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@stared
Last active April 2, 2019 18:24
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TF playground like plots (cf. scikit-learn comparison)
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Intro\n",
"\n",
"Unlike most tutorials, instead of using plain Python and NumPy, we focus on PyTorch. That way you can use the same tool for training yourself and training networks!\n",
"\n",
"Of course, both Python and NumPy are indisponsable. \n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from sklearn.datasets import make_moons, make_circles\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"import torch\n",
"from torch import nn, optim\n",
"from torch.utils.data import TensorDataset, DataLoader\n",
"\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.colors import ListedColormap\n",
"\n",
"from livelossplot import PlotLosses"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"X, y = make_circles(noise=0.2, factor=0.5, random_state=1)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(100, 2)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X.shape"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dtype('float64')"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X.dtype"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(100,)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y.shape"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dtype('int64')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y.dtype"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"X_train, X_test, y_train, y_test = \\\n",
" train_test_split(X, y, test_size=.4, random_state=42)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x1a2c3fb7f0>"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2eb31c88>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cm = plt.cm.RdBu\n",
"cm_bright = ListedColormap(['#FF0000', '#0000FF'])\n",
"plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright)\n",
"plt.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, alpha=0.3)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"dataloaders = {\n",
" 'train':\n",
" DataLoader(TensorDataset(torch.from_numpy(X_train).float(), torch.from_numpy(y_train).long()),\n",
" batch_size=64,\n",
" shuffle=True, num_workers=4),\n",
" 'validation': \n",
" DataLoader(TensorDataset(torch.from_numpy(X_test).float(), torch.from_numpy(y_test).long()),\n",
" batch_size=64,\n",
" shuffle=False, num_workers=4)\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')\n",
"\n",
"def train_model(model, criterion, optimizer, num_epochs=10):\n",
" liveloss = PlotLosses()\n",
" model = model.to(device)\n",
" \n",
" for epoch in range(num_epochs):\n",
" logs = {}\n",
" for phase in ['train', 'validation']:\n",
" if phase == 'train':\n",
" model.train()\n",
" else:\n",
" model.eval()\n",
"\n",
" running_loss = 0.0\n",
" running_corrects = 0\n",
"\n",
" for inputs, labels in dataloaders[phase]:\n",
" inputs = inputs.to(device)\n",
" labels = labels.to(device)\n",
"\n",
" outputs = model(inputs)\n",
" loss = criterion(outputs, labels)\n",
"\n",
" if phase == 'train':\n",
" optimizer.zero_grad()\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
" _, preds = torch.max(outputs, 1)\n",
