[785f18]: / ScanCNN / ScanCNN.ipynb

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{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"ScanCNN.ipynb","provenance":[],"collapsed_sections":["VSbt58NU6Kbh","_Mj2l_BC6V-j","OG7TaNYj6cTz","K3_5G2-76f8Y","02hdrAZSCe7Y","YY-JM5FjrW-g","82todCNBAywr","pW1fKpyz0BYs","waqtXJiaTkkN","pV5eHOZEWUdy"],"authorship_tag":"ABX9TyN+YohMFLIZuPY9sOg/UVdz"},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU"},"cells":[{"cell_type":"code","metadata":{"id":"AZcf20yU5jpG","colab_type":"code","outputId":"b48de340-f1da-4db2-834b-ab6cb079f914","executionInfo":{"status":"ok","timestamp":1584652297317,"user_tz":-60,"elapsed":17723,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["!pip install pycox\n","!pip install torchtuples\n","!pip install sk-video\n","!pip install pynrrd"],"execution_count":5,"outputs":[{"output_type":"stream","text":["Collecting pycox\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/fd/ad/e6c9345279a5771e50b45a31c07acc0e47311458e5ac45a305dbddd44d9b/pycox-0.2.0-py3-none-any.whl (73kB)\n","\u001b[K     |████████████████████████████████| 81kB 5.2MB/s \n","\u001b[?25hCollecting torchtuples>=0.2.0\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/95/70/93eb42c0a46ef94b3885b8e5611a8019d00522a9ab7343d4ca25033afd44/torchtuples-0.2.0-py3-none-any.whl (41kB)\n","\u001b[K     |████████████████████████████████| 51kB 8.7MB/s \n","\u001b[?25hRequirement already satisfied: feather-format>=0.4.0 in /usr/local/lib/python3.6/dist-packages (from pycox) (0.4.0)\n","Collecting h5py>=2.9.0\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/60/06/cafdd44889200e5438b897388f3075b52a8ef01f28a17366d91de0fa2d05/h5py-2.10.0-cp36-cp36m-manylinux1_x86_64.whl (2.9MB)\n","\u001b[K     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Uninstalling requests-2.21.0:\n","      Successfully uninstalled requests-2.21.0\n","Successfully installed h5py-2.10.0 pycox-0.2.0 requests-2.23.0 torchtuples-0.2.0\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.colab-display-data+json":{"pip_warning":{"packages":["requests"]}}},"metadata":{"tags":[]}},{"output_type":"stream","text":["Requirement already satisfied: torchtuples in /usr/local/lib/python3.6/dist-packages (0.2.0)\n","Requirement already satisfied: pandas>=0.24.2 in /usr/local/lib/python3.6/dist-packages (from torchtuples) (0.25.3)\n","Requirement already satisfied: matplotlib>=3.0.3 in /usr/local/lib/python3.6/dist-packages (from torchtuples) (3.2.0)\n","Requirement already satisfied: numpy>=1.15.4 in /usr/local/lib/python3.6/dist-packages (from torchtuples) (1.18.2)\n","Requirement already satisfied: python-dateutil>=2.6.1 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.24.2->torchtuples) (2.8.1)\n","Requirement already satisfied: 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pynrrd-0.4.2\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"CJBdmR3rtODO","colab_type":"code","outputId":"19949a7d-0187-4533-df99-fab2139a710e","executionInfo":{"status":"ok","timestamp":1584651111614,"user_tz":-60,"elapsed":6787,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":286}},"source":["!nvidia-smi"],"execution_count":13,"outputs":[{"output_type":"stream","text":["Thu Mar 19 20:51:47 2020       \n","+-----------------------------------------------------------------------------+\n","| NVIDIA-SMI 440.64.00    Driver Version: 418.67       CUDA Version: 10.1     |\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","|===============================+======================+======================|\n","|   0  Tesla T4            Off  | 00000000:00:04.0 Off |                    0 |\n","| N/A   55C    P0    27W /  70W |   5271MiB / 15079MiB |      0%      Default |\n","+-------------------------------+----------------------+----------------------+\n","                                                                               \n","+-----------------------------------------------------------------------------+\n","| Processes:                                                       GPU Memory |\n","|  GPU       PID   Type   Process name                             Usage      |\n","|=============================================================================|\n","+-----------------------------------------------------------------------------+\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"i9sk11bdNcqb","colab_type":"code","outputId":"f8980d6c-fc43-445e-ef5c-ab67e189572e","executionInfo":{"status":"ok","timestamp":1584652333798,"user_tz":-60,"elapsed":28401,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":121}},"source":["from google.colab import drive\n","drive.mount('/content/drive')\n","import os\n","import pickle\n","import math\n","import nrrd\n","import numpy as np\n","import pandas as pd\n","import shutil\n","import matplotlib.pyplot as plt\n","from PIL import Image\n","import cv2\n","import time\n","import random\n","import copy\n","import scipy\n","import io\n","import base64\n","from IPython.display import HTML\n","import skvideo.io\n","from sklearn.model_selection import train_test_split\n","import torch\n","import torch.nn as nn\n","import torch.optim as optim\n","import torchvision\n","import torchvision.models as models\n","import torchvision.transforms as transforms\n","from torch.utils.data import Dataset\n","import torchsummary\n","import torch.nn.functional as F\n","from pycox.models import CoxPH\n","from pycox.evaluation import EvalSurv\n","import torchtuples as tt\n","from mpl_toolkits.mplot3d.art3d import Poly3DCollection\n","from skimage import measure\n","os.chdir('drive/My Drive/Mallat')\n","from metrics import cindex\n","train_path = 'train_data/'\n","test_path = 'test_data/'"],"execution_count":1,"outputs":[{"output_type":"stream","text":["Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n","\n","Enter your authorization code:\n","··········\n","Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"VSbt58NU6Kbh","colab_type":"text"},"source":["# Scan and Mask 3D Images Visualization"]},{"cell_type":"code","metadata":{"id":"HNllr7MeNfkU","colab_type":"code","outputId":"2d1c8ae1-15f4-4252-9045-2d9c33031108","executionInfo":{"status":"ok","timestamp":1584523702059,"user_tz":-60,"elapsed":1417,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["# Look at shape and values of a scan / mask\n","archive = np.load(train_path+'images/patient_020.npz')\n","scan = archive['scan'] \n","mask = archive['mask'] \n","print(scan.shape, mask.shape, np.unique(scan), np.unique(mask))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["(92, 92, 92) (92, 92, 92) [-1024 -1023 -1022 ...  1142  1189  1212] [False  True]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Bot6chsvPCR6","colab_type":"code","outputId":"c2e73178-6732-447a-eac6-ddb5052fc5fa","executionInfo":{"status":"ok","timestamp":1584482911416,"user_tz":-60,"elapsed":1059,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":225}},"source":["# Look at our weak labels\n","train_labels = pd.read_csv('y_train.csv', index_col=0)\n","train_labels.head()"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>SurvivalTime</th>\n","      <th>Event</th>\n","    </tr>\n","    <tr>\n","      <th>PatientID</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>202</th>\n","      <td>1378</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>371</th>\n","      <td>379</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>246</th>\n","      <td>573</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>240</th>\n","      <td>959</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>284</th>\n","      <td>2119</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["           SurvivalTime  Event\n","PatientID                     \n","202                1378      0\n","371                 379      1\n","246                 573      1\n","240                 959      0\n","284                2119      0"]},"metadata":{"tags":[]},"execution_count":194}]},{"cell_type":"code","metadata":{"id":"m3Sap30aP1h9","colab_type":"code","colab":{}},"source":["def rescale(scan, mask):\n","    \"\"\"Scales scan and mask to 0 - 255 for later plots\"\"\"\n","    maxi = np.max(scan) # 1023 (actually not exactly for all images)\n","    mini = np.min(scan) # -1024 (actually not exactly for all images)\n","\n","    scaled_scan = 255 * (1. * scan - mini) / (maxi - mini)\n","    scaled_scan = scaled_scan.astype(int)\n","\n","    scaled_mask = mask.astype(int) * 255\n","    \n","    return scaled_scan, scaled_mask\n","\n","def display_video(name):\n","    \"\"\"Display video\"\"\"\n","    video = io.open(name, 'r+b').read()\n","    encoded = base64.b64encode(video)\n","    return '''<video width=\"320\" height=\"240\" controls>\n","              <source src=\"data:video/mp4;base64,{0}\" type=\"video/mp4\" />\n","              </video>'''.format(encoded.decode('ascii'))"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"Y1rAWKioVw8k","colab_type":"code","outputId":"60343dbf-5f92-4aaf-97e9-adf0f1d9fdb0","executionInfo":{"status":"ok","timestamp":1584483196634,"user_tz":-60,"elapsed":1260,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":268}},"source":["# Plot a random slice\n","scaled_scan, scaled_mask = rescale(scan, mask)\n","plt.imshow(scaled_scan[:,:,52], cmap='gray')\n","plt.show()"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n72gmaosmI30+m2U4esj6HXm0CBmxHl3IRFg+Go2KA+HxZVRSJhFJ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8DkOmia29NzwSMm9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n1QR06pmqEorBFlZdTinyzy3a7xWAwOEhgaZtV4YDDTTUOj2nsVFZqffBpX+WL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\nLUEX9o6OLUEX9o6OLcH/AOQpo/J0d2C2AAAAAElFTkSuQmCC\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"qA5FkLNgTMQO","colab_type":"code","outputId":"a0cbdacd-8e8d-47db-8a74-135cbd5b8671","executionInfo":{"status":"ok","timestamp":1584543813197,"user_tz":-60,"elapsed":1632,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":261}},"source":["# Plot a 3D scan as a video\n","skvideo.io.vwrite('CT_SCAN.mp4', scaled_scan)\n","HTML(display_video('CT_SCAN.mp4'))"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/html":["<video width=\"320\" height=\"240\" controls>\n","              <source 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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":82}]},{"cell_type":"code","metadata":{"id":"_LPLbjfXK8z5","colab_type":"code","outputId":"a2fb85cf-5ac6-4f2f-b5cf-ac340d075939","executionInfo":{"status":"ok","timestamp":1584543907980,"user_tz":-60,"elapsed":881,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":261}},"source":["# Flip Tries\n","scanflip = np.rot90(scan, k=1, axes=(0, 1))\n","maskflip = np.rot90(mask, k=1, axes=(0, 1))\n","scaled_scan, scaled_mask = rescale(scanflip, maskflip)\n","skvideo.io.vwrite('CT_SCAN.mp4', scaled_scan)\n","HTML(display_video('CT_SCAN.mp4'))"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/html":["<video width=\"320\" height=\"240\" controls>\n","              <source 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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":84}]},{"cell_type":"code","metadata":{"id":"pcGF8EwzLjWr","colab_type":"code","outputId":"77752647-24b7-4466-9467-0d0ee7721ea0","executionInfo":{"status":"ok","timestamp":1584543977821,"user_tz":-60,"elapsed":1197,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":261}},"source":["# Flip Tries\n","scanflip = np.rot90(scan, k=3, axes=(0, 1))\n","maskflip = np.rot90(mask, k=3, axes=(0, 1))\n","scaled_scan, scaled_mask = rescale(scanflip, maskflip)\n","skvideo.io.vwrite('CT_SCAN.mp4', scaled_scan)\n","HTML(display_video('CT_SCAN.mp4'))"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/html":["<video width=\"320\" height=\"240\" controls>\n","              <source 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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":87}]},{"cell_type":"code","metadata":{"id":"Ey8hAUO_LZ_S","colab_type":"code","outputId":"975ebc54-9bbd-4f19-d358-447bf615a75a","executionInfo":{"status":"ok","timestamp":1584543939947,"user_tz":-60,"elapsed":1286,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":261}},"source":["# Flip Tries\n","scanflip = np.rot90(scan, k=1, axes=(0, 2))\n","maskflip = np.rot90(mask, k=1, axes=(0, 2))\n","scaled_scan, scaled_mask = rescale(scanflip, maskflip)\n","skvideo.io.vwrite('CT_SCAN.mp4', scaled_scan)\n","HTML(display_video('CT_SCAN.mp4'))"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/html":["<video width=\"320\" height=\"240\" controls>\n","              <source 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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":85}]},{"cell_type":"code","metadata":{"id":"2o-f44vZLfO1","colab_type":"code","outputId":"79638f6d-4e33-474c-df8e-2ca3553f3384","executionInfo":{"status":"ok","timestamp":1584543961565,"user_tz":-60,"elapsed":1272,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":261}},"source":["# Flip Tries\n","scanflip = np.rot90(scan, k=1, axes=(1, 2))\n","maskflip = np.rot90(mask, k=1, axes=(1, 2))\n","scaled_scan, scaled_mask = rescale(scanflip, maskflip)\n","skvideo.io.vwrite('CT_SCAN.mp4', scaled_scan)\n","HTML(display_video('CT_SCAN.mp4'))"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/html":["<video width=\"320\" height=\"240\" controls>\n","              <source 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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":86}]},{"cell_type":"code","metadata":{"id":"ibxnPbpoQJgO","colab_type":"code","outputId":"9e1cd232-a1a6-40bf-c9f6-63b32a622cc3","executionInfo":{"status":"ok","timestamp":1584483210002,"user_tz":-60,"elapsed":1095,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":261}},"source":["# Plot a 3D mask as a video\n","skvideo.io.vwrite('MASK.mp4', scaled_mask)\n","HTML(display_video('MASK.mp4'))"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/html":["<video width=\"320\" height=\"240\" controls>\n","              <source 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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":205}]},{"cell_type":"markdown","metadata":{"id":"_Mj2l_BC6V-j","colab_type":"text"},"source":["# 2D Discriminative Slice Extraction"]},{"cell_type":"code","metadata":{"id":"sufN19FnT7h5","colab_type":"code","colab":{}},"source":["def extract_slice(scan, mask, dim=None):\n","    \"\"\"Extract the 2D slice (92x92) of the scan with maximum number of tumor pixels, \n","    along a specified dimension or across all if dim not specified\"\"\"\n","\n","    int_mask = mask.astype(int) # bool to 0 1 mask\n","    n = mask.shape[0] # 92\n","    d = len(mask.shape) # 3\n","    best_count = 0\n","    best_idx = (None, None)\n","\n","    if dim is None: # get best slice across all dim\n","      for i in range(d):\n","        axis = tuple(j for j in range(d) if j != i) # if dim = 0, axis = (1, 2) \n","        counts_axis = np.sum(int_mask, axis = axis) # count nb of tumor pixels\n","        best_idx_axis = np.argmax(counts_axis) \n","        best_count_axis = counts_axis[best_idx_axis]\n","        if best_count_axis > best_count:\n","          best_count = best_count_axis\n","          best_idx = (i, best_idx_axis)\n","    else: # get best slice on the argument dim\n","        axis = tuple(j for j in range(d) if j != dim) # if dim = 0, axis = (1, 2) \n","        counts_axis = np.sum(int_mask, axis = axis) # count nb of tumor pixels\n","        best_idx_axis = np.argmax(counts_axis)\n","        best_count = counts_axis[best_idx_axis]\n","        best_idx = (dim, best_idx_axis)\n","\n","    best_dim = best_idx[0]\n","    # print(best_dim, best_idx, best_count)\n","    if best_dim == 0:\n","      best_slice = scan[best_idx[1], :, :]\n","    elif best_dim == 1:\n","      best_slice = scan[:,best_idx[1], :]\n","    elif best_dim == 2:\n","      best_slice = scan[:, :, best_idx[1]]\n","    return best_slice"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"uplqJ1uwkYBT","colab_type":"code","outputId":"34ad7eec-5e6e-4582-c378-433fceb1b2f4","executionInfo":{"status":"ok","timestamp":1584437562995,"user_tz":-60,"elapsed":1221,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/"}},"source":["# Plot best slice\n","best_slice = extract_slice(scan, mask)\n","plt.imshow(best_slice, cmap='gray')\n","plt.show()"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkm7SuempZfx/zwTpecv/pinp/dFjzcxrBW6c6D3VVn331q4n2l7k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98BPJLyIj2amsS4+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HZqitjkF5fVstEkx8xOsdsl+BZxvBT3IVdLB//34t/pBUzxoneXHOIzHNdH1eNzV/0Lrkz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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"OG7TaNYj6cTz","colab_type":"text"},"source":["# Feature Extraction"]},{"cell_type":"code","metadata":{"id":"TS8kRahakjEF","colab_type":"code","colab":{}},"source":["class Model(nn.Module):\n","  \"\"\"Extract 512 features with Resnet18 from a 2D image\"\"\"\n","  def __init__(self):\n","    super(Model, self).__init__()\n","    resnet18 = models.resnet18(pretrained = True)\n","    self.resnet = nn.Sequential(*list(resnet18.children())[:-1]) # remove classifier\n","  \n","  def forward(self, x):\n","    return self.resnet(x)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"nhqgkhRNprqQ","colab_type":"code","colab":{}},"source":["def extract_features(model, embed_dim, path, dim):\n","  \"\"\"Extract features using model that has embeddings of size embed_dim for all\n","  images in path along dim // also save slice images // returns dic file to tuple of features\"\"\"\n","  filenames = os.listdir(path)\n","  features = {}\n","  data_transforms = transforms.Resize(224)\n","\n","  for file in filenames:\n","    # Read archive\n","    archive = np.load(path+'/'+file)\n","    scan = archive['scan'] \n","    mask = archive['mask'] \n","\n","    if np.sum(mask.astype(int)) == 0: # no tumor, get random slice\n","      best_slice = scan[0]\n","    else:\n","      # Extract slice, normalize, convert to RGB and to torch tensor\n","      best_slice = extract_slice(scan, mask, dim)\n","\n","    # Save slice images\n","    if dim:\n","      plt.imsave('best_slices/' + str(dim) + file.split('.')[0] + '.jpg', best_slice, cmap = 'gray')\n","    else:\n","      plt.imsave('best_slices/' + file.split('.')[0] + '.jpg', best_slice, cmap = 'gray')\n","\n","    # Scale to [0, 1], resize to 3 224 224\n","    maxi = np.max(best_slice) # 1023\n","    mini = np.min(best_slice) # -1024\n","    scaled_slice = (1. * best_slice - mini) / (maxi - mini)\n","    scaled_slice = Image.fromarray((255. * scaled_slice).astype('uint8'), 'L')\n","    scaled_slice = np.asarray(data_transforms(scaled_slice))\n","    rgb_slice =  np.repeat(scaled_slice[:, :, np.newaxis], 3, -1)\n","\n","    # Convert to Torch Tensor\n","    img = torch.from_numpy(rgb_slice)\n","    img = img.type('torch.FloatTensor')\n","    img = img.view(1, 3, 224, 224)\n","    img = img.to(device)\n","\n","    # Extract Features\n","    with torch.no_grad():\n","        features_img = model(img)\n","    features[file] = tuple(features_img.flatten().cpu().detach().numpy())\n","  return features"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"hOOSlid24TRJ","colab_type":"code","colab":{}},"source":["# Feature extraction and save\n","\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else 'cpu')\n","model = Model().to(device)\n","\n","for i in range(3):\n","  train_features = extract_features(model, 512, train_path+'/images', i)\n","  with open('train_features_'+str(i)+'.pkl', 'wb') as f:\n","    pickle.dump(train_features, f)\n","train_features = extract_features(model, 512, train_path+'/images', None)\n","with open('train_features.pkl', 'wb') as f:\n","    pickle.dump(train_features, f)\n","\n","for i in range(3):\n","  test_features = extract_features(model, 512, test_path+'/images', i)\n","  with open('test_features_'+str(i)+'.pkl', 'wb') as f:\n","    pickle.dump(test_features, f)\n","\n","test_features = extract_features(model, 512, test_path+'/images', None)\n","with open('test_features.pkl', 'wb') as f:\n","    pickle.dump(test_features, f)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"BX4jPcLJpmPf","colab_type":"code","outputId":"9eab4107-068e-439c-9692-6a11f7dab65d","executionInfo":{"status":"ok","timestamp":1584483885732,"user_tz":-60,"elapsed":2543,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":361}},"source":["# Look at features variance\n","train_features = pickle.load(open('train_features.pkl', 'rb'))\n","df = pd.DataFrame.from_dict(train_features).transpose()\n","df = df.loc[~(df==0).all(axis=1)]\n","plt.style.use('seaborn')\n","plt.scatter(x = np.arange(len(df.var(axis = 0))), y = df.var(axis = 0).values)\n","plt.xlabel('Feature channels')\n","plt.ylabel('Variance among train images')\n","plt.show()"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAgAAAAFYCAYAAAAlTUT9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSN5VutddpFD9hQ/VXfgk2haAoAWgtLQUb7/9NiZNmoQf/ehHKC0tRXc3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xtVXX43Kykpc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\nEDIACIIgCGIQQgYAQRAEQQxC/h9RPErew9XJBQAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 576x396 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"8Q8957WynAPv","colab_type":"code","outputId":"baee3fc6-9645-4df1-d141-f745e49643dd","executionInfo":{"status":"ok","timestamp":1584484462464,"user_tz":-60,"elapsed":3596,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":361}},"source":["# Look at features variance\n","train_features = pickle.load(open('train_features_0.pkl', 'rb'))\n","df0 = pd.DataFrame.from_dict(train_features)\n","train_features = pickle.load(open('train_features_1.pkl', 'rb'))\n","df1 = pd.DataFrame.from_dict(train_features)\n","train_features = pickle.load(open('train_features_2.pkl', 'rb'))\n","df2 = pd.DataFrame.from_dict(train_features)\n","\n","df = pd.concat([df0,df1,df2]).transpose()\n","df = df.loc[~(df==0).all(axis=1)]\n","\n","plt.style.use('seaborn')\n","plt.scatter(x = np.arange(len(df.var(axis = 0))), y = df.var(axis = 0).values)\n","plt.xlabel('Feature channels')\n","plt.ylabel('Variance among train images')\n","plt.show()"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAggAAAFYCAYAAAA2mgQJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwa9+9atYlI0giBhD0TeJeELbXOpCVCCMGzcOn332GSwWCwwGA8xmcyzK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romwz61mJ69g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\nvQAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 576x396 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"K3_5G2-76f8Y","colab_type":"text"},"source":["# Finetuning with negative log likelihood loss - Clean DataLoader\n"]},{"cell_type":"code","metadata":{"id":"CU1qxcdfCuSl","colab_type":"code","colab":{}},"source":["class Net(nn.Module):\n","  \"\"\"Resnet + MLP model\"\"\"\n","  def __init__(self, H1 = 128, H2 = 32):\n","    super(Net, self).__init__()\n","    resnet = models.resnet18(pretrained = True)\n","    self.resnet = nn.Sequential(*list(resnet.children())[:-1]) # remove classifier\n","    \"\"\"for child in list(self.resnet.children())[:-3]: # freeze first layers\n","          for param in child.parameters():\n","              param.requires_grad = False\"\"\"\n","    self.mlp = nn.Sequential(nn.Linear(512, H1), \n","                             nn.ReLU(), \n","                             nn.Dropout(0.5), \n","                             nn.Linear(H1, H2), \n","                             nn.ReLU(),\n","                             nn.Dropout(0.5))\n","    self.fc = nn.Sequential(nn.Linear(H2, 1, bias = False)) # risk computation\n","\n","  def forward(self, x):\n","    x = self.resnet(x)\n","    x = x.view(-1, 512)\n","    x = self.mlp(x)\n","    x = torch.exp(self.fc(x))\n","    return x"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"PJnreRyczYLm","colab_type":"code","colab":{}},"source":["class SlicesDataset(Dataset):\n","    \"\"\"\n","    Tutorial : https://pytorch.org/tutorials/beginner/data_loading_tutorial.html\n","    \"\"\"\n","\n","    def __init__(self, df_y, root_dir, transform=None, input_only = False):\n","        \"\"\"\n","        Args:\n","            df_y (DataFrame): (PatientID, SurvivalTime, Event)\n","            root_dir (string): Directory with all the images.\n","            transform (callable, optional): Optional transform to be applied\n","                on a sample.\n","        \"\"\"\n","        self.df_y = df_y\n","        self.root_dir = root_dir\n","        self.transform = transform\n","        self.image_names = [file_name for root,_,file_names in os.walk(root_dir) for file_name in file_names if file_name.endswith('.jpg')]\n","        self.input_only = input_only\n","\n","    def __len__(self):\n","        return len(self.df_y)\n","\n","    def __getitem__(self, idx):\n","        if torch.is_tensor(idx):\n","            idx = idx.tolist()\n","\n","        # Read, normalize and resize \n","        img_name = os.path.join(self.root_dir,\n","                                self.image_names[idx])\n","        best_slice = plt.imread(img_name)\n","        maxi = np.max(best_slice) \n","        mini = np.min(best_slice) \n","        scaled_slice = (1. * best_slice - mini) / (maxi - mini)\n","        scaled_slice = (255. * scaled_slice).astype('uint8')\n","        scaled_slice = self.transform(scaled_slice)\n","        scaled_slice = scaled_slice.view((3, 224, 224))\n","\n","        patient_id = int(os.path.split(img_name)[1].replace(\".jpg\", \"\").split(\"_\")[-1])\n","        \n","        if self.input_only:\n","          return scaled_slice.float()\n","\n","        return scaled_slice.float(), (self.df_y['SurvivalTime'][patient_id], self.df_y['Event'][patient_id])"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"cs6E-b_t5R8V","colab_type":"code","outputId":"0c2765ee-b9b3-4c4b-c833-3b64354835b0","executionInfo":{"status":"ok","timestamp":1584452303094,"user_tz":-60,"elapsed":587,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/"}},"source":["# Define Dataset and Dataloader\n","\n","data_transforms = transforms.Compose([transforms.ToPILImage(), transforms.Resize(224), transforms.ToTensor()])\n","\n","# Get patient ids / weak labels dataframes\n","df = pd.read_csv(\"y_train.csv\", index_col = 0)\n","df_train, df_val = train_test_split(df, test_size = 0.25, random_state = 0) # FIX SEED\n","print(\"len(df_train)\", len(df_train))\n","print(\"len(df_val)\", len(df_val))\n","df_test = pd.read_csv(\"random_submission.csv\", index_col = 0)\n","\n","# Define dataset\n","dict_df = {\"train\": df_train, \n","           \"val\": df_val, \n","           \"test\": df_test}\n","data_dir = \"organised_slices\"\n","image_datasets = {x: SlicesDataset(dict_df[x], \n","                                   os.path.join(data_dir, x),\n","                                   data_transforms)\n","                  for x in ['train', 'val', 'test']}\n","\n","# Define dataloader\n","batch_size = 15\n","dataloaders = {x: torch.utils.data.DataLoader(image_datasets[x], \n","                                              batch_size = batch_size,\n","                                              shuffle = True, \n","                                              num_workers = 0)\n","              for x in ['train', 'val', 'test']}\n","dataset_sizes = {x: len(image_datasets[x]) for x in ['train', 'val', 'test']}"],"execution_count":0,"outputs":[{"output_type":"stream","text":["len(df_train) 225\n","len(df_val) 75\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"r4dW8hop_Nlm","colab_type":"code","outputId":"09391647-cadf-47c1-c526-cd8419ae3219","executionInfo":{"status":"ok","timestamp":1584452365509,"user_tz":-60,"elapsed":61172,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/"}},"source":["# Define Model\n","net = Net()\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else 'cpu')\n","optimizer = tt.optim.SGD(lr = 1e-3, momentum = 0.9, weight_decay = 3e-4, \n","                         nesterov = True)\n","model = CoxPH(net, optimizer = optimizer, device = device)\n","\n","# Training Parameters \n","model.optimizer.set_lr(0.001)\n","epochs = 30\n","callbacks = [tt.callbacks.EarlyStopping()]\n","verbose = True\n","\n","# Training\n","log = model.fit_dataloader(dataloaders['train'], epochs, callbacks, verbose, \n","                           val_dataloader = dataloaders['val'])\n","log.plot()\n","plt.show()"],"execution_count":0,"outputs":[{"output_type":"stream","text":["0:\t[2s / 2s],\t\ttrain_loss: 2.2421,\tval_loss: 2.2450\n","1:\t[1s / 4s],\t\ttrain_loss: 2.2339,\tval_loss: 2.3224\n","2:\t[1s / 5s],\t\ttrain_loss: 2.1925,\tval_loss: 2.2962\n","3:\t[1s / 7s],\t\ttrain_loss: 2.1652,\tval_loss: 2.2361\n","4:\t[2s / 10s],\t\ttrain_loss: 2.1574,\tval_loss: 2.2320\n","5:\t[2s / 12s],\t\ttrain_loss: 2.1195,\tval_loss: 2.1751\n","6:\t[1s / 14s],\t\ttrain_loss: 2.1465,\tval_loss: 2.2920\n","7:\t[1s / 16s],\t\ttrain_loss: 2.1428,\tval_loss: 2.2402\n","8:\t[2s / 18s],\t\ttrain_loss: 2.0181,\tval_loss: 2.1439\n","9:\t[1s / 20s],\t\ttrain_loss: 1.9288,\tval_loss: 2.2124\n","10:\t[1s / 21s],\t\ttrain_loss: 1.9269,\tval_loss: 2.2068\n","11:\t[1s / 23s],\t\ttrain_loss: 1.9964,\tval_loss: 2.1510\n","12:\t[1s / 25s],\t\ttrain_loss: 1.9087,\tval_loss: 2.1662\n","13:\t[1s / 27s],\t\ttrain_loss: 1.9107,\tval_loss: 2.1655\n","14:\t[2s / 29s],\t\ttrain_loss: 1.9617,\tval_loss: 2.0938\n","15:\t[1s / 31s],\t\ttrain_loss: 1.8616,\tval_loss: 2.1093\n","16:\t[1s / 33s],\t\ttrain_loss: 1.7972,\tval_loss: 2.1852\n","17:\t[2s / 35s],\t\ttrain_loss: 1.7450,\tval_loss: 2.0805\n","18:\t[1s / 37s],\t\ttrain_loss: 1.6940,\tval_loss: 2.1191\n","19:\t[2s / 39s],\t\ttrain_loss: 2.2236,\tval_loss: 2.2574\n","20:\t[1s / 41s],\t\ttrain_loss: 2.1599,\tval_loss: 2.2314\n","21:\t[1s / 43s],\t\ttrain_loss: 2.1002,\tval_loss: 2.1654\n","22:\t[1s / 45s],\t\ttrain_loss: 2.0713,\tval_loss: 2.1433\n","23:\t[1s / 47s],\t\ttrain_loss: 2.0086,\tval_loss: 2.1169\n","24:\t[1s / 49s],\t\ttrain_loss: 1.9965,\tval_loss: 2.0850\n","25:\t[1s / 51s],\t\ttrain_loss: 1.9239,\tval_loss: 2.0762\n","26:\t[1s / 53s],\t\ttrain_loss: 1.9630,\tval_loss: 2.1268\n","27:\t[1s / 55s],\t\ttrain_loss: 1.8935,\tval_loss: 2.0931\n","28:\t[2s / 57s],\t\ttrain_loss: 1.8171,\tval_loss: 2.0711\n","29:\t[2s / 59s],\t\ttrain_loss: 1.7289,\tval_loss: 2.0555\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXQAAAD4CAYAAAD8Zh1EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRy+w89g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qsyXimorgVrfAb0+qsIslHPo1crlXkpFTgJerA8LIO4M+Lfy4oVUAH606xKjo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\n6xV6XebuHo05kZ7Dmv3GffBrh67R2ABnBzv+e0c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size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"2AoxLmV7wyVm","colab_type":"code","outputId":"ca0b3db8-34b1-49b3-977f-67a1b48b4e9b","executionInfo":{"status":"error","timestamp":1584458461258,"user_tz":-60,"elapsed":571,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/"}},"source":["test_datasets = {x: SlicesDataset(dict_df[x], \n","                                   os.path.join(data_dir, x),\n","                                   data_transforms,\n","                                  input_only = True)\n","                  for x in ['train', 'val', 'test']}\n","\n","# Define dataloader with dataset IMAGE ONLY\n","batch_size = 15\n","test_dataloaders = {x: torch.utils.data.DataLoader(image_datasets[x], \n","                                              batch_size = batch_size,\n","                                              shuffle = False, \n","                                              num_workers = 0) \n","                  for x in ['train', 'val', 'test']}\n","\n","model.compute_baseline_hazards(dataloaders[\"train\"], (df_train['SurvivalTime'].values, df_train['Event'].values)) # Problem, requires dataframe instead of dataloader ..."],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/torchtuples/data.py:144: UserWarning: Dataloader might not be deterministic!\n","  warnings.warn(\"Dataloader might not be deterministic!\")\n"],"name":"stderr"},{"output_type":"error","ename":"AttributeError","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)","\u001b[0;32m<ipython-input-79-838fb831be84>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     13\u001b[0m                   for x in ['train', 'val', 'test']}\n\u001b[1;32m     14\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcompute_baseline_hazards\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataloader_input_only\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataloaders\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"train\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mdf_train\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'SurvivalTime'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf_train\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Event'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pycox/models/cox.py\u001b[0m in \u001b[0;36mcompute_baseline_hazards\u001b[0;34m(self, input, target, max_duration, sample, batch_size, set_hazards, eval_, num_workers)\u001b[0m\n\u001b[1;32m     90\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     91\u001b[0m                 \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfrac\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msample\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 92\u001b[0;31m         \u001b[0minput\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtuplefy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_numpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     93\u001b[0m         base_haz = self._compute_baseline_hazards(input, df, max_duration, batch_size,\n\u001b[1;32m     94\u001b[0m                                                   eval_=eval_, num_workers=num_workers)\n","\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torchtuples/tupletree.py\u001b[0m in \u001b[0;36mto_numpy\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    387\u001b[0m         \u001b[0;32mif\u001b[0m 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'cpu'"]}]},{"cell_type":"code","metadata":{"id":"9w_hXQjcwXM-","colab_type":"code","outputId":"4411aa43-7439-49aa-e11b-8f26f4dc3059","executionInfo":{"status":"error","timestamp":1584458749380,"user_tz":-60,"elapsed":645,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/"}},"source":["surv = model.predict_surv_df(dataloaders[\"val\"])\n","surv.iloc[:,:10].plot()\n","plt.ylabel('S(t | x)')\n","_ = plt.xlabel('Time')"],"execution_count":0,"outputs":[{"output_type":"error","ename":"ValueError","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)","\u001b[0;32m<ipython-input-80-798764efe54d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msurv\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict_surv_df\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataloaders\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"val\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0msurv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'S(t | x)'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Time'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pycox/models/cox.py\u001b[0m in \u001b[0;36mpredict_surv_df\u001b[0;34m(self, input, max_duration, batch_size, verbose, baseline_hazards_, eval_, num_workers)\u001b[0m\n\u001b[1;32m    153\u001b[0m         \"\"\"\n\u001b[1;32m    154\u001b[0m         return np.exp(-self.predict_cumulative_hazards(input, max_duration, batch_size, verbose, baseline_hazards_,\n\u001b[0;32m--> 155\u001b[0;31m                                                        eval_, num_workers))\n\u001b[0m\u001b[1;32m    156\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    157\u001b[0m     def predict_surv(self, input, max_duration=None, batch_size=8224, numpy=None, verbose=False,\n","\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pycox/models/cox.py\u001b[0m in \u001b[0;36mpredict_cumulative_hazards\u001b[0;34m(self, input, max_duration, batch_size, verbose, baseline_hazards_, eval_, num_workers)\u001b[0m\n\u001b[1;32m    123\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mbaseline_hazards_\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    124\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'baseline_hazards_'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 125\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Need to compute baseline_hazards_. E.g run `model.compute_baseline_hazards()`'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    126\u001b[0m             \u001b[0mbaseline_hazards_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbaseline_hazards_\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    127\u001b[0m         \u001b[0;32massert\u001b[0m \u001b[0mbaseline_hazards_\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_monotonic_increasing\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mValueError\u001b[0m: Need to compute baseline_hazards_. E.g run `model.compute_baseline_hazards()`"]}]},{"cell_type":"markdown","metadata":{"id":"WSICPJh1YAjS","colab_type":"text"},"source":["Would need to use compute_baseline_hazards with a dataloader instead of dataframes, tiring"]},{"cell_type":"markdown","metadata":{"id":"02hdrAZSCe7Y","colab_type":"text"},"source":["# Finetuning with negative log likelihood loss "]},{"cell_type":"code","metadata":{"id":"Xfrqpz_6yV5p","colab_type":"code","colab":{}},"source":["def preprocess_images(ids, path):\n","  \"\"\"\n","  Extract from images best slices and outputs numpy arrays of shape 1,3,224,224\n","  \"\"\"\n","  filenames = ['patient_'+'{0:03d}'.format(n)+'.npz' for n in ids]\n","  slices = np.zeros((len(filenames),3,224,224))\n","  data_transforms = transforms.Resize(224)\n","\n","  for i, file in enumerate(filenames):\n","    # Read archive\n","    archive = np.load(path+file)\n","    scan = archive['scan'] \n","    mask = archive['mask'] \n","    if np.sum(mask.astype(int)) == 0: # no tumor \n","      best_slice = scan[0]\n","    else:\n","      # Extract slice, normalize, convert to RGB and to torch tensor\n","      best_slice = extract_slice(scan, mask)\n","    maxi = np.max(best_slice) # 1023\n","    mini = np.min(best_slice) # -1024\n","    scaled_slice = (1.*best_slice-mini) / (maxi-mini)\n","    scaled_slice = Image.fromarray((255.*scaled_slice).astype('uint8'), 'L')\n","    scaled_slice = np.asarray(data_transforms(scaled_slice))\n","    rgb_slice =  np.repeat(scaled_slice[:,:,np.newaxis], 3, -1)\n","    rgb_slice = rgb_slice.reshape((1,3,224,224))\n","    slices[i] = rgb_slice\n","  return slices\n","\n","def preprocess_images2(ids, path):\n","  \"\"\"\n","  Extract from images best slices and outputs a numpy array of shape 1,1,92,92 (NO REPEAT)\n","  \"\"\"\n","  filenames = ['patient_'+'{0:03d}'.format(n)+'.npz' for n in ids]\n","  slices = np.zeros((len(filenames),1,92,92))\n","\n","  for i, file in enumerate(filenames):\n","    # Read archive\n","    archive = np.load(path+file)\n","    scan = archive['scan'] \n","    mask = archive['mask'] \n","    if np.sum(mask.astype(int)) == 0: # no tumor \n","      slices[i] = np.zeros((1,1,92,92))\n","      continue\n","\n","    # Extract slice, normalize, convert to RGB and to torch tensor\n","    best_slice = extract_slice(scan, mask)\n","    maxi = np.max(best_slice) # 1023\n","    mini = np.min(best_slice) # -1024\n","    scaled_slice = (1.*best_slice-mini)/(maxi-mini)\n","    rgb_slice = scaled_slice.reshape((1,1,92,92))\n","    slices[i] = rgb_slice\n","  return slices"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"Ftt8LU0-GmcY","colab_type":"code","colab":{}},"source":["# Get dataframes (+ additional features FOR MIXING ONLY)\n","traindf = pd.read_csv('input_train.csv')\n","train_labels = pd.read_csv('y_train.csv')\n","traindf = pd.merge(traindf, train_labels, on = 'PatientID')\n","testdf = pd.read_csv('input_test.csv', index_col = 0)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"L5JgRTmTSEZh","colab_type":"code","colab":{}},"source":["# Get data in the right format\n","# ids = traindf.index.values\n","ids = traindf['PatientID']\n","slices = preprocess_images(ids, 'train_data/images/') \n","times = traindf['SurvivalTime'].values\n","events = traindf['Event'].values"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"g2oZ084DImW-","colab_type":"code","colab":{}},"source":["# TRY OF MIXING WITH OTHER FEATURES\n","radiomics_features = ['original_shape_Sphericity', 'original_shape_SurfaceVolumeRatio',\n","                      'original_shape_Maximum3DDiameter', 'original_glcm_JointEntropy', 'original_glcm_Id',\n","                      'original_glcm_Idm']\n","clinical_features = ['SourceDataset_l1', 'Nstage']\n","features_names = radiomics_features + clinical_features\n","other_features = np.zeros((len(traindf), len(features_names)))\n","for i, f in enumerate(features_names):\n","  other_features[:,i] = traindf[f]"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"1530E3ag6BKM","colab_type":"code","outputId":"e5dc72f4-87e0-4884-856a-7965cb9a6d5b","executionInfo":{"status":"ok","timestamp":1584461555145,"user_tz":-60,"elapsed":562,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":54}},"source":["# Train Val split\n","x_train, x_val, times_train, times_val, events_train, events_val = train_test_split(slices, times, events, test_size = 0.2, random_state = 0)\n","\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else 'cpu')\n","x_train = torch.from_numpy(x_train).type(torch.FloatTensor).to(device)\n","x_val = torch.from_numpy(x_val).type(torch.FloatTensor).to(device)\n","\n","times_train = torch.from_numpy(times_train).to(device)\n","times_val = torch.from_numpy(times_val).to(device)\n","\n","events_train = torch.from_numpy(events_train).to(device)\n","events_val = torch.from_numpy(events_val).to(device)\n","\n","y_train = (times_train, events_train)\n","y_val = (times_val, events_val)\n","\n","# TRY OF MIXING WITH OTHER FEATURES\n","\"\"\"z_train = torch.from_numpy(z_train).type(torch.FloatTensor).to(device)\n","z_val = torch.from_numpy(z_val).type(torch.FloatTensor).to(device)\n","\n","x_train = torch.cat([x_train.view(-1,3*92*92),z_train], axis = 1)\n","x_val = torch.cat([x_val.view(-1,3*92*92),z_val], axis = 1)\"\"\""],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'z_train = torch.from_numpy(z_train).type(torch.FloatTensor).to(device)\\nz_val = torch.from_numpy(z_val).type(torch.FloatTensor).to(device)\\n\\nx_train = torch.cat([x_train.view(-1,3*92*92),z_train], axis = 1)\\nx_val = torch.cat([x_val.view(-1,3*92*92),z_val], axis = 1)'"]},"metadata":{"tags":[]},"execution_count":151}]},{"cell_type":"code","metadata":{"id":"1TULy8jz7WTN","colab_type":"code","colab":{}},"source":["class Net(nn.Module):\n","  \"\"\"Resnet + MLP model\"\"\"\n","  def __init__(self, H1 = 128, H2 = 32): # Z = 8\n","    super(Net, self).__init__()\n","    resnet = models.resnet18(pretrained = True)\n","    self.resnet = nn.Sequential(*list(resnet.children())[:-1]) # remove classifier\n","    for child in list(self.resnet.children())[:-3]: # freeze first layers\n","          for param in child.parameters():\n","              param.requires_grad = False\n","    self.mlp = nn.Sequential(nn.Linear(512, H1), \n","                             nn.ReLU(), \n","                             nn.Dropout(0.5), \n","                             nn.Linear(H1, H2), \n","                             nn.ReLU(),\n","                             nn.Dropout(0.5))\n","    self.fc = nn.Sequential(nn.Linear(H2, 1, bias = False)) # risk computation\n","\n","    # TRY OF MIXING WITH OTHER FEATURES\n","    \"\"\"self.mlp2 = nn.Sequential(nn.Linear(Z, 128), \n","                             nn.ReLU(), \n","                             nn.Dropout(0.2), \n","                             nn.Linear(128, 1, bias = False))\"\"\"\n","  \n","  def forward(self, x):\n","    # TRY OF MIXING WITH OTHER FEATURES x, y = x[:,:-8], x[:,-8:]\n","    # x = x.view(-1,3, 92, 92)\n","    x = self.resnet(x)\n","    x = x.view(-1,512)\n","    x = self.mlp(x)\n","    # TRY OF MIXING WITH OTHER FEATURES x = torch.exp(self.fc(x)+self.mlp2(y)) # hazard\n","    x = torch.exp(self.fc(x))\n","    return x\n","\n","class ConvNet(nn.Module):\n","  \"\"\"1-greyscale CNN\"\"\"\n","  def __init__(self, H1 = 128, H2 = 16):\n","    super(ConvNet, self).__init__()\n","    self.conv1 = nn.Conv2d(1, 4, 5)\n","    self.pool = nn.MaxPool2d(2, 2)\n","    self.conv2 = nn.Conv2d(4, 8, 5)\n","    self.dropout = nn.Dropout(0.5)\n","    self.fc1 = nn.Linear(8 * 5 * 5, H1)\n","    self.fc2 = nn.Linear(H1, H2)\n","    self.fc3 = nn.Linear(H2, 1)\n","  \n","  def forward(self, x, y):\n","    x = self.pool(F.relu(self.conv1(x)))\n","    x = self.pool(F.relu(self.conv2(x)))\n","    x = x.view(-1, 8 * 5 * 5)\n","    x = self.dropout(F.relu(self.fc1(x)))\n","    x = self.dropout(F.relu(self.fc2(x)))\n","    x = torch.exp(self.fc3(x))\n","    return x\n","\n","class MiniNet(nn.Module):\n","  \"\"\"Debug Model\"\"\"\n","  def __init__(self):\n","    super(MiniNet, self).__init__()\n","    self.net = torch.nn.Sequential(nn.Linear(25392, 256),nn.ReLU(),nn.BatchNorm1d(256),\n","                                   nn.Dropout(0.3),nn.Linear(256, 32),nn.ReLU(),\n","                                   nn.BatchNorm1d(32),nn.Dropout(0.3),nn.Linear(32, 1))\n","  \n","  def forward(self, x):\n","    x = x.view(-1,25392)\n","    return self.net(x)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"9Ji-D6mHk9qT","colab_type":"code","colab":{}},"source":["# Define model\n","net = Net()\n","# optimizer = tt.optim.Adam \n","# (params = net.parameters(),lr=1e-3, betas=(0.9, 0.999), eps=1e-8, weight_decay=0)\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else 'cpu')\n","# {'params': net.mlp2.parameters(), 'lr': 1e-2} params = [{'params': net.mlp.parameters(), 'lr': 1e-3},{'params': net.resnet.parameters()},{'params': net.fc.parameters(), 'lr': 1e-3},]\n","optimizer = tt.optim.SGD(lr=1e-3, momentum=0.9, weight_decay=3e-4, nesterov=True)\n","model = CoxPH(net, optimizer = optimizer, device = device)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"HU2IzDqGupBb","colab_type":"code","outputId":"2fbe2ddb-84d2-4ebd-d8aa-f71a3c114371","executionInfo":{"status":"ok","timestamp":1584462192882,"user_tz":-60,"elapsed":5787,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":300}},"source":["# Get best learning rate - OFTEN OVERESTIMATED\n","batch_size = 20 # TAKE A INT DIVIDING DATA LENGTHS OR DEFINE PROPER TORCH DATALOADERS\n","lrfinder = model.lr_finder(x_train, y_train, batch_size, tolerance = 10)\n","lrfinder.plot()\n","plt.show()\n","print(lrfinder.get_best_lr())"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAZIAAAEKCAYAAAA4t9PUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nw1XwtLQ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NreV1fa6TaHW6eHf3Cc6ZOrrLlqSF3oR0IAl3h8vNr97aw7yCNC6cdbKoXFFW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\nooFEKaXUoPx/oZRyyYyQ8TIAAAAASUVORK5CYII=\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0.0001\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"OsxcPWRR0zqA","colab_type":"code","outputId":"e1710951-35d0-47c4-a59e-bfd89522ad5e","executionInfo":{"status":"ok","timestamp":1584462459564,"user_tz":-60,"elapsed":22140,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":618}},"source":["# Training \n","model.optimizer.set_lr(0.0005)\n","batch_size = 20\n","epochs = 20\n","callbacks = [tt.callbacks.EarlyStopping()]\n","verbose = True\n","\n","log = model.fit(x_train, y_train, batch_size, epochs, callbacks, verbose, \n","                val_data = (x_val, y_val), val_batch_size = batch_size)\n","log.plot()\n","plt.show()\n","print(model.partial_log_likelihood(*(x_val,y_val)).mean())"],"execution_count":0,"outputs":[{"output_type":"stream","text":["0:\t[0s / 0s],\t\ttrain_loss: 2.4998,\tval_loss: 2.5497\n","1:\t[1s / 2s],\t\ttrain_loss: 2.4997,\tval_loss: 2.5419\n","2:\t[1s / 3s],\t\ttrain_loss: 2.5096,\tval_loss: 2.5415\n","3:\t[0s / 4s],\t\ttrain_loss: 2.4848,\tval_loss: 2.5374\n","4:\t[1s / 5s],\t\ttrain_loss: 2.5048,\tval_loss: 2.5331\n","5:\t[1s / 6s],\t\ttrain_loss: 2.4568,\tval_loss: 2.5208\n","6:\t[1s / 8s],\t\ttrain_loss: 2.4613,\tval_loss: 2.5103\n","7:\t[0s / 8s],\t\ttrain_loss: 2.4395,\tval_loss: 2.4997\n","8:\t[0s / 9s],\t\ttrain_loss: 2.4322,\tval_loss: 2.4839\n","9:\t[1s / 11s],\t\ttrain_loss: 2.4090,\tval_loss: 2.4576\n","10:\t[0s / 11s],\t\ttrain_loss: 2.3975,\tval_loss: 2.4470\n","11:\t[1s / 13s],\t\ttrain_loss: 2.3706,\tval_loss: 2.4436\n","12:\t[1s / 14s],\t\ttrain_loss: 2.3525,\tval_loss: 2.4375\n","13:\t[1s / 16s],\t\ttrain_loss: 2.3454,\tval_loss: 2.4310\n","14:\t[0s / 16s],\t\ttrain_loss: 2.2893,\tval_loss: 2.4168\n","15:\t[0s / 17s],\t\ttrain_loss: 2.3160,\tval_loss: 2.4317\n","16:\t[0s / 18s],\t\ttrain_loss: 2.2969,\tval_loss: 2.4319\n","17:\t[1s / 19s],\t\ttrain_loss: 2.2311,\tval_loss: 2.4036\n","18:\t[1s / 20s],\t\ttrain_loss: 2.2309,\tval_loss: 2.3888\n","19:\t[0s / 21s],\t\ttrain_loss: 2.2090,\tval_loss: 2.4334\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXoAAAD4CAYAAADiry33AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nm3Lt6wr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tLg234OXuygcj2tG9aYC9w6rYMtPhaIzVyHsoCuJXwemD4N8Euo2B1sOtWbrK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\nAAAASUVORK5CYII=\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["-3.45253324508667\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"uiwE_tnWqQ3A","colab_type":"code","outputId":"b8c5bece-4265-45e2-b18e-81a7f58d82bb","executionInfo":{"status":"ok","timestamp":1584462464336,"user_tz":-60,"elapsed":1385,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":279}},"source":["# Validation predictions of survival\n","_ = model.compute_baseline_hazards()\n","surv = model.predict_surv_df(x_val)\n","surv.iloc[:,:10].plot()\n","plt.ylabel('S(t | x)')\n","_ = plt.xlabel('Time')"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAY8AAAEGCAYAAACdJRn3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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63NYO++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\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oK/6tlP+cSs2ufOxmBmER4XD6F5yjJ384wPLonNOfeAqj+jiw+LZBqC7S23ed4UKYbZWf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\ncXd3Z+vWrVXtgW2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yN+DIdrhzPrSy32faFEgpeXTpo6w8tJLZI2cT4RXhbJEU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\nKOWhUCgUinqjlIdCoVAo6s3/A8OIGXHOK95cAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"IMyD1tWOczOq","colab_type":"code","outputId":"4099af73-2077-4915-d2b2-707d925ff9a1","executionInfo":{"status":"ok","timestamp":1584462465910,"user_tz":-60,"elapsed":711,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":298}},"source":["# Evaluation on validation set\n","dur = times_val.cpu().detach().numpy()\n","eve = events_val.cpu().detach().numpy()\n","ev = EvalSurv(surv, dur, eve, censor_surv='km')\n","print(ev.concordance_td())\n","time_grid = np.linspace(dur.min(), dur.max(), 100)\n","_ = ev.brier_score(time_grid).plot()\n","print(ev.integrated_nbll(time_grid))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["0.7154772937905468\n","0.5206551002947002\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXoAAAD4CAYAAADiry33AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKdGLiMQ4JXoRkRj3/wFeavTJD2cM7gAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"N4GYlYOhLzqF","colab_type":"code","colab":{}},"source":["# Get test data\n","test_idx = pd.read_csv('random_submission.csv', index_col = 0)\n","test_ids = test_idx.index.values\n","test_slices = preprocess_images(test_ids, 'test_data/images/') \n","x_test = torch.from_numpy(test_slices).type(torch.FloatTensor).to(device)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"swysh6EHMbq9","colab_type":"code","outputId":"6c3164c5-2807-4b76-fcb9-1e6f9d73203d","executionInfo":{"status":"ok","timestamp":1584462710272,"user_tz":-60,"elapsed":1483,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":279}},"source":["# Test predictions\n","_ = model.compute_baseline_hazards()\n","surv = model.predict_surv_df(x_test)\n","surv.iloc[:, :10].plot()\n","plt.ylabel('S(t | x)')\n","_ = plt.xlabel('Time')"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAY8AAAEGCAYAAACdJRn3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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tvld2dkNxd7+RnJwvaW6uRKs9OThupdfy2JTWbwkLpwTx8dZ03t+chouVniendX939M+E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\nNpFx8y0EP/M0Po6UoBVWG9N3p7MkvwQ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size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"q2fSLOfTLT9m","colab_type":"code","outputId":"72f8b2cb-eb03-47aa-8120-888166b33efa","executionInfo":{"status":"ok","timestamp":1584462713547,"user_tz":-60,"elapsed":746,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":451}},"source":["surv"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      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<th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      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<td>0.996319</td>\n","      <td>0.998409</td>\n","      <td>0.995425</td>\n","      <td>0.996333</td>\n","      <td>0.998707</td>\n","      <td>0.998744</td>\n","      <td>0.998392</td>\n","      <td>0.997833</td>\n","      <td>0.996231</td>\n","      <td>0.996787</td>\n","      <td>0.994662</td>\n","      <td>0.994816</td>\n","      <td>0.993039</td>\n","      <td>0.995572</td>\n","      <td>0.998680</td>\n","      <td>0.996448</td>\n","      <td>0.998714</td>\n","      <td>0.998065</td>\n","      <td>0.998405</td>\n","      <td>0.997271</td>\n","      <td>0.997181</td>\n","      <td>0.992593</td>\n","      <td>0.995956</td>\n","      <td>0.996278</td>\n","      <td>0.997129</td>\n","      <td>...</td>\n","      <td>0.998454</td>\n","      <td>0.998485</td>\n","      <td>0.998719</td>\n","      <td>0.994661</td>\n","      <td>0.995458</td>\n","      <td>0.994010</td>\n","      <td>0.996811</td>\n","      <td>0.998220</td>\n","      <td>0.996032</td>\n","      <td>0.998380</td>\n","    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<td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>3078</th>\n","      <td>0.117163</td>\n","      <td>0.336452</td>\n","      <td>0.038501</td>\n","      <td>0.015939</td>\n","      <td>0.440518</td>\n","      <td>0.327666</td>\n","      <td>0.259148</td>\n","      <td>0.267526</td>\n","      <td>0.074778</td>\n","      <td>0.021765</td>\n","      <td>0.455187</td>\n","      <td>0.294302</td>\n","      <td>0.211048</td>\n","      <td>0.300101</td>\n","      <td>0.058644</td>\n","      <td>0.091084</td>\n","      <td>0.355380</td>\n","      <td>0.050851</td>\n","      <td>0.091967</td>\n","      <td>0.431553</td>\n","      <td>0.442016</td>\n","      <td>0.351562</td>\n","      <td>0.244356</td>\n","      <td>0.086043</td>\n","      <td>0.123590</td>\n","      <td>0.030906</td>\n","      <td>0.034163</td>\n","      <td>0.010699</td>\n","      <td>0.055962</td>\n","      <td>0.423907</td>\n","      <td>0.099111</td>\n","      <td>0.433505</td>\n","      <td>0.284181</td>\n","      <td>0.354592</td>\n","      <td>0.169475</td>\n","      <td>0.159829</td>\n","      <td>0.007987</td>\n","      <td>0.071897</td>\n","      <td>0.088721</td>\n","      <td>0.154422</td>\n","      <td>...</td>\n","      <td>0.366020</td>\n","      <td>0.373514</td>\n","      <td>0.434782</td>\n","      <td>0.030870</td>\n","      <td>0.051956</td>\n","      <td>0.020179</td>\n","      <td>0.125520</td>\n","      <td>0.314362</td>\n","      <td>0.075566</td>\n","      <td>0.348885</td>\n","      <td>0.134710</td>\n","      <td>0.021474</td>\n","      <td>0.073138</td>\n","      <td>0.291177</td>\n","      <td>0.192631</td>\n","      <td>0.187234</td>\n","      <td>0.090575</td>\n","      <td>0.164757</td>\n","      <td>0.419741</td>\n","      <td>0.090694</td>\n","      <td>0.372783</td>\n","      <td>0.368202</td>\n","      <td>0.421172</td>\n","      <td>0.279883</td>\n","      <td>0.410851</td>\n","      <td>0.481388</td>\n","      <td>0.385177</td>\n","      <td>0.073398</td>\n","      <td>0.236451</td>\n","      <td>0.164134</td>\n","      <td>0.416624</td>\n","      <td>0.236063</td>\n","      <td>0.042267</td>\n","      <td>0.089295</td>\n","      <td>0.058634</td>\n","      <td>0.110749</td>\n","      <td>0.070768</td>\n","      <td>0.356333</td>\n","      <td>0.065331</td>\n","      <td>0.015675</td>\n","    </tr>\n","    <tr>\n","      <th>3222</th>\n","      <td>0.117163</td>\n","      <td>0.336452</td>\n","      <td>0.038501</td>\n","      <td>0.015939</td>\n","      <td>0.440518</td>\n","      <td>0.327666</td>\n","      <td>0.259148</td>\n","      <td>0.267526</td>\n","      <td>0.074778</td>\n","      <td>0.021765</td>\n","      <td>0.455187</td>\n","      <td>0.294302</td>\n","      <td>0.211048</td>\n","      <td>0.300101</td>\n","      <td>0.058644</td>\n","      <td>0.091084</td>\n","      <td>0.355380</td>\n","      <td>0.050851</td>\n","      <td>0.091967</td>\n","      <td>0.431553</td>\n","      <td>0.442016</td>\n","      <td>0.351562</td>\n","      <td>0.244356</td>\n","      <td>0.086043</td>\n","      <td>0.123590</td>\n","      <td>0.030906</td>\n","      <td>0.034163</td>\n","      <td>0.010699</td>\n","      <td>0.055962</td>\n","      <td>0.423907</td>\n","      <td>0.099111</td>\n","      <td>0.433505</td>\n","      <td>0.284181</td>\n","      <td>0.354592</td>\n","      <td>0.169475</td>\n","      <td>0.159829</td>\n","      <td>0.007987</td>\n","      <td>0.071897</td>\n","      <td>0.088721</td>\n","      <td>0.154422</td>\n","      <td>...</td>\n","      <td>0.366020</td>\n","      <td>0.373514</td>\n","      <td>0.434782</td>\n","      <td>0.030870</td>\n","      <td>0.051956</td>\n","      <td>0.020179</td>\n","      <td>0.125520</td>\n","      <td>0.314362</td>\n","      <td>0.075566</td>\n","      <td>0.348885</td>\n","      <td>0.134710</td>\n","      <td>0.021474</td>\n","      <td>0.073138</td>\n","      <td>0.291177</td>\n","      <td>0.192631</td>\n","      <td>0.187234</td>\n","      <td>0.090575</td>\n","      <td>0.164757</td>\n","      <td>0.419741</td>\n","      <td>0.090694</td>\n","      <td>0.372783</td>\n","      <td>0.368202</td>\n","      <td>0.421172</td>\n","      <td>0.279883</td>\n","      <td>0.410851</td>\n","      <td>0.481388</td>\n","      <td>0.385177</td>\n","      <td>0.073398</td>\n","      <td>0.236451</td>\n","      <td>0.164134</td>\n","      <td>0.416624</td>\n","      <td>0.236063</td>\n","      <td>0.042267</td>\n","      <td>0.089295</td>\n","      <td>0.058634</td>\n","      <td>0.110749</td>\n","      <td>0.070768</td>\n","      <td>0.356333</td>\n","      <td>0.065331</td>\n","      <td>0.015675</td>\n","    </tr>\n","    <tr>\n","      <th>3251</th>\n","      <td>0.117163</td>\n","      <td>0.336452</td>\n","      <td>0.038501</td>\n","      <td>0.015939</td>\n","      <td>0.440518</td>\n","      <td>0.327666</td>\n","      <td>0.259148</td>\n","      <td>0.267526</td>\n","      <td>0.074778</td>\n","      <td>0.021765</td>\n","      <td>0.455187</td>\n","      <td>0.294302</td>\n","      <td>0.211048</td>\n","      <td>0.300101</td>\n","      <td>0.058644</td>\n","      <td>0.091084</td>\n","      <td>0.355380</td>\n","      <td>0.050851</td>\n","      <td>0.091967</td>\n","      <td>0.431553</td>\n","      <td>0.442016</td>\n","      <td>0.351562</td>\n","      <td>0.244356</td>\n","      <td>0.086043</td>\n","      <td>0.123590</td>\n","      <td>0.030906</td>\n","      <td>0.034163</td>\n","      <td>0.010699</td>\n","      <td>0.055962</td>\n","      <td>0.423907</td>\n","      <td>0.099111</td>\n","      <td>0.433505</td>\n","      <td>0.284181</td>\n","      <td>0.354592</td>\n","      <td>0.169475</td>\n","      <td>0.159829</td>\n","      <td>0.007987</td>\n","      <td>0.071897</td>\n","      <td>0.088721</td>\n","      <td>0.154422</td>\n","      <td>...</td>\n","      <td>0.366020</td>\n","      <td>0.373514</td>\n","      <td>0.434782</td>\n","      <td>0.030870</td>\n","      <td>0.051956</td>\n","      <td>0.020179</td>\n","      <td>0.125520</td>\n","      <td>0.314362</td>\n","      <td>0.075566</td>\n","      <td>0.348885</td>\n","      <td>0.134710</td>\n","      <td>0.021474</td>\n","      <td>0.073138</td>\n","      <td>0.291177</td>\n","      <td>0.192631</td>\n","      <td>0.187234</td>\n","      <td>0.090575</td>\n","      <td>0.164757</td>\n","      <td>0.419741</td>\n","      <td>0.090694</td>\n","      <td>0.372783</td>\n","      <td>0.368202</td>\n","      <td>0.421172</td>\n","      <td>0.279883</td>\n","      <td>0.410851</td>\n","      <td>0.481388</td>\n","      <td>0.385177</td>\n","      <td>0.073398</td>\n","      <td>0.236451</td>\n","      <td>0.164134</td>\n","      <td>0.416624</td>\n","      <td>0.236063</td>\n","      <td>0.042267</td>\n","      <td>0.089295</td>\n","      <td>0.058634</td>\n","      <td>0.110749</td>\n","      <td>0.070768</td>\n","      <td>0.356333</td>\n","      <td>0.065331</td>\n","      <td>0.015675</td>\n","    </tr>\n","    <tr>\n","      <th>3259</th>\n","      <td>0.117163</td>\n","      <td>0.336452</td>\n","      <td>0.038501</td>\n","      <td>0.015939</td>\n","      <td>0.440518</td>\n","      <td>0.327666</td>\n","      <td>0.259148</td>\n","      <td>0.267526</td>\n","      <td>0.074778</td>\n","      <td>0.021765</td>\n","      <td>0.455187</td>\n","      <td>0.294302</td>\n","      <td>0.211048</td>\n","      <td>0.300101</td>\n","      <td>0.058644</td>\n","      <td>0.091084</td>\n","      <td>0.355380</td>\n","      <td>0.050851</td>\n","      <td>0.091967</td>\n","      <td>0.431553</td>\n","      <td>0.442016</td>\n","      <td>0.351562</td>\n","      <td>0.244356</td>\n","      <td>0.086043</td>\n","      <td>0.123590</td>\n","      <td>0.030906</td>\n","      <td>0.034163</td>\n","      <td>0.010699</td>\n","      <td>0.055962</td>\n","      <td>0.423907</td>\n","      <td>0.099111</td>\n","      <td>0.433505</td>\n","      <td>0.284181</td>\n","      <td>0.354592</td>\n","      <td>0.169475</td>\n","      <td>0.159829</td>\n","      <td>0.007987</td>\n","      <td>0.071897</td>\n","      <td>0.088721</td>\n","      <td>0.154422</td>\n","      <td>...</td>\n","      <td>0.366020</td>\n","      <td>0.373514</td>\n","      <td>0.434782</td>\n","      <td>0.030870</td>\n","      <td>0.051956</td>\n","      <td>0.020179</td>\n","      <td>0.125520</td>\n","      <td>0.314362</td>\n","      <td>0.075566</td>\n","      <td>0.348885</td>\n","      <td>0.134710</td>\n","      <td>0.021474</td>\n","      <td>0.073138</td>\n","      <td>0.291177</td>\n","      <td>0.192631</td>\n","      <td>0.187234</td>\n","      <td>0.090575</td>\n","      <td>0.164757</td>\n","      <td>0.419741</td>\n","      <td>0.090694</td>\n","      <td>0.372783</td>\n","      <td>0.368202</td>\n","      <td>0.421172</td>\n","      <td>0.279883</td>\n","      <td>0.410851</td>\n","      <td>0.481388</td>\n","      <td>0.385177</td>\n","      <td>0.073398</td>\n","      <td>0.236451</td>\n","      <td>0.164134</td>\n","      <td>0.416624</td>\n","      <td>0.236063</td>\n","      <td>0.042267</td>\n","      <td>0.089295</td>\n","      <td>0.058634</td>\n","      <td>0.110749</td>\n","      <td>0.070768</td>\n","      <td>0.356333</td>\n","      <td>0.065331</td>\n","      <td>0.015675</td>\n","    </tr>\n","    <tr>\n","      <th>3500</th>\n","      <td>0.117163</td>\n","      <td>0.336452</td>\n","      <td>0.038501</td>\n","      <td>0.015939</td>\n","      <td>0.440518</td>\n","      <td>0.327666</td>\n","      <td>0.259148</td>\n","      <td>0.267526</td>\n","      <td>0.074778</td>\n","      <td>0.021765</td>\n","      <td>0.455187</td>\n","      <td>0.294302</td>\n","      <td>0.211048</td>\n","      <td>0.300101</td>\n","      <td>0.058644</td>\n","      <td>0.091084</td>\n","      <td>0.355380</td>\n","      <td>0.050851</td>\n","      <td>0.091967</td>\n","      <td>0.431553</td>\n","      <td>0.442016</td>\n","      <td>0.351562</td>\n","      <td>0.244356</td>\n","      <td>0.086043</td>\n","      <td>0.123590</td>\n","      <td>0.030906</td>\n","      <td>0.034163</td>\n","      <td>0.010699</td>\n","      <td>0.055962</td>\n","      <td>0.423907</td>\n","      <td>0.099111</td>\n","      <td>0.433505</td>\n","      <td>0.284181</td>\n","      <td>0.354592</td>\n","      <td>0.169475</td>\n","      <td>0.159829</td>\n","      <td>0.007987</td>\n","      <td>0.071897</td>\n","      <td>0.088721</td>\n","      <td>0.154422</td>\n","      <td>...</td>\n","      <td>0.366020</td>\n","      <td>0.373514</td>\n","      <td>0.434782</td>\n","      <td>0.030870</td>\n","      <td>0.051956</td>\n","      <td>0.020179</td>\n","      <td>0.125520</td>\n","      <td>0.314362</td>\n","      <td>0.075566</td>\n","      <td>0.348885</td>\n","      <td>0.134710</td>\n","      <td>0.021474</td>\n","      <td>0.073138</td>\n","      <td>0.291177</td>\n","      <td>0.192631</td>\n","      <td>0.187234</td>\n","      <td>0.090575</td>\n","      <td>0.164757</td>\n","      <td>0.419741</td>\n","      <td>0.090694</td>\n","      <td>0.372783</td>\n","      <td>0.368202</td>\n","      <td>0.421172</td>\n","      <td>0.279883</td>\n","      <td>0.410851</td>\n","      <td>0.481388</td>\n","      <td>0.385177</td>\n","      <td>0.073398</td>\n","      <td>0.236451</td>\n","      <td>0.164134</td>\n","      <td>0.416624</td>\n","      <td>0.236063</td>\n","      <td>0.042267</td>\n","      <td>0.089295</td>\n","      <td>0.058634</td>\n","      <td>0.110749</td>\n","      <td>0.070768</td>\n","      <td>0.356333</td>\n","      <td>0.065331</td>\n","      <td>0.015675</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>227 rows × 125 columns</p>\n","</div>"],"text/plain":["               0         1         2    ...       122       123       124\n","duration                                ...                              \n","14        0.996705  0.998325  0.994999  ...  0.998413  0.995809  0.993623\n","20        0.996705  0.998325  0.994999  ...  0.998413  0.995809  0.993623\n","24        0.993409  0.996646  0.990005  ...  0.996822  0.991621  0.987265\n","25        0.990111  0.994964  0.985017  ...  0.995229  0.987434  0.980923\n","31        0.986709  0.993226  0.979881  ...  0.993582  0.983120  0.974402\n","...            ...       ...       ...  ...       ...       ...       ...\n","3078      0.117163  0.336452  0.038501  ...  0.356333  0.065331  0.015675\n","3222      0.117163  0.336452  0.038501  ...  0.356333  0.065331  0.015675\n","3251      0.117163  0.336452  0.038501  ...  0.356333  0.065331  0.015675\n","3259      0.117163  0.336452  0.038501  ...  0.356333  0.065331  0.015675\n","3500      0.117163  0.336452  0.038501  ...  0.356333  0.065331  0.015675\n","\n","[227 rows x 125 columns]"]},"metadata":{"tags":[]},"execution_count":201}]},{"cell_type":"code","metadata":{"id":"IHDkhiCeKiJb","colab_type":"code","colab":{}},"source":["# Write Submission\n","\n","def predict(prediction, threshold=0.9):\n","    y_pred = []\n","    for _, pred in prediction.iteritems():\n","        times = pred.index.values\n","        for time in times:\n","          if pred[time] <= threshold:\n","            t = time\n","            break\n","        else:\n","          t = times[-1]\n","        y_pred.append(t)\n","    return pd.DataFrame(np.array([[y, np.nan] for y in y_pred]), index=test_ids, columns=['SurvivalTime', 'Event'])\n","\n","predictions = predict(surv, 0.9)\n","predictions.to_csv(\"end2endcv.csv\")"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"8Npp3yQ6X7_K","colab_type":"text"},"source":["0.64 on the public test set ... Meh"]},{"cell_type":"markdown","metadata":{"id":"oLU56JZjl-lv","colab_type":"text"},"source":["# CNN + Attention"]},{"cell_type":"code","metadata":{"id":"00XW4UhNnLFT","colab_type":"code","colab":{}},"source":["def extract_slice(scan, mask, dim=None):\n","    \"\"\"Extract the 2D slice (92x92) of the scan with maximum number of tumor pixels, \n","    along a specified dimension or across all if dim not specified\"\"\"\n","\n","    int_mask = mask.astype(int) # bool to 0 1 mask\n","    n = mask.shape[0] # 92\n","    d = len(mask.shape) # 3\n","    best_count = 0\n","    best_idx = (None, None)\n","\n","    if dim is None: # get best slice across all dim\n","      for i in range(d):\n","        axis = tuple(j for j in range(d) if j != i) # if dim = 0, axis = (1, 2) \n","        counts_axis = np.sum(int_mask, axis = axis) # count nb of tumor pixels\n","        best_idx_axis = np.argmax(counts_axis) \n","        best_count_axis = counts_axis[best_idx_axis]\n","        if best_count_axis > best_count:\n","          best_count = best_count_axis\n","          best_idx = (i, best_idx_axis)\n","    else: # get best slice on the argument dim\n","        axis = tuple(j for j in range(d) if j != dim) # if dim = 0, axis = (1, 2) \n","        counts_axis = np.sum(int_mask, axis = axis) # count nb of tumor pixels\n","        best_idx_axis = np.argmax(counts_axis)\n","        best_count = counts_axis[best_idx_axis]\n","        best_idx = (dim, best_idx_axis)\n","\n","    best_dim = best_idx[0]\n","    # print(best_dim, best_idx, best_count)\n","    if best_dim == 0:\n","      best_slice = scan[best_idx[1], :, :]\n","      best_mask = mask[best_idx[1], :, :]\n","    elif best_dim == 1:\n","      best_slice = scan[:,best_idx[1], :]\n","      best_mask = mask[:, best_idx[1], :]\n","    elif best_dim == 2:\n","      best_slice = scan[:, :, best_idx[1]]\n","      best_mask = mask[:, :, best_idx[1]]\n","    return best_slice, best_mask\n","\n","def preprocess_images(ids, path):\n","  \"\"\"\n","  Extract from images best slices andcorresponding mask and outputs numpy arrays of shape 1,3,224,224\n","  \"\"\"\n","  filenames = ['patient_'+'{0:03d}'.format(n)+'.npz' for n in ids]\n","  slices = np.zeros((len(filenames),3,224,224))\n","  masks = np.zeros((len(filenames),1,224,224))\n","  data_transforms = transforms.Resize(224)\n","\n","  for i, file in enumerate(filenames):\n","    # Read archive\n","    archive = np.load(path+file)\n","    scan = archive['scan'] \n","    mask = archive['mask'] \n","    if np.sum(mask.astype(int)) == 0: # no tumor \n","      best_slice = scan[0]\n","    else:\n","      # Extract slice, normalize, convert to RGB and to torch tensor\n","      best_slice, best_mask = extract_slice(scan, mask)\n","    maxi = np.max(best_slice) # 1023\n","    mini = np.min(best_slice) # -1024\n","    scaled_slice = (1.