGAAe/bswWKxYDQam5xjMpna7B6b2jpH43fQY39TXZUBy8bf3cfpMtMTsLq2yd8eJn9kX1Pr4ru3SfYuCeH022+/MWrUKH744Qf0ej3nnnuu7GUSQogAoprjdPLJJ/O///2vWS9sNBoZPHgwixYtYuTIkYDzitKiRYu4+eab/Z4zbNgw3nrrLRwOh/u3YZs2baKwsNBv0dQWBGtF7lCN/eQ99zeVbW0oLHU6DP16kHdv+J0ORXC+e5j8kX1NrY/n3qbcQw+VvUtCAP/973+59NJLKS8vp6CggLlz53LqqacmellCCNFqRVw49e3bl1WrVpGfn+91f0VFBYMGDXLPdQrHHXfcwYQJEzjuuOM44YQTmDZtGjU1Ne4ue+PHj6dbt2489thjANx444288MIL3Hrrrdxyyy1s3ryZqVOn8re//S3STyMpBGpF/s7XW/hi+5doKQ1xMYeDFI/9TTu/dw4l1nfOp+fyOXFf55o1a/h5/s/Y6m1oaNynu4/Kysq4v25L8I3mebYYlz1MyWHjvHlUlzhb82cUFnLV+vUJXpEQiaWU4sknn+S+++7D4XBwwgkn8P7779O9e/dEL00IIVq1iAunbdu2Ybfbm9xfX19PSUlkc4MuueQS9u3bx+TJk9mzZw/HHHMMCxcudDeM2LFjh1fOukePHnz22WfcfvvtHHXUUXTr1o1bb72Ve+65J9JPIykEakW+eNt2MJpxhSmUzfk1SjPY4Zg/Ylv5fQut0Km4uBjzPrP74woq3LeTPSYZKJonUbzksWzyZPdtiegJ4dzrO336dBwOB1dffTUvvPACqampiV6WEEK0emEXTh999JH79meffUZ2drb7Y7vdzqJFi6KaqXTzzTcHjOYtWbKkyX1Dhgzhm2++ifh12orDzngc+zqFDlAKbLUmqhc6r4ZcPngH3PwmvDq6Rdfkbj2ugSHLQIbOOSDRZDIlfStyf9E8ieIlF89htxLRE8I5lPyDDz5g5cqVXHfddbKnSQghwhR24eTah6RpGhMmTPB6zGAw0Lt3b5555pmYLk401XXgJbBuEQDKZiLlnp+w15qcMb1DDlI9fzH23fviuoY1a9ZQXFzsLphcsbyUrBSOuvcors5J3j1VEs1LPq6OeZ4FkidXJ73Mbt04bMyYllyaEK3GggULKCsrY/z48QAce+yxEY0QEUIIEUHh5HA4AOjTpw+rVq2iY8eOcVuUCJd3C3L+eDoHnpjh/jBe3fSKi4ubdEME0Jl0GDRDXF6zpUg0L/n4dswLRGJ6oj1yOBw88sgjPPDAAxgMBo4++miOPvroRC9LCCGSUsR7nLZu3RqPdYjmMhrhyjtwPNsY04tXNz3XlSZN08jOzqbGUYNm0ug4vCND0obE5TVbikTzko9nx7yMwkK/xxizsiSmJ9qdyspKxo8f747aX3PNNQwYMCDBqxJCiOQVVTvympoavvzyS3bs2IHFYvF6rK12uGtJCzbDnmrIDHWggrLahishOr3XQ/rCTmRecHrM17ZmzRoqKioA536mfn/vR42qQaHI1DI5xHhIzF8z1oINsZVoXmKEitsF44riZRQWcsPOnbFemhBJaf369YwcOZJNmzZhMpl4+eWX3R1rhRBCRCfiwmnt2rWce+651NbWUlNTQ15eHvv37yc9PZ2CggIpnGLgmRXhHac8knppqS2zube4uLjxAxNUq2r3h8kS0wtniK1E81pWuHG7YCSKJ4RTUVER48ePp7q6mu7du/PBBx9w/PHHJ3pZQgiR9CIunG6//XZGjBjB9OnTyc7O5ptvvsFgMHD55Zdz6623xmON7U6NNdwjGyunyy+Oz34mX+4OekDH4R3R0MjQMjBohqSJ6YUaYivRvJYXTtwuGIniCdHo559/prq6mlNPPZW5c+dSUFCQ6CUJIUSbEHHhtG7dOl555RV0Oh16vZ76+nr69u3Lk08+yYQJExg9umVbYbdlBRlAnfd9y36ow6FA53Fffno9J52QH9eOemvWrOGDjz6gorICgJQOKWQNzCJDy0iaLnquiJ7E8VoX3wG1ErcTonnuu+8+CgsLGT9+PAZDciQBhBAiGehCH+LNYDC4h9IWFBSwY8cOwDkX4vfff4/t6kQT73x2sPEDz6Z6BV3j2lGvuLiYA3sPuF9TZ3L+DCRLPA8aI3qOhk9C4nitgwyoFaJ5fvzxRy666CJqa2sB0Ol0XH311VI0if9n766joky/OIB/hx66JUTBQLCw1lwbxVbWxEbsFgsLXDuxV/0pmFgs4KqruIqFigViCwqoK6VIN8y8vz/YeWWcARkYGOJ+zplzZp637gwGd9773IcQImUS33Fq2bIlHj9+jIYNG6Jr165wdXVFQkICTpw4gaZNm5ZHjKSQrNzv2RInr1BjjjadwU8/zr6Udke9wovcKukrobZtbejI6VSZ8jxAuETPTN2AyvEqCVqglpDSO3v2LCZNmoTMzEzUrVsX7u7usg6JEEKqLYkTpw0bNiDtv1901q9fj/Hjx2PGjBlo2LAhPDw8fnI0+RlBR72iyCl+hpxSQQLA5PHY8Yyr99kyPWl21BMsdlt4kdtmC5pVmfI8cfRUNHGym4usw6hxiuqcRwvUEiK5/Px8LFu2DNu2bQMA9OrVCytWrJBxVIQQUr1JnDi1adOGfW5oaAh/f3+pBlTTFe6opyrmp6NoEI08FJRfMNkFd5+4KsC3XWfYfaRZpvfjYreCEj1CJPWzznlUpkdIySQkJGDUqFEICAgAACxduhTr16+HvLz8T44khBBSFlL7LTgkJAQDBgyQ1ulqrMId9WaK6x4r9/0uU6ZfMgBg7Lb+4Kd/7yIhzTK9wovdqhioQN9WX2rnJjVL4c556qamQg9dKysq0yOkBF68eIE2bdogICAAampqOHfuHDZt2kRJEyGEVACJ7jhdvXoV165dg5KSEiZPnox69erh7du3cHFxwcWLF2FnZ1decdY4RupAr3rAzR/G+ShYr4mXo4jc4CzomWrgV8cO+LCjYLs0y/Te5b5DJr9gsrGChgLM55uDEepIUfmUZHFbUjF+LM2jhWoJKTttbW1kZmaiQYMG8PPzo7nFhBBSgUqcOHl4eGDKlCnQ1dVFUlISDh8+DHd3d8yZMwcjR47Ey5cvYW1tXZ6xEgD4L3GqiPwlKCsIfPD/uxzDJk2VuZMeLW5beRRVmkcleYRIhmEYcDgF//abmZnB398f9erVg7a2tmwDI4SQGqbEpXq7du3C5s2bkZCQgHPnziEhIQF//PEHXrx4gQMHDlDSVA5iXp4VGZP7L5Hh5Jd4ldxSy2O+X4MDDtQ56pW+k17hznkGKloij7rqhtRNr4KIK82jkjxCJBMfH4/u3bvj/Pnz7FirVq0oaSKEEBko8R2niIgIDB8+HADw22+/QUFBAVu3bkXt2rXLLbiaTI7JR1iAaOc3HSYVX6ACJjcfAMBk5+BTx7HgxX+T6vXf5b5D7PNY5KcWXEdNrvIvdHszJhRfswu6/9HitpUHleYRUjoPHz7E0KFDER0djffv36Nv375QVqY75oQQIislvuOUlZUFVdWCbm0cDgfKysowNjYut8BqOhUmSex4Pocr9FoxMw157z4C/II7UdLqqBeUFYSEgAT2dVX4z9oj/HuHRyrHI4RUZYcPH0aXLl0QHR0NKysrBAQEVIl/hwkhpDqTqDnE4cOHoa6uDqBgDYmjR49CX1+4y9rcuXOlF10NZpMtWqb3IGkOGEMVobEBBjFAJgA5OSjWN5NaR708Jg/8HD77euDAgVI5b3kq3BCCyvEIIVVRTk4O5s6di//9738AAHt7exw9ehSampoyjowQQkiJE6c6derg0KFD7GsjIyOcOHFCaB8Oh0OJkxTIMfnomy5aphel2AGQ+34nSldPCc0z3wEA5Gvpoc79k2W+9rvcdwjKChIq09PW1karVq3KfO6yKq5jHvC9a56Biha6m9hUZGgERXfRI4SUTHZ2Nrp3744HDx6Aw+Fg3bp1cHFxgZwcrZ9HCCGVQYkTpw8fPpRjGKQwVYgv0+OYpLLN9JhsBkxaBvDfl5DSLNFL4idVyjK9knTMA6hMT1aoix4hZaOiooK2bdvi7du3OHXqFPr2pTvnhBBSmUhUqkdkJyBpKbg62chEQSvwTL9kqPK/9ySXZokegEpZple4Y56eiviyFVUFZSrTk5HCXfTU/pv/qKShQV30CCkGwzBCc4i3bdsGZ2dn1K1bV8aREUII+RElTlVEXEZn6OENMqEIXmI+coOzwJUrSG6ktejtu9x3SGfSkfYirVKU6f1YmicoxaOOebL3Y1keQAvcEiKp7OxszJgxA1FRUbh27RoUFRWhqKhISRMhhFRSlDhVJf8tgCigwilIbqRZpgeg0pTpFVWaR6V4sldUWR5ApXmElMSnT58wdOhQPHnyBHJycggMDESPHj1kHRYhhJBiUOJUlXDVAN73Erp+qhEAqm+ZnrjSPCrFqxzEleUBVJpHSEncvHkTI0aMQEJCAvT09HDmzBlKmgghpAqgxKkqUVIGsrIAANoKuWihHC+1Mr3COCi4s1VZuulRaV7lRWV5hJQcwzDYuXMnFi9eDB6Ph5YtW8LX1xfm5uayDo0QQkgJlCpxioiIwJEjRxAREYFdu3bB0NAQV65cQZ06ddCkSRNpx0gAKFu/Q3J2+ZWoFZ7flJeaV27XKU5Rc5qIbIibxyRArcYJkdyKFSuwceNGAMD48eNx4MABcLncnxxFCCGkspB4cYjbt2+jWbNmePjwIXx9fZGeng4AePbsGdzc6K5AeZHj5oBhCrroMdnMT/aWXGWY3ySY0/Q1OwVfs1PA/6/5Os1pkg3BPKb06GiRB8MvKOek+UyElNzYsWOho6OD3bt34+jRo5Q0EUJIFSPxHScXFxesW7cOzs7O0Cj0S1OPHj2wd+9eqQZHhHE4HPC/5Be0IpfyuSvD/Caa01S5FDWPSYDmMxHyc58/f0bt2rUBAI0bN0ZUVBS0tLRkHBUhhJDSkDhxevHiBU6dOiUybmhoiISEBDFHEInw8ovcpM3lInF3NHKjv7cil4bK1oac5jTJlqBEj9qLE1J6DMNg06ZNWL16Nf755x907doVAChpIoSQKkziUj1tbW3Eipnf8PTpU5iamkolqBqNL1lCJI1W5JWhTI9UHoISPSrHI6R00tLSMHz4cCxfvhy5ubm4fPmyrEMihBAiBRInTqNGjcLSpUsRFxdXUDrG5+PevXtYtGgRxo8fXx4x1iz5Rd9xEkcarcgrQ5keqTwKl+jpWllROR4hEggPD0f79u3h4+MDRUVFHDx4EJs3b5Z1WIQQQqRA4lK9DRs2YNasWTAzMwOPx0Pjxo3B4/EwevRorFy5sjxirFmyM4r8qfC+JIIX/w2AEgBIpRV5ZSnTuxkTiq/ZKRV6TVLgx+55hUv0Jr15I8vQCKlSLl26hDFjxiA1NRXGxsbw8fFBhw4dZB0WIYQQKZE4cVJSUsKhQ4ewatUqvHz5Eunp6WjZsiUaNmxYHvHVQBwA4rvmKWZks+VTQPUq0/MI92efUxe9iiUozfsRlegRUnIPHjxg79R36tQJ3t7eMBbTVIUQQkjVJXHidPfuXfz666+oU6cO6tSpUx4x1XBFtxrv9s8TnEHBZ85RkK9WZXqCjnoAqIteBRPXPY865hEimXbt2mHUqFHQ09ODu7s7lJSUZB0SIYQQKZM4cerRowdMTU3h4OCAsWPHonHjxuURV4309/MMxCkaQJ35KrJNPT0bOU+ykMJXAQDIG+hKrUwPADjgAJBtNz0AMFDRQncTG5ldvyah7nmElM3bt29hYmICTU1NcDgcnDhxAgoKpVpXnhBCSBUgcXOImJgYLFy4ELdv30bTpk3RokULbN26FZ/pF64y2/5YsdjtVzLrs8+5GmX/NlNQpgd8T5xIzUHd8wgpPV9fX/zyyy+YOHEi+P/9HaKkiRBCqjeJEyd9fX3Mnj0b9+7dQ0REBIYPH45jx47B3NwcPXr0KI8Ya4yM/OJ/HNnM9/+Ux67tVubrCcr0AECJQ2UlNQ11zyNEcjweD8uXL8fQoUORnp6OpKQkZGRkyDosQgghFaBMX49ZWFjAxcUFNjY2WLVqFW7fvi2tuGo0w7xvxW7XM9XAr8NKXyL5LvcdgrKCkMEU/GevzlGHAkd235RSR72KF+btjfToaADUPY+QkkpMTMTo0aNx9epVAMCCBQuwZcsWutNECCE1hMR3nATu3buHmTNnwtjYGKNHj0bTpk3x999/SzM2Uk6CsoKQxE8C818jCkVO8SWC5Y066lW8e66u7HMq0SPk554/f45ffvkFV69eBZfLhZeXF9zd3SlpIoSQGkTif/GXLVuGM2fOICYmBr169cKuXbswePBgqKqWvTU2qRiCEj0OONCW00YHbge8hWg76opCHfUqnqBMDwCV6BHyEzweD8OHD0dkZCQsLCzg5+cHGxtqYkMIITWNxInTnTt3sHjxYowYMQL6+vrlERMRI4+RYzvqSYsaRw1NI5ri1MVTSEmRTalc4TI96qhX8dRNTdFo2DBZh0FIpSYvL49jx45h/fr1OHr0KPT09GQdEiGEEBmQOHG6d+9eecRBfiKH972qUhod9QQuXryI+Ph49nVFL35LZXqEkMooISEBT58+Ra9evQAA7du3x8WLF2UcFSGEEFkqUeJ04cIF9O3bF4qKirhw4UKx+w4aNEgqgRFhTKF24dLoqCeQk1NQJsfhcGBoaFjhi99SmR4hpLIJCQmBvb09vn79iqCgICrLI4QQAqCEidOQIUMQFxcHQ0NDDBkypMj9OBwOeDyetGKreXj5KPJHwhQ0ctBWyC1TR72iaGlpwc3NTernLQ6V6ZUfweK2hecyFSZY9JYQIuz48eOYNm0asrOz0aBBA2r+QAghhFWi/xEEi/v9+JxI2X/JUbHkqs9CtVSmV34Ei9v+DHXUI6RAXl4eFi5ciD179gAA+vfvj5MnT0JbW1u2gRFCCKk0JG5Hfvz4cba8q7Dc3FwcP35cKkHVdDb880Vuk9NQq7hAyhmV6ZWfwovbqpuain3QoreEFIiPj0fPnj3ZpMnV1RUXLlygpIkQQogQiWsQHB0d0adPHxgaGgqNp6WlwdHREePHj5dacDWRHJOPvvx1RW7nqJTtzsy73HdIZ9LLdI7SuBkTCo9wf6Fk6Vt2KgAq05O2Hxe3nf75s4wjIqRy8/DwQGBgIDQ0NHDy5Emaq0sIIUQsiRMnhmHA4YiWi33+/BlaWlpSCaomU0WS2PFccAGIn68iiaCsIPZ5RS586xHuj4/pX8RuozI96aLFbQmRzNKlSxEdHY05c+bAyspK1uEQQgippEqcOLVs2RIcDgccDgc9e/YUmjDL4/EQFRWFPn36lEuQNV2IxlAwOfJSOZdg8VsAFbrwreBOkxw40FPRZMdVFZSpTE/KaHFbQoqXk5ODnTt3Yv78+VBWVoa8vDz27dsn67AIIYRUciVOnATd9EJDQ2FnZwd1dXV2m5KSEszNzTF06FCpB0iAD9xfwM+RblMIdY460l6mITk5WWrnFFeOJyAoy9NT0YSvbcV276tJCpfp0eK2hIiKiYnB0KFD8eDBA0RGRuLgwYOyDokQQkgVUeLESdCq2tzcHCNHjoSKikq5BUVEMdkFHfekvfitgDQWvi2uHE+AyvLKF5XpEVK0u3fvYtiwYYiPj4e2tnaxy2sQQgghP5J4jtOECRPKIw7yn/b5Z8WOZ/olAyifxW8BSGXh26LK8QSoLK/8UZkeIaIYhsH+/fsxb9485Ofno1mzZvDz80P9+vVlHRohhJAqpESJk66uLsLDw6Gvrw8dHR2xzSEEEhMTpRZcTSPH5GNEnovIOJOUj9zgrDIvflu4o17SiyS2TE9bWxutWrUq9XkB4cVsqRxPNqhMjxBRWVlZmDlzJo4ePQoAGDlyJDw8PKCmVn2WdiCEEFIxSpQ47dixAxr/lf3s2LGj2MSJlJ4Kkyx2nO2oV8bFbwt31Iu5HsM+l1aZngCV48kGlekRIiouLg7nz5+HnJwcNm/ejIULF9L/YYQQQkqlRIlT4fK8iRMnllcsRIzCHfXKuvht4Y56Crnff/TSLNMDaDFbWaEyPUJEWVhY4OzZs5CXl0fPnj1lHQ4hhJAqTE7SA0JCQvDixQv29V9//YUhQ4Zg+fLlyM3NlWpwpKCjnkBZFr8tXKanzlGHAqcgcZJ2mR4tZlvxwry94WltjYzYWABUpkdqNoZhsGPHDvj7f78L3rt3b0qaCCGElJnEidO0adMQHh4OAIiMjMTIkSOhqqoKb29vLFmyROoBEgA5/DKfojwXvqUyPdm65+qKxLdvwfAL/pxQmR6pqTIzMzFmzBg4OzvDwcEBcXFxsg6JEEJINSJx4hQeHo4WLVoAALy9vdG1a1ecOnUKR48ehY+Pj7TjIwB457+V+Rw/LnwrTVSmJ1uCEj2OnBx0rayoTI/USJGRkejQoQNOnz4NBQUFrFmzBrVq1ZJ1WIQQQqoRiduRMwwD/n/fbF+/fh0DBgwAAJiZmSEhIUG60RHwcxTBBKcDkM66WeocdTRUaiiVc/2IyvRkS83YGJPevJF1GIRUuH/++QejRo1CUlISDA0N4e3tjS5dusg6LEIIIdWMxIlTmzZtsG7dOtja2uL27dvYv38/ACAqKoq+3aukCs9vkpabMaHwCPdHZn4OvmWnSvXcpHhh3t645+rK3mkSzG0ipKZhGAabN2/GihUrwOfz0bZtW/j4+KB27dqyDo0QQkg1JHHitHPnTowZMwbnz5/HihUr0KBBAwDAn3/+iY4dO0o9wJqOA6bM5yiP+U0e4f74mP5FaIzmN1UMwZymH9HcJlITvX//Hnw+H5MnT8bevXulsrwCIYQQIo7EiVPz5s2FuuoJbN26FfLy8lIJqsZieCJDKvk5yCjjactjfpNgXpMcONBT0YSqgjLNb6oghec0qRkbAyhImmhuE6lpOBwO9u7dCzs7OwwfPlzW4RBCCKnmJE6cBIKDg/Hmv/kUjRs3LnNLawKAJ5o4KRZKespKML8pJCQEycnJUjmnnoomfG3dpHIuUjxBiZ6gNE/N2BjTP3+WcVSEVKxLly7h5MmT8PLygry8PFRUVChpIoQQUiEkTpy+fPmCkSNH4vbt29DW1gYAJCcno3v37jhz5gwMDAykHWPNwRFtcqiUmy/1y1y8eJF9TmUtVcePJXpUmkdqEj6fj3Xr1sHNreCLmm7dumH69OkyjooQQkhNInE78jlz5iA9PR2vXr1CYmIiEhMT8fLlS6SmpmLu3LnlEWPNIeaO069P3kn9Mjk539uHDxw4UOrnJ+WD2o6TmiolJQX29vZs0jRr1ixMmjRJxlERQgipaSS+4+Tv74/r16/D2tqaHWvcuDH27duH3r17SzW4muTvd8AXeS2R8YYP3wAwKtU53+W+Q1BWEDIY8bOktLW1S1VieTMmFF+zU0oVE5FM4Q56hUv0qO04qSlev34Ne3t7hIeHQ1lZGQcOHMDEiRNlHRYhhJAaSOLEic/nQ1FRtDOboqIiu74Tkdz2oCI2lOEzDcoKQhI/iX0tzY56AtRJr3yJ66BHJXqkprh8+TJGjhyJ9PR0mJmZwdfXF23atJF1WIQQQmooiUv1evTogXnz5iEmJoYdi46OxoIFC9CzZ0+pBleTZOQyaJ9/VnSDnBw4CqXrVijopscBBzpyOlLvqAeAOumVs8LleeqmplSiR2oUExMT8Hg8dOvWDcHBwZQ0EUIIkSmJ7zjt3bsXgwYNgrm5OczMzAAA//77L5o2bYqTJ09KPcCaQi4/GyPyXETGXyqbIzlXsjtFP5bo5b7MRdSNKLzNKbhzkZIieZmduAVvDVS00N3ERuJzkZIJ8/ZGenQ0AOqgR2oOHo/HLm3RokUL3LlzBy1atICCQqmbwBJCCCFSIfH/RGZmZggJCUFAQADbjtza2hq2trZSD64mUcn/Jnb88qe67HOuhlKJzvVjiV7M9Rhkf80W2U+Sjnq04G3Fu+fqyj6n8jxSEzx79gwODg44cuQI2rVrBwB0l4kQQkilIVHidPbsWVy4cAG5ubno2bMn5syZU15xEQDB3OHIzv/+Ixq7tluJjitcoqctp43o3IK7FhwOB1paBQ0olJWVJeqoRwveVjxBmR4AKs8j1d7p06fh5OSErKwsLF68GLdv3waHw5F1WIQQQgirxInT/v37MWvWLDRs2BBcLhe+vr6IiIjA1q1byzO+Gi1KqT2AgvIsPVMN/DqscZH7Csrz8pg8tkRPjaOG8VrjsZyzHACgpaWFDRs2lCkmWvC2YhQu01M3NUWjYcNkHBEh5SM/Px9Lly6Fu7s7AKB37944ffo0JU2EEEIqnRI3h9i7dy/c3NwQFhaG0NBQHDt2DH/88Ud5xlbjMflygFzJfnkQlOelM+lgwACQXhc9UvGoTI/UBF+/foWdnR2bNLm4uODy5cvQ1dWVcWSEEEKIqBInTpGRkZgwYQL7evTo0cjPz0fsf2vLEOnL/dcQchpqJdq3cHmeOkddql30SMWjMj1S3UVHR6NNmza4ceMG1NTU4O3tjY0bN7KNIQghhJDKpsSlejk5OVBT+/5LvJycHJSUlJCVlVUugREgK0kXWd9yi93nxw56ahw1OGk7sdtDQkKQnJxc7DkKd8wriqCTHik/4ha7pTI9Ul0ZGxujZcuWUFZWhp+fH5o0aSLrkAghhJBiSdQcYtWqVVBVVWVf5+bmYv369WzDAQBsyQUpuxz+9xuCRXXU+9kitxcvXmSfF9VFT1zHvKJQJ73yQ4vdkuouLy8P+fn54HK5kJOTw/Hjx8Hn86GtrS3r0AghhJCfKnHi1KVLF4SFhQmNdezYEZGRkexrmswrXQzz/XlRHfV+7KD3Y3leTs73u0hFddH7sWNeUaiTXvkqvNitmrExlDQ0qEyPVBtxcXEYMWIEzMzMcPLkSXA4HGhqFv3vDSGEEFLZlDhxunXrVjmGQYrzs456wPcOeoUVLtPT1tZGq1atir8OdcyTCUGJnqA8jxa7JdXNgwcPMHToUMTExEBTUxORkZGoX7++rMMihBBCJFLi5hCk4snl5ZXp+JKU6RHZE5ToMXw+ACrPI9XLoUOH0LVrV8TExMDKygqPHj2ipIkQQkiVRIlTJab+7FmZji9JmR6RvcIlerpWVlSeR6qFnJwcTJs2DVOnTkVubi7s7e3x8OFDNGrUSNahEUIIIaUiUXMIUj7+fgd8yRe9I6Ty6RNSoC32mB+76RUWEhKCixcvIiUlBUDxZXo3Y0LxNTul9MGTEincMe9HhUv0Jr15U9GhEVIuRowYgQsXLoDD4WDdunVwcXGBnBx9V0cIIaTqosSpEtgeJPkxxXXTu3jxIuLj49nXxZXpeYT7s8+pY175Edcx70dUokeqE2dnZwQFBeHYsWPo25eayhBCCKn6KHGqBDJKMZWpuG56ghI9DocDQ0PDYsv0Cq/dRB3zys+PHfN+RB30SFXHMAyioqJQr149AEDXrl0RFRUltP4fIYQQUpWVKnEKDAzEwYMHERERgT///BOmpqY4ceIELCws8Ouvv0o7RlKMH7vpFe6kp6WlBTe3knXJM1DRQncTm/IIsUb6sTSPOuaR6iwrKwszZsyAj48PHj16BGtrawCgpIkQQki1InHBuY+PD+zs7MDlcvH06VP27kZKSgo2bNgg9QCJZKiTXuUgKM1Lj45GenQ0dcwj1danT5/QuXNnHDt2DJmZmXjw4IGsQyKEEELKhcSJ07p163DgwAEcOnQIiorf59V06tQJISEhUg2uJmmff1Yq56FOepVD4dI8dVNTqJuaUsc8Uu3cvHkTrVu3RnBwMPT09HD16lU4OjrKOixCCCGkXEhcqhcWFoYuXbqIjGtpabElYkQyckw+RuS5iIyn8JRKfc6SLHhLHfXKH5XmkeqIYRjs2LEDS5YsAY/HQ8uWLeHr6wtzc3NZh0YIIYSUG4nvOBkZGeH9+/ci43fv3mUnBRPJqDBJYsdzslQAAFyN0idQxaGOeoSQ0jhx4gQWLlwIHo+HcePG4d69e5Q0EUIIqfYkTpymTJmCefPm4eHDh+BwOIiJiYGXlxcWLVqEGTNmlEeMNdL9B0PA8At+PGPXdiuXa1BHPUJIaTg4OKBnz57YvXs3jh07Bi6XK+uQCCGEkHIncamei4sL+Hw+evbsiczMTHTp0gXKyspYtGgR5syZUx4x1kj/3jAAAOiZauDXYY2L3Vew4G1OTg676K0kqKOe9Ai66Qm66BFSXdy/fx+//PILFBUVoaioiH/++YcWtCWEEFKjSPy/HofDwYoVK5CYmIiXL1/iwYMH+Pr1K9bSpHeZESx4m5ycDIZhAFBHPVkRdNOjLnqkumAYBhs3bsSvv/6KxYsXs+OUNBFCCKlpSr0ArpKSEho3Lv5OCKkYhRe81dLSgrKyMnXUk5HC3fR0LC2pix6p0tLS0uDo6AgfHx8AQGZmJvh8PiVNhBBCaiSJE6fu3buDw+EUuf3GjRtlCogU4JTiFxMtLS1aS6uSUDM2xqQ3b2QdBiGlFh4eDnt7e7x+/RqKiorYu3cvpk6dKuuwCCGEEJmROHFq0aKF0Ou8vDyEhobi5cuXmDBhgrTiIsV4l/sO6Uw6ACDpRVKp2sBTK/KyEcxlEtxhEqC5TaQ6uHTpEsaMGYPU1FSYmJjgzz//RIcOHWQdFiHlhsfjIS8vT9ZhEELKiZKSklSqJSROnHbs2CF2fPXq1UhPTy9zQOTngrKC2Ocx12PY55LMa6JW5GUjmMtUFJrbRKqqpKQkNmn69ddf4e3tDSMjI1mHRUi5YBgGcXFxtA4lIdWcnJwcLCwsoKRUtiV+Sj3H6Udjx45F27ZtsW3bNmmdkhQhj/n+rZhC7vcfoSTzmqgVedkUnsukZmwstE1JQ4PmNpEqS0dHB0ePHkVAQADc3d3L/J8MIZWZIGkyNDSEqqpqsVMRCCFVE5/PR0xMDGJjY1GnTp0y/T2XWuIUFBQEFRUVaZ2OlIA6Rx0KnIIfoba2Nlq1alWi4wqX6VEr8p8TV5YnKMlTMzbG9M+fZRUaIVLx+vVrJCcno2PHjgAAe3t72NvbyzgqQsoXj8djkyY9PT1Zh0MIKUcGBgaIiYlBfn4+FBUVS30eiROn3377Teg1wzCIjY3FkydPsGrVqlIHQioOlelJpriyPCrJI1Wdr68vJkyYAC6Xi+DgYJiZmck6JEIqhGBOk6qqqowjIYSUN0H1BI/Hq9jESUtLS+i1nJwcGjVqhDVr1qB3796lDoRUHCrTk0xRZXlUkkeqMh6Ph1WrVmHjxo0AgF9++YWqBkiNROV5hFR/0vp7LlHixOPx4OjoiGbNmkFHR0cqARDJCDrqpb1Iw8eAj8hJyfn5QUWgMr3iCUr0qCyPVDeJiYkYPXo0rl69CgBYuHAhNm3aBAUFqVVvE0IIIdWORH355OXl0bt3b+o+I0OCjnoJAQnI/poNhmEASNZRj5SMoESP4fMBUFkeqR6eP3+OX375BVevXgWXy8WpU6ewbds2SpoIIYSQn5C4oXnTpk0RGRkp1SD27dsHc3NzqKiooF27dnj06FGJjjtz5gw4HA6GDBki1XgqM0FHPX5OwS/zHA4HtWrVkqijHimZwiV6ulZWVJZHqoVdu3YhMjISFhYWCAoKgoODg6xDIoRI2erVq0XW3SyNb9++wdDQEB8+fCjzuYj05ObmwtzcHE+ePJF1KDWOxInTunXrsGjRIly6dAmxsbFITU0Vekjq7NmzcHZ2hpubG0JCQmBjYwM7Ozt8+fKl2OM+fPiARYsWoXPnzhJfs9Lh8USGUnmiE9cKl+nlp+YDKJhz5ubm9tOOejdjQjH21ib8dv13fMuW/OdUE4R5e8PT2hoHatfGgdq1hUr0Jr15g0bDhsk4QkLKbs+ePZgzZw6ePHkCGxsq1SWkKhk4cCD69OkjdltgYCA4HA6eP3+ORYsWISAgAABgbm4ODodT5GPixIlFXm/9+vUYPHgwzM3NRbbZ2dlBXl4ejx8/FtnWrVs3zJ8/X2T86NGj0NbWFhpLTU3FihUrYGVlBRUVFRgZGcHW1ha+vr5sVU15uHXrFlq1agVlZWU0aNAAR48e/ekxV69eRfv27aGhoQEDAwMMHTpUJKnMycnBihUrULduXSgrK8Pc3Byenp5C++zcuRONGjUCl8uFmZkZFixYgOzsbLHX3LRpEzgcjtDnqaSkhEWLFmHp0qWSvm1SRiVOnNasWYOMjAz069cPz549w6BBg1C7dm3o6OhAR0cH2trapZr35O7ujilTpsDR0RGNGzfGgQMHoKqqKvKHrDAej4cxY8bg999/R7169SS+ZqUjJnFiUDCJjavxfQ2VwmV6AiUt0fMI98fH9C/4mp0CPgr+IaKOesIEpXnp0dFIj46mEj1SLXz9+hVr164F/78/z6qqqti9ezd0dXVlHBkhRFJOTk64du0aPouZb3vkyBG0adMGzZs3h7q6Otti/fHjx4iNjUVsbCx8fHwAAGFhYezYrl27xF4rMzMTHh4ecHJyEtn26dMn3L9/H7Nnzy7297WfESyDcPz4cSxbtgwhISG4c+cORo4ciSVLliAlJaXU5y5OVFQU+vfvj+7duyM0NBTz58/H5MmT2XmfRR0zePBg9OjRA6Ghobh69SoSEhJEuk2PGDECAQEB8PDwQFhYGE6fPo1GjRqx20+dOgUXFxe4ubnhzZs38PDwwNmzZ7F8+XKRaz5+/BgHDx5E8+bNRbaNGTMGd+/exatXr8rwSRBJlbio/ffff8f06dNx8+ZNqV08NzcXwcHBWLZsGTsmJycHW1tbBAUFFXncmjVrYGhoCCcnJwQGBhZ7jZycHOTkfG+gUJq7YrLAAYPaVnoYu7YbO/ZjmR5Q8kVvBZ305MCBnoomVBWUqaPeD8R1z6POeaQqCw4Oxm+//YZPnz5BUVERLi4usg6JEFIGAwYMgIGBAY4ePYqVK1ey4+np6fD29sbWrVsBFJTqnT9/HqGhoTAwMGD3E3xhYmhoKHLn50eXL1+GsrIy2rdvL7LtyJEjGDBgAGbMmIH27dvD3d0dXC5X4vezfPlyfPjwAeHh4TAxMWHHLS0t4eDgUG6dPg8cOAALCwts374dAGBtbY27d+9ix44dsLOzE3tMcHAweDwe1q1bBzm5gvsOixYtwuDBg5GXlwdFRUX4+/vj9u3biIyMZD/rH+/W3b9/H506dcLo0aPZ7Q4ODnj48KHQfunp6RgzZgwOHTqEdevWicSjo6ODTp064cyZM1hLv6dUmBInToLbpV27dpXaxRMSEsDj8VCrVi2h8Vq1auFtEevm3L17Fx4eHggNDS3RNTZu3Ijff/+9rKFWOE35PBx4M1NkvHCZXkkXvS284K2eiiZ8bd2kG2wVR93zSHV07NgxTJs2DTk5OWjYsCHNgySkhD7bTkb+l8QKvaaCoS5qXz/88/0UFDB+/HgcPXoUK1asYFsse3t7g8fjSXXOYmBgIFq3bi0yzjAMjhw5gn379sHKygoNGjTAn3/+iXHjxkl0fj6fjzNnzmDMmDFCSZOAurp6sbH17Vv8l78HDx7EmDFjxG4LCgqCra2t0JidnZ3Y8kKB1q1bQ05ODkeOHMHEiRORnp6OEydOwNbWll0X6MKFC2jTpg22bNmCEydOQE1NDYMGDcLatWvZxLJjx444efIkHj16hLZt2yIyMhKXL18W+fxmzZqF/v37w9bWVmziBABt27b96Q0EIl0StVGS9VoHaWlpGDduHA4dOgR9ff0SHbNs2TI4Ozuzr1NTU6vGAo9y4j/r0pbpCVB5nqgfF7il0jxSleXl5cHZ2Rl79+4FUPAN9YkTJ3767TIhpED+l0TwYr/KOowiTZo0CVu3bsXt27fRrVs3AAV3gIYOHSqy1mZZfPz4UWxCc/36dWRmZrJ3ZsaOHQsPDw+JE6eEhAQkJSXByspK4tjatGnz0y/Qf/xSvrC4uDixX9qnpqYiKytL7N0zCwsL/PPPPxgxYgSmTZsGHo+HDh064PLly+w+kZGRuHv3LlRUVODn54eEhATMnDkT3759w5EjRwAAo0ePRkJCAn799VcwDIP8/HxMnz5dqFTvzJkzCAkJETt/rDATExN8/Pix2H2IdEmUOFlaWv40eUpMLPm3NPr6+pCXl0d8fLzQeHx8PIyMjET2j4iIwIcPH4S+ORXU7SsoKCAsLAz169cXOkZZWblKtuqWUxe/knlZyvQAWvBWnMIlejqWllSaR6qsuLg4jBgxgv0G0s3NDa6urmxZCSHk5xQMK37+nyTXtLKyQseOHeHp6Ylu3brh/fv3CAwMxJo1a6QaU1ZWlthSOU9PT4wcOZJdwsDBwQGLFy9GRESEyO9gxSlL4wcul4sGDRqU+vjSiIuLw5QpUzBhwgQ4ODggLS0Nrq6uGDZsGK5duwYOhwM+nw8OhwMvLy82iXV3d8ewYcPwxx9/gMvl4tatW9iwYQP++OMPtGvXDu/fv8e8efOwdu1arFq1Cv/++y/mzZuHa9eu/bRUkcvlIjMzsyLePvmPRInT77//LtVvM5SUlNC6dWsEBASwLcX5fD4CAgIwe/Zskf2trKzw4sULobGVK1ciLS0Nu3btqhp3ksTh5YkMcQole+9y3yEoKwgZTAY7VtIyvcJowdviCbrnEVJVffz4EQ8ePICmpiZOnDiBQYMGyTokQqqckpTMyZqTkxPmzJmDffv24ciRI6hfv75Up1IABV9uJyUlCY0lJibCz88PeXl52L9/PzvO4/Hg6emJ9evXAwA0NTXFNnZITk5mf480MDCAtrZ2kVMzilPWUj0jIyOxX9pramoWOVdr37590NLSwpYtW9ixkydPwszMDA8fPkT79u1hbGwMU1NTod+Vra2twTAMPn/+jIYNG2LVqlUYN24cJk+eDABo1qwZMjIyMHXqVKxYsQLBwcH48uWL0O94PB4Pd+7cwd69e5GTkwN5eXkABT+PwnPYSPmTKHEaNWoUDA0NpRqAs7MzJkyYgDZt2qBt27bYuXMnMjIy4OjoCAAYP348TE1NsXHjRqioqKBp06ZCxwvKT34cr1qKv4sXlBWEJH5SsfsQQki7du3g5eWF5s2bC3VxIoRULyNGjMC8efNw6tQpHD9+HDNmzJD6dIqWLVvi5MmTQmNeXl6oXbs2zp8/LzT+zz//YPv27VizZg3k5eXRqFEj/PPPPyLnDAkJgaWlJYCCZmCjRo3CiRMn4ObmJlIWmJ6eDhUVFbGLc5e1VO/HEjsAuHbtGjp06FDkMZmZmSJ37wUJjKD6qVOnTvD29kZ6ejo7Rys8PBxycnKoXbv2T8/DMAx69uwpcpPA0dERVlZWWLp0KbsvALx8+RItW7YsMmYifSWu3yiv+U0jR47Etm3b4OrqihYtWiA0NBT+/v7sH/hPnz4h9r9J+zWVoJseBxzISb70FiGkmsrJycHs2bOFfoEYPnw4JU2EVHPq6uoYOXIkli1bhtjY2GLXYiotOzs7vHr1Suiuk4eHB4YNG4amTZsKPZycnJCQkAB//4I51TNmzEB4eDjmzp2L58+fIywsDO7u7jh9+jQWLlzInm/9+vUwMzNDu3btcPz4cbx+/Rrv3r2Dp6cnWrZsifT0dLGxCUr1intoFDNfefr06YiMjMSSJUvw9u1b/PHHHzh37hwWLFjA7rN371707NmTfd2/f388fvwYa9aswbt37xASEgJHR0fUrVuXTV5Gjx4NPT09ODo64vXr17hz5w4WL16MSZMmsXeyBg4ciP379+PMmTOIiorCtWvXsGrVKgwcOBDy8vLQ0NAQ+XzV1NSgp6cncpMgMDAQvXv3LumPlEiBxF31ysPs2bPFluYBBQuUFackC5ZVZYJFbwFAjaMGVTlV5CJXxlFVH2He3kiPjpZ1GIRILDo6GkOHDsXDhw/h7++P169fQ0lJ6ecHEkKqBScnJ3h4eKBfv35imziUVbNmzdCqVSucO3cO06ZNQ3BwMJ49e4ZDhw6J7KulpYWePXvCw8MD/fv3R7169XDnzh2sWLECtra2yM3NhZWVFby9vYUW8NXV1cWDBw+wadMmrFu3Dh8/foSOjg6aNWuGrVu3SnV6SGEWFhb4+++/sWDBAuzatQu1a9fG4cOHhVqRJyQkICIign3do0cPnDp1Clu2bMGWLVugqqqKDh06wN/fn02K1NXVce3aNcyZMwdt2rSBnp4eRowYIdQVb+XKleBwOFi5ciWio6NhYGCAgQMHsmWOJRUUFISUlBQMGzasjJ8GkQSHKc+MqBJKTU2FlpYWUlJSoKmpKetwAADdd3+ES0YTobG/z7pid+gSHE85zpbp6cjp4O3mt0hOToa2tjY2bNhQovP/dv13fM1OgYGKFrUi/4GntTXbUU/XyormOJEqITAwEMOHD0d8fDy0tbVx+vRpoV9GCCE/l52djaioKFhYWJTbekFV3d9//43Fixfj5cuX1GSmkhk5ciRsbGzELpxLRBX3912S3ID+FlRSw106AfhepgcAHbhF196S0hF01ANA3fRIpccwDPbu3YsePXogPj4ezZo1w5MnTyhpIoSUi/79+2Pq1KmIpsqMSiU3NxfNmjUTKi0kFUOi5hCk4rQbZCn0Wp2jjrSXaUhOTpboPIUXvyVFUzc1RSO63U0qsZycHEybNg3Hjh0DUNCs5/Dhw1BTU5NxZISQ6qy4RWGJbCgpKWHlypWyDqNGojtOVcjFixfZ57T4LSE1i4KCAuLi4iAnJ4dt27bh1KlTlDQRQgghFYjuOFUhOTnfF7KlxW8JqRkYhgGHw4G8vDxOnTqF58+fo1u3brIOixBCCKlx6I5TZZAnvkte4Y56SS+S2DK9kix+ezMmFGNvbcK37FQAtPgtIVUNwzBwd3fHzJkz2TFdXV1KmgghhBAZoTtOlUERa2QFZQWxz2Oux7DPS1Km5xHuj4/pX9jXVKZHSNWRkZGByZMn48yZMwAK1mbq0aOHjKMihBBCajZKnCoBG56f2PHCHfUUcr//qEpSpico0ZMDB2bqBlSmR0gVERkZCXt7ezx//hwKCgrYsWMHunfvLuuwCCGEkBqPEicZ4/Pz0Tf/92L3UeeoQ4FT8KMqaZmeoJOenoomTnZzkU6w1UCYtzfuubqybcgzYmNlHBEh3129ehUODg5ISkqCoaEh/vzzT3Tu3FnWYRFCCCEElDjJXH52kthxBRUdQPzUp5+iTnpFu+fqyi54W5iShoYMoiHku927d2P+/PlgGAbt2rWDj48PTE1NZR0WIYQQQv5DzSEqoRvx8yEnV/qcljrpFU1wp4kjJwd1U1Oom5pC18qKFr8lMmdpWbB22+TJk3H79m1Kmggh1QaHw8H58+dlcu3c3Fw0aNAA9+/fl8n1SdHat28PHx8fWYchEUqcKqHXKdJJdqiTXtHUjI0x/fNnTP/8GZPevKHFb4lM5OV9n8fYp08fhISE4NChQyVep40QUvNMnDgRHA4H06dPF9k2a9YscDgcTJw4UWj/IUOGFHk+c3NzcDgccDgcqKmpoVWrVvD29i42BsExggY2hTVp0gQcDgdHjx5lx2JjY9G3r2y+yD1w4AAsLCzQsWNHkW3Tpk2DvLy82Pdb1Od269YtcDgcttMxUJCcbdmyBTY2NlBVVYW+vj46deqEI0eOCP07L23Pnz9H586doaKiAjMzM2zZsuWnxzx+/Bg9e/aEtrY2dHR0YGdnh2fPngntc+7cObRo0QKqqqqoW7cutm7dKrRd8Gfwx0eTJk3YfdLS0jB//nzUrVsXXC4XHTt2xOPHj4XOs3LlSri4uIDP55fhU6hYlDiRGiPM2xvp0dGyDoMQAMClS5dgaWmJiIgIdqxFixayC4gQUmWYmZnhzJkzyMrKYseys7Nx6tQp1KlTR+LzrVmzBrGxsXj69Cl++eUXjBw58qd3aMzMzHDkyBGhsQcPHiAuLk5kcW4jI6Ny/UIoN1f83AaGYbB37144OTmJbMvMzMSZM2ewZMkSeHp6lunadnZ22LRpE6ZOnYr79+/j0aNHmDVrFvbs2YNXr16V+tzFSU1NRe/evVG3bl0EBwdj69atWL16Nf73v/8VeUx6ejr69OmDOnXq4OHDh7h79y40NDRgZ2fHJnhXrlzBmDFjMH36dLx8+RJ//PEHduzYgb1797Ln2bVrF2JjY9nHv//+C11dXQwfPpzdZ/Lkybh27RpOnDiBFy9eoHfv3rC1tUV0od/D+vbti7S0NFy5cqUcPqHyQYlTJVREd3JSRvdcXdnnNKeJyAqfz8fvv/+OgQMH4sOHD9i8ebOsQyKEVDGtWrWCmZkZfH192TFfX1/UqVMHLVu2lPh8GhoaMDIygqWlJfbt2wcul4uLFy8We8yYMWNw+/Zt/Pvvv+yYp6cnxowZAwUF4ekGhUv1jh8/DnV1dbx7947dPnPmTFhZWSEzMxMA8PLlS/Tt2xfq6uqoVasWxo0bh4SEBHb/bt26Yfbs2Zg/fz709fVhZ2cnNsbg4GBERESgf//+Itu8vb3RuHFjuLi44M6dO0LvQxI7d+7EnTt3EBAQgFmzZqFFixaoV68eRo8ejYcPH6Jhw4alOu/PeHl5ITc3F56enmjSpAlGjRqFuXPnwt3dvchj3r59i8TERKxZswaNGjVCkyZN4Obmhvj4eHz8+BEAcOLECQwZMgTTp09HvXr10L9/fyxbtgybN28GwzAAAC0tLRgZGbGPJ0+eICkpCY6OjgCArKws+Pj4YMuWLejSpQsaNGiA1atXo0GDBti/fz8bj7y8PPr16yf2zmVlRc0hKiFluapzy7IqEcxvAkBzmohMpKSkYNy4cewvJLNmzSr2PzlCiAysnQOkim/cVG40dYBVeyQ6ZNKkSThy5AjGjBkDoCBpcXR0xK1bt8oUioKCAhQVFYu8iyNQq1Yt2NnZ4dixY1i5ciUyMzNx9uxZ3L59G8ePHy/yuPHjx+PSpUsYM2YM7t+/j6tXr+Lw4cMICgqCqqoqkpOT0aNHD0yePBk7duxAVlYWli5dihEjRuDGjRvseY4dO4YZM2bg3r17RV4rMDAQlpaW0BDzZamHhwfGjh0LLS0t9O3bF0ePHsWqVatK8AkJ8/Lygq2trdiEVVFREYqKimKP+/TpExo3blzsuZcvX47ly5eL3RYUFIQuXbpASUmJHbOzs8PmzZuRlJQEHR0dkWMaNWoEPT09eHh4YPny5eDxePDw8IC1tTXMzc0BADk5OVBVVRU6jsvl4vPnz/j48SO7X2EeHh6wtbVF3bp1AQD5+fng8XhQUVEROc/du3eFxtq2bYtNmzYV+zlUJpQ4ydp/2XthSpzSJ06FW5ET8dRNTWlOE6lwr1+/xpAhQ/Du3TsoKyvjwIEDQvMQCCGVRGoSkJTw8/1kbOzYsVi2bBl7p+DevXs4c+ZMmRKn3NxcbN++HSkpKSVadHvSpElYuHAhVqxYgT///BP169cvUcnxwYMH0bx5c8ydOxe+vr5YvXo1WrduDQDYu3cvWrZsiQ0bNrD7e3p6wszMDOHh4WwjnYYNG/50Ts/Hjx9hYmIiMv7u3Ts8ePCAvWM3duxYODs7Y+XKleBIWPbz7t07dOvWTaJjAMDExAShoaHF7qOrq1vktri4OFhYWAiN1apVi90mLnHS0NDArVu3MGTIEKz97wvkhg0b4urVq+xdQjs7OyxYsAATJ05E9+7d8f79e2zfvh1AwVy1HxOnmJgYXLlyBadOnRK6TocOHbB27VpYW1ujVq1aOH36NIKCgtCgQQORz+Hff/8Fn8+HnFzlL4SjxKmaoVbkhFQ+jx8/Ro8ePZCens6W17Rp00bWYRFCxNEU/YWzMl7TwMAA/fv3x9GjR8EwDPr37w99ff1SXX7p0qVYuXIlsrOzoa6ujk2bNqF///7YsGGDUALz+vVroTlU/fv3x7Rp03Dnzh14enpi0qRJJbqejo4OPDw8YGdnh44dO8LF5ft6k8+ePcPNmzehrq4uclxERASbOAkSreJkZWWJ3PUAChIxOzs79vPq168fnJyccOPGDfTs2bNE70GAEfMFeEkoKCiIJBHlLSsrC05OTujUqRNOnz4NHo+Hbdu2oX///nj8+DG4XC6mTJmCiIgIDBgwAHl5edDU1MS8efOwevVqsYnNsWPHoK2tLdJI48SJE5g0aRJMTU0hLy+PVq1awcHBAcHBwUL7cblc8Pl85OTkgMvllufblwpKnKoZakVOSOXTvHlzNG7cGKqqqjh37hwMDAxkHRIhpCgSlszJ0qRJkzB79mwAwL59+0p9nsWLF2PixInsnCLBXZfp06djxIgR7H4/3r1RUFDAuHHj4ObmhocPH8LPz6/E17xz5w7k5eURGxuLjIwMtpwuPT0dAwcOFDv/09jYmH3+YwMKcfT19fHixQuhMR6Ph2PHjiEuLk5oLhaPx4OnpyebOGlqarJ38wpLTk6GvLw8e31LS0u8FbM+5M+UtVTPyMgI8fHxQmOC10ZGRmKPOXXqFD58+ICgoCA2CTp16hR0dHTw119/YdSoUeBwONi8eTM2bNiAuLg4GBgYICAgAABQr149ofMxDANPT0+MGzdOqGQQAOrXr4/bt28jIyMDqampMDY2xsiRI0XOkZiYCDU1tSqRNAGUOFVb1Ir8uzBvb9xzdUVGbKysQyE1SHJyMjQ0NCAvLw9lZWX8/fff0NbWFpk0TQghpdWnTx/k5uaCw+EU2SChJPT19cXe/dDV1S22XAwoSN62bduGkSNHii0PE+f+/fvYvHkzLl68iKVLl2L27Nk4duwYgILGFz4+PjA3Ny/zv5ctW7bE/v37wTAMmwxevnwZaWlpePr0KeTl5dl9X758CUdHRyQnJ0NbWxuNGjXCmTNnkJOTI9QRMCQkBBYWFuzcpdGjR2P58uV4+vSpyDynvLw85Obmik3yylqq16FDB6xYsQJ5eXlsLNeuXUOjRo2K/DlkZmZCTk5OqBxR8PrHluDy8vLseoKnT59Ghw4dRL70u337Nt6/fy+2a6GAmpoa1NTUkJSUhKtXr4qUV758+bJUDU1kpfIXExJSRvdcXZH49i2Y//5RoI56pLw9e/YMrVq1EpporK+vT0kTIUSq5OXl8ebNG7x+/VooCfhRSkoKQkNDhR6l7SL3I2trayQkJIi0Ji9KWloaxo0bh7lz56Jv377w8vLC2bNn8eeffwIoaJqTmJgIBwcHPH78GBEREbh69SocHR3B4/Ekiq179+5IT08Xagnu4eGB/v37w8bGBk2bNmUfI0aMgLa2Nry8vAAUdA3kcDgYP348goOD8f79e3h6emLnzp1YuHAhe7758+ejU6dO6NmzJ/bt24dnz54hMjIS586dQ/v27YW6BxYmKNUr7lFc4jR69GgoKSnByckJr169wtmzZ7Fr1y44Ozuz+/j5+cHKyop93atXLyQlJWHWrFl48+YNXr16BUdHRygoKKB79+4AgISEBBw4cABv375FaGgo5s2bB29vb+zcuVMkBg8PD7Rr1w5NmzYV2Xb16lX4+/sjKioK165dQ/fu3WFlZcV23hMIDAxE7969i3yflQ0lTqTaE3TT48jJQdfKijrqkXIl+GYuKioKZ8+eRVqhbo6EECJtmpqa0NTULHafW7duoWXLlkKP33//XWox6OnplbjUat68eVBTU2PnTjVr1gwbNmzAtGnTEB0dDRMTE9y7dw88Hg+9e/dGs2bNMH/+fGhra0vcPEBPTw/29vZsMhQfH4+///4bQ4cOFdlXTk4O9vb28PDwAABoa2sjMDAQeXl5GDRoEFq0aIHdu3fD3d0d06ZNY49TVlbGtWvXsGTJEhw8eBDt27fHL7/8gt27d2Pu3Llikwpp0NLSwj///IOoqCi0bt0aCxcuhKurK6ZOncruk5KSgrCwMPa1lZUVLl68iOfPn6NDhw7o3LkzYmJi4O/vL1QGeezYMbRp0wadOnXCq1evcOvWLbRt21bo+ikpKfDx8SnyblNKSgpmzZoFKysrjB8/Hr/++iuuXr0q1GUwOjoa9+/fF0mmKjMOU9pZbVVUamoqtLS0kJKS8tN/aCpCbsYX3NwtXO95PPJveB3qCo9kD6Qz6VDnqCNiSwR7+7jwRM3CbsaEwjWkoAWogYoWfG3dyj3+ykpQnpebloaM2FgwfD7UTU0x/fNnWYdGqqn8/HwsXbqUbS/eu3dvnD59+qdlLoQQ2cjOzkZUVBQsLCzENhAg1cPz58/Rq1cvREREiG04QWRn6dKlSEpKKnbRXmkp7u+7JLkB3XGqRqij3neC8rz06Ggq0SPl7uvXr7Czs2OTpmXLluHy5cuUNBFCiIw1b94cmzdvRlRUlKxDIT8wNDRk26JXFVRwL2MxL89K7VzUUe+7wuV5asbGUNLQoBI9Ui7y8/PRpUsXvH37Furq6jh69KjYMhBCCCGyQWvmVU6F54pVFZQ4yRCfn4+wG8uK3SftRRo+BnxETkpOkfvcjAmFR7g/vmWnAqCOemHe3kiPjgYAqBkbU3keKVcKCgpYtWoVfv/9d/j5+f20vSwhhBBCqiYq1ZOh/OwkseM5zPf6yoSABGR/zWYXWCvcElPAI9wfH9O/gI+CfahMz5V9TuV5pDzk5eXh/fv37OvRo0fj2bNnlDQRQggh1RglTpVMQNJScDS02Nf8nIL5ORwOB7Vq1cLAgQNFjhGU6MmBg7rqhlSmV6iLGZXnEWmLi4tDz5490a1bN8TFxbHjNLmcEEIIqd6oVK+SeZU5EGqaBXeMkl4kIT81H0BB20k3N9EueTdjQvE1OwUAoKeiiZPdXCou2Ermx4Vu1U1N0WjYMBlHRaqTBw8eYOjQoYiJiYGmpibCw8OLXKGdEEIIIdUL3XGqxGKux7DPxZXoAdRJrzBa6JaUp//973/o2rUrYmJiYG1tjcePH6NLly6yDosQQgghFYQSp0qMl/N9hWxxJXoAddIrjBa6JeUhJycHU6dOxbRp05Cbm4vffvsNDx8+hKWlpaxDI4QQQkgFolK9Supd7jsw/zV7UNRURKtWrYrdnzrpCXfSm/TmjYwjItXFmjVrcOjQIXA4HKxfvx4uLi7gcDiyDosQQgghFYzuOFVSQVlB7HMO6Je0n6FOeqS8LF26FB07dsTly5exbNkySpoIITVaWFgYjIyMkFaoERORvYSEBBgaGuIzLcFSrihxqqTymDz2uRJHSYaRVA3USY9IC8MwuHr1KrsEgKamJu7evYs+ffrIODJCCCkQFxeHOXPmoF69elBWVoaZmRkGDhyIgICAEh3P4XCKfaxevbrIY5ctW4Y5c+ZAQ8yXlFZWVlBWVhbqOCpgbm6OnTt3ioyvXr0aLVq0kOr7Ky1vb29YWVlBRUUFzZo1w+XLl396TE5ODlasWIG6detCWVkZ5ubm8PT0ZLfn5eVhzZo1qF+/PlRUVGBjYwN/f3+R80RHR2Ps2LHQ09MDl8tFs2bN8OTJE3b7xIkTRX5Ohf9f0tfXx/jx48U2EiPSQ4lTFaDAoYrKooR5e8PT2po66RGpyMrKwsSJE9GnTx/s2rWLHae7TISQyuLDhw9o3bo1bty4ga1bt+LFixfw9/dH9+7dMWvWrBKdIzY2ln3s3LkTmpqaQmOLFi0Se9ynT59w6dIlTJw4UWTb3bt3kZWVhWHDhuHYsWMyfX+lcf/+fTg4OMDJyQlPnz7FkCFDMGTIELx8+bLY40aMGIGAgAB4eHggLCwMp0+fRqNGjdjtK1euxMGDB7Fnzx68fv0a06dPh729PZ4+fcruk5SUhE6dOkFRURFXrlzB69evsX37dujo6Ahdq0+fPkI/p9OnTwttd3R0hJeXFxITE6XwiRBx6DfySkhVmX5JKylBJz0BKtMjpfXp0yfY29sjJCQEcnL0nRIhpHKaOXMmOBwOHj16BDU1NXa8SZMmmDRpEoCCRbl5PB7Onj3Lbs/Ly4OxsTHc3d0xfvx4dlxLSwscDqdESyucO3cONjY2MDU1Fdnm4eGB0aNHo2vXrpg3bx6WLl1abu+vPOzatQt9+vTB4sWLAQBr167FtWvXsHfvXhw4cEDsMf7+/rh9+zYiIyOhq6sLoODOWmEnTpzAihUr0K9fPwDAjBkzcP36dWzfvh0nT54EAGzevBlmZmY4cuQIe5yFhYXI9ZSVlYv9OTVp0gQmJibw8/ODk5NTyd88KTFKnCohx4HaeC/rIKqIwp30dCwtqUyPlMrNmzcxYsQIJCQkQF9fH2fPnkWPHj1kHRYhRAZOtGmDDDGlZuVJzcgI4wqVZRUlMTER/v7+WL9+vVBSIaCtrQ0AGDNmDIYPH4709HSoq6sDAK5evYrMzEzY29uXOs7AwEC0adNGZDwtLQ3e3t54+PAhrKyskJKSgsDAQHTu3Fmi85f0/Ynj5eWFadOmFXv+K1euFBlTUFAQnJ2dhcbs7Oxw/vz5Is934cIFtGnTBlu2bMGJEyegpqaGQYMGYe3ateByuQAKSvl+XCCdy+Xi7t27Quexs7PD8OHDcfv2bZiammLmzJmYMmWK0HG3bt2CoaEhdHR00KNHD6xbtw56enpC+7Rt2xaBgYGUOJUTSpxkic+IDMllZKBrK1W8T674cKoy6qRHSoNhGOzYsQNLliwBj8dD69at4ePjg7p168o6NEKIjGTExbFdWiub9+/fg2EYWFlZFbufnZ0d1NTU4Ofnh3HjxgEATp06hUGDBomdm1RSHz9+FJs4nTlzBg0bNkSTJk0AAKNGjYKHh4fEiVNJ3584gwYNQrt27YrdR9ydMoG4uDjUqlVLaKxWrVpi52sJREZG4u7du1BRUYGfnx8SEhIwc+ZMfPv2jb17ZGdnB3d3d3Tp0gX169dHQEAAfH19wePxhM6zf/9+ODs7Y/ny5Xj8+DHmzp0LJSUlTJgwAUBBmd5vv/0GCwsLREREYPny5ejbty+CgoIgLy/PnsvExESoDJBIFyVOshQv2vmEplIQUnFev37NJk0TJkzA/v372W8JCSE1k1oJStZkdU1B05qfUVBQwIgRI+Dl5YVx48YhIyMDf/31F86cOVOWMJGVlSVy9wQAPD09MXbsWPb12LFj0bVrV+zZs0eiRK2k708cDQ2NMiWFpcHn88HhcODl5QUtLS0AgLu7O4YNG4Y//vgDXC4Xu3btwpQpU2BlZQUOh4P69evD0dFRqIEEn89HmzZtsGHDBgBAy5Yt8fLlSxw4cIBNnEaNGsXu36xZMzRv3hz169fHrVu30LNnT3Ybl8tFZmZmRbz9GokSJ1ni80WGlOVExwgh5aNJkybYuXMnOBwOW1dPCKnZSlIyJysNGzYEh8PB20Jze4syZswYdO3aFV++fMG1a9fA5XLL3B1UX18fSUlJQmOvX7/GgwcP8OjRI6F5TTweD2fOnGHLzTQ1NZGSkiJyzuTkZDbpkOT9/aispXpGRkaIj48XGouPjy92TpGxsTFMTU3Z+AHA2toaDMPg8+fPaNiwIQwMDHD+/HlkZ2fj27dvMDExgYuLC+rVqyd0nsaNGwud29raGj4+PkVeu169etDX18f79++FEqfExEQYGBgUeRwpG5oBLUvpqSJDSpyCxCnpRRLyU/MrOqIq48dueoSU1NWrV/H69Wv29ezZszFr1ixKmgghlZ6uri7s7Oywb98+ZGRkiGxPTk5mn3fs2BFmZmY4e/YsvLy8MHz4cCgqKpbp+i1bthT69xMoaArRpUsXPHv2DKGhoezD2dkZHh4e7H6NGjVCcHCwyDlDQkJgaWkp8fv70aBBg4SuL+4hrsxQoEOHDiLtzq9du4YOHToUeUynTp0QExOD9PR0diw8PBxycnKoXbu20L4qKiowNTVFfn4+fHx8MHjwYKHzhIWFCe0fHh5ebNn458+f8e3bNxgbGwuNv3z5Ei1btizyOFI2lDjJUuy/RW6KuR7DPldWVq6IaKoUQTc95r+7dtRNj/wMwzDYsGED+vbtC3t7e7HffBJCSGW3b98+8Hg8tG3bFj4+Pnj37h3evHmD3bt3i/ySP3r0aBw4cADXrl3DmDFjynxtOzs7BAUFsfNz8vLycOLECTg4OKBp06ZCj8mTJ+Phw4d49eoVAGDBggX4+++/sX79erx58wYvX77EihUrEBQUhHnz5pXq/RWmoaGBBg0aFPsorhR73rx58Pf3x/bt2/H27VusXr0aT548wezZs9l9li1bJtSRcPTo0dDT04OjoyNev36NO3fuYPHixZg0aRJ7rYcPH8LX1xeRkZEIDAxEnz59wOfzsWTJEvY8CxYswIMHD7Bhwwa8f/8ep06dwv/+9z+2/Xp6ejoWL16MBw8e4MOHDwgICMDgwYPRoEED2NnZsefJzMxEcHAwevfuXaKfJ5EcJU6ypFB0pSQv5/ukwYEDB1ZENFVK4W56ulZW1E2PFCstLQ3Dhg3DihUrwDAMunXrJrZOnxBCKrt69eohJCQE3bt3x8KFC9G0aVP06tULAQEB2L9/v9C+Y8aMwevXr2FqaopOnTqV+dp9+/aFgoICrl+/DqCgG9y3b9/EduqztraGtbU1e9epY8eOuHLlCq5cuYJOnTqhW7duuH//PgICAtC0adNSvT9p6tixI5uw2NjY4M8//8T58+eFYouNjcWnT5/Y1+rq6rh27RqSk5PRpk0bjBkzBgMHDsTu3bvZfbKzs7Fy5Uo0btwY9vb2MDU1xd27d4U6BP7yyy/w8/PD6dOn0bRpU6xduxY7d+5kk115eXk8f/4cgwYNgqWlJZycnNC6dWsEBgYKfbn+119/oU6dOhI35SAlx2HKMhOvCkpNTYWWlhZSUlKgqakp01hy//HCzWDhetzjkX/D61BXzHOZh7zUPChqKmLXpl1FnAH47frv+JqdAgMVLfjaVu/VosO8vXHP1RW5aWnIiI0Fw+dD3dQU0z+LNtkgRCAsLAz29vZ48+YNlJSUsHfvXpEWr4SQmic7OxtRUVGwsLCgL1IksG/fPly4cAFXr16VdSjkB+3bt8fcuXMxevRoWYdS6RT3912S3ICaQ5Aq48fFbgEq0SPFu3jxIsaOHYvU1FSYmJjAx8cH7du3l3VYhBBSZU2bNg3JyclIS0ur8C52pGgJCQn47bff4ODgIOtQqjVKnEiVUbg8T83YGEoaGlSiR4rEMAzc3d2RmpqKX3/9Fd7e3sV2RyKEEPJzCgoKWLFihazDID/Q19cXmjdFygclTqTKUTM2pvI88lMcDgdnz57F7t274erqCiUlJVmHRAghhJAqjJpDVELvct+BQfFTz27GhGLsrU34li3a0rw6CvP2rrQruZPK4/Xr19i8eTP72tDQEOvWraOkiRBCCCFlRnecKqGgrCD2OQfi15bxCPfHx/Qv7GtVherdsvyeqyv7nOY1EXF8fHwwceJEpKenw9zcHCNHjpR1SIQQQgipRuiOUyWUx+Sxz5U44r8pz8zPAQDIgYO66oZwsuxbIbHJimB+EwCa10SE8Hg8LF++HMOGDUN6ejq6deuGHj16yDosQgghhFQzdMepEkp6kYT81HwAgALn+4/oZkwoPML9kZmfw5bo6alo4mQ3F5nEWV4Ktx0XyIiNBQCom5qi0bBhsgqNVDKJiYkYPXo02xbX2dkZmzdvhkIxa6QRQgghhJQG/XZRySjzcxFzPeb760ILm/1YngdUzxI9cW3HBahMjwg8e/YM9vb2iIqKApfLxeHDh2ntCkIIIYSUGyrVq2T6/3sdvBwe+3rgwIHs88LleQYqWtW2RK9w23F1U1P2oWtlRWV6hBUVFcUuZhcUFERJEyGElMLEiRMxZMiQMp8nNzcXDRo0wP3798seFJGq9u3bw8fHR9ZhVAuUOFUyNkmv2OeKmopo1aoVgIIyva/ZKQAKyvN8bd1wspsLupvYyCTO8hDm7Q1Pa2u2LE/QdlzwmPTmDZXpEdaQIUNw/PhxPHnyBDY21efvASGEFOfr16+YMWMG6tSpA2VlZRgZGcHOzg737t0r1fl27dqFo0ePljmuAwcOwMLCAh07dhTZNm3aNMjLy8Pb21tkW1GJ261bt8DhcJCcnMyO5ebmYsuWLbCxsYGqqir09fXRqVMnHDlyBHl5eSLnkJbnz5+jc+fOUFFRgZmZGbZs2fLTYwICAtCxY0doaGjAyMgIS5cuRX5+vsTn3blzJxo1agQulwszMzMsWLAA2dnZ7HYej4dVq1bBwsICXC4X9evXx9q1a8Ew37szr1y5Ei4uLuDz+WX4FAhAiVOlI6fGFTvuEe7PPq+O5XnA9xI95r+/2FSWRwr7+vUrRowYgX///ZcdGzduHHR1dWUYFSGEVKyhQ4fi6dOnOHbsGMLDw3HhwgV069YN3759K9X5tLS0oK2tXaaYGIbB3r174eTkJLItMzMTZ86cwZIlS+Dp6Vnqa+Tm5sLOzg6bNm3C1KlTcf/+fTx69AizZs3Cnj178OrVq5+fpBRSU1PRu3dv1K1bF8HBwdi6dStWr16N//3vf0Ue8+zZM/Tr1w99+vTB06dPcfbsWVy4cAEuLi4SnffUqVNwcXGBm5sb3rx5Aw8PD5w9exbLly9n99m8eTP279+PvXv34s2bN9i8eTO2bNmCPXv2sPv07dsXaWlpuHLlipQ/nZqH5jhVMjpzxwCPboqMC8r0AFTL8jxAuERPx9KSyvIIKzg4GPb29vj333+RkJCAGzduyDokQgipcMnJyQgMDMStW7fQtWtXAEDdunXRtm1bdp9Fixbh7du3uHTpEoCCOxYLFizAlStX0KdPHwBAgwYN4OLigsmTJ2PixIlITk7G+fPnAQDdunVD8+bNoaKigsOHD0NJSQnTp0/H6tWri4wrODgYERER6N+/v8g2b29vNG7cGC4uLjAxMcG///4LMzMzid/7zp07cefOHTx58gQtW7Zkx+vVq4fhw4cjNzdX4nOWhJeXF3Jzc+Hp6QklJSU0adIEoaGhcHd3x9SpU8Uec/bsWTRv3hyu/y2l0qBBA2zZsgUjRoyAm5sbNDQ0SnTe+/fvo1OnTmwpurm5ORwcHPDw4UP2Wvfv38fgwYPZz97c3BynT5/Go0eP2H3k5eXRr18/nDlzRuzPiJQc3XGqZNT6dCp2u4GKVrUqzxMovMCtmrExleUR1tGjR9GpUyf8+++/aNiwodC3aIQQUpOoq6tDXV0d58+fR05Ojth9unbtirt374LHK5gvffv2bejr6+PWrVsAgOjoaERERKBbt25FXufYsWNQU1PDw4cPsWXLFqxZswbXrl0rcv/AwEBYWlpCQ0yliIeHB8aOHQstLS307du31GWBXl5esLW1FUqaBBQVFaGmpib2uE+fPrGfW1GPDRs2FHndoKAgdOnSRWghdTs7O4SFhSEpKUnsMTk5OVBRUREa43K5yM7ORnBwcInP27FjRwQHB7NJUGRkJC5fvox+/fqxx3Ts2BEBAQEIDw8HUHC36+7du+jbV/hL9rZt2yIwMLDI90lKhu44kUqBFrglP8rNzYWzszP27dsHABgwYABOnDhR5pISQggpzvw2h5EUl16h19QxUsfOJ5N/up+CggKOHj2KKVOm4MCBA2jVqhW6du2KUaNGoXnz5gCAzp07Iy0tDU+fPkXr1q1x584dLF68mL2jdOvWLZiamqJBgwZFXqd58+Zwc3MDADRs2BB79+5FQEAAevXqJXb/jx8/wsTERGT83bt3ePDgAXx9fQEAY8eOhbOzM1auXAkOh/PT9/vjuYpL9opiYmKC0NDQYvcpruQ7Li4OFhYWQmO1atVit+no6IgcY2dnh507d+L06dMYMWIE4uLisGbNGgBA7H/zuEty3tGjRyMhIQG//vorGIZBfn4+pk+fLlSq5+LigtTUVFhZWUFeXh48Hg/r16/HmDFjRD6Hf//9F3w+H3JydN+ktChxIpUCLXBLCvv69St+++033L17FwDg5uYGV1dX+seeEFLukuLS8S067ec7ysjQoUPRv39/BAYG4sGDB7hy5Qq2bNmCw4cPY+LEidDW1oaNjQ1u3boFJSUlKCkpYerUqXBzc0N6ejpu377NlvkVRZCECRgbG+PLly9F7A1kZWWJ3GEBAE9PT9jZ2UFfXx8A0K9fPzg5OeHGjRvo2bOnRO+7cLMDSSgoKBSbJJaH3r17Y+vWrZg+fTrGjRsHZWVlrFq1CoGBgRL9P3br1i1s2LABf/zxB9q1a4f3799j3rx5WLt2LVatWgUAOHfuHLy8vHDq1Cm23G/+/PkwMTHBhAkT2HNxuVzw+Xzk5OSAyxU/n578HCVOlczz5y+Ql1p+nWEqG8Fit7TALSlMTU0NaWlp0NTUxIkTJzBo0CBZh0QIqSF0jNQr/TVVVFTQq1cv9OrVC6tWrcLkyZPh5uaGiRMnAiiYp3Tr1i0oKyuja9eu0NXVhbW1Ne7evYvbt29j4cKFxZ5fUVFR6DWHwym2I5u+vj5evHghNMbj8XDs2DHExcUJLUrO4/Hg6enJJk6ampr4+PGjyDmTk5MhLy/PluBZWlribRFrPBbn06dPaNy4cbH7LF++XOguTmFGRkaIj48XGhO8NjIyKvKczs7OWLBgAWJjY6Gjo4MPHz5g2bJlqFevXonPu2rVKowbNw6TJxfcjWzWrBkyMjIwdepUrFixAnJycli8eDFcXFwwatQodp+PHz9i48aNQolTYmIi1NTUKGkqI0qcKpmrV6+yz+WV5WUYScX4cbFbKtOr2RiGAYfDgaqqKvz8/JCbm4tGjRrJOixCSA1SkpK5yqZx48ZsKR5QMM/J09MTCgoKbEOIbt264fTp0wgPDy9VyVtxWrZsif3797P/hgPA5cuX2ZJBefnvv8+8fPkSjo6OSE5Ohra2Nho1aoQzZ84gJycHysrfuwaHhITAwsKCTeJGjx6N5cuX4+nTpyLznPLy8pCbmyt2nlNZS/U6dOiAFStWIC8vj43l2rVraNSokdgyvcI4HA5bwnj69GmYmZmxy8yU5LyZmZkid6gEn6XgDlxR+/yY6L58+VLs/DAiGap7qWRyc79P9jSxFa0Xrm4Kd9KjBW5rrpycHEydOlVogq6FhQUlTYQQUsi3b9/Qo0cPnDx5Es+fP0dUVBS8vb2xZcsWDB48mN2vS5cuSEtLw6VLl9gkqVu3bvDy8oKxsTEsLS2lGlf37t2Rnp4u1BLcw8MD/fv3h42NDZo2bco+RowYAW1tbXh5eQEAxowZAw6Hg/HjxyM4OBjv37+Hp6cndu7cKXRnbP78+ejUqRN69uyJffv24dmzZ4iMjMS5c+fQvn17vHv3TmxsglK94h7FJU6jR4+GkpISnJyc8OrVK5w9exa7du2Cs7Mzu4+fnx+srKyEjtu6dStevHiBV69eYe3atdi0aRN2797NJj4lOe/AgQOxf/9+nDlzBlFRUbh27RpWrVqFgQMHsucZOHAg1q9fj7///hsfPnyAn58f3N3dYW9vLxRPYGAgevfuXezPkfwc3XGqpBQ0FaDTrOAbh8KL31YXP5boCTrpkZonOjoaQ4cOxcOHD6GgoIDRo0eLTJglhBBS0FWvXbt22LFjByIiIpCXlwczMzNMmTJFqNRMR0cHzZo1Q3x8PPsLfZcuXcDn8386v6k09PT0YG9vDy8vL2zcuBHx8fH4+++/cerUKZF95eTkYG9vDw8PD8yaNQva2toIDAyEi4sLBg0ahJSUFDRo0ADu7u5C60IpKyvj2rVr2LFjBw4ePIhFixZBVVUV1tbWmDt3Lpo2bSr19wUUrHP1zz//YNasWWjdujX09fXh6uoq1Io8JSUFYWFhQsdduXIF69evR05ODmxsbPDXX38JdboryXkFTTRWrlyJ6OhoGBgYsImSwJ49e7Bq1SrMnDkTX758gYmJCaZNm8a2QgcK/p+9f/8+Tp48WR4fUY3CYUo7266KSk1NhZaWFlJSUqCpqSnTWHL/8cLN4GlCY/fTJ+NrUi4UNBVg42IDJ20njL21CR/TCyZl1lU3xMluLuJOV6V4WlsLlejpWllR4lQDBQYGYvjw4YiPj4eOjg5Onz4NOzs7WYdFCKkBsrOzERUVBQsLC7GNDYhknj9/jl69eiEiIgLq6hU/T4wUbenSpUhKSip20d7qrri/75LkBlSqVwVUx8VvqUSvZhOsMt+jRw/Ex8ejefPmePLkCSVNhBBSRTVv3hybN29GVFSUrEMhPzA0NMRa+j1LKqhUrwqpjovfUolezTR9+nT2my8HBwccOnSoyMULCSGEVA2Crn6kcvlZF0VScnTHiRBS4X755RfIy8vD3d0dXl5elDQRQgghpNKjO06EkAqRnZ3N1hVPnjwZv/76q0gXIkIIIYSQyoruOFVy1bWjXnp0tKzDIBWEYRhs374dzZo1w7dv39hxSpoIIYQQUpVQ4lTJeYT7s89VFZSL2bPquFeoRSYteFu9ZWRkYPTo0Vi0aBHev3+P48ePyzokQgghhJBSoVK9Sq46d9QDQN30qrHIyEjY29vj+fPnUFBQwM6dOzFz5kxZh0UIIYQQUiqUOFUyKSmpAETXk6iOHfXUTU3RaNgwWYdBysHVq1fh4OCApKQk1KpVC97e3ujcubOswyKEEEIIKTVKnCopOWU5KHIUZR0GIRLz9vbGyJEjwTAM2rVrBx8fH5iamso6LEIIIYSQMqE5TpWUvq0+OnA7yDoMQiTWs2dPWFhYYOrUqbh9+zYlTYQQUgkdPXoU2traZT5Pbm4uGjRogPv375c9KCJV7du3h4+Pj6zDqFYocaqEFDQVYNzMGA2VGso6FKkK8/aGp7U1MmJjZR0KkbK4uDj2ua6uLh4/foyDBw9CWbl6NDQhhJDKJC4uDnPmzEG9evWgrKwMMzMzDBw4EAEBASU+x8iRIxEeHg4A6NatGzgcTpGPbt26FXmeAwcOwMLCAh07dhTZNm3aNMjLy8Pb21tk28SJEzFkyBCR8Vu3boHD4SA5OZkdy83NxZYtW2BjYwNVVVXo6+ujU6dOOHLkCPLy8kr8niX1/PlzdO7cGSoqKjAzM8OWLVt+eszjx4/Rs2dPaGtrQ0dHB3Z2dnj27Bm7ffXq1WI/48LrGebl5WHNmjWoX78+VFRUYGNjA39/f6Hr3LlzBwMHDoSJiQk4HA7Onz8vEsvKlSvh4uICPp9f+g+BCKHEiVSYe66uSHz7Fsx/f4Gpo171cPHiRTRq1Aj/+9//2DFdXV0ZRkQIIdXXhw8f0Lp1a9y4cQNbt27Fixcv4O/vj+7du2PWrFklPg+Xy4WhoSEAwNfXF7GxsYiNjcWjR48AANevX2fHfH19xZ6DYRjs3bsXTk5OItsyMzNx5swZLFmyBJ6enqV4pwVyc3NhZ2eHTZs2YerUqbh//z4ePXqEWbNmYc+ePXj16lWpz12c1NRU9O7dG3Xr1kVwcDC2bt2K1atXC/1f96P09HT06dMHderUwcOHD3H37l1oaGjAzs6OTfAWLVrEfq6CR+PGjTF8+HD2PCtXrsTBgwexZ88evH79GtOnT4e9vT2ePn3K7pORkQEbGxvs27evyHj69u2LtLQ0XLlyRQqfCAFojhOpQIJuehw5OehYWlJHvSqOz+djzZo1+P333wEA586dw5QpU8DhcGQcGSGEVF8zZ84Eh8PBo0ePhO5SNGnSBJMmTWJfu7u748iRI4iMjISuri4GDhyILVu2QF1dHUBBqd78+fORnJws9GVXdnY2AEBPTw9GRkbFxhIcHIyIiAj0799fZJu3tzcaN24MFxcXmJiY4N9//4WZmZnE73fnzp24c+cOnjx5gpYtW7Lj9erVw/Dhw5GbmyvxOUvCy8sLubm58PT0hJKSEpo0aYLQ0FC4u7tj6tSpYo95+/YtEhMTsWbNGva9urm5oXnz5vj48SMaNGgAdXV19mcAAM+ePcPr169x4MABduzEiRNYsWIF+vXrBwCYMWMGrl+/ju3bt+PkyZMACpKivn2L77YsLy+Pfv364cyZM2J/RkRylDiRchfm7Y17rq5siZ6asTEmvXkj46hIWSQnJ2PcuHG4dOkSAGDOnDnYvn07JU2EkCpv+qY4JKbyKvSaupryOOBSfJICAImJifD398f69euFkiaBwnOW5OTksHv3blhYWCAyMhIzZ87EkiVL8Mcff0gt7sDAQFhaWkJDTAWJh4cHxo4dCy0tLfTt2xdHjx7FqlWrJL6Gl5cXbG1thZImAUVFRSgqim+k9enTJzRu3LjYcy9fvhzLly8Xuy0oKAhdunSBkpISO2ZnZ4fNmzcjKSkJOjo6Isc0atQIenp68PDwwPLly8Hj8eDh4QFra2uYm5uLvc7hw4dhaWkp1Hk2JycHKirCHZa5XC7u3r1b7PsRp23btti0aZPExxHxKHEi5U5QoidAJXpV26tXr2Bvb493795BWVkZBw8exIQJE2QdFiGESEViKg8JyRWbOJXU+/fvwTAMrKysfrrv/Pnz2efm5uZYt24dpk+fLtXE6ePHjzAxMREZf/fuHR48eMCW+I0dOxbOzs5YuXKlxF+wvXv3rtg5VkUxMTFBaGhosfsUV1YeFxcHCwsLobFatWqx28QlThoaGrh16xaGDBmCtf9V1TRs2BBXr16FgoLor9zZ2dnw8vKCi4uL0LidnR3c3d3RpUsX1K9fHwEBAfD19QWPJ/mfS8HdPj6fDzk5mqFTVpQ4kXJHJXrVx7dv39CxY0ekpqaiTp068PX1RevWrWUdFiGESI2upnylvSbDMCU+5/Xr17Fx40a8ffsWqampyM/PR3Z2NjIzM6GqqlraUIVkZWWJ3BkBAE9PT9jZ2UFfXx8A0K9fPzg5OeHGjRvo2bOnRNeQ5D0XpqCggAYNGpTq2NLKysqCk5MTOnXqhNOnT4PH42Hbtm3o378/Hj9+DC6XK7S/n58f0tLSRL583LVrF6ZMmQIrKytwOBzUr18fjo6OpZorxuVywefzkZOTI3J9IjlKnEiFoRK9qk9PTw8uLi64du0azp49CwMDA1mHRAghUlWSkjlZadiwITgcDt4WquIQ58OHDxgwYABmzJiB9evXQ1dXF3fv3oWTkxNyc3Olljjp6+vjxYsXQmM8Hg/Hjh1DXFyc0F0WHo8HT09PNnHS1NTEx48fRc6ZnJwMeXl5thTR0tLyp+9XnLKW6hkZGSE+Pl5oTPC6qLlfp06dwocPHxAUFMTe3Tl16hR0dHTw119/YdSoUUL7Hz58GAMGDGDvZAkYGBjg/PnzyM7Oxrdv32BiYgIXFxfUq1ev2PcjTmJiItTU1ChpkhJKnEiZCeYwCe4s/Yjaj1dtiYmJSEtLQ926dQEALi4uWLx4sdiyA0IIIeVHV1cXdnZ22LdvH+bOnSsyzyk5ORna2toIDg4Gn8/H9u3b2V/gz507J/V4WrZsif3794NhGLYE7/Lly0hLS8PTp08hL//9TtrLly/h6OjIxtioUSOcOXMGOTk5QktXhISEwMLCgp27NHr0aCxfvhxPnz4VmeeUl5eH3NxcsfO9ylqq16FDB6xYsQJ5eXlsLNeuXUOjRo3ElukBBZ0E5eTkhMoRBa9/bAkeFRWFmzdv4sKFC0XGoKKiAlNTU+Tl5cHHxwcjRowo9v2I8/LlS7Hzw0jpULEjKTPBHKb06GixD2o/XnU9e/YMbdq0wcCBA5GRkQEA4HA4lDQRQoiM7Nu3DzweD23btoWPjw/evXuHN2/eYPfu3ejQoQMAoEGDBsjLy8OePXsQGRmJEydOCHVtk5bu3bsjPT1dqCW4h4cH+vfvDxsbGzRt2pR9jBgxAtra2vDy8gIAjBkzBhwOB+PHj0dwcDDev38PT09P7Ny5EwsXLmTPN3/+fHTq1Ak9e/bEvn378OzZM0RGRuLcuXNoqUDvnwAAf1ZJREFU37493r17JzY2QalecY/iEqfRo0dDSUkJTk5OePXqFc6ePYtdu3bB2dmZ3cfPz09ovlmvXr2QlJSEWbNm4c2bN3j16hUcHR2hoKCA7t27C53f09MTxsbGYjvjPXz4EL6+voiMjERgYCD69OkDPp+PJUuWsPukp6cjNDSUTQ6joqIQGhqKT58+CZ0rMDAQvXv3LvJ9EslQ4kTKrPAcJnVTU7EPXSsrmttUxZw6dQodOnRAVFQU0tPTEUt3DgkhRObq1auHkJAQdO/eHQsXLkTTpk3Rq1cvBAQEYP/+/QAAGxsbuLu7Y/PmzWjatCm8vLywceNGqceip6cHe3t7NhmKj4/H33//jaFDh4rsKycnB3t7e3h4eAAo6AAYGBiIvLw8DBo0CC1atMDu3bvh7u6OadOmsccpKyvj2rVrWLJkCQ4ePIj27dvjl19+we7duzF37lw0bdpU6u8LALS0tPDPP/8gKioKrVu3xsKFC+Hq6irUijwlJQVhYWHsaysrK1y8eBHPnz9Hhw4d0LlzZ8TExMDf3x/Gxsbsfnw+H0ePHsXEiROF7soJZGdnY+XKlWjcuDHs7e1hamqKu3fvCnVNFLRnF9xNcnZ2RsuWLeHq6sruEx0djfv378PR0VGaH02NxmFKO+uuikpNTYWWlhZSUlKgqakp01hy//HCzeBpQmNXokeAr64OGxcbOGk74bfrv+NrdgoMVLTga+smo0i/E1eWlxEbC4bPh7qpKaZ//izD6Ig05OfnY+nSpXB3dwcA9O7dG6dPn6ZFbQkh1Up2djaioqJgYWEhtsEBKZnnz5+jV69eiIiIEFqfiMje0qVLkZSUVOyivTVFcX/fJckNqN6GSOTH1uKFUSle1ff161eMHDkSN2/eBAAsW7YMa9euFfuNGCGEENK8eXNs3rwZUVFRaNasmazDIYUYGhoKlRaSsqPEiUikcFmeWqHbzkoaGlSKVw3MnDkTN2/ehJqaGo4dOya23IIQQggpbOLEibIOgYhReK4YkQ5KnEiJhXl7Iz06GkBBa3Eqy6t+du7cifj4eOzfvx9NmjSRdTiEEEIIIZUGNYcgJXav0IRDKsurHnJzc3Hx4kX2tampKe7cuUNJEyGEEELIDyhxkqGYhLuyDkEihRtCUFle1RcXF4eePXti0KBB8PHxkXU4hBBCCCGVGpXqyQifn4+wjyeK3edmTCi+ZqdUUEQlp25qikbDhsk6DFIGQUFBGDZsGGJiYqCpqSm0+CAhhBBCCBFFd5xkJD87Sex4Hl8JcspyUOQowiPcnx1XVaBfbIl0/O9//0PXrl0RExMDa2trPH78GAMGDJB1WIQQQgghlRolTpXIi6Q2YCAHfVt9dOB2QGZ+DrvNyVJ0ZWlCJJGTk4MpU6Zg2rRpyMvLw2+//YaHDx/C0tJS1qERQgghhFR6lDhVIp8z60FBUwHGzYzRUKkhO26gooXuJjYyiyvM2xue1tbIiI2VWQyk7K5fv47Dhw+Dw+Fgw4YN+PPPP6FBTT4IIYQQQkqEEifyU4JFbxk+HwB11Kuq+vfvD1dXV1y+fBnLli0Dh8ORdUiEEEJkaPXq1WjRokWZz/Pt2zcYGhriw4cPZT4XkZ7c3FyYm5vjyZMnsg6l2qDEifxU4UVvda2sqKNeFcEwDP73v/8hLi6OHfv999/Rp08fGUZFCCGkLCZOnAgOhwMOhwNFRUXUqlULvXr1gqenJ/j/fcFZUosWLUJAQAAAwNzcnD2vuEdxi9yuX78egwcPhrm5ucg2Ozs7yMvL4/HjxyLbunXrhvnz54uMHz16FNra2kJjqampWLFiBaysrKCiogIjIyPY2trC19cXDMNI8rYlcuvWLbRq1QrKyspo0KABjh49+tNjrl69ivbt20NDQwMGBgYYOnSoSFK5b98+WFtbg8vlolGjRjh+/LjIeby9vdn326xZM1y+fFloe3p6OmbPno3atWuDy+WicePGOHDgALtdSUkJixYtwtKlS0v13okoSpxIiakZG2PSmzfUUa8KyMrKwsSJEzFt2jQMHz4ceXl5sg6JEEKIlPTp0wexsbH48OEDrly5gu7du2PevHkYMGAA8vPzS3wedXV16OnpAQAeP36M2NhYxMbGsktUhIWFsWO7du0Se47MzEx4eHjAyclJZNunT59w//59zJ49G56enqV4pwWSk5PRsWNHHD9+HMuWLUNISAju3LmDkSNHYsmSJUhJKZ8OxFFRUejfvz+6d++O0NBQzJ8/H5MnT8bVq1eLPWbw4MHo0aMHQkNDcfXqVSQkJOC3335j99m/fz+WLVuG1atX49WrV/j9998xa9YsoXUV79+/DwcHBzg5OeHp06cYMmQIhgwZgpcvX7L7ODs7w9/fHydPnsSbN28wf/58zJ49GxcuXGD3GTNmDO7evYtXr15J+dOpmShxIqSa+fjxI3799VccP34ccnJysLe3h4ICrTxACCHVhbKyMoyMjGBqaopWrVph+fLl+Ouvv3DlyhWhOyLJycmYPHkyDAwMoKmpiR49euDZs2fs9sKlegYGBjAyMoKRkRF0dXUBAIaGhuyYlpaW2FguX74MZWVltG/fXmTbkSNHMGDAAMyYMQOnT59GVlZWqd7v8uXL8eHDBzx8+BATJkxA48aNYWlpiSlTpiA0NBTq6uqlOu/PHDhwABYWFti+fTusra0xe/ZsDBs2DDt27CjymODgYPB4PKxbtw7169dHq1atsGjRIoSGhrJfYp44cQLTpk3DyJEjUa9ePYwaNQpTp07F5s2b2fPs2rULffr0weLFi2FtbY21a9eiVatW2Lt3L7vP/fv3MWHCBHTr1g3m5uaYOnUqbGxs8OjRI3YfHR0ddOrUCWfOnCmHT6jmod+mCKlGbty4gREjRuDbt2/Q19fH2bNn0aNHD1mHRQghVcbqC5eQUspf8EtLi8vF6kFlWxaiR48esLGxga+vLyZPngwAGD58OLhcLq5cuQItLS0cPHgQPXv2RHh4OJsclVVgYCBat24tMs4wDI4cOYJ9+/bBysoKDRo0wJ9//olx48ZJdH4+n48zZ85gzJgxMDExEdleXNIUGBiIvn2L70p88OBBjBkzRuy2oKAg2NraCo3Z2dmJLS8UaN26NeTk5HDkyBFMnDgR6enpOHHiBGxtbaGoqAigoMutioqK0HFcLhePHj1CXl4eFBUVERQUBGdnZ5Frnz9/nn3dsWNHXLhwAZMmTYKJiQlu3bqF8PBwkcSubdu2CAwMLPZzICVDiRMpUpi3N+65ulI3vSqAYRi4u7tjyZIl4PP5aNWqFXx9fVG3bl1Zh0YIIVVKSlYWkjIzZR1GqVhZWeH58+cAgLt37+LRo0f48uULu8j5tm3bcP78efz555+YOnWqVK758eNHsQnN9evXkZmZCTs7OwDA2LFj4eHhIXHilJCQgKSkJFhZWUkcW5s2bRAaGlrsPrVq1SpyW1xcnMj2WrVqITU1FVlZWeByuSLHWFhY4J9//sGIESMwbdo08Hg8dOjQQWh+kp2dHQ4fPowhQ4agVatWCA4OxuHDh5GXl4eEhAQYGxsXee3C85b37NmDqVOnonbt2lBQUICcnBwOHTqELl26CB1nYmKCjx8/Fvs5kJKhxIkUSdBNT4C66VVemZmZOHz4MPh8PsaPH48DBw6I/QedEEJI8bRk8G+ntK7JMAzbMfXZs2dIT09n5zAJZGVlISIiQirXE5zvx7snAODp6YmRI0eypeIODg5YvHgxIiIiUL9+/RKfvyyNH7hcLho0aFDq40sjLi4OU6ZMwYQJE+Dg4IC0tDS4urpi2LBhuHbtGjgcDlatWoW4uDi0b98eDMOgVq1amDBhArZs2QI5uZLPotmzZw8ePHiACxcuoG7durhz5w5mzZoFExMToTtlXC4XmVX0y4DKhhInUqTC3fR0LC2pm14lpqamhvPnzyMgIAAzZsygVuOEEFJKZS2Zk6U3b97AwsICQEHHNWNjY9y6dUtkvx871pWFvr4+kpKShMYSExPh5+eHvLw87N+/nx3n8Xjw9PTE+vXrAQCamppiGzskJyezc6oMDAygra2Nt4W+yC2pspbqGRkZIT4+XmgsPj4empqaRX45uW/fPmhpaWHLli3s2MmTJ2FmZoaHDx+iffv24HK58PT0xMGDBxEfHw9jY2P873//Y7vwFXdtIyMjAAUJ6/Lly+Hn54f+/fsDAJo3b47Q0FBs27ZNKHFKTExkz0vKplI0h9i3bx/Mzc2hoqKCdu3aCU1q+9GhQ4fQuXNn6OjoQEdHB7a2tsXuT0onzNsb6dHRAKibXmXl7+8v9B9So0aNMHPmTEqaCCGkBrpx4wZevHiBoUOHAgBatWqFuLg4KCgooEGDBkIPfX19qV23ZcuWeP36tdCYl5cXateujWfPniE0NJR9bN++HUePHgWPxwNQ8P9WSEiIyDlDQkJgaWkJAJCTk8OoUaPg5eWFmJgYkX3T09OL7CQoKNUr7jFo0KAi31uHDh3Ydu0C165dQ4cOHYo8JjMzU+Sukby8PACItItXVFRE7dq1IS8vjzNnzmDAgAHssT+7dl5eHvLy8sRe68frvHz5Ei1btiwyZlJyMk+czp49C2dnZ7i5uSEkJAQ2Njaws7PDly9fxO5/69YtODg44ObNmwgKCoKZmRl69+6N6P9+ySfScc/VlX1OJXqVC8Mw2LBhA/r164c5c+YgKChI1iERQgipQDk5OYiLi0N0dDRCQkKwYcMGDB48GAMGDMD48eMBALa2tujQoQOGDBmCf/75Bx8+fMD9+/exYsUKqS6Iamdnh1evXgnddfLw8MCwYcPQtGlToYeTkxMSEhLg7+8PAJgxYwbCw8Mxd+5cPH/+HGFhYXB3d8fp06excOFC9nzr16+HmZkZ2rVrh+PHj+P169d49+4dPD090bJlS6Snp4uNTVCqV9xDo5jfcaZPn47IyEgsWbIEb9++xR9//IFz585hwYIF7D579+5Fz5492df9+/fH48ePsWbNGrx79w4hISFwdHRE3bp12eQlPDwcJ0+exLt37/Do0SOMGjUKL1++xIYNG9jzzJs3D/7+/ti+fTvevn2L1atX48mTJ5g9ezaAgrt1Xbt2xeLFi3Hr1i1ERUXh6NGjOH78OOzt7YXeR2BgIHr37v3TnyUpAUbG2rZty8yaNYt9zePxGBMTE2bjxo0lOj4/P5/R0NBgjh07VqL9U1JSGABMSkpKqeKVlpyML4z/BjWhx7xZjsycpXOYw0mHGYZhGPtrq5lfLy5g7K+trvD49puaMlsBZivAvPX2rvDrE/FSU1MZe3t7BgADgJk2bRqTnZ0t67AIIaTKycrKYl6/fs1kZWXJOhSJTJgwgf0/QEFBgTEwMGBsbW0ZT09PhsfjCe2bmprKzJkzhzExMWEUFRUZMzMzZsyYMcynT58YhmEYNzc3xsbGRuQaN2/eZAAwSUlJJYqpbdu2zIEDBxiGYZgnT54wAJhHjx6J3bdv376Mvb09+/rRo0dMr169GAMDA0ZLS4tp164d4+fnJ3JccnIy4+LiwjRs2JBRUlJiatWqxdja2jJ+fn4Mn88vUZylcfPmTaZFixaMkpISU69ePebIkSNC293c3Ji6desKjZ0+fZpp2bIlo6amxhgYGDCDBg1i3rx5w25//fo106JFC4bL5TKamprM4MGDmbdv34pc+9y5c4ylpSWjpKTENGnShPn777+FtsfGxjITJ05kTExMGBUVFaZRo0bM9u3bhT6P+/fvM9ra2kxmZmbZP4wqrLi/75LkBhyGKcflln8iNzcXqqqq+PPPPzFkyBB2fMKECUhOTsZff/3103OkpaXB0NAQ3t7eGDBAtC45JycHOTk57OvU1FSYmZkhJSUFmpqaUnkfpZGb+RU3d1kIjV2JHgG+ujpsXGxQL7M1XEMKVpE2UNGCr61bhcUW5u2NiyNGAADUTU0x/fPnCrs2KVpYWBjs7e3x5s0bKCkpYd++fWzLWUIIIZLJzs5GVFQULCwsxDY3ICX3999/Y/HixXj58qVEzQ1I+Rs5ciRsbGywfPlyWYciU8X9fU9NTYWWllaJcgOZ/ulOSEgAj8f7abvF4ixdulSke0hhGzduhJaWFvswMzMrc9wVwSPcn32uqqBcodemMr3K58KFC2jbti3evHkDU1NT3Llzh5ImQgghlUL//v0xdepUmjZRyeTm5qJZs2ZCpYWkbKr01wKbNm3CmTNn4OfnV+S3RcuWLUNKSgr7+Pfffys4ytLJzP9+l8zJsviOMNIm6KYHgDrpVRJRUVFITU1F586dERwcjHbt2sk6JEIIIYQ1f/78KvPldE2hpKSElStX0vIkUiTTduT6+vqQl5cvtt1iUbZt24ZNmzbh+vXraN68eZH7KSsrswu/VUUGKlrobmJTbucXLHJbOFkSLHirbmpKnfQqiblz50JXVxejRo1iVx4nhBBCCCEVR6Z3nJSUlNC6dWuhdot8Ph8BAQHFtnrcsmUL1q5dC39/f7Rp06YiQq1QipyK+8VYsMhtenQ0+2D+a2NJZXqy8+rVKwwcOJBd34LD4WDcuHGUNBFCCCGEyIjMS/WcnZ1x6NAhHDt2DG/evMGMGTOQkZEBR0dHAMD48eOxbNkydv/Nmzdj1apV8PT0hLm5OeLi4hAXF1dkK8qqqAO36KRR2govcqtuaso+dK2sqExPRv7880+0a9cOly5dwpIlS2QdDiGEEEIIgYxL9YCCbh9fv36Fq6sr4uLi0KJFC/j7+7MNIz59+iTUoWX//v3Izc3FsB9KyNzc3LB69eqKDL1ccMBBQ6WGFX5dNWNj6p4nYzweDytXrsSmTZsAAD169MC6detkHBUhhBBCCAEqQeIEALNnz2YX9PrRrVu3hF5/+PCh/AMipIIlJibCwcEB//zzDwBg0aJF2LhxIxQUKsVfUUIIIYSQGo9+KyNExt68eYP+/fsjKioKqqqq8PDwwKhRo2QdFiGEEEIIKYQSJ0JkTE9PD3l5eahXrx78/PyK7RJJCCGEEEJkQ+bNIYiomzGh+JqdUu7XCfP2RjotVicT/P86FwKAoaEhrly5gsePH1PSRAghpMKsXr0aLVq0qJBrBQQEwNraGjwer0KuR0rmwIEDGDhwoKzDqDIocaqEPML92eeqCuW3BtU9V1f2ObUerzhfv36Fra0tTpw4wY41bdoUurq6MoyKEEJIVTBx4kRwOBxwOBwoKiqiVq1a6NWrFzw9PYW+lCuJRYsWsUvCmJubs+cV95g4cSIAYNCgQahTpw5UVFRgbGyMcePGISYm5qfXWrJkCVauXAl5eXmh8aysLOjq6kJfXx85OTkix3E4HJw/f17s5zBkyBChsffv38PR0RG1a9eGsrIyLCws4ODggCdPnpTsAymlffv2wdzcHCoqKmjXrh0ePXpU7P55eXlYs2YN6tevDxUVFdjY2MDf319on40bN+KXX36BhoYGDA0NMWTIEISFhbHbExMTMWfOHDRq1AhcLhd16tTB3Llz2WVMAODbt2/o06cPTExMoKysDDMzM8yePRupqansPpMmTUJISAgCAwOl9GlUb5Q4VUKZ+d//4XCy7Ftu1ym86C21Hq8YwcHBaN26NW7evImFCxciIyND1iERQgipYvr06YPY2Fh8+PABV65cQffu3TFv3jwMGDAA+fn5JT6Puro69PT0AACPHz9GbGwsYmNj4ePjAwAICwtjx3bt2gUA6N69O86dO4ewsDD4+PggIiJCpNPxj+7evYuIiAgMHTpUZJuPjw+aNGkCKysrsQlSST158gStW7dGeHg4Dh48iNevX8PPzw9WVlZYuHBhqc/7M2fPnoWzszPc3NwQEhICGxsb2NnZ4cuXL0Ues3LlShw8eBB79uzB69evMX36dNjb2+Pp06fsPrdv38asWbPw4MEDXLt2DXl5eejduzf7e0NMTAxiYmKwbds2vHz5EkePHoW/vz+cnJzYc8jJyWHw4MG4cOECwsPDcfToUVy/fh3Tp09n91FSUsLo0aOxe/fucvh0qiGmhklJSWEAMCkpKTKNIyfjC+O/QU3oMW+WIzN36VzG/tpq5teLCxj7a6ulft23584xHlZWzH5TU2abnByzFWD2m5pK/TpE1JEjRxhlZWUGAGNpacm8evVK1iERQkiNlZWVxbx+/ZrJysqSdSgSmTBhAjN48GCR8YCAAAYAc+jQIXYsKSmJcXJyYvT19RkNDQ2me/fuTGhoKLvdzc2NsbGxETnXzZs3GQBMUlLST+P566+/GA6Hw+Tm5ha5z6xZs5hhw4aJ3datWzfmwIEDzP79+5levXqJbAfA+Pn5iYwX/hz4fD7TpEkTpnXr1gyPxxPZtyTvo7Tatm3LzJo1i33N4/EYExMTZuPGjUUeY2xszOzdu1do7LfffmPGjBlT5DFfvnxhADC3b98ucp9z584xSkpKTF5eXpH77Nq1i6ldu7bQ2O3btxklJSUmMzOzyOOquuL+vkuSG1BziBrmnqsrEt++FRqjMr3ylZubC2dnZ+zbtw8AMHDgQJw4cQJaWloyjowQQsiPBpwGvmZW7DUNVIFLDmU7R48ePWBjYwNfX19MnjwZADB8+HBwuVxcuXIFWlpaOHjwIHr27Inw8HCplIcnJibCy8sLHTt2hKKiYpH7BQYGYvTo0SLjERERCAoKgq+vLxiGwYIFC/Dx40fUrVtXojhCQ0Px6tUrnDp1SmjtTwFtbe0ij92wYQM2bNhQ7Plfv36NOnXqiIzn5uYiODgYy5YtY8fk5ORga2uLoKCgIs+Xk5MDFRUVoTEul4u7d+8WeYygBK+4n1tKSgo0NTWLXMokJiYGvr6+6Nq1q9B4mzZtkJ+fj4cPH6Jbt25Fnp9QV70aR1Cex5GTg5qxMZQ0NKhMrxzl5eXB1taWrR3+/fffsXLlSrH/sBNCCJG9r5lAXLqsoygdKysrPH/+HEBBedyjR4/w5csXKCsXzJfetm0bzp8/jz///BNTp04t9XWWLl2KvXv3IjMzE+3bt8elS5eK3f/jx48wMTERGff09ETfvn2ho6MDALCzs8ORI0ewevVqieJ59+4dgIL3L6np06djxIgRxe4jLnYASEhIAI/HQ61atYTGa9Wqhbc/fEldmJ2dHdzd3dGlSxfUr18fAQEB8PX1LbJxBp/Px/z589GpUyc0bdq0yFjWrl0r9ufq4OCAv/76C1lZWRg4cCAOHz4stF1VVRVaWlr4+PFjkTGTApQ41VBqxsaY/vmzrMOo9hQVFdG1a1c8e/YMJ0+epM41hBBSyRmoVt1rMgwDDocDAHj27BnS09PZOUwCWVlZiIiIKNN1Fi9eDCcnJ3z8+BG///47xo8fj0uXLrHX/lFWVpbIHRYej4djx46xc6cAYOzYsVi0aBFcXV0l+oKRYZjSvREU3MGp6OZMu3btwpQpU2BlZQUOh4P69evD0dERnp6eYvefNWsWXr58WeQdqdTUVPTv3x+NGzcWm3Tu2LEDbm5uCA8Px7Jly+Ds7Iw//vhDaB8ul4vMzAq+1VoFUeJESDlIT0+Huro6gIJ2r5MnT5a49IAQQkjFK2vJnCy9efMGFhYWAAr+HzI2NsatW7dE9iuudK0k9PX1oa+vD0tLS1hbW8PMzAwPHjxAhw4ditw/KSlJaOzq1auIjo7GyJEjhcZ5PB4CAgLQq1cvAICGhoZQpziB5ORktuTd0tISAPD27Vu0bNlSovdSllI9fX19yMvLIz4+Xmg8Pj4eRkZGRZ7PwMAA58+fR3Z2Nr59+wYTExO4uLigXr16IvvOnj0bly5dwp07d1C7dm2R7WlpaejTpw80NDTg5+cntmTSyMgIRkZGsLKygq6uLjp37oxVq1bB2NiY3ScxMREGBgbFfg6EuuoRIlU5OTmYMmUKunfvjuzsbACAvLw8JU2EEELK1Y0bN/DixQu2c12rVq0QFxcHBQUFNGjQQOihr68vtesKWqCLayUu0LJlS7x+/VpozMPDA6NGjUJoaKjQY9SoUfDw8GD3a9SoEYKDg4WO5fF4ePbsGZswtWjRAo0bN8b27dvFtmRPTk4uMrbp06eLxPDjo6hSPSUlJbRu3Zpt6S74PAICAopMIgtTUVGBqakp8vPz4ePjg8GDB7PbGIbB7Nmz4efnhxs3brAJcWGpqano3bs3lJSUcOHCBZG7euKI+3lFREQgOztb4qSzJqI7TjUILXhbvj5//oxhw4bh4cOH4HA4uHHjBvr16yfrsAghhFQzOTk5iIuLA4/HQ3x8PPz9/bFx40YMGDAA48ePBwDY2tqiQ4cOGDJkCLZs2QJLS0vExMTg77//hr29Pdq0aSPxdR8+fIjHjx/j119/hY6ODiIiIrBq1SrUr1+/2ETBzs4Ox44dY19//foVFy9exIULF0Tm7IwfPx729vZITEyErq4unJ2d4eTkBCsrK/Tq1QsZGRnYs2cPkpKS2CYYHA4HR44cga2tLTp37owVK1bAysoK6enpuHjxIv755x/cvn1bbGxlLdVzdnbGhAkT0KZNG7Rt2xY7d+5ERkYGHB0dhd6TqakpNm7cyH6O0dHRaNGiBaKjo7F69Wrw+XwsWbKEPWbWrFk4deoU/vrrL2hoaCAuLg4AoKWlBS6XyyZNmZmZOHnyJFJTU9n1mQwMDCAvL4/Lly8jPj4ev/zyC9TV1fHq1SssXrwYnTp1grm5OXutwMBA1KtXD/Xr1y/151BTUOJUg9CCt+Xnzp07GD58OL58+QIdHR2cPn0adnZ2sg6LEEJINeTv7w9jY2MoKChAR0cHNjY22L17NyZMmMDODeJwOLh8+TJWrFgBR0dHfP36FUZGRujSpYtIM4OSUlVVha+vL9zc3JCRkQFjY2P06dMHK1euZBtQiDNmzBgsWbIEYWFhaNSoEY4fPw41NTX07NlTZN+ePXuCy+Xi5MmTmDt3LhwcHMAwDNzd3eHi4gJVVVW0bt0ad+7cEXofbdu2xZMnT7B+/XpMmTIFCQkJMDY2RseOHbFz585Svd+SGDlyJL5+/QpXV1fExcWhRYsW8Pf3F4rt06dPQnO2srOzsXLlSkRGRkJdXR39+vXDiRMnhEoo9+/fDwAiXe6OHDmCiRMnIiQkBA8fPgQANGjQQGifqKgomJubg8vl4tChQ1iwYAFycnJgZmaG3377DS4uLkL7nz59GlOmTJHGx1HtcZiyzKirglJTU6GlpcW2bJSV3MyvuLlL+LbrlegRYNQ18K+tLr5mp8BARQu+tm5Su+aB2rXZO04Dvb3R6CcL1pGfYxgGe/bswcKFC5Gfn4/mzZvDz89PbJ0yIYSQyiM7OxtRUVGwsLAoUYkTKZvFixcjNTUVBw8elHUopJBXr16hR48eCA8Pr9bLpBT3912S3IDmONUQhcv01E1NKWmSkrVr12LevHnIz8+Hg4MD7t+/T0kTIYQQ8oMVK1agbt26YucgEdmJjY3F8ePHq3XSJE2UONUQVKZXPsaNGwdDQ0O4u7vDy8sLampqsg6JEEIIqXS0tbWxfPlyWsewkrG1taWpBRKgOU41hGDhWwC04G0Zffr0iW1LamFhgXfv3sm07JMQQgghhJQ/SvsrGR6fj6/ZousVlAWV6UkHwzDYtm0b6tevj8uXL7PjlDQRQgghhFR/lDhVMjmc7706VBWK7lAjCSrTK7uMjAw4ODhg8eLFyM/Ph7+/v6xDIoQQQgghFYhK9SqZb1ZK7HMny75SOSeV6ZVNREQE7O3t8eLFCygoKGDnzp2YOXOmrMMihBBCCCEViBKnSkRBQx4ZpgpAbj4MVLTQ3cRGouPDvL1xz9VVKFECgIzYWABUplca/v7+cHBwQHJyMmrVqgVvb2907txZ1mERQgghhJAKRolTNXLP1RWJb98WuZ3K9CTz7Nkz9OvXDwzDoF27dvDx8YGpqamswyKEEEIIITJAiVM1IrjTxJGTg5qxsdA2JQ0NKtOTkI2NDbuS9u7du4tdFZ0QQgghhFRvlDhVQ2rGxpj++bOsw6iSwsLCoK+vDz09PQDAH3/8AXl5eRlHRQghhEjPhw8fYGFhgadPn6JFixayDqfcrVq1CvHx8fjf//4n61BIIS4uLsjIyMCePXtkHUqJUVc9Qv5z4cIFtG3bFg4ODuDxeABASRMhhJBKg8PhFPtYvXp1ic5jZmaG2NhYNG3atHwD/s+hQ4dgY2MDdXV1aGtro2XLlti4cSMAYM6cObC2thZ73KdPnyAvL4/du//f3p2H1bT9fwB/n9M8k8opokITiiIyc6PcpMwSigwhGTNfGW645vHmojLcKLmmax4jFTJkLqKMxTVUmoezfn/4tn+OcypFnejzep79PPesvdban73tuufTWnvt9WWee3JyssQ+UlNTsW7dOsydO1dsX0xMDGRkZODo6Ci2LyIiAjweD2lpaWL7DAwMsHbtWpGy8+fP49dff0WdOnWgrKwMc3NzTJs2DS//9zqYypCbm4sJEyagTp06UFVVRb9+/fD69etS22RmZsLb2xv169eHkpISzM3NsXnzZpE6Xbp0Ebu+Xl5eEvt79+4d6tevL/FahYSEwNLSEsrKytDV1cXIkSPx7t07bv/06dOxY8cOPHnypGIXQAoocSI1nlAohJ+fH5ydnZGRkYHc3Fx8/GKBDUIIIUTaUlJSuG3t2rVQV1cXKZs+ffpX9SMjIwOBQABZ2cqfeBQUFITJkyfDx8cHcXFxiIqKwowZM5CZmQkA8PT0RHx8PKKjo8Xabt++HTo6OhgxYoTIedra2mL06NEiZfr6+hKPv23bNrRr1w4NGzYU2xcYGIiJEyfi4sWLePXqVYXP8a+//oKdnR0EAgH++ecf3L9/H5s3b0Z6ejpWrVpV4X7LMmXKFPz7778IDw/HhQsX8OrVK/Tt27fUNlOnTsWJEyfw999/48GDB5g8eTK8vb1x+PBhkXpfXt/ly5dL7M/T0xMWFhZi5VFRURg+fDg8PT1x7949hIeH4+rVq9wjEACgpaUFe3t7BAQEVODspYMSp5/E5y+5JV8vLS0Nzs7OWLRoEYBPf/k6e/YsatWqJd3ACCGEkC8IBAJu09DQAI/Hg0AggJKSEurVq4f4/y0QJRQKoampibZt23Jt//77by65SE5OBo/HQ1xcHID/H105e/YsWrVqBWVlZbRr1w4JCQlc+1u3bqFr165QU1ODuro6rK2tce3atTJjPnz4MAYOHAhPT080btwYTZs2haurK/z9/QEALVq0gJWVFYKCgkTaMcawfft2uLu7Q01NTeTc5eXloaysLFJW0gyR0NBQODk5iZVnZmYiLCwM48aNg6OjI7Zv317muUjy4sUL+Pj4wMfHB0FBQejSpQsMDAzQqVMnbNu2DfM/e5fm95Seno7AwECsXr0a3bp1g7W1NYKDgxEdHY3Lly+X2C46Ohru7u5cnGPGjIGlpSWuXr0qUu/L66uuri7WV0BAANLS0iQm7DExMTAwMICPjw8MDQ3RoUMHjB07Vuw4Tk5OCA0NreBVqHr0jNNPgl5yW3737t1Dnz598OjRIygqKuKvv/7C8OHDpR0WIYQQKdqTsQfZwuwqPaYyXxmu6q4Vbq+hoYEWLVogIiICrVq1wp07d8Dj8XDz5k1kZmZCVVUVFy5cQOfOnUvtZ+7cuVi1ahW0tbXh5eWFkSNHIioqCgDg5uaGli1bIiAgADIyMoiLi4OcnFyZsQkEAly4cAFPnz6VOOoDfBq1mDVrFtatWwcVFRUAn5K5pKQkjBw5spxX4/+9f/8e9+/fR6tWrcT27d27F6ampjAxMcHQoUMxefJkzJ49Gzwer1zHCA8PR35+PmbMmCFxf2l/iO3ZsyciIyNL3N+wYUPcu3dP4r7r16+joKAAdnZ2XJmpqSkaNGiAmJgYkaT5c+3atcPhw4cxcuRI6OnpISIiAg8fPsSaNWtE6oWEhODvv/+GQCCAk5MTfvvtNygrK3P779+/j0WLFuHKlSsSp9rZ2tpizpw5OHbsGHr27Ik3b95g3759+PXXX0Xq2djY4MWLF0hOToaBgUGJ16K6oMTpJ0EvuS0foVAINzc3PHr0CA0aNMCBAwdgZWUl7bAIIYRIWbYwG5kss2oPKvz2Lrp06YKIiAhMnz4dERER6N69O+Lj43Hp0iU4ODggIiKixC/3xfz9/bnkatasWXB0dERubi4UFRXx7Nkz+Pr6wtTUFADQpEmTr4rLz88Pffv2hYGBAYyNjWFra4tff/0V/fv3B5//aeLTkCFDMG3aNISHh8PDwwMAEBwcjA4dOsDY2LiCV+TTM1KMMejp6YntCwwMxNChQwEADg4OSE9Px4ULF9ClS5dyHePRo0dQV1eH7herGX+Nbdu2IScnp8T9pSWmqampkJeXF0vM6tati9TU1BLbbdiwAWPGjEH9+vUhKysLPp+PrVu3olOnTlydIUOGoGHDhtDT08Pt27cxc+ZMJCQkYP/+/QCAvLw8uLq6YsWKFWjQoIHExKl9+/YICQnBoEGDkJubi8LCQjg5OWHTpk0i9Yr/bZ4+fUqJE6kan0/To5fcfh0+n4+dO3fit99+Q2BgILS0tKQdEiGEkGpAma/8XRKZch/zG3Xu3BmBgYEoKirChQsX0KNHDwgEAkRERMDCwgKJiYllJgWfP6tSnAi8efMGDRo0wNSpUzFq1Cjs2rULdnZ2GDBgABo1alRmXLq6uoiJicHdu3dx8eJFbqrYtm3bcOLECfD5fNSqVQt9+/ZFUFAQPDw8kJGRgX/++UfsS3Z5FSclioqKIuUJCQm4evUqDhw4AACQlZXFoEGDEBgYWO7EiTFW7lGqYtJ4N+SGDRtw+fJlHD58GA0bNsTFixcxYcIE6OnpcaNXY8aM4eo3b94curq6+OWXX/D48WM0atQIs2fPhpmZGZd4SnL//n1MmjQJ8+fPh729PVJSUuDr6wsvLy8EBgZy9ZSUlAAA2dlVO8pbUZQ4/QRomt7XeffuHS5fvsytnmNhYYFDhw5JOSpCCCHVybdMmZOmTp064ePHj7hx4wYuXryIJUuWQCAQYNmyZbC0tISenl6Zo0Sfj3AUJwNC4acscsGCBRgyZAiOHj2K48ePw8/PD6GhoejTp89XxdesWTM0a9YM48ePh5eXFzp27IgLFy6ga9euAD5N1/vll1+QmJiI8+fPQ0ZGBgMGDKjIpeAU/1H0w4cP0NbW5soDAwNRWFgoMhLFGIOCggI2btwIDQ0N7pme9PR0sVGdtLQ0aGhoAACMjY2Rnp6OlJSUco86fctUPYFAgPz8fKSlpYnE9/r1awgEAoltcnJyMGfOHBw4cEDku1BcXBxWrlwpMu3vc23atAEAJCYmolGjRjh37hzu3LmDffv2Afh07YBP13vu3LlYuHAhli5divbt28PX15c7joqKCjp27Ijff/+du1bv378HAJF/n+qMEqefAE3TK9utW7fQp08fvHjxAhcuXICtra20QyKEEEK+m1q1asHCwgIbN26EnJwcTE1NoaOjg0GDBuHIkSNlPt/0NYyNjWFsbIwpU6bA1dUVwcHBX504fc7c3BwAkJWVxZV17doVhoaGCA4Oxvnz5zF48GDueaeKatSoEdTV1XH//n1uyl9hYSF27tyJVatWoUePHiL1XVxcsGfPHnh5eaFJkybg8/m4fv26yLNZT548QXp6Otdf//79MWvWLCxfvlzsOSEAYonN575lqp61tTXk5ORw9uxZ9OvXD8CnkbRnz56V+B2noKAABQUF3BTJYjIyMlyCLEnxIiLFyc4///wjEndsbCxGjhyJyMhIbhQyOztbbNXG4gU8ihMtALh79y7k5OTQtGnTEo9fnVDi9BOhaXqS7d69G6NGjUJOTg6MjIy++RcxIYQQUh116dIFGzZsQP//fRfQ1NSEmZkZwsLCvmnaW05ODnx9fdG/f38YGhrixYsXiI2N5b6wl2bcuHHQ09NDt27dUL9+faSkpOD333+Htra2yBd8Ho+HkSNHYvXq1fjw4YPEJKS8+Hw+7OzscOnSJbi4uAAAjhw5gg8fPsDT05MbNSrWr18/BAYGwsvLC2pqahg1ahSmTZsGWVlZNG/eHM+fP8fMmTPRtm1btGvXDsCnd2KtWbMG3t7eyMjIwPDhw2FgYIAXL15g586dUFVVLXFJ8m+ZqqehoQFPT09MnToVmpqaUFdXx8SJE2FrayuyMISpqSmWLl2KPn36QF1dHZ07d4avry+UlJTQsGFDXLhwATt37sTq1asBAI8fP8bu3bu5d1Ldvn0bU6ZMQadOnbipnF9O0Xz79i0AwMzMjEsSnZycMHr0aAQEBHBT9SZPngwbGxuRkb7IyEh07NiRm7JX3dFy5NVIkRDIzi8sVxtahrxkhYWFmDZtGtzc3JCTkwMHBwfExsZKfN8AIYQQ8qPr3LkzioqKRJ7T6dKli1hZecnIyODdu3cYPnw4jI2NMXDgQPTs2RMLFy4ss62dnR0uX76MAQMGwNjYGP369YOioiLOnj2LOnXqiNT18PBAeno6mjZtyk0P+1ajRo1CaGgoN6ISGBgIOzs7saQJ+JQ4Xbt2Dbdv3wYArFu3Du7u7pg5cyaaNm0KDw8PWFhY4N9//xV5rmn8+PE4deoUXr58iT59+sDU1BSjRo2Curr6V79bqyLWrFmDXr16oV+/fujUqRMEAgG3gEOxhIQEpKenc59DQ0PRunVruLm5wdzcHMuWLYO/vz/3glt5eXmcOXMGPXr0gKmpKaZNm4Z+/frh33//LVdsHh4eWL16NTZu3IhmzZphwIABMDExEYsvNDRU5N1O1R2PfT5eVgNkZGRAQ0MD6enpEtekryr52f/h/DpDkbJ/3w3CrS6ffpAbqurg7y6zyuwnyMwM7//33gZNU1OMfPDg+wf7A/rvv/8waNAgnD9/HgAwZ84cLFq0qMT3PBBCCKlZcnNzkZSUBENDQ7HFA8jPgzGGNm3acNMLSfVx/PhxTJs2Dbdv3670lzGX9vNentyARpyqk89SWE/jnl/VhJ5vkmzPnj04f/48VFVVsX//fvj7+1PSRAghhNQwPB4PW7ZsQWFh+Wb0kMqXlZWF4ODgSk+avqcfJ9IagP0vc9JW1EBXPUuJdRLCwxE1fz6XMGWlpACg55u+NHHiRDx79gyenp4wMzOTdjiEEELIT6m0leHmzJmDOXPmVHFE4lq0aIEWLVpIOwzyhf4/4PdWSpyqIWVZhRL3Rc2fz03N+1xNX4Y8Pz8fK1euxKRJk6CiogIej4eVK1dKOyxCCCHkp1baynCamppVHA0hlYsSp2qotGl6xSNNPD4fKv9bFlJeTa1GT9NLTU3FgAEDcOnSJdy9exe7d++WdkiEEEJIjSCNl7gSIi2UOFUzpU3T+5yKri68Xryogoiqt8uXL6Nfv3549eoVNDQ04ObmJu2QCCGEEELIT4gWhyA/rC1btqBTp0549eoVzM3NERsby70JmxBCCCGEkO+JEifyw8nLy8Po0aMxduxYFBQUoF+/frh8+TKaNGki7dAIIYQQQshPihKnH0RCeDiCzMy4VfRqsnfv3nEvn1u6dCnCw8OhVsMXxyCEEEIIIZWLnnH6QXy5ml5NXkVPT08P+/btQ1ZWFuzt7aUdDiGEEEIIqQFoxOkH8flqepqmpjVqFT3GGDZs2IB//vmHK+vQoQMlTYQQQkgFJCcng8fjIS4uTtqh/FA6depEK/dWQ4MHD8aqVauq5FiUOP1gVHR1MfLBgxrzstucnBx4eHjAx8cH7u7uePbsmbRDIoQQQqSCx+OVui1YsOCr+tHX10dKSgqaNWtWuQEDiIiIEImxbt266NevH548eSJS7+bNmxgwYADq1q0LRUVFNGnSBKNHj8bDhw8B/H+yV7zVqVMHPXr0wM2bNwEAzZs3h5eXl8QYdu3aBQUFBfTq1avU62dgYFDieRw+fBivX7/G4MGDxfYtXboUMjIyWLFihdi+BQsWSHz5rqTklTGGLVu2oE2bNlBVVUWtWrXQqlUrrF27FtnZ2SXG9q2ePXsGR0dHKCsrQ0dHB76+vigsLCy1zcOHD+Hs7AwtLS2oq6ujQ4cOOH/+vEgdHx8fWFtbQ0FBQeI1SEhIQNeuXbl/cyMjI8ybNw8FBQUi9dLS0jBhwgTo6upCQUEBxsbGOHbsGLd/3rx58Pf3R3p6esUvwleixKmaKe3ltzXN06dP0aFDB+zcuRMyMjJYvHgx9PX1pR0WIYQQIhUpKSnctnbtWqirq4uUTZ8+/av6kZGRgUAggKxs1T2xkZCQgFevXiE8PBz37t2Dk5MTioqKAABHjhxB27ZtkZeXh5CQEDx48AB///03NDQ08Ntvv4n0c+bMGaSkpODkyZPIzMxEz549kZaWBk9PT4SGhkp8GW9wcDB69+6NkJAQketVvK/4c2xsbInxr1+/HiNGjACfL/7VOSgoCDNmzEBQUNC3XCIMGzYMkydPhrOzM86fP4+4uDj89ttvOHToEE6dOvVNfZekqKgIjo6OyM/PR3R0NHbs2IHt27dj/vz5pbbr1asXCgsLce7cOVy/fh2Wlpbo1asXUlNTReqNHDkSgwYNktiHnJwchg8fjlOnTiEhIQFr167F1q1b4efnx9XJz89H9+7dkZycjH379iEhIQFbt24VeX9Ys2bN0KhRI/z999/fcCW+Eqth0tPTGQCWnp4u1Tjyst6wE0tURLbxU0ewcy/jJNYPqFePrQBYQL16VRypdJw5c4bVqVOHAWBaWlrs3Llz0g6JEELITyQnJ4fdv3+f5eTkSDuUCgkODmYaGhqMMcbS0tIYn89nsbGxjDHGioqKWO3atVmbNm24+rt27WL169dnjDGWlJTEALCbN28yxhg7f/48A8DOnDnDrK2tmZKSErO1tWXx8fFc+7i4ONalSxemqqrK1NTUmJWVFXe80hT3/eHDB64sJCSEAWDx8fEsKyuLaWlpMRcXF4nti9t9GTNjjEVFRTEA7MSJE+y///5j8vLybNeuXSLtnzx5wng8Hjt+/LhY3wDYgQMHyjyHN2/eMB6Px+7evSu2LyIigtWrV4/l5+czPT09FhUVJbLfz8+PWVpairX78nzCwsIYAHbw4EGxukKhkKWlpZUZZ0UcO3aM8fl8lpqaypUFBAQwdXV1lpeXJ7HNf//9xwCwixcvcmUZGRkMADt9+rRY/ZKugSRTpkxhHTp0EInFyMiI5efnl9pu4cKFIu2+VNrPe3lyA1ocohrhg/9VL7/92a1cuRIzZ86EUCiEtbU19u/fjwYNGkg7LEIIITXAqMjVeJ/3sUqPqamghm0dp1a4vYaGBlq0aIGIiAi0atUKd+7cAY/Hw82bN5GZmQlVVVVcuHABnTt3LrWfuXPnYtWqVdDW1oaXlxdGjhyJqKgoAICbmxtatmyJgIAAyMjIIC4uDnJychWKV0lJCcCn0YSTJ0/i7du3mDFjhsS6tWrV+qp+tLS04OzsjKCgIAwdOpSrs337dtSvXx89evSoUKwAcOnSJSgrK8PMzExsX2BgIFxdXSEnJwdXV1cEBgaiXbt25T5GSEgITExM4OzsLLaPx+NBQ0OjxLaqqqql9j106FBs3rxZ4r6YmBg0b94cdevW5crs7e0xbtw43Lt3Dy1bthRrU6dOHZiYmGDnzp2wsrKCgoIC/vrrL+jo6MDa2rrUWEqTmJiIEydOoG/fvlzZ4cOHYWtriwkTJuDQoUPQ1tbGkCFDMHPmTMjIyHD1bGxs4O/vj7y8PCgoVN7sLUqcSLWTkpICoVAIDw8P/Pnnn9wvRkIIIaSyvc/7iP9yK/9Zie+tS5cuiIiIwPTp0xEREYHu3bsjPj4ely5dgoODAyIiIkpMTor5+/tzydWsWbPg6OiI3NxcKCoq4tmzZ/D19YWpqSkAVPjdiSkpKVi5ciXq1asHExMTHD9+HAC4fr9WWloaFi9eDFVVVdjY2AAAPD090bNnTyQlJcHQ0BCMMezYsQPu7u4Sp9h9radPn6Ju3bpifWRkZGDfvn2IiYkB8ClB6dixI9atW1dmMvOlR48ewcTEpELxlbXIh7q6eon7UlNTRZImANznL6fdFePxeDhz5gxcXFygpqYGPp8PHR0dnDhxArVr1y5f8ADatWuHGzduIC8vD2PGjMGiRYu4fU+ePMG5c+fg5uaGY8eOITExEePHj0dBQYHIlD49PT3k5+cjNTUVDRs2LHcMX4sSJ1Lt/PHHH2jXrh369u0LHo8n7XAIIYTUIJoKVf+6j+9xzM6dOyMwMBBFRUW4cOECevToAYFAgIiICFhYWCAxMRFdunQptQ8LCwvuv3V1dQEAb968QYMGDTB16lSMGjUKu3btgp2dHQYMGIBGjRp9dXz169cHYwzZ2dmwtLTEP//8A3l5eTDGynWe7dq1A5/PR1ZWFoyMjBAWFsZ90e/evTvq16+P4OBgLFq0CGfPnsWzZ88wYsSIch3jSzk5OVBUVBQr37NnDxo1agRLy0+zhVq0aIGGDRsiLCwMnp6e5TpGea/D5xo3blzhthXBGMOECROgo6ODyMhIKCkpYdu2bXByckJsbCx373ytsLAwfPz4Ebdu3YKvry9WrlzJJflCoRA6OjrYsmULZGRkYG1tjZcvX2LFihUiiVPxH9krcxENgBKnH0JCeDgyX76UdhiV5vjx4wgICMC+ffsgLy8PWVlZ9OvXT9phEUIIqYG+ZcqcNHXq1AkfP37EjRs3cPHiRSxZsgQCgQDLli2DpaUl9PT0yhwl+nzqXfEfLoVCIYBPq8MNGTIER48exfHjx+Hn54fQ0FD06dPnq+KLjIyEuro6dHR0RF5ab2xsDACIj4+Hra1tmf2EhYXB3NwcderUEZvGx+fz4eHhgR07dmDBggUIDg5G165dYWRk9FUxlkRLSwsfPnwQKw8MDMS9e/dEFtkQCoUICgriEid1dXWJq72lpaUBADcFz9jYGPGfva+zPL5lqp5AIMDVq1dFyl6/fs3tk+TcuXM4cuQIPnz4wI1m/fnnnzh9+jR27NiBWbNmlSv+4oW/zM3NUVRUhDFjxmDatGmQkZGBrq4u5OTkRKblmZmZITU1Ffn5+ZCXlwcAvH//HgCgra1drmOXF62q9wOI+mxlk5/pxbdCoRD+/v5wdHTEv//+i/Xr10s7JEIIIeSHVKtWLVhYWGDjxo2Qk5ODqakpOnXqhJs3b+LIkSNlPt/0NYyNjTFlyhScOnUKffv2RXBw8Fe3NTQ0RKNGjUSSJgDo0aMHtLS0sHz5contihOMYvr6+mjUqFGJzz6NGDECz58/x/79+3HgwIFyj/xI0rJlS6SmpookT3fu3MG1a9cQERGBuLg4bouIiEBMTAyXBJmYmODFixdcMlLsxo0bUFRU5J7hHjJkCB4+fIhDhw6JHZ8xVupS258fX9L2+dS3L9na2uLOnTt48+YNV3b69Gmoq6vD3NxcYpviUZ0vpy7y+Xwu0a4ooVCIgoICrp/27dsjMTFRpN+HDx9CV1eXS5oA4O7du6hfvz60tLS+6fhlocTpB1D88lsAP82LbzMyMtCvXz/MmzcPjDGMHTsWEydOlHZYhBBCyA+rS5cuCAkJ4ZIkTU1NmJmZISws7JsSp5ycHHh7eyMiIgJPnz5FVFQUYmNjJS6WUF4qKirYtm0bjh49it69e+PMmTNITk7GtWvXMGPGjBLfzVQSQ0NDdOvWDWPGjIGCgoLIQgMV1bJlS2hpaXELZQCfRptsbGzQqVMnNGvWjNs6deqE1q1bIzAwEMCnhRZMTEzg6uqK6OhoPHnyBPv27cO8efMwadIkbiRl4MCBGDRoEFxdXbFkyRJcu3YNT58+xZEjR2BnZyf2jqTPNW7cuNRNR0enxLY9evSAubk5hg0bhlu3buHkyZOYN28eJkyYwC2ycPXqVZiamuLl/2Y/2draonbt2nB3d8etW7fw8OFD+Pr6IikpCY6OjlzfiYmJiIuLQ2pqKnJycrhELj8/H8CnBTH27t2LBw8e4MmTJ9i7dy9mz56NQYMGcaOf48aNw/v37zFp0iQ8fPgQR48exZIlSzBhwgSR84iMjPymBUC+Wpnr7v1kqvNy5N5TPUXqxO/dywJNTdlKPv+nWoo8Pj6emZqaMgBMXl6ebd26VdohEUIIqWF+puXIix04cIABYAEBAVzZpEmTuKW/i5W0HPnnS4bfvHmTAWBJSUksLy+PDR48mOnr6zN5eXmmp6fHvL29v+raSepbktjYWNa3b1+mra3NFBQUWOPGjdmYMWPYo0ePJMZcmt27dzMAbPz48aXWw1cuR84YYzNmzGCDBw9mjDGWl5fH6tSpw5YvXy6x7h9//MF0dHS4JbRfvnzJ3N3dWYMGDZiSkhIzNzdny5YtE1tiu6ioiAUEBLDWrVszZWVlpq6uzqytrdm6detYdnb2V8VZEcnJyaxnz55MSUmJaWlpsWnTprGCggJuf/G/YVJSElcWGxvLevTowTQ1NZmamhpr27YtO3bsmEi/nTt3ZgDEtuJ+QkNDmZWVFVNVVWUqKirM3NycLVmyROy+io6OZm3atGEKCgrMyMiI+fv7s8LCQm5/Tk4O09DQYDExMSWe4/dajpzH2Dc8jfYDysjIgIaGBtLT00tdZaSy5Wf/h/PrDEXKjrwdjA2rtnGfg8zM8P6z+a6apqYY+eBBlcVYGU6fPo1+/frh48ePqFevHv755x+0adNG2mERQgipYXJzc7nV1yQ9+E/I51JTU9G0aVPcuHGjUldtI+UXEBCAAwcOlPqS4NJ+3suTG9BUvWqseIoej8+HpqnpTzFNr0GDBuDxeOjYsSOuX79OSRMhhBBCqj2BQIDAwEA8e/ZM2qGQL8jJyWHDhg1VcixaVe8HoKKr+0OPNBUWFnIrzpiYmODChQto2rRphV+cRwghhJDqoWfPnoiMjJS4b86cOZgzZ04VR1R5XFxcpB0CkWDUqFFVdixKnEilunfvHvr3749NmzahW7duAD6954AQQgghP75t27YhJydH4j5NTc0qjoaQykWJE6k0+/btg4eHB7KysjBjxgzExsbSC20JIYSQn0i9evWkHQIhVYaecSLfXVFREWbNmoUBAwYgKysL3bp1w/HjxylpIoQQQgghPywacapO5H78xOLdu3cYMmQIt7LJtGnTsGzZMpG3ahNCCCGEEPKjoW+z1UibLh2kHcI3+e+//2BjY4Pk5GQoKysjMDAQgwcPlnZYhBBCCCGEfDNKnKqRgZ1+lXYI30RLSwsdOnQAn8/HgQMHYGFhIe2QCCGEEEII+S4ocaqmEsLDkfnypbTDKFNBQQHy8vKgqqoKHo+Hv/76C7m5ubSSDiGEEEII+anQ4hDVVNT8+dx/y6upSTGSkr158wbdu3fHkCFDIBQKAQDKysqUNBFCCCFS4uHh8V3eN5SQkACBQICPHz9+e1Dku3n79i10dHTw4sULaYdSI1HiVE3lf/aLqv3ixVKMRLLY2FhYW1vjwoULOH/+POLj46UdEiGEEPLT8/DwAI/HA4/Hg7y8PBo3boxFixahsLAQALBu3Tps374dALh6JW0LFiwo8TizZ8/GxIkToSbhj7empqZQUFBAamqq2D4DAwOsXbtWrHzBggVi73FMTU3FxIkTYWRkBAUFBejr68PJyQlnz5796utREeHh4TA1NYWioiKaN2+OY8eOldkmJCQElpaWUFZWhq6uLkaOHIl3795JrBsaGgoejyeWwL5+/RoeHh7Q09ODsrIyHBwc8OjRI5E6jx8/Rp8+faCtrQ11dXUMHDgQr1+/5vZraWlh+PDh8PPzK/+Jk29GiVM1p1qvHkz695d2GCKCg4PRsWNHvHjxAsbGxrhy5QrMzc2lHRYhhBBSIzg4OCAlJQWPHj3CtGnTsGDBAqxYsQIAoKGhgVq1agEAUlJSuG3t2rVQV1cXKZs+fbrE/p89e4YjR47Aw8NDbN+lS5eQk5OD/v37Y8eOHRU+h+TkZFhbW+PcuXNYsWIF7ty5gxMnTqBr166YMGFChfstS3R0NFxdXeHp6YmbN2/CxcUFLi4uuHv3boltoqKiMHz4cHh6euLevXsIDw/H1atXMXr0aInnNX36dHTs2FGknDEGFxcXPHnyBIcOHcLNmzfRsGFD2NnZISsrCwCQlZWFHj16gMfj4dy5c4iKikJ+fj6cnJy4mT0AMGLECISEhOD9+/ff6aqQr0WJE/lq+fn5mDBhAkaOHIm8vDz07t0bV69epaSJEEIIqUIKCgoQCARo2LAhxo0bBzs7Oxw+fBiA6FQ9gUDAbRoaGuDxeCJlqqqqEvvfu3cvLC0tJb7cNjAwEEOGDMGwYcMQFBRU4XMYP348eDwerl69in79+sHY2BhNmzbF1KlTcfny5Qr3W5Z169bBwcEBvr6+MDMzw+LFi2FlZYWNGzeW2CYmJgYGBgbw8fGBoaEhOnTogLFjx+Lq1asi9YqKiuDm5oaFCxfCyMhIZN+jR49w+fJlBAQEoHXr1jAxMUFAQABycnKwZ88eAJ8StOTkZGzfvh3NmzdH8+bNsWPHDly7dg3nzp3j+mratCn09PRw4MCB73hlyNegxSHIVxs+fDjCwsLA4/GwcOFCzJ07F3w+5d6EEEJ+HsuWLUNGRkaVHlNdXR2zZs2qcHslJaUSp41VRGRkJFq1aiVW/vHjR4SHh+PKlSswNTVFeno6IiMjxUZXyvL+/XucOHEC/v7+UFFREdtfPGImSUhICMaOHVtq/8ePHy8xppiYGEydOlWkzN7eHgcPHiyxP1tbW8yZMwfHjh1Dz5498ebNG+zbtw+//iq6GvKiRYugo6MDT09PREZGiuzLy8sDACgqKnJlfD4fCgoKuHTpEkaNGoW8vDzweDwoKChwdRQVFcHn83Hp0iXY2dlx5TY2NoiMjISnp2ep14J8X5Q4VUPVdUW9adOmISIiAoGBgXB0dJR2OIQQQsh3l5GRgbS0NGmH8VUYYzh79ixOnjyJiRMnfrd+nz59KjFxCg0NRZMmTdC0aVMAwODBgxEYGFjuxCkxMRGMMZiampY7tt69e6NNmzal1pE0UlYsNTUVdevWFSmrW7euxOe1irVv3x4hISEYNGgQcnNzUVhYCCcnJ2zatImrc+nSJQQGBiIuLk5iH6ampmjQoAFmz56Nv/76CyoqKlizZg1evHiBlJQUAEDbtm2hoqKCmTNnYsmSJWCMYdasWSgqKuLqFNPT08PNmzdLvQ7k+6PEqRqqLivqMcaQmJiIJk2aAABat26NpKQkKCkpSS0mQgghpDKpq6tX+2MeOXIEqqqqKCgogFAoxJAhQ0pd6KG8cnJyREZGigUFBWHo0KHc56FDh6Jz587YsGGDxEUkSsIYq3Bsampq5TrW93D//n1MmjQJ8+fPh729PVJSUuDr6wsvLy8EBgbi48ePGDZsGLZu3QotLS2JfcjJyWH//v3w9PSEpqYmZGRkYGdnh549e3LXQ1tbG+Hh4Rg3bhzWr18PPp8PV1dXWFlZic3wUVJSQnZ2dqWfOxFFiVM1VB1W1MvNzYW3tzdCQkIQFRUFKysrAKCkiRBCyE/tW6bMVZWuXbsiICAA8vLy0NPTg6zs9/06p6WlhQ8fPoiU3b9/H5cvX8bVq1cxc+ZMrryoqAihoaHcQgnq6upIT08X6zMtLQ0aGhoAgCZNmoDH41VoRd5vnaonEAhEVqkDPq12JxAISuxv6dKlaN++PXx9fQEAFhYWUFFRQceOHfH777/j9evXSE5OhpOTE9emeDEHWVlZJCQkoFGjRrC2tkZcXBzS09ORn58PbW1ttGnTRmR0r0ePHnj8+DHevn0LWVlZ1KpVCwKBQOyZqffv30NbW7vU60C+P0qcqpnPp+lJa0W9Fy9eoF+/frh69Sr4fD5iY2O5xIkQQggh0qWiooLGjRtXWv8tW7bE/fv3RcoCAwPRqVMnkelpwKeVdgMDA7nEycTEBNevXxfr88aNGzAxMQEAaGpqwt7eHps2bYKPj4/Yc05paWklPuf0rVP1bG1tcfbsWUyePJkrO336NGxtbUtsk52dLZacysjIAAA35fDOnTsi++fNm4ePHz9i3bp10NfXF9lXnEA+evQI165dw2IJfyQvHrk6d+4c3rx5g969e4vsv3v3Lrp06VJizKRyUOJUzUh7mt7FixcxYMAAvHnzBpqamggNDUX37t2rPA5CCCGESIe9vT1GjRqFoqIiyMjIoKCgALt27cKiRYvQrFkzkbqjRo3C6tWrce/ePTRt2hRTpkxBx44d4e/vj759+6KoqAh79uxBTEwM/vzzT67dpk2b0L59e9jY2GDRokWwsLBAYWEhTp8+jYCAADx48EBibN86VW/SpEno3LkzVq1aBUdHR4SGhuLatWvYsmULV2f27Nl4+fIldu7cCQBwcnLC6NGjERAQwE3Vmzx5MmxsbKCnpwcAYtelOPH7vDw8PBza2tpo0KAB7ty5g0mTJsHFxQU9evTg6gQHB8PMzAza2tqIiYnBpEmTMGXKFC7pBD4lctevX8eSJUsqfB1IxdCSaNWMtKbpMcawYcMG/PLLL3jz5g0sLS1x7do1SpoIIYSQGqZnz56QlZXFmTNnAACHDx/Gu3fv0KdPH7G6ZmZmMDMzQ2BgIACgXbt2OH78OI4fP4727dujS5cuiI6OxtmzZ0WSCCMjI9y4cQNdu3bFtGnT0KxZM3Tv3h1nz55FQEBApZ1bu3btsHv3bmzZsgWWlpbYt28fDh48KBJbSkoKnj17xn328PDA6tWrsXHjRjRr1gwDBgyAiYkJ9u/fX65jp6SkYNiwYTA1NYWPjw+GDRvGLUVeLCEhAS4uLjAzM8OiRYswd+5crFy5UqTOoUOH0KBBg3IvykG+HY99yxN6P6CMjAxoaGggPT1dKg+AFsvP/g/n1xmKlOkbrsMx11EAPk3T83rxosri+eeff9D/f9MC3dzcsGXLFigrK1fZ8QkhhJCqlJubi6SkJBgaGkpcCKGm27RpEw4fPoyTJ09KOxTyhbZt28LHxwdDhgyRdig/jNJ+3suTG9BUvWrk6rI/uP+u6ml6Li4u6N27N7p27YpJkyaBx+NV6fEJIYQQUn2MHTsWaWlp+PjxY5WvYkdK9vbtW/Tt2xeurq7SDqVGosSpGsnPzOT+uyqm6UVHR8PKygqKioqQkZHBwYMHKWEihBBCCGRlZTF37lxph0G+oKWlhRkzZkg7jBqLnnGqhip7NT3GGFauXImOHTti/Pjx3PsDKGkihBBCCCFEMhpxqmGysrLg6emJsLAwrqyoqOi7vwOCEEIIIYSQnwl9W65BHj9+jD59+uDOnTuQlZXF+vXr4eXlRSNNhBBCCCGElIESpxrixIkTcHV1RVpaGgQCAcLDw9GhQwdph0UIIYQQQsgPgRKnGiAzMxPDhw9HWloabG1tsW/fPu6FbYQQQgghhJCy0eIQNYCqqipCQkLg5eWF8+fPU9JECCGEEEJIOdGIUzWSlZry3fpKSEjAy5cv0a1bNwBA9+7d0b179+/WPyGEEEIIITUJjThVQ9/68tvDhw/DxsYGffv2xaNHj75TVIQQQgghFZOcnAwej4e4uLgS60RERIDH4yEtLe2bj9epUyfs3r37m/sh31fbtm3xzz//SDuMCqPEqRqq6MtvhUIh5s+fD2dnZ2RkZMDCwgLq6urfOTpCCCGESIuHhwd4PJ7Y5uDgIO3Qqo3Dhw/j9evXGDx4sNi+pUuXQkZGBitWrBDbt2DBArRo0UKsXFLSxxjDli1b0KZNG6iqqqJWrVpo1aoV1q5di+zs7O95OiKePXsGR0dHKCsrQ0dHB76+vigsLCy1zY0bN9C9e3fUqlULderUwZgxY5CZmcntf/fuHRwcHKCnpwcFBQXo6+vD29sbGRkZIv1ERETAysoKCgoKaNy4MbZv3y6yv6ioCL/99hsMDQ2hpKSERo0aYfHixdz7QgFg3rx5mDVrFoRC4bdfDCmgqXrVTEVffpuWloahQ4fi6NGjAAAfHx+sXLkScnJy3ztEQggh5KfDmBAFOe+kdnw5pTrg8b7u79kODg4IDg4WKVNQUKiMsH5I69evx4gRI8Dni1/PoKAgzJgxA0FBQfD19a3wMYYNG4b9+/dj3rx52LhxI7S1tXHr1i2sXbsWBgYGcHFx+YYzkKyoqAiOjo4QCASIjo5GSkoKhg8fDjk5OSxZskRim1evXsHOzg6DBg3Cxo0bkZGRgcmTJ8PDwwP79u0DAPD5fDg7O+P333+HtrY2EhMTMWHCBLx//54btUtKSoKjoyO8vLwQEhKCs2fPYtSoUdDV1YW9vT0A4I8//kBAQAB27NiBpk2b4tq1axgxYgQ0NDTg4+MDAOjZsydGjRqF48ePw9HR8btfo8pGidNP4O7du+jTpw8SExOhqKiILVu2YNiwYdIOixBCCPlhFOS8w/l1hlI7ftdJSZBX1v6qugoKChAIBCXu5/F42Lp1K44ePYqTJ0+iXr16WLVqFXr37g0A+PDhA7y9vXHq1ClkZmaifv36mDNnDkaMGAEAeP78OaZNm4ZTp06Bz+ejY8eOWLduHQwMDAB8GvVKS0uDjY0N1q1bh7y8PEydOhVz5szB7NmzERgYCGVlZSxevJjrs1h8fDzGjx+PGzduoHHjxti0aRM6d+5c4rlcunQJs2fPxrVr16ClpYU+ffpg6dKlUFFRkVj/v//+w7lz57Bu3TqxfRcuXEBOTg4WLVqEnTt3Ijo6Gu3atSv1Wkuyd+9ehISE4ODBg3B2dubKDQwM0Lt3b7GRmu/l1KlTuH//Ps6cOYO6deuiRYsWWLx4MWbOnIkFCxZAXl5erM2RI0cgJyeHTZs2cYnk5s2bYWFhgcTERDRu3Bi1a9fGuHHjuDYNGzbE+PHjRUblNm/eDENDQ6xatQoAYGZmhkuXLmHNmjVc4hQdHQ1nZ2cuITIwMMCePXtw9epVrh8ZGRn8+uuvCA0N/SETJ5qq9xPYunUrEhMT0aBBA0RFRVHSRAghhNRwCxcuxMCBA3H79m38+uuvcHNzw/v37wEAv/32G+7fv4/jx4/jwYMHCAgIgJaWFgCgoKAA9vb2UFNTQ2RkJKKioqCqqgoHBwfk5+dz/Z87dw6vXr3CxYsXsXr1avj5+aFXr16oXbs2rly5Ai8vL4wdOxYvXrwQicvX1xfTpk3DzZs3YWtrCycnJ7x7J3mk7/Hjx3BwcEC/fv1w+/ZthIWF4dKlS/D29i7xvC9dugRlZWWYmZmJ7QsMDISrqyvk5OTg6uqKwMDAcl9XAAgJCYGJiYlI0lSMx+NBQ0OjxLaqqqqlbl5eXiW2jYmJQfPmzVG3bl2uzN7eHhkZGbh3757ENnl5eZCXlxcZfVNSUgLw6VpJ8urVK+zfv18koY2JiYGdnZ1IPXt7e8TExHCf27Vrh7Nnz+Lhw4cAgFu3buHSpUvo2bOnSDsbGxtERkaWeJ7VGSVOP4Hly5dj6tSpuH79OqysrKQdDiGEEEIq0ZEjR8S+cH85VcvDwwOurq5o3LgxlixZgszMTO4v/8+ePUPLli3RqlUrGBgYwM7ODk5OTgCAsLAwCIVCbNu2Dc2bN4eZmRmCg4Px7NkzREREcP1rampi/fr1MDExwciRI2FiYoLs7GzMmTMHTZo0wezZsyEvLy/25dzb2xv9+vWDmZkZAgICoKGhUWICs3TpUri5uWHy5Mlo0qQJ2rVrh/Xr12Pnzp3Izc2V2Obp06eoW7eu2DS9jIwM7Nu3D0OHDgUADB06FHv37hV51udrPXr0CCYmJuVuBwBxcXGlbosWLSqxbWpqqkjSBID7nJqaKrFNt27dkJqaihUrViA/Px8fPnzArFmzAAApKaKrObu6ukJZWRn16tWDuro6tm3bVuaxMzIykJOTAwCYNWsWBg8eDFNTU8jJyaFly5aYPHky3NzcRNrp6enh+fPnP+RzTpQ4VTNfs6Leu3fvMG/ePO5hQAUFBaxatYr7axEhhBBCfl5du3YV+8L95UiFhYUF998qKipQV1fHmzdvAADjxo1DaGgoWrRogRkzZiA6Opqre+vWLSQmJkJNTY1LyjQ1NZGbm4vHjx9z9Zo2bSqSnNStWxfNmzfnPsvIyKBOnTrcMYvZ2tpy/y0rK4tWrVrhwYMHEs/z1q1b2L59u0iCaG9vD6FQiKSkJIltcnJyoKioKFa+Z88eNGrUCJaWlgCAFi1aoGHDhggLC5PYT2k+X+ygvBo3blzqpqOjU+G+JWnatCl27NiBVatWQVlZGQKBAIaGhhKTyzVr1uDGjRs4dOgQHj9+jKlTp5brWMVTGHfv3o0bN25gx44dWLlyJXbs2CFST0lJCUKhEHl5ed98flWNnnGqZspaUS8uLg59+vRBcnIyGGPw9/evosgIIYSQn5ecUh10nST5y3hVHf9rqaiooHHjxqX398XiUDwej/sLf8+ePfH06VMcO3YMp0+fxi+//IIJEyZg5cqVyMzMhLW1NUJCQsT61Nb+/2ewJPVf2jErIjMzE2PHjuUWFvhcgwYNJLbR0tLChw8fxMoDAwNx7949yMr+/1dfoVCIoKAgeHp6AgDU1dWRnp4u1rZ4efTiKXjGxsaIj48v9/kAn6bqlWbo0KHYvHmzxH0CgUDkeSEAeP36NbevJEOGDMGQIUPw+vVrqKiogMfjYfXq1TAyMhLrXyAQwNTUFJqamujYsSN+++036OrqQiAQcMf6/Njq6urc1D9fX19u1AkAmjdvjqdPn2Lp0qVwd3fn2r1//x4qKipcux8JJU7ViIpAt9QV9UJCQjB69Gjk5OTAyMgIgwYNqsLoCCGEkJ8Xj8f/6sUZfgba2tpwd3eHu7s7OnbsCF9fX6xcuRJWVlYICwuDjo5OpbzS5PLly+jUqRMAoLCwENevXy/xmSUrKyvcv3+/zCTxcy1btkRqaio+fPiA2rVrAwDu3LmDa9euISIiApqamlzd9+/fo0uXLoiPj4epqSlMTEzw4sULvH79WmRa2o0bN6CoqMgla0OGDMHgwYNx6NAhseecGGPIyMgo8Tmn0t5jBaDUa25rawt/f3+8efOGG5k6ffo01NXVYW5uXmq/wP9P6wsKCoKioiK6d+9eYt3ihLd4VMjW1hbHjh0TqXP69GmREcTs7GyxUSwZGRmx5Pnu3bto2bJlmfFWRzRVrxqRL+GvEAUFBZgyZQqGDh2KnJwcODg4IDY2VmQYnhBCCCE1Q15eHlJTU0W2t2/ffnX7+fPn49ChQ0hMTMS9e/dw5MgRbjEFNzc3aGlpwdnZGZGRkUhKSkJERAR8fHzEFnqoiE2bNuHAgQOIj4/HhAkT8OHDB4wcOVJi3ZkzZyI6Ohre3t6Ii4vDo0ePcOjQoVIXh2jZsiW0tLQQFRXFlQUGBsLGxgadOnVCs2bNuK1Tp05o3bo194yVvb09TExM4OrqiujoaDx58gT79u3DvHnzMGnSJMjIyAAABg4ciEGDBsHV1RVLlizBtWvX8PTpUxw5cgR2dnY4f/58ifF9y1S9Hj16wNzcHMOGDcOtW7dw8uRJzJs3DxMmTOCWo7969SpMTU3x8uVLrt3GjRtx48YNPHz4EJs2bYK3tzeWLl2KWrVqAQCOHTuG4OBg3L17F8nJyTh69Ci8vLzQvn17biVFLy8vPHnyBDNmzEB8fDz+/PNP7N27F1OmTOGO4+TkBH9/fxw9ehTJyck4cOAAVq9ejT59+oicR2RkJHr06FHieVZrrIZJT09nAFh6erpU48jLesNOLFER2e7tCRSr9/r1a9a5c2cGgAFgc+bMYYWFhVKImBBCCPl55OTksPv377OcnBxph1Iu7u7u3HeCzzcTExOuDgB24MABkXYaGhosODiYMcbY4sWLmZmZGVNSUmKamprM2dmZPXnyhKubkpLChg8fzrS0tJiCggIzMjJio0eP5r47ubu7M2dnZ5H+O3fuzCZNmiRS1rBhQ7ZmzRrGGGNJSUkMANu9ezezsbFh8vLyzNzcnJ07d46rf/78eQaAffjwgSu7evUq6969O1NVVWUqKirMwsKC+fv7l3qNZsyYwQYPHswYYywvL4/VqVOHLV++XGLdP/74g+no6LD8/HzGGGMvX75k7u7urEGDBkxJSYmZm5uzZcuWcfuLFRUVsYCAANa6dWumrKzM1NXVmbW1NVu3bh3Lzs4uNb5vkZyczHr27MmUlJSYlpYWmzZtGisoKOD2F1/DpKQkrmzYsGFMU1OTycvLMwsLC7Zz506RPs+dO8dsbW2ZhoYGU1RUZE2aNGEzZ84U+Xco7rtFixZMXl6eGRkZcfdTsYyMDDZp0iTWoEEDpqioyIyMjNjcuXNZXl4eV+fFixdMTk6OPX/+/Ltdk69R2s97eXIDHmPf8ITbD6h4+DQ9Pb1ShqC/Vn72f2Lvi5D0Doc7d+6gbdu24PP52LFjB/r27VuVYRJCCCE/pdzcXCQlJcHQ0FDiYgLkx5WamoqmTZvixo0baNiwobTDIZ+ZOXMmPnz4gC1btlTpcUv7eS9PbkDPOFVzzZs3R1hYGIyMjL5q/iohhBBCSE0mEAgQGBiIZ8+eUeJUzejo6JR7tb7qhBKnaiY/Px/Tp0/H4MGDubdZ9+rVS8pREUIIIYT8OFxcXKQdApFg2rRp0g7hm9DiENVISsprdOvWDRs2bMCAAQOQnZ0t7ZAIIYQQQgghqCaJ06ZNm2BgYABFRUW0adNGbI36L4WHh8PU1BSKiopo3ry52PKIP6L7T4tg28EOUVFR0NDQwJYtW6CsrCztsAghhBBCCCGoBolTWFgYpk6dCj8/P9y4cQOWlpawt7cXe9N0sejoaLi6usLT0xM3b96Ei4sLXFxccPfu3SqO/PtgjOHolQLM2JaLlNTXMDc3R2xsLBwdHaUdGiGEEEIIIeR/pJ44rV69GqNHj8aIESNgbm6OzZs3Q1lZGUFBQRLrr1u3Dg4ODvD19YWZmRkWL14MKysrbNy4sYoj/3aFRQxrD+Rjw6F8FBYBffs44cqVK2jSpIm0QyOEEEIIIYR8RqqJU35+Pq5fvw47OzuujM/nw87ODjExMRLbxMTEiNQHPr2wrKT6eXl5yMjIENmqCxk+kJXDwOcBI+3lsHvXNqiW8BJcQgghhBBCiPRINXF6+/YtioqKULduXZHyunXrIjU1VWKb1NTUctVfunQpNDQ0uE1fX//7BP8d8Hg8TO2vgKWeihjYWR48Hk/aIRFCCCGEEEIkkPpUvco2e/ZspKenc9vz58+lHZIIZQUeLI1kpB0GIYQQQgghpBRSfY+TlpYWZGRk8Pr1a5Hy169fQyAQSGwjEAjKVV9BQQEKCgrfJ+DvSE6pDrpOShIrI4QQQgiprng8Hg4cOCCV9yS9e/cOZmZmuHr1KgwMDKr8+D+aWbNmISsrCxs2bJB2KD8NqY44ycvLw9raGmfPnuXKhEIhzp49C1tbW4ltbG1tReoDwOnTp0usX13xeHzIK2uLbDzeTz8ASAghhJBv4OHhAR6PBx6PBzk5ORgaGmLGjBnIzc2VdmiVzt/fH87OzhKTJnt7e8jIyCA2NlZsX5cuXTB58mSx8u3bt6NWrVoiZRkZGZg7dy732huBQAA7Ozvs378fjLHvdCbiIiIiYGVlBQUFBTRu3Bjbt28vtX5ycjJ3H3y+Xb58maszffp07NixA0+ePKm0uGsaqY44AcDUqVPh7u6OVq1awcbGBmvXrkVWVhZGjBgBABg+fDjq1auHpUuXAgAmTZqEzp07Y9WqVXB0dERoaCiuXbuGLVu2SPM0CCGEEEKqhIODA4KDg1FQUIDr16/D3d0dPB4Pf/zxh7RDqzTZ2dkIDAzEyZMnxfY9e/YM0dHR8Pb2RlBQEFq3bl2hY6SlpaFDhw5IT0/H77//jtatW0NWVhYXLlzAjBkz0K1bN7FE63tISkqCo6MjvLy8EBISgrNnz2LUqFHQ1dWFvb19qW3PnDmDpk2bcp/r1Pn/2UtaWlqwt7dHQEAAVqxY8d3jromkPsQxaNAgrFy5EvPnz0eLFi0QFxeHEydOcAtAPHv2DCkpKVz9du3aYffu3diyZQssLS2xb98+HDx4EM2aNZPWKRBCCCHkJ5KVlVXi9uXITml1c3JyyqxbEQoKChAIBNDX14eLiwvs7Oxw+vRpbv+7d+/g6uqKevXqQVlZGc2bN8eePXtE+ujSpQt8fHwwY8YMaGpqQiAQYMGCBSJ1Hj16hE6dOkFRURHm5uYixyh2584ddOvWDUpKSqhTpw7GjBmDzMxMbr+HhwdcXFywZMkS1K1bF7Vq1cKiRYtQWFgIX19faGpqon79+ggODi71nI8dOwYFBQW0bdtWbF9wcDB69eqFcePGYc+ePWLX/WvNmTMHycnJuHLlCtzd3WFubg5jY2OMHj0acXFxlbby8ebNm2FoaIhVq1bBzMwM3t7e6N+/P9asWVNm2zp16kAgEHCbnJycyH4nJyeEhoZWStw1kdQTJwDw9vbG06dPkZeXhytXrqBNmzbcvoiICLHhygEDBiAhIQF5eXm4e/cufv311yqOmBBCCCE/K1VV1RK3fv36idTV0dEpsW7Pnj1F6hoYGIjV+VZ3795FdHQ05OXlubLc3FxYW1vj6NGjuHv3LsaMGYNhw4bh6tWrIm137NgBFRUVXLlyBcuXL8eiRYu45EgoFKJv376Ql5fHlStXsHnzZsycOVOkfVZWFuzt7VG7dm3ExsYiPDwcZ86cgbe3t0i9c+fO4dWrV7h48SJWr14NPz8/9OrVC7Vr18aVK1fg5eWFsWPH4sWLFyWeZ2RkJKytrcXKGWMIDg7G0KFDYWpqisaNG2Pfvn3lvo5CoRChoaFwc3ODnp6e2H5VVVXIykqeqBUZGVnqPaOqqoqQkJASj13eV+18rnfv3tDR0UGHDh1w+PBhsf02NjZ48eIFkpOTy+yLlE3qU/UIIYQQQsjXO3LkCFRVVVFYWIi8vDzw+Xxs3LiR21+vXj1Mnz6d+zxx4kScPHkSe/fuhY2NDVduYWEBPz8/AECTJk2wceNGnD17Ft27d8eZM2cQHx+PkydPconEkiVLRJLB3bt3Izc3Fzt37oSKigoAYOPGjXBycsIff/zBzR7S1NTE+vXrwefzYWJiguXLlyM7Oxtz5swB8GkF5GXLluHSpUsYPHiwxHN++vSpxITmzJkzyM7O5qa0DR06FIGBgRg2bFi5runbt2/x4cMHmJqalqsdALRq1QpxcXGl1vnyVTqfK+lVOxkZGcjJyYGSkpJYG1VVVaxatQrt27cHn8/HP//8AxcXFxw8eBC9e/fm6hVfs6dPn9KCGt8BJU6EEEIIIZ/5fKrZl2RkRF8h8ubNmxLr8vmiE3u+11/9u3btioCAAGRlZWHNmjWQlZUVGQkrKirCkiVLsHfvXrx8+RL5+fnIy8uDsrKySD8WFhYin3V1dbnzefDgAfT19UWSlS8X4nrw4AEsLS25pAkA2rdvD6FQiISEBC4ZaNq0qci1qFu3rsgjFjIyMqhTp06p1zInJweKiopi5UFBQRg0aBA3GuTq6gpfX188fvwYjRo1KrG/L33Lwg9KSkpo3LhxhdtXhJaWFqZOncp9bt26NV69eoUVK1aIJE7FSVd2dnaVxvezqhZT9QghhBBCqgsVFZUSty+/vJdW98uRAkl1Khpf48aNYWlpiaCgIFy5cgWBgYHc/hUrVmDdunWYOXMmzp8/j7i4ONjb2yM/P1+kny+fh+HxeBAKhRWKqTSSjlPeY2tpaeHDhw8iZe/fv8eBAwfw559/QlZWFrKysqhXrx4KCwsRFBTE1VNXV0d6erpYn2lpadDQ0AAAaGtro1atWoiPjy/3+X3rVL2SXrWjrq4ucbSpJG3atEFiYqJI2fv37wF8Oj/y7WjEiRBCCCHkB8Xn8zFnzhxMnToVQ4YMgZKSEqKiouDs7IyhQ4cC+PT8zsOHD2Fubv7V/ZqZmeH58+dISUmBrq4uAIgsdV1cZ/v27cjKyuKSwKioKG5K3vfUsmVL/P333yJlISEhqF+/Pg4ePChSfurUKaxatQqLFi2CjIwMTExMcOrUKbE+b9y4AWNjYwCfruPgwYOxa9cu+Pn5iU0LzMzMhKKiosTnnL51qp6trS2OHTsmUlaRV+3ExcVx/1bF7t69Czk5OZGV90jF0YgTIYQQQsgPbMCAAZCRkcGmTZsAfHpe6fTp04iOjsaDBw8wduxYsRGNstjZ2cHY2Bju7u64desWIiMjMXfuXJE6bm5uUFRUhLu7O+7evYvz589j4sSJGDZsWKmJQkXY29vj3r17IqNOgYGB6N+/P5o1ayayeXp64u3btzhx4gQAYNy4cXj48CF8fHxw+/ZtJCQkYPXq1dizZw+mTZvG9efv7w99fX20adMGO3fuxP379/Ho0SMEBQWhZcuWJU7hLJ6qV9qmpqZW4rl5eXnhyZMnmDFjBuLj4/Hnn39i7969mDJlCldn48aN+OWXX7jPO3bswJ49exAfH4/4+HgsWbIEQUFBmDhxokjfkZGR6NixY7lGrkjJKHEihBBCCPmBycrKwtvbG8uXL0dWVhbmzZsHKysr2Nvbo0uXLhAIBHBxcSlXn3w+HwcOHEBOTg5sbGwwatQo+Pv7i9RRVlbGyZMn8f79e7Ru3Rr9+/fHL7/8IrJQxffSvHlzWFlZYe/evQCA69ev49atW2KrHAKAhoYGfvnlF276opGRES5evIj4+HjY2dmhTZs22Lt3L8LDw+Hg4MC109TUxOXLlzF06FD8/vvvaNmyJTp27Ig9e/ZgxYoV3LS+783Q0BBHjx7F6dOnYWlpiVWrVmHbtm0i73B6+/YtHj9+LNJu8eLFsLa2Rps2bXDo0CGEhYVx70EtFhoaitGjR1dK3DURj1Xma5CroYyMDGhoaCA9PR3q6urSDocQQgghUpCbm4ukpCQYGhpKXHSAVD9Hjx6Fr68v7t69K7bwBhF3/PhxTJs2Dbdv3y5xKfWaorSf9/LkBjX7KhJCCCGEkB+Co6MjHj16hJcvX0JfX1/a4VR7WVlZCA4OrvFJ0/dEV5IQQgghhPwQJk+eLO0Qfhj9+/eXdgg/HRrnJIQQQgghhJAyUOJECCGEEEIIIWWgxIkQQgghNVYNWyOLkBrpe/2cU+JECCGEkBpHTk4OAJCdnS3lSAghlS0/Px8AICMj80390OIQhBBCCKlxZGRkUKtWLbx58wbAp3cS8Xg8KUdFCPnehEIh/vvvPygrK3/zCoOUOBFCCCGkRhIIBADAJU+EkJ8Tn89HgwYNvvmPI5Q4EUIIIaRG4vF40NXVhY6ODgoKCqQdDiGkksjLy3+XlyZT4kQIIYSQGk1GRuabn30ghPz8aHEIQgghhBBCCCkDJU6EEEIIIYQQUgZKnAghhBBCCCGkDDXuGafiF2BlZGRIORJCCCGEEEKINBXnBF/zktwalzh9/PgRAKCvry/lSAghhBBCCCHVwcePH6GhoVFqHR77mvTqJyIUCvHq1SuoqalVixfdZWRkQF9fH8+fP4e6urq0wyHVHN0vpLzoniHlRfcMKS+6Z0h5Vad7hjGGjx8/Qk9Pr8wly2vciBOfz0f9+vWlHYYYdXV1qd845MdB9wspL7pnSHnRPUPKi+4ZUl7V5Z4pa6SpGC0OQQghhBBCCCFloMSJEEIIIYQQQspAiZOUKSgowM/PDwoKCtIOhfwA6H4h5UX3DCkvumdIedE9Q8rrR71natziEIQQQgghhBBSXjTiRAghhBBCCCFloMSJEEIIIYQQQspAiRMhhBBCCCGElIESJ0IIIYQQQggpAyVOlWzTpk0wMDCAoqIi2rRpg6tXr5ZaPzw8HKamplBUVETz5s1x7NixKoqUVBfluWe2bt2Kjh07onbt2qhduzbs7OzKvMfIz6e8v2eKhYaGgsfjwcXFpXIDJNVOee+ZtLQ0TJgwAbq6ulBQUICxsTH9/6mGKe89s3btWpiYmEBJSQn6+vqYMmUKcnNzqyhaIm0XL16Ek5MT9PT0wOPxcPDgwTLbREREwMrKCgoKCmjcuDG2b99e6XGWFyVOlSgsLAxTp06Fn58fbty4AUtLS9jb2+PNmzcS60dHR8PV1RWenp64efMmXFxc4OLigrt371Zx5ERaynvPREREwNXVFefPn0dMTAz09fXRo0cPvHz5soojJ9JS3numWHJyMqZPn46OHTtWUaSkuijvPZOfn4/u3bsjOTkZ+/btQ0JCArZu3Yp69epVceREWsp7z+zevRuzZs2Cn58fHjx4gMDAQISFhWHOnDlVHDmRlqysLFhaWmLTpk1fVT8pKQmOjo7o2rUr4uLiMHnyZIwaNQonT56s5EjLiZFKY2NjwyZMmMB9LioqYnp6emzp0qUS6w8cOJA5OjqKlLVp04aNHTu2UuMk1Ud575kvFRYWMjU1NbZjx47KCpFUMxW5ZwoLC1m7du3Ytm3bmLu7O3N2dq6CSEl1Ud57JiAggBkZGbH8/PyqCpFUM+W9ZyZMmMC6desmUjZ16lTWvn37So2TVE8A2IEDB0qtM2PGDNa0aVORskGDBjF7e/tKjKz8aMSpkuTn5+P69euws7Pjyvh8Puzs7BATEyOxTUxMjEh9ALC3ty+xPvm5VOSe+VJ2djYKCgqgqalZWWGSaqSi98yiRYugo6MDT0/PqgiTVCMVuWcOHz4MW1tbTJgwAXXr1kWzZs2wZMkSFBUVVVXYRIoqcs+0a9cO169f56bzPXnyBMeOHcOvv/5aJTGTH8+P8h1YVtoB/Kzevn2LoqIi1K1bV6S8bt26iI+Pl9gmNTVVYv3U1NRKi5NUHxW5Z740c+ZM6Onpif3yIT+nitwzly5dQmBgIOLi4qogQlLdVOSeefLkCc6dOwc3NzccO3YMiYmJGD9+PAoKCuDn51cVYRMpqsg9M2TIELx9+xYdOnQAYwyFhYXw8vKiqXqkRCV9B87IyEBOTg6UlJSkFJkoGnEi5CexbNkyhIaG4sCBA1BUVJR2OKQa+vjxI4YNG4atW7dCS0tL2uGQH4RQKISOjg62bNkCa2trDBo0CHPnzsXmzZulHRqppiIiIrBkyRL8+eefuHHjBvbv34+jR49i8eLF0g6NkG9CI06VREtLCzIyMnj9+rVI+evXryEQCCS2EQgE5apPfi4VuWeKrVy5EsuWLcOZM2dgYWFRmWGSaqS898zjx4+RnJwMJycnrkwoFAIAZGVlkZCQgEaNGlVu0ESqKvJ7RldXF3JycpCRkeHKzMzMkJqaivz8fMjLy1dqzES6KnLP/Pbbbxg2bBhGjRoFAGjevDmysrIwZswYzJ07F3w+/d2eiCrpO7C6unq1GW0CaMSp0sjLy8Pa2hpnz57lyoRCIc6ePQtbW1uJbWxtbUXqA8Dp06dLrE9+LhW5ZwBg+fLlWLx4MU6cOIFWrVpVRaikmijvPWNqaoo7d+4gLi6O23r37s2tYqSvr1+V4RMpqMjvmfbt2yMxMZFLsgHg4cOH0NXVpaSpBqjIPZOdnS2WHBUn3oyxyguW/LB+mO/A0l6d4mcWGhrKFBQU2Pbt29n9+/fZmDFjWK1atVhqaipjjLFhw4axWbNmcfWjoqKYrKwsW7lyJXvw4AHz8/NjcnJy7M6dO9I6BVLFynvPLFu2jMnLy7N9+/axlJQUbvv48aO0ToFUsfLeM1+iVfVqnvLeM8+ePWNqamrM29ubJSQksCNHjjAdHR32+++/S+sUSBUr7z3j5+fH1NTU2J49e9iTJ0/YqVOnWKNGjdjAgQOldQqkin38+JHdvHmT3bx5kwFgq1evZjdv3mRPnz5ljDE2a9YsNmzYMK7+kydPmLKyMvP19WUPHjxgmzZtYjIyMuzEiRPSOgWJKHGqZBs2bGANGjRg8vLyzMbGhl2+fJnb17lzZ+bu7i5Sf+/evczY2JjJy8uzpk2bsqNHj1ZxxETaynPPNGzYkAEQ2/z8/Ko+cCI15f098zlKnGqm8t4z0dHRrE2bNkxBQYEZGRkxf39/VlhYWMVRE2kqzz1TUFDAFixYwBo1asQUFRWZvr4+Gz9+PPvw4UPVB06k4vz58xK/nxTfJ+7u7qxz585ibVq0aMHk5eWZkZERCw4OrvK4y8JjjMZMCSGEEEIIIaQ09IwTIYQQQgghhJSBEidCCCGEEEIIKQMlToQQQgghhBBSBkqcCCGEEEIIIaQMlDgRQgghhBBCSBkocSKEEEIIIYSQMlDiRAghhBBCCCFloMSJEEIIIYQQQspAiRMhhJAK2b59O2rVqiXtMCqMx+Ph4MGDpdbx8PCAi4tLlcRDCCGkeqPEiRBCajAPDw/weDyxLTExUdqhYfv27Vw8fD4f9evXx4gRI/DmzZvv0n9KSgp69uwJAEhOTgaPx0NcXJxInXXr1mH79u3f5XglWbBgAXeeMjIy0NfXx5gxY/D+/fty9UNJHiGEVC5ZaQdACCFEuhwcHBAcHCxSpq2tLaVoRKmrqyMhIQFCoRC3bt3CiBEj8OrVK5w8efKb+xYIBGXW0dDQ+ObjfI2mTZvizJkzKCoqwoMHDzBy5Eikp6cjLCysSo5PCCGkbDTiRAghNZyCggIEAoHIJiMjg9WrV6N58+ZQUVGBvr4+xo8fj8zMzBL7uXXrFrp27Qo1NTWoq6vD2toa165d4/ZfunQJHTt2hJKSEvT19eHj44OsrKxSY+PxeBAIBNDT00PPnj3h4+ODM2fOICcnB0KhEIsWLUL9+vWhoKCAFi1a4MSJE1zb/Px8eHt7Q1dXF4qKimjYsCGWLl0q0nfxVD1DQ0MAQMuWLcHj8dClSxcAoqM4W7ZsgZ6eHoRCoUiMzs7OGDlyJPf50KFDsLKygqKiIoyMjLBw4UIUFhaWep6ysrIQCASoV68e7OzsMGDAAJw+fZrbX1RUBE9PTxgaGkJJSQkmJiZYt24dt3/BggXYsWMHDh06xI1eRUREAACeP3+OgQMHolatWtDU1ISzszOSk5NLjYcQQog4SpwIIYRIxOfzsX79ety7dw87duzAuXPnMGPGjBLru7m5oX79+oiNjcX169cxa9YsyMnJAQAeP34MBwcH9OvXD7dv30ZYWBguXboEb2/vcsWkpKQEoVCIwsJCrFu3DqtWrcLKlStx+/Zt2Nvbo3fv3nj06BEAYP369Th8+DD27t2LhIQEhISEwMDAQGK/V69eBQCcOXMGKSkp2L9/v1idAQMG4N27dzh//jxX9v79e5w4cQJubm4AgMjISAwfPhyTJk3C/fv38ddff2H79u3w9/f/6nNMTk7GyZMnIS8vz5UJhULUr18f4eHhuH//PubPn485c+Zg7969AIDp06dj4MCBcHBwQEpKClJSUtCuXTsUFBTA3t4eampqiIyMRFRUFFRVVeHg4ID8/PyvjokQQggARgghpMZyd3dnMjIyTEVFhdv69+8vsW54eDirU6cO9zk4OJhpaGhwn9XU1Nj27dsltvX09GRjxowRKYuMjGR8Pp/l5ORIbPNl/w8fPmTGxsasVatWjDHG9PT0mL+/v0ib1q1bs/HjxzPGGJs4cSLr1q0bEwqFEvsHwA4cOMAYYywpKYkBYDdv3hSp4+7uzpydnbnPzs7ObOTIkdznv/76i+np6bGioiLGGGO//PILW7JkiUgfu3btYrq6uhJjYIwxPz8/xufzmYqKClNUVGQAGAC2evXqEtswxtiECRNYv379Soy1+NgmJiYi1yAvL48pKSmxkydPlto/IYQQUfSMEyGE1HBdu3ZFQEAA91lFRQXAp9GXpUuXIj4+HhkZGSgsLERubi6ys7OhrKws1s/UqVMxatQo7Nq1i5tu1qhRIwCfpvHdvn0bISEhXH3GGIRCIZKSkmBmZiYxtvT0dKiqqkIoFCI3NxcdOnTAtm3bkJGRgVevXqF9+/Yi9du3b49bt24B+DTNrnv37jAxMYGDgwN69eqFHj16fNO1cnNzw+jRo/Hnn39CQUEBISEhGDx4MPh8PneeUVFRIiNMRUVFpV43ADAxMcHhw4eRm5uLv//+G3FxcZg4caJInU2bNiEoKAjPnj1DTk4O8vPz0aJFi1LjvXXrFhITE6GmpiZSnpubi8ePH1fgChBCSM1FiRMhhNRwKioqaNy4sUhZcnIyevXqhXHjxsHf3x+ampq4dOkSPD09kZ+fLzEBWLBgAYYMGYKjR4/i+PHj8PPzQ2hoKPr06YPMzEyMHTsWPj4+Yu0aNGhQYmxqamq4ceMG+Hw+dHV1oaSkBADIyMgo87ysrKyQlJSE48eP48yZMxg4cCDs7Oywb9++MtuWxMnJCYwxHD16FK1bt0ZkZCTWrFnD7c/MzMTChQvRt29fsbaKiool9isvL8/9GyxbtgyOjo5YuHAhFi9eDAAIDQ3F9OnTsWrVKtja2kJNTQ0rVqzAlStXSo03MzMT1tbWIglrseqyAAghhPwoKHEihBAi5vr16xAKhVi1ahU3mlL8PE1pjI2NYWxsjClTpsDV1RXBwcHo06cPrKyscP/+fbEErSx8Pl9iG3V1dejp6SEqKgqdO3fmyqOiomBjYyNSb9CgQRg0aBD69+8PBwcHvH//HpqamiL9FT9PVFRUVGo8ioqK6Nu3L0JCQpCYmAgTExNYWVlx+62srJCQkFDu8/zSvHnz0K1bN4wbN447z3bt2mH8+PFcnS9HjOTl5cXit7KyQlhYGHR0dKCurv5NMRFCSE1Hi0MQQggR07hxYxQUFGDDhg148uQJdu3ahc2bN5dYPycnB97e3oiIiMDTp08RFRWF2NhYbgrezJkzER0dDW9vb8TFxeHRo0c4dOhQuReH+Jyvry/++OMPhIWFISEhAbNmzUJcXBwmTZoEAFi9ejX27NmD+Ph4PHz4EOHh4RAIBBJf2qujowMlJSWcOHECr1+/Rnp6eonHdXNzw9GjRxEUFMQtClFs/vz52LlzJxYuXIh79+7hwYMHCA0Nxbx588p1bra2trCwsMCSJUsAAE2aNMG1a9dw8uRJPHz4EL/99htiY2NF2hgYGOD27dtISEjA27dvUVBQADc3N2hpacHZ2RmRkZFISkpCREQEfHx88OLFi3LFRAghNR0lToQQQsRYWlpi9erV+OOPP9CsWTOEhISILOX9JRkZGbx79w7Dhw+HsbExBg4ciJ49e2LhwoUAAAsLC1y4cAEPHz5Ex44d0bJlS8yfPx96enoVjtHHxwdTp07FtGnT0Lx5c5w4cQKHDx9GkyZNAHya5rd8+XK0atUKrVu3RnJyMo4dO8aNoH1OVlYW69evx19//QU9PT04OzuXeNxu3bpBU1MTCQkJGDJkiMg+e3t7HDlyBKdOnULr1q3Rtm1brFmzBg0bNiz3+U2ZMgXbtm3D8+fPMXbsWPTt2xeDBg1CmzZt8O7dO5HRJwAYPXo0TExM0KpVK2hrayMqKgrKysq4ePEiGjRogL59+8LMzAyenp7Izc2lEShCCCknHmOMSTsIQgghhBBCCKnOaMSJEEIIIYQQQspAiRMhhBBCCCGElIESJ0IIIYQQQggpAyVOhBBCCCGEEFIGSpwIIYQQQgghpAyUOBFCCCGEEEJIGShxIoQQQgghhJAyUOJECCGEEEIIIWWgxIkQQgghhBBCykCJEyGEEEIIIYSUgRInQgghhBBCCCnD/wHdh3B42LA6DwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:46:03,322 WARNING:Missing probabilities for model Ensemble on dataset d. Skipping this model in the ROC plot.\n", "2024-12-22 11:46:03,523 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": [ "2024-12-22 11:46:03,658 WARNING:Missing probabilities for model Ensemble on dataset e. Skipping this model in the ROC plot.\n", "2024-12-22 11:46:03,860 INFO:Saved aggregated ROC curve for e to results/roc_curves/Aggregated_ROC_e.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:46:04,014 WARNING:Missing probabilities for model Ensemble on dataset f. Skipping this model in the ROC plot.\n", "2024-12-22 11:46:04,223 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": [ "2024-12-22 11:46:04,370 WARNING:Missing probabilities for model Ensemble on dataset g. Skipping this model in the ROC plot.\n", "2024-12-22 11:46:04,576 INFO:Saved aggregated ROC curve for g to results/roc_curves/Aggregated_ROC_g.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:46:04,727 WARNING:Missing probabilities for model Ensemble on dataset h. Skipping this model in the ROC plot.\n", "2024-12-22 11:46:04,933 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": [ "2024-12-22 11:46:05,081 WARNING:Missing probabilities for model Ensemble on dataset i. Skipping this model in the ROC plot.\n", "2024-12-22 11:46:05,285 INFO:Saved aggregated ROC curve for i to results/roc_curves/Aggregated_ROC_i.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:46:05,433 WARNING:Missing probabilities for model Ensemble on dataset j. Skipping this model in the ROC plot.\n", "2024-12-22 11:46:05,663 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": [ "2024-12-22 11:46:05,828 WARNING:Missing probabilities for model Ensemble on dataset k. Skipping this model in the ROC plot.\n", "2024-12-22 11:46:06,053 INFO:Saved aggregated ROC curve for k to results/roc_curves/Aggregated_ROC_k.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-22 11:46:06,235 WARNING:Missing probabilities for model Ensemble on dataset l. Skipping this model in the ROC plot.\n", "2024-12-22 11:46:06,469 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": [ "2024-12-22 11:46:06,609 INFO:\n", "=== Evaluation Results ===\n", "2024-12-22 11:46:06,673 INFO:\n", " Model Dataset Loss Accuracy AUCROC F1\n", "0 ViT a 0.354476 0.894912 0.902085 0.748011\n", "1 ViT b 0.222844 0.926438 0.926361 0.546512\n", "2 ViT c 0.462299 0.834958 0.868444 0.349442\n", "3 ViT d 0.116732 0.953788 0.970492 0.657343\n", "4 ViT e 0.36521 0.882547 0.920767 0.724936\n", ".. ... ... ... ... ... ...\n", "127 Ensemble h 0.947667 0.997916 0.950222\n", "128 Ensemble i 0.998667 0.999989 0.998667\n", "129 Ensemble j 0.569833 0.642645 0.315566\n", "130 Ensemble k 0.598333 0.889732 0.330556\n", "131 Ensemble l 0.817963 0.832089 0.712386\n", "\n", "[132 rows x 6 columns]\n", "2024-12-22 11:46:06,675 INFO:\n", "Evaluation results saved to 'results/evaluation_ensemble.csv'\n" ] } ], "source": [ "import os\n", "import time\n", "import numpy as np\n", "import torch\n", "from torch.utils.data import DataLoader, Dataset\n", "from torchvision import transforms\n", "from sklearn.metrics import roc_auc_score, f1_score, roc_curve, confusion_matrix\n", "from tqdm import tqdm\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd\n", "import logging\n", "from astropy.io import fits\n", "from PIL import Image\n", "\n", "# Import necessary libraries for model initialization\n", "import timm\n", "from transformers import AutoProcessor, AutoModelForImageClassification\n", "import torch.nn as nn\n", "\n", "# ============================ Set Logging ============================ #\n", "logging.basicConfig(level=logging.INFO, format='%(asctime)s %(levelname)s:%(message)s')\n", "logger = logging.getLogger(__name__)\n", "\n", "# ============================ Define Directories ============================ #\n", "ROC_CURVES_DIR = 'results/roc_curves'\n", "SEABORN_DIR = 'results/confusion_matrices'\n", "os.makedirs(ROC_CURVES_DIR, exist_ok=True)\n", "os.makedirs(SEABORN_DIR, exist_ok=True)\n", "logger.info(f\"ROC curves will be saved to the directory: '{ROC_CURVES_DIR}'\")\n", "logger.info(f\"Seaborn confusion matrices will be saved to the directory: '{SEABORN_DIR}'\")\n", "\n", "# ============================ Define Colors for Models ============================ #\n", "colors = {\n", " 'ViT': 'crimson',\n", " 'MLP-Mixer': 'tomato',\n", " 'CvT': 'darkred',\n", " 'Swin': 'indigo',\n", " 'CaiT': 'royalblue',\n", " 'DeiT': 'cadetblue',\n", " 'DeiT3': 'dodgerblue',\n", " 'Twins_SVT': 'lightgreen',\n", " 'Twins_PCPVT': 'mediumseagreen',\n", " 'PiT': 'dimgrey',\n", " 'Ensemble': 'darkgoldenrod',\n", " 'Random': 'black'\n", "}\n", "\n", "# ============================ Define FITSImageDataset ============================ #\n", "class FITSImageDataset(Dataset):\n", " def __init__(self, file_paths, labels, transform=None, normalize=True):\n", " \"\"\"\n", " Args:\n", " file_paths (list): List of FITS file paths.