" running_loss += loss.item() * inputs.size(0)\n",
" running_corrects += (preds == labels.data).sum().item()\n",
"\n",
" epoch_loss = running_loss / len(dataloaders[phase].dataset)\n",
" epoch_acc = running_corrects / len(dataloaders[phase].dataset)\n",
" \n",
" prefix = ''\n",
" if phase == 'validation':\n",
" prefix = 'val_'\n",
"\n",
" logs[prefix + 'log loss'] = epoch_loss\n",
" logs[prefix + 'accuracy'] = epoch_acc\n",
" \n",
" liveloss.update(logs)\n",
" liveloss.draw()\n",
" return model"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"`"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"class LogisticRegression(nn.Module):\n",
" def __init__(self):\n",
" super().__init__()\n",
" self.fc = nn.Linear(2, 2)\n",
" \n",
" def forward(self, x):\n",
" x = self.fc(x)\n",
" return x"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"def predict_pytorch(model, x_numpy):\n",
" x = torch.from_numpy(x_numpy).float()\n",
" return model(x).softmax(dim=1).detach().numpy()"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"def draw_prediction_map(model, with_points=True):\n",
" # class 1 is true\n",
" Z = predict_pytorch(model, np.c_[xx.ravel(), yy.ravel()])[:, 1]\n",
" Z = Z.reshape(xx.shape)\n",
" plt.contourf(xx, yy, Z, cmap=cm, alpha=.8)\n",
" if with_points:\n",
" plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright)\n",
" plt.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, alpha=0.3)"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10ec85550>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy:\n",
"training (min: 0.350, max: 0.567, cur: 0.567)\n",
"validation (min: 0.275, max: 0.500, cur: 0.400)\n",
"\n",
"log loss:\n",
"training (min: 0.684, max: 0.793, cur: 0.684)\n",
"validation (min: 0.730, max: 0.756, cur: 0.731)\n"
]
}
],
"source": [
"model = LogisticRegression()\n",
"criterion = nn.CrossEntropyLoss()\n",
"#optimizer = optim.SGD(model.parameters(), lr=1e-1)\n",
"optimizer = optim.Adam(model.parameters(), lr=1e-2)\n",
"\n",
"model_trained = train_model(model, criterion, optimizer, num_epochs=100)"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2e427898>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"draw_prediction_map(model)"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [],
"source": [
"class Hidden(nn.Module):\n",
" def __init__(self, hidden_size=3, activation='relu'):\n",
" super().__init__()\n",
" \n",
" act = {\n",
" 'relu': nn.ReLU(inplace=True),\n",
" 'sigmoid': nn.Sigmoid()\n",
" }[activation]\n",
"\n",
" self.fc = nn.Sequential(\n",
" nn.Linear(2, hidden_size),\n",
" act,\n",
" nn.Linear(hidden_size, 2)\n",
" )\n",
" \n",
" def forward(self, x):\n",
" x = self.fc(x)\n",
" return x"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2e49d898>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy:\n",
"training (min: 0.450, max: 0.717, cur: 0.700)\n",
"validation (min: 0.325, max: 0.725, cur: 0.625)\n",
"\n",
"log loss:\n",
"training (min: 0.529, max: 0.724, cur: 0.529)\n",
"validation (min: 0.623, max: 0.761, cur: 0.645)\n"
]
}
],
"source": [
"model = Hidden(3)\n",
"criterion = nn.CrossEntropyLoss()\n",
"optimizer = optim.Adam(model.parameters(), lr=1e-1)\n",
"\n",