*best_slice-mini) / (maxi-mini)\n","    scaled_slice = Image.fromarray((255.*scaled_slice).astype('uint8'), 'L')\n","    scaled_slice = np.asarray(data_transforms(scaled_slice))\n","    rgb_slice =  np.repeat(scaled_slice[:,:,np.newaxis], 3, -1)\n","    rgb_slice = rgb_slice.reshape((1,3,224,224))\n","    slices[i] = rgb_slice\n","    resizemask = np.asarray(data_transforms(Image.fromarray((255.*best_mask).astype('uint8'), 'L')))\n","    masks[i] = resizemask\n","  return slices, masks"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"eM9-nry_nTod","colab_type":"code","colab":{}},"source":["# Get dataframes (+ additional features FOR MIXING ONLY)\n","traindf = pd.read_csv('y_train.csv')\n","testdf = pd.read_csv('input_test.csv', index_col = 0)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"Tdc1mOOPoq1r","colab_type":"code","colab":{}},"source":["# Get data in the right format\n","# ids = traindf.index.values\n","ids = traindf['PatientID']\n","slices, masks = preprocess_images(ids, 'train_data/images/') \n","times = traindf['SurvivalTime'].values\n","events = traindf['Event'].values"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"rZB5dyDxpeEM","colab_type":"code","colab":{}},"source":["inputs = np.concatenate((slices, masks), axis=1)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"e1VxGg2und29","colab_type":"code","colab":{}},"source":["# Train Val split\n","x_train, x_val, times_train, times_val, events_train, events_val = train_test_split(inputs, times, events, test_size = 0.2, random_state = 0)\n","\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else 'cpu')\n","x_train = torch.from_numpy(x_train).type(torch.FloatTensor).to(device)\n","x_val = torch.from_numpy(x_val).type(torch.FloatTensor).to(device)\n","\n","times_train = torch.from_numpy(times_train).to(device)\n","times_val = torch.from_numpy(times_val).to(device)\n","\n","events_train = torch.from_numpy(events_train).to(device)\n","events_val = torch.from_numpy(events_val).to(device)\n","\n","y_train = (times_train, events_train)\n","y_val = (times_val, events_val)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"1FJMs_CUmGP6","colab_type":"code","colab":{}},"source":["class Net(nn.Module):\n","  \"\"\"Resnet + MLP model\"\"\"\n","  def __init__(self, H1 = 128, H2 = 32): \n","    super(Net, self).__init__()\n","    resnet = models.resnet18(pretrained = True)\n","    for child in list(resnet.children())[:-4]: # freeze first layers\n","          for param in child.parameters():\n","              param.requires_grad = False\n","    self.conv1 = resnet.conv1\n","    self.bn1 = resnet.bn1\n","    self.relu = resnet.relu\n","    self.maxpool = resnet.maxpool\n","    self.layer1 = resnet.layer1\n","    self.layer2 = resnet.layer2\n","    self.layer3 = resnet.layer3\n","    self.layer4 = resnet.layer4\n","    self.avgpool = resnet.avgpool\n","    self.mlp = nn.Sequential(nn.Linear(512, H1), \n","                             nn.ReLU(), \n","                             nn.Dropout(0.5), \n","                             nn.Linear(H1, H2), \n","                             nn.ReLU(),\n","                             nn.Dropout(0.5))\n","    self.fc = nn.Sequential(nn.Linear(H2, 1, bias = False)) # risk computation\n","    self.attention = nn.Conv2d(1, 64, stride=2, kernel_size=7, padding=3, bias=True)\n","\n","  def forward(self, x):\n","    mask = x[:,-1,:,:]\n","    mask = mask.view(-1,1,224,224)\n","    y = self.attention(mask)\n","\n","    x = x[:,:-1,:,:]\n","    x = self.conv1(x)\n","    x = x * y\n","    x = self.bn1(self.relu(x))\n","\n","    x = self.maxpool(x)\n","    x = self.layer1(x)\n","    x = self.layer2(x)\n","    x = self.layer3(x)\n","    x = self.layer4(x)\n","    x = self.avgpool(x)\n","\n","    x = x.view(-1,512)\n","    x = self.mlp(x)\n","    x = torch.exp(self.fc(x))\n","\n","    return x"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"f5nMTol6niJQ","colab_type":"code","colab":{}},"source":["# Define model\n","net = Net()\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else 'cpu')\n","# optimizer = tt.optim.Adam(params = net.parameters(),lr=1e-3, betas=(0.9, 0.999), eps=1e-8, weight_decay=1e-5)\n","# (params = net.parameters(),lr=1e-3, betas=(0.9, 0.999), eps=1e-8, weight_decay=0)\n","optimizer = tt.optim.SGD(params = [{'params': net.attention.parameters(), 'lr': 5e-4}], lr=2.5e-4, momentum=0.9, weight_decay=3e-4, nesterov=True)\n","model = CoxPH(net, optimizer = optimizer, device = device)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"gk6L--lGr0u0","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":303},"outputId":"78ec71b5-898b-444f-dfbb-9825b83de91e","executionInfo":{"status":"ok","timestamp":1584655748690,"user_tz":-60,"elapsed":12011,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}}},"source":["# Get best learning rate - OFTEN OVERESTIMATED\n","batch_size = 40 # TAKE A INT DIVIDING DATA LENGTHS OR DEFINE PROPER TORCH DATALOADERS\n","lrfinder = model.lr_finder(x_train, y_train, batch_size, tolerance = 10)\n","lrfinder.plot()\n","plt.show()\n","print(lrfinder.get_best_lr())"],"execution_count":150,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAZgAAAENCAYAAAAykHOlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWefZ2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NsPWjC1jI+IZ9P2c8D4tD0B2Fp1XneK1Yt314jXK8PMzJpQKEWm8Rdo8yB/anlE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\nBWkW9IYMigAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0.001484968262254472\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"HtMr7qFXtPUk","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"03bcb678-d493-4a5a-813a-374083eda6eb","executionInfo":{"status":"ok","timestamp":1584655852562,"user_tz":-60,"elapsed":52827,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}}},"source":["# Training \n","model.optimizer.set_lr(0.00025)\n","batch_size = 40\n","epochs = 50\n","callbacks = [tt.callbacks.EarlyStopping()]\n","verbose = True\n","\n","log = model.fit(x_train, y_train, batch_size, epochs, callbacks, verbose, \n","                val_data = (x_val, y_val), val_batch_size = batch_size)\n","log.plot()\n","plt.show()\n","print(model.partial_log_likelihood(*(x_val,y_val)).mean())"],"execution_count":153,"outputs":[{"output_type":"stream","text":["0:\t[0s / 0s],\t\ttrain_loss: 3.1698,\tval_loss: 2.8738\n","1:\t[0s / 1s],\t\ttrain_loss: 3.1721,\tval_loss: 2.8829\n","2:\t[0s / 2s],\t\ttrain_loss: 3.1732,\tval_loss: 2.8804\n","3:\t[0s / 3s],\t\ttrain_loss: 3.1585,\tval_loss: 2.8741\n","4:\t[0s / 4s],\t\ttrain_loss: 3.1440,\tval_loss: 2.8714\n","5:\t[1s / 5s],\t\ttrain_loss: 3.1643,\tval_loss: 2.8675\n","6:\t[1s / 6s],\t\ttrain_loss: 3.1348,\tval_loss: 2.8657\n","7:\t[1s / 8s],\t\ttrain_loss: 3.1731,\tval_loss: 2.8607\n","8:\t[0s / 8s],\t\ttrain_loss: 3.1642,\tval_loss: 2.8590\n","9:\t[0s / 9s],\t\ttrain_loss: 3.1506,\tval_loss: 2.8591\n","10:\t[0s / 10s],\t\ttrain_loss: 3.1645,\tval_loss: 2.8570\n","11:\t[1s / 12s],\t\ttrain_loss: 3.1590,\tval_loss: 2.8547\n","12:\t[1s / 13s],\t\ttrain_loss: 3.1311,\tval_loss: 2.8529\n","13:\t[0s / 14s],\t\ttrain_loss: 3.1244,\tval_loss: 2.8510\n","14:\t[1s / 15s],\t\ttrain_loss: 3.1421,\tval_loss: 2.8496\n","15:\t[1s / 16s],\t\ttrain_loss: 3.1494,\tval_loss: 2.8477\n","16:\t[0s / 17s],\t\ttrain_loss: 3.1120,\tval_loss: 2.8464\n","17:\t[0s / 18s],\t\ttrain_loss: 3.1165,\tval_loss: 2.8474\n","18:\t[0s / 19s],\t\ttrain_loss: 3.1196,\tval_loss: 2.8467\n","19:\t[1s / 20s],\t\ttrain_loss: 3.0873,\tval_loss: 2.8464\n","20:\t[1s / 21s],\t\ttrain_loss: 3.1068,\tval_loss: 2.8446\n","21:\t[1s / 22s],\t\ttrain_loss: 3.1061,\tval_loss: 2.8428\n","22:\t[1s / 24s],\t\ttrain_loss: 3.0977,\tval_loss: 2.8420\n","23:\t[0s / 24s],\t\ttrain_loss: 3.0909,\tval_loss: 2.8406\n","24:\t[1s / 26s],\t\ttrain_loss: 3.0749,\tval_loss: 2.8397\n","25:\t[0s / 27s],\t\ttrain_loss: 3.0807,\tval_loss: 2.8364\n","26:\t[0s / 28s],\t\ttrain_loss: 3.0917,\tval_loss: 2.8348\n","27:\t[1s / 29s],\t\ttrain_loss: 3.0612,\tval_loss: 2.8341\n","28:\t[1s / 30s],\t\ttrain_loss: 3.1309,\tval_loss: 2.8315\n","29:\t[1s / 32s],\t\ttrain_loss: 3.0598,\tval_loss: 2.8267\n","30:\t[0s / 33s],\t\ttrain_loss: 3.1123,\tval_loss: 2.8236\n","31:\t[1s / 34s],\t\ttrain_loss: 3.0529,\tval_loss: 2.8211\n","32:\t[1s / 35s],\t\ttrain_loss: 3.0436,\tval_loss: 2.8176\n","33:\t[0s / 36s],\t\ttrain_loss: 3.0387,\tval_loss: 2.8191\n","34:\t[0s / 37s],\t\ttrain_loss: 3.0213,\tval_loss: 2.8260\n","35:\t[0s / 38s],\t\ttrain_loss: 3.0349,\tval_loss: 2.8294\n","36:\t[0s / 38s],\t\ttrain_loss: 2.9524,\tval_loss: 2.8285\n","37:\t[0s / 39s],\t\ttrain_loss: 3.2328,\tval_loss: 2.8007\n","38:\t[1s / 41s],\t\ttrain_loss: 3.0477,\tval_loss: 2.7969\n","39:\t[0s / 42s],\t\ttrain_loss: 3.0984,\tval_loss: 2.7970\n","40:\t[0s / 43s],\t\ttrain_loss: 3.0732,\tval_loss: 2.7966\n","41:\t[0s / 43s],\t\ttrain_loss: 3.0505,\tval_loss: 2.7992\n","42:\t[0s / 44s],\t\ttrain_loss: 3.0100,\tval_loss: 2.7993\n","43:\t[0s / 45s],\t\ttrain_loss: 3.0266,\tval_loss: 2.7995\n","44:\t[0s / 46s],\t\ttrain_loss: 3.0324,\tval_loss: 2.7989\n","45:\t[0s / 47s],\t\ttrain_loss: 3.0272,\tval_loss: 2.7951\n","46:\t[0s / 47s],\t\ttrain_loss: 2.9987,\tval_loss: 2.7963\n","47:\t[0s / 48s],\t\ttrain_loss: 2.9843,\tval_loss: 2.7963\n","48:\t[0s / 49s],\t\ttrain_loss: 3.0106,\tval_loss: 2.7919\n","49:\t[1s / 51s],\t\ttrain_loss: 2.9470,\tval_loss: 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tdKeqtiRFBXL/nGTSdxby/vq8Lj/fm0hAF6KbWc0mfnfxae0W5GrPVRMT+OSu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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["-3.5413501262664795\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"9d7gqiS3tTvx","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":279},"outputId":"06164b8b-b7d2-454b-d1a9-488750ba3732","executionInfo":{"status":"ok","timestamp":1584655855934,"user_tz":-60,"elapsed":1550,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}}},"source":["# Validation predictions of survival\n","_ = model.compute_baseline_hazards()\n","surv = model.predict_surv_df(x_val)\n","surv.iloc[:,:10].plot()\n","plt.ylabel('S(t | x)')\n","_ = plt.xlabel('Time')"],"execution_count":154,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAY8AAAEGCAYAAACdJRn3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+006bP8E17QrqKlYTleHt3it/0K+3ZDO33sLLqhfSZKklsCSySMHCDjutf/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gs9UCcGeA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ewP5tc3E1FpBIOujyCi98kr2oe5mX8FFgx9E3w/hbpy+LQ/LLwHbpjfqncjlM7Oi4k4rhqI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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"J-Rvq7eCtY2w","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":298},"outputId":"e6fec696-5da6-45fa-984c-49a9094c5ea6","executionInfo":{"status":"ok","timestamp":1584655857923,"user_tz":-60,"elapsed":1573,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}}},"source":["# Evaluation on validation set\n","dur = times_val.cpu().detach().numpy()\n","eve = events_val.cpu().detach().numpy()\n","ev = EvalSurv(surv, dur, eve, censor_surv='km')\n","print(ev.concordance_td())\n","time_grid = np.linspace(dur.min(), dur.max(), 100)\n","_ = ev.brier_score(time_grid).plot()\n","print(ev.integrated_nbll(time_grid))"],"execution_count":155,"outputs":[{"output_type":"stream","text":["0.6385542168674698\n","0.5967711066400471\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXoAAAD4CAYAAADiry33AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkTT3/wEurK5sjBcoBgAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"-j2t-WHIteae","colab_type":"code","colab":{}},"source":["# Get test data\n","test_idx = pd.read_csv('random_submission.csv', index_col = 0)\n","test_ids = test_idx.index.values\n","test_slices, test_masks = preprocess_images(test_ids, 'test_data/images/') \n","x_test = np.concatenate((test_slices, test_masks), axis=1)\n","x_test = torch.from_numpy(x_test).type(torch.FloatTensor).to(device)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"0SGc7u6FvnZi","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":279},"outputId":"8c046e97-a00b-4aa6-ffe7-993f6ccd3f4f","executionInfo":{"status":"ok","timestamp":1584654572038,"user_tz":-60,"elapsed":1980,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}}},"source":["# Test predictions\n","_ = model.compute_baseline_hazards()\n","surv = model.predict_surv_df(x_test)\n","surv.iloc[:, :10].plot()\n","plt.ylabel('S(t | x)')\n","_ = plt.xlabel('Time')"],"execution_count":74,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAY8AAAEGCAYAAACdJRn3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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JywCn7AI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vyvVnMS87jvvBwzBl1pzUwGEIxGMIoLt7hLJPrRquDkS+BwcsmIj/dZ3PxDXGc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\nxJjHM0aotqYAAAAASUVORK5CYII=\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"kTxcJUuntm_E","colab_type":"code","colab":{}},"source":["# Write Submission\n","\n","def predict(prediction, threshold=0.9):\n","    y_pred = []\n","    for _, pred in prediction.iteritems():\n","        times = pred.index.values\n","        for time in times:\n","          if pred[time] <= threshold:\n","            t = time\n","            break\n","        else:\n","          t = times[-1]\n","        y_pred.append(t)\n","    return pd.DataFrame(np.array([[y, np.nan] for y in y_pred]), index=test_ids, columns=['SurvivalTime', 'Event'])\n","\n","predictions = predict(surv, 0.9)\n","predictions.to_csv(\"end2endcv.csv\")"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"YY-JM5FjrW-g","colab_type":"text"},"source":["# Grad-Cam"]},{"cell_type":"code","metadata":{"id":"OWpwuUm_Yuld","colab_type":"code","outputId":"db971652-05b8-4210-ff4b-edf83cfae975","executionInfo":{"status":"ok","timestamp":1584463696909,"user_tz":-60,"elapsed":522,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/"}},"source":["with torch.no_grad():\n","  print(model.net(x_train[0].view(1,3,224,224)))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["tensor([[1.1627]], device='cuda:0')\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"5zy6BvQvYoXX","colab_type":"code","colab":{}},"source":["img = x_train[0]\n","plt.imshow(img.cpu().detach().numpy().reshape((224,224,3)).astype(int))\n","plt.show()\n","\n","# Visualize feature maps\n","activation = {}\n","def get_activation(name):\n","    def hook(model, input, output):\n","        activation[name] = output.detach()\n","    return hook\n","\n","net.resnet[-2][0].register_forward_hook(get_activation('conv1'))\n","\n","with torch.no_grad():\n","  output = net(x_train[0].view(1,3,224,224))\n","\n","act = activation['conv1'].squeeze().cpu().detach().numpy()\n","fig, axarr = plt.subplots(act.shape[0])\n","for idx in range(act.shape[0]):\n","    axarr[idx].imshow(act[idx])\n","plt.show()"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"PVNLAsF0kK8b","colab_type":"code","outputId":"f642069f-6712-45a3-f4aa-34d876afbc34","executionInfo":{"status":"ok","timestamp":1584468492009,"user_tz":-60,"elapsed":17060,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","output_embedded_package_id":"1XFtNm8wZZeKOwenRwy1UjAEwhVOo2OS2"}},"source":["class Extractor():\n","    \"\"\"Extract activations, gradients from target layers and get output of the network\"\"\"\n","\n","    def __init__(self, model, target_layers):\n","        self.model = model\n","        self.target_layers = target_layers\n","        self.gradients = []\n","\n","    def save_gradient(self, grad):\n","        self.gradients.append(grad)\n","\n","    def __call__(self, x):\n","        \"\"\"Assumes that the network has a net.resnet key\"\"\"\n","        activations = []\n","        self.gradients = []\n","        for name, module in self.model.resnet._modules.items():\n","            # Pass through convolutional modules\n","            x = module(x)\n","            if name in self.target_layers:\n","                # Hook gradient at target layers\n","                x.register_hook(self.save_gradient)\n","                activations += [x]\n","        # Get output of the network\n","        x = x.view(-1,512)\n","        x = self.model.mlp(x)\n","        x = self.model.fc(x)\n","        return activations, x\n","\n","class Grad_CAM:\n","    \"\"\"Compute heatmaps corresponding to the 3 most likely classes\"\"\"\n","    \n","    def __init__(self, model, target_layers, use_cuda):\n","        self.model = model\n","        self.model.eval()\n","        self.cuda = use_cuda\n","        if self.cuda:\n","            self.model = model.cuda()\n","        self.extractor = Extractor(self.model, target_layers)\n","\n","    def __call__(self, input):\n","        if self.cuda:\n","            features, output = self.extractor(input.cuda())\n","        else:\n","            features, output = self.extractor(input)\n","            \n","        cams = []\n","        # Iterate over top 3 classes\n","        # Only backwards loss related to the class idx\n","        self.model.resnet.zero_grad()\n","        output.backward(retain_graph=True)\n","            \n","        # Extract gradients, activations\n","        grads = self.extractor.gradients[-1].cpu().data.numpy()\n","        activation = features[-1]\n","        activation = activation.cpu().data.numpy()[0, :]\n","            \n","        # Compute Heatmap and rescale between 0 and 1\n","        weights = np.mean(grads, axis=(2, 3))[0, :]\n","        cam = np.zeros(activation.shape[1:], dtype=np.float32)\n","\n","        for i, w in enumerate(weights):\n","            cam += w * activation[i, :, :]\n","\n","        cam = cv2.resize(cam, (224, 224)) # Default interpolation seems to give decent plots\n","        cam = cam - np.min(cam)\n","        cam = cam / np.max(cam)\n","        cams.append(cam)\n","        return cams\n","\n","def show_heatmap(img, cam):\n","    \"\"\"Show Heatmap combined with the original image and alone\"\"\"\n","    heatmap = cv2.applyColorMap(np.uint8(255 * cam), cv2.COLORMAP_JET)\n","    heatmap = np.float32(heatmap) / 255\n","    cam = heatmap + np.float32(img / 255) \n","    cam = cam / np.max(cam)\n","    plt.imshow(img)\n","    plt.show()\n","    plt.imshow(np.uint8(255 * cam))\n","    plt.show()\n","    plt.imshow(np.uint8(255 * heatmap))\n","    plt.show()\n","\n","gradcam = Grad_CAM(model=net, target_layers=[\"7\"], use_cuda=False)\n","for i in range(5):\n","  img = x_train[i]\n","  cam = gradcam(img.view(1,3,224,224))\n","  show_heatmap(img.cpu().detach().numpy().reshape((224,224,3)).astype(int), cam[0])\n","  img = x_val[i]\n","  cam = gradcam(img.view(1,3,224,224))\n","  show_heatmap(img.cpu().detach().numpy().reshape((224,224,3)).astype(int), cam[0])"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"text/plain":"Output hidden; open in https://colab.research.google.com to view."},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"82todCNBAywr","colab_type":"text"},"source":["# DeepSurv with 19 features"]},{"cell_type":"code","metadata":{"id":"ITnHO8ZXvj6X","colab_type":"code","colab":{}},"source":["# Load Features BEST OF 20\n","traindf = pd.read_csv('deepsurv/deepsurv_x_train.csv')\n","train_labels = pd.read_csv('deepsurv/deepsurv_y_train.csv')\n","traindf = pd.merge(traindf, train_labels, on = 'PatientID')\n","testdf = pd.read_csv('deepsurv/deepsurv_x_test.csv', index_col = 0)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"jyu8gSNywqmW","colab_type":"code","colab":{}},"source":["train_df, val_df = train_test_split(traindf, test_size = 0.2, random_state = 1)\n","\n","features = [x for x in traindf.keys() if x not in ['PatientID', 'SurvivalTime', 'Event']]\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else 'cpu')\n","\n","x_train = np.zeros((len(train_df), len(features)))\n","for i, f in enumerate(features):\n","  x_train[:, i] = train_df[f]\n","x_train = torch.from_numpy(x_train).type(torch.FloatTensor).to(device)\n","times_train = torch.from_numpy(train_df['SurvivalTime'].values).to(device)\n","events_train = torch.from_numpy(train_df['Event'].values).to(device)\n","y_train = (times_train, events_train)\n","\n","x_val = np.zeros((len(val_df), len(features)))\n","for i, f in enumerate(features):\n","  x_val[:, i] = val_df[f]\n","x_val = torch.from_numpy(x_val).type(torch.FloatTensor).to(device)\n","times_val = torch.from_numpy(val_df['SurvivalTime'].values).to(device)\n","events_val = torch.from_numpy(val_df['Event'].values).to(device)\n","y_val = (times_val, events_val)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"RrImJrt60BDi","colab_type":"code","colab":{}},"source":["class CoxNet(nn.Module):\n","  \"\"\"CoxPH like model\"\"\"\n","  def __init__(self, H1 = 32, H2 = 16):\n","    super(CoxNet, self).__init__()\n","    self.net = torch.nn.Sequential(nn.Linear(19, H1),\n","                                   nn.ReLU(),\n","                                   nn.BatchNorm1d(H1),\n","                                   nn.Dropout(0.5),\n","                                   nn.Linear(H1, H2),\n","                                   nn.ReLU(),\n","                                   nn.BatchNorm1d(H2),\n","                                   nn.Dropout(0.3),\n","                                   nn.Linear(H2, 1))\n","  \n","  def forward(self, x):\n","    return self.net(x)\n","\n","net = CoxNet()\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else 'cpu')\n","optimizer = tt.optim.SGD(lr=1e-3, momentum=0.9, weight_decay=3e-4, nesterov=True)\n","model = CoxPH(net, optimizer = optimizer, device = device)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"KarDeXiY0MWH","colab_type":"code","outputId":"7dec7d62-73e4-4915-f0dd-0b9102c0f85d","executionInfo":{"status":"ok","timestamp":1584639368293,"user_tz":-60,"elapsed":1469,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":300}},"source":["# Get best learning rate - OFTEN OVERESTIMATED\n","batch_size = 20 # TAKE A INT DIVIDING DATA LENGTHS OR DEFINE PROPER TORCH DATALOADERS\n","lrfinder = model.lr_finder(x_train, y_train, batch_size, tolerance=10)\n","lrfinder.plot()\n","plt.show()\n","print(lrfinder.get_best_lr())"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYMAAAEKCAYAAADw2zkCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjAsIGh0\ndHA6Ly9tYXRwbG90bGliLm9yZy8GearUAAAgAElEQVR4nO3dd3yb1dXA8d+RLVu249iJ7cRxlp29\nE8iEkEDYDWGUltFSCi2F0sJLSltaCnQxCi0UXlbJS8suq+ywyswigQQnZA87w4kdZ3jEjpcsS7rv\nH5Icx5Ft2ZYsyTnfz0ef2NLz6DlPnOj43nOHGGNQSil1fLOEOwCllFLhp8lAKaWUJgOllFKaDJRS\nSqHJQCmlFJoMlFJKAbHhDqAj0tPTTXZ2drjDUEqpqLJ69epSY0yGv9eiMhlkZ2eTm5sb7jCUUiqq\niMjull7TbiKllFKaDJRSSmkyUEopRZTWDJRS3U9DQwNFRUXY7fZwhxL1bDYbAwYMwGq1BnyOJgOl\nVEQoKioiOTmZ7OxsRCTc4UQtYwxlZWUUFRWRk5MT8HnaTaSUigh2u520tDRNBJ0kIqSlpbW7haXJ\nQCkVMTQRBIe/v8cv8ktbPUeTgVJKHQd+/87GVl/XZKCUUkBFRQX/+Mc/2n3e3LlzqaioaPd5V199\nNa+//nq7z+uoOoer1dejMhk43bo7m1IquFpKBk6ns9XzPvjgA1JTU0MVVtDUOlq/j6gcTbSrtAaX\n2xBj0f5FpbqjP7+7ic3Fh4P6nmOyevLH88e2+Pqtt97Kjh07mDRpElarFZvNRq9evdi6dSt5eXlc\ndNFFFBYWYrfbmT9/Ptdddx1wZHmc6upqvvWtb3HKKaewYsUK+vfvzzvvvENCQkKbsX322Wf8+te/\nxul0MnXqVJ544gni4+O59dZbWbhwIbGxsZx99tk88MADvPbaa/z5z38mJiaGlJQUli5dGtD91zV0\nw5aBvcHFy6v2hDsMpVQ3ct999zF06FDWrl3L/fffz5o1a3j44YfJy8sD4Omnn2b16tXk5ubyyCOP\nUFZWdsx75Ofnc8MNN7Bp0yZSU1N544032ryu3W7n6quv5tVXX2XDhg04nU6eeOIJysrKeOutt9i0\naRPr16/njjvuAODOO+/ko48+Yt26dSxcuDCge2twuWlwtd6jEpUtg6S4WB74eBvnje9Hr6S4cIej\nlAqy1n6D7yrTpk07apz+I488wltvvQVAYWEh+fn5pKWlHXVOTk4OkyZNAmDy5MkUFBS0eZ1t27aR\nk5PDiBEjALjqqqt4/PHHufHGG7HZbFxzzTXMmzePefPmATBz5kyuvvpqLr30Ui6++OKA7qWtVgFE\nacsgK9VGld3J3z/ZFu5QlFLdVFJSUuPXixcv5tNPP+XLL79k3bp1nHDCCX7H8cfHxzd+HRMT02a9\noTWxsbGsWrWK7373u7z33nuce+65ACxYsIC7776bwsJCJk+e7LeF0lxbxWOI0mRgs8Zw5YzBvLRy\nD5uKK8MdjlKqG0hOTqaqqsrva5WVlfTq1YvExES2bt3KV199FbTrjhw5koKCArZv3w7ACy+8wKmn\nnkp1dTWVlZXMnTuXhx56iHXr1gGwY8cOpk+fzp133klGRgaFhYVtXiOQZBCV3UQAN585goXrivnz\nws28+tMZOllFKdUpaWlpzJw5k3HjxpGQkEDfvn0bXzv33HNZsGABo0ePZuTIkcyYMSNo17XZbDzz\nzDNccskljQXk66+/nvLyci688ELsdjvGGB588EEAbrnlFvLz8zHGcMYZZzBx4sQ2r1EbQDIQY6Jv\nmOaUKVNMbm4uL6/aw+/e3MDDl0/iwkn9wx2WUqoTtmzZwujRo8MdRrfR9O9z9e5yvvPEl+z+67zV\nxpgp/o6Pym4in0unDGRk32SeW1EQ7lCUUipi1TncbR4Ttd1EADEWYUhGEtsPVoc7FKWU8uuGG25g\n+fLlRz03f/58fvSjH3VZDG1NOIMoTwbgKSbbnW33hymlIp8xptvV/x5//PEuv2bz7v9uO7S0KZs1\nJqAmkFIqstlsNsrKyo75IFPt49vPwGazNT7XrUcT+disFuoDyHpKqcg2YMAAioqKKCkpCXcoUc+3\n05lPIKOJoj4ZJGg3kVLdgtVqbdfOXCpwx003UYPL4HRpV5FSSvlT53DR1rqe3SAZeG7B7tRkoJRS\n/tQ6XCTGtd4RFPXJIMEaAwRWIFFKqeNRXYMLm/ezsiVRnwzivTdo1yKyUkr5VedwkhjXzZOBr2VQ\nr0VkpZTyy9NN1M2Tga2xm0hrBkop5c9x0U10pICsLQOllPKn7nhoGWgBWSmlWndcdRNpAVkppfyz\nHx/dRN6WgSYDpZTy6zhpGXhuob5BC8hKKeVPrcMZ3klnIjJQRBaJyGYR2SQi8/0c00tE3hKR9SKy\nSkTGtecajd1EWkBWSim/7A3usHcTOYFfGWPGADOAG0RkTLNjbgPWGmMmAD8EHm7PBbSArJRSLXO6\n3Dhc7vB2Exlj9hlj1ni/rgK2AM03Kx4DfO49ZiuQLSJ9CdCRArJ2EymlVHO13npqxNQMRCQbOAFY\n2eyldcDF3mOmAYOBAc2OQUSuE5FcEcltut55jEWIi7FoAVkppfywe3tNwt1NBICI9ADeAH5hjDnc\n7OX7gFQRWQv8D/ANcMwnuzHmSWPMFGPMlIyMjKNei7dadGipUkr54dvYpq2WQcg3txERK55E8KIx\n5s3mr3uTw4+8xwqwC9jZnmskWGN0bSKllPIj0GQQ6tFEAjwFbDHGPNjCMakiEuf99ifAUj+th1Z5\n9kHWZKCUUs35utDb6iYKdctgJnAlsMHbDQSe0UODAIwxC4DRwHMiYoBNwDXtvYjNatECslJK+VHX\n2DJo/eM+pMnAGPMF0Opma8aYL4ERnblOgjVGC8hKKeVHrcMJRNBoolCKt8ZoAVkppfwItJuoWySD\nBGuM7oGslFJ+1EVCAbmr2KyWxrG0SimljqiLtElnoWSzxujaREop5UdtJE06C7UEHVqqlFJ+1Tlc\nWATiY1v/uO8WycCmBWSllPKrrsFFYlwsnmlfLes+yUALyEopdYxaR9u7nEG3SQYWHE43LrcJdyhK\nKRVR6hzONovH0G2SgedGdX0ipZQ6mqeb6DhJBrrBjVJK+RdoN1FAy1GIiAWYCGQBdcBGY8zBTkUY\nRL59kLVuoJRSR6tzBNYyaDUZiMhQ4LfAmUA+UALYgBEiUgv8H/CcMSasn8JHdjvTloFSSjVV1+Ai\nNdHa5nFttQzuBp4AfmqMOao6KyJ9gO/jWZX0uQ7GGRQ27SZSSim/6oLRTWSM+V4rrx0E/rf9oQWf\nFpCVUsq/2iB1E13c2uv+di4LhyMFZK0ZKKVUU75JZ21p64jzvX/2AU4GPvd+PwdYAUREMmgsIGvN\nQCmljhKsbiLf3sQfA2OMMfu83/cDnu18mMHhaxnoYnVKKXWE0+XG4XIHdZ7BQF8i8DqAd+vKSKAF\nZKWUOlagy1dD4NtefiYiHwEve7+/DPi0I8GFQuPQUp1noJRSjeoCXL4aAkwGxpgbReTbwGzvU08a\nY97qaIDB1lgz0JaBUko1qg1wlzMIvGUAsAaoMsZ8KiKJIpJsjKnqWIjBpZPOlFLqWO3pJgqoZiAi\n1wKv45lxDNAfeLtj4QWfNcZCrEW0gKyUUk0EussZBF5AvgGYCRwGMMbk4xluGjFs1hidZ6CUUk3Y\nG1sGbXcCBZoM6o0xDt83IhILRNTmAboPslJKHa09NYNAk8ESEbkNSBCRs4DXgHc7GmAo2KwWLSAr\npVQTtQ4nENxuolvxrFi6Afgp8AFwR8fCCw1tGSil1NHswZ5n4F2i+p/eR0RKsMZgb9CagVJK+fi6\niRKCuLnNTOBPwGDvOQIYY8yQjgYZbDarRWcgK6VUE43JIIjzDJ4CbgZWAxH5iWuzxlBd7wx3GEop\nFTHsDS4sAvGxbVcEAk0GlcaYDzsXVmjZrDGUVNWHOwyllIoYtQ4XCdYYRKTNY9vaz+BE75eLROR+\nPEtWN37iGmPWdCbQYLJZY6jXtYmUUqpRrcNFQgBzDKDtlsHfm30/pcnXBji9HXGFVILVostRKKVU\nE/aGwHY5g7b3M5gDICJDjDE7m74mIhFTPAbvDGRNBkop1ajW4QxoJBEEPs/gdT/PvRZwRF3AM7RU\nk4FSSvl4uomC0DIQkVHAWCCl2X7IPQFbhyMMgXjvPANjTEDFEqWU6u6C1k0EjATmAakc2Q8ZoAq4\ntkPRhYhvT4N6pzugqddKKdXd1TpcZPa0BnRsWzWDd4B3ROQkY8yXwQguVBKa7GmgyUAppTw7nQXa\nTRRozaBQRN4SkYPexxsiMqDjIQZf4z7IWjdQSinA83kYaDdRoMngGWAhkOV9vOt9LmIcaRnoXAOl\nlIIjk84CEWgy6GOMecYY4/Q+ngUy2jpJRAaKyCIR2Swim0Rkvp9jUkTkXRFZ5z3mRwHGdBRfzUDX\nJ1JKKY+6dkw6CzQZlIrID0Qkxvv4AVAWwHlO4FfGmDHADOAGERnT7JgbgM3GmInAacDfRSQuwLga\nxftaBrqMtVJK4XS5cbjcQe8m+jFwKbDf+/gu0OZv8MaYfb4lK4wxVcAWPPsnH3UYkCye8aA9gHI8\nSaRdGruJtGWglFKN9dNAu4kC3c9gN3BBh6MCRCQbOAFY2eylx/DUI4qBZOAy7/4Jzc+/DrgOYNC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8r57uRjX1dKqUAtzSthek5vEjrwORWottYmWgIgIjnAPmOM3ft9AtA3ZFGFQHZaEg6nm+LK\nOgb0Ovo39ep6Z4eWhI2NsXDVydl+X7NYhKnZvVilM5GVUp1QXFFH/sFqLp0yMKTXCbRm8BrQdM1m\nl/e5qJGd7kkABX5mItc6OtZN1JZpOb3ZVVqj22QqpTrMtyR+KOsFEHgyiDXGNC7E4/06LjQhhYZv\npb9dfuoG1fWugGcft8c5YzOJtQj/+0l+0N9bKXV8WJJfQt+e8Yzo2yOk1wk0GZSISGOxWEQuBKJq\nB5e+yTYSrDF+h5fW1DsDnn3cHoPTkvjRzGz+s7qQDUW6iqlSqn1cbsMX+aXMGp4R8iHqgSaD64Hb\nRGSPiBQCvwV+Grqwgs/iHV7aPBm43Ia6BldIuokA/ueM4aQlxfGndze1uvWmUko1t76ogsq6hpB3\nEUHgeyDvMMbMAMYAo40xJxtjtoc2tODLSU86ppvIt2JpR+YZBKKnzcpvzhnF6t2HeGdtcUiuoZTq\nnpbllyLCUZNaQyXgVUtF5Dzg58AvReQPIvKH0IUVGtnpSRSW1+Jssn9xjXfF0sQQ1Ax8vjt5AOP7\np3Dvh1saF8VTSqm2LM0rYXz/FHonhb5EG+jaRAuAy4D/wbMK6SVA6OZFh0hOWhINLkNxhb3xufZu\nbNMRFovwpwvGcOBwPU8s3hGy6yiluo/D9ga+Kaxg9vDQdxFB4C2Dk40xPwQOGWP+DJwEjAhdWKHh\nW710Z2l143ONG9uEoIDc1OTBvbloUhZPLttJSVV92ycopY5rK7aX4XKbLqkXQODJwDdQvlZEsoAG\noF9oQgod3/DSpkVkX8sglN1EPj89dSgOp5tPtxwI+bWUUtGrsq6B//00j9REKycMSu2SawaaDN4T\nkVTgfmANns1sXgpVUKGS3iOOHvGx7Cg5kgx8NYNQdhP5jMpMZmDvBD7etD/k11JKRSd7g4vrns9l\nR0k1j37vBKwxod6Q0iOgT0BjzF3eL98QkfcAmzEm6gbOiwgnDu7FF9tLG5eWbu/+x529/tljMnnh\ny91U13dspVSlVPflcht++Z+1rNxVzsOXT2JWF9ULIPACsk1Efikib+JpEfxYREKz91qInTW6D7tK\na9hR4qkbVLdzy8vOOmdsJg6Xm8XbDrb73NyCcj7SVoVS3ZIxhrve28wHG/Zzx3mjuXBS/y69fqDt\nj+eBscCjwGN45hu8EKqgQunMMZ719T7Z7Pkwbtz/uAtqBgCTB/eid1IcH28KvG5gjOH/luzg0v/7\nkp/9ezV5B6pCGKFSKhxe/bqQZ1cUcO2sHH4ya0iXXz/QZDDOGHONMWaR93EtnuQQdfqlJDC+fwqf\nbPb8hl3trRl0VcsgxiKcOboPi7YexOF0t3l8rcPJjS9/w70fbuWsMX3pER/L3e9v6YJIlVJdpc7h\n4u+f5DE1uxe/+9bosMQQaDJYIyIzfN+IyHQgNzQhhd5ZY/ryTWEFJVX11Hq3vAzVvqL+nDM2k6p6\nJ1/uLGvxGGMM6wor+PbjK05OUO4AABnsSURBVPhwwz5u/dYoFvxgMjedMZyleSUs6kA3k1IqMr3w\nVQElVfXccs6oLv0saqrVZCAiG0RkPTAZWCEiBSKyC/gSz77IUenM0X0xBj7bcoAah5PELmoV+Mwc\nlk5iXIzfUUWVtQ08t6KA8x75ggsfX86BKjvP/Xga1586FBHhhydlk52WyD3vb6HB1XbLQikV2ars\nDTyxeAezR2QwLSd0O5m1pa1PwXldEkUXG90vmf6pCXyy+QCJ8bH06KJ6gY/NGsOpIzL4ZPMB7rpw\nHBaLYIxhwZKdPPRpHg6nm3H9e3LXhWO5YFJ/UhKsjefGxVr43dzR/PSF1by8ag8/PCm7S2NXSgXX\nM8sLOFTbwK/PDu883rZ2OtvdVYF0JRHhrDF9eXnVHk4c1KtLhpU2d87YTD7cuJ+1RRWM75/C79/e\nyCtfF3Lu2ExuPH0Y4/qntHju2WP6MmNIbx76JI8LJ/YnJdHa4rFKqchVUevgn0t3cvaYvkwY0DWT\ny1rSNbMZItDZY/pS73SzqqC8y4rHTc0Z2YdYi/DmmiKueS6XV74u5MY5w3jiBye2mgjAk8x+P28M\nFXUN3Pyftfz7q90s3naQHSXVRy3Cp5SKbE8u3Um1w8kvw9wqgAAnnXVHU3N609MWy2G7s8uGlTaV\nkmhlxpA0/v3VHmIswn0Xj+fyaYMCPn9sVgo3nDaMJ5fu5POtR4rJc0Zm8PTVU0O+EYZSqnNKq+t5\nZnkB50/IYlRmz3CHc/wmA2uMhTmj+vDO2uKwdBMBXDZ1IFv2HebByyZxagcWo/r1OSP55VkjOFhV\nT+GhWj7csJ+nl+/iq53lnDQ0LQQRK6WC5e73NtPgcvOLM4eHOxTgOO4mAs8QU+i6OQbNnT8xi9w7\nzuxQIvCxWITMFBtTs3vzm3NH0ic5noc/ywtilEqpYHt3XTFvry3mpjOGMyQjtHsbB+q4Tganjsgg\nLtZCry7YOKIlwezOsVljuP7UoXy1s5yVrcxhUEqFz/5KO3e8vZFJA1P5+WlDwx1Oo+M6GSTbrLz5\ns5O5bnbXT/0Ole9PH0R6j3ge+Tw/3KEopZoxxnDL6+twON08dNkkYrtoRdJARE4kYTKui7aU6yqe\n1sEQlm8vI7egPNzhqBboqK/j0wtf7WZZfim3nze6cX+VSHHcJ4Pu6Irpg0nvEcfDn3laBzX1Tv65\ndCcn3fsZf/vv1jBHp576YhdT7/m0ceVcdXzYXVbDXz7YwmkjM7hieuAjB7uKJoNuKCEuhutmD2FZ\nfim/f3sjp/z1c+75YAtVdidvrtmLMSbcIR63Vu8u5y8fbOFQbQN/WrhJfxbHkTfW7MXhdHPfxRMi\ncui3JoNu6gczBpOWFMcLX+3mhEG9eONnJ3PHeaPZf9jONl0COywO1Ti48aVv6J+awM1njmBZfikf\nb9YtUI8XS7YdZNLAVDJTInMrmON2nkF3lxgXy8vXzcDlNozu55nQ0j81AYDF20oiYpLL8cTtNvzq\ntXWUVTt442cnM7pfMh9s2Med727m1BEZ2KxdP/FRdZ2y6nrW763k5jPDP9O4Jdoy6MZG9E1uTAQA\nmSk2RmUms2irLn/d1f65zDNT/I55oxk/IIXYGAt/umAseyvqeGLxjnCHp0JsWX4pxsBpI7tuG8v2\n0mRwnJkzqg+rdx/isL0h3KEcNzYXH+ZvH21j7vhMrpwxuPH5k4amMW9CPxYs2UFheW0YI1Shtnjb\nQdKS4hiX1fq6Y+GkyeA4c9qIDJxuw/L80nCHctz4YMM+AO65aPwxhcPbzxuNRYQ739scjtBUF3C7\nDUvzS5k9IiNsG9cEIqTJQEQGisgiEdksIptEZH4Lx50mImu9xywJZUzHuxMH9yLZFsvibSXhDuW4\n8cX2UiYOSPE7071fSgI3nj6MTzYfYFm+/ky6o/V7KymvcUR0FxGEvmXgBH5ljBkDzABuEJExTQ8Q\nkVTgH8AFxpixwCUhjum4Zo2xMGt4OovzDuqwxi5QWdfA+qIKThmW3uIx15ySw6Deidz13madjNYN\nLd52EBGYNfw4TgbGmH3GmDXer6uALUD/Zod9H3jTGLPHe5xWN0PstJF9OHC4ni37dIhpqK3cWYbb\nwMmtJAObNYbb5o4m70A1L63a04XRqa6weFsJEwakRvxKB11WMxCRbOAEYGWzl0YAvURksYisFpEf\ndlVMx6vTvKukLs7TvBtqy7eXkmCN4YRBre9idc7Yvpw0JI0HP8mjotbR+HyDy82fFm7iqqdX4XJr\nSy7aHKpxsK6oovH/XCTrkmQgIj2AN4BfGGMON3s5FpgMnAecA/xeRI4ZjCsi14lIrojklpRo32pn\n9OlpY2xWTxZv1b/HUFu+o4xpOb2Jj219HoGI8Ifzx3C4roH//dSzjEhlXQNXP7OKZ1cUsCSvpLEQ\nraLH0vySiB9S6hPyZCAiVjyJ4EVjzJt+DikCPjLG1BhjSoGlwMTmBxljnjTGTDHGTMnIiPy/2Eg3\nZ2QfVu85RGWdDjENlf2VdrYfrGbmsMA2GhrdryeXTxvEC1/t5vOtB7j4H8tZtaucv313AsP79ODR\nz/Nxa+sgqizZVkKvRGvY9zcORKhHEwnwFLDFGPNgC4e9A5wiIrEikghMx1NbUCF02sgMXG7DFzrE\nNGSWb/f83c5spV7Q3K/OGkFiXAw/fjaXshoHL1wznUunDOTG04eRd6CajzbtD2qMDqeb3WU1HKpx\ntH2wahe327Akr4RZwzOIieAhpT6hXo5iJnAlsEFE1nqfuw0YBGCMWWCM2SIi/wXWA27gX8aYjSGO\n67g3aWAq6T3iuPfDLYzMTGZYn+DttlTncPH08l18uHEf9108gXH9I3eiTSgt31FK76Q4Rrdj6Y+0\nHvH88fyxvLxqDw9cMrFxmeN5E7J4+NN8Hv4sn3PGZnZqvPqTS3fw+daDFJbXsa+yDl9jIy0pjqF9\nejC8Tw9OHZHBnFF9sEbQevvRwBhDQVktuQXlLN9eSlkUDCn1kWgcXjhlyhSTm5sb7jCi3vqiCn78\n7Nc0uAz/umoKU7N7t3isvcHFw5/lc/6ELMZk+f9wc7kNb6wu4u+fbOPA4XqS4mJIiIvlrZ+fzMDe\nie2K7c01RbzydSE3zhnG7CgovjVnjGHGvZ8xJbs3j3//xKC855trivjlf9bx5JWTOXtsZofe4/XV\nRfz6tXWM6deTkZnJDOydyIBeCRyua2D7wWryD1aTd6CKKruTtKQ4LjqhP985cQCj+yVH5EqbkeSr\nnWX84pW17D9sByA10crs4Rnce/H4sO2z3pyIrDbGTPH7miaD49ueslqufmYVRRV1PHTpJM6b0M/v\ncb99fT2v5haSH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size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0.000849753435908648\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Ivw9BgeH0PxR","colab_type":"code","outputId":"edfceeb1-9ef5-4298-bb72-caba8116f83b","executionInfo":{"status":"ok","timestamp":1584639370747,"user_tz":-60,"elapsed":1905,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":601}},"source":["# Training \n","model.optimizer.set_lr(0.0001)\n","batch_size = 20\n","epochs = 50\n","callbacks = [tt.callbacks.EarlyStopping()]\n","verbose = True\n","\n","log = model.fit(x_train, y_train, batch_size, epochs, callbacks, verbose, val_data=(x_val,y_val), val_batch_size=batch_size)\n","log.plot()\n","plt.show()\n","print(model.partial_log_likelihood(*(x_val,y_val)).mean())"],"execution_count":0,"outputs":[{"output_type":"stream","text":["0:\t[0s / 0s],\t\ttrain_loss: 2.5911,\tval_loss: 2.4841\n","1:\t[0s / 0s],\t\ttrain_loss: 2.6118,\tval_loss: 2.5132\n","2:\t[0s / 0s],\t\ttrain_loss: 2.7419,\tval_loss: 2.4194\n","3:\t[0s / 0s],\t\ttrain_loss: 2.6219,\tval_loss: 2.3722\n","4:\t[0s / 0s],\t\ttrain_loss: 2.5703,\tval_loss: 2.3734\n","5:\t[0s / 0s],\t\ttrain_loss: 2.6824,\tval_loss: 2.3703\n","6:\t[0s / 0s],\t\ttrain_loss: 2.6305,\tval_loss: 2.3629\n","7:\t[0s / 0s],\t\ttrain_loss: 2.5299,\tval_loss: 2.3612\n","8:\t[0s / 0s],\t\ttrain_loss: 2.6669,\tval_loss: 2.3277\n","9:\t[0s / 0s],\t\ttrain_loss: 2.5265,\tval_loss: 2.3684\n","10:\t[0s / 0s],\t\ttrain_loss: 2.4789,\tval_loss: 2.3618\n","11:\t[0s / 0s],\t\ttrain_loss: 2.6070,\tval_loss: 2.3602\n","12:\t[0s / 0s],\t\ttrain_loss: 2.5064,\tval_loss: 2.3695\n","13:\t[0s / 0s],\t\ttrain_loss: 2.5501,\tval_loss: 2.3725\n","14:\t[0s / 0s],\t\ttrain_loss: 2.5603,\tval_loss: 2.3653\n","15:\t[0s / 0s],\t\ttrain_loss: 2.6112,\tval_loss: 2.3740\n","16:\t[0s / 0s],\t\ttrain_loss: 2.5198,\tval_loss: 2.3651\n","17:\t[0s / 0s],\t\ttrain_loss: 2.4500,\tval_loss: 2.3622\n","18:\t[0s / 1s],\t\ttrain_loss: 2.5064,\tval_loss: 2.3605\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXoAAAD4CAYAAADiry33AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxEiq65r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oOVfX4bYZBec4UXpel0qV3bFsQgy1Dc0XLxr3xsVFwC2U6EEbollaXU9mYbXF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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["-3.409679889678955\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"yKfGJYcU0yFv","colab_type":"code","outputId":"b22191ac-e1a0-499a-d091-f1e398ca97f1","executionInfo":{"status":"ok","timestamp":1584639403348,"user_tz":-60,"elapsed":1592,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":924}},"source":["# Validation predictions of survival\n","_ = model.compute_baseline_hazards()\n","surv = model.predict_surv_df(x_val)\n","surv.iloc[:,:].plot()\n","plt.ylabel('S(t | x)')\n","_ = plt.xlabel('Time')"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAY8AAAOLCAYAAAColA/YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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uyQJOk+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\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BNh0lwjYLqU/nBRstmkZqU97A21RKS8V4MkPz4dQHKZuVgU5/nFIz4+PuBu3Fff5xtTZT\n3nSC7Oo60usDmBnkS1Wohn3NnmzMn8CG/Al46VoZGLyf4RX/oMJrCa36IWh0Xd9bcjYVthhgEP8o\nrMKoOtnnYVAquCHYl9m/GcCqFzP57Pn9DJgWheocb328GLIso3RKtKudmD958KLr0cZPQJE48xJG\nJlzJzvqbJ0nSAuB+oADYBxwDdMBIYIkkSYeAx2RZLu7uQIWzU6vdzTcOx8V/utRGeROydHDH985m\nG1X/t5+693MIvC8dhfbsS5icLlCrZoyvkW+IpnT+a8Qq3U1QQfs/wP7uEVq3f0FNtpFTJ3ooJAX2\nPlq8/Gupw4C+vOtqve/yBsG+K7EZs7rsO18aXRAxjnRcqrWYrnmAvMxqXAcamSzD9EBfasI07G8z\nsqVwNF8XjsZT205qUDaB+gvr92giH6V3Ev+gqsu+Tyob+CA1htm/GcDnL2WR8d8zPYVdGoZUHWaN\nzKsfXfw5Qg1Z3PTScCTPCx91Jvz0nOtjmwEYIcuy+Uw7JUlKA/oAInn0sO9nmDudF9YmfzZKLw1+\nc+OpfeMgjavz8Luh77kPOs1z8REMyjjCW8ahTDa5J/R5hk0guXYyFetbUDV2XhNLdskcafTD4NWI\nV8FykAM4Nbk41HpKIq4isr2J/GGR+Hn/8JIqZ9OceYjEgxGUttVR8cIdxPZLZtj8G6lxBpG3vwbn\ngQYmyDDF5ENdLx0H2s18W+KB4yL6CCM8ctj0u1s7bdtU38IvjxRyw4FcVqb25qbHBmNr755mpcbq\ndj793IBZe+Y3UJ6v8nZPCv79JDELX7xEkQlXsrMmD1mWX/mhfZIkaWRZPnDpQxIuhlLpfir4X548\nzkTX2wdDeiCWo3XnLnwGEToNKUY9y8tqWX7KaKWHp6/gIcW10Np5NV6nXSKvxQuXj5PyvhpGZK/v\ntN9h1lPCVTja9EjrlnFccX7Lyp9OdrnIVZgZEJTIvuYatuUdYec/HiPIIRObmMrwW+ZQ7Qgib381\njgONjHbJTPH3RnuBy5O8L2VT0GjEaW/FS39yNvzMQB90imgWHSrk+gO5/Ds1FpNn98zz8FUY8HCE\nU+J7hB2zLm5ijKLVTmSmnU2bDxN9QyWSV/C5DxJ+0s63z2MLcJssy4XffT8YeB1IPcdxU4AXASXw\nhizLz5yhzBzgj7gHKWbJsnzz+YcvfE+hUKBQKC558gBQ+elwtTmQHS4k1YW3yX+QEkN++8m3H75T\nXsffqhpI/EUGU3w6Pzko22rRvjkN9DYqAkLInpiKdOr4VTu0tR2noiGCKdLaix7aqpL+n73zDo+r\nuP73O9t31Xu3LDfZstzkDhhwDDYQg2mxMQRChwAJIQQC+SWhhS8llSSEAKGFZopDMdjYuGKKm0CW\nZcmybBWrF6u3rfP7Y2UjWS7Selcr2fM+jx7tzr135rM7u/fszJw5x4FNv45y6ztcOGEqmjgN+wrW\ns6cok4p9OXz152xinTAqfTJn3LCEamskxdkH+73DPEBCh8PCR19fi7HbJkE0ZmakPchrE1K4IaeI\ny7/bxzPjhmHSeLjr8XhISahtFMWaHAqsxZ7VoYfCKYLIDYkUvPUIY25/zqsSFUOPvq42PgF8JoT4\nO5AAXAjccLwLhBBa4FngfKAM2C6E+FhKmdvtnNHAg7inxhqEEB5kTFAcQqfT0dbWRkOD249BCEFI\nSIjHO88PoQ12/9puWlNM6EUj+n19lEFPlOH7X9WTgiwUtlu5M7+c6xMi6WmOjEwvj0GbUUpcVB4F\nFT3dhiUSZ2AVJdbh/LPpT2ikZ9NWMYZMfhzwAvlx7zCmcwqWvWMZyw8YMfkHiBgoyF9DflEW5Xuz\n+eqpLLchmTCZkMRhJ668+2uvCATg7V0/QK/9fgd/qLYBa/NPmTPzX7wxcQTX7Sriwsy9Hr2WPjHr\nUh6vuJKbrjlKxsc+sLZkLfdsvIe84c1s2LyP0VeVIkKTvCxS0Z3GxkZuvvlmcnJyEELw8ssvM3v2\nbH/LOkyfjIeUcrUQ4nbgc6AOmCKlrDrBZTOAfVLKQgAhxDJgEZDb7ZxbgGcPeW1JKT0P0qTAaDTy\n3Xff8d133wcTnD9/PmecccZJ1WtKdbvqdubVgwfGo1d9Wg0vpw9nyc79vFjac/OcC0lA/Rgm7a8g\nISGPjkyre+fgoeMaHc3DxmOjCY2IxqHzLLZVnUzmgHUSNfYIDD8w0lz2EsMbLITUTMeSP4Y05jNq\n2gI00U725K6moHgXZfnZkJ/dr3bC9KEEx15CRf24HqFUdtkc7K5LBe7grJnPsm7aWHJaj7q0eNKU\nd9p4eH8FB+yej0rPSz6PGEsMOSk1jC0OJv+/DzP25y95UaXiSO6++24uuOAC3n//fWw2G+3t7f6W\n1IO+Tlv9DlgMnA1MBDYKIe6VUn56nMsSgNJuz8uAmUecM6ar/q9wT209LKX8jKMghLgVuBVg2LD+\n/fo7XViyZAm1td/fjFetWkVjY+Nxrugb2hAjQXOTaNlU6vHU1ZHEmwxsntl7E1adzcG/3wkgdLWg\n/g47aVfn9zpHyhz2broQWeN5GlqA1eI+bjZcywurr0Ez4XrE3JHsq1lFe/nzpDSEEFw9A0PeCNLF\nhaTOXIgmVmKjf8ZqZ6F6WAAAIABJREFUz8YvSapag3nYDWi0379vZQYnL3fA33fcguBOzpz5LBdH\nH3cW2GNqrHYe3l9BTaeNigLPvevvTf8192/7JXnDm9m4xUHqNYWIiJP/MaHoTVNTE1988QWvvvoq\n4E7FYDB4Nsr2FX2dtooAZnR5XX0jhPgM+A9wPOPR1/ZHA+cCicAXQogJUspedzwp5QvAC+DeYX6S\n7Z6SJCYmkpiYePj5pk2b+pWy9njoYyzggprndhJ9xySE1jehvSMNOrLOmM7lj68i8uMJaEZN6XG8\nyVCOddQ6zAFlTP/C8z0LVbGzyB+zlDz7FG4Tb8B3b5CZOZoiy1wsGT/DMC2aPWUrcFQ+x/CGSIKq\nZqLPHoaZ/uUPmRJ+PiMjyihNDkCj/37qThQ1s7jDxLtE8kzmzQjuoHLMrRh0J5cd8Wg4JQg5ijq7\ngw/+3DvEfV8Jjw8mdlwsu0dUM644mNzXHmb8L//rRaWDk8YV+7FVeDbCPRaG+ABCLx55zONFRUVE\nRUVxww03sHPnTqZOncozzzxDQIDnicm8TV+nrX5xxPMS3GsZx6Mc6D4pmthV1p0yYKuU0g4UCSH2\n4jYm2/uiS3F8jEYjHR3emQoxjQvHMjmK9qxaWjaXE3yu7+a7Q0aN4KsZ0zlzTSYl+YLu8z26QC2a\nUWAPMxA4pQOzw3qcmo6NbNlLPvBZy2VskT9hhHE7I81fcGfnCzi/epGvNqdTFHoeEVMfwDDDQk7J\nh7iqP8Hg6l8IkZQDMwloGEt09QeYQ773toqPCwTSWdIC7xDF3zJv5XbbKxg0vcOxeINA3eMYJhlZ\ndL5no7Xq4ma2fFjIrWfew6PtvyY3pZnQHQ7GVe9BEzPWy2oVDoeDb7/9ln/84x/MnDmTu+++myef\nfJLHHnvM39IO48vwJNuB0UKIFNxG4yrgSE+qD4GlwCtCiEjc01jezbpyGpOYmMjOnTtpbW0lMDDw\npOrSGHWEXzUWaXfRvPYAlgmR6CI8y+J3IswhcXw6bwFnbd/O8KI9PY5JjaTCBQZjJx+kXoJR65lx\nFB3Q1rGfgLZUaiP2UWsaxdamKSR2uhhu/oaxpi85u+WvWDf8kw3rJlMStYCEGY8QHtm/dLFf73+H\n6Y4ANhZ8h4uehidFt4HUlLtY3AbvEcVjW+7z6LX0jXZKz5Qknu1Zutv4MWHs+aYK59eBxI2NY3dK\nFWlFQex69WEm/XqZl7UOLo43QvAVh2YRZs50z/RfeeWVPPlkL2dVv+Iz4yGldAgh7gJW417PeFlK\nuVsI8SiwQ0r5cdex+UKIXMAJ3Cel9GxDgaIXs2fPJjMzk61btzJv3jyv1Bl6yUg6/5JJ3Wu5RFw9\nFv1J5Pc+FiaNhi3D0om7opkAa89pN1u7jprCcKJiC6naPQ678MyA2XUSe0AZgS0JBB4ch0vYsZrq\nqAhvoFQzga+bziXZ0Uqy+Utmmb7igvrttK76E7Wyf5kL44BM3XQuuuRnGMzfZwks2f4V3xZ+xYgD\nz5Ga9FNuatcQNDMSrRfWk46koKGe9/c309jm+WyvRiOYdmEya1/N47Y5v+Th9vvYndJCcJaL9Ips\ntPHeCaapcBMbG0tSUhL5+fmkpqaybt060tLS/C2rByqq7inOO++8Q2Fh4eFfMOB26c3IyPB4NNK5\nr4H6Zfm4OhyEXJBC4JnxCC/uT/i0tpGbcop5zFLLLRT1OGarKCb7o/dpus5J4aZkrM2epW2VukAa\ng0dx7spNWI1jKU06l3ZLLAgtTk0nVnMNhDbjsDsxNkeT4qoiwbQNvaZ/u7RjjflIJC7rq72O1Yp9\nrC9cTqolkoaEW2mu88761JE0a5w8H2zDOS6IKRP6F5urOwvCgwl+qRCjWcdLY35LTVMlP9qQwIKx\nAUz97fteVOx/BkNU3aysLG6++WZsNhsjRozglVdeISysb0FKByKq7nGNhxCir2mrigcyvpUyHn2n\nsrKSV155Bbv9+z0GUkoSExO5/vrrD4c16S/OVhsNywvozKvHODqU4HnDei2ia8w6dJGejQwuziyg\nxmbn61nj0HZb83A1V7Nn7rlU/J8doT+5Hz7t7cHoP4kmeXcJ1AocWiMHEudRGTeTTmMEQggculas\n5ho0YW3Y2lzg6N8u8HT9BhZoN7F23Fy6vz3RB0cRXXIRVTKPTcUfMyEokpl/+AfCw/44HrWVLcx7\nczuBI1yMm+HZDbHSaqekw8YbunBy3igg8WoHvy28l4n7g5m1L5CfPvUHdMOme1m5/xgMxuNkGAwh\n2Y+7EbAbH6DiWw1K4uLi+M1vftOjLDc3l3fffZeVK1dyySWeRUnVBhqIuC6Ntm1VNH1SSO2/j7L/\nQUDsfdPRhfd/dHBLUhS37i4maePOnqlmJfw+dToz/r4L47ylIPoXrPEQ+6JXERBXxDeJFyDjdWS0\n5iKLW9EUrWREyUo6DSEUDb+I2qiJ6BwjkC0SraEJp7Z/o4NK63mUGDuJTH+CiOjvszwWVmQi5Bpi\nD8znrGF2vjywiprbrkSL93eYu4QOc/r1jOks4b3JF3tUR2mnjdlbclkTLUgNN2H/xkDiqER2p5ST\nVhTMty//gRm/O4VGH1KCj/KrDAhSgrNvaaU95USxrfpqPBRDiLS0NObMmcPmzZuJiopiwoQJHk1h\nCSEInBmHKTUMe1XPDUyuFvfIxLq/EV14/+Mg/TAqhIdGxtN0RPKlRoeTNTPO5ux/b6e8Yx2dJs9c\nW81poRAHwbpytnZMY6tlOlETa5iUlsv4xgKai6wYipcxbu/btAQkUjj8IhrCR+Hq5xqLQxPBNvtS\nxr+7hDq+H7XopJH1o67hvIQNJJTP5awRGrJL13r0Wk6owenAYuigw+6ZoQV3jLLLY8J4q/Igry9I\nYufbBdw551c82PILdo9oJmhPEJpf+Gafij/QXfUP2kqHrvGwNlSz4xdX+rQNlQzqNGXu3LlUVlay\nevVqPv/8c+655x6CgjxLRqQLNaEL7Tm6kFLS9Fkx1sImAqb333hoheCnw3pHq6m12clIm4TNoieh\nwvPBrrNGUn0RRAXmY93VjCM4kqawONYazmV96NkMm3GAqZNySKwppabYyYQ9L6Jx9n+abO+oK6iM\nm02A00B38zxWu5/0wsd5Y8xvOd/1FQmVZ5Jw1ky0Ju9vBLM3NfK/lnzsdg3vbV7kcT1TQhbynms6\nXyRpiQ81YvvaRNKIJHKHlzG+KJhNNafOhsGznDpa7P0LgjmYsDp1fNmrP/K82oYyHqcpGo2GxYsX\ns337dj7//HMqKys9Nh5HQwiBcUQI1sImpJQnHV/rECE6LXa9no23nMXtBZ67iDaVhFB3UEN0Wh1i\nRD11xWHI7yrpsFpwhcZQFpJMsXY4hjgboxILmNmZQ1hVPQ5b/369l7c04NSa+aD9ZoT4ftEjytnO\n5SFP8KP8p3h/3K+Zp1tLQF2qx6/neAingThnEDusISzP9WzK20QHGeEfcv7oM3m1so7XFiTy7Tv7\n+dmc+7i/+efsSmtnXtmpYzyEVoPWB+tPA4XQagiOjPJpG0P33VGcNAaDgYyMDD7//HNqamoYM6b/\n+TqOh3FECB276nDWd3ptT4hBoyE1wMSGCddy91jPNyqaVq8g/PmDOM8/E9eY/USNLcOVepADLXo6\n8qux7wrGZghGhsaxJyiNXN14gpJbCNA19asdW0MAVkcZQgik5vs56GqdluXtt7Mk4J8szPsrG2c8\nRFj6nuPU5Dnahg4mbzmPL+lkW1GGR3W4gB1lk7gq6hPWyPlsTTYQEmzA+nUAw5KHsVscoCJl6Hlu\nHotRRgcHgzzbgDoYaDM6eH3OEYm//uXdNvoa2+p1KeW1JypTDD3MZjNBQUGsXbuWMWPGEB3tvcDG\nxhHuPREtX5QRdtlor9V7aXQoTxV1UjH7XuI9nOYxGYah//APOD4uIGbGTwkI1dOQsBlXwhfoppdj\nnVpOUa0ZdtXSsdeEIygcR2g8zdr4frVjNbiQ+mIiDp7V61ijIZL/ydtZHPhPZm17gi9nPY/e5P19\nMw2ug1jo4HldNozwbNoqv7WdP1VAU1EB50y+hBcrDvLS/CQy39/PvWf/hv+X/ys6HL4J7OgPpJS4\nhvCCuZTS5/3R15HH+O5PusKtT/W+HIU/mDx5Mps3b6a0tNSrxkMXbQGtoG1bFSE/HIHG4PmCbXcW\nRYfxVFEVl323jxC9h3VqJ/JoRCAhB+twrH6cwvBQSJxGSvL/QXg5NQnrGR3zLdrzCqm3CypKQ9Ds\nrMXZ2D9XXWdoHLbQSGZ987senmHV0RkUjbiEGk0qH7TcxpVBzzFh23zPXksfsBr1fCzvpLOo2aPr\nTe12oswO1pfM4bIxG9lkn0X2KBPmID1tXwXwzc+/8a5gP5OXl8e4CP+56ubn57NkyZLDzwsLC3n0\n0Uf5xS9+cZyrvkfUCLb/uGeUJ3Gtdz35TpTD/EHgN4BZCHHoUycAG11BChVDn1mzZrF582avJ5IS\nQhDx43EcfC0XW1ETplTPQmMcyQiLkZ8Piya3zfNNdcUOF7f/8g+sX3U9LcVR6MrqoW4NzXkbqImK\nI2jEDxgddT3tUVmQuI6wlP2IEZ5EKM6htjYZfVYjopvjWErNahAailIWUmZ28F7TfSRqjwz95h20\n2nrOsHyKydXAFb/xLLZVXXkbOX/7jg8DdXQWrWfGuLn8u6KO585LYscHhVQXNROTEuxl5acvqamp\nZGW5E7U6nU4SEhK47LLL/KyqJydy1X0CeEII8YSU8sEB0qQYYA6lsN2+fTsTJ07EbPZezCrTqFDQ\nCZo3lmItcq8XCJOOwNlxaIyeL7n9ZmT/po+O5H/VDdzRYaVq/pWk5b+Ds8NGY2U89btdBJQdQJa9\nSmmQhZbYUSSMuo7g4CDaYjJx9jN/SFnUOoKDaymcMQaD+H4OPbCjg2Gff4bNEER5wjmUBdo5EGgB\nH+zz0FtbOINPEdj5zxLP9vUApIVNY2PoLDYWn8GFYzLZZk1j77gAjGt07FhZxA/vPHVcdQcT69at\nY+TIkSQnJ/tbSg9ONPIYLqUsPpbhEG4XmgQpZZlP1CkGBL1ej8Vioa6uju3bt3P22X0NLHBihF6L\nZUIU7dm12A60uAudEkdVG+FX+S8aa1qg27V499mPkHbxo2hzlhPx3ZtEJH9LZ4uRhuI4NPntRBVk\n49ifQ0F4CI74CUhL/0ZPHWdGEJpygG3OifQwDHpInn+AGZ+8h80QSC1TsdrrkMJ5zLo8J4KNnbfh\nCjhI6DDPbkAtDQ00dexiZtMsVjsScBW9xYQRGTxXUcdf5yWy4+Ninv/5Ru/K9iNTloRQ2/V53bxl\nA3X13s1TFxkezZxZc/t07qv/eZ2LF1x2WE9faKnv9Hl/nOin3x+F27/wIyATqAVMwChgLjAPeAh3\naHXFEEWr1XLPPffwzDPPUFFR4fX6w5ekEr7kezfU5rUlNK89gDE1nIAp/sk8PMpswiAE9+WXEjJ+\nOD+YehO66TdDTR6mrDeJ2/kOseNraD0YzsH8YIaVNUDdF/1upybSjGOki5DCHTi7ufnag8MpiR+O\n5cIOxq94hVwpqI0c74uBByDYLS4gXv8JZ4y7xqManNZOsnPXYGjewuaQWXxZPJ25Ywr4e2sSZZOi\nmeYcjsM2dBeYj8Rgascc5F7f0hk0aLReXi8waA7XfzxsNhur163iD4/9oU/nH8Jg0pJ+TmLPwn/0\nV+XxOdG01Y+EEGnANcCNuIOEduDebfIp8LiU0jfR3BQDil6vZ/jw4Rw4cKBHDhCTyeS1PRqHCJo7\njM59jTR+uA9XsxWOqF9j0WOZGu31druj0wguiwnjk9pGrttVRLRBx+LYcJbGpTBy/h9g3kOIfWsJ\n+u4NgmI+w9nppKkmEYe9fzvaG9s7cQCWK/fR/d4a2WKhbqedvMBULBd2MOHTl8BH9942SwxbZ/we\nbbud9tZvPapDZw1lUtQ5lBb9m2ktZ/GFYzRzC99iVOJveba8lnULU33aXwNNXl4egWHu0eklly70\nm46PPlrN1KkZjEjt34jRaNEz+YpRPlLl5oSTzlLKXOD/+VSFYlCQkJBATk4OTz311OGyCRMmcPnl\nl3v1xiC0gvAlqdQ8t5OmVcVHPUcfa8GQ6L1Ni0fjmXHD+FNqEusONvN21UGeK63hnwdqmBkSwFVx\n4Vwycj4BqRdCWx3aXe8RnrMcOvq3aN6yzUx5cTspUaHuxARdyNgGwkO+Je8LE5mBkwla2Mao0gKc\neMcjrTu6TneWA50Vcs/0LC2xq2YX07ddQWrcROzN2WwJHM/WkvFcOKaSf9SFs/ZgM+dH9i9cveLE\nvP322yxdutTfMo7KiaLqTgdKpZRVXc+vA64ASnDnG68fEJVHoKLq+obOzk6ys7NxOt3z7tXV1WRl\nZXHllVeSnp7u9fak04V09Py57Wy0Uv3XbwldNJLA2Se3KN5fqq123quqZ1lVPfvarVi0GhZFh7I0\nNpzpIQEeGdCiq86mM6sW3cL/Q9NtD4ctsJgD056mo8FM7rY52AKiGWnci0541+MNQNMpKWldwPiG\nPTTe+jOP6uiwthP79RekNyfz6b4X2Zh4EzsMLu48813eiXyAGIOOVyakeFm5/6jeV0DqWP9mSGxr\na2Pk8OHk79tHSEj/DHP+nj3EjOq5tyraaBjQqLrPA+fB4fDsTwI/AybjdtX1beQtxYBiMpmYMWPG\n4edOp5Pq6mpWrlzJiBEjsFi8m19baDW9wriLaC2aQD220haY7dXmTkiMUc9dyTHcOSyaHc3tvF15\nkI9qGnm7sp5RFiNLYsNJMfcv3pE+aSTDsmqp3fQYTk23UYXOQozrampnvknqhG/I23kWJa7R+GLR\nQyJxBpbR3GLhipWeb89aI2eA6wGSo1KZ3lzIt1HJZBUP49IRzfyjxsSEr3Z7UbV/+W+owNnq7xl5\nLeuLSikHyvuppdpq5zwf98eJjIe22+hiCfCClHI5sFwIkeVTZQq/o9VqWbRoES+88AJr1qzh0ksv\n9XmbQgj08YHYq/rnEuttDdNDApgeEsBjoxL4uLaRZZX1PF5Y2e+6Ymcs5f92ljGqthLZzTA4m1ux\nvfspoYGXokn/kNEd31C2PgZfGA+nwUT7yHQaNBqy2n/oUR1B+hIuMXzFO6YdZGinU7z3LdLCrueb\niulMP/Aiz0z+Ix39zO8+mAmrryLB1L8NoYMJm07Lk2N6BiT1doj0ExoPIYROSunA7Vl1az+uVZwC\nxMbGkp6eTkFBwYC1qTHrcNb7+1efmwCdlqVxESyNi6C800azo3+utH/ZbeX+ex8k55ueG7zaaw2U\nrI/A9fpWjLf9gMjR62lPasLq8r7xsNgNGO111DSewQYx48QXHIVA63RG6XMwsx6T836iQxOY2VRD\nTngUu4tDuHhGBSMivD+16S/ymmuJNAxd41Gr03J9QmSPsoE2Hm8Dm4QQdbi9rDYDCCFGAf2LEKcY\nsoSEhNDe3o7L5UKj8X6O7SMRWoGr3beJbDwhwWQgoZ/XjIpM4tP2alzXraB7pl5L9rskdL5H2Vcg\nXy1Ff/0FDIvwzTSDTduKIaSUhsiDaJo8W5do18C6zh8y3/Qp6wyFjI+aysH9nzEyfCmbys4i47vn\nuP28Z72sXDGYOZGr7uNCiHW4XXTXyO9X1zW41z4UpwGBgYFIKamsrCQhob+3z/4jjFpc7Q4cDZ3o\nwjzLUT5YiDDqcSFoSDyDCEO3r9uwMwhuqyWmYzM135bQ+raFhJn3odV439uq1rSPjjP+ijBbCSwb\n6XE9hZp4Fpg+oVm7hhDbTzGbA5jd0Ma+sED2FLtYvtnz3euDjeGB99LQMnQnV9o7a1i++dc+baMv\nrrpbjlK21zdyFIOR8HD3rupVq1Zx8803+7y9gGmxtH1TSdv2KkLmD/d5e74kUu/+ii3IzEffzVsr\nQKvlyfnPMq31RzjaCiE/j/o1v8ep9f7IThNggDPArKlhzI6nTnzBUWgOTqFgzGI+b1/MeZZP2Ktb\nzMTYKVhL15EUfgmrS+bRqDl1lkFvmmCg0epdB5GBpN1hYEXBxCNKV3i1jaFrWhUDxqhRo0hJSaG2\ntnZA2jMkBGIcE0b7jmqC5yUjvLy7dyCZExbENXHhdLh6usRva2rluj2VfHr5myS3LcAl29Ac0ILD\nBwvmne1UuASaACe60P4v+gPENZdR3nY2RZq5LLC8xUr9Kn7guBrkl5zZ6OCdEDMb9w6we5wPuWas\nkZZO74fHHyg67Uaf94cyHooTIoQgJSWFoqIirFYrRqPv03MGzojl4Bt5lD/0FUd6IAm9hqhbJ2KI\nG/xf7giDjj+PHdarvKjdyg+/3cvV+xr5ZOly4mzzicso9YmGziYdB+wxaMxOTHM8+8pr2gUxWRso\nCljKDus5nGHYTCM/Ij1+CtR8wa8DL2XCeZ4n5xpsBJhaGRHkvQChnvDPZ//Oa6+/ghCC8Wnjee7Z\nFzGZ+jaN6zLpeXNuWo+yszwbdB4TZTwUfSIy0u258fzzz3PnnXcejsTrK0xpEQRfMBxXR89Nc7LD\nQdu2KhzVbUPCeByLFIuR1yaM4MqsfdxQoefd277GVJvrk7bEnh04rcvQGpy8Lz1clzBD2MQGjPUt\nfNd2Kbea7uEVy2rmdVxAlnUrNLeQ9UGRd4X7kek/DqO90X+ZBCurKvjXc/9k89ptmE1mbrnzJ7z1\n+ltc9aO+xSaztTt83h/KeCj6xOjRo8nIyODbb78lMzOzx2ZCXyA0guBze/+SdTbbaNtWhavTF9Fn\nB5bpIQH8Y1wyt+4u5uflev6dNg+ND+JD6UNHoF21DKO+HnNJvkd1OC2BNEQlMKbkaxp08ymyjWas\n7ivs8mLGxE7EZf+Yc57+p5eV+4/CkgIiEwP91r5VBCBxERCuJTjYhEPaGDM+pc+a6lqN3PSnOT3K\n7nreuxqV8VD0Cb1ez8UXX0x9fT0bN25k4sSJfR5CexNhco94pNX7YTz8wSXRoZR1xvPo/gr2tXUS\n4IsRnXRyT30HcoSLpgzPfF3iWoJpc1loiLEjrE42tl/DDaEP80bAZs7UTGXl3m0Yf3mbl4X7j5Dr\nbqSt9AAAJXXP0m7bf4Ir+ofFMJLkyDuPeTwUuOvGGxk+PBmTycQP5szhzHFjD2s6EdaGerY849v+\nUMZD0WeEEMyfP//wjvOFCxcOyL6PHhr0GjQWHfaq9gFt15f8NCkKp5Rsbuh7vob+0OLQ4Gg2YQhs\nZd54zwIjQiOdLXVsd1zOmLztNIhpNAaFESY3o3PNISlqPJn1OV7V7U/Ocjlpc7r3GtmlC6eX85nb\npetw/UejsamJFWvWsGXDekKCg7jlZz/nteXvc+WlfctBb3M5yWzybg6SI1HGQ9Ev4uPjmT17Nt98\n8w0tLS1cfvnlXs08eCKEEJjGRdCx+yDS6eoVG2soIoTgZ8kx/Cw5xif172/vZPujKSTtthI74VqP\n6qiJzIQxHxIWWkZHkBbEbFa3/YTLgv7Bp+bdpJnP4Zy7Tp2tX2XOeiLj3WHQI+OfGPD2N25Zzugx\nYxk7YQoAS5ZczdZtW7k9vm+h2Q+2dXLz73vOU/3q3cRjnO0Zyngo+s38+fMJDw9n1apVvPjii1x1\n1VVERw9cUidzWgTtmdW07ahGfxKL5rowE9oggxeVDU7C9TqaLCGMLNrNNvsHHtURbR5GZ7KexLhd\n7K6fz/CCPOqYhggUWOUGAjp/RsvrhV5W7j9clwTiOui/BfPE4Bi2btlCa1kDZpOZ9avXkjFxSp81\nuVodtHzs2/5QxkPRb4QQTJ8+nejoaN59911efPFFpk+fjk7X8+NksViYOXOm15MEmcaEIoxaGj/Y\nd1L1aCNMxN033UuqBi8hOi11oaEENrUxucnTqaUcGpMstM8/iCmwBaGpBcaxtmMJF1g+ZPVYHcMs\n/gtm6W3Mhl9is1T7rf3JZw5j0aLzmHHRGeh0WiZNSOO6my/CZuybJqehmdKMv/hU43HzeQxWVD6P\nwUNzczPLly/nwIGeC3mHPle33HKLT0Ka2GvacTZ4HjyxY/dB2rZVEf/QbDTmU/831IwVn3PtjuVc\n25zt0fVtRS00ltopf9JBXcUwSvKnEV02GWugjp9G3cKysDtY8vNHvazaf+zZU8C4cf7N53Ey5OXt\nYezYnvk8tNqBzeehUByX4OBgbrihd7zOxsZG/va3v1FWVuYT46GPtqCP9jx8hJTQtq0Ke3UbxuGn\nfgY8Y0goO6fO5GcVngVfDIq20bpfYMgOJmpCKYWlMzB3bqHTcinbrHOZXb+cp19MPXFFQ4Rzp4yn\nqs4vue68QnNrG0+/+KZP21DGQ+ETQkJCCAoKorS0lJkzZ/pbTi8OGR57dftpYTwiAkOpD5oDl3gW\nmFtbmU3Y1ouwfgK1U1zERedRk5SMuamNrLZLuM20gQcq7/ayav+RN/Fd4uxD9/bY6Kzv1R8PermN\nofvuKAY1QgiSkpIoKyvzt5Sjog01IgwaGj/Yh9AIzJOi0Bh8u2ven0QYdOS1dpLX2uFZBUGjiTkr\nDf1LpThLA4hP2Mu2yonEHviKg9rzeL35QYIdp47zQaIrlEZHnL9leEy7y8ZH9Q8dUXqvV9tQxkPh\nMxITE8nNzaWlpYWgoCB/y+mB0AgCZ8fTnl1Lw/ICGj8tJCAjhoCZsehjhm7Yk2MRa9DzaUcTc7d7\ntsMcYOqsx3h+9RIiV2ppuM1GZHgRzZEWhEtS44qjNqHZi4r9S6wWOvVDNyCnQwv7E3ybzEoZD4XP\nSEpyhxcpLi5mwoQJflbTm5ALUwi+YDi24mZat1TSurWS1q8rMKSEEDgrFvP4SIRu6O8jAbg3JZYz\nwgLx1D9me1Mbz5fVUjVjJJb/lWNrNpAYt5vv6hYyJm8HUmTQ7j/nJK8jnRr3HXiIIp0anNXBPm3D\np8ZDCHEB8AygBf4jpXzyGOddAbwPTJdSKjeqU4S4uDg0Gg3Lly9n/PjxA74bvS8IITCmhGBMCcHZ\naqNtRzVt26rPQ2e4AAAgAElEQVSofzsfTWAhAdNiCZgRiy58aCelCtfr+GFUqMfXzw0P4u2qg7xw\n/v08uP4OwtcH03ppM0HBB3GYy9E5JmBpi/eiYv+ikVo0rqE7DaeRWp/3h8+MhxBCCzwLnA+UAduF\nEB9LKXOPOC8IuBvY6istCv+g0+nIyMhgx44d1NXVDehGQk/QBhoIPjeJoLMTsRY00Lq1ipZNpbRs\nKsU0JoyAmXHoovq/m14bYhzy6ykBOi1Xx0XwYqmLB8cbCNzUQeMPNSTGZFOQdDaLPngAu+7UcTzQ\nLv4DAa0VftXw7Ov/5dXl7yGl5IYrf8Sd1/6kz9carU3M3vKw78Th25HHDGCflLIQQAixDFgEHBl3\n+jHgKeA+H2pR+IkzzjiDHTt2UFJSMuiNxyGERmBKDceUGo6j0Urb9iratlXR+V/PQqYbUkKIvu3I\nrG5DjxsTInmhtJZll97HFdufwrIjGO3MSvaX2qmYHk9YZZ2/JXoNjVaC3rvxrPrD7r0FvPq/99j0\n/jIMej2X3nwbF8w7m5HJfQtPIrUSR+wRzhGebfE5Jr40HglA9+w2ZUAPn00hRAaQJKX8VAihjMcp\nSFhYGEFBQaxevZqNGzcCYDQaueKKKwYkH/rJogs1EnJ+MsE/SMK6r7FXfpET0batCkedhx5Og4xh\nZiMXRIbwujaD68d0YP1UUD0LEqJyyOlI59Lhn/lbotdoM0q0gf4zHgXl+5gxdQJBUe7Ea2efOZUV\nmz7n3jtu7NP1GqMkYvYRm2jXeFej3xbMhRAa4C/A9X08/1bgVoBhw3pnZlMMToQQXHTRRezf/31I\n6z179vDhhx9y22239QppMlgRWg2m1PB+X2erbMNa0oyU0uthWvzBTYmRrKxrYuOFVzP5Tx/B/mBi\nkwopqcjgdddif8vzGguwUI+7v/9Y08LeTu+mABhj0nFf9LE9EBPHTuOLp55lXz2YzWY+Wf8NkyZN\nOqzpRLTRwv84sj8eOQnFvfHlN7cc6J7NJ7Gr7BBBQDqwsetLFQt8LIS45GiL5lLKF4AXwB2exFei\nFd5n3LhxjBs37vDz1NRU3nzzTTZt2sS8efP8qMz3aAP04JRIqxNhGhqG8nicERpIWoCJF8ZcyRvD\n3sa6QsPBexwk6rdwcP+pk4ZWOB1obNaux07wckh24XQerv9opCYP467bbuXqpUuxmM2kjxuLFnnc\na3rW7yCgrNhLao+OLz/N24HRQogU3EbjKuDqQwellE1A5KHnQoiNwK+Ut9Wpz+jRo5k8eTJffvkl\n7e3tvbywLBYL55xzzqD0zuovmgC3r33LprIeMbSEUYtlSvSQW0gXQnBzUhS/3NNJyZkTCX2zAHud\nibDx5RTahn52x0NIrQOnwQbAvXFa3A6j3sWJ7bjHl1x7GUuuvQyAJ5/4C3FxsYc1nQipddCUVHyy\nEo+Lz4yHlNIhhLgLWI37nX9ZSrlbCPEosENK+bGv2lYMfhYsWEBdXR25uT0XoV0uF1arlVGjRh3e\nJzKU0cdYQCNo2VDa65h1bwPh14xDaIbWdNbl0WH8YX8FL5zzSx5ecxORa0JourqZuXN6v8ahisnk\nJCiwbzdqX1Fbe5CoqAhKSytZvXoNa9e+0WdNJpOzV3887mV9Ph1HSylXAiuPKPv9Mc4915daFIML\ns9nMzTff3Ku8qamJv/71r1RUVJwSxsOQGETCI7ORrp4zrW1bq2haWUTz5yWELBjuH3EeYtJquDY+\nkr+XOPndhEAsGzowR1+CJsq7yYb8if2MIPQdUX7VcN01N1Nf34Ber+dv//c0UcaR0EffC62tnfid\ndxxR+iuv6hv6k7CKU4rg4GAsFguVlZX+luI1hF7LkWOLwDkJOOo6aNlQii7aQsCUoeHGfIjrEyJ4\n9kA1ry96kGu2PETz2i2UTJ7rb1leI3m6k85+etZ5m0+WLe/xvD967HYn+/IOeltSD5TxUAwqhBDE\nxcVRXX0Kxbo4CkIIQi8ZiaOug4b396ILN2FM9m04CW8SZzSwMCqUt+rSuDXVhuO7RlI3e5alcDDi\nXDIPU6un+d79j97a4fP+UMZDMegwmUw0Ng7dL25fEToN4deMo/ZfWRx8PZeIa9PQmHyzgC4MWnRh\n3g2xcnNiFB/WNLLm0lu4yP4iVtfQn2Y8RKNeg3YIe8cJvYbgcZE9C/d4t42h++4oTll0Oh1O56nj\nuXM8tAF6In4ynpp/ZVH73E6fthV9dwaGk8j5fiRTgy1MDrLwov4irpvwZzTSy1uY/Uir3obBMnQ3\nd+r0NpImHtEfXh6IKOOhGHTodDoaGxuxWq0YjUZ/y/E5+mgLMT+bgq281Sf1OxusNK0qwlnfCV40\nHkIIbkmM5M68djbclse8YN+GAB9QiiohZghnRmzIh/uLepY9EuHVJpTxUAw6hg8fTmZmJrt37yYj\nI8PfcgYEXYQZXUT/gy72BUdDJ02rinC1271e98XRoTyyv4L/VLcyL3ak1+v3G5pq0A7h26NGA5b+\nR0ToD0P43VGcqqSnp7Nx40aysrJOG+PhSw5tVPSF8TBoNPwkPpI/Flcx8xvPAkcORp4wO8DTrIuD\ngEqrnet93B/KeCgGHUIIpkyZwtq1a1m5ciVabc9FZJ1Ox5lnnonJNLRzbAwUQq8BnQZnm29cT29K\njKTKZqfD6b9Agt7G6GgmQOvfCAe/uu1W1n+2ioioKD7f8S0AjfX13HndjykrKSExOZl/vf4mIWFh\nva41agTTQ3pOUW7zsj4hPU0t5kemTZsmd+xQUUxOZVpaWvjPf/5DR0fPX39SSux2O4sXLyYtLc1P\n6oYelf+3FePoMMJ/NMbfUoYEeXl5PeKx+YMvvviCwMBArrvuOnJycgC4//77CQ8P54EHHuDJJ5+k\noaGBp556qte1R9MvhMiUUk7zlj418lAMSoKCgrjnnnt6lTc0NPDMM8/Q2dl5lKsUx0IToPfJtJXC\nd5x99tkUFxf3KPvoo48Opzb4yU9+wrnnnntU4zEQKOOhGFIc8r6yWvsWXVThRmPR4Wr3747pocoj\nK3aTW9Hs1TrT4oN56OLx/b6uurqauLg4AGJjY/26mVYZD8WQ4pDxaG9v97OSoYUmQI+1sImWr8pP\nfPIxMA4PwZAQ6EVVipNBCOHXHDHKeCiGFFqtlvj4eAoLC0/5XCDeRB8TQEd2HU0rCj2uQxtsIPbX\n0xF+XkgeaDwZIfiKmJgYKisriYuLo7Ky0q+pnZXxUAw5xo4dy/r162lubiY4eOjEg/InQT9IInB2\nnMfXd+5vpP7NPXTsqsMyeWgFcTyVuOSSS3jttdd44IEHeO2111i0aJHftCjjoRhyHDIe77///kkZ\nj6SkJGbOnOlFZYMXIQTC4vkOcPP4SHRRZlq+LMc8KeqUSKk72Fm6dCkbN26krq6OxMREHnnkER54\n4AEWL17MSy+9RHJyMu+++67f9CnjoRhyREVFkZaWRlVVFa2tnoX06OjoID8/n+nTp58SGQt9jdAI\nAs9KoPGDfdiKmzGmhPhb0inP22+/fdTydevWDbCSo6OMh2LIIYRg8eLFJ1VHZmYmK1asoLGxkfBw\n34ZxOFWwTImmeXUxLV+WK+OhQP3kUpyWHFporK2t9bOSoYPGoCVgZhyduQdxHBy6oTsU3kEZD8Vp\nSVSUO8VoQUEBQzHKgr8InB0PGkHrVxX+lqLwM8p4KE5LTCYToaGh7Nixg+eee46tW7f2CoWi6I02\n2IBlUhRtO6pw+TlNq8K/KOOhOG256qqrWLBgATqdjlWrVvHnP/+ZDz74gAMHDqjRyHEIPCsBaXPR\ntq3K31IUfkQtmCtOW2JjY4mNjWX27NlUVFTw7bffkp2dzc6dO4mOjmbq1KlMnDgRs9k3eTaGKob4\nQIwjQ2j9upzAs+JPu02DCjeq1xUKID4+noULF3Lvvfdy8cUXq9HICQg8KwFnk42OXXX+lnLKcuON\nNxIdHU16evrhsvfee4/x48ej0Wjwd2RxNfJQKLphNBqZOnUqU6dOpbKykszMzMOjkaioKCIi+p/K\nc9SoUUyb5rVI2IMCU2o4uki1adCXXH/99dx1111cd911h8vS09P53//+x2233eZHZW6U8VAojkFc\nXBwLFy7k/PPPZ/fu3ezcuZOGhoZ+1dHU1ERNTc0pZzwObxr8cB+2kmaMw9W+D29ztJDs/s4x0h1l\nPBSKE2A0GsnIyPAoJe6qVavIysrygSr/Y8mIpnlNMS2by09t47HqAaja5d06YyfAhU96t84BRq15\nKBQ+JCAgAKvVisNx6rm1qk2Dpzdq5KFQ+JCAAHce6ZKSksOPAQwGwykRFiVwdhwtX5TR+lUFoZeM\n9Lcc3zDERwi+QhkPhcKHHIr6+/rrr/c6NnfuXM4555yBluRVtMHGw5sGOYXWzF3xdhyN/k917Gi2\nglP20iIdLhwt1mNqdLXbaVyx36falPFQKHzIyJEj+fGPf4zd3jN/eE5ODhs2bCAoKMijtZTBRNA5\niXQWNNKW6b+UqN7GFWnxe9rea++4gS++2Uxd/UGGjxvJ7371G8JDw7jnt/dRW1/HosWXMXH8RD59\n68Ne17psLp/3hxiKvuvTpk2T/vZxVihOBqfTyVtvvUVhYSFXXXUVqamp/pak6EZeXt6g8mzqL0fT\nL4TIlFJ6ze1PLZgrFH5Aq9WyePFiYmNjee+99ygtLfW3JIWiX6hpK4XCTxiNRq655hpeeukl3nrr\nLRYtWoTRaPRJWwaDgfj4eLWZT+E1lPFQKPxIYGAg1157LS+99BLLli3zaVu33HILCQkJPm1Dcfqg\njIdC4WfCw8O54447fJaYqqGhgY8++oimpiZlPBReQxkPhWIQEBAQ0GMfiDc5FI+rra3NJ/UrTk/U\ngrlCcYpjsVgAZTwU3sWnxkMIcYEQIl8IsU8I8cBRjv9SCJErhMgWQqwTQiT7Uo9CcTqi1Woxm83K\neAwxjhaS/b777mPs2LFMnDiRyy67jMbGRr/p85nxEEJogWeBC4E0YKkQIu2I074DpkkpJwLvA0/7\nSo9CcToTEBCgjMcQ4/rrr+ezzz7rUXb++eeTk5NDdnY2Y8aM4YknnvCTOt+OPGYA+6SUhVJKG7AM\nWNT9BCnlBille9fTLUCiD/UoFKctyngMPc4+++xe8c/mz5+PTudeqp41axZlZWX+kAb4dsE8Aei+\n86kMmHmc828CVvlQj0Jx2hIQEEBpaelJZZ8bMWLEKRHMsb88te0p9tTv8WqdY8PH8usZvz6pOl5+\n+WWWLFniJUX9Z1B4WwkhfgxMA44ZJU4IcStwK8CwYcMGSJlCcWoQFRVFbm4un3zyicd1BAYG8vOf\n/xyDweBFZQpPePzxx9HpdFxzzTV+0+BL41EOJHV7nthV1gMhxHnA/wPOkVJaj1WZlPIF4AVwx7by\nrlSF4tTm3HPPZdq0aR7nYa+qquKtt95i69atzJkzx8vqBjcnO0LwNq+++iqffPIJ69at82vEAF8a\nj+3AaCFECm6jcRVwdfcThBBTgOeBC6SUNT7UolCc1gghCAoK8vj64OBgxowZw5dffsnUqVMPu/8q\nBpbPPvuMp59+mk2bNvm9D3y2YC6ldAB3AauBPOBdKeVuIcSjQohLuk77IxAIvCeEyBJCfOwrPQqF\n4uSYN28eVquVL7/80t9STguWLl3K7Nmzyc/PJzExkZdeeom77rqLlpYWzj//fCZPnsztt9/uN30+\nXfOQUq4EVh5R9vtuj8/zZfsKhcJ7xMTEMGnSJLZu3crMmTMJCTmF85YPAt5+++1eZTfddJMflBwd\ntcNcoVD0mblz5wKwceNG/wpR+B1lPBQKRZ8JDQ1l+vTpZGVlUVOjlilPZ5TxUCgU/WLOnDno9XrW\nr1/vbykKP6KMh0Kh6BcBAQGceeaZ7NmzR2VAPI1RxkOhUPSbWbNmERAQwNq1az3eO6IY2ijjoVAo\n+o3RaOScc86hpKSEgoICf8tR+AFlPBQKhUdkZGQQFhbGunXrcLlc/pZzynG0kOy/+93vmDhxIpMn\nT2b+/PlUVFT4TZ8yHgqFwiN0Oh1z586lurqaXbt2+VvOKcfRQrLfd999ZGdnk5WVxcKFC3n00Uf9\npG6QBEZUKBRDk/T0dL7++mvWr1+Pw+HwtxyvodPp/B7CfurUqZSUlOByuQ5r0Wq1hx83NDTgcDiO\nqtNms5GZmelTfcp4KBQKj9FoNMyfP58333yTFStW+FuO11iwYAFNTU0AdPzzWZz793u1fu3IkZjv\nuvOE57W0tOByuQ5rAXjyySd5//33CQ4O5r333utx7BDt7e2sXr3aq5qPRAxFT4lp06bJk8lLoFAo\nvEtHRwd2u93fMrxGaWkpY8eOBaDmiSex5ns3n4cxdSzRD/bKzN2L4uJiFi1axM6dO3sde/LJJ+ns\n7OThhx/udWzPnj0kJSX1KAsJCcmUUk7zWPQRqJGHQqE4acxmM2az2d8yvIZGo0Gr1QIQ99v/5zcd\nhzQc+t+da6+9losuuojHHnus1zGNRkNwcLBPtakFc4VCoRgidHeL/uijjw6PjvyBGnkoFArFIGTp\n0qVs3LiRuro6EhMTeeSRR1i5ciX5+floNBqSk5P597//7Td9yngoFArFIESFZFcoFArFKYcyHgqF\nQqHoN8p4KBQKhaLfKOOhUCgUin4zJBfMMzMz64QQJf7W4QGRQJ2/RZwESr9/UfoHiM8//3yC0+ns\nEW/F6XTqtFrtkIjBUlVVpUtLSzsy4FiqN9sYksZDShnlbw2eIITY4c0dngON0u9flP6BY+fOncXp\n6ek9DF1OTs649PT0PH9p6g9OpzPyyPdaCOHVsBxq2kqhUCgGIT/60Y+Gh4eHTxo9evT4I4899NBD\nMUKIqZWVlX4bACjjoVAoFIOQG2+8se7jjz/ulWlr3759+nXr1gXHxcXZ/KHrEMp4DCwv+FvASaL0\n+xel349ERkbWDmR7F154YWtUVFSvNZa77ror6Y9//GOZEKK/VXr1/R+Sax5DFSnlkP7yKP3+Ren3\nD+v+m5dUX95qcT8rjfBGneEJge3zrhtX2t/r3njjjdC4uDj77NmzO/p7rbfff2U8FAqFYgjQ0tKi\nefrpp2M3bNgwKJLGK+OhUCgUx8GTEYIvyMvLM5aVlRknTpyYBlBdXW3IyMgYt3Xr1rxhw4YNuAux\nWvPwMkKIYiHELiFE1iHXOCFEuBDicyFEQdf/sK5yIYT4uxBinxAiWwiR4Qe9LwshaoQQOd3K+q1X\nCPGTrvMLhBA/8bP+h4UQ5V19kCWEuKjbsQe79OcLIRZ0K7+gq2yfEOLEWXq8pz9JCLFBCJErhNgt\nhLi7q3zQ98FxtA+l998khNgmhNjZ9RoeAXA4HLrdu3ePzc7OTi8oKBjhcrkEgMvlEgUFBSOys7PT\nd+/ePbazs9NwqK6ysrLY7Ozs9Ozs7PSGhgavJ9OYMWNGR319/c7y8vJd5eXlu2JiYmzbt2/Pa2lp\nGZ2Tk5O2a9eu8QcOHIgHaGhoiBRCFHXrg8ldr9d7nx8ppfrz4h9QDEQeUfY08EDX4weAp7oeXwSs\nAgQwC9jqB71nAxlAjqd6gXCgsOt/WNfjMD/qfxj41VHOTQN2AkYgBdgPaLv+9gMjAEPXOWkDpD8O\nyOh6HATs7dI56PvgONqH0vsvgMCux3pgKzBrw4YNbTU1NfullDv2799fU1FRUSKl3FFRUVGyf//+\nGinljpqamv179+6tl1LuaG1tzdm1a1e70+nMbG9vz965c2eny+XaIaX0+G/hwoUHIyMjbVqt1hUd\nHW37y1/+Utz9eHx8vLW8vDzLbrd/K6Xc4XQ6M3NyclqbmpryNmzY0ApceZTX67XPj5q2GhgWAed2\nPX4N2Aj8uqv8v9Lde1uEEKFCiDgpZeVACZNSfiGEGH5Ecb/0dp37uZSyHkAI8TlwAdA7prSXOYb+\nY7EIWCaltAJFQoh9wIyuY/uklIUAQohlXefmelluL7r6urLrcYsQIg9IYAj0wXG0H4vB+P5LoLXr\nqb7rT1qtVlNEREQDQGRk5MGKior4uLi42qamptD4+PgKgIiIiIaysrJhUkoaGhpCQ0ND6zUajTSb\nzTaDwWBtaWkJCA4ObvNU24oVK4qOd7y8vLzHDnIppZBSnsgFy2ufHzVt5X0ksEYIkSmEuLWrLKab\nQagCYroeJwDd51PLOP6Xb6Dor97B+Dru6hqWv3xoyodBrr/LCE7B/et3SPXBEdphCL3/QgitECIL\nqAE+B/ZrNBqXRuO+PRoMBpvdbjcA2O12g9FotMHhVLVOh8Ohs9vtBoPBcHjfhV6vt9lsNkPv1ryP\nlJKcnJy0nTt3TgoKCmruZrAe7+qDvwohjF1lXusDZTy8z1lSygzgQuBOIcTZ3Q92WXzpF2UeMNT0\ndvEcMBKYjPuX8Z/9K+fECCECgeXAL6SUzd2PDfY+OIr2IfX+SymdUsrJQCLukZD/crt6gBCC9PT0\n3IkTJ2a3t7cHtLW1mYKDgxtwv47puKeifu3tdpXx8DJSyvKu/zXAB7g/jNVdQ0O6/td0nV4OJHW7\nPLGrzN/0V++geh1SyuquG4ILeJHvp0YGpX4hhB73zfdNKeX/uoqHRB8cTftQe/8PIaVsBDYAs10u\nl8blcgFgs9kMer3eBu4RhdVqNQC4XC6cTqdWp9M5jhxpHDkSGQh0Op0zMDCwpbGxMUSr1TqlGyvw\nCj7oA2U8vIgQIkAIEXToMTAfyAE+Bg55L/wE+Kjr8cfAdV0eELOApoFc7zgO/dW7GpgvhAjrmqKY\n31XmFw7ddLu4DHcfgFv/VUIIoxAiBRgNbAO2A6OFEClCCANwVde5A6FVAC8BeVLKv3Q7NOj74Fja\nh9j7HyWECO16bAbOB/IMBkPnwYMHwwDq6uoiQkJCGgFCQkIa6+rqIgAOHjwYFhgY2CKEICwsrLGx\nsTHc5XKJjo4Og9VqNQUFBXm83tFXbDabzuFwaAGcTqdoaWkJNpvNnU6nU9v1mgRwKT37wCufH7Vg\n7l1igA/c/YUOeEtK+ZkQYjvwrhDiJqAEWNx1/krc3g/7gHbghoEWLIR4G/diWaQQogx4CHiyP3ql\nlPVCiMdw3wQAHj208OYn/ed2uSZK3N5vt3Xp3C2EeBf3QqwDuFNK6eyq5y7cXxYt8LKUcvdA6AfO\nBK4FdnXNuwP8hqHRB8fSvnQIvf9xwGtCCC3uH9PvSik/yczMbKipqYmtrKxMMJlM7TExMXUA0dHR\ndfv370/Jzs5O12q1zhEjRuwHCAgI6AwNDa3PyckZD5CUlFQi+h8+pN/YbDZ9cXFxyiHPsdDQ0Prw\n8PCmrKysRCHELtxeVVnA7V2XeO3zI7oaVSgUCkUXO3fuLJ40adKQyD1yNHbu3Bk5adKk4b5sQ01b\nKRQKxSDkaCHZf/nLX8ZHR0dPHDt2bNrYsWPT3nnnnRB/6VPGQ6FQKAYhxwrJfvvtt1fv2bMnd8+e\nPblLlixp8oc2UMZDoVAoBiXHCsk+WFAL5gqFQnEcVj/3t6S60hKLN+uMTEpuX/DTX3gUcPGll16K\nXrZsWcSkSZPa//Wvf5VGRUU5vamtr6iRh0KhUAwR7rnnnpqSkpJdeXl5ubGxsfY77rgj6cRX+QY1\n8lAojoMQIgJY1/U0FnACtcAo3DGC7vCXNsXA4OkIwRckJSUdnsa66667ahcuXDjaX1qU8VAojoOU\n8iDuMBsIIR4GWqWUf/KrKMVpS0lJiT45OdkOsGzZstDU1NR+ZxT0Fsp4KBQeIIQ4F3fY8YVdRiUF\nd0jxYcA9uMNdX4g7xMPFUkq7EGIq8BcgEKgDrh8kEQUUg5CLL744ZcuWLUENDQ26mJiYiQ888EDF\npk2bgnJzc80AiYmJtldeeaXEX/qU8VAovMNIYC7unBXfAFdIKe8XQnwA/FAI8SnwD2CRlLJWCLEE\neBy40W+KFYOao4Vkv+eeewbNxkVlPBQK77Cqa3SxC3eIjc+6yncBw4FUIB34vCtshZauXBgKxVBE\nGQ+FwjtYAaSULiGEXX4f98eF+3smgN1Sytn+EqhQeBPlqqtQDAz5QJQQYja4Q5kLIcaf4BqFYtCi\njIdCMQBIKW3AlcBTQoiduCOdnuFfVQqF56hpK4Wij0gpH+72eCPuvOI9yrueBx7jmiygR2ZJhWKo\nokYeCoVCoeg3yngoFArFIORoIdkBHn/88eiUlJTxo0aNGn/77bcn+kufmrZSKBSKQciNN95Yd/fd\nd9fccMMNKYfKVqxYEfTpp5+G5ubm5prNZlleXu63e7gaeSgUCsUg5Ggh2Z977rmo+++/v9JsNkuA\nhIQEv4VsVyMPhUKhOA717+9Nsle1eTUkuz42oD38yjH9DrhYWFho2rRpU9Dvf//7BOP/b+/uw6Ku\n8/2Pv2dgxDtEEbkRhwG5cRgEKutoZWtae7xByxvMza7S7Odmu5Zpa55TF3m8qU5ZlpVlW5qXuZmt\nFWSW5rIeinK3jp1A5NY7hEkw5EZg5Hbm98f+OMfDzox+2oHv19/1fPzVAhuvv3j1/g7zIiDA9cIL\nL1RMmDDB4ctsV4ryAICrRGdnp6G2ttbvhx9+KM7Jyek/f/782IqKiqNGY+8/RKI8AMCLn3Mh9JTw\n8PC29PT0eqPRKBMnTnQYjUZXVVWV//Dhw3v98RWveQDAVWLGjBn12dnZgSIi+fn5Ae3t7cbw8HBN\nXvfg8gAAHXI3yf7II4/UzJs3Lzo+Pj7JZDI5f//735/S4pGVCOUBALrkbpJdRCQrK8vtx3sbj60A\nAMooDwCAMsoDAKCM8gAAKKM8AADKKA8AgDJ+VRcAdGju3LnR2dnZQUOHDu0oKys7JiKSlpY28sSJ\nE31FRBobG/0CAwM7i4uLC7XIR3kAgA65m2Tft2/fya5/Xrx48YigoKBObdJRHgCgS1OnTm0qKSnp\n4+5zTqdT9u7dG3zw4MGS3s7VhfIAAC8yMzPN586d8+kke2hoqGPmzJk/e3DxwIEDA0NCQtqTk5Nb\nfZlLBbnEReMAACAASURBVC+YA8BVZufOncFz5syp1TIDlwcAePGPXAg9ob29Xfbv3z/k22+/1eSF\n8i5cHgBwFcnKyho0cuTIltjY2HYtc1AeAKBDM2bMiBk/frz11KlTAWFhYSkvvfRSiIjIrl27gufO\nnavpIysRHlsBgC55mmT/8MMPT/dyFLe4PAAAyigPAIAyygMAoIzyAAAoozwAAMooDwCAMsoDAHRo\n7ty50cHBwanx8fFJXR/75ptv+qWmplqtVqtt9OjRiYcOHfLp5pYKygMAdGjRokU1n3zySdmlH1u5\ncuWIJ5988sfi4uLCjIyMH1etWmXWKh/lAQA6NHXq1KZhw4Z1XPoxg8EgDQ0NfiIi9fX1fmFhYW3a\npOMd5gDgVWHRKnNzU6lPHw8NGJjgsCU+pzy4+Morr1SkpaXFZ2RkmJ1Op+Tm5hb7MpcKLg8AuEq8\n8sorw5599tmKqqqq/GeeeaZi4cKF0Vpl4fIAAC9+zoXQUz788MOh27ZtqxARWbRoUd2jjz4arVUW\nLg8AuEoMGzas/bPPPgsUEdm7d2+gxWJp0SoLlwcA6NCMGTNi/vKXvwTW1dX5h4WFpfzLv/zLj2+8\n8Ub5ihUrzI899pghICDAuWXLlnKt8lEeAKBDnibZjx07VtTbWdzhsRUAQBnlAQBQRnkAAJRRHgAA\nZZQHAEAZ5QEAUEZ5AIAOuZtkP3z4cL9rrrnGmpCQYJs0aVJcbW2tZj/DKQ8A0CF3k+yLFy+Ofvrp\npytLS0sL77jjjro1a9aEa5WP8gAAHXI3yV5eXh4wderUJhGR6dOnX/j000+HaJOOd5gDgFePFp0x\nFze3+HSS3Tqgr+PlxCjlwcW4uLiWP/zhD4Pvvffe+p07dwZXVVX18WUuFVweAHCV2LZt2+ktW7YM\nS0pKSmxsbDSaTCaXVlm4PADAi59zIfSUa6+9tuXrr78uExHJz88P+OKLLwZrlYXLAwCuEna73V9E\npLOzU1avXh3xwAMPnNMqC5cHAOiQu0n2pqYm49atW0NFRKZNm1b3yCOPnNcqH+UBADrkaZI9IyND\ns2vjUjy2AgAoozwAAMooDwCAMsoDAKCM8gAAKKM8AADKKA8A0Jnjx4+bxo4dmxAbG5sUFxeXtG7d\nulARkerqar+bbrop3mKxjL7pppvif/rpJz+tMlIeAKAzJpNJXnzxxcoTJ04c++6774q2bt0aeuTI\nkb6rV6+OuPXWWxvLy8sLbr311sannnpKs0l23iQIADpjsVjaLRZLu4jIkCFDnLGxsRfPnDnTZ//+\n/YNzcnJKREQefPDB8xMmTBglInYtMlIeAODFyj155tKqRp9OsieEBzo2pKde0eBiSUlJn8LCwv4T\nJkxoOn/+vH9XqZjN5vbz589r9jOcx1YAoFMNDQ3G2bNnx/77v/97RXBwsPPSzxmNRjEYDFpF4/IA\nAG+u9ELwtdbWVkNaWlrs3LlzaxcsWFAvIjJ06NCO8vJyk8ViaS8vLzcFBwd3XO7f01O4PABAZ5xO\np/zqV7+yJCQktPzbv/1bddfHJ0+eXP/mm28OFRF58803h06ZMqVeq4xcHgCgMwcPHhyYmZk5ND4+\n/qLVarWJiKxZs8a+Zs2as7NmzYq1WCwhkZGRbR9//PEJrTJSHgCgM5MnT25yuVxH3H3u8OHDpb2d\nxx0eWwEAlFEeAABllAcAQBnlAQBQRnkAAJRRHgAAZZQHAOiMp0n2bdu2DYmLi0syGo1jvvzyS5/u\nbamiPABAZzxNsl9zzTUXP/zww+PXX399k9YZeZMgAOiMp0n2WbNmXdA6WxfKAwC8yfytWc4V+vYR\nUajNITM3K0+y+zTDP4jHVgCgU94m2bXG5QEA3lzhheBr7ibZ9YTLAwB0xtMku55weQCAzniaZG9t\nbTWsXLkyqq6uzn/WrFnxiYmJjtzc3DItMlIeAKAz3ibZ77vvPl08wuKxFQBAGeUBAFBGeQAAlFEe\nAABllAcAQBnlAQBQRnkAgM54mmR/8MEHR8TExCQlJCTYfvnLX8bW1NT4aZWR8gAAnfE0yT558uQL\npaWlx0pLSwvj4uJaMjIywrXKSHkAgM5YLJb28ePHO0T+9yT77NmzL5hMJhERufHGG5vtdnsfrTLy\nDnMA8CLj6wzz8brjPp1kjxsS51h387p/aJJ9+/btIenp6bW+zKWCywMAdMrTJPuqVavC/fz8XEuW\nLNGsPLg8AMCLK70QfM3TJPsrr7wy9MCBA4O/+uqrUqNRu//+pzwAQGc8TbLv2bNn0KZNm8K/+uqr\nksDAQE3/OBTlAQA642mSfeXKlea2tjbjpEmTEkRErrvuuqb33nvvjBYZKQ8A0BlPk+zz5s1r0CKP\nO7xgDgBQRnkAAJRRHgAAZZQHAEAZ5QEAUEZ5AACUUR4AoDOeJtmXLVs2PCEhwWa1Wm0333xz/OnT\np01aZaQ8AEBnPE2yr169uqq0tLSwuLi4cOrUqQ1PPPFEhFYZKQ8A0BlPk+yXjiM2NzcbDQaDZhl5\nhzkAePHjE0+aW8vKfDrJHhAf7xj+zNM/a5L94YcfjvzjH/84NDAwsDMnJ6fEl7lUcHkAgE65m2R/\n9dVX7VVVVfnp6ennN2zYEKpVNoPL5dLqewOALuXl5Z1OTU2t0TJDa2ur4bbbbou7/fbbL1y6rNul\nrKysz7Rp0+LLysqOdf9cXl5eSGpqanRP5uPyAACd8TTJfvTo0YCuf/7ggw8Gx8bGXtQmIa95AIDu\neJpk37ZtW8jJkyf7GgwG14gRI9q2bt1arlVGygMAdIZJdgDA/5coDwCAMsoDAKCM8gAAKKM8AADK\nKA8AgDLKAwB0xtMke5fVq1eHGQyGMWfPntXs7RaUBwDojKdJdpG/FUt2dvagiIiINi0zUh4AoDOe\nJtlFRJYuXWresGFDpZZz7CK8wxwAvMreUWSutTf5dJI9OHKg47b7EpUn2Xfu3Dk4IiKi/cYbb9Rs\n06oL5QEAOnXpJLvJZJLnn38+/NChQ2Va5xKhPADAqyu9EHyttbXVkJaWFjt37tzaBQsW1H/77bf9\nKisrA1JSUmwiItXV1X2uu+66xL/+9a9FUVFRHb2dj/IAAJ1xN8n+T//0Txdra2vzur4mMjIy+T//\n8z+LIiIier04RHjBHAB0p2uSPTc3N9BqtdqsVqtt9+7dQVrnuhSXBwDojKdJ9kvZ7fajvZXHHS4P\nAIAyygMAoIzyAAAoozwAAMooDwCAMsoDAKCM8gAAnfE0yb5ixYrhoaGhKXp47wfv8wAAnemaZB8/\nfryjrq7OeO2119qmTZt2QURkyZIl1WvXrq3WOiPlAQA6Y7FY2i0WS7vI30+y6wXlAQBeHHjjZXNN\nRblPJ9lDzBbH5IceVZ5k/+qrrwZu3bo19P333x+amprqeP311yuGDRvW6ctsV4rXPABApy6dZA8O\nDnYuX778XHl5+dGioqLC8PDw9t/85jdmrbJxeQCAF1d6Ifha90l2ERGz2fzfC7pLly79afr06fFa\nZBPh8gAA3XE3yS4iUl5ebur65/fff3/wqFGjNPuLglweAKAzXZPs8fHxF61Wq01EZM2aNfZdu3YF\nFxYW9hMRGTFiRNs777xTrlVGygMAdMbTJPu8efMatMjjDo+tAADKKA8AgDLKAwCgjPIAACijPAAA\nyigPAIAyygMAdMbTJLuIyNNPPx0aExOTFBcXl7RkyZIRWmXkfR4AoDOeJtl//PFH0759+wYXFhYW\n9uvXz2W32zX7GU55AIDOeJpkf+utt0Ief/zxs/369XOJiERGRnZ4/zf1HMoDALyo3VNqbq9q9ukk\nuyl8gCM4PUF5kv1f//VfR+Tk5AQ+9dRTkQEBAa4XXnihYsKECQ5fZrtSlAcA6FT3SfbOzk5DbW2t\n3w8//FCck5PTf/78+bEVFRVHjcbef/ma8gAAL670QvA1d5Ps4eHhbenp6fVGo1EmTpzoMBqNrqqq\nKv/hw4f3+uMrftsKAHTG0yT7jBkz6rOzswNFRPLz8wPa29uN4eHhmrzuweUBADrjaZL9kUceqZk3\nb150fHx8kslkcv7+978/pcUjKxHKAwB0x9Mku4hIVlbWqd7O4w6PrQAAyigPAIAyygMAoIzyAAAo\nozwAAMooDwCAMn5VFwB05vjx46Z77rknpqamxmQwGGTBggU/ZWRknEtLSxt54sSJviIijY2NfoGB\ngZ3FxcWFWmSkPABAZzxNsu/bt+9k19csXrx4RFBQUKdWGXlsBQA6Y7FY2sePH+8Q+d+T7F2fdzqd\nsnfv3uAFCxbUapWRywMAvMjMzDSfO3fOp5PsoaGhjpkzZypPsnd97MCBAwNDQkLak5OTW32ZSwWX\nBwDoVPdJ9q6P79y5M3jOnDmaXR0iXB4A4NWVXgi+5m6SXUSkvb1d9u/fP+Tbb7/V5IXyLlweAKAz\nnibZRUSysrIGjRw5siU2NrZdq3wilAcA6E7XJHtubm6g1Wq1Wa1W2+7du4NERHbt2hU8d+5cTR9Z\nifDYCgB0x9sk+4cffni6l+O4xeUBAFBGeQAAlFEeAABllAcAQBnlAQBQRnkAAJRRHgCgM8ePHzeN\nHTs2ITY2NikuLi5p3bp1oSIi33zzTb/U1FSr1Wq1jR49OvHQoUM+3dxSQXkAgM50TbKfOHHi2Hff\nfVe0devW0CNHjvRduXLliCeffPLH4uLiwoyMjB9XrVpl1iojbxIEAJ2xWCztFoulXeR/T7IbDAZp\naGjwExGpr6/3CwsLa9MqI+UBAF4UFq0yNzeV+vTx0ICBCQ5b4nPKk+wWi6UtLS0tPiMjw+x0OiU3\nN7fYl7lU8NgKAHSq+yT7K6+8MuzZZ5+tqKqqyn/mmWcqFi5cGK1VNoPL5dLqewOALuXl5Z1OTU2t\n0TJDa2ur4bbbbou7/fbbL3Qt6wYGBl7T0NDwg9FoFKfTKYMGDbq2qanpv7r/f/Py8kJSU1OjezIf\nlwcA6IynSfZhw4a1f/bZZ4EiInv37g20WCwtWmXkNQ8A0JmuSfb4+PiLVqvVJiKyZs0a+xtvvFG+\nYsUK82OPPWYICAhwbtmypVyrjJQHAOiMt0n2Y8eOFfV2Hnd4bAUAUEZ5AACUUR4AAGWUBwBAGeUB\nAFBGeQAAlFEeAKAznibZDx8+3O+aa66xJiQk2CZNmhRXW1ur2c9wygMAdMbTJPvixYujn3766crS\n0tLCO+64o27NmjXhWmWkPABAZywWS/v48eMdIv97kr28vDxg6tSpTSIi06dPv/Dpp58O0Soj7zAH\nAC8eLTpjLm5u8ekku3VAX8fLiVHKk+xxcXEtf/jDHwbfe++99Tt37gyuqqrq48tcKrg8AECnuk+y\nb9u27fSWLVuGJSUlJTY2NhpNJpNms+hcHgDgxZVeCL7W2tpqSEtLi507d27tggUL6kVErr322pav\nv/66TEQkPz8/4IsvvhisRTYRLg8A0B1Pk+x2u91fRKSzs1NWr14d8cADD5zTKiOXBwDojKdJ9tLS\n0oCtW7eGiohMmzat7pFHHjmvVUb+kiAAdKOHvyT4j+AvCQIAdInyAAAoozwAAMooDwCAMsoDAKCM\n8gAAKKM8AEBnHA6HITk5OXHUqFG2uLi4pOXLlw8XESkuLu6TkpJijYqKGp2WljaypaXFoFVGygMA\ndKZv376u3NzckpKSksJjx44VZmdnD8rOzh6wYsWKEUuXLq0+c+ZMQVBQUMemTZtCtMpIeQCAzhiN\nRgkKCnKKiLS1tRk6OjoMBoNBDh8+HHj//ffXiYgsWrTo/N69ezXbtmKeBAC8WLknz1xa1ejTSfaE\n8EDHhvRUr4OLHR0dMnr0aNuZM2cCFixYcC4xMbE1MDCw02QyiYhIdHR0W3V1NZPsAID/4e/vL8XF\nxYVnzpzJ//777wfk5+f31TrTpbg8AMCLy10IPS0kJKTzlltuaczNzR3Q2Njo197eLiaTSU6fPt0n\nLCysTatcXB4AoDM//vijf01NjZ+ISFNTk+HQoUODbDZby7hx4xrfeeedISIi27ZtGzp9+vR6rTJy\neQCAzlRUVJgWLlwY09nZKS6Xy3DnnXfW3n333Q2pqakX582bF7t+/frIpKQkx7JlyzRb/qU8AEBn\nxo4de7GoqKiw+8dtNlvb0aNHi7TI1B2PrQAAyigPAIAyygMAoIzyAAAoozwAAMooDwCAMsoDAHTG\n0yT7M888MywqKmq0wWAYc/bsWU3fasH7PABAZ7om2YOCgpytra2GG264YVR2dnbDhAkTmubMmdMw\nadKkUVpnpDwAQGc8TbLffPPNF7XO1oXyAABvMn9rlnOFPp1kl1CbQ2ZuVppknzRpUrNPM/yDeM0D\nAHSo+yT7d999xyQ7AFw1LnMh9LSuSfa9e/cG3XDDDS1aZrkUlwcA6Iy7SfbExETdFIcI5QEAulNR\nUWG65ZZbRiUkJNiuvfZa28SJEy/cfffdDevXrw8NCwtLqa6u7pOammqbN2+eRauMBpfLpdX3BgBd\nysvLO52amqrZ38r4R+Xl5YWkpqZG9+T34PIAACijPAAAyigPAIAyygMAoIzyAAAoozwAAMooDwDQ\nGU+T7HfccUdMdHT06Pj4+KS5c+dGt7a2GrTKSHkAgM50TbKXlJQUHjt2rDA7O3tQdnb2gHvuuaf2\n5MmTBSUlJcdaWloML7/8cohWGdm2AgCd8TTJPm/evIaur7n++uubKysr+2iVkfIAAC8yvs4wH687\n7tNJ9rghcY51N6/72ZPsra2tht27dw/duHGjZqONPLYCAB3yNsm+YMGCqHHjxjVNmTKlSbN8Wn1j\nALgaXO5C6GndJ9kfe+yxiJqaGv8DBw6c0DIXlwcA6IynSfaNGzeG/PnPfw7KzMw86efnp2lGLg8A\n0JmKigrTwoULYzo7O8XlchnuvPPO2rvvvrvB399/TEREROv111+fKCIyffr0uhdeeOGsFhkpDwDQ\nmbFjx14sKioq7P7xjo6OI1rkcYfHVgAAZZQHAEAZ5QEAUEZ5AACUUR4AAGWUBwBAGb+qCwA643A4\nDGPHjrW2tbUZOjs7DTNmzKh76aWXfrzrrrsseXl5A1wul4wcObJl9+7dp7sGFHsblwcA6IynSfYt\nW7ZUlJSUFJaWlhaOGDGi7bnnngvVKiPlAQA642mSPTg42Cki4nQ65eLFi0aDQbO/BcVjKwDw5scn\nnjS3lpX5dJI9ID7eMfyZp3/WJHt6enr0oUOHguLi4i5u2bKl0pe5VHB5AIAOeZpk37Nnz+nq6uq8\n+Pj4lm3btg3RLJ9W3xgArgaXuxB6WvdJdpG/Fcs999xT+/zzz4cvW7bsvBa5uDwAQGfcTbJbrdaW\ngoKCAJG/vebx8ccfD46Pj2/RKiOXBwDojLtJ9nnz5jXccMMN1qamJqPL5TIkJiY6tm/fXq5VRsoD\nAHTG0yT7999/X6xFHnd4bAUAUEZ5AACUUR4AAGWUBwBAGeUBAFBGeQAAlFEeAKAzDofDkJycnDhq\n1ChbXFxc0vLly4df+vmFCxea+/fvf61W+UR4nwcA6E7XJHtQUJCztbXVcMMNN4zKzs5uuO2225q/\n/PLL/vX19Zr/7ObyAACd8TTJ3tHRIStXrhyxadMmzdZ0u2jeXgCgZ9k7isy19iafTrIHRw503HZf\novIk+7p160KnTZtWb7FY2n2Z5+egPABAh7om2WtqavzS0tJiP//884GZmZlD/vKXv5RonU2E8gAA\nry53IfS0rkn2P/3pT4Hl5eV9o6Ojk0VEWlpajFFRUaPPnDlToEUuXvMAAJ1xN8l+/fXXO2pqavLs\ndvtRu91+tG/fvk6tikOEywMAdMfdJPvdd9/doHWuS1EeAKAznibZL+VwOP6rt/K4w2MrAIAyygMA\noIzyAAAoozwAAMooDwCAMsoDAKCM8gAAnfE0yT5nzpzoyMjIZKvVarNarbZvvvmmn1YZeZ8HAOiM\np0l2EZH169dX3n///XVaZ+TyAACd8TTJridcHgDgxYE3XjbXVJT7dJI9xGxxTH7oUeVJ9s2bNw9b\ns2ZN5LPPPhtxyy23NL722muV/fr1c/ky25Xi8gAAHeqaZD9z5kz+999/P+C7777ru3HjRvvJkycL\n8vLyiurq6vwyMjLCNcun1TcGgKvB5S6EntY1yb53796gtWvXVouI9OvXz7Vo0aLzL774YphWubg8\nAEBn3E2yJyYmtpSXl5tERJxOp3z00UeDExMTL2qVkcsDAHTG0yT7uHHjEmpra/1dLpfBZrM5duzY\nUa5VRsoDAHTG0yT7X/7yl1It8rjDYysAgDLKAwCgjPIAACijPAAAyigPAIAyygMAoIzyAACd8TTJ\n7nQ65eGHH46Mjo4ePXLkyKT169eHapWR93kAgM54mmQvKCjoW1lZaTpx4kSBn5+f2O12zX6GUx4A\noDOeJtnffvvt0F27dp308/MTEZHIyMgOrTJSHgDgRe2eUnN7VbNPJ9lN4QMcwekJypPsFRUVAe++\n++6Qffv2DQkODu7YvHnzmeTk5FZfZrtSvOYBADrkbpK9ra3N0LdvX1dBQUHRAw888NPChQujNcun\n1TcGgKvB5S6EnnbpJHtYWFjb3XffXScicu+999YvXbo0WqtcXB4AoDOeJtmnTp1av3///kARkc8+\n+yzQYrFo8shKhMsDAHTH0yT7L3/5y6b09PSY119/Pax///7Ot95667RWGSkPANAZT5PsISEhnf/x\nH/9xXItM3fHYCgCgjPIAACijPAAAyigPAIAyygMAoIzyAAAo41d1AUBnHA6HYezYsda2tjZDZ2en\nYcaMGXUvvfTSj2PGjBnV3NzsJyJSW1vrn5KS0vynP/3phBYZKQ8A0BlPk+xHjhwp6fqayZMnx86Y\nMaNeq4w8tgIAnfE0yd6ltrbWePjw4cD58+fXaZWRywMAvMjMzDSfO3fOp5PsoaGhjpkzZypPsnd9\n7r333hty0003XQgODnb6MpcKLg8A0CF3k+xdn/vggw+Cf/WrX9Vqmk/Lbw4Aene5C6GnXTrJfsMN\nN7ScPXvWPz8/f8Bdd92l6cYVlwcA6IynSXYRkXfffXfIpEmT6vv37+/SMiOXBwDojKdJdhGRPXv2\nBD/++ONntc5IeQCAzniaZBcR+fbbb0vcfby38dgKAKCM8gAAKKM8AADKKA8AgDLKAwCgjPIAACij\nPABAZxwOhyE5OTlx1KhRtri4uKTly5cPFxHJysoKtNlsiVar1TZmzJhRBQUFAVplpDwAQGe6JtlL\nSkoKjx07VpidnT0oOzt7wLJlyyw7d+48VVxcXDh37tza1atXR2iVkfIAAJ3xNsleX1/vJyLS0NDg\nFxER0a5VRt5hDgBeFBatMjc3lfp0kn3AwASHLfE55Un2LVu2nJ49e3Z8QECAc+DAgZ3fffddkS9z\nqeDyAAAdcjfJvnHjxrCPPvqorLq6On/+/Pk1Dz30kFmzfFp9YwC4GlzuQuhpXZPsn3zySVBRUVG/\nrj8Kdd9999VNmTIlXqtcXB4AoDPuJtltNltLU1OTX35+foCIyKeffjooLi6uRauMXB4AoDOeJtnb\n29vL09PTYw0GgwQFBXVu3779lFYZDS6Xpn9PBAB0Jy8v73RqamqN1jl+rry8vJDU1NTonvwePLYC\nACijPAAAyigPAIAyygMAoIzyAAAoozwAAMooDwDQGU+T7J988kmgzWZLjI+PT5o9e3Z0e7tmu4iU\nBwDojbtJ9oMHDw749a9/HfP++++fLCsrOxYVFdX22muvhWiVkfIAAJ1xN8nu5+cnJpPJmZKS0ioi\nMmXKlAuZmZmDtcrIPAkAePFo0RlzcXOLTyfZrQP6Ol5OjFKaZL/11lubOzs7DV9++WX/X/ziF47d\nu3cPOXv2bB9f5lLB5QEAOtR9kv3IkSN9d+zYcXL58uXm5OTkxMDAwE6jUbsf4VweAODF5S6EntY1\nyb53796gtWvXVh85cqREROSjjz4adPz48b5a5eLyAACdcTfJnpiY2GK32/1FRC5evGjYsGFD+JIl\nS37SKiOXBwDojKdJ9gcffHDEwYMHg5xOp2HRokXn7rjjjkatMjLJDgDdMMl+eTy2AgAoozwAAMoo\nDwCAMsoDAKCM8gAAKKM8AADKKA8A0KmOjg5JTEy0TZw4MU5EpLi4uE9KSoo1KipqdFpa2siWlhaD\nVtkoDwDQqfXr14fFxcVd7PrfK1asGLF06dLqM2fOFAQFBXVs2rSJSXYAwP84ceKE6cCBA0GLFy+u\nERFxOp1y+PDhwPvvv79ORGTRokXn9+7dyyQ7AOjRyj155tKqRp9OsieEBzo2pKd6HVz87W9/a37+\n+ecrGxoa/EREqqur/QMDAztNJpOIiERHR7dVV1czyQ4A+Jtdu3YFhYSEdNxyyy0OrbN4wuUBAF5c\n7kLoCbm5uQMPHjw4ODIyMqi1tdXY3NxsfPDBB82NjY1+7e3tYjKZ5PTp033CwsLaejtbFy4PANCZ\nzZs326urq/PtdvvR7du3nxw3blzjJ598cmrcuHGN77zzzhARkW3btg2dPn16vVYZKQ8AuEq8+OKL\nla+++mp4VFTU6Lq6Ov9ly5ZptvzLJDsAdMMk++VxeQAAlFEeAABllAcAQBnlAQBQRnkAAJRRHgAA\nZZQHAOhU90n2Z555ZlhUVNRog8Ew5uzZs5ouhFAeAKBT3SfZJ0yY0HTw4MHS4cOHazZL0oXyAAAd\n6j7JLiJy8803Xxw1apTmxSHCMCIAeJf5W7OcK/TpJLuE2hwyc7PSJLvecHkAgM4wyQ4AV7vLXAg9\nwd0k+5133hmTlZV1qrezeMLlAQA6426SXU/FIUJ5AMBVY/369aFhYWEp1dXVfVJTU23z5s2zaJWF\nSXYA6IZJ9svj8gAAKKM8AADKKA8AgDLKAwCgjPIAACijPAAAyigPANCp7pPsd9xxR0x0dPTo+Pj4\npLlz50a3trYatMpGeQCATnWfZL/nnntqT548WVBSUnKspaXF8PLLL4dolY3yAAAdcjfJPm/evAaj\nW3I4bAAAFaVJREFU0ShGo1Guv/765srKyj5a5WMYEQC8yPg6w3y87rhPJ9njhsQ51t287mdPsre2\nthp27949dOPGjb0+2tiFywMAdOZyk+wLFiyIGjduXNOUKVOaejtbFy4PAPDichdCT/A2yf7YY49F\n1NTU+B84cOBEb+e6FJcHAOiMp0n2jRs3hvz5z38OyszMPOnnp+0fGKQ8AOAq8fjjj1tqamr8r7/+\n+kSr1Wr73e9+F6FVFh5bAYCOTZ8+vXH69OmNIiIdHR1HtM7ThcsDAKCM8gAAKKM8AADKKA8AgDLK\nAwCgjPIAACijPABAp7pPst91112WUaNG2RISEmxTpkwZ2dDQoNnPcMoDAHSq+yT7li1bKkpKSgpL\nS0sLR4wY0fbcc8+FapWN8gAAHXI3yR4cHOwUEXE6nXLx4kWjwaDZ34LiHeYA4M2PTzxpbi0r8+kk\ne0B8vGP4M0//rEn29PT06EOHDgXFxcVd3LJlS6Uvc6ng8gAAnfE2yb5nz57T1dXVefHx8S3btm0b\nokU+ES4PAPDqchdCT/A2yS4i4u/vL/fcc0/t888/H75s2bLzvZ1PhMsDAHTH3ST7xx9/fKqgoCBA\n5G+veXz88ceD4+PjW7TKyOUBAFcBl8sl9913X0xTU5PR5XIZEhMTHdu3by/XKo/B5XJp9b0BQJfy\n8vJOp6am1lz+K/UpLy8vJDU1NbonvwePrQAAyigPAIAyygMAoIzyAAAoozwAAMooDwCAMsoDAHSq\n+yR7l4ULF5r79+9/rVa5RCgPANCt7pPsIiJffvll//r6es3f4E15AIAOuZtk7+jokJUrV47YtGmT\nZmu6XTRvLwDQs+wdReZae5NPJ9mDIwc6brsvUXmS/dlnnw2dNm1avcViafdlnp+DywMAdMbdJPvp\n06dNmZmZQ5544olzWmbrwuUBAF5c7kLoCe4m2VNSUpL69Onjio6OThYRaWlpMUZFRY0+c+ZMQW/n\nE2EYEQD+jp6GET/99NPAF198MezQoUPHL/14//79r3U4HP/l7v/DMCIAQJcoDwDQsenTpzd2vzpE\nRDxdHb2F8gAAKKM8AADKKA8AgDLKAwCgjPIAACijPAAAyigPANCp7pPsc+bMiY6MjEy2Wq02q9Vq\n++abb/pplY15EgDQqa5J9qamJr9LPlZ5//3312mZS4TLAwB0yd0ku55weQCAFwfeeNlcU1Hu00n2\nELPFMfmhR5Un2UVE1qxZE/nss89G3HLLLY2vvfZaZb9+/TQZKOTyAACdcTfJLiKyceNG+8mTJwvy\n8vKK6urq/DIyMsK1ysjlAQBeXO5C6AnuJtnvvPPOmKysrFMiIv369XMtWrTo/IsvvhjW29m6cHkA\ngM5s3rzZXl1dnW+3249u37795Lhx4xqzsrJOlZeXm0REnE6nfPTRR4MTExMvXu7f1VO4PADgKjFv\n3ryY2tpaf5fLZbDZbI4dO3aUa5WFPwYFAN3o6Y9B/Rz8MSgAgC5RHgAAZZQHAEAZ5QEAUEZ5AACU\nUR4AAGWUBwDoVPdJdqfTKQ8//HBkdHT06JEjRyatX78+VKtsvEkQAHSq+yT7q6++OrSystJ04sSJ\nAj8/P7Hb7Zr9DOfyAAAdcjfJ/vbbb4euW7furJ/f34Z2IyMjO7TKx+UBAF7U7ik1t1c1+3SS3RQ+\nwBGcnqA8yV5RURHw7rvvDtm3b9+Q4ODgjs2bN59JTk5u9WW2K8XlAQA642mSva2tzdC3b19XQUFB\n0QMPPPDTwoULozWKyOUBAN5c7kLoCZ4m2cPCwtruvvvuOhGRe++9t37p0qXRvZ2tC5cHAOiMp0n2\nqVOn1u/fvz9QROSzzz4LtFgsmjyyEuHyAICrxtq1a6vS09NjXn/99bD+/fs733rrrdNaZWGSHQC6\nYZL98nhsBQBQRnkAAJRRHgAAZZQHAEAZ5QEAUEZ5AACU8T4PANCpjo4OSU5OtoWHh7cdOnTo+Jgx\nY0Y1Nzf7iYjU1tb6p6SkNP/pT386oUU2ygMAdKr7JPuRI0dKuj43efLk2BkzZtRrlY3HVgCgQ+4m\n2bvU1tYaDx8+HDh//vw6LbKJcHkAgFeZmZnmc+fO+XSSPTQ01DFz5kzlSfYu77333pCbbrrpQnBw\nsNOXuVRweQCAzniaZO/ywQcfBP/qV7+q7e1cl+LyAAAvLnch9ARPk+xZWVmnzp4965+fnz/grrvu\nOt7buS7F5QEAOuNpkl1E5N133x0yadKk+v79+2u6akt5AMBVZM+ePcHz58/X9JGVCJPsAPB3mGS/\nPC4PAIAyygMAoIzyAAAoozwAAMooDwCAMsoDAKCM8gAAnero6JDExETbxIkT40REsrKyAm02W6LV\narWNGTNmVEFBQYBW2SgPANCprkn2rv+9bNkyy86dO08VFxcXzp07t3b16tURWmWjPABAhzxNstfX\n1/uJiDQ0NPhFRES0a5OOYUQA8KqwaJW5uanUp5PsAwYmOGyJzylPsm/ZsuX07Nmz4wMCApwDBw7s\n/O6774p8mUsFlwcA6IynSfaNGzeGffTRR2XV1dX58+fPr3nooYfMWmXk8gAALy53IfQEd5Pst956\na9yJEyf6Tpo0qVlE5L777qubMmVKfG9n68LlAQA6426S/eDBg8ebmpr88vPzA0REPv3000FxcXEt\nWmXk8gCAq4DJZJJNmzaVp6enxxoMBgkKCurcvn37Ka3yMMkOAN0wyX55PLYCACijPAAAyigPAIAy\nygMAoIzyAAAoozwAAMooDwDQqe6T7J988kmgzWZLjI+PT5o9e3Z0e7tmu4iUBwDo1aWT7J2dnfLr\nX/865v333z9ZVlZ2LCoqqu21114L0Sob5QEAOtR9kr26utrfZDI5U1JSWkVEpkyZciEzM3OwVvmY\nJwEALx4tOmMubm7x6SS7dUBfx8uJUUqT7OHh4R2dnZ2GL7/8sv8vfvELx+7du4ecPXu2jy9zqeDy\nAACdcTfJbjQaZceOHSeXL19uTk5OTgwMDOw0GrX7Ec7lAQBeXO5C6AnuJtnvvPPOmKysrFNHjhwp\nERH56KOPBh0/frxvb2frwuUBADrjbpI9KyvrlN1u9xcRuXjxomHDhg3hS5Ys+UmrjFweAHCVWLt2\nbfjBgweDnE6nYdGiRefuuOOORq2yMMkOAN0wyX55PLYCACijPAAAyigPAIAyygMAoIzyAAAoozwA\nAMp4nwcA6FBkZGTygAEDOo1Go/j7+7sKCgqKqqur/WbNmjXSbrcHREZGtmZlZZ0cNmxYpxb5uDwA\nQKdycnJKi4uLCwsKCopERFavXh1x6623NpaXlxfceuutjU899VS4Vtm4PADgKrF///7BOTk5JSIi\nDz744PkJEyaMEhG7FlkoDwDwYuWePHNpVaNPJ9kTwgMdG9JTLzu4eNttt8UbDAa5//77f/rd735X\nc/78eX+LxdIuImI2m9vPnz+v2c9wygMAdCg3N7c4Jiam3W63+0+aNCkhKSmp5dLPG41GMRgMWsWj\nPADAmyu5EHpCTExMu4hIZGRkR1paWv3hw4cHDB06tKO8vNxksVjay8vLTcHBwR1aZBPhBXMA0J0L\nFy4Y6+rqjF3/fOjQoUEpKSkXJ0+eXP/mm28OFRF58803h06ZMqVeq4xcHgCgM5WVlf6zZs2KExHp\n7Ow0zJkz53x6evqF8ePHN8+aNSvWYrGEREZGtn388ccntMpIeQCAzthstraSkpLC7h8PDw/vPHz4\ncKkWmbrjsRUAQBnlAQBQRnkAAJRRHgAAZZQHAEAZ5QEAUEZ5AIAORUZGJickJNisVqtt9OjRiSIi\n27ZtGxIXF5dkNBrHfPnllz7d21LF+zwAQKdycnJKIyIi/nuC5Jprrrn44YcfHl+8eHG0hrFEhPIA\ngKvGdddd13L5r+odlAcAeJP5W7OcK/TtI6JQm0NmblaeZPdphn8Q5QEAOuRukn3q1KlNWufqQnkA\ngDdXcCH0BHeT7HoqD37bCgB0xtMku9a5LkV5AIDOVFZW+o8bN846atQo23XXXZf4z//8z/Xp6ekX\nduzYMTgsLCzlhx9+GDBr1qz48ePHx2uV0eByubT63gCgS3l5eadTU1N19QK1iry8vJDU1NTonvwe\nXB4AAGWUBwBAGeUBAFBGeQAAlFEeAABllAcAQBnvMAcAHYqMjEweMGBAp9FoFH9/f1dBQUHRgw8+\nOOKLL74IMplMLovF0rpr167TISEhnVrk4/IAAJ3KyckpLS4uLiwoKCgSEZk8efKF0tLSY6WlpYVx\ncXEtGRkZ4VplozwA4Coxe/bsCyaTSUREbrzxxma73d5Hqyw8tgIALzK+zjAfrzvu00n2uCFxjnU3\nr/uHJtm3b98ekp6eXuvLXCooDwDQIW+T7KtWrQr38/NzLVmyhPIAAD26kguhJ3iaZH/llVeGHjhw\nYPBXX31VajRq98oDr3kAgM54mmTfs2fPoE2bNoV/9tlnxwMDA51aZuTyAACdqays9J81a1aciEhn\nZ6dhzpw559PT0y9ERUWNbmtrM06aNClBROS6665reu+9985okZHyAACdsdlsbSUlJYXdP37mzJkC\nLfK4w2MrAIAyygMAoIzyAAAoozwAAMooDwCAMsoDAKCMX9UFAB1yN8m+bNmy4Z9//vlgo9EoQ4cO\nbf/DH/5wOjo6ul2LfFweAKBT3SfZV69eXVVaWlpYXFxcOHXq1IYnnngiQqtslAcAXCWCg4P/e5Kk\nubnZaDAYNMvCYysA8OLHJ540t5aV+XSSPSA+3jH8mad/1iT7ww8/HPnHP/5xaGBgYGdOTk6JL3Op\n4PIAAB3Kzc0tLiwsLPriiy/K3nrrrdDPP/98oIjIq6++aq+qqspPT08/v2HDhlCt8hlcLpdW3xsA\ndCkvL+90ampqzeW/snesWLFi+MCBAzvXrl1b3fWxsrKyPtOmTYsvKys71v3r8/LyQlJTU6N7MhOX\nBwDojKdJ9qNHjwZ0fc0HH3wwODY29qJWGXnNAwB0xtMk++TJk2NPnjzZ12AwuEaMGNG2devWcq0y\nUh4AoDOeJtkPHDhwQos87vDYCgCgjPIAACijPAAAyigPAIAyygMAoIzyAAAoozwAQIciIyOTExIS\nbFar1TZ69OjESz+3evXqMIPBMObs2bOavd2C93kAgE7l5OSURkREdFz6sePHj5uys7MHRUREtGmV\nS4TLAwCuKkuXLjVv2LChUss5dhEuDwDwKntHkbnW3uTTSfbgyIGO2+5LVJ5k37lz5+CIiIj2G2+8\nUbNNqy6UBwDoUG5ubnFMTEy73W73nzRpUkJSUlLL888/H37o0KEyrbOJUB4A4NWVXAg9ISYmpl1E\nJDIysiMtLa3+z3/+c2BlZWVASkqKTUSkurq6z3XXXZf417/+tSgqKqrD+7/N93jNAwB0xt0k+9ix\nY5tra2vz7Hb7UbvdfjQsLKzt+++/16Q4RLg8AEB3PE2ya53rUpQHAOiMp0n2S9nt9qO9lccdHlsB\nAJRRHgAAZZQHAEAZ5QEAUEZ5AACUUR4AAGWUBwDokLtJ9hUrVgwPDQ1NsVqtNqvVatu9e3eQVvl4\nnwcA6JS7SfYlS5ZUr127tlqrTF24PAAAyrg8AMCLA2+8bK6pKPfpJHuI2eKY/NCjypPsIiJbt24N\nff/994empqY6Xn/99Yphw4Z1+jLbleLyAAAdys3NLS4sLCz64osvyt56663Qzz//fODy5cvPlZeX\nHy0qKioMDw9v/81vfmPWKh+XBwB4cSUXQk/oPsl++PDhAVOnTm3q+vzSpUt/mj59erwW2US4PABA\nd9xNsqekpFwsLy83dX3N+++/P3jUqFGa/UVBLg8A0BlPk+wzZ86MKSws7CciMmLEiLZ33nmnXKuM\nlAcA6IynSfbMzMxTWuRxh8dWAABllAcAQBnlAQBQRnkAAJRRHgAAZZQHAEAZv6oLADoUGRmZPGDA\ngE6j0Sj+/v6ugoKCIhGRp59+OvTtt98e5ufnJ7fffnvDli1bKrXIR3kAgE51n2Tfu3dv4L59+wYX\nFhYW9uvXz2W32zX7Gc5jKwC4SrzxxhvDHn/88bP9+vVzifxt90qrLFweAOBF7Z5Sc3tVs08n2U3h\nAxzB6QnKk+wnT57sm5OTE/jUU09FBgQEuF544YWKCRMmOHyZ7UpRHgCgQ7m5ucUxMTHtdrvdf9Kk\nSQlJSUktnZ2dhtraWr8ffvihOCcnp//8+fNjKyoqjhqNvf8QifIAAC+u5ELoCe4m2cPDw9vS09Pr\njUajTJw40WE0Gl1VVVX+w4cP7/XHV7zmAQA642mSfcaMGfXZ2dmBIiL5+fkB7e3txvDwcE1e9+Dy\nAACd8TTJ3tLSYpg3b150fHx8kslkcv7+978/pcUjKxHKAwB0x9Mke9++fV1ZWVm6mGXnsRUAQBnl\nAQBQRnkAAJRRHgAAZZQHAEAZ5QEAUMav6gKADrmbZE9LSxt54sSJviIijY2NfoGBgZ3FxcV/9yu9\nvYHyAACd6j7Jvm/fvpNd/7x48eIRQUFBndokozwA4KrjdDpl7969wQcPHizRKgPlAQBeZGZmms+d\nO+fTSfbQ0FDHzJkzlSfZuz5+4MCBgSEhIe3JycmtvsylgvIAAB1yN8k+derUJhGRnTt3Bs+ZM6dW\ny3yUBwB4cSUXQk9wN8k+derUpvb2dtm/f/+Qb7/9VpMXyrvwq7oAoDOeJtlFRLKysgaNHDmyJTY2\ntl3LjFweAKAznibZRUR27doVPHfuXE0fWYlQHgCgO54m2UVEPvzww9O9HMctHlsBAJRRHgAAZZQH\nAEAZ5QEAUEZ5AACUUR4AAGX8qi4A6JC7SfZvvvmm30MPPWRpbW01+vv7u1599dXyiRMnOrTIR3kA\ngE51n2RfuXLliCeffPLHu+6668Lu3buDVq1aZf722281WdblsRUAXCUMBoM0NDT4iYjU19f7hYWF\ntWmVhcsDALwoLFplbm4q9ekk+4CBCQ5b4nPKk+yvvPJKRVpaWnxGRobZ6XRKbm5usS9zqaA8AECH\n3E2y7969e8izzz5bsXDhwvq33357yMKFC6O/+eabUi3yGVwulxbfFwB0Ky8v73RqamrN5b+yd6xY\nsWL4wIEDO1966aWIhoaGH4xGozidThk0aNC1TU1N/9X96/Py8kJSU1OjezITr3kAgM54mmQfNmxY\n+2effRYoIrJ3795Ai8XSolVGHlsBgM54mmQPDAwsX7Fihfmxxx4zBAQEOLds2VKuVUYeWwFAN3p7\nbKWKx1YAAF2iPAAAyigPAIAyygMA/p7T6XQatA7xc/y/3M6e/j6UBwD8vYKffvop6GorEKfTafjp\np5+CRKSgp78Xv6oLAN10dHT8n6qqqrerqqpGy9X1H9lOESno6Oj4Pz39jfhVXQCAsqupUQEAOkF5\nAACUUR4AAGWUBwBAGeUBAFD2fwG7BWfXCFDG5wAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"Yn1Q6Q-T02zk","colab_type":"code","outputId":"5feeb294-c02f-4520-e9b7-7039dcea5a53","executionInfo":{"status":"ok","timestamp":1584639378124,"user_tz":-60,"elapsed":1175,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":298}},"source":["# Evaluation on validation set\n","dur = times_val.cpu().detach().numpy()\n","eve = events_val.cpu().detach().numpy()\n","ev = EvalSurv(surv, dur, eve, censor_surv='km')\n","print(ev.concordance_td())\n","time_grid = np.linspace(dur.min(), dur.max(), 100)\n","_ = ev.brier_score(time_grid).plot()\n","print(ev.integrated_nbll(time_grid))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["0.7161687170474517\n","0.7052883560884027\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXoAAAD4CAYAAADiry33AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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aq\n60ZEklskXTdjgZ1h70uCskj1N7MCM1tmZu9rrYKZLQzqFFRUVHTio7tm+dZKiisO8eEzJ/b4d4mI\nxFpvDMZOdPd84EPAD81sassK7v6gu+e7e35ubm6PB/TY8h0M6p/GezuYkiQikgwiSfSlwPiw9+OC\nsoi4e2nwsxh4CTitE/FF3b6aOv761m7ef/o4+vdLjWUoIiK9IpJEvxLIM7PJZpYOLAAimj1jZkPN\nLCPYHg6cS1jffiw8uaqEo43Oh8+cEMswRER6TYeJ3t0bgEXAUmAD8IS7F5rZ3WZ2LYCZnWFmJcAN\nwE/NrDA4/ASgwMzeBF4EvtNitk6vampyHluxg7mTcjQIKyJ9RiSzbnD3Z4BnWpTdGba9klCXTsvj\nXgNO6maMnVJT18Bf1u4iPS2F7Ix+ZGWkkp6aQkqKsbmsmu37avnSpdN7MyQRkZiKKNEnkqdWlXDX\nksI29+dkpTPvxFG9GJGISGwlXaJ/e89BhmT24+nPnEvNkQaq647S0Og0utPU5EwanqVBWBHpU5Iu\n0W8qq2H6yIFMHp4V61BEROJCUi1q5u5sKqtm+sjsWIciIhI3kirRlx2so/pIA9M1o0ZE5JikSvSb\nykJPjMoboUQvItIsKRO9um5ERN6RdIl+WFY6w7IzYh2KiEjcSLJEX0OeruZFRI6TNIne3Skqr2GG\nBmJFRI6TNIl+V9URauoatIaNiEgLSZPo3xmIVaIXEQmXNIl+s2bciIi0KmkS/aayGnIHZjAkMz3W\noYiIxJUkSvRa+kBEpDVJkeibmpzNZTW6I1ZEpBVJkehLDxzm8NFGDcSKiLQiKRJ984ybGaPUdSMi\n0lKSJPoaAKap60ZE5F2SItFvLqtm1KD+DB7QL9ahiIjEnYgSvZnNM7ONZlZkZne0sv8CM3vDzBrM\n7AMt9t1sZpuD183RCjzcpvJqrXEjItKGDhO9maUC9wFXArOAG81sVotqO4CPAY+1ODYHuAs4E5gL\n3GVmQ7sf9juamkJr3GggVkSkdZFc0c8Fity92N3rgcXA/PAK7r7N3dcCTS2OvQJ4zt0r3X0/8Bww\nLwpxH7Nzfy1HjjZpDr2ISBsiSfRjgZ1h70uCskhEdKyZLTSzAjMrqKioiPCjQzQQKyLSvrgYjHX3\nB909393zc3NzO3XssccH6opeRKRVkST6UmB82PtxQVkkunNsRDaXVTN6cH8G9deMGxGR1kSS6FcC\neWY22czSgQXAkgg/fylwuZkNDQZhLw/Koib0VCl124iItKXDRO/uDcAiQgl6A/CEuxea2d1mdi2A\nmZ1hZiXADcBPzawwOLYS+G9CvyxWAncHZVHR2ORsqahh+gh124iItCUtkkru/gzwTIuyO8O2VxLq\nlmnt2EeAR7oRY5t2VtZS19CkqZUiIu2Ii8HYrmoeiJ2mgVgRkTYldKLfXB6aWpmnrhsRkTYldKLf\nVFbNmMH9GagZNyIibUrwRK8ZNyIiHUnYRH9sxo3650VE2pWwiX5HZS31DU26ohcR6UDCJvrmGTea\nWiki0r6ETfSbm6dWasaNiEi7EjbRbyqrYeyQAWRnRHTPl4hIn5XAiV5PlRIRiUTCXA4fbWxiS0UN\nKWakGBTvPcQF0zu3pLGISNWZBB4AAAlYSURBVF+UMIn+xy8U8aO/bz6ubOYoDcSKiHQkYRL92pID\nTByWyX9cMZOGpiZSU4zLZo2MdVgiInEvYRL9prIaTp84lKtPHh3rUEREEkpCDMYeqmug9MBhrTsv\nItIFCZHoi5pXqdTNUSIinZYQif7YcsSaTiki0mmJkejLqklPTWFiTmasQxERSTiJkejLa5iSm0Va\nakKEKyISVxIic4buglX/vIhIV0SU6M1snpltNLMiM7ujlf0ZZvZ4sH+5mU0KyieZ2WEzWxO8Huhs\ngLX1DZTs14wbEZGu6nAevZmlAvcBlwElwEozW+Lu68Oq3Qrsd/dpZrYA+C7wL8G+Le5+alcDLNJA\nrIhIt0RyRT8XKHL3YnevBxYD81vUmQ/8Ith+ErjEzCwaAW4u09RKEZHuiCTRjwV2hr0vCcparePu\nDUAVMCzYN9nMVpvZy2Z2fmtfYGYLzazAzAoqKiqO27epXDNuRES6o6cHY3cDE9z9NOB24DEzG9Sy\nkrs/6O757p6fm3v8ipRFZZpxIyLSHZFkz1JgfNj7cUFZq3XMLA0YDOxz9zp33wfg7quALcD0zgS4\nqVwzbkREuiOSRL8SyDOzyWaWDiwAlrSoswS4Odj+APCCu7uZ5QaDuZjZFCAPKI40uNr6BnZWHiZP\nM25ERLqsw1k37t5gZouApUAq8Ii7F5rZ3UCBuy8Bfgb8ysyKgEpCvwwALgDuNrOjQBNwm7tXRhrc\nlvJDAEzXjBsRkS6LaJlid38GeKZF2Z1h20eAG1o57ingqa4Gt+nYA8DVdSMi0lVxPcK5ubyGfqnG\npGGacSMi0lXxnejLqpkyPFszbkREuiGuM+jm8hrdESsi0k1xm+hr6xvYub+W6ZpaKSLSLXGb6IvK\na3DXjBsRke6K20S/SWvciIhERdwmej1VSkQkOuI20W8sq2bqCM24ERHprrjNopvLatQ/LyISBXGZ\n6GvqGig9cFgzbkREoiAuE/3mYOkDLWYmItJ9cZnom9e40RW9iEj3xWmir6F/vxTGa8aNiEi3xWmi\nr2baiGxSU6Ly2FkRkT4tLhP95rIapmtpYhGRqIhoPfre1Njk7D14RHfEiohESdxd0dc1NAIwY5Rm\n3IiIREPcJfojR5sAyFPXjYhIVMRhom8kMz2VsUMGxDoUEZGkEHeJvq6hibwR2aRoxo2ISFRElOjN\nbJ6ZbTSzIjO7o5X9GWb2eLB/uZlNCtv3laB8o5ld0dF3HTnaqIFYEZEo6jDRm1kqcB9wJTALuNHM\nZrWodiuw392nAf8P+G5w7CxgATAbmAfcH3xemxqanBlK9CIiURPJFf1coMjdi929HlgMzG9RZz7w\ni2D7SeASM7OgfLG717n7VqAo+Lx26TmxIiLRE0miHwvsDHtfEpS1WsfdG4AqYFiEx2JmC82swMwK\nMlKamDlqUOQtEBGRdsXFYKy7P+ju+e6eP330UEYN7h/rkEREkkYkib4UGB/2flxQ1modM0sDBgP7\nIjxWRER6UCSJfiWQZ2aTzSyd0ODqkhZ1lgA3B9sfAF5wdw/KFwSzciYDecCK6IQuIiKR6HCtG3dv\nMLNFwFIgFXjE3QvN7G6gwN2XAD8DfmVmRUAloV8GBPWeANYDDcBn3b2xh9oiIiKtsNCFd/zIz8/3\ngoKCWIchIpJQzGyVu+e3ti8uBmNFRKTnKNGLiCQ5JXoRkSSnRC8ikuTibjDWzCqA7bGOIwqGA3tj\nHUQUqT3xLZnak0xtgd5rz0R3z21tR9wl+mRhZgVtjYAnIrUnviVTe5KpLRAf7VHXjYhIklOiFxFJ\nckr0PefBWAcQZWpPfEum9iRTWyAO2qM+ehGRJKcrehGRJKdELyKS5JTou8jMtpnZOjNbY2YFQVmO\nmT1nZpuDn0ODcjOz/w0ekr7WzE6PbfRgZo+YWbmZvRVW1un4zezmoP5mM7u5te/qDW2057/MrDQ4\nR2vM7Kqwfa0+tN7M5gVlRWZ2R2+3IyyO8Wb2opmtN7NCM/tCUJ6Q56id9iTcOTKz/ma2wszeDNry\njaB8spktD+J6PFjWnWCZ9seD8uVmNqmjNkadu+vVhRewDRjeouwe4I5g+w7gu8H2VcBfAQPOApbH\nQfwXAKcDb3U1fiAHKA5+Dg22h8ZRe/4L+LdW6s4C3gQygMnAFkJLcKcG21OA9KDOrBi1ZzRwerA9\nENgUxJ2Q56id9iTcOQr+G2cH2/2A5cF/8yeABUH5A8Cng+3PAA8E2wuAx9trY0/ErCv66Ap/SPov\ngPeFlf/SQ5YBQ8xsdCwCbObu/yD07IBwnY3/CuA5d6909/3Ac8C8no/+3dpoT1vaemj9XKDI3Yvd\nvR5YHNTtde6+293fCLargQ2EnreckOeonfa0JW7PUfDfuCZ42y94OfAe4MmgvOW5aT5nTwKXmJnR\ndhujTom+6xx41sxWmdnCoGyku+8OtvcAI4PtiB6SHgc6G38itGtR0JXxSHM3BwnWnuBP/dMIXTkm\n/Dlq0R5IwHNkZqlmtgYoJ/TLcwtwwN0bWonrWMzB/ipgGL3YFiX6rjvP3U8HrgQ+a2YXhO/00N9m\nCTt3NdHjD/wEmAqcCuwG7o1tOJ1nZtnAU8AX3f1g+L5EPEettCchz5G7N7r7qYSegz0XmBnjkNql\nRN9F7l4a/CwHniZ0ssuau2SCn+VB9UR5SHpn44/rdrl7WfAPsgl4iHf+LE6I9phZP0JJ8Tfu/vug\nOGHPUWvtSfRz5O4HgBeBswl1lzU/njU8rmMxB/sHA/voxbYo0XeBmWWZ2cDmbeBy4C2Of0j6zcAf\ng+0lwEeDmRFnAVVhf37Hk87GvxS43MyGBn9yXx6UxYUW4yDXETpH0PZD61cCecHsiXRCA2dLejPm\nZkEf7s+ADe7+g7BdCXmO2mpPIp4jM8s1syHB9gDgMkJjDi8CHwiqtTw3zefsA8ALwV9jbbUx+npr\npDqZXoRG/N8MXoXA14LyYcDfgc3A80COvzNKfx+hfrx1QH4ctOG3hP5UPkqob/DWrsQPfJzQIFIR\ncEuctedXQbxrCf2jGh1W/2tBezYCV4aVX0VoRsiW5vMao/acR6hbZi2wJnhdlajnqJ32JNw5Ak4G\nVgcxvwXcGZRPIZSoi4DfARlBef/gfVGwf0pHbYz2S0sgiIgkOXXdiIgkOSV6EZEkp0QvIpLklOhF\nRJKcEr2ISJJTohcRSXJK9CIiSe7/A6Hk4y9K8boVAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"HMaD3Lpy4CYB","colab_type":"code","colab":{}},"source":["# Get test data\n","x_test = np.zeros((len(testdf), len(features)))\n","for i, f in enumerate(features):\n","  x_test[:, i] = testdf[f]\n","x_test = torch.from_numpy(x_test).type(torch.FloatTensor).to(device)\n","test_idx = pd.read_csv('random_submission.csv', index_col = 0)\n","test_ids = test_idx.index.values"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"0yxR6Iqp4GVe","colab_type":"code","outputId":"d2d3eaae-5af0-4d49-a4c5-bb0642af6155","executionInfo":{"status":"ok","timestamp":1584639636470,"user_tz":-60,"elapsed":984,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":279}},"source":["# Test predictions\n","_ = model.compute_baseline_hazards()\n","surv = model.predict_surv_df(x_test)\n","surv.iloc[:, :10].plot()\n","plt.ylabel('S(t | x)')\n","_ = plt.xlabel('Time')"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAY8AAAEGCAYAAACdJRn3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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B0Z7Z36XWWkOWxUplmXvHJC4ZEMX7yw/wws+7mdArHL2HttBVTk5N5bZSq8ibyWKxMHr0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\nAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"QX9brz994MLG","colab_type":"code","colab":{}},"source":["# Write Submission\n","\n","def predict(prediction, threshold=0.9):\n","    y_pred = []\n","    for _, pred in prediction.iteritems():\n","        times = pred.index.values\n","        for time in times:\n","          if pred[time] <= threshold:\n","            t = time\n","            break\n","        else:\n","          t = times[-1]\n","        y_pred.append(t)\n","    return pd.DataFrame(np.array([[y, np.nan] for y in y_pred]), index=test_ids, columns=['SurvivalTime', 'Event'])\n","\n","predictions = predict(surv, 0.9)\n","predictions.to_csv(\"deepsurv.csv\")"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"sdE7Qoot0QTW","colab_type":"text"},"source":["# DeepSurv with basic features"]},{"cell_type":"code","metadata":{"id":"PtV6asLEA1-v","colab_type":"code","colab":{}},"source":["# Load Features\n","traindf = pd.read_csv('input_train.csv')\n","train_labels = pd.read_csv('y_train.csv')\n","traindf = pd.merge(traindf, train_labels, on = 'PatientID')\n","testdf = pd.read_csv('input_test.csv', index_col = 0)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"HOOfSLgfA7tJ","colab_type":"code","colab":{}},"source":["# Get data in the right format\n","ids = traindf['PatientID']\n","times = traindf['SurvivalTime'].values\n","events = traindf['Event'].values"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"UkKH2pnnBEnC","colab_type":"code","colab":{}},"source":["# Get features\n","radiomics_features = ['original_shape_Sphericity', 'original_shape_SurfaceVolumeRatio',\n","                      'original_shape_Maximum3DDiameter', 'original_glcm_JointEntropy', 'original_glcm_Id',\n","                      'original_glcm_Idm']\n","clinical_features = ['SourceDataset_l1', 'Nstage']\n","features_names = radiomics_features + clinical_features\n","other_features = np.zeros((len(traindf), len(features_names)))\n","for i, f in enumerate(features_names):\n","  other_features[:, i] = traindf[f]"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"0C3JFfftDaNp","colab_type":"code","colab":{}},"source":["# NO TRAIN VAL SPLIT FOR CROSSVAL? SEE SKORCH\n","x_train = torch.from_numpy(other_features).type(torch.FloatTensor).to(device)\n","times_train = torch.from_numpy(times).to(device)\n","events_train = torch.from_numpy(events).to(device)\n","y_train = (times_train, events_train)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"ASOGO4w2A_oP","colab_type":"code","colab":{}},"source":["# Train Val split\n","x_train, x_val, times_train, times_val, events_train, events_val = \n","train_test_split(other_features, times, events, test_size = 0.25)\n","\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else 'cpu')\n","x_train = torch.from_numpy(x_train).type(torch.FloatTensor).to(device)\n","x_val = torch.from_numpy(x_val).type(torch.FloatTensor).to(device)\n","\n","times_train = torch.from_numpy(times_train).to(device)\n","times_val = torch.from_numpy(times_val).to(device)\n","\n","events_train = torch.from_numpy(events_train).to(device)\n","events_val = torch.from_numpy(events_val).to(device)\n","\n","y_train = (times_train, events_train)\n","y_val = (times_val, events_val)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"ERhrQqJ9BNAf","colab_type":"code","colab":{}},"source":["class CoxNet(nn.Module):\n","  \"\"\"CoxPH like model\"\"\"\n","  def __init__(self, H1 = 32, H2 = 8):\n","    super(CoxNet, self).__init__()\n","    self.net = torch.nn.Sequential(nn.Linear(8, H1),\n","                                   nn.ReLU(),\n","                                   nn.BatchNorm1d(H1),\n","                                   nn.Dropout(0.3),\n","                                   nn.Linear(H1, H2),\n","                                   nn.ReLU(),\n","                                   nn.BatchNorm1d(H2),\n","                                   nn.Dropout(0.1),\n","                                   nn.Linear(H2, 1))\n","  \n","  def forward(self, x):\n","    return self.net(x)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"y7YjlxiHBySs","colab_type":"code","colab":{}},"source":["net = CoxNet()\n","# optimizer = tt.optim.Adam \n","# (params = net.parameters(),lr=1e-3, betas=(0.9, 0.999), eps=1e-8, weight_decay=0)\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else 'cpu')\n","# {'params': net.mlp2.parameters(), 'lr': 1e-2} params = [{'params': net.mlp.parameters(), 'lr': 1e-3},{'params': net.resnet.parameters()},{'params': net.fc.parameters(), 'lr': 1e-3},]\n","optimizer = tt.optim.SGD(lr=1e-3, momentum=0.9, weight_decay=3e-4, nesterov=True)\n","model = CoxPH(net, optimizer = optimizer, device = device)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"s-SVTPpgB4l9","colab_type":"code","outputId":"5ce0ce32-1e77-41e1-8c57-b33a0d3c99f2","executionInfo":{"status":"ok","timestamp":1583837576859,"user_tz":-60,"elapsed":1302,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":300}},"source":["# Get best learning rate - OFTEN OVERESTIMATED\n","batch_size = 15 # TAKE A INT DIVIDING DATA LENGTHS OR DEFINE PROPER TORCH DATALOADERS\n","lrfinder = model.lr_finder(x_train, y_train, batch_size, tolerance=10)\n","lrfinder.plot()\n","plt.show()\n","print(lrfinder.get_best_lr())"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYMAAAEKCAYAAADw2zkCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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2aOZfb4YYec1xn1kSi/f3MLa3dXUlUfiT/qIuyprGdXRd1BiwSlGYwbPphTpxRw8exiTjuy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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0.01149756995397742\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"b0A4jRz6B7Xc","colab_type":"code","outputId":"fd5c7e92-19d8-46ec-ed12-5776486af64a","executionInfo":{"status":"ok","timestamp":1583837580471,"user_tz":-60,"elapsed":2575,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":702}},"source":["# Training \n","model.optimizer.set_lr(0.0001)\n","batch_size = 15\n","epochs = 50\n","callbacks = [tt.callbacks.EarlyStopping()]\n","verbose = True\n","\n","log = model.fit(x_train, y_train, batch_size, epochs, callbacks, verbose, val_data=(x_val,y_val), val_batch_size=batch_size)\n","log.plot()\n","plt.show()\n","print(model.partial_log_likelihood(*(x_val,y_val)).mean())"],"execution_count":0,"outputs":[{"output_type":"stream","text":["0:\t[0s / 0s],\t\ttrain_loss: 2.4429,\tval_loss: 2.2095\n","1:\t[0s / 0s],\t\ttrain_loss: 2.3900,\tval_loss: 2.1544\n","2:\t[0s / 0s],\t\ttrain_loss: 2.3255,\tval_loss: 2.1429\n","3:\t[0s / 0s],\t\ttrain_loss: 2.3226,\tval_loss: 2.1609\n","4:\t[0s / 0s],\t\ttrain_loss: 2.3322,\tval_loss: 2.1403\n","5:\t[0s / 0s],\t\ttrain_loss: 2.2812,\tval_loss: 2.1468\n","6:\t[0s / 0s],\t\ttrain_loss: 2.2513,\tval_loss: 2.1357\n","7:\t[0s / 0s],\t\ttrain_loss: 2.0632,\tval_loss: 2.1535\n","8:\t[0s / 0s],\t\ttrain_loss: 2.2358,\tval_loss: 2.1369\n","9:\t[0s / 0s],\t\ttrain_loss: 2.1639,\tval_loss: 2.1248\n","10:\t[0s / 0s],\t\ttrain_loss: 2.1825,\tval_loss: 2.1341\n","11:\t[0s / 0s],\t\ttrain_loss: 2.1505,\tval_loss: 2.1339\n","12:\t[0s / 0s],\t\ttrain_loss: 2.1825,\tval_loss: 2.1440\n","13:\t[0s / 0s],\t\ttrain_loss: 2.1151,\tval_loss: 2.1618\n","14:\t[0s / 0s],\t\ttrain_loss: 2.2074,\tval_loss: 2.0753\n","15:\t[0s / 0s],\t\ttrain_loss: 2.1749,\tval_loss: 2.1477\n","16:\t[0s / 0s],\t\ttrain_loss: 2.2066,\tval_loss: 2.1765\n","17:\t[0s / 0s],\t\ttrain_loss: 2.2191,\tval_loss: 2.1509\n","18:\t[0s / 1s],\t\ttrain_loss: 2.1475,\tval_loss: 2.1530\n","19:\t[0s / 1s],\t\ttrain_loss: 2.1626,\tval_loss: 2.1198\n","20:\t[0s / 1s],\t\ttrain_loss: 2.2397,\tval_loss: 2.1559\n","21:\t[0s / 1s],\t\ttrain_loss: 2.2141,\tval_loss: 2.1659\n","22:\t[0s / 1s],\t\ttrain_loss: 2.1345,\tval_loss: 2.1679\n","23:\t[0s / 1s],\t\ttrain_loss: 2.1313,\tval_loss: 2.1686\n","24:\t[0s / 1s],\t\ttrain_loss: 2.1073,\tval_loss: 2.1384\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXoAAAD4CAYAAADiry33AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEP5CiM1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hEBeLS1kwvR9WFq23X9x6W67VS5B70+XSV2TcdK3Uowe4OcKPpMx8opLOV3ea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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["-3.5926055908203125\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"zz-1TLiICAcn","colab_type":"code","outputId":"82167af0-865b-4f57-cbeb-7a44550ed819","executionInfo":{"status":"ok","timestamp":1583837584443,"user_tz":-60,"elapsed":1302,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":279}},"source":["# Validation predictions of survival\n","_ = model.compute_baseline_hazards()\n","surv = model.predict_surv_df(x_val)\n","surv.iloc[:,:10].plot()\n","plt.ylabel('S(t | x)')\n","_ = plt.xlabel('Time')"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAY8AAAEGCAYAAACdJRn3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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L7P1RGlNyLgnfHqEws4CVmCjA+vvLRkHXwY+XhjWr7vDL7a2zccyJSuK3lvXp5l6Fy80v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\n8hBCCOGy/weIWg/FdV9z0wAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"81-KScljCDDL","colab_type":"code","outputId":"ccb9382f-0fb2-47bc-b014-6174de47b652","executionInfo":{"status":"ok","timestamp":1583837587637,"user_tz":-60,"elapsed":1086,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":298}},"source":["# Evaluation on validation set\n","dur = times_val.cpu().detach().numpy()\n","eve = events_val.cpu().detach().numpy()\n","ev = EvalSurv(surv, dur, eve, censor_surv='km')\n","print(ev.concordance_td())\n","time_grid = np.linspace(dur.min(), dur.max(), 100)\n","_ = ev.brier_score(time_grid).plot()\n","print(ev.integrated_nbll(time_grid))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["0.7023266423357665\n","0.5279497430178988\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXoAAAD4CAYAAADiry33AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrwAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"pW1fKpyz0BYs","colab_type":"text"},"source":["# Classification"]},{"cell_type":"code","metadata":{"id":"mbCOdpzF0AFk","colab_type":"code","outputId":"dd01be76-30c0-4b1d-8b18-ef78cb605bf7","executionInfo":{"status":"ok","timestamp":1584472619417,"user_tz":-60,"elapsed":743,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":302}},"source":["y_train = pd.read_csv(\"y_train.csv\", index_col = 0)\n","\n","\"\"\" Low survival probability patients \"\"\"\n","dead_df = y_train.loc[y_train['Event'] == 1] \n","low_survival_index = dead_df.loc[dead_df['SurvivalTime'] <= 300].index\n","print(f'Number of low survival probability patients: {len(low_survival_index)}')\n","print(low_survival_index)\n","\n","\"\"\" High survival probability patients \"\"\"\n","alive_df = y_train.loc[y_train['Event'] == 0]\n","high_survival_index = alive_df.loc[alive_df['SurvivalTime'] >= 1000].index\n","print(f'Number of high survival probability patients: {len(high_survival_index)}')\n","print(high_survival_index)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Number of low survival probability patients: 66\n","Int64Index([384, 100, 173,  83, 149, 316, 340, 359, 210, 250, 262, 147, 224,\n","            272, 418, 116,  30,  29, 266, 175, 303, 367, 208,  17, 237, 355,\n","            294, 107, 397,  67,  24, 138, 124, 145, 126, 282, 382,  76, 196,\n","            309, 385,  43, 269,  21,  98, 183, 383,  26, 347,  14, 400, 328,\n","             15, 358, 159,  93, 255, 395, 346, 112, 345, 299, 373, 213,  56,\n","            365],\n","           dtype='int64', name='PatientID')\n","Number of high survival probability patients: 81\n","Int64Index([202, 284, 372, 394, 178, 135, 304, 164, 421, 143, 180,  53, 285,\n","             94, 338, 117, 333, 380,  48, 193,  70, 323, 334, 327, 195,  39,\n","            257, 331, 403, 388, 151, 308,  22, 130,  91, 275, 115,  42, 406,\n","              7, 268,  45, 305,  25, 184, 321, 174, 238, 142, 286, 288,  95,\n","            131, 256,  64, 148,  96,  68, 297, 188, 393, 247,  84,  36, 163,\n","            211, 391,  11, 401, 141, 279, 154, 362, 157, 381, 165, 409,  69,\n","             58, 261, 273],\n","           dtype='int64', name='PatientID')\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"X58y8sM68QEl","colab_type":"code","colab":{}},"source":["# Get labels of our restricted dataset\n","dead_df = y_train.loc[y_train['Event'] == 1]\n","dead_df = dead_df.loc[dead_df['SurvivalTime'] <= 300]\n","alive_df = y_train.loc[y_train['Event'] == 0]\n","alive_df = alive_df.loc[alive_df['SurvivalTime'] >= 1000]\n","df = pd.concat([dead_df, alive_df])"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"BfVJfh0r3ZkZ","colab_type":"code","colab":{}},"source":["class Classifier(nn.Module):\n","  \"\"\"Resnet Binary Classifier\"\"\"\n","  def __init__(self):\n","    super(Classifier, self).__init__()\n","    resnet = models.resnet18(pretrained = True)\n","    self.resnet = nn.Sequential(*list(resnet.children())[:-1]) # remove classifier\n","    for child in list(self.resnet.children())[:-2]: # freeze first layers\n","          for param in child.parameters():\n","              param.requires_grad = False\n","    self.fc = nn.Linear(512, 2) \n","\n","  def forward(self, x):\n","    x = self.resnet(x)\n","    x = x.view(-1, 512)\n","    x = self.fc(x)\n","    return x"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"tYrxazHp35FQ","colab_type":"code","colab":{}},"source":["class SlicesDataset(Dataset):\n","    \"\"\"\n","    Tutorial : https://pytorch.org/tutorials/beginner/data_loading_tutorial.html\n","    \"\"\"\n","\n","    def __init__(self, df_y, image_names, transform=None):\n","        \"\"\"\n","        Args:\n","            df_y (DataFrame): (PatientID, SurvivalTime, Event)\n","            root_dir (string): Directory with all the images.\n","            transform (callable, optional): Optional transform to be applied\n","                on a sample.\n","        \"\"\"\n","        self.df_y = df_y\n","        self.transform = transform\n","        self.image_names = image_names\n","\n","    def __len__(self):\n","        return len(self.df_y)\n","\n","    def __getitem__(self, idx):\n","        if torch.is_tensor(idx):\n","            idx = idx.tolist()\n","\n","        # Read, normalize and resize \n","        img_name = self.image_names[idx]\n","        best_slice = plt.imread(img_name)\n","        maxi = np.max(best_slice) \n","        mini = np.min(best_slice) \n","        scaled_slice = (1. * best_slice - mini) / (maxi - mini)\n","        scaled_slice = (255. * scaled_slice).astype('uint8')\n","        scaled_slice = self.transform(scaled_slice)\n","        scaled_slice = scaled_slice.view((3, 224, 224))\n","\n","        patient_id = int(os.path.split(img_name)[1].replace(\".jpg\", \"\").split(\"_\")[-1])\n","\n","        if self.df_y['Event'][patient_id] == 1 and self.df_y['SurvivalTime'][patient_id] <= 300:\n","          label = 0\n","        elif self.df_y['SurvivalTime'][patient_id] >= 1000 and self.df_y['Event'][patient_id] == 0:\n","          label = 1\n","        else:\n","          raise ValueError(\"Patient not considered\")\n","\n","        return scaled_slice.float(), label"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"M_6bOW6O4J2a","colab_type":"code","outputId":"e634811b-dcfe-44e4-82af-c80d369fd82a","executionInfo":{"status":"ok","timestamp":1584477510841,"user_tz":-60,"elapsed":788,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":50}},"source":["# Define Dataset and Dataloader\n","\n","data_transforms = transforms.Compose([transforms.ToPILImage(), \n","                                      transforms.Resize(224), \n","                                      transforms.ColorJitter(brightness=0.1, contrast=0.1, saturation=0.1, hue=0.1),\n","                                      transforms.RandomHorizontalFlip(p = 0.5),\n","                                      transforms.RandomVerticalFlip(p = 0.5),\n","                                      transforms.RandomRotation(15),\n","                                      transforms.ToTensor()])\n","\n","# Get patient ids / weak labels dataframes\n","df_train, df_val = train_test_split(df, test_size = 0.2, random_state = 0) # FIX SEED\n","print(\"len(df_train)\", len(df_train))\n","print(\"len(df_val)\", len(df_val))\n","\n","# Define dataset\n","dict_df = {\"train\": df_train, \n","           \"val\": df_val}\n","data_dir = \"train_data/images\"\n","\n","def format_ct_scan_name(patient_id):\n","  head = 'best_slices'\n","  generic_ct_scan_name = os.path.join(head, 'patient_{}{}.jpg')\n","  return generic_ct_scan_name.format(\"0\"*(3-len(str(patient_id))), patient_id)\n","\n","image_datasets = {x: SlicesDataset(dict_df[x], \n","                                   [format_ct_scan_name(i) for i in df_train.index.values] if x == 'train'\n","                                   else [format_ct_scan_name(i) for i in df_val.index.values],\n","                                   data_transforms)\n","                  for x in ['train', 'val']}\n","\n","# Define dataloader\n","batch_size = 16\n","dataloaders = {x: torch.utils.data.DataLoader(image_datasets[x], \n","                                              batch_size = batch_size,\n","                                              shuffle = True, \n","                                              num_workers = 4)\n","              for x in ['train', 'val']}\n","dataset_sizes = {x: len(image_datasets[x]) for x in ['train', 'val']}"],"execution_count":0,"outputs":[{"output_type":"stream","text":["len(df_train) 117\n","len(df_val) 30\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"R8pgv5bAAD3q","colab_type":"code","outputId":"668bb97c-a508-4bb1-b3dc-e9a581a1d63a","executionInfo":{"status":"ok","timestamp":1584477529519,"user_tz":-60,"elapsed":15853,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["# Define Model\n","model = Classifier()\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else 'cpu')\n","model.to(device)\n","print(torchsummary.summary(model,(3, 224, 224)))\n","optimizer = optim.SGD(params = model.parameters(), lr = 1e-3, momentum = 0.9, \n","                      weight_decay = 3e-4, nesterov = True)\n","criterion = nn.CrossEntropyLoss()\n","epochs = 10\n","\n","for epoch in range(epochs):  \n","    running_loss = 0.0\n","    count = 0\n","    for i, data in enumerate(dataloaders['train']):\n","        # get the inputs; data is a list of [inputs, labels]\n","        inputs, labels = data\n","        inputs = inputs.to(device)\n","        labels = labels.to(device)\n","\n","        # zero the parameter gradients\n","        optimizer.zero_grad()\n","\n","        # forward + backward + optimize\n","        outputs = model(inputs)\n","        loss = criterion(outputs, labels)\n","        loss.backward()\n","        optimizer.step()\n","\n","        # print statistics\n","        running_loss += loss.item() \n","        count += len(labels)\n","        if i % 10 == 0:\n","          print('[%d, %5d] training loss: %.3f' % (epoch + 1, i + 1, running_loss / count))\n","\n","    correct = 0\n","    total = 0\n","    with torch.no_grad():\n","        for data in dataloaders[\"val\"]:\n","            images, labels = data\n","            images = images.to(device)\n","            labels = labels.to(device)\n","            outputs = model(images)\n","            _, predicted = torch.max(outputs.data, 1)\n","            total += labels.size(0)\n","            correct += (predicted == labels).sum().item()\n","    print('Validation accuracy: %d %%' % (100 * correct / total))\n","\n","print('Finished Training')"],"execution_count":0,"outputs":[{"output_type":"stream","text":["----------------------------------------------------------------\n","        Layer (type)               Output Shape         Param #\n","================================================================\n","            Conv2d-1         [-1, 64, 112, 112]           9,408\n","       BatchNorm2d-2         [-1, 64, 112, 112]             128\n","              ReLU-3         [-1, 64, 112, 112]               0\n","         MaxPool2d-4           [-1, 64, 56, 56]               0\n","            Conv2d-5           [-1, 64, 56, 56]          36,864\n","       BatchNorm2d-6           [-1, 64, 56, 56]             128\n","              ReLU-7           [-1, 64, 56, 56]               0\n","            Conv2d-8           [-1, 64, 56, 56]          36,864\n","       BatchNorm2d-9           [-1, 64, 56, 56]             128\n","             ReLU-10           [-1, 64, 56, 56]               0\n","       BasicBlock-11           [-1, 64, 56, 56]               0\n","           Conv2d-12           [-1, 64, 56, 56]          36,864\n","      BatchNorm2d-13           [-1, 64, 56, 56]             128\n","             ReLU-14           [-1, 64, 56, 56]               0\n","           Conv2d-15           [-1, 64, 56, 56]          36,864\n","      BatchNorm2d-16           [-1, 64, 56, 56]             128\n","             ReLU-17           [-1, 64, 56, 56]               0\n","       BasicBlock-18           [-1, 64, 56, 56]               0\n","           Conv2d-19          [-1, 128, 28, 28]          73,728\n","      BatchNorm2d-20          [-1, 128, 28, 28]             256\n","             ReLU-21          [-1, 128, 28, 28]               0\n","           Conv2d-22          [-1, 128, 28, 28]         147,456\n","      BatchNorm2d-23          [-1, 128, 28, 28]             256\n","           Conv2d-24          [-1, 128, 28, 28]           8,192\n","      BatchNorm2d-25          [-1, 128, 28, 28]             256\n","             ReLU-26          [-1, 128, 28, 28]               0\n","       BasicBlock-27          [-1, 128, 28, 28]               0\n","           Conv2d-28          [-1, 128, 28, 28]         147,456\n","      BatchNorm2d-29          [-1, 128, 28, 28]             256\n","             ReLU-30          [-1, 128, 28, 28]               0\n","           Conv2d-31          [-1, 128, 28, 28]         147,456\n","      BatchNorm2d-32          [-1, 128, 28, 28]             256\n","             ReLU-33          [-1, 128, 28, 28]               0\n","       BasicBlock-34          [-1, 128, 28, 28]               0\n","           Conv2d-35          [-1, 256, 14, 14]         294,912\n","      BatchNorm2d-36          [-1, 256, 14, 14]             512\n","             ReLU-37          [-1, 256, 14, 14]               0\n","           Conv2d-38          [-1, 256, 14, 14]         589,824\n","      BatchNorm2d-39          [-1, 256, 14, 14]             512\n","           Conv2d-40          [-1, 256, 14, 14]          32,768\n","      BatchNorm2d-41          [-1, 256, 14, 14]             512\n","             ReLU-42          [-1, 256, 14, 14]               0\n","       BasicBlock-43          [-1, 256, 14, 14]               0\n","           Conv2d-44          [-1, 256, 14, 14]         589,824\n","      BatchNorm2d-45          [-1, 256, 14, 14]             512\n","             ReLU-46          [-1, 256, 14, 14]               0\n","           Conv2d-47          [-1, 256, 14, 14]         589,824\n","      BatchNorm2d-48          [-1, 256, 14, 14]             512\n","             ReLU-49          [-1, 256, 14, 14]               0\n","       BasicBlock-50          [-1, 256, 14, 14]               0\n","           Conv2d-51            [-1, 512, 7, 7]       1,179,648\n","      BatchNorm2d-52            [-1, 512, 7, 7]           1,024\n","             ReLU-53            [-1, 512, 7, 7]               0\n","           Conv2d-54            [-1, 512, 7, 7]       2,359,296\n","      BatchNorm2d-55            [-1, 512, 7, 7]           1,024\n","           Conv2d-56            [-1, 512, 7, 7]         131,072\n","      BatchNorm2d-57            [-1, 512, 7, 7]           1,024\n","             ReLU-58            [-1, 512, 7, 7]               0\n","       BasicBlock-59            [-1, 512, 7, 7]               0\n","           Conv2d-60            [-1, 512, 7, 7]       2,359,296\n","      BatchNorm2d-61            [-1, 512, 7, 7]           1,024\n","             ReLU-62            [-1, 512, 7, 7]               0\n","           Conv2d-63            [-1, 512, 7, 7]       2,359,296\n","      BatchNorm2d-64            [-1, 512, 7, 7]           1,024\n","             ReLU-65            [-1, 512, 7, 7]               0\n","       BasicBlock-66            [-1, 512, 7, 7]               0\n","AdaptiveAvgPool2d-67            [-1, 512, 1, 1]               0\n","           Linear-68                    [-1, 2]           1,026\n","================================================================\n","Total params: 11,177,538\n","Trainable params: 8,394,754\n","Non-trainable params: 2,782,784\n","----------------------------------------------------------------\n","Input size (MB): 0.57\n","Forward/backward pass size (MB): 62.79\n","Params size (MB): 42.64\n","Estimated Total Size (MB): 106.00\n","----------------------------------------------------------------\n","None\n","[1,     1] training loss: 0.070\n","Validation accuracy: 56 %\n","[2,     1] training loss: 0.039\n","Validation accuracy: 70 %\n","[3,     1] training loss: 0.034\n","Validation accuracy: 70 %\n","[4,     1] training loss: 0.030\n","Validation accuracy: 70 %\n","[5,     1] training loss: 0.024\n","Validation accuracy: 70 %\n","[6,     1] training loss: 0.029\n","Validation accuracy: 70 %\n","[7,     1] training loss: 0.023\n","Validation accuracy: 73 %\n","[8,     1] training loss: 0.030\n","Validation accuracy: 63 %\n","[9,     1] training loss: 0.031\n","Validation accuracy: 63 %\n","[10,     1] training loss: 0.013\n","Validation accuracy: 73 %\n","Finished Training\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"jambAq-AORLC","colab_type":"code","outputId":"ab3c376f-7c7f-4546-b4ab-8d36a1858117","executionInfo":{"status":"ok","timestamp":1584480257269,"user_tz":-60,"elapsed":14596,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["class Extractor():\n","    \"\"\"Extract activations, gradients from target layers and get output of the network\"\"\"\n","\n","    def __init__(self, model, target_layers):\n","        self.model = model\n","        self.target_layers = target_layers\n","        self.gradients = []\n","\n","    def save_gradient(self, grad):\n","        self.gradients.append(grad)\n","\n","    def __call__(self, x):\n","        \"\"\"Assumes that the network has a net.resnet key\"\"\"\n","        activations = []\n","        self.gradients = []\n","        for name, module in self.model.resnet._modules.items():\n","            # Pass through convolutional modules\n","            x = module(x)\n","            if name in self.target_layers:\n","                # Hook gradient at target layers\n","                x.register_hook(self.save_gradient)\n","                activations += [x]\n","        # Get output of the network\n","        x = x.view(-1,512)\n","        x = self.model.fc(x)\n","        return activations, x\n","\n","class Grad_CAM:\n","    \"\"\"Compute heatmaps corresponding to the 3 most likely classes\"\"\"\n","    \n","    def __init__(self, model, target_layers, use_cuda):\n","        self.model = model\n","        self.model.eval()\n","        self.cuda = use_cuda\n","        if self.cuda:\n","            self.model = model.cuda()\n","        self.extractor = Extractor(self.model, target_layers)\n","\n","    def __call__(self, input):\n","        features, output = self.extractor(input.to(device))\n","            \n","        cams = []\n","        # Iterate over top 3 classes\n","        # Only backwards loss related to the class idx\n","        idx = np.argmax(output.cpu().data.numpy())\n","        one_hot = np.zeros((1, output.size()[-1]), dtype=np.float32)\n","        one_hot[0][idx] = 1\n","        one_hot = torch.from_numpy(one_hot).requires_grad_(True)\n","        one_hot = torch.sum(one_hot.to(device) * output)\n","        self.model.resnet.zero_grad()\n","        self.model.fc.zero_grad()\n","        one_hot.backward(retain_graph=True)\n","            \n","        # Extract gradients, activations\n","        grads = self.extractor.gradients[-1].cpu().data.numpy()\n","        activation = features[-1]\n","        activation = activation.cpu().data.numpy()[0, :]\n","            \n","        # Compute Heatmap and rescale between 0 and 1\n","        weights = np.mean(grads, axis=(2, 3))[0, :]\n","        cam = np.zeros(activation.shape[1:], dtype=np.float32)\n","\n","        for i, w in enumerate(weights):\n","            cam += w * activation[i, :, :]\n","\n","        cam = cv2.resize(cam, (224, 224)) # Default interpolation seems to give decent plots\n","        cam = cam - np.min(cam)\n","        cam = cam / np.max(cam)\n","        cams.append(cam)\n","        return cams\n","\n","def show_heatmap(img, cam):\n","    \"\"\"Show Heatmap combined with the original image and alone\"\"\"\n","    heatmap = cv2.applyColorMap(np.uint8(255 * cam), cv2.COLORMAP_JET)\n","    heatmap = np.float32(heatmap) / 255\n","    cam = heatmap + np.float32(img) \n","    cam = cam / np.max(cam)\n","    plt.imshow(np.uint8(img * 255))\n","    plt.show()\n","    plt.imshow(np.uint8(255 * cam))\n","    plt.show()\n","    plt.imshow(np.uint8(255 * heatmap))\n","    plt.show()\n","\n","train = [format_ct_scan_name(i) for i in df_train.index.values] \n","val = [format_ct_scan_name(i) for i in df_val.index.values]\n","\n","def normalize(best_slice):\n","  maxi = np.max(best_slice) \n","  mini = np.min(best_slice) \n","  scaled_slice = (1. * best_slice - mini) / (maxi - mini)\n","  scaled_slice = (255. * scaled_slice).astype('uint8')\n","  scaled_slice = data_transforms(scaled_slice)\n","  scaled_slice = scaled_slice.view((3, 224, 224))\n","  return scaled_slice\n","\n","data_transforms = transforms.Compose([transforms.ToPILImage(), \n","                                      transforms.Resize(224),\n","                                      transforms.ToTensor()])\n","\n","gradcam = Grad_CAM(model=model, target_layers=[\"7\"], use_cuda=False)\n","for i in range(5):\n","  img = normalize(plt.imread(train[i])).to(device)\n","  cam = gradcam(img.view(1,3,224,224))\n","  show_heatmap(img.cpu().detach().numpy().transpose(2,1,0), cam[0])\n","  img = normalize(plt.imread(val[i])).to(device)\n","  cam = gradcam(img.view(1,3,224,224))\n","  show_heatmap(img.cpu().detach().numpy().transpose(2,1,0), cam[0])"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAQEAAAD8CAYAAAB3lxGOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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0poxncfPTuQNd1gzcLLSwstOU1U19HVzNt099l4JCTOkbxK2tMq21lq5SMbU8hZ/EEUXkq5SD7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\n8Wjs0cDbo+UmqY4nJ/T+8jIqujwGGBIIpLqHKHbFOMacW7Vbj3nZY9hOFe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qVTLxicKRAKpBhn8GFMW/ifNRW2WrjermMTljF9RCF4kbfGk1azNecEuHUySSHNM6z\nRGOUerDQ+HcKNLFuke9OEfL4VeEEROS3An8b8N8Cvx34PSLyjwH/HY4W/r8ffIEgd0rkUenNcrx0\nLojMXQ0n3zTGZg1ugCg5mfMDPMCu5qO643XEMrLkbMDkAiYnIDLJljNPkAKNHn/rXXvuBNwBqDKc\ngNS5UHvvXrmI4SFD9MK8UaOI/qYigGSu7zDcRTP9HO1Fl0jOFNZkNObMzpdT/h7cgcjymhavuWgE\n0vAXh0IYckl0keSeV+NQMYrEMFGv63npz0X9jDxuWvIc+W0efMcY7ygLJoTP9vCTOq47I667ctSD\noewLJ1zWXH0JMKV4NPYyJPi0YChS2ZoTdP1xsOsxhDyK0rtg+wwU5Y1zgRigunka0FrzuxLpYlYL\nrtt1oJCR9i59BD3WerGwD8nA5M6oh/R96Blkouaxxr7n+KWdgIh8AfzHwD9jZl+LyL8O/P64vL8f\n+JeBf+I7/m7sOyDtN7iBVvfU49wVDjnIseCmU2knIRsdHm44ijJqz/uxh4DIa8cO5xLe23IueRPn\n+U0GVoczcEM/owb/fR/OQbU4ySjnsDBaUtMBBDMtLDLh77pPmR6sxhhGNww5IbxkxM5ya6QLw9DP\njqNYQvTFgOUNQhjfR4cla+YyjX5NN8a1Sd5hXLNwoqOKkdxC/H4tBcr5mqXG3/DRY6STjj9PCTDF\n82+EOXYsyoMlDN/CsReRwD4zcq7nYHpeG5JVK53Qf0yKtrku87VyEM62eQqwbRdEhKMfzivU6iTg\n9cr1cnWuqqv/3tzhpZZlnbbtKcmcIfBWdj4dxFmW/n3HL+UERGTDHcC/Z2b/iV9D+3PL7/9N4D//\nrr+1Zd+B9vTXm5hQ8bxoREgVjnKwy+750eEltizJFCoruyrOFrmXPZxT2Nmp3GmlUaT6wlzyKmdu\no2GFmWKMeutgfnNvgUQM86q6wziiKcmB9MCGgehPuZq/63Bgp+EiAlIsRpQt9eXM0Yfx9nAGk8Rz\n44xoLp4GFLOA328qBYsTS3QgMp9XJOv5MFIiUiswdQNidmL+87WTN0gjNzxvnmjCfzacAbnIg4gz\nrw7p7oKebL3tkatoOAA7As6X4go8UjDk9/o4+tiYppU2EaHkPILlpihjWnH6eREvEVrg0BIDUB15\nL2tJI9qakP0VpRYuNYeIeiqAwXH43hqXbRKFl+3Cvd/ZH/uckBznkaghHV++7yotTuL6rRMY1aof\n8AK/THVAgH8L+ONm9q8sP//NwRcA/EPA//ILvZ7NCOmwqqBiNGlsZRvKPrVJWPk6Dlin7sGHR1dC\nSNLZ7cCK0WqKevpAAvKtvBvcyDP6x4K1HDq6qOWGIzAsyawSlP4qC4bzzXkbffx/wm9EGMwjKwhp\n6JZM/ozWgsbNToJtzeMZhlo378IAACAASURBVD8rAkkmZodfIIp0FKIzYqaTiNShntKIoVcLAjAc\nxJtIb/EzRkqRqsa0NJv3T5eIFlxK3qdSargug96nQTBJxJo6exw5Ho/DnYB5AKlUr0DFWsnNbbCJ\nPMZYLxVUPJiUdAJSvMxok1DMJiCJBh/RWe/frpeYot0orYxS+NYalxYO4HKhloqJi5lG9O9egswl\nkSnkSJuLze7Ct/a0/PNA9/2298sggd8O/KPA/ywi/1P87PcBv0tE/tZYzX8K+Kd/7IW848troj3b\nRKtH/Noqm26+HdNx+GKR6A6EkVImST04hICJpka3A4pLbGfZL4Q9Q8GScLUvX/uCBFIzIMxZgsZo\nN6NSawOumG2YVHouFrFlg5E3DxFX1QQPIOkMFjABDJFOiRwbmxFZhGGU43mLgwiLHnTDTCtWlj9e\nN4/FWGFqDvL9R1pANhQlux9NSCMinp3C7D+QJa0IhxiGmQNOR+uzgeM+F+ocdoz8n9R2rZtvhLBL\nZQpxtKujxKLTuWTQSLSWcFvn/2vk2xhDXDbKv4EqB5kd711aiZF3m0+8Gt2CMlKEp6dnnq5P7gDq\nIgeOTXgClI7uyJyQ7VO2Nr/SewaquSFJOotv+4WfAAmY2R/9nlf+hfYaOB/OBVj3JhJiWo4gtLIh\nTULyeQT4z1bKYPBCBpxOYL2Rqup14yjxhVITESM2OYrP84ZgGo9EAEEIlRQGWZAybgoijVIuwAWz\nC90Kxu698Lm4y5LHDQdAnFBcihiwlBUKqQZ1QnvXCdgCydeqQGznJSvkjzy+2Cgvrrk+IyvOO5HP\nyVJgsPeOocfrlcXovcTnvgx8LDyh9Csr+gjHOxxWfNwkdkdum/0Bi2P3QRyVXmKwaOT5cZWG0RB+\nOZ2EHk6qaY8OUqkjqudngaUUl+ll3DMz15VQbej5Jzz3EH2G3nPqVWsthqTW4Sxa8aGiT09PvDy9\nuFitW+hYwmFpj/W/OBfxdvvturFdL9MZPrwykOssSc9xLWe31vcen4RiUABM6PvBvu8xcEGjgaJQ\n24X9sftNicYOb/MMGmrJ4RLZZ47kwycyr+oDzs+hHDLY/TlifKKBMxkIOXC092gCogKd1ohRUdtw\nAtqVIzshF5ImuQi/x4M0GLkmev55WYi1ilKL0WwVD63CoGlkmQoMAwxYX4NYzItfbSUVsxIwHYEf\n51RidiUmWgDQhYNIJBGVgHRaLApESxHSBK6jSNDdGVRiIm/18tnO7huCZuQbEVs5iguH+u7wfayB\nNKZIEZJFlzWQxLoZa6JMR2TqBJ3UMmr3DPbfXyI1LFVcFryVzTmI1JCEA3l+eub5+Zlru9Bqwycx\n7dwfDx77w3knEWqZVQRwrcJwLFvzwS0avRAYrXqqVHLStRTWrcl+6PgknAAI0uF4HNxf7+5tLzZy\npVa9hipWXBiCzfnxC2RcHUGhDHjtPMAk9rIEuDoB1f3N72cH4ZkzyNFPEUWlIeKjsLat0doVkQt7\nF/bHQTmKdw2uN0RmHMo5dlneTHvK3WuAaAYK4xShYTTxXXCG4m6w+XE9ZaIFYWryVz48B4CkjLim\n2Gj06kIa72hRTl7CPDVJKn0tQQ7nYd4CPJSAAwGsWoYoq1lWfCYZi6TSrrmIRjbudh99935tporU\ndjcKKUKLydNeFnSvr0fOOJwsvgcggpqYDiB/bsSkJIsyb1alkgzNqxlOvlVPAy5tG44okV+tlefn\nZ96/fz8+6/1253a/8/HjRx6PB13VtQItdtzavaeglphJGOPJzXbfg+Lw3Z18tD1jVFlu2OPn+MPH\np+EEIu86Hj5LHsNHJTeo0mh184EU0eo5WPU19wnY6JxA5JeSBB9ML5F5vqBahg77fDrTyNfHTBE0\nUEOytC43tqHEm+TN23ptnotr0KfKa7DBW3wWZMLiOJcijgKqVDYkBDkz8udrD6NfDDNRAIEgivST\nYGjt8kOIKHnWCZTI9wtB5pktKYMbfRnX6/z+Rfo4r3E7Fv+aWoBB0xoU827AWtpU0jWfJziiuUwO\naKhID+cDpLrCsEqlVEND8JMpx6CD3tweEcitwsY9j/K0Wh9QO5mNQgz/KI26TBAuMbKsVt9w9HK9\n8PR05el6ZX/4jlePh+99eb/dfSBMBLYkN31XIYn27JiVALGLtitd+5iQPT7BzAB+AUfwSTgBNeO4\nxT7shzm5TqFIpUllC2jkMHF64fykg0xKZdmAdukIiNIdIx2YUb5wJgbP1YBVNQjZwZWDHBSPuj1G\nlj8Q2SmloeaXdpSUbFmkSTzlANF8sCABW/iDyP1FoBZjK+JOQAejFVr6RegzovMq8IEh/R0kXZ9O\nJIzfI/406vFw+AQLqijmLczRmomm4dv6+umUwgEt18GhfNzK6afdAcTYr615nf16vXJv97GpSIpz\nxhTBBdYD0IM9b6ESJTZtUbzdceqT8vZChpgAObkPAhaGl/V5ynD0BSfstuppQK1lwnJ8l6Gnpyee\nn57ZLt492Hvnfr9zu71ye9x4PB5k9aHkHIkxuzF/7vn+3CvDH9p1OEVTi70YWBDn+bK8PT4JJ2Dq\n25Bpz5xd5vSVKK/URUP+9m9HNBl6b1kQQMaWWfab+T3MyzMNfnSEJeJYZK+r0tAdRUHkoPedfd8R\neVBr83cMosbEvuUIEvprKuS2yQtkx6RZkFECrRitRCttVRrV3ZdlMJuGOnJ7WcnBzPenA5g1ej+y\nVDhq/MvzxnMWHUEZ6r/c8GQijiEvJrmJmRKQIp+8X8v1sITl0cLtG6sWttK4titb9NhrXcp8RWP2\nY0Y9GVAekyEeQgn20vUIOaJOxOI0/PljcYzUxMbraXyemvX5+NdqG9WAEt1/6SSSCHx+fqZdtlC7\nKvfbndfXG4+7tzi32pxbyG7UTCdMqK3EQFkbVYQjZkqu4/HmXhuCvLGV7zs+DSdgxn5/eMOHVFrZ\nuLSLkycl2FyTSQBm9J9Z3WSYgczbsxPQI/+BNwatuX62rEzxhROEKQHueJ+UR8Z8LahRTZBRHTDz\neftmt4jgHjVk85uahrJC4O/Tc0sLbXjzQSdbwVnlcjgKKHHjrKAmrtF/2wswjG8hBZcIXUK2a5aQ\nneEUKsl3pKGlg2CUCOviQBL2Z2kyCcocRjqkzBAlPTmRoGMjkMWhYxK5+M4hDVVzdFCmYQyWPnq9\nJLYuT6fS1bByhN6f2RO2xILIylawN++D+CBUYRsdjGISObeMztYmTl5uW6PUOs4tpciX5wsvL888\nPz0jCLf7jdfbK6+3Vx6Pu88miOjf6tyVmMJEBKNBTcdmOScNxUI65/mN0tePHJ+GE1DluB/jBl+q\na6mv25WtOMGSo58sIV4yykm2GcjQkmvk6EdUAozJ+M+7nJ10EixQagjcYWQ3YYqDsnbtz81cxNMM\nIeftH0eZpcTLhlyc1DkG0Raf2WwmamV+HWRlNIlsxXcZutTOVjYuRdlEqLFwRT0/n5Fex8uJveEE\nBgoI3b51xI7BH8x24vC0cY0SwmdpsopF2sB43UQHNRx0Th5OCUQxQMWHvsY8h1X2O+5LGHCOEvNJ\nYD48teS4bnyQx7Hr2IZ8ogIX1xzmDUTd+ggWCd1zu/XhAMj7KqNaO6TpgcSAmNNqkZ/7oyVnsW1D\nFuyKv0lsXrYLzy8vPF2euD/uPO4PdwKvr9zvDz/34AFqyy3J/OR82nCZY+bE2PuDQ2PCcl3KgRJp\nRJKbS/37h0DBJ+EEQMZY5RqeVA/leBw+WKEJokHwUOZOs8kJjKYQG1A9G4LyWOv+uWosLo5fq0n+\nZd9AKYkSlkR+DSMkemCUIdeBpJh5I83isSOs+vZZDScCN9CLjmGi43wloWiIXWzHdOeQg2YP6A/o\n+1DhZYXAHWJyG6vxh0Pz7PEE0z2Pn2nL2mY8Ir2EuCcRgQF6/n1qn1qZVYFiNlC2N/1M+G0p9c6m\noRR8LdG5a+f28c7XfM3Hbz6O9vLBD9lEgmPXofRjmckk3xGlP4v7YtFfkLdXJmZh+OkMOMVhdmuN\nS91obfN0pcydhJD4LM3YYoDI09MTT9cntsvGx9ePvL6+0rvrTtrmUuYaQqB1BHkGCREZ6YYHm2MQ\nguPzZ/CI8801tJjY9x6fhBMoImz14pqAcAL7/aDwIFt/C4WtbvTqJJzGxpulFKT6GCvEO/g8DXDn\nMCsCa80/8kAzEspnhJ8IQH1YZkR5WDkEffPVH/78LM0kgThv0lhfxdtLy1aRq8AV9KocbR+/zxqw\ndUPpmOyo7tELceOwG+gd6Ts5LixHmXljj+9DsChuvEGrMEd0j/ybkf9mN2BN+E9IfuO1awl1YLyO\nk5mOjESct2gFmoTUJaNQqvsCsUXAnjs/JSWzDs/EqwaqnQ/ffODx8cF+7DxuD/o+B4IM0piYdRhr\nv1gZvG/m156gqCtPY+frMdgjLWWkBjYwHyKIxFqrle164bJdPEqX6og1d82OC7xdLu4Anp64Xq8+\nk6Irt9srx+Eb6VyuG4UQEyWShSBYGeRg23zLPd/i7c5x9KkuzPWViHUu1tPH+b7jk3ACiIxNKMAX\nxnHsAeUzF7IxoVXWPQMTEEQ0T0JwEnvfLvXN3zPKeueIn6hAmIhqRRdr1aCM9xRZHcAS3WxyGPl5\nXQIaKGcTeu0+I68Gd5AOwxTswGynS8frww+63in6wOxwgyoyhnMUFJ88uch+RahitIS7TI2BT1x3\nXf9UIE4kAI4s3AFALbDF7MBuBTVGmpD7EVQxT+HAnUQ3FwDJzNsdBDivcuYDWCop4vMB9hs3u812\nYpsE6hg7zoIIlmrLKCWbzGIQCxdgjixTWCb53IFXxFGdTEWgqwI9FfByXhnvU5uj2uenZ7744h1P\nT09DuLTvO4/Y/TrZ/pHPR4fpiZ8o4nto1BAJxbZ5PcfNv9Er5J/J8v1bMv3t8Wk4ATP6rhxRlqvx\ngcWEXXZQOGIf+krFohtsin2M3j1/X+v7tijtJi6EWQU4n0ZWJUqwt1NBmETZfF7mj/M1hFl9SM88\nLG4s2PTWJ9Jm+ZkUGZFEyKacaBAarcBJyHlpzsIvyQLBpdgwslKEJl5eHAIiy9THnYzv8jPHjkuk\nNUY2GXU37uApSgngXN3GZyvzel87xMagpjMlUxizI/WwmS5l3393ReAge1PckwNZiOk/MGY25D4A\no9wqM10YDiE6TB1B+HsWKVD9OklKbglHLmmQYVb5Ja6bWkin43m9d1prHvmfrnz1/it+9ht+5mPu\noiSYm+36ddAhCjupSTM1kZAKbxttiy3XFrQydBKByCScrqd1ExH8leEEALMjcp3uLGu5Uquw7wyi\nrxSo1fFyWYiPlPya9cUQZwPQNMy3OT2D3Y+zWCoAurwmkT4wIsVbhzDd9+KDZf7/eF7+/Uw9Z+Qf\nTUQymoiyxJctxOkAshavY8hIRFaFEI8hUlxZGI/M0yUWsJnik5x7oABdM2JkcQDO8le24lui18j9\nVR2FjIiKkqMaTOeAkGGco/TGmPiDMYnCQFCj02+dv8A00oJHyEKhbDGIo8SGpJaDX2KsfN7yEhcp\nDHpVB8ry2vNWxjfJL0hwCrizUVV3IKFGVFUuZeP6dOX9l+/56qv3/OyrrzgeBx9+/pHX2yv7Pp2A\n5fZ2xlAVOhoOpMOUCo8diMIJGRko5gSiwSGV/OkSaH7AD3wiTsCN0pl6ZdsKT09zCMM5rz8G+VZK\nzlqTYewp9jlLe235GhnXUP7BLP/ZKA+uTUSpAvwuB7A6mflZFpSRPiK/x8mlBJr5JycBVDoDOM8U\njPNOw/Snpmw4+wY8LSDSgrHXwOgN8Dcp4SjVDor22YIsyRtMaXDOL8zmq9QtVKCLb+rh8DzlwkH8\n9SBZ1954bKQCJ1GmzRy+tOLbpvVwmjFCywexZJmuUEtj7tVXfFcp6+x9Bzg5gBTSdN4gjDeMmQ2H\n6sggnfJoDW7eE1BLPaWvqtktWrgEF9C2DUR4PB58uH3g5z//Obfb7dSBmOtoXT+Gi5RKnex/74ra\ng9vjxu1x477feRyPoRYUkaFH8Wxmpl0/Rgp8Ik4A3Kidad+2jZeXJ7bNiRAfEjrHenl+Tsgo/W9T\nyecOYNb6Z76eOb+/R27qqLF3VHXLeVNFmI1DM6KnE8ir6/2+lpj8lNCxRJbJFQjTwYxPn7ndmkKM\nWnzmyzYEOgnffa++ZPiTw/AR32vff04cKnkdoqxoGiO/JGGpRVlvav0Rj5ObJOkX3ILFGDXiXGNg\nSO7fMlBAkoKnjEwmZxlqTikB7UV8MFPahnpmkeDKU6OoJpWZm3fxFtxeOjlSLNtw3+4O/db4572J\ne5W1d6Za73q58nR9ckSisRiMgVqAMS7s6elKLdVFQfc73/z8G77++mtX9+l5TY1vI720nDAcjkKK\ncOiBPpTb7TZkxt5wpEOPMNZuagX4UfsHPiknwDDszIMul23Aujm+Kw1t/YjncuBU8+W4cBlzADx1\nSDRAIIFCbuzojUQzDSAMq5QZCSeZCFmGSwh3OhdnZcgddNOQsxNRNeW3goYXXygGEi84EogtxoYT\niNQgWnpn+c7m5CFVYkpHzF/IMmGkTTIHe2QrcIuHTw3ydMnz/ZwZkJyBRR6aOwZnkh+fQTmV/U6+\ncX0QsNzwqoGEMCahkHqKoavTtHQEU6572S70o88pVLu6Mwgn5poDPaGRhNMnfua0FqcTaK0FNK9D\n2QiRqhpB3G28vLzw8u6F6/UJw7jdbnz8+MrHjx+4vd6iCjDh4YoCRuE0kWY0HZXiHan7vvN4PDgi\nbR6pVDw3+aypo/Fj4UK/8/gknIDfXDe61nw3oFolRD6emx/Hgz08X96g3t2g3hJ4yQlYRLjcarzW\n5AASxqcxJqRK55FROeBvlXAARuoC0hmZhRpwYNs+HmIVtExyZix+3+KcsFFCLee1YVvSgVQCzh2G\nhtgHHwQqOFtfipzagUU7FvMXNJxYbmhSxXy35kxxSCFQMPsls+5IKSz2BBAD665SjGoCeoDuUY2I\nY7kVp6nKxiT5ZswdWb5HrzkIdOTdijuX2IBDDEpz51mlctk2ni5P2GYc7WCr2zA01xTkVmWzNXe8\ndzqCRAGWBGFuJFMm9BfoGfU114+nX0/PV758/56vvvyKL7/4guv1yuvHV26vr3z48IHb/c5xHK5A\nlDoCTDo0YKQrEK3DSQq2xuPw8qh2d+pDCm3+3NzgNB3AcGzLtnrfd/xqDBr9U8DP8ZV/mNnfLiJ/\nFfAfAr8Vny70O+3HJg5jzP5ncON3WN/7vuwLQHAB+Zx0IjPfX6sBSep5XpcOoKA65wpOaJ7pwDp5\nKNozg+1KY5+dhmV5/pkb8CzgDeQfp+oRJJ1AooTBIYzzXkLoqXU3Ov/E8/iW35+M0xtmUhtPlPVq\nBFnvtwrYL7P853MKbZQcc+ciyfNQ3wuR5X3GR43JTkMKjE1n8NYJxEcSK7FJapBz8Zy1n0Bjl6lU\n+9GBzXmEJo3tsiEmI2dPTcL99mC3PQaKvFm7lhOiFoc0KgKTC8geBsn1sRCcNWr816cnfvbVV7z/\n4j0vLy++4U0/+Oabb/j48SP7Y0L3UyZyKln6N5l+5OyAWiuKl82Pfvi5lRjKi/eT5JzBRC+Jduxc\nwvrO41cLCfzdZvYXlv//vcB/bWZ/QER+b/z/P/d9f+wXu4bRCcdx8PHjK6UU7vc7j8cRCKDQWhnb\nOO17aKgtVXuCxIVRNUrZFyQQRA8FER2kTjL+aZ0S4g+/OyuOXdFD8gqLxY7HnDbkn42hiqMwyn/+\n0AxFxKmNbch98nLk8zKnCWWtf7N1cw8LYY+y7uab23wVc8bed20ug9kvkUe4GjNFRjCmD0nKjvsg\nKL3ctjqBHhLimXePlAdb2qH9MVp4sckLpKAotBmmytwh2DfpyP0A8z2Kdh9Cy87RLujufSdVKjS4\nblf0ougjJvAsqkCXD0eTWu4cxTT+wRlE6uCf2Lcw8wGmnup4Ca9yvT7x7uUdX75/z8vTO0QK+/7g\n9vGVb775wP1x97W7eUpRpU5dxJKWpIOpzTsnt22jxojy3jv3x4N930+kIjCb0KJ0KfNjnAju7zt+\nqnTgdwB/V3z/7wD/DT/iBFrbxokeh3G7PQDY94N972FYldYuXK8v7h31FgpBY5XjefR2tZ5fq3Wy\nsHmrr3rKkEPq0hH4voPyJrpPhirTBR8tbuFg5pzB+ZDIxacDGI96/rkUsPh5OgIpShOlEY/xvY2h\nIo0p+XXfMp3AmEac1QORwRtUKdRilNKh+CIfMwnNKBrKwPj/k2PJ7cKjAiCpiLQZ7U3j54P8s8zQ\n3OAH+jFmJ6GdDNVyw5Zj1vvHbEAF1c7BwaE7Rzs42hFbt7twp4pPrn6UO2PC8JgzMUeYl3UzEmFo\nFiDOQy2G2xoMNOjn45yETxN+eXnm3fM7rpcrx2Pncd+dD/jwkWP3XbW35m3ExVy1OEjKqP8PJFAK\nWwwPWfmA+/0+nMAUu53PaTbCLb//YSDwq+IEDPivxK3l3zAfJf6bbE4c/n/w/QpPhyz7DpTyG6j1\nOj6IKjweOnq5s0nHEcMlNATVFzFZzoM0Wt8v0K0qI7bqTDXcgEebzfIxLBwI8RrZZ0C8/1Iwxt/P\nL2FDJBsBGlE8Ht+evsZDmrz5mUAzZBNosEmn0WnSqfF1k84FZUO5SEwWsoTrafxubWt5sApsxdjE\naKOkGAlLcdLVjVwpGk1V5s7JW4v9tU17TPnVGS2zfp/GHLSIrQafxjt3dguMz0gNYnzBJBJ1eW4+\nT2V0DXZT6Af3Q6jlRumFfunUmE+5P/Yxt49uZPcflkpDmfV/GBwFTEeQtfgJCmdKA74f4eVy4eXl\nhcv1ytYapsYtqgGvtxv7YweMElOQh2hstQUW4VuQgW3bxjzD44gBJHdHAvn8pJFH5+DKBfwKjl8N\nJ/B3mtmfEZHfCPwREfnf11+amck5Wc6fj30Htu1vsNa2IPqWYQmaCCBr9B5lJZQ2Pue/hMFmfq6Y\nVdaZAD03u/F3jkg/ZTGZNmXUd9TQx9+sPMVEG4I7nS0eZ0u3ZS/B1RFIk7MTWNCA43R/Xk4NrmG4\nmQZUMTYRfzkDdIn+Ngd4ZG5fxdWCrulXNoGKTyVCHAl4pFbgoJqO/oG8XpKwX7vPfAij9BHfHlGd\nB9DRaXfSBqidKwWL8cdbRGahU2a9SGjTyaRkRDU2r0V9/JaCPZTH5cLWfAzdfvh8h2PvLlcOheEw\n+gCQhldlVHRC8hQt4T0Fb+IEa8Xg6frEu3fvuLQLqsbxuPPxmw/8/Odfc3+90bXP2QMSKeiCNgZB\nKnLiArKZqPfuxv/Iz7MPfYwRcvCQMQ/FIVEJMTtXVb7n+KWdgJn9mfj650XkDwG/DfhzEvsPiMhv\nBv78D76ICFIrQsd6Qel0m3B+leAqyt67j4K2+TzP1SFz9rTAKSKC3hkXaWwVTA4ChXPUT6bVorHJ\nV6Ajkz3QxTpj8EK2BJpb8SnyU/Eov3FGA43F+AVpIMWNOQeIZg9/kZgtmBxBVBMklDdzO7LQ+afW\nP5zH4BjM+QViKpBJR4oiulYgjKo+ZAT1Vl7t6pOfkugrfu9KdZk1B2eFYDqBVS8QhhSzeRgqPQzM\nXyfVhRNtJGlXvGkpXj/36HvoA9GCHkbfOsWE/fChtelYQmTsqVfKiVE0OlJzQMjqBPyUzFM3cyfV\n6cNgt3bh+emJd88vtNbQrjz2B6+vN15fX9kfx0BL2fp+gueZaSbgiC7aHJwiCMd+eBrw2KMs6M4p\nr5ssCGCUVnHewwIp/qScgIi8A4r5hqTvgL8f+BeA/wz4x4E/EF//0x97LYsx0V27zxeMmftry7CK\nsuuOPdwDPo4H3Q68K4wR7v1Lqk1me3AKi9LIV7zpyCHuCBZ6hc0lstWHe5jl7sUVkT36FRIFBAKw\nSAWqnQ19e5MCDPpAkI1IB/xnDU8Bqh1U/JGDPKZCsNNyj79QPObwjmzlbcWGElDw7czHZJ+A+dUO\nUi8gxX+XU4RrCikMUPn2Xoo6F6EcoLuNreXHnoExK2BtEy74PhO5K1SxAqE8VFO6Hhy9T1huuext\nbDmW6QHqa0ePMFCFbsK+7yN/JvjXZM67RStyVHgEoWkbvQXA2QkpsTHIwfE4fEuxa+N6vXC9PvH0\n9EyV6rD9/mB/PDh255pqqQMBpINbxUWLNfmQ0u0yKgKmxuP+4HH3wSOpGailngfXxjVSVU953DhP\nWcdZlXg+flkk8JuAPxRv0IB/38z+CxH5Y8B/JCL/JPCngd/5g68iwYp3C8JEJ6MuywPfcVYPX/xq\nPnocWDx4GPn4o9XYwQ1cWHcYOm84UsOoapAzbXECRygY68I7NMzces1isl+xEw8wjH+kA29QwhvS\nsIQDcM3+QbGDap0qBzkVyCcAuT5CRJGSrb9vRD/knMFMGdwhQKoRs2fAxjiyEv0InrdHJSTUd0XL\ngOglxD1+YzjLJIKIM7PhPPLvqpSYHrV5F55Uz/O7k327CrYzZvulVt6CO0gScrzmUlJM5WjfO8fD\ny2nFBKllsPCD8MtuRJGRDoz3M8PUuREN8jA3IrluFy7twvP1heenZ9comI8l3x87e07+sWhRDsJx\nlBdDpXpqGhKozUudbfOt+Lr2mEJ0G/MHkjdYRUHae6BSJ7QkuQ9+2Pjz+KWcgJn9SeBv+Y6f/0Xg\n7/1FX0fEd23hwKOBhBOojA/uI7tceNN793zNKewB03zxJQOcCzQJv0n6ZSNSOgDVI7q7wFdyodaN\ny+XJ5Z+RDvS+U+uDUho5WkzVw7xqOAY5G7ysBv+2gPBdP+Ntjt8pEk7BDortFNmd+RdlbkiaDiBl\nwpPUw45Mut3R5QzAxfizF0AAH+2eV86dgS3GKJF2eQQPQjCufQmnMTv+IuiFAVbxEfLX7cq1Xdja\nxev6ihtReXDTij2gy+GpXifOZEETwUlIgVa2GEYbgzijZJa9AwbBY/h6GaRjOjcJ51KmgxgRu0CR\nPgy2FS8Jvn//nvdfraRKswAAIABJREFUvufdyzsu24XH7nMCj32n77k1eqcfbpy+16NMVMKs6Weq\nUGNc+Wg7fjx4/fjKx48fOR77QEY6NDAS92bucHySn/+CxyehGBSBsgnsoNJnLR188RShxEYkqkrf\nnfSQJFt6H+SO9dTIT+UZpFfUIFIkXmuPiL6SqsH81gvX6zteXp5DdkzMOKiYSZCXRiKArNovdAQs\nTsBiJ6FTRWBY7vxdpgKN7N5bo3hHOBDbKTycOwiOIKN+JSf7hnTYQsyjWd7zlmuWFGKUG8WG4Mes\nuDTYwLog6oRqGjYrJIeBAKQHDA3LT4cBTlS6wW5c65WnyxOXmCOJCb10qlX0YTyKs+pE3m+Z7jkN\nQrb+5q4+TVomDCMFOE2mNhlDOD2lYcB9/xdzCxOnJxDKClVXtuYNRC/PL7z/8j3v37/n+emJ1trI\n2x+PnWM/5kTg2KvgpIaUMgJbCaVkTic6EYKPndebqw59xmFUtNTXk+ACuB+i/SxvxQ8cn4QT8HVn\ng4QZ2m4YLZaDSZcUpRRKk1Ee0WSbhVGGSQ+LFZed2iQBs3ToN1pCQVjJ2e6XywtPT+94enpe0odb\naBYeqIrvTW+pQEwnEAimugMoW8EaWO3TMYTBWwOajdSnVKEV5WLGBbiYsZkTgM7Q78AOHAg7bnX4\n7ABcLMTY+OMYCGDO/o9pwhpbm0fFoQRM7baIezp+zfq6tXcZo8DHTreKVwwOgyP7ISLimV9zgeXv\nPI1AwY7YQUf8/Y+H7yB8PA50V3/feO+hIAzjLPm5S3IDbgxpsMQcQ5jiIBmfy9dIpYL4dKp1slDu\nWORqShnIodbG9emJl+cX3r37gufnZ2ptqDqD//HjR26vt7F3YRKIec6YIY2BKrApD760i+9cXINg\nvD+43W/eJ6C590DYy1K9yGrW6fErtL9PwgmAM/05OJHIoYAprolIj0DdxrybaXRZUoqariDEODvH\nAoeTR6YWVYJzn0CKkUppXC6Np6cXnp+/5Pn5mdzBaN87qsK+G/sO+57KLecHVMCqLg5AKJeKbYqe\nYH86tWCeEwWIsRXYpHChcDVhU9i6UjQkusRD3MBNFmgoE/Jr3xHdR59Ajv0qQM4RqGZU3EEeD49e\nruiTYcjWbewHsVXfZi1JPTFxPXsQguksVlJt7HEaea/fbUOtux7edlDf5ac/DvbHwX7zTTl0nyXD\npHQms++ljzL4AieAj55QPLsq67k8l2iCbFY6bxSTffn585WJb62NbcRenl64blfApcmvr698+Pk3\n3F7vvoux+GDQgtHFeSxg9CKM8qcI18vVuYXrE7VUbvuN26t3C3btw7jzfGLpn4xeskQY1/pX4gg+\nCSdggBYftCmtUHTZL66IOwYYF8DG30W+KsHEi3hwjHHL419iIneco/4/9QWJ4QlF4hOXywvb9sy2\nPZOdgqXccPhfYobBZPOk1GH8SQb6IyJ+qASlMn82yoMGTahysIUoqJFNPUphVglkTQ+IScGap68D\n8oseQzyUMwayRdiilTgVgv1wIk13ncx7OoLOsvnnNJhqDp8PFf/9YW60ycYvQv2E6cnRmhndpxC4\nA4j37/vBEV/73kcEzvNYijmBnHz6cO46perThzUqCwnDi2VDkncjDqIgW4yDuFhLmJmrI0Q50JuU\n3j2/493LO67XK21rTgQ+dvbbw/sU9n32FmjwUafVPhl9h/NTIow4L+Kbkni7cD/6eG6eC8YkBk+D\nSX/lKAA+ESeARM7ckumtY+iixN5qqwY6Jat+2CztlCgDpYotLlhqfKQUpE/PrkcMEYkGOJcvX7lc\nnrlcnmntQikbbvhKKSkMyrJgx9WCm3viTXAcD3JxZ6Bi3iacJcNFD5ClQ2sWo8FiXgCHk3/5Pb6J\naEXZxlRhDd7A04VqzE1ArSPFKwGNZSdjdbIQiYWVefM+YTerwzQ35oTHNWW2qRB0fRESdIOuwz/T\n+HLBp6FpIDoMQvTTj+6PR49x3dORSKQTajYcQbGQBZfNOwYD7vf8PEemk+4cfJXMkWDxm3CehmgZ\nkfW0LCNvz5Fh796948svv+Tl5cX7V6Sy2x4VI2foe+wHYOlUyMnTDISrGn0OtdJajf4F4Xi4tuH1\n1cnA2+3mQ3WjcxabG5vmHgWJXjRGnKcbGGrCHxEKwafiBLIAVMU7uyyznQl5vMbKLLNEaccje3zg\nmosmWkEznwutwepNndnunmarhyiRSq2XQAFP1OpOYE4oupw0AZ6fh4KxFK/3XxisvxXDRP2RrbzN\nkcApLWhCEycBc96fyEG1fVYIQgg0N/jQIRqaOw/lHgB9SoZZ9hm0LP8ByJDpej7PLPNlJFw096KC\n9DKj+VoSVLDdTn8/vHSmABJ3WVLk488d23H3Tt91MPpCTBGKdCVHt6eDb9J8Q5a2IXYmA33H4oDK\n8TvDS4KJMNML+H6Udiajl/MuFC7t4srA5xe+/OJL306sbgCh6NvZj6gKRPl6KCWZ3ISji4ky6jKo\nVIB937m93nj9+JH77cb+ePju13H9IB2TDMcxlYPzvFc88OMu4BNxAiMdwIkTh51nssMXmAbsk0G8\nyCAKicaUSBEsbmouvmRn4meZFliJKB1tALV5aXDbnqnVLdp7BnqkDw3VQu/+KEVwKboOEtNqoJP1\n39LPb1k+3IBqWJEw5J1iSf75o+pBs0QDdkIDuVFIzhuUdAyjqzAeozcgo6A7SWfdHXbndlq5iN72\nAhAOWE05OAZ5q7vCzkBuw8gCxufCz3vS6dM55/ix7nJjVzGXUaEYU4QDvOihkY4I1ao7AmmuLel9\nTiI+ouw3dg2JNZGCpcJpq6+5Q/FswcWSGPTefc/bX/ji3Rc8XZ4QQs33euf19TW2Etvn/AMm/4B4\nn0GJgCFEf0BttJigjcgYRnqPbcmy9p//0lhcVKfR2PQtf8vEAfOz/9DxiTgBXxx+xWOS7eLpAF/N\nI9LkNk8J+33BZFnGdOZ9ZoaWJQ9cIV/1WvIgJAuUzbeNattGKVt0HObMgbLoA8R7EhCkhDEWr0Nb\ntTHvzZKZzDbiRAElUoMm1BrRW4+A/w8snIHgaKCFajBRQAu2v45hI30igty3UPBuPhfcjwpJbpQJ\nDDKwWT3xKDnEQxfJb5fuBo93weU1R6FokHDRR7CW89L/zsnI8fqG70cwBECpDsu/lRAcQWxF5JE0\nJL4t/h39GBWKrCrUusD7DArxmST2N1xLdavybh1/bhs+uKRdeH5+5ot3X3j+DuwPj9wfP/jUoByU\nuzpTcAdQZQ4L9S3Mc+/CLVJYQnF4d8Xh4aR1LZ6C5blpDEdhTBaysSOS24G5VmUY11Im/Z7j03AC\nZjy6tw47DCyeFgwkQHi+2FU2SyTm6rwx8EEMywhsUVYqCyooucQ8T9eiQ5UoItRWaddKuRTqtVIv\n4aVV0Ad4n0A+qnME1AHzZ5NQQS6GbuoagWYe+WMbKbIiUDzaVJSaaQAHYgcFFwQReX6R2U9Ql4hf\ncdlwMV2gv00EQHT+LTP+LBn7w8amILPrb8LqjKyrQCdLW8C3dg3y6cESrxPvF6U7SaNPg9Y4j3AU\nQ4JMCl7SSRBcZ7xXquUs+J7gIpJTsGxCCnFYYh/RMrdxH4SaB49VTzCid/BLl+3Cy7MjgOenZ7bN\n9yX8eP/Ih59/4MOHD3z85pXb7eakYPd7m8KjRDJWvBu2UMbv0/H0o3Ooeafgvvv0IiJtrb7tWh7C\n7D/QuJGSMwRyD0MCFfyCgqFPxwnsj/H/eZOKBMu/ECprg0eh+FbRtvSDl/l7jQ010wEkMYPA2HKr\nMuHZ1obx10ulPsWQigOvvdcaDuASLc0dihOCsxogQxosm2AXw7ZJDLoqJ9KFKt4+HHl8tR0X80xB\nkI8Wc5lwYx8DRrKRaIwiD4fQpI8OxGIKPSYqD6NzyKtosPqLwa/9+2qwM3LwsQ13VAVOewkeAdlJ\nspHoGcCdjIVzSMdg+C87MLBHyJC9fhENSRadic4V2BF1dmLXgeQADuW4uxPQ0bzEcO4D5pMQP1If\nW4w++gPyqDjx+Hx55osvvuD9+/e8PPsci9vjxsdvPvL1z7/m66+/5sOHD96r8Nhn9NcaZLTM8e6A\nMnfZGvsmPg7fWSnmBXT1SdJSYmxYDjI50eETrRCXdOw3sHz9RY5PwgkgnM9E8Bo6QIzGcpItKwO2\nkDt582TUpAUZ6kEKM3qFQ9CUcNZY5LXQ6sZ23ajX5vvZB7Pf6Rzmwys6h+8CJIbUSqnbqUfAquf+\npZZFLhy5/8ZJHuyKW3cAlewTcNjfOMjNReuoDmRF4AgUEEjAsnOwMweB5ogxm338mpUXIlJPw2Id\n0ZgE4TDkbxNmYw+BZT9ACQczCLEQGw1eYSUM3/5/OmqZRpm7FNvhKcmQR9T/n7q3CbVua9aDnqox\n5lxr7/NdvMZIEG/kGlAb2gjYSE+FIKioQZBgGmoSEQOmJ2iuioLpxD9EEGyIEgMSEYI/SBoGQbRz\nGzF2BAl4xWBCTMRovvudd+815xhVNp6qGnPt856f3O+LvHce1ln7XXvt9TPnGPXz1FNPKZo39jAk\nsBh9AjaCtJTrZl5+jnXDfwbmAazNFZ8jy9Jb67jdb3h5ecHPffUj/OiVgiENLUaJvePtJ284H9Hd\nZ9knEClqNvj45eQZoH21CvfORT8m9QLOGK/HCOKSUuRLVGq1sCbgkvZ86/767t9/EUZAVLDdtmdk\n85rPwZ8pnVgIK09SGIAWaLA55FwhXr1mLNAEuQAwBdANt31n7XenZ5+YOOYDMOB8sCPt/XjHaScm\nwhB0goDevdpNAZSREpVnHYFNLhoCDm94Kvc1Yacfwb8Rub8HEJilPlvDRK4GAUkbZhOQDd5yw5Xy\nT4TWKdc1Y6ovYSvSnl29pvjkprWRMw+s6AhA5PwmkWKs3135AhdpgmcjENgBtRZnMfSS+FVsxUv7\nMgHBhiYdMqM8ljyHIINB+BkMYexspX2pD5CVJUaFXFsKEnxaY3/A6/0VP3r9Cl999SO8hhHIStU4\nBkY09aSuYVYCroB1EZCMnanbFhO3b7zNOXG8PartOfdDVmayDyI/Y7ZQ57pOvkCjZv6y138FnIEv\nwwiIYLtvQCDJ3J9hvX1tWOA51ykDV4ovfAaHXlhdYNGVP0r2xRs9dpOObe/Yth37fUfbGcZNnzhP\nIrTnceB8nHif7zjmQSnrBggUaJH3KycKZ8TStIVYiISOgKwooMBBr/p/K0OQ/f7Z3MNN3nEiewN6\nlgyRY8PYAJSwGsJDJ2gnk6XX9NQ2rViANq3q+QzJsVKGnCCUXt+ccm5pWLKOr/I0I3AZHqnro3n1\nMgLI8mRiEQ5GL4jirmuF+mkEABqrrp3hfBinNAJzrjmOHuXAOTnR2YWzLCXJWQjnkMFCGO0W5J37\ntujBP3r9EV5fXgsQnCc99xzsC9g6H//o9XNtm63huT0mFe87B5oe9sA0I0NyrM2dKUzJhsVrc7pS\nVA0i2lDJyUWXPXUxAd9nDL4IIwAJTxnWa23+NAAZ/i+gsP4QeGKWaaQC4mAImc9yiRCRF4ZCkew/\n0K7QnZt0wnD4g81METKPMTHmyZnwjRFAlw41hTWHbRNzn8QANofeFLorsYI98IEOYEdEDSAxKrj8\nGyabeIxenxqCwA0WXcfZ5BOhv8xFDEKUA4UtTIxylDMHIszPycMCPHEDbBj8DMo2YiCnLS+U57VB\nn0JOYnu2NvP45uZP0K3OfRppz8+ADxFB3ip7J3A5rp+DRCV13hdn5FyAZpWTFRfWIJV9UpI7RUxz\nkwF8vrhU2e52u5Ed+PIVXu4v6L1jHANv72/41R//hGXB0MGsMl5WGJKPIAvES2/ddaUB53Hi/Z0l\nxve3dzIl56Kyi14k0iNKbtKKQtyiqe5pTkNdpB+GBwBfkBFAk0WkyItrmfc4IKn9j6i1Xo6G6KWJ\nCyHCMlSAQ8u4BEI/WKvWFKbctBD+CXLazTzIH9Spm3PiDAET3SLnB/kNc2+QELv0zaCdFQbZZbEI\nkxOQumCaHYMM7zdM9AZ0d+xmbCwUxy6zJAi35Aa4oeEM9N/QIGiQFZqPhQOkR0I2WIVxtNOevCwb\niOYTZVhNY9sFOBX4ig+2c6dXug4Yqb9Fvt/Kvavq8HHzx89P1YMw2IVnFF2ZaLkam7VKnDTYhOkB\nq38hqj65CdN7ljpvDjKYgrZxgzVlq/Pr6yu++uor3G939Nbw/vaGH//lH+NXf/VX8eknn/A4Hth6\nR9etSnT5mil3l4YpsYKcK+jueBw0AGkErulrGZT8Hrq8vfjqOsw0IHEN3ochvRqC78AFfs1GQET+\nNnC2QB6/BcC/AuDnAfzTAP6vePxfdPc//n2vRz57eOs4fwBCgAGAGFxoBdg1F0/I7ybr5AkEMlAK\nYt48NgG9UHICRGKTamxmn/D5wAQ3/jhHsNmcwg1uhSAX8JOSYMkEvCgE8ebkqGcaoF5GQJFRwIfc\nXx2bD6TE+AaLSGDNFXjqHXABZiP99ZLfowAvWZstyoLl8X0tNIw0womfLxGw3OAF0EXFAYORwPL8\n4XnxYYrQ9OIELM8vyWBeny9D33j9rBYQJ8AybpHPZ1ry7ARQDWjJJUk5cm0XCTGgGouShrs3sgPv\nL8QE9r5DIBjHxNvX7/jJj3+Ct6/fMMbguZtrrdY5ysNWBNBaw22jGGlrDeeD1YDH41HrLEP82F/r\nPrEmX2rCZcwySgae0ocVUeVrfHtk8Gs2Au7+pwH81niTBuDPAfjPAfweAP+Ou/9bP/i14DDMAG0W\nNfXyXryw0fjCfpFFlSykP0EZBze3xYmhOUaunAJtQm3GmmH4qHHYcirmGCUOkUBi1tc1FpqowGAw\nJSGp2If5syxvpC1At6AT96wIiAVlmCW9jlQPWrcWaUODo/uAGFWWc66Az5gcmJvQQ09Y4vunp43N\neJ3wm+o96bHIy79s/imrfGjOisOFmVdzBoEyxLnp0jCUdwwhUlQ1ITz3dSpIdo8a4BbyoLHZi8CU\ng0ZzbaQhkBUJqAc/ISMTD5KONOpSwsp7qwq0E7R7ub/g9eUVr7dXDhXtDeNkCe/T2yd8+vQJx3Fw\nQ+bmi8i1wn+AOEikH/u24bbfcbvdsO0csjvGwPvjwSahcyyjhgX41WvXa67znFJ8xd0oADLk9K44\n2pV095njZ5UO/HYAv+Luf+avRNHkengjWq5pADKPnbIQ3zACpkAKhDDnjIsf30Yi7Jctwr5EuSFh\nY3LElKwT6rMkoWBg2WlO+LACasrT5Iy6pjBJJaQFCkoSgVIrUUgtZmnQgBZg3gUU3LLE546OEw0e\nFQJHi87CrCRIaAVIqCm5cJahXLxCEqhq812BOGOoT6GK5+vVpFWH4IogvKi9CP5AheFRUqxNEfhO\nRRKyqLisAqRACAKnoNmoyo1LlBb5yTJaIUrOqMMOY3oV1z6jBugl5YnvdU1vajgJaBwzrG69FWD3\ncn/By+3OaGC/1zyM43HUMNBxDBonZQqbo8EqIrC1kakWtON+u+F2v3NzGzDOE4/3dzwOAoN1HRzL\nGETun3wX50J/1iyMdSy6IpxUGK7I4Xv23s/KCPxjAP7o5d+/X0T+CQB/EsA/598zgkwk66et8qXs\njBpBF67aqMzKNcWvoIwu7TVZhJZvvI9wMZS+m0sIWgxMm8trgoo2lXWssAMAvbnBVpNQSooFcaia\niIKQZEkQEqeoh5xQGWg4SfuVieYH1qAPxt1NzuIJJAeg+cmS2jSUYo5wQeAq2gEugolIqyIVIMVX\nq48hKwGZVxs8WHw8FzizOoCL3gAXofjiC0wEwDgFvrWnBStg2VUENRgUkMVFiEgrDVN6uKucuU3D\nfEycONFGWy3mkzm9mAfAjEoXSxchS7guywjFeunasW87pw7vd9xvL9Xfv7WN2odjFI7C5p/QATwn\ncix5MVkjKkgDpapFDybQzCjg/fHA+YiJQppNcl6vJVjYRZWdsSKMDPGfPP2HTZ8GQv9qRgJCre1/\nGMAvxUP/PoA/yNOMPwjg3wbwez/zdzV8RF7+WmhXtI1WGcBiCJ4M569h0RNfIBcLABNFi1xfTSFT\nqlwEiZOlS9s9F+A8J4awAnAllCD06DJPu+IPAELoxGGRAqADsik0DMEMynDyAjJNUDGozyr19QD5\nrvl+87OepyEn3mWs0eSWevpRSrr2KoDRTn5Oc4sGHFTurGhVj7Y5ma4Xwu9PvH6foAFJrxpMP4VW\nR6dZMBCFVYYOh2xsP+b1jnMXXrq6/pyGyT2uk3ksZCkBDocDg63f0weGNKA71GMmZSimwcHPFnoS\nFT9nNFjfzWtNNAQWsO24bRw9/nJfRqB1qghnasieFa0uQhOCxgQbOSqvjkwFc5aAdrzbO47jKM2A\ncQ6Sy8Jo5NjyiqyuYCfWnIHiH/g6X4AvxiCe1/t3RQM/i0jg7wfwp9z9L8SH/wv5CxH5DwD815/7\nI78MH2k//5vdu3PD9PD6sagF8UU8v7SVMeALxV14ZAvaoAnr9zIjNYBGlEBQJTfMHIYpoXDcfYFW\nskAZN3r9CFxhkAK9TSZMZ6QzdJ8WeEG1p5bqsKJ1YNcF8mlIhike4PCPswDBLqEj4OwjkEgZtkZp\nLNb/A+CzVdsfGCsamB4RQIJW/BYZKVEvoMVptOAY4MIIxBPjML40z1H+bgAyFnio0XLsZ0RADtJ5\ns2oxUIxAnl+EwVnn31tenxmfhQ4huxhhQJuAdkYTTbJkCL5O7kUJDgJ89R4QlcXWOnrfiuzTW2d6\noGs0GUU+3vH29ilKgg5YMFJ9cSlEwAoXpIaFbttGTsC2hcE0HI8HPn0duMJcnlw/YGFPACMuhsC9\njE48AKguynMYhWw1zsnGf7Uxgd+FSyogMXQk/vmPAPifv+8FGDV56QzCULk2HRr/oxEQjhK/gCSB\nAHEzO1FbUwqRkhqMJ1mnbGnlKOjQuOmXhqPpNR8OQCnPVvdc+F+AVYXywvn5LxFDRgLCmh+2Rgmx\n3WMOgA+4HTA/oHJAZaLLYDVA5ooOYvc0cexd0WxbyrkJ+o2QZLeJmgOYXIHaxFJ6/Sufjv4LYzTg\n4dWLr5+VBIR3SSNweX11LS+pkMJypszK96vZyGR5/QQbs8wXKyL5C4iIJIlPdjjnPRgNRXNe0wa2\nFFtMTC7CWeTR2SiE6D1oyiEfe9uxhWRarpFcJzYNYw58+skbfvKrX+PxeHyj2chnVq/C0UQpMzGG\n+/2Ore8QACOGin796Wsc70elAQlOIjx8lV0v+EDdOzUM6lqIcD5EZjvxeGIdSUz6SCa6Hj+L4SN/\nL4B/5vLwvyEivzU+z//+4Xff8kJIlIgnQa2iAUtBDlkgUQJeT3oCl82NXACSfO7ACaKzCxF6zhaL\nRoNuuqG4Be707Dle252fhWIk8aEFqz340kWYU4VTVyCVhaWxxXVHDBb1M8L9QPr9uV24RVrAxw9A\nAiMQC9AuLn6E62vuH+hZxwLG4LnR5alMl96ZG1uAWIB2hMDHhfzzVPqLjf3U3OKMvOBSzV45GKaA\nxEwBMtKIz19lSssNZlUyRBi4vM4w4XcTGpvcSDOsiKWmBAjcVa4+DNaMxKHOzd5abP7LSLU0AFQP\nflDv7+09gGOuraRRA6EVEO3NVAvq2IOGft/vHJ7r7BJ8vL/j8ekdIzZytTE7vdnHhqfVSRtGOIFP\nyQji+jsUXtBbR9/4Oe4JSH7L8dPOHfgawF/34bF//K/0dUQACYYdNhRJaDqjAcOyfA6vgSOLJ5uo\ncFCCccEOCOLCQjG4GGWCJ3CqgJwMySIacedGZm93gF0tlIuiommbwW5GUtANZAmGxJjvNCZTJtQc\nOgeanuhYeoK7Gnaf2MWwycCGkxUCCwPgByBMGQwHznECByCnrE0aMtoyuUkSNL1Kg38UEK2Owbyd\nvkhEc6UQmuQUYchcnHiJUXB9ws6IqKazkUdy82N5el98AmAZo6fyozF0T+A3P79qfFdle21vjcKn\nGyf1lDBMsgXDiQCgrqMophn8OHC73ZBNPkXQES2laUp+D3z99U/wOA48jkcZtQpBGysp4v1po27b\nRiWi+w232x23244zRom9fXrD4zgwgqF53dxJvLIZgLSgNrM2rf4LR65FRYvfpRFOA5IdsVvfSCjK\nmR3fcnw5jMEN8C286iRAYi2C9WysiJJebn65zJYXREgMVGiOBnoiEYgYh4QCpfqDAUCd+eySDCzA\nMFFfOFZeL8pOtlhE+dmxA7ZbjiNc36c0BOnxuw90P7HLgV0nbhjoNnCTiQ0TG0YYgAOKA+oH1B8Q\nPyB4QOzAeDMagRkAaNb9y+ML++cv5TEAT+F7cv3tNPjI8N+Li5+NRtkbkO3EPceGKT2XGj3gmAKb\nJ3IKUBnkS99BUnir0y4NQVQHsrQlM7wisvwVZl60gK4WijyqjfiBc/qyw8uJOELHIQ3WnDCf2G5b\nsEW11pQ0qQhBm2LYxDgfeH+8k0GK61SsS+6vVAjKtHTrG15e7ri/vGDbN+z7DecceBwPfHr7Go+T\nkuSlJ3D5zDP0MoDUElC2t7dW2FRGpU0btj0qDmE8REMTo3FyVu8bem+lovRtxxdhBByOgbNCzqkT\n1jyB5CcBhoUBMIIoRDxwAeSmTWaZgjmispauedJnhPKDz4GB5aXMdT16wsF/qyha7+jpLS7oOzc6\nKCSy26IJx73swNYMd51122XijoFNBrpO7HZiw4EdDxoJHCtagOEmjrtQFDOHgMAIyBXzj26CuJhb\n4ALM1TMNyE7CMiCgHrGLQ9UwL6H+U+TgUaLTkLVyht12Eh2fY7L86ALIpZVWLqIdl1Qgm5l4WQmK\ntTDwLra09hP/is8AIJDzvPbkYvDlY6NGqHytnCDeRlSx3Tbstx3bbWfoft/x+tULXn/0gpevXrDf\nd0ybeMxHKV5JI8qfTETJdFACNI7vql2hm0I7mY7HyUji7fGGt+Md5xj8G4vZiS7V2KQSFS2gqgra\nohwoF8dkBMHcTjoAAAAgAElEQVSHDWQPRUaoqjRmoqTCOzhDEV++EQARbVEMEbLvulfITi8g37Bm\nVVZxW6KOTZbnzlq5ZhphMA+5KsVCkXNmQealDvarIxdT6NpFA0gqGtfn7+wgvEYByxA4+sUA3NrE\nTSdeMLBh0PvPA5sM7M40gfLi/PkmB3Yx3NSwu8C9lzcocDTq+0uj32Gh1SdukaejOBG5sdMbpyG1\nBBUkzml55XhZMQwZyzCYl1IwXzfSh7Youk2XF7NhNTKuADVEdJVlrtjMsBG2PkHhCPHnpI02KyAQ\nk5v0mgJUxAgUAKeiaDs96H6/YQ8jcHu54eWrV7y8vuL2esN225gaPRZXRDd63JzFmCfFQRyqpQpz\nEypLNVYWTjvxdrzh7UH1IWJQPG82yFrUHqXQjDTitTU2clGJY80lb2AaqewlsZeGQ1eUau6YY3zn\n/vsijAAEJdWNDasW3VHe48qXTkJEGgExWWIMWUXIPDNzqbDa/MflFmSvyCMKHCvDc6F/NrRLTfei\nb9Djwm8O6Q7cQWzgBrTNcdeJFxm4K8P+m9AA7JjYcaJFCpC3mxzYfGCPSGAH8QKdLZNC3hUAhlXa\nmx4lPEYCHukBV4QWsn/FCFIliHoBAp98rpkF4YrhFwlUGcJHOjEvQh4WT42b9gW0OazGgue59ogo\nkGdSUHV8IJ3Xev88klyUP9c1D+NYnICgmKcj6Fuvjc/5ko3clLztLRyGFR5UFR/H4ovEelnzBQIn\nyrkTYUQf48HJRG+f8Hi8Yxj1B7RFRNG9NmxWoypiigjGnef8uv5z7HhVB6I3gaDkFpGAlGG3S2fi\n544vwgiIAv2lE7HdWuQ4YQgSyda8XTZlhklRQsrNb+YlJlEVhQwr8391u+TLCFBq6hPXJDEIF+oS\nisjThUJgGbIBelPITSB3Qdsdt2a4wXBDpAB6YpcwAH4yHZCBHScNgxMX2GTihhO78O+6OdTacwSC\nWCTxfT0qAp4AmzE7YnrAvygV4VzEVy3BCTLvohiK8HoUagkzEIahEH7HmjKUFF9YGdis0FwNc2kU\npKEGiiyUhiEjsFr0IRtXlyTWQIXK8Z9FhJAdhqLgQBtV3G477l+9oO89+k9W+pA40ZgDJoZznssz\nO6piVSlGhOapFdCkQSMCMDEc48Cn90/4+uuv8f7pHcc8SRTL+YNNAd8I5Oki/+Q5K8ascES8Jv4l\nSxg1x5S3HoNM2xIcrb+PIalfvBGACtqt10kkCgxegJS7TrZdiDS2pjVeytwgQ4pliEkjUmKUjgQQ\nlk+xy/tnNCCgF9y4uMubxHzEmpfoq0JhavCdVl12KQOgN+DWJ+4g+LfbwA0HN7oc2P3ADub+DSd2\nDG54nBEhRKogZBbKbJTknqvMR2MJyDSW0KIvIOvxJS3mgENQmnN5TrIR6PL8GiNuAo3NX/ThAPHq\n3CAQfGS4Gud20hOqa42OezLWVwNgK6rJtIJqvGQDVrR3TQUvaHymAUDkzJisAoAl3SaU6Wy94fZy\n5/zA3mrcnSi9t0ZnafaQpDHIMnUZlg/CtdfmoR5r2GE4x8D78YaffPoJVYN8nYeMJovHF4GNxF5I\nJmdR4rPEFeejaasN3xv1CfZtK0/nbhiZeo2Bc44ytp87vgwjAIRGH/NrijJE5xliw+nFEzeBtVgA\nKYWFWGDqqOlgudjzVEou2nz8+hxwQTZ6VRiC+1/ARC0Ipij8Y45PAw1HVANkc3Sd2PzEhgc6Hmj+\njuYHupxoOPkzDnSc2JQRwB0DNxh2GG4+2E7sJ/w0zAfgQ+CnQ4ZCHhLIvlcEQP48LhFUfF+7bNb6\nriAh54x8/sIClAAU5eJ5MyKokmNufMjqr7h4STiqopC5vmMZm7xxLwnprgoYPPoNuGOqxu8rEhAR\neKDiFZF5DjWxtW6cAi/7bcfLy52315fY/EDfN9xedtzu7O7rGwlHc04MoyEYNnBO6v9BUZEHHEV1\nV1Xcb3fsLztUBPM0nOPAMU+MSSBQNzI4Vdd8Q65dVPmRqkahcrWRwAQs51agZEYBkQJs24betyoz\nzsG2+NNODJ91Tr5j630Bh8TmD+pt/Re5XeY/Ll5invncZBZa5nHma7qxOxetoDCE8icVwoZny4VW\nHiq9Dy9ZlR0dtZfcndoAWRLcky8/sdmBTbnpN3vwJgeaD2x2oMuB7g90nNhx4iYnbmK8+cDmhm4T\nbRrscPhhmKfAB9DCGPgZbbXZQFP9+rI8t0kZLYm8uTZlzg/MSsAVJ8ic/VrnDyyABkFWqS/4G4lg\n539Z7bmKelYEUrm/xNRngSeX41IVKK6/c2pyrgWYwaU99UyUEcDyuq033O433F9ecLvfse87LDQi\nmX6SVNN3enELA3CGktSwgdMGpo9KTzIqUShLcduG205m3rSJ+TjxOB8c1hoRgARqn2vPk7NS9Hig\nbx236F243+/o2ihuMyI6OdnlqjGSPTUQemcq4ie//zQ+/xwUQZ326wATgCA2tcEu2vzJ8HsSqBBE\nR94MxV7SiGkEMofzRRTJVCBVibAMQYW1YQBYP/eil66wDBnxxt8s8AoNNAI3YgK9kQfQ8UCf3Phd\nDuxyYtcTNwxsckbYz3RgwxnEoRGgIcHABoMPgXAaOW85kXwIJcGnBL/fa3MVDyA2MCy8O1KiI4VI\nVtTwRCZylFDHEwMxOgnLqyfYmnlzIv5xanJmYEprm0+cCeKFBNdH4U9xwbLUyzBPY9mQF5WRQ4vo\nMNeLB/iTKL1uinsoBu/3nYh9zq4AlZrT2Ri4gYZNzNr8J6nLwqpTzZcA11FvNDC3mCbs6hjnwPv5\njrfjnfTmFK+JW2pf0g6zpNg39i+8vrzi5eUFt/2GrUUL83FgzgGPzwrB4jS0BlWBwWGDMxHP88Rx\n8n6cZ3EvVgj4zePLMQKbwduFMmzgRoQ8gWEAolEomniEi2vmkM2kBgPltUX9YghWGFvvE/c+aYxs\nWoW51wvoAGT6M7jYAdwEsjtam9jlxOYPdHug4YEmB3Y9okRoVR3YPVKB4ApsOPm3ARpuYOnLBgFS\nTkILb115e25W5/yA8NbXZp00Ctn8U4Sr2OisM6O8e3EJ4rXLOObtQqSSOKdZP6cR4Emv7jmJkioE\nI6nLGXXNlepViTDy7AQuLULhOWdRbdMIuCyFYHoLqfbgtpE1d7/fWfu/7YA4znFQe0GBiUbPbTM2\nrIf3X9HA9Ak0CXk1Ka0EEUHrHfsLjcwc7DI8zgPvxzveD8qF6aZVYcrqSTooRiMdL/dXvL6+4kev\nP8LLywu6sp3+eJywB/GFc1B/MFmr1W8gwJwDY04agIOTkefgYxkBf9fxxRgBvbULsonFZS8sy8sD\nZW0b6gGmcPN/A/wII5AgToIr+Z654MtjZkPOyd9f8YWqFlxCYgAsD96A3h03Za0/N/QN9Ox3nXhp\nNAJ3GYwGnEzBK0C4JXdABvQ0+FDIcBqB2Pg6tViC5lYgnhgWDThHhU+7zBEUSKLsAWqycaitVCij\niYqK8IwTJL/90sNRoqSJQ+TpjZJXinlAEOy6hqFE54tQhFV7z7JnRWcXLKAu5xUYzPBcQDZhD5Wg\nW8e2M9/fb2TOncaNJF2onlTEGolLewGAM0wXQLdWdXdXL0Sfre8kBzH8PvA431kaHMeqGNgyvGkE\nWCoU9G3D/ZVYxf3lTmPlqCEkWX3IzsScSIzAT9zY5HSG9z/HiTHPmNhlWP0F3779vggjoCq4v2yF\n0M+YmkPD71U2SphKIFEhoDV0F7jlgE3PmaR8rspC/tVpjGUZlXTrBaiVOCmqPRmqgQFgbf64oNoF\nfXfsOnEXwx3RB4CJGyZuYnhRw0tzGgEY9sj3e4T+m8fm9wObnNA5ayapDIWasSoQBkCnAlEpQOgE\nyJgQCg49dQBmXV5dYWrkkcecvgT4HCSerF6CLPHJoiQnEHipldcGTOMslx73rE6E4aTIJ7C1Ddaj\nIzPC+ywhJvNQgCfRDIhwGg9Q8to9avzao21ZnUBdlJn3APz2+420W0Hly5ts5NbvHDiz3bYSm03D\nRVVjZdoR4J8LiUFkj7I05wqyC8cDnx5veD8fOOcJs0kDIFKdsYVzAUEJjvff+XlcnJt4DBzvB1MB\nnzWw5NoE5M5y5pwDI6KQMUeBormGs7/lKcf6cHwRRkAE2HU1/ojMUKGp4n0BSfkchaILKqeEeG1U\nC7DP03XACTgJ47E0CvxNLDblIM+aE0g4MFBrv6QZz+mAdsOmI4C9yPNlYHeW/G4ycFPyA+5yMud3\nThli9SBSgYgeutEAeOT/Pnz9Oz38YZBT4MelMjDAcWAj0oUpS6+/wv38mV5IhZ10HrPshnNBewmR\nour0TZYICQSo8XgXjCBz7ZQjV18lLmoFhmQ4FJr1+XVFlvfPUheWzRUsA/DxlhyS1qJmfttwv99x\nf71j27fQgsz1Q469hqRY6+nlLxWpXGcZrWjgAQFaagvD0NhafpwHjnHgOI/iF0iMnU/Q8gqcQglY\nbvuG223HdtvQd27F6UxPhnFDZykwU5BUOcrbnGOlTMEg9Dhh+dnx6yESgBsw3y5e2aBm9M6JHMsq\n+yQXXm1CazUu1RUAUS4JYxBLKYU44+l4QvwyUpAkgISXFIMq0FrmwvkZDDCKg2x2EgBEoP54oCfg\nhxPd2RHY5ESXA1uBgckKXDiAhLJYdfQ9DHg45HTIKTQAhwAHihiU4J3MzLnX5nN4UYTVGjQagNQV\nm270zDDIVECprMSSYfwN2D2YAJ9CL16e6VKKWzLDWilZqfxGfz7i/M2YHp24grYQNYmfJTw/9Qgt\nrt269qgKBK9THqLcnNk++/L6QpXnMEwuvjY1BzWsCOGk4znnWZWB2rjwxRmAQaJ7UUQwbOCYB47x\nwAggsPW2IqSsOCUOABqBvpGufHuJdGVryPZwNcW2b4yeQIxnnIN9CO+hSDTGmv1QOyCtPRYIngbg\nS+8dgBvk+FT7sTmn8AAoz2HCxpW8+HA2+GhA0+7gmKe2h15beKYn6y4rPBBU7ZzXS58vOBJEk1r8\ny9sZJgXx0M2wyYkeG7z7gQ0PbnQ5semJzU/0MAItDMXmD+IAclbq0CaAKP/hBPww2GHwhwGHsHX4\nwJMRgKWHl2r7hVOJybK5BE7vD62mIYnhFXvbGcqfUt8fvoC6LtFCHFN/Erwrz+oOF2WjTSrlKAXP\nVRukaMNSKP8IbzaN3Pl2ye11DZegIXDnDSAYGO+ZOoVuF/ZgU7by3jhN6na7YTjr/NfcOidEZ34+\nQWBweBgBC5m5IKaZfACKe8wogGA+JqcJj1VJSCLbVX+wMKhIOfptGYG+bUwtjAZVG8euUyqffTV2\nGB6PRykezznXOHLN7szYT1XGvGAm33H8ICMgIv8RgH8QwF90978jHvsN4NyBXwTFQ36nu/8/wnf8\ndwH8AwA+Afjd7v6nvvP13aD2/vyB05qFZptf/8u8Clb1bHdHQ0MzC8PAC2xuGNcaqawFnhECX1/W\n+0h6HDCsjZPpZdkNag64YXMnCCgZ7p/Y/QzA78AWUQAnDB9wf4fjgMsB4EDXgU0HmkVLc6YBD4Mf\nIe5xGPDg5teh0JABt+AJlOgHIStuVtdFjY0voskfSHJPC1YlgE17zUxsc8mFN7Q1GddA4xrVgTSU\nqroec4+wvEO3DVAtodNxuZ1BuVXPvpCFAVS0B9SE6uZeqkdSuR6f33vHdtvIBwgugLZltK/Es0wP\nK4EJb8peASPYnEBjNu9kurG3atVFY0l0huEYRuMBv0iRV/kSxW7MyOh2v5GkFL0MogrzyYafqPNz\n5gXnHj7eHzjOA2azIt4rbTqWNtbGv/78MzACAP4wgH8PwB+5PPYHAPy37v6HROQPxL//BVBz8G+J\n228DhUd/23e/vKP7wWWc/OjKCzMczJruFeCPCxiLT6GQORkSp247KODpgkBJNcgpuibopJHI1CEi\nDob+2UTDd8wnUtLJsAG4y8CLTrzoxE0muhH5pzjIQXIQHhB7B+YbzN8BOQCdkM4JQjr1iQvgB2AP\nh70zJfCHAwew2RYKQQo7T0YKYHpU6HEqLoeCrWGyxz/R+7xXQLYA/jTAqt4wosU1R75rlEeyfHbO\nWaDevu+Q3hnqjwGoQrcNPSStXKmtN6OExZ5+j8VOhWTJUlae3djsTbN9O6KDAg9XV1wKebxGB+D9\n5Y7+0iEq3Jz+ASyLKMYimisJs9ykkSPk5k3ymnYtQ8PUBtURaSC/YMxRcxyyrK2iUY1oNedw61tU\nA27YQxMggcNpnID1eDxwvB84j/MyBId4xu2Fn6H6Joyp7/Wc5P2Krr599/0gI+Du/72I/OKHh38H\ngL8nfv6PAfx3oBH4HQD+iHNn/bKI/Lw86w5+4xA41E5uTlubtLy1Lw+dQNWydgEGGgAxCM7oQuQv\nzYyGQaKEVDJS7RLeF3QDhKFJEMkRjDqsnnEE+Ag4NjdsPrEZG4E6TnR7BBvwgc2ZGvTgDvD+QNcT\n3QfadGB2uAm1AYIEZEds/sPh776IQhn6hx5A5ujinI/YZVuaea7szcfEFCt2ICzyYIR8d0iEIXgD\nHaBBTrIUWJc3VSBCdBdBixy+bRt/n4tq29DCMHiQfEjFzZQu3i6M73Qa1eJjeJj+urBrQacXlCbo\nW2NYnQM+930h+bBSmaq1E149++01wnYJgposX1rTo1mOi8rD3tD3vsbS2blIRVgkpGIURst5a5yk\n3LcNt23Hvt2w7fT+DmomujnGmDjHSaDxCKDxpBEogPdyLtaKXVWbK3ieDU9X3OBzx0+DCfymy8b+\nPwH8pvj5bwTwf1ye92fjsW81AnCn5n7o4SsE4lrDQQAgIX29lAaLburZNeUwG3Cb1VmXICNwyR29\nVdkoT2Y2hVyR4VSssRkdiUg1e4CFeUf3iT5PNI+JQjjQ7B3dH9iEtOAmjAiKDNTYGbhhMrQ3rAjg\nZAqQeIAd3Lw6dKkCMVEkgAQuJgVlsPdtw9Z25vCiQGgpjoMsuJy0ZMNwngf8sHhuKyJPzhVAZg8q\nMBEKYQIFviqAtm1o2wa0Bu2dEVnkqjZnee6RRiDz/bg3oPJ+jSgGQcxyd4bFERlmdaA1bsbttkXu\nv7MKkHMIopNw6mIEJrFJWqjvbL2qA9p5Vac/O5w0EBplx771anBLrYC8TZ9VFeAa0zICvTX0xgjg\ndr/jvt+gvVFXIYap2pycdHSMVe+3wUgFWJT13OJGI0rMb+lnLndGnEwAzHkBxD9z/EyAQXd3Efke\ne/N8yGXuQP9rvsIeykIrt9U1uOKS36gKmnqEvdnayQs/feJ0kiwQIasmyCgEzdQb1GfMuWeK4EK0\n+2NMIIgQTWjlBVJhtscsAPWBmx/Y/ECfAw0HmtMIEAQc0SjEiGCX6BjEgA6HD6kuSB0KOQMAHET7\nr9GBhMFIGXDWs3tg+IHio9fPXXl5DYbeO455QKbwHI3J5pLT4erYOp7aVWsjAhjphVsrsG7Lx3qH\ntIbuDg+U38GNPcbAOWex3TIVSMYfEge45Kxhe3juA2cAABNBD/3+faMoyO1+w/6yo+/k/2tInpk5\nFZASlAOqZNdiwE3qB2RH4fT5JN+VqUNqDeimJVeX3n/MEbX6+TSoRrsWiJoIfeIKiNKd2cQZBC0z\ng50T45wY54nzjC7GbI+vnhWvaoNdzk1Tit0U3nGppBR88h3HT2ME/kKG+SLyNwD4i/H4nwPwmy/P\n+4V47Onwy9yB11/4jX7vnqAwWVrKuv7VfiVQqHCIzUtjikfn34TOCZ8TbpMTaUTQe0QOohBlyU/E\nnya5mM/ID60WAXNhx9SJ6YYWDRskbQhl9qajT2oH7jiw+wPd3tGjS7Bh3auwoahjsN35BCQ2d00B\nNoV5w44dkrPVDVX60ynBFzDIpRxIDIOlN9WQuEoFXES/uqySV+a05gZrXgKerXdoqOOOXEFCwXNc\nsJonPrzQz7hmNYLHdMcRWMA4yWJDpAMI8g+ukUNcRw/QMcuGACguWqPC7gtZv/X6rpTtijLvYLqT\nuIcgwvKdKUTfKNKZOX82H02sUmJJhV3kwh7jsUL2edAQYHCdtjSWsfEnz/UAB8UAyWtJ1iW9d6oz\njWPl/iX2igqCkf9wew77kfhFbnqsG4AlpvMtx09jBP4rAP8kgD8U9//l5fHfLyL/KQgI/uXvwgMA\nsnm/YQSCsin1ZdIaBuHn0kKaI6rcJmDOKT2TnFeGYVSS0awPu0MwmDfHwh0WNE0s8YgeTKspE64W\nAo66XgsNfj4gmGiTWMAWUUAZAT8g/oD4AyoHROlxjMWBSgUShCPFVmKxrFbamg0wI2U4Oc9QsPrp\nU3Lb1RkpdCl8QHyBXaWaE5JfxMUIwrVtg/YOmEHnfK6sRKh+lbnOiAFAefl8fAI458TjPHEeB7nv\nrZX6raguQDDAQkkD4LXE0YQh9bYxnH59fSURKNh+2Vk6bWDAyjNPDcDRloBob1TgTSMA0LtnD4GJ\nAQ0l+5XtwtIEhzFPP84D5yAx6PQTBqtzsijMUmVM89WePI15v6rWAJY55wetRgS4iMLGsgPWIx28\nRqzPnjJ/8Cc87buOH1oi/KMgCPgbReTPAvhXwc3/n4nIPwXgzwD4nfH0Pw6WB/9XsET4e77/9R03\nvRDPfd0/GbGo8SePOxlw4gZxg/uA+yyOgAhw6x0vt4beNADmSVryHFEGU6gzeoDNmsWTaQkg6Dhh\ncOwK7E3QGir6sPkOmZ+g8x3dqBnQEgzEUeKhOx7YZaLNqMkHLbiouh7eh7WCldPH95wxh0+CL6DZ\n0AOwgQgogFBVYY8J24yNWT3mLxjR773t1djyPg5S/0UwMzJqDZ4UVbN6GyQwmHk9PiD6cY2KPgys\nsL+RO9BiNHf+rV08P/IrJfkoN39EALfbDffbjf3zhR8ggEvnhCd3AB0zZlam6jSVeAnuLe79ihhO\nZ16fnjyji5o8PSkX9v5449i6cBgVMSBB54Ye8wx8KpvSnLoTaRDOeZAOLloS7cn6y77/THPV6fSK\n7gEUZlX9DMLvUukC1oXhElp0488dP7Q68Lu+5Ve//TPPdQD/7A953TwUwC7z0vaIRRP2VbLDVWut\nFIgFCgtG4YBd/lMoXrrh5+6BKMM5BWYOjPm2NAPcIYPTfpr4wiL84okxsYvgpoIWVNDpJ8b8BD+/\nhtgD6g80nE8GYEvhEKE2AHsApEBABB2YF5UXtqMvldmYdGzjgfk+gQNos62uPjgsFXuGVxRjfcJ2\np+rRLpSfAkko2hWCRm7PSeDNwLy7DIEZrLW6RgaEgm2OjgaybJfXKBZAGYEyGLqkwvu2YUtWZ1Ru\namBqvEZWBtgNyFFeLy8vTAO2Dbd9h7Y1XRjAE16jjdd++oSpIdWANUQ4kig058RwgqUDozQGGCm0\nohQbDKedOMaBt+O9ZOsybWhbq16D1ltMP+7sgjWhoVEKi5Le61WCLUbhZbIRsIBACzAQV6OPPP0r\nIuN4vusZeU7Zvosq8GUwBuFoGNzMCcz4ynEqNAjShcrVTwNgJgcTgl3iMe5bG16a46u9oXeFuGEM\nh46BtyMEGhIDsAGLhdcjB8muRGIHgtc+cd8AbYHm+sQpAxOjvP+GEzc8gjJ8VF9AN4NcNQHy/sTy\nFjmyLMp9WbqaIS/t58HyYUwG4qLQyiFTuktcMLYBtQPNGoYPyGTrq/YOaI8SogPnSZReFVMEDYwK\nMr+3vMc69x4/r6uH6LFIfCWYgXGbUVIsUlCoAmXp0GIkfLUfh5HZtw33fcfL/U4S0O2G3loZHzPS\nfbWHU0BqE2RvwvKAugVa3wnSmVusl4GcpgxFNSFpa8X9v4qMzBgcokKg8OowxBMPWOIj1XCVgdVY\nCkF18tLWzvU8hgGoku4VAxCGPxUp0iFl0uz1exEgx6d/lxX4IoyAuKHb22KKZV51zT0RCy/KPZIh\nEZiLGhiiCQ545MabAvcO/NxNsHWBo+E8JttzW2jRRWeZ+hllQFJuGYoxp+zasbcNP9qA1zv1Dccw\nnAo8TsMYEy3ag1NFuIOzBLo/0Ca5+YnyY2DRfgfIBRDm57NN9uC3ixx4c5x+VlNQlpWKk57VghAC\nEQjpxwCmTDzkhIF1/RYIO1ShgQF4engRjNhgS6EsRpvHIht24UuIQPOaBf3XnaShc04cY1DgYoxK\nG8y9aMPncWCOAZsTKkJJrQj/e++47Ttu21YcgK33SiGGGbUnBrn2DdETsZdyH5BgcItBI12QsusE\nghcInClAVgPSWFQ/QdCCk/ar0MJquIblSYCmNqOC6Qik+g10hqFI6fZJQRwPVVgLTMfnqlYsJaZl\nBHKPPGECfnlvSHE65BJlfDy+CCMAGGQ+6rsoBDlTnQtu8aLXd16Wz2JcmcqJGfm7CHBTxWubeNmA\nrdNwnA54d4zu8EEw8Ppfd4cE595soovjhjtuTfGyAT+3A60DpwCHG1qfONuA2kT3GcpBbA9uGMBh\npQaUBsAPUoQLGxgM5wyGKQPeV86OaJPt6FBTAkfn8hCIASrXIaECgSkw3OFRpzehEdhUIUHmEXe0\n242evLUi/OSk73kpE7Kr26uEZ+5oIhjuVf3KKCGrAmMGuzAXoAijAnA45xHiFzBjDg1yELbbDa83\n6v7dNgK7vWWePWOU+iwgt2mDjzUXUV2QIyOl68rbdWEBsAulOtmSITXW9kbNSzhThSgJmhhLhUCJ\n2IpFBf4Srlez0KXUmJWstjGdqjzdABcFJ2RZiMH4kse7tCDXFOcgNmXZujgAFxAwJ0eRAAb4k6V4\nPr4II5CYQIIa4mBvf+QyWQLjIUEdXqUDcY/BnobeHK7sK+g60fyAn5/gkX/N44QcX6ONr2PSLWv9\nXSwmFAla4BMTEwrgJgfuqrjLgT1Ggs95QM83tPNr2PkJam/YEA1C0R6MUAHOjX81AH468YEwBDY4\ncltc0PuJcz/RrUGicrChY8eOE6Te4owQUSTq22kD6KGTmjsm69EPM3R37ACmKrZIAfrtRvZfa/DW\nIBdjgADOoBsAACAASURBVOgJSOBuRu6fqelT2+8HVF+DPNT3nTJXZvWZMj/fbzf4Rh2J3hrr/9uG\n+42agD0qCY4FIMoFN0r2aO0BCXBNlxft3kP8o5UBKO/ZaHS0C3Qnb0A3vh4nBC2xUQN5AHrZvNzA\nsWazLOiMVs0mV2xUeVOxWfgiRcpy+NIb8GjMCswpP2Nu9EUYQgGi16iZJwH1HAevlYe4yLcdX4QR\nEDg2TLChw8vjFFB0KRfx+R9ADzcIYgP3hvRfohPdHpDja/hU8qvPB43C+RaGI72bRZ4lHJIRYJFC\ncBPBXTo2HGjeoW4Y5xtwvEHGJ+h8Q7c3goIysOmETlJ+cQp5/wkExn31Cpw0DHM6ELnx1jrOcwMQ\noe5QdNmw6w5gCYbMWEBLMiDRYvqGYTRyDkDmRDcjQUUVHnTfdrsVeJckHg+Pbpl7i1T9vkgqiQ3E\ne8MWp6OJMNXYd+gYkOQH+DJWCdJppCgthEK23rFH/t8CoCzSUG7+ixGoeZBCAzTnXI07AKlTrUH3\nlT97TJ4ihyRIQ7fOgbiNkZe54bQLyzKMR+thGMeFVORY/IDASF28sJr80tmL2qTVQJMCwj8Iphbg\ndakCVLR32eR5HppqcAQuKQQWUPy0gT4cX4gRADYZKOhDPKuBcVwqBfEXySfg2QnaqQDqAwKSRpoD\nfhrGuxN8cYedA3K+oc838mA8TTU3jjp76c0NXUi82XXDveUEoQPiExMHJh4QHGihJZD6AC2EQJY6\nkDwLhSYuYJefB2CnAdPxkAN6KIZvaN6AA5jvo4RDxAUzFvIM7xqZAM/WBUvJ34k7w/vWoHNWq3bL\n5pzL3ydBKEuHln8rqz8AStUdrfp19P5n+VByOIbiEGEOPwi+9tYY5ofn36JJKBfz1juNTIqLZv9A\npCAqgtT7y5y7cpIQiPWWhJ+l0V8eNph7ObdPo2KQg0OmLUrwsLO0CCAoVmnNU7hU37I7FXOh+5Wi\nXeYI8BSvWr9jCZmUcGsoXGWZEkacM6MtAKtZqfF8FFNoeYXcPd+5/74IIwDxQHMX8HEtbbhf0NEP\n34eP+QoTLTsDjWIMmHj3gR6UUgJXD4iNeOHVmeFYlpQ5LkdAbwpsDegK9CAndHF0BXNPBRoEXYTt\nupeLUcBRiaNcvFihuAEQmWOcBvED9jB062jeIKcUmyyHcgJ4KqGWIbhswgzd8zkSqHxOZyJpCkhS\nUpVj429dIp/MqkG09KaR6YHbqFDxBgEApoc/dE3DmWNgHAesNci2AWEE7vc7Xu93gn6ebtSLZpyl\nQ43PKcEz0Bj5JRvzf2809JIGYRPIBmzbFk1FghGA8Vp3slqFwfM/fYQBCGqwcAgJcUCmiLDLBvTV\n0JaCqhIpmpgUJ6GeG3RiVnNmyLmhrmEtxNgHbGMP6TNfa3gGQPt9G/yHHF+GEfD6X21+vZRZgLXg\nUyQjQx/Wa8O0+2Bd1YM+CsBPyi+dmhfJMKdjsGEg3jbeE4YYioNNAdcOaRvLRbrBpcE8ymBQmChM\nG1w7zLfI7wyiHIKS/fm5AHK2Ylloj+fM+J0DPpzlqDHQTKGzsXkohVA7gA1ok/nntePOEU7OvcJ7\ni9+LO7qzW6/Fz9093xbZv19XIq0vIuKNjZgSjO1iCCBC4xC1+x5MwF0Vpyp2VcwoDXZVdBFsEQ28\n3G74KvJ/OEuv8zwxIg3Iz5VRQkYXurcLH395ZQnKtPRA+1u79KCsTVNGOEenxfudNnDME6cdOD0M\nQA9DHScgJzZdX2dVB54B2jyBpfbkC0NhWrdOeobthXcBJLNBIJ4hB9dtSsbDabyy2e3Kr6nIWS6f\n5TPHl2EEEOstN7YCUFsnNT349QteLWAtVoFqg4ui6azHp2euxuKJC5uPsvtQYWEgKPXcfLKE1jqk\nsa7uUEwXjKCkHtNxDsecACcdU1IboNeUIJKkMfhIBgHWAiJ5R+g5diUteAbJxSdxgZhXjx6GJQa3\nUmnYIttcr6sB8iVoLSJoQdS5tYY9NmePEN8DuQfSJl/ARssuythrUXKSiLzkUoJSgI85o6j7tqF9\n9RW+ut3g7qsJqHeW/0JvoAxZvN7WEkVfRmcJaUhIfU3MYbBmNQqsaayDGNCRgznTQqpopQOZf3s0\n6kxMHPPEYcfiDzTiMiV/j4sxN1YisjRoNpe6cxoJhmcRfcV3jNkWNoI0JOHz+UX5eVOkNY1GKik5\nez4okz4r57dh8bwPEfMVNPyW44swAo5QpvLlkTRQ1vz4FlaOnVPPmymXf7YXawT0DCVpDGZsVE04\nSxvgCvEJSCtGm8+T8/20Qzqnu0A7TMiwOyYZescwHIMph8fcviXkSV6/Kqr11NRq4VUuObJzjwYA\nG+qCzqiWZHORa8fWIzfcIsWIVEMHCUOJOHOWHxuBChMS5r5b7zQAItgizM80Mn1N9fmDmINm+gBG\nFEkKkhQFyajgErXZnNhEoPuOl31f4F/2DKSHj9f0kekZ8/7W+2ofvuALma5N8PxMDyaeBhtzEzS/\nhOdyZX1ewv8A9JLFZ2IYPnDYUfoAKS+eJT46Ga3XiatAB3OZCp0cjmz6yj1Z8xbPcFo5CwIh5HrZ\nrCWEAl9GJRzhtGgymvYNx3I9rhjEdwQCX4YRyDAwGYJioeumlxJQRjZ5Uetg6KQBEs7ajOv13Jnf\nuxundqcXA2gAMu0QgbQNIq2orhOKYzjMT9zcgW0jI63v2G+OwwbGPOCmmNkEpB0ijNXcnQQelfIm\n/MrOyUWTKYC1FeLJFrJfYTRkcCFNYZrhPVbVXKdAu645AQJGICnD5lJ2J1OBBqw26/h5xsa0iA5y\nk3psKABP7L9MPVIiLMFVmBV2QGkyWY1D+ZyMIuL5CS5mbmxAGY6MCOh8l+BnlopVdekE9B6NUKEG\n7BYGUmoQKJF8hLBs5tiztCh5DYngpz5A5edhwymEfQn9Tei9EyjN5yOqKLGRl0oVKoWAkLOQA2Uo\nHGsVHfOLexmCTCnLwHzGEDA6S2MltX8+d3wRRsCBCm3cI5zVyIN04QQLHwgLGhuf2lgKwEiOSbml\nlI4Cy1zkiqyQVxN7UJA1lx4ugEqXhmkSmm+cSCJtQ2vBLVfFPA8M7QiRMDgacrgmfFC+uwknFl8s\n/bW9s2jSKVW9oQZ2QMB8b9CLoF0ufiotGTdozVGMtMo0NllNcGI5VZ0juNQdzYxIP5azkMutXaoC\nBqBfMAiNz+7uVSUACgdbFYK4z7Ztufw+UzZ4pnysBticpCxHM5PBSg/RxSIHjp6Arqz13yj8kZoB\nKgJzri0A2LBFVLEowYZR5y2bzsrxRKUhc2oJI1BnKoPSMAiM6HJ1oXCVMgA5iSg3cjw1c/kcGYco\nBUq9vtR7pSFJkNHIJnrO/6U+7foovy4wAUhtT+Zq3LBXQkpFNgXwXIyDAITq8+xl88WVjh1iFnFI\nAEnp9YmqG61uLCCA3m66o02gGyBNoRmg6AboBtMO8QHDhCsJTdrXhf3GBblgIIg8T9oHYCh2pojU\nxU71HCCwgagq8Auj/s1yU/rzOK9BQbZGb6pwdKm1WhGAxkul9728NIAVcHhEAZnCteu5BYoDoOHJ\nrxt+iYWiqjoSt4wI3AxT432GowVbz+PiWowwy3kDFQlszwSiROxp8LWch13Ax6sasQYIWO27iJK1\nZ5iFy+a//JzeOatAxb3Oq+40yH5Zz4IFNF4z3XwPrMhCIkopKTQlkSyxjUpQpBIV/JDjCzECAtFW\n3iBDfBJXQhw+w+jMqZHnK3CD/LNAg91P5moJIYYHSDUiEZTmYPYkACDqjwjN3dEEQetsMCE4KNPR\niuEV0t7SYNLgzvHWJoCqoW30XDhQDSIpJZ0hfU5ZhvPn0khMTKFCQhA3iC7KzD9r8URYGaeUOIDw\nu2bk4I35M0eqO2TXotvm9KZraTHfVt2LOgxk9OKVWlW0drlamc9fI4zc3Lj8/fWeH5tNPIjULcP/\nSn8CyCDMK0USy1HdqhG92YTsQnwktAEAsGdkEE8oMpAY10CAfFKfmGE4ef2M8Bb2g+ea/FP4jgvx\nYv27vPvasrlCi1tQry+rmpBrWWO9Z8dtbv6P4N/V0Xzf8UUYAREQ1XeGePHoZ1HNj4/lRpQISdlj\n7lXH5aK10KVPAHAt2BUlpMX3at9UYZdvC+DQpWFEA8oUDxntMFTS4dKjnzGvs0M6L6A19vVnP0C9\nedboDIUf1JCMRvyjBmVkqtTYjpzqM9e/q+7/QMldnCO/YxFNJeg4ZBCH2KSEVTjajF6vMSCCwgO0\nTSNJXOHK/iu8IX5G4gVpFCKakwz34zpfS1kekQpAz95bg4lf0kRf/f6oXRr5vYZgCPkDkJg74YYG\nKvwmHdjBysucEwMD00aBgNVvIHIR7ozVUdYwFszVc182f41ey813jQYuRoEgbpQuUx8wznGVIz+U\nGXmeDOaVCKwUKd+w7vw5qviO44swAkBw192RHP/rUZ1emefoc6iTqQFDfVrW5z7qxmqANIg2iCwu\n9VrgC0QkLsCogEM8mTJMCDAdNgeywWhOB5yRgkjH9InDHYgx3ZQ695q+680rp48Pz4WS3q2nbuL6\nzpkSoKFmETJScPgp5S2TLw+J6EJWWmCJO8DrNbp13HBb51EsyuYZbfFDxvzSSA8WtTg39+VCXQzB\negnNUERYweHZ1jAG12tIQ6YxOgtGjCTTnet1VWXHYNsjBWgNaORFEKDDAsWQ4b5FB2K2i7E12CQj\nkBSv1TrvHnMIeI+nnP3ZAPjzRs/r+rT5ZUUEyYOBlOGQa5rgzynkOsdsiYezImVxTfM9PgcSflcF\nAfgBRkA+P3jk3wTwD4FB7q8A+D3u/v+KyC8C+F8A/On4819299/3/e9xjQRWmJOLFsCiXepCeK9f\n0iMsIrZAr03g1SrETCHNkFu58A7orWohFq4b/fNCI2IO+Jg4jQbAzCDGZ6twxJehYRgBSRNhKQ4R\nRmY97hpGGlY0ACzXKssjyYj7lBl3gZyU1Qb4Gg6vUVl013ly46U9jRw94OkHTt8xcBLEnDRYyWl/\nvkDhuUTQHUC0WqfH58f2tdikshH+LnPYfFx4nb75Pl7eOtdFspPK0wlTpLZRoCSHkmbUhBDhTImw\n8qBRWpsImS8fjNpiSjOnTOU1zxQxPn88h9714uk/XsfvSAfk+ntc7gMwLKMf7cX1demNCjzmKUhn\nB4h4aQ7yMq+TWo7yZxAJ/GF8c/DInwDwS+4+RORfB/BL4MwBAPgVd/+tP+B163BHiFoC+eVyLFgd\nqkDqxUcuX8QIszpRmVsCsYmkl/Fw1dW2mdfTV0qRkV+mIq0MRs43JEegiBo20cSx0QzQ8GiHzYEJ\nWuwZZJCuCunxuS4hXoaB6f2rBTQ8mZqWAeANJJo49eiskVTkzYMxxzySJTmq3KgQmEuEmuBZh94U\niKaZQgOjRFX/RhjgMAK5SBNXWRfpusJXNFDXOKMLweX58f2fVwMNWqQO05IqLZUKpUbg05huWwNG\nqr7vKB1FCGL+wqQBiPZzAEXpri7Aa9h/iUBzrgAXw+Urx82vm9/iq354rL5zVnGyUnABdfP1UoOw\nwN68eY7XiwjHltO8pkmJmVzTp88d32sE/DODR9z9v7n885cB/KPf9zrf8x4Y5/gmuJEoZzR61MJu\nLWS/w8JjYjrgvjjxEKnhlnqNHkQwI+Ww+Jt4N6Sr4kmTCA8ptmFQepDpGNMwJ1HsrSUC3sHJxw6W\nBrk5B0LvVwWSJTtcLHv/YP0jLBQVaIwiXwZA4GdIVHkQitJD5WL1JRyytQ29daoUxaZII7D3Hfu2\no+1RGclFO7MejUvoikK4AVk18us1ui60S4ifyEHl1k+rMX6b18ABw9LaY+4+iFE0jv/qW8N+45CR\njHaSOIOGAiau9Xib3PCGAESjY68iLQmdqtzMuTFT8FOkwnPPVO4aEVzxgct1dEe1EK8PExt7kqLO\n9/Hn10hDm4bBwYpVAMEJCl4rGzncNa/J1bB9jJw/Hj8LTOD3gjMJ8/ibReR/AvBjAP+yu/8Pn/sj\nucwdeP35fU2o1cXzzpBYRddNtUgfaf0zfciTAaDKQUkdTe9r8Iv356JcpyeRYYk8MAQ3RTAhmC44\njen+NJApqKs6QIajAxodkdG/MEVZzpLBEmRyBD5cl2SzybxcPAObZaYAM1p8pxfQmOF/emmFrg3T\nO++1VwVAIOjaa9699wQT/ekcALn44rFcpOEs6zkVuq9rhzCuV6+VQBUBN4nXTzNxScXysbim0wL9\nVkHfOrZ9x36j6Io55/4USp6GWzKajA0S/wWsduGegLm5or5Y6v09rYoZyMLHoOdz4ODHx/O4GJX8\n3VN156l64DQWl9cqJqJ/85aGKtdt7Rm9MifxrcdPZQRE5F8CG1z/k3jozwP4m9z9/xaRvxPAfyEi\nf7u7//jj3/pl7sBv+IWfc209evk/42ECKKpW1smzw1ntnAHHDrulU5eimPIhdbgKcCx8QD74J34O\nl0ZEIS7mdKYTLj0adAik5RRjD9RfJARDXCF+QMWgzQBRiA2IzLXw08NERSDpxIkFIMaOI1G2LtUb\nL41yYzX3zgWC8OyKKj1ey4YKhTVGEQA40DQiCL5F/rwMZ27C+q9dfiOSlbX1PnAYGKF9nPeofgHE\nsizrlzA70qDeO715bNjbyw2v91fcX+6432/wBjzOB8aYodLMsmLfO7RJKAKtrkGmJyELVlmerDZc\n0h9pKKZXyC4TnCeQk4wVi9n3cfPPy895XFOBq+13jo6F4Kkduf42GVeOamN2zfV7AYAvWFZep9XV\nKLX+v+v4NRsBEfndIGD42z2usLs/ADzi5/9RRH4FwN8K4E9+94sBxfrL0szTLwFLPTagymBjctb9\nGBGeAwy7uUMg0gDREMmI/MkDQb5YzZx8nIaA14yewTI8jM9gwQhk/7aWqIcJCjXPPvUWw0REJqAU\nAmQPPvizRxekL0JLlg+fxDJCjfi64DQWEFmBXNwaDUwZmrsEHbkMKg2cqRWl1sUDj0tPEhTZi979\nNxYmHKyI+PKOWFFBio8kBn8t/wF4WpTOL1OLPRdyaxrqUnz+7c5ho/u+o+8bLPQfs3KkIUqSSkHp\nFNb6kkjX4hzVY2GQnlKW1ayGOjc859XN922e//rYt/7uYmCv5/e6CNMAYIGqWQUC4rz78/mvkmyo\nLhdB6rvCAPwajYCI/H0A/nkAf7e7f7o8/tcD+EvuPkXkt4CTif+3H/Saur4ogCc01BHorWnRT6vO\nH8QSEalIIE8kQUOPfgGriTvlxapasCKBwgpsebC0s+suXAmc/s5ZS5+gAeii6KIxKr1Ta9BPuJ+R\nSjqke6kaQUBxEVmLIokjmQ/CsbrfUuCi0YN+7K9gmBMlwigVMgWJbx4eUEU5mCQjgUu7a1VjPFKB\nSE1wzYkh4T35GS0+sF8igVTnjTO+AMz8N2IM27U8FmdWVLHHxs45gNMnHo9HjAQfK8IQalXDJuag\nhuGck/VNyWjr+vrIOTaLpCPM+WkIL4l8bsg8jbk2v23zXw0APj7ulzwfq7To18eeb9eUwescr73y\nDNDyOUxpGJ391EZAPj945JcA3AD8iXiDLAX+XQD+NRE54yv8Pnf/Sz/gPYJTjQrZU5Mu856cWtNz\nGGaE+k2p927NiyDCEyFVQ/UYTpoYQlpHQ6t6bWEFkWOOaRjjxJypSXfFGFYd2RyYbhguUBdO9G0K\n0YamG5pvaHYwx5u8oLwwDmmXRqbLdcyQrxaAxv3FAJQQZbtEDenNmetUJEFrycWtwglKrTVsraO3\njefDhWGu4KkC8I3F+zHfzXOMQKtDGss1Ii9lHwc/nhYLstILB8Sfexds8lr2rtj2nVOUeoPDcJ4j\nBEa9hEIFUpJgc1BejNN+RoB+rSIRv25gYUST3h5AKRDRaKxZhkgDYH4xhM+3S7Czjo9kIc9zaB+M\nweXcXs9xArVxDZLH8vRWGV1e0oOKgj5yOT5z/JDqwOcGj/yH3/LcPwbgj33fa348RBS320t53jE5\nUNSjZdLdObABgb5H+LgiggZpgEw2ELlfkFdPgUssjn1j+c8hlfMTLHQ4QpAU7Aqks1ihcpYMnUKE\nmEHcYNOgVYts9egKeQviDWwu6nAxqDhUDdLnJQLMcDqMX1tlIQCV5xfTMDxc6xxImV49K94aLapN\ns1yoaBJgYVQNmrLRBvYBF7ii3BPMd+CxqNfGyA3kAWqlCi9DV4MPWbNKIE8Ifr5G2cFC4Wns2tY4\ncbhvfCsznGPgHAdFYTuNWUZPM1SI2WGYG1ieOCdeFxtwExRx7BKFVTQpykQhWwctrsHV6zueOQCf\n28j24W++E0zMz3Z9nUvFxutM1qExyZvvEdfJl8H7YDK+cXwRjEFVxcvrV+z+mxNtDIwxgEHxvSnp\n3bn+tK7jpSkErAOzfJbnM6OKZRnpNbV6EszoS4peELmia6c6TejmEXluqzKB0K/HhBvBrTEmTCds\nAKM5TjXsauhi6ACax5Sa8EwuhtYAFe6gulQRATwZAccyLPEc7fTs27bh1m+s/8syBCocO8aZi9Tl\nb9JCxbctgAsIwxp+1R1+/V0SkPL8pMx2fWChnqOtxebmbHA65VkzP0A4/4zXWoQwcPjrvmELIzDG\nwGnc5Od5whuw933JdylBzjFPTDd2FfZI2WIdeEZS+akD0aQxuKhZRZSXWEFZqky5PnT78bEP0UGe\nn6fUwS/PiffJfwv4btGzcs3uEKe9HrhgPJBrhybqfF45Mz81Y/D/j0NVcX95obSUGc7zRB+DxuA8\nGRnEl0nGYB7ZwBL1nkDvvTw7OzR5lrNTsEBIvwh1prPNk4owHplvx2tbrmAQPHRoNA7RbA/j0klr\nDBd4Gh5vaD55D4fLFp9rQLqX+lEp1wBPHidDe1GG7jn3bt933PYbQbNgLpYIBqK0Cn5fhVZUwNJT\nLrBIAf4/9t435rZuuwv6jTnXfp73tlxTSEtT26st0pKUL6WYSqI2RI0KX674AfCDtIaoJG2UBBMv\nxA+NhASNxeCXJhBISoIUkqI0BqNoNGJiq7RWKdRKCzW0ubRosSXec55nrTmGH8b4jTnm2vs5z3nf\ne2/Pc/RdJ/vs/ay99voz5xxj/Mb/RTKFJBGkL9ti+IyuQ65WQ0REcl/LXgDjGAuzSWjOf4woRKiG\nPdQWRgLSah9uPmsT4ea5QhUcWZEpukoWwsicDSkIWed5qD8ncbY4geaU+z0+KcWnjF7UjhtIgQVg\nco7JZywYkxX7Q/VGFLWPjIo2HMP0FKWx84ozXW8vggmICO7v7jy7SxVb7zjGwCU61YzjyLZVZ33I\no/hcWlOqs7aQ0yChnicQuU7vRUOc6cwCj4bIAWgbYAcU4ugkfMotJomxBCbNKxDBmVNTgWAATf3V\nATQ3kR2MZbCGHnUH2PwUAvRmkC1Koik8BiD1OqRrqrYxv7QNW7vg/hP3+MQHn8Dd5W7GBCCOJ0Q0\nzJTVWOMeDR0LkQtNQ+BFVyNfkwGJw6YxF6DNkyEgK4NwgCkFeVgQosl8tuo5oFurRZyD9IbjOHDI\nEUU2DK033N3dgVV5WWWHyCoL0SDQFIOpENb9YOhS6I/3blBHOeEKpG3DGYelLcOoLp0NgMBtdaC8\nrIzxghjeqCKU44Lo03YTTDgjJlGPxWRoiwKxbi+CCUAEfbtDC0Jp2wVdZ8QYK8+OMZIZ6JhVhdmM\nkZZ8l/4yh0Qa0CJ5qE1x4EY9wMoASevAdoEZMOzAoVwE4unBFmaBdC+6PaJZi5SECAhqGjBV3bWo\nGn0PnQFQB+U/mKE1A7quqcYN2VFYTLz4KDq6dVyaRwV+8Il73H/iHnfbHS7NDX0keha0MJv9Csxc\nqjbPbpoLJfR9NQDh/rNRdGLXuVziZIBNSOPhVXoApKsyqwBTginmuer0050VmZ69e1KQQHDosUhB\nVhFyhqo4jiMTpEikM0nJFsJwENgyFTvjAgDANFKG3X6QMRs2GUGmRd8SriRaGgLLPqvfnX7HXgJG\n5Kg3js3fXDMAMcmKSE8ZAd9sFnwpTCDwmcfr96h8E4s12lglA4jAoGMMHNHnziX6gaFUAzAljYTC\nGESfwUIa7aA5IRJx6OL6s1u7m1v9U0/ssD4TkCAeLeipPIaGLWIFaJgaGBAY1GMWQoEQCFRaHNNg\nNnzuD4XZYKqCw3hr6PdO9A0Nm0XXW2y4tIszgfsPcB8ooAVEt+ELlwYlUaTBa9pKAFi08C6SORdp\n6NBp0BNExaeYL/UxEDKCYCTagvlEMpJsMjMluQUcdoNrqDZ9y9Dw1ovHQumGdJcXvSdqI71BXOkz\nZNZRIV2lEFcHWcefMRkeJ6Gh4httk4kYklm3yrAn7F+k9oCrhSnx7YoppEmCNgHEWlWsnoA8d8D7\nknmaFYvF3Age3q+nAf+btxfCBDCZAE3Jsc2swkgoid56+77jQSQZxHEo9lE5Yvj/IxJPzV1PQLEX\nxCRk7EH3KkHhaoiIwQFJNaFB+h2kwkn1JuiAL/4GAYIJHBDADm+U6VaAgG/e3tyJ4oBF979hB1R3\nNHOXz3YnuLSLS3g49N+wYZOODZe08l/6hi6b64WDHXss02AFoRoIgFKMRIfOstWUmsEo57R4vT0R\nd4F6wAyZACvj+nnBVGaFF1Y1zFj+NvXajOeIsd/almHOM24BPu7s6qMBefdgAOyGBBbViGkjQuuh\nEtBLQKTBaLowKDoheVKZROSiBTNIg3AwApQArqQ42hRohCMh8x1B+EU1q/EYmSCUORsxnmmjkQX2\nQyngYsZ0hsxX+19l5u+Fd8AJ0290jIEleAcAzJJBZMmqcA257971+I22A6KBOIdb8gGFRnnwMpDS\n4PRo6KLe6NIE+xFuxqgolNmEEUwSNwYvWx5lxkPndNxh8IjDhh4xBM28/LkPujMoRUOHANqgsrmx\nsG3ocmC72/DB5YL7yz0uuDixW0dDd/ce3NKfSbAqsO6MAKHDpz5ocOg/HMrbgBNCSB7GzJtHPaXE\nq5gNlwAAIABJREFUazbdjS2Dh2Sek9WSdpuxAWIzrgGWmY2ZF4LpxuwRsMQcj5Kb7GpewOkxXPen\njWiEOqDQDBt2GB+IJuQAgGQ4TLZJqz/VFJlEI3XhFYboKg8hOKY3AJhelqrXU1CksXWiHh7jvTAx\nC8MkA4jfxfEVBdzS+9OzVfZdfX7D9kKYQCTkgKXCNImfDCGDdJqgdcFlM0jb0C732O523IVqcBzq\nvQHGwDHM48eHF5TwxB8fZbcZ+CyJeMSf6A4Rxd52P9ZchzQwh4CZi5gDbACLZ8edBtN29NLNGY8E\nV+/qcl+7c+4uwBZxBCIbpN+jdUVr99juN9x94oIP7u5wkR5w3wuC1H/JALiImoB8CygSqJl7KoZ/\n3ywkI5mAWpbNRqgPft9tySdYS5r5b7Q7SmMAD2siwjATvwrB13tnk0+FQ/2GqHak3mln7GEgfoz0\n6UgKIsNoUYhU1D0xLVx+LEhLhl3VCrfXEO7DmQFLuYWNxg2Zgao0bBcWTIVxFQn9/VKpMpRNxNUp\n2nUAZwA2NMecDDXnKpBWni8QANHDVHuRqpWTjOV91M9v2l4ME0iaoo8z/pbyucOJskfUYO8d2xi4\nv7vDfngb7OMIdWEo9sMXzx6MQY7DDV/RjZhI1kWNwrRl8EjaEgQAXPfX8I9Xc5NwIkJv9KPDMGYS\nDCAWpnoS0har0Ay4NLcLdHQ0uXiBjM0bX17uO7b7e1zuL7jfgC18+xLBO4SUUlufOZDykmJ02QFR\ny9AZAXshUDtJqBpSvf7OF3qb6c6ApzQPhR6WEYHaIrMxgpyoAgg8VqH1hi0Dl7ZJ/JSchLoS6Eqc\nkYwxcIwd++4dgjPmoAXBhXejhos/teYNlOyWxrrWnXEwEQqJvGOmFdBYKNYC1ahBtOU9V6gutAUQ\n0sc1E/qbf69h3KbxNueACOs0Ljk+DCQrGYWVgKqdYbE5vGF7IUyAupfkeKYrMB6gyXoMQ3i3bYMa\nsKnhXr3F2FD3Fx9DgzF48NHDfuDxcffXfmRk4rAcLmQcATwGwPcaBnsKGlzOpT+Wvm5fOHdiHoMA\ni7r+2YsWTdwweNjmxkQxrzcgbjgUbGgyvE32ZUP/oKPdXyB3Fw8x7oIOgwwNl57Bw5FjkfoNpbGu\n6qDeTDB87OySM7ztFiVM6u4BeRdd1OZvnPAVQ3TJAJRL6No2IT9TwJ3JtWRcHG7CXofy0/BmAzMJ\niQ1BgelF2EI92SIU2UGYbw0TjseYWKhfvGysupxT+v4zmUzoYgZgbV4/9fV8agjHn+ODGOtwqS7W\nfjgiSNUrXYYSXhVew6+TdppBe4MuIfWp0nD7CGrBC2ECMwS4FcNgogLVGegDpMHGm1l4CK9H8YWA\nN4f3NBruQ/H4sOPh8QGvHh7RXr2GvXoN3Q8M2x0FBOGLNKBfeAPQgNlKQ2LoiAz2TVYQ9HJE0UhB\nc50WDRoxAQ4YGkQOaDMM8WhBFdfTt6YO0+829PsL+n1Hu7tA7jan3Eh3bdsBCURjh2ZwFFEACFuZ\nMcOFRkdJ9+cYj7q0skoreBgAnXAw9eNBq7ziEA/PZZiu9xfo6FtAf/QMWWawkqAwLObSx5R6FmSo\nBYMLfer9lP4tkGDvzTsONwaHWYT00rBXjHiuY04maUX3x1xTmd0YjJQP3hjNKfV4Sn1MQ2AEndkR\nkvqw+ZyGlehLfsaE8pLMKDdFIgbWZ9Doq1GzJDl/z0n9W9uLYQJq1Dc5yAaEoU2ikhBDhBmMzmpC\nZoMoK+Ab4ZwbBVvruLsXoG9o2z22uy/BB1/yiH0/vJWYshedD2SThsMM4wg4avC4hajxDngIMOAS\n44KBrQGXZrg0w9YMXQzdDjQMNBtoGOjxalBsYh5S3LzDsf9OsTXg7m7D3V1Dv2zAxcuiqRw4ojoO\nADQZsCgbrsEoLQKKMrAI02C0hJJy2+BBOax2g2nkYrKM02nk9Ia7TVnEdLNcgK5GWxT5QNZW4CY9\nkEFrp6jEqddG3zNnMuOIJCBPCPLQimKg7IVg432m2vr6kXDlJlMA1QbLjEKn66nHJxKRyRgNkihj\nSf2lFG6hItL7xMzKLa5DFUGQNRO9i7RNvT+Mxz6W4ijAJVnx5sxyYku2LZLF3dzeC3UgmZ8ZzMI7\nwPDTNmOjawoxgOg0FDEDw5OMqAmZeIZgi4w+6Rd8sAnuPmj4hEbqbwQjHTG4HkLs3oOHfeDx8RH7\nsaOrFEbhGSQaBsAm7lXYGnDXDRfxluVdDB1HEL6iiWLDQBdFh+IiwQDIBMTrFW4NuN8a7i+CbRP0\nJtM4FYuORc29Cr0b47JeXtEpU2+kRCoQVCC4bBfcXe7CtWgpwbjwFMZoqtR9M9inuTRrvSUB0Gev\nql4SPaImWSsRzTwYqPVpYwg91xPFPBBs6MDj/oixjwl5QVfuaniju7CiAb8JuKg2mU1dqosPWD/z\nNyR2XQm/vmBBWEyECqN2GmY3tx/UNnGpakVI+NgHVEegw2KTCNtRRUusk3iuLuQks77fpK/3gQkA\nYYkH9VGZjECjL56x5x0S9rh1lHX/zd1DYfW3KCYSqXdASBCTHrE+Eok73b+OTrpHeADu5ADahnYc\nOCLiD2QCIKpszgSg2JrirjkROypQdAyIDWzijMCJ3xnBJobeDBcougx0WH532QS9R0PTAmVNfXU0\niShJtuzS1d+/WIMZrHJaB2lxZiktr54yJU+EDS/b4gILqUhjYRhFoVO182SmYBbitRsaZK3/p+pW\n/+GW//E4cDzuqaZUnZnXMzHgUFh32wFaMMgWEL3cC9r6ns1cKvEDVynbOUYkXsVM4Iq1mlB/YJHO\n5/ThJcovfu+qTzASth0r3/PDLQbwhd5eBBMwRPvwqIoLhOsFQMb2AoCM5JoTHYTOGS2qhlJtt4wX\nGEHYGJ76yzgB369J+DBXHwC4r/6uoV8MFzO2EZhMIFKRG6W8TOl+EcOleS+jLVQAMoNNLF7+uWFg\nw+HngaLj8C5JQlfmQIvceIwBwYHRnAlAR3o56uLMiDgg1AVNAxM6IgDHF/b+uE/DlZYJAdJFCLIV\nQeRiOMUtlXckyln1BO1pDPSmpCxzJRM5DMWxH9gfdhwPHgA29nFF+G6R5w3QzRu6N3MV+ExdMpLR\nCcymVG5y1cUoQ4MZVwErNoH5PWQyCMZSGHV12gOYW1FVqoD6+arxBZHElegNWAyBWmwK9Ajkb0kp\nRCYlO7LOYRz8xu2j9h34LgD/KoC/G4f9ATP7i/Hd7wfwu+FD+m+Y2X/x3DUAiY6+bbnfjHxLpdGP\nda+At8IW6ejbBa1HCI7Ck4KiJ4Aqow29V8ChyOIjrsLRvh8LVJBqxNYuHiegzijIoFSo8DYIdf0g\najKATRSbuP7fbEczRwOX5sd12XCR4cRigNhAM4mIBAv0swPmxjc7BqA7BC79zZyxeA2DIJgkv4DM\noauKzXp+7q3wRTo0Yu8J+UMaiUYwTzEUChBS2Bdcg82owIEwCnZ09JT8LFZCBpD6tnrxj2Mf2B92\nPD48Yn/YsT/s0EM9PbpfnLHwPrpfRwmPaSzEtDfIFgbRohIY9fAGCC36DV4ZM84J6vDwzwFf+LDJ\naCz8wSR8LZGXyRjIBICF+Fn+zU5ModBZiR4M92sYAPP8hTlPypFpl1lJ6q23j9p3AAD+QzP7D5br\ninwjgN8J4NcD+AcB/Fci8g1mdgaWy0ZpnUrvlZGjJfyUMA5a1AQYJtDDXCoiUC0kgq86EPq5c/QN\nXRExAc4knL8YvB5heCfaFgYkz/MzZqWlcjeVSe+kQy/ALGCSAodqiyoEbmSUqB/QZEDtgMLQbUBt\nAOaowBnTgWYDZgfEjoiZ8MAnydeErHRHNlDSR3pptCl3vTN8/g1oMF+YYjPHAAhJLCULEcAi3WJW\naChtmNdEzBMXexC+qgF6pIFr7AN6KMZxpB9965szGCvVpTGZB5q3hjPxZ7WIDmy0/XD+Qi1KsVHb\nfEWyUzKCYJYQc6RQns8Qa+VkRGRWpuf/IyV/tdYvlYXjbCnLDFOqG5kHihuQnp9ix7F5KvZ+ZCAd\n7+tM92/LBz5S34E3bJ8G8H3mBUf/loj8JIBvAfA/vPEaAI4YxGrldDjY0mLfejUQtnQJAgN2KJjf\nn/pqKNVegrr54Gl0nTm8/VTGyUduQO9uRPRnp11MIYpAAEH4dCGZlybjghhA1q7jSaaLEbh4mR6Y\nDBjcbtBsBMF7xvwGZwgeRTAAGxCLVqkRa+DS2I2nU/KyQGhLaWSk7PRFtwxFNfFSa4TLqd/Sce78\nLYkqJyuYQabV2kyySuLPmI4I2daR7dV1j9bjR0g8YwegllItYwkZoh0qgjZFc5gUYMwjSHvfZvov\naFBT9yIU2ZLh4mnLCDRBleNGcQ6WTGtbC6+Q/8bCiFfVIpApBKrimHlwkuU9UD2tsQRmBhxYGQAj\nOQ2T0Onp4BIr8TVJ+PK2LODzswl8p4j8Lngl4d9nZn8PwFfDm5Fw+5nYd7VJ6TvwpV/xD3g57/o9\n/wuO5/H/LpkaneKF17kbp3vfv4Sd02VkoCHRcKhb950YmdcHZMEQJeSSYt+xDBCayiQnmw54X2AN\nXqzEgoIMYdQ071Y8hBV+dTmfYOA8dRyCJj1d/F3My5NFxhoJL+sGBDM1nQuNgUWLbkq91mxmvRW/\nNz/LHITVOKgAMZ4Z6cwCEeli/U8IrYTOzkCZmJRWfSBTnwENBBESOpiUr43CMIj/w2jI2BLHZ5bo\ngGPNfk/+J88tjgQ03HqMypPJDMzCvsC4AEpvRucVtQzwjEtUNEViDZViHAXmFyRAhjAjAwsKKKs+\nP5cMwsoEvmBI4IntewD8wXi0Pwjgu+FNSN56s9J34Mt/7VfZYEzAxF3+YBIDwEVQkQJdNgAgLun7\n5sTphvMjgoYw6wuYwYTlPNy4R06qJhgDkDFgzQNSFJLViY4KFYVWAUuhRADgdkzLhdxDzWkiEUDE\nf6d6+zhJVEgQv6KL4S7W6YbDE2/IsLiIzN2kXFA4pt5qhCk0uhHCMqItjIPVdUdiXxJkyrG5MhVg\n1iYsFvMRqtGpc/JS8YjPG9b3kNGARe1/tRlKS3Ul/qbaLgXCZ4o0WFnaIBe34i8h3WexGd6DiQpt\nIgFYHquHZr3CHAcgrfp8ruz+E0yO9QjofnWXLCZDLGNKj0juT+qOGglFBTC4apBxItVz8MVmAmb2\nc/Na8scB/Gfx588C+FQ59Gti3/NbtPsqytdENCnd5iLJ6xuSgBjnbmg4TOG5Q5bWZGbzUz/20Wxg\nognhPsNtudiGSXoVRizCyQSYiMQGoQHDLYRb3GsIGRDJeosywUUAFc9CpPsS1iFiDo+hvrSaFx2h\n3u9DpO4eS4uLJezMZqshhVESg84LuDbTWMpbx+fKBNLyHZKPBKHkRAo3/A0NuK/zHiwi/lhYgHCv\nhGCT5nhuHWW+FbQQOCSqPnu66RqJIchkmI8Rp0YEopZExQmpDABSJDFOaCDj/4vULwwgKzcXEnSV\naEVZRANXLlyem6izlfOUgKdUC4q6uWxmb60SfNS+A19lZp+NP38bgB+Lzz8A4D8WkT8CNwx+PYD/\n8dnztYa7+y954zEpxePd3yrnc6l+RLCPWnOk1wBPAXYYSOg/SORmUT6sAejJxU16BA6ptx4bVCXg\nTEcGIFElQJCsgEKCENBdn5bKy3x3SMqKuCyw6cYwD0Uyo5Ob8xnMyi2N7h0IIx4CzqdtiiiJAS3+\neCsasFBlFLPiENuH5aK1THldXF3FCNha6P0jOkCrYJMObB6DMTMUp+Wck5qen4I+Mmy5SORkSkSM\npu4WFMmcCCD4YhOAzEZm+bnZny8Opn0AmCHRmBI1C6UUVeXMADLVmkZMVgpK9BWRfmSIZt5MhgxV\nsNRaAPx6bm9Z1YC0MVbitjBXn+wE9ZjnWMFH7Tvwm0Xkm+K2fxrAv+73Y39NRP4cgL8Ot71+x3Oe\nAb9Gw3b3wcJ9z0oOeWtMTxpjOGEl1iXiBCRgP+FfzGZwzUFJBsBAazQ8QKj3JPihgiMiDFU9tgBq\nS/SZADjQwrcvWHRzM8C87HbMeTb9daHtES6KjouoR0RrW6zw4O1L+cO8MhIr76RUDiJn7oDAdQhG\nX7rBArmQG1oaA1U8mco7AU89fkkdtokCptRD2iDMgN4aukS3HtLbcH3afet8IEpWH7OZxOMEq4cv\nnaXwBj094EAGER9W4iNmHMkY7oHxMfIScOhTUlssnlqcg6HZZJ6iRe0Me5GH+VKlKanWNrMFGYWp\nw12i9IjoMbC1ixuhMRkqBDPDM+6viVxL+VwG/uytdzDb9swE3gYLfEH7DsTxfwjAH3qLa+emZni9\nR5po2U/IQ+SOYnGeO31rQWzDzEuSS8sFQYNgurTIJIxGF8Ghrl+ZKloEJylcVWA/t9Y9998i+s3z\nGTx3wAODdg/2sY5ubknu2nxfQHhfw9E/ARtaO5K9mRp2U3TzzLlmbgtAgaPe19DLjKUxAmGkguWY\nWGBql6ITzk9DITK/fYlKKy6pLKkV1Y3PSGCqTSuTsOE5BM5zZkCMIyyZ8DxWrQjcgMY5JXQPr0VF\nNC3mI/shikTeRHJ0NwqyyEmoKL5IuOBwOn7eu6+MCrsjeoVMP+sCYHpBwh3LZ+d8MMCJdREbsxE7\nPHYCLhmqwdEjnSeDcoHl6zeRAPLW/WU2VSa6Dn8ZDINf0M3U8Or1PncUnWfGbMc8RNdZug5J6H4i\nFI7YEq5rMAIBwsLv5btGQNihzF13QOgLUwBhUcqGJlsWNkFEKaJ5XeMNBzY7INbRbZ8MwBqadQ8W\n0kd3UZpB0D2gTdzqb4EllKHA8FJXDGNK3dkHZ+rVFS5b1MeL5BiDhWUd0+hUKgddGaTqsToheZOQ\n6pR28SJ8NliR7P5bb/W26rL526LjJiwCZsQfERQMDT3apQVBNSLCVmw6gEUBEkJ5t+qrT7DEOmJI\nMQrMF/h8nxhAxlFkKTKqEvO6GeIbDCTViFRd/HqSazGStTYyDaRBcphXTeKQZEZsEL5HtxZJL5JC\noTIAEZnHfIjtRTABAKCRJ/7AxOoTHSjgXYaaL7EWhEroo+ZFPJyIewxWQcsh9TN2IBaQ2IjMRPUs\nW/QMxmD8gPQGyAaRBms99H7BgCYk7pZmvLivKEeugdN1BHE0SKQPQwRdDvc/a4eEPcAJ0BOURCxC\niSViJmKMbCXcRaLVlxa9vLxuxrgH3KeOOwN2ZsVjG5PgXTyV+4g/mdGnpun/p76fxxBxVEFGe0Py\n9qjUJHENrhOZ18qNqgrPH4dDArWILEQTMtsZphXrukxVyr01rcRitLw2M/pyfCuacjG+2lJEIBqm\nzUBHHh48POCNQ0m3uLlL9TA3blcksDCAKvnNsvbGF9Uw+AXfWsN2/4k5OUGxKeVA3Q0hPaKwRuBr\nsok0/IlElJyffoSx0FQ99l98oAat1N3tAF2i0Gm7uIlIo5iIq6zuQjQvC8W8A9EIG7YdG3ZsMnAJ\n/frSaCNwZMtGJR0k6I7W4NV24Md0AzYIGjouOLCJYIOgiyIbp5m3WgMbpoZaUxNukuBif61TBwSx\nEPGUzLkMEzamts5gnWowrK6/qkJUZkDdWEVLyCzAQiga/fhCo4FYKThWiI2L3a8V6iANKwg1yMJO\nQxUm9H6qf85EJkqyCCenMdAP8zXDMUDEnIjZVAesPFvYKVSnJ4TeED2GezZoESteANpiqCqNY4TR\nMwg3gtwUHto9yARs0oMycQwuDLPmpnji9y9XsNAXbLsyDBYuZzV/Wmj9tuT09LULQt+UvtgQYLPA\niNOI55lr6qch7aL2nUO2SxS1HJ4fD18gwxA5O4rD/L3pgY4dPVJ6vQFGFAcBy9bNcmWUCGgdaBow\n0yeww7DFq8HdhhtK+74gZDWFjAH2CZg152yVjMLxrZK1/E14XcN9rej/iSykqA8O/7PXA2MACqQG\np6iYt4OmPN9J9bbBMfoyeG+YNn+LE4KhxC6MACJoYbTLGobRfp0ZoBwj5o4wsap6A9Lm1MyD0ziO\nMu9zZlpGPMIxvPbEPjIxitL9ysAaoHBr0SkKMsuMsVZGSHeDB50lEihMX2OfgIZYmWo01/5bbi+C\nCQCAsT/f6R9LdWWcNizXQACBGfUnQFbYDIbgvMPAmnkdToB0E2lwXKhHEu7jgBwDQyV6HdjMHTA3\nFqJFacwGr/iLjm4HunjxkNYGuhwZCNNg6HbBBqApUcvh51PDIQYRTwjyqEFX1FUGRhgdW9gMoAM2\nDsg4ptuMab8V1tMFhQKRgWnlpl6b0JfHpVnM/zekzp/6Ni31YxJjTYap13J+M//xzAxwrNI1a/Id\nih17MDhKXRoTwwYRyVHVh2biUttEYb3D1FzfjipFPu6Wqgql8lIvIJqXVBsA7Rh6RDJXMgALOF8E\nVSCwLhvaNhGSwcI7ElEl0tOrABFojyQl5o+zwpZFkbt2nVzH1xI09xG2F8EEDBIpupMj8xvAMXJF\nAGf3WcIoIMuEQWZNAQ/rbDPGOgqO+III67iqdxuKezjCwOWCcC4Seh2YG+8E6q3FvIgIjUcC4Aha\nctjvRkEq7864PJIxegXADUAI2K9RSYhhuAIFxoCNAYwjQ3+T+IcsqgATc9bFjlNX4EKeSjWBqkNI\nzyBCPRcnAZbU2MbfJp+J69FVGWpeXvc8j+L375mCA1nFN6Qnl4NhwuyaQuuam+acW+vQ8LSc81L8\ncn6vNDQn8Uef7/S9m8yeF2NcqUFnVaghYKBiNlxpSGOqa6STMVoLoi6WfaORLxibtOanKkbzRDCn\n9/Pn57YXwQRgwDHqn4WrnTncLYYXaaoOk+BuPWEyUTCEkHI+Vy3jChiQFuRJS1KEFBCahZGR6ELK\neUnEMIfIUJh5rsOA9xrwtliTMWXkjulkXvFwxns0y/p6AwOiXkvA1MOQSbQJUTnny9CdZXAcYFSX\ngCW23SSt2jXvYMawF+jP68+bX9WCegyJP2Is0uaT+/0+yoniu7krA2oQUZphSDDIkiNCiztCXct7\nIvKBJaNakAoZPd19mFF4RA/Kvoc1NLvaXzDP5ZeZDBHhwjWxJeqSaJdeLc69qTMzegUsVATOKyrB\nzwlfbWj8/hmG8CKYgMLwEFxAwMGTlEpp4U2GMHU13xMmM/XS4kbJ1wUSln6mF5NR0Mii6i5E+v0R\n/QqbIRNZPDydoa7OXKZ7nLUQkHBWAC9LLQxUNvTQv2snLjdiOZ5AdjYmoVD3CzZgA90OAF4Svbc+\nfd1zRNZcdgJ8i7uitCpSC0Ah3GpgtEwqYu78Ytxi5J9OAsgkJNw6d5y/QnoyBF1VNpjHA9C1x0Qj\nCDLKDjZRAEOFXXLGd2QwEvCeE5MTxM9Uifw+NAaHenfaDGRC8EXtirFOtJX1F2LdlpqZHgBqUw0i\nStVp99e4rsbzDLOcMt7vEgNwVgUq08hd7wETMAP2YcmZk1lHUcrJXeP7RbL535S8TBgSAxqLSUSS\nCeMF3O9KKW5Q6b5QokYB4diU0YEqEEiZGY/i2YEmAlW3pjtTiEVgzWsGqGE46/Aw5RCKRB8K8fOw\nuaqWxYfJ9AVAbx5o0lXclRCLaUEAOv+eUr4OePmbwrcY/dwkESjghgGv/nbq+ZLENW0NvGskcSNU\nMIl3IgHabrLiLsr7E/fMfdXOwQFjLkDrDOslepgnyCEh88Mc9yV3oAxeIoviUk0GAMnCoQAWT40z\nTjKnIvFBIFSkeHxeXII5fAtOjrG5JngyxTosT20vggkACO94gVEmi94EIL/3hVR/7QMWJfec2Acg\norAhQPjYDWEQFLgKQbRBXzRCsqdVOuoQCJCVh/xG4m8OtLq13zxKwJU8N1BaFBtXVRzg4gz9XtwQ\n2MKyZ+oFRBDGQYMzsN66Vy2C4NIG7tpAG0CmFoRh0GArIZSouNiVf1swSkpAYBr9ljz3oovnHGAS\nHv3vmTxTgn5IAAmfeY0wAIuQ+OZWzUH0BBgle70XPmebx/PHVlBCa+LNTlpxF5KwdXp+zFYXHMcy\nGYzN+08oX2wuAFJlylgKqlVlLPyytoKyECRkBhzfRrsAEvysG5kIPQdYmcDbbi+CCQRgRlYKDihF\n3X5KEfKAMqFFB/JAoV7Shp3cUGK/s8GFtCBwH2Lq4mY6k4tEgLaBWWkmLQdeIw8BMGiURlNpUPOa\nBpDw6Qfz0JAEjHkhAvBzWbQtXw1YbnqICMHWsQmwSSTQVaksyA7Ay7gUqp90Y6vETmzNQcTM5z9J\nf48inFh6lfTrv+s5tvmbYBzgL1ne64akp7pQJbDBFm+Eg0OZx/O3sKhDOA0FrunMcc7PVMEmt5vj\nBJlRhizoavMeBJKTenYJnlGUq6V+rczGTqM2EU15P9nEFpgffzvfNjylAjznOXgRTAAis+HHaSBq\njIsRBcQfDJLxvU7IrHQb4jqMSCR0l+Bmzj1tuU5ECbqTzxubtA60ngsw6SL1NgYBBeOCR5XNFmae\nEgwWBW2BEKLKpcBjFhw9dEA9zW8xVLWG3mfkoICLVoHiDVgIqBBtPCTi0U5it4xr7rf87STcsC2g\nSvlpUPTxcMt5RQwyphQNLn2634nxGvUHQWRJWrj85vmYPMQmJa1NIvGsOxpniR4EOgyPui+YOCE/\n3+3EAIBpg6DOTZuA2mlsC0MIJvEUA5g6Whih044R3gChILJrhMDTnIgd8V26ECvxx7XeE3XAJS7R\nvk94+do43vF/rRaUE+rSnYY9nkyAWUTEGPATfQa4yMnxGydfoOKdjt2VCNCNxzB5L1y6uKk9MCi9\nC84EnNgVbP8zi2l4xx6vG+AJUE08acgxSlQPamy9HSjJoj7CGMCgNRvhIgQyWcjmjS2SQLAuathp\nkVQJS2hav1sXFRnI2DXdZ4kHToYzwugsXGpYVT4SHjQYwcQZQISJE6GhoLqYNwubguva7lYdI3z7\nWS+gLiu7+ZlrjJmi6Xmo6AunzzVmg0y4uE8pcHw9ituGWDU5PVjIfAG+x6lXUEa7wDKvsuxlYCtd\nAAAgAElEQVS7qj3whu3FMAGNSD8AV8syVv86gdwHTD0ypTCykrDzgjbPAwmDWkjg+EIipsADh0hs\nByAtzuULZVRoZwCDk9zW0ENIeqlQti7TuBeGDqP10FUFFxHcibcn7+pW8c0E3Wa2oQHBtByrNx2w\nobMQaDQp9Zp3NuETRYhaMoeMy+dzLoY/QU1BIT9b6IPPPVckogRfYVZBnGXKErFRb8ZEEgjJjTCc\nMerOEbhM20VKCcvPVA1SGBCSF4jv97Eywpj1ZZktjKA+d/l9fV9+z7Hm8QVJBWfz4aK0Bxb4n7EN\nQEYDaj0+3nNiipeAAo7fCaYwy89v2F4IEyjS+qltmUNKjPkZQNYS8B6ElHIejEHd2j0Ogr559CBt\nATDPMVAd3szURmT0ue7uC5xXZzMNdz+1dpkqiD+NG5rgXgGooatLdxeO7o7svWHbOu6a4iKefty0\noQ/3NGzDswlNDUMHoAcMBzbVrE4jQ9YagJVAl/0eMAVDSXrRKBiyMgmPlaFkKSiMDCDdh5OoG8TL\nhEeKLxGKxfUMJdegEGoMcDKrjEgMo9uSzkumA9oRYu51IgGPDdBMvhER7+Zc50eumULq/IkukaXE\nzCzRRpe+jnFcf2Egtz5W4ud+6vxEAjbdg3QNuvCLNUrIH0ZDqr4MKZbTORMFPIMGPmrfgT8L4NfF\nIV8G4P82s28Ska8F8OMAfiK++0Ez+z3PXcPgvvY6ereMmxPiFKmzEB8H2Jt8qlrCTsBdgj5n0ziI\n6JLjP/blhj68KrE6Q8khjEWZlf3j2irilYsRpS3DVehZjXDpHB2ORLxewAHFDqBB0ZtCgpIlYtpF\nNVyHMRgFuvfIT18kO19Z+DN+Y0j3n3fPnUzDS37rJH7lHBRPTRGJM3zXoh5eYShA2CwmusqJDLTC\n+zlTQ01j1hPx11JdBgRjKc6zItXdom9FlaDUbotUh1iUQ0M+J4J2DLR7eHm3ZA52kqjV81ECqs5G\nQMjKmzM8o0h4YYiwiKuRqnEzNlWFem3zaliwWc3qTC55dNLI09tH6jtgZr9jXkO+G8AvluN/ysy+\n6S3Ou2wDUiy7XCwFUIkAkeDBTLMEnuJSmvq4qGb5buV5zGMIRDgJHgSE7nHc0gSbNKhsaD0qzLRi\nrffULMQyQYXcbjCcPn+2OqcHD84DnBrtAHBA24A+Hhht4GiKOxm44BEXHLjAk5IucsBdiBbcv+Gu\nddz1jrY1r90ULkLWCWB5sCW3vtQRmC7FCAM+bPq2DR72XK3eXLk2iV4TSVj5bkLZGXkXzOiJ39T5\no1FQWi+Sn+oOknmoRdIOOU9My0yzjoalnCLzZ1S57QXI65f6AUysyjGIOcSA93ysUZQlajBbuhEx\nFaMeRLJACIBUPVOQtWiTFwTOz2m4jhfdmFLsAmQElPwS508G8PkyAXtD3wFxFvPbAfxTz53n+esA\nLq2dLdOplWzA8pqoNgOaofzYqB4MZghO6KlFGtB12zq8GYkAPRfRhPtkAjB4B1764jnJsfBNAC/V\nF6HCcV+OBCazUhMMFTRT7MOZAWSHNU8WUhww2QEZgBzoLToNxyL36kbeo5BpqIxmi7kqEm9aqHPh\nq62Mo0ovJBB2xFGqEWcEYYkcvJJ6AfOBkVmIPtgo2X9IpjJtBz7vk8ECwrx9CvwG4JjPcA5hpgFP\nOtVEoY3Rm9SazXLndqodAGS+gIlF12RfdzV3gOND6T9Lp8f+YsUj1Ldi3U9eajMCUCqTQEEJWInY\nOJ/lHEQBpAkyEnoamI7Me3nT9vnaBP5JAD9nZn+j7Ps6EfmfAfwSgH/HzP7ycyfxG+3B1cihsUCw\nGRVW4Cli2bDKZOhSFlBM0eIrymXMcysctqu7t3S4/pi+XhK5zmstVnedN2kKjAgBbpi9gZgvIG3z\nfoXmtoGuFinC9AKweK6rC24QnKVwQqhA4E079mMAh8B2c9vAgbVZxVGI3eYikSaQbd67dxK2WQo8\nkIKaRt8ByfPSiLjaGSbBmcos/AEiACxEy++WwiFkBALi8TnuZCxWmBGFAUggcx87Iy/okEiI6yrU\nufo3B1kg0wVYBFAyhIq9K8WGOuX2p7NqGiAimM5C6MBMcx5j1g3g7076PbNOrKgPwmeQWVfxXFTk\nix02/C8B+DPl788C+IfM7P8Skd8I4D8VkV9vZr90/qGU5iP3v/or3GDHxVr0mPPfhIQsDJn+Xlr0\nhwbMiqq04ebr5JAm/rtmXhsgmm8cRVLlwkqpGktVCJGrBEMe2MDwHz6kv/XWcN88lbgrcNGoE2DA\nHQR34oVDLiK4g4dNNVNsKFDQHOvs48Dj/gB9pVnIEofNcF8FZLD33awM1KN569p4xLIGApt7mgE6\nBmyfKkS2Mx+ydNdZ/kX+PaQY/igxSYhmWCoJN9pbpFAMfz+WoKWai7+sB6zzxZBrEYkcLZveCDIZ\nmXNztZ1QEefRYJEW7ogyy7An8pCZ/gusIcHFyFf387tDNYuGMDZAwojdKOEz/uW2YBQggspKFqtI\nRhO+afvITEBENgD/IoDfyH3m7cce4vMPi8hPAfgGeJeiZbPSfOST3/BrzcYe8IVcrBAeGUGwYq+p\nT18y8wOpBkShUbgdQCIGuKYYS4QCt+ZQfkBiwQGU7N5EohU3Fm+c9x+fu6F17yXo2GNEsVHq8wdE\nIvEHw+MAGA8giJgBn4hNfLGyiAhADOPYwuAFblrz2nvO/MxTrQXTR11SVRO+wouAYKCkINu09htu\nRgrWhBlKlDTUFclcK+zWhJouUSei2yIxKZHpuZiqSyH4ej9Upp9Yz2dpR5VmWv2Lfv/UVoVAPV7n\nmCYDpLoTMI1MIO/CpsqSzW2oIpinBrcoINJItHyGQvgLA6h6PqYNoO47dAaTMRuRIcVPbZ8PEvhn\nAPxvZvYz3CEiXwHgF8xsiMivgfcd+JvPnskUtr9ejByEwKB+JwIG7iCq2iChoETxz4Bkgmy+4SXz\ni8Qhh42KQtY6toBxlLiqQO/iZcfAugNFwvE1zAuLyMBmu1cYig7EYgMNOwQ7gAOmrvNDHiE4IKLo\nCIYAxHtUF0YQfwQOSXAcNUWXhkvfgHspZbynxCYkr4ZAr64D4BhZ8x7DvN5dRQZV6nJOF383VuMe\n/DfCirmsMRDSfqohmOpTisEV+usxUQMlbWUsC/Q+6bi3ouhEfHyoBkGmbr8eeGvXjZ1F/eEzxoV8\ndFgMZN5AJESV+wqCV8DXYJQEa6o4VDOgc7ELtDQKTXhPOiEzCCZxjIHjOHDsO44xMI4jCqrYZDA3\nto/Ud8DM/gS8+/CfOR3+rQD+XRHZ41l+j5n9wrPXAKVdjpXD6jp+xUrqx/B7GnA6IMFd45waCmUz\ng9cWaBBTDzuNLj/dZxZMFTZYtI3q6KJgksuAOMHFxA4A0lyv71Ea/ALDBYqOIyoQsyqQo4ANBzYo\nuqiXEhN/MWuiSaCF+I3PdMBHNcAOSFdkynJCW5d4ElCB8DeJI5jC0uV2eJTiJmUJcPVVLUdWvXnZ\nzuoTyACmcbWJINNpo7AGvT9Lf0K1bMQJTLhdkUi5pfV2zK5uTcKyLjFO7RYDwDVDubUlIcv8W+GS\nncTIs1DaE0xVAMN9ASwW3V9ay31dZpdKMhnLPyfzye/DFnYcB/bHRzzuO/Z9947PNxjkefuofQdg\nZt9+Y9/3A/j+58553poAX3I5TWq+AtqVqddMteWeBlENw45zzg6gNyk5AZi/5/RYxLpLhwjrGUiU\neNqzOo/XBpyqh6JhAyASursMXESxwXAB0CPqb4NgQ8MFwAXeS/BOBBdpuECxSYvjDL26vHLizO9R\nB2A+oYOVaQcAslrq7cXyv+jRoRIs3gOEkSys4b4yw1AYvyUjqQbR6jpLCz8dL2ZAm115RKYNwWCz\nJFdxW+ZnnZ+nwlyYADCj5oLA63bFBPgeDFGlmIZP0vltN58SzUIfCiyZfry3YbNXQDUIGqZ9gD0u\n0ppfXlqela7XOb7Mfp03NcYIg7Ezgf04vApS2AKeY3MvImJQBLi7tLlYDKmjexQYwJVh5qG0ruf4\nADmXd/dgSqG2eS55QxaVYEUhNyyOqClggIzQubb0MSMstZZSl4EZUdQRoZ+L4g4Dmxy4YDgSEMVm\nGkVDFRe4N+Aigk2AiwCbSDCMgP0WiMFmrUFnAG7/oCF06AE7FKFlFL8/pr5vgBwyiamKkhhKsWlN\nFhr0pKKLVcIDoAlwZQBSLP3bajDMjDtMotfoUXhOssm4e2ASf1BawmMS0Fl/Pj0eUJgAP8dvl5C0\nD8EAeH2iQMR7Excajjz9fMMss/qq+4/fJeQPe0FjgVHaAQoDSLRAZHO6Z1XFse943PdUAzQYACMm\nzwzzvL0MJoAwhJWZ8wpP5PwyDyQRW8uFUj0I2R0ojYuaNMDAm0E/MCwNR4YO2AgG0DwtOY2Ovpl0\nAJo59DCyniMk9Q61HWI7hrk9QGxP4+AI3/8QRZMdAwegO8weYfoAsx2wHSIDXZyC6BMGbQMSmYos\nqe78b2JMwLP35KTbFsMWxwwKHPsxLd0HCu704Bn0eP4mkMO/ELdygR2I8jpFgqdXwMw7FJ8YQOr6\ndjK0cSPKC4acujewRM+lbnw2DBaoXr+5pfH4h2cYwuKNmH8z/7/GBBS76nzdIEQiAA3ClzhPvWaT\nkl2IQBLU9cOrsAf8r9D/yp7whu2FMAHDRQ7kAkPMCRfysqAtGUBaWkXAEOAexhZCMXfDHhGPDcCY\nyGveaMSc4ZhG3zuLwCJMGnPm0l068x4jNNiNgHu8HgHbYfoIs0eoHThwOJPAgSYDvQ008Zdgh+mO\nbo9Q9UBisx3SFKNpHBNeBLNAHs17Kjg/mhI7QyVsHTPBbMtN63YwAPbIsxE5CIj+elJabMcoiIpL\nehXgwJpZFxZ+ai9sk81GnHbM2vw1YaneT5ZijzmiPXtmQxfduFjFq5TMhXNe9CKTOHJxBSQ/L8YT\nEdb9yzXLvVSDXZXeVa/nMQz+oYGQv0M9J2I6i2eADAAh5Un4+76nMdDTznvmFPQajvyG7UUwAYeL\ne0pvgBAuPAPgIAp1hPkCoXqk7I4Ra9K/FxI/Ig6f1xTPJWgscy7mEX4wQI/FDTPz/5FEMSDYzCB6\neJsxewT0SGkOOyD0FuBAY8B+lhU/AvI7R+/hUnR1wG0NHAgBgjDpUmzeaFkxvQG1ihDnnmXGghE0\nFhGhpbsJHy2Pl4RhcToFZmYWPDApYxLcY4KxuvZu6vzFwl8RSithykQFOv90yVeJzCfFkd1ZOoc0\n5rwtBC4zSy+P51d4+01IvAXq8/x6ug5rBFxJ41QnZSKc8kz5O0wVRMODsB8H9n3H4+OjG/9G6FC9\nu7eheCmU48djntheBBNwF+HnrgZLygClblMIf3JtVwM0jCTUQ3XKcoh40I5XC5bCWJwJDHF9rblH\nPbj+Frc0FumjIBQ2h/u6AzbQzIl+sz3iBdwL0MWwYbgngC+EMVA8BqDla4aDdlH/TZsE2hHGPAWM\npcOVcQJhLN0we/wFosIIBEMiAYCtYWvbtNoP8yAh+LONvYTGqgE7bvYwTN2eBsqiFiTDCUJv1lKF\nqYFHgB9bJWg1kKGcjmtjWSMnlYFzlUuMCIGMoh5fpD+9S3WTeBzBJKwk+rIlczihFhrzEPsyLkBk\nxgJQNeDQhU2KZc73MPwd5bXv3r/zcrng/u5urlEgbQI87k0BQy+ECTgScGKeuzmRMzmkwD+b3gH6\ngscY3g0m/NyMLfAiohtYmYeJIs7VvdJQb+aRc2Y4coGNYl/w3ARXR9woORXpIxlAixiADQMXDGzN\nnY9uDMTCCAQNTaN4qMH/Nm851mWGqgoskISkepL+dzgKYKssT8a0qcs0ZPJT0gR/H6gCPSRORBAC\n0Zw1JBCjB1Oi0yAZK5ahyjb0RPzOLCXcBxk7gCB+TGmH4OkcWcLqUuDY54ASs64dnqNsi/EwD72G\n+osqgQnN2w0Izeg+SyPxep7kffFZqk7Oz7xeYQCE7xZoj5b9Yww80uh3HM4EginQ+EejYrtcUg0+\njsNRQyCGh4eHl88EmgAfeJ+tlOI0hgFAGp/4p7PvGHiH62JueW8bJb8g8xHy5eNfTYVdFBCvC2Cy\nASDXtnmdUDborTCbwUisD9iaohncIyCCTTruxArxw70IDeEhMJfquqHpgOgduj1iQ3evgQg2OTx4\nKG5XbHh4M3OPzPXz6REAkNIVUyKHkTOJk9b33XAclolFxoKlxySWZs2j/YAIK7ZkGpCpAnh5Lwlp\nbqh2nGzIieJN4H1kbsF0n1UgUWuLMqSWxCSVAM+GvWcMfdP3X5DRydYw16dfj3n+aaw9qSPnYqE0\n6qX1v1yv9Z77RkT0HSH5j+PAI2H/vmMPgqf9q/eObduSeYhIqgZjDBz7nmrDHvaCN8UKvAgmICLh\nIvTpVo0JV+pwlhZ5M0bQxW/hgUZNepb04uDURIokYqyLRgBIv3hD0vKaephfZ+pm/hqD+Qbh1lPF\nxliB5kR+aYJLa7gI8rVJcyYAL8TRbKDbBlGgWYc4jeFih7s7TSCYPfN0H9BwEXrSj0wi42eGBfuK\nRKZNJhNwoh+H4ng8PBFJb5zPxFNs0+oIWA/mG/X+1LwrcwYosSxXqiMnlyIZABmqsjdgFN6MefEa\nDbP5BvctxMvP1SoexFnl+E0C4DFcB5WxFAYTjw2IRAb26reXcr56laxSVaA/1RDGF5AJWMB9Sv3H\nx0d/7TsejyOZhLSGbdtwt2243N3h7u4OIoKHhwe8fv06f1cNhrVx6VPby2ACAC4doC5gDdDo/lPU\n/gkfV5PPhPfJGedRS3w7F5QZRkJSeB97a9ARepmEM9GmB4KSwMy8RZl6Rp/YAdFHNAuLv3hBEGnu\n+xd1vd/E6wx5ynCEEMM9BGqKHnkFEvECTlQKBky0aVVDZs+VASShcYWysMYZAdQXYy3qluMVMD/D\nd89tzGP8suUWgpCipgHaJL5MLTYsxkMMTAYQxHFGAiVOKf8+A/WCGfMZ3sQEznEGZAZ1f/09P9NG\nwd8BWPT5NEryd6WvoAUTAXxuHtXXxh6Sfz+OjPQ7GO8vgr5tPrxSsgRbS9ivqnh4eMCrV68S/h9F\nbSBiuVZu5vYymIAY7nuZKOX6lXKMFPhVkUDYC6K4aJBOSBnvKUyXFevVQSQenIFJBt01yovNXPNq\ndCIzOELqWaSAStgFmgyXgtGV2H8ziR84oBgQOTCgEBzo8Q54qLHKwIbhJk3zd0Y1mnnceZNgTt1m\n92BKf44OpWIh3ppfIEMyV2Dxz5eqRCw2sjQ8LaoHxyfde8ywawZtbcYDcLoKY1kYAKYOTUh9drGd\nmcJTTOCWxL+17xaBn/9egnIq+uizhxQFDyU97Qh8Dn6fa4jPEfo+DXevQ3o/RqQf7QV923AJqz8Z\nDCX7se+wx0eMMfD69Wu8evUqDYZjjFyvi6vwCS/By2ACALrpJDrWoa/ETkNXbBPOs5rLhIYtBmAw\nJz0kubOJysk9JsC7/c6XcSJoPCThUxVJlcQyCcjbio+0+neoowPzfADDAeO7+buaQuWAgAFEA4ro\nQBzvzrwOv2cNXbu0uiIKSIl+g9jOVYWWBpoW48qhNqQqoaprw9NgCrXx6ZwQPw9bmqfkj4pBCwqh\nVwGTYFKaU6/GlLxXf5+MdoXH1Fu5+oxCpNfiZN2WK1CaBlGlLUIYoFbWSqAJ3nOzUk3IzCV0EP9D\nRPk9FgYwzLBtm0elBiOQ1rJmIm0GKe2PI1WBEYyFiJf2jfrst7YXwQS8KsdrWJ2anJ3KDoJwM13S\ncvGbeG0/W5YD9VHMdxGYTW7e4LUFNnbDMYFpj9bU2yxRxesVVCDwsd1wYBP1fIVgCJ4OHMlF8MCk\nZv63mOcCACNVAcOAiUt/ZxheQkuwOyKIVuYCmdF/DBaq+jCNbUwYYsZfFA7hltVyzKb9AFjFb7H+\np5uwegbKq5k7V90difW6pQx63kMr0LsY0jQs5FWPrUSulQhP35+Pr+eOP3C1nc7Fe8pzFOHCmH1v\nf16MkmU/UQ0Qbj6pgWtOxI9hrHtNY556PoL0josIJKQ/RLCPASWjKAFCQzXThMkYZuDcRCU1ruGp\n7YUwAYONR1BO5zTYaXIDYuuIIgzDK8v6Nt2HAkQVYE8Vbmwymv3gdVqu+b8A2rwMebok2zwnaxgE\nEMj6BCRwzxh0whfz3oJNXV3YMNBZMSiQwWQEChPH217U1FEAohaBQQEZGT6bAT1RHoF8M5lUTcYh\nIRZ8nXA+VIyFks4K+fmzzuuwTmFWHTZnW2KS6KGGA8/sNyxRgOB7QOAmXghDTsSYt3E22JXvaThG\nPXf5fGXsqxuJtxB3PVbqO4mekj8RrMzGKShGTrPU86v+/xix/rxHphe3eNfQ+x8fH/G6GP/2sAXk\ncxRmmmXy6Hasdq0ntpfBBGDYCHn9z7mdmLdFoouZAJvH0NGFBxQ1gQZCVhiKtOB6QoYH8zLNqBQL\nWCGHfzMqUa1Rk3AVERrS/ojEH40IwgNiLC7iAUEd8TkCgJohagk0XDAiIrBhg3dm7PAehF4bqJTN\nCsST/vVxPclpKCSjiMwZtviu6kT9fuLY+dlaEH0Y+2xY/i7Dh1F+X1U3MptEFSuIuAXlb9kxva9K\n5OIXBhGTPj+f4O864yfV4EToy/gRcQjrThaCo/eJMf9hqFs6CuvMNkx7UpQOgwj65YL7bcOF5cSC\neagZ9jFgAfd3Mo3HR0cQpR8BzgxPGNjubkcp137T9iKYgMAl6FV8d+iYtIhTT/dt1mAnV/afVXt3\n+PiXQpHz2yR6YL025qT4Ap3MoossKGLWC1A0Ozz81wZaMIAW9QGIANydyajBiAAEP0fNQbjh0mth\nNDRjGW4EOrLViFfVAWAS9ylpiOOYenr8TcaAObSTehhWzIAi2IwToAegKthW4P8JQeAWA5AZJkvp\nqQiCtzVgqHblOS/shdirNTx+w79zzZzW2lnuZCCPTK8T4XcWBKHRL74j7Ge0ngYj4P0yxsBawyXO\nb/DgoCOMfUwJfmRUYDH2jTHmcy6G8nXjM1EN+LyZgIh8Cl5u/Cvj/H/MzP6oiPwqAH8WwNcC+GkA\nv93M/p44Nf5RAL8VwOcAfLuZ/cibr2KAHVmJZU6Y5HvCdL+p1Mep55NXq8WDY9XfYzeA6XYkp/TP\nnjvAfYzRyevUOzKkO87jCEeGCTsDiBJjYCjwcBcgRhoRBYJuVpiIxbnoDiTDoqvQ+OfSFPNsD8h5\nw2RWyUSZbciHj/fUJbl/6mSLiEzmAqSbkvtixK9nliqHP8KVhDcg3WEGJ/6hisNshjrc+E1ZORMO\nl/18hPze7KZakL/j2mIqL41+5W+Enl6ZFnP2qZvvRVc3W1OB0zYQ7ziOZBoZJHQK9KHNYOmYTGv/\nLdWnMLR85/dPMIO3QQIHgN9nZj8iIp8E8MMi8pcAfDuA/9rM/rCIfAbAZwD82wB+C7ys2NcD+McA\nfE+8P72ZAcdrIBlAIfbTi3HXLhWn0Q+BjsSou5+YQKYlX108pSuzymgFZvmnlL6Etst5nCoFw2E+\nCV+iroBoZBpqEjgZA9uSMzYAGH7vYQgM357bCIqhrVrqF0zNkSuQ/LzgfVhlMpFqN6i+OVtfdEEu\njKVJXteGYdi4ieVZO5DSfJwPKQxAMfPxc385JrHb6bkWaVcJoUL+G0Ez9Lt3SvwS50+YbgGtW++Q\n7p2yjiDMDOOtkr8wG8FEMDQOpk3g8dHDf2N/MoNSD4DqRQz5goalMIOqDlUUBJSl+kTQ0NtUFvos\nvIowzOzvi8iPA/hqAJ8G8JvjsO8F8N/CmcCnAfwp89H/QRH5MhH5qjjPzU3ghTqrUcfXcIXes9Jr\nLvIQMlX/o/EQ4R7MF6YuGSecbxUpBKdorYfbshX7AD0IVBVm9qJIGP1Ei4dAIxbApipgmiqCuw8n\nQ1iMhk49MLAsuE7DXhBWJdjF3x9qVKbnFh39SlpXDwDPdxLBjAg8X2exKcTfhhvqgTHmEZMY6ucg\n/nxHUQvgkkzLcbcXkSwEPyrhlLWx/mRm+ZEBsLgHJW+t1ttbc+2oEOxemABdy5kCHAxhmDmyoZ6/\n7/jc69d4/epVGgZ5vUr4Wuhh0gSSEVwhoqshmWorRIBIODpvH8omICJfC+A3APghAF9ZCPvvwNUF\nwBnE3y4/+5nY9yQTaE3wpR9sJyPG+bFCQipmqfGTvjODhiY8tTqYdVBTueLRDrwZHy9mgLIRxWQW\nU+/037Ug9BYFS2aFoCJaGZQfy1owg4GMTCRUgY6oWATaBILwW6mBWBt58HVSBXLFFKleUYyhoAiU\nY07nzhJrgQaoAiwZgDFArCwMK+pHzFyL8VOLNKwY4zNSuYrIK2jA4vsrRlCEwJxRflURnRVV0gmL\noeVLRZ/6qvaK0NWrEa82Dq3qAjAJey/uPVr391AFltRnoogYm3ZDwi/u0bKuz9RSNbqzEfS8vTUT\nEJFfAa8f+HvN7JcWd4uZicjTV7l9vuw78Cu/8pO439i9l4u1ROthSl8NCTkr05YIv+a2dQ4oW1Qv\nQbakj7r4OEZC+4GbkkTbXIsLdJi/T2hvJR1YR0r7oCyX8GCzMl/WTCEOagJ9HFV4NxT1J2L1IViM\newn9C0HmpQmXSOAFoufznBhBRQFXDCDrLpbrxW9TbSvauQm8CAoXfEFmLMJxWhiLClCTihIhPGEQ\ny8kqxGWlujQlaCuQf1kHXGtFB7ey/qi35zIoDKki0pTmgSKYB/Dw8JDMgGOg5XcL0d7YlipJiUbn\nfed9ncbkXJLsvL0VExCRC5wB/Gkz+/Ox++cI80XkqwD8fOz/WQCfKj//mti3PlDpO/CpX/erDcdD\n6OSRpmmrkTpWdMLvBnWpjZkT2MQz+NxloxlMpKVAB8KGMMeZZ7f4XyfhxGWRx6+GSf6a1YQd4o+U\n9OkyzP1jOjRlqhKzD8E0EAocCQR/yIs1tKx6zHgBwxwsEZkMwGyxzGezklKPMDvngDHdC58AABUJ\nSURBVPC56Pln+0ecYwknLkzjykYR9H7iKwuBU7KnakCikxlkU70D/LzMXtGTb22HmedzJJPCRABF\nh0/BQcNegeZGXT3gey/WfYjk8bTkZ9qvKkYY+lgSfETIeSX2JfjIP0wG9MRz3bT6VxWgjtEbtrfx\nDgiAPwHgx83sj5SvfgDAtwH4w/H+F8r+7xSR74MbBH/xTfYAADBTHI8P8VDzwajPVp93ByCi4Z4C\n3P3nv/HGHAYRd6VYiwmVBSsXJiBgSXErS5V2biU0oZQVFjK16bpEQQNgvcHwEmC6BsXmMU0c6nm7\nsUgaEnYttnyHGTuROXHqHBfpIUyKu47fp2fkFDZcK/1geJRfj+hJsrWq0ydDqC+sxJ4Rh8VoWQuP\nVGMfJeoNwLEYC6++IzOwkml40nfTYBx/py0gJLiU76vbb8lJMVuIf0SSWBr94nOLhCB2DybxH8eB\nx4cHPDw84IEpwKE+VOs+4hl0US9XmF8poUp5fn+1cTyqysu/38AggbdDAv84gH8ZwF8VkR+NfX8A\nTvx/TkR+N4D/A96YFAD+Itw9+JNwF+G/8twFXP/Zi8GtPAchHCbMzE5yMt1SLl0lJG0E04RcbxIV\n664Q9Bwc4on5z5HF6U49UC/UlenW0wwmIiLId2FnQo06gSeXYDCAaZXk8kda1f1RJY1056KcVw1C\n+GxndSF6EkSLJoi2daXZhPhXKOB03LT6XzOB2TPg5Pefh1zxlkr0VQ/PV1EL6pOazGKc1OvPjKDa\nFxDXEGBC6vKqTCDtSVyTpX5fqirBGBbIH7Cf7r3FblUqE6fLr0L2UJluIYCbiCDQ1BL3UP/+QqgD\nZvbfc8xubP/0jeMNwHc8d966iQD3G9yNxMEp9z1r0DkvFEru8g5EqHA0pOSEtjLYudAlILbMc1MV\nSRuD0P04IS3KtRjPsBC00A1o4SKkbSykull+T+ZRf++hxPQIADh5AKCBYmrm4Mm9lx6V5pJeWMY5\nmAAUPusHYLth7OOa0EEWZ1c2gyu7wokB1NcNb+E1sZ+RASV272kcEzPX68tiNhQbRDCCdpLuUo45\nowOujyzEUbLvKKHTftA7tpLGO8LNdzDvv+T/Z2AP11BEE1KCayXIwrDyucrnysQM10TIc9Yp4u+S\nGZTPT20vI2JQgLtuUOHkWOrzV0Oy6EwAgTwANItimi46fNEkE5i8VVhwE3PA0h6RdgnJ4p5s1Hk7\nOo82ikngXdhpeMJ7JOE7kgGPt+gxWI2EZrMst9lCRU2mmzSZJZmbsujKhPFLwFUShD+4yljPAyxo\n4Mo+UBhS2hlYObjmJKRacpsJLN9VRkDpT4lNw9uJMEigldBp+Fte/G0lMpvBOiNcfVVXNxbwiHN6\nQBeFgWUG4OvHx4T+rx8eZtnvmsVXbBBkAES7SaA3GEHdniJgoqNqz8jvKsOriOiJ7WUwAXglHm1u\nzBsswrHAGA4aAgIBlQHwPBKMgQv1tnYVRxsJcj1TMoFVU0ZQSAx+MI+Q6Bntx/qBgiDyqSZAJqNA\nMACJ55gFRufi5X0E5FgeIRFQlcoKyJA0/jHll/UDRMXbj8ffOJzhVipN1YJMpFQCvtpOw7p4Bfgq\nFu0zxAeCKLk/iCcj5KTEB1QGcdL/gWksTOhLfbsa3Kjbq17p+8mISqFRhVv6Gcl67DseHh+daZQy\nXsdxZM2/1NcLg0K8002a91v1dVk9JUQMVn6zDH0RRrciIO30+U2M4MUwAQbVaKxGLQY6gPB9SmYY\n1uQVxJgWHa5Rqk7KuXltR896vd8oRSyPgzERKa8K9lFcYX5ASsJ9sYVhSDAALrmsdeCs34uHsmS4\nlYNCoc2CHVIYgmG6ThXTE+BZy84ACiMQlUWCE0lQ7cjrqi/i2pqMzILHVVtFTVfIUTrr+LihEsh0\nCapqIoFkJMXNh5OEI7GciUaBK+jPqlA17bcSLK39PIbZf69evcLnPve5iRhsehPqeXiOVEfK+Tmd\nDVh+x99Um9hNvntCovz8Ju/Ic9uLYAKAwWwmXagOKFuK18OKVKmDhSf3KdahuTWsQJVhNEYm8zBb\nzxHGx/pLOtlysvNSt0xgGr+rORJ8SQECJ+6uJLCJcnLrfPz4jnUPWjCDiCnIZ5N5/qo+1KhAM5tM\n4UzR8+FvbmcjHt17Z3SQpy1SL6VWMfihNfSwyOu5oQbPeyO11oCM6tNCuOfI1OW+zTv80M1XbQbU\n+xfiPa053n8GRUXI8Tl676Z7bxlbyTD2OtSMFJS3OUc8E9WOp7YXwQTMZpllMoBqPeXApZ5z/jHm\n4FduXomM+65+H9/XIgwisiyaCj+dhqpf2lN9QelO9BF2AEt1YIYX5z1IfTbCW6TvPq/BGv2YsJ9N\nRyYO9rMmrM7AJ6tcxlWDHDqbQUPLmGJhClcYPi8phev51c+Vg+tr1j6dYcJnw6DFeKSOz1DeKLE1\nYn7SuOcPMp+76t0A9oDwGtIyDYglYAhw5DGOA4NJPFGqe499jA9gdOEVE7ghlGpL8EQEVGfOx1ci\nlRm/UFWaZR2XZ74pEMt2Rkfn7UUwAaBO4PVNG7BUc4kfTGh0Om5aRW9z/LotgyyTCaQR7Q33y99b\nEHneQ9HEnGlYuck4LlqJ53s9hpCf12BwTnzHY+tTLTkCJcpq2S/rPpVSaPQjoMmr2AIjE55VeOo8\nJsMLYlRM5ksmzqKaVuL4ragB1X4wkeNMtlmIIqB6DRAimmSNyFq2i0E9ewnxzRReMhHeS87jaW0t\n6+KJoT2pLWc33i3JfRZk88/T2U808Tbbi2ECXBhM4bzJLW9sZ0ZQvkibwdWgVgaTXPd0L8xBOOlg\n09jIfcXlJxPisxOyE4Jc3eeEepSExTVKnZwO7SrxS+fe1MOrdT4f7A1jdlJn+PeMS7d5jhuv1P1h\nqQzFyZzJNEl3Xq0R2DjeZY5V6jhN6KoFBTBMONUKszTEjVJWuxr4OMetd1wul4TgNfBnRDLPqHn7\nEelHo2Ey4vDvx8QvSGCOJRapfUX8FYlWqF8EXGUe9fxX6cAnVaG1qM7N81TbwjNqw4thAje3M6QP\nxgBgHbRbakOR7k+5X/xEAfenNroM2jmxAyG1p+Q2MGjJHIrkHVMIh/gFw/3P13eIvC4cEtjimovL\n5bvBjXW0xNG6/xa6Yj3Xk4jnid1pEDwd22QyzhP4cJsmmXswgc4KPZi8jUyAjICzMoAlXTfbb9O3\nTybgN5DD1OAEYvF76vdV4u+lTHeqgbeG4QkirsdJueePsi0IAevalnLMMsdV1bg6oeGN6x8viAlU\nT8DceUtiT05X3StZCTY4tksbW2BWTl5FGYSQBTVcQa76e/69EBCJgtMfst2KetEEsFZiBlr+jkQi\ncXKZ3CPDkzE9V6CLcmEI8b6glJsrmYc+wSjOKkTc2JWHpQwGuxf3uMlhhsxdN7se05grQ3TpKcY+\nARIBZJ59+PAPVTyeoX/8btvWpVyTeGjgo1sv6/ufJf9Jvz7PO8xmwxD+vYzdZMD0SvjuN8cC1HEh\ngZ8ZeRr4nvopGdf5GkVwPrW9ECbAACFddLqn1nCV+GQObPfUe0uJ5Lp4Cd6oxhQgGYD/vTbiWINr\nin2g0DoJuLqBEieYnWw90U2YTCAiahqaS1HozEeQArGBa1fooo5g+fwmJEDitjROFkRDqI8ZUMSi\nIfQyJDMg7ZUxaogirR1pEb+1WcxVSksy7tKPD61Bti1r67F4x+NxzJZcHNPWsJW2XFz0mcRzHHgd\nQT1LO++o2Fsh/zJOOK2/YABUW6rx8czg0mC5nvQqfHdBGFyLHKMbjOApxMYxlULw1RvxHCp5IUwA\nU5cD5oDxoW6oBUmL5Xt/SSHQ+M5kOX8jx7ZZTagtM170r8IEiAAqkToTaKBXYNGR41TeNMSZUjPA\nE4wIq0mB83w5JkFw6foDaw1e5wo8t1V0UfcJixcAM2CoIIHK/FYrxryfZi1rPIhJJvg0IItyisjq\nIWjNP5vB6IazNVFoHwOvx8AjG3WYl/CGlDoAwVBGtPGqBj6G8T7EO0N6GdxDNEF7VJ3nW5CfDODJ\n7W3VMB/8dTp4fTLJwgQqkjgTdBVqS7zAW6gB3F4ME0i1PP6onVue/E0cSxI6W/SdM7rkEzKDSliY\nkVkd6++oZxKyLuetx8a9S35DRmCx3xlA780NiAYYDXqmmDG2AqYx8f6Wll2KJLJbocMCuVYHTve6\njl1I8B7pWMwAxJT6c5Cvt2qr8Kg6mTYJRc5h7x09jHsqgg5XFw5MyH5Ebb7HIPiHfXfCVcVuUT+A\nhT1799ZcxcVnZtiPw7P3Hh/xEKW5Hx4enEFQOlfjIeed9QaKKoly3kVtrO83B3VFBFdjVj43YDU2\n8vt6/oI0rlyMPNYiDDoyJev9vx0LeEFMILfCDa8GiIfEccvfsS8NaoTkODGDVLb9pC3PEQNHilYs\nA39mAlMfLXsldlg5o0xu7RV2Vmma4U9PKHxnplX3P4sGnv16qgPJcMyWGKdFRWniDUmLuzJR0Zj3\nurhYA95nth9tBIy4i9j91NlLlV2WIbNi5wHHstTho17/ELD/Mfz7R5TTyniEE8SuyUdZeARzSonR\n+Dmt+DcI/Mwzn4vgWwTcaa3nUjgTc/07EZpAggHQgH0+/rntRTABJxIsakBORB30OvhPDKCpYWba\nrtFa86frQohPV5yT31V3IRnKonMRCRhVkDJxBhgUYwBi0VXIDMCI9GPqzxoSvVyf+nkxCl4rm+sz\nnW0CZiXUl2cvxH6MwzMKD8vwYmL2pp4B16S58a/LXFca3g4TyPDegyrRf5Dh1kH8VMVo2T9o4Te7\nKqhpAHrvuBc3GKoIjGW7WsMja/tF2u4esfzVwMdzSmtuZ4rzn+c2pT+RAGIyi4Stuvobt5MUfk41\nqB2Wqgpyy55zRgFS6SPnGG9N9OftRTABLsozlKnct3Lh1BquzrP6iDX89udadguRxPsSCsx7OKsW\ngnAi3EICJ5Wm3pb6YmedAb+neAeTjebdpF2j6ONuP5wI58NsNxkB4L0Qhy7En4lIUUasw+vz9dbS\nHiFR8JX2AGkCFcXAkd2Qa89ASvzM3Cu6f4XnXOhUIVDUiKwqFPr+q1ev8Opzn8Or16+vI/pEZhcf\nYHb5KXOZnqSKWE4MIC3uT625G5K6IoGq05/n4xYquWnoLWtxedXzne/t/VQHTgMCXLvxTu/+K+T7\nLQhUo7qqNXchITKMghqYnHMdjVWY1fkJLJV0EGjPzDbkvqvuOQGhiRCcQdDSOx/snN331Pa2NgEg\nym1vATO6X6umMNd24lZuxqJ+uISdoo0WKKmhb36OFkRuYdB7DBffUK05TX7WIHyN3HuqAce+4zFs\nBftx4OE48CpgPmvzW1T3ab1frQHmE2QgDZ+AkrXOnV1b5q8CvMpv38iGC6LNXfU8T0jsMyO4td0S\nYHlv5f74OX70xnO+ECZw/XA14ulsLLlFxDnAZfCvQFw99sRQJixHQq6GdWJWQp/3bYX4KxPgtSYD\nqszuxjuvE9l6GSNwyte/HRQyX9MF+jQKADy4p/cIgw1joO5ek9GGLSXL1LxOX5r4g4K7uY2gwY2A\nbgMpdfR1lubeo9MOq+xa5ARI1P3PUQ1Yf4yB1w8P+NzDA149PODV69d4fXLrJXrYtklolOSxFtpT\nxFCQyi333C37QUrZWyoCn+v0XWUeH2a7hQzy7/OxvEciZuCKET21vRgmkFuR3m977LI99btbjOQJ\nXa9K6+cMPLevxd+eCf2p40m99RSTkGv5sA+/lG5vqd7QsBcqSGsaOfs3mGje7kQkyeBkqjGGyojj\nRd2cgT7FCEfk5wVXsEjyc5APG3vyGSQyDDMBDJMRIIjg2TmsTCBUgCuJTLX07Yd42aqqWxkYTvvf\npEZc3/bbHfccI5APq19+MTYR+bsA/h8A/+e7vpfPY/tyvN/3D7z/z/C+3z/wxX2Gf9jMvuK880Uw\nAQAQkb9iZv/ou76Pj7q97/cPvP/P8L7fP/BunqE9f8jH28fbx9v/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DeAuDvOse9Afrxkf/k4d3HCXAIYG+8l/yrkfs5taA3j0cFcvzvKYEzdCMEZ83A+08F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\nqQC7jyUF3U+tBHw9B48mzBGA9gCkcQrBAt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OezJMyTvd2+rqOGktxOWTsgmGAyzxjAstyKzVG0wcC2fjrWfzb2VPGmlYpawMCjHk9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KtNjY2Gg3U/E3BAvpLZxwjncBZ5yEYU7CpFQghcyVWVlS0MFS475YvISI0Fe5aeRmV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GP5gRnHFQIOCdQyZcqCIaYJfZSwlblbXOxKaPUr5FQgGFwrgDEJ3OXIzRPx5FhoRk9lifdil\nCEUCbItFEONTzoKjHEDD7AcIwzRx53dWKyBISauQCSGUG3exunKOnkNXod1jAwMXayE5EfGdhRMf\nFaMhPngx3IX/jk1ftoK6VZRbQWkVaBuK7BCrGBCcmB7ecA07fAurzCIfBnaZCtagSoGgUg7KlITh\nBozkDSgCCKLmLqiV6zqwr9ttZ/r6Vrjxi7ekSxzFBYwpWJIOzGSt5k1TZwar+SOGhs8Xe+CLx2+2\n78C/CuCfAvB/+cf+RTP7U/7erwH4A6Be+WfN7L/81qswJ6sUX+Q+ibWxLFixMn3HZ+m2LHY1Fslo\no6GPE32c/x91bxNqW9fsd/1qjDHn2ue8NzEEJFyTSBQSxXQiAW2IEtSOdoI2ojbUiA0DSUNIwyC2\nDIE0TCStgBJQQfMBEQ1iRwVBwSgkCn5EMdGICTGCibnX9zl7zTlGlY2qGnPMdc7zkfe9gXPXw3r2\nPmuvNddac45R9a9//atqyodHdm3BZqHQJJRic+WCKlagOQLQIANzkYwQm6TAY1ilsrDFuLC/BDvs\nkywuoCaShJJNvZebgrGEA4v3yzRbIo3qtRBJmt76L6yQOJqFrnUAvXcEL9bKAayOmPRubNNDlzzF\nl6joJk56CTfyvW9IoNz/vkL6/Hnb9MtzJqz/AqIwMWjLewQCKLsPkXFEWSn7A2k7VXawig5BtEMK\nzQhdgBQP9zIESGQQ11ozPJgdhONzmNGMWxhgJGMf36S0aIfvbe33GKa7Pza2KpEgFETGRIsQYaFm\nehgsWprdCdKXbb6Gpvyw2086dwDgXzezf+3+/vJ3Af8k8OuBvwX4T0Xk15nZ4LtuEY8nU1w3j5vq\n7kYgVWw3T8f17/QeajrhvEpqxMcNCSSMnGnGFscoiyerxQdODD/GYZUzYkilMEpD2VDxhqQdIoYb\nDCrFhguBBLzVNGT5sBAcXBgCSdMh+YVAAqZLfMnrNw8dpsd+kQIDMzxiXItlPT99dJ7Hk1GcRB0a\nYUEiD1vCgS9A+xm7L4VE62tvhihfH8eaKkUipn8NVldEgF2Tk+uynMVDx8kHNNwYBHteqjsRnyhV\nKW2n7m8MeVBGQPlRsD4wGUHu4RvdSvjxFREUzC7D4M1JPUwsYYCndiS/tohDevH1XEqhtJ1tf+Px\n+MCPPn7k42Pj8aiOFEd2pHapcbExB9yaJVWpXn0a17RMwvp7An743uf8RHMHvuP2m4E/Yt5w9H8X\nkT8L/D3Af/V9L8zGCCLixMmj0Y7GsOELL/L9a155nUA8iSwWgxD3RAIJmQs5OSjIpW2FzzElRgtm\nlc8r9AAAIABJREFUSkc5TegUulSGtMjpVpTmXts0Rlh5XJiFtNXUjQIajK//N1tSr14xQgpPCosv\ngog3i4wbsFsJwWkIcsNFZWG280plYW74fM2QGM827BIMcW1+4Nay7CbMGQ5L50aPF8x+gy8NMaYB\nqS/pxBfCbw0XDLs2dC3zGJPbybbcxa5QoPo9R8pRN0p7UPaPSGn0042vds8YeGlwn2rAIVeR0JUu\nLFPem9mEvDbDYctsH1bE0GIhNorUn3CRsY8H+9tH3j7+DI9deLQC6kT0yGa52gP9ZmfqQRFfF6+6\nilWg9gWAfENq30oW8dNxAr9DRP4ZvJPw7zSzvwr8SnwYSd7+Qjz22U2WuQO/4pc+IvXhF3udKXhL\nN02nckHL6YVuxV82Z9LLEDi5e6jC1Z02PEuSkCreD77PjS8Mqi+YiAuH7AxpjHn6LLK0PSCbp3Z8\nb9oUp3gocCnPVVwYJAy8kCQMQSAOQb2FVZKNGX3GhZ+scApylpg9DUH2XZzJ7dhgGUbM+L/YNf5K\nrs1561kXRGHm8MXkmlEAV8fbpfz1xt6X9VvE7ykeyucQvJDExtm3iQZEXOw1bEyjbsWueQntuv5d\nCiWrIiNiypFiQ6M2ADzmF3AZcQsOoF6IYA0LRMhOApPkTU6HQARG1AAE6hPXJNRa2feNt7cHHz5+\nZKtQJZrk4gaa0Smj+6bHQjTmFsZPn1HF7yqRr7DBjXT2i+f/nuBsmtkv3n5SI/AHgd8dl/93A78P\nH0Lyg2+2zB34O3/2l1qpZXZMTUteWpn95NNzAG75kcsSpgFIIxG51GqFMtybqOk1hurFYFxklDDU\nyaN5N4f7g8qQisoWUs+KSYuTrAsiV3JPGoTXAKRQJZtXXJXshkWTkRELz29FNLTkq20XhlnA0Ot8\nfBYSXNbSz0Ur0+Pnhp7nM+H/ssnTUGTPwvXYGi220/hm5dxNqXlxozedwuQH4rgZFixfzz15kF7b\nY7vmQERIcI6Tox/efyBUnmnEvJ+knzPv+1FoQymnMsSbwBwdjuEzBl0JWAPZNRCv6pvXN+r9s7OQ\nmguMcgP6UkyDbYBSTFE1uuBSg0A7nhlwMdzHjx/iGp7YeDoy624EdAyqKJJZgrno5TMkwHVZMr78\n4u37AoafyAiY2V++3lv+TeA/in/+ReBXL0/9VfHYd95EcK+dXzIqrdJb3zcqN6+WsentbyUsdBiB\n2rxr0VyIgQSyCakfG1QLvfhGzyrBL90HbSIBEZuwMb2CnyOXnpaQBWd8mOGAiC8zpEYTIXMPYB6f\nxpmO48WxECSkrwJXHL7wJTdpr1wb7rPztjwmeLhw89Trc2QJPRI5TJOn13vkbTEC+Z7rHMBpbLiO\nn+gjW8FnO/i3D29sewtuA8pR4ARR4VSv/7itEQkWffh6GV0ROkOEc8BzuPqzaygEBSgl4HYJI+DF\nRXprC16DHPQP7eo8RS21Bz1SsP5dSol5hoHiygwJ3vjw9hazKoenKbNz8xhOWkpUJiYvJBK/23q6\nps39ztsP4A1+0rkDP2tmfyn++Y8B/0P8/ieAf09Efj9ODP5a4L/5AUckpZUrKTXh/kqAfembx2LP\nnoKZ/17jw9mBt3FpEJZJNVnIgVSoG0LDrHp2gBYbf0MtsgJURghLaii8xJw4Ui2YdpAMD7LBZJnh\ngCGoOJxzoOffO1FB3jIs8P3j0LnU8PVroVDCv5xkvGj5V0nu5Aw81zlDKSH+jd3TgXoZ2NmY9IIc\n/rrY1Gsp8DQ4+fMq0782/UoaJgqohfZovH3w/o8ffvTBu06FASnvBXtePEZ2f0pDPgLue7gU7crO\nJ100ekDA+ygcEwnENS8NZPOwQCpYTiaKHoCWPFA4LRmBHizGnnsGK4PBruaRUqwtiQxBazttf2M8\nB6dZdKL2OzooqlDlyiIZE/WtW1lmCpI7wZqEYd5+IYyAfHnuwG8Skd8QH/HPA/+Cv5/9jyLyx4D/\nCVfm//bvzQyAL4AWCyIXUIYBYnMg5w1WrvFmTmAR5oJIAUkagRoBq1W7TatxpaDXkI9ZrRGUMxWR\nBlYxGkqlU+mWdeDRiKJE7hhFtGN0X4S4hNQ1Av6hCxlXEh47MwTMcMDjOecCUn04I0MBn3Tkj6QR\nUK55hfnYqiJceYGp0MuNOa7zB0xUkJAdZZKOebzb3IMkAQvXe65eX65zfSMYX1BAGu3tsfH4+ODD\nj3wmRBoBM88i9drRw/tIJAFqQDfxXpBxNcxcATps0Bl0GoPCaZUzNANWKiYbUjZEGhLpBosFoub8\ngEVY4Pn41HUIIn2GA5XhPQfM8VQ3KFF+LKVQ2sa2NVrb0HMZwhrdtFBD1LASIc08PTNuu93d8Vxr\nKTfQLTlo69++fPsFnTsQz/89wO/5vuPeboLH/yl4KDI9ev5tinpiIxh2LbrC7L2eg0XmzDmNY6ce\nX5xMKrWE8MIv32nVu8eow07nAYRuoRGQBR5KYVgJ5t+NSxWjGLE41L1EuUQ+Kl5/PlIdiNBibJmH\nCsVJnlnAwxKf41AVmd7YZcR6QXSujeQIuVz9BtKbw9zIOaBk1vIHfJ6bP+vUw3hM7iXQQTLxqxZg\nhmRhoDPFN0OKPH5+57IU/xRu4dok+LRPWbTiOpCunW59pn/9nMhs402gtjSvnebcjnnlbY/HVQQn\nA5sr+spOkUaVzXkAjTb15qGlj0jLUxCbXp1/aBiuF4x6xNRxqCG1hUDogRk8j4Pns3McJ8fZOYcj\nliY+dk7EogRVndtaio1u2bDv8PDfTQXeb1+FYtDDsnJVVRWZFX/GNccOfDEOvcDFq5CkVD+Ois6F\nVTbnBkRlEltpYCieB1YtHJp6cqEjdPEMQcb/ncpJC4/iMWIlCb8kBxPDZYwb+kCJ8VuajUEuQyWl\nwpSKEghCZ2xf85iSyDC7LumE3wnLizmTnmnQyZks6dNbw455AZibf607WBu4ZOy/8g03I7AYDpNI\n8TU3ArNHQKYc25V2nNWCgeCsuqHu6n0PSy/zs7z3d1eERpn3sOFNP0w8pJMNJsN/F/4MK3Srbtgl\nsu+lkJJe6kYRVxdWIqyzgql3kpIBMiIT4B/IjbUqQ1wXopEJcrEYqA3PDLx95PH4gEnxQa7Hk+cR\ng2q7l3J7VkwoNjA9fe1XlxTXpR/mrStzLrfvIgi+hzz4KoyAweWhS7kRPdMz2Ppk7pqBVIutWQUT\nrF9kYkpOJyQNlZnJVUziqsALoN8IodQFUOdjg4pZwz+mODQzj2ckh5Misak9szzisye69uqyyCkr\nYC45NYj47hYWXp4Tu50Pf3ogKRYGeRHgzOcmdEemUlL7Is3u/vdZtpycS/YJWI49+/dFWjav2/Tq\nqVycH5LLyERKcQ0tBsP7Q47D+ynKQLofV1FvCLOiAQFV4cQ99gjiVvEajynwMgn0lv92PsfiLhFT\nus7fjQcxuFSkUDSuxQjAXQYW/QiVQpUxJcZZPygAxeH/vrtM2AyeZ+c8jtkDQ+da9jDP5eUR80u2\nqS+UQG1JJOYw3jy/X9QI/gBA8FUYAXCr32qbRoBopDAXWniM6RTXRprNVYZ1D6loKzDc26vpnGeQ\nKjNpfrfI4aqUyOdG7Be8gNFQ2TxbIK4QHFYDFWwMa+6l1VNFgsRiEScJgRkPMBxWhlmY0JnrYlPq\n/TJqCH30jJSW0sSQgne2WRDH6hGcjbi6D9+agiSXAjFCrcyFol1nTcJECusHSs6g2GePrSRfevUv\nVTOmEV4zPjn6LcnMc5xwwGkndVRfB4EEzn7SR+fkZJgGy+/inh5Tg68wzu8d6NRJBKpccb4TeoE0\nQk/g8yYDFUrBistKTb2RTMFAWhQbbkgNJkf8IM4ACdTKtgl1e/iU6dowYqpTtL0b3jTC6wGuU+ir\nKZeQQA3tBAojx8SfY+oMVs3F2rjFWLihb7l9FUbAzAtcipVZQ7B6lfQiE5ouMDbz4FNqvPkob9Po\nnksYgGTBM5atZcb5RkqCPT00ctOzecwYIhLPFPh9WCgIVWiSveeNakYxVwzmxUwkkKRfEY33I/rX\nOeivE5Z7oGERPuQXTi5AgQRJ81ws+3INnZLlXw3oCuVrrbMuYJKJqcsYXChsfZ9lU8/Hy8If6LWp\nb0VCi5G6GYE4mEYIZMPQU31+ZOhH8vpNNl282csw6An3/eyGtsNRQKfGMBG5cv0UVJrPB5CLC3L4\nDlHAxyipHCxYKYFGLLgHPD1cW0jGBTidFzC/pqVU2raz7V49WGLAjmnn6MNH1KlSTUByzrjFpndh\nWeHKCNVWo3dGzN8M5/a68edN+PaxZMvtqzACeUuvndOE5hJZ0l1wxaSuyS603XPK+9tO2xpU0B51\nA5ptny+teWlxUacgpEQ8WbESvd+sLkIhVxEeeEx5UuhWOM0hnMmYUYsiFPMNLUEGZoZXUqrL1fs+\ni9E0sgliimikGyVIopLV7JkVSHbvc4+cmz03dLL7ayiQKCqJuyQb18zLDKEsYvxs5pGcACxohjux\nF58jIfzKG+Rnzbh/1iukIShXCzXRaIyahicIThWNTV3ndRxeQOChgN1JXF04At9szbM+pXmWR9xw\n6DBG1p0kAVtSXlzclM+mqqDZprxunq61iqsHK1KgbQ/e3rxl3r4/qLUyjoPj+c7xfNLPDkO9mQh3\nbgtZr1GdreG69tvUpjUEvBnrv47b12EEwgNahAVduxf8pAFIWJpfMg1AcWHJ/tjdCOy7s6v1iiFX\n3cCKBKxUTMOrS3OCKNODsl3ePkjAHrXlPeLJHgbBP1aJsRUaJJ4HvE7lXGWlGLNmQNFr3JgpyMAs\n8Yh7+gogMX4sLpVMFZlOziBvRvAd4fkTCeQGS2IpP2Ju2pnrl+tazHDArngfuEHL+Tqu0G1eJ7vz\nOpNEXK/3MgEamMhA+ELVIrlGgrOR1Grk5na+xqx69Sd+jZK78ZRukIZTHXhxPM4ZuNGfBWhTkWoM\nYcq3HQmE7rPUgPEKOtwQiMvAt63xeHtje3xg23ekNvpQPr0fjONE+yA1oqmWXbeEiHcbrouMfjDm\npOtbGjhfxLJPVh7tO25fhxEAKEwrl3FfevDpReza/LNN1t54fHjw9vGN/W13L7/Go2sIsMW9ZW64\ngm3uudXh/ig7VjewBloQa8AGsvlisz0gZcMsZcMeffq5zimhSo/PnDvqqgHwLyRRZiwLCiimmAxq\nwDvvQW+ROakRu+py4syhaRiZG0G0xvQvXuIzFeb6/BmW+O+CXDUEhTmTYF6Xyr1GIBfdwudMoyMv\nf+Pa/PN4CatkeQ6+CU2yz0O94Hwo/Ia1IHjTu9eJEmZvgBAFSUktSGSHLDJC5oKjiQQiJz/kEheJ\naXT5AUyoCf8t4/rqm7dtbPuDbd+pbfeslfn61u5od0MJGmmGjCWvqQitCFuttFLJ1vOuLrwMe2aI\nbtc5Q69ZZMS33r4OIxCLpI8YK3Y+Z8yTWYB8Xqnegqxt3qBh32O68Mc39g9uBLJVeZKAGTbILsgu\naGmIbAgblY1qLfoGVCg7yINqlWolyL+NwY7QEGsUqwjNDYU56282MDtRJCnkefNY/iIPk/FxB6J0\n3BDU6ITEZNhDQSguTZ1jqWb/u2Vfv17kdWMvT1z1FjPcMrt+z02bmz1fX64wAuEO8VcUkUYjEUdu\n9tjYt5TiCydAcSOfmg+H3P7+WSYDSd6GJ09vbun1F53/rPFwxt/JvIaUDZO4hhRMPcZXDTSghOe/\n0ICKupRcfEhIjxCrxaeS+Iw5ZIQi1LbT9p227bRWkRKIIwwAQTSagWoWBV3nRBBq9INcdQIaPQYy\nXFjDqTz/q/H/xWEEcBRwnAefnp94Hk9OPR0JRC/9XHhtazweD/bHPo3A48ODx9uDtl+FJpMwrJXN\nNpcLvzkK6CU9+8O9Ao1irhbrslPYcDDuiKCzgfm/zRwBqFU2q6gZxTpFO1hFtCPWMXPloGe/UvUX\nmyi4hBJMsplQ1KLWADJBopZhDSxbC/AQBBRZN/nqhfO2wvvlliHJbCiSIVM+P19ryzvnOsseAwnx\nK87hJPqqnnkAbh59pnOz54EsJGaGHFXIMV0Gwch7Pv5iXryrk5O4Lbx4DWFQnf9OTsCNQZuZn2z3\n5Wgu+CHDUYZdHJCTtmEIxNFAMJ9kCa9X7DGVe2aXsSLkwqW4AchRZ54JKGQ6QM0c3ZV1Izv6a7XR\nqtdOpD5gDuaJyld7veirAeDOuXzp9lUYAVXl/f2dbz59wzefvuHT85NDphSYFJuThbfHNuWk+7bT\n9kZ78/4Dk+TCnDCkgUCT5oj+UbDqirAuO7W8sZWdIRsHjWobnY1Oo8nGJg92Goc1Tqs0NjarPLVR\nrXGaZyFET0RPTE9knMg4QE/EThhn9Iq00JYnZMzyYwvv4Q0mmASUx/2a8XWci2rZskw+2/MZbKTB\nTGJQVK72Yywbz5w8xaJRR2zM2Xw0B5iG6GjyDWK3TkxpeBNJpHIxPWgaqNkIpF6fI0lJTwuLi7eK\nbyAf9GETBbiuwuXcFuSsIXSLjED8vAq9HMlZ/O7inqtPwKwgxJGAzWIrma/RNAbi6KAUmZ57plzF\nQwIJXkHEqZ6hrhj00yiUIrRtZ3/7wJCBWkdUA0lqvLXMeynFZcZbczQUWQHtbggEudK1X+ABDLsK\nv756I2DqBuDdjcBxHjP9kTcpniLZHzsff/SRH/3oR96xtXlDydkhKIyGNKEVRwatNmQTbKto3aiy\nI/Kg1QfW3qb3bzROa64KlAdadk7xcKFppbLRrFLCCGxWGaqIHjCuu/Xrd9ED6xWGIOa5BhMFBoq3\nJnOU4KpBlRpmIPLNcTFHComIECHOS6zZ6+InHFx/d4ri1jMwQ4BMMeXzJ1H4mXOJ5ywKxAntU20Y\nx0yl4BjjFpakICxJYFcnhlFK0Y6kwsiDn+yfOsgKvjI3cG74boWhLERgbOBEA5ador3QB1sKg2Yp\nsfjmLykNdoMxRWTRUMS/p4Swy+cEOqQPQ4AbgDQCfRh9pMKv0NrG2+ON0w76WMlBVxyW6KtRpdJq\nZds2bw8fY/bGOW4beyV9V0MweQL9RRIO6Bj8/Dc/z/v7O8/jydEP91C52JDZQPLx9uDjz3zkRz/z\nI2fNxdncLv0GbaW6EahbdRSwC1obo+xo2ZHyBu0Ntg/08kYLOXC1jUpjyO7GQTaKVsQawkahIeaG\noVNjAOoJYQhkHFh/YmkU+hPt79jZYJxUOxHrFDuJQJSsN1AqJSCmTVPg8LOYzbHlPrgasteAJLRm\n3XPxW+Ttp5hnrQrk6vKTxNzaxXgWDRm+L5V7s0+53nDVc0wydjUuMJuAXEVEgSDMuzU5axKDQC37\n/UdYhFdUelVmpv/C+89MQPWMAckHbB4ahFIw5tv6mnEXPtN/0xAUCZYuUUOQwClECoK0mGsIqnm4\nUpCJ2gToqpx9THnw0QfDjNoqbx/eqHbwVB9yU9S8XK3B1oRNhK1U9r2yb41WK+fhczYzdT7TtHZd\nj1vqNpHAL5ZwYKjy8//fz8/hoVMnkDnkiBdr83Dg7cMbHz5+IBtoHiOQg6hD3yCiSi2wQ9kLsgm9\n7FB2pD6gviHtI7J/oJQ339xswIaYIwGRDSILMIIzEPYwBm4sTBUxDwdmGDAObDyhP6G/M46dcTSs\nH/Gcg6LFe8uRcwo8eLZ5N3L2gG+A2yW+3ebmTwL15TYlv+npM61klyGY2YB4/s2iwNWfMb1LrvZl\ng88Pluhg/XBCOvirSi5ifVdK+iZMpV62A0+FxDUNKDemQ/0RWYBUAWpUAGaHIDUiTHBdf35Eteuz\njCgjt2w5XgS0LF/k6ingW23M6+S9CON7xl3NGEM5zs7zefI8Tp7Pk9E7tRTa4w3GE+0Hal4+3Axa\ng9qErRT2auy7C+BKVEqOMS5CUK6y+1v3rRkdXFmBW/n3F25fhRFQVd6f7z5A5HWeYFi4Ur05SG2X\nNLif3mL8HCeHHqiqnzDwPK6Yw8sCVi7hCFKRsvl46LJDpIvUnDAU2YEdjz2TDNyCkd7dEMhOoXmc\nbxvFTopu7uX1QMYDxhMbD/TYGc+G9nekH44S+jvWn9DD8Qxg+GhzNdcQXPU/voty+m8ULZO+NiL8\n+X8hDGds9hvhtxQO3ToHvxCH88Cvm1mvx24aDlmeU7lrACJudiOQhs1hvZRCqdnEI/oBmLcC/3zz\ni3MFmdvP+zQAdR7XCcPqfQOF2QfCslKUxcBIkIGWPMQVKiT6SMPi3ydSjZZFY64Z0Egbahy3T0Pw\n5P39nU/PnbcGexGkxNCR1pA0AtWoBVorbM1/YoauU7eDC1gN9OttZnzW+9duBMyMox8TzueiEWSS\nRikNzpZjhnGOk/fjned48tTnnKgDBMEFosH8jsIZsk8rThIJHiMOFU5KZPvF24ghnJbKwEI3QUud\nclOTLRYCiHlJcaVRrFPZKOpGgbGj24ZuDe071t+xfmBHxc6Cnkk8eadZ037BSnH2XwSaCCIhRbKr\nQGUGBCExzeIjWSDgPKfp8VliyNV7pxAx48m4DhMFwB0hhKOcoUQuznwsN3+mBms0bsmLUxqlbrTN\nxVl9DOgD7UbHgrH3DUh660wB0kIqHAZE2vz7iN4Ps1vwDK+uKlG1GD+WcmHxGgOdYUg+t8z5E9lK\nXKLxp2+fPrmC1FPk6PKuxvPsfHp/8s2nT3zzaYeHt7szC+1HrdTaaAZFlFKUUqE1JxJ1DI7ROY+Y\npB31HYWrsnZez7w+8dPsF4gYlC/PHfijwN8RT/llwP9rZr8huhL/GeB/ib/9STP7bd/3Hp5pv4RB\nt061duX5S3OvrngI8H688837N15aKj5II41HfE5KLfQTTAunuKd1D2ZISoulcOAy4FG9Y+wpwmHQ\nzXwgKVmoIvTiqrRubXae9ZRdDTQps8knxScUVTGsFmgVRsNawc7KOAq9wHgaw5QxOmbOHI8wBLXY\nJK7EPDbONmbZ2hy4DAGOLlJWfNvUyHWO7IUslM+NxkRlr8gA7vqAehmB11ZwUn0EGDGzwavwKqXu\n1G2nPd4whHF00BMTh73ezTdhel3ChcwKuLG2VA9yVQiOEP+MDA2yaCj6QCjiuoCgADSusUI0mb3C\nkDQuJtn1uHgKU6Pnhbqx8CjUvyd4WND74DhOvvn0zjc/3ijqJLMMbzxTigvCBLx82C0f4CnBY5zo\ncfB8Pr3sOJSCLxvojgzCACQZ/AuRHfi3eJk7YGb/RP4uIr8P+GvL8/+cmf2GH3Dc6yYuEknSYxqA\nFKZkO/JEAJE+/PE3P+abT9/Q6a453+5xaqoLDdeA91KwUTHr3tjTBlq7b3iF05TeKtRKl0oXn1Zz\nmvHEh4P2gKpdnP3NtF3DGGI0ifAeoZiryIpUpO7TKBV1Y2BbQ5vQC5xinNaxfrhoyXBCUHxARik4\nkUVxzGK+6WW5uBd3YJD6+zXuT0NQLiMA3Ap++BKJlF7eFU+3x4GbYnAKgGb2IKS1pZHxjVKopflQ\nkN1ltYpQ7cS6oOVk0J2EW7xwMvp3HYBEP8iA4FnzYd5kOsb6epjnecAQhpVp1F0bEPf5ezSalSgv\nFxd0FxEoLhFGCrPnq8VCRmYICj72/ewn7+/v/PibitiGjEbjdFMk4sgUR8FDB6MKqtCtc57vjPd3\njvcnx3Hcx7bnZVpJwayzSSTwCxEO2HfMHRD/NL8F+Ae/7zjfdUuYujbBWDfzGg5Q4Hk+4YRv3r/h\n0/snn6q7cVOnSRGkO4oYJvQSMH9UsJNind5PrFYO4KmDp7qH1lrQ6q/p0jms+KDS0hhl0Iu3vO7i\nzH217rkFUbaiqPjfq4Uy3ZjGoJTmcBJ8s+pJ3U70fHKWZMnDE+DkWFGjRVZA/KJwcQAB/2eYaKyO\nYoYEWWW2nlf/EBMBrF79xh3IZQBuLciTZ4jzPTkCVp7M1Y7ZNz8bgIhUNwR1R9qbQ+gCJp1Bavfd\nCCQfkPH57OXAggBSMBSE4hnKP19bWScQpcGaegIXBXka0pvI6Cwai9jeQj3IJQIqU3Q04jP5yaik\nZN2d+TBP7R7n4NPz4Jv3GmxGZxdlL0otzmR4ytT7DI4u9GJgJ+P5Tn9/5zwO7/lgxIjySyQktwt6\nXff5399gTuDvB/6ymf2vy2N/m4j8t8DPAf+Kmf0X33eQ6f1hGoNS3ZQmJ5BZgdKKi4nOcyoLZ6lw\nLGhRoag3FunDfCYhwsHTSd/ekLMymmBVeJry7MK7NrT6Jtdy0Eunyx4/H4xicXfPPWIzN042iS4D\nMmiSkwo7oToIrmBQ7aDqSVHPEujR0WdndGUM9SaZscMytnQmfFCGRhUh/ni4IS9zTVQQ2MCytZnc\nzzMeTpVwVevGzc1crFydf+Aa25ZeZdjdQCQCmNcgiDy7KqFroImu3oHX1HPtRWHLsl8TTmW2brMS\nRkBCE2A2/03wAF40lMggxT+hGzA8nx/0vWWVYSoDrdAtNvtMFSbyuJrNpCTZAB1+FhuexpS8U2jF\nO0gGiEMxH17TB8fRvZVYK4wOXRQp3Xkf9QKyMnzgyHkq72o0DjiejPOcjVULZcq5X+XBKx+Avty/\n3Qb81EbgnwL+8PLvvwT8rWb2/4jIbwT+AxH59Wb2c68vlGX4yN/0kTm9xv8YsSviKRET9rbz4e0D\nY3R+/sef+Oabb6al0+Iz9eZro0S2jBIX4uBQ5V1PugzHibthVdGmHFr5phfeB5w8GPJOLw9GeaeX\nN7Q+GPUDVh700hnlSZc3hmwgwiaDE0cDVWbLEZr07FNMtdMhoJ1UPVxerAd2foLzE+N4Z/SO6ZgD\nJWpsapcdK1gHGR4yekAPpjHAJKrZbOllFIYgJbwW8/emN4erFDUWVqFMT1NKAYuquqEzziTentAg\nIHj8GUZAqlCLG2Azh86q1+dz/Xtx/kMHZMdl9X/71J14n5J1/hYqXRfomBRyKqAChIbCpQ1xzjQq\n/Xo0Jok2XcPcBA5z/T6Cd/SJvhDE+7lYzeY+83H0QhHvJF3MJeJinSpKKykYivZg0e14nE/qaR3a\nAAAgAElEQVTG2dCzYrtHEiodG6ejxjGo4moHoWPqqXK1A+kndqqPlVuyOSmlx/waTqRn199nu7pU\nN37L7Sc2AiLSgH8c+I35mPn4sWf8/qdE5M8Bvw6fUnS72TJ85Ff+crFJZsQXyJ5rW3XFVCs+988U\nH6TZo79/xrL1ikcFueSo+6CUqNMfLi5KdtiqYX0w2LCO8wWcdHZGOenlZMjBKG9oPTjlgconTnnQ\n5RuGbEgpGMMvZvQc8pKgM0pSfeYd4otd7WCMI5DACf2JjE8zZVjsmKihiNEYbJLFzB3BZodDsUH0\nM6aErDcZ4Rmo2iUtfR0+MiXGCDaWhiLj6v6zkksY3rItF1SGAYkMkvhXkGLxGR2tVPPQwJuG4oSn\nQtFKGR7LFT1odmAMujl0F4wcAur4wgt/nMSLaj4Ds0qWCW+ilCoRQg2MAw0ZtpkiVjhxkq+WmB8U\naGYQo+NMqEJ0koqCdHHv3xjsDConIidFOrt0NlEaJ8VOKgfelkZpJjTbaFrZTXmgbObXc2Ow2Qin\nMdjoVDsoeiJ9YGeQG90N9WtIN424XCKvRGvzug3+hiGBfxj4n83sL+QDIvI3A3/FzIaI/O343IH/\n7YccrGiZ3mbKS4GtbrztbzRpSJc5eKKMMqupyHbZnakYLFLCEwqyp+7LF2EHr+CqAy0dZfOyYS0I\nu8t7ZYCcmDycqCpPBjvuzx/u96X5+0gsHVHf/LhwSelYccwrxYCO6cEYHg4UfWLjRMaTok+kP50j\n4KSJN8vyhTWo5sLZLZFFEEllGFSLaTd6GYFwacZCJI2L+YeLi8H8nBpBkcvCJejVFnumnIZdU6DW\nmYBwzSyoYQwEpJp7zCJU9ZCm2KCY0YZQukPwpk92DiRKhdQqEjl6IZXhTlg0BqfVIF+J521kE5ZN\nPMXrLch8SIm3DRtkTWYjW8spWrLzRGYW3FCktmREu3LDm8/vYZiLnBQ5ecjJxqDKSbFjGoGdwRvG\nwyoPYMd4QISKXqmym7JJD2PQKXpiXd0AHPi6z9TFysdw/bzF/zmPIQqNbPyUSOBLcwfM7A/h04f/\n8MvT/wHgXxWRMz7ybzOzv/K974FcX3AhpAqFx/bgR28/Yq/77JdfqVSpUY4Zx0hiKk5Mzo+vpSJF\n2Fpq9s2LQsIT+ty47iXCWmMQZENkROdZpejpDS/twEuIn2TbMV8k64TbTglk4Hf1IZXF3CjogYyn\nQ187KONwmK8n1Q5kLg7vKbDJYBOdpcZbGIdJaUfMZ9VuseCt+Cdvej+/k8FPCBnXYSKAWFSzLz5M\nry9DrjmEg6ur0AhDEEZCTK5ekfEBnDxXWulUPbwTNIVND4Yd5LAVZy5c+VeTwBRv7p0Tgt0IXNMB\nqxRKFbQ5bupqnMPoqm4QYt5ApaAleg3kJGt0SoxrPGeQ3acGw5z429DgfjpiB6U8HQlMdPCkmhuF\njcFusFtjt8Juwg5xjU+aOYLYzV9f1LBMbaz3ZCvhMwOQt2mkk7dZuYHvuP2kcwcws9/6hcf+OPDH\nv++Ynx8srF1UjGRMv7Hxcf/IL3n7JS4SUietmjQ22dyyj0ADaTi2EuGynwgZThJisNdo4KEK2in2\nDNhJLKwNQ9ltcBjk3ABjBwwJ5aBX3HnhqplQJfnqHnGdUsUHSxZRRAwrA/CqQtS9BToQOyn04Aw8\ns71lCBBGoIpD6xYhgnhjPSy9Q8p586KvFz+9ul2GYbLKASGnHiDbFSC3xaSq97+r13LM9143f8qS\nl2MxuLUSy5boRQQ5DeXEBKQfNDujuYpFMVWNIKAE2vCZDiPij6ndsJhBEyq80gSK8N6FZx8c3TiH\no4Izug9570AN0O4ooUMIxyo5Z9D/HhOnDIftomyclHJQOCcHVPXEpWcHe+AH15hWNivsUqIzxTlJ\n4938HSTzlLHx5RQ4PASjh+GFz1FAenm7kNv8mSH2q8VYbl+FYnAu2nERTYIXAH14fOBnfvQzs6/a\nYLCXjV47XbztNNHMJycOZeMFBjcjIAaluOsyMwaFEiOLDeOBgRW6VjaBYkpH2PAhoEI0LWV4fQEN\nE2GzLF85I3YPUWsYgSKKjI6ZGwDUl5qYk0EbbjBalMG49/fNv08jMBCxWCgRh+eiydg8N+q4zumN\nMAqEMFn/NVRYUZi6lDth5JoRmL0d0sMvhiA5hUkYWug/WGYORPahlNBLHMywTseIUCYkOtWbhEmJ\nPpBmWCCBgfdnOhINILRS2OtBazt1h7pX3o7Bjw/hyeBpg6cqFW8bZ3gPRxNHAJ0ywwulMDKbgPcN\n7PjsyW01AnJQi3v0RkekB09wRlF6Zwc3AFR2KzwEmnns3xg0NWatcoa8Xa5wYMi81p9JhoMchIu7\nWe8/5PZVGAEzw46LFGy18Vbf+LB94OP2kY/7Ry8u0hOrhjbFNrDTu9KixGhnHDbB9IxWbJYZi7lu\nZJeBFhiijHLVoHkDj4KGfrFTIj538chBQaTTYKoIDajmIUALJFDNPUATpU0SaHh9AYMSWYMqbjA2\n8Sx4M0UkSKJooF0j/i82Qs523cUT2DMdOqcsBYS/ef4FCayLaJYSr+FAPH8ak0y8pHoTb1UuQ64q\nxTQAxpxm9BnSiMxBseiZ16sPhOkaXXgDpWVUFwVHFHXjLSD1RGQwcCVmoUS/QaFJ51E6rQ22zdh2\n1+nvBX4sxYlV7XSFaqfXimQ7NwrNhDP4ghkyxJVV8xAUSvSZimtUTpqeYSLOYBKeFI7IDnU2cyOw\naeFB5Y1CEa8klW4wytzk6fUDklxrOriwW4i3pgfh87RghsrfUliWt6/CCGBXilAQmvjYpg+PD7w9\n3njb3zyvnbHvjm/805su5lw6Vb362CU8rm4sZjcc8TTRW1F68Vx/pYO6ZANxUZF3Cj7DWFiwyScV\nJxZrGgEzqkSaSMMIRJ+bZhNIXjqB+NtWfIZAi+nEglHN2fQaisaYlkdRRfRaIJZN9TWgecBrWLzB\nuBj9z0KFZU0k7J8NSLLoKMmkeI2oTO9dSrnmAYxAG8vvmdadffDDMCFe0VlrpWmjacPUovW2d4a+\nCWCmEQiDIMHXVqNWB/RNzJvBSmGrnb109nqwtwf7Do8qPEtxZKUDeucwpShxJQdqLVChTI5hKhIp\nDE43x7ZRCpPwqxJCMTndoFvwOnJQ5IiwrvMGvBnsVtnZ2MU7UGnA/onq+kICpucPZDANAy/Xb1pM\nf/4tKxDX+heNEeAMLqAU9rJPFLCXPfr91dkpqBQXs+im6KkzZWjYXIhWAsYWc8Ox1CR4qCG00lER\nnkEqeWxVfWag+Ot6KRESDE6DQ3NKgbeuUJixvEinWtxJwZDSZNa7BaOszvoHtMxQAvNBZ3nsZh0x\noEfJ7eoZwksL4iFPTF2a0Hslh16MwK0jcT6HJW4MRDazCUksRdxfNHQEQZRhjkrWkWV5vFXGmgty\nCoywyKNHW/i1TiEWNcJlDPL3uhgFga12v54U32haeXgfKFotbMWNtj6VLgcBVzCqJ+1LdJRO0lBc\nSJRTjHr87kRgCSJPPZ1Hdy5gorwjMGMYATo7xmbixKA2ynjAKchhDv/zeuZGXw1AoICJEOAzQnBu\no/EF4x/n8uvnBHCPVMUh1952Pjw+8OHxgVYaqMO+VppPGxLvvJpfdOjgGF5KbGcQIhkGFPzkxUKa\n7ZvC47VqZBtvZ6zhoGG1QfNW5IfCocpzgNgALdGuPLy5rTNwEg2MIPMiJCgaurgR4YI6G4wG7Heh\nSEmDwnDJmy0EYC6UCAuy8Wd66AwJsg+dDLkviJDRTp35uBuBvE0OIRZdElJTPlwCmjamUbGgVg0L\n3iQ2dLkMlQWkh8sAGYYekX2Q4DZujUf8c1i9ehROMjJrdYqjgyKd0p7UIbThxoD2BqVRFfo2OGuH\n7nxMp7kRwAnIJnVeQa9QLCEJz96FjSaw2cA7TvaZ2y+4NqCYGwAJovAyAlDOHTsMecf1UQc3w27L\n2CQZcg8L1uzA697J8C3XyKoSjGvwXbevwwjEgvNebZVHe/Bh+8CjeddfO/3kJMFXpMxRY7Yb5/Pk\nKc85n85GeH/wcKDbxVxH5iEZbFFhLzGijMIm8FaBTaB5s4r3Ae/dgSGKV8KZi4QEonDVVV+VrF27\n4vpNlK2YTy5W5w9Ksv3hUXLjFztda7ts+MxyzNTfySJXDUOgLn7R4Zs/72u6cC4MrgxALpo1Y3Dj\nA/I1xlVIBL5yNC9fbOZxNRs1szm1eC7SRB968RZDB+PwUKDUEhs6ysjXLkbh+a3YDRmk0ciF7r0Y\nOlqfyFZ5VKPWD5TNeFblWQcqJ4orNyPhN5uQVApNrvoErxb1djLecr54OJDcjQUBzEGNrEDhoHE4\nYSxGU8OOhhZ1KV3j2uAHV0YgOIE03isSkC6TOJ/oauEEjDDoa3ZoQQLfdftqjICY5/+3srHVjcf2\nYK87DDif53xexr5Fin/6HY63g/fz3em8HpkBTzTPjU4M2SSELSskpsJW1JnDZlgTn2v4tqFlox1K\nObze/+yDRrTA1kEtQiuwlcwouxBG7Gp9sRXYqpN83o78nHF/CTJw1sEp+Nib5fObXDAvN22/vKWM\nqzxYhmsp8qf1aDS6wnou73zzHDA9+CSh9EITZi7RBn//UmMaj/hnG5F1yfObTUUnaYlv/jGGG/0i\nbgRiKq9tfkzRpW4hjj/DgRQmhbHIx02u49KjYGv4vUllt8EHefJeOkM6Q063sTZAT7RsZEdiH1RS\nUBvewkyym7FXEFSMpuHpwxi40tN/1rgX82yO0WaFrO6KNbuI3fTyi7efBmANEfr9Ot22T0icb1xA\n3mGGXt92+zqMAG7pyuatOTbZ2MtOk+bx/jkmX7BKXfeyI5twbifP7emDHvW4yyTLAiXhIsHUrrRk\nC0OwDWpVSlO2N9g/Nmg726eTKu65ztI9pxylYg1PJ+6itBKtK0y9DXn4kk2Mrfp8Qsy14ZinClMe\nLPhmZdw3oOjF2NsIbzuuDT03f/60b1k8eTyTu/FIfca6aLieP+vSI0WoMbVTROYoMSwkvDouz5Pn\nvYUbivjeuqFVHanF8ebrlDksdjUCeR3hMgB4i4Hrd2GSxPrwNnPSha1sPNoDESjdeGhncKCcnHia\n2Kw6RzAnEjlHMKLjcRXnG0aGkKY06ey4oXfyN0IBPTxk9M6nHvPHxlZR7Gle8TpAzkj1hgHIcCCN\nsw1zrcBV1vhFI7C2IZ8k7Hotf7EgAdStd5VKkxbALCauqA8rncUqC8FUqex19zRiPzmOw9uUacdO\n9yI53y69Y8bLdPwMxJgBUaGWw6fH9EbpLkNt2mna2exks5Md1xsWCaMFzhabK+G8kWif4p5N/O/F\nOsqJEUbAztAfFKLJ/bVRddnQuQltiRVj49ryH8IMnWY6MX8Pw5hlpTO+X+Wo+nJN8rEXDcew4Uhs\n3fC2aA6ShDWuhhaDqx4h2o9ND7WIkOZnLS+fpV4oZRqCl8nVJrHRTqN050nOdtJr9xDjEGqv1FHY\n1LkgjTvRX8LE+01c3YrFB89aCbGQP9pC77/jmg6xKAjrip1uqKU7ErNu3ibcFNsd8eRGlyG3+oB5\nPb5AFM6c9O3U2JUVCNHQ2ivih9y+HiMQ8KhokFwBaenxBUNxttbFZ2psr04knsObN/Ter3iTGEaq\nC/zNOCtalUv3NJuMq/Kq1W+wtvniPk5KH7TR2a3HEV3q2sSRQMVoIRpymO+xohOAsCEIHbUT0yfo\nmPXhN+LOLiMwY/OXDT2NQ56+M0g28QVnw/yxNAhrjL9ARBTKKBcqWj5L1l2s7z3jTmMKf4Cr/HtO\nTWFu6tmAVLi0BMn6hxEQk6u5aX7WNAL5WL1egzl6kyY3wnfOnSxGH52ihaMcHPVwEVkYhzp87Jx/\nF8/qSBuIDLzzsYcD3nOgOkcgzg0YHtZtXOTuZor1gZ5OcuamtuHrTsWrVRVHKbop1aobgEQCqxFI\nFNCDG8iw4UuFQMaVFcAm8Zu/z5D3O25flRFg+KKcxFZAKemXtfenR8w5fPE0Gm/tjXM73Rj089K7\np/czm/Dahk3oVVq83+abr+PEoktifg7Z3hndkGNQu9JU2REo1WcQiHME3jzECUFXAirVgvk3qOqT\nisY4GV3RkP5mWe/0/LkJc2PmffUIK/tr7hm16FwQOhQ74jvq588HPvO8N/KQl+cv7z2hZm7gIPGk\nXYTrrf14entZ3jcRQRB7wOybl4rEmeINHoEsWBLnfKQKPBZeIBSLCbuLFrp1euuc7WTbNzBfX3VU\nWm9TUKUEMqxKaSdSOhRYB56alAgJPFhoqfU3XMF5GPrUSfRZX5BADTSAot8EGsj1GM9ZDcGNE0hU\nkHqCLxiBfL+VBEzuLMO370IGX4cRgGuB2/V7KtGKlZn/TwicYhJv1ihebbi98XH/6EMaRrDONtwY\nnFwnwq5jwxVaYBFfNV8c/ejI7n3ougllwE5BSp3koIj3D5RME0Yo4EggBmKr6/3HcH5jjf3ErgYo\nuQlTsrtu4Pnvzg0lJHGmRWcmQLvrJ/I1iSzmRmfxwGvIsRqeOE/TW+nlcaanL1dIVcRHZhWKt3+P\n/ntTLpw8RBKGiQSWfgTJiSTRd/NgV8OlSzSmuCHI6cpZsxDfT1HGPhjfjJnmLFY8JOguWJowOtBH\nblr/fsrWOlI99vBx6EbVjgRJa0k6d7DnHYFZGHoqs0BJH4q+62XwwsnZsYQEr6HcGha8ojm73ifP\nrfc5jKckp/Q3op/AL+gtFvTq/RNSTe8dX2KmmLjiwrpXNwLtjR/tP6L3znEc3p113C2hcb1eCP27\nXJ9D1b3oOAbP96cPLiniKcNS2aVSZWMUT+pF71p8/uCJzKYgFwpAYfRrc96Y//xvyQBo16kiWzMC\nhF5iynvNL3629zYLjzOu1988ehqUIEcnRI9sw4oY5jDSVzlrHic3pA9OciNgbS7uYQPG4onCaOR9\npvhWPUAagIz917ZYGQ7AJBDndys4r6NhtPJcYIxPwzmBITNlWbobgtHHLEmfGYgQI81/N5BmSBv4\nW+rltRenZc/Fm79sZgvhmYlh74EGMoWd4enxhddFODHP/ZLiBaZBnMcozMGl2VtiGv/vuH0dRoCL\nFNzK5iTgiM2QHotLfjpz2mn5Y5EWc37grb6xsbmH7bEoiv8dxRFEhAF22LSkyWZLk7uV3QA1yjag\n5fgLGMSUvOz6451JvF2UxfvFhk0Dt3rWtcPPlPou9+kdXyE9TC89NyyX155ZhdfQ4UsEIdc5nKKg\nhZNI4zC5hjj+agCo7s2qujHOSUNdfC7EGIM+fIbeJPZeDcByX0OJ5H8YTN6gyCWMQuN4/VpHUnyj\niwj6STk40EOnIenWZ63CvA6ybPxyoYv05HMTJ2qIazrP8QFyyAXdE+KrH6tZcy5iNP9sKeTKbNDJ\nTRmo2U1Il7DYFqFXhkrLMUqJrlBLUdhcB78YwoFi0blfmpMphxf3SMxmA+YXWZtdzmYY+Mne6sZe\ndzbZrjAiBBZzZEeezGWjq7h1rnud8ZRVu6B3EF5iRqmDWg4vKLEwAupkpHX7jGibwqQU8KxWPTbk\n5CrW6sB8fUK6sYQw+R0WY2J6fd70cBOWrkggPx/Xe6/IZKoxVwSQ4VR+rvTcKcZqQhuNfdt9IRbh\nLCcnJ4cdHjN3nX0epsgnvXt5+Qm3MGJFDnOWQfQ0WNOGOSg1obaaOkf0WIRMcqkb8/u+Dk6dRi5T\nnXXhI5JkXhwQPc75oRd8jzi+tFjb6oag9HKlqfuy0ZdUYXI6uWaKlftGzrWzhHBSZRqDyd3E5/tp\nm4r8arzd+K+It/43zOwPiMgvB/4o8GuAPw/8FjP7q9GB+A8A/yjwDfBbzexPf+d7IDcEMI7B+Tw9\nVbj5pJZEBNOLLS2u4iA+f1AaW9loxXsOHHb4BROiBzV3Y5LQNrzaJLGUCQdRpkQ2SapiSmt2yV8D\nks3FscTVuQFv4pDFg8/jBgScnnlpZDmzAXY9nsddC31m+JDppxduYeUYXicQzfZVuXjS62XVYuoY\nQmuQRUMimXqrrtcvPkn3sINaKmbO1q/TpYyrqGuec7m8/WyJVgOtBDGcv6+iodff18fGGHDirH14\n+ls6MTiVmwGYUmS50pDZal2vczWNdcb1QQauTL/06GJUGq07CijHIgZbyd7oIbCmDKfYa1m3SPZ7\nINtMzjvZH8P8riMA6k+JBDrwO83sT4vILwH+lIj8J8BvBf4zM/u9IvK7gN8F/EvAP4K3Ffu1wN8L\n/MH4+a23Ig7jZQj92TnLySGHS4j1ATsz7ZHEWZbASglyTaKopfpI8l129rJzlMPhn43Pu+TOk8q1\n6XOBbjIHck4SKltxb8sGgftC0MWzLtZ6Ior0EumZX+L1V5QwxT1c/MhqAPL4N/HTQuStocCUES+P\n3wzKq1FZ8tMlVIxJqM76izDCMjwcqFrZxZFYfu6unac+kXMpOlo2fNYa3LpD5XHzsUgDGnYvKPoW\nIzBVhSm8Oe3SJsRPlTs6mKPTF25AqkyJusgVZt1q/JMcTJ4gm4KE8a5njBxLFHAuSGIlAAM5JME4\n04UGWvAGs4vdzntepgaoZSOca7kNke+KBn5QZ6G/hHcRxsx+XkT+DPArgd8M/KZ42r8N/Oe4EfjN\nwL9j7qr/pIj8MhH52TjOF28iDuNFhfP95MnT6wPwLkKTRIFJft2aXSa0FydGGo297Dzqg0MOh6Mh\nrbwx3y0gWWVCzOuN4u8Jl+dZvntbYC6ESeQsEG0qFFevurK8rzA9480UDcWgkNWwTGJQr/BhbvxV\nWrym/V69znKsmzQ4syaLsVhj31V1KEUmmSene8DMw+/b7sScOvkmh/89Y9p8vU/wic+7bPbJEaxh\nQoYO9frblxDAeteuk++ZzxVum38eRy7on5t/vQ5W7GYY14IflM9QQDF/fZNG1UrrlXJ4Bex6nNUI\nrCShDXxUWvmcE2RZOgOiO7Ll5bj9/Qsao9vtr4sTiCEkfzfwXwO/YtnY/xceLoAbiP9zedlfiMe+\n3QjgjUP76K4jP7xZiIwL3pdaLkIoPaLcF2Ra8UkQtjeOdvCUp+sG8NTfTZgSSkGiX970NrlR2rU4\nJ1rIi5dnbyXflk02N3543JvxWIzALTW3Mvpcr52GIN5vvibFVAsXMQmvV8GR3n9feYXPuIP1c02D\nF1kMw7ssj1hwAuM5eFZHb029xcY4BuM50HdlvA/Po8fz0/DO72V8zgvIy335+0rizRh+kRPnWsgc\nfab9nO64EMFsavsaAjS5SrSHk8Wz92JfPPWi8JvittNm+rdSqcV1CUkK3qoC12Mkt3zAGPhQVpFb\ndLlu8JsRiJ/VvPu0hw/e1fGnRgJ5E5GfwfsH/otm9nNrowIzMxH5rvf50vHm3IFf3ioo9KdPcNXu\nBFuh8GgP+tZ9RHP0w78ZgXIt4qlcs8IubgTeyztNGqeeNxKRbVnkS1PML3rOhIfj/tOGH2utRfji\nzzwzufkSCr5eyVeEkIbHrg1zO2am774lq7B69entE76uhia9/oogltU1Y0/Ju8x96d8fpCv26UCs\n0MpGkcZ5dvo56E83AOOp/ro02DnkN43bPCDXdVoNwmokXsKBL/47rtusPFxi/pUfuD2/MQm2vCci\nSCSgpzrHkNWd6y7seM4/8vaF4kZgeBOV2ivyXNJ+4zr32g1Vn32ZkcXqX1h+sjw+AgEUs7sRWJ6j\n39FY5AcZARHZcAPw75rZvx8P/+WE+SLys8D/HY//ReBXLy//VfHY7WbL3IFf87abheSyv/dpHatU\nntuTox3IQ6iPepXNrnGsXYsmNeyVyl6cF2g0qlX66Ndr4NrQjdkzz+riUatdG3+JE+d9zO/inyEh\n+dKs47Wq6xYupAGAbzcC8yIsj69Gai0UWhej3p+7prZeV9YtI6Hra/w+HzKbhywzDeUx6Nk7VZXT\nDG2NXgqjd58UdQ6OrvRTo2NTbMYQCpnmF4yvmaWycA8DFiOwZhdmKPeCBmaqL2L7lDpnleNtZHsi\niOyiHJ59ZnRW1HdwNQBNwx4hox0LSki0U704rpzlXqp9xnePuL8rDIPD7DICgQTWZUtch1ckIGEE\n5nbP18qls/nS7YdkBwT4Q8CfMbPfv/zpTwD/LPB74+d/uDz+O0Tkj+CE4F/7Lj7Av5Rb13G6yi8X\nZSuN9/2dt+1tpg9rq6TAZpJiqR/IDVeg4WHELjsbG1XrzQPnuDIrlw5hQmOJjfGy8aXGYhjXYzMV\nk0Ygfq4xNubHnLA3F0569pWIg2uDLp4xz9MtVFkyEjMEWAirV0OQIcBKDK7vfRkxh/xzkQWszNjS\neY5EQWF+h6/kp6obAYh5BYOjd95VOeL5YuaVeWoggkysG4xBGKD8ndeeeoKPnX8lEpf7lBNHuDe1\nDXGf5GQakJUMbBcBm6gpRUgJ9/Wpl2YiNnX2erDnYgRCTl1HpZ71KtwaeMyvN5twqyruSyiw+gvg\ni0ag5PkljHRct5sB+cLthyCBvw/4p4H/XkT+u3jsX8Y3/x8TkX8e+D/wwaQA/zGeHvyzeIrwn/u+\nNzCLhqFLPfXQwVlOnvuTT+2Tx1ZUZI+S4rIooZRZqGI4sVNq8VShNPK/oiHSSLKu2qUFiJsgt2Kl\nXFDS3ABM/iANQVyJWXKr9lkoMNOb8VlfUcyNT4DPjMBNQvuycW8MdXrwF5Xhq/e/CZByAQ/3Sop8\nJ5eoEacSY+CZBtjLWTdAnk+0lAklzjAAPT2SGVWVLuK6i2sh+FeOY5a4IqwLm1jsYaydFL48+tz8\n4/r3bCiz1izE5r8pBQcz7Tm/dFzzmbrMHH6IzNaQa5KFT64BLdkDspdQp4qf5/D68xKa0eP+WlBo\nL7wAL0tnIgEuIyAvz+WnCQfM7L98OeZ6+4e+8HwDfvv3Hff+Irygxrx1mOELsp+D909PWvnGW4pJ\nRUzY9p1KcTgZm0JFp7xYcEORvQk22VyxpRESpNUO1ljbJSK65YyxyzNEKm2myordN4Yn5zAAABKQ\nSURBVN0aq69x9dy7/reZh4e7iY+fNwORr4ufeYzb65Z01cxQDPncULy4lNUQqPmizMGcr0agA131\neszCg2e8kLqNeG0ZAz2O6P8QH6FWZ6/HwFTp5g1Ui8gttFh/5qKG5Hr8d/d4F5Kv8WQRvCV7ooEi\nlxGIEOQWOrySji+cwCsvdKvLeC6GNq5lEoZ22C3MLM21AVILnk2MFqcRy79yhIkCJjEYd1s2ssY5\nV7PLQCwGYAWR34UC4CtRDHq3GQ3WuYZXMc4+eH9/IlIobfN7qUipiJQrZl02Roo/0ghUcwFLpV4y\n4uiEkys0awlmOW4OyoBJzt2EO8qcwXfL0b/C71cMt1yRm8rPFhJvxW4ZmqgXCE00sSCGNTWZBmEV\nHK3x/tqsxN87DAAXg5yLbdILZpxmF+UQC9fi1NiySSW/rir9PD03XmKabymMWmNct0/uLarRwpwr\nFFiEYHMxr4hhISWX0J9icdfsahQUQpCCs0bkSwZgPVhsXgaz+QeDzzMD2RYsr9e6i+NvxTzNLeMa\nh+5dDKCnAYif+Xvm9buZX5OXkCD3y4oENK5b/PFuBFJh+R23r8IIqBnPMcKjC0MkJK8DOw7PfW4b\npTWoFVrDasRXKVrx3M9stZVnomiZ4UDT5vXzCa/T+ieaqHoZgDyTkTmAuKhWPG0Yocis0BtLx6LY\naMkXrL0AJxJYDVd6bbiMRPITcBmDFyQgXAhgRSW3zjSLvDUXbTrctcYoF5KF13khvKdnWvnL5APm\nPgqvrqocZjQzWmtB9vlx81hzsZr5JCLuXiuNzLp8C8wP/yVZQBWZcXFVoWDEKEikmyPihQ/4LDOw\noAFabPjNZrdqU7uX/S5G4FYZegSSqAU2L0c+S6HG9yzLy2eV9mJo0xDcorgXgtDghgQszk3+FC7D\n/BoevN6+CiNgwNH7/PdcaOFRTjPKp09I8w7ApTUoxcdNxcLLBZWQbQ6+CN11teqbWMtV2ZYxPYEg\n1O5xYq7KhJZyGZiZwnqJt3PT31SC8JkRmBv/ZaMngfVKGhpLNyCu95ohwet7voQqF1HoHt/ES6ST\n9MswINd1LsIRv7+2MzC4OIH4vcZrUL2uY16fMDA9DExu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6nLoBeT/MLDADm1jy3bLGcOLaRALblEXu5wx7DciOBOeM3WgGgBYrQ9MOF+b0B3mbp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\n8GT/FFWZVwC8HLCdkEBOBVhiqFBjFyIZiI4R59afA4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size 432x288 with 1 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Hu4OPlcxYQtZuCQKSgygqmZUYR81LFicob9YGX17dB9z5wZhCllV3jABCVbxqWq+Ib\nj0SMsSVzBQI6KKahM1Ea/pvp6vdYOq70bpE9be3wbG46opgZC2mBAO/TDnYQUDdArX/0nL8Cwv7+\n/hBTABAGOyMr7uXX/x4Ui9oiapuoP3vHRgQAUfoOABro9LbvkYzptQxQlseYLpQyuQWZu1k9zxrM\nFQhQIl/nIhINurG89X9r/wBPNwIDt4wXqZtGnGn9mZ+7ATp37/4/XQF/pbZO+6nrwQBgRJ+Vjmfg\nqe0WWU6tn6cTAa+3uU4JRsCh10dpRwrkQJD12xjbi0AtU2xnNPyO8mWdSynDg2LeVt5vkcwNCESI\nl1nyadLU3y3Lq0qqA6T1dJ2m64qvH+34MQBqWQQgXvzCfB0EfN9+tfi6sYe/UtsXsTjj0PpEK/to\nlZxGRwPaFy5pGi32NUbHo7HjMxO61sKndFXBImYT5R2Va0wBW6AS1dHHZ1aPVwUESil/E6fvFqC8\nDcD/DOAZAN8C4KWz499Xa/2NGdKf+N+iRS10HaNi3sERmkbp+UDIBoTnEQGBW1W9XwckEK+F96k/\nn/unG6Bv2dXtu/2dejrwIxbl7e3KHVnkrL21rgo+/gh11DaRvxuxjoj+61oLXWil0596n+7HEPWx\n/2+Nt572GBMdA1mAmXUdM54zg0Ct9QMA3n6W2SKAjwL4FQDfCOAf1Vp/eMr0cJbWTI2iabSOtRQw\nenY/us9pWvaJ3Ac93iNqkfjfV/vptuD+mi59AMiVXx/xjRbV6ArECJB0AZC3SxT40zbXPDxWoH2h\nNN0finKg8v5x0XLruxd0oZVvcDqtFdfjGRBEko2TjMF622qwWD899bgsd+BLAHyo1vpXsyqwS+Sb\n9UgGBN6QTpn0wwdwojR7gCZC4IxWtuoRdT5/q8/vO/0oA+DOP6r8/oLNjI5HVDv672VtWUyfYqUs\nLi6GIOBuQZSmW/qIoSgwkzrrY9e1PnnLkrOuKCAaMbYM9FQyJpABQCY8R+XXV8KrK6bB4UwuCwS+\nGsDPy/93llK+DsDvA/juesFXkGnj9kqkOJGyqkXSDToyutlbXu9E7+hWmVvKReGqQI34+7v6FAh8\nQ0+37hnoAPGuQ6xH9rh19AEwscS5tZWZA4ECq/q5uhQ6SisCCN2LcXV1dXjm35mMphmBeNRWUV9F\nY6CVro6dKE8HDF0Wru1LENBgbySX8S7CFQD/NYDvPTv04wB+CEA9+/4RAN8U3De8fOSZZ565aDEm\nxAdzqwEiIPBG9nRbaUXpRue8vJmL4YEztVKk/x71p+WPdvN1qpwpa1RW3QRDv13htOy+Ss59fP5X\nV0SvjxRlDCyByUeRIxDQfRiWlpYGRWJZ1OVwMM/Ggbdt1Nd6vDVG/LpWmh4Q9jdJXzkIAPgyAO+r\ntb4AAPw+K+xPAvj16KZqL+OZJTkAACAASURBVB/Jpmei/z2UOhooPvCiuVVXumnYh5apx/L7gNJA\njwd93Ho/evRoCPTprj5q/f0VYr5kVelxBJyRcrml1Xl1X5sQrZeIgIHvNOSLUHQXHh8TPavv9Hqt\nr7oB3ISVSs91FDo7QqbiD0jNIgryEbON3AHm3ZO/ArFuYfZqxQS+BuIKlLOXjpz9/QoAfzKWgA7E\nlkXqpdP8HVlQpfxREFD9J7d2Ud5ZOcdATa/X8w4AuuJPEf/hw4cTb/LhM/7ZM/1Zu7qPzmt0K3AH\nUSpu9BJTDzRm0408zii9umBHR0dhnpRsWrElLLNuwba8vIxSyrCOgi9BoRtAcIrAUOs0DchrW4+x\nBJUW+3GW5HpwpSsGy+kLR/42gG+Tw/+wlPJ2nLoDH7ZzrbSmQtmMqmd0mkDDe9WKaRreiFlHjZXN\nabKWUa/x+mi5/Vl/fU1YBAIa2db6uHg5MkakDIJUWeekqbyLi4sTAUneG9FYdxXUTdDzviGn3xet\nhMtcr1rrUGbdgEXpsr9+reV+aLrTjFvv4xYjiOqk+UVA4GX1tDO56HsH9gC8zo597YxpXaQcw3ek\nxJFPGSFk674x1NdzERpHaftCG52LjhRffXyNA+jLPLxeLWBzH1kVO2pXnV/nPQQBloWDlIyA93v7\nHx8f4+joaAIAlFksLy9PlN1ZiQK81iX7HfnJuqTaAc9ZXNSnTt2zMZFd64ACnF8xqeL1dzCJytFj\nxOZmxeBliA8MIJ/SUWsZoW/WoLMwA81Xy+MgwMGgIKBBPn2sV/cAYAzAH/bJ2gSYjPjrVmW+XXnk\n/ysA8NjOzs6ED8rpS683y+KbkmgepOH6ngStQxRryCRiOgoqBCN/UjKyslclWR0y0MjKmKUzVv6n\nCgQiChV9e+dliEqKS2lZkoymaZpRefntEW8vCwejzut71J8g4AxB4wBRGdRiqDLzw9eWra2tYX19\nfXhpiSt6FFDlR991SEZzeHg41D0bzIxz+KwB09FZDbfg2tfZNKayHNYJeBL70aXSrlCRldXjkTuQ\nGY/I2PSwX2cf3qfRddMaq7kBgQjd/Lw2eIR8rUaNlC+6J6L/kTsw1shaXq1TROd0zp8BKn/Wnx8N\nEOorvTIa6QDgtHtxcRGrq6tYX1/HxsYGNjc3sbGxMRE8c4VnGpqXvu8QeLKDkEb6M0bgCqyvTKd/\nTsDQT1Q3T0uVXwOQurRaAZT3aX9l46blDvg9GQBEhq01pnwMtfLoBYK5AIEeRMzu6aGDOkD8mF+X\n3TuLaMdEKwgBTFBnPuij6/z1Tb4KAh591zSjOrkVVwu5trY2KP/t27exubmJtbW1cyAQKZmnD2AI\ntJHdqPulIKosiK4Dz3H6ji5GBHzKArS+zigIBAQu325Nt0pTI6MzGPo/6metU9QX00rGAPyc3zNL\nvnMBAkBM41vXZhIpdmbZMzCI7vfzvY2tfm9UdqW5vs7fVwH6ir+snq4ImfIzUk4WQCZw+/btCSbg\ni6i8HbTvTk5OJsrLKTcFAr0PwMT5WutA2bV9or0SMiBXwPIAJkFA02VavM8DmhpL6Olrl2ndgIzh\ntu5rAcDYWJ0rELioZMrs12QgMAYgrXTHyuUgoIrjzwFES3+jV3m70uvgd8X3GQB9Z4GDwObm5rm3\nGUX19sFJa6mrFg8ODiaou9bdF8Hobkje7goS7r97O2ft4FOgGltoKfoYE7hK6WW8Y9Iat3MDApch\nOnB8kLiy60AZS1NlVtdFtwNTny7a+NOX/OpgLWXSH48GOSPs6g+r0jsTYEyAH32lua6t0Pp7jIZl\nWFlZGdwKRt1ZpocPH55jBN6uWuaTk5MJK764uDgsi1WgiNo16jeNwUSzSAQlT8/HUI9F7rHM08QA\nWulc1PWYWxCYVfky2u1Kk4GAuyXR4I/K6lYrKnsU2FGqqxH/sTf5tqL1/oAMP7pWXj+6ik6frGOa\nPW2v4LOxsTFB3ZWaR6sItW0WFxcHEGK76AIfdTsordV33ta8V1mF1yPq0+iaTFpAkIFIq/zRta3y\n9aZDmRsQGAtq9Phk2jgePfXrHAQy0PAyZmXnPdl5D/QoAOjHpxJpAbnElRJN26kPzMCeWncql1pW\nfZiGyuZxgB5KqiCwvr4+XM/pw9XVVezv708sIopcLoLA+vp6uOpQp0SBeDsybWONubAu0X4BEYPI\nGEYPKPq1F7XWKlFde8qSydyAACWjOGMdoBbS79PzWTwguof3uQJnZc7+6yDS/xrh13lvVSh1ATRg\nljEC0mmd8rt169YEzSdYKND4MuCs/SNmpOWmEjMav7KyMgDQ3t7ehAJnjEaXIvu56MWnmYvB8imb\nip6p4PGs77Sefk2PazCtjI1zfvcYvJ5yzh0IXIY4musA7qF4Y9eOWcToGMvAwacvA/E5b7X8y8vL\n55iCBgZ95R9BgE/KEQQ02Kf0WcHEt62eJv7hZeAxLdPGxsa5dxi64uuS5YcPHw4uDOvk+yMQDPzF\nKM7yohkBVXC/1wGiR9FmkYiBZu5kBAAtNtBb3rkBgSgAk10zhr6Unkbz1WzA5D6DUfrTsgEOSFob\nXbLqc9UOAEyH9zCASGvq9dSYAIGALgF9fWdbPezILQ/bQufSVbGZhpZnY2Pj3DMO7vLoE4msK+MU\nDJzyOAFBl017tF/7rPXwkT/hF7E2bbNeBWu5kC1gabkpFGW9va5rJHMDApF4g2cAkFFXnosGt1P8\n7PqI9kbUMGISUV7+1Bqn0fxtPx7sY54KJtlAUjYRPROgAysD3qyO3i6tPqF7srq6ilLKEOxzRqNA\nwVkBtpGWXWdQuKPS4eHhoPC6hkCn9TQI6M9XsPzKBJw5uiLOwhD9ugwAdLxFafpY9u9ZGMFcgwBl\nGvQdAwDt1EgR9Hsaafl/HGSM/vtDQQoCjx49mlAgtagAzj0Io3n4wFJarFbDrXCm/FmbRlZS74sW\n9iwsPNnckyxIXaFsPYNOZSooHB4eTuwSDGBiLYUu/IkeDlJ2xjrxPrZ3BORjU8p6bY+03IEMCHjd\nLOM0krkDgV5/R6/Xb14fAUEkGdLquYgNZOXwNDm49IlAf/mHvvjj8ePHE/SY+fnWXurv6py5L5Rx\nRVFanM2LRy6V3q9peFBTj/nCJgUjLZMH9aJ1D86MFMz18d+FhYXBtWJ5vU+dtWmfZQFCPXYR6u3X\nZ6wxG2sRI2nl33I5KF0gUEr5aQD/JYAXa63/0dmx53D63oHncbp5yFfVWu+X05L9GIAvB7AP4Btq\nre/ryKNJxSMk1w8HVQYKWednoOOdwd+etgbS9H71//WZAD4VqI8G64s/dFosmrrTDS98IQ+v1xiA\nrpl3it8CPK8nMBkgiwJt/kyDL8n1tFz5NW22nQONlk2nN/UhpahMmSLo+NHxpQzB+9nL20PBvd2z\n9Slj/TDmBrTYQya9TOAfA/jfAfysHHsXgN+utb67lPKus//fg9M9Bz/17PP5ON149PPHMlCE94Z2\na0NRZfBgXgQaUV4RtR5bTOI0OysvfduDgwPs7Oyc2wvw6OhoYrZAn2rjyjjSX06z8XrdsdfXB6yv\nr+PWrVvD04DKIsYGtddTz+m2Zb7eP1rzoG3vjESvYX48HqWli6l0rYHuG8j2ZjnZvtqfDmw6Bpxd\nRMbGx0pLWoxRWZGP7xb9jwwf82oBXUu6QKDW+i9KKc/b4XcA+OKz3z8D4HdwCgLvAPCz9bRE7y2l\nPFMm9x0MCxkN1Khi2gg+paUDN0PICFX9+rGB4OVwas7ByEHLLcB2d3cHFqBR8lLKxGCl+6CK5DS4\nlCeP3GoAUB8LXl9fH4KBUSS5FwS0TXyvQwUxn8rkvRFF95WD9M/57QDgL1UhGESPArtkyqUKrX3p\nafW0l6c7do3nH92rx1psdSyfMblITOCNotgfB/DGs99vBvDXct1Hzo41QWB5efkcGrbov4OAo6Km\nrb8zsIjKxEh6dH2UFoUuACm/Pg5MF0CX1CoIeL0VFHxpMJkC5/91Y5CNjY2JZwCylZFeZ28rvYdl\npOJxMw5VVn9YiKJWT0FAGZWvE2C9qfT6cBXb0F/FTtAhQ9CXq6ilj+quMZLI8nubZGOndU7b2Wd5\nvK30WgcWd1mmYSgulxIYrLXWUspUJSjy3oHnnntu6Hx9jFN9OaffkfswRnsaZUkRWeliJso2yAIO\nDw+HjUDIAugG6E42OtDcd3Ug4Dp6lskf/iEI6Jba+jIK93OZR0/7ad10ilOfbBzzv51h+ToBXa1I\n9kAgIKjqWgFlI85AdMWlu3QuygJ8vLVAoyUR89T/kRXPjE2UroNAT5kyuQgIvECaX0p5E4AXz45/\nFMBb5LpPOTs2IVXeO/D8889Xnb+O/CONDiu91Ubwb5WISbTcj8wqSvnPUTMNAu7t7WF7exvb29uD\nG0AAcF/YrWSWJztdfX99DJgAoA8KRZuGej30O8pTp/xcIX2TjwxMs76loqkrxP5VS+9PWeqy4cyf\nzvotYoqZm+fpjo0xZwFjgOjXZGzVy6GzOxdxBYCLgcCvAfh6AO8++/5VOf7OUsp7cBoQ3KqNeACA\nYWArakedRXR3HzeKNHv6GXUfkzF3QzuFg3V/fx87OzvY2trC1tbWEAzMACCK3kfRYwUBWnvdA4Br\n9jkjoAAwppyajw9it8i6YId0PWpv/nbr79SXn5OTk8EFIxMg8OjH36rk0gLSTHyM6CKtbHYiSsPL\nETGBSKm9DM5ydXzrmGuVx6/PpHeK8OdxGgR8fSnlIwD+F5wq/y+WUr4ZwF8B+Kqzy38Dp9ODH8Tp\nFOE39uRh+U381k7Rj/p6mU+UdcI05Wj5fsoA+C4AKv/W1ha2t7eHOIDSVbc2Xi73k/WZgFu3buHO\nnTtD8I+zADodCJxf864A46Dj9dSAH5WvtdmJ1sk/LUvt9Ja/CQqqfNoWquiuqB5kbSmBA0Y0xgg0\nztSyMdPKLwNfv6ZnnGbAPq30zg58TXLqS4JrK4DvmKk0yNFQO8YbKLLMrXSz+6OBqucdFFRJ1AVQ\nANjd3cXh4eG5HXN0WSsHvcYeNLil6wU4/ccnA/XpQGVITr0p2fx0ZP0ZBKT/z8Bm9GpztksUp8mY\nSNQPvhZBfXwFQ01DwUOVP9uZOBor2i8agB2buvM6aVtGgOBjjdf5t7eNA6bnG9WpV+ZmxaCjrO4e\nE60gG0NcpnOR8xRXIu0MrgQkADx48GAAAE4H6pNzXgcOYrX6uqrON/1YX1+foP8RA2DZfPBG9Y0G\nKRWQ+x763of+BJ+CAL8za+auVVRmYPKdhbyOIOBsim2ri4sYS+j1mdXQZOtOWtZff2dsJ7onOufA\nfFGff0zmAgTYge4rq8L4HnE+yMc6exo3ICuj50tLSRawtbU1gAAZgL8RmGVRF4Ag4GVV68cpQLoA\nXAMQuQCajqfpyqnuCOun8Y3o1ecKAC1L6fnpAhnvD7Xm2uYsmwc4FUh5XFcaRmXTPN2qerr+jAZj\nFL1jTfu5JZHL6Xm03CiVLK+xMswNCGiHsdMj14DX87vVKZES9Igriqat5eSqNK4IpBuws7MzBAKj\nFWsR1fNVa3o8mgrkY8HRGgCnpJmFztpTWYAyALICf8ux919Es7PNShwIsgEbrXNwAHAgc4bSIx4T\n8HYbkx7F7y1Ta5xfxKC5zAUIAPE2URmtdGs8jVtwUTagdPPhw4fY29sbXgyqKwK53z7zbKG7WhsF\nBN9ZyN8BoKDRApWetokYgD7m7BufesDNo/8KeFqviL05K/H2aZVb+yYCCD2XuT7Z/dOOlcjoZMZp\njO47IxrL7yIyVyDggcDIYrbcgKhRWg0VNbRTdZZN86Ki0A0gAHBxEK0l68H0NTDoeQIYrBnrropG\nRuBbgGcU3H1aXuv0V9tfp+R852MGN3WhU2apovgO3R6ej8rsbZ71VZRnpMCREo6Np6g8LWPUMjAR\nkCjgeV2y+mZ9FuUZpTEGFnMDAhQfwDrYdZDxWHR/6xg7rtfKaL5Kk31B0N7e3qAoqrxZZDoT5gNM\n+rZUphb117JHg9aVkGnoOoDoHYge24jm/J2aK7NzN8hZD+ulrk2koD4W1NWKll1rHTXNqJ+1/VvS\nUihtezck0f1anizdFgD0lKlH5gYEHG0za5d1bpReJmPg4YONv4+PjwcA2N7eHuIAOzs7EwzA79PI\ncjYw3DL4enx3l7J66DWZ0qgCkwH4a9D8teca34ge8dX+imYMFLz0mQlG+zntF7kOPv+v7eKblygw\nRUAZgWKLVWj7ucK2FFyBq0fZLyot92UM2OYWBDLEBGZjAHrfGEUkdeW1HCy+ItCnA/XRYOAJpY3i\nFlrHCPg42H1jDpZprGMjIHIFVgZAF8DfghzNbnh6x8fHE4E0Kibrpu2hATyym5WVFZRSJp6LUCbA\nMrth8DJE4BQpb9TvPWDQUrQo/VYw04/3SgREkc5MI3MDAr4YSGWsY/T7MsWtJq0lXxTKxUBkAVGw\nTH3byM1RAPCVkL7qTQdAtmhKwULzjhRFH8vVNyIzuKkzAW7VWD4qvIMAlxKXUoZ8/XFxMgHdG0Bd\nA3Vd2A5jbqJ/XLKxpf2dgYEylEhaS8s1jR4Q9zpmhpAsLNKbqCyRzAUIZHEAoA8txwCgJw2njGQD\nCgR8OpBTgnQJ9vf3z1k4tWK0eKrwFJ+TptKoBYw24MiQXweul0NBQB931gVB6gaQ2TBPByl1WVRB\nfK8EKjXn+oEnAEV3gIFP3RBVr2sBQKT8vtAo+va+GnMJ/F638K6oKu4STMMCeq5v6c2YfswFCKjo\nAFeEjgJsLf/Y0/D7OGB9Dt+VlXGAhw8fDvR/a2trsJa6hz7T1jyYHjcNJbhouangvkCK15Kyq2Xm\nvQpemj/Pe9Rf9wJgEFCf0ycY+Ou/2Q/8VgWnwnKZrdeNx6MlzXQB1CUgEABPZkw0LR8jERC468Jr\n3Z1wYFXA53l3oTJLHuXrbtm0Lp1eG/V3dL3/HpO5AgH3i4Hzq7/GfCBvJO0MVW4uS3arEQ2yg4OD\nYTUgP7u7uxMugFN8tZic42d9osi5d5quXXcF5r1R+0U02ZcAq7Lr/L9+O/PwNLW9FODcL2d5fTGU\nMpLFxcWBTUQgwHbQJ0ij9KKxkln3iOazz7RPM0aWKVmmuJ6nzoJ4H7bSysTH0VMLAhRlABGiZiCQ\nUaCIPUSKp3lxANNPJv3nkmB9MjDKV9f/6wDz8njeXi+3qlGQMauzAog/AahbnuujuerPO+hqHnrc\nB7RaTXWreE2tT7YpAzCxBJnX6OYiAIbpQ409sIwOTmoIIqboiunpRBY9csuidHu+tW3HpIcxtOrV\nI3MDAt5Z3iGZIrsoVY7S9qi/Bo90gOozAboikNuEkQX4AOcAVldAQS0KVnm9tcz87YHT6KNpuQug\nbzuOPhEIqJJH+WZ10P+ZUjkYa3l1ejHKU9PtNRDRuIisNNNV1yX6RHWelo5H5XTwyu7T7wzUemVu\nQIAy1uiRJeJ9+tw3MEm5fBB6ukrfdUnwzs7O8CEI6M42Ea3kb9LXk5PTB428Pj2WQOvqFDiixW65\nFAB8jz7frEN38vH6AJjY4rylbH48epyXFF/7vRUAjVxF9/+9vZztZdZff2sb8ng25ahp+e9ppHcc\nZDIGAmPlmhsQiKxZFOXNqHT0ie5zy++DhTSVOwQ/ePBgYpswPkij6WsZNA+NDfCarOwR5Xbw0/nz\nKB3m7XGEyOpHiq8fLY8v546YgZaN+etmnx5c4z3cH0D3QtT0stWjUSBQ2zGbatYgobZbNGZaeUUy\nKwiozAoIVwoCJX7xyP8K4L8CcATgQwC+sdb6oJTyPID3A/jA2e3vrbV+e0ceE+/I40CJgnatDogo\nnSqWo7kOOh6j/8xHg/XJQF1BN0aJOSBp8SJm43Xhdb7IhOlky4Z5jbadg4Cu/MuU35cpa3u7wjsY\nRBuaaH6+yo/9sbi4OLEnggOOMh5t42hhEEUBRMeYuyUtJqDHWkxgGnEXL2JTEcjzWARqLlfFBP4x\nzr945LcAfG+t9XEp5R8A+F6cvnMAAD5Ua317R7oTEimLdnJG7YB4kYdeo0qu6epA4cA6Ojoa3IAM\nABxgXCIwywaQWjDtaP0mAOjDQ2rVtB3848qnUXQvWzRl5gqvuwJH57ReujOSgg3/KwjozkgRCPCY\nBuiiOri7mLGIDMBbwHARAKD0+PzMO/qdXReNq577gQ4QqMGLR2qtvyl/3wvgvx1LpyURIvpgVp/d\nOyry8XlOv/W4DnYe07cF6RZhXBKsASu1Tpo+0+Ng1bq4OAVVC8Y0FQB081CtO9vOrWP2ceXRskez\nGiyD0nY/r4FQtkEGAgQkBQFnAxnIKrgy5uFTd9F40jUMrZiG981FAcDTz/JrgdKYXBSYLiMm8E04\nfSch5a2llH8DYBvA36u1/svopiLvHXj9619/Lh7g1qlFffQeT6fHxyJ11ecCuBpwb29vYnuwbPBE\n/jwHZqsOXt8MAHQXYaW5UXsxv4j+RudYbrf+/lZg/ncmkLkIXA2oD/q466GvWtP1Blmbsl0JANmW\n585oaEicBUSWOWMC00orn1l9/6uQC4FAKeX7ATwG8HNnhz4G4G/UWl8upXwOgH9aSvmMWuu231vl\nvQNve9vbqlsq9/WigXaWzsR5SkZzea1SagUAf1kIGUAr2KTgoEoQTWEF7RBSWQUAfR+hK0uLETm1\njvJ0VkQQcgAYAwH9ZG9CVsutAUjWU+szxgJ8AVX0kFU0U6FjQNmlt1F0PdvUyzR2j/7O/PoWKGTG\nbAyYegFnZhAopXwDTgOGX1LPSlNrfQjg4dnvPyilfAjApwH4/VZaiu4OADqwfPDxXlUEHUitQBCP\n6ZoAPhjEGABX07n1d4tLC+6WcJaAEvNxJSQQLC8vjwY8PS211plCuBviDETfexiBgKalQUw9T8Bl\nmyu78s1SmBa/IwBQt8LHC/vJXRStr6bv/yMXT39Hyuv9m7GanrGQ9WeW15i0gGAmECilfCmA/wnA\nf1pr3ZfjbwDwSq31uJTyNpy+mfgvx9KjMvqjsyy8TiW51XBrT6VguvyOGp6DUBkAXYCDg4NhgEXR\naQUCiq5ycyvtn5Yy6v76/lEFZB49aUV7NvITtY/nr2CgQUpPAzi/Xbq2H5VftyqLgMCBju3I6Uff\nR0CfMXDl1n7T9vHZj2hcenv6+V4m4Medgfm56J7ouqwMEXBl0jNFGL145HsBrAL4rbMMOBX4RQB+\nsJTyCMAJgG+vtb4ylgdBgJ2pjeMv39DAlCq/Wn0Fgcga8xO9MUhfGZZtWa1WyQN+To19ACswRPdl\nkfgoIu/MJ8pb02yl42Xyds/cAk1D6ffCwsLE9f5qMd20lAFULWOkwM4Yff1Bi3JnihcBTUuxIlCJ\nGKbe498txhD9j45HYzLL03+79MwORC8e+ank2l8C8EtjaUaSxQD05Rv6fr0IBBwQIgDQ2AN3CSID\n4DZhupmG3if1PFdezdePRfPZ7NDI2mSDXwd95L9G9N8BgO2pFjiKwajytuIDTN/v9/L49B+vXVhY\nmAAB7d/M8rrbGIFApJSZuxSxNr3PAVWv66H1LckU1evurpWPyygfLX+rHHOxYjCiyTotRQDwt+xG\nSuaBxQgYOIj42jCyAE4H+pJgt/Y+2LUeOo3oZfI6RmiuHyq+7v7rK+sc9X1uPQKA5eXlCQVUSs28\nVdGj+AT/M321ztrGPk+vbpuDg7p9Ci6qqN7HbG+2n17HY+o6RdOE2l+alksEAj42ZgEFL0/EajwI\nq3n7jEdPnipzAQIUrbhTUQbFNDAWKT8byC2Jg4BuGKoPCClFdaVk2XQQ62DjgOR5B6LMcjhd1Skw\n3/7bLXBGJSOXgPeyzPo4tdb55ORkQvHVjXBA4HE+G0FmoesBuE5ANwrxiL4CgG5A4hTYWR2Pe3v6\np0XDXfFa41PdJx2zUTm8TLw+YyMROPl1ygB9hmws70zmAgS8cTmwPCpOC8TKU+kz6hRN5ygIcGNN\n3VevtZmGK5WisrMNzY+/tRzuo2oaBIClpSUcHh5ieXl5eJqxJ0Kv7epsQDf01PL6q76jeEQEBvxP\nAGTZDw8Ph3oyX99ZiOcV1NxtyAawU3Y9rm2poK2AEylZlFZE0TMmF5XP7x0DAD2uZfBPxGoiF6hH\n5gIEgElEVRbA+XG1PNqhSge14RQg/DgBgNtp6Rt21KLzHn48Yq1WJIpD8H6vXybMm/lwenJpaQl7\ne3tYXV2diMy7Io4Bgb7NVwGSi3Y05qDKG7kGykiYN8GE72ZkWzBI6AE/5rGysjIR6OxRjpYFjsCV\n92SsoHW/3uvpRmwxS9PL7f2k+ejxnvaI7vW8M5kbEKBQ2VZWVobXbq+vr4eWPWoEWhJd4MMPB7gu\nDeYrwzQIqBQSmPSz1Upx4FMy/zDrVPV5I0ZACn14eIjt7e0JGn10dDSsuee30kMPQiq9VssNPAEB\n3VacddWgbBSXYb3JAPjw1fb29lBWApmDBsGBbc8lxNp+ClrqikSxIdZP2zqyju77e5A5G5etWSfv\n5+i/l8/7OwKICHT8vqiu08jcgIA3hr6Ge3NzM4yyq2VT6rmwsDCxyId+MKen9vf3cf/+/eEx4b29\nvYkn23SQMA1fA+DnnXHwnIKJg5L6eD5YVbHIEPTdBoeHh9jc3MTGxgY2NjYGP555RU8EKvDo4OFu\nwQQHgoAqncZklHmwbPregt3dXWxtbQ3LrYFJdqdMZnl5eXhl2+rqaqpYer0+cKRl8Ho6S6N4jEYB\nMbpewcMDk2owtD9b4grr7makF9H90YyT39sjcwMCwJOO5ss39dXbuqFn1PBLS6dVITCoz6wDlVSV\nG4RwaTAHK3DemriS87i6COqXZZ8oHc3Pr9fod62n6xp2d3cBYFC4zc3NYZMQuk1RUE0HnjMDXrO4\n+ORxbvX/1fL6ikVer4FWxlh0T0RVYk+bQKduBYFI4xVUFgUo9nfWvhE4U9wCj9F6BfToegf9XsnG\nWGb1fUo2As0WQ3GZUD7/rQAAIABJREFUCxBgIekfrq2tDSCggcAM/VQRqfROF3W7MK4Q1E02nXqq\nZFRL3QXmq2V0VuH15e/Wx6krtzfXoCZB4NatW0O7ZXPKkWtC90sDTRqkixYsqRCs9AWmZCwKAvoo\nMdPl7AdBXqcqCUq6JwHLTWbBXYqjIHBkIVuKkYFABNrKqvRY5tt7/jp2nG1G7oGWO4s/+XVPFQhQ\n6AIoC6DF0gGiPqTTP34rZT05OZl4QIgMgCCgLAA4P/XiLocOAp+mizoE6AsM6n2qkH5ctwtnPIOK\no+srokAcvyNGwnMKAFpHX66s4MIyMcDqj/iq0jD4qfno9CQ/nMmg+8P+4sDn/Sy3zpv3KHQExtNK\n1oY9omNW2zlS3ohxREamxQgymRsQKOV073n6uOvr68O206r8pJg6jeWBKqfnumswmQD3CGAwzO9T\n8eAfFUI7JaKUfjwaHBkD4DlnAuz4UsrghwNPKLK+vENjBCwnr/VyZeDmlkqnZ9m2un+hv75cpwK1\nDG71dV0BA4x8JwGZDzd80fc9OAPUtmOcIGrzrB+y8152HV8+BnrE21o/2mYKbvytIBC5OP791IAA\nKSkBQGMBuguugoDSdx3wtBIcGBq11mcDfJ+AaPEN8/AgEHDez86oHM+7tNwA5qnXllIGpQMw1IsK\nury8PLhS9JWjIKQvu2b53CL5h/fxHsZZ1AXwV5e5Umq92V5MxxdHaZ9yDDgjcBCIViyOBesi8M36\nzPs0Ylne5y1QiYCA93j/R0ygBUK9zGYuQIAAsLq6OjwzT0urD5u44rKjgSc74QKTUVwNWOl6AH1C\nUAeni9Pe1nXshGj6KLo+E0fxFjPQ+MDe3t4QHOR9vsSYygLEAcKM3vrH25YgoMyK9zqw8ZjTWmUH\nR0dH56Yh6dbpFum6sjPrt1llbDz0gkWPRG3sIOLuwWXJXIBAKWWwYHQDNDKsr8tSn5DfXOjCtFRp\no4VB2Rt2gHihieYVnaPF1QHbOwiz6zLfVc+xXGyj/f39AQTYDv7QlbZPz9oLHnO66vnqLEs0Z99S\nHlV+soEo1kLQ8z0EsjwyhhVJS+G8H7L+ilweb4exfm0BQVRXT9fZaY/MBQgsLCxMxAGUxlOB3ddU\nq6jTR0rLdVqQLEDfGcDr1TpGjatp6jmdX46i8bx/mgEVDQC9ntdo2rSc+/v7w1Qp6845dZ2bZ0BN\nVxyquxDRSm1vpe4+I6Dumt/r1FVdEgXlR48eTYBABsYRmGja7re7jPnxDgitdMZ+Z+m3DMsYaCmj\nioC7ly3MBQgsLi7i1q1bE1SWA1sj4D5fDEwuimFaSj2ZhjIJXXOQ+f+O7GoxtXE1Uh1RuOgeF+1M\n4Pz7EMfSINvhtXxC8uDgYCK+omyAq/M2NjYmAonRFCDz9iXXVH5tWwVqbSO33BoAY/quEF53d7Oy\n9iLIRQrG9s7cn6yNI+BxhY/iAlnaPtbomo6NGwc2ZWl+Tw8TBWZ/78APAPgWAC+dXfZ9tdbfODv3\nvQC+GcAxgP+h1vrPxvJYWFjArVu3hilBjRAzSOSrtLTCOigUBDweoFOC3plREE7PaSNHg1eBo2Vh\nxqzJmF8YXUvWpODJtuN0q27pTdDiSsP19fUBfAFM+OIAJpjXycnJ0J50AzIQ0LK7+6WD3q185kZE\nLgCv9dgGgcBZRtbu/j9SxhZri/omUmBPD8C5dsiYQAQ6GROYRmZ97wAA/KNa6w9bIT8dwFcD+AwA\nnwzgn5dSPq3WeoyGLCwsTES0ddpJrb83is416+YjwKmiEkB0v0D1J5lGJu4KqD8cDUigvTaAHRYN\nyMwf7KF1VBDfCUnX8+vjuQSs9fV1HB4eDrEYfvQhJqarewNyupU7MvmW7C1r2qq39kXk8mg6CiiR\nUYjSyCRSpsjFcLB39pcBitdfy0iQcsDPAstj+fkY6wGHmd470JB3AHhPPd1w9N+XUj4I4PMA/H+t\nmxYXF7G2tjZUXllAtJjH0d73HSDya+BKl7HqmnqNVp/VdyIfnbJRIGDHRTMBOkCkHc+l7+IKkVlE\nT1PP67P89NvJsFyh1tbWhmcQ+NEVfqWUYSUg+0LfbOxsQGMBrI/XLau3trMrhNc9au9ocZUrjDO8\nSKH4HVFzzcMfeY76OusnrZeyTY2jaOwrYh/evp62S2vcXSQm8M5SytfhdCfh76613gfwZpy+jITy\nkbNj56TIewc++ZM/eRhwSmd17Xlw/xDo0gdcdOBydaDuFsR7W53m+XAAacfxnKbh6BtR2yyPTJwK\n+z1Zh/vDRzozQCVim7hya3Se8QWe15ebqtuhm4pETMaDjq7YqnxZvSJ2pOmob+xg4H3R0yeRpW2B\ngI4PLV9WXr3e3RZlmz2SAY3mmcmsIPDjAH4IQD37/hGcvoSkW6q8d+AzP/MzK4BBeXUwthSJC2T4\nBhu6E2QA0avEI0XV/+wQb1Tv6OieaHGH35O0xVhbpSDjoorO+rp/znL69OnGxsZg3ckcFCSy15jr\n4iBlMgo8TvW17SKLrfXN2idiRg7SGgPJWJS2qf72b6aty501j2gaWQEgKr+zs4jtROAaMUOvm6bV\nkplAoNb6An+XUn4SwK+f/f0ogLfIpZ9ydqwnzdANiBbo8LculSXl9ReJ6KvEeU9EMc/qcq4TtaN0\nsGaDepoBrPdn1+iHwTTPK1IqpZSRUMF9pZ6CAF0ff5uxBmndp3VLHVlh1oXHFEC0rmMK3VIwZyE+\nZdkrzFfrET1bwb7JLHg0rrI+jo6PscWevDKZ9b0Db6q1fuzs71cA+JOz378G4J+UUn4Up4HBTwXw\nr8fSq7VOBJ3U2kRIz451lwDAxNOC+qSgbm7BNDIF0bwiX/OsDc4FFd0aqCK4crTy1Hs9COnnVAEj\nKqz1VCrr5wmUXH3ozwnoVCwHqpZNwdXLmoGu5u9sIbLUbL/oMWhgMlCsTMQfQ/f21jbTvvLnJ1og\nQDaokgWOIwPgwNiy9FqPsXpdCgiU+L0DX1xKeTtO3YEPA/i2swz/tJTyiwD+DKevJ/uOOjIzQNHF\nJwQC9WW98sD53Wb0PQL6tKD6q2Pzx1ljSntM/FYL5UChKO71GJPMUuhxnYpThhJdo/UnGKolpqIc\nHh6eo7uRslAUENySO22N6uAgoGDiigk8mb4kk1GlURBQEPMyed/wf9a3vqbf2ydiO2N9O60x6E1/\nTOEjudT3Dpxd//cB/P1pCsHpPHUB3PehxeEAXltbw8bGBjY3N4fpxcPDQ+zs7OD+/fvDjkE6zegP\nZ/jCE/+wsykRGLWsfmRVorT0vyuQX6PH1fK7S6L3RP6wKoTeE62XiCxXdm8EVM4OtN287u4bextq\nvTOA8Sh7xkyiOmXA7+zHwTdjbD1WWcdH1IfazlHZIlYwDRjMxYrBk5OTc/P4wGTAjZ1Jy7+2tjZM\na62urmJh4XRLsa2tLbz88svY2toaQMB9Yx8czCtC/8i689sHtze+MgRXVOapabItIonu1/K1BpCe\n46DxQRyloUDhaUeMyesf+beej6ftabCcurRZwUDb3wFMg6MO/Fmb6r1avlbwLyq3p6fXumRGQkFY\ngbY1hq6ECbwaUmudiAW0psIWFp5sQqq7D5FNbG9vY3t7G7u7uxPxAG/IMevt5eN3BgLRSjZ2YgYo\nnoenr/Vv0Vatg97rxz2vaHFOVC61NhED4G91O9wViFYDenk03uD3q+LrikaeV4usxyLF72kb/R0x\njQwQorSnVdCMRahM4xqM5Ts3IODBQKexbHROCepyWOB8QNCfamvRsggAuGhpDBBag4DC2EVk8aL0\nPL9en1Ov6Rlwqhg912flaFnD7JyXNQLSqJ/YlsCT91M8fPhwQtlZTneDMgDKAFbL5W3WIz19RvHZ\nkshQXZXMDQjo5iFK/4DJVzDRFeCDMXyvnm4guru7e27fALVQzBPIKWE0Nelljn6rMF19V4BavGxp\n6EWkNy2nm2NA0HudlsOtJ49H7MbZQjboFxYWhkVhJycnQ6CXKyW5WjKbafB0e0HzsvvJ09bvqxgX\nLZkbENBpKF+EocyALIAgsLCwgIODA2xvb+P+/fu4f//+RDxA3YvIKvmqLx0k0RSPlrklTjsJAhm4\neLlaViuzxrPIRQdaVk5+tyitXt9iRt6WunUaLT6A4UEz9ptOjfp3VCYHIF6nLoqWrUei6yI3IWJA\nY2w1SjOq01hZ5wIEAEwE6nzemR3N3Yj5UhKuDWAsQN8lwIdaPNCovmbLD87oLc+rjFE1DlyfncjS\n60mzV7J66gCc1sr3+qMZAHheYyDA/9qP+uJSLU+0t6FvuOpt4L9bIHDRfolAPFNaBSX/tNjNtMA+\nNyDg4gEdbqCprgBwuv/+7u4uXnnlFbzyyisDC+DiF03DB1tLOYCcKkbK4vepRY/o71i+rY6NBsJF\nJGIYPRasdd7LHz2Q06qDA7CPB+6HwE1odMEO4zncnCRyQbQePW1PQ6RGpCUtQ5GlH9U7AoDLlrkC\nAVr7KKK7uLg48VqylZWVIRjIacGXX355ggX4swJuVbRDvROi+IH+bg0Evz6KJvMTzSq0Ort3MFyE\nrl5EWsDaw5goEQXXWEopT95SRUCgu0X2p++T0D71361yeH9dpL08Xc8/Sn8WEJjWQMwFCGiBfT6W\nx1ZXV7G5uTm8YGNxcRH7+/vY3d3F/fv3ce/ePdy/f3/iVV0+LeUK7EDgZfGB4t89je3KrktvIwDQ\nfLN28vMXGZizuANj6UTSQ1nHmJJuSc71A3w7EkWDg9yJOconYiuRorkLeVmgOcZCNW+NkWX3ZGXu\nkbkAAeAJ8jPaSwXluoCNjQ3cuXNn2IGolDK8U/DevXvDAqHDw8Nz89VKRVUBgfON51ajhbw9jcy6\nkJr6GnxXbC1zlEdWrt4Ob9HSadNq3XdRpXEl5Xjg0nC6epwt0BmDWuuwPbkvrtFyjlndaBy03MDs\nWAQ6Di7RwiyOg7HVhBd1D+cCBIjywPkllIwD3Lp1C3fu3MHm5iaWlpYmYgEvv/wyXnnlFWxvbw8r\nBDUtj8jrAFWXQVegeYe0Grh1jgPTX3iqQMTrvO6R/6mDQTveB0Gm7NP4lW7do3aJ2qGXPmfKmJWV\nKwD1/RO1nr5ybmNjA8Dk+wn4otnoJSQtAOhZRDWrONvTPva4iTOAaCxG/TwGXC5zAwJ8My4rzoUg\nfDPx7du3cevWreGdefv7+0Ms4JVXXsGDBw+wt7c3+IEqGUpG6+f946sNZ/EPFeTc1WH5Ihrq5Z9G\ngSPJAGSs7O4uZO5D1H4ZcCgz82N+rSqK7pjEVaZ8doTGgm+e9gBx1naZexX18SzW1tuK+SnrVWPF\nskQrTaPyqLJnn5bMDQj4ZpDcJ2BjYwO3b9/G5ubm8KLNw8NDbG9v45VXXsG9e/cGFsBdiZ3SA7m/\nzU7IyuTWuDVAMiVWxfd0fGBGZY4UrleievdYcz82BgC8bgwIomujMmdlJKvS/Q82NzcBnM4gbW5u\n4vj4eFg5yvu5n0TLQLTYwkXodiReR/2vbND3j+B3NJZmlbkAAWAyGkwWwC2xNQ7Ah4Tu3buHl156\nCffu3cPW1la4e1DUiRnVpqJmDR791rRVIosb0Xq9NlPIzBXwMvQMiFmYQJSX/h9jUlk5srQj0GK/\nadCYM0O7u7vY3NzE0dHREBvgmLlz587AMnWGxssftSs/biBa/a7ns7HnolOY/jsaq1H7aju5u5kZ\nOZW5AQHgifUlCOjCIG5Fvru7i3v37uHjH/84XnjhBdy7dw8PHjyY2DfAp+IoOsCiJ9BayMvvMcXR\njvOB1aL7el2Wrp+fFpxaZYjksiyNt0eUryu/KjxwfkcogsDS0hI2Nzdx+/bt4R0KdAs4S+RPkvpK\nQv8dMbdppAeIIybA3x4IZJqq5BHDajGxlsz63oFfAPA3zy55BsCDWuvbSynPA3g/gA+cnXtvrfXb\nx/Jg5bXAuoHoysoKaj3d8GJrawsvvfQSPv7xjw8AEK0LiDpR6ZayAleiMeXorU/07ef9f8+gmwWc\nxsrZe3+rfSLQ83SjaS7e6xTY66Xbd/F5kYWFhWE3aTIBvpj19u3bA1t4+PBhqDgtN2XMgl6mRCBI\ncaPWs/T8UkEAwXsHaq3/nRT+RwBsyfUfqrW+vSPdQfhkmKK1bhu2tLQ0bB764MED3Lt3Dy+++OKw\nOIixgGgxjooPtKwRXXFd2aJGzRCe39ngd8nK4FOGDlw9Sqy0tNbJFXDTSFb/6Jtl9/aJZka0b1Th\ntazM/+TkZHg7M/1/riblFvbHx8fDW610EVpWTm1PXZQUuXSXYSi0/mqU3BXS8vkKWJUrA4HaeO9A\nOS3pVwH4z8fSGRPOofM3AYDrvo+OjrC9vY2XX34ZL774Il566SU8ePBgQHnfQeas7CxnSLkyVHWW\n4IrSorMqY/f4dRHV570KDLMAgNbL84is4VhZo/syQInYg9J73utMwEX7jwFCAMN0IHea4mvX/DX3\nZBBqADIm4OdmActpJHINvFwRu83GQXZ9JBeNCfwnAF6otf6FHHtrKeXfANgG8Pdqrf+yJyH1/bgc\nlDsIn5ycDLGAF154YYgF7OzsDH5fVlFHV7eyTD9SrB6qnHWaU0nNf1pRsNKyR5agJS0l7SmDfmta\nEWPit37c31WG1Br4BPiIvZ2cnG4ms7Ozg7W1NaytrQ1b0TOexK3UGVBUiVwP5utt7cDlbedt44rt\nxsjziABJ6+/trX0QAVfvWLsoCHwNgJ+X/x8D8DdqrS+XUj4HwD8tpXxGrXXbbyzy8pHXve5151YI\nskMXFhbw+PFj7OzsDLEAgsDu7u65h4SixT6RD6g02xfv6OKSjAW0qJujsA72zEWJyqrXKy2exrXo\n+R+1UeYCReXP0s5AQDfqzLZwUwXQreGie46OjrC3tze8f2J5eRl37tyZ2IeScSMtr24j56zQ+1XL\nlLW1j5PWJ2oTP6f1zxaXkRURJFmX1js2XGYGgVLKEoCvBPA50hAPATw8+/0HpZQPAfg0nL6lyBtt\nePnIW9/61gpgIqjDp8O4+ouPCvtTgvpaMfeXHOEl7+Hb6d+01tXaJLUSmWTUMyqn/m65F6283Epl\nZZhVWvRTLaxawSzekfWdH+MLUvRtyWtra8O0sr6hilvR+eIhZydjoNcjbiS0Dno+ql/UhlHfaZkV\nBCIjlW2xfxEm8F8A+He11o9Igd4A4JVa63Ep5W04fe/AX/Ykps8I6IYhfPnl1tYWtra2hkAgHyJR\nxIwGTLQiLVLUyNpfVNyi9qY7Bh7ZAJ0lbR8oXsaszBl9j857e3ufuELqw1ZjefE6f4v1wcHB8F5K\nji2CAJdwu/huRC0gyNhfVF8VdXtbTDJiFVkZIhdLGSO/ZwaBErx3oNb6Uzh9+/DP2+VfBOAHSymP\nAJwA+PZa6ytjebCgfFKQy0BPTk5fg80dg7iVOPcPjLaTVkql0urUqCwti3ZVMo1F7ilbptiXeX3U\n3q3/SlWVwkYgkAGn9yOfLqTB4LQyl5jrC2v5fgqPI2nddQ3JWBvxO4pZOPPqGYMtFqT5edu2XA+2\nr8dDKLO+dwC11m8Ijv0SgF8aSzMsiKz9Jggw4MPVgXxSUN8w7EE97RzvhAgcKBll62UILRT3a3ql\nNVBcsWZJL7Iwfr63vXrOZ49Oq7Kz/XR6zt0F98sZ8CMI6NRyKWVYfcpNSPhEZ7Z6UH9HLmNUP3/4\nrMX8IjfB88nGUWTcovJo2+l+nZHMxYrBUsrEuwT4WOjjx4+xvb2NF198cXhceHt7e3gNdmuAZp0w\n1piexkXrddE0fDA4AER5jqXn12btNObCtNwIz9MH/FgQjpbVB3CkuFS+hw8fTqw2VReAvzntzId3\nvHwOAi3j0aLoft7bsxcEeoxQBuYEQN3pOpK5AQHttFpPtyDf2dnBgwcP8PLLL+PBgwfY2dkZ4gHR\ns/iepiNu5ntF/3sp8avtMlxWni3KOUtZogEfXZfd72VSJuDndbpU6ThdAo0BbG5uTjyZurS0NICA\nr69vzbqMAYGzzWjcafqtFYFRe7Xa1PPWuIPOxGQyFyCwsLAwrOziXgF8pRifFLx///4AAsoClPY4\namqAJKJgOgB8QPSAwDQK1OtW9KTbY5V60rsoCETtzeMRlfayZhY+cvG8j4Dzc/ycJSilYG9vb1B4\nbkhLhVCl8Cllr5uOLTUQkeFxJVZ/PLPWmm4PMLfaNXJdWP+nBgSIzgSABw8eDB++UcjfUNQaYPqJ\nHsqI0DWaB55WaV05ZqHuV+GeRHn0pukWWb/19xjbiugwFSYLxkVKov3KqDfZQCkFh4eHwyvrOdMU\nKaan33Ih3cp7+b0teE+0tsPr03rozfP3dLI+oZu9srIy8U5Nl7kBAT4p+OjRI+zt7eHBgwfDZiHK\nAKK109EAc4kscaYEGXJnSpsN3FbemWT36bGIgk+TV6SwY2AVtXmPwno6/I6UsFWGiLor+2A6BAK+\nYn11dXUwMLrtnDJEt97edpHC+7MMPWCaxQCiNovaw1lA1BfKksgCuPI2k7kBgbW1NdRah9Vf9+/f\nH7YQj5YHK4KOWdSWYmUIrOIDwtMaAwH+zyxHzz1j0sscooGo9+t9GQhG7ZlZw8iyRZY4W7wTWUs9\nry4IlZxuAV9RRlag6w4iFqB1dCbpZXNXJGMCLVBugUDUppFES95ZXgZI+aauTOYGBPhqcW4hThDg\nA0J8WASYBACl794xUXDJJVKEjBq2FLfFKjLG0ptuBEJjlqc1gLIBm10blSF7mMWVyKf3MhDwsmve\nQD69qGkSAHg9pw0PDw9Ra50wIq1n9luupB/jGNRnUNy1Ybq6WCeKcWR1a43fqC9ZPjIBxtsymQsQ\noO/CTUMePHgwvE1InxKkZCAAYKA90eDJLJ9+83dkHfScSgv5e5RsFpn1vrH7x6xPT538+mhQZ8ej\nBTfT5MV7fC9CHo8exOG5DPijFXmcutQHfCKFjag7cP5lKl4HB9NpxhHL6HtyZDIXIABg2CRie3sb\nW1tbw+vEfIkwJWtEp92tD5APSp7T75ZETKDHBYjS0W+1xPp7zAVp0fppRdvH0/Ty6rlsDX7GmDwK\nz2s9T/XHnZFoGvqeAipt1u+etjMFBwFf5cjlydmThl6fsQC05xtd4+J9QLBaWlqaf3eg1joEBAkC\n29vbw4xAFBDMlEXPa4NHAMBrW0DgMkbHW0xgFqWMqLgfywAhArUM2HotTav+OtfuoJXNhUeWL7vO\nPy1l4jmCAKcLo3QUgMam9LwtdX0+P8oKHDx9PEZ90WKnPX0TsYK5nyKstQ5LPre3t7GzszPMCOgz\nArxW74vSGlMQFe3sMWqWlT1jGL3Wv1c8zbG6KWuYtRxqFTXPTGldYbUcHuHX9PU+7Wutoyoc843e\nPOwKR0agShsBf8QAtC2jtuF1ugDJAYXXjgWho/J43mPAFDGd6HFtlbkAgZOTk2Gf+N3dXezt7eHg\n4GDidWLagNECj5bVc9bQApJoIPdY3ahzrwoIPO9Z7h8bTPweo6LeNhz82RSau3G8xlfTZWxPQcNB\n1y1vBtB+vbotLYXR8eerFjUtBzW9rmXNMxBw5W5JVu/WOJkbEDg4OBiA4ODgAIeHh+feKRhVJhuw\nPBbRIAUSP+4d1atkYw3dum/avMbSuUj+LeBylhOdjxTNWULEGhQ89BzT0fT4X5Ux8uH1m7+jSH9k\nNSOXhHm6dVUgy0DA/0eiZWhdk/WL/+6VuQCBx48fDxuG7O7uDu8QYEBQZQwJI/Sl+CCNLInmETEH\nvc/vj8rZKotLD72fphyRInAQZ3Uby9MBIGImVExfCqxK6/2g9/j1DkoOIFoWXRbMDUfX19eHTUaW\nlpZwcHAAABOP1upORwCGHX00b+bLdyEyP2cxHoR08fGloOJTqpQoruUgy/sZDORy4aeCCRwfHw97\nBezs7Awg4M8IUCKqH52L6BRwfs7Z72fDZWyB35Hly347zZyWOWQsJUtnGlAby1fTzPLS6zWGo+V0\nV8C/9VVtrbq12pwPD3GRDLepUxAo5dQ/51uLFTxYx2h1Iv8zxgBg4vmEpaWlc/EKD1zqMwt6bMwN\n8Xbx9ieTYnr+jMSFQKCU8hacbjf+RgAVwE/UWn+slPIcgF8A8DyADwP4qlrr/XJakx8D8OUA9gF8\nQ631fa08jo+Ph5WB+/v7wzMCumlIBgLZsYhCshMjmtZKIxq0UUc02rB5fsxiRNe59b+IKxHlG30y\nyYBSf+sAdjag/rWXIytT1P4LCwvDvPj6+vq5D5cPA0+mpPlSGx0bCgIZ+9Jx6XsJUJRZKDAQQKKd\nfiL25mXrLVPvTEcPE3gM4Ltrre8rpdwG8AellN8C8A0AfrvW+u5SyrsAvAvA9wD4MpxuK/apAD4f\nwI+ffadyfHw8TAmSBRwdHU28V9AbSAdDdLyl2BlbyGQWJYsUuJXHLJIBWc/1rfP8nSllBkatNvKB\nml2vlnmasvriGLIAvsxWt6yr9cmry/f29oaxpm3osQb38znv7k8kan11WpL3040gIERsMhqfuuFq\nxKj0o6CkaWbSs7PQx3C6izBqrTullPcDeDOAd+B02zEA+BkAv4NTEHgHgJ+tpyV4bynlmVLKm87S\nCeX4+DidFYjcAeD8W4T0mgwseEw7zVeoXbZctuK/2tJjSYC2axKdbwGBWtDoOh/0LJ/SYALC6uoq\n1tfXsbm5iZWVFZRShlWE+/v7WF1dPRd/ikBfy65WVsuqDEeBiW6C1kWXwWtbM33e72NaAd/b1GfQ\nojUUkUwVEyilPA/gswD8LoA3imJ/HKfuAnAKEH8tt33k7FgTBNQdIAhw62/vlMwy+6CIzvUOxoxq\nZ1SX145Jj9XUa53tXLVkrsAYi+C5FghEvzOJAoiej7sY9Nd1pSB3IeZuVbTc3NZ+Y2NjYAVHR0fh\nuNAAoiq+goFuDV5rHZiMbmSijzq33BpgckMQ/a/nnUkw79YUbSTdIFBKuYXT/QO/q9a6bT5LLaVM\nZU6LvHdgY2Mc7nQ1AAAOKklEQVQD29vbw1bi6grI9VEaE4ofWQcfwD1gMGb5xijwtO5GS3qAwKmx\n/+5R4B6xPp/47W2fSYveq2K09oyI8uQ9DgB8fTkpPl93RyBYX18f9qjQ5wCYB49RuXTmQbc+063v\ndWwoWHgbZixLmU3ECvQaBwE+zORs6sIgUEpZxikA/Fyt9ZfPDr9Aml9KeROAF8+OfxTAW+T2Tzk7\nNiFV3jvwzDPP1B4A0Mb1ikVLMaNGZsdmIGD17mmeVDKlcWkpRnRdT7l6KPxVyFi+7n5FPnDUv5qm\nB9t4jpaWDwxRKY+Ojgbqz6fpan3yBmzGEXR2gqLjBcDE0mMXvZbsgIrJ/9zpOFpspOlEY1lFt0dT\nAGP79LpxQN/sQAHwUwDeX2v9UTn1awC+HsC7z75/VY6/s5TyHpwGBLdqIx4AnHaWugHeQCqZNVdr\noPdmU3N+fTQwx5ZbJu0VDupXUyLLQlFmcRGJ2FTG1vx/CwSYts/R+3XZIjBa9ePj4+E9BLu7uxPb\nkHPDUfY9p/d4zNczcJxME6dgGvT9+Z8MJXungueneURsgnnw5ay8LloUlUkPE/gCAF8L4I9LKX94\nduz7cKr8v1hK+WYAf4XTF5MCwG/gdHrwgzidIvzGsQxqredYQMYExgDAN46I6P2YAoxR2l65biC4\nbCYQWWjmlbWZn3PFBs4v1XXlchocWTqlxBwLpZwGAf1pOq4b0DUDTDsDKafWdCkyV4tl0OlHPt7c\ns6+BpqF19bprvXmMrkqLtaj0zA78KwBZKl8SXF8BfMdYuipcuKEzAj5Qxui0I7g2UvRkW5Zm6xwl\nGtB6/KplFkDxevW6FtHgjj4t0TbvYQK69Nav04CZK6dTY+8f/ucqQn3OPnqlHfPldKDTfS0Py+1t\nzHJwbPsshM7/u4V3S+6siPktLS0N9yvgMTZwGUzgyoU0TjsBOG/NfOBqI3p6/r8HTJjmGABkCuSd\n1JPeZYmDZiQ95RgDwQwAIuY2q3AwO8B4mVQBNV9nhWqVqYiPHz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hQDEfEGAGHiG0Hs2A3ZUp9gvpuVOFg07K8uBIZGPgFZx1EB7X5mtxAEr8BzDCoqkIi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\nBJhnDaG2DUx0ubHe1NkExJhFeowc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QTEESwvVphW6zwZPYQ1g2QV7JrVYESwRpbbLFuQbzFGmts3Zrdq+k9MuDa33MNevEB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\nRaDAt2qAiOsQN2CsK3EeqrQrwB85WdNj+NPoPS3Jz3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size 432x288 with 1 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+fatSgYk9Zk9FWNFiBJ8mhAoEqfzX89BamSi8ToDnQqbG6zLxuKj8HXZ7zdqlMeyst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\nDhF0dSLLVrDyB8A4+8PZhs3NzYWZBw4R1LPTIaWX2Xq/ujNTnd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size 432x288 with 1 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Y/UHANhW0/8woUxHoKDA05BxBkw5zWhxEKSmlwExPUydcAMCAYKpj8LQ3Ttw00DNjviYaJjikN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\n3mMHAZgHPQ9trVnEMf4+7QByaSn1+gHRukmw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3lucZVmyct2v4B6gossWvJsZNu0/EdS0rXNM3rvV+NSc8R9VAlpJWa926fwM5HnByz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\nYEkEfogk7b5T7cQ+/5BNbWg6jh2jiVCBG8n/KLjHyq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x5L/uQ/ToPuB4FCLBDSIUIBhVDoJIzEGc0vb6+vjdf38N7Ozs7w/x9brzZsubZ+NnJ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\n0RdLX3rK8k0BQP72kESrQSXgh4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3o3/0srREVIgObLQbAtmE+Lcv10DTFLDzU6aXYR0dH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TZmsjrOeTS9YhPooSnsEBZLLs70BMJeF1jYaowaHEdJIhXq4kupGDrNASFENpqkaYr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\neIVbcSkdnvTenPyzKrY4U7AJo4RlCgLrtMgHkKXeSi8UK5RtQ2Wn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+pAlQDItiXYAv4e415AzwPwUdXkNKewR8FLI8H5tek/Rg6LBWAmq9NeD1MHy4dowTI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\nkkKFOejvMY/0JywBe0muvv9egAd45ea+fDbltv+qyi0lRze+/x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Ntx7o1EMcA2b5cl+qYZU61o7KZDCgcC1CarsCYBbfzMQfu7EfV1M0xJy6TyYVAoPf+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\nEXXpPQPAncWvWM0GVp8WpItcrKvSMs1OGjhOBxUNoG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kAASlmQGQbKusAC5jiXDYA8ASA1hHiHOudrViovrfUDtajyiS792smUJhvlMgLKgNX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\nj/gXZrOg9HUXqGZTc1tT7Hbm4Nq1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pV4zLSzacgXpL8Ngag7g7HBIB5IM7rYvO2vYdf/5OY729H7rGlymIPuXUNOH9IN+PM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\nVBhjBAw6lv5MAjaaD/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i8rsNU/CHl/+9IAN7plsz+ezbW5u0/+8eD2b+hR60BROi8Rb9f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\niLkDqhJsUDAnLqD7pm/HlFhmgUF+opdiAizjc9RALB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U5AbkwyjEHZ216S/D3339/eNktyLwB39/q6qpOTk6GuABdu52dnUG+8olRKTeWhYw9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\nYX6uFL2aDUhA44yGXRnm6jOWwr0Onc22uro6N5VZJS7Rsm1ubo7uz2Dg62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dSjZcmUteYBh7kPpnNxqrIP4eX9t7CL8BcntxPCQIi8jPg3wL+YXf/f0XknwP+QF7p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\nmtxuNnm9gHVmGdNGQEUVYezH2l731dde1BqFeEwW6qvf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size 432x288 with 1 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ZTdWBHEOaIQEHvffLMs5LH5xdtelZLAqXYPyIBr54JoE1omy06bHGLR1jJ/DePiGAJ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\nLM+97WrIw5P8Vs6XPL8lBrNN6gRrWWEjHd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hxlkCzFQRRTam6PLOt+p4l/V/FAJYYqyxtBAhkFIjCod8dCRkR5vWKkis4QwusqLqD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\nilHQqjP2wD7JQLMCH1fGyh2oXNYMcLJyM0Oj/7KFVt5Pfo+Dhn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gLENBq9tEPtB9oDzcAjSwLI7r5unloAcO5zsH5dD4mCMAJ4zUAYBzYEQ5PdAaSqadE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N0Bgq3RvNeue0BUswMoB+Q0AAPju1x34lWb2w7zMXwTwW6Pz/H8xsz8G4H9FkKLf/s0iA477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\nw/gw/h4cH0Dgw/gwvsTHSwKBP/PcE/iM432fP7z/v+F9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0GMhF4uYBD1IDmKiZ/wpgQZAVgSSGWGGRF4OUCmAjUAgS1VGhQY1/tuvOwwxgSWLPX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\ntpHAZpvdc9tIYLPN7rn9/4jVQ3s6wEfPAAAAAElFTkSuQmCC\n","text/plain":["<Figure 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PbmK2PPJ+QkVwKBb1h3JFl2kZL5tkH28c3BAjgRXJrqWOZVD4PKBllQMB0irrw6qwA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eZojMBph59GulxhADwCHtPzrsYh0ByEFq2g3vP8TZAAIgMQvLw4ag1WI+1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pq44i/nf6v3ZoitPjctnLYCP2IrJvufjXOExbybaqZt70Aj9aDj0WJvVxZwGLw/mjk4WQrPn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\nKbWVJVWOzBwPepFZBa9yAUfgEZHa6bzT8NITVG6Gi3tQ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iTLv+7cs5vHzzYXVMCh9ou0m0M2GPbRi/9EBFY+bwd6gpMsejlHlMBY6ZlHlICUYuB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\nBn3TlcVAb+XR/pKHKoE/LuTvFBPofkLyWcCvAS8RYP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qWclsm8DKAn5tmsgLgH9Va/89Syq8D+JlSyrcA+EMAbx1LSEEg8qE1IKanCftjwoHr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\no6WU3y6l/FYp5QPT314qpbyvlPL70/cXn3U5VUop7y6lvFpK+R35LSxzuZ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SxD5krDQ+x2YcS9rtraBfuDR7m8xWAWTsaXNBVsdHIdXwjJLihL4LeSB8+i7/DZLAc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y4kPveD6rcxJZClyuSLRlzDMTQINgBBTfZq7sNc7BqxJmRFmTY0rYAiIB4gYxOL+0lN4/smC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\nTpWcADS5DLMHi9uKh0GQ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HEQ7ABlAmfp9E8cJmRnAZuXukEbdBMTGBDxyb9Q7MxVB46z+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\nRK5CYII=\n","text/plain":["<Figure 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YFgP3JgMun+cM50vVo6qk5UImPRxZaYHtg9/IAJEHAHBEkeGJ8cV6JDGLbJ3yGYMBb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\nq0i5NnJ2Axi8MNveOV4rwRoCUBLYgwAC56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3Mk9NpzZjuK8/um4sFWBWwCwGAymOJq6Gg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\ncLGLPXK7kMDFLvbI7UICF7vYI7f/H9WQwZOopweWAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"Xs90CGFEbx6o","colab_type":"text"},"source":["# Segmentation"]},{"cell_type":"code","metadata":{"id":"S57lU6tqb0AF","colab_type":"code","colab":{}},"source":["# 3D-U-Net Implementation taken from https://github.com/pykao/BraTS2018-tumor-segmentation/blob/master/models/unet.py\n","\n","def normalization(planes, norm='gn'):\n","    if norm == 'bn':\n","        m = nn.BatchNorm3d(planes)\n","    elif norm == 'gn':\n","        m = nn.GroupNorm(4, planes)\n","    elif norm == 'in':\n","        m = nn.InstanceNorm3d(planes)\n","    else:\n","        raise ValueError('normalization type {} is not supported'.format(norm))\n","    return m\n","\n","\n","class ConvD(nn.Module):\n","    def __init__(self, inplanes, planes, dropout=0.0, norm='gn', first=False):\n","        super(ConvD, self).__init__()\n","\n","        self.first = first\n","        self.maxpool = nn.MaxPool3d(2, 2)\n","\n","        self.dropout = dropout\n","        self.relu = nn.ReLU(inplace=True)\n","\n","        self.conv1 = nn.Conv3d(inplanes, planes, 3, 1, 1, bias=False)\n","        self.bn1   = normalization(planes, norm)\n","\n","        self.conv2 = nn.Conv3d(planes, planes, 3, 1, 1, bias=False)\n","        self.bn2   = normalization(planes, norm)\n","\n","        self.conv3 = nn.Conv3d(planes, planes, 3, 1, 1, bias=False)\n","        self.bn3   = normalization(planes, norm)\n","\n","    def forward(self, x):\n","        if not self.first:\n","            x = self.maxpool(x)\n","        x = self.bn1(self.conv1(x))\n","        y = self.relu(self.bn2(self.conv2(x))) # NOT USED?\n","        if self.dropout > 0:\n","            y = F.dropout3d(y, self.dropout)\n","        # y = self.bn3(self.conv3(x))\n","        y = self.bn3(self.conv3(y))\n","        return self.relu(x + y)\n","\n","\n","class ConvU(nn.Module):\n","    def __init__(self, planes, norm='gn', first=False):\n","        super(ConvU, self).__init__()\n","\n","        self.first = first\n","\n","        if not self.first:\n","            self.conv1 = nn.Conv3d(2*planes, planes, 3, 1, 1, bias=False)\n","            self.bn1   = normalization(planes, norm)\n","\n","        self.conv2 = nn.Conv3d(planes, planes//2, 1, 1, 0, bias=False)\n","        self.bn2   = normalization(planes//2, norm)\n","\n","        self.conv3 = nn.Conv3d(planes, planes, 3, 1, 1, bias=False)\n","        self.bn3   = normalization(planes, norm)\n","\n","        self.relu = nn.ReLU(inplace=True)\n","\n","    def forward(self, x, prev):\n","        # final output is the localization layer\n","        if not self.first:\n","            x = self.relu(self.bn1(self.conv1(x)))\n","\n","        y = F.upsample(x, scale_factor=2, mode='trilinear', align_corners=False)\n","        y = self.relu(self.bn2(self.conv2(y)))\n","\n","        y = torch.cat([prev, y], 1)\n","        y = self.relu(self.bn3(self.conv3(y)))\n","\n","        return y\n","\n","\n","class Unet(nn.Module):\n","    def __init__(self, c=4, n=16, dropout=0.5, norm='gn', num_classes=5):\n","        super(Unet, self).__init__()\n","        self.upsample = nn.Upsample(scale_factor=2,\n","                mode='trilinear', align_corners=False)\n","\n","        self.convd1 = ConvD(c,     n, dropout, norm, first=True)\n","        self.convd2 = ConvD(n,   2*n, dropout, norm)\n","        self.convd3 = ConvD(2*n, 4*n, dropout, norm)\n","        self.convd4 = ConvD(4*n, 8*n, dropout, norm)\n","        self.convd5 = ConvD(8*n,16*n, dropout, norm)\n","\n","        self.convu4 = ConvU(16*n, norm, True)\n","        self.convu3 = ConvU(8*n, norm)\n","        self.convu2 = ConvU(4*n, norm)\n","        self.convu1 = ConvU(2*n, norm)\n","\n","        self.seg3 = nn.Conv3d(8*n, num_classes, 1)\n","        self.seg2 = nn.Conv3d(4*n, num_classes, 1)\n","        self.seg1 = nn.Conv3d(2*n, num_classes, 1)\n","\n","        for m in self.modules():\n","            if isinstance(m, nn.Conv3d):\n","                nn.init.kaiming_normal_(m.weight, mode='fan_out', nonlinearity='relu')\n","            elif isinstance(m, nn.BatchNorm3d) or isinstance(m, nn.GroupNorm):\n","                nn.init.constant_(m.weight, 1)\n","                nn.init.constant_(m.bias, 0)\n","\n","    def forward(self, x):\n","        x1 = self.convd1(x)\n","        x2 = self.convd2(x1)\n","        x3 = self.convd3(x2)\n","        x4 = self.convd4(x3)\n","        x5 = self.convd5(x4)\n","\n","        y4 = self.convu4(x5, x4)\n","        y3 = self.convu3(y4, x3)\n","        y2 = self.convu2(y3, x2)\n","        y1 = self.convu1(y2, x1)\n","\n","        y3 = self.seg3(y3)\n","        y2 = self.seg2(y2) + self.upsample(y3)\n","        y1 = self.seg1(y1) + self.upsample(y2)\n","\n","        return y1"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"Hrou6IRkc5up","colab_type":"code","colab":{}},"source":["class SegmentationDataset(Dataset):\n","    \"\"\"\n","    Tutorial : https://pytorch.org/tutorials/beginner/data_loading_tutorial.html\n","    \"\"\"\n","\n","    def __init__(self, root_dir, transform=None, test = False):\n","        \"\"\"\n","        Args:\n","            root_dir (string): Directory with all the images.\n","            transform (callable, optional): Optional transform to be applied\n","                on a sample.\n","        \"\"\"\n","        self.root_dir = root_dir\n","        self.transform = transform\n","        self.image_names = [file_name for root, _, file_names in os.walk(root_dir)\n","        for file_name in file_names if file_name.endswith('.npz')] \n","        self.test = test\n","\n","    def __len__(self):\n","        return len(self.image_names)\n","\n","    def __getitem__(self, idx):\n","        if torch.is_tensor(idx):\n","            idx = idx.tolist()\n","\n","        # Read, normalize and resize \n","        img_name = os.path.join(self.root_dir,\n","                                self.image_names[idx])\n","        archive = np.load(img_name)\n","        scan = archive['scan'] \n","        mask = archive['mask'] \n","        \n","        # 4 flips possible (0, 90, 180, 270) along each of the 3 dimensions\n","        \"\"\"for ax in [(0,1), (0,2), (1,2)]:\n","          rd = np.random.rand()\n","          if 0.25 <= rd < 0.5:\n","              scan = np.rot90(scan, k=1, axes=ax)\n","              mask = np.rot90(mask, k=1, axes=ax)\n","          elif 0.5 <= rd < 0.75:\n","              scan = np.rot90(scan, k=2, axes=ax)\n","              mask = np.rot90(mask, k=2, axes=ax)\n","          elif 0.75 <= rd:\n","              scan = np.rot90(scan, k=3, axes=ax)\n","              mask = np.rot90(mask, k=3, axes=ax)\"\"\"\n","\n","        maxi = np.max(scan) \n","        mini = np.min(scan) \n","        scaled_scan = (1. * scan - mini) / (maxi - mini)\n","        scaled_scan = self.transform((255. * scaled_scan)).view(-1,1,92,92,92)\n","        scaled_scan = F.interpolate(scaled_scan, size=128, mode = 'nearest')\n","\n","        tmask = self.transform(255. * mask.astype('uint8')).view(-1,1,92,92,92)\n","        tmask = (F.interpolate(tmask, size=128, mode = 'nearest')/255).to(int) \n","        # tmask = (tmask/255).to(int)\n","\n","        if self.test: \n","          return scaled_scan.float().view(-1,128,128,128)\n","\n","        # return scaled_scan.float().view(-1,92,92,92), tmask.view(92,92,92)\n","        return scaled_scan.float().view(-1,128,128,128), tmask.view(128,128,128)\n"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"_oX06lDu0Gz_","colab_type":"code","colab":{}},"source":["class AverageMeter(object):\n","    \"\"\"Computes and stores the average and current value\"\"\"\n","    def __init__(self):\n","        self.reset()\n","\n","    def reset(self):\n","        self.val = 0\n","        self.avg = 0\n","        self.sum = 0\n","        self.count = 0\n","\n","    def update(self, val, n=1):\n","        self.val = val\n","        self.sum += val * n\n","        self.count += n\n","        self.avg = self.sum / self.count\n","\n","eps = 1e-5\n","def f1_score(o, t): # or dice index\n","    num = 2*(o*t).sum() + eps\n","    den = o.sum() + t.sum() + eps\n","    return num/den\n","\n","def iou(o, t): # or jaccard index\n","    num = (o*t).sum() + eps\n","    den = o.sum() + t.sum() + eps\n","    return num/den\n","\n","def cross_entropy_dice(output, target, weight=1.0):\n","    loss = weight * F.cross_entropy(output, target)\n","    output = F.softmax(output, dim=1)\n","    f1 = 0\n","    for c in range(2):\n","        o = output[:, c]\n","        t = (target==c).float()\n","        cur_f1 = f1_score(o, t)\n","        f1 += cur_f1\n","        loss += 0.5*(1 - cur_f1)\n","\n","    return loss, f1"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"4hTBnt00e5da","colab_type":"code","colab":{}},"source":["# Define Dataset and Dataloader\n","\n","data_transforms = transforms.Compose([transforms.ToTensor()])\n","\n","# Define dataset\n","# data_dir = {\"train\": \"train_data/images\", \"test\": \"test_data/images\"}\n","data_dir = {\"train\": \"unet_data/train_images\", \"val\": \"unet_data/val_images\", \"test\": \"unet_data/test_images\"}\n","image_datasets = {x: SegmentationDataset(data_dir[x],\n","                                   data_transforms,\n","                                   test = True if x == 'test' else False)\n","                  for x in ['train', 'val', 'test']}\n","\n","# Define dataloader\n","batch_size = 2 # 3d seg is expensive as hell\n","dataloaders = {x: torch.utils.data.DataLoader(image_datasets[x], \n","                                              batch_size = batch_size if x == 'train' else 1,\n","                                              shuffle = True if x == 'train' else False, \n","                                              num_workers = 4)\n","              for x in ['train', 'val','test']}\n","dataset_sizes = {x: len(image_datasets[x]) for x in ['train', 'val', 'test']}"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"uNOkaaANgJGq","colab_type":"code","colab":{}},"source":["# Define Model \n","model = Unet(c = 1, n = 16, num_classes = 2)\n","# model = Modified3DUNet(1, 2, 8)\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else 'cpu')\n","model.to(device)\n","# torchsummary.summary(model, (1,128,128,128))\n","\n","# Training parameters\n","losses = AverageMeter()\n","optimizer = optim.Adam(model.parameters(), lr = 0.0001, betas = (0.9,0.999), \n","                       eps = 1e-08, weight_decay = 1e-4)\n","# criterion = nn.CrossEntropyLoss()\n","criterion = cross_entropy_dice\n","weight = 0.25\n","epochs = 2"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"hjcGsLhd01hc","colab_type":"code","outputId":"430b04f3-aa3f-4e0f-cdb9-d8b7d3fed547","executionInfo":{"status":"ok","timestamp":1584606921821,"user_tz":-60,"elapsed":1848124,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["# Training\n","tlosses = []\n","f1s = []\n","for epoch in range(epochs):\n","  f1 = 0\n","  for i, data in enumerate(dataloaders['train']):\n","      inputs, labels = data\n","      inputs = inputs.to(device)\n","      labels = labels.to(device)\n","\n","      # compute output\n","      output = model(inputs)\n","      # print(output.shape, labels.shape)\n","      loss, cur_f1 = criterion(output, labels, weight = weight)\n","      f1 += cur_f1\n","      losses.update(loss.item(), labels.numel())\n","\n","      # compute gradient and do optim step\n","      optimizer.zero_grad()\n","      loss.backward()\n","      optimizer.step()\n","\n","      if i % 10 == 9: # every 10 batches\n","          print('[%d, %5d] training loss: %.3f' % (epoch + 1, i + 1, losses.avg))\n","          print('[%d, %5d] training dice idx: %.3f' % (epoch + 1, i + 1, f1 / (batch_size*10)))\n","          tlosses.append(losses.avg)\n","          f1s.append(f1 / (batch_size*10))\n","          losses.reset()\n","          f1 = 0\n","\n","  # Validation\n","  total = 0\n","  correct = 0\n","  tp = 0\n","  fn = 0\n","  fp = 0\n","  tn = 0\n","  dice = 0\n","  jac = 0\n","  with torch.no_grad():\n","    for i, data in enumerate(dataloaders[\"val\"]):\n","        inputs, labels = data\n","        inputs = inputs.to(device)\n","        labels = labels.to(device)\n","\n","        # compute prediction\n","        logit = model(inputs)\n","        output = torch.max(logit, dim = 1)[1]\n","        \n","        # metrics (cumulative) computation\n","        total += labels.size(1)*labels.size(2)*labels.size(3)\n","        correct += (output == labels).sum().item()\n","        confusion_vector = output / labels\n","        tp += torch.sum(confusion_vector == 1).item() # 1/1\n","        fp += torch.sum(confusion_vector > 10**9).item() # 1/0\n","        fn += torch.sum(confusion_vector == 0).item() # 0/1\n","        tn += torch.sum(torch.isnan(confusion_vector)).item()\n","        dice += f1_score(output, labels)\n","        jac += iou(output,labels)\n","\n","        if i % 10 == 9: # every 10 valid batches\n","          prec = 0.5 * (tp / (tp + fp) + tn / (tn + fn))\n","          recall = 0.5 * (tp / (tp + fn) + tn / (tn + fp))\n","          acc = correct / total\n","          print('Validation average accuracy: %d %%' % (100 * acc))\n","          print('Validation average precision: %d %%' % (100 * prec))\n","          print('Validation average recall: %d %%' % (100 * recall))\n","          print('Validation average Dice Index:', dice.item() / (i + 1))\n","          print('Validation average IoU:', jac.item() / (i + 1))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/torch/nn/functional.py:2416: UserWarning: nn.functional.upsample is deprecated. Use nn.functional.interpolate instead.\n","  warnings.warn(\"nn.functional.upsample is deprecated. Use nn.functional.interpolate instead.\")\n"],"name":"stderr"},{"output_type":"stream","text":["[1,    10] training loss: 1.126\n","[1,    10] training dice idx: 0.474\n","[1,    20] training loss: 0.695\n","[1,    20] training dice idx: 0.506\n","[1,    30] training loss: 0.700\n","[1,    30] training dice idx: 0.516\n","[1,    40] training loss: 0.563\n","[1,    40] training dice idx: 0.597\n","[1,    50] training loss: 0.602\n","[1,    50] training dice idx: 0.530\n","[1,    60] training loss: 0.513\n","[1,    60] training dice idx: 0.568\n","[1,    70] training loss: 0.657\n","[1,    70] training dice idx: 0.606\n","[1,    80] training loss: 0.315\n","[1,    80] training dice idx: 0.729\n","[1,    90] training loss: 0.313\n","[1,    90] training dice idx: 0.738\n","[1,   100] training loss: 0.402\n","[1,   100] training dice idx: 0.752\n","[1,   110] training loss: 0.463\n","[1,   110] training dice idx: 0.706\n","[1,   120] training loss: 0.361\n","[1,   120] training dice idx: 0.742\n","[1,   130] training loss: 0.417\n","[1,   130] training dice idx: 0.717\n","[1,   140] training loss: 0.293\n","[1,   140] training dice idx: 0.769\n","[1,   150] training loss: 0.317\n","[1,   150] training dice idx: 0.759\n","[1,   160] training loss: 0.379\n","[1,   160] training dice idx: 0.713\n","[1,   170] training loss: 0.342\n","[1,   170] training dice idx: 0.760\n","[1,   180] training loss: 0.355\n","[1,   180] training dice idx: 0.765\n","[1,   190] training loss: 0.410\n","[1,   190] training dice idx: 0.720\n","Validation average accuracy: 94 %\n","Validation average precision: 2 %\n","Validation average recall: 34 %\n","Validation average Dice Index: 0.5676817893981934\n","Validation average IoU: 0.2838408946990967\n","Validation average accuracy: 93 %\n","Validation average precision: 1 %\n","Validation average recall: 27 %\n","Validation average Dice Index: 0.4693993091583252\n","Validation average IoU: 0.2346996545791626\n","Validation average accuracy: 93 %\n","Validation average precision: 2 %\n","Validation average recall: 28 %\n","Validation average Dice Index: 0.5335561116536458\n","Validation average IoU: 0.2667780558268229\n","[2,    10] training loss: 0.347\n","[2,    10] training dice idx: 0.770\n","[2,    20] training loss: 0.349\n","[2,    20] training dice idx: 0.743\n","[2,    30] training loss: 0.323\n","[2,    30] training dice idx: 0.731\n","[2,    40] training loss: 0.419\n","[2,    40] training dice idx: 0.695\n","[2,    50] training loss: 0.358\n","[2,    50] training dice idx: 0.753\n","[2,    60] training loss: 0.303\n","[2,    60] training dice idx: 0.780\n","[2,    70] training loss: 0.262\n","[2,    70] training dice idx: 0.794\n","[2,    80] training loss: 0.281\n","[2,    80] training dice idx: 0.774\n","[2,    90] training loss: 0.275\n","[2,    90] training dice idx: 0.785\n","[2,   100] training loss: 0.317\n","[2,   100] training dice idx: 0.767\n","[2,   110] training loss: 0.254\n","[2,   110] training dice idx: 0.809\n","[2,   120] training loss: 0.283\n","[2,   120] training dice idx: 0.775\n","[2,   130] training loss: 0.394\n","[2,   130] training dice idx: 0.733\n","[2,   140] training loss: 0.319\n","[2,   140] training dice idx: 0.733\n","[2,   150] training loss: 0.271\n","[2,   150] training dice idx: 0.796\n","[2,   160] training loss: 0.287\n","[2,   160] training dice idx: 0.757\n","[2,   170] training loss: 0.291\n","[2,   170] training dice idx: 0.756\n","[2,   180] training loss: 0.356\n","[2,   180] training dice idx: 0.755\n","[2,   190] training loss: 0.310\n","[2,   190] training dice idx: 0.779\n","Validation average accuracy: 96 %\n","Validation average precision: 1 %\n","Validation average recall: 25 %\n","Validation average Dice Index: 0.6279019355773926\n","Validation average IoU: 0.3139509677886963\n","Validation average accuracy: 95 %\n","Validation average precision: 1 %\n","Validation average recall: 21 %\n","Validation average Dice Index: 0.5411163806915283\n","Validation average IoU: 0.27055819034576417\n","Validation average accuracy: 94 %\n","Validation average precision: 1 %\n","Validation average recall: 22 %\n","Validation average Dice Index: 0.5791215260823568\n","Validation average IoU: 0.2895607630411784\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"NbxQGwrfAegk","colab_type":"code","outputId":"1150128e-f9b2-4868-cba4-cc23e036a7df","executionInfo":{"status":"ok","timestamp":1584607884639,"user_tz":-60,"elapsed":2043,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":279}},"source":["# Plot training logs\n","plt.plot(tlosses, label = 'Training Loss')\n","plt.plot(f1s, label = 'Dice Index')\n","plt.xlabel('Training iteration over 2 epochs')\n","plt.legend()\n","plt.show()"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXQAAAEGCAYAAAB1iW6ZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+jnBcl9pzwJTlFIJwBLggbJ2pJS6Rym1RSm15cy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7RN3mjUX52o2ASXOMRR0+vwY8G4Or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\nBDVCdOhBEAQ1wl8bwRYqDpCeaQAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"tSmsVO-kSFZl","colab_type":"code","outputId":"0c557490-5f16-42a9-8800-8c84bb1e4da8","executionInfo":{"status":"ok","timestamp":1584607020019,"user_tz":-60,"elapsed":23259,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":50}},"source":["# Predict segmentation on invalid masks\n","test = os.listdir('unet_data/test_images')\n","masks = {}\n","for file in test:\n","  # Read img\n","  archive = np.load('unet_data/test_images/' + file)\n","  scan = archive['scan'] \n","  mask = archive['mask'] \n","  assert np.sum(1. * mask) == 0\n","\n","  # Preprocess\n","  maxi = np.max(scan) \n","  mini = np.min(scan) \n","  scaled_scan = (1. * scan - mini) / (maxi - mini)\n","  scaled_scan = data_transforms((255. * scaled_scan)).view(-1,1,92,92,92)\n","  scaled_scan = F.interpolate(scaled_scan, size=128, mode = 'nearest')\n","  scaled_scan = scaled_scan.float().to(device)\n","\n","  # Get segmentation\n","  with torch.no_grad():\n","    logit = model(scaled_scan)\n","  seg = torch.max(logit, dim = 1)[1]\n","\n","  # Reput in the right format\n","  seg = F.interpolate(seg.view(1,1,128,128,128).to(float), size=92)\n","  segcpu = seg.to(int).cpu().detach().numpy()[0][0]\n","  segcpu = segcpu[:,:,::-1]\n","  masks[file] = segcpu\n","\n","# Save\n","with open('missing_masks.pkl', 'wb') as f:\n","  pickle.dump(masks, f)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/torch/nn/functional.py:2416: UserWarning: nn.functional.upsample is deprecated. Use nn.functional.interpolate instead.\n","  warnings.warn(\"nn.functional.upsample is deprecated. Use nn.functional.interpolate instead.\")\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"id":"-JErtf-Nt0hC","colab_type":"code","outputId":"e5393fc0-66cf-4f4c-a0f9-97b9bae2a574","executionInfo":{"status":"ok","timestamp":1584612424047,"user_tz":-60,"elapsed":1955,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":50}},"source":["# Segmentation example playground\n","color_mappings = {1: (255, 255, 255),   \n","                  0: (0, 0, 0)}      \n","archive = np.load('unet_data/train_images/patient_007.npz')\n","scan = archive['scan'] \n","mask = archive['mask'] \n","\n","# Preprocess\n","maxi = np.max(scan) \n","mini = np.min(scan) \n","scaled_scan = (1. * scan - mini) / (maxi - mini)\n","scaled_scan = data_transforms((255. * scaled_scan)).view(-1,1,92,92,92)\n","scaled_scan = F.interpolate(scaled_scan, size=128, mode = 'nearest')\n","scaled_scan = scaled_scan.float().to(device)\n","\n","tmask = data_transforms(255. * mask.astype('uint8')).view(-1,1,92,92,92)\n","tmask = (F.interpolate(tmask, size=128, mode = 'nearest')/255).to(int)\n","\n","# Get segmentation\n","with torch.no_grad():\n","  logit = model(scaled_scan)\n","seg = torch.max(logit, dim = 1)[1]\n","seg = F.interpolate(seg.view(1,1,128,128,128).to(float), size=92)\n","segcpu = seg.to(int).cpu().detach().numpy()[0][0]\n","\n","tmask = F.interpolate(tmask.view(1,1,128,128,128).to(float), size=92)\n","ttmask = tmask.cpu().detach().numpy()[0][0]"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/torch/nn/functional.py:2416: UserWarning: nn.functional.upsample is deprecated. Use nn.functional.interpolate instead.\n","  warnings.warn(\"nn.functional.upsample is deprecated. Use nn.functional.interpolate instead.