\n", " labels (list): Corresponding labels for the files.\n", " transform (callable, optional): Transformations applied to the image.\n", " normalize (bool): Whether to normalize the image data to [0, 1].\n", " \"\"\"\n", " # Ensure the input lists are valid and aligned\n", " if len(file_paths) != len(labels):\n", " raise ValueError(\"File paths and labels must have the same length.\")\n", " \n", " self.file_paths = file_paths\n", " self.labels = labels\n", " self.transform = transform\n", " self.normalize = normalize\n", "\n", " logging.info(f\"Total samples: {len(self.file_paths)}\")\n", "\n", " def __len__(self):\n", " return len(self.labels)\n", "\n", " def __getitem__(self, idx):\n", " file_path = self.file_paths[idx]\n", " label = self.labels[idx]\n", "\n", " try:\n", " with fits.open(file_path) as hdul:\n", " data = hdul[0].data # Assume primary HDU contains the image\n", " if data is None:\n", " raise ValueError(f\"No data found in FITS file: {file_path}\")\n", " except Exception as e:\n", " logging.error(f\"Error loading FITS file {file_path}: {e}\")\n", " raise RuntimeError(f\"Failed to load file: {file_path}\") from e\n", "\n", " # Ensure correct image shape\n", " if len(data.shape) == 2: # Grayscale image, expand to 3 channels\n", " data = np.stack((data,) * 3, axis=-1)\n", " elif len(data.shape) == 3:\n", " if data.shape[0] == 3: # (C, H, W) format\n", " data = np.transpose(data, (1, 2, 0)) # Convert to (H, W, C)\n", " elif data.shape[2] != 3: # Unexpected shape\n", " raise ValueError(f\"Unexpected image shape {data.shape} for file {file_path}.\")\n", " else: # Completely unexpected shapes\n", " raise ValueError(f\"Invalid image dimensions {data.shape} for file {file_path}.\")\n", "\n", " # Map 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\n", " normalize_image(data[:, :, 1]), # r-band β†’ Green\n", " normalize_image(data[:, :, 0]) # g-band β†’ Blue\n", " ], axis=-1)\n", " except IndexError as e:\n", " logging.error(f\"Error mapping bands for file: {file_path}.\")\n", " raise RuntimeError(f\"Failed to map bands for file: {file_path}\") from e\n", "\n", " # Convert to PIL Image and apply transformations\n", " if self.transform:\n", " image = Image.fromarray((rgb_image * 255).astype(np.uint8)) # Convert to [0, 255] for PIL\n", " image = self.transform(image)\n", " else:\n", " # Convert to tensor directly (C, H, W)\n", " image = torch.from_numpy(rgb_image.transpose((2, 0, 1))).float()\n", "\n", " # Convert label to tensor\n", " label = torch.tensor(label, dtype=torch.long)\n", "\n", " return image, label\n", "\n", "# ============================ Utility Functions ============================ #\n", "def check_fits_files(file_paths, labels):\n", " \"\"\"\n", " Checks FITS files for corruption.\n", "\n", " Args:\n", " file_paths (list): List of FITS file paths.\n", " labels (list): Corresponding labels for each file.\n", "\n", " Returns:\n", " tuple: (valid_file_paths, valid_labels)\n", " \"\"\"\n", " valid_files = []\n", " valid_labels = []\n", " for idx, file_path in enumerate(file_paths):\n", " try:\n", " with fits.open(file_path, memmap=False) as hdul:\n", " hdul.verify('silentfix')\n", " valid_files.append(file_path)\n", " valid_labels.append(labels[idx])\n", " except Exception as e:\n", " logger.warning(f\"Corrupted file detected: {file_path}, Error: {e}\")\n", " return valid_files, valid_labels\n", "\n", "def load_files_and_labels(directory, label):\n", " \"\"\"\n", " Loads FITS files from a directory and assigns a label to each file.\n", "\n", " Args:\n", " directory (str): Path to the directory containing FITS files.\n", " label (int): Label to assign to all files in this directory (e.g., 0 for non-lens, 1 for lens).\n", "\n", " Returns:\n", " tuple: (list of file paths, list of labels)\n", " \"\"\"\n", " try:\n", " # Get all FITS files in the directory\n", " files = [os.path.join(directory, f) for f in os.listdir(directory) if f.endswith('.fits')]\n", " # Create corresponding labels\n", " labels = [label] * len(files)\n", " return files, labels\n", " except Exception as e:\n", " logger.error(f\"Error accessing directory {directory}: {e}\")\n", " return [], []\n", "\n", "def combine_datasets(lens_dirs, nonlens_dirs):\n", " \"\"\"\n", " Combines lens and non-lens directories into file paths and labels.\n", "\n", " Args:\n", " lens_dirs (list): List of directories containing lens FITS files.\n", " nonlens_dirs (list): List of directories containing non-lens FITS files.\n", "\n", " Returns:\n", " tuple: (file_paths, labels)\n", " \"\"\"\n", " file_paths = []\n", " labels = []\n", "\n", " # Load files and labels for each lens directory\n", " for lens_dir in lens_dirs:\n", " lens_files, lens_labels = load_files_and_labels(lens_dir, label=1)\n", " file_paths.extend(lens_files)\n", " labels.extend(lens_labels)\n", "\n", " # Load files and labels for each non-lens directory\n", " for nonlens_dir in nonlens_dirs:\n", " nonlens_files, nonlens_labels = load_files_and_labels(nonlens_dir, label=0)\n", " file_paths.extend(nonlens_files)\n", " labels.extend(nonlens_labels)\n", "\n", " return file_paths, labels\n", " \n", "# ============================ Model Initialization ============================ #\n", "def initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode=\"last_n_blocks\", last_n=6):\n", " \"\"\"\n", " Initialize a model from the given model_name and fine-tune it according to the specified mode.\n", "\n", " Args:\n", " model_name (str): One of [ViT, CvT, CaiT, DeiT, DeiT3, Swin, Twins_SVT, Twins_PCPVT, PiT, MLP-Mixer].\n", " num_classes (int): Number of output classes.\n", " pretrained (bool): Whether to load a pretrained model.\n", " stochastic_depth_prob (float): The stochastic depth probability for supported models.\n", " fine_tune_mode (str): 'classification_head', 'last_n_blocks', or 'all_blocks'.\n", " last_n (int): Number of blocks/layers to unfreeze if using 'last_n_blocks'.\n", "\n", " Returns:\n", " model: The initialized and partially unfrozen model.\n", " \"\"\"\n", "\n", " def freeze_all(model):\n", " for p in model.parameters():\n", " p.requires_grad = False\n", "\n", " def unfreeze_head(model):\n", " # Attempt known attributes first\n", " if hasattr(model, 'head') and isinstance(model.head, nn.Module):\n", " for p in model.head.parameters():\n", " p.requires_grad = True\n", " elif hasattr(model, 'classifier') and isinstance(model.classifier, nn.Module):\n", " for p in model.classifier.parameters():\n", " p.requires_grad = True\n", " elif hasattr(model, 'classifier_head') and isinstance(model.classifier_head, nn.Module):\n", " for p in model.classifier_head.parameters():\n", " p.requires_grad = True\n", " else:\n", " # Fallback: find a module containing 'head' or 'classifier'\n", " for name, module in model.named_modules():\n", " if 'head' in name or 'classifier' in name:\n", " for p in module.parameters():\n", " p.requires_grad = True\n", "\n", " def unfreeze_last_n_blocks(blocks, n):\n", " if n > len(blocks):\n", " n = len(blocks)\n", " for block in blocks[-n:]:\n", " for p in block.parameters():\n", " p.requires_grad = True\n", "\n", " def unfreeze_all_blocks(blocks):\n", " for block in blocks:\n", " for p in block.parameters():\n", " p.requires_grad = True\n", "\n", " # Create the model and identify ft_attr (the attribute that holds blocks/layers)\n", " # If none found or applicable, ft_attr = None and we'll fallback to parameter-based approach\n", " if model_name == 'ViT':\n", " model = timm.create_model('vit_base_patch16_224.augreg2_in21k_ft_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'CvT':\n", " cvt_model_name = \"microsoft/cvt-21\"\n", " _ = AutoProcessor.from_pretrained(cvt_model_name)\n", " model = AutoModelForImageClassification.from_pretrained(\n", " cvt_model_name,\n", " num_labels=num_classes,\n", " ignore_mismatched_sizes=True\n", " )\n", " ft_attr = None\n", " elif model_name == 'CaiT':\n", " model = timm.create_model('cait_s24_224.fb_dist_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'DeiT':\n", " model = timm.create_model('deit_base_patch16_224.fb_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'DeiT3':\n", " model = timm.create_model('deit3_base_patch16_224.fb_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'Swin':\n", " model = timm.create_model('swin_base_patch4_window7_224',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob,\n", " num_classes=num_classes)\n", " ft_attr = 'layers'\n", " elif model_name == 'Twins_SVT':\n", " model = timm.create_model('twins_svt_base.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " # Attempt to use 'stages', if it doesn't work fallback to None\n", " ft_attr = 'stages' if hasattr(model, 'stages') else None\n", " elif model_name == 'Twins_PCPVT':\n", " model = timm.create_model('twins_pcpvt_base.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " # Attempt to use 'stages', if it doesn't work fallback to None\n", " ft_attr = 'stages' if hasattr(model, 'stages') else None\n", " elif model_name == 'PiT':\n", " model = timm.create_model('pit_b_224.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'MLP-Mixer':\n", " model = timm.create_model('mixer_b16_224.goog_in21k_ft_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " else:\n", " raise ValueError(f\"Model {model_name} not recognized.\")\n", "\n", " # Freeze everything initially\n", " freeze_all(model)\n", " # Unfreeze the classification head\n", " unfreeze_head(model)\n", "\n", " if fine_tune_mode == \"classification_head\":\n", " return model\n", "\n", " # Otherwise, unfreeze more parameters according to the chosen mode\n", " if fine_tune_mode == \"all_blocks\":\n", " if ft_attr and hasattr(model, ft_attr):\n", " blocks = getattr(model, ft_attr)\n", " unfreeze_all_blocks(blocks)\n", " else:\n", " # Fallback: parameter-based unfreezing for models without a recognized attribute\n", " for n, p in model.named_parameters():\n", " if not p.requires_grad:\n", " p.requires_grad = True\n", " elif fine_tune_mode == \"last_n_blocks\":\n", " if ft_attr and hasattr(model, ft_attr):\n", " blocks = getattr(model, ft_attr)\n", " unfreeze_last_n_blocks(blocks, last_n)\n", " else:\n", " # Fallback: parameter-based unfreezing for models without a recognized attribute\n", " all_params = list(model.named_parameters())\n", " frozen = [(n, p) for (n, p) in all_params if not p.requires_grad]\n", " if last_n > len(frozen):\n", " last_n = len(frozen)\n", " for (n, p) in frozen[-last_n:]:\n", " p.requires_grad = True\n", " else:\n", " raise ValueError(\"fine_tune_mode must be one of: 'head_only', 'last_n_blocks', 'all_blocks'\")\n", "\n", " return model\n", " \n", "# ============================ 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", " # Weight loading tfor 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=256, shuffle=False, num_workers=2, pin_memory=True if device.type == 'cuda' else False)\n", "\n", " all_labels, all_preds, all_probs, running_loss = [], [], [], 0.0\n", " criterion = torch.nn.CrossEntropyLoss()\n", "\n", " if dataset_key not in ensemble_probs_dict:\n", " ensemble_probs_dict[dataset_key] = np.zeros(len(file_paths))\n", " ensemble_labels_dict[dataset_key] = labels\n", "\n", " current_index = 0\n", " with torch.no_grad():\n", " for images, batch_labels in tqdm(test_loader, desc=f'Evaluating {model_name} on {dataset_key}', leave=True):\n", " images = images.to(device, non_blocking=True)\n", " batch_labels = batch_labels.to(device, non_blocking=True)\n", " outputs = model(images)\n", " logits = outputs.logits if hasattr(outputs, 'logits') else outputs\n", " probs = torch.nn.functional.softmax(logits, dim=1)\n", " _, predicted = torch.max(logits.data, 1)\n", "\n", " loss = criterion(logits, batch_labels)\n", " running_loss += loss.item() * images.size(0)\n", "\n", " all_labels.extend(batch_labels.cpu().numpy())\n", " all_preds.extend(predicted.cpu().numpy())\n", " all_probs.extend(probs.detach().cpu().numpy()[:, 1])\n", "\n", " batch_size = probs.size(0)\n", " ensemble_probs_dict[dataset_key][current_index:current_index + batch_size] += probs.detach().cpu().numpy()[:, 1]\n", " current_index += batch_size\n", "\n", " epoch_loss = running_loss / len(test_loader.dataset)\n", " epoch_accuracy = (np.array(all_preds) == np.array(all_labels)).mean()\n", " aucroc = roc_auc_score(all_labels, all_probs) if len(np.unique(all_labels)) > 1 else None\n", " f1 = f1_score(all_labels, all_preds, zero_division=0)\n", "\n", " results[model_name][dataset_key] = {\n", " 'AUCROC': aucroc,\n", " 'F1': f1,\n", " 'Loss': epoch_loss,\n", " 'Accuracy': epoch_accuracy,\n", " 'Probs': all_probs\n", " }\n", "\n", " if aucroc is not None:\n", " # Save individual ROC curve\n", " plt.figure(figsize=(8, 6))\n", " fpr, tpr, _ = roc_curve(all_labels, all_probs)\n", " plt.plot(fpr, tpr, color=colors.get(model_name, 'black'), lw=2, label=f'ROC curve (AUC = {aucroc:.4f})')\n", " plt.plot([0, 1], [0, 1], color=colors['Random'], lw=2, linestyle='--')\n", " plt.xlabel('False Positive Rate')\n", " plt.ylabel('True Positive Rate')\n", " plt.title(f'{model_name} ROC