"model_trained = train_model(model, criterion, optimizer, num_epochs=100)"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2969d6a0>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"draw_prediction_map(model)"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2c130128>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy:\n",
"training (min: 0.433, max: 0.967, cur: 0.967)\n",
"validation (min: 0.400, max: 0.875, cur: 0.850)\n",
"\n",
"log loss:\n",
"training (min: 0.132, max: 0.736, cur: 0.132)\n",
"validation (min: 0.374, max: 0.785, cur: 0.435)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2f607358>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model = Hidden(6)\n",
"criterion = nn.CrossEntropyLoss()\n",
"optimizer = optim.Adam(model.parameters(), lr=1e-1)\n",
"\n",
"model_trained = train_model(model, criterion, optimizer, num_epochs=100)\n",
"\n",
"draw_prediction_map(model)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2c187898>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy:\n",
"training (min: 0.433, max: 0.917, cur: 0.917)\n",
"validation (min: 0.400, max: 0.825, cur: 0.825)\n",
"\n",
"log loss:\n",
"training (min: 0.274, max: 0.754, cur: 0.274)\n",
"validation (min: 0.338, max: 0.808, cur: 0.338)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2f3138d0>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model = Hidden(3, activation='relu')\n",
"criterion = nn.CrossEntropyLoss()\n",
"optimizer = optim.Adam(model.parameters(), lr=1e-1)\n",
"\n",
"model_trained = train_model(model, criterion, optimizer, num_epochs=50)\n",
"\n",
"draw_prediction_map(model)"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2f930a20>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy:\n",
"training (min: 0.433, max: 0.700, cur: 0.700)\n",
"validation (min: 0.275, max: 0.675, cur: 0.500)\n",
"\n",
"log loss:\n",
"training (min: 0.601, max: 0.891, cur: 0.601)\n",
"validation (min: 0.664, max: 0.897, cur: 0.664)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2f73e390>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model = Hidden(3, activation='sigmoid')\n",
"criterion = nn.CrossEntropyLoss()\n",
"optimizer = optim.Adam(model.parameters(), lr=1e-1)\n",
"\n",
"model_trained = train_model(model, criterion, optimizer, num_epochs=50)\n",
"\n",
"draw_prediction_map(model)"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2e440710>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy:\n",
"training (min: 0.717, max: 0.883, cur: 0.867)\n",
"validation (min: 0.525, max: 0.750, cur: 0.725)\n",
"\n",
"log loss:\n",
"training (min: 0.360, max: 0.595, cur: 0.360)\n",
"validation (min: 0.470, max: 0.661, cur: 0.470)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2ec97a20>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model_trained = train_model(model, criterion, optimizer, num_epochs=50)\n",
"\n",
"draw_prediction_map(model)"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2c130128>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy:\n",
"training (min: 0.867, max: 0.917, cur: 0.917)\n",
"validation (min: 0.725, max: 0.850, cur: 0.825)\n",
"\n",
"log loss:\n",
"training (min: 0.227, max: 0.358, cur: 0.227)\n",
"validation (min: 0.390, max: 0.475, cur: 0.418)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2e75c8d0>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model_trained = train_model(model, criterion, optimizer, num_epochs=50)\n",