\")\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"id":"8uDutbFOyqqG","colab_type":"code","outputId":"5e14b72a-1710-40b4-a62d-b781bed2d616","executionInfo":{"status":"ok","timestamp":1584612518276,"user_tz":-60,"elapsed":8888,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":729}},"source":["# Tutorial : https://scikit-image.org/docs/dev/auto_examples/edges/plot_marching_cubes.html\n","\n","# Fancy 3D Tumor Plot\n","\n","# verts, faces, normals, values = measure.marching_cubes_lewiner(mask.astype('uint8'), 0)\n","verts, faces, normals, values = measure.marching_cubes_lewiner(ttmask, 0)\n","\n","fig = plt.figure(figsize=(10, 10))\n","ax = fig.add_subplot(111, projection='3d')\n","\n","mesh = Poly3DCollection(verts[faces])\n","mesh.set_edgecolor('k')\n","ax.add_collection3d(mesh)\n","\n","ax.set_xlabel(\"x\")\n","ax.set_ylabel(\"y\")\n","ax.set_zlabel(\"z\")\n","\n","x,y,z = zip(*verts)\n","ax.set_xlim(0, max(x))\n","ax.set_ylim(0, max(y))\n","ax.set_zlim(0, max(z))\n","\n","ax.set_title(\"3D original tumor (patient 007)\")\n","plt.tight_layout()\n","plt.show()"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAsgAAALICAYAAABiqwZ2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nnWpNthx33303P/vZzwiFQqmvVVdXU15eTm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hCrMByehtnIp+h0+v1cvz4cRobG6mtrc34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kBNNhkToGoo36OT6mgV6fvUFpGUx/NTPHYtA3WyEqlF+7ued/7OvWS++4nakUEk1/wm7mCdy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FmBkAoVC67ilL3ASqWXY3V2yZFDCCUcnS3qoFtyS3crj3S53tsu/Qm55MY1S0E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\n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YZgcOEz50JPYNfxZYedPiJx9BemHvkB5lbvcAAAgAElEQVRy9Q34GqcRnLlCaNCjDdRd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\nrRLyhWyKkvO+jVpcQ3z9HzGGOgkvugLZ6cM/eTFyoDh/TBKRVQ8jKU7S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Z878H89Tfmsp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rEwTKILr6W0KzzCc+/nMiS60nseRUcm9KLHxCv29UAiotsSy16R53gHJs6Ti4ttnD1DNqR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wV4m+aGOkYrlGzcVSOJ9WwFj3ZT2TFIzirpqPFQ5Rc8COcI48mtv4l8cVqGljzSpAsVvRIB1q0\nByWvDFOSseYV4595tkhxUyz4jj4HxV9EtmMPye3voobahUnP4UaPdJHYtQK19wBF591Jcsf7DLn5\nWSz+YlI73wdA8QbxTjkFd/UC8o9bijWv5FBDYfUFSdWvEcfniRB5cy/GNWoW8c2vYuo54htfwTn6\nGLRQKyVfu59M2y6MeC/Ztt1/5T+H2sREThexrtjcoOdgoInQwu3CTChJwuyna6ihVuHM1zU8U04h\n3bCO2PrnxcS7ex95xy8l/4SvEV33PPayMcRWP4Nkd2HkUgROvYlcRz2xza8BQg7iHDaF2MZXyLTu\nxF4yEk/1ApINa0Voy/7NBE65EXvJSExJIvzeH5FkBcfQycTWv4BrzDEoTh99b96Le/QctFCbMEop\nVhJb3gRJovKmp7GXjyXZsBYJiYprHya84iEcQ6opWHA1kZWPk+tswFk1Hc/EEwWV4Yxvkt67FkwT\nLdIhyBWZJKmmLcg2F57JJ6P27Mc19lihr07HkCw2HEMnoUU6hUk0FcUSqMCSX05s3XMYuiqSDsMd\nFC7+bzL7t+AcMQPFXyx07IaKkU1j8ReR696P5PZjqmlco2eTbd1FpmkLmBLphnVIVpuIkc6mkCxW\nZKsNMDFzKSz+EpyjZxNZ/hDO0XOQFAuhd35H4aJv4xpzDNn2OnFPXPILtGg3au8BzEyC2IYXSexa\nPhDVvGegebTimbQAd/WJwkwZasUSqMSI9yFZrJjZJLm+ZmxFw8h11BNZ+aQIWZEGotJNEy3cTqZ5\nmwirMXRKv3of+QuuAsMg27oT16ijUfuaKb/i96jRbiIrHsExdBJFF/2U2NrnsFVW0/PMbch2Ealt\nySsltvYZ0s3b0UKt2MrGkmndSWTd86Cr6OkYaDnUSDd6pINs606hy5Zk8o9fim/WYvLmXoxvxleI\nbXkDS345amc9yZ3LseSXkG2vI3jWd3GUjyPdsBZMjdTe9WRadpDraRKbzgHzLZIEWkZ8XtTsgOnT\nOMQ8xmITv2Po3H7bd5k+ffp/ZhH9FxWJRLBYLIdlff9XlU6nSaVSBIPBz/1YK1eupKys7GPYtn9W\nF154IXfccQetra088MAD+P1+rrzySu655x7uvvtuwuEwv/nNbw6Z2f8P1ZcUiyOt/rYRPlKkCh0d\nHezevZupU6d+KkyOLMuH9boNw2DHjh1kMpl/KAP52zpcEotcLsfmzZspKChg7NixH7sHTNNE13VG\njBhBy4H9YGiofc3ofU1Cf2p1ouSXoYXbafvD1zBSUWIbXxbyiOseBVlBttjRE/1Cbygr2EfMBEMn\ntecjel/9qZhsNW7AO+10Ck6+HkmSyByoJbTslyguP0WLv4/izhP61v4O9GQ/ir8YWVGQdBW1t5n+\nDx8V4QWSTGzza6LZ1XLgLECSJYInXSsmthIYqRiy00embTdg0v3C9wm/+wf8cy8BJIxUBHvpaNyj\nZ2PxBcVkbMQMfDPPQot0Ubb0PjAMPNULSdS+TfsDV4EkEd+yjPyTrid42s2AiR5uw4j3Ci6srjH0\nW69Sfu3DOMrGICk2ipb8EMlqp/yK3xE4/VYh1TAN0QgjXOWKKw8t3IYlv4yKm54CRcE/awnOETOE\nHNUwUPLLiKx6gtbfCCpD6M17cU84noprHxZIpuLhomEwDUzDQHHlkdq3EVNX0cLtImWu98ChRt8a\nqMSaXwpA3uwl2IpHYObSuEfPwTlqFt3P3YGWiqL1teCdfBKWYCXpxk1EVj5+KKAk17UXe+VEYcyy\n2onWLEOPh1C8Adrvv1w0c5KMHu+jf+WfMbQcfa/8CNfYY8mbdxmyK4+Ck28USD49h5lJkNm/RQSV\n7N+MqWZwDJ2M7PKRqFmGkUmIaWcqLvTHLduRXX4s/hKw2EGR6XvlR5hAcveHpHZ/hOzwYCuqwsgk\nBI5NUdC69mGqWTIHarEGK3CPPx5LnjiFsviLD5Emhnz9BeyV1ViClWAaRNe/SHT1k0g2F52P30qi\nbtUhbJkkSRQu+jYYOuH3/iA2R7KCY8J8Kr/5KsWLfygeP78UyeHBXjIS9/jjia5+hnRTDSWX/xrn\ncDGNM1UxgbWXj8NWNAJb0UiMXAocHpBlhtz8DEXn3oGRS2HxBvDNOk8YXF1eup/6DvGtyyi+8Cd4\nppwKSPS++hP6P3iQvBOuwD3hBKJrngGg7+W7hC4+2k3b7y+j9edfGSDA5DA1VZA4ikcIyUnpGOxl\nYwDRuKr9nZhqjqILfoRzxAz6Vz6OpXA4istPYiDyvOSCu5DtLhzDpyHbPUiSTM9zdxJa/RQoVixF\nI6i86WkK5l+FngxjHzZF6KkxRTiLu4CCk25AksA14QScY48VC5ZiEZQaU9x3V1555Re5dH6mGkwZ\nw2DXYMo/UqnUZwoKeeaZZ+js7ERVVdra2rjiiisIBAJ88MEH7N27l/fff/+IROMdrvpygnwY62+b\nyq6uLgoLCw9bzPRBJFo4HGbatGmfOirUMAy6uro+FddxsCuXy1FTU3OIyfxpp+/RaBRJkv6jiU+J\nRIKtW7cyatQoSktLP/Yz0zQxDAPDMJAkCZfLxW233cZjf/4zyVRafGHqKt6pp5J3zAWkm7ZgZBNI\ndg96pJN4zZuYukpqzypkh4eyy39NouZNgiffgGlxoHY2HJqcYujkeg8Q2/AimJBt2Y6ZTWLkUiR3\nfwiGjpFLYaSiYJgobr+Idk6GsZSNxuIrRu/vwDV6Dnq066CXCUkRmtxU43qQFXzTv0KuuxH3xBOJ\nb3pF6FxjfRSceCXOkTNJ1L5F/olXEn7nd7jGHIORjBLb8CLFF9+Da8QMUo2bSGx/DyMTp/Ds29AT\nYXLd+8HQsQSHkNr9EbFNr4KWI71vE/5jLiR/wTXEN72MY0g13U99BxQrZV+9D1vhEKLrXiDdVEOy\nbhWBU24g01QjmughEwdYuSFAQpJAT4RQu/eR2PE+WqSbkot+TGL7u5QtvQ97cRXJ+jWHuM7Ztl1k\nDtSiJ0Iktr+LbHdTdvmviW9+naJzbkeyOcm07BQnAlqW+KZXhYbZFBri+OY3iKx9lsjqp9CjPQCk\n9q5DstjQ4yEhEfDkkzf3ItBVktvfRQu3kX/c5eT6WjA1lWxnPUayn8CpNxF+6zdgmqjdTXgmn0Su\ncy9gUHr5r/HPWkJi2zuYWhYt3E6uow4jHSdVvwYMDWtwKKahYWRiYjCYFsxlTAOLvxjH8OnYgpWH\nNkCll/+GggVX4T/6XIxUhGzLNhxDplB07h0oLv8AO1fCWj4BR+lo3GOPwTNpIem96zElCVvxCMqv\n+D3eSSfhHDmTyKonyZ93Gan61SieAI7KiRjZFKF3fkfx+Xdj8ReTbdtF3txLyHXUgZYlvXc99tJR\nGOk4ibqPSGz9C3oyLMytWg4MA/eI6WTb6wi//Tu8U04VxJBNr4iTiA0vYw0OJXD6rRjxPtKNG9Gi\n3SLZ0B2g7PJ7ybTuILlrOXlzL0Zx+9FCbUg2J32v3YNz1EyKltyN2rOPTHMtidp3QNdwjphJeu86\nYlv/AnoONdwOukqmqYb0ga3kWnceioWWFAuS1Y7FW4SRS+KfvYRcRx2eSSehhlpRO+tBy4nPpGli\nLRqOo3ICavc+UKwiInrMMWj9HSRq38Y37XRCb/0Kz6STcFYdJUKBVj5B3glLcY+eTaruQ8imRIPs\nKyTbXkd07bPkn3glgQVXk27cQK6nGTBRCoeR3v0hwTO/Rd6sxSTrPkKLdHHIC2AajB49hiu+tvSI\naUrD4TBOp/OITJlLJpOoqjoouQFvv/021dXVVFVVDcKV/Z+uLyUWR1r9bYPc3d1NQUHBv+U+/byl\naRrbt2/HZrMxYcKEz7zQHY6Qk4MN54gRIygrK/tMfxuLxTBNE7/f/wVd3ccrFAqxe/duqqurP7Ew\n/m1zfLDJlySJm266ie/ddhsTxo3l5ZdeRE+EiW96Ddeo2Ri5NHmzl5A//2pSu1YIPbBixUhFyfW1\noEW6SO1egR7touTCn5LY8T6emeeS66gXzTLSoabZNe448o69WPwMKFh4LUY6jh7tQrLaRfCEzYWU\ny6CFWwEJNdyBiYmkKATP+AbeyaeS6z2AEe1GMkFPhsW1xPowUxFsFRMwsgnSe9cP4Lt0nMOmYmoq\nsc2vYaSjaPEQebMXA+Aafyyxtc9h6irJHe8JOcjF95DY+hbl1zyA4iskvXe9aDDsLjL7t5Dr2IMe\n6SJVtxLJYsPiySe68SUiH/1ZGL+S/Xgnn4JjaLVoilMRoquexj3+OLRwB2XXPITFFxByEyRhjhoy\nUaQMNm4g215HfOtb5B93OdmW7ZRf/SccVdOIb3xZYMFMU2hYc2khO6lfTbZlB4VnfZdUw1pKLvop\nrjHHiI2ICZKiEDj5enxHLSLv2EvwVM8nse0vA8ZMq2AQpyJgGBjpOLayccRrloFsIXDyDZhaluTO\n5eS69+ObcRZarIfMga3IDjflV/2ReO3bOMrHYKRjWPOKseaXE1377EAS30M4q6aRad2BmUsLHfC4\nebjHzsU79TQwDNT+TiRMSi69F9+003GNmE66cQOSxYbVX0Rsw0v4jz4XgL63fo2neiHphjXkH78U\n09BJ7f4IxVsAaoais78nGtlsksSO9ym99F4hzchlcA6bTHr/ZtL7N1F0zu0oviCR5Q/jGH4U2ZZt\n5LoayZ93GbbS0ah9B0jVrRJBIW270OJ9wkDY3w6GjhpuE/SKg5BS00DtayHbthvvtDOQ7S4S298l\n19UoAlF0VXCYd39Iqn61aP4MHclqQ1IUkrtWkOtqpOiiH2PNKyNW+w5GrJtMy3Zkpw891kt07XNk\nmmrEe2/omNmEwLCpGYxYD4rDO5BuB5LdJcKAvIUEF32bdP1aChZeR7ZtpwgFkiS0WK94LrFezGwC\n58hZaJFOAou+ReCk6/FUzwfTJNOyA9eYOai9TWS790EujR7vJdvViNrbROHZtyPJChZvAMnhof+9\nP5Bq2ir8BKYBmOixXrRwO46q6eS69orn0rpTXK+hYyaj2EtHkdq7nsjKJ1B7Dwwk5ykgCz3/NVdd\ngdvtpquri1wuh9VqxWq1Hja5YCgUwu12H5FSgUQigaZpg4IYfeONN5g1a9YR5V36X1pfNshHWhmG\n8TGgd29vL36//1NPbger0uk0NTU1lJeXM2zYsM+8qEmS9B83GPb29lJXV8ekSZP+rZ14PB5H1/X/\nCAe5ra2N5uZmpk2b9omJxkFZxUF4/N977UOhELlcjhdfeolcOoGloBz3+HlkWndgpCJEPnwUS0E5\nGDrBU27EM+kkYhtfxtRUzFwGa6ASZSC6mmwSQ82Qd9INZPauw1pUhZGMoEU6SdWvEYEgWo5Mcy16\nKgaKHTOTEI2fbMGSX0bBKTeTrl9F2dd+R7zmTeylYzDScXxHnUFso9AxF5x8A9aCMnI9zZiJEFht\nKDYntqLhuEbORHH5USNdZJtr0WM9GLm04BorNmKbXiO65hmR3qerApmmZnBUjEdx+oRe8sA2krtW\nEDj5BtIN6xny9eexBoYQ3/gySDLWYCX2kpFYA0PQwu0YahYMHd+s88i07iC+6VVhKAy14p97EXlz\nLyG28SWs/iIiH/0ZxVeImYlTeM4dqKFWYptfFxrweB/+2YtxjTmGxNa3wNDp/+BB7EOq0WO9lH3t\nfiSLjdjGl8AEIxPDOXoOtuAQ0Xz1dxJd/RSe6vnkeg+AaaK48/FMPAHZaie64UXU/g6Kzr2DxJY3\nCZ75TTJtddjLx6L2HiBe84aYoHsLsPiKcFZNJ7L6ScxMAjXUKhLXTANMA1v5OBI1b5B/4hXoiTBq\nuF2YPbUsSDKWvGJcI2cSXfMMzpEzybXvIf/EK3EOnYTiDRJ6+3cUzL8KU1eJfPQYnhlnIxk6fcvu\nJXDqzfimLyJR+zbJulU4hk0htv4Fis75/0jU/gV7xXiiq5/GMXQSgVNuJLr+BdRYD66RM4msfgrJ\nYsd/9DlYC4cSWfEI1tLRJGrexBocgnvMMdiKqtCSYfqXP0Q21IZ79Gycw6YiSRKOigkkat8mtvlV\ntP4OMAyG3PIsrlGzSe5agZ7sp2jxD0jv2yCMrZJgUUs2J3qki2zXPrKtO0ACOVBJycU/wzfjLLLN\ntZhaFnv5OLRwGyBh5pKCB61rJGqWiel7Ji4CfQBTy2ErHIaWTWFxeLD4CjExsBUOE5u1dBzFV4R/\n1rlkmmoILvom6Yb1YKiY6bjQAMsyqfp1mJk41uAwEVSSFnpmM5sASaHgpGux+Arp/+BBXBNORLG7\nCH/wALaSkQROvoHU3vUongL8R59HtmMPWn8HpiFOhyJrniGy8nHSjRuR5IO8ZOuAxEgGZCz5pciK\nBbV7H3oqAoaG2MFZcAybhK2gAiOTRI/1INkcAxtsE0y44Pwl3HPPPZSVlVFQUEA2m6Wjo4Pm5maS\nySQAdrv9P0qV6Ovrw+v1/ksvyuGoWCwGMCjDmZdffpkTTzzxsPp//h+pLzXIR3odDg1yf38/NTU1\njBs37jNPYQ/Wf3pK0NzcTFNTE9OnT/+3TRiyLP/DtKHBKtM0qa+vp6+vj+nTp39i4/NpmuP29nb2\n79/P1KlT6e7qIpifh9qzn/A7vxdf9q27sA+ZRPD0W0FWyLTtou/NXyLZnMhWO8GvfAd76Wj6Vz4O\nmOR6m/FMPgVnyQihUS4djWSxIQeGYWo5Spbeh3vaIsxcVrjiLRY8k0/CGqwEUyNv3iW4hk8Gi42+\nZffiHDYV7+RTyDRtQUuEhaHPGxT0h5nnoDg8IoXLhKLzfkDR2d8j/7jL0ZMRXGPnIlkdeKadiYnA\nK30AACAASURBVO+YC0GxYs0vJXjGrZRe/isqvy5MahImnqmnIdlchJY/LAgU3fvwHb0Ye/k4kKB/\nxSOElt2La8IJYBqULf0t/llLSO1ZJaalVz+AZLHiHj0He9HwgaNtsJWOJrbxFVp/cwGmadK/4mG8\n086g/Ir7QZKQ7S5x3D7w1ngmLSS560M6H74e0zSIb30L/7GXUHTenSBJ5LobidcsQ7Z7MAcoI0Yq\nRt8bv8A0dDJNNXhnnot/zgXIskzg1JuI17xJqn6tSIHb/h6+6WfhqBhP3rGX0vvKj0HL4qqajn/m\nOeIekRUkWSH07u9p+8PSgUm0BWvhMJHGaLGheAvpe+0eZKsde/k4YTZs2kKybiXeqadjLx9LqmEd\nyYa1AATP+Aau0XPoeuIb6HpOGB11Fde44wie+U0Up4+ux24ivW8Tks2Jo3ICst1F8QV3o/Y10/3s\n7TiGTkZxerHkl5Nq3EiuuxHP5FOw+IspPOf/I7VzOYldH5KqW0ne3IsBcI08Gu/Ms+l79cekm7aS\nN/tC1P5OMi3bsRePBNNE728n3byNtj8spfkX59D2+8sxsgLpZyKDoZHev4X2h67FlCTKr3sUe/lY\nMeXURKKc/4SlVN74JJ6pp2Ik+/FMPR3Z5sJeUIHW10LnIzcgObyUX/uIQKZJMiiKCKoxTSRJRvEX\ngwSe6YuwD6nG4ivCN+s8sh11SJk4hpZDdvkxEv0oeUVIihWLOw8j2S/weUDfqz9FdvkpOv8uJIuV\n4Bm3ikAeUwOLA+fwafhnnUfwzG8NhNTYwNDofuJbJPeswhKooPPRG1ET/WRad5I39xIkxUrx4u+j\nhVpRQ234Zpwtml9FwV42lrw5FwhEnGJFdgfA1A9tHOzDpiC7fGAaZDsbRFJioFJMhxUrjhHTCZx6\nM9nufWj97RRf9BNshUMFUk6SOeXkhTzwwJ8OrVd2u52ysjKqq6uZPn06wWCQUCjEli1b2L59Ox0d\nHWSz2cFfbP+mjmTM22BeWzqdPmwkpv8L9eUE+TDW306Q/9O6qba2Npqampg2bdrndvv+JybIhmFQ\nV1dHOp1mypQpn0urnUwmyeVyX5ghQdd1tm3bhs1mY/z48Z9YEE3TRBv48pZl+RPN8cFwlmg0yuTJ\nkw8dV95yy828/vrr9HR1gCmBoaLFe0lsXYY5EK/rqJxAySU/J7b5NRxDqkk3bkJPRzFN8E47nUzL\nNmIbXhI61VAL+SdeScEJXyW24SVspaOIr3tOOPmzSQILrye9bxO57ibQsiLpT5JRe/ah9XeQf/xX\ncYyaSXTVU2j9HcjuPFxV00nv24h77Fwiqx6n9LJfkuttIrLqCTzTz8JIRehf8QhFi7+Pe8wxhN+9\nH/eYY0jvXYeRSeAaORNHxXgkxUL4nfuxFQ3HSMcpPvcOtEiX0HKqwkQY3zjwPHoPkL/wGvxzLiC2\n9llkh5u+N36Ba+yxFJ79PYxUhMS2d0hsfx8jE6fk4p+R2P4ORYt/gDVQTnr/FtBVZGcemQNbSe1e\niZFJktj5AdbgEEovu5f4xpcInvFNgcHqaADDwBKoJN24kdj65zFNg/Te9bjGH0fJBXcT2/Ai/lmL\nyXbWi+N/0xQShaYtAzIHYQx0DKmm/8NHkG1OMs21FJ/33wDYy8eSbtkpJsNtu0nVrybv2EvQIt34\npp1O/glLybTswEhGkG1O1FCrQI0lowLRpqYRRsgotsJhJHYux8ylCZ52C4o3QGzd86ihVjGdrToK\nZ9V0UntWEd/8GnqiH8XlxzvxBCTFgmvk0cTWv0hq3yYcFeMFIq5uJan61RiZOHoyimS1Yw0MQXF5\nia59HsXlI//4pUKDnFcCioXIiocxJQXn0Mlk9m8hsXOFYGEPTGzjtctI7HiPVONG0vs2ihRCQ8dT\nvRDPxBNwDJ1MunkH1vxSjGQESZZB10k1rEGyOpAUK9G1zwpJjWmIRs5QcVRWE139JOn6NRSec4c4\n7Vj/AnoyRKpupWh4vQHiNW8O3AsaecdciOT0IBkGnqmnk9m3EUlWBigpWfRoF9meZmwF5QJbp2ax\neArQwh1okU5kb1AEuLRsp2DhdUKCIcsYqRjJ3R+BYiG1eyVYHRSdfTupPSuxl4/DP+s8rAXlxLe8\ngWR34zvqTLERrhg/gK5TiW97B8Wdh3fKKajhAVKLCYlt74gwE1nGNfJofNMXEX7vD+iJEKWX3Yva\n24QW7hCLjKFjJMJCc56OwQD5xUiLxEMA2e4kuuZpFHeA4gt/BIZGYudyjHSM66+7httuu+0fnsJJ\nkoTT6SQQCFBWVobX6yWZTNLS0kJ7ezuZTAZFUbDZbIM+ZOnp6SE/Px+bzTaojzsYFY1GURRlUBB0\nTz75JEuWLDkicXb/y+rvTpC/jJo+jKWq6sdICnv37sXv93/hoO6Dk81MJkN1dfWgGCu+6JhsVVXZ\ntm0bBQUFDB8+/HMvqD09PUSjUUaNGjVIV/jXymaz1NbWUl5e/gld9j/SG//P0nWdXbt24XQ6GTly\n5D98ritWrOAb3/gm9fV7/vo/ByKbD8Y1m2oGe8UEihZ/n/b7L6PovO+T2Pk+iZ3LQdexlY8V4Q+5\nNOgqktVB/vyrsVeMp+vPt1B8/t30vn7PIYmCs+oosq270BMhAPLnX41r9Gy6nv4uRjpO8LRbsJWP\npf2PX8Mz6SRyXfsoveyXGNkUHY/8F7LLj3vMMSR2vE/5VX8EILHjA0Lv3A+GRsEpN9L//p8ouexe\ntGg3fW/8guKL7qH7iVupvOV52v6wlIL5VxHf/i5Gop/iS39O26+WCG1quB0wBRrM6sBkIKpDU4Ue\n1NBB14TMY/zxRNc8jcVXiBYPUbDwWsLv3E/ZFb9Hi4foef4OEcmsyMg2J67Rc0juWo5ksSNZ7RSe\ncwfdT32bsiv/SK5nP71v/AxyOSSnBzOXxl42hlxXozC3BYZQtPj7dDx4DaWX/pJ083b6VzwMGCje\nQtGkqFkOUQNsLmHg01VBB1GsgITscOOonEi2swGLr5Bc515sFeMw0nHc4+bhnXoa3c/fQa59j7hO\ndx72wuHomRhaXwtGNimIFQuvxTlsKq33X45kGpR+9ddYA2Jzm+05QNcTt4KWwzF8mmAVJyMYuRSm\nmhng66oo/kIs3kIseSVIioXkrhWYWk6EfMgWMHSsBWVY/MVokW6hR0/HB8ymBoo/iGx3I1ms5Doa\nxHOUZCpvfhpTzdL3xs/JdtTjGjGDZP1qhnz9Bfo/fIzEtrfxz70Y97h5dDxwDaahISlWrEVVWAMV\nKJ4CUrs/REvFBNpvIC4ZAIsVS14JZi4taBSaiokpzJYON/aKCWRbdggdsZoVlAZDE/cBJnknfI1s\n8za0aA/u6gVEVz0hHtvqEHKijnpslZNQuxpEVHc6JmLK0zGQJCx5pRSceAW9L99N4KzvEX7rNxip\nfrDYcY+fh3P4UYSW3UvwnDtwVk6k9b4LKDr/buxlYwktu5dMy06KL7mHyPKHSTWsE9p7i20gjt2C\nkUmIybEpg6lhLapC62/DUTWDvLkXocdD9H/0GGrvAaxFVdgqJpKqXYa1ZBT5868i9NpPMU0TxVNA\nrr1OvCemLjbisgyYYqJtmly05BzuvPNOcrkcQ4cO/cxrpKZphMNh+vr6iMfjeL1egsEgBQUFg2JS\n37FjByNHjjwiNcgHDhzA5XINyvf8qaeeyltvvfUfNZv/P1p/90v2ywnyYSzTND82QR7MneU/KlVV\nqa2txe12M27cuEE76vkiJ8ipVIqamhqGDRtGZWXloEwbBpNF+T8rHo9TW1vL6NGjP6EL+zTNcS6X\no7a2lqKion+5ERg+fDjXXHMNt99+O4sXLyYej7Njx3bRFBiGCAqw2NFjPeTa96DFQyR3foCRjlFy\nyc9JbHubkgt/guIpIHNgKxg6sstPqn614LomQgNhJSfgm72E9N4NA4EQu9FifUhWG2qoleja54RO\n2dDwTV+ENVBBfOsy1J4m/HMvwlY0HMlixTlyBrF1z5Np3o57wnGYukameRtafwfZvhbQsgMIK5n4\nxpfIdu7FNWoW3ur5xDa9Kox4+zYRPO0W3BPnE9v48kAARTtlV9yPxV9Eau8GMHU8087AO+Vk3BNO\nJNvZgCQrmLpK8fl3i2CPTa9gGjpGMop70gIcFRNI7v4QPRkh8tFjA0SAdsqu/L3g/K5/AdNEmPYq\nxqO480jv2zRg2ltG3jEXkW2vo2zpb3GNnk1sw8uYhgGmjmy1g5Yl21FPeu86wT4+/RYy+7dQvOQH\nyO4CQXuw2JAUK6aWQ7bYUHyFGOkkBQuvIdO8Ddfo2eiJMFq4HT0eRvYG8E09jWznXiRMIqueRE9G\nBYJPFrHjnur5uMfNI90oprGKy0+qcYNAjOma0L82rCW67nmiq54iUfsWkiQL3beWxTlyJs6qo/BM\nPBHJ6kDtaUJSFAov+Al5s84TDOP2OtRQG7LTh2PoZAoWXEty9wosngKseSU4hlRjajlhPJNlbCUj\nhITFYiW5432co2Zh8RdhJPtxVIwX9BFJoWzpb1GjXWRbdpLas4ZsdyOFZ34Li7eQTMt2Mi3bxAdB\n16m47hFkh5vIikeQ3fmUL/2tCM+RRZOLJIvEQEPDMWwyWm8zzlFHo4XbcAyZhBYLoUc6MXUV7/RF\nyA73oaCZXNdeEXqyfwtGNoUe7SLTsQfn0CnITi+moWEvHoHacwAj1Y/k8uOqOopsex3+2eeTbduF\na+xc9Fgv8c2vg6SQ2rUc2RekeMkPSe5aTq67ifS+jch2D4kdH6B48sm27yGw4Goxia2aQXLXCtKN\nG1FDrZiaimfmOZRe9BOswSGk9qzCXjIG2eHBSPSB1YmRCoGmooXbRDhP/WrBatZVjEQYracJ3+wl\n2MvGEHr9ZzirplN0wY9I71mFlgj/9R6aciqOoZPIdTVSNXwo69es5NxzzyUcFjHeB7+vPsu6LMsy\nbrebwsJCysvLsdvtRKPRQyx7VVUPGf3+nTrcRKh/VqFQaNBOih988EGuu+66I4Ye8r+4vpwgH2ml\nadrHNMfNzc0oivKF0SCSySTbtm2jqqpq0EX9X9QEORwOU1dXR3V19aDuksPhMN3d3YwbN27QHrOv\nr4+GhgYmTZr0CcnKp2mOk8kkO3bsYNSoUQQCgX/7Ovbt28e8efOIROOHnPOAgPrrmjBCDXBYFV8h\nRjJCwWm30PfKj6j8+gtk9m+m99WfDOgMJSyeALay0aTq14ppXXEVnuoFRNc+S/mVfyS88jESm14D\nq0M8N8WCoeugpvHOOBs9HkKLdInUtGS/aFYsNmSbA8nmxkiExUTPNLAUDkWPdItppGKhYOG1uCfO\np/OJb6KF23CNmUPwtK8DoCXCdDx0rTBKFVWhhjsInHQdfW/+kiG3vkRyz0rC7/4BR9V0gou+Tdtv\nLiBwyn8RXfc8erIfQ83hP/oc0k1b/xomIsn4Zy/Ge9Qi2u6/jLx5lxFd/TSyOw891ktw0XdI7lkl\njv+1HJgmvpnn4KmeT+djN+OZciqJmmXYKsaR66in5JJfkG6qEQloug56Dte44/CMP46e13+GbLFh\nqhkUXxAt3IFz9GwKFlxDau8G+pc/BFoO2ZOPJFuEjMFiwTl8GunGjdgqJ6D2Ngv0lyRhKxpO0QU/\nov33X8VWXEW2rQ7Fk4+RjuOd/hWybbtxVE7EO/1M+t78JZn9W0BW8M8+H+fImVh8hchOH11Pfku8\nPqkIRYvvwlEpIpTbH7gae8UETDVDet8mym56FkWRafvtJfhmnIW7egEdD11L3txLiK57jqLz/hvF\n5afnpbvRUxGKz7+LnpfuQnH6sfgLSTdtJXDazbjHHEPPiz8kfWCrYEmXjcM14ijU/i4yLdsFVcI0\nhBbY5hiYQmtimi1Jh96D+ObX8B19Lt6jzkSP99L551tBkgmedjOhv/wG39GLSTWsFcY+WcFaVIWZ\nS6FnU8iKArIFW+FQUg1rxQbTBDAoOOVGkaqYCAlm8qqnME0d2epA8Rai9h7AUjQcIxlGcfqFMc/h\nRu3vOJTaeDB0Q3H5xVQ5EcY0TZxVR+Eefxyht36Ff+6lJHd+gDbQqNuKR+AaNQu1vwOtvxO1v31A\nPmMFDPzzLkOPdJDc9SF5x38V37Qz6PzzLeR6W5AkCVPL4p3+FWSHV2zwDB0MDcnpx1o8Aq2vGWnA\nEOiacAJWbxA13C4SMrMpXBOOJ92wVoTuWB0888RjnHnmmYBoQFtbWw8Rj/5nH6EoyucavGSzWfr6\n+giFQmQyGfLz8wkEAuTl5X3qx926dSsTJ048LESof1V79+4lGAwOCubt2GOPZevWrUdEuNj/8vq7\nL+CXDfJhrL9tkNva2tB1/d86svpX1dfXR319/aA3mgdr7dq1zJ49e1A/qG1tbbS1tTFlypRBdyNH\nIhHa29uZMGHCoDxeS0sLnZ2dTJ069RO6t09jxguHwzQ0NDBx4sTPpQc3DAOvz4dglJoi1AAJMvGD\nVyP+czABS1fxTDkd97h5dD9zG64xx5BuXI978ikktrxB5a0vEl33HLG1L4jIWknCPW4eistPvPZt\nZIdHYOLGHkumqYaSpb+l/4MHSNS8iWRzYS0chsVfhGxzCrSZbMHMxBn6nTfRMwn63vgF2fY6Chd9\nh54X7mTIt18nsXO5YPlKMrLdKRohhxcycWHas9pRw+3osT4xlZQAw8A3ZwmescfS8fANOEfMINOy\nHf/sC7AVV6HFeulf/iCmruIccTTBr3yLtvsupnjJD4nXvk1qz0pMw8RROZ5cbwtGJi4mqRJ4j1pE\n/nGX0/KrxRSdeweRlU8I/vDAhDbTshM92i1eW0nGP2sxvlnn0fqbCwmcfD2RlU9i6DmMbJr84y8n\nvW+zCE4xdOwlIyj8ym10PHoj7uoFJGr/QuXNzxLb+DKRDx/FNeYY3BPnk9qzmmT9aoHsClQiSTJq\npBvF6UXPpVEcXrRIx0Bwg47k8GBm0yDLWPLL8U09hfj295CtDnK9TVj8JSiuPHI9+wEou+J+EREd\n66P9gasou/pBYmufIbn7Q8qu/zNGvI+ux79B+Y1PIssKnY/dgpaOUrToO/S8fBflNz2LoiikW3bQ\n+8L3QbHgnXoa8S1vYK+cSOD0r2MkwnQ/d4fA1lls2MvGY2Ri6PGQ0L3KMpLVgWx3CwJhtEeEnLi8\nFJ/731iDQ4itf4HYxldwjT9OoPwUK4aaEXQGZDBUcb8rlkORy7LLD7qGYYgNiq2oCtPQUXsPIClW\nQbnIZUCSkKwOFE8+Fl8hmbZdSMiYpoFsc4prlBQkqw1LXgl6PIRpaJi5LMgyijsfe8V4UntW452+\niETNMhRvACObovyqPyLZ3UiSROjt35Ht2ovW3ynuGdNAsjkxNZWyqx+k/4M/kapfC3YXNn8xijco\nYuCjPeIzbQ7I8mwuJAm8U0/FVHOo/R2CaY5oxGWnV3CSLTawOik44QrCb90r/laxilMV00CyuVBs\nTrRkP6gZQGb4iBGMGzOKqqoqdF3npz/96aFpbEdHBx0dHR/zgRzc/B9c5w7WQX/Fv9sw67pOJBIh\nFAoRiUQOaZqDweA/1Rdv2bKFKVOmHJGT1fr6ekpKSgaFYjFv3jxqamq+bJA/f/3dF/DIO3/4P1yK\nopDL5Qb1MU3TpKWlha6urr9LUhisUhQFwzAGZUEyTZOGhgbS6TQzZsz4Qha5wUrSO6jnzmazTJ8+\n/RPX+mma446ODtra2pg6dernen/S6TTBYFDoQJHB1MmfK47+U/VrRDPg8GLG+4S7fyDxLbF1GcmB\n6OdU43ryj/8a7nHzSGx+jcS2d4hveg1r6Si0UAuFi75DbNOrJOtWg6FhAPnzr8JIxzByKXpf+gHZ\ntjrsw6ZgZtOUXvIzkrs/IvT2b3EMn4pn2pn0Pns7mbbd9L7yIxRPgIprH0V2uACJ7qdvI9d7gPyF\n19H//h+pvPlZ4tveJfz2faBYyfUewOIJYM0vH5gEyqDm8B19Dqk9a4hveAmQSDfVgK4RXf8ckmzF\n1DJCS2p3kN63kd4XfgCmSfezt6N4g5R+7X46H7uJggXXku2oJ/TeHzA1FdmdT2zTq6JhMU26n/9v\nHJXVVNzwOG2/uwTfUWci293ENr0mJuDBCmKbXiG64UUwTUJ/uQ/X+OMpOPm/aLvvQhRXHtnOBsil\nAdBTMXKhFkw1Q/6xF5PYugy1r5nEtndxjZlLpmU7wa98F0mxkty1AlvlaOzl40jtWY2ZS6KlowAY\nagarvxjFVyhwfpqKpaAU16g5mHqO6PqX0ON9wkhXOJSC+VcTXf8irlGzyPU00fPSD4VxcdcHyHYX\nVl+QgoXXkeveR8efrsQz4QRkpxfFJjSdRUt+SMcjN9Dz8l0ongBGtItcrBc93oclOAQt1Ep88+uY\nhpDRtN9/uYhuNoUy3BqoxOIrIBvvwcgmsZaMwjA0yCZxjZpFovYvWEtGYh8yGbWzHsWdT/fT30WL\n9VB80U+R7S5hSMzEkSx2TMMkuOhW7CUjsfgK6X7xLjIHavDPPh9b6SiSuz8i1bBGpA3KFqyBCtyj\n5yA73ITffwAUC/nzr8I39TTxWWreTub5O8GqUHnD02RbdtC37F5MNYt9yCSclRNRfIXi33rph5jp\nON5ppw1og03iW97ANW4eBSdeQcdD19P72j0Un3+XYHrXfUThuXeCadD74g/JO34pqfrV5Dr30v77\nrw6sERKll/4SWbbQ++qPMbJJSi7+GT0v3yVOWwwD1CyS209q70b0SBemoYko9awI+dFTEUTiXm4A\nR/hHsLnENFvLCo2+LOMcUk2uZz8S8Nzzz3P66af/wzWmra2Nnp4epk6d+rG1TpZlZFnGYrEcMp8f\nbJhBNLoHG+XP0iwrikIgECAQCGCaJqlUir6+Pnbu3IlhGId+5vV6P7a2HskUi8FK+ftbieaXNfj1\npQb5MNbBReRgpdNp0un05zpe/591kPqQyWSYMmXKF3rc1NnZSVFR0ef+4GuaxrZt23A4HH+X/jBY\npaoq4XD4c0lN/ue1/j0990FSxcEvhr9Hqti/fz/9/f2D8v7kB4tR3HkUnHIjqfo1yE4frhHTyT/2\nUuI1yzBzaTwTjkeP9Q7IAwCnT0yNDgYHGDrZtt3E1r8o0E9tuylYeB3e6WeSqH1LBFnU/kXoOSUJ\n15g5JLe/R7p+LWY2iZ5JUnz+3UhArruRTFsdsU2vEDjlRnwzzkLtaiS9dx2puo+Q7R6sgQpim14l\nsuopTFNDT4TJO/YSXFXTiG95E0PLElvzjAhK6G+n8vrHsBSUE13zNJLNSelX7yNR8waBU29Ei3SR\n620GQ6f40l9QcNL1h/jDtorx6MkIJRf8GM+EE4huELxmDBXFlQcSZNvqSO/fTKp+NYGTridzYCul\nl/4c17h5ghKiq6AoGKmooGn0NZPctQI11Cq0pLs/pOSCH+MYMolU/RpMLYvkcJHr3Eu2aStatId0\n43pcY44BQ8VdvZBc+25SDetwj52La/RsErs/EhzqphqKltxFfNOrgvSx4mFkpx8t2k3xkh/gGj2H\n+JbXkWQLecddRtG5d+CddjrWgjKSO5cju/zoiTCuEdORLDYhp5BkbGVjQNeIbX4dtacJ01Dxz15M\nctdHaLEeUrs/wj3+OJzDpyENkBDiNW+Sbd2Nc8R0tEg3yZ0fkNjxHkYqIoIwUlESO5eT3reR9P7N\n6JHugcRGDd+ci3CNmUOufTdIEgULrkaLdKFFe9GiXcLIZndhpuMYsV5MNSumnjY3ngknoMd6ULv3\nCw26YiVv3mWovc0izS3cDqaB4itEkiRynXvxD4TM9L/3BxzDppDr2kvBiVeihtvR+lrA1HGPP56C\nBdfgqJxIrucAuZ595M+7lMiKR3COmo3i8hN669c4h01B7W3GNXImtsIqYuufx1F1FNnm7QQWfQt7\n8QiMTJJ4zZvIdjfeKaeSf/xS0vu3oCf7UfsOkNi5HO/kk0nVCdygkU2R3r+ZwEnXCbKHxUp0zdMU\nX3SPCDiJdIoBsZHDVjKS3he/jyWvhNLLf4Xi9BHf+IqYdmOCqWMpKBdGP13DVjIKizcfIxMT96pu\nIheNQJIVXGOPJdfViATI7jzy5l9NpmkLqFm0SBejKkto2reXMWPG/MP1paWlhb6+PiZPnvxP1/mD\n652iKFgslo+tiwcnzf/ze+/TTj8lScJms5GXl0dpaSmFhYVomkZXVxdNTU3E4+KUzG63H7Zk109T\ngxkI9uijj3LdddcNwlX9n6+/q0H+coJ8BNVgcpBzuRzbtm0jGAz+W+Efn7UGYyKbTqepra1l6NCh\n/zaT+dPW573eTCZDbW0tQ4YM+cS1fhq9sWEY7Nq1C7vdzuTJkwfn/ZEkfDPOId24UXBqnT5Sjf8/\ne+8dJlV99v+/zjnTZ3bK9gpL77AsIoIFsSFi7xprND7GRE1vTx7zPEn8JjHFJ80SY401GguioIBK\nFZCyLAu7C8uyvbfpM6f+/vjMrjUJFpTf98t9XVxc15bZMzPnfOZ97s/7fr23ivhgNYFkd5JVcSbZ\np/0HrXdfArKCzRtAUxNgGIB4PSw1IfzHgGWa9L/2R5SsPCwtTc+z/0PW3PNxlVfQ9+IvCB5/BX2D\nnRjRIVBkFG+Q7ie/jyVJoKXENrLNQd8rd4tNLNkGNgdyVi52fz6y04ORCGPqaTEQNPssojteYeit\nRwCI7XyV7CW34iqbQXvDFsJbXyC8/nF8s84gdPL16NE+QKLzkdtRfLmU3Hgv7Q/cjN2fy8BrfyJR\nu47QKTeQVbGElv+9jETtOqJVK7Fnl6INdZB/0c9JNVcT3fICWAb6QAfemadiy8oBSSK88SkS9Rtx\nTzqe5P4tFF57N8mDOxl64wFhF0lGcZZXoPW3AtC/4veoXQ34519KZMtzFF15F6n2OgZe+xOSrOCb\neTrBhdfQ9seryJq1GLQ0sd2vYxkq6a4GPOOOIbL1RVyjZ2LzhVAC+SQat6F1N1Jw5S/ploxrXQAA\nIABJREFUfuL7aIOdhDc9g6t0Kt7ppzDw2j24ymbiLBrP0LrH8UxaQNYx59H1+HcZXPc3ZKeXvIv+\ni/DGp3CVTcc9/lj6lv0aXU1hJCIMrLofMxEmvnuNYDn3t9Px0NcxYv2Yqbi4GVJspJp2og20Idsc\nogsuKdgKJqD3NBJa9GXitWsFWaNkMu7yCqJVrxHZ/IzYytfSoNgZXP0XcV5pKSxLYPLs2aViYLNx\nB5JixzmmElfBOGI1awSDeviaSUUZWv84ZjKCpaWEt1dWyL3wP5Etk66/fZf+VfcLz7QkkX3GLbTf\n92XMdELwpeddhM2fS9/Lv8U5egbuUTOJ7nwF75SFZM0+i3RHPV2Pf5virz2G2t1AaNGXSXfuI3Hg\nHax0AnvuaPLO/T5dT3yXzr/eQuktDzO0/nE84+ZipJMk9m/GOaYCrbeJgkv+h76XfwN2J9Hty0GW\nGdr4JLacUbjKK8XzUVOC0rHnTToeuEkEg5jD4R0wsOKPSA4XRriHtj9cmfHl27EVT8DobcaZQeUB\n2PPHICkK6Y56sTNkGshuP2b/QZBk4rtWknfxHSTq1hOv28jg639GtrsxDY3LLr6QBx988F8uLU1N\nTSPIyY/btHhv13i4u2wYxsj6axjGJ7Ji2O12CgoKKCgowLIsIpEIfX19NDU1kUgkaG1tJScn54iL\nm/4sO8hH6/DW0Q7yF1gf7CCrqko4HP7U+JdhksK4ceMoKSn5XPxJn5Y7OTQ0RHV1NVOmTDnsmDsQ\ni1RPT88nEuKRSISqqiomT578oWP9OKSK3Nxcxo4d+5m9P3feeaeI3h3qInjS1TiLJhDd+jzaYDuO\ngvFiGMyVhZmMEK/fCIZG6c0P4Zt1JtEdL4sBKAC7WxAwkAQBwDIFpSIzcKT1t2LE+tF6m4hVrRRJ\nYSdcgdpRT/H1f8RIRkXH0OYgMP9SfLMW4yqvINW8C3uoGDPax6jbn8KRV0747b8j250UXfd7ottf\nJu+CH2FEelF7DoJl4MgtJ16zhujOFaCnSLfXgqyg9jQS3vgUserXR1Bd9pxSJLuTZON2IdZ6DpI1\n9wLMVIxY1Qr0gXbUrv34Zi0m77zvEd36As6SycSqVmAZKpZlEjz+ctTOBqLbXsIyBAHAf9zFhE68\nmsg7L6L2NpGoXiVeKz2NZ/qpKC4P0V2viW5ctA//Mefhm7KQaNUK0ZGufUsMZ7m8pNv2YMTDmKkY\nycbtpA7uyHSyLaLbl5FurQMMLMWGZ+wxmIkw0e3LULxBQguvI1azBsUbJFb9OsETrsQ7ZSF6fJDB\nN/6Kt3IpQ28+SPDEq0jUrUftqBMi3jJFZ3agTaTxbX8Z94S5KN5snEUTyb/4J+jhTrSeg2KIC/DN\nOA3LMtGHurHnjiJrztmkm6pwFk8i3VoDFtgLx0FyCDMVI9W0M+MHFx32VOsekQJnmUjBYgou+SmB\nY88XQSMSSA4vtmAhhVf+kkTdetIdteRd8APUnkbs/jwc+WNI1K1HUmw4iidTetNfBFO4uQozESF0\n6o2kWnYjyTI5p96E4g1hCxUT3vAE6Y46vFNPxjtpAdEdryK7s0jUrSf3rG/gLJyAqSYZXPNXXGPm\nEN3yHPkX/xeSYsc97hgS9ZuIbHgS2eEmtOjLmMkIibqNqF37Ccy7CGfRBDwT5hPdvoxUy27U9lqC\nJ1+HI7eUyLaXkGUbWn8L2ad+BdeY2US3vUjolK/gLJlCun2vsD7E+glveJLwpqeJ1azBTCcyA4dK\nJqEOgWo0VHwzF6O4/SJ10ekRHeq9b2FpKfRwD1lzzkZtr0WSFcHaBpScMtyjZ6INtOObuRit5wCS\nLBOvfxtX6VTMVAxboEDYa7oaqNlby2mnLPqnw+GNjY1Eo1FmzJjxqXf03ttdHv4H7183h4Xfx1kX\nJUnC5XKRnZ1NSUkJ3d3dBAIB2traaGlpIZFIIMsyTqfzC/frdnZ2UlBQ8KlFciqV4rnnnuPGG2/8\njI7s/+k6mqR3pNUHL9TPooPc09PD7t27mTlzJnl5eZ/qsT5OfZqObGdnJ7W1tVRWVn4mk72HUp/0\neHt7e6mpqaGiouJDISOHSqrYsWMHo0eP/uyxeJKMBeIDMFiIc3QFpq6Rbqsla/ZZuMtnk9j/NuFN\nT5M1azGyw0u6o45EwxaxVe3Npuy2p8g58+viAxrEEJ4tc9NjmWComIkwyX1vi79nGiguH1p3I2Yq\nSsdfbiLZsBX//EuxBQoIzLuIVPMuBlffT/DEq8g95zsARLYto+vx7+IeN5fiG+8VnkoJOh/6GqnW\n3RTfeA8gUXj1bwguugFLT2XQYxqB+ZfiP+Y8sDkyg08yBV/6FY78MQy+9QiSJGHEh0C2k6h9i+j2\nZSTqNmKZBrI/n3jNapGcZxr0r/g9tpwySr72KLKs4CybgS2YL/ycFjhLpxGreo3WP34JyxKDXXkX\n34GkOHCWTUfrOUDuktvxzzkHyzJxFk0k0bCVzkdvR0J4PAuvuRvL1AktvA573hhiu9dgRPtQ3FmU\n3PQASDIFV9yJe/w8kECyu7GSEdr/ejOx3auwdBX3pBMAcJXPJrz1BSw1iXvcXACyT/0K9txRtN97\nPZaapG/5b0ns30zOOd/Bnj8atCSJ2rUYkR70SJ+4oTAMLC2J2nOQ9vtvJNVcTfDk6/HNOlMIuLef\nId1cLUJYeg4S2fAUliSR2L8ZC5DdfjA0jFRciHBdJf/SnzLqG0+TNeccJEnCv+AKJLsL76jp6AOt\ndD58G/acURTf/DCy3YmZitHxwM0Y8UGKrrkbxRvCSESJ732LgdV/Ifu0m/BNPwVZsZFsqsoQSzSR\nlFckrADO0mno4R5SbXvAMlD8uZiJCPZAPpau4iwcz9BbDwk0n0cMRQUXXoOjaAJdT34POSuXdHs9\n0V2vM7TpGWR3VsbX7CB54B18M05H62/BSISFNSbz3HPP+a5AIRo6rlEzcE88HktNEnnnBXwVSwBw\n5JWTs/RbDK75C/ZAgRj6tCxCi75M4TW/I/fc74ufK5wAusrIciFLwgJlcxDbtZLE/k3CsqImGVzz\nFywLQbIwNGK7XgeHWwwM6jqu8grMgXYRQGIaxHYsJ/vM2widciMSJvG69eIGtL0WS5LJOuZcJCRe\neeWVDy0nlmXR0NBAIpH4TMTxB2tYLNvtdpxOJw6HY0Q0GoaBpmmoqvq+bvOhlizLlJSUMGvWLObM\nmUMoFKKnp4dt27ZRU1NDZ2fnZz7vc6j1WXWQ4/H4Ecl5/r+pjlosjqD6NALZsiyamppGYo0/7wSh\nT3Ls702Lmzt37ufKrPwkArm5uZnu7u6PfH0PZRhvcHCQuro6pk+ffnhY1xmclGRz0PW3bwsagGli\nWQa23FH4Zi+h86HbkGSZ3LO+Kbi8B3eQ2L8Z/7yLiGx9HsvQ0PpbsLQ0nikLyapcSmz3GuJ730RC\nAm82VrhThAhkOL+J+g1gc4JlYKpJQouux0zFhQB6+FbMVJycpd8SXaza9QAMrXsMbHYS9RuI7Xot\nQxMQHk1H8STSHXUgQdcT30Pra8E75STBI97yD4bWP46kKHgnn0jOkttp/d9LMZMRks27kGx2Aguu\nYGjTk7jLZ6L1tgAQOuMWwhseJ/fMWwGLnud/hpWKIzm9JBu20PPUj7Ask55n/hMlUEDxDffQ8fBt\nhBbdgNrVQP+qe8E0cJVNR7a7sVIxcs66nY77b8JMJ4juWoktUACSRMkNfyZWv5H+l34loodTMSw1\nhSN3NEYiLAAjho5kd5PuqAXLov3+m5AUG4ovGyM2gG/GaQQWXEa85k0G1z1KdPOzxKtXoQQKMMLd\nuMbMJtlUhRHpRQ/3INkckE4g2eyYiTCSzcHg6vsFWk5WxLlhaGCzj7xnlpYWA52mgWR3Et78d2GF\nMAQJwj1xAa5RM0QC3ht/xZ5fjtZex+jvLifduZ/e53+G4g1ScMUvaP/TVZiJKF1/+w56pJeCL/0K\nZ+F4ou+8QGL/FuJ73sQ783QcuaMJb3gcMzGEmYoDFmY6RufDXwfFhqUL1J6lp4nXrsfS0qi9B+lt\nqcaePwZn0UT6Xr4Lra8VLJNU4zY6HrxF3NBZFmY6DqbJ0ManGHjjQWx+0SSQ7C76VvwBfagTI9KL\nERsUAn+oh75X7kZ2uLGwMAY7QLZjyQr9K/+QOUYJyeag+5kfY0T7R95DSXFg6Srt91yHe+ICJIcX\nIy5SCxMNWzPvTTeSzU7vsruEyFVseCYuYGDVvSTqNhA69SZ8006m5XcXv/t+iBUF2R3EjPZiGRah\n029B7dpHonYdlp4W4R12L76KxWL3R7FhKXbM2ACuccdgDxUT3/MmRrSf/ld+i6NoMs7SGWh9TWQv\nuZ2htx4mtn2ZeL1tdioqKj60nu3fvx9d15k2bdrn0nX9d1YMXddHfubjDvrl5uaSm5uLZVnE43H6\n+vrYvXs3ANnZ2eTm5uLz+T6X5zn8GfFpK5FIHHH2kf/b6qhAPoLqkwrk4eQ1m83GnDlzvpDp3Y8r\nOA3DoKamBofDQWVl5ee+7fVxjteyLGpra9F1nWOOOeYjh/H+nTju7OyktbWV2bNnf+bIunfLRLI5\nsQXyyf/SXXT+5ebM4J1Jx5+vEULJ1CCrEHtuGZ4JxxHdtRIj2k/W7LOI16wh3bKb+J438Uw7hVTj\nNnLP+Y6IxbXAV3EGijeb6O7VGJEecLiR3T7Moa6MJUMIv8E3HhRDQpYpkF6SwsDKP4qtfl0FJCwt\nRVbFBSDLRLcvxxYqJmvexQws/zWpxu2kW/eAbBNWC8VB8sA2THXDyBa0ZRok6jaQbNgKlkXvi78c\nCToZXPcIWBbJ/Vuw9DT2wkniPbEshtY9itq5H1/m+eZf8t8gyXQ//WNBubAMQfbYLagevS/+H4x4\nmNwzv07fyj+RbNiK2teMZ9LxwkPtziJevwEj0kfhFb+k66kfYOkakc3P4Z21hMTeN+hd/lskh5vO\nR7+BZ+pC4jVvkHfRHUSrVtK7/G6QZdxjK8le/HXa77kW/5ylxOs3kX3aTWgDrdhzytAHO3CPnQOy\ngt7XTLq9TmDKHB7AQu9vE6dAVh5l1/wWU03R+8Kd6JEeLLsTRbFjJsPYQiWAieIJkmqtwdJV7Plj\nyao8m8E3/4rs8omBrvZacs/+JgOv30ti3yayT78Ze/5Yuh65jfDmZwlvfBpfxRJCJ183kqrY9/Jv\nkOxO3OPnMvjGX9EzQ3eWroHdSaJ+I8mGLQLfJivgziJ/6bew5ZQw9NajJA9uR3Z68Uw6nqzZSxhY\ndZ8IeZEkJGcWlppG7WkUMd9YYGiUffM5JEVh8M2HiVW/hq/ybGI7X6Xs1ieI79tE34u/AllGj/Zh\nk2Qc+WNJJsJChFomwZOuxn/cRUS2/IPwxqfJmnMu8b1vETrxKhx55fS88H/QB9qxZRfjHn8s9pxR\npJqrhF9blvFMW4SnvILw1hdECIcEfS//GsnuRHJ4MMLdgj+c4YNbkkLHg7dg6RrZi78Gpkn47WcF\nI9mXgxHtR3K4xFqCgXvWEpLVKxlcda+ggCALH7/TC4lBotWrBdUlr5x0aw35V/9OfI4kwkTeeZHc\n875P/yu/w9KSpLsbsEyDyLZluCceR2znCnG+a8b7hNYwmQdgypQpX4glYXiNHe60DhMxhv8f/pwc\n/v6hfuZJkoTP58Pn81FeXo6mafT399PS0kIsFiMQCJCTk0N2dvZhRcR9VmFXXq/3Mziao/XP6qjF\n4giqTyKQ0+k027ZtIxgMHlbqw7+rj3Psw8ecnZ39hS3AkiQd0pCDruvs2LEDp9P5kduMpmmi6zrw\nLvPzvTVMqujq6qKysvIwimOQZBGRq0f66fjT1Ug2wXiVbA6KbriH4IlXi+3wSA8td19KdOerGENd\nOIsmYMvKxZ4/lmj1axjRfrJP/Yp4rKFOEvs2Yc8fjdrbRGD+JTgLxyEpdnyTT8ARKBDeSVkg5JBt\nYoDKtDLBDh7yLvgh9rzRYBp4p5yE/6RrQbYRfedFYjuWg55G62tm8LU/gtP37mMYOpIk45t6EjZ/\nHpIs4yqfjWfyiYLzq6Uwk9HMz2q4Rs/CM3EBOLwoHkHzANA66xh8469Yepp05z6800/FN+NUAOJ7\n3qL7yR9izylBsjsouOIX+GYuJrJtGZgG+mAn7gnHIrvF9rwtUIgR6cVRNAHLNLDnlQs/a+lUnCWT\nkB1uki3V6P0tBI45G/uomViJMGYqSu75PyB3yW2AYPymm3eJGwvLQh/qIl6zBtnlI3Di1SIxL9pP\nomErgfmXknPW7STqNuCvXIpkc1Bw+Z2UfPVhfNNPxQj3kjXnXBR/HnZvkFTrHtFVdXkp+erDkI6j\neAMU33gvZipC1uyl5J3/QxRvECQJraeJwTceQFIchE6+HtnmwEiE6Xjwa6Sad5FzzneQnR7itWsB\nCG96GmwO4jWrafnthXQ8+DVQHGB3YQsVi3jqZAQj2gdY+CqXMvqbfyfnjFswM0ONsi8HR7AI2Ruk\n+4kfoPY2UXzTA8guH5aWFH7vzv0oWTm4xlZS9vVHyV78NbT+Vuw5JQQXXgeSjBEfoOPh20js20jh\ntb/HN/VkAAZW30//y7/BM+VEMA2Krvo1wZOuJtmwBUtLU3LjPSArmLpG95M/JLL1efIv/SnZp92E\nZVnEdr5K58O3YgsWYssuxjftFHzTTyOy+VkS9RspuPKX2HzZyLKMHulF729F9mThGjWdstufpuDK\nXyFJMpLLR+7Sb4mIZsUm0OORHkw1weCbDzKw6j7Cbz8jrhW7E2QZKx0H08BMJUhWrxDsYzJIL1MX\nNxfpmLjo9RSWBf5jL0DxZtP10NcASNStR8nKxTv5BIKLbkAf6ibvkp/iHj8PtateeOwlaWSuoLu7\ne2S9qq2tRZZlJk2a9IX7dYfrg1aMYTrGsFjWNG1EQA9b3A6l7HY7hYWFTJs2jblz51JYWEg4HGbH\njh1UVVXR1tZGMpk8zM/uk1U8Hj/aQT7MdbSD/AXWp/UgRyIRdu/ezeTJkz8zNNwnrUPtyEajUaqr\nq7/wYz6UBTSVSrFz507Ky8spKip63/cOlVSxd+9ebDYbFRUVh//DxrLAMLFSUYInXYMe6UHtOYjW\n14KZjOIedwyDax7All0itu/3rsWID6H2NNH6hytxlEwhdeAd3OPnobizULJyiGxbhqUmyFn8dbof\n/y6WaZBqqkJyupFdXgouv5Ouv99BuqUaV9FE0u21WKYihJ/Dg5WO0/fSr8SHu81BomELlrY+083W\nsQwJyRMUYQ5aCtnlQ+s+CIodxV+AEe0jXvOG+DBHEpHYkvxuWEImnAPLIt22l3TbHtBVDCQGVvwe\nyeHB0tUM9UAByyC2+3Xie9YAErHq1/HOXEz2outp+/M16ANtxHavEgEUlkVw4bUkm6voW/YrJECP\nD2BpacIbnmBo7aMogQLAwjdrMQC27FIGVt0Lnmy6nv4vzPggKAqy00vvC3fiyB0NWAy+8VcCCy4j\nuvNV/MddytC6RwlvfAr/3AtEzLQ3JCwvahLP+GORbA7SbbV0//0OLMvEjA/R/dSP0Hqbyb/0p7jK\nppHY/zZaTxN9y+7CPWk+ruLJwsqia5jpBKaaxoiH8U45EdnpoeCyn9P5yO1YhoY9uwx7bhlD6x7D\niA28ez4pNhHaYlmYWgqQ8E4/FXtuObLDyeD6x5GQMCI9FF79a2y+HHpf+hVmbJD8y35O77M/AaBv\n5R9J7F1LcNEN+Gcvoe2+G9DDXXQ/8X3Bx555Bsl9mzBig8Rr3kDx51N04z2ENz2NmYwxuOEJolue\nJ2vu+YROuprIzhUAdD58K4ovh6w55xLdtoxUV4Pw5u5eTc7Sb+GZdDwte9cS3fWaiBCfeDzZi7+O\nER8AyyLy9jNIdgeusXMZXPsIRrRP3Ei11+EefxyB4y6md/lvSLVUM7TuMRwF48i/5KeY8UGMeJhY\n9evI7gB5F/0XyYYtaIMdI9xv5+hZFF7we7SuA8JWo6nivLcgdNI14v0lhWfqSSieoBhEFXRicX47\nPQTnX0K8bj1afzsYKnkX/hc2fx6KP5f+5b9D62/DSAzS/eSPUIIFGENd9C7/nRhGzdwE+iuXonbu\no/+V3+IcNTMTu64LvGMmKGXq1Kkj65XL5WLcuHFHjDj+YH2UFeO9zOVhtObHZSHLskwwGCQYDAKi\nQ9vf3099fT2apo0k+gUCgSOCsZxIJI56kA9zHRXIR1B9nAWpq6uLxsZGKioqjohtluGgkH9VPT09\nNDQ0HDHH/K8qHA5TU1PD1KlTPzQ4eCjiWNM0qqurycvLY9SoUZ/LMVuWBd4gkhrHFiwksm0Z2afc\nQHjLc6Saq0h3NeAsm0a6vQ7PxPnYAgWkGrfjKByPLbuY5P7Nws7QXEXPS3dhLxaEB++0RTgLxiHZ\nHIQzkbWBORcT372KwEnXonbUIzs8+KafQv4lP6Hjwa+h97eiONyYpiFsFbIsmLyyQqq9Du+0k4lu\nfg4kC0mSsfuySbXsxhYsRHZ7M7HMaSRM0UDTVXyVS0nsexszGSZ4wjWYukpk45MjYtnK2DxQ7GB3\nkXf+D0h31BNe91jmBcrcfA7HFAMgEd+9iviuFSAr9L9+L+4J88g953u0//FLOIsmovW1ohq1WFoa\ne7AQLRWj9NYnSNRtoG/575BsNvpeuZvojuUoTg9qZ73wE4dKBHErFSOrYgm+OecwuPp+tIF2Asdf\ngXv8sQxtfArftJNJHNhKuqkKPdxNunMfzrJpRHe8gnfaycJfDPgXXDbC2O154ecg23GNqWDwzQcx\non3CVyvJ4HCRbqlB7T6IzZcNkoIR7afn2Z/gHjcH2enNWF0gq3Ip0e0vY+hpsiuXCkqIpCBn5VB0\n9W9QXN4R+4J3xunEq14l+/SvEqtawcBr9+CZfDzZS75B66/PJdVeS2T949iySyn56sMi3c6yiFWt\nRFIUfNNPRW3bQ+eeNcKWYVlgQbp1D2rnfoxUVCQB2l2YyQhdf/s2kl1gzlJNO7DllJI8sJXYrpXC\nzqDYRigd8b1rRUSzrgGi09+/4vcMvH4PYDG09hEsZBINm4nvfUu8prINDB1bdhmWmkDra8bSNWyF\n49Hba0ns3yQixU0zE3+eJt1eS/fTPwKsEXSdmYoy9NbDWJKE3tdKuqUGe8FYZMVG12Pfxoj0gmni\nnbWYZP0GcLgZfOthsCwUb4h0W20mNVCE+wQXXkuicTtqaw1DG58Sp6lsAxyE33mRoit/ISgozbso\nvuEehtY+Qqq9DtfoChLR1STq1oOhk2zaRXz3GoxUVByrqZPY82Zm6DbTPc7EdXs8HmpqavD5fIwd\nO/ZwLlOfab3XimG329F1nfr6enJycka6y5ZloSjKx8bIud1uSktLKS0txTAMBgYG6O7uZt++ffh8\nvpGQki8qzvqoxeLw11HM2xdcH+wYt7a2/ku6wfBgW29v72Hfsv84FYlEAD4yxnp4gLCzs5PKysoj\n5q73n73W3d3d1NfXM3v27A89n0MRx4lEgqqqKsaMGXPYec7vLUNLs/HN1SArJBu3gZ4mZ8ntGNF+\nkgd3onU3kH3qTSQbt+EsnCC2dhUFMx2j8IpfYAsVkWzYgjN/LNpAG2pHvUC86SrOUbNItdaQ2L+Z\nrJlnEJh7AYNrH0VxeUl31OMsmy7sCBOPI7z2MSSbnYLL7yRrztnE69ZiqQIzZsQHMSM9pLsO4Cqb\nnqFnBEGxY0R7MWMD2HNH4yqbhtbXgmfS8ej9rUiyjNp1QIhcwyDVvAu1r5n8i/+bxL7NgtU7LHpl\nBUmWUdw+YjtXoPiysbAInnwD2kA7Vir+wReOkcQxxYHe30KqYStGMkJ892pMQ6XoqruIVq/CSkUz\nw1YKQ28+jKu8An2gleIb70Mf6ibRsBWw8M85h+wzvkb47WfIqjybZMNWAvMuJLrtZSSHm+T+zWh9\nrchuP5F3XhC8aC0Fskxk20to3Y1IioIe6SOy+VnCG54ksuUfIj0rY2FxFE1A8QRwlk7JRIRvBYcb\nR6iYkq/ch79yKc7SqUR3voJr/HHo3QcwooJQEd74FLHdq1G7GwAE+q/mDTwT5+MaOwczPohn3Fy6\nn/wh6e4DFF71a+w5JcSrXyfdtZ/Y7tWETrsJz7i5qB31JOo3kGqqEq+9JBHe+CThjU8x7OJTfNmY\nagIjNoDWtR+QkPPGMOrrj+IeN5d43XpkhxvJ4SRr5hnkX/oz0m170Dr3g2LHUTQJR+4olKw81M79\nSE4v6Cqjv/0PPBOOI167DsvQCZx4FemOOkpu/iuS00dyvyC0+GadiW/6qXgnn0C6uxFJUrCsDMIw\nnRBeYV1D9udixQdFt1exiXPCMsCyyDrmXHyzFmdCVySCJ1yJZRgYQ53ivE5EAAnJ5cPmCWBE+tF6\nD2JlbpbSB3cIRrGuYgsWYiaG8Ew+HrWzPsM+lpCdXlJtNZjJKIo/DysRJnDClSPWDCPcg+QJoA+0\nCVbziVfhHncs8ZrVSJJE/vk/Ilq1Qvj/tSQ2XzaOgnF4xs0l3Vk/EuCCbMt0sw3AYvHixZSVlTFm\nzJjPZa06HDXMlvf7/YwdO/afDv0N18dpSMmyjNfrJTc3l5KSEtxuN5FIZORzTVVVbDYbdrv9Xz6u\nZVl0dHR8JiEme/bsIRKJsGjRok/9WEfrKObtiKuPu4VlGAa7du1C13UqKyu/sDvXj6p/1kEeXrTi\n8Thz5sz53OkaH6eGhXxLSwtz5879kL/rvVPV/0wcDw0NsWvXLqZOnfq5YvYA7rjjDhweL7LTg6Wl\nkJ1ekvs34516MmrHPrDANXoWtpwyEge2oXbuI/fM2zBigxjxQcKbnwPFhuwNUnrzgwSOu1RM1Wsp\nuh65Fa23GTQVW6AQ2eVF8fgFMq5iCb7pp5Fq2kl028so3qCIPG6qEjHEaYFoK7npL4ROulYQL9Qk\naleDiI/uaUIfbMeRJ+wHlqETr38bU00Sr1mDb/ZSXBOOw543Gs+kE0GWxXGlEwyLOl7PAAAgAElE\nQVS89icsyxDDaooDEHYLTIPotpdxjamk+Cv3I0kyNk8WituP7PKC4sBRPHkklGHE26kL77PatV8M\nmGFhqSmiO1cgSzK+Y84DSSKy+TlCp95E/sV3ABJ6uJvkga0obh+YBqmWasIbn8RZNIHAcZeIJLdk\nBLXnADlLbkXyZpNq2oXW3YB77ByBupMkCq/+LaFFX87EgIPiyiL/kv+h5OYHGfXdF8ldciuS3YXi\nC2Ekw+Sd8x2CCy7H0tPITg+Fl/8cra+ZgbceAiBWvUpYYc77HpbNiZmKE1p4HcHT/gPIkBi0TOfd\nJtIR9YF29KFOOh++FQuLwPxLie9exdDax0CSSDXtwkrHGVx1Hz3P/Q8Da/4iBJdp4CyZimfS8eSe\n9wNyL/oJkmLDP+9CSm68F2fxJPTBdoInX4/iC2F3uonseIWux76Fq2w6xTc9gCTb0Prb6HzwFhE6\nUjwJ7+TjKbziTuyhYhJ73iSr4kwC8y8GWSJev5GOB29B8YYoueVhQa0wNDofvo3IhifIXnI7IJFz\nxldBUeh/9fc48sdS/NWHkBU7jvJK8T5rKRRvCMUdwFRT4PAQXHgDZJgSWCaxqpUMrrovQ5GwCG96\nRlh6YMQyhKGCmsAyDfRwF5LDjc2XjTnUKYJADB1LsaMPtIkAj71vZsghqohu10QkevEtD1H6lfvI\nPfe7RDY/S/Cka7FllyLZ7AyteYDBzc/izfitJUki5/RbSDVV0fnE98ThZOUi25wUXP1r8s//Ia7y\nCkGKGe4cm5mBVJsLFDujRo1i9OjRh3mFOnxlmiY1NTVkZWWNiPxh3rLD4cDlco14l4fXcU3T0DTt\nY9OMJEka+Ttz5sxhxowZOJ1Ompqa2Lp1K/X19fT19X2kXfKzjMA+6kE+/HW0g/wF16F2kFOpFDt2\n7KCwsPAzDZf4rCoWi434tIZLVVV27txJKBRiwoQJR4Rv67313td6OJZbVVVmzZr1IeTce0kVHzWM\nB0eG7WV0WSnLXnoRJDtWKkqyaSfRqldBlnEUTcBdPgtJkolsfg7FEyB0yo3Eql9D8eWQqFlN6JSv\nEKtaiX/exQysuhcrHcd/7IXknvs90t0HMIY6SDVVEdn6vBiQ01Vyz/4m9oLxRDY9hdrdKAbGvEFS\nzbvQY/2CZGFZuEqn4i6fRWTLP5DdWeSc9Q2sZEQIb9NAdgewBQvRhrqxZ+UgIYSuNtCO3tMouo/d\nDeSd9wPSnXW4yiuRXV70vlZkpxtLS2HLLwc9LdIALdAHO4hsfR4sk0TdBuw5ZRReezfRbS+Rd973\nRXJc90HAxJY/HlNXMx1lhHUj02FMd9aLgJKu/aDrgEWquYrojuVYWppE3Qa8006h4NKfEt7wJKaW\nQutrJnj8lTiLJxKrehW15yBmOo7izSZZtx4URWyz+0JIso3kvrdFsEjdBnLOvJVE3TosU8ceLMRd\nPhtJkhhYdR+yy0fe+T8g+s6LaAMdeCYeR/8rd+MomUJgzjko/lzC65/EUTyJoXV/I2v2WbhGzcB/\n7AVEtr1I8sA7pFtrUIKFmIkw9pwyHAVjCS64jET9JhHyYWhiwFOS0XqahIc5FcVMRkFWKL7lMbIX\nXkNg3kUY8UH0gXZkpwdn4QSyT7sJeya0Q+s+gC1vFOF1j5LuaqDwql/jnXAcg28/hzHUSbp5F/b8\nMZjpOJHNz2FE+wS2TrGRf/mdaD2NWGqC2K7XSO57m9wLf4xr9Axiu99A72smsX8rstONmU4S2fws\n8Zo3xFuXjhM65QZcpVOJ7lyO1tNMdMcrBBdeg2ficajttSTqN2IMdQlxa3NipWPiXDU0kBVSB7aM\neHSHY9gxdbwzTsdZMhm1sx7Fl03WMedipmLCbw5gish02ZeDd+J8EQ4S6RM3bg4P7lEz0GODiBNU\n8I4l2TYSyoPdgX/mYrT+Vkw1idZ9gOi2lzCTYTEYml2CEe5Bj/QwtP4JwhufJFG/Aclmy3S+FYr/\n4yESdWtJ1G/CN+NUhtY+gtbTJM65YY8zInHv13f9kqVLl37eS9VnVqZpsnv3bgKBwL/sgEuS9L74\n6+FB7U8Tfw2iOZSVlUV+fj7FxcXYbDYGBgY4ePDgiFAeFueGYdDb2/uhmZZPUlu3bsXpdDJv3rxP\n/VhH66M7yEcF8hdcH7x7bW1tpbS09H0X6HBXcsqUKRQUFHzeh3hIFY/HUVV1JDwjFouxc+dOxo4d\n+7ml+X3cGhbImqZRVVWF3+9n4sSJH0mqMAzjn3rY3sugrqio+EK75DNmzGDqlMk8/9wz4gumlSFK\nGJjxISLbX0btPQh6Gu+0RbjHVJJu20u8+nVsgXyyF3+NyOZncZZMJbp9Gb5pi0i37cVfeTZD6x8H\nyyTv3O/inXKSwISpcWK7Xnvf9n/u0m9izx3N0PrH0Ye68B97IUZiCEtNZMSXjhntI3jCVbjGziH6\nzgvY/Pm4x1aSbtuDmYxipqIizQ0J2RtAcfsx4oNINjvx+g1gWaid+9AHOvEfdzHp5l1Iso3Cy+/E\nll1KsmmnEBymLnjNGSGih7tQO+oxIn3Ed6/CTEQouOou4rtXUXTVXdiDBSSbqgRP2hsCTSWT+CEE\nkp4GLJG8NnUh/tlLSdRvRLK7ULvqSXc1oA+0i262GgdJRrI70Yd6SDVuFz7W5mqBAZMkgvMvxUxF\niex8FSwDIx4mcOKXcI+dTXT7MvIv/DEDK/+Es2QKksPFwJoHyL/4v3HkjsKeO4rwxifB7iRZv5GC\nL/1KdEXzx6LHBoTvVlVxjT+W6M5XiW75B5ahCUqCIcRY8fV/QA93Y2lJFG82idq1mZRADdfomRRd\nczf+OWfjm3EqkW0v4SqvwErHie54lcCx52NZJv3Lfo1/3sUET7iSwTX3o/jzsQWLGFjxe0BG66zH\nVFNINifxqhWCY23piBfWwkxGcZXPRu3aj80XwlKTyO4sIlv+gdbfgj7QJs4fyyJRs5rYjlcxwt3v\ndv8NE1t2ESZgpaK4yiswEkMkG7YQ3bUSDB0tgyJMt9aQqF1PsnHHSBgHWgp77ighjs1hb7olhLOh\n4as4E+e4eahtNYCVSWRswFIU0DW0vhbhIR4eHM0MjWJo6OEujGg/mAZKThkkh9CHOsTj68LDPOwD\nFjdMiCHDnStI1G8geeAd4S03M40UxYalJsHQCZ18PYF5F4LdidbdgKNoEmZ8ANnuIrTgUtwTjiO8\n4QmMRJjE3rdGkI/IsiBqyDL/5+c/5dZbb/0cVqbDU8PiOBgMUl5efsi/N7yWD4vljxr6+6SJfm63\nm5ycHEpKSvD7/SOx162trSQSCdLpNEVFRZ/6M3HTpk1kZ2cze/bsT/U4Rws4KpCPzPpgB7mjo4PC\nwsKRC7a9vZ0DBw4we/bswxMu8RlVMpkkkUiQk5NDX18fe/bsYebMmR9KmzuSqrW1lZycHHbu3DmS\nbPfeRetQSRW1tbUYhsG0adMOKzvzUGvy5Mlcc8013PfAQ5i6xsg2sWmMdERBQus5SHTbS0h2J0a0\nj8CCy3EVTSC2500S+zbhyCkjdMoNDK17DO/E44lsfR5H3hgwdPxzziG85XksUyfvnO+iZGWTbq8D\nILpjOen2WoxkDEuNk3vWN7CAeM1qtN5mAgsuQ+1swObPIb7nTUxdxYj0UHDZz/FOPpHotpewh0rQ\nI71oPQdEsEO0j/yL7iDZuJ2s2UsxUjHM+IDAlPW3ZBjGlujA7t9M7uKvk2jYQujc75GqW/9uUIZl\nog91AhIYGkpWLpJiI926m0TDVhL73yZ3yW0k9m+h7JZHcBRPIlG/MfP6WULQWIZAwA204Ro9i2Tj\nNspufQJ7XjmRt59FstlwFU1Cj/aj+HOJVa1A6z2IZHPgyB9L/sU/IbbzVWw5Zcg2O7lnfwu1ox49\n3INr1AxSB3cQ3vQMyAraQAf2vNFENj8n4oX7W8k+5csAKFm5qANtxLa9LAaw6jcS3vQMkc3Pku4+\nIHS9JJFq3IY22IGjcDxGpFv4tRFc3sjW54XFpb+FdHstOUu/ic2Xg6ml0HuasHQV16gZqH0tRLe+\nQMGVv8Qz6Xii218i1bEPxRskvvctCi7+CYo3iD27jP4VfwBJIt1RL0SgrCDJNiQZbPkTMMLd+I89\nH7VzH54J80XgR7O4KXGWTsNRMB6tvwXfrDPRuhuQZAVME0mWkf15guwx+XicRRMxYv34F1xKonat\niEN3uFFcPpwlk/FOnI/izkIb6kK2uyj+j4cILbyGwHGXYJm6GEg0RZCKGQ8LkSrJGdEqvm7PKyd1\nYKvwCZs6ktMzYidBUzOXlpnZdchcZzaHsBFpyXeRhzY7Vnwg04U2MsEkiL+ZuS6xAMVOwRW/JPv0\n/8BIRVDb6/DPPZ90Zx2SzSGa2WoSyeEidPL19C27C7VzH4VX/grZ6SF1cDuh02/GkTcaS01mbFDP\ngCSJv6mnMzd7Jk/87VGuu+66z2FFOjxlmibV1dWEQqFPZQ95b/z1sGAGPpPust1uJxAIUFhYSEFB\nAaqqMjAwQGdnJ+FwGMuycDqdn+hz46233qKkpITp06d/7N89Wh+qowL5SKwPCuSuri7y8vJQFIV9\n+/YxNDTE7NmzcTqdX9ARHlqlUini8TiJRIKWlhYqKyuPeH9UU1MT3d3dTJ06ldzc3Pd971BJFbt2\n7SIYDDJu3LgjykISCAT44fe/x/e//z2Kiop4/fVV7+c+Z5iqlq5iRHoFXeLgDtJd+5GQ0Ie6CJ50\njdii3v4yyeYqnPlj8Uw+nnjNapylU4ntfBXFG8RZMoXAsRcSeeclMFRCJ16N1tOIEREJb7G963CP\nnUu8ZjUYOjln3Y7W14zac5BUSzWhRV8m1bgdZ9kMwpufE2EJskzJjffiLp9NfO9bKJ4AserVQng1\nVWOmYuRf+J8k6jcSmH85ergLMxXBTCexh4qw55SQOliFLEloAx3DTzrz//AWs4UZHyTVuheQMBNh\nfDNPx1U6lVjNGoxoL5GNIpZb7ain7Jt/R5Ik0m17R7qLqaZdYIlzZOjNh3GNmone34qeCCPJMkVX\n/xYjNiAGyxQb/mPOJd3VgBkfIDD/UqI7luM/9gIGXr8H2e3DWTyJgkv/B1NLo3UdwB7IQ+s9iKmm\nUNv3YpkS0R3LCG98ivCmp9GjfRlxZWGZAm/lGDMHY7Ad97i56ANtOEfPxFKTaN2NWJqKZ8pJOEun\nofW3EjjxGtLNOwX6S0uTaqkm3deMJMnknv9DBl77E/b8MST2bRLnxPxLUFw+HIUTiLz9DOn2emSX\nD++sM9G6G1G7Gkj3NJNq2AKmRcFVd5HYuxb/gsux0nHU9j2AhB7rQ/EESPccRDI07KES0cGVFdKZ\nABO1bQ/+eRdhzyvHiA8QXPRlknvXIUmg9TZjxIcwor2kug9ic/vwTDkJresAhdf8Bt/UhbjKphHe\n+jzucXOwtBSJ/W+TNfN0LMuif/lvxcClJCENixNDpPghy5mUSD3D2DbB1PHMOB1Hdglaz0FwB0BN\nimjrVFz8jt2Ds3A8nonHoXXWi2vM7sZRPFF0dr0hXKOmix0SNSFEuCSLcwlp5Jr0zTiN3n/8jHTH\nPgq/9Cvc5RVE33lJ2F5A+O8lmdjOV5AcbvzzLiLdVkO8bgNGIkK6eRdD6x4jtvNVUm014gZDU1H8\necJfLUn85q5fcvXVV38ua9HhqGFxnJ2d/Zl7pz9oxXhvd/nTiOVhW4emacyaNQuXy0UkEuHgwYN0\ndXWhqip2u/3fDvoN1+rVq5kwYQKTJk36+E/yaH2wjgrkI7E+KJC7u7vx+/0jPMqpU6ceEV3Jf1fp\ndJrm5mZM06SiouKIGiD8qOrq6qKjo4M5c+YQCATe971DEcfJZJKqqipGjx59xFpIQCzKlZWV/OhH\nP2TBggU8/9Jy9OGhrHd/KrP9qovt7Hg4sz3cDaaB2t+GMdRFaNGX8Yyfx9D6x1D7WnAVT0Lx56L1\ntSC7s8T2vGIncPwVBE/4EuGtzyPJCo78cmLblwmhAUiygmfS8QxteAJMg9wltxPfvxlJkkjUriP7\njJuJ1awmq2IJg+seQ+tvx1U6heLr/hewSLfvBUMlcWCb8Io2VWFqSQLHXii6kpNPILJ9GVgm2kA7\n3mkLyT79FuLVr4nnivX+p28Z4kuWgdp1gHjdOjBN9P42gguvFUlrbz+LLZBHeONT2HPLMGMD5F10\nB4kDW8VQX+d+QouuJ3TqTSPJaBgasV2vYUR6CSz6Msn6jaTb9qD3t+I/9gI8004mvOFJJKeXdEs1\nwROvIlb9Ov5jzqN/xe+xTBPPuGMouPSnSDYnqaYdSIqNnAv+k9DxlxM6+XokWUHNJKSFTr5OcK1b\ndmGZFpLNjuLPRe1rxebxi86xnsaID5Fq2YWlq6QObCF4wpewhYowUzECJ15Nqn4jZjJKfM+byA43\n8Zo1qF2NmXjrnYS3/IP43rWYughqMZMRIpueJr5nDWpvE1YyDIj3OlG3DhQ7qcYdGNF+QidfT7ql\nGs/kEzCi/ViJQUxNxVEwBiVQKGK0R81Aj/QiSZDu3I/WfQAzFSfZsAX/3POx+fMx0wn8x15AqmU3\n6GlkX4jQohvQ+poZWv84gXkXoUf7GFr7KHkX3YFv6kLCG5/CiA8JusmulRkRjBCmsvzudZDhPw+L\nVyVUhJWOo3U3ovW1gKEhmWIw1EwOibk3lw/ScYzEEFpXA7aCCSjeAGa0T2De7B4UhwtJceAsmCBE\nNta7XmBFdMkB4nvXYhka7rFzSNS+RWTLPwSD2jQyOxhiXbIQAk3tPkCyYStmMgKGhuwJCJpH6+4M\nfeP8EZ84lsXKFcu56KKLDs+C8zmUYRhUV1eTm5t72BGa7+0uD///Qe/yx7FiDDeScnNzcTqdhEIh\niouLyc7OJp1O09HRQXNzM/G4IO04nc5/2nhZuXIls2bN+v81eeQIqqMC+Uis915gICKJ29raRqaK\nj1Th9d7SdZ3du3djWdZHRjEfSWVZFgcPHqS7uxuHw0Fpaen7bkAOJTY6HA6ze/dupkyZ8oUHtBxK\n6bpOxexK7rnvAVxTFqL2NuMonSo6SqYJaoL3icYM+smI9ZNqqcaMiuAIPdKH7Mki2VyDGe4mdNpN\nOPLHENn8HFp/K+7y2cI/anMID+iBd7C0NEXX3o3/uEvEcJ7DTbq9VgxT6ZoYZJp1OpaaJLpzOZap\nkbvkG8SqX8ceKiG2Yzn+BZcRr3mDwILLMkNqguObe+73STZuE55aCYzYIJaWRI/1Y6ViuEqnYcTF\nMFRk45NINqfwmCp2sCykUImwAJjGe56/JTp7maGsdHst4bf/DpikmqsJLryO7NO+QmTLc/jnXkCq\ncZsQJlikWqqJbluGZWj45l2E2l6HZWh4Z5yK5HAJDJrTg5UYwj/vQmyBAmI1a0geeAffzNPxzz2P\noXV/w1U2nejOFQQXXEa8di3+OecwsPp+PBPmY6aiJPa+SejEq5Ekmf5X/5esuedhGTqJgzvRB9vI\nylgTXGXThGBNxzDjEbxTFwpxmYzgnXKSQMnJNlJNVeiDnRixfpKN2/FMPgFbIB/0FN5pp5BurxWd\nr/42tM592AIFyA43ZqxfIPpMQ3QpFTuWmkB2+cm//E4Se94k+/SbxbBZYggAbaAVyeFC7WnETMVw\nlU3HCHcju/2k2/cKHnFvM4H5lyD7crG0JP65F5BurcEWKCDZuA09NogZ7SXVVocjdxTu8ceSbqkm\nuuMVJKcXMxEmvu9tMHT0SC/B4y5CdrhwjZ7F4Ov3onY1CNGq2N8lOpgZUWxZI1g34SNWsRLhDKXC\nACRw+VHcPsxkGEwTObccUlEwdNwTF2CqCfTeRoEszBuD4s7CHiqm+Lr/xTfjNLTBNlLte0dS7EYG\nAO0uJFkGhxd7sBBJllA79mGqaSGKbY6MkBfn6uhv/wNH8UTiu1djyy7BN+sMjGg/RqSXVEs1GDqy\nw4PaXjdyHdxzz58599xzD/+ic5jqveL4X+FQD0f9MysGvNtd/ncYuWEP8gethzabjaysLAoKCigq\nKkKWZQYGBmhsbKS/vx9d13E6ne8bHl+2bBnz58+ntLT0MDzb/+fqKObtSK+BgQEGBwc/MrntSK1E\nIsE777xDYWEhXq/3iBb0w8i5ZDJJZWUlNpvtfdtlh0Kq6O7upq6ujoqKig91no/U+vGPf8yBxkby\nLvov0p37cJfPJufM24SAiw8SOuVGCJUh+QuESHhPCQSYJawN7XsZWPknrPgQVmYAzlk6Dcs00Lob\nyao4E/fYuST2byay+Vl8sxYju7NIte4mXrtOfLhLEmW3P0X+ZT8TIQvxfjr+fA2RLc9hJsK4Ji5A\nUmw4iiZmQhIsAsdeALKgKRiRHnJO/ypSVh69L/0CFBvBk65BsjkyaXayED82J7LbL4IfcsqQ7C6Q\nJByFE7Bnl1Bw5S9x+EJCa8gicALPMIHl3ZsFQcMQYsmyLAbf/Cudj34LLIvuJ76Ha9RMim9+SCC8\ntLQQy5ZJfNsysWVvaKQO7mRojcCuYQiB3vPsf9P2p6sxNRUMFd+MU0WCni+bvuV34x5TSVbl2cKH\nHe5B72vBP+dsCi77GZau0fX0j9Gj/eiRXjyTTvj/2DvPwDjKc21fU7ZrtatVWTXLvTfZxsYY00M1\nvXcSCIEEAiGk56SQ5ATOSQjJSaeEUEIIECAUm2owBtwlWZYtWdXqZaXtfad8P96V6Amhmnzc/8Ri\naWZ3duZ5n/d+rhtkBTM+mg9iaUbxlJPq2wO6hsVXjSTLpHt3kWx9BS08RGzHYxQdfQX2acuw+qdT\neNBZSKoNSZZJtr5KbrQHLTRItOkF1IJiLKWTUVweETTTt5vMUDuyuwzvoReDYVBy0tfE98U0MJJB\nRv76bVBUxp76DbnQEL5jr0JSFFzzj0C22CGbxtRymIDFPx0tHsRaXINsL0BSrUR3PE6qZSNaeJDw\nC3cgWWzCe6tY8x1qCfQMhpbBXXs81vKZKIWlWIurQc+RG+4kvPEvqMVVBJ74BYN3f5WRh3+CaRpk\nR7rySL+M6NyOWxz0HKiWPB9YQrYX4Jh9CJLViWR345h+IJKiIksmRiIMFhtgYgT7xOCcoZFqfQU9\nFZ0I4zB0De+hF5Ebbif08l8wTVNwinVdXAsTBa8EWg7TMJl8zb34jrqc7GAbqsdP+fk/RVJUYaEx\n89eQaiH00t2M/O37FCw5gcrP/R+yYkGLjkycm+IqQvVVYxo5rvjC5+nr6+WSSy75EO80H67GMael\npaUfeXH8dhqPv7ZarVitViwWywTuVNd1stksmqa94RnzbjBvsizj8/mYOXMmK1asYMaMGei6zp49\ne7jtttu4/vrrefHFF98X5u2pp55i9uzZzJgxg5tuuuk9/Y7/H/RpB/lj1ngHube3l+7ubrxeLz6f\nb7/37wKEQiF27drF/Pnz8Xg8Hxi+5sNQLpd7C3JueHh4Ignp3ZAquru7GRkZoba2dr/3hL9eV1x9\nLcmcgZ4IkR3qwFI2mdDzt01sJ2eHO0TRkY6DCSVn/kBMvdvdgv4gie6gJIH34AuQnW600BDJ1leI\nbnpgYujIu/oCrKWTCW+4CyMVo/i4L5MZ6sBIx0g0b6Rg0bFkeptwzT2MTO8u0h3bsFXOoezcn6A4\nPaT7mtFGOolufTjfJRylYOkanNOWkdi9gdS+BsxMAlv1PJJN60HLYuay5IL9GKkY6ZFOZEzskxeh\nx8eQHW600AC5sT5kpwfnnNWk27cgO9wo9gKSzS8huzyonnJcs1aihwdFoTNuw5DHO4r5B1x+mMpI\nRSe8qlp0GD02Si6wDyQL2J35wjiL2DpXUVxeys+/kVj9Oiw+YcepuvoeTC1NpmMrkqIS3/kMmaF2\n0DX0+ChFh38Oa0kN8YanyfTtRlJUvAefj2xzYauaS3TzAyQ768A0iO14QgRdGBrOmStF+l9gX55+\noIlBOEVBkhTUokqMRBBJUUm1b0WPj6GHh0h3N+I55ALMbBrFXoBj5koyg61IehZkFUvJJLJD7dhq\nFqMFe1GchRgZYXswTZPkng0onjJKT/8uyT0bKDnlW6S7dwqfr2mQHekU/uLhDhGQkQ+AUX2VZAb2\nYmaTYuBu5ZmgWJFlGefsVeSGxJCec/4ReFaegWfFaXgPvYTk3lcE2SQyRKx+LbLNgRYNYC2dSump\n3xKWg2wSbbQHLToMgMXjR3F50ZNhpDzibHzBAkwMX2IaIEsgK2jBfsxcGkkWvnxTy2BqGSzFNfmi\n2AQjh33KMvzn/Te+Iy7DNftg4vVrsU5ahBboItnyCpLNQbqrTuwkdGzL/71851i1CkZxniwCJsFn\nfou79niKj7ua3GgPybZNE/9GUq1Ihkl2oAXF48/bSu4m3VUnvquSBKaOqWexanEefvABzjvvvIkI\n5U+ixotjv9+/X3ZM3667/HYYuUQigaZpb0ln/WcaH/SrqKhg6tSpRKNR7r//fjZt2kRnZyeyLFNd\nXf2uQ8N0Xef444/n6aef5tvf/jbXXHMNhx122EfO7d/P9KnFYn+Upmns2bOHRCJBbW0tsVgMq9W6\n30dIjtM1li5dSkFBAaZpMjQ09JEmx71bJZNJ6urq3oKcGxkZwev1TnSS/xmpoqWlhVwux4IFC97C\nSN6f1d/fz0033UT5RT8n9NytgEjkUtylyK4iTCNH0RGXkR1sw8ylQJJI7X0ZyeqAbArJ6kQtrsFM\nRSg65kuE19+G6ilDtjqo/NyvBdZsrAdklcimB8gOtqInwli8FXgPPhdMnVjdE+jxMUrWXEuyfQuK\ny0tsxxO45h8uSBOHXkKmv5n0vjqccw6h8ICT0eNBjMQY2eFOotsfRXYViQQ2WSHVsVUUCbJKyfHX\nYJ80XxRZiTCSRXSORfFVgR4bm0CHaaPdmLqOkYyQHtxL6WnfRbE6MZJhXPOPINnystg98JaiFpYJ\n68YE9uvNEoxmU8uSG+nMh5QYOKYupWDR0aT31ee37wWTVwsNoI31YqSiSH2ej1YAACAASURBVIqK\nHh4iXr8WW80ijEwC/7k/IdO3R5AV9By5sT5MPYeRjpEdaMGz6lwUVxGp7p1kB1rRogG0yBCYBkVH\nXU52uBPV48dIhik79VtYSqeQ2P08Nv909HiQzGBrvhgeoPSUb5ILD2EpqcE+aSHZkS4kRRV+XtMQ\nRItAD7ayqUiKiqTakBUFLTxMLtSHpaga99I1pDt3UHzi9aTaNwNgJCMk92zAlCSSe4Qf3Xf0laT3\n1eFZeTa5wD5hV1BUJFsBSDJ6OoEsSagevxiOrH8SLTQgBhv7W/Cf8xNkVxGJhqcoOuJzqIVl5IJ9\nxLY/SuUXbiXVVYdsdWItn4kW2Ec2sI/MSBfaaA+YBrLNmQ+9OZOChZ8h2bwRLdgvdhTGw2F0EW8t\nvMg2Sk7+Wt7bnMPUdTwHn0umdzemJFGw7CQwdbSxXsxsmsIDz6Jg8THE657APnUpFm850a2PkBvr\npeLC/yW550WsFTOxV88jN9JJel+jiNNW8txjadx7bE5Yf7KDezERw6DRbY+Sahdx16JzbIVsSliE\nbC4cNQvEdZVNMXP6NL71za9z6ecu4fLLL+fKK77AaaeewqJFi/6tgmx/k67rNDQ0UFFR8YEk0H0U\neifm8sDAAHa7/Q0NsH9n19XhcLB48WLOPPNM1q9fz9VXX01dXR033HADf/3rXxkbG6O8vPyfft5b\ntmyhsbGRa665BkVRCIfD7N27l0MOOeR9nfMnXJ9aLPZH7d27F7vdzqJFiyYGAf7dZJ+PUqZp0tra\nysjICMuXL59Ytcqy/LbJQR+3QqEQ9fX1zJ8/n7Kysje8Nn7M/4pU0dDQgNPpZO7cufu1v/rtdMMN\nN2CbtCCPehIJdFVX3I4eH8Oz/BQc844guO7/MDIJys75CZIs41tzfT64QMfMJDETQUxDI/LSvZha\nllTrJrRogP5bv0BupBPrpIU4Z62i6vI/YqTjoOvkQgMM3PElcpFhjGQEa9lU1MIy7JMWEG9ajxYZ\nxnPgWcKTPNBCfNczgoU70ELBgiOxTZoHSDhnrMAx7QAxHCWrgvJwwf+KUJCiSjJDbRQs/IxAcFkd\nqL4q1IIiQCLT04RU4MM562CMbAr3ijOQFEV4OQ2D0Yd/THTH42R6mwg8/jM8B52Na96h2MumUXLS\n11C8FYCEZHMj2915z+rrB2bzNAxJmeg+plpfFcOHiiWfSliIaXeR6qoX3WTfJIxEiETzRsrO/hGe\n5achAXpslEzvLmSXB1Qr9smLiNU9IVLrTJPg87fSf+vnCT33R1Jd25GdhUhIFCw6FseUJeixUUpO\n/Krw+2aShDf+BdnhwdCylF/4Myo/92vGt/JHn7iZ3GgP6Y7txOueFOdaWIJ98mKcMw8SjGY9ixYd\nQXGXCG6vYkGyO5GtDvRkiPDGezExGX30Jixl0yg9/XtIqpXSs29AVq0iFS4ZJrzxHpAVQpsfRIuM\nYK2ai8VTTqa7AT06ghEZEh344XZSHVtRPX5skxaKLqisMvLojShON7aqOQzc/kVApANaSqcgW+yU\nnfF99GQE2Wqn8vI/oDjcZHt3Y2pZPIdehK1qLoN3f1XsEKWipHubQJLE4kcWyYGAKDplBSSNsSdv\nQXYUoriLQYLIlocwZRW1wEe2vxnVWyEKViC6+W9Etz2KffJiAg//CC0VI974NO4la5CtjonIbLWo\nEs+qc5mw72gZ0TlWVfHfDC0fdW7Bvfx0Sk68nqLDP4skK1iKJ4n0SIsNSZJRvBVYymdgJsMkWjZS\nUuiks20vDQ0NXHXVVZx88snU1tZODIO1t7ezY8cOuru7SSaTH8Fd54PT64vj/bH58m40zlvu6+vD\nNM2JuZfxXctcLvcWK8a7USqVYvXq1dxwww1s2rSJe+65h8LCQhobG//pv+vv73+DRaW6upr+/v73\ndG7/6fq0g/wxq6ioiKKiooniLBqNAlBYWPhxHtbbStM0GhsbsVgsb8v87evr2y+8YeMaHBykvb19\nosv9epmmSTAYZGxsDIvFgt1uf0uBPE6qqKmpeUt4yydFF1/2BbLhYbTICJg6kiRjmgaZniZki5Xk\nrueQVNG5SjQ9D5JCquUlFHcx3kMvJt23G88RnyOTJ0WQHyg1cxkki5WS465BC/ajx4Mk9ryIHhlB\ndhbiXroGq3868YZ1mIaGmU2hx4NYSqaQaFiHvWYh7qVrSLZuQk+EyPTtwX/uT4ls+hvuRcfmh/Hc\nSKqFstO+g5lJkBnYi33yIjL9LcgWO655h5HY/QL2KflQjdO+Q3Tbo2IhgIFkdSBLiEG1bIpMbxP2\nyYtwLz6O7EALvmO+JHBkkiTCJEa7yYaGyIUGSNSvxV49D6WwDPukucK/3bsbPTos4nlNE7WoHCOb\nem2oa1z5RDRJVihYdAzaSBdmNoGkqBi5HJgakiwT3/Ucya46jESIVPs2vAefh2fF6ST2vEjJmuvI\n9O5Gi4+BaWAtm0rVFXfgWXE67sXHktj9IkphKam2TWQD+1ALS/AsP41Y3VosxdXEG9ZSetLXiO14\njMJlJzO29hYkWwFmLo3vmC8J+0FkCEmxkGrbDJJMbriDbGAfrtmr0eOjqJ5y0eWNDKPHglhKanDN\nPZRMTyNFR32BdOcOJFlGj42SatmIaZokdj+PUuin6LCLSXfvxHvYJWT692KmxX1NcbhRfZU4Zx2E\nfdJC0t2NIMuUnPpdStdcR+Gyk7CWTSXR9DyuRceQG2oj3d+CkQhhpGIkO7aR7t5J0ZGfx1pcjWyx\n45hay9hTvyPV34IRHQFAstjwn/kDHDNWEq9fS6avCXIZ0r27851iBfSs2CnBnECsYS0ApxcjPICR\nTSEpCmrpVMx0lElX3Y178TGoHj+J3espOfN7pPa+iuqtINO3G9M0iG0X9BTfSd8g3bldpPUlIiT3\nvEC6pylPq9BFcT7eUFAs+QFAGUydsjO+R3Tzg8R3PkPxcVeL63zPCxMBIWAyo9JHkcfDmaefxron\nn3jD/S0Wi9HU1ERtbS1VVVVUVVXh8/lIp9P09PRMFMqyLGOz2fbb+5qmaezcuZPKyspPbHE8rs7O\nTlKp1MRz858N+r1bjNztt9/Ol770pYnf4Xa7Wbp0KXPmzPmnx7Jnzx7a29snhjUbGxvp7+/nhBNO\neD+n+EnXpx3k/VFv7ki+eXBsf1E6nWb79u2UlZUxe/bst3xxZVl+I2f3Y5RpmnR0dDAwMPCGLvfr\nX9d1nWnTplFRUcHIyAhbtmyhqamJ4eFhdF0nEonQ0NDAnDlz9tv0wn+lO+64g2w6hWv+EbgXHY3F\nV0Xh8tOIbvobkiKTGWhDsjqw1SwCoOzMG5BkkW6mBfsIb7wHM5Mk9OwfBYNVyyGpVlRfJbLTg7V0\nKqNP3Exy78tk+lvIRYbxX/RzlAIfaFmxpZ5JIql24Wkd7iD80l1gsWHkMiTbNuOYvpxE47PYJy9C\ndRejuIqI7XoWPRGi+Nirxda2oQuaw4rTSex6jlTbZtzLTqRg4WfQoiOMPvEL7FVzkR2FYJpooz1I\nFju2yjlo8RC26vmgWChYcBSZvt2EXrgDIxVn7ImbcdUej2vBkahFFbgPOBXScSQti6mo6OkYeiJI\ndmAvA3+4DCObwlI+A8+Bp1N5xW15FBiiwLG7kbxvfIibWpZ4/VqMdBzJ6sA0TMhExZa6IawRjmnL\nxICdaRDZ/BDhTQ9i5tIM3HYlRi5LxYU/AxO0SIDQC2LQzzAMskNtFB16MbaaRWT69+BacBQAVv80\nQi/cgWx3Y5+yBNleSLpnF5nBNjzLT8Fz6CWMPXkL6a56ys79KZLVgWvBkdhrFgofrJEj3bMTxVNG\nZrAdIxVFdZeCoqCnYkR3PIZpGASf/i32aUvxHf9lsYg596dIqopsd6OF+ghv/AumniP4wl2YmbgY\npJQVClecTunJ38C7+gKQZVRvOYUrTmfs8Z+hxyMAgmBSOpXiz1yO1T8NtbCUoiMuRXZ5hbUhk2Rs\n7S10//w0uv/3ZAbvvAaMHNpQWz5qWUV2iIJRttopO+fHpPc1EHrpnnxwxzi1RBI/SyqSxQaqDcnU\nITwoFo2GjuSppPgzlyNbbPTddqU4vp1PIzkLcU1dhvfQi8iOdOK/6GZc848EPYeZTTHwf+cy+uiN\nxBvWYaRjry2gciI9T7CXjYnOsaTa8gODKgO3f5F0zy6KDvssWmyMyJaHXofwlmndVU/dtq3s3LmT\nW2655Q3XXCQSoampicWLF7/Bpme326murmbJkiUsX76coqIiBgcH2bJlC7t27WJoaIhcLveB3Hc+\nCGmaRkNDA5WVlfvtXMu7VVdXF4lEgvnz57/tc/PNg37ju8jj3eXxXc43yzTN94SAraqqore3d+Ln\nvr6+T4x15aPWpwXyx6y3+8Lsb1aFSCTCjh07mDVr1n7/RRqPHs1msxOkitfr9aQKVVUpKSlh7ty5\nrFy5kkmTJhGLxdi0aRN1dXWUl5fjcDg+pjN5/zr++OORZAXHjBUkWl7Gufg4og3rxBZ+zWLKzvkx\nppal+JirMK12Rh74HtaKWXiPugLZ5cV7+GWicDDyscCqBaWgGC3Yj+JwY5+8SMT1ylYwDRR7AYN/\nuprsYJtIaBvqoPLyP6LYXdir5+KoWfhaGAMw9vRvBQfYakf1lKMnI9gq5xB55a84pi7FPnkhKCrJ\nlo3oyQieA09HchVhpKLC+mHoKE6viCNORhm+71v5uF4D14KjyAW6QBcJc+g54k3PIdvd2Crn5GkF\nImwh1boJLdhP+KV7cM0/AktxNdaiSpSCInIjXeTG+lAKy/AddTmSaiM32kPgwR9iJCMoLh+eg8+n\n6KBzkLWM8CJLqiiabS5MXUNSFCxFla8FUigWTC1DeP3t2EqnINvdTLruQdwHnES6bRNIsjg3h5tU\nbxOSLOM//ybiO58msWcD8YZ1yDYXWnxMpNWZBmPrfsXAnV9GUizoiRDuJceL0JCyqUS3/B10Dcni\nENHUqhUkCDz4A5Ag3vA0yT0vIbu8WMumY6QTwtKCSB1UPKW45h6GkQxTeMCpSJJEweJjyfS3MLb2\nl5i5LMP3fk3sKlidyDYXRiaRj/hOIVlsWP3T8ay+gLG1vyQbGRE0h/p1uJecgPeQC7BVz2XgT19E\n13LEm9bjWXU2kqxQevr3MOIhMgN7KTvtu5j5Dqq1eBKFy0+l5MTrqbj8j1j804UNweYUcb81tYw9\n8zuG7v8uIw98H1MXoTiuxceKZD9FzVttAC0NTi++oz6P/+wfM+mrD4KsohZXY4T7GL7vW0gWB3po\ngNF1vyKx50W8B18IgPuAU3BMXUrg7z9Gi4yIRQYyvuOvZfI3H6fm+ocpPv4a0ak2jYloaVPXRdoe\n4v5v6llxTLKMnowAJuFN9xN+6S5SbVsxs0kki42O9tZ37KaGw2Gam5upra39p0PeiqJQWlrKvHnz\nWLlyJZMnTyaRSFBfX8/27dvfwOH9ODReHFdXV/9HFMexWOxti+M3a3zIz2q1YrfbsVqtKIoy8czK\nZrPkcrmJYvm9NqSWL19OW1sbXV1dZLNZ7r///k80+u/DlPQv3uT9oyX4Hyxd19G01waBRkZGiEQi\nzJw582M8qtc0NDREZ2fnv7zpgsiGX7Vq1Ud0ZG9VNpuloaEBv9//tulK/8pvbJomPT09jI6OMmPG\nDEKhEIFAAEmSKC0tpbS09BNBF4HXtln//Oe7uO+RJzASoQnUmWmYSLKM1T8NI5tGtjnJ9OyawLBJ\nihUzmwZZxjl7NUYmTrp3DxIG/vNuZOiB70MuLegCC44guet5rBWzhEfS4iDVsRXZ7hYFpNOLkU1i\n6jlkRyGlp32bwCM/pfTEr6HFxxh7+rdg6IIukAgj24UNoOjIy3EvPoaBO69BiwawFAvvrhYNgCwL\ngkEynC/87KhFFbjmHSG81qZOxSW3YCmeRO+vzsPMpbFPXULZGd8HQIsH6f/9pSBB9dX3kulvJvCP\nmyCXQbK5kB2F6OFhsLuQMLH4qsgOdSCpFvG+KCoWXzX+829k+P7v4pi2DC00SKpjGygWnDNXCjzb\ncIewYBhiwat4y9HjY9gnLSAT6MGMj4JiQbbYcC08WgztVc0jM9SK/+wfE936d5KdO8DQsPqnoxT4\nSHfWITncAr+n5/Ae/jlCz/2R6i/9mWjdk0S3/wMJE9nqwjn3EIFM2/yg+OxNE8VThhbswznrYLyH\nXEiyfQuRl+/DNA0c0w/A4qtG9fhRCnwEHr0R2ebCMX0ZqbYtGLk8j9diw9Ry4ve5PJi6hpFJCZ/t\nitNQC0tRCkuJNz5NvOl5zHQSU8uiFlUiyQpaIkjpWT8i8LfvUn3tX5FlFSOTZOBPV2NiQi7DpGvu\nIzvaS2rfDlLt28l0N0ywiB2zV5PpbqDqituR7QVokREGbrsCU1YFPURRkWQL9up56Ok42f49YC/A\nOf1Aki0vTQxMoRtY/NPwHnQWo0/cTPGJX8U1+2BSXXUEHr2JSV++l8G7rkOy2LAUV08McWKYWMom\nC+52NoWpZ8ViQJJAtVJywlcYW/tLyi+5BWvxJEYe/CGpzu2gWMXf1saDesSic/z6AFAKStCjw7jm\nHU6ydROmoU+wu/t79r0jiSIYDNLa2kptbe27phm8ndLpNKOjo4yOjpJOp/H5fJSUlOD1ej+S+Yvx\nmY+amppP7M7duPbt20c0GmXBggXv+717PWd5nIyxbNkyurq63tPvXrt2LV/5ylfQdZ1LL72U7373\nu+/r+P4D9Larl087yPuZ9pchvXGbQl9fH8uXL9/vC8NEIsH27duZOnXqW4rj8RX4vyJV7N27l3g8\nzpIlS/B4PEyZMoXly5ezcOFCFEVh7969bNmyhfb2dqLR6H5jKXmzxsbG2L17N4sWLeL3v/+dKI5V\nG95DL0L1lOM58DQUVxGZgVa0YB+GYSJZbKi+ahxTllB40NlIqoqkKCRbXyEX6IZcGtlRKHjG6TgY\nGuUX/oxMTxOOWQdRfMJXSHfVk2rfiiSrGMkwUr5TZ2pZQFgOEruew9Q1Rtf9iuCzf8B39BVIigX/\nOT+h7PT/wkhGMQ2d0HN/pO93n8U0BV84N9yOffoB+I77MorLS8Xn/g/FJYbxTEOj7PT/ItGykYLF\nx6C4S0jtayDRugnTNPGf91PS+3YSrXsSgPDGe7FPWoBsc5EdbMNaPlOEKtjd+M/+Ec5ZB4HFiqRl\nkJ1eFIfwVHsPvTjPzAU9GaHvNxeRG+0huulBsiNdVF5+K4rTg61yFo6pS8V5KxYs5TNQ3MXosYAI\n5uhpxFY2hUlffxR0DSMdJ974DKWnfw/v4YJTa2STZPqbke0uMMFeNZ9coBtTy4nQDS1LySnfxL1E\n+Aazw50kmp5HcRRiGoaIHx5sE+dssWEpnULl53+PmUniXnYyqa46VF8lalGFSNxzetATYYoOuwR3\n7XFo4SFkhxsjHcd31BVUX/NXZJsLTBNb9QKqr7qbmq89QvWX7kJxenBMrUUPDyA7C4VdxltOYtd6\nvIdcjHvZSUh2F44ZBwpOr5Zl5C/fQin0E69fx9jTvyPw6I1i8ZaMYqSidP/PiQze8UXC6+8kO9ia\nD9QAyeqg9JRvYquex+Dd12MYBvGm58XAmywhnnMSZiZONrAvTxhRUVQryeYXwRwPZpIAnVygk2j9\nkzjnHcbYk79Ai4eJ1a9D9fiRVCtlZ9+AFhpA9ZRTesb3xQ6IaWCkE1hLJ+Oaf7i4LvIMaNVdgmvO\nagpqj2f4vm+hxcZIde8UOwu6Jgpe1frasGf+GpFkFSQFPRYAWSHR+ooopCUZVCt93V3vWByPjY3R\n1tbGkiVL3ldxDK9ZMWprayesGMPDwxNWjMHBwQ/NivGfVBx3d3cTiUQ+kOIYXhv0Gw8Luf7661m+\nfPl7/t0nnHACra2tdHR0fFoc/xN9OqT3MWt8NTiuTCZDNBr9WJmEhmHQ1NSEaZosXLjwXWPNent7\nP5YhvWAwSFNTEwsXLnxLQtG7iY0eHz4sKCiYYCS/XqqqUlhYSEVFBeXl5ei6zsDAAJ2dnSQSif1q\n2GVgYICenh5qa2txOBxIksSGDRvoHRrBd/SVRF65j8KVZxPb8SRgUHToxUgWK3p0hPILf0bwqd+I\nIawjLsNIRlB9lVj908mN9WLqWXIjXUiqBdnqQEvFyA3uxeafztgzf8i/v+A59CJKT/km3kMuQPWW\nk9zzAmrJZHxHXUayY4dg9mbi2GsWYquYTapjK7mxXqJbHsK9ZA3ZgRaqv3wvAKnmlwTDF8GxRcuR\n7m4ktuMx1OIa4ZEtLCPd30xusI3i464STOTe3aS7G3HOOhD34mORC4oIr78dx/QVRF65D8/B505w\nbdNddaBY0eOjFB5wihj62/owakExkmqh4sL/FV3i6AiprjowNKrzA1uxHY+BrGJk4qTat2CkoqTa\nt5Edaqf0lG+S7tmFd9U5oiPYsR0zkwRJQYsMkWxaj5HJAiKJLrHnBZLtWzGTEZKtr+JedhLFn7mC\neP1aSk/7NtmhDnKRIfFBmwap1k3Etj2CqedItr6Ka9Ex+M/6IdFND+Rjl/cJBJ9uoDgLsU9ZQrzu\nCcrO+hHRbY/gnHYAoRfvxDnzIHxHXU7k1fsxMikcU2oZXftL3LXHkxvrFhQFXSNe/ySlp36b2Na/\nYy2dirV0MrmxPqKbH6L8kl+CJBF6/jYKFn6GbKCbeNNzlJz0DRxTFpPpaiAX2EflZb8hF+wjN9aD\nkQyhR0eRJAlLySTs1fNF2qAkU3Lqtyg+6RsUrT4f1/zDiNU9KTrppVNFIM2MAyeG71JtW/I+X0Ts\ns8WJpFoxEkGQJAoPPEtEh0eGsPinU3HRL4ht/wfeIy7N75yoZPuaMA2dWP2TaMF+Sk75JpbCUmEV\nkRWimx8gsfdlFHcJtooZYGhUXPRznDNWoEdHSHXWgalTes5PUAuKsE9eTKpzu0hhzLONx4c3J6Ks\nTZOJTVo9l//ZEAW0lgVZQbVYCAwN4Ha73/b7HggE6OzsZMmSJR84m12WZVwuF6WlpVRXV+NwOIhG\no3R2djI4OEg2m53wz75fjRfHkydP/o8ojsPhMAsXLvzAu+6GYXDddddRXFzMrbfeul88c/5D9CkH\neX/V6wvkXC5HKBT62G4S2WyWHTt2UFpayowZM/6tL2Bvb+9HTnvo7++nq6uLpUuXvoUd/W6K43Q6\nPeF3mzRp0rvyiRUUFOD3+6mqqkKWZUZGRujo6CASiWCaJg6H4yPHwY1HaAeDQWpra7FYLBOvXXTR\nRdx40/+QbHkZIx0n2bJR7B3JKrLFTqp9C655hxF+6V6MbBIMnXTPTkwtixbYJ4piWcY57QCKDvss\nyeYN+M+/ifAzvwUktNCAsFioVtxLTyTyyn24Fh2LYnMy+uQvsE9eQqankeLjrkaxOki2vIStej6K\ns5BY/TrMXAYtMkTh8tMoXH4Kse2PCWvApgewVsxCjwcpO+uHpLvqSbQIP3HxsV/CUuQnG+im/MKf\nEXr2jyiuIryrL0D1+AWGLBWl+NirRVfXP10Muq2/HSOXpeT4azF1nUTT82RHe/CuPo/sUBuKs5DU\n3ldAgrIzv090y0PkggM4Z65k7IlbcM1ZTW6sH1v5DLT4GKn2bdgnLRDx0guPIr1vJ+NMW0mWyQW6\nBcau4SlUjx/n7FVosVHMdEwg8WSQVJuwTJi6SO6TZEASBW5khNxIJ7H6teSC/dgnL0K2OdFjIRGD\nrOVE91KxkBtsId3fjB4ZJr7zaUxdo/zCnxNrEIOCqfat2CcvomD+4SSaN2DKEum2zRQfexWW4klY\nSicTfuEOFF8licZnKT7hK2QG29BjAZId27CWTsa76hyR4rb+dhzzDiex8ymMXIrCpWuwTVpAZqCZ\n0Et3o6fjyPYC3AuPQpIknLNWEt32KMl99WTyqDVJVig44FSKj/kijqlLyQX7Sfc14T3oLEIv3Y27\n9jhki43o9sfI9O0GoPzCm5FsDsxsErWoguimBzB1DbnAB3ouP2ioITsKcM46mNxwG5mBFvRoANnl\npfrzvyfZ+iqZ7p2Unf5fSDYnqfbNlJ75Q4x0HD00AHqOVNtmwi//hdiOx9BCA+LzMTRkmwvPqnNJ\ntW4iM9SBa/Yqgk//VlBiJBlLYQnxxmeJbfsHWmgQIxl6LaJ6PKXSNPMBITYR0T2+EaWoeVxg3qss\nSQz29bzj7t3w8DDd3d0sWbLkAylS/5kkScJms1FUVERVVRXFxcWk02n6+vrYt2/f+2oUjIc4TZky\n5S0ozk+aenp6CIVCLFq06EMpjr/+9a9jt9u5+eabP3HI0f1cnxbI+6Pe3EHWNI3R0VHKy8s/8mOJ\nxWLU19czc+bM9zQc0d/f/4Ygjg9TpmnS3t5OMBh82wfE64fx3qk4jkajNDY2MmfOHEpKSv7tY5Ak\nCafTOdFhsdvthEIh2tvbCQQCGIaB3W5/T5PG/44Mw6C5uRnTNJk/f/7b3jgPXb2Ku++8A9lqp3iN\nCHcoWfNVIq/+DVPLkBvuRHF5MdJxZKuDoiMvQ0/FxJavCZKi4pi+gsTel7FVziGx5wX0WBDZXkDV\nF24lsulvFB54Ou5lJ5Edaie84S5cS08k8uKfKF5zHanWV7CWTSX86t+wFE8SQQoX34xsdZLq2gFa\njlyon+jmhwDIDrTgPfyzeFefT2z7P3DNPphY/ToxNGgaqMWTSDStxzX/CKJbH0aPDIFpEt38IFp8\nDC04IP5fPUu07nGiWx4mF9iHkUkiKSqxhnVYq+aRatkIhkbJ8deSCw2KsI6+PXhXnYu9ej62yjmE\nN/xZhFXsXk/xcVdPJL8lm1/COWMFxSdcJzqc+dQ9z6pzcc05mNj2xzEycYxsOj+clSE7MI48k8Hm\nFDzc8SFIcVUhsGP5EJJA10TSm+xwY2bTYoBOUZF8kyEZAkwR47zoOCRZJhvoBkNHLfCBJJPu2YXq\nLcOIB7FXz8NSOhUjmyK69WFUjx/v6vMBsPiqMfQckQ13iaG6A05BlqXbkgAAIABJREFUUq3Etv0D\nPTpC0eGXonr92CrnkBvpJPzin8kMtePLp/5h6Fj900nsepbcUDv26rkk27cQ3foIkc0PoSdD6LFR\nkC0ozkI8B59HZOM92KYtRy0oYmzdL7H6Z+A7+kqy/S1ENz9EwZI1jD1xc96qkyHZsoHwhruIbv8H\nqY7tSIoKWlZ0+IN9YoGha8i2ArTwIGYmgVo+C/+Z3yO+43Fy4RHBW/ZVUzD/cKwVs8iN9ohrbMFR\npPfVifOonk/FxTfjPeQiChYcSXT7P7BPWYo22k2y9RUkxUJ2oAVJVoXtSHwT89eXBS02Kr47kuU1\nDKBh5ANC8vf7cbSclP/MZXUivMThcDA2MvSOlonBwUF6e3vfshj+qDS+q1ZeXj7xrAgEAnR0dBAK\nhd71vW+8OJ46deonvjju7e0lGAx+aMXxd77zHQzD4Ne//vWnxfEHr08L5P1Rby6QDcNgeHj4I+c+\nBgIBmpubWbx48XuOJB0YGMDv93/oBaGu6+zatQtZllmwYMFb/t7ri+PxFKM3KxAI0NrayuLFi99x\n+/LfkSRJ2O12fD4f1dXVFBYWEovFJrYjc7ncBMbng9Q4K9Tj8TB9+vR3XJzU1NTw05/eiHPWKuG9\nHWrDMX05yeYNIMv4z/4R8eaNuGYfhH3acsIv3DkRPpFs2wx6TnQTowG0YC9GOjGxZawUlpFseZmS\nNV9BVq2CmtG0nuimB1DcxRStvoBk53aR6NbbSOmZPyS+4zGc8w4j+PxtuJccj+L0oidDVF76O2Jb\nH0HxlpNqfZVow9OQS5Fs24LnwDNwLzuRRMsrZPp2Y6RiZIfasHjKkB0eXHNW4z3sYuINT4k4aC2D\nbHdj8VVhn1KLc85qkntfRbY6sFfPJ9GwVnQF7W4RYjLtAMIv3QO6RvEJ1yIpKqrHDxYbofW3I3vK\nKFp9PqaeI9bwNHp0GN+xV6G6vDjnHU5o/R2Y2SQWbwWJlpfR40G8h1xEbrQbWbWiODwY6QTewy5B\ni4/iPehsCleeTaJzB+TSokAC0QV1FUE2KbyrhoGkyFiKKtGC/YLB7PFDIih8zpIsOM6BLoqOuJTk\nng1UXvobjGyG6LZHkAwD2erASEbR40Eimx4gFx4ELYvqLiXVuYPolocIb/yLsJtgiiS7wTYsviqS\ne19GUqx4D7kALdhPdrAVSbWS7twuQmFGuwlvvIfwxntJND2X9+OCJMvIFhuqt0JEcSOL8zRNyk7/\nL5yzDyY31kv4xTuxz1xFbPMD+M/7qWAbzziQeMM6krtfRI+N5gfhNFRvJb6jPi/wf3oO97KTUVwe\nkm2bkSQZ+4wVYJqYuaS4FmetovzM76G4vFh8k4i88lf0aADvEZ8lN9xJqms7RjJKpm836a4dABQd\ncxWJnetQi2uwlU0h3vgs2f5mKi75BcnWTXmf8cFkh9pFN9zQQZKxT19B6UlfI9G0Hj08ROmZPyAz\n2IKRSeU91PmCWLWJwl7PF8yylP8u6cKzrloYGR54R2vbwMAAg4ODH1tx/Ga92YrhcrmIRCJvsWJY\nLJY33J/Gh6qnTp36iY857uvrY3R0lMWLF38oxfEPf/hDYrEYf/jDHz4tjj8cvW2B/CnF4mOWYRhv\nGHoYX1GvWLHiI/n7pmnS3d3NyMgItbW172urbseOHSxYsOAD98K9Xtlslvr6eioqKqipqXnL6/9q\nGA/ENlggEGDRokUfyQMmk8kQCAQIBAJks1mKi4spKyvD7Xa/r257Op2msbGRmpqad7Xj0NHRweKl\nB2BaCwSFwtQwJRkJKD75G4w99j8UHX0l4ZfuxcwkMLUMsq0AEzDTMUAGRcFdezymoZMdasVWOZfY\njsewlE3DOXsVubE+tOgIenQUPREGCezVC7BNXkzkpbuw+qdRcckv6fvj5bhrjye88R6qvnArckEx\ng3+6CrWwlExvE1VX3kGycwfBtb8CQLIXgJ7D4p8uhtUwIZPAWjmb4mOvIvTCnYI+kQyTHWpDUu2Y\n2STupSdSdPhnAYjueJzIpgcw0jEmXXs/yCq9t5yVD25QkGRFYNksNhSnByObwsyl8/YHA5BQCkuw\nTVpIsvlFVE85/nN+LGKfowFSXXUCKWfkO4bjn20+QhhdA4udgjmClCBZ7OjRAAWLjyXZIYJCLNVz\nGfrTtZBLTaSn2acuI7V3kyigMJEcHlR3CbnwEGgZ0V3NZcRrNiemrlF26ncIrr8NI50QNJECH0Y6\nRtWVf0KLjjB8/39hGjrW0slYSmqweCtIdTeQ6d8Lsoxn+ankIsOk9zVgJKMTxZtssQmOdSo+4Zst\n+swVWP1TyQy2Edl4D5aSKWQHW5n8zcdJ7Wtg9B83oRZV4z/3x/TechaS1UHNdQ8CYGo5Bu/+Clpo\nEMnqoOysG8QiLBog3bNLhJgoCvbq+eiZBLnhDpAtEyEfkmLB1ITVRCkqp/LiX5Du20Pg4Z+AYeBa\ndhJGdAQtPCTiy1NRQEJ2FCJZ7aLbG+zLD9HlkKx2aq57kNDGvxDb9giVl/2B4Qf/C2vFbErXXIce\nDzHwpy9RsPg4LCU1jK391UTX1+qfjhbsRy2dTOlJ38BIRxl56Efo8aC4BvLDquMWGrFZkPcjaxmQ\nFQoL3fT39r5jEdTX18fIyAiLFy/+0BsRH4QymQyjo6MEAgHS6TRFRUUTNKDGxkamTZv2nnbv9if1\n9fVNPE8+6M/ENE1+/OMfMzQ0xB133PGJ+Mw/oXrbB/GnHeT9QK/nHkuS9JENu41vzWcyGWpra9/1\nMN47aXh4GJ/P96EVnfF4/B0tIO/Gb2yaJnv37iWVSrFo0aL3fb7vVh/GkF88HqexsZFZs2a96+6L\nz+fjueefY6C3B7XAi2fVeWS6GyioPY7w83eAoZHuqke22DDScQqWrMF7yIUYyQi5yLBIqJMkfMd8\nkcjGeylYcTrJ3S9g5jITyCvZ5sJWPhNr+QwyPbuw+KowMwmSra+KOSUTbNXzMVIR4vVPYPNPp3B5\nnq0770jCL94JhkGqczvJ5o34jr6SVPtWJl//dySLncTOpwRPOCsic/VEhETTc2jBPnJjvUiyQuVl\nvyXVvhXHtGXEdz6N6qvCWlLD6JO34F5yPNnhLmz+6aR7GskNd+CYcSBGMkLZGd8jvnsDaBm8qy+g\noPY4PAeeQeGBZwgLhcUmBvcw0aKjGMko8Z1Pk2zbTKaniWx/c75YsuI99CIKV56FFg9ixINIsoRn\n1bkULjmBWP1a9EQII5vE6p+Oc+ZK0t07MVJRIi/+GcVZSNHhl5Ad6cZIhtFGe0BVRRFvdSBZbMKq\nkBP8XrIZnLNXYatZSLa/BSSJ5N6XcUxbjv/8m4ht/wdmLoOJoG+MDytqkWH8Z/4Ae80iwi/djRYP\nUn7Rz0nuXo9r3qHIikUMzSkK3oPPxX/OT3DOXkWydROSLGOrXoCeCFJ8wrWEnr+dxO4XKDnp61jL\nppFq24yRSRB+4Q48B51D8bFfQo+OEqt7ErmgGDMdI1b/FNHtj6JHApjZNGYuTXLvK6R7dpLeV58n\nUFhANzBNHT0WFC0bI4dcUILnoLNJ76sXZAi7GzMRJrrlIVJtW/IdWh3Fakd1lyBZbOSGOwUn2WKj\n5tr7RCJe0/PYqueLhMDeJpyzV+OavQp7zQIyfXsIb7gTIxHBf/6NGOkYejSApFiIbvsHqbYtE/QK\nFEu+062hJ0LEtj9GYvcLgkSh51FtqnWicyyN3yONPOJTViktLaWvp/ufLuzHxsY+lELsw9KbrRiS\nJDE0NERzczMOhwOXy4XNZvvEnM+b1d/f/6EtWEzT5KabbqKnp4c777zzE/sefUL0qcVif9XHUSCP\nd6o9Hg+zZs36QLZtRkZGKCoq+lAGRl6PLisqKnrDa++WVLFr1y6cTucHdr7vRR/EkF8wGKS5uZmF\nCxf+25HkFeXl/O2hhyg56evEG9Zhr1mE7PKR6d2F4i7Bf95Pie96Dvu0ZWT7duM78vPE92xAj47k\nO4Y66e5d6JEhMt07MTJxZMUCiopa6Md/5vexT15ErGGd8Chb7FR+/vfYquaQbH0VWVHypIABzFwa\nHZnErmeIbnqIyNa/Y2ZE59RIhHAvXYN98mISO59CjweJbX8Ux8yVaNERKi/9LXo8RG5032scWUnG\nNHLEtj6KkY5jLZ5EwcKjCT7zW6yVc4nVPSEGz/p2Y2aTJJpfwr3oGHxHfZ5443NkB1sxTUMUPHoO\nz0FnozgKSexeT6avGf+5/01s28MUHXEp6b5mio78PGWnfgtr2RQSe17E6p8OihW10EfhkhMIPHoj\nEiaVn/s1sZ3PoBYUk+7YhhYeRLY6KVh0NLJqI1b3JEYqhh4dwTQ0MAzRuU1HxbHIIlwCSUZxepAM\nHbQcskuwac1sCi08RG64U+DD9CwoVrRAF9mhVrTIMEVHX0GqfSvaaA+e1RfgPfRiotseQbbaGXvy\nF1grZ1F25g8xMzHijc+RattCdqQrT89oE77j0ACBh36ErXI2/gt/TmZfPblAN/GdT2FqOUrWfAUz\nmybdsY3caLc4HquNTE8jkVf+SnzXs0iKgpnOs4NNg8xgK6apY5u+AiM+hmve4aBl0ONBVF8VjsmL\nxPBcnnmtltVg6BpmOiqimzXR3S854Vo8q87D0DJogX2ohX5MLUPl535FqnMHqdZNFB11ORg6eixA\nbqyfyKv34z3iMoqPvoJMTyOZ/mYKV19EpncXydZX0RMhtLFewCS65e/E654kuXcjmcE2cb2N37dV\nYR2QPX6Kj72KgoWfIdO3R3T2QXwe4xYLJJDyG7OSNDHAV+wrontf1zt+b7u6uohEIp+o4vjNGg/C\n6OnpYe7cufj9fiKRCF1dXf/UirG/amBggOHh4Q+tOP7FL35Bc3Mz99xzz0fWzPn/WJ8WyPur3pyc\n92EXyIlEgrq6OqZNm/aBUidGR0dxu93vm8X5ZvX19dHd3c3SpUvfMtH975AqKisrqamp2W9uvu9l\nyG9wcJB9+/ZNYNz+XcXjce647VYyg22iiBnrI9NdL44HsE+uJbnnRfzn/jfhl+/FveQEwi/cQclJ\nXyfZshHJ6cGIDiOpVgpXnoGRjOKaewje1ecT3fwApqxir55H8Onf4jvmSuKNz1B4wEmEXrwLbawP\nx4wVlJ9/EyCR6d0FehbPyrNwzTuMwmUnAybZ4U7sU2rJjXYT3foImAa5sV6Kjv4irlkrSex6HtVd\nTLxhHYqnHFOxYi2fgR4ZQlIsFJ94Hal2gY5LtW8BExJNz2GrmE3hAScLD3H9OvT4GMUnXItsc+Ja\ncDjhDXdjZlN4D7lQdP8MA/ukBYw+cTO2yYspXLoG2VFI8KnfIMkK9pqFJHavJ/zinXgOPo+S468l\n1vAkenSMxK5nsU9aQEHtcaS7d5LaV092YC+oVqou/R2JlpdxVM8HSSLTtxu1ah5GbAz75IXYq+eR\nG27HWjkbyerEu+psvMddRbzxWcyE6NRLVgequ3iicLTNOgi0NJKiYC2dLIJODB0t2I+kWIRVQTfA\n0MkOdxB59X4k0yQz0Ixp6GihQWLbHiXR9MJE8SqpViRZIRvYR6Zvt+hKT1+BxVdFvH4t6e5G0ZnO\nW1FS7VtJtm0hO9IJpkHB0jUUzDsCx9SlpPv3oLpLhN0AUxBSQgNg6MjuYvSxXsxsilywFy06guTy\nodpdZAZahC0iHw/tXnoijunLyAb2Ca/ytAPQIsN4DjpHpNmFBim/+GaRrjjWS6LpeXKhAUpP/y5q\nQRHJlo1o4WG0YC+qr5JMTyPhDXeR7tkFmGR6m8gOd5AL9pMdaBGFrbuYSVfegXP2wcLDbneh+qrE\nolG1gJYDWcE1exWy1cHY2l9in7IE/3k3Et/xGKaRE7QKw0CyWF+jWEgSyDK1tbU0NTa+7ffVNM2J\nnaYPiqn7cSmTydDQ0MDMmTMpLi5+CxUjk8l8IFSMj0Kv94F/GMXxr3/9a+rq6rjvvvv2C5/5/wf6\ntEDeHyVJ0kdaII+Njb0jM/j9anR0lIKCgg8sntk0TVpbW4lGoyxZsuQtN4p3Q6qIxWLs2rXr37Ii\nfBz6V0N+2WyW4eFhQqHQ274X71bhcJhbb/8TRjKGpCpYSidjLZ2K6i7B0DIk9mzANe8wXHNWE294\nGi0yjBbsxz5tmWAS59KAjFLgo2TNVwlv+DPFx30Zm386kt1FZOM9mIqVTM8uStZcR6zhKSwlNcR2\nPI7nwNNINr+EZ9U5RLc8iKW4GiMZQY8G8B15GUpBEcFnfofqKkK22qm44H/FsFhgH6rHT6ptk+A3\n6zky/S0Un3AdjknzyPbtpujwz5LqqsfMJskOtaMW+HAvPBrfsVeRat+KkUmiJ4Ik92xAKSwl3bkd\ni68aW9Vc0n27SXfvxNRy6NGAiCReeDTRV/8KsoVU2xYxPKZYsPpnkB3qQBvrId21nexwO/ZpB6AF\nB4hufgAtNAhGDiQFIxkm0ys4vegG2JyYmQSxuscxMglSHdvJDLUjO9yQDGFmE+jxILmRTpSiSgqX\nrCHTuxs9FRHWC6uDosMuRouNYSQjGOmY2MI3QR/Nh4jkMoKeoNpEcTfufc0XmChWrP6plJ3xA2L1\nT+BccBSelWdSuOwUssMdmLkUSBLFx30Z57SlxOrWoqcimFoOySqOX4uOkOnZJeKSkai6+l48B51F\nLtCNFuoXKLxAN+UX/A+p9q1ENt6De+mJlJx4PdHND2KfdoAInzE0FF8lqqsIPToKDg++Iy4l1bEN\nyRAUD7QMtkmLcc46iOxwB65Zqwi/8Ccc0w7Af95PyXTvJDvcTmLnMyjuYtzLTiLTvZNUVx1GOo6R\nimNmkiRbXiLR/JKIcTZ07NOWY6+YjSnJwoOs2lAKiqn+4p/ANEntfZWChZ/ByKRQ7AWYhsHYEzfj\nnLMa/zk/Irn3FbT/x957BrZV3+371xnakm3ZkrezQ3biJAQKpMywEqCMQiGMlLIKbSkdtPSh8wct\ndD3lYRRaSimUFcomAcoemYQkTpxlx9vxlG1Ze5z1f/GVzQoQIAHDP/c7x4psyTrSfT7n/lx3NIQk\nySImYRrokRCpxnV4q4/HHhhNcvtrpHdtE9QKWRY5bom3qRWmQVlZKZs2btztsTpE6slkMh9Ip/mi\nKJPJsHHjRg444IDdfu7sLooRCoVoaGgYpmKMlChGV1fXPjXHd9xxBytXrmTp0qX7HN+3X8Pab5BH\nqj4rg/zOSex7mcF7QwMDAzidzr3SumcYBps3b8ZutzN16tT3fTjsCamir6+Purq6TxRF+Lxlt9sp\nKCigoqICv99PS0vLcAQjm82iqip2u/1jT1cGBgb429/vBMtAUu1UXHQ74Vf/ScH8xWTD3RiRbrKh\nVoESs7lI163GkiBdvwpkG5JqF2bL1Ek1r0d2egUbF3CUHUC2t4XEpmfxzDgW9/h5pFs2kmpYh6Vn\nCJ7xC6KrluKedBiRlfdTeNx38c5YQHTtoxjZBIrHT2z9UwROvYbo6ofJ+8rXGfjvbSBLeKd8lZJv\nXE+mt1GYUFkhWbeCTFcDRrSXZP0q8g46DcnjR+uqG0bQRd98DDMdp+DIJWR7mjEGu8h01oGs5LLR\na8h0bCfTVovW1wqmhYVFprUGK5Mk3boJZIV083oiK+5n8LV70Qc7xZNpgZpfhqzahTHvaQRJQS4o\nY9R378VRPonE1ldRiyqxLJOCeadStPAqUg1vYkRDgIniLcRROhE93o9laEiqA8+0o1G9RcQ2LseI\nD2DE+kXO1rJIt27GiPeLuIvqwDPlCHzzThU1tNFuFFcest1F1RV3Y8T70fpayT/yIlHxHO4AyxAT\nWUlC62sluPAqzHSC0GPXoxaUULbkL0TfegpH6XiS9avRw53INif+w8+n+Gs/Rc0LEN/8PI6qaWJq\nH+3Fc8AhdN//E8x0nLIlN2HpGqnGdaSa1pNu2UjRwquwF48RJwuN6zCiIfKPOI9M+xasdBwzGREx\nBCM7XMmMqWFlEgRO/Rl51ceT3LkGLdRCurUGtbAC9AyRVQ+Rad8qTKesIpkG2Z4G8XrT0gAUn/1b\n8doOtWLE+wX6TrFRctb/I7ZxGZmO7RSfdi3Z3mZRGtO4juT21wie+jN8B55C9K0n0Qe7yLRvwTXx\nYCRFJbruCVFfrWs5trEJkoKlZZBszlzt+Jtkdm3PLXfKInNsWm/HLGSZr518Mq+99upuj9Oh4YBh\nGEyZMmVETlH3VENX8CZNmrRHQxlZlnG73QQCgWEqRjQapbm5mc7OTjRNQ1XVzyWK0dXVRWdn5z4z\nx3fddRcvvvgijzzyyD5ddt+v92m/QR6pem+19N4u3BhaTvugSezeUjgcxuFwfGrznclk2LBhA6Wl\npYwdO/Z9z4NhGBiGIXJ/HzBVaW9vp6Oj4xNHEUaKdF1n27ZtFBUVMXPmTMrKyj7Vkp+u69x8qyj4\nkCQJbWAX2c6dpJrewhhoR1IdOMomovU2o/c2I6kqqq+IwmMvJ1m/ksIFl5JqfBMlL4gx2I3scJHY\n/jqDKx8k/Po9aH1tSJJMtnsn2c46FLefdPtmfHNOxj12NvHal8h278RKx/AfcwmqrwglL0DkjQdI\nd+7AUT6Z/INOI7LucRR3Pqn61eQffCbJuhX45pxE+KU7yZ9/Lpn2zeQfchZmNiWmj5aJEe/HSkXE\nlBALLdyJmYxgmbowUqaGYAwjIgSSjJofRM0LoEd68M1ZhJmJkX/Q6eQf+g1SzRuwMgJnZy8Zj2vS\nocJEWyayzU3hMRdRdOzlZDrrSLdsFOzoSDeyJKPH+gm/cAd5804leMrVRN96EjMdZ/D1e7FMnYL5\ni8VUe7AbPdINkkzFxbeTbqnBXjwO2eYg01aLWj4VMxHBUTYB19g5ZLvqsZdMRHIXkDf7RLxTD2fg\n2ZuxsknKltxEurUGPR4msfkFtHAnJef8Dru/DK2vhWxfu2Bd291oubIOfaCD6JuP4Z2zEO/UI8m0\nbyXdtF5McZ1eyr95E4kdb2APjiZe+yKRlQ/iP/oiihZcRrJO1JAnal9ELazAO/NYUo3rSNatwExF\nMHJxkFTjOhI73iDVuF4YRrubbFstaFmQVZyT5+OeMA9H5XQyHduHiQ6odpLbXiVe8yxauAtMEzU4\nGltBKZLNTrZrJ9icgMToHz2CvfwAEb8prMBePBYzFcMz5XB6HroWJIXyb95CqkkY9PjG5YBM8Gs/\nxdKzJHe8gRHtRY/3o+QVk9j2iojcaGkwQfb4sfQMergLrXtnLlOcW76TFGR3vkD8+cuwDB1Lz1Jw\nzMVkOraBkauMBoF0MzTGjhnNSy+9uNtj1LIsduzYgSRJTJo06Utjjt+7O7Inem9BSTAYHI5iNDc3\nk0wmh6++7evnqbu7e/gzZW9ngi3L4p577uHpp5/mscce2+sxxf36SO3HvI1UZbNZ3vl3WLNmDfPm\nzdsrZ6hDNco+n+9jN+N9XDU1NeF2uz9VyclQJGLSpEkUFRW963t7Sqqor68nm81+KS5Lbtq06QMx\nbqZpEg6H6e3tZXBwEJ/PRzAYJBAIfOBrJxqNDhNAlPxSkdu1OXCOmUO2pxEzm8Iz+TCKjv8ufc/d\nQnLbaxSd8F0SdavAsnCOnkX4pb8JZq8k4ayajr10IoovQLzmGfRICMsyKFrwbVItNSQb3kQyddTC\nCnyzjifdvoXkzjXkH/oN8g/+Oka8Hz0aIvzSnWjhLvxHXYh31gl03XMV+mA37gkHU7jg27Tfspji\nM35O6IkbqLryQVKtm+h74kbyvnIm8U3PUX7xXxl44W8ktr6aayRDYOFKx5M/71QGXrgdJBnvnEWk\n2raitecyn7ICSEjufHzTjyax/TUUZx5afxuKL4Bn2tEktr0q8qaA7Cmk9MKb6bn3h7gnHkxy5xos\nPUvJ2b9Ddrjpvu9q9MEuJNWOc3Q1lqmjR3pFcYlqw8rlUCUkUWNsiZNjye4CJCwJyKaRFBuSwwNY\nYsKq2MSg1FdE/kGnEVu/HEm1ofW14aiahnfGAvRoiNj6pwXhAtGuhymwdSCJ7LLDJaad6bhApEmA\nrgm6gyRjGVksTRPUDMvEVjRKEDdSMZFvrpiKlUlixPowEmFh/FQ7itMLEhiR3tzPFY+r6OSria9/\nkmxvM/aqGaguL/pgN5nunWKiKknIdieSzYmZjg9Pfv0LLsNWPI5Uw1riG5aj5JdgRHupumopgysf\nJPbm4/jmnSrqvxvW4pt7yvC/+Q8/n95H/h+plo1IkoS9fBKucXPRBjoFXSMVQxRzKEg2JyITrYOh\n45l5DDZ/OanmGmHWJQlH2URKzrqOgVfuIlH7IgXzzyW5czWZzh2ALB6rNPRaspB9AYpO/D7ZXVuJ\nvvm4eEySItoDJYkrLr2YP/zh97s9Pi3LYtu2bdjt9n3+fr2vNWSOJ0+e/InZ+h+mofe/UChEOBzG\n4/EQCAQIBAJ7PZrQ09NDW1sbs2fP3icLc/fddx8PP/wwTz311F65ArtfH1u7PdD2G+QRoPca5HXr\n1jFr1qxPfZCnUilqamoYM2bMJ2rG+7hqaWnBZrNRUVHxif5/X18f9fX1zJw5E6/X+67v7Yk5NgyD\nLVu24PV6GTdu3Bf6wyUej7Nly5Y9nrxYlkU0GiUUCtHX14fD4aC4uJhgMPiu15Gu6+Tn54svFBWQ\ncU+Yh/+YS+n428X4j1hC9K0nqbz8bnbdfiG2wkqyvU2YmiaGZppguUqyjKTYBP4qFSf0xO9Q/RWU\nnH09HX+9EP+CS4ltXI42IGp6vdOPIt2+VcQjJEnQDHQNyebItaTpWKYujKGiIjm8mAlRMe2smk77\nbUvEpGhMNYGFVwEQfuPfRNc8iuxw4zrgEJJbX0UNjELComzJTcTrVooWNknGAmTVLljJibCYDA+1\n1g0pZ/olWcGSJOQhxq6WFrf1FiKbBmYmIcyulgHLQnbn52ILsjBJhjghUPMCWHqWTFstKA5weRn9\nnXvIdGyn97Hfonj8uMbPI9X4Jlpfe+4PKeJWsrcIR8Vksp1wfEHdAAAgAElEQVR1GKkYvjknEat5\nFrJJJJtT8JoVFcsSJSAgYaZjudIQDcUXIH/+uQyueAArHRs2ngCS3Q1uP1akFySLgqO+hd7fRmLL\ny6iFFbinHElswzLMWOjt14kFSkEpjuAYsj2N6JFe7GOr0XpbsBJhPNOOEhXmig3nuLlo4S70nsah\nn4jsC6B6/ch2N+m2zeK51tOM+okw9KHHf4se7cM5pppk/SoqLvlb7t9CFH/918RrXyRR+yK2QBV6\nrI/gKdcgu3wMvPR3Mm21SKoNtbASTHElwUzFclg8J7LD8zbvWFZBdVJ2wZ9AVuh7/LcYySjIMoor\nj+CpPyP06HWYmQTFZ19P70PXInsLhzF0xd+4HtVXRPf9PxUxJNWOLb/k7cZDQ0OyOcXfxjSE8c5F\nQNAzzJg+jTVr1uz2GDZNk61bt+J2u7/w71+pVIpNmzbtM3P8XlmWRSKRGH7/AwgEAgSDQTwez6d6\nLve1OX7ooYe49957Wb58+T6JPu7XHmk/B3mk6r0Z5J6eHoqKij5VFGJwcJDNmzczderUz2w5LRqN\nYlnW2wbsY6itrY22tjbmzp37vkjEnpjjoSWQsrIyRo8e/YX+cBnCuE2fPn2Pn8s9bfJzOBzc8Ic/\nATKSLIo/9IFdaH3tqN5C/MdcwuAb9+GomEp8038pu+AvRFYsRZIlbIUVuCYchJlJoPrLBQYrFiKy\n8iG804/GN2cRmV3bSTasJlW3CtVfSdk3byL25mMUnfA9jGgIrb8NTJ2Sc39P4YLLUDwFpBrX4Trg\nELSeJiqvfBDJ5iC1/TUkWSGx9VWyPY0YmRRmchDvzOMwYn2kWjZiJgbJ9jRhZZPog90Uf/2XKJ58\nsp11ZENtRFc+iP/IbxI45WqMVBStqx4rk8RRNQ33AYeCBOXfuo1MdxPGYBcg5TKioHgKcJSMR4/0\n4JmxAEmW8c1YIJYBWzZiJsSyl2P0DLzTjkHrbxetfHY3BYedTWDh98n2NJFqeJOCw8/HzCZAT2Nm\nEgw8dxu+2QspPu1nZLvqSDasFZSDoXwqgKmjh7sws0kwNLLdDYKhiySW7iwAC3twNK5x88h2bkd2\n+nBPOgxTS2NEe0k1rcfKJsDQsZdPFtzgjh0UnvBdktteEdNrCzLttWR7m5EUG2Y2KbLBmUQuRpDD\n3lkWGBpmchAzGUWyuzCjoVyBjIQ20AGyjGx3gqGj2BwiK+0uBC3FqKseQnF5iW14GkfldMEd7tyB\nPTiKnqW/QPWXU3bB/6L1NJDp3EG85jkkxU7+V89DC7WQbHgTMzmIkRjE0jUSW18iseUl9Hi/eHyV\nU3EERyMpKlpvM9hdopDkygdQvEUktr6Mc0w1ks2JLEvYA6MI/efX2IrHU3rBn0jUPIeZjhFb/xRq\nYSX+Yy/HCHeSrFuFEekRFdION/F1TxBZ83DuBCu3ZB0Xdd8li2/Ef9RFmJkY2e5G3JMORR/sFnEe\nWebG317HnXfeudvj1zRNamtr8fl8XxpzPGXKlM/EHIP4O9jt9ndFMbLZ7HAUI5FIfKIoRm9vL21t\nbfustfDRRx/l7rvvZtmyZe8bCu3XZ6r9EYuRKk3T3pVD3rRpE+PHj//EB0xnZyetra2fef62o6MD\nTdMYM2bMHv+foXx0JpP5yNroDzLHQ9PWD9qQ/iKpq6uL9vZ2Zs2atdeWNN7b5Hf00ccguoAVMcG1\nObC0NIGFP8A96VB23XGRqJAuqkTr2jnMJq684l9033c1eQeeIuqXn78DAEvPItmdWMhIliEWynIF\nCorHLy7FI6H6yyk589d03H4hVd9/iL5nbiLdVkvRoh/imXgwrX/8Gr65JxPf+Cz2qmlk27dQsvj3\nRFY+SKplo5jW2l2iAc3uwhjsEaQDLFR/haA3KDZhXlS7uHyuZ8VtZFU8ZlnGM/lwTC1Ndtc2LEMT\nddSBKiRZxX/MpXTecxVWclBMg+0ufFOPINm0Hll1oIc7kN35eGYsIFm/BiPcCVhITh9l37qZ3qW/\nxFkxmXTbFox0jJJvXI/i8tHz8K/QQs0i410xReR/Iz2CmmFZ5M07lUTdSsycARR5aQVcXtS8IEZi\nACsRRVJtlF/5IOmdq+l/6vdiOU1RsWQFu78MxVuEHulF6+8AXyHE+hgiJkhOL1Y6DoodW/FYbIXl\nZFo34Z5yBLH1y5AUBcnpwzV6Joltr+GbcxLxmmeRnZ4cng1BxzA0vNUnoEf7h+uZsUxQ7VR97z4G\nnv8rybpV+BdchpVNEn7ln2LCXLcS/9EX45k8n/Dr9xHf+Iyo8y6sQM0Lokd6RDtgjg0sO1yibTDe\nP7zgFjj5x9iCo4isfYxU/SqUvCBmYpCKK+5m4Pnbxc9YcBnJba+R7WvFNaaa5M41FC74Nt4Zx9D5\nr++j9bUKTN+YOdgKy9EGOkg3b8QyNYFiUx25qbkprphYBo5RM7EVVRCvfQVkhaJFVxFbvRQ9GiJ/\n/nmEn/8r5ZfcQe+j14lJ89m/xYj0EHryRiwty1FHfJVly5bt9vg0TZPNmzfj9/sZPXr0XjnmPy+9\n0xx/kkHJvtB7oxhDaM2PimKEQiGam5v32d7OU089xa233sqyZcs+sxOJ/fpA7Y9YjFS91yBv2bKF\nqqqqj/0GM4QFisVin2lT3JC6u7tJJpOMGzduj27/Ufno95Iqdqf+/n527tzJjBkzvtCXpyzLoqWl\nhcHBQWbMmLHP/na6rpNf4AfLQnLlCayXaYoJpgTOsSKrqfe3I6k2bKUT0brqkD1+HKUTSNavwV52\nAFqoGcu0yD/iAnxzTmTw5bvF4pNqp+TM39D7yK8pOOoiQajITWdldz72sgNIN76J7C7A0rPYyyaJ\nha4ctgwLfHMW4Z2ziK5/XE5g4VX0P/9XZIcbLIvKK/6FHumh99HrMZKD+A48ldibj1B5xT0MvH4P\n8XVPgqzim3sy9uAYjESYwZUPongKsSyDwHFXMLj6P2R7dgrD7fRRePRFJBvXoYc7sEwDIxJC9vpx\nVE3HVTmV8BsPYER7RawCkBUbpqFBNiWeVG8hChJGKipMtZ4VfRBOH1YqDooiprG6huz1Yw+MRutv\nx4j1oeSXYEkyZqRbTIgtC0tSkG0OKi7/J7Jqx9TS7Lp5MZasIKsOqr53HwCJ7W/Q/8xNWLKCb/ZC\nHKUTSe/aihZqIdO2GRCRFNcBhxB54z4Kj/8O/cv/IspIJBnVFxRki7wSFMtEdnowM0lkp1cUsEgK\nvnmn4pt1PF13fy+3mNkjTn4kheDp/0Posd8K+oYkY8kKisuHZWj4j7kUDI3kjjdINb4lHpvNiZVN\n55rnVDANlLwSbHkBUGykmzeAzQ6axuifPEE21ELo0euxsLAXjyPduonS8/5A76PXARKli29g4MW/\nk26tQXb6QFYInPxjME0G/nurMMKqHbWwEjOTwEyEsQxdxGicPhSXTyx2ZpJIniKsRD9q8TgcFVNI\n1r6A7C3EM/UIYhuWY6UTOeZxlsJTfkr4uZuxl0+m+IxfkG6pIfTodSJb7szDM3k+ergTra8VIzHI\n3XfewZlnnrnb49EwDDZt2kQwGPxM2lP3pZLJ5PBVy5FKDdrTKMa+NsfPPPMMf/7zn1m+fPkXfqjz\nJdF+gzxS9V6DvH37dkpKSj7WgWMYBrW1tTidzs9t87m3t5dIJMLEiRM/8rZDCxxVVVW7zSwbhvGh\nkQoQ2Lqurq69ktf+PGWaJjt27ABg8uTJ+3yx0FNQCFpGfKGoqHnF6OFOSs/7E5E1j5BqWAeYFC28\nCi3cSaphLYGTf0zXP7+LZHPgKJ9M0cKr6Lz7exQt+hF9T9wgJpSKWHizctW7aGkkVz6B4y+n7+k/\nU3jc5YRfuxczOTic17QFRiH7AmTbNqMWVqJHepAdnlytsAGyQsGRF2IrLGfguVvxH3MJ/c/8H46q\naQTP+DnJnWvof/JPKN58kBTcUw4ntXMNZd/8PwZeuJ3kjhX4j7kUMx0ntv4p8g85i/Ar/0RyuJHt\nLuxlk0TNc7wfZAXFW0TJ2b8j/NLfxeJaDifnmXm8uF0ygqPsANJtm3BNmo8ZH8BeMg7vrBMIPXGj\nyKWaItLgnjxfMI8TETwzF6D1NpHtakB252GmoliSLIxlNpUzjOI9oPySv9H/zF8wMynKL/w/4ltf\nYeD527EsC1tRhSB2JCIi8pBNI8myyEMDSmEF6FnxHINYClRUMZWWJFwTD0a2u0i3bsY76wRRGCJJ\n4PTgKB5PumUjzgkHkWmpQXb5MKIhsaw4eT6xDcsJnvoz0u1biK1/WlwpMHWwOUVcx7KEAVbtyHYX\nlqHlKBAGvq+chaN4LNneZqLrnkDND6IP9jDqx48T2/gMg6/8E/eUw5FUO4ktL1Fw5DcZfOVu3FO+\nSuEJV9L/zE2iqEaSsQVG45lxDEa0l8S218WE2bJy2XYbKAqWaYKWRi0oxTFqJqnGNzGzGbyzTyRR\n8yyWrqHkBzHjYWRXHpJqR4/05JoLVVBUcXKSiqEWlCK5fDjHf4XY63eLCbNqR3a43zbdsjJ8LFnZ\nlFjqlFV+e91vuOqqq3Z7HOq6zqZNmygtLf3EexsjRclkkk2bNjFt2rQRa453p2w2S19fH6FQiGQy\nid/vx2az0dfXx5w5c/aJOX7++ee54YYbWL58OYFAYK/f/359Iu03yCNVuq6/K4dcX1+P3+/f4+zw\nkNmsrKyksrJyX/2aH6m+vj76+/uZNGnSh94uGo1SW1vLlClT3ncSsKekioaGBlKpFNOmTRsR8PhP\nqqEK7IKCAsaMGfOZnNh48wuxZAVJksSylyRh6VmCX7uG/v/eiglIWoa8g04jvu1VPJMPJ7ZhGZaW\nRVJVJMWGe9JhxLe8Iroo3H6MTAJH+SQybZspOecGev/zazERBmRXHmZuk19SVDxTjyCx7VW8044R\ni2eSWBzzVZ9AdO1j5B92NtE1/wEQ5gMLbG5IR0Gxv73Yp2VyhAAJVAfOqmnY/GUktr2ObHNiamm8\n1SdgJiMkmzaIBkCHm6ITrkQf7M5d8r+Ivqf/hJEYRHL5UOxu9GivMEqmIYw8kqBBqHYs0xK/j6Li\nmXSoqB02DYxoCMnpwTP9aDItNWj97cKk5SqiJbsDSVLE82BoyP4KPBMPxlk5HcfoGXTdeRlGKo6k\nKIz6wX8w0nG67rpClGr0tZHt3ilICLKoknaNnUu2rw0rmxBREsvCMnTMTBJMA9f4eTiqphNd8zAF\nC75N+Ln/E7+PJdjLRjQEjjzs/pLcMlkW1Vck6psVMYHPm72Qzn9+F7WwHH2gU0QOgKLjvsPAf299\n23xLkmACSxZV31+KpWfpe/qPZDrrcY8/kETdCiq/82/6lv2ZTMd2gidfTXrXNqLrHsc5agbZrnqK\nFv0Ie/EYBl66k1TD2lz0ogrZ5kCPht6OeCiqKO4wdHESYHOClkb2+Mmfv5jIq/eALOObexKJba+h\nD3QIrrJliBMQRRUG2NBzUY53IzaRVXHCYVni5EUXbGNkRZwQ6KJl0Ft9ItlQK9nOOuxlByB780nX\nr0EtrMSIhfjZ1T/m2mv/5wOPQV3XqampoaKi4jNZoN6XSiQSbN68menTp+Pz+T7vX+cTyzRNWlpa\naG9vx2az4fF49iiK8XH08ssv85vf/Ibly5dTXFy8V+5zv/aK9hvkkar3GuTGxkY8Hs8e4dKGzObk\nyZPfh0X7rBUOh+nq6mLq1KkfeJtQKMTOnTuZNWvW+yIRH4dU4Xa7v/AYpCGMW1VV1Wf6IXnjjTdy\n/e//TOGCy+h//jZkhxczOYik2sj7ypnIHj/h5/8qDJmRRVIdqAUlaH1tqIHRFBx+AdG3niLbuR3n\nqJkETv4xHbctoXTJX+h54g+YA+3Yi8eS95Wv0//szRSd9CP6lv1ZtPCpdmyFFWihFtTAGIxwhyAT\nRHqRXT70gS6QJWyFleTPP5f+ZX8mcNq19D3xO2GGLQvJ7kb2BQS2TJLERHfXVlxjqklsez2Xqc6A\nZaAWVYFhoEdDKF4/RioOGEgOL1YqgiSr+OYswtIy6JEeCo+9nNCyP5PdtRUAb/WJeKYdhb14HJJq\no/3mc4ThT8dxlEwg3b5FTC1VG4rTh+zJR80rIdmwBrIplIIyKi8Ti1lmNs2uWxbjnXMy8Y3LKV1y\nE/aiStK7ttP78C+wLAv3pPkET/oBAMmm9YT+82vAwjFqpij7iPTgqJpOYsvLSKoN2VOIq2oa8W2v\n4Zt9IvGaZ8UfWVKwDC3HfDbwzlmElUmR6diGt/pEIm+ImAZ2J7aCcrJd9dhKJ2LGepHsLvRwF7I7\nH/f4g0hse5XAaf+DFmolsuI+0aBnGWB3IlmS2G3MpsDupuTrvyT0+O9Q8oopPft3RDcuI7LifkGS\nsLnwH7EEMxMnsfUVMl31ubplG+gZgZ2TRRRFsrtwVk4jG2rBiIawV00nG2qGdBzn+APJtGwCmwN7\n8Tiy/a1YCYHCw7LECRQWsqUjWyYFBQUEAgEWLlzI+eefz7hx4953lebFF1/k4ksuIdTbC8gMlX/4\nF1xKYusraKEWHJVTUArKSdQ8KybWqh30DLLNic3pFidRps7O+roPvfqnaRo1NTWMGjWKkpKSvXZc\nfx76sphjEHG9hoaG4VjF7qIYgUAAr9f7iT53Xn/9da699lqWL1/+qVCo+7VPtN8gj1S91yDvKS6t\np6eHxsbG3ZrNz0ORSIT29namT5++2++3trbS09NDdXX1+87I98QcZ7NZNm3aRHl5+Rf+kuTnuVh4\nxNHHsEMTl/biNc8h252Y6SSSOw8rk0DyBbEiue17m4PgaT9ncMV92IpGkdj2ClXfe4Bkw1r6n7sN\nSZZwjZ1LprcZR/kBJLe+ClhvT90ySVBs2IqqcJRNINW4TtQ4v/mYoB44vLjGH0ii9kW8c08msfFZ\nkfW1zLeX63QN1/i5OCqnE133GP6jL2HguVvEcqDDja2wgmxnPWrZAeg9gh6QbtmEmYoIE2OZogHQ\n0LFMQxhcPQ26LtjOo2Zg6prIIGeS2CunIKsOMt0NoGco+9ZtqL4iUo3rCD39RyqvfIDOOy7BOWo6\neiJCdtdWPDOPpejYbwOghTvp+ud3CZ75/wj951d4ZhxN0XHfIb7lZcIv/p2qqx5i4OV/kNj6KhWX\n/5OB524luXOtmFDmWiEtPSuQYaoDsLBkVRSa9LUj5ZWgqEPNbS5BvIj0gizjGncg9uIxxDY+S/78\nxQy+/A8ALF1D9uRjJgbB7sI1ZjZ6Lhuu+stINbyJJMt4qheSN/dkuu7+HvbgaLSBDiwti4UlKsJX\nPigmx6pdGOPccyjZcpN2Q0PJL8VRNhF9sItsf7tY8rRMkSOX1RyZY8hku/AffgGxmucwYiE800UU\nJdO+RXCgDR0rt2QoqBrkMtASGFnKy8oYM2YMs2fPZsGCBRx66KGfmgbQ0NDAddddxyOPPDLMSfb4\nCggU+RldXkpZWSk9PT385Cc/obq6+mNFCrLZLDU1NYwdO/YzowvtKw2Z4xkzZnzhCQzvNMe7mxYP\nRTH6+vpIJBL4/X4CgQCFhYV7FIlbsWIF11xzDcuWLaO8vHxfPIT9+nTab5BHqt5rkNvb27Esi1Gj\nRu329pZl0dzcTH9//z7Dz3wSxePxYcP+Tg01Q2maxvTp0z+0NvqjSBUTJ0783Cfln1YDAwPU19cz\nffr0z/yDJZvN4g+WiGmdruUQVAqWZVJ5xb8YeOHvJHe8losWCHxSyXl/ouf+qyk9/3/pWfpzik68\nksHX78U1/iCS9SvRB3uQZPVt2oJlEjz1f5BtDnofvR4zFUGyOVF8AfSBXcj5pUiWgez0YmZTKA6P\nwIypdmwl4/BMms/givspPPZyBv57C7bicWg9jaA6clgxFWSwFY/FiPSIpTPTFBECSULNC6Dml6D6\ny8m0bUbr70AtLKf0nN8hu/ORJJmOO7+NZHehhVpE4UfTejANZKeP/INOJ9W4DiUviB4NYSYHKbvg\nL/Q+/luM5CDlS25Cj/XT+Y/LRSFI1QxSzW9ReOy38U4/hvBr9xCvfZGq7/6bxI4V9C//C0UnX010\nzVJkVwElZ/4KyzToeehazEwSfaADS8+gFlWhR0K5BT8vVnIQz4xj0Qd2YaYTOCqnk9j8HEgysseP\nPTCKVEsNzrGzybZvEctydncu2iLMat5h52AMdpPtacIz7Ugiqx4SJwl2F4qnEK1/F3JeAMXuwjIN\n9IEOZKcH5+hqkjvXUnzGzzFiffQ/f7swqZYFNgdSLvNraRmwO8XUV1FBVrAVVmBm4qIcxVskTHQ6\ninfOSSRqXwBJFli/vna0noZh4gmqQ7CnLQMrm0GRJcrLy9B1ncsuu4zTTz+dsWPHkkqlhid7lmXt\nNd7tvlYmk6GmpoYJEyZ84d/D4vE4tbW1XwpzPDAwwM6dOz/QHL9XQ1SMvr4+BgYGPpKKsWbNGn70\nox/x9NNPf64RyP36UO03yCNVhmGg6/rw152dnWQyGcaOHfu+2w7B5GVZZsqUKSOqKS6ZTFJXV8fs\n2bOH/21oEaWgoGC3fM+PQ6r4PAzl3ta+wLh9HC1atIjXVqzCPeWrmJkklq5hJiPCoDpcSLkjXnK4\nhlvRZJsT2Z1PxSV30P3Qtah5xSS3v0bxuX+g58FrwciSN/cUnBPmCbZsYDTOUTPwH/lN2m46C0lW\ncVROxRYYQ2zdY1iWheIpwF4ynlTTepxj55Bu3YRnyuEk61YKTJus5tBkHtE6l4tXCDNlYS+dgGvc\nHNS8EtS8IAMv/R090ouUQ40BWIZG+82L8R91EeGX/4Fvzsn4j1xCNtRK979/SOWVD9Kz9JdY2STO\nqmlkuhtxjppBYttrGLEQssONZ+bxJDY/j6NqGqnGtyg9/0+CjhEfILHtdQZfvwf3pENxTTyUgWf/\nj5LFN9L7n1+RN+9U8g85C4CBV+4ivvEZLE2j5NwbMaIhsqEWsr3NpFs2iqv5DifkssCy04OZTYGh\nC26vOx8j0gNOH46ScWh9bSh5QSxdQx9oR5JtOMfMRPEVk6xbiWfmscTXPZ57DnRkhydnmmUku1NM\nouNh8fMMwVT2zDqe/INPp+vuK7GXTkQf7MRMCq65Z9pRJLe+gmUaSKqYFFtmbnKsCkNg6Vkco6vJ\nNK1DyS/BTA5iWaA4PaL627IEBUJShNE2tOEWQfv4g9G6d2JHZ/mTj3HIIYcAIoqwadOmD83pvnfJ\nqrCwkGAwSEFBwYh6bxzaE/kyoCi/bOa4vr6e2bNnf6L34yEqxtBrEETO+Mgjj2TevHls2LCBK6+8\nkieffPILj/D7kmu/QR6peq9B7unpIRaLMWHChHfdbujyXHFx8Ygsw8hkMmzZsoW5c+cC4kNh48aN\nH9jktyekio6ODjo7O5k5c+bnYij3lj4rjNtH6ec//zk33fJXKr59F513XUHRoh8w8MrdmJEenGNn\nU/DV8+m65yoqLr2Tjtu/mUPBpbEHx1Aw/1y0SA/hF+54e5kpt4TmGjcXM51A9ZdiL6oivvl5fAd/\nnfCLd1B85m/ouf8acLiRLAN72UQyXTuFGZclrGwGsJAdbhRvIWp+CZmunZipKM7x8/DPX4ySF0R2\n+ui4bQmqv5RsTzMVl9+F4spDjw/QccdFlF30V3of/BmKL0DZ+X8ShIvnbqHqe/eTbFhL35O/J3D6\nL0g3riPTVUfZ+X/GNHU677gYy9AFHWHaEYRfuhPLslALykTxRP8upNwyl6TaMdMJYQxlRSxxKXYx\nvVVsIjYgyRQcfSlmvA9toAN9oEMs2eX+v+zxo+YVoxaUkmoQ1cfuKUfgP/KbKN5CrGyG9lvPRZJk\nSi/4X1INbzK48gGwLBRfIaovQKa7CVthOUZiAOfo2STrV4GeEQbUMik44ptku3eiDXbjGjeX2Lon\nBMZv/ME4K6eg5gVRfAF6HroWSVYxM3EkmxNHxRTSrZsoPuMXmOkEfcv+JJbb5FxLoHgUYslNtYOR\nAUk0EMo2O6aeBU2wqe1lk8n2tYKh4SgXi7uZzh3itg4PWKZovFPtnLLoRB584IHh1+nQe92YMWP2\neJnJMIxh3u07q9eLioo+t+MNPvtWuX2pWCzGli1bmDlz5oiI9X0ahcPh4YHO3mTO33333TzzzDM0\nNjaiaRrXX38955xzzhf68+v/B9pvkEeq3muQd0eDiMfjbN68mYkTJ47Y7JqmaWzcuJGDDjqISCTC\nli1bmDp16vuqkveUVNHY2EgikdhtgcgXSaZpUldXh2VZnwnG7aNUUlFF1l1MtnOHqC3WMiDJOKqm\no/iKRFtaJkm2s06gsxweVF8RRjyMmUnkcFoqhcddQfilO/EffTH9z92KJMuUnHMDNn8Z7becJ5a8\nJn4FNb+YwTfuR5IklMBoHEWV2IoqUfKChF+6EzObwl4+ibLFN4rnK5Ok/ZZzKTj8AiJv3EfwzF/h\nGjWT9K5t9D7yGyqvfIDQw78kG2ql6nv3EVnzCPHaF6m45A60/l103XMV3jmL0HoaUbyFBBb9EIDw\nG/cRW/cEFhLBU67GXn4A2a4G0m2bib31VC5i4aHw2CtINq5FQsI35yRCT/8RIxLCXn4ABUcswVZQ\nRv/zt5LZtR1JteM+4BB8c0+h78nfo4UF7UHJC6K48pEkyHRszxWVQOFxl+ObdTwAeqxf1HsfczGD\nL/9z+HGGX/4nqbZNGJEeir/+a2zBMbTffLZo6TtiiVhw66x7V+uf6gug+stI1K0UTGtyy3OZFEgy\nhcdfQaZ9C8mGN6n43r9RFDvp9i30PnodZRfeStfd38VZOQ19sBs92otlmthHzUAbim4MZaFNEQWT\nFJu4f00TqLdc657kcA9j6yRJnEDZiscCFlp3A6h25s2exZlnnsmsWbOorq5+3xQynU4PlyV9UgzW\nO6vX+/v7sdlsBINBgsEgTqfzE93nJ9EQG3gkFWd8Un2ZzPHg4CA7duygurp6n7weamtrufTSS/nh\nD39ITU0Nr776KmPHjuXkk09m0aJF+wkWI0+7Ncif30m5ZTgAACAASURBVGn1fn2gFEV5Vya5r6+P\n+vp6ZsyYMaI3hYd+76HlwdmzZ+N2u991mz0lVWzduhWXy8XMmTNH3KT84+jzwLh9lF576QXmzj0Q\nSbXjm72IRP1KfLOOJ7JqKVYnSJIllr9Um5iUWib5h52DbHcReuoPWJqGZ8rhwgyZBo7KabklKome\npT/HM+WrYHNhpmKkdq7GyKaRhtru4v0ElvwvANlQK5aeofS8P9Jz/08ZXPEABfMXk6xbgeIuIP+g\n0zCTEUKPXEfF5SKm4CifjCwrBE+7ls67vkPXvT/CSITJO+hUAGxFlQS+9lP6nrgBS9cJnHYNiR0r\nMKK9GInwMNmh78kbsQwD2Z2H6isSOVotg5lNEVm9FMs0MZODJOtX4515HNn+dhwl45Fkha57vo/i\nDVD57bvovv8nGNEQA8/djB7tRXHn4Z15nFhoW/MokVUP4TvwVFINa7BMg/CLf8ceGI2jYjKJrS8j\n2V3kzV6EEe0j9Oh1VHz7LhI7Xqdg/rlENz5Dqmk9yaa3UAvK0HPTYM+0o9h18zkgKTjHVFN8msCJ\npVo3kdixAiyTqu8vJdu9k55HfgOGxuDqpRQedTHZ3ma6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2PYKyR1viHIY00Cy2XPNeSbH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gQNm/ejD179qCkpASNjY248sorI5pa5w33+Xjh6e4PpWkabW1tyMzMRFlZmSge6GNjY4Kb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\nGHK3vjlqT9cAAAAASUVORK5CYII=\n","text/plain":["<Figure size 720x720 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"rxB4mXq_lRpc","colab_type":"code","colab":{}},"source":["masks = pickle.load(open('missing_masks.pkl', 'rb'))"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"pv796P2GX7AG","colab_type":"code","outputId":"c5c2b159-eb9a-4ece-b664-c0f0ee581c48","executionInfo":{"status":"ok","timestamp":1584608622921,"user_tz":-60,"elapsed":1636,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":261}},"source":["# Plot segmentation\n","segmentationpred = np.zeros((92,92,92,3))\n","segmentationpred[segcpu == 0] = color_mappings[0]\n","segmentationpred[segcpu == 1] = color_mappings[1]\n","segmentationpred = segmentationpred[:,:,::-1]\n","skvideo.io.vwrite('Seg.mp4', segmentationpred)\n","HTML(display_video('Seg.mp4'))"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/html":["<video width=\"320\" height=\"240\" controls>\n","              <source 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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":48}]},{"cell_type":"code","metadata":{"id":"32zj99X_BzBF","colab_type":"code","outputId":"88401073-b34b-4fc3-b2de-ecdc6fff8c38","executionInfo":{"status":"ok","timestamp":1584608638190,"user_tz":-60,"elapsed":2016,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":553}},"source":["plt.imshow(segmentationpred[:,:,50])\n","plt.show()\n","plt.imshow(segmentation[:,:,50])\n","plt.show()"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"],"name":"stderr"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n3e9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size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"],"name":"stderr"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nuISF3RiX+P/Ka9fU9e5vyAAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"QTVFM8OIAH5l","colab_type":"code","outputId":"9fee1018-01f5-4042-ee63-af3a6cf84112","executionInfo":{"status":"ok","timestamp":1584608166688,"user_tz":-60,"elapsed":2014,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":536}},"source":["plt.imshow(segmentation[:,:,50])\n","plt.show()\n","plt.imshow(scaled_scan[:,:,50], cmap = 'gray')\n","plt.show()"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"],"name":"stderr"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+eU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xjbD95UfE58+yVjFARW06gQpY85uiD9wpBcfaJyc+sLv/OEFHL4TntFLN3Xfc9EfEv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\n1NeZVOsSwlAAAAAASUVORK5CYII=\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"8YXx-Tw8jPGW","colab_type":"code","outputId":"cd575646-b62e-48fe-b245-417ced3442a9","executionInfo":{"status":"ok","timestamp":1584608627697,"user_tz":-60,"elapsed":1442,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":261}},"source":["# Plot original mask (after resize and resize back)\n","segmentation = np.zeros((92,92,92,3))\n","segmentation[ttmask == 0] = color_mappings[0]\n","segmentation[ttmask == 1] = color_mappings[1]\n","segmentation = segmentation[:,:,::-1]\n","skvideo.io.vwrite('Seg.mp4', segmentation)\n","HTML(display_video('Seg.mp4'))"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/html":["<video width=\"320\" height=\"240\" controls>\n","              <source 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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":49}]},{"cell_type":"code","metadata":{"id":"aWA9o6cpaZuU","colab_type":"code","outputId":"1a769f30-2eb3-4386-8aa7-0a9529735d94","executionInfo":{"status":"ok","timestamp":1584608071412,"user_tz":-60,"elapsed":1619,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":261}},"source":["# Plot 3D scan \n","scaled_scan, scaled_mask = rescale(scan, mask)\n","skvideo.io.vwrite('CT_SCAN.mp4', scaled_scan)\n","HTML(display_video('CT_SCAN.mp4'))"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/html":["<video width=\"320\" height=\"240\" controls>\n","              <source 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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":24}]},{"cell_type":"code","metadata":{"id":"Sru7ZnVOaggh","colab_type":"code","outputId":"5b0b1655-b1a5-4614-8450-aae480db5ebc","executionInfo":{"status":"ok","timestamp":1584570760936,"user_tz":-60,"elapsed":523,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":261}},"source":["# Plot original mask (before preproc)\n","skvideo.io.vwrite('MASK.mp4', scaled_mask)\n","HTML(display_video('MASK.mp4'))"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/html":["<video width=\"320\" height=\"240\" controls>\n","              <source 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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":147}]},{"cell_type":"code","metadata":{"id":"wI00PpZP02eU","colab_type":"code","colab":{}},"source":["# Feature extraction with U-Net\n","# path = train_path + 'images'\n","path = test_path + 'images'\n","filenames = os.listdir(path)\n","features = {}\n","\n","for file in filenames:\n","    # Read archive\n","    archive = np.load(path+'/'+file)\n","    scan = archive['scan'] \n","\n","    # Preprocess\n","    maxi = np.max(scan) \n","    mini = np.min(scan) \n","    scaled_scan = (1. * scan - mini) / (maxi - mini)\n","    scaled_scan = data_transforms((255. * scaled_scan)).view(-1,1,92,92,92)\n","    scaled_scan = F.interpolate(scaled_scan, size=128, mode = 'nearest')\n","    scaled_scan = scaled_scan.float().to(device)\n","\n","    # Extract Features\n","    with torch.no_grad():\n","      x1 = model.convd1(scaled_scan)\n","      x2 = model.convd2(x1)\n","      x3 = model.convd3(x2)\n","      x4 = model.convd4(x3)\n","      x5 = model.convd5(x4)\n","    features[file] = x5[0].cpu().detach().numpy()\n","    \n","# with open('seg_train_features.pkl', 'wb') as f:\n","with open('seg_test_features.pkl', 'wb') as f:\n","  pickle.dump(features, f)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"qK7cuUf-TbSj","colab_type":"text"},"source":["# Feature Evaluation of Segmentation"]},{"cell_type":"code","metadata":{"id":"akKMOQO9U2e5","colab_type":"code","colab":{}},"source":["train_features = pickle.load(open('seg_train_features.pkl', 'rb'))\n","test_features = pickle.load(open('seg_test_features.pkl', 'rb'))"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"G1E4kC5DU_h6","colab_type":"code","outputId":"4239153c-6a6d-4784-cd27-e46a7102b266","executionInfo":{"status":"ok","timestamp":1584615163773,"user_tz":-60,"elapsed":3036,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":361}},"source":["flat = {key.split('.')