Curve on test dataset {dataset_key}')\n", " plt.legend(loc=\"lower right\")\n", " roc_filename = os.path.join(ROC_CURVES_DIR, f\"{model_name}_ROC_{dataset_key}.png\")\n", " plt.savefig(roc_filename, bbox_inches='tight')\n", " plt.close()\n", "\n", " # Save individual Confusion Matrix\n", " plt.figure(figsize=(8, 6))\n", " cm = confusion_matrix(all_labels, all_preds, normalize='true')\n", " sns.heatmap(cm, annot=True, fmt='.2f', cmap='Blues', xticklabels=['Non-Lens', 'Lens'], yticklabels=['Non-Lens', 'Lens'])\n", " plt.xlabel('Predicted')\n", " plt.ylabel('Actual')\n", " plt.title(f'{model_name} Confusion Matrix on {dataset_key}')\n", " confusion_filename = os.path.join(SEABORN_DIR, f\"{model_name}_Confusion_Matrix_{dataset_key}.png\")\n", " plt.savefig(confusion_filename, bbox_inches='tight')\n", " plt.close()\n", "\n", " # Combined Plot with ROC and Confusion Matrix\n", " fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", " \n", " # Plot ROC Curve in subplot\n", " axes[0].plot(fpr, tpr, color=colors.get(model_name, 'black'), lw=2, label=f'ROC curve (AUC = {aucroc:.4f})')\n", " axes[0].plot([0, 1], [0, 1], color=colors['Random'], lw=2, linestyle='--')\n", " axes[0].set_xlabel('False Positive Rate')\n", " axes[0].set_ylabel('True Positive Rate')\n", " axes[0].set_title(f'{model_name} ROC Curve on test dataset {dataset_key}')\n", " axes[0].legend(loc=\"lower right\")\n", "\n", " # Confusion Matrix in subplot\n", " sns.heatmap(cm, annot=True, fmt='.2f', cmap='Blues', xticklabels=['Non-Lens', 'Lens'], yticklabels=['Non-Lens', 'Lens'], ax=axes[1])\n", " axes[1].set_xlabel('Predicted')\n", " axes[1].set_ylabel('Actual')\n", " axes[1].set_title(f'{model_name} Confusion Matrix on {dataset_key}')\n", "\n", " # Save combined image to 'roc_confusion_matrix'\n", " combined_dir = 'results/roc_confusion_matrix'\n", " os.makedirs(combined_dir, exist_ok=True)\n", " combined_filename = os.path.join(combined_dir, f\"{model_name}_roc_confusion_matrix_{dataset_key}.png\")\n", " plt.tight_layout()\n", " plt.savefig(combined_filename, bbox_inches='tight')\n", " logger.info(f\"Saved combined ROC and Confusion Matrix to '{combined_filename}'\")\n", " plt.show()\n", " plt.close()\n", "\n", " # Log time taken for the current model\n", " model_eval_time = time.time() - start_time\n", " logger.info(f\"Model {model_name} evaluation completed in {model_eval_time:.2f} seconds.\")\n", "\n", " # Log the overall evaluation time\n", " total_eval_time = time.time() - overall_start_time\n", " logger.info(f\"Overall evaluation for all models completed in {total_eval_time:.2f} seconds.\")\n", " return results\n", "\n", "\n", "# ============================ Ensemble Metrics Function ============================ #\n", "def compute_ensemble_metrics(results, ensemble_probs_dict, ensemble_labels_dict, num_models):\n", " \"\"\"\n", " Computes ensemble metrics by averaging the predicted probabilities and saves confusion matrices.\n", "\n", " Args:\n", " results (dict): Dictionary containing individual model results.\n", " ensemble_probs_dict (dict): Dictionary containing summed probabilities for ensemble.\n", " ensemble_labels_dict (dict): Dictionary containing labels for each dataset.\n", " num_models (int): Number of models in the ensemble.\n", "\n", " Returns:\n", " dict: Updated results dictionary with ensemble metrics.\n", " \"\"\"\n", " for dataset_key in ensemble_probs_dict.keys():\n", " # Average the summed probabilities\n", " ensemble_probs = ensemble_probs_dict[dataset_key] / num_models\n", " labels = ensemble_labels_dict[dataset_key]\n", "\n", " # Compute Ensemble Metrics\n", " try:\n", " ensemble_aucroc = roc_auc_score(labels, ensemble_probs)\n", " except ValueError as e:\n", " logger.error(f\"Cannot compute Ensemble AUCROC for Dataset {dataset_key}: {e}\")\n", " ensemble_aucroc = None\n", "\n", " ensemble_preds = (ensemble_probs >= 0.5).astype(int) # Threshold at 0.5\n", " ensemble_f1 = f1_score(labels, ensemble_preds, zero_division=0)\n", " ensemble_accuracy = (ensemble_preds == np.array(labels)).mean()\n", " ensemble_loss = ''\n", "\n", " # Initialize Ensemble in Results\n", " if 'Ensemble' not in results:\n", " results['Ensemble'] = {}\n", " results['Ensemble'][dataset_key] = {\n", " 'AUCROC': ensemble_aucroc,\n", " 'F1': ensemble_f1,\n", " 'Loss': ensemble_loss,\n", " 'Accuracy': ensemble_accuracy\n", " }\n", "\n", " logger.info(f'Ensemble on Dataset {dataset_key} - Loss: {ensemble_loss}, '\n", " f'Acc: {ensemble_accuracy*100:.2f}%, AUCROC: {ensemble_aucroc}, F1 Score: {ensemble_f1:.4f}')\n", "\n", " # Plot Ensemble ROC Curve\n", " if ensemble_aucroc is not None:\n", " fpr, tpr, thresholds = roc_curve(labels, ensemble_probs)\n", "\n", " # Combined plot for ROC and Confusion Matrix\n", " fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", " \n", " # Left: ROC Curve\n", " axes[0].plot(fpr, tpr, color=colors['Ensemble'], lw=2, label=f'ROC curve (AUC = {ensemble_aucroc:.4f})')\n", " axes[0].plot([0, 1], [0, 1], color=colors['Random'], lw=2, linestyle='--')\n", " axes[0].set_xlabel('False Positive Rate')\n", " axes[0].set_ylabel('True Positive Rate')\n", " axes[0].set_title(f'Ensemble ROC Curve on Dataset {dataset_key}')\n", " axes[0].legend(loc=\"lower right\")\n", " \n", " # Right: Confusion Matrix\n", " cm = confusion_matrix(labels, ensemble_preds, normalize='true')\n", " sns.heatmap(cm, annot=True, fmt='.2f', cmap='Blues',\n", " xticklabels=['Non-Lens', 'Lens'], yticklabels=['Non-Lens', 'Lens'], ax=axes[1])\n", " axes[1].set_xlabel('Predicted')\n", " axes[1].set_ylabel('Actual')\n", " axes[1].set_title(f'Ensemble Confusion Matrix on {dataset_key}')\n", " \n", " plt.tight_layout()\n", " \n", " combined_dir = 'results/roc_confusion_matrix'\n", " os.makedirs(combined_dir, exist_ok=True)\n", " combined_filename = os.path.join(combined_dir, f\"Ensemble_roc_confusion_matrix_{dataset_key}.png\")\n", " \n", " plt.savefig(combined_filename, bbox_inches='tight')\n", " logger.info(f\"Saved Ensemble ROC and Confusion Matrix to '{combined_filename}'\")\n", " \n", " plt.show()\n", " plt.close()\n", "\n", " return results\n", "\n", " \n", "# ============================ Define Plotting Function for Aggregated ROC Curves ============================ #\n", "def plot_aggregated_roc_curves(evaluation_results, ensemble_probs_dict, ensemble_labels_dict, models_dict, datasets, colors):\n", " logger.info(f'\\n=== Plotting Aggregated ROC Curves for Each Dataset ===')\n", "\n", " for dataset_key in datasets.keys():\n", " plt.figure(figsize=(10, 8))\n", " plt.title(f'Aggregated ROC Curves for {dataset_key}', fontsize=16)\n", " \n", " # Plot each model's ROC curve\n", " for model_name, model_scores in evaluation_results.items():\n", " if dataset_key in model_scores and 'Probs' in model_scores[dataset_key]:\n", " # Use the model-specific probabilities and labels for the ROC curve\n", " model_probs = model_scores[dataset_key]['Probs'] # Retrieve stored probabilities\n", " model_labels = ensemble_labels_dict[dataset_key] # Use shared labels\n", " fpr, tpr, _ = roc_curve(model_labels, model_probs)\n", " auc = evaluation_results[model_name][dataset_key]['AUCROC']\n", " plt.plot(fpr, tpr, color=colors[model_name], lw=2, label=f'{model_name} (AUC = {auc:.4f})')\n", " else:\n", " logger.warning(f\"Missing probabilities for model {model_name} on dataset {dataset_key}. Skipping this model in the ROC plot.\")\n", "\n", " # Plot the Ensemble ROC curve\n", " if dataset_key in ensemble_probs_dict:\n", " ensemble_probs = ensemble_probs_dict[dataset_key] / len(models_dict) # Average probabilities\n", " fpr, tpr, _ = roc_curve(ensemble_labels_dict[dataset_key], ensemble_probs)\n", " auc = roc_auc_score(ensemble_labels_dict[dataset_key], ensemble_probs)\n", " plt.plot(fpr, tpr, color=colors['Ensemble'], lw=3, label=f'Ensemble (AUC = {auc:.4f})')\n", "\n", " # Plot Random baseline\n", " plt.plot([0, 1], [0, 1], color=colors['Random'], linestyle='--', label='Random (AUC = 0.5)')\n", " \n", " plt.xlabel('False Positive Rate')\n", " plt.ylabel('True Positive Rate')\n", " plt.legend(loc='lower right')\n", " \n", " # Save and show the plot\n", " roc_curve_path = os.path.join(ROC_CURVES_DIR, f'Aggregated_ROC_{dataset_key}.png')\n", " plt.savefig(roc_curve_path, bbox_inches='tight')\n", " logger.info(f'Saved aggregated ROC curve for {dataset_key} to {roc_curve_path}')\n", " plt.show()\n", " plt.close()\n", "\n", "\n", "\n", "# ============================ Main Execution ============================ #\n", "if __name__ == '__main__':\n", " # ============================ Configuration ============================ #\n", " # Device configuration\n", " device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", " logger.info(f'Using device: {device}')\n", "\n", " # Check for multiple GPUs\n", " if torch.cuda.device_count() > 1:\n", " logger.info(f'Number of GPUs available: {torch.cuda.device_count()}')\n", " else:\n", " logger.info('Single GPU or CPU available.')\n", "\n", " # Define the number of classes\n", " num_classes = 2 # Binary classification: lens vs non-lens\n", "\n", " # Define transformations with ImageNet normalization\n", " transform = transforms.Compose([\n", " transforms.Resize((224, 224)),\n", " transforms.ToTensor(),\n", " transforms.Normalize(mean=[0.485, 0.456, 0.406], # ImageNet mean\n", " std=[0.229, 0.224, 0.225]) # ImageNet std\n", " ])\n", "\n", " # ============================ Define Models ============================ #\n", " # List of model names to evaluate\n", " model_names = ['ViT', 'MLP-Mixer', 'CvT', 'Swin', 'CaiT', 'DeiT', 'DeiT3', 'Twins_SVT', 'Twins_PCPVT', 'PiT', 'Ensemble', 'Random']\n", "\n", " # Initialize models using the initialize_model function\n", " models_dict = {}\n", " for name in model_names:\n", " try:\n", " model = initialize_model(model_name=name, num_classes=num_classes, pretrained=False)\n", " models_dict[name] = model\n", " logger.info(f'Initialized model: {name}')\n", " except ValueError as ve:\n", " logger.error(ve)\n", "\n", " # ============================ Initialize Ensemble Dictionaries ============================ #\n", " # These dictionaries will store the summed probabilities and labels for each dataset\n", " ensemble_probs_dict = {}\n", " ensemble_labels_dict = {}\n", "\n", " if not datasets:\n", " logger.error(\"No datasets defined. Please define the 'datasets' dictionary with your dataset paths.\")\n", " exit(1)\n", "\n", " # ============================ Evaluate Models ============================ #\n", " evaluation_results = evaluate_on_test_datasets(\n", " models=models_dict,\n", " datasets=datasets,\n", " transform=transform,\n", " num_classes=num_classes,\n", " device=device,\n", " ensemble_probs_dict=ensemble_probs_dict,\n", " ensemble_labels_dict=ensemble_labels_dict,\n", " colors=colors\n", " )\n", "\n", " # ============================ Compute Ensemble Metrics ============================ #\n", " # Number of models successfully evaluated\n", " num_models_evaluated = len(models_dict)\n", " if num_models_evaluated == 0:\n", " logger.error(\"No models were evaluated. Exiting.\")\n", " exit(1)\n", "\n", " evaluation_results = compute_ensemble_metrics(\n", " results=evaluation_results,\n", " ensemble_probs_dict=ensemble_probs_dict,\n", " ensemble_labels_dict=ensemble_labels_dict,\n", " num_models=num_models_evaluated\n", " )\n", "\n", " # ============================ Call Aggregated ROC Curves ============================ #\n", " plot_aggregated_roc_curves(evaluation_results, ensemble_probs_dict, ensemble_labels_dict, models_dict, datasets, colors)\n", "\n", " # ============================ Display Evaluation Results ============================ #\n", " # Prepare data for DataFrame\n", " rows = []\n", "\n", " # Iterate through the evaluation results to collect model and dataset scores\n", " for model_name, datasets_scores in evaluation_results.items():\n", " for dataset_key, scores in datasets_scores.items():\n", " rows.append({\n", " 'Model': model_name,\n", " 'Dataset': dataset_key,\n", " 'Loss': scores.get('Loss', 'N/A'),\n", " 'Accuracy': scores.get('Accuracy', 'N/A'),\n", " 'AUCROC': scores.get('AUCROC', 'N/A'),\n", " 'F1': scores.get('F1', 'N/A')\n", " })\n", " \n", " # Create a DataFrame from the collected evaluation results\n", " results_df = pd.DataFrame(rows)\n", " \n", " # Display the evaluation results\n", " logger.info(\"\\n=== Evaluation Results ===\")\n", " logger.info(f\"\\n{results_df}\")\n", " \n", " # Save the evaluation results to a CSV file\n", " results_csv_path = 'results/evaluation_ensemble.csv'\n", " results_df.to_csv(results_csv_path, index=False)\n", " logger.info(f\"\\nEvaluation results saved to '{results_csv_path}'\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ“ˆ Plot AUCROC and F1 score including results (More et al., 2024)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extract unique models and datasets from the DataFrame\n", "models = results_df['Model'].unique()\n", "datasets = results_df['Dataset'].unique()\n", "\n", "# Initialize dictionaries to store AUCROC and F1 scores\n", "aucroc_data = {model: [] for model in models}\n", "f1_data = {model: [] for model in models}\n", "\n", "# Populate AUCROC and F1 dictionaries with data\n", "for model in models:\n", " for dataset in datasets:\n", " subset = results_df[(results_df['Model'] == model) & (results_df['Dataset'] == dataset)]\n", " if not subset.empty:\n", " aucroc_data[model].append(subset['AUCROC'].values[0])\n", " f1_data[model].append(subset['F1'].values[0])\n", " else:\n", " # If no data is available for a model-dataset pair, append NaN\n", " aucroc_data[model].append(float('nan'))\n", " f1_data[model].append(float('nan'))\n", "\n", "# Reference Data: resnet18 (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": 20, "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.nanmean(aucroc_data[model]),\n", " 'Mean F1': np.nanmean(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) # Use original color scheme\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) # Use original color scheme\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()" ] } ], "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 }