"\n",
"draw_prediction_map(model)"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 98.6 ms, sys: 4.24 ms, total: 103 ms\n",
"Wall time: 89.9 ms\n"
]
},
{
"data": {
"image/png": 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RpINdQOJh3Osn7vUveJ5i+RRFAQghHgT+CtCBL0spPzPj8XuA7wBtE4cel1L+aTHurSgeJZFxfPEoMV8AABuwDIOK0AhRX8ma7cYK3bWbLXv5tW9+hBcu7MbUbWxH49fvfZJP3PXCstewkoI9nyAPhQQSCJbIOQ064Qsu6j4yFppTadgXjpMOtuD32giRqwzyKYJJ19BMRTBQXkPdUO8sMR/2l6zbAsXNzLLfESGEDnweuB/oAt4UQnxXSnl6xqkvSikfXu79NhQT7pmm/g4k0FnXwnBZ1borQKkYG+Lw2aP44xEkmQEdbU07sHUDKTSQYFopknrxfafFdMn88v/6aV64sJukZZK0Mn7/zz19Py0VIzx04J05n1eocC+GYJ+LSWE+Pg7PPScY6M98RioqJffcI6mcpxv2ke755+a2Npbk3CObVApee01w7uTNSAllZZI7b0/RVDd9TuV1mf9nKoJ81sDpHQepGhtCt2106eAIgSM0ju+5ft41KtaGYqjkm4CLUsrLAEKIbwDvB2YqgE3HoXNv09zfOdXhsXGgmysN29bVjFN/LMKtx1/OKcApD43iaj/L6e0HABBCTjVqWyyFCPiFhPtozMcbbTWMx73UlY6zo3oQnyvX1TAe9/Ljs3tJWbkB33jazZeOPMTP/Ozcjd2WLNgTCfRv/Av6d7+PLC3F/th/xrnj9qnzFrNDP9IdxrbhmR+4SKcEpeWZOMZAr+DU1+G+9yaZqxhWaHNvKKQj51UQb75oYoR91DZ70HUIh+GJH8KHPngdwaDEaD829frMVAT5rIGoL8AzN93Ptq5LVIRGCPmDXG7eQcwbKPi1UKwexVAAjUB2qWUXcHOe824TQpwAuoHfklKeKsK91y1loVGa+ztzBKvh2GztaaOjYSth/+LM95Vie9fFWUUxOhJ/LIo3HkVqGjG3b955vAsJ+eX43PvGg/z47F5M3cZjpDne1cSFgVo++lELv2e60Ge8pwTDgFSe2p/+8ZKChHyhO3bhC0IyievhBxFnzyJiMSSgP/VjrN//fezf/u2pcxfanWczOqwTiWjU1E2/H4FSyWCvxtCgTuOWxRcvzaccomFBV7tGdV2ctolauZ2VXqJRL5d7PRwOjk+9JpOKYNI1NJ81kHR7llS4pVh9VsspdxTYIqWMCCHeA3wbyJvcK4R4DHgMoHoDp2vVDPflTLaaREhJzXDfulEAJdHwrGpiyBTglMTC9FY3MFJalSPktVSaurdOUdbWiZCS+Pg1jD10N45/+dlC2e4YKeG5F7ZSv0cQ8GYkex3QN+LlfMjg5q2hqXN3Vgk8bklsRgKKrjncdY9cnHAvgI4v/AM7zpxFi2dm9gqAWAztv/033nrwf8OqyPhs5hPAM0mlJhtVT/P0uUGiIyZXPBHKe5bfvuDRW6bfyFQKhC4Q2sT7L+HicJxQVLAz5J56LSZjB4tRAoqNQTEUQDeQXWnTNHFsCillKOvnJ4QQ/1MIUSWlHJp5MSnlF4EvQiYNtAjrWxOm/ee5uzYpxLoKhg2XVlIRGkafYQVoQpK6ZSclwRIm6zjLdu8AR1L3+a9hDAyj2RkF5z92GndbJ72/8TEw5ncVFeJvn9ytJ5IaIVFLY0My9xo+jY4+wc2HcoOaf/mZBJ/6P0xi8YwYNQyJ3w9/9HuxHME+Pg7JJJSVgWuGYVPojn3vU0+gx2cPbJemSenRNxh54D15n/fV1+aWjqmYxsW2cnyjFmIiiioluDSNyiqJz7W8z00kZeXc37YE1dpOrDQYJlPaJx6HYT3CkW6H1sYShC84SwlAxiWklMDGphiS6E1glxBiGxnB/2Hgo9knCCHqgH4ppRRC3ESmZc1wEe69bumuaWRv26lZY/4AeqrXT6Xulabt7Oy7jEympnafjq4TO3QNvtbDzNzTuy+3YwyPTgl/yKSP6tEYvlPn8T76wXnvtyh/+/ZDaLUeEhUOZtYnNTYuqKpwsFrqGR4R/MlnyvjW4zqmCQ+/12F4WNDVBXfc6fA7v2OzZUuAI91hkkk4+qpJf7cGAnQdDrWmadkxrfwK3bGnK6twNG2W+yxtOXy/K8H5eQR9YC5B7oLmXSn6L/pweW0cB8b7XdRsi+MNLn84zaz7uuCi0UHvGyWYXod79lQQCWlUVjs0bsl8cI90h/MqAci8l/mUAGTiAkoJrH+WrQCklJYQ4pPAj8ikgX5FSnlKCPGJice/AHwI+GUhhAXEgQ/L9VyBVgQSHh9vXdPK9WffmurNI6TkyP6bltXfvBjk+uw99N/2KGX/8QKeC21It4vwbTcQvv2GvM919Q4i7NnCSEulCdoWaQoX8gu5ZUxfkGtvFBx5U1DfkBHYySSEE/CuVoek5uXO+0y6ugSWlXmNv/0djT0HLL70g3GEgAFgYMIePfGmi8E+jao6ByEgnYa3XnURLEtRUZ37cUwmoa9L4xuv9OMNWgSqUmTHwVsO/gS//a1/w51V9OQIQdIXoPdgK4ElpszW7YoTqLA4/qNyjv2gCqTAcQQN10T5yd/sKFgRhAZM3nm6gsiwyZZrI+y6ZRzdnP2V27LDpqIsQtdlk1c6BvmZ+yrZst3OWASIqSDyXEoAmOUOgowiUEpg/aMqgVcYw0pTPTIAAgbKa4vS+XIpZAv9xQRlZ7ps9Nfexv3fv4SI5/qjpdeD/Tu/gvzAg1PHFhLwhfjbX+8Ic/akzqUzBlIKTJfkwA1ptmxz+NG33Xz2j/3EY7lZ516f5LP/EOJQ63REOB6DH33LTWWNM5WF+/S5QRIhnWBtkvp90alzk1Gd9rdKsZIamiExpY6vzGLbDWGMLCF6y1P/xk995S+xDQPhOMQDQb7wx3/LQNP2Bf+u+eg97+Xf/2QHVnL679J0h9odcR7580vzPDND+/EA3/uLFhxb4FgapsemtDbFI//XRUzP/N/3yEQUPTtWIJ