[0].split('_')[1]:value.flatten() for key, value in train_features.items()}\n","trainfeatures = pd.DataFrame.from_dict(flat).transpose()\n","plt.style.use('seaborn')\n","plt.scatter(x = np.arange(len(trainfeatures.var(axis = 0))), y = trainfeatures.var(axis = 0).values)\n","plt.xlabel('Feature channels')\n","plt.ylabel('Variance among train images')\n","plt.show()"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAfUAAAFYCAYAAABKymUhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmMlhSGYQGooma+qiq1XO9JJbnGjH9SYaFzEyRt5N9oRiJp2NOkIjSaSz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eROQUlg84XtC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\n1Kn7sNmp7GqiOnGhAW1WulInhAjL2GbnbdsUFeYjKY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b37t1McXGx53GPP/44s2/fPq92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\n6oQQQkiCoE6dEEIISRDUqRNCCCEJ4v8AfRhHGOpHAxMAAAAASUVORK5CYII=\n","text/plain":["<Figure size 576x396 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"SR6L6qDNWz5h","colab_type":"code","outputId":"5e2e2441-e63d-417b-8e54-8c5029584ef8","executionInfo":{"status":"ok","timestamp":1584614210957,"user_tz":-60,"elapsed":3072,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":361}},"source":["flat = {key.split('.')[0].split('_')[1]:value.flatten() for key, value in test_features.items()}\n","testfeatures = pd.DataFrame.from_dict(flat).transpose()\n","plt.style.use('seaborn')\n","plt.scatter(x = np.arange(len(testfeatures.var(axis = 0))), y = testfeatures.var(axis = 0).values)\n","plt.xlabel('Feature channels')\n","plt.ylabel('Variance among test images')\n","plt.show()"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAfUAAAFYCAYAAABKymUhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlPwAk9oUI9ADi9ms+pUnksKYiBUxqRtItpzt46PdCIRkuKvtmN9SX9ZJ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mA3/7mi/tae+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hvrgXqqJOf7W42mw3Lfk8zbM8CRRT8AOg7db9/AB4OO8J+hhpml9UMv39kEuLMiR50B08rPOMc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\n2N0/8QAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 576x396 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"ViFnj_YDYs6_","colab_type":"code","colab":{}},"source":["# Get dataframes (+ additional features FOR MIXING ONLY)\n","train_labels = pd.read_csv('y_train.csv')\n","trainfeatures = trainfeatures.reset_index(level=0)\n","trainfeatures['index'] = trainfeatures['index'].astype(int)\n","traindf = pd.merge(train_labels, trainfeatures, right_on = 'index', left_on = 'PatientID')"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"dkPzL08UbtUs","colab_type":"code","colab":{}},"source":["trainingdf, valdf = train_test_split(traindf, test_size = 0.2, random_state = 0)\n","x_train = torch.from_numpy(np.transpose(np.array([trainingdf[i].values for i in range(256*8*8*8)]),(1,0))).type(torch.FloatTensor).to(device)\n","x_val = torch.from_numpy(np.transpose(np.array([valdf[i].values for i in range(256*8*8*8)]),(1,0))).type(torch.FloatTensor).to(device)\n","times_train = torch.from_numpy(trainingdf['SurvivalTime'].values).to(device)\n","times_val = torch.from_numpy(valdf['SurvivalTime'].values).to(device)\n","events_train = torch.from_numpy(trainingdf['Event'].values).to(device)\n","events_val = torch.from_numpy(valdf['Event'].values).to(device)\n","y_train = (times_train, events_train)\n","y_val = (times_val, events_val)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"sRq3mMsAUS-u","colab_type":"code","colab":{}},"source":["class Net(nn.Module):\n","  \"\"\"Avg Pool 3D 2 + MLP model\"\"\"\n","  def __init__(self, H1 = 2048, H2 = 256, H3 = 64): \n","    super(Net, self).__init__()\n","    self.mlp = nn.Sequential(nn.Linear(16384, H1), \n","                             nn.ReLU(), \n","                             nn.Dropout(0.5), \n","                             nn.Linear(H1, H2),\n","                             nn.ReLU(), \n","                             nn.Dropout(0.5), \n","                             nn.Linear(H2, H3), \n","                             nn.ReLU(),\n","                             nn.Dropout(0.3))\n","    self.fc = nn.Sequential(nn.Linear(H3, 1, bias = False)) # risk computation\n","  \n","  def forward(self, x):\n","    x = x.view(-1,256, 8, 8, 8)\n","    x = F.avg_pool3d(x, (2, 2, 2))\n","    x = x.view(-1, 16384)\n","    x = self.mlp(x)\n","    x = torch.exp(self.fc(x))\n","    return x\n","\n","class MiniNet(nn.Module):\n","  \"\"\"AvgPool3D 4 + MLP model\"\"\"\n","  def __init__(self, H1 = 128, H2 = 32): \n","    super(MiniNet, self).__init__()\n","    self.mlp = nn.Sequential(nn.Linear(2048, H1),\n","                             nn.ReLU(), \n","                             nn.Dropout(0.5), \n","                             nn.Linear(H1, H2), \n","                             nn.ReLU(),\n","                             nn.Dropout(0.3))\n","    self.fc = nn.Sequential(nn.Linear(H2, 1, bias = False)) # risk computation\n","  \n","  def forward(self, x):\n","    x = x.view(-1,256, 8, 8, 8)\n","    x = F.avg_pool3d(x, (4, 4, 4))\n","    x = x.view(-1, 2048)\n","    x = self.mlp(x)\n","    x = torch.exp(self.fc(x))\n","    return x"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"e93O4I6eUWJw","colab_type":"code","colab":{}},"source":["# Define model\n","net = Net()\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else 'cpu')\n","optimizer = tt.optim.SGD(lr=1e-3, momentum=0.9, weight_decay=3e-4, nesterov=True)\n","model = CoxPH(net, optimizer = optimizer, device = device)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"X_SNxC3fUYZx","colab_type":"code","outputId":"0da31f3f-8f3b-4f19-b886-9a55ec2d4198","executionInfo":{"status":"ok","timestamp":1584618407719,"user_tz":-60,"elapsed":4943,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":382}},"source":["# Get best learning rate - OFTEN OVERESTIMATED\n","batch_size = 20 # TAKE A INT DIVIDING DATA LENGTHS OR DEFINE PROPER TORCH DATALOADERS\n","lrfinder = model.lr_finder(x_train, y_train, batch_size, tolerance = 10)\n","lrfinder.plot()\n","plt.show()\n","print(lrfinder.get_best_lr())"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAf0AAAFcCAYAAADCjGfDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n","text/plain":["<Figure size 576x396 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0.0001\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"2NqBSie2UcJC","colab_type":"code","outputId":"2a2d3915-4696-4c5b-cc2c-12e89c6a4c63","executionInfo":{"status":"ok","timestamp":1584618730969,"user_tz":-60,"elapsed":6270,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":549}},"source":["# Training \n","model.optimizer.set_lr(0.0001)\n","batch_size = 20\n","epochs = 100\n","callbacks = [tt.callbacks.EarlyStopping()]\n","verbose = True\n","\n","log = model.fit(x_train, y_train, batch_size, epochs, callbacks, verbose, \n","                val_data = (x_val, y_val), val_batch_size = batch_size)\n","log.plot()\n","plt.show()\n","print(model.partial_log_likelihood(*(x_val,y_val)).mean())"],"execution_count":0,"outputs":[{"output_type":"stream","text":["100:\t[0s / 0s],\t\ttrain_loss: 2.3477,\tval_loss: 2.4650\n","101:\t[0s / 1s],\t\ttrain_loss: 2.3721,\tval_loss: 2.4703\n","102:\t[0s / 1s],\t\ttrain_loss: 2.3851,\tval_loss: 2.4768\n","103:\t[0s / 1s],\t\ttrain_loss: 2.3742,\tval_loss: 2.4739\n","104:\t[0s / 2s],\t\ttrain_loss: 2.3315,\tval_loss: 2.4654\n","105:\t[0s / 2s],\t\ttrain_loss: 2.3286,\tval_loss: 2.4723\n","106:\t[0s / 2s],\t\ttrain_loss: 2.3344,\tval_loss: 2.4746\n","107:\t[0s / 3s],\t\ttrain_loss: 2.3506,\tval_loss: 2.4729\n","108:\t[0s / 3s],\t\ttrain_loss: 2.3617,\tval_loss: 2.4721\n","109:\t[0s / 3s],\t\ttrain_loss: 2.3364,\tval_loss: 2.4773\n","110:\t[0s / 4s],\t\ttrain_loss: 2.3521,\tval_loss: 2.4787\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAecAAAFKCAYAAAAnj5dkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nvHkrP/v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ud4Cs1OFVha5clcPHr13Ip29eMmx7aa4Vi1HD0Won0aiMuy/IwcoOstMM3HLF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\nEDIAAAAASUVORK5CYII=\n","text/plain":["<Figure size 576x396 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["-3.5184950828552246\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"n8h8RFEHUiD4","colab_type":"code","outputId":"ec3fcefb-f87d-4c27-fa6d-0cec215485d0","executionInfo":{"status":"ok","timestamp":1584618654161,"user_tz":-60,"elapsed":2814,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":361}},"source":["# Validation predictions of survival\n","_ = model.compute_baseline_hazards()\n","surv = model.predict_surv_df(x_val)\n","surv.iloc[:,:10].plot()\n","plt.ylabel('S(t | x)')\n","_ = plt.xlabel('Time')"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAfsAAAFYCAYAAABUA1WSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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ptzRRb2lie/vRWaQ6T4Zldxx/f20/37m0hNOKkkbVZomxIwgCct3g7aJwIdfr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\nXgghhEhxkuyFEEKIFPf/AUjE2W+NmkeaAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 576x396 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"I5m53rPoUgN7","colab_type":"code","outputId":"4d7c49c9-db0f-458f-8593-f0efadc8b508","executionInfo":{"status":"ok","timestamp":1584618654164,"user_tz":-60,"elapsed":2787,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":381}},"source":["# Evaluation on validation set\n","dur = times_val.cpu().detach().numpy()\n","eve = events_val.cpu().detach().numpy()\n","ev = EvalSurv(surv, dur, eve, censor_surv='km')\n","print(ev.concordance_td())\n","time_grid = np.linspace(dur.min(), dur.max(), 100)\n","_ = ev.brier_score(time_grid).plot()\n","print(ev.integrated_nbll(time_grid))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["0.644114921223355\n","0.592771502919237\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAecAAAFKCAYAAAAnj5dkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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PHjsFms6GqqgoNDQ2orKxEVVVV4Pnvfe972LNnD6xWKzZv3oz77rsPALBixQq89tpr0lV+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\nwjCciYiIFIbhTEREpDAMZyIiIoX5f7+RL7wX/aOEAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 576x396 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"BltgTFpIoyzy","colab_type":"text"},"source":["Not Good..."]},{"cell_type":"markdown","metadata":{"id":"pV5eHOZEWUdy","colab_type":"text"},"source":["# Wavelet"]},{"cell_type":"code","metadata":{"id":"qU3TV4OrWUGZ","colab_type":"code","outputId":"611f374f-6a95-4629-c40d-9a571542cdaa","executionInfo":{"status":"ok","timestamp":1584620842171,"user_tz":-60,"elapsed":14896,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["folder_path = 'images-wavelet'\n","patient_path = os.listdir('images-wavelet')[0]\n","images_path = os.listdir(folder_path+'/'+patient_path)\n","wavelets = {}\n","for path in images_path:\n","  wavelets[path.split('-')[1].split('_')[0]] = nrrd.read(folder_path+'/'+patient_path+'/'+path)[0]\n","print(wavelets.keys())"],"execution_count":0,"outputs":[{"output_type":"stream","text":["dict_keys(['LLH', 'LHL', 'HHL', 'LHH', 'HHH', 'LLL', 'HLL', 'HLH'])\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"FfXpxptxY6t_","colab_type":"code","outputId":"ad9896ae-f545-4ae5-88ad-2f8715333f45","executionInfo":{"status":"ok","timestamp":1584621011350,"user_tz":-60,"elapsed":1293,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":512}},"source":["x = 'LLL'\n","maxi = np.max(wavelets[x]) \n","mini = np.min(wavelets[x]) \n","scaled_wavelet = 255 * (1. * wavelets[x] - mini) / (maxi - mini)\n","scaled_wavelet = scaled_wavelet.astype(int)\n","\n","plt.imshow(scaled_wavelet[30], cmap = 'gray')\n","plt.show()\n","\n","# Plot a 3D scan as a video\n","skvideo.io.vwrite('CT_SCAN.mp4', scaled_wavelet)\n","HTML(display_video('CT_SCAN.mp4'))"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\no2bW7DZ7HBevYdleRIAZd91ut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MnUfHfd1GKf1+a11aOYRniXc8tztdifRNoXPeSOR45m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\numQH1ufZrMoUFIgqSDh2nU4Hw+Gwkl5rc9zV/tbFw9wFjqc+n85qds5L7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YqiCMxO01R3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size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"execute_result","data":{"text/html":["<video width=\"320\" height=\"240\" controls>\n","              <source 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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":26}]},{"cell_type":"code","metadata":{"id":"HmIqK-mBUDfX","colab_type":"code","outputId":"47e0ab98-3293-47a1-e9f8-ff074bc70553","executionInfo":{"status":"ok","timestamp":1584621024151,"user_tz":-60,"elapsed":2057,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":512}},"source":["x = 'LHH'\n","maxi = np.max(wavelets[x]) \n","mini = np.min(wavelets[x]) \n","scaled_wavelet = 255 * (1. * wavelets[x] - mini) / (maxi - mini)\n","scaled_wavelet = scaled_wavelet.astype(int)\n","\n","plt.imshow(scaled_wavelet[30], cmap = 'gray')\n","plt.show()\n","\n","# Plot a 3D scan as a video\n","skvideo.io.vwrite('CT_SCAN.mp4', scaled_wavelet)\n","HTML(display_video('CT_SCAN.mp4'))"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0yO91pHGQNu7jWNWnhIacdSja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FGmjkVyoExCax0qN9rA5eXlht7ok216LJsngEmOWHs0\nJxv/fwCoavnBqfudfP7oAvfIxt+qyO7QWaME/1LUTOv2Dg/JX2VMPoXgAGqG1B+HVb51fq7EgdZ1\nY9al/KosHH56X5NSkF+XWUJBldJWCEiJ9XsE529pGlGR3+O/V6T90O89Uv10/pL8XbZMRCeH4bqV\nplnVFMH7nXhKtJMddO4dE5ybA+uAvMTFyMvnxbVMtXmF16t5qUdrfioaSTwB2xszFIX4m2QZ2QFg\nuVyOfOq72b2/KdJr+/pd5ezzZU8MuvFOoSuVUTVG+ptv4nHq9bUyQv1/yhDSfd7/1I+qvNepOqR9\nVH3SN/UCm2cD+AqKorEqoPVoJyfVJIGkVwPruvGU5yZRIK21jSfD2K4KUT2lCtMTXMofeU7tJgXx\ndW+P5oTXvFf3TbuxJ8Wp1larCK3fvU5PnGn9jo7oLNxZe4JOPzWisW6OsR7AyWtqAKTkoJ20jCKK\nKVLj8mx5BfV5TeXA39hXXvPlYnX6fMBJAxKnONxH4TIicRl7inZylDSQ51JODm1IvbmZZm3pOX1N\nWSOuw8r0AEMVORJpXfqAgipHBcErBOJlKzhJUuUi9ZYqXWmrPnmbitDUqNyJ9ihNBXp9cz5S1J+q\nw68niN+7V/vpZR1lAdt6nNCinkCkD8kAm45W9VzrnxMId354RdrZBWwur5GSIJUoJG7A4dnsl5eX\nePLkyQYfuiTC3zSiqUNwZegpEPuxWq3GPvo6uCKX9MRVWjdP7bC815v2wevzzw7/9JryUzki5dOh\nag/+VkbmzsGnRl4/x0XHxxHhMNxsLVbyHEyFRubIXvWBPLh8qYPaNhOwRFKttfERZR5Xpg6fz0Do\ng066x6LSSadX5lgqJ/faU+RzGEa39IhnBcl0sPSatzPFt/M05z69f65DmUupbFV/mvZUdVFuKbrO\noYRcet+Tw7krpXbdCUzRXMembSbHBmDDMVWrBKlNHYMpuvfDK9wT+ZIQPZkueXkUALaXUhiVFMYv\nl0scHByMm04YcelZHUqxXofchMQKoZQXfvcNODpvU0obSPTARleGBLn1uvIAIKIlRguVI6GjLokx\nIjKq6jPYup14sViM+/T1xR4q1zT+KtNq2sC6fP+7HxrizkkRQeV0E/RX/r0dHSvth/Ku6ML1U+vX\n8XHUovNutRHeX+VqyCuPOqvkCezo3HgVtGdcFb4mR0BKyuQQh+3puqZCIZ8bKR+96JpgnN8P5KOn\n+TshtCZjWmsjT9oPTWRNJeYSrNechSoSZaJyW6/XG1FGnTLL8VXPWl8ymiraqCL3yiqkV57Zf21X\n5e6GlIxd63E0p/rifOt3HZ+Uj0l9YP0ca9WRakzVRjwIUYf0iceKdnaUtP5GUuUEbpIWaZ3Y5/Ps\ntA4cz2DTbK8+HZQitXv95Gh0ACtlTdC2qgvAhpFr2xqt5sg2IQnen5yO36uRXHldLBbjJhE90YZZ\nZO9n2sTCa45WtIzPwfU+8i0abkwAACAASURBVOxG7OOmjsDlnaB02rCiqyR+X1o3dz55r/7v0Vnl\nrWPmm7acX+VH3z2QnuJU2tlLInRwVYAqdGbSCbtJGhH1NzoH7owjZD88PMTR0REAbOzFZzk1qJS1\nBraXjXiNyu9EhU/Ry5WL0VLbccib+Kna073XHsl0k49fY50qG147ODjY2sV3dXW19bivJs5URlq/\n5wW0X6nPSrxX+XP+3VHotYQqUxIvPdmYnLc6ph7fHrnVuQ7DzdIbE3puEx6AdDzp3F6pAyfnEDvp\nhqxzYfV0JIdx6gmpmBopEySa4kv58d/c86b7Kqg6l1JdzkOvPo801e/JkShMT2WqOpOMtA7vR3IO\nfk35nZuc0n64gaZy3kdHWr1+e1+Tk/c+VSihclra3hRPpJ0Ze4JqNEpCEiYfdA7PCOjH/wCbhxdQ\nORl9nj59uhE1FR2oUqV5vPJJOEtiHoBLiqp8DiV7EcSjuZdzhfCoosaYMuTOR2VAaU5IREO04GX8\njzzrWGtbWq+vgugx255o5HjqtExlmpb/vF+8ltCFyj0t+2reg//rZppqDHzc9TAWLe/9cNl5XRW0\nr+iViOzKrMJMTxYlKOUKpKhAyzKy69p6KsfPqh03JPIMbM4V3dBJ1VzWearkVDkEd5zpuvc5KUul\nOOoUnN9KyTziVKgjtVPVl5ynJ9MqlNXjocdP6k8Prld1+W9V2aQ3Pb7mIpt7NXYfLP1fX2fM37jB\ngIcXstwwDOPz3HQKakRJ+eYogBuxKrhHH12/59Nr9PS+GqD5BfLq7WjSxw8xVCP0KY5HYP7mfU1R\n3q/ppz/Dr8aVHlCq4KsjCZe5zjf5P9v07LIvvWk2XOtNcvAlujTXTzLRtli3wnLWx2s6byYiSrkB\nnZcnOTr/jla0Ts1t9ZzZvUd2j3oalVVhmUkHNoWk2XQdZH/AxSOoLwu5xwa2YWlaFvGkicJNTSSq\nclVZUh1knQ8rQkkGn6J4pTAeJeagCe0/+67PLqT15Z4snVwHWFc1Zgr5dcnMpyC9SJiO2K5yL+5M\nSepoFeHpWCf4z8NY1LElB1jxoL/zU1es9vf3N/ZBVLQTY1fS+Y57QB0MCkrnjhp9XXlUGXx+luZv\nyluC4f5uLUUUyrc/P56ehlPHw/773ugpGfm6eRVZe3Kvxkb7zyifDKDXZkIS1XyT7fh6t9ZVRbmq\nL36tMi7vQw/1VNu3Pep6PersHdEq4kvts4wjTZUHHdkrl413T+ybRNR4fJ1do6iuT3oUZP369BqT\nPgp52dbFxUU52MDNQOsmFLY9DMO4LMWy2g9VVE3KeH9UDtztpnxqv5SHlNhRBdVkpV9zB+JKqIbu\n46bjorxqX1U5PeGmDrMiTbjyvupE3DR2Lgcvk5y8l9Hkb+Vw9T5HkBoAtLwe4FEhFHW2wM2bdHR8\ndJ+9vgIs0c72xvcgjHtuJ4fbPuBJiRQJpAjiHrFq3yOMztM1d8CHTzQqVkreazvJIsH2OZG7aqMH\nf50PdwbV9KG6fw4/c/j3+3r33wYFzNGDu9Rd1T9Vd0Ixc2XutJPtsgnaJUjtUMeTcOl+YPPMdz32\nSK/p3N/3QbvHnjIGPm/MZTlGMW5j5DHZmoNIT8K5EyKlY5M1WuhTUkkmCvtYzzDcrFB4hEloRKdP\nvm9eZeZLonrNj+VKEdVlojyo7NM0wFGLIiCVHVGXIyGfGvqfG5om7XzqWR2kyWuORv2ZfUeQvN9f\nWa38vnIJOu1gRbeNVFPzOZ0PJujpp3/M4dH5TQ9TMEuqpFOUuRGiQiGEcTzFdOpevZ4crtZfRZjE\npyMRJ4e/ntibqxNzon2FeNhGD+YmCJ2QQxWhfWz83mps9J503dvQ+h019uje98b7HN2XTZIXdS/O\nuvibJ/ZSmYQEGNmUP0b8ii+tS5eC+Ls6FT31ZRjyG1XV4BTdJGOgUyGf+pkijlKSTVKm6j7lT9GR\nyjUZfeVU2MeEqjzi6vdqiuGfHuX5Pe3DcBTTk5vqmyMCYHtVRcmvaV9S275HPgUqvfbKZePV4JPg\n+HtSBDUELZsgll7TtvlJwakBpvVvrcvhZMrO6uOi/qI9T2Kxb2nwWJ+2p3kBhezeZ199SHLRay4v\nlacmJgFs7Idn+74M5XVpWW1LnasaHHfJpQ1MKo9EbvApWibYz7ara6lPyp8nb9Njtn7NA5YvJSdH\nyOliOv3mlTN2j46JOVX8JBR1GG50biwO/9Lc1A2ZcM+V1XlNCqVRWCkZXeJzCrolp3Ab6sHw5BDU\nAFjGFa0H3R1uqnw8mlE+aUqS5OltVX2cW88c8v6QEprqyZe/V86wGmOOvwc9YHuN3+ned9BdXl5u\nbCqojILl9Tc9XpkGSQ+oy2xVvUBOwqTNGz6Pp+dN9Wr0c8ekCSf31ErubJRn5V3Lu6wqFJOMgf1U\nJMB+6HPWlDfHjGW0vZSE6vGvUcynJb48p/JIRtOLvJWDTUHEr6f6SQ7Pe4au/2uA4n26BKf89pCR\n6qzKeGqdfSdLbz54pGpg5t4/p82pMvxLiZyqDp+OJIFPQdCeQlf3JafWK3/Xa8mR9CDybdqbcvjV\nPXN5nyrfq+O2Ub/Hw11ojix7KMZpJ0tvyaOp1/eTRxQ2+XIO7+E1luenQ0af4ybyeVi65hE81ZHm\n6N4PJu+0zcrhaTT2Z9a9bo8O7oySkqjhcUNTit6+a88hu/Li3xMP7I/LLC3PVdHYI6ejNkcXKXLq\nWLk8/DuwudEm8ef5qBSkfMqSpk1pfFx+jqoS7SRBx2QCYYcOhEI392BaVqGgR+JexJmCaM5r+q23\nDpyWsbwu/q5P+ClV+YIpyOr8KY/JCJOCqpw5VuwjE5pTsnIY7de9Tf3slelRaosGV7Wd9lP4OFVT\niVSf3lvtmdA6dIqnv2teqkKZbO82qGUnj7hy84krmW8B5XWNfr55QckHhsT5jFLyvPq7Lst5xlgH\nS+9J0c6JZd1Qvc9JcbQNL69y1P9VBvx03qooyXbU0eg4+T3Oj0efhFDcEHV5iZQ2TinvNMrkUF1P\nekabyjkP5FE/K7SU+q2fyr/+Xi3ZaTv66XxVtJNsPJNqhOxqAOkEUSbm+KhrMoSeEfnOI/45dFTP\nyuQa23TUwfqTopFStGP9ekiGRlJtyxXIEYRGInVeaddYpWipP+TDlxp1PLy8/u/1+7gQ0bkBsW4e\naKlLokwcJkdTwVlFSMm5pTGrnIHriMrBt0SrzLTtXh6o5yxV/3Xq4OP/Su6gA7ZhTvLaFbyfgjYs\n1xvMhBJUMfiXNo6oZ53qZ2VcdCbJUHoIRb/fBubOoV70dgfbcyKsQ2WVrqX7HOWoI3ceE3mbqe2k\nF17Gy1cReAqqJx56ZZ0o42r6NKc/pJ3soEtGxQFN6+i6VOdvy0hKM0e4Wocm/Rh1ddmM3w8PD7ee\nWU/9AnIikJts9FiitDlG63EP7p9JZkl5KpSRZKfIw/MqugRZwWSVJZGaO7rLy8stFFfJrSfnCjrr\nb+o02H7PUWkd1Vg4dE+fDEqOeLSNtL/Dy6Z9JHORitLOT5clueK4J/VIOieqark5yRidCjiSAG48\nuSuPDqgqRJrnpX47vz2UU/VvSg5zyjsPPeopcGrHo2OPFzfaZLxTyCpFvKl7epScSq8vt4ns6X6l\nueM9Rfe+qaZayvJkF7C54UI3rtzFIHSeSeP0o5cqxAFsPqmVoqp7fV8tUL74hho1GN0U5DCZeQON\nqt4ffk9OSHnwKOnjw35w6c2fVCM/KUo6PPdpicJfXWpN+qB16bKpjgevpaiq/a4ck7ZZ8ZKSg653\nykMPdrse6P8+pdOx4G+qU8nhvXKR3TvAz6T0ug+YhslO+z7gCpZRIDQOTQ75EVca2ZXfCr6xvCqE\nQ/HkkPhEnLbBx2TTejawrdw6DfBBTt7fFdWdjfKrfeTjuTRwNQAfg8rYnR8qtiuv35f4cuOt2kjG\nkj4rOXkQSk5F60g5mF7dSSZKqmNpeW5qTT3RTh9x1QHU/daeCKNx87pG5aQIPmAqWPXenDtzIJl9\nV151CymALYOsNumoM6DT0pUBHlDpEb2CaWoYQP+U2rQZRfvkPKYx0boqZ+LOwdupYLM7CL3Ho11l\nxNoG73OENgc+Ow9ar1NPDreF6u5se7w4eqx4qnSHtJPXPzkk0o6k3V/6SKUv2/iyjn5PyRE1LEJj\nXUJhMpCRl9FL35Ki/UlRXfngssl6vR73FhwcHIzJPj2gIEU5AFtLKgoTE3pw2VSop8pw6z2+nu+y\n1mVHdxIqC6cK+Xj7Ph1wqF09QZbqJM1xQi6ThFTS0mRF7qRSnQldaZ90PEg61q/cOvsUJYHr75X3\nqgYwXXfBqqPRaUOayztfzqMPumbz1Xj1Ofc0kD5X9Ayytplk1ousTlNy613rrQDMraPiZQoSV1HO\n+12VrVDPbaP03Ht6ZSrHV9UxZQ+JdmLsSWmrXULu4fQoJYdxPYhDSKgGpokfnv3Od8KRp4uLiwjd\nyQ/J4bDuQPP9z2dnZzg7O9v4TQ+tBG6eT+b31m6WIJ0qGOpTIvKl9/i1qcih46HoJy2J+vgkp1nN\nidMOO9ebhCy0z0r6vEVyBlX/fW89edXfkj6rvrBMhcbYD/bbj1JTxOuy9BxPj3Zm7Gkulsrpp3bS\n4eUcaEZKO+iAG6PnfT6X5rqxe1dta0o5gZvXH/uLJhIpNPMXT07BNjW620SAuVHKDSBl96fGx697\nxPI6qsiW0NbU+FS8aHlvo+rDnDZ7UTk57NQ3J9fLXtmdvRHGyWH2FOM9uNcTpntAvYcbZhK6ALaT\nVT74FTRMO/TS3JPP5WukYZ26apBkp9812jn50k1SqjnRwqcffpS2To+c1zT1cF44HioHykkdsLfl\njsHRRNIb7VP633mu2vB+uiyqvRbso7aVZJlQXW/TjtNsY2+t7QH4TQB/OAzDn2utfQrALwH4KIDf\nAvBjwzCspurpedfq92qAksLotSkvrMRI79He20zK2yPWpQaoSUGF++6sdOrh/U39mTI0r8PRkd6r\nKwhev5d1iMo+8n91lqkfFQLQLbtsg7mUZLzarymkV+lBhRhorCqPtDdEr+m+kIpX5Zll3HF5Ulll\n4jx22yivbNNPAPii/P+zAH5uGIZvA/CnAH78FnVFxdQ/vTZluD0jT1GEsJnzZI2q5+fnWK1WuLy8\nHKO8Lpv1DD/x5h59GIaNrD/LEVWwvM6PFeb78lySgfa9knuSjctIo5ZHX//zaFdF654yVjJUfnvL\nk46c5sppTlQEtte2p4KNr4b0InBCDonHKRTRo1mRvbX2SQD/NoD/DMB/3J7V/GcB/OjzIr8I4G8A\n+FtTdXnEccjK3zSiqSKlzQckh0lp6Un3w1MRaWTn5+fjc/bc5aYbeqqIpNdStHTF4/u5tB7doMJ6\n0zIj3xumsDntBHRyJ6UOxaF6qtOfVNR2/Ew6lYMujVZoKVFCC27ESY88yvJPnaXfk+C4oywPQloH\nx0h1VpO/vQ0wHvUrhJf6puXnONG5kf2/BPCfAKCkPgrg/WEY+JrNLwF4O93YWnuntfabrbXfPD09\njZVX0PxlU6VgOiDMvOvSGO+t/nr19zzxFDLwOquo1evbHEowc260uA+aA1Pn8nrXPr3M+u/Kw4uO\n+WRkb639OQDvDcPwW621H7hV7QCGYXgXwLsA8IlPfGJIXsujuM+JeorvCur3ubF6okujpC51nZ+f\nb8ynPRPufFVz1RQtUiTh72m6oNuHecwyIzxRgu4ELMahhOKe0PNoxLZ9jOasDCTkoPV6FFY5eT26\nguKyZH3Ki/dZyyfUp21X8qr6UaGEFI3Tfaqzfn/i0Zfx5kyR5sD47wfw77TW/i0ASwBvAPh5AG+1\n1vafR/dPAvjDGXVFUiPk/+lTyaNRpSDpuw8OjUuX1ajc/kqliv8EpXoOycuro1LjUMXVvQG+ddbn\nzWngvYxfcz4c8jJBRHmlNfJKNtpGatfl0COfCvbu7elHut8h+pw96Anq67U5PFQBLdWj5eYYOWmy\nJ8Mw/KfDMHxyGIZvBfAjAP73YRj+XQC/BuDPPy/2GQC/MqtF9I1AYaoaolOC0g5zq7mrL2ldXl6O\nW2EPDw9xcHCA/f39MeJPeU/nuaLUR53P6tN9Gn1o5IzkNET+rVarjVWEhA5UNj6fTHLUZ+6TvCvU\n0vstRUBFEV7O+ZpD7tBSpOyhnN7Ypa3cbpDVPRWS8/4pQlM02UMOig56snqRdfafBPBLrbW/CeC3\nAfzCnJuUUWeMCs5NAtVONZb1+qpyCfJphOTur9baxvFVQD5nTtvnNR/E5Mi8vMpBN9csFouNXXta\njokzIg8e4aRP0mlW32Wj7aUEGD/TGrdH9AQzVW6u4GnsFEl5nU5Thl8ZUjJkRyZpnFLbUxuZelG8\nh171fjp2jg8PPUkoKY1BRbcy9mEYfh3Arz///nsAvvc29zvcTQah8JGdSOXdg/t1/b26h/BXN4eQ\nR99404NnKZpN8ZackTogPXnW+SHP+j05GP52m8jYI5dDchJ3hdJJTj09qe6ZaqfibQ4/c+uvrvsY\nJT6mAlsKbj1elXZybjywfWIql5nUy6ZlEu0g4W/PsNSQVPk1Sl5cXGC9Xm8sZzmETzC1itBAfs5c\nDVjLqxKsVqutpJW/6UMhvK4a6PzS5/Hq2CqZKrlRp2mBy6AHdaciraMFykvbSmgkJdpUxzwSuxy1\nruTM+KfyTLv40v1Jpo5sVT9dtzUIaR3DcPMkqE7rpt71tpM3wiTyyKrUU8rb0Jz7VbFUQafucW+r\nlJI8ySvzLymRD3hSyqmNJAkG3oV6986J3i+7zZfVRqqr0r2X2U7VtrZbjflt6N4ju8+FSRp16EWr\nDqUIo3W659Qy6em6lNBimTR1IH9aTg+3IB9ar27MScchp+Ui5cmj0P7+/sYrofm3WCxwdHS0kTnX\npI/3Zyoy+W+e4KumZj4FSU7NnY/2u3Kg1XfymnjQa/o9ja+iIfaxh94ok15ASjxUep3KeELZUZz3\ntaKdnEGnEUcHyCHXlKFruUpR+emwL+1x9ulAj5fKs9OYfXqhStS7V+uvUI4qnEZ1JuscNrPfVVtJ\nGVM/k0JP9cV55afvM+fvvoV4TjSrjCRRz6FX/VJDUziv+tPbvVhRas+dojpA3+Tl9UwZ/E7OoFPy\nzvWoB6l7xtjzuu5wdFD1uvLnn1wS06hdLf95xHa+er+nSKXGxHpVKXwra1Juh/mprykyJr6nlHFK\nBmmMfIOP89yrIxmR0xxInqZAjgLmkvNcBQN11I46kkyn3uK6k+fZE4xLe56nIKXW5eX8eoKF6jWB\nnEBLu7/S/mT1+DR6JtB8jVx5m1qOca/tMtJIyLrYpvbNyyR5KRqYcpDKU9rPPWXsaRwpW7+mcDkl\n3CoHlaZmrmcJJVX9SJBeZZVkpHVVPCeDV9JlUJ9Csn4mL185Y3eaAwu/mvW6kJPn5Xc1UE/i6eDp\nvLy3lfS2/fD79Zq/jMF5TUt0qZ2kdAllTPHZa+u29DL1wuubE6GraNzbPXhbPnrUC2hzaWevbAZu\n5rdqMEA/0cLrCZZVmyNSvY4qSGowWj+jJefGrTUcHh5u7E9nf7Ss736r5JCMy5fJkoz4yc04w3Cz\n+42f+kgt70lJJd25xaVHXSJlBPFlPL2u04ckXx2ThFQS6tN7KvSTEJv2zetw3ap0Jt3nDl31N20E\nq1BPNTXwT3fcCY24viTaydLbVNS4C015V1eUpCzV9MEFWk0FdBfc3ClHL2qn9uf2kfdNPfChpFn7\nKUptvUyaK6dEc3Sop4NV+TSmd4nsU+UTiqqclt4zpSM7WXpLHjAZvCunz3H0vuSJU92JehCe83hG\nydZuzpLn8hdw88Qc29K3uPBJNUb89Hw8v+syC3nR+5RH1lnJUWkODHcZe1tV9NF7PUK7TKtr6T7W\nl/Iac6Jk6l/Fz9R9XsadfNXH5CAq/oH6DAZFmIoSk9wq2tkbYabmjh6JFWpW1PPoleL5/c4Xha9P\nwRG+K3T2KQT3q6sTUN7TRhvvh88LVS4pKdYb8B5yqaYQVTRLUcbrmUJrzk9VxutJkW4uyhiGfIBG\nD0X09LSSD+tIy4taf6WLukdC2yLycgc8N6jtNEGXBkg/dY7pCSb3sFX9cyKd/lYZDg2b81mNODoI\nauxulJpVJfnDGHQs+hs9uz4c5NFO5eFZW64KuGxc/pUT8XbmOM4ezXEeyQB70zCt97bjPsUf71Me\nvFxyoGn+PoeXdHKQ1kndu+1Y7NzYHb4kGKfJJY/wU5FnDmRLyu3GTli+t7c3ni1/cXGBq6ur8U/f\nWKNJO50Lq9dW7832khz0yOn9/f2N8+o8AgA357lrsnC1WqG1Np65l2RBZUrRIsHkFGl7kDXt8a7a\nSdA5oZMKzfSipl9PZVUv+cn20xkHVT+Uv7TrzY9eU0ftMtVr+jxEQnuJdro3fsrLqtJPZRpfJqVI\nQ0P3rZ+aoNF1er+3mtNpOSdHDB7N5iq5OhwtU8H5qcjba+tl0ZwIfBeqUEsq49+dbsPjlKyqqdHL\naJt07+9602jncMuVTaOhX0sQNJHOc/l/D1b5NRo3T6KlVyU0ZuKO7TCBwrr0+XS+HIKGp46DEcNR\ngHptOo1qY45GAGBzuZB88X1z+gpsRQkcE37Sgal8e/mGORFeySOojlnaQJKerZgzLUjTnxSNvc7K\n0fp91fQyIZTUf6078eOo07/Pcbz3HtlTdHKDv0sUTHRb76f8OLT1E2TUkKo6SHNge+q/Q8DeXFLv\nT2XSGXKVHHuK/SLUc7TenvLSc9S3RRe9fk9F+ym97PHYk/VUvXNkP6fMTl7ZXA2eR203DH+4RK9p\nvXOcRZqDeiRRCM73p+t8Gbh537tGqNbaxiuemGDjUh3r0vLebzoY/u9z+TmQW+eX+hCHGr1Gc+XF\n55ka8RMU9t9S1NPo531IeYRelKw2UFW/pW22LrNev6r/U3CoqKezijySTri80lLoFO38XW+Vp1ZB\n6F7vJIS0D9zb8S2unnWuIJbyQCPlMVZMdvnjpsNwsy6vL2tk4kzb834pf+wP62LbelZdkqN+V2NX\nVOL3uyHq/Q5RlXoOwGXJsqrQ+hCPjqeOWdrz3Vt7T4mwlNDtGWbPeN0A1XhT0q7iU/lxfeY1lbsb\nvMoyTXmcdmLsvmwA9KEOryulzG7lvX2Ae9HQ2/IB1ToSTyxHB8V19tbaxkaIqRc7eFTW6/roZw+S\nqwPRrboqpyqp6EacKDmYKaPXNlJ07UXVlzGVuA05Ikm/34Z60zX+NsVP+k3RWU9G927saa7bU1i9\nDtwYn+8m42uDlXSZSSOIR/Q5nlYNV+ffbnSE3Dzx9fr6GqvVCnt7ezg+Pt5YRluv1+NhgroGz2U7\nLvFp0i69xjm9kUX/594A3k90oIlAl3MPvrpCpT3b1XUdCy+TIpeOk/LQi863gdTpPr3ukTX1Y2pK\n4OiytxmL09VUV+LZ4X+P7v3wCqepAUmeVa/rZpteewn+T3lCr0MHN0WdpIyuKIRcXrdG+Dl8zSVV\nTH9wpZLry6S59SeomsrcNpq+LHpROc29/y5jMhdN7WS7LOe5qti9TQK+U42Kq4mr1p49heZwm5DX\n532M1OoEPOOt/Gkkd4eR3v7KzTecI5MXn6P6TjfypdCd0X+xWIzRnkT5KP/JIHzqpFHFd2xVc3P/\nfSryVHPNqba8P2lZLk21PIehgaIXfRPNmdolSk6e3/2E4DQN0o0zPsVLyIe6zXzOKwXjgZv5qMJI\nh7IakRIUUlJBaRnWnRI8bK+3pKWfKlyW14y6RmzvgyZQtFyFEHyOrg5H69RrPdhdEXlJinzX6OKk\ncuytz3t5rdP5SVBX70lr6S9KlRFPOQzXn4qv1O+qTi3jOvFKGTuNj0SP7I+FatTUwWPn0osXNaqy\nLVISQopormCe5XQnoP3Q39Xr6v8sw4HR+n1pzDeQaB/VeSjfGhHSVlrd0KP793mtp4RpnumK6dfS\nVCwpc4rAXpfeX03rEv8ue35WiMONVOtPZRNN1e91Ol8uCzqxJMu0YSjRTg6cTJFYkxa8Xj28MQzD\n1hnZVF7W21rbKJOy3tWjpj5APiBJqJWxq6LpdMSvswzfC6/1+rvcyTtwsyyn/KvckrHrW2TokNxx\nOM9pCc5/86mBy29KGd0gfLm0guJ6TXXEHRV5cINKCc7KiFWevUia2vbrlbP0a/rJ68qz7ph8ZSI7\nO8B5bLqu1Js3pd8oJIfKVZ1J2FP8T0WUKWg3h393HPyeEEZSbufH23EIPAfqVjDzLpB/DqVIP9VO\n0pc5fbzNmDmKqui2/L+IztCWXrkDJ/f393F1dYXVagXgxmtzz7YK0pN2wPacjL8Bm7CP0dPXsxU+\np3kP206KU0XvBMHSfV5/2hGoCMcPpqgiIxOV6bXXmpdo7dlGIJbjoRqMDholkmzJs9bnxuSbSqbg\nq19T3tMGlZ6zTdCW96TphV5zlJUcYnIK3qcqiqsM03sMqxUaRyy+lKxJuQcPHnTzIve6N96FrNDx\nNlG8gsBqbD2Dc/iV2ko8Vfwkumu0q/rm9d6Gt6SQbiBTENuh720i0Rx+X0YdvTGrrs2J0i+D5uiT\n8uP3VfrK7dtA3mmotJMDJz2qAhi3oFblqJwpaeWKq1ME77wvfU1RBZ2dPEIrP36fR4uqrrQFMqEL\nrysZM5f/OP+/vLzExcXFVjRMETE5zoRoes6J91bTHZeffu/lSHpTnsppVo5Q7/P8UdWfXn1azvXU\nx8+Tqi5bTk15jbkanqnw1ltv4Ru+4Rs2dko63fucnWuCDp09s+7PjpMc9lCInnjRQdNyFdTy+qvf\nE5zX/nn5OQgiUTKqHvRN9yZjPDw8HA/AALZ3v031IfUz9TE5yXTvXITgfe0ZWJJLum9OGyrHRAk1\n+nUv6yso2janSvzeWtsKXsNws0q1Wq3GKfHDhw/jew5I956N1wjjwtRO6QMnGqmAOrK6R0yfen8F\nmbxev9aLXiR3KFMwjLeVegAAIABJREFUbu5UxNvWVYae0bOcrlBwC21CGh7xVWa+xq9t9eQyFQGr\nfvi9lbNJyMnvmQPlk+znQHDyPhUwEiWHwboUEWjuBLh5s+0w3LyNuKKd7KBbLBbj02A0UCoVE03D\nMOD8/PwZk8/3f6d1Y/fC/F4ZTW+XWYKjPSXRe5zSywwVEiePz7Kex0jn2fmGJEcslDONk+W4tMcx\n4G9ap1JCULo0yDK9hFaSZQ8d9ZyEU2rHr09NLZR3XtOknd9XOZeK3zmBR8tWOyIZLIEbPdbz/U9P\nT189Y0+RldCd5C/187O6+L0XCXRQ0v75KSWa69EdMjtfPfjuZXuwXu/toZApqu7r3T93CjJHZlPR\nb24/vtr01eIl6cvU+Fekx0y/UpFdO6L7xAFsPPcNPIObFxcXY5TXLbWavNOoQoFVyy76XZc/SJqU\n8U04aU7rEcEjrUZXnWZoBNUHUlK01z6y/+7h9Y+y9USmIiiW4bMBvqlE9/OnsfPklUdXda4aqXrk\nyCbJWfnwNtOUIqG73nSjitx6H1ES+fL6FIJ7f4jQXDbAzRq565IjDzXm1hqOj4/RWsPFxQXee++9\nLdSldO/HUjlUUuEwKcdHPDkfSff5QPYi3dRcsbcBRw3rrv2s9sL34F3i3/vqJ84kB+aKrr9X04p0\nbyXjinrQeQ5Nle+hmpcVjSvkctc65uqj3+9TNK2P7zEAXsHIzvmiGkAFlxjtmcFPCqSbc+g5/ZCI\nSgA0FjVmj2Aardwbq7evDFuNUsuwDvaLMtBtv1qvG3hvOSpFggo1eJ+1736fK25CBNrH3vRqjiE5\n+pmiuxp54sV1Ms3re847GblvktF6XQ+UB0dNvM//5/sMKrr3ObtCR4XGaR+8QnuP8GqoPGYJqNfR\nfZ6okc0VVIXrr1lWiOwOIBmAGpwakO96U0d1eHi4sRSpSu9ycqVS6M9z8BJfTr1IqXJX8jFJ0wuH\nnV6XK3/lgHoIxH+vkFKiyjD1GseNQcdf/pn41Hu93zot00QrsKmDqQ8efNTYX7ntsv50W1pmAG4i\nNe9Rg9I5jR/KSMehypGUy68rueL1np5zRzEnujh60N/5p4OpR1crAnDo7k8IukJoG9526r/y6nzx\nN5WVX0vzV6+raq9CBT1Zan0aFavyLg+9P41nWu92/nrjr0674j3VRSeaxlPHe2qj2Cxjb629BeC/\nBvBdAAYA/z6A3wHwywC+FcA/AfDpYRj+dKKejbVdjVS+5U8jvz5dpctIGn35uxqERzoVlEblhAKq\nua8qkSqJJgyBzXyEe+lk7J5EbO3ZBpj1+tnRVavVavx+eHiIk5OTjeOtmdAEsLWLinxxGjUMw8Z0\noYqyGnmSbJRX9kWNQJOpKr/U/zmwPl1LiKNndGl7tjsx5owAbBwD5gkzvZftpikYZaI5Fl/a82mT\n6ufl5SXW6/UGX9ofT/JVNDdB9/MA/v4wDH8GwHcD+CKAnwLwuWEYvh3A557/36U5kc+VopqbqhH7\n+rsn8Cpe9HMuPynypH712k/R0JVX71XF4bTC17ZTn9UJKfV2ebG+F6G7ThW+2uTySSiqylVokEn1\n8rOC2RUvSreRR+U4XwjGt9beBPCvAfj3njeyArBqrf0wgB94XuwXAfw6gJ+cYlAFpsdT+Rz1+voa\n5+fn41zEB0GPZQY2T43hspIaRIre+jx7ir5zjJX9UMhP/tPGDFK17Afc5DUYAZiXWC6XODo62oDu\n3BvNNheLxcY8/eDgYNwIo1MA54tteZ+T4rqzSFBS0U/ahOPQPsnYZcryyreiiYScSCmacxrI9/hR\nzxR1MqpSP1V27ozVCbMc3wPIeysj19yVBxRFYf5qcEXCL+NBmE8B+GMA/21r7bsB/BaAnwDwzcMw\nfPl5mT8C8M3p5tbaOwDeAYA333xzS5ES7HHl0TmYwmUdZDUs/b+XyVWF08Hjb/qp5b0+9sP3BKzX\n+bn6VI/3RX9TZTo+Pt6INFRIlvc2+Uhx6rdTcnA+DaqW69wIvU9e35SxV/x5W6ku52/KcdM4aex6\nCpKehqw5I6e0N4BJUuWHMvTyLksltxHtC52TTukqmmPs+wD+ZQB/eRiGz7fWfh4G2YdhGFprcdSG\nYXgXwLsA8Pbbbw/q3VRwOmi+mZ8CZxIuZTjZcTUQ/sZyFFhFPVjN70nJlEcOrrafIqm2afLaQAc0\n8uVyufGqaG440sMofWPSer0elyYdCXH+n+Bm2hegOYXKsJPCJpipjsPLsK4UqZOTTBE78ZCCDA2S\nZykQEfK4bdUrlUnSIU+SUh5+Xr9CfeVRDz/VHIe3l/Tu6uoKBwcHW4eROs0x9i8B+NIwDJ9//v9n\n8czY/3lr7ePDMHy5tfZxAO/NqCvuvmInHALyup7XTmeRNttQEFR6FTzLpnmXQn2NZH4vKRmITh9o\nfMqzL0MlUkd1fX09JtwePXqEo6OjUXHW6zXOzs621rW133QW19fX2N/fx3K5HO8dhmcPTdDY1Rlp\n/5V8A5Q7PieNQA5xtb+VwetvlYPVdhJVsJ5GSPjOpPHZ2dn47ABfca2buxj16UBJCv9ptNrf5XI5\nOt6U5POpLXXcX+Dh4zMMz/aZcBynjH0yQTcMwx8B+GettX/x+U8/COALAP4egM88/+0zAH5lqi5S\nFQX0d+2YrhGz8zRkjaKpHd8M4cLTQfFIVgnaHYCvEFA5GInTwCVSGK9GrPMxNR7l3yGh86qy0vm7\nl6940rqnxlL/NJIrH736Eg9TMpsidzoO2xnRuTdB+5YcodaT+k3k5IbsDq/H+xznxn4AeGlHSf9l\nAH+7tXYI4PcA/EU8cxR/p7X24wD+KYBPz6xrg3yDikMdVWo1Ln87S0ILnq3mdw46lyp0wHQurKTO\nQBWXvDA5RgPnMsnl5eXWIPCZcncWVBDOwdVpcKMNI48rAmWnPGqbrJMKCNws1bizoHPS/ymnhHC0\nXHKo1YGWOq6uBzqOep+Tt5WI/eGY7+3tjcnOy8tLPH78GFdXV2Nk1+3a7kxZR+JB+0H5LZdLLJdL\ntNY2trWqrinv5FX1kmV0rs+/w8PDUTdeylNvwzD8QwDfEy794Jz7J+oGsJ3F5Xf91PIOKakMCbJp\nuR70VEFNKRDL+EB7Zlf500HzfqQIpUkXNwBVhp7ctE5FRZrRn+qjksrxtlE4lamcU2rzLuRtaQ6F\n1xnRKzTnpIHH2+B0TceceaZeLqSXSU/9V7vRNnu0k73xOrgOkRh1PbpqJOA19XQKZ1zYGsV9iUOX\nVchjxbtHF49UjMDkhcZImMgIr3KgAuiR0FxeOzo6Gts7Pz/fkIkn4/Swj/QElcqSD09w085qtYr9\n1vt1+VNlRVlqfkP7pYrK36o9ASzr89oKoel9/K71Uz/29/fH9+wdHx9jf38fFxcXOD09xWq1wtOn\nT8fcBnMjeriK1qt8aRJWZbJYLMZ3/TGRenBwMMpQn91Ih4RqIHCE604iIc6KdvKSCE/SpAEjLAW2\ns8MK93UbodYJbO7wYiTjICq89jPoXVlZFz/1N/ewNHJP7HBgdT9AeuhFn/rj44vn5+cbkYf8eZKH\nsvCpjR5KqFMXnjSbjN37rb+5PJKBqmN2JOCOCNg8g96XD1lXynu4/jjSYlka28HBAQ4ODnB2doYn\nT55sJEJZxtestU7tl6NF7Rvv4xTP79ejwbQfKeikeb4/XMVyPdrJ65+UKtikMFUFoYJzw1Nl1wgH\n3HhfZkQ9orOdxIfzq3Bfkz3k8erqCqenpxuDuVgs8PDhw5FP5YFzfS4DcW5H/pg517q4XKTLWOT1\n8vJyI4HEaAPcTA00gcR+qixYn0Yhn+YkY3UHpHVX6EkNmrxqn9TQK8jv9RONEHFx3rxarXBxcYGn\nT59unYR0eHg45lwqnqupnueNfM3+6uoKT58+xWKxGNGDoo80H9co7nNxlXNCB4nu3dg9OrgQdRnI\nEyH0kml+4stM6sUJcbkrL51k6zyqk1Be1djJ69HREY6Pj8cocXV1hT/5kz/B6ekpHjx4gEePHuHg\n4ACPHj3CYrHAkydPcHZ2Ni7xLBYLnJycjHvej4+PsVqt8PjxY1xeXo5wk0rF6YLmBogUdPlvuVxu\nQW8qNtfqtc+q2KyPys95rTtehagqUzdO/pZk7EhF66duqENQfXEUp/fRcVKu19fX+MpXvoLz83M8\nffoUT58+xeHhId54440NvXEE5tHbp2AMTN42gFHfeDDk/v4+PvrRj47OnfUxOKS3/+hyrjtVHbPe\nYZPAjozdPZAargu2V4+W1cypwlidL3skd6g+t90U7dUJeYTk1l3CQ39Rg2400ow769MVCYesmntw\nCJ+mNuTJ+VSZanlCai/LMg53q6jbk6HC92ra4PWlyKtTKoXL6qx0+qaQ3Y3H+U08OLJ0B0Re1BFU\nsF6nBspH4kfb8HHt0U6Oktb/k2JwfpmErPNf1keBMtoR4hKuXV5e4vz8fGOAdY3UjUpJBZgcFYCN\njQ2sgzua1us1njx5gpOTkzF67O3t4eTkBGdnZ2Mdeg64Iw3CS1WQtI5LeaT92x4RfVwoe++fjoXv\n7dZ5djqPQI1YZZfmoOy/OrS0TdTHQR/r5f1MbD548ADL5RKr1Qrvv/8+Li8v8cEHH2C1WuHo6GiM\n6EdHRzEpzD6SR3eQjvaSc+UyK5HaMDzbvKPTv8Xi2cYbnd6p89DlP83s65iu1+sxiVvRzufsbvAp\n4ug13qOZWp2fqsFqlOScV7PyGrF83uieNQ2kTkE060++CAl1owZwM2/mNkeFnxxkzQir0mtiiH1U\nBfDIr4amckyO1NES62d//B6f4qT6tE1HUqyjSrb2kFYV0Xj/wcHBRgKUMJoRfrlcjisndFppVcHH\nOpGjEe+f5hzoUHRKVEV2z7gr8beEbCraydKbRhsqtB+8AGwvpVAhdFmKg6qCfPLkyRj5KFQmaLS8\nz718W6sK3COLkg4eB+zRo0ejR+fTe++9997oxRmpHz58iOvra3z44YfjVGO9XuPo6GiMCqqM/hQW\nHYAuPZJfzheZoPLkWbU5h45TI0wyxgS5FZpSHrzu0R7YRA6aHCOPeq+26c5T0YDOvZ88eYLT01N8\n+OGHGIZhzHcwR8I6PfFbtZuQnU+j1LGR9vf3cXJyMo7d06dPcXJygqOjo1EXdZqpBu5OHLjZLcfx\nPzg4eLXeCKNzWwBbylllI7VTFAYNgcZwdXU1LlE9efJkI3tNZdftijQsRQQaHZWfav6kCEKNfX9/\nHx/5yEfw4MEDnJ2d4fT0FBcXF/jKV74yvqqHA318fIyrqyu8//7743RA+eIxVeQZwDjv9BwE195Z\n7vr6GmdnZxiGAcfHx6PMF4vFeDhhkrdOj2jgOtXxh2pUFvq//znsVBlrgs+NrnLC5Mfn6JTX+fk5\nzs/PcXp6Ok6ZHj58OE6xOM3S/Q/aL0U5VbRXGF/lNtjv5XI5oszVajU6fMrEnWnKKXEsGDTp/I+O\njvDo0aNukm4nc3ZGKaB+FhrYNi6FtTRCCo6ZbV/K0sQYBaVPk/ncXR1KBU0TpGIdqtAcPD5mSp6Z\nPxiGYXx44fj4GIvFYoSbNEjOZRlptT2VEw1TiXkMRjlOHZxXVybKNU2bfNrlUF2/e74gydUhaoWe\n1LDS3F0fbOEY0tC5BZZ6QVSYonnVtpIjIXcAPh3y1RsaKqcUlIMbqstLZZUg/BSUv3djPzg42HgA\nn0tKvn3TITSAjYGiFz09PR0TEzQSXXLxY7DoEHT/MyMiYS95UMeiv5FPdRqsQw2PdfGpJwBjwu7x\n48djhN/b28Obb74JAHjy5AmePHmCYRjw5MkTtNY2dnXR4SkqooLrnnrg2U489p+y4RFeAMa1Xjce\nzXEweeVRBdh+FFkVkLLReXNv85KOs/aLpGvRfj/H/OTkZOzr1dUVPvzwQ7z//vs4PDwcd84RUemh\nErq85sak46Yy8rLej1T+8PBwdEIMBkzIUk7qgLxt1udtJtkkuvdz44Ht6DiVWNA5oEJn/lE4CY6T\ndN5fRQ+Wu00/vB4KndBevTrX/dVZ6AmwnqGlbFhfSvZpVtb7xjYrpUgoZW6/q/uqayk69iKo60d1\nf4qsdFZ6aAeNSR1UFQ09cqdrUzpbtaEOCth+dDi11ZOFTqvcmTrtJBtfZXGTZ1cPRhiqe45JuvNM\n4RPnpswV0JiYqFE+GJWriKPQjO3QGzMi6g69/f19PHjwAG+88QaOjo7wTd/0Tbi8vBx3b+3t7eGD\nDz7A/v7+uPGG9/ApLOY5uK2VvDHian/1mG5GO24N1RcIEIlwvV8TcCpPlyXn174k5vIgVRGH/Pmc\nV6dWKnfdoOO7KjWBSSPn8tp6vR6fOnv48OHYpm7O0j729DBdTxG3qkN/IwpsrY16wOchWK+iN8pI\nN2FRhg8ePBjzOcwJVbSzpTeFhU4KqdQTquJrIot/epILy+r8CNh8kkw3O7jSzol4ad7Eupg4odFo\nFl4NjErJVQadEnCuT2NQ+K0v0GD7TBKRGNm5993hYeXU1OBImvWvUJlDS45FSgR6wi3x73LVJJ7r\nBtvUXZKMepQXHYLvwuwhkSq6pjIVuXPQaY3rP/uraFadsM//GSCYoO4h03vPxq9Wqw3PXnlEVSKd\nu/i6MpfSgJsstEJ2YHNZR9+awb3RureY86oqU03e6EA8cqlxc6A++OCDDbhFL87jn1tr4zxTk4+a\naFTDaK2Nyqz8L5fLDYeozoj78omImPxTJJASQXQ2PXio5TkGXpcqryYvUx1uHDotc31hlOO2YiYW\nW2sbB3TqqoLO0Svq6WVyBMp7QoLeV/bPn3nQfrszJFrz6SzbU7SX6F6NnQkyhSyJkmABbMxX6eWZ\nhNJdcr4RRLPX3EjBByI06nvkZR1sj0rDaMxkHwWv6IJ0eXmJi4sL7O/v4+HDh+MuOi4N0bGwTmbP\ngZuXYzis1bY5XeBOsPV6PT6yyXv29/fxxhtvjMk1Xc8nX9qGLnXxHs+BANvJIk8SqvwVglOGOof2\nqZ2OvS/LKXFsT09P8fjx442NMUdHR3j48OHGUtUcQ09UGbsjlRSsktzo7FV/dMqkn2rs/hi36iod\nQUX3no3nwFfJEZYDNpVb4Q1wA2M4kOrhVIE8OquQtH1XZhU8+dXkm0Jh3V/t81nd/OJZbFUaXzZT\nPlIk0UisiIAKwb6en59vnIyjSTtdhiM/qkCUtz/k4grtckzy1OmDjp/3q5rruhzcwejDKz4WL5Oq\niF/B52pK6LkhdUiK7lI9+nvPjpzu1dgXi82jkIFtIen8HNjcN61Gpc+lc07Kea9moB0acS7tc2Af\nFM0RkA8eM6XPf3Muzk0rLEuYDGw/qsp5lkNZjTzA9jxRlZzTDWadFRGwng8//BBPnz7d2FDDxBw3\n5qhT8xULGnpaAnOF49RKD9VwZ6Bryrp0WOUOVLnVGRIdtdbGpwe5oWpvb29EUL6X3+v035TceJJu\nJJSgKM/7pvqmSbbWbhJ1XF5mvgnICU0PhHNoZ4+4zmUw3a/CVaNNAnYPmZQ1ec00R/cn2xg5FI4m\nL8vfPGlVRYOkQIkvv8fzDNpnNUjKJ0Fz1kXHWV1PUFh/qyK09qkq1yOfJyt64u9qSD30WLV9W556\n04KpvIA6uevr662NQV7HXe0G2NF2WYWhPh/1aApg3P7I34ZhGKOrGnp6CssTJzQyhXmsW5+8Yl2E\nv7puS/5PTk7GBKEiAUJLRQCE+7r8owOqD9CQX+2bR0KNEgDGSK7Gzv31KhOdB+pqhPZL20ljqBlh\nnduzX+psfD7rjk/loaS8+AadxeLmwRI9oJNHT3FM1DnrtMunDWk6kpyKyyHV4X1Iy3v6G/Msurzo\ny4+UlbZLcrvo0U6OpZqKGPwOYDQ4PVRAjUUjeO/pMG1Ds/nKB+vXtVvWzeU+Xc6hMbmy0IDc4aji\nOLrQfiifwI1RqQz1PsJytqfnoVNuKhO24xEk5TgS6dh4OfY/5UCqCKUG02ufY0wjooyIQgiPtW0P\nHKlOh8TuEHr91zHpyUsDm5bX7eM+DklWPWfUW3YDdgTjK6Fq5FVi8sITdRxYTfqxvCscr2sii2WB\nGmKqA2Jk0SUOzq0Ymdi2JsWocHQAzpeTDrrWyWvKv0ZKP4FH5atbexXquuxZ3pOIKgtfJqsgfRpj\nL6dj7YbeU2xNfLI/uhLigaPKEWn9Ko90XfvGNqnPvuSlDl3l09rN3nglzRvxuj/BliL3lIFvtDG7\n5EsiCsfhMoBxvZSkBqUJGofGvrEkRSuWd4ikxkgeVGHUSIBnUwomh4gw+HQV72fSjpsdmBTk8hph\npiq/O50EY7VPfEaAv6d95ypDylUz1bo/QQ1DHUHagOKJQIf/yrPy41l9XaGgLHS8KkfA/ipy4tNu\nPm7+5/N75YsySUtoFcrQaQxJ+fNVDeBm74Lqve4HoEyIGnX65ZSmHhXd+9IbyQeBQnPvrgqt9zrU\nS5GEv2vbWj7xlaI661UDVYSSPK4qrreZoqFGMuc9ERGCz+u1XZ3uaDtTMquQTbpe0ZwyXr6Crp6p\np/LrfgrKBNh+DsINy6d/Ok5zIqU7owotpCU0JdcBRaa+IjUlx4SanO49sus8UeeRGonU0w7DzdZT\nDjQf3eTg+Nw4JTeSMum8Se/XNU/dxOMowg+SUOSgTzE56WB6QizBZr2ubWu/uHGG9dPQfU+8Jgl1\nt5muSbsj80iYYG3KB+h17ZPKQfUiLS+xb9QbRkwmPzlXH4Zh3CTFfvn+Bx0flaVHZY/qDsM9yarO\ngt+JMnw8KmfC3x1J8TfdGq68UXbV2CjtdG88Kc1rUpLCFV8dRxWZlKrI78mxhCZ6EVoNvTIGrTfx\nxmu9Ms6bOwsqPbC5qadSAFe8CnlNkRuFysMNKVEvqvO6Bwl+avTUAJIcaZpKuLySoVfkS5pVn1rb\n3jTlgYltqfNJ+wSS7ObSvS+9aSacv6VyOk9Py2v83aM3ywGbEcbhPO93I2M9vm5OzwxgfIsnjZtb\ndpV/vnFEkUc6mYfkSUYln4JUkZV8qQNk0krloNtf9RojjzqutBTn82zlO/FYIRTyp2XUUPXMevLN\nhz30VdXAzUM/rTWcnJxsyZDEvmuOJMHxXj8USXpE1UNKfDpEvddtrYpY9NNzTb4b0PW6N6Uk7Wzp\nzZNkCd55R9zY9f5EVbTwNlPkdWH6E3SttfGoKx6OQEVYr5+9UplJO+DmbZu6RqyRt2fs5C0poCqq\nyovl3Gh1iU73GSjU9DV9/XTnNRVZKoRAnohGdLXFHQ7r0ecSdHci+8I/PnvAgEHnoDJTBOC6oPJK\nRkWHkVCCO4yE/DRByz5wHwd51od3PGmckBDl80oZu5ILWYWiv+v8lt89Knq9XqfDfI0cDondsDTS\n6KYRKqU6AhqDOiidx6eozDYU6lUD6lHDI6uS1pGiljsHXb7ySK31J1RWKb3ymtr3PrN+hb7qcClL\nfYpRDb21tuEIaNSaV0m8OLKrpmyKRpKj82ieZKgrPOpUNHeUpnOO0NxBVftXSDs/SjpFb7+m0Ulh\njzsAkioaBaHrmFrPMAwbz3tXBs82aOTAjTJp0ispFyM6P/UxUIeGCV770hvLAdvvSHNKjiShKioL\n54l+dr/LUlGM51docDo+bkAK2d1xsYy+i0+j/WLxbPcijZ48U/ZM1KnTTU9Ceq6mp5+qi/6wk/ab\nZd3ZszzHk/Lm6bIcR+2L72ykDmlw0euvnLH7gLuwKmY1QlVRbArOu7H69Qr2u9E7kiAM035xYOgI\nEiJJvFfRx+9XJ+nOLvXH+5UMLPU98VrVPef+VNbR1xRSSTvl1NgriH4b6unTXe91VAZsLxMqutGx\nUsg/12ac7n2dnQce6g4o4GaLpw6Oz93UY3qHk7K7MgDYet6abbO9yiB1CefRo0cYhs2DIPjSPho4\nD4kkP5p8qWTj/eafnrJCRWYyjn1RGJuclspvvb7Z2KPy0mfBk8NxWapCer8SQnJ+yIuOlSdXh2EY\nkQS3KXM8XCZpfu6wX/XEIbpCakdV7lT0fpeTflI2Op4K0/WJzQTtVSbcqal1+PMgPQe183V2fbpK\nr5FUsRKc7ZEqjA6sJrAUMrujYRklXdelwelhDJ4d9umF1+vwV0kNg/BOf6cS8dOf458afG9T+z83\nWrgD8GhUoSX/rUI2PkZp56FustFgoI4jra54nxVhaMa+4nmubLxu/d2DXuo3sPnINYOmlptjF/du\n7BrdHIrpgGmHgO15a4o0FWxNA+vkcIqDkzLCHBxGcp23sk+67ZH1kxJkTVFHHYNHwcPDw4066Xw0\nt6BK6xl0nxapU+3JVutKKyPex+S4lTf+niIn79dpk68k6Hjo+rSOnfLhY8w+a9+HYYjTMq+nR8nQ\nXQ5J7i4nDYoAtpZSe4lqp5084kryAfdo70fwqID9vqSg+n2O59NpgibetF7tAyMNH1PkfQrbnZJ3\nV4N3XoDNVwSn3X7DMGxAPPKmBziQZ31phN4LYKu/LkN+T4cqpLJpDMjbVFKV5VIk9CmP6o4uiVXI\nzssnB5dWRug4q4ivlHSxQlGUZfqdfaY++nKf797sIbJ7j+yq1C5g97Rz4FKKkt5WD572YJzyoBEi\nwcyk9LqG7vfN6ZfzSCfi5Rh5dL6nzmIYhg34m5wWP9WJuJx4f9rYpGWm+pWid+Woq/pcNxK09X64\nHqRo6t9VZlVit9LTymm6QSd96pHbUGor0c6PkuaDCQrfFaIpJaH6ziKWc8H61AHYTMipwXhEUJie\nhOqOwetUz6vtVn1T2TCSpnV7RhqWrcq3tnmqLlEHz6HXlz4uFouYCFKn4k/EkX/tYxqvCo0lp69/\nnuxT+aqzTePQM0R/jFf7owipZ+x0wB5MlGfnR6NxtTOO5R1p6jXtv5ataCdvhCElw7lL9HMlmoMI\nlOZ65gTBq3tvy0eK5L26AWwpmUdmdzoVjJwTPZMzStfm0tQ9L1r/FKU+J7RwG32compMp+SfkKbe\nN5fHWZG9tfZGCxXoAAAVJ0lEQVRXAfwHAAYA/wjAXwTwcQC/BOCjAH4LwI8Nw7AqK3lOnpTT976R\ncY2GSSk92tAj+55t/a5ZcnrjqU0dyo9GWnr4tHLQi1oizxKG6TFLbJcHRWqE8Cf9vG6dq+vbcngw\no85XdWeaJkddMXktTW0qiMvvOo4qd3fUqY4EyVMU57TJx9ORnfPj/XG+vS7tR8WrG2WFRlzn0lOS\n+px9tVUX2F6Dd5qM7K21twH8FQDfMwzDdwHYA/AjAH4WwM8Nw/BtAP4UwI9P1cWOawfTcpR+TwOQ\nIgunAklYft/cOvVagvEK83VrZhUx01ytgqEceN1tpRDP2/K+sgxJD1rQU14TBHQHqfJIDi31teKp\nkoW3o3yk6z5mOhZ6fy9p5dOFVG+PptCXX0sBxJ0D++BLiL7un6jSfdLcOfs+gOPW2iWAEwBfBvBn\nAfzo8+u/COBvAPhbvUrUO7Jjeo2U1qL1u857SDq38/Zccb2MK4qu5+qatS7z+GAmmOWDUs3ZtX9c\nn9cXCCQnkpSEv+uJKOxT2hLspHLXOSewOZ/1/nm0TE5NP1XRfYNKz8iSM66iMq9NOUSto0eO1uZO\n07Sc74NIgS45Ul5fLBYbG8CcXvglEcMw/GFr7T8H8AcAzgD8r3gG298fhoFrS18C8PZUXWQ6LV+o\nIRAuKvQ2nrZ2o6kC+R9hj9ZPXnTAGPGYzNLDKni8lEItP7lG+6H7xnWqwOjqg6qvYuZvhPMOT8k7\nZeFGyt2Ird08FHJxcTGWT1CT7bBfjiLcSXMcVU7psWTyxXI6hhX8d2TiTj9F8IREphJWCZW409H/\nK4OfQnK8T6E39UKXMbXN5Lx0yVKPEgOw8TrviiaNvbX2EQA/DOBTAN4H8D8A+KGp++T+dwC8A2B8\nB7ldj795JAc2E1M+B/M/ryfNs1wR1POmjH2lmBXsS0ZVRUd9qwvn2/puec7VPOKq8fJ/dwDJO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size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"execute_result","data":{"text/html":["<video width=\"320\" height=\"240\" controls>\n","              <source 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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":27}]},{"cell_type":"code","metadata":{"id":"QR_8WREyUOY1","colab_type":"code","outputId":"32014a32-941c-40df-9927-5cf87592dbd6","executionInfo":{"status":"ok","timestamp":1584621031460,"user_tz":-60,"elapsed":2087,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":512}},"source":["x = 'LLH'\n","maxi = np.max(wavelets[x]) \n","mini = np.min(wavelets[x]) \n","scaled_wavelet = 255 * (1. * wavelets[x] - mini) / (maxi - mini)\n","scaled_wavelet = scaled_wavelet.astype(int)\n","\n","plt.imshow(scaled_wavelet[30], cmap = 'gray')\n","plt.show()\n","\n","# Plot a 3D scan as a video\n","skvideo.io.vwrite('CT_SCAN.mp4', scaled_wavelet)\n","HTML(display_video('CT_SCAN.mp4'))"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwUMIp5oX8fLR2NAQ6pFe9OZ8T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be3BwDjM+nHx8drz8Hz09GCj3lN4TOKPFvNs6tRYn9r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\nd8Mc9U/jbOXDy2WK7ka3xl/kmBypsW414r6X4l7F7LUB6Lm3l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size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"execute_result","data":{"text/html":["<video width=\"320\" height=\"240\" controls>\n","              <source 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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":28}]},{"cell_type":"code","metadata":{"id":"wIj0TFkMURXR","colab_type":"code","outputId":"6159c48b-795c-4d30-8f82-3f6bd53b58b9","executionInfo":{"status":"ok","timestamp":1584621035427,"user_tz":-60,"elapsed":1935,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":512}},"source":["x = 'LHL'\n","maxi = np.max(wavelets[x]) \n","mini = np.min(wavelets[x]) \n","scaled_wavelet = 255 * (1. * wavelets[x] - mini) / (maxi - mini)\n","scaled_wavelet = scaled_wavelet.astype(int)\n","\n","plt.imshow(scaled_wavelet[30], cmap = 'gray')\n","plt.show()\n","\n","# Plot a 3D scan as a video\n","skvideo.io.vwrite('CT_SCAN.mp4', scaled_wavelet)\n","HTML(display_video('CT_SCAN.mp4'))"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZYWZKe/Usb259RHXo3fPB5mmZ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pPdqmpjcBMJ89za2lpaS54EPg0Wn1OthF15r6C61sUX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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":29}]},{"cell_type":"code","metadata":{"id":"l-LVi7qnUV6q","colab_type":"code","outputId":"1b54f217-688b-4386-e17b-4cb1fd746716","executionInfo":{"status":"ok","timestamp":1584621059694,"user_tz":-60,"elapsed":1948,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":512}},"source":["x = 'HLH'\n","maxi = np.max(wavelets[x]) \n","mini = np.min(wavelets[x]) \n","scaled_wavelet = 255 * (1. * wavelets[x] - mini) / (maxi - mini)\n","scaled_wavelet = scaled_wavelet.astype(int)\n","\n","plt.imshow(scaled_wavelet[30], cmap = 'gray')\n","plt.show()\n","\n","# Plot a 3D scan as a video\n","skvideo.io.vwrite('CT_SCAN.mp4', scaled_wavelet)\n","HTML(display_video('CT_SCAN.mp4'))"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEpxQVX1rb0fvj5gxsswuhF5n5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qjUWcSIRxzaR/2quycaS+6eaK4/D59qXcdQi9NdeUKV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LnB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\nPIBwWZvXIpT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size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"execute_result","data":{"text/html":["<video width=\"320\" height=\"240\" controls>\n","              <source 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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":30}]},{"cell_type":"code","metadata":{"id":"LEta6SUVUYS5","colab_type":"code","outputId":"defaeb31-3e01-41ab-90cd-4e4d2763f047","executionInfo":{"status":"ok","timestamp":1584621064161,"user_tz":-60,"elapsed":2371,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":512}},"source":["x = 'HHH'\n","maxi = np.max(wavelets[x]) \n","mini = np.min(wavelets[x]) \n","scaled_wavelet = 255 * (1. * wavelets[x] - mini) / (maxi - mini)\n","scaled_wavelet = scaled_wavelet.astype(int)\n","\n","plt.imshow(scaled_wavelet[30], cmap = 'gray')\n","plt.show()\n","\n","# Plot a 3D scan as a video\n","skvideo.io.vwrite('CT_SCAN.mp4', scaled_wavelet)\n","HTML(display_video('CT_SCAN.mp4'))"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\npdTuPWbPsiyRQw71sLpeMLFp4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CPjS/855JFFrlQq6dwwiMhKpaLDw0O1Wi3t7++r0+lo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\neM1JWXtjr39CeT13ulqt0mGSWC4qtTqdjl6+fKlPPvkkwSziL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l+DyI7jQbvdbuFdcIzR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\n5yFYasQdg+A6BG5sPXkUZhyjezg2pgm3TJi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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":31}]},{"cell_type":"code","metadata":{"id":"PgFspF-nUapF","colab_type":"code","outputId":"900c0909-45fd-4e94-dea9-c27d26fc4347","executionInfo":{"status":"ok","timestamp":1584621069336,"user_tz":-60,"elapsed":2104,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":512}},"source":["x = 'HLL'\n","maxi = np.max(wavelets[x]) \n","mini = np.min(wavelets[x]) \n","scaled_wavelet = 255 * (1. * wavelets[x] - mini) / (maxi - mini)\n","scaled_wavelet = scaled_wavelet.astype(int)\n","\n","plt.imshow(scaled_wavelet[30], cmap = 'gray')\n","plt.show()\n","\n","# Plot a 3D scan as a video\n","skvideo.io.vwrite('CT_SCAN.mp4', scaled_wavelet)\n","HTML(display_video('CT_SCAN.mp4'))"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nsN/vGg5RwMRqYtt+i+LbkIp91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Q/tt0lP3mIjFkFrJ7agbUahWlxVSAFaFWLeTjU+Qxeq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size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"execute_result","data":{"text/html":["<video width=\"320\" height=\"240\" controls>\n","              <source 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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":32}]},{"cell_type":"code","metadata":{"id":"VLA7LcpzUdv2","colab_type":"code","outputId":"a8779f78-6d5f-411e-fb54-6ddd162d8e6d","executionInfo":{"status":"ok","timestamp":1584621070648,"user_tz":-60,"elapsed":2307,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":512}},"source":["x = 'HHL'\n","maxi = np.max(wavelets[x]) \n","mini = np.min(wavelets[x]) \n","scaled_wavelet = 255 * (1. * wavelets[x] - mini) / (maxi - mini)\n","scaled_wavelet = scaled_wavelet.astype(int)\n","\n","plt.imshow(scaled_wavelet[30], cmap = 'gray')\n","plt.show()\n","\n","# Plot a 3D scan as a video\n","skvideo.io.vwrite('CT_SCAN.mp4', scaled_wavelet)\n","HTML(display_video('CT_SCAN.mp4'))"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjAsIGh0\ndHA6Ly9tYXRwbG90bGliLm9yZy8GearUAAAgAElEQVR4nOy9S4hsa5bf998RGRn5POfUvV11q+iW\n1D0wnhgaGyMPBKaxMBhbWBPR2DJCagtqZCFjG3dLIw9saE9s98imsGxkEHTLD5AHwsYIeuCJkNsW\nGEu0Ed16dFNddc+pex75iIjMjO3Buf+dv/3P9e2IU1WdeXGfBUlExt77e6xvPf5rfY/d9X2vj/SR\nPtL//2n21A34SB/pIz0OfVT2j/SR/oDQR2X/SB/pDwh9VPaP9JH+gNBHZf9IH+kPCH1U9o/0kf6A\n0I+k7F3X/Std1/1m13X/oOu6X/pxNeojfaSP9OOn7oedZ++6bi7p/5X0L0v6HUl/R9K/2ff93/vx\nNe8jfaSP9OOigx/h2T8q6R/0ff9bktR13a9K+pOSmsp+cnLSP3/+vLw2n8/VdZ0ODg6G77PZTH3f\na7vdarvd6u7uTnd3d+r7/sGn7zH5+a7r1HWd5vO5JA2/+R6SDZ/L4++8l89nWVlmlutP/30ouc6q\n7VmuecL+uP+z2ewBT6p2zWazUb94nff5+WxrPvvDUMV79rv63ipjVxumym/ds+v+D6lvijg+Hk/X\nN5vNNJvN9PbtW11fX5eF/ijK/pOS/gn+/x1J/8LUA8+fP9cv/MIvDI10R+fzuc7Pz3V4eKivfe1r\nevHihebzuZbLpfq+15s3b7RarfTu3Tu9efNGm81Gb9680c3NjS4vL7VarYbvLq/rOh0fH+vo6EiL\nxUKnp6eaz+c6OjrSfD4fmEPFub291Xa71c3NjTabzcBUt9VKcnBwMBgQlmUFqgRmu91qs9kM5d/d\n3Y0GLIWkEpr5fK6DgwPNZjMdHR2NFGyz2Qzl+vP6+lrX19e6vb3Ver2WJB0dHeng4ECnp6c6Ozsb\nyprNZrq5uRkZ1dlspuVyOerX7e3t0Pa7u7uhbTYKNCr+9PfKILWIRo1/NlDkaypAq6xdbWiNXRq1\nKYPr9lTk9k2VYV5V5LG9vb3VxcXFqL7lcqnj42P92q/9WvP5H0XZ96Ku674t6duSdH5+rpubGy2X\nSy0WCy0WCx0fH2uxWOjZs2c6PDzUYrGQJK1WK7169UqbzUYvX77U5eWlrq6udHV1NQivhW673arr\nOj179mwQ3oODg6Ge+Xw+lGtlIaM8CEQJFKov+zF8coDu7u50e3tbCoQ09ppUEiuKDUkqhI0CBfPg\n4ECLxWL4tKExImKZVtDj42NJ94J8eHg49K3rOm23W11fX2u73Wq9Xuv29lbSe8F0mVRYEhXafUw+\n+Y/X9vGWeS/RSnX/LgOSykUkyLI/1NPm/1mmib9TNpKv6Vx8H52L5dMGnYaeBjjpR1H235X0h/D/\nT33524j6vv+OpO9I0meffdbf3t4O3vbk5ETPnz/XYrHQixcvdHh4qNvb28Gzvnz5UtfX1/re976n\nd+/eab1e6/r6ejSwZtjh4eFgOM7OzgZFPziou5iKR6VqeRL0afi0EjOsYLs4oGlUWJ4Vnp6K6GK7\n3WqxWDwQfpe/3W5HkNvIyGiA32ezma6vr7Ver7XZbLRer3Vzc6Pr62vd3NyMEIw09ng0MP6dIZfb\nlUYxv7cgf0XJ70oReF9S1Q63tyqf9/4wyl+hjCr8qdrL59g3j8fBwcFg+O3prejr9bqJbqQfTdn/\njqR/quu6n9F7Jf83JP3pqQe6rhu8+enp6aD08/lc19fXWq1Wg/e+urrSy5cvtV6vdXFxodVqNSgS\nlfDw8FAHBwc6PDzUycmJDg4ORuV6UP2smVHFsy6b8awhO+8lVGPeID2b62l5razT/UoD4bLdLlt1\nt2U+nz9AF5KG+w8PD3V6ejoSnpubG63X6xHC8f0WKj9L78O2kj40DzGFAFiev/szjRqVfz6fT7aB\nhiifr8pn+7LtVa4gnVCWlV6/ZYQq/mT9lu+joyNJ70PQzWYzaZx+aGXv+/6267p/R9L/Kmku6b/p\n+/7/mXpmNpvp5OREz5490/Pnzwclvbu70+vXr7Ver/Xq1Sv94Ac/0Gq10uvXr0fxrQXNnnw2m+n0\n9FSLxUJHR0c6Ozt7IKB93w+xeH7PWM+eimW4HML1m5uboexKwaTxQNLb87N6zsosaRhIE+Nkx+A2\nRhiXUZnL5VInJyd68eKFZrPZ0H+jBhow1314eDjE8YvFYjB22Y+Mg0n7wGry1waEoYjHKaFpKjzL\nM78rGF0pjfvm57L8lmFjH6u+OrTK0IGfeX+rviQbZNPR0ZHW67Wurq4mY/4fKWbv+/5vSvqb+97P\nmNEDu9lsdHt7q6urK11fX+vy8lKXl5fabDZDQotJH8MZWzYbDHsidjYHo/qr2pjPSxp58z1586Dc\ntPS7qLo320Ehtsfxc5zZsPI45GCCkDG8pIG3hOyPQekt00tOPbcLyleUkD7r+VH6XYUt6b0rGZkK\nHWicM1yyHvy+KfuH0mKx0Ne//vUh83t9fa3Xr19rs9no1atXWq1Wg7LbC9u72ONYsZ1VXy6Xg1BL\neuC1GFfvssBMNNlzSg8hquuiF+K9LaIXMeXgWBE56OmB2CZCcPfBBvXo6Gjw0M7eXl5eDhlde3NP\nh2YGfZd3JizNqT22M69ViICJwUzCcTYgoX7Wwd+nlJVIgPVlnxk67ipzilgfUcxU/J5E2TC6lDQk\noM/Ozpo5KumRlb3rOh0dHQ3TN6vVSm/fvtV6vR6m19brtVar1UjADa3pxS3Q9vIJmxOiTwluCqHL\nkB5Crlbiaddg7SOAbOcuK8970wjZK9sIOvQwz2kMGRKlktNIttqSipa8aF1LvmVIIY3HJddH7AOl\nWU9FvpbTeexTTpftKnOqLvbHZVTZ86mcg8eCemGHtVwuf39i9h+Gttut3rx5o4uLiwGy/+AHP9Dt\n7a1Wq5Vub281n8+HZJKV2FNp9ugWUEmDJWMcnnPY6SGZifU9KTxVnJ1Ggdnzyssn5UBUg5+QL68n\n1HTdvO5pTYZKFxcXur29HTLuNgTO7rJ9LWWagtItYmxdKUsqVYZsjHer2LmF1rIeKgrbld/Zd7aH\n96ahqsYw25L84zhmP7I/1f+sk2HYV0bZ7+7u9O7dO33++ed69+6drq+v9fbt2wFOdl2n5XI5eG0v\n6DBUpxd3B8koJ9A2m83DjmIaSXqYQPPzLNOU02iE8Zznp9LvolT0qYGa8igZntgQeprO3vz169ej\n9QnL5XJYmMN6KiF0H1vKPhUnTvWRZVZTToxtW557Stnzvvxs5VAqtMZ25jPpCKZibhPlJNFJ9id5\n42c+RNGlJ1D2N2/e6OrqSpeXl4NyWYFy6mexWIzmFyum5jTYFASSHg5WKrUVNz1AJeiEeDlvWzE/\nPUGrjZWnNXmAaViYSe+6bjB6jvGs4EYATGTayNloJIzPPibPPpSSB61ptPTKU7zymFYe1eUmmmM5\n/D2RVcpKNW6VMavan2gyy6qeSYTKvqbDckK7RY+q7JvNRv/4H/9jXV1dabVaDZDT3ttJOHtyJ+E4\nZ05YTWg3Zf19Xaqz6vSKOaXDKTvfk3EkGc/15rxeef2cAmQ/3AYOqBW67/thJZXRBRHH1dWVJA3L\niLlclkt9JQ2ev+u60YKaKuTYJ2lHnqZwm6gQrYSSlXgfb5flVqFDBZl3xeU0Rrk+g3yplJ3JXj5b\nGZeW8a/yRlm+yVNvv18r6D6YnCnnAhAmk7gclFNp+eeyWtSaqrF1bHnOXZ7X9VroW/C6BesyHmSd\n/t4S7HyWg03Yy0U/XmGVwkkkxb7f3d0NRmQK3rb+z35lm/eB2z8qVd7d33c5gql2TT3fIip6K+7O\n7xVVdVfop1pfQHpUZTd5Sujw8HBYCOP4nF48p8Skh0tO/UdvZWrFhNJ+UJremPVUniCNkZ/hYpTK\n2+Vv2S+21zzhslejIPf17u5OFxcXw5LjzWYzWiTkRUiSHoQD5BsXH7l+opbkI3+jQaw8aZU3qYQ0\nPTXHxoYtkRbvY+Iy28t2ZTKWVLU/eeX7aNxbY579aPU/4/G85nI5hkafLXp0ZWfMeHR0pJOTk+E7\nF3JIDzOmVNzKilXr2K2cLcucXp3fWzGen/EmkcqbUJBS6EktBFIlxQx5+74fDOFisdDh4eGgoG4X\nF84w7+EEqIXSz1XQlu0nbytDmeEG56ezj+YbeVHxgSvQCIkZh2fYRR76c988QIVoWs5i6rmWgWgZ\nk1Z7qvCA5fu7x6oKUUmPquyeVuMiGS7LZIJO0kip6LkcQ7fgVxqLypqbKk/L39OL8TN/58DmgpMq\nZs3yfc3WulojQHhu2M17+r4fPDeRgH9zIsd1pUCyLsfUVpiE/bwvE5sZcuyiig+VsCe6qMakGsf8\nXlGFctieXf1hva18TMpoti1zBvxeOY3k81Q48KjKPpvNdH5+PngjTxMRAudONQqjBbWKTyoLyJjf\nXo9ejM+5rhR+rpevvIcHkNBRejjYrcGr4v0kGjiXa4Vl/sBl2phWSMK7CtkOCwnbXKGrpAo2pjem\nB28Z3KqelqLvE+cbvnNsqjpJRFMugyECZztacpAGnh6XxmnKw7Pv1X2JMFjnLqP66CvoOI3Gddtm\nSnpsCzlhacsC5xxkKlNaz1YbG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folSb+4R3mj+JpM4sCl5SLDzHxbMjKYnixjM0kPDILr\ncx37eHUKoweodZ+9etUHf2eZzKqzT6nwPCWWBsdQOsOiKY9aXUsjV0F7k8cry6r6+iGeb2qqr9X+\nqn28j2ihVW4iPrdzKlHa6kfVNn9+aDgyFcfvE+PvVPa+778r6btffn/Xdd3fl/STkv6kpJ/78ra/\nKunXtUPZ7bn9bjLG7kdHR8M0GuNvKpUXodiz2Jr5b7PZDApja06lMGW5qYSMJf0bY9TMenIfNS1z\ndcIIeZG/SeMYz2SLnctS+74fls36nW+sP+9lfyjsRlJEE1ztl+12v+gZN5vNA6+WiCbLrvqfvODz\nLpOetnp1t8tl/ifHk9+rJbFcfSg9PCM+66rIdVehpz9T4b2OJPudbWcdrsfJ3RZ9UMzedd1PS/pn\nJf1tSZ99aQgk6ff0HubvJAtG3/daLpfDnLDPXiMUSq9/c3MzwH7p/oALM5JLJ+0hnaHmGnErDu91\nedL91FjCLUJnlvUlb8p8ASFaS0j4exV3cV46FXiz2ejm5kbr9VqXl5eje9Ibs82Efb5WJTttLLMt\nrpsCTQ/v8hjjclzTMLDPLQ9Fo8xEG9vv/ldenBCc7TNRGSsD4HZXicYptJRJQbYvx6oyDi0+say7\nu7sf3zx713Vnkv5HSf9u3/dvw9r3XdeVI9R13bclfVuSzs/PJenBwQxkoBXNg9QSJp8Xt1gsBoXP\nrKefleozxzLBwjhzvV4PZUn34UHOCFBh+H9rg0uGLGnY3EaW7+9GNbPZbOARY2K/SIIClCFRxsOs\nr4Kc9tjkJz00+8xyE+2wT7nDLscl5Kf0hGkoEzpzXNN7sw+VcnAsppK2+3jeKXhdGap8dorsYKYU\nnLSXsnddt9B7Rf9rfd//T1/+/L2u677V9/13u677lqTvV8/2ff8dSd+RpM8++6zv+36Am7PZbDgk\ngh7Eg8GdWxYke1XGyx5MKxjfVMLMMdo0Yph/szIZMRhxEA76Xt+fHonXmBXvum7oo7e40oMS1dhS\nW5GdjFyv1wO6yR1xs9n966LcJ77Xnjxltr8ljGnQWq8zJtKS7nMiXC9hPjih53Gq0E4iIRqnykhW\n45kevcpU00jkun+2qxoXzkJkki/5xvZwhx7ble1utacycqxzF+2Tje8k/RVJf7/v+/8Ml/5nSX9W\n0i9/+fk39qnQjXQDGeu1FqbQaxAFTFk+C9lUDJMKXHkotoUDScVmv1h2lpHwNYWExolTZ1km21O1\nYeozPWCLd/TERCcMV1hujk2iFN9TzQZk3f4kkqjkotWHVj+rZ3ltlzzt81tVfsrBVMjC61Moomrz\nrvbs49n/mKQ/I+n/7rru737521/WeyX/613X/XlJ/0jSz+8qyNbNcRMPYbAHrbLRJipLxve0lg4T\nPI1HQeQUXe71ZvIthZWIgfcTeWRfU0DTIzhkkOo9+1Z088SLaxirsiwaN/M6vXd68uShy8w5dCud\nwwh6Kp+owzLYD//uBGNOjbRa0KUAACAASURBVJEy4ZboKilzMankHPuWZ0++0Cubpy4jM/jJz5xl\naiEXP5OJQOnhTssqYZfh6T4OcJ9s/P8uqeUe//iu55PIBCvQl/U0kzbZIQ8cFY2CaqXcbDbDEU9V\nYiUHj2EDN9f0fT+KjS0ILDPLJry2gDNMSK/McCQTe5xbXy6XQ1mExqlYbktOXzF+Ns8JUbM9VQya\n/GJIQGibqCSNaPWb1wyQKqXhNX+yX3ltV1ybCC8VzGOY7W2FEOk4LEMV6iBaavWZ9VRJRfNuip5k\niys9d7XwhV6bMR/L8DPOQpLRh4eHI+/BsnONfApEJVQpRPyd7aIX4ZJbZv0Zc9Kz05OmkmR9bId5\nZGHyb9L4vXYU9jSOVfIy30ZakUOwqSmfhLFS/RaXNG68Xi1ayqmw5FMFj6sxbsFjk+utxoSLs5K/\naVSzPuZb6FTcN5bJMa6c4r706LverMxmVHXaKSE97yFUpfW2kGQ8zDjRHpCwOdFBldkkk1MwMqNM\nb5/r631fJnpcb8LyFgSsPG6iJIYVtPgJXTO5ZMoknO9Nw0AUtd1uRwuWcqmv20WqkASnj4gQsq00\nSpm8yzf3cIxzfFvQ13KTCb7sC5ORrDPDIN/rZ/03teIwQ8Eq/Ml6p+jJzqCzYi2XywcexcJOC0dF\nkqanRHjN701zuTlovp/15GClwLjsfD4FM4WdMwO0/C47++lnuX0xBYghCpdems/cDcU2J0Ig3zKR\n6LLczmy328S+Vt6z2vSSfPBnejArX/bxQ70c+dBCbJWBZsjXQgn5fEU5BtUsQbUYqtU239Oqj/Qk\nW1zdAZ+JTsosdHqJyoL6f5PDAK/IY5x8cXExUgBbVw4ekYAp72Of2C+f+d7K7FNA+L9fKtkyWkQA\npkRJvser6rzghuXRqPB3C1mFRqiM/N0JOm42aq3+k6YPb8wkZyZj3Y707FNGK2cN+r4f5YgS0TBx\nm2vpK4SXMsm6aCjSSPia5ZIKbjnzNSpyGgLyYcr4mJ70xY4UvirjyHXu6dmrWDIZQ4/pOqxUNhTV\ngLXiOCqF20cYmAJhL0LhYBtT8VlHGraptrF9LCsHnp4xww9+tuqaEqSskwq2C17y+VYfE7amIvO5\nStGS2K5d/eL3CsVUntX3VmWzf4leW22damdrvJMePWZnLO4VcNJ9oi6TRYT8tOaO45m8S+VxBnU+\nn+v4+Fhd1+ns7Gx43h4wF+Mw1uN6eMdXbBfjSvctoZrvyTXlNGCG6t6fTojMxTEZs3PVID0898Kn\nF0vDaTIveL/b4r+8x3G2y0wImnC4JRf+ZLn2wlUSlIurcsyqJFyV2EykxhmLlky1yrSMpnOy/PG5\nNPgcR9/D32j0E8nynXG7Qponycbb23JfOztiomfM5JkF34qQ8R0TLJ6yote8vr7WfD5/sDw3107T\nQNl4cAqOgiE9zA67jYzPOBOQwkkBdB8oWBRIfhI15MsI2S8LCaEqjZGNys3NzYN8AMuycdxut8O+\nBmkMe3Pcd3mfNKKZoEuYnUqYCsRkaLbHZdBAuf8t45iUm2uqcIfogmWmIWTfkypnl7zN/FBFT/L6\nJ8JewrGc3zbjfVCjB4heMo0H/5fucwDr9boMG8woeyj/Jo3X7KdH9nUTBTTbcHh4OJRvwSWCoTCx\nrVYce2oavFQE/9Z13Wg+t8ovuC+5gKXvx0mxrhvvLPQ1h0Jei598YvtY1j5Qk+Ulb3m9FULxt1Qk\njnHlsRmiMZkqjQ859f2cIkxF5mfK1VSegSigFRIxSZoIsxW2SE+QoEvhSmX3gHn1mxNN9t6Mm2kg\nqgSahdXr3Gez+zX4abmtUK6jykZbwFLZqxjM7XMYkOVQ6ckXrvpze5yEq9ZWcw1+ZUCS30QXCRMz\nEUo04n4vFoshJOKUpe/NTUmkfTLnuVDH5adQM9GWXrLyfBVycpt8je8PYJ+oWJQNKjvDCbaLDiyV\nlu2rjFDyq0qA8oSnyoiQniRBZ4WossuGhtWUhP+s2NJ4njUHm8JsRbUiMd6v6qkoLbbv90CnwtFw\nVDE1lSLjv8xH5GqsqcEl7EsvV3mxJApbKlN6byqjn03vU5XdInrnKS/lMeR4UWHyWcJc9iEXbJno\nyf18K35v9cOfqaCVIyEvW31o8bMy7BU9CYy/ubkZrV+nd6uUjUmZw8NDzedznZycjISVsbE//Z5z\nMpwe11a+WnAxtQDEn4xlZ7P3K8kuLy9HuQQej318fDwkzehh6KHX6/WQfPT0XwoqKb1UQvrKg7j/\n7kuuPcgcAq+ZF+RDBUkrZdhnGSwdABFZQnYaUaIOtifhf7bF6MDhDBGip4TdvmoVX8bkiZz8aYSS\nY85w1G3NKcjkU346tE3DV9GTLqrhXKItbEJpDnImaKplty7XZfPPZdCCtuadW+2mUZLGA06Y5jr5\nDF9BxXDEyCOhXpWEy8EmD1L4XA7LTIOWoQnLqr6zPQlHybtK6NiO1jVez1CreoZob1c/yFPWwWXG\nljd6TN5fLcqaqs+y5nGhYc4VhC4/5S8NfYsXX6lsPBuUcQmTWTn1xDeWEqpzkKzgjPG9qKQSLkIn\nUxWrV/GoB4bLermbbrvd6urq6sEUlVGM+8V4jsskCUfdhoTjaSxSMP3HBFv2kwaP19h3ltPKtyR6\nyHpyjFlWGk73h0qQ6y34lyEbqVJ+KxjRmb04Zxx8dBr76z+Gh0QeDI08xszPGElURpnJ3328NPMG\nafBa9CSePb2SGzqfz7VcLkcJoL7vdXFxMXplkjReVEGFtFJ6+2z1qiFpnHDj9RazuEKMGz+ssEYc\ni8ViGDhP7TFpxeQSvTJnH7ru4WahKqGYCIgw1vVYKXkiqj0Mw6PKWDg0qQwGhb/l4V1Plm+F4jOp\nzG63yyG64WfLoPme3C5NeeA9Gabkdma2K70xk6mVwll2HFLmuoTKmHJcq1AkjXdOR1b0ZMpOa06L\nLo1XptECc0BXq9XoOcY7R0dHI+WvmEmPSA/GpFR6ZWaApXuGc8+8477j42MtFovhiCtmlDebzYNl\nkvRMFRROxEEvZE/A7a5sn6QHGWGTUUXGxPnJtubzOba8xnJTQFvlpJJV/KjyJ0nVXHy+z45ylll/\n1s0QiqiGZdmoptMgauX/lHn2OVHcVP6IidrK6JKeZOqNjCPsMeMttOzkfD4fLU5xEstn0RlKW9ml\n8Vx0LgQhFMzECxlImEg00XXdaKHK3d2dDg8Ph/X4R0dHms1mw6mvt7e3uri4GCB+vmqXawUYxpA3\nFfKoZhUy5kzDxrEgvxNB0GNxey6vkx9sXyv8ScNuylkJlsUpLo5ResLWoScsK7fu2tj5MxFU60Th\nNA4ZRrCPRLAMwzLBSL4xXKBuuL7VajVCi3aQrYSk9MRr46X7QSZM4nfpfpAZ/3hgmNnMGJblZIzj\nOl1+9ZlEz+g2cRAYZlBRPbe/XC5H029+pqVUiX6SL1X7klIJK8+e9/L/KrNOhas8anqY5Fl6MRrV\nVnsqr17JSAVjWWalDMlnU3rzVsjXgs6Uj1a72O4KXfF7GjfK/1QIanqS/eyVRaRgtbyYp9Jub28H\n7+hnHOt7aitjO69Aa52owgHhks/08JUw2itY2efzuU5PT7VcLrVYLHR6eqq+73V+fj5YZU4J2kil\nUtCIZd1TMJaJo1Zml4Lm0IVGJj0O+ZQzG6wnPS+hMEMi/5/rLBh77loHQB653JZxypifnpeGOZ/j\n8xW093PV4Z0p41VeIg00ZwRyNoYIjwuskt8tetKpt1T2tFAV1OO0Gj2pGXB3dzdaG27rl8KTiT4T\n62a2foqJFCQnEu3FfZKsND7ayN/5rGcV+HvCykySkdJYpmdiPyqPkxCTRAO0K/ZOQ9K6h+OX9bL9\nORNDqhSjNaPiutOhTI1xrn+v+MsQpUIubAf72koqVpn6vJ5LcHdBeOkJYvaMizLOsgFI5XcHnXyz\nshDOS+MsphfguNwUQt6f7aTweJBzh1FaV5Z/eXmpq6srvXv3brRDi2Wa6C3Sa2W5mTeoMrD5HMut\nrrEdU0YtPZrL41jldZdbIYgWuZ95pkDyyf+nB00vXtVHNEckVLXFhonPSg83PVUwP51MSwZ3eXt+\nsj25lv4r49mt7Kkw0sNXFpMB3BLrwT08PBxNs5HM4DygkZ5pCu6lJyAM4xr1KnFi4+O1AYR/XLHH\nBUIuW6o3XFTtIlpIYcoDLdnP9LwprFXIwLZwzHh+HtFTCl1Vj9ueh0N4PD1mbFeGDayjQmoc52wz\nZbGVAE1ecZyNOLI9aXxbhsbPUpZ4jZRyxvAvw60perKptyoTWcEhaewJCWO8kCWFw3E9l0RWQszy\n+RvjedfJtlf9SYZbGNinKgNLz+i6EgLm9CGfS8FI1DA1Bi2qeMRnaJiyrpzpqMraJZg5c0D+kw8s\nqyqbfM7MeEJoKhDbTsPruit58O/VOvg0clUokfmNymOnE2Kb+VuLHl3Zraj2YGl5fSSP14kTzvFN\nKk7CeeCvr691dXWlu7s7vX37dliTbKNwfHz8AHonVCcDM+GRgyPdM5fe1dN+LIOCyDoSjqXyZ7xo\nyu8Vssnwonp2l8KzbI5XohGuZ8jVZZWnrOJUhkhELWn0W9NSlTdNBMn7iJSYePSYu9yccmQbsl05\nBeq2VHC9hSQsr5WccT2E68nTmb8yyl5BsLSUU0mGFE6X5xg+B5JxWYYGJip5lk3lrKBSlQyqyshE\nn9uby0D9uY9npoevYuTq/qp91X0VT1p8Yj/z2r6evPLUzE1kmbyf/U8Pmsqd9021LQ19y0juy9e8\nv5IljmeGX9IY9VW0i8+Pquyz2fv3kdG7eZELKWNKLzKxlbW3J9Tj7iIn8bjXl3vEHStmDGhh4Hnr\n2S5acNfLECLvN9FbuK6qnszQExa32lTFbwlvW8bM35PvqdhuF7PAhJ15fxXW+P+c2jQf2ZbsR6v/\nVnyiq2xT3/cPwrlWe7IPRGHJS4Z5mR03sY8My5JoBNIotZAB2zyVZDQ9umcnTE/I3LKSqYzSONHi\nTyqrhZPbXulVaTmphBXM6rputDae8VkKQasfHLAMY6SHSyAtaK3BSwFKniVVyu7PlrJXxLiWaIqG\nqfJKrKsyRJUCcOXZlEejQnEcmbSrYulEmS2PPSWfLos8IXFcK+STfzntxrZKD0+9oQxXSWfSo2fj\nvSMtB4iWzQOWStiKT5MZnpazB+dg59FVVUyVuQS27/b2dlgQk9OIbF/Gl1YAWuEKJruNmciz8HKv\nfovHFOwUsIxn0/MwZiUxxmUfK6Nb1evfKsVifalkbLO/Z8LOZdBYsmw+UyVjsz270NAUjJ8yvump\nKz6wHI4jQ1O2g4btKxWzW0itBIxlTVW23eQVdCSvXa5gsdeZc295TnFRqfg/j4Si0t3e3g7IwX1h\n/4wabBD8lwPlNvg7E07uvw/JdP1cQZiGhlR5yQq1SBpBXN/H6UXzi1NiXEvOMfN3l0tqoZ30WOTZ\nlDdO781YPkMfGxMqN2P4qTyR20LPyWmyREVVWY61MxZn/+lU3Hd7eZ6LYIRKZ1Rtpqro0T17FduS\ngS3YXsWIlfDSeDCrW8EjDrx0PyhmML2g28MymDDJ9thYVEk4DxrfYuvrfd+Pzl7LuhgnVnz0tdYU\nkanyXuRtFSZ4nFowswXRqzZmPftS9UxlTPnHNjCE2xXuVOhzKiauysnPlie3vOXMUPVMevVsd4se\nXdlXq9XImuXRUKaMpaxAyTwekshn7ZU9SIY519fXQ2LQxx5RMViHdG8tvZuN0J7CbwHiFCLbyfzB\n9fX1cLCG2+B+HB8fD2v82RfmCKp2si5TC5qmMOWinFyGzLAqjXCOlQWWYYwVJseYYQDbnCiB9ycS\nSo/ONlOu0hhRSfh8hjSmnFI0+kuj4vuY20lHlUbRSNB9dD9zrp3TgCnzlPEWPdmBk+k1q2WfFdGb\nJmW8lyujCLNns9ko9vRn9Vt6Bralgoz8NLn+VLrcJEEYyjiMQllZ/PTAVRsqha88IBWHENRl5hik\nl6lQVNWeFqW3aj2XXr4ydtnOalyqcls5B8tQykW2mfKza0krn/Ff5imILqfaPUWPno33dk8n0vKF\nBhTo3BEl3Xs038fY1Uzigghadpdjq+nkXb5JljDe1vT09HS0xp1l5hJHts9JNVpeowT2q8qm2tqn\nUjNepkKkF6sUIeE50QjjYHo7fpJoHFrxYvaJY0D0lURjlDxotYE8NzGuTqOU7eGYtsIQtoWzD9me\nakdg1W6XZ7lORMv7qzApEdRXxrO7UzzCJ48EosJl47k2XrrvKBNHmWTjSx5N9O40GOv1enSU9Wz2\n/nwyr9hjvFzFUW6T++Fy8jVGNkKVsTO0327ruXuXTa+/3W7L8+mnPBSJiSfzLtucEJl1VDSVL2B/\nM6maSIbtm6LKy1fTXjQg2b7K4/rPbWA9Cf1JTOxmAq1CINxmy81bfq5lELnmYxc9Ooxn1pWHLFbU\nMgK+Rs9LiJ5xoZWoijVpne2haWRch+usYG96b9fr6+nFfbqOlb3v79/+enNzo9VqNTJijNNy4Qjj\n2F3KkbDY/bAw5VTPLliYY5T8aXk9kutO5EHaJczM6Pd9PyC2fLYKhaq+JNTOEGcfcj1V2FnBfz6X\n6CvDryyjygVU9Oienfu4c6MKPT+foSB46oHoQBorHAWVwnR3d1dm/U0+L46QzpY24396N8+9c5qE\n9+UpNCcnJ8P2W+/B916AzWajq6urkWd33fkeOPeDgu3/KyGS6nn2fKkm79s1nqRW0ioNdQX/WzF+\nGu68z4qduwWtaDn/3NpvwPpaswsto1PxioaTZVGeE1FUiI3lt/pPNPuVUXZTWnxTdpK/5/e0jh6k\nltVm0quqy8pEyOY3qnK+n0poo+KXXjDBZ+bn4hQrV9d1oxNw1+v1sC2WcZ/LsqHkPLzLSHjJLae+\nlp6qxd99aCrGzqW7U+O8qw0VMqDh5xRjC+rugv8fQhkv87dWX91WaTfiav2f9fgeGvapkMr0ZMpO\nT0lvnMkuCo7JCibVCzqy81RCnyTjcnz/wcGBPvnkk8HbMpEo3Sfhbm5uHrz1hXG2B8E79A4PD4ed\ncG7D5eXl8Ox6vR7aaEOTCu1++Ux9hhZeZGP4T1RBi1959JZxJS+rseOfZzXID0llDMrxmNoKasp7\nEh1weqs1M8Kdc+ZN1W9fayXweF/yIXmVyIVGOJ9NYlmJJnPGxuVyX/6Uwj/pgZP0xi0LxdiZRKa7\n0+xs5dVoTDj4jp+Xy+WgUMvlcmStfUIst97acOTbXyg0Vey42WyG8hyrJ5qg0mfMzsQeZyVSgJ38\nskKkgLW8wT4Q3velt6MhbU0TVTHoPvW2ptn4u4We1PLumfdo1Z+ePGVMupc9GpxdcT55xL4k7E/j\nwPbmUuwpenJlJ1Q1s6qkXQvac791xjiuw56wih2t5PP5XOfn5zo6OhoOrzSCoAW9u7sbQXYaGpfp\ngXFfvJDIg2Uj4folDVn/nJZLxeBzrofTdpzjdn0J6U3mOYWe3pdlkO8JJW0wWzFtFRuznRzjyoBw\nXNOA2HNmYiu9NMck+VDtWGMbUmlp1E1TS3s5XVzxg8TcQ/aVRiZnpfaZsdhb2buum0v6PyT9bt/3\nf6Lrup+R9KuSPpX0G5L+TN/39e4MEJk0NefpTvCTcCy9AiE0YU9lYfmcX7i4WCx0fn4+nArrrbjX\n19e6vb0dFJbowIpXxeaul29icb8Id/3s0dHR6Px7Jvu4cej29vbBXvip5EzLo1cew8pAxam8XQor\nEYg93NRuL45NZdir2JjPZWJVGievWmcXsOxKsSti9r4VW2di08Yv0YJ5kqsG/Zw/W4iISJXf90Vi\nH+LZ/6Kkvy/p2Zf//6eS/vO+73+167r/StKfl/RfThVgIaggtimtsT9pGSvIYkFlsqZK2hjaMtnF\nd7avVivd3NwMUN3La9+9e6erq6vRXHxaeDI+l7uyP1xb4DbkhgajAvPMZWWs7Wf85lGHF2n1E4r6\nWo5DCs8uRaCRTWrBd1IKqvmVYUAiioTuLIdIJdtS8aGiXRCczye/EuqzXX3fD4ngqj0MBVptyvr3\ngfDSnsredd1PSfrXJP0nkv697n0t/5KkP/3lLX9V0n+kPZSdVo0ekZ8p1PRsVHgyJKfzEkE4o358\nfDzE5fluNE97eSrNn4bizpZ7R1uV/LIRoULnwHOnXr6OyDkBIgf3le+Y8zSi0YARwd3d3fBSSSMB\nto+5hDRW9IaVwlRjSePC/lTLn1MgdyE7PtdCdORPzsakrFVopmrfVH3Z1lY/yFuGW6ybRpvfd80s\nsAwampaRMO3r2f8LSf+hpPMv//9U0uu+783N35H0k9WDXdd9W9K3Jen8/PwB9E5LWC07RVllh6Xd\np7qkR7Sy0Ig4q+7MdsbnOYAJXy3sHnzDbbYhQwxmWNnPVn/YB/PQz3DZK9cz5H1phFoew2XlPS3v\nWBmN7Dvb0BqrKdrlwVohQKucKcMyVXb2u6o3yzDKqurdtw9EOVU7pminsndd9yckfb/v+9/ouu7n\ndt2f1Pf9dyR9R5I+++yzPjtgZajiGOlhPJrMIqN5cigHLONs9O3BPdvt+7Xy19fXo9+86s2LYdgu\nLrphnsB/hNW+331JQUlUYx5Zwc0nzq97j73bZuThnXVGBZJGr6Ay0RDQeFXIiQYkl/pOKe+UQfH1\nlqLtA2l5X9WWvFbV1yqzMlzVfTlmmfdIdNHqa3r+KvnHOvc1mPt49j8m6V/vuu5flXSk9zH7r0h6\n0XXdwZfe/ack/e5eNYJoofLPnd5utyNvSUYlnGkJBeNfe+pqO6AHxy9jpAflC/6cOa+8NGE2Q5C0\n+OlZphBJ13Wj9jIcyrP1zIuE4VyEQp61ZjkqQ5SUBq/iu2lfgcznXE91H2kK9vL/StFaoUrlvfcx\nRtmHLL8qKw3CFDIhQvgQ2qnsfd//JUl/6ctG/pyk/6Dv+3+r67r/XtKf0vuM/J+V9Df2qZCNTMva\ngnlUopy+oFBXDPDzTopUcVK2ZT5//9omtuvo6Gi0UCa9H0MCe3PHy1zY4bbSW/t5elbyg96Cb7L1\nPQ4xnIM4OTkZ9sQ7lLC397Qflxun1/JsQSoH2/IhELzynlMeqVLSD7mnkqdsSyV3LWiffTAl0vFv\nPwxRNtLIpOym5/d3Tp1W9KPMs/+ipF/tuu4/lvR/Sforux7ouu7BfHdlxSvIbi+UMSiXhjLGpTBW\nnodl5NRetrnrutGy2TztlijEypRJl5wHZlhBpFK9xZXPOPHGww4cVhwfH+vg4EAnJyejHIJnGFiv\n6/KnpNFUX0JQGoUPVfScvqqmqirIzbqSFznDUNXLslJBEkG2nsvf+T+n0ljWrpBmqr1Vv9n2hPRT\nspv0Qcre9/2vS/r1L7//lqQ/+iHPW+ncsApGVoxqfTelYCYioPFI708GUsjpsSuITgXPwXDfMvs6\nNffs/3noP9EMjYE9M608vffh4aEkDa+/6vtey+VyQAbkleve5U1TmKsyOBaVclcQvVV/lpv3TIU9\nu+5p9ZHPtMputSERT8pMVV9lZPyddVVJ0la7p+hJjpImZQc4z0rPy1VCZgS9UGX1OJfumNtJLA+G\noW3fv99mynfRSeMklDQ+qMLJrwoScvotk26ezjNctndoQUD2wSvVuO/eZb57926YVuy696+x9opA\nw30vEmK8nV6BRjindtgvGiOGJZUHT/qQmLOaSahODMr7SQxF/L8pvXylOJURcajHsMrtIULL/ew5\nhczyc/aG9xBd5ZgxSdyiR18u27JutGIcmNYAVeVOLaLgApKWJ5sqvxV3+rMKIXIji+/lklcrRwuO\nZZsTVtPgWYl5yo5DD65jmFpoY9pXGc33qdDsx0EVT1rjlWOf37Mcf/8Q2J1y27pO5/UhVDmQfcKX\nKXp0ZW/FJv7eiu1MXAMvPVxV5nL4KWnYrLJarR7ck9aSbbT3rsr1fVzrbiH0VN3R0dHwXjp6RO9U\no6Go6ncfyT/DefbXMP76+lrr9VoHBwfD8l/p/dp7Ljhy/VzY5Iw+jVilDOQ/PRsTROR9lS9JRNFS\nRtZRUXqz9MwpS62QLg1D3p9yWtWd7bQhpkdvGURm43N9RTWtm/VUcpP0pMpeDRIFphJ6e0z+lhn6\nHABDZgs5oVKudsvyKmHPaS3PZxPO9X0/eNXlcjnUlYaNR08RBk/xjh6e6xQcs6/X61GCLmcQbCC5\nIs/tyd1bVVuSPxbeCpW0pkRbfeOzrfryuUSFua01laNKgCaarLLi+X9OuZIPlINMBO9CPjRCLp98\nbCHfr5SyO4tcWUve0xr4HFhTzh+bqhiySpLlUl1aTwoMDRLbauttKC2937PuBS5Wvjwi2nDa31Mw\np6x1FYOSn/bi19fXQ55Cus9BuP05DlWdhP2+lwKdbchnq7bnd9Y5Ne+dhrwyJP6dfWnNcORvVbuq\nsMHGkrJHnuR4Vp664kf2w59Zhp/zPZWxTXr0c+N57FNeo5egB7dCEHIygZTengzPTSWVEjP5x7DA\n8DhzAb6HZfO1TH3fD+EC16/7hFrP2TNjn9DZSbhdgkDynLrLcBvu7u6G+pzAM39SaSuInr/zWt/f\n7xGQHr4ksRXDV1NuLUPn+1qLhbJd+UckxPtyLYEpjZ8Tk1X/WUZey75X+waIpJLcfssZ25penqii\nRU+2n72yytkZWlUKQXVPlp1ekswhg1sLcezBc2OONI69fL+z5ITXXgPge3mAZAXNsg2VgLl+k8tn\n4q3aX3Bzc/Ng33smCKuQZUoY8156/5bQpZK37k2+kGc2MP7M53bB2YS+THql3LENVTkpf4lUEpJn\nn8iX5PEUbK/q3BUuPYmyJ/yk0Kc3SU9syjl1Eg2BB8OK42mpCs5bSRjv2gvyCCp7b7fz8PBQp6en\no/jcu+ZWq5Wur68lvT/txu26vb0dynf76MGkh6+OpoHiUUR+LvcGuE+bzWYIK5w4nM1mQ9LOaMte\nJNf+u0xOryXy4hikB22BHQAAIABJREFURyP6yvHKfAsPkqDBYVmJPsibRCqVoc5nXR8N0T65Bnpv\n84TGlN9dRz7vNmY/2ScTtzqTR66ntb/E9KQn1Uh1LJUxeCq9va7vrSBYMjaTKS4joY8FIweKdRM5\nuGwn43ze3Gw2G612y+SN28DtjKyvEraWB8z5cj/HU1y4pJaKRaRUlc+yU9EqgzuFALJvU1s5+Ze8\nYDsqD7cPpfPgWE55cn6noaK8pjffx2i0EGbVHuZQKM9fuXn2KUvLwa2mgKgwjBdbkC9/q8ribxzA\ntNBcJJGbW5bL5WhXnBnvtfRe9eYDMRiH5YsgOC/OFw2wXvIr9827zFzK6ee5f97PZJIwlZeeOVEY\neeVwQqqPevL9fJvNFMqjoaUytJJ+GXpUdfP+bCONXithmn2S3o9ZvtmGPGJmPtFp8jKf530Vv9Ig\nfmWU3Y1i5yuhmoI9jnur+JJwqLKKHMRK0VlmGgxOr6TCcHsp3/9u4Z/P5wPsNqzm2Xbum3T/sst8\nJZPrtjckhGZ7eOgFDRpheqKfnCEwX9g2ClzyLcehGjs+UyXtpsIy8odlZT2Ug1SejKETPWRoQVTk\nNnMfhg1tOoKUJ8pq1YfKo0+1L/me90/Rk3h26WG8YrI3Sstm8mKSXBtOmup0JpEIiRJm8/AJow1D\ndhKXQ15dXQ39I4Sm0tFLVpA6p/EytPC5eWmUXP5yuRxgZettNvRimSdxnTleU/Eyd+H5uakwJL1p\norM00i3lbY11/l4l8qq6/H8rPKza7/KZMaeCV+33tSlZdTktxMC/r5yyW/iqeCnhrXTPDB71xFc8\n+9m0otVedddfwXnu9qJFJ7w9OjoaPK6nsUw+s87r053M86ESTLyw7SSX55Nybm9vR2+Gubu709HR\nkU5PT0dIwp6Fg+2k4tHR0Six6LpT2ZNvVCQLUpUtTkPhfiTSynHiWLQ8W5ZfhVnkqT8rod9HEfL+\n/E404s9EkB4P3pMrCxMx5VoFUyuXZWdgopGt5Ir0ZC+JMFXeOeGidH/mWsubV4K3qw2EsS4/28hB\n4+kwbIev+Y+7y9JD8rfK0/EeCxgNkONuf2ddSVQS/3FXHvMnLXhI3rLvbHNlCLJ/H0pVu1pju0uG\nPqTOJPaxNT1mvmYY1MottFAK68sEtcM4PkO+MMfVoifLxleCk7EJY3tJw5QXPbSvk7kVPKvgZQpI\nBb29b9zryBeLxQCh/fzV1dVwZp3f8OI4jm9x8f2evpPa215pqTmH7zDn6upKs9ls+KSXyIMweI3e\nny+RcP1ENGwTj8TOuJfKloaclP2sEoKUiSqkyGTdLq+dPGXuwfXnCzaqDHcaRxrSRETZtkQ6U3E8\neVh5/Vz3QGeY/U168qk3qe3h0rsawlDAKq9UxWdJVfxq4plxhtCu11aWdfgNL9lWZtVZB71zK9Ob\nIUfGkcy2u958z5zDjgxt3Jbk05R3rmZNqOxVaDZFressp7pnCvZX5ezTjmqJa2bqE6LPZrPRIaRV\nCEQjkTmCfVEH+8HkNq9X3yt6EmVvzbO6Q2YGE2ceCE9VUSCSwXmCDO838T3x3u3F2YCuu9+Z5pj3\n7u79kdJXV1cPLL+9t8+nWy6XoyOjt9vtcEQ025PGhsiB++HpjYw4XCbjcgqXPXqFkvzpKcKEqS3P\nUy3+aYVV/pyC32mgK09YjV9Vl7/vE+ZVYUJCYytX1z185XfOCPkz21kl4RJ15TW3L9tKVFPxiG2q\n6Mli9oSJLeGX7uG1k1eSBphN6EVBN5mhmRWlt7Sy8/W3bIuk0YsT+dpor3k/PT3V0dGRvva1r2mx\nWOjk5GQ4x9070nIrLAXBSuQk5HK51Pn5+bCW/uDgYDgIc7Va6dWrV8ObX4k+OLVm9EAhTg/vl0vY\n2DGMSaIBpRGqoHTuKaiouk4P6nHapeitcIHIw9Sa468QYiYeWWb2t5W3YHt4r8trIZWcnmSbqmf3\nyVU92XJZep38q+Lr9NT5LK0r5435yfoJyXiIo+EZNx/YEBweHo5gPM+kcwzsdnL1nBN3PqGG/XHb\nqez553AgZyX6vtfR0dEISievMj61EHnBj2PAagcbedcywpzKNG99LctKooKwrCrrz8/qGuupoG0q\nfSvHYNlooZaWccmwaCo3NNXmyvnRifGTxKm/Fj3JfnZCSi4AkcZCZRjrVWl+hp8mZqfTEFgxSTQa\nnhvP8h27sT28x9Nf9uw8EcZvllmv16Mz6Pu+H5SYxDl8v03WZ7xbMZnQMnJYLpe6ubkZyqThyOWy\nRDjJu6T03jmGOX45LlPCTkqFd2a5qq/lvVohW66R5yfbVrUvf2PyNvnH0JEr6arsfBV2unwaY7aV\nU6vVgRmpPy169C2uFTTJezLuSkuW16TxO6q5Ft33tGIcfyaEI81m462o9MbMD7BMz5Xz3e378Ic8\n4MEU/t8ogXzJU28p/JwuJExnPVNtm4rH+X/yb0ro8joXL1XlT1EFg6vYOeulU9mnj1PXqs079MCt\nxOcuHmU7K8P7IfToh1dcXl4OjXamWhoPPoU8obz/z+QV56O9Fp2n0tDrOfHie7xmnXGmlZvwmt4h\nme+dbRZ4HirJGN99YJZc0ugtLr7n9evXI97k/D0hpxWbxAMt2S/OBKQ38T2ccvLYMfzyby2qlDA9\nGvnH1xrTCFdjUZXJ7xwnK1Wl5K22VgZxF4RORawSgdnOKq9RlZVGuTKqU87K9Oie3VnNHAAPDDuW\nmWETlZZZTe7PTiRAKJ7JQRoG7kHPAXaduVXTmXB/dzKRIQUNlNtEvrQSWuSFv3MNfh5E4WeIBJKS\n97tQR7Y14SgpeUtK5fU4mm/0yK3Qosq/sM+Vp668+D5eMlFPCwnsCnWmpjQrA1UpeupG1t/SFdKj\nKzuPpWKyqppesqDSolNp/ZkxHueguWCi6zptNpvRwgTH0E7MpULztU+5RNffrVT01BbkXPWXEJ2G\nqoqzJY0MGPnAtrLfXKKZgpFn3kkPT5cx79yeHEOOg6nlyVv3tIyFFdoGl8/tUs7kT/ad/1fba9NQ\nuY/kCw1OpZTV/xW64H3VZ0V+jqvl6DhbS29NT3IslYWQMaaTUUyEUIFo1dhBZqwT2tNbW8gTSvs3\naQz7CPvTk1to3C7H5xxgt6l6jrkEbojxgPnPuQeXy62UzNL7ea/KmzqDnkjDvHKZFe8pVJnkykw9\n+5ZQk/fQCNkIZ2yaVHnUXdcrZZ064MGG3X2j4jFplv0h8ppSOCZliWLMk4ofVT/ZNxq4r5SyS+Nk\njAU6p29MlYWt7slMZJ4W2/f9yBrmwCfk54CmQLsNLUucMLSVlc7n2V7uCSfaoXK3YrX0hqyv5Umr\ncMr/T3maHI9KeFv37vPMlOfcp2w+R75UhrAyMGzDPlNbU9RKMFf1VcaR36sypsbJ9KjKbg/uhNjt\n7e2QhPJ1ey+/uqjr7qfeEjpTaRNaMabnARJcbVZ58cpym/xbCgsNAQ2Z+5OJHXsClk+kYoRjA+U/\n5g2YmHSZhqYMeyyk6dHSK+RGCm6Y8WfLgBD+VnEl2+rPNIoVtcKz7AcpjWt1PfsxhRo4ZlU8neVw\nS/HUfVXbp9pcISW3y5+7ci+PvsXVCaXZbDbAX+m+sZm883P8o7JkYsqUcZIHjXP8rm+XAJFaFjQH\nt2pbdU8V16Z3plJVwlrN3/p5ClaiEtZZ9buFpqZ4ssv7VtB4n3KnfmP7PKa7qJKvCj1MKeZUnJ2e\nuKozy9oVqrSo5e2THlXZj4+P9bM/+7MDU6+urvTmzRvd3NzozZs3w2ozK6TPW6cH5h5u6WEixJ+Z\ngLHge066WrxQGRrG5yYiiozDEybSqxpBsJ02Wlz153us+LmQoxV7presPABRQRpACjbfOOP+mqet\nBBV/YzKTvNhnvQH5kF66Fc9nO/zdCKtlAHkvnUj+EWUkeqmUPeWvxTc+3+JNjkNFXrY9taf9UZV9\nuVzqj/yRPzIo7Lt37/T5558Pp65eX1/r6urqwYqzShkyM06lMkMonITJTESRKstKaMpBaU0/5awC\nBa6KY92/Vp7A/WA/GS7solQOlp3GJGE9Q4PWVFj2Y8oDfmisnH8sq0UZ2vhzCt7nuLpdldxVRr9F\nyZM0ODT2lKdWmbvWNfg1Yy16VGW/u7vTxcXFKIZ2PP7pp59qvV7r4uJCFxcXwzHMfd+PTm9xfF4t\nsJDGHoBMrfYc08Ol10jGV8+21pNzUKfCknyGysd59/TsLrs1+L6fMJzJPt+Th11mzsI5h+RF5aFa\ncJfwmCgtlXgf2nV/q335WY2teWKq5td9bxoT11mNc9YrPdyMk44kiYanFWZUziTpUZX99vZWr169\nGt6I0nXd8OLDk5MTbbdbvX79Wm/fvtXV1ZW+//3vD7vN7u7uRtloTpuZEUzoMalhwbb3kurXOZs4\nVVcpmmmX8FWJIP7O5+k5bJy4r9730DBVxsmGwvwyb/ycQw8uu3XZPNnWZecBF/md/WpRXq9CiST3\nw32r+JlEhOF6s26uY5iCzQzVpvqVfaiUnnUz/GsZ0MpgtowjQ9ApWZWeYLnsu3fvtNlshoy7Fc3e\n3i8ukKTT09Mhc0/lk+4hOhfC0Ju1LCD/b1l+f983mdTydLToLatPYtzLv6kkTzW4iVi4IKgVN+7q\nF5EE653i8z517BunZphR3c9xr8KxfanVv/S+dBxpZKrMfdW+yjBVMwCtcMb1cm1Eix5V2VerlX7z\nN39z+P/k5ESffPKJjo6O9I1vfEPHx8d68eKFPv30U61WK33ta1/Ter3W9773PV1cXOjy8nJ0CGPX\n3SftGPuaSfRoueuNCpHKRGudnpAZca6uywU9JsbE/p+/MclDj00F5fOVENM7zGazATVxJ1z2xyES\n43/Wn0inIiMIUsa4FTHnQR5RuCtDm2EG+1954dy8xLIYCmY700Oyj4n6XJb/jDh5OlHljVPOKtSy\nz5jn1Nvkop7mld8Huru709u3b0frx71H3FbJxyQ7pl8ul7q4uBjmyFer1QgCWUAIy1I5KriYCpnX\nWgx2QoXKmRtHWFfCX0P1vG6jk0myrL+ijIN5Ag+3RxLm8rCKqQz3lPCkAUslrfiacSoNX8Lwqr4s\nMz0myYnRFnpowWO2IfvDv2oa1+VK4z0A+ZdhTLWtd6rd2R7uw2jRoy+qOT4+Hjri01f6vtfLly91\ncXGhs7MznZ2daTabDUc7fetb39Knn36qq6ur4ajmq6urwcoyFpLut7t6Tj/3eVvoGLulkHkQDg8P\n1ff96OAKExUip3ik+wHL/fXSw8MU/dx2e79OPve8t2YQbGxyKa37SmPKJcRJNGZTSu625rHg/E60\n0Iphyet9puSy/8lvJm3ZpoyHWw6A5fK9BDTs7Ivbwt2FlsGUCY8PESfbn3JR0ZTB34fPT6LsVC5n\n2S2k3hp6dHSkFy9eaD6f6+TkRJKGlySu12t98cUX2mw2uri40PX19fAu8oTkhFeEbrSCmQgjFK0S\nSW5/rt0nVRaXm1+mvJcVnst+XW9CVeY8Mg9CY+a2uq+VUFVzzBW1rlc8IQ+n5oBdLomxq8tPeE8I\nncpDOfPfVJhBD20lz4QuX/FlWq1Ww/FgDjONXon0bIwdApI4+9JS6F0JuClFl57oJRHcY82tobPZ\nbIDqNgo8g83M57lpTtT5CGd6Upfbdd2wBn+5XI5iW4cOVEbpIQRz+4kArFCEp9zrndCUg02iclSw\n3/VwC6/bk+EDDUxuqslcQbYlE3KkKm9QhUbMgWSCKZV217x71kNeZ71JCZdpBNwWev9sA3c9GiU6\nLPJv7sPh4eFwxqDPHVytVg82E3HdSCLJbE+2mXyreL9rpkLaU9m7rnsh6b+W9M9I6iX925J+U9Kv\nSfppSf9Q0s/3ff/FjnJ0cnIyQG8foGhY7jeoHB4e6uzsTN/85jd1fHysb3zjGzo9PR3Wy1M5HQps\nNpvBql5fXw8xvk9ftbJYyX3sk8lezxZ21xw64zKfRMOdah5YnmZjQ8N42X+eXuTuPMbei8Vi8Moc\ndF/jjISTb+y7BY8KZONB78V4Pr0kDVkmQE1V7Ok/JrbS61XGNSljZo9DPsOxaZXB7c/ul5GUp4YP\nDw/1/PnzwbnYwTi8yl2PlkGvCPXhoD5m3P13cjnzO2w7r6VxJM85RlOIUdrfs/+KpP+l7/s/1XXd\noaQTSX9Z0t/q+/6Xu677JUm/JOkXdxVUWWU22AJvQyC9PwVmPp8PMXh6Nq+KOzw8HKbiMsnCWMpZ\n9db7zxkbpkfItmd/WslBKkcl2PSq1bvumPVPYXe9jMv5l/2hoGRegPWyb1U/uchjF4R0P5KvrHef\nuNP3Vv3Zh4jAcq7bbfRnGrzMd/h5QnCOE08XztyN256v7tqnL1WOaR/aqexd1z2X9C9K+nNfdnoj\nadN13Z+U9HNf3vZXJf26dii7vS5jo/Pzc/V9r9PT04GRVth3794NlvLw8FDHx8c6OTkZmElPzakl\nLyhxnZIelO3BIOU+cA9GlXFn2RxA1+tBNFJJJSe87Pv3p8RaIHieHrPq3vNPo+R40SiGcbP/mLMg\nCqCiU2irRGDGr/Q2ldepptB4mEdCVSrW1MyJ21Lxnv2t7mcfyWcrthPCy+VSx8fHkqQ3b95ou92O\n3vpD9GUk4KWqPu3XyMByenNzM8wqMZ73QjA/zyRjjgGNJVc/5ixAi/bx7D8j6XNJ/23XdT8r6Tck\n/UVJn/V9/90v7/k9SZ9VD3dd921J35aks7OzUYLJGUpJQ7bbkLzvx6faEC7P53OdnZ0NHbW346o6\nJoeYcbdV5jy2yfelsGZcOxVL+RqPgmZCh0pOqGYITmTi8rjSjyvaHAptt9sBQtLLuB6e5sOEZSo7\nlagKY/KPeYYq/k5oPeWFK6Unz1v3c/qL8TDvYxup7B5rGnEnOZ0PcuLt1atXevfu3ZAIljQY3/Pz\nc52eno7CNBv4nBIjej08PBw5JqKJqi++J5EaDe0U7aPsB5L+OUl/oe/7v9113a/oPWQfqO/7vuu6\nMk3Y9/13JH1Hkj777LPeMTeni6R7aOIXHzgG4sAYFXAKw4NDWFZ5ThsKem9CJw80oZUV0EYoLW5C\nQDO8gn70uG4nvTUThw5LHHtfXl4OCUwm4XzNAumwh+fTcQrJgu3fF4vFCP4TalZexX3C2D64niv1\nTFVMXVE1TZljxU+GTdW0ZPbBvGA7rZiWxevra719+1a3t7fDVO/l5eWQM8mpM2fhLWMHBwc6OTkZ\nxvbs7Gzw4Dc3N7q8vBw5MvPb40D0Rj4nKuQ1OrQW7aPsvyPpd/q+/9tf/v8/6L2yf6/rum/1ff/d\nruu+Jen7uwrquvfvDj86OhoYYQZ7cA1L/fpjJ71sIZ3xtFL6VcoUjiresuFwQpCxuw2PB8UMNxOl\n+zCAa9Z9jV6cO4847XV3d6fLy8vBC2+3Wy2XS52enurw8FCffPLJoISShj7f3Nzo9evXA4TMDTKr\n1WqUaZ/N3k9v5qutLSR8oYVzHJwarOJKew/CSPNZaifXppQ6FwzR8+ZUJcuj0SJVBrjKifg5j7kN\nLZ+9vLzU69evtdlshi3YLsNjzLJtbOfz98eYEzGdnJwMIepisRhkzijMffTvlQNh/+kQjK4sY1Pr\n+KU9lL3v+9/ruu6fdF33T/d9/5uS/rikv/fl35+V9Mtffv6NXWURMqUVdqO9p91wXXq4KMb3Sxqd\nyW6BsTJJ9/El19xn3GSkcHx8PHrvGRN7THRZcHKlmp8zfHNdnMdPQeXKQHpgv1zCsNFwPSFbbuKZ\nz+c6Pj4ePo2k/EILKpGVK8+1bylsehryYldcTTJv+Vzew9wI79vXmEwRlYZ10Am47c5xcKx5AIv0\nMGFmHq/X6yFJZ+O+WCyGaWAmoRlCToU0NgY2DkSpPw4YL0l/QdJf695n4n9L0i9Imkn6613X/XlJ\n/0jSz+8qxNDSyu6tq4bvmR1NqO/OGg4xWUIh5uotw9XT09MHMN6Qy96YyRRPp6xWq0EZfL8h98nJ\nyWgxi/u03W4HqEYEwRNxrQx8iQSnslar1eBdLi4uBtjn563QhotcTGPFtvdmSGLjQd4xb+C1Bxm7\nE1ozVHK7KegZsmRZuTaASMz98/j50+EYY1+S25LoogonWA8V9urqaggjHTZ98skng+E8Ojoa2s/+\ncAzN03fv3o3WgSyXS33ta1/TbDbT6enpgBo+//zzUcjqNpIfRFc20Oyf7/+x7Gfv+/7vSvrni0t/\nfJ/nSRmnEIYkRMyBS4jD+1MQJT2wyNK9h/a9TKa4TrenSvYwvreSc2agWk3n9rgN9LCec7Xx8v0O\nZfgboacV2iERlT0XgpBHDEVcN+fX6VUqOLnLm2ZMX8FSK5LrsZJmPQnBW/Xs0y6iEJfJuJ8Zehoz\n89B8puHhIifzljMhhtY+vtz15vikAcswhH+Zn2C/OX4VPfrpsvmWEiarHjQOFp6Wzb9J4zloQy6v\nuHNs6vvs2SzsVibHw17YQ+vp1ydbyWgULDw5z9p1nc7Pz0d9qeKs9Xqty8tL3d7eDgd2UNic1/jW\nt741vP/N8WJCvDSc7qvbRyRBg8R+5Tw+FaSKgymcmRyqZjt8bwuapseqvvt+30s+pAxlPsLenB6X\n040u01Nvs9l4IRQVm32mTDp/5DHwcu7lcqnNZqPDw8Phjb/L5VLPnj0bQlcqciIQt9WOgvE5+fej\nJuh+bETPksmXanFHJn0q609P58TU+fn5sELO8ZXrz/esE7YxhpLu313Oly1ysNNoWSgoJBVU5VoA\nJg45j+sDPbz99/z8XMfHxzo9PR3V7ZkLHvLhPtJ4cEFIhgxMejHEyGke6X7RiHRv5GjsyLsq5kx5\nsMJkconlpVeu2lQlZf2ZaxcSVfL1X5ZFjx/DTs5W5B/7zf5sNptByS0XlFWvG3n79u3IeTAXQuPu\n/jCZN5XUIz364RVcysoBsnBID1dxJaRzhxkjWcC5mMVMlsbQ2UpiKEtvR8ZyKSpjxpbC0/u5LCsc\n++BEzXw+17NnzwY4vV6vBx54I9BisdCzZ88GCGnjwBiRSIVTO+6blbjrxos3iIocSjDWJvleQu7s\nc/WZZRCKZubfRERQlUNUlfE+7zk4OHiQL+ECLMsX75fGLxKht2Vis8pfZELRvDIvLy4utFqtdHBw\nMAqhrPSz2Wwkk+6TQ7bkAdv/45p6+7HRdrsd4Ko9G5NKtNBsNAeT3sbTcl5Tb0Z6msNW1MpPsifl\n+9P7/v5sditjrjuvFN398T00DN6WS6P16aef6tmzZwMK6ftez549GzK2/nv27NmQB7Ch9Jz79fX1\nwAcrvQ2Yp+rsVY6Ojob6DCFzxqHv+9FMCLPR5p/bXwn9LhRGpeQzlWfkVJ70MFeTxn8KPdCZWKGp\nVCw39yK4bnp0KhVnfDK7b8PB8NHvSPD8/fn5uT799NMh7Ds6OhpNs/q9iERinEplHM+QpUWPHrNL\n42xjWkRSTge5Y0zoGZqmEfCApoBacDabzQCBXVYKrNuQqGIqOURLS6FmH7hclYuKttvtYPxcF+Em\nQyAquuv0c44bXScXMRE9VcmxSpHSi7CvLeFK5XQ9+Qw9dFVnxWNSJmmrzyokrNpY9TURDu9PqF2R\nFbTv+xG65AGq0j2aYZ4p+1bJqOUp+1PRk7z+qcpM5qBnltO/cT6eXnY2mw1w2Rbb68X5HE+6qZJ9\nZBzjX0PhvJ+xutsojV9a6aSale78/FzPnj0bYre+7wfI6XbZS9NQee7d/U9jaEGxUHEKiWv8fb/5\nzjidY0SPSENbCRWv5+/mlwWbdTsBynwG0UWGcR4b18OY3++6IyqxQeW2VD7n/nqs6ClbiII85GeW\n67JPTk4G2fT1q6urYUEPp1I9zedVeVXoaFky4nLC0SFLix59P3vGWhWjTbTQVr70amQ0M8f0+E6+\n9X0/QCQ+wxgtLbsFywqUAsO+VZ6OBi0XaLA+86Y6ScZlVnPX5F0Knw1Iem6W6XrdN/czy06eZB/J\nlylvb8Psz0yuOUvO+112ek86AvPMiup2sT9T/Ujemb/Z5oqXpCrXYfIKOi7ecc6J8bvL8Phlm7MN\ndJBT9KjKfnBwoJ/4iZ+QNBY2KglXtjHLzUG3Akka9h4708lY+urqaohD7RF9LefgnTcgjKYCcVrL\nq92qzHbuLuO+efdzvV7r5cuXD6C4Pbo9lHl2dnY2TCceHR2p7/sBETAcytjRSbrVajWc/ee2e8GN\ndH9ctGcbKjjL9QlTkJtKYmpB3Lu79+8RqAw8n5tSSoYijJeNqJzcslPJWQmX1coRtAxYGjf/ZZkc\nD8+rewWdJF1dXY0Sg24fVzVyEVIm6ugYpry69MjKPp/P9fz58xFjzHTGJLmwISEME2eekrLSWoAs\n6P5+eXk5EmRbUCfwDIMNqwyTJA2IwDG+QwErAOGz2+wk2+npqZ49eyZJg+H57ne/q9evX2u9Xg9Q\nzXVdX18P03/u0ze/+U31fT+so0/hZPxvaDybzYbVf2/fvh0Se15bQEEixM9EU26XNT8q4Wspraky\nIOalZSDn/TNZ24qPMyyxcnnVm42CPSrREce61f6W8SLSYpmJ3JhLoeNarVajkCnL8xi5Xwy5OBvj\nELFlWKUnStC5sVxmWFlFU2YZDfW22+2w28jPOS43XLLicfWaPbAZ5NjOENCKTCHntFQeopEZXxNn\nDO7u7oYpsVevXunly5fDtlTHaR5Ue21DcCuEldQxHr0FlZ0wXnq/MOj58+eD8WPiUrrfhJGZ7UqQ\n6UE9Fjm26Q0r+OyyyTvz0t9z7QVRG+G722WE5xNlzA+Pn8eV0LgKHatwLGkXGqnCH8o3jViGog7n\n/KyPXEsn5DKZmJ5q95MouxvnnW30bN6VZYWU7j2ipNEgSxo8o5XKAsSyPOVkxU9vxIUnmdAjAy2U\nXgjBBRe58s599ECt12t9/vnnur6+1m//9m/r937v9wbPdnh4qM8++0wnJyc6OTkZ9v1byd+8eaO7\nuzudnZ3p9PSD5A73AAAgAElEQVRUx8fH+omf+Aktl0udnJwMR2/n9KKhuqchb25u9MUXXwzTcs5j\n5GugiLb8nW+LyW3JlXKQZwmPaThofJmoy/ak4XHb3Yajo6OBD8+ePRv2Kth7OldDGWGOh+3fFfu2\n4DJ/d7/ZRtbDOJv9zWleh148dKXrumHdhe+rlncnPfoKuly4QQYwHqviwPQq0kNBMFmQCAc5BeV7\niCq4jJJtzgHJOqR7xMCY1QlCGwK34fj4WOfn57q5uRkW2Dgu90EIPK/NcbbREL29FY8LSEwUnMxD\nEElV45RoK6/7M4U4Y+rqOV+nclP5dhHLYZzORVCExJV8/DhpKqxge7P/FR99zbJCeM9EpWWSZXyl\nEnS3t7d6+fLliAkeLCsLt2zmXHrXdcNxQXkPlYuxc06L2dgwNnW23ALhaZwWVGOChd7OBsNleIuj\n9+B/85vf1Hw+18/8zM9Iut/eyn47pHCeYbPZ6OXLl8M2V78V5/Xr15rP58N+fi+vZVjCnVrOhfgt\nuV4aTG/BvlqocmqUSIDxqetIhaUgZ8Ip6yZM57OcZnN9XCzlMOj8/HxQEsuG+0qDmzMAqaxUoimj\nlQarujen4ireEBl6/HzuAxeOeZWk5dhkgz5Vl/QEK+icfcw4l/O5hMZ+jgNFoeq6+3loezkaDIYI\nRAj+tHfkwLFOw0FaTV6THiZjpHHoQfjvk3M9c8A+uq1d1w3vw9tsNkPCLqdsnD+wcPgEXit9egpn\neW3wODNBvvB7Jpkq78HQqUJl+Yz5wbULhK2p7P6ez3usuVqSbcxknJ3LvkiipcAcp7yP+wYqnraU\nkYu+XI4TevP5/EEYy1NzUq5b9Ojz7FybbOhF4rSIB56ZSO7Pluq4kQkLzsvzPkK+ar24PXXG4Rys\n1Wql2Ww2rGlnjJvbU72cd7FY6Bvf+MawFNaJQU4NWkgdZzrpZJ55uSxX1DnX4PbM5/Nht5Wn7DgG\n9g59/36KkuNBPtNQpod1eSlkCS0TAVjhmNOoxnGXV/WYmYe5lsKHRPo5tzWX47Ku/J1yNtWWKZoy\nhLnQyIjQU6fSeFclZZR8mAqfTE/ykgh3zLuLpPvY21NmVpyu64bsqk/xJAIwUbA82M688nAAW3rX\nbUHhIRb+42AQTtILVb+5H67LXvry8nIwdk6ynJ2dDffbi/OUWElDYtGJRm92ub29HY5NMmSdzWbD\np+E8vb63Vjp8sFJst1udnp5K0nBfIpVU9l3xeSa+UjBp0P3Jca22PROpESFY2W9vb/X69evRxiB7\nfk7LteJs15vz2dkXy+xUnJxwn0lI99/fmXviOoskGyqellMZp4oePUFH78jvXP3EeMQewIkuHvzY\nKj8VOz1RZmK5l5jGqBpgP0PjwoUNrItQczabDdM/X3zxxXC6qBfJeC99wv8KclqRZ7PZANkpeNkH\nL6yhEHuxjvMXfd+PkluVEGcIVfEl4aifc394Lb04wwXzMlEZE50cc9dNA+8xYB4n4Tep2mQy6SnR\nhiQboOxfOijyLcOhbA/bnHmCDIHK9jav/D6QPRgTbhZICisHlPFKnpVGK+//OfiVV2F2WtLg2aTx\nfDkzoRmz0qgYQnOu316b86KeQrm7u9PLly9HbwUhOnBd3Ot8dnY2TCMaGXhfu1+TxZ17Los73/yi\nja7rhn3xPqrLxpGJLCYozQeef09+24O6HeyHw6WErzk2GTZwGpQhkcu0olmOjIoY4tijcw1ChhJE\nG5VSsc+pYEQoRHYpj/7jQaX83TLEZ912hiuUrzQcTFS36Enm2aWxlSdETkUlU6q4zmWxjGr5YHqj\nymJXsWjOnfJaZWUzlsznpHtBTmIIQYNID+d2cjrR0zDmF5N9RCAsywrMTK6TdjZOJieCWryrDG7V\nb96T+xMqL5pjz3vTW2fd0sNTeCrFToOe45GUclf129fSwFEZfX+GNlU9LeI9LRRKevS3uJ6enpYd\ny0MZTBRYWnQqtuFLa7C5msqUy3QTLub0HKfxmMVmnEnBcR+5znm5XGq73erZs2fDc1xUQqrW20sa\noRzz1EpMXrpeJ/jy1FzP3XMMWmsWXF9uqvFzbAd5bISW0N5eyOPL77koiePO5KEXzhCNmd/OwzBD\nz/XnaSwyCUeUxNWL2Y/M17jM+Xw+5FjYbu6RcFttYL1Jxr9xPQjl9UPyJkmPruzemNASivl8/iBB\nx+en9vryPoYCno5inZy+Yr7AA8spMWnsJWyArOyEib6HiTrfnyvcmDByvJw5DfavykPQEPhebvaw\nUckTd2yACBFz6SspBbvVD3pZGxb2hyiCXpaIIgXa7eMLOX2yL9vn9Q8eFyo7jQJDNbffMsG28hQj\nJo45DUZe2BA5/Ez4X4UzzDF4YVROhdI4ZEKTRrZKaJIefZ7d0woJk61MzjIyU0vKpZ1S+7QSKgIF\nnwwypGWcacYxJmNdCe8oTMw/uO2McUnsP42b6+VzNgRWoEzi8X4vxvBcPvtDQ2jFS35kXG4eJHqq\nYt40PDRMTA5yKtDj42cS9XCKlIeJdl03es+d6+HpR9x8YvljniVzA77PY8i9EkQkpIznU8b8ne+D\ns2xmCGNjlrpgA83jyNLJTc0MSE+QoOOBjkzCcX2357jNXA+MOympZCxPkpXGK64MQc3AhH7+zQJf\nbcJgmzlIFKbcQMN2TZGVgptZqrjPEDXjVCp8LvbJZFClgL6fsLCVL7GBrATcRoX1ZaiTR1xvt/fT\npSzbsuHFSH6xJ/vuFYVGMzYKXElI5X737p3W67V+8IMf6Ac/+IFWq5VevXo1HOtlz5rOowptGCJ4\nXIwEvEHLRsL9mM/nevHihc7Ozoap1MVioRcvXgxny7u/7qt5yFecVzNOX7kEXSa8GCdlDFklNZh8\nqxTCZVZhglRvqkiPxQw5yfEv+8IMfVK2LZMzbhvLSm9PRWM5RCUpmJlxZk4jcxXSwyO7yX8/R6Pg\n71V7E4JneypesH+818qe2zcZQ3uTiz1ztk3S6NhwK6ETpLPZ++nLu7u7YbchcyjpONgnGza3j/mZ\n6+vrEURn7oW7Ju28PLfuDUqWWcoXVz6m7O5Djx6zn5ycDI1kEolTUYZFeZRQeiiXWXmZVAQm9Ewp\n9ISnmX3OOFm6P/aI8bThFdtlCO4/W2V6ZW7SoeC4THsHC0AqANuaSUIfceRVeSyLU1JTOwLddia2\nzC+PoT2oND5woVIcGh2OJz0yX3ppxTIM93sAX79+PVpNSP6+fft22NNvRMmpS+8w/MN/+A8P9fGg\nUSpmojkS+5HLn53/2Ww2evv2rW5ubvTmzZvhXW8+rMQysN2+X1LuNRgMGzNmJ7nNU4m6JzuWKpXM\nf4wbMxZPWOky6c0JGatYvjIcLa+cz2X9CWE5MITDlXeggGQOgAbKAmSls/Jst/fvwstETiWQVb9d\nh/tS8YD5DCt6lYOo+Fmtufe9VAb+Tn4yFuZz9n5eP+C3+9qI2KBdXl4OKw1thE5OTkZ7KHjyruEz\nlb1aeZcOhIY8EQBD0cViUa5lIH8I0T3eNpyZ15DqbbUtevSYPTeHeBdb1ciM+6rpjwo6UtFyeoXK\nOAU7yTh6MUnDEb9eqOI8g+NFxm4cPA8uN6FY0WysnLeoYrCEbewvZxCYebYBOjk5Ud/fH2dFJXf9\nfu94Km0KJPnC+wl/c8bFPGEoQWLCiguRjHD6vh+O0l6tVvr888+Hwz9ubm6GpB1j/OfPnw/l5qyH\nd5X5ezoH82i1WjUdRzXlmyEU4ftnn32m7Xarr3/966OZH/PG9dkgcM+C5czIxAlKjsMuehJlpwJy\nx5mFjhacSm7mkJgFTwEiJGV23VMzVrAqw2+q8gKcbyb0tuBI74+XYhKF2VwqOqdxCOXSW0v3HiQN\nmJ+39/IzfDVzQkLGsSlwbFfGwFOohsY1Qwwmk5iIoyJldtr94Jr3L774QldXV/rud787JN3u7u50\ndHQ0nInvswE++eST4QUbZ2dnIy+Z+Yk0wjmjwjbx/nQSufKSxsZtyOnS29tbvX37VpvNRt///veH\nsfH5fDZQTuZR7jj+u2L3R0/QpcC0FI0Nb21MIKPpfRJC85NMclsypva1RATMbEv3Cx3sXRifWkC9\njJNtZczLRUIu13PQ7rfnixPZpHGzILj/5FvCZgrHFARPj5Y8aXn5HBtCd+ZEqHgJkZmF5kKm5XKp\nTz/9dEiYzmazYT//YrEYPLqVwzkQGxwakgzNiHrIp8p70rO7LzzyK8M7OzaGBA5bvSeCSINz6Zlf\ncf2kr7Sy5/9srJnSdfcHO1hReT9fikdBTQE1Y5kI8xysy+IUH2EpP6V7JbcQXl5ePuhPJlPcD8+f\n8h10hm8USCao3GbHqvbinJc3tGOs6/ZIesAjhgRVLiK9bWVYW1NU9HpUHB6EsSvW9EIWG1Mrv5HK\nixcvNJ+/f33W8fHx8MJEGiOGQhlC0JhQWd0/5gDSwxPl8H5/rwxdoh6Pk3lCJOANSl5x6fqZlM08\nSxrrip5E2ZNRVTyY2XUKtaGsPytBzfJMKeTZFlO2j3Uy68vpFj6bguAypPtlkryfoYr7waScKZOQ\nGS+ynb7XdbL//CQl3zN5KNXQPvmXnjqNBxO1KbSZ8HI/mINwfO7TeDh3TxRDnnLsiZKSB9U4+h6i\nu5Qt8jONaCIgGhCOKevxGgFfr0Kcqq0tevRsPGN0wkovSmhltBMecq1zZalTISSNPCIFKfMGFN5c\nD+7MLudsuZSS/WTCzeV1XTdMtZhcj9voxSFOAPqNn1ww47XUnpaT7o/L8vNWLnopHoPtcMHxfCIO\nGoVcU87xySwxDVR6RGn88gYmSN0uKqSkoU08stttNiQmwsqpOHrjyvgzh+L2UQYpF5TJnKYkoknl\nTh6Yb1VS2d+d/yGfsx5ThbKSHl3Zad0T+hDikCorWXl738sVcYRmkkbJMgs7M+GJCrJuHutk6J0v\ndnB9GQKk1a/6ZyHlvHMV31phKlTBNQj8LZOFDhdYV8V71535D5JDCt/bGn/WQ2SV8TJ5xKXUVngr\nO+t3gs35Esa8NFZpaFsevoVsSGm0KI/JhzQgrJvlUUdS1rnugVQhjaRHXxtPr1Y1OjdIkNlUqMr7\nV1DJf87se3WSldDekrEuhc8JRGbTXZaV0FAyvQM9K9tVUXodQlbzyiEDeeCTZ2hI/MlQgR56NpuN\nppsc69trVkQ4y2OcOTuQ0J19S6M5VX7yy7zkjj/zgdN02cfMA7n8XfWxTYk88rqNnMdp6kCLluFI\nY+dnKwTYCjloJFv0JEdJVwNfeetcB845V8Y7CZctHPRkfPPIdrstd6pldjnjcx7Q4Hq4q4oM97M0\nbLs8nlS/VNHPMyGXiko4ylCl8hw5Z0vDlOTfmODyd396xRtnI7JvVsgKoVVywrp9nxOZXdcNJxbZ\nYFPIq0QuE4euIxWjBfOlemqL71j3s/9fe+cWY3lWlfFvV1fVdF26u6ZnJk3bDTJGoplMohhiIPhg\nACMSIy88MBpDDIYXE5CYGIgPaOKLCRF5MJiJxBhjHAWJkDHxhjyPghhFLoIiMNP0XGC6697VVbV9\nOOf71+98tf/nFNBWVdtnJSdV5/wv+7rW+ta3b33Gsq+szktrwU3LwLh8JIz7ypNyYptXSP2bQUga\n6agcamhBesbsMzMH4+ZWUE6XTLjoeI+dPj27G4H8AuPyFmNtYcji5z02zHTSu7A+3Pg0fp5UkTPa\njFoYs7ITMAQga+36pYLRk3AWX3pDhgmJbAhZx3VIQvysv0yT9ZNGkO9q1SmNQEv5aLT7pBWu9MH2\nce+xZPkyzGVZaCRpnPvKQzmR6bKZMXYMekfDdl5rIQIy8h7brrV256ZxFlvmhfFRK17Nue6MF72m\nOuN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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":33}]},{"cell_type":"code","metadata":{"id":"M0Rcqh7UYMP-","colab_type":"code","outputId":"6807cff9-7ae8-46d6-8ae8-bc32e8582849","executionInfo":{"status":"ok","timestamp":1584621168203,"user_tz":-60,"elapsed":3840,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":512}},"source":["def rescale(scan, mask):\n","    \"\"\"Scales scan and mask to 0 - 255 for later plots\"\"\"\n","    maxi = np.max(scan) # 1023 (actually not exactly for all images)\n","    mini = np.min(scan) # -1024 (actually not exactly for all images)\n","\n","    scaled_scan = 255 * (1. * scan - mini) / (maxi - mini)\n","    scaled_scan = scaled_scan.astype(int)\n","\n","    scaled_mask = mask.astype(int) * 255\n","    \n","    return scaled_scan, scaled_mask\n","\n","def display_video(name):\n","    \"\"\"Display video\"\"\"\n","    video = io.open(name, 'r+b').read()\n","    encoded = base64.b64encode(video)\n","    return '''<video width=\"320\" height=\"240\" controls>\n","              <source src=\"data:video/mp4;base64,{0}\" type=\"video/mp4\" />\n","              </video>'''.format(encoded.decode('ascii'))\n","\n","archive = np.load(train_path+'images/patient_222.npz')\n","scan = archive['scan'] \n","mask = archive['mask'] \n","scaled_scan, scaled_mask = rescale(scan, mask)\n","\n","plt.imshow(scaled_scan[30], cmap = 'gray')\n","plt.show()\n","\n","# Plot a 3D scan as a video\n","skvideo.io.vwrite('CT_SCAN.mp4', scaled_scan)\n","HTML(display_video('CT_SCAN.mp4'))"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQEpVP5DCxs9ZNBIr6CI0oqBHpqLQ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wYUtslSFRtt8SMJJp3+KorgHUY0q/CxJFfThxWOU\nmEzpeUVr1+l0Uv630WjozZs32Vf7kFn9Y/pYWcbyXwpALr0j3UWsR6ORyrLUs2fPNBwO1ev10uEQ\nzWZT8/lcr1690nA41Hg8TlF+BkIdSTf8z52tzzVzcNHBN39P2kWf2W8QysFq/x1dr21BUY4xwuWc\n++XfzF7k3JaoaFlglVMI5svInzH46b7p9u6C8w8u7D7FY7ncvAixXr87odMFE7bGfMkfmZbBCFeK\nuWCErz/mc3nmO/vkNe7bpaYUdiMF9uEIuQXNteBkJi5CjLzairJPl7ju7e2lYo/BYFApd12v15Uq\nwZz/SmQU14DWiHM3ozCPbcUqSZeXl6kQZblcpvPzeDoLhb3dbuvw8FCffPJJxbXxmF3PPZ/PU3DM\nLlH0V6Oy8tycqqRSjY3fMQZgF89rbYTIPRg54clZ5pj2y8Fx/+TeN0B4b7eFuzJN04hIKezx3QCx\nPTiMZ6VX9I8sfIwYR2Jz8SNh/HckdlFsijZydfD87edLuw8ZcF/+7YWMDBcXNQpffIYZ08LiI5fj\nWJlxyEHcbWN2o1UnbIwRbPuZfs+chWO9XidBtdBT2LlW/szluV4rF/k4xcUoNe+PLk6k5y7L6+bv\ntpUse5wUOFpXtqhwtsH3eL1/s76dypdQ3IaH6+c1j2OgsfjaWPZa7e61vVwkVhXN5/NU9ZVjWhLN\n9zkFZYYxrCK0kpSCaQy4UBt7fNS+0qZKLlZlccxcdJ+I6mtYnEHhokXxcxiosnX3fNj8PS0fA3Qx\nL8x+GT+gkpCUzl2PMRJJevHihV68eJGsMe+LcJu+rIXaroERQ9xNZtcrhzyogOIhJL4/Cjr/pz/s\nALFRC5uVTdw3Ea1pFD73SSURBZ585rgEA3W03izD5Tzsjprf1+vNSUtfOxgfNXOMoFKDRwGPzdfT\n77MwcUGMABjI2GXV/X9kmHgdhcnjz6W4oramJcj9kDEZrWbjNTm68HekJ2nCv92vpAqj+TP70n4X\nfERnvp87tCQlP9xBVQs6hYLr9zbrvM0AbLsntkjj3Fq+rY4jZnI8d14b/+a8KOiRZ/l3tNQ5PjH9\ncugttve2Ecb/e5C25kVRVAI9Uj43yWtyQsX7+FlkTDZGs80IMVUnVY/2jem6WOtfFJvXElsrk0Hc\njxWFBYUbP3zABS13rJU3+jBNPY9I/1gQRGtES5UrKlqtVimASMsb51uWZaUs18ohwnyOiy5YZHBa\n9jgnz5nIJhqNiADoLrJxwxHp5GuJyEgbrw8tbSwljo3352ho3uJa2eKbB/nd2wRdeo/lsmwmWK1W\n3dkTYRyJYCjEBc0hgxwR3Sc35MTn2S+NaToqAi9uLFml1chpXFqx3GIzRcW3wxCuxqIiMo7nYkhI\n5o2lu453RN/Tfcb4BWlDAcop46Io0smubDEmY2GPitbNz80paOa3c+tI3rCgR/+Wit3jj4qD93As\npoczQn6e+6NSdKMbSbeEY15ViZcAACAASURBVKUgc81yPJtDc7n23s6N9wIxkh0nSyjIPqTd5YvU\ndiYq96fbUke/0VFi14Kb4f08MqZUTRt6O6pb9PPYzCA5zUyBchT88PBQNzc3qWSUFijHTLkxRLqS\n0fwmFbojrC6TdO88OfZFaEmEwj49t22MzY1BLLjy+sSyYz83WkfTN9J9l4vIVGi0xl53Iyz6xr6e\nuxKpqHIRd/Kq+4hrlVtHK1BvvXWLKGhXe3DLzkouRl8Ne+jz+cfWPg36q/RUrVZ9s6l/x8IMn/5i\n4tI3tKJZrTY7wrxTzHliB1+ilnVzUJFjiK4I4Sif7f7izikfb9RqtXR2dqb1eq3hcJispVNOzOvb\nmnKzj1SNifi3q+t6vZ5OT09Vr9fTNlinMe1v06fOKVfOL57xFxWCxxOht79z3YSf7QInVle6j6K4\nC4g6sEjlz8Yx0EhEixir20hLBo6JLpfLZUIvPjXZFp8Bs1zlXFEU93g3GjOPj64RecnojS7gtvZe\nYXxu8jnNu23xIqPZt4zBEi9OTuPH+2MZ6nw+T7CVAs/+LWiekxkpFm9E3yqWhcYxWmC8EcW5aUnp\nfXjsjzCSY+BzLYwudun1enr06JHq9XpKrcWUXBRq//azTLtcjIDPj9Y+ruuudckhvqg8ci3nzplP\nuCYRobB8NSoH8hfv4Zy5JhEt5Fy7XXTI0YRl51QKu+59q7AXRfFU0n8n6bGkUtL3yrL8h0VRHEv6\nHyR9S9KfSfqbZVle7uqLVjrmhrkH3cIV0x9cUJ5mw5yzmY8ENvSlT8zIuQNosZBiuVym3DCJGP1G\nFoFwV1JkQPqGFHA27sE3TZ4+farT01Odn5+r2Wymd79xGyZpyXJjxgYajYYODw/V7Xb15MkTffLJ\nJxoMBnr69KmKotDv//7v6/z8PB1dxeOqKHiku7+P60zE8jbEYdrY0llxMuDoueQCk9GtIr0pjOQz\nCn0MBhtdUFmZb+P8Y+whFsJwXP6dS5GZLlRKMQhXr9+druNiJR7VRTdvW3sXy76U9B+UZfl/F0Wx\nL+l3i6L43yX925L+j7Is/0FRFL8u6dcl/b23dcZoJyfq37TQuUar5Xu48PyMmjT6YDmNT6E2g3ET\nBjV4HBMjsb43JwSSKsIZ5xEDXma+RqOh8Xisfr+f4gosuGH/uT7cP3exHR8fp9cMS3cvVby8vEwC\nkQuU5VAQBYZKmVCdFjKuZaSRK9sYEKMiz7kE2xrpEIU88of75IYT0zO6bzmepVvifuPacAxx7HGc\nsQ/ea6G3sJtmu9pbhb0sy5eSXn7196goij+S9ImkvyHp17667B9L+i29RdiLoqgUa9Dy0M/hDij6\nU7GvsizvvenVhGBhwi7FwYX0b9/rwF5ckFiMQ60fK7R8HWGsI+RUMjEYJali4Wu1WnqlUlmWqXjH\nrx56W6CO7gKDbIvFQtfX1yrLMtW52welAnM/HrP7kZR9Ni11pAf/92fuy0zL8k9CYa7B25SqaUvU\nQxclJ0hcVypkWt6ohEgblqxGYY+IZtvYyRfsi4iJdIlxn23tJ/LZi6L4lqR/TtLvSHr8lSKQpHPd\nwfy33V+JbscobUyvcGJRazGC7jeBGJ67Xt5BFfqu/qFQESL6s/haZroEOetC4eXnnp/dhThPuw6u\ndaev7/udAut0Our3+1oul+mASp9bF4WPjXOOFni5XKZDKP3qKebD6WdHq8zNKjk0QYbdZsVpPf3b\n99FNiPcz0LsNLeT+toDFtKJbRHpecyqMiArjWsXvyCNcByrJiNDi/R5PVBJxbX8mwl4UxZ6k/1nS\nv1eW5TBMpCyKIvuUoii+K+m7knR2dpbKVmlVpWpwgbAqBxd3CVGsH84JOaPLEaJbIZGZcpDWzO77\nDX13MZobN2HQEkRkABom5ejNItwdxugxrV4sGzaaWiwWury8TAjGiuPZs2fpSCavUwwucUx8Fvkh\nXpO7NioQBvK2WTYqWSqHaHFJ8zj26G/72lxfuTnHFq/JVXHG+2MsIadIdz3PfGB+rtVqlUMvt7V3\nEvaiKJq6E/T/vizL/+Wrj18VRfFxWZYvi6L4WNIXuXvLsvyepO9J0re//e1yNBpVtq76xxDEgmAL\nzYWPL7GTNgEt6f7ri2ntTFDmihlE430UEu6u8x58j8MC56KKCJf53LLcnM/ulI3vc+CFaUfGNYwE\nlsu7c9/G47Emk4mm02llB6F/iAT4Tj232Wymzz//XH/+539eUYDX19dp37zv2XXUEWsF4rwpVNGC\neoxUhrkKuoj8wFP3Cq+iIvF1MVXnnYqMDcW6hag4cgLpPuMac/45uL9NIcX6hVzjtbPZLMVsLOx8\nrVp2vbZ+81Ur7kb2jyT9UVmW/wW++l8l/R1J/+Cr3//kbX1J+fO9aTmp8Q2NGb2OkyFB40+0tFQu\nsa9oOdwiCiFcyt3D5/F3HHP0GTkOjodj5aESMXCYo7OVwDZhoa/v7EeMOG+jB8cboW1sEaoXxaaS\nzZ/nLNs2C5dDHPSr41gJwX2df0e6x+fkXJjYiDYircgX8RnR6m9zF+KYqOw8B1aebmvvYtl/VdLf\nlvR7RVH8v1999h/rTsj/x6Io/q6kP5f0N9+hryS8hLG2nCT+arXScDisCKlU9fWluyIM98GDB7hI\n3nmVi65vg5cs0CHzsX/6fbSQFFAqIltZvq46WjOOy81Hdl1eXuqLL75I58m7sMZBSGr9COtZ2y1V\nt7hSUCMNY6rKRSRktNyY/Tcj1KYpFUkMdub+joJidMX1YOFVtJx2XdyXkZSbhYzzoZvga9g4X5Yz\nR8PENeaY3AdRafw+NvMXTwim4aRbmmvvEo3/PyVty9T/i2+7PzYT3JrV8NlBNWooHtgg5YMYhK08\nQ0yq7jOnrx59w/jDe239GKl3RoEHWzCwRGGnIomlpLm8MenkedoK397eptNcqbTMrEQAdFFYfBFd\nqBzMzFn2WGxEC8TxxnlEZELaexxxDO4nJ+h8PmlOCL1tDFxX1lrEnxw838Z/pFm8Z5eVjbSLfefu\njwokR5Of1rL/zFqjcfdOMzKamc+CQ8Lx1cX0Ccks0qbk1ZYul8aiNo2wO6b1SFBuiKAiiNFn/7gG\nn33F5xBC7oKyLPyx1fV5ALYkFCJGms3MdHP8HP8wzUVGJ9PYgnDMu/YBRAtIQeP72d0oMH5OZNgI\nbev1eto34M9i7Qa/K8syxVRy1tvPoDDtEnDyn/uPG2di4RbnSiPEmvqc4swpD/YZUey2+Ir0noQ9\nV+NMQfeAeXqJF8IMygMgzVBWCk5j+cenvkibE0SlKspwPx6T/467saLQGup6cVkbTib0uIwOGEwk\nxGWLwu50ogOY25jc0NsvHKSitNXnGuRatBIUNG4qeptF8drQzeJ3ZGCpWkIcLSyDfp1Op+Ljumow\nCmoUNPq1FLrc3En7iDD9Xa22KaahEWFhUk4APeYo7Lw+8ndUqnSz3GdENWzv5SURjDzSwucWi7uz\nCP/dKKhRG5t4sawxMgDH5985C8O+fT8JzeCPv6df7Ag0FRs32eSChtIGhvtNLavVKr3M0q5PbBzb\nu6xLvC8iAn6eoz9pF/vKjYUwnnTlZ/R/Y3+0ytvmmVMYMeq/DXZHaM3n52gV554TPCIjGpM4Xo9v\nWwCbLboyXxsYv1rdnWWW27POtJdr1Z1WMwPkrBGtmgnhQNguxiMzM0hkItMViIKYI+g2QeXzer3e\nvTFYATjoEgNn6/U6HYR4cHCg09NTtVotDYfDitX2uOKCE4VQGVJIDdX9zIg8yORMpcW4BtczKlzf\nH5V1VMIs/+SLJ2PjARSxNoGWmQJUlmU6/iqiKs9nvV5XUqkMUMb15E9Eguw33uM0q3cWcs3pKhDJ\nxLnEQPDXTtilTXQ2Mjaji5EZ6JeQSaMf498x2OOW84ly1idqb/7eRsyo9SPk2/U8jtvCkJuXIbSP\nsF4sFhXh8HW81/e7TyOJKIARpZCxIj13MdS70Iaf+zdPYLEQ7kImFGbGUHJz9/+MVbCfHDrMjTM+\nn80l0Lvuo3JwUNmK6m3GJM6JY37b+N3eyxZX+5lOiVFoXeLK9AhTIxGyUEFsq+ai9WY0XsoH6Hjg\nYIRSOWL6YAMuVkzDRaWxDZZFK7FarVIBRb1e1/HxcXrnug8yqNfr6aRW95mzPqb/er1OW2Qd3CQt\n3dgH04wcd0RQMZW2zWe1C2KG92YfHvHl+ALPBiAC8FoR0uf8dM9rtVolfmNmwHzFfRsxsxP5xMoj\n0sb30FVjURFdSh/LzXhOjGPEtazX6xVj6T3utPjb2oP77FK1Fj2m1zw5W6zoM0Y4E1NbuUZhzwm3\nm8fhcVEJbevb/fMsNDNWRB5+LgWac6PfSmXhtFu9Xk/R+P39fdXrdQ2Hw8QoZmSm+CIzsk9b0HiA\nRM69sp+ZC14RfW1Ttlx/0t9r49drWbH5OiJBrrODfTYaFKqc0iIc9/wM5wmXTSsqtgiTqRijW+Ln\nUTj5d1TCjr3QXYmywD69Zh4XefVrZdnLskzvWrel7na7FeL5dU6+nkJDZovC5L29FHrfQwThPnw9\nF5BM5XHlAjfRYpRlWdn7LVUDVzkmzzEjBYYlkc+ePdP19XWa22Kx0HA4TIqSyozPMV2Xy2UF2fh3\nTLkxEp5jOCMUKqVcII90kDZ+bA5VMV5RFEWlQjB3/DfHap/aljimBFmLIN35948ePZIkdTqdymuw\npc0Rz94bzjnw1J2cbxznFmNJVDh8dyFP44lxFSqRGFfhmf52IVarzeEmufbgAbrJZFLRpE6hmNn5\nGihvX40ai5AlBmPYF+vtR6NRxTd15R0VgMtFfVwTLTQ3r5DBi6JIB0nkrBrHua2c0RqegTHPfzwe\n60//9E/18uXL9L202Y3nGvtolSOCycE7QtWyLCvFOrnrrVii1crNmwrO47GS932srnO1ZMzUmD4R\nUjvV5ffIGxJ7nFbADPK1Wi09fvxY/X5fZ2dnevToUZrHarXS69evNZlMdH5+rufPn99TFEZkRIDM\nHJCW8Sgt87bXlsJO3uAGHSpoBw6ljXGwsjZvur9t7b28spkLx+BPtN4UqGhdWdElbaKykRmljX8Y\nlQZhE+G22zaL7u8IpyK8i3P2XGNjcIUKy9DdL3W0kiRcjTCd/jLHzpiBxxtjCEREFPaonHJ0yF3n\n5jET8eQURKQn6UW3JAeFfR33xFNxUGjtAvT7/fQOOiue0WiUYiPRteT8iGwiPX19DLLm/Hje5+sj\nkiI9mCUiuuEzI++xPfjpstRIcaEI132tdP8Yn9VqldJOnqALZ0xI+mb+n/7farVKAS765b6WtdS+\nJkJUMhc3nXiu9MXt91JRGaraSpAGs9ksvar59evXOj8/T/Pv9/v6+OOPVatt6u09HzL2NitNOrP5\nQMVY4UUlHJU14T+brZitrulElMSx5YSDa2vlbYVkvmm1WslKev4xd+2xGu63220dHx/r008/Tc/x\nOwJ9yrHXhdbaY4tuDJvn48Ij3ud5eMxWMrbobtuE3e5Nzo2VdseVpPd0lHSEwrSMMRAj3SdqUWwC\nI5EhIjNaS8fzz3KRT/7eZqn43TarFv36CPtNA/qhzOczgOnMgOGZFZHp4nnF+bMv0i6mqNhIT94b\nkUHOekRFYLThGEy0tO47R/8o7DG45bFyHMwq0H9mXxx/pBnnSAXm+8krVFC5v/1/5AeulRWU74tK\nIxcXoNKNKDXyfa49+LveHJzITc4E9h5xFtTEReT9ZCQLAxnXvl38noEsjy/eRwLGKH70rYgqcm5K\n9MEYoPTceCSULaD9UefY9/b29PHHH6d4hxWIg5/j8TghBY85BuhytQ4u9oh0jYqDSoq+aKvVSm/j\n/fjjj7W3t5eEfTqd6rPPPtN0Ok3HXzHW4ufaxybtTR9bYDciMPr/hN+k/3q91uXlpebzeapTcP+L\nxUKfffaZLi8v9eWXX1aCyH4Ox5XjbWc5OD67Dbn4FN2F6AZGJOEoPGMEnlMuGJxrD27ZXa/twXsC\ntlyEi270a73ohq+5iiUvkJ9jgkv5Wvdd1sXEjjA1J9BkfLeoPKSNEDkwR0Vna87PfMZ7v9/X3t5e\nOizSWQvpLpLsrbPMJ0erzGChGdgMWpbVirFoSfy3185zMyzt9Xo6OztTv9/Xz/3cz+ns7CyN/erq\nSpPJRI1GI51Nn3MvctVyXp9cyjTH4NE18FjX67v6Ahcj0YisViudn59rOBxqOBxWDj2hdY+oLSqk\nuLOP1zK2wj6jlY7N9+Rcr7iuu9qDCvt6vU6v6GV5bFmWiWHsl0i65zdL1XSar4m+KaF9Ttip8WOg\nQ7pfF+1FZo7T1/lzCgcLQSjsPGaacN3P8NitAE5OTtTpdPTRRx+leTiuYGGmonE0OhcIjI2Kltts\nPWYyJN2tnPKykut0OhoMBtrb29Pp6alOT0/TCyd8uo5/XLYaaS+pUkyVG/MuGMtmGtvyEwn41B/2\nfX19nd58k+srBtByz4zvSC/LzcsdrOBthJz9iP1yrpJSHCE+K8Y43tYePPV2dXWVrLvfoGF4X6vV\nUn5zvV6nPCsZzoxm/8znmxMdGBIylWUCu1KLu8akqg9PweQ54EQj0oYZneOdz+ep9t/BHo/Zz45F\nETkF5eOeB4NBEoqTkxNNp1NNJhNJSvvaPa+iKHRwcKBGo6FXr15V6M4xx2c7x2uryk030a/lXLye\ntvTNZlN7e3s6OzvTwcGBnj59qsePH+uzzz7T8+fP9ebNG11eXur6+lqj0Ujj8TgpRbeiKNTv99Xv\n9yvQlujCijLCagZX6XZRqRqur9drvXz5shIZpwtnpRaVS86ik5atVkv9fr9isYliPFefS2/Xw4g3\nCrvHbMXO49J47bsIuvSeXv/EIJ1UHSw/ZyGBW+5/M19MZ+RcAQZZ/BwuKpnKLboVuc+jlo3Mx2fx\nfvqXcSxmGKfhnHf39UYBzJf7cweAcvSKNLIC2lZunKN77nO7D9PpNB1oeXFxoaurq1Tpx4M1tsFO\nCvq2FtEXacu5MQjI/mj1TY8IsSOqjHzl37vGyzVx3y4JdzaGfXGs8WdXy8lSbO9lP3uMskrVfc8+\n7dQBjBi8kDaT6vf79+BoLt0kVfOiFiJqUN/j01WtcXORX46B1oeIxd/FmIJb9MFqtVoKnM3nc11f\nX2symeiHP/yhXrx4oevra11eXiZlVBR3L2X066HOzs60Wq10cHCgTqej8XicjqiK9LBC4B6EXZaL\nSpLraZoul0tdXl7q+9//vmq1mv7wD/9QzWZT0+lU4/E4zYdwli6Qn7tarTQejxMaizSU7u+8o+/t\nPn2/Ibuto1NipjP7tjvIV1bnov9WApEutuS8ttG4e31XvV5Pitlv+Hnz5o2eP3+e0n7x7IaI+ph6\njIrNNNnlwj14NJ4nxrLl4LE1bwzaRX8xpi8ovLSSfE6Eh/7O91vZsDotNi40g4NSvuLqbRqaguRi\nmul0moT86upKl5eXCf6a6Vznfnh4KGmzxZdVfew7ooCozOI4qWxNL8Jej93+rmnIjALdhVxU2/87\ni0DImqMZmZ7rQCPCajSmK6MSYzDOPzRI/B3Xi3Sl4WBcw4rVFv3k5ESnp6dar9e6uLio8E3kW67V\nLsRFem1rDx6gu7m5qRAibl6g4MQiAULs3PvZ3XJWg40RfS4QU2LcAUVtmSO6c+F0KXJuwjZlxTE7\nBjEcDvXy5csU3HL/7XZb6/XmTS21Wi0J0s3NTYoNdLvdJDgeC9EPxxUtyLZGYeD4yfDRWnJ9dkWM\nOQaeQhSfzef486IoUq17s9nUyclJJch3fX2tZ8+eVVKRVAzmwei7c1xSlR/JL1TmMfthpUO3zHUT\nRpDz+Ty5OKSR+4kZCqMEohdmuba1B98IY5hj7UvBN4yzMJL41vr2+Xz2uhuFm4crRj/UzO+gkrWw\npGR5tgVCpHzVlIMwJrqVVs6PitYiFovMZrPkm3/55ZcajUYpXSQpCTv7tnWazWZqtVo6PDxMeXe+\nO5xw1+tBYX+XWncrDAo7c/pxOyo3qGxLG+XcIH63DWmQpu12W0dHR+r1enry5ElyoyTp5cuXevny\n5b2sjelufmGKi66XeSQXb+GPVK0E5XzME3Yf+aIPC3oMVvqZLPAxz1gh+t0Arg782sB4SRXLJ+me\nRcwR2to7MpE3MHgxePYaNbQZlIzNIgyWcfJMMP722KLmjv6w/Uaijpy1jP1baOfzeYLur1+/Tu9e\nMw1c40/Xw0owRn09HzMXo9llucmXs6Y+BopiaixCerpe7ouCkQvERohLf9kKny3n/kTkwB1f19fX\nSflKSpF/WmAqXK4jUUu0sJEORKdRCOlLmyYuKFutNmcUuI+Y6cmNLebniT62xanY3ovP7h1BZsZo\njanRvPARGu3t7SWkYB8vd8Szr3FKjzlxE9GBOqMGvkXFC5dLBXlhyCAsUIk+F31QIg+20Wik8/Nz\nvXjxQt///vc1m80qNQlmFloKWtpOp6Nut6t2u518fkPGKJweD9OQEZby2CQznNeIFY0xw+Jn2eKw\n2RI5JmJE4Pr+uE0zF1Ng2q8oinTIqBENA2zj8bjyLj3zUAwAUgnSveQ1bJ63+a7f7+vRo0cpdem5\nsTLUrqyDcl5XVy9GvvFYqUjpFtE45cbI9uCWfRsco9WmD54jcITC8YcCRuYmFPIzc8/fBR1pyaO/\nG1M52yx7rv8I8W5vb9OPlZfHR+a3IDribHfHCIDP5LgZP6DlJX1JLzJhpDHnR6se++ZvPo8pUx6S\nES1tbBGJ2DDYAPj58SCSeC9ptOvvOBaviTf77O3t6fDwMNVJtNvtBM/n83kqY47uDseT4/u4LtGi\nsyjqayPsTk3EYIxUDdBFixuhJK0iC0Doe0tV6zoYDCpjsYBIqlhYWkxq41zwJrcAbix28Vj4wol4\nLJf/Hw6HqcLMc2ZKyMU77sdw0D+LxSIdTyVtXubIqLTnZktI4Y0ZCCrDyEi5IFoUIAoVFRT39hup\neSyNRkM3Nze6urpKsQi+095KgX1SWIwMGKMggvEzo7KioMVaAKMx+vYu0Do+Ptbh4aFOTk70i7/4\ni+r3+2nf/GQy0Wg00vX1tX74wx9qNBrp1atXur6+TinIiGaNDq1sPdaYcpSU5upxxmPF2R48QGeN\nm7MMZCwLI9M3blYSFgBCyAhDy7JMCoFW2wdVmIju15bRQsHXF8dttVJ1Jx/HZ/+MPiXjBQySWQla\n+P03GY0KkvEN1mNLd0zsjR4eq3889xgLibDR1tbP85rwmbm15fVuOatM/5I5cb8EwxtnfBiD14pj\nju4YhZ3ZFY41x3fRVfP6cL7un2vvMbfbbQ0GA52cnOjs7EyffPKJ9vf39fTpUx0cHGg4HOrq6ipt\nU2asKgYKI6KJ3xMpsSJwm5zE9l58djKfdD+NYeKa4azFeb1/aJ3pG9JCU7CZSnMNOi0An1+rbXal\nsdAi+tlcBD477tHnKSxUGKvVqjLXTqeTdotZEaxWq7TxxakXByjNeC7XPDg40N7eXjrTzelOw3tb\nupyytW+Ys9JEBG9rFD4yrfsxvXnSjpWpP6fCNFPzJBaumfuNa0IFEK/hmKJ74XutjGxVzWf+rCxL\nXV5epqrB6XSqbrer09NT9Xq9VFR0fX2tH/3oR5pMJnr9+rWur68lbdw/8kbkM46N10VFty3V7Pbg\nu9587pcDaP6JL1AsiiIpBsIcC7iPrDITxO2ZXGTWIPs4Kp5BZ5/OVsTKyEJlQhIBvK2ZabnZg5se\naHEpXBZ2//hQhtlsll55ZKVpBcH52G/c399PL5WYzWZJ2FutViVlSUaLii43H//e5v9GF4fC7ubn\n+ToqIhbVeGNPt9tNPOJUIs9s8zNi3Ic1/FRUhOe5+IPHVK/XE7/6+O6cz3xxcaGbmxs1Gg39+Mc/\nTsG6ZrNZyalfXl6m0mdvsyZCIVRvNBpJuXP8hPikfwxi5tqDCzuFl4S1hTKMprWJ/iKtQIQ3ZDye\nBpLTfrmgFf1G6X7qTbpvHaKGlfJVfEQzHqt/W+BbrVay6kYVZgwrPwbOPFZvoPG9PjDCKIMpO+bd\n/TsG7dxyVjM3/hyjUQg5b/5v2thtsg9qBBIbBYTPiAE4/x0tNv/OCbi/i/Qw3YhKDZvtejE2YJpb\neVE5xXgBhdVujAN+6/Va4/E4KYnoom6ba649uLBzjzkH64isNWH02Rkgsebk5Chwhln0hbjP2NfH\n/uk/urqOVU0x6unxe6x0JQgvvaCGZ7RCpIvrqI+PjyVJn3zyiabTadr9ti0Q6BgB97r7ntvbW11f\nX2s8HieXZjqdpjE7/uHxxTqIHIqJ8D8n7KQZg2umfWwu/51Op8m6mSa9Xi8VpvBdfX4OLV9unP6b\nv8lLjK2wb39n5MG6DI/ZCsqIcDabVRRxbC6btTKzYbPL8uTJE52cnKRtwsvlUn/yJ39SKZeW7p9m\nG5Vgrr2Xc+PduAC0ftac/Nxak1qMZYhRAKVqMCvGCCTd05LUsraErJvmPPgsBlTiWGgltllA0iLu\nwbelZ4t+swXVP/QxbWG4oyuOlc+PjcjnJ2mRJuwr17g2XBfHM4i64lh2jS1avTjPXQorp8BoHJhd\nYcAshxq8RtL9nZ2E7u12O23zHQwGWiwWaQNNLNd9V4vu9l72s/MFEDEIYb/VsJ4WOAa7uEtI2kBx\nugR2C5zKYvECG5nJRR+2hEYH8Xr3ESP9Ob+XyMBjZyrF981mMw2HQ71580bn5+fpVBWfVGMG8A4y\n19IzmOUz5Vlk5FLS1Wqlfr+f4gAsCiE9o18eMw4WxDhX04G7yjg//0060r1yjTe/t+X0df48pkKZ\npeD9HBdhP8e/Xq/vWUYbmDhnCzur/mKBjht53Nc6YEzXwDzJk4Sdl+fWYI4lPutrBePX67tjgRxc\nsvWizxL/9gTJhLS4LHGV8vt6F4tF5SRZL0zOb6JlpRtA4XajNaZyILzyM8lkTJGQQQmzp9OpRqOR\nFouFjo6O1Gg0tL+/b6VFeAAAIABJREFUr9PT02Q9mGM17DUUdv+GwA4YubrMitTC7vUxfXe969yN\nG4f8efRno8WMCpHrZkVrFypaUCqGbreb5RfPY9vYqYCIONgPm79jNJ+pPc/f658LXvJ5RHrmY6dL\nzasuquJpPjHuYVpynG8LHL+Xc+NjHjQueo45claSmo0ansLFaLO00da5TR8ejwUuMsc2uEg/LkJ2\nMjfn4t/W6FZYDswsFgt98sknWiwW2tvbU6vV0tnZmZ48eaLFYqFut6vb21udn5+rVqvp9vZWr1+/\nVr1e1+XlpRqNRkrBEdL7RCAqQFoqlqF6veK6eI7OZuQUQXQnIi3JD/xNJeFn0eWIRoB+dRTo6KpE\nHmN6LSqLqKiiy0ZE4594PYXav+OcSdf1ep1KaH2M12q10ps3bxKCI93cZ+Svbe3BA3SSKvDHjO8F\nYrTeixiPRmJ005aYgpMrOIhBFUN1LpADg458OvAV8+qxUeE4YEbmi5YkwkVahE6no8PDwzQ++6y1\nWk1PnjzRN7/5TS0WC41Go8pmjxcvXujFixepiq4sS52enuro6EgHBwf65JNPUgCw3+/r9vY2wUS7\nOHFdCJupSAld6eK4D9LUqUSve7Tobl5PvxjDtIw09HOMbqxMTHOjIwv6NivPGEaE/1b4OeGhy0Ke\njLEEugpUPn6OXUorX9PHgTgqgVgjwDEwyMdrcu29ROOj5ibEpQakTxV9vggPY1+54BuvI6pg3jRq\nydxzOJ/c/3GsERlwPB6LN6wMh8O0a8vnzVnwDe/sunATBKsIc3NgGaxhPxkkwsQc/HZjFNuFPeyH\n10doSaTgti0IuM1i2bIzkJuLftOYRPpHpMDvc6mt6PKRRvw/zoFKMvJZ5AFC/BztcilG0nQXr0oP\nLOz1el0HBweV4JqtqaTKArB2PQclybzW6O6TqRj36UCYn2MLSEGhD/guh1fQMpjpnW8lrHfzQkXX\nZTqd6kc/+pGurq704sULnZ+fp5RVrVZLxzPP5/OkAEwfQ/F2u63Dw8O0m2q9Xmt/fz/9DAaDyq4q\nViV6zNFSmVachwtMXPRBX9XBJvrCVD7uhwpdUoUfiqK457PnFBEPAo38wHV0zjv62Y5L5ASWhoD9\n5CrayBO03uZX/rDIJ1aMRqtNZEO+pUKlC5IbV2zv5fVPceGjD+XvclaCEJkCSgYic3DB3Ff0n6O1\no8WI2jIyEy1crv+ctY9Qa7lcppLKi4sLvXr1KjGm88xefCotCoSj7pJSNoOn+PpeMwuDkDmfOFo7\n/835MjDJ73N/R6uUs6Z0IVjploPxObRmHokpLq4xg2QUGv6QP3MKMLbcOGigWL/B5xHi52Il25BO\nfHZu3XLtQYV9sVikIJIZzVFV70qLBPBnOa1pK8B8OwXAzRowanb3Z+aglvR3POuNkJiMbARif5+M\n6OsjHWy1uegxpeiz5W5ubtRqtVJhjMdXlmXaIcfKM5eZHh4e6uzsTIPBQPv7+5U0nyO9dhl4UCL9\nYAq2raSbx8pcc7SgbFEB8/Pog1L4eXpuRByM7/DEGeesreRcjeg4hQ/jZDzH8+dn5CGPldY4GgyP\nK54ak6MNs0ruw4qZWZJYzGP+It3iOHPtnYW9KIq6pP9L0vOyLP96URTflvSbkk4k/a6kv12W5fb3\nxWoTgPCrjBygqNfr6vV6ibF9IqqJE/O/npSRgmEfYbIbGbgsN6/SzfUVBd1j9meGpQzCcXwUfLoG\nRCBxDIa9Hrfhu/Or9tUdMLIy8XjswxvW0uIeHBzo8PBQe3t76YRTM4eDWM1mU1988cW91Jb7cLWX\nN+f4IMzVanXvVVVS9fVSUan62dv8X2cJ4vFMTIcSlktKwkxhd9Cr3++n128fHR2pLO9eBHF7e6uL\ni4t0eKdpQaRDAxNRRS71RiUU3U73E9fOfdBddOrR83GLwb1o4d+l/SSW/d+V9EeSvDH8P5f0X5Zl\n+ZtFUfw3kv6upP96Vwf1el39fj/7Fku/Krcsy8qreciEhGSxKEfKQ2gKLhcvZ3FJQMYBLBQ85M/X\nU0sXRZEKbNhYB+AxRLfCc+p2u9rf30/PNgN4LqzoM4OatnZDHG9gyS+PZ/azXUPvjSYUUGYvvEZW\nLBYOvvs8Csc2V0bK742Prlin09HBwYHa7XbaQcaaf8cZLi4u0jHMRHYWoF6v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3Nbey+uf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pZEluMx/k9PovHkqO8o3/PPXWE+65I/nmH4dFb+FgRvwOrgfgw7s4/xHGIPx3GS0NG2Mei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\nWfUcXAuD4dyT/5RUWlTjckhfXyplJ2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size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"execute_result","data":{"text/html":["<video width=\"320\" height=\"240\" controls>\n","              <source 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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":36}]},{"cell_type":"code","metadata":{"id":"o4SKR1zXZ3eT","colab_type":"code","outputId":"a363a18a-e8e1-4a76-85ef-b7ca1c60ba8d","executionInfo":{"status":"ok","timestamp":1584529649327,"user_tz":-60,"elapsed":1989,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":261}},"source":["# Plot a 3D mask as a video\n","skvideo.io.vwrite('MASK.mp4', scaled_mask)\n","HTML(display_video('MASK.mp4'))"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/html":["<video width=\"320\" height=\"240\" controls>\n","              <source 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type=\"video/mp4\" />\n","              </video>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]},"execution_count":49}]},{"cell_type":"markdown","metadata":{"id":"IZy6P0oIqB2J","colab_type":"text"},"source":["# LoG"]},{"cell_type":"code","metadata":{"id":"Z4Kn-Qaxq63P","colab_type":"code","outputId":"b5f6a7bb-be65-405d-fccf-4ed5b35ddb29","executionInfo":{"status":"ok","timestamp":1584621103991,"user_tz":-60,"elapsed":3907,"user":{"displayName":"Antoine Yang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GirE6DxIXP9imurirF4YsFI6nFU2pAh4vBzBu1v=s64","userId":"07525892953581760532"}},"colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["img = plt.imread('best_slices/patient_222.jpg')[:,:,0]\n","plt.imshow(img, cmap = 'gray')\n","plt.show()\n","\n","sigmas = [0.1,1,2,3,4,5]\n","for sigma in sigmas:\n","  log = scipy.ndimage.gaussian_laplace(img, sigma = sigma)\n","  print(sigma)\n","  plt.imshow(log, cmap = 'gray')\n","  plt.show()"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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6evgz9/0+9VWez244lH2piLspIj4zzM6+sO9jAvMZCwWcQigeAoU2WXYWLFtU5pP92Jq2\nZpwsumE8cJixDwaDUi2IsNdcBFr282rIxteifPHTOeoby+7Te+z7Mv6I20IY35u5et4u360huzwn\nXLXM/FyXBSsLJd85GEhj7Oxvx1UAUeVIPQ2F57U0zzr21OffQ6ssA55Tba3c51dh2b+yNhgMSk03\nk0Mr+9QYWoY+tkoWCAhkPxvGzIQjFYNPlCuxLLh9Fj4zFszu8W1agFoMYT6fF2t4enpa5nZzc1MO\ntmzbtrM5xr4c1siCn1NhKMr73BhcCV7ZT3YprP1ZhKhpbveG58MmTTM/n4/x1Kyxx55TTTU04HX0\nZ1Ya7MOIeHNoCagKwzMej+P6+jp2d3dLWTbFWI7xeJt1dpm4p3ey1RS90YIVCvS2328+9Vz7eM3t\nnQs7Z7UxSZ+XbsYFTrph2RoFNHg5VedmQmCV7A5kSJstSs1fqkH4Wjqpz3LmPPt6vS556vPz89In\nUVwsKRY30y0iigXmt0ZA3NfMbmbMbTgclrgBAsDOrYgoY4AmuBooq4jbKDzCzvrbpbm5uSluCYEz\nrwFKwuvksWfFnBEU3zn6j9K0C3JxcVHoRxCPQyUIhEIXtqlioJwytLLCfTLdaNll9DrWgtc2DrX1\n+loKO60GMTMk4bpNk8zansXu86kReBdv+Jpa4If71IKGGUI6gupWcyn6IDfN6T/gumkC89pSOivB\ntTnt5bG4LxQxpwcRmILxeMINz8HL0XD6tdvBve3HMzboVIPrNf80Iz7DXoS6RkPTIVtFDASHkjJO\n05bPOHeB+gifZuR7ezy1zAfX1JAH37kmIrsHOePilODXStj7mM8BlQyBTDQzN/0AF2FSPrPVxFJF\nRNHG7s8bNLBO+T7W1ozHEA4Nz71BHg4gOgCZoR208OIyDuC5zzMn522Xxf68GcZWIiscrt/a2orn\nz5/HdDqNyWQSBwcHsV6viyAcHx+X7ckIuoN2EVGeVGvUtLW1FZPJpMOowPebm5tOus6FIpkvajDW\nKCkLlWmbU3WuwZjP5/H5558XtDKdTqNpmvJOVJ7Tk87Pz2Nvby8Wi0VERFxcXNwJrLHGGZHQ/PxA\nB3bX6/pBpQi04zP5nMRNSo/2zi17DRbfd62vs8BHdOuqswXN1qCmPPpSfLZ891nqTXPpQwr5lfvN\nn2+ybvyfrVff7/y3693zjraaIuNvW6RaQYhhdt8e7E204e8+a5V/W0v15QBhDWER12jbtjzM026J\nlQrfYVSgm42T0WJew4w2++Zds+pecyuWPl6qtXdu2e2/1AaaNTrXRURVS7oc1bX0EMu+tAXd7ygK\nR05t5e0uGIq6dps+iDM4L9vHsPcpOleA2VLVaFZbaATNLgvjcaT94OCgFLgQeXZK0orFdffOZkBP\n6uahkaseDWuHw2FRHpuEwHSqMTTX86BQeKJt23J6MEUynr8hNMVXEVG2WhuVjEaj8uwCEB7IhEd8\ng7o4AdlIAkToeAZzYG1zmTExG5BdVoDZSNUUe27v3LJnzcf7pnQQreYDIayucKr5PNzXCoM+siAY\nEuEL50i7r7MwsUDZ6jLmTQLuZpr43n3XZrpwX/vyHjv19ggJSsGwN/eFBa9Bb5r9XgdQI6KjOD2u\n3GpWLc/TCpqx8egp7pM3zti6W4F6rlTpTSaTknLk1FoQD4pxf3+/zDVH/Xm5uo7vvJauIYG2HqMN\nBm5BDT1x703tvQTo+hZ4E2zLmo3/qXLi8U8s+mAwKOWPFKXYEuI3ORBmBoWxc+qOsXohfB3f96W3\n3FeG7/7bSotxmaEyRPUYMopxus0WhWIZrBdHfeVaBN4RHN8rz8G76yJukZcViJXKQ3gjG4VMU7Is\nHA0OjV3ll9cHxGHojTCvVm+2YrNHwbUGrguhCAf3ZzgcdngOpEi9RC31lufuOI/3DJgnsxKo8VGt\nvXNhN/zIA32IoPOO0JIa4sGOHGI5HA7j7OysPLGVem4WjeOdSKGghREup6/yOKxRM3LYNP5a69PO\npof3C9g98X0tRBkegwzcL7l06AajEsiDJt6BmK2kLY1TpnbDfIhjtkx9aK7mz3rdM7pq29sjpVDk\nTdN0CmGysPvkmnxfAo1UMPLUYQzJ/v5+jEajmEwmnarHra2tzqPIiPBDF5TOJnfEEN5WnnXEQDlj\nYCP5tYLxHlSe7EMsu6+3ZcNyIBQQbGdnpxRF+D4OzLiPvCgIjS0s9zCUzAHCDD/z/D2H7HLUaJMV\nTG1x+Ttb3QxfbTUMtbO1cHAupyq5T14zuwwgBD/QgjHcFzmu0SHP5aG/yUoS3sgbrdwvBT2OYYAO\nib7nWMhg0D0R2MrIrlh2yWp0MOKsubueW+3vWntvD4nIEDQHn7xo/tyCh6BRX31zcxO7u7txeHgY\no9GoPMoZjevjetHAWHlbGjMmDcjLvdu2rRZVuIKNsXv+vGfhNUrgd07ZWTD5zNeaEfpqCIDuhp1+\nkb702KEblqoGQ/NYvFHGQsJYGEONybMSy0qde2TGtt/svswrTkuy661pmjtHT5+dnZU+mAcPJfFR\n1RmlsktwtVqV4hufWOtDJ/vm6+wSMgHf+sk7/s1D23v12bNW6tN2NQYzFLRVtzLBEpuxHaiD+M5f\nRtz6mRHd7Z9obe5b09JZYI1YMgNbeLNl6ftdZnR/51x0phX3yptnsmXPZb9WZlmpeGzOnBgR8MLX\nrFne2ly+SDM9GUOmg+fozS9W9tCEwCXoD/7yllmseHav4D+jhmysavyS19VowCfibkIE9yGld556\nq22QqFn2/LuIru8JcSx0ENtBmQx9slXN+Vnug9Wn4OSjjz6Kp0+fljQOTLBYLDp55D5LlO+f/85z\n9biNaDISqMVAcqEO/vlo9ObQSnx1nlpqqzcY3B7ZTTwD5napLv1aqUbc1svbx+c63jlHz0G/Gk0y\nbfoQEQJMioqxY5VriiCnAeljMBjEs2fP4vnz5+X4r/V6XQLBl5eXcXR0FBHRKV6ysiSCT4aDQqic\n1anNzQYgols/YMRZE/qa7Li9l6e4ouVrMP2hKaaacrAf5UBIjqTznjWpxwgsJ0X16NGj+OSTT8oG\nCo6E4kmdTke5v74FyPeuIZmsCJ0OrCECKz/PF+u1vb0dh4eHRcgROhgWS7Ver8sGFSwa6SY/8DFn\nDEx/R8CdLzbSqvmfNQVYc39qCpuot7MHVlSZX7h/FlTO2+PgE8/54uIizs7OilLxEWmk46w4fEae\nKzNrFj4jFI+Rv92HUdJ9gh7xHiw7Odaa9a5pO7fsG0bc1mbjb1IWiy9/fX1d6rrth5vJvdEg4naj\nB/nW8Xgc+/v7sb+/Xx7AQDAvW/McVNlEi/zet3BGLvl/0wSaMRa7MWQfxuNxyav7YAwrROCrSzLN\n0KY9v8/lwszBFthxloy4aq2GevroenNzU/abZ1ThTEGtJt+pNZQ7Z9bt7+93nlPAI8cI3IFyIqIT\ntadBf1t2+MdI1bzAvUxzF2l5nTe5Rbm9lwo6wz4GmyPIfFcTeITKkNApEWqfZ7NZzGazuLi4KI8S\nZncVwQ4HQmiGYs+ePYvJZBLPnz+PZ8+elfrwtm07Wt2WLeeC+6C6/+6bP985ustnGe7me5p5p9Np\nQShUzAGlLy4uOq4CnzlfTHDPgT9Dd14ES01LUmH5+uxu5Hk/1HdvmqZEzB3FBtqzPhG3O+mcTpxO\np0W5497s7+93dvIxTp4+Q129Dch4PC5K1LxBipf19RZW76+wMiNjAJ3hK6MR0+ghyvO973qjZQ1V\n821hxj5UADGIkvsIouxL3xcnQOCdJiLKjEanbxaDF+OszSvPfxMMqzF7n/uRacQc8mksubLNiMTW\nxkKToWctJpFfWXg3uS33zTnTiXePy+8Itk9CcpHUJqHgGgTcVhoFzzmIEV2Y7cAuufDs0tTcD9PE\ntOfeNb7YFNfoa+91I0xEN6rO/7xnmOzfoNkcLEPwSJ1YIIGfKAHgPTDL8BLtzJNlIiJOTk7i8vIy\nzs/P4+XLl+V58fThfKrnVUMnWTDyvCO6LovnbQbw7808RII5/hnLbjjJ725ubg+OpHHevvcCuC4h\nuyqOVNdy77ScGsyKqkYvz9P1DIbFXG8/eTgclrnTQCyOs9gCg0zgBacqcUEODw/j2bNn5Qk8CDXj\n4QGaRnueJ5/jx9vSQz/Qb66lzzES0+k+qx7xniw7bZNWygGLGkSl5dp2muGvK+LMOC4w4bNsASOi\n7OHmKbM+RhmGsyKzorJ/yLj4PzM8f9fQgK+p+fWZbkSQ/fK1NISVvs18Tkk6krzps7yGvmd+z+ht\n0/xr/9cUHsJOnILrRqNRMQwWdppTbJeXl6Uoyz4/UB+Iz3jtovC/y5adzYC/HAvJrqzjHfAs65f5\nnN/f5/a8V2GvtT6I62aYhdBFRIm45s0FzpEbIpmg/q5pms7JL23blsj7xcVFKb3lnozRSigHU7JP\n1Scgvp451uq7M42a5nZvN8x0cHBQSojxIx3Iats3EeXFYlGsCUrP/TVNU86qN7y3EmPuICi7Elnp\nIWD5WCrmUZtjtuxGhFbUzMmCwlwibvdSEMwlpjEYDErwdXd3Ny4vL0ugzgqPjAZp2eVyWQJz7MHw\n2rpiD5QwHo9jZ2enIAn418Yj4taI2aDkmI0R6dfSZ39Iyz6hG1AHaGktG3Gb6zWkRAgz/MlIACL6\n+OS2bWM2m5Wz4GazWUS8qapDW6M4ch27+65tAOnz07nO/nRNEfp3MBY59el0Wh7CaMtjBUGFF9Vh\nTokRCSb37hp37mf/HxrkccGkhsx8h2tQc3fyXDOiMNw2XR1ERLFjoZkP2RW7BKenp51KSxQtyjPi\njXJntxs8QhGOz/WHP/1wDWiAe+VyYtCEhZ8196aavkDupjgI7b2m3ljg7H/a4vb5bxne+1r3z/Vo\neFvv7B8bvuMvsUc+n9WehdbowIEd+9LZhYi4+1RV98t7jsq65fQam4L425Aw34+UJDEMF79MJpPe\nsbpsFtpmC4qCcloT2vhZbE7DZmifece+qhVH9veJTWBxEbCcuiWN5mIhoxcLGuuPcBIH2tvb68QP\nQAF5hyBKEl8ceu/u7pZ78Ojyi4uLzm/5Plv9mgxsau9c2CGwoVHE3eq4iO7ecK5xGWtElCCIhReG\nsIbkb3w2BzsgGHAOS8ZJohHdxxjBoIwFf5j75IAREM+HXVL+yDZK78wyLINpSZNR4AFDgy7wT3d2\nduLJkydlDzaWCbpg4U5PT+P09DSWy2XM5/NYr9elImwymcRkMomrq6s4PT0tAS0el+UNRMx5tVp1\nHmoBEmBXmJUYMQ+sIvS1EocPrAgcnGKfQuab0WgUh4eH5b5A9sPDw3JvlBtFMdPpNNr2zWEXPNeg\nad4chvLxxx+XdSSoO5vN4urqqjxbz/Xv5MQNyUFC0A3X7+nTp/HNb36z/H19fR2fffZZvHjxoszn\n+vq6uFmDwaBU41n5wb+1oK7be9n1lhcxW3Z/7mCNP8t91rRaRgXuo9acjzUz5/HmMbnVrs0IpjZ2\nX5PHnyO7vt6RX5AJygcLbIVmpqi5B76m5gPmQFof7b2mKC1beN+31id/Zx/d1txj5P++dCPrajfJ\nyMLj4W+UGMKKwAK73R9/G9GZFvSb/WsMGgp9b2+vg6pQWiBi95npsskVingPR0njv2AVIZoFmUV2\nmaLbQ/yTiG4VEoTye4aAFnYWA4vb50LkhcxjrAXiakJCn1mheez+LQycz47zeXK26FgnxmpaA/fz\nfaxIrDhADba0Vki+B5bNdQsUNhmCQndvPTUdXUMP3V0nARzn5epA6tPbti2n47oIh91vnC3nYCRn\nxIMILy4u4vj4+M4mH6NQ5mse89i9SQg4P5lMCh2ePn1arr+6uopHjx7F+fl5eTFX3nMNRV9755ad\niHC2KBF3fY7sE2eI1/e73Gef5fBvLezZv89+cu33tbgDraaYauPKfdZSjh4rr1wSahfF8+pDP/ll\nJeh8r92riO6Tdx0wy3TgO+6XD2XwODxnLLdz0pm+jqPYqmcliVBirbHOToG5YIa4ArCZwBmpV+bs\neAZGzIJXU+xGN9DLh1yMx+NCZ5AEcsPDRDxfPxT1a2XZx+Nx5ykhzoNnOJsruGyd3Od9Gi2i+/w4\nQ7+IuHNvtLODT76fGbIPYdQW9CEtC7QZxQvsXLL9dheB1FAMYwMy0k9EdJ69znWmh9Nk9v+bpikx\nCxS5BTTHVBBI0zYjMK9ZDvKZ7kYExBy4zgdHWngd8CKd2jRNicQvFotSFn18fFxiFfjPZ2dnnWIZ\noyhQEqWznnN+jBaoB6WWXRX65Fhr0ICzCu7TWYNae6fCTvAnRxj5zgyeU2csdg7eGEr6c/uDZpIM\nt7mG+zpwCKPaZzO6oNXciuyb1nzUmmXvE3b+z1DdT3wl+uydVvZvPU4CVzAma8DOMdeXw2Qc++Qa\nBZ4aA9RGcICZDip6nR3EiuieuZcbzG8DYL6JuD1cBNqT8+bRTgT0aN5eO5vNomluH9k8m81KXcXR\n0VE57Yg+z87OOjzkx2RZQO3SsHZWwnZxuMa0QJD39/c7J8zaikPnhwTp3vlJNRCECfYxuf3WDPFq\nAh1xV9B939rftdZXL98H//N9auPbZNVrcD+7Knn++L9+2W/vQx6G2ayFx+myz4hb/5l8cS4gyv41\n0eKctch0sQL2+Jwzd6sxcE150LfTU3bFrEy4983N7XMG82OoLYy5pDUH9Oy+2AXKfQHzcQ3onwCc\nFS0Gkb7I3nj+7h+69rV3DuOn02nR6IPBoArjDM1oZnKsbY7y5jx2zV/K/q4Fw9CKxa39ps/fjLjN\nf0bchfK1liPAWXGZcaCNITTRWk6JdVQeOpmOjMm+HnOyJSI1eHh42DlXHZjbNE3ZMkugkEMqLRBA\n4xoM9zox1/xYJRsI+MRriwtjq88cyInjtkREmTNrBTTHn3cwb73uHnlGn/l4Kfx8Z0tQPk61oggN\nu3EXSPu65sFBSdDJeDwuYyWI7YrRHF9ye+eW3VHZWqTyPgtPM6NkaJ8Fhd/6s5oi6POza9dyff7e\n2jWPJ9Mi99OHBCzwhuempa18Vkh9AcLsG0ZEp+gJnxDBtsBbqbgU1xAfZdynJPOcedlK5rXN8RZb\n0HxdRn65WblbSUVEx4hky11rNhgZufByMRIujq/x33YdM3z372z4HEeotfeSZ4eJ2rbtBISssSNu\n/TE3JuXtpZm4tpIOvrlPB4OMCvycuLZt7whTbRFrJbJm4r4gnZnXyss5YfvpFK0w/gyNfdae6YVg\nRkQHEXF/w0ZoagSxXr8puGGn1/HxcQwGg3j8+HH53qgA2J8DhHzm3LWZ29/RsjIyQvK6O4CIQvRG\nIO9+85p7XbzL0bS3IIOIfM14PO4U+biAykqV2IaLrbJrBj2MMJw2JF1HHf9sNiuIBLnoa++lNt7R\nWEcnI+7uYqpZU/thNR/QGt2Ck/8nbgCBvBfZGt7MbwbJcJOF3eTP1QSe6/oQQPbJ/Tv/Xcu1mpb5\nvnznoNdqteoEfbDsbpHNJwAAIABJREFUnMfPvoCmacrxVkS9PW8EBR8zIjq5bxRrnn+GotA5Bxhp\n9s9dl5FTUq4oNLS2soTGVjDMC/rhslhoCVI68Izr49p4+kQp2zVxTAb3lrEC1f2sPVJyrt4zMqm1\nd14uSxAkM2GGMxnC8HteMDXErAlqDabzuVsWNDOAF8CCbOXComUon/vjmj6B557QBWZyFZgtdP69\nm6G+Bb3mNjkDQX85eMp9x+NxPHnypLMGWJjFYlGKUPjOkXCKV6jJb5rmzi4x08m0rEFpfPyI2x1j\nfEasIhcM5VhMnmNGfEaJ9AUqzdmS/Bujy9FoVE4IInJPtRzQ3IbMBs0FPFYC2VXpy2bQ3qmwr9fr\nzllw9rcj7hI3C7zhIvBqb28v9vb2SvDDRHfKJvt6+Z41RrKQ2xf2orhvz8nWP2vbHEdgHP4eXxhh\nx+pQOuk+85hpVhS+zky6iWE9HlAFhyre3NyUmu3Ly8s4Pj6OxWIRp6enERHl+vF4HI8ePSpVYk3T\nlJr8weBNjf4mlJTpbd+c6ywQEbd7ynER7QbYTbO1tlDSP/22bdvJdOQ4QnabzE8oiel0Gj/1Uz9V\njrza29srtDNUZw2A62QLjEgs+DnG8LURdvvG2frWBpoFwQKR4fV9k61Zvxp0ztq+JhA1Yb3vnl5I\nN/rwu1/ZlbEfbDpka2REwud5nnm+0NP3c0yBZleI73wqUMRtHhthMKzm7D/grPki06bPRfOcsjvn\nDA/jY6zZ/TOdPWdeuaAKI+IxZWSS++a30ADFAY2IqhsReZ45sp/dWN9vU3vnwr5cLu/AdQiRFzRb\nL17AQwJIFIUQoMlCaCtswc1WNwfaDO0sHBagTOQ+hZW/qykOKzD7jxG3KT1Xatni2iJZ4MmD16yA\ng48R0dm/D22wwPyWgJcFa7lclp1sWCpSSpzSurOzU061xepyQAQWzpkA07mWUmUOVhLEVOiLMtPh\ncFgyCeYDZyNYB5fTOp4D0rICgqZWevRvFMB1+PYI/Gw2K0+aoQR3Op2WbbM+P4/5LBaLzvPzrLhy\nXCa392LZ/X9m9gx5+yynF6rPstcUR60/w+BasMRj5L3Pwte0a5/A5z7zGPqu9zW1oFwOLma6536N\nEmpprPx/jc4OekVER2C4n92Rm5uboqiAsTVlSP+bMhoZNSF0/r2/QxgRcl9Xs6AeQ0YWNaueeaHG\nX9CIjTmLxaLQxIFYK2V+Axqo0WNTey8HTtZgc7ZAmcm4Nmt0By38N5AoM0MWZFJTEdE5AjgzMy0H\nvYwW8rV5rp6z506/jDn3b0Hl+/zABVe3eSdWVqAwaE7BgXRMa4/P5czez44QE6HGT8bKn52dxWw2\nK1aLOnUCa34KTU2YvMa1NchK12vs/fXQwSW6/Da7LrbI0IlCl5pLQR9GVdxnZ2cnDg4OYjwel400\nlNu+ePEivve9791BLLUK07Zt7xQcec6Z92rtwcLeNM0wIv6viPhh27Z/tmman46IX42IpxHxGxHx\nF9q2vbqvnz5h90LlYIyvNbSzb+XfbNJ6LKSFnuvIZXNdRHeLK2PI9fPup0/o++C+YaHhZbZUvtdw\nOCybPhB2uybZl8u0t/vi4FItas/nVkB2CaCjH6yBxaKWnHp5P5YJy0tkm5JUr0e2tFk5et6eLwos\np/7ohwNG3IeDeKwB0B/l6FRhNkA5GIzxGQ6HJUWJAjg/P4/lchkvXryIH/3oR7Fer0sd/Hg8LlWJ\nXgeUXl8wOfNcrX0Ry/5XIuK3IuLg7f//RUT8V23b/mrTNP9tRPyliPhvNnWAdsoauAazECp+l4WH\nhr8Do3gBDU/R8Pal0J4sqpnGCiQT2MKUoRvjy4G0jA42wXnmnnf5gWj4zIzv3zOviFsf1d9Bc48z\nj8PNlsc0oT8izM41I/TD4TAWi0VERIGqfsIrOyBtxaAXNAfa8lktM+I1M++4ai27Nw7g5VSmraz5\nJruGWHHTumma8rRV9u6v1+s4OTmJiIj5fF7iHB570zSlaIm6hhqKrAUT7/PXIx4o7E3TfCsifj4i\n/vOI+A+aN6vyL0fEn397ya9ExH8a9wj7ev2mVtp+pgmX4bYDQRDTabuI2yOOrCAMPSNutxci9BZ4\nIKd9NBbQcNfWLGtUoxPuibD2IYw+f86+ONabNhgMirLkd7XUGnAT5ermM/JrcQxD3uxCRHR3i+H3\nklpjh1neW3B8fFxOYUUhtG1bdpchkFb+LpLZ398vR3sxf9bZxz9xPxdq5TPloK2FKB/waH5hvD7T\nzyjS1YDuezKZlJ2Io9EoLi8v48c//nHncdYgHe4dEXF0dBQnJycxmUzi6dOnBZ3gVjAGKzqUak1R\nuz3Usv/XEfEfR8T+2/+fRsRJ27aowx9ExDdrP2ya5jsR8Z23f/f6tH3w3q0PutTg/n2QJl9vxbPJ\n78795nFm6Nw3FqOIWrN74N/UWvbL71v0L9syMvM5c5ypjgBTSUbAjvVCEHOMwAooW3tf52uMvKx4\n+9athiC8HpnPHkpPK2wUoaG9C2JwS4xCmT+QHSVkw+g4hRFKtvi1dq+wN03zZyPiRdu2v9E0zc89\naNZqbdt+NyK++3bQrTfBpOuqzG8GqME0flt753dGA8BAtHDtnh4f481pOvrjPTNLnx9V86H9PzDd\nMQtcDhgoR5FzTKHv/nYDavOpzc/uCGgrP6xgMpmUKsaDg4NOYOvo6ChevnwZEVHegbEE9rxrzdYS\nK045rumE/0zBSfa/TR8Ey1Aei5jRoNfBwd4cdYc3+L0Dp6TpUIC4KtAPhNm2bTns0kFPXjxtiENa\nfWYBz6dDkdb4K7eHWPY/HRH/etM0/1pE7MYbn/2XI+JR0zSjt9b9WxHxwwf01dG8/F+zbjUtmyGx\nLVpNaO2rOcBjGJSJg6BZe+IT1QjpeTw0FVJDLHnM1v592vw+dJAb880BnoeMNVtzt/wEFkejLy4u\nSvANH5Xz2afTaTx58qSMqWmaYu2t2BE6B8EynSLuPpCiphAzP+WYkZWC+adGM+7j7AgwnnenIB1r\n4X9SnVhz92+XzfeIiA6cx12sISG3e4W9bdu/FhF/7e0gfy4i/qO2bf/tpmn+p4j4N+JNRP4XI+Lv\n3NeXtWAf5KhBrwz1zfQRcWeSWZlwDf+v190SSt+vtrhZQfSN20zCvWquh8e4CaZifRirg3YZytbm\nzPd998lr4H6NnPydA5o0GBvLFXF7EATRcJd9GtYvl8sw2rO/7OCVz7VHyKGrxwbd+NzzzWuUFXRW\nqpl2DtqaT4wkTENiVOfn52XMXh/iAH28a2Vv98frg0yRZdjUvkye/a9GxK82TfOfRcT/ExF/474f\noIXQaNawFqQsILXPreWzlc6MakLTZ0R0cvvuu+ZSPMRvy4yUrYb7eoiwY82Yk31BM1RmMkdvTS+3\nTf5wbVx8TzrNguDjsKhmRLD92C3gLIc3UhFGDT2Mi7A7E5IrCG3JsuKruVNeI8N5owornCzsRog1\naG8acR/QzOvXrzvugjc4eS3btrufw4E/UIIRAfdjnC4kqrUvJOxt2/56RPz6279/NyL+1Bf5PYPL\nEP4hgpR/+3YMVWJ7gWrowNdZQ7tf9+/P8t/5+uxWbFIYNcGylashlpo7cR8kr9G3hqw29cF3WGj3\nQ0Uc2YKIKIUzjpbDpD4Uk6xHPiILWlhp4iYYuvcFZ72eGW1t4jcrxwy9fY0NSHY5GLtToNl9MEIx\nUjDf1pCa3RnPLRusWntvh1f0Rb99XZ6sBcD+li0pWtCWIWtyp7cIBPn7WutzL7Kg15QG/WaGM5Tm\nf6q+gMv+DcLiCK/vk9N0tQh9din8uRk4KwOsimGpa+sReKzefD6Pq6urOD8/75SCjkaj2N/fj+Fw\nGPP5PI6OjsrcfagitHCbTqcxnU6LD5zXjfkbzmdk2BfryO6Q957ngh74ypbW/Gb+zHv2vfY8lcYx\njtp1zM+PGc9oht99rYR9U6vBr00wt+/6TKj7IDqf5/s8ZLy139YIfl//jnpvgv/3jeehKKnWX/Zl\n83dOG/leZjiE3flk6M0cEXoQQp81s5LHXaC6jH3zFjC7L7w/xKJvEpBNzbyUFYzp52Ca58P1mwxE\n7V55f0leq772zoXd0NSEqmmlGuQ3M1prR9zd0+v+awzq+2S4VmOMzESZuTzmHDnOSigztf1FCl9y\nWafHVbMWnkueR22fgYtxQBIZFtP8PHr8TKCqN7dQJkuxk6sTGYv3xTuw56CcT+Y5ODiInZ2dePTo\nUTx58iRms1n8/u//fiyXyzg5OSkPQoQfsPg5fsK9DfVrwsI8cFkIwhFnckAwp5EN59v2Td0Bx0pj\n5ZmzlZUj8+v1utCWvrwuIAErANbha2XZPcCala0Jjv/Owaf7LKYFvuYX1e6T++H6rFxyq41307UR\ndy06i+xgSw3y25/sG0dOTUZ0H7zA5/b7ahFdFAG54hxosttEjtzbMGnZzcJ3d2McPCF1a2srnjx5\nEnt7e/H06dN49uxZeQwSroLzzFbs9Gc6um6iRh/6yBWUFmqUeF8Qz2u/t7cX4/G4uEBWPsQ1/Bno\nybzDGF2DkTcOYSA2tfe2xTVbyYdYdhM3W1XnnmvQv7YwTmVwXd+4/e7rrQQIVkV0n2LCNbZiCJsF\nwMzo/ezOHzOOh0D6++BdhokIqT+HzgixK8NcGkwwinWADkBvykPbti1PxvU+/Ox3Oq1FUA5Lj7Bz\nAObl5WUn/cd8LHyeZ17PjLYibp/262262UBgSTelkj0feM4KzmPMiCzHFzzOLDdGRX3tnQu7t5/6\n8z6fLftufJcXtrZg7sda2Vo4+3ubxu732n0iulVVeaEsCE65eGEtTLR8YAS/A+7V0MwmZWAFaWbk\nEAmPC8YkkFnbaectmawrVputrhyMSFDq+vo69vb2Yn//TQV2bTPMYrEoisSHWs5ms3IM1nw+j8Vi\nUc51y6m3GvozDaAD77hPpA7zYSvAZfMMY+xTsC6TtWthYTWf5r9raWMQDCgmB2Rr7b3AeN5rUJm/\nay9DpCxM7r8miNnfiqhXVfWN977PfJ8+ZYQg+HACfhfRhfIRtyfn+FW7533j3qTtfU0td809/Mqo\nKqMj56opHPFhDFg4byLh3s42uL4eRDQajcqBlUDZjNS8rjVa5BiRlZb5g9y20Wh2M/MaZMRqhcF8\nbHBqa5Tpn9OwfcbtvnV+r4dX5EFDBDN9TehhIrQefTp1YQGzAHkcOcjB574mtywE/pscco1xbCV5\nionvwXWk3mBKC0zOsWd62VrQagE8/5ZrED6eWup8P3MzVG6apjCv3SEfYmEh5NAG7yocDAbllFnW\njtNoQQSMbzQaxcnJSXlYBY9NZqz4xDkll9fSO9xQLmxDHY/HncdZ+aEYtb5qwpZTuJzv7t9Bb9bX\nisBIyYbNVh6FkcfjWEWtvffUW4amfVa9z7pkXyULb14Q+185ONP33jfWrKwyrM2wDIHNlt0NSOhm\nC1+jX54j7SEW3dc5DZQVRC0mYhiax5PdktocvAa+r6PdzhIQMEMpEchD2HMZa40uhuQIm9GIlfVi\nsSg1D/fFlPoQooOeRqg1XxsaZKWe7+PPvEZfO8tuhoHImVlqlp3v+gTdqQ0TLUPjiNtAoXc95Vbz\n0e9TSnlnWob0lIH6RJx8n9oDFN1HjY6Mx+9987BlIPqbI+iZHtDc1j0iqie3OMXluV5fX5cDHTie\nyutvHnBxjAWXyLj9X/owXKYxVivQ7Lo1ze1Ovul0GuPxOKbTaRweHsZ8Po+macqZ+K4L8JxN6xo9\nHHT1O+uaN8s4KFpTfow7Z6a+dpa9ZiWyFss+qiFM1nrWiq5Zjug+z513Lzb95T5p98UCaorLu55s\nzRxdN1Snb/72FlLTxH/XxpGv8/j9nl0d0w4FSJ+16HCmVc2PtXJwLh4acOIsASZbd/8+W9RcuWaB\ncu45+92Muw/9kfcnJ/7kyZP4+OOP4/z8PE5OTgoKMyLoo3P+zjCcQyiya2R3ymPNLgFzZ84W+JyL\nr7V3/mBHFsaCa23nNIb9LC+QBdinbfK5c44mFP8TrKsJWx6vf2eNmn0pw3R/ZwWQNTxzcLOS61Mu\n/h1jzGP1y3Ab+kfcRokpmMFPbpqmPMUFnxo6X15exmw2i5ubm3Jc9OnpaXmyCf4vJ7VERNkcc3h4\n2CkFNp2d/8bn5lrTiLE7dRkRJUWXhZi1zobAQkfxEpt0nDGaTqcRESUgCN2yIXCMyHS3Qs172r1m\nm9J4djczb3Af+GpTey9PcYW5LOh7e3slXUPNOjXVLIC1PoUH9IXVYNfUaDQqGzEibiFRtrZUS2UI\n5cXy+CNurQX+ohcZRWPBRqPnvc7W7Nn3y+6K719rrhB0tR0FOggXChUBuLq6itlsVt7n83mh5Xq9\nLiehYjV46sv19XWcnZ3F9fV1QSrj8Tg++uij2N3djefPn8d0Oi2nq/JgRVJw1NczTrsurMfe3l5B\nI9mvJQBoF4kxYxyIjfjJKzTmyJg4+bVpmjg4OChBwadPn8ZkMikHZ2afn/FRB8BTbyzoXA8vUizk\ntYVnzWsoP6oS7UK5ZQPY194LjHcaLDN/xC0cMszryykbXuZiD/qqWe6aC9E33hpMzfDWjOcMgJWL\ntbZdFfeZ867cg1azcl+kbZqz5+I5ZTqgRLH2zKOW+spuWUZtNK6twWQzfk3xZfgPDM5r5/lnOmI4\ntra2Sv7eLoNb9vszSqwJe+ZB8wPKzim+vP59/LrJR8/tnQv7cDgsh/BhESzEy+Uy5vN50bTOL2JN\nzYy2pGhGp3dybXYOati6ZOJ64QzVbbUddXcax+e6+xST/M6Ya0yc4wRWDP4NrSbEOVVjgWM9sDJA\n8f39/bK/fDKZlH5gRvZng8Q4SHIymZQjqlwlmC1gjvo7uJQDUEZjpgvX54BjRHSq8rDyICj6ypZ5\nvV7H8fFxOef+9evXHevPAyhBSV4bK0UjUJSXA22DwZvHX3EGACf7+GReowHerRhM03zd1y5A57O0\neEiAgy5Ua/GZJ2rFgLC7VtuLl5kqBz76xud3/var5lfzXZ+v7rFbq2cBhvmt5CL6o++bxp6tW806\nMJb1+nZPufP6MDH+fX6mOAqYCjY/jipb8vzK1tnw2ArNStpWM0P7rNBRLl4zF+3kcfH4MHiQzTpN\n03Ry5SgY8yL3dIbA65B5xFkbKx0QkmkBEs79+e8+BOv2XgJ09q/Rsj5L3A8RsFCs1+sSQLJ1xB/E\nP3VppSFeTfvVIphZgCNumc6MbMuMhQSpML8ckTY6yMor4nbRzJAeV82qb4J2tpT8DubxuKHxarUq\nPiUorGma8sw3ntnmgpbJZBLj8bj455xYk2lAwI0yWY6l8nwt1F63vE6M34EuAmDkyuEnaO/+SdXa\nCKAcsOIgFNAjNfoOckbc1vjXkKKDtry4t90EUm9WhF4z4ku+hu9Mv5oRKOPs/eYPqEF4H54XESXH\ny6sGPR3Fd18I+2Bw+2giQ0YTjt9DLAt/tnoWehjbfngWdiuxzOhcj4Bny07L/l9u2TpnKM98a76i\nLZyF3WejR9wGr0ajUefpJG3bdh6kiVLY398vuXMeSpiZHPpsb2/HZDKJq6urmM/nJei1CeVssloW\nXgQb2hOARKFaKEAquFoIISlIdqQxV9aM7ITXzIrMtQfZBfG6Evfgvt4bYKNoFOVAqXlhk+J3e+fC\nzsRgfIjr88UNhSK6EBZr7Xyx87TZomcYyHW0DIkyXMrQ2AJT89lzgCv/3adQai0rgdq1OTXldh+s\ny0ogp7PchzeH8D0R8Bx7gYFNZ/bCs27QJLsspk+G6zXa5N/5ZaVaUxp8DxIAGdqoMF+7NbUCndrY\nzJeZ3r62NjbPOfeT+3hoe+e73qi9tg+0Xr+pa3YFnC1oxJvJwTAI/XA4LEiAvuzvR9weVmALUPN5\n+v6nWSCyZXfaDauSmSMLehZ6398BKj6DKfz/Q2nedw++IwjF2B0vccrt7OysnGE+HL6pJd/d3Y3p\ndFpSTvTvs+eAq9SJs3YRtyfb1BCOYzgZoVjJWgFbyEnFec4O6GGR9/f3O+t4cXERZ2dnhedWq1VB\nLjwQw6nhLISOI1jB2WB5/F4nQ3UHIXEr/Ow6+uxb59zey352opP+rOaP0Cwo2erYkpswGZrXfODa\n+PJ9a+OIiDuCbKu+6VW7Z5/gOujzRQR+0zwN8zOTOljnAyFYH28wQbiyK2JrjLLI77U1ztat9spr\nYDr4+6ww81ztNhiRoeyA/vCTDQ6uSNM0Zdedac74vE4YKAt7bR6ZFjWe/iIuX27vVNjX63VJp0FE\nQ0eKaawQiPYSLOLUD/vmFB1gTXh2W37OtRfCvqv9rIi6daUPW3RbcvvlOdpuZnHrWyjunZmjtrh8\n3td3DUnk9BeNcWdBj4iSxlyv1x0rGHH7LHbW2Ixqy04BFNVoFIoYrjork10xK1fmaCUELbwnH57K\nWRmEdjAYdIJ4rumn3j4i4uDgICaTSezu7sbBwUFcXV3FZ599VvbcswYudTYdvKaghYxG/F5zARhb\nRg78n1FGbu8Fxtf8n5wOsRWIuNWqMIetOYJOFN5P1sj+bPbpNtUTWwgtNIaJuRS2FmTK/mWfj+17\nZjSTF7GmyfsgXQ0uWtizQvOYMxytIRWvVY3ZDFG98aZt24IkrBRs/REgW+E8D/MJ/JCVQ0YJViK5\nlNYozYYACE+g7uTk5A7/eHwZddCyK8q8oKdjAtmVq1l2aPC1qo2PqDO6Cc/AvUAWbBifYoSIWybK\nBw2aoW0Ba4qmBq2yVXFuNO9uy4uWg3V5vn3QPjPHF3E9+v7OgplpYxpg1bMSZp+5hciWENqCpOz/\ns3fdDM0asyHIPrU3vDCWPjeoJgBGJs7ceFzEcki1RUQp/UUZudwa5Y5lv7y8jPPz8xgOh+W0nJpg\nN01TnvlGs2Bi4eFto08bJfpyfIrPzMs+0z+397bFlWZthqZ3ztICz/UO3PGUEaCkiZqFnXdDcbR3\nvsbXOjDntFSuF7DlqQl7tvb3MW+fX559WFuRvv4YlyE8AkdzLCU/vJFdYRYUHinteWGFScuBuKwA\nGS8uGnzB+Hj5YYe1eWVaZljPOhseY5kZy9XVVXls9Gw2K8obGE/uHhocHBzEN77xjVgul3F6elpq\n709PT4vyyMqcoFqG28wTmnhcNFwK3A1cFHjLKHk0enM+X197LxthchrMGjFDzmyVYEhHJQ3ZM2Nk\nYe9DFn2vLMi19Jr74B41lFC776ZmqPrQ3/Q10zi7OJ5HTntyvQUzK7BsWXlnvbCQPnHWkDPHNejf\n1t5xltxAJdCJqjSjMn6bDw6xMnH2AcHlOx+YwT2B9R5rjrcY9fiznKGpxSN42TXI/WS+3NTeqbAP\nBoM71sDF/xHdk1oyY7MFkdxuTQNmKIvVzpFyM1EmtK91LnZnZ6fklA3jLfxmLOaTEUP+u0/5Zf/X\n/WTBzdbev8nCaEGw0oLZTVuCnhSeEBy1EGU0QpCU/Q2cBHt8fBzL5bJzVBM+u/P0g0H3uORccGK6\nZmFkbgS0sHj0z9qBCKF/zujkPfPL5TLOzs5id3e3jH0ymUTbtvH555/fSVV6LvAF+XzGkOMSKBjG\n4iO0QL626Pwuu1R97b1U0GXmyM0Wh2vsZ7I4OeiULbuhKswScbeQoQYJazDJ732WvSbEm6zxQ4N1\ntD5Yb8Z/SMvWIaJbJAKNs29YiwXkMSEwMCwFU372m8dsGjIe5+IdP7ASdrNFzogFOI9QOACWaZyV\nKPdztofvUCIIHn16HH1upBW6A7s5RZjXPvNefm1q7+UMulrU2gE4L1DE3fQCvpajuoPBoBMIadu2\n7GE2/LHQe497JiBKCebAoueimfugk1tNeGk5X+vPrFQsmLW+a/epBeTwSy0cWFzo3rZtobPnijCz\nRnxHcGy9Xpe+Tk5O4vXr17FcLuP4+LgE6zJK4L75PhG3UfDaKT4OprHerJ0PPSGg6/FxAKZ5gLXP\nljciSnnvcrmM0ejNk2rG43G8evUqjo+PSwlw27YlNgDd4SHmbd/dfM+6Ofg7Ho87rgfrbyRCnGJT\nRP69CLs1c9aoGfrQLAyua7Y/ZyYFwlv4bfkhtAMgtZej7Tny/hBt+pO2+wJTDrj5N30tKxMHr2yB\nbO0iug+HyLEUIx3y2XxPLv3s7CyOj487J9zs7e2VqDfCjqKorQF+Nq6UrSIVmRcXF6Uv1obYAIJr\nQbu8vCyPjcq+vRWhaWuE0jRN7O3tRUSUvQEcgoFyIUDJefv0D52MEoxUzf+j0agcAmLeRbjZtIOy\n+9rk2SPu1g3DaC7YoMyxdgQvrVaJVWNoW4I+iGfi2qrnzyzk3McwjHvUYCnX9wUQPUaYuaala7Tg\ndxna2lXxbw1jPRcrzFwt5+u9Vx2l6tNeOKoKPxchzwoSa8f4a/MxCluv16XIxXNkDQ4PDzt1FnbF\n8rbbR48elWOsUHDEGbhfVgBO18GbTfMmWPz8+fOYzWYd9IDwwauM3VaZPjJtLCcUjTHfHM/wQZyb\nFP47j8abkf03E2J/O59F3Kax6AMrkH3wWoFDhtkZDhuS58qwbLny9yya93hzj1xow/W8Z9/XY4Kh\nan64FZrdk5pSyWm2iO4hnK5T4L4oRyBxDh5GvNntZuVCnhmofnl5GcfHx+XRTFSZsYPOvjhWN1cx\nGlrD6BxpZV7iIBRvvX316lUpeR0MBp2gKvD68PCwoBGs9YsXL+L8/LyTErPCIPLOWFEM0+k0tre3\ny1Fb0IH8fUSUWnrPMbtS2ZCwhrPZrONOrFZvHpzp9aWPr42wb4oYZysUcRtws5Jw4CbDrNrfvkft\nvn3X8bd/VwuGZIve1+emRciBmL7x3Nfuu0/fGKFr37W1tUEhRdyeCOPjqnxslSGqFWWOkUAHo4aa\n4vIYnFPPm0T8+6z0rMRs3Wsvfsf8sKpE+FEoOVCX0Uymvb/L9M33N1LJ4/N6bWrvXNipUsppFibB\noB01ZRI5z0ktGo4VAAAgAElEQVQAxAzBfbimJrBuGcrzO1t+w3xnE3J6pU+RbBLATa2moGrf5/tk\n5rWVdKow4rb6MMNeWxz7vxS7uMqNwxiXy2XZvYiwZ0XG2LzOg8GgnElAcyrNlZF5fhTeYF2zqwdv\nsY5Ydu4L3GYeOVXLPCmaWa1W5XCOb37zm+WhlTc3N2Xufr7dzs5OqTzkPbuBRgm20PbR2/b2BKGI\n6IyftQN19LX38nz2iLqfQrNPR3OAJWvLmqbjN7nP/He+b458Z4jcpzzuE8xNgZO+dp+l9v2cX65F\n9jPcz7GOnJq0kvOcaso1W/XaDsY+5eesh5mXMeWode7HG6esEOAVxkmQDOMCQrT/y+dZICO6MQPc\nkojbI6C9Xn0+ed6y7QCdA82+b+ZtryPXW9g3Wff3Ui5rjcakYbDsF0fUDwlgcjlKz99t296xxBF3\nrXv+vBaNz2OzRbeFf0jb5GLUrtmkmHJffVDQwmwr776sAByAwjpShOJAEPQ+OTmJ8/PzzmYkGNC7\nAv0k2lq8IQcCc2wjK+IsUPzNfRy8ImofcfvARu7FLkmXDzvw6rFcXV0V39xl2igdID1Iw+uQec/u\niWsP8rrX3KzMC187GJ81JosDYR35zFAn/yZPMENXrjET14hioc2CnseUhTy/GEdfe4ig931nxdb3\n25pVR9CpFnNEumYN7KMi5Ov1m/PjHQm3VeV56UB8xmBkZsXpjSrMo4Y4PI+MsDKKwWhwX7seFnYr\nCYQNy46SyZbU/v1qtSrny/v0Hf4mkMspu5yzxxhrwl7jXa9vDbXma76Wwk6013DNPraDECyAtz16\nwXPfmZB9MDgLe41gWRjyew3C1/pnrve12py+aMtK0QJP9sJlqhaYjJAQ2ouLi7JJ5OLioiCDiC60\nJXqf03WenwWHaw39GWtecwtCzUUxzzA3Ps+wmJZdBQt2jnAbDTl4SKaB58Dhs3v/fETX1ar54rb6\nNYNkJZjXNr9vag8S9qZpHkXEfxcRPxsRbUT8uxHx2xHxtyLi2xHxvYj4hbZtjzf1MxgMYjweF0ho\nuGi4x8LBcFxrWOiJZ6Jk4aoxhi1FFmLnZHOALisbQ/m+e9c0bp8m9u+/qAKwcGdh9/n5zjub2Ukp\nOR0FPOfhhmzzjLgtTLq4uCiKAPp4nXxfz5N7MPYaI2frZ3ckr5UtO/54jsKb7nyOW8I5+GQRau4c\nvLlarQqc50k6CD739Tpa0TqWYOXo+Xj+5gOvVx8K6msP5aZfjoj/rW3bfzYi/mRE/FZE/FJE/L22\nbX8mIv7e2//vbRk6Zr/LA+/TvoZatE2aMTcLd/7MhK31mTVuHvf7bhaYGqIwTMd6Gu6SNkMQ/fwz\nX9v3e+4R0aVfTXFllyH3VRP8GrNDfxeVbOKFmvuTf+Px5dgBgppp5SBhzQ+vrU2fK5h52+ilD9Z/\naRjfNM1hRPxLEfEX3w7kKiKumqb5cxHxc28v+5WI+PWI+Kub+sKyG7pYsxtuOjrKyxVsZggm6lNs\nTACIlGE6GrS2Q8lW3ArKv88EfojQ17Sv+wJGWhk9BKJlJrCQDAaDzkMPfcSUfwuCurq6KhaKc92b\n5rY81IjB68RnNeico9x8b8H1WtYUO/fyGkAzR9xJcbk/ry2IprYOo9GoCCm0iLh9FhuBxvV6XYpm\nqLxzgJjyXer581wZV655B1Vk9JJd25qgfxU++09HxMuI+B+apvmTEfEbEfFXIuLjtm0/e3vNjyPi\n49qPm6b5TkR8JyI6hz5A1NxyqqXPgvdNtiYYmQgO8uSWhbqmefsEfZNQ1jRxX1+1cX9Rgc8KDwb3\nqa+GxxG3dQxUqtnNygG0mqBm69c3Rv/dZ6U3za9GJ8NxAmV8Z8XRt65ck5Wsz7ejQUvvhMsC6Lr/\nHKfKY8jzc/WelVTeduv530e7iIcJ+ygi/vmI+Mtt2/6Dpml+ORJkb9u2bZqmurpt2343Ir4bEbG3\nt9eu12/q3ym5hJj2zdDehtU3NzcdX51rMsH43SaIjwa30DfN3dxyzUeP6Oa0MwP1wdVaeyj874Pk\nfS1fC7NAN0N2+jc05ZV9SlCHo+lZudjXtTXPadW2bctz/dq2vZPpqCkQIzunVLNfzhj7LDuCA02c\nMx8Ob59wc3NzUxCOYzhcT6bCW3e5hrRbRHR2X5qWzKNtb3cLQnunKh1f8eEfHjvz3NQeIuw/iIgf\ntG37D97+/z/HG2H/vGmaT9u2/axpmk8j4sUD+or1et054QNfh1ynA3Y8XQSi0PoI12dps6DXoLkh\noYNx/D7fw3A134//Gesmq52/y3A4f+/+EKgaXfg/IjrQ05sxstDa53Q0POJuxZYhZYaWjmSbzj7K\nC+jN73y8FwLs8bm/Gj9Y2HMlZV5ju3xt23aq0qiB51FP5+fnHaXovlx7kLMQ8DeVdF5rtrrabWP8\nKA6nSBmTU33QrRZ76mv3Cnvbtj9umub7TdP8M23b/nZE/JmI+CdvX78YEX/97fvfeUBfdyxyFjpr\n9Hyd+8n9bvo/4m7wJfedmSF/Vmv3Qc4vCsP7+rmv74f2c98YMlpBIO2/Zvjf128twEbzQRK+3nOr\nKU7PuabkapD4vjmbt/j9cHj7SCwjnhwcNKyuuaRE9vtch8yDCC/oobaRa9M8vgrLHhHxlyPibzZN\nsx0RvxsR/068ieT/7aZp/lJE/H5E/MJ9nbRtG4vFojz0zxra2y4Nm5i8o5eG/LXATyZAnyBn65NT\nbhF3swe0zCC1+/cpofsWJTOureYXEfSHMr+ZHAE3bASq5jnZkvM/62HkBUpBwHnEM4cnuv+ags8B\nP1tSCzrjNzoyfxiN2Ed3Dn0wGJSDJZumiWfPnkXbtmUH3+XlZdnGS1rSz22jz4ODg6IwfPwVqMIo\nBtrw+/y8QBRBnwLMhqyvPUjY27b9RxHxL1S++jMP+b366Q3I2MdzyxDlIUJV+y3/92nKGtH6rPpD\nte2XbQ9BLA9pjjH4s1q/Fvx8fY4F1Ohr98VrbIWVMx01RVRDYjUh5+/MG7U+Lexu2R1jvq77GI1G\nRaBNE8c5+L0NmBFMH5plDJ5rtuw5VZdp9FVa9q+kte3tAwIjopObrO0ld9T45ubmThoj+4m1Zgtd\ncwlYyBz59PX3IYe8UA+Bjl8Uhvc1BzA3taxogaE1gfG+b3x3Yiq2pLaIILWMvFxz7uf8cX7b8+fP\n4+rqqlTqMR52lpknnCVgLnkXH0ohIsrYvU7co4Zy4LVXr17F559/Htvb2/H06dPY2tqK+Xx+J74E\n/UGeTg1Cw9Fo1Ek315RVRHQCel6ziOgcPJmffpwDh5v46r08xZVoo30ehJKoO4vWNN0ngkLY+7S4\nha4PvrtZ2Pk/t02EfIiQ9/2OOXzZtslHzb5zTWGaWRy0Ypx9QgIUdrNiQOgd+EPBT6fTspEkIjpC\nzMEUzsLk55hzb8/LgpXdv1yXX6PXfD6Po6OjzsEYDsZZ2ZiffM/BYFBOQaahaEwDxmel5bG67h45\n8Vr07U6stfey682WwmWMvHtXlglqpunzPS3UttAshDU7Am20QOqIsfre9pezxc/lmL5HnyLIaaaM\nTmrw2n9nX3mTwujL0dKfBYmIOb+jgg4mrs0pIxtqKlzA46ozaIyS4IhxrDfRbitgxkH/0M2HWDJm\nxubS06a5fUS4+6UZaWJB5/P5nY0yW1tbhYdznp35E8X//9o7txBL1/Su/9+q6jqt6uPezp7tTDAj\nCcoQ0MggE+KFJBHHIOYmF1GRQSK5ERKDIBm8iII3gWDMhQQGg4iIIxkHE0bwNM716IwRjZmMiY5M\nZrP3HHan+lC7eld19edF1f+r3/rX8661undPrWp6PbBYp+97D8/7HP7P8x6+7e3tcXmx5df3Wd5a\na+NpR4TtvCZnZyp0OM9hLOUMOkL5FJiM40z+jSeGZrl+5VE/rsfWkklAkgeN92RMyXo4TeQ22gtx\nc0d18goHLeuuDAjfSfTOVShj48oHYfJe8s+KduPGDV2/fl2SxrHiNJwNARFXxp9WFh9qYQ/lek5O\nTs+n9zFkPlLKL/fHRtthgEMBn0pjA8DpRSuJz/mnk+ApM7kFlbx0+X50sxGG73M7PYdOfj558kR3\n795Va0137tzRq6++OvJ5GM430Pj+tbW1MWTx+D9+/Hhqu7ANHJ+gQ1nsoS7SUra40msnvMz//Vsv\nNk/l8W/zIE0F052UybYtSrz+WWH5Im3v1VlRenMrf1VOGo2e56gMbYY/XIrMRJMVj2Xbe3G3GJWd\n17EtRGw2unmNfyOiY5t7xrfiSxUe+J5ZYWU6AIYC1TgkUmPWvtKJ6ntFS3lIBDuZnqGKq31NtXNJ\nupj5rRjBMgnzuTjjeVClCPneU+ZU9EWUntdw2ikND2c7Kt4xwUR+Gq0w4eZ2Jh+p2Iz/7Xk9nvbQ\nXlIqaQzdfFCk72Mf2SfLAhXIkJhJM9fjhS2c1trZ2ZlaP5AokHxg0o+ojQldKqn5tL29rZ2dnbEN\n3ljEpbRMsOV27tbOD9XkgyYTZVZ5qKSlwPiEHtJ8j1YhAH/nfwm7ewo0S+m+UzTL+j4rEphVVs8T\n+7f0IhUUZFiRXp9CxuWuVHqe7sMyrIh++qljVhukCvVl26s+EfZnH00Z4qWy9NBNxSPfy6lKGggm\nEHN2KZcIV3X7fm7QIWX7ZtGlK3smishwqZ6Lp9LOSkwwSZJZ2J4F7Cn80xoDhwDZllmDk9QzULMo\nDZlhekLBrINenHPFudOQeQjDb/LTBtb1M4llT5XExKwTbc4pENk53qa3zF1vN2/eHA+aHIbTLL6P\nifb177zzjt5++20Nw/my3N3dXU0mkzFZJ51nxH1wpq8nGYFQQatZHPPd9w/DMCYnKZvco0FDWIW8\nHO8K7fSM4Nj27j/fAaJ1M6V17XkYUwVDpYsHIfYWa7iMeZDnWfv3LB56lpdahBIxsN+Em9I0nxjP\nMmauYKqvp4LbGFABOa/d65sNjXS+g8xJQGfxrQiSpqBtbpLa29vT3t7eWOa1a9f02muvaXNzc1T2\n/f39cQOJYfPu7u64/t284XHQTiATJZAf5nuGnzku3FPAZbf+v0IhrCtRTi/MW0TuLl3Zc3PDrIQI\ns9yEiL5uVgdnGQzp4kYW19Oj5wH5Kxg/C2o/CzFmZ5lpDOm9E8b7/ozxuasr+5Cxvvtq4fZ3Cn2u\nj7eBYxzsstwGl2UP6fjf8/LcRm1iPWnguPnKyMRTcFRGevFeCOn/pemHcThv4GtsPHNBkI1oogeO\nV2VQFqVLV/Z33313arUcB8HC4Ok1C25ebyF6GgWpmLKI1+dA98IH/7fIYPTa8TwoUQ49qP+3t+OD\nAPOEFRoAC7wVhIpk3vAervZyUomLSdbW1sbEnJWTqIMhQMoGx92K4cMfb968qZs3b47TUzRInLLy\nvLgTZO6/QwlOF3qqrZqTJ0/JK19LlOAz6ijPPAgjZZ2GxTrjGD93+z0NLe2JMKZ5MWxa0VnQ/Gmg\nb689LO9ZvHnVBmbJq+t79b8Xyr5VvKtiehP/q0Ksp2lfFX9mKOHr2F4aLSs3D4LIxKD5nIpsZWFy\nzIbLRoxkg0BDxn5U/Uti+JPGNO9LaM5Xjhl5eKVhfMIiJtIqZqQ1pedg520Bk1EpZCYKe08J2eZZ\niu96F1WAHuzLPi1KqTT8ntdQ0KlI9CTcfWjv7DalcmZsyTCFsTehOXn5+PH088/MC68yy6Tdzs6O\nbt++PZUM85HNTtIdHx/rjTfeuPDAQz/tlOGGjYPhvI+SShTDdtOoSNObXap42kk5Lk4iv3JhF5El\n3zOkypxID32Sljr1Jk0L/zyvTyGmYGVHZyk6y3qv9LSK3itjXv7hWcrs/WaBT69OAfR1/j2Nbra3\nMq6c6+baBsaoVqpEC26jV6cZ6nstPdu6vb09wvZhOF1hef/+/akHH1YowQk8GjAeNOF+pde3cqe3\n78F8znRkcq7HR3/O92dFm6ZLVXYuc5RqqEZrlwbBjPM1CXdMPSuX03yzGLcoU59G4StoPaveRTw9\nY/P06NW9RAC8xqiLRkE63+TCeJFLe/1Oz0/+crvnZDIZ69ra2prKHbgsel0+I21jY2N8DrrbtLa2\npp2dnRGOOz/hqTMqImP2J0+eTPWHe/fZdqIRoyKOs9GEd2My38RTZfKVyCiV2P2nZ7fMM0HtcZoV\n3pIuHcZ7kJkcYiNzr7M0vUrKmx4SWi1KvfnRWW32e89IUOEXoUQzqaAU/GxHxv+zYvAKPTFuJRR1\n2cwAU1mtXA4H7PXouamorp+La6yY/nx4eDievc5xtMHguvlr165pb29Pk8lE6+vr4382BH5Ig6Rx\n7XmuZycPKGdUdo41+88z7u1oeEac1xRw+7ZXHtrAUuE5dlX4lLzLQ1VSuSs5Srp0GJ+UFo1Qj5aN\n1q63KCaFOz9TYZnYuSzKwVnEE1eIIb1gWvdMAvH+vLZCDVZoCxeXwGbMXuUHiNaYkzEZQeTYcfz9\nMApudZVOt586Y76+vj7uuyd5114u4c1QgUk6t4vI020ZhmFUXMogw4nkI+N7GgMa2nRsyY9ZYWnK\n+CKh4FKUnR6ZHiEVmoNopfSAJdxKgTYlE3LtdiZInpWyXW5bXkMFyYFL711Z6kQQLK9KcJJPVmI+\ncom8MPkae0WXde3ate5mlazX02wcV/aTCTz2zYo6mUz0/ve/f+qae/fu6a233hq9sOP59fV13b59\nW6+99tro9ZmtZ2bcZTGEMG1tbY3Knjy2AfM0nj1vb7x9OIf3w5+cnIyPdz48PJwKGXJWIWdC0iD0\ncjLVclrSpSt7ximLxM00DtXGlRToqj6SmUb4+jypipMrqqxxz0D0PDA/VyhhVsyeRpH15bLUKsHW\nC22qGNQwlkaH/c8y6ZXdbiftPE8unR924lhZOk+iUcZ6sNeGKpWpx0vKDpUzybLKk2ql8809Nn5u\nA3NQOVMyS08W9erSJSv7kydPxsUKtrhbW1tdKMqlkZ7e8H8e3ErwpD6UJ7R6Xl7ddfSUMq9ZZLqP\nntCUCEbqr8FnOYmemB02L6TpZalEHVQG6Xy9N2FoojAfyeQ98o53rZgZv9KDHx8f6/DwUPv7+yP8\nffLkifb398f95blbjEphdFCdm5DvJycnF3bEZdxsXnKajQ6CxsvXOL9w/fp1Xb9+fcqQ3L9/f3wu\n3MOHD6fGyp8Z/3OMudc/jeYs2ZOWtFyWljEzvNU8LpdOGiJyBV0PSvUYUAnoe+1XVUflOfO+RSzy\novXP44d0vjWUAp18yukhenjpPKHXO//MCufrrKyPHj1Sa+fPTU/E1tr50lAr/Nra2mgcvLLNypwQ\n13W7PV4Pz0x9bjyh8SXEr+a1KTf2wOmk/L+3tk4mE926dWtcLSednsrzzjvvjI+5Nm+JanzQxzAM\n4xRkro9Irz4PKS/l8AoqfWVx8zcqv5U8l2ySAf6dUJDCyI0yVeyfSanM4Pu+SlFzXjYFIpNnJnoK\n30MBJh+q6bMsz0SUxBg9ZzuyHS7LR0M5XqX35150ngPHMWmtjeiN3t1leRFLohkrt/tr/jleZqjh\nthhBcImu+0QFd3KO04s2NFQg/0ae03Dw2KjHjx+PuYatrS1NJhPt7Ozo6OhI3/zmN6d48uDBgxHx\n5BNxiKhcz9bWllpr43P32L5Fvbq0pDPozLBM2rDx0sWHAXqqzjCRyQxuaPDgMZni3zzAhPCVR6LX\nytkB6SJqSCPG+niY4iy+mDzIFfKo5tOrtvndApoJOXo4K2E122GFs6JJGuNmCzuVnYrrMre3t/X4\n8fkjjq9fv67d3d3xUc/sv9t+fHw89SQV89ptYP+dsHPiK5+R7lDFRsH8sJJ5/Tu30HI8k+9+PXr0\naGqF3I0bN3Tr1i1tb2/rxo0b2tnZ0d27d/Xtb397KqnodjJUzWSfE6Lr66fbcd1vLhSyDC6i6NKS\nVtBVHqmKtyuhpWVbBAJTkfN9UUaZqfa2VfszR7CotZ113XuB+GyrhYpoIDPqpirh5DZW00NW0swd\n0DDzGreFu+F6ZfMzxy3lw/U5PEiFIFXjXsHhfOc1aUTsJHgarrPu+cx2hyhcL5/hko0QHcbTJHl7\ntBRltxDmXKVUP13E93EVUzXNQG9SKTIFizE7Y9EUgmxDL/Oa9VTfZ8XxqfSEcSl8Vf3JN/KICTny\n0NfwevKJSmiB5nZQHjzJ34dhGI9gcuwqna8TdxwuafSqTri5LVTqRBs0/ObJ0dGR7t+/P6X0VVxb\nZdFTmaj0zg3Q69uI+eGkRpCbm5vj8wnv3r2rd999V/fv39fdu3clnaNJogTuSmT9nv/3FJ75l1Cf\n91ShHelKLKrpCXMvnqeFfRoYwzp79ZORqXxpgU2Mr9le6eL+51meM39jOax7niWv+MRX3l95NvKC\nXiahpqQpw+trqnCD7anyB4TPLotlkhd8d5kOK2YJPRV9lrwliqvK4/SaFd5le539o0ePxsdcefwr\ndJrvNC5c7dijRbz7pWfjndSRzudDpYtH4yYRMtrD8voUNnqD3AbJ++h1eS/bbMqs7SyPXzGfA06v\nMkuBKyNTGQ965pzZ8DPK0rtnPZngtNfiFCg9uuN+71zjNJ6VfWNjQ5PJZIS5Ts6lkjO84P73ngFI\n45THPXFZKeshNKbhSQWkAfF9bruX6lpOzN+1tbUx4XZwcDAeLskwKBFKJSs0Ch4/jmkaiVkGibS0\nk2pyEE3V7wkrpenHAlfKR6+UcDSvrQxNz+r3+lV5Hn6nYFaDW5XJQewZwCQqObd4VnPbVZ2Z+OO0\npzT99BdniQnPeeaaF7z4N1+fZWb9fM0zhLzPRinnwSk7jqkz1KGhSIWisntFnK+zQeCDHYdhmEpi\nZjm+zuFA1Sf2y4aM5Sfyu3KeXZr2VCYORhWT9BSwospbM8vs77TePU/eKzevXUSBs0/S9DPYe/xY\ntP+V4HPKLRN0Lo+QNoWJgu+6e6FTehcm46wMPaPl66Vz+EoFdPxaeXV/5tg6aVYpBGWD/SRkTwdC\nZeesgTPqhOpc8SdpCslwMxHL7sk+eUmE0kON82ipy2Uri8dO09qmgOV/SRwgW3tpeiAJT81EMrvy\n0FVf0hvO62tlGKr/e4t+Znk6eysnzex16TV7hiUVyqggBZDtqhSPBsdTYlXyryqDOyEZs6bBY9jh\nsXI/GDvbyNmL0oia7OmzbPLIC3lsSHgOvKcQiSqYmbeR8DQwF+1YPr0nn2EGpwmdrPMUYsoMeduj\npcyzc2DyO71LUqWIlUImpGY9JgoJyQOdilYJqNs5C2r62kWp6lsPrs0rN5V6Hs3iPYWrguDkTxpl\nw9AUzvxMpV2EZ2lE02kwJqax6xma7Ae/00HksdvmCV9pMNJTs23JO27a6TmYihfz6FKVfX399AAD\n6Xx6wYtjcglixRAygGuW/R9j0Z5nZ2KGa8OZAyBZeDLOTEFKooAxWcR7q3v8njEnrXlCZvKhyj8Y\nQuamkixznpJ7zDgVZE/vuNxttcAeHx/r3r17FxQxja8/Z6xeGRH+ZsVKuMzyvIGGbXMbKGdVe7hB\nRTpft08Yv7m5qd3d3an+M3RxO/0/QyqHcgw9fF0mmCnr7D/pynj21trU0zczIyvVD6yryslXBetT\nAXi/NL3wpLKgFUwyeX9ztrEHpRbxwtV9lYeqyss+Z389R54xX5Xdzb5m3VzzXgmz3wmlDVU5JlU9\nzFjnGGd/K6+e4aDbzpwAjVH2vfLqjNMdmvizy+I++ArN+PfKcCfvZxnx5MHT0NKe9VbNc3rlERe3\n2JtkvFUJWVrFnidIz1opcwpaJlBMswbIxEGvvDr7mn3L6ZZq+o8bU7hcl6jExGWkTOIxBq4oeZkK\nksnPTLh5WSrj2Mqr+nf333VkNjrvYwKNkD2VigavCkfIUyt0LqFNg8l6Ce1Tscmn7D/HgPd5XM2H\nnlNYJOxZyumy/G4iZMkOWdlp9bkOfm1tbTQSLncWXEyFn+VpetfkoM+C5r2prqo+DjjfU9nZV/LB\niuT2ZfbX6xyoELm3PNtVGUOXQcPE8XU7XYdhNk+QcfLQ9/ud7U9lTUXgOKeTqF6E0LnGg/21jDBU\nSRSY92c7K9RJp8FpULctp6ZpxDhT8bReXVpSNt4CJk1PK/j/Cp5xS2wllL3MdU6tmThQfPW8eA82\nu4z0OFW/e/fPun6WxU4lTK+bylytG1/EI7BNVIBUIo+T686torw2t55WPGH56S1NlUGnAvmelBvW\nybEm3xPtuBx6cUJ7w3ffy1xNrkIkCkooTxSQuvBe6NIX1VhYuJIrPWZ6Cx64Z4vruIkD2YtpKmsr\nTZ/5Tc9C4+A2VxnSyoskQqCgVqEH3yVdgNTkCeFthhlEEFTyPMaYK+kyXp8VE/oaJ7vyNyMrP4zR\n21fZ3lR0f29t+imurJP9SqPmsacCUgmJgrzNlhtwXFZ65lwjYOJjmTy/ng+hcBi1s7MzdcCGk3BV\neMk2kyep+Bm6UD4WMQRL8ewpuIR684Qv4yVeZyWa5V15LSFgL8Y3VdNxWT/ryc89D/o01roa8CTW\nx7g1vXGGMT3iWFTwWboYUiWczd8zT5Blz2pLjhHHLpU9eZfGuup/IhZekwgxr+0hh+QflbS6Lnnf\ne+e9iyC0hZS9tfazkv6GpEHS/5T01yW9LulTkl6R9CVJf20YhqNuIWiYG8zpLx63k5n1hPi5GoyD\nUM2j5tpu35MrmyoiEzMkyHt6iccUhHmWOFFIBecSpbCefAqJ94YbZjJWNHIyOcasoP4wDNre3tbu\n7u4Yg7fW9PDhw5GffqLqwcHB+Fw/T6+6bD/txfVlrqFH5Ie97Obm5ng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XUcblcPPTQQwQCAfr7+wmFQqyvrzM+Pi68ut1uZ3p6mg8/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\nM3bGzvj/1diZ7DtjZ3xCxkcx2b//Ebzmb2p8nK8d+Hhf/861/5rjvp/Zd8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6vOowsHnZVrW6/VKPTvLmtn1RbWcajhgRK/3sqK8L1rN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O+P8SkZDJpnVJdJmd3d7dFexiUsODxOpiZmdHFixcNP9ja2srre48xaktLi/Wiw3aMw8EN5aW9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size 432x288 with 1 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DtZkAWdxrtuBGoTcrTEbE1IaCoLOntq47RA83OLNI6BZ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\nXgcdEzue9biuwOflwN06IewAfwg7Ak+qypFqt0YMz0nH219JFwU0zrOn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SZLU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\ngdRD07BEjxALwgaUu6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icueZ14QIjnNF67iK5VKqNfrXrupVCopac9r1/Cn7gJE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\n1+te2mvcX+P5URSh0+kgiiI45/znul20qvP8zPoCjkr4nOxnGJZIVlWm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FpR8KKWEJj4DElxJ3mq1sLu7i06ng62trRmyV1VVdwRM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\nloCL8vZfRSwi2d8E4H8DeEtK6Tkzey+A+wD+eUrp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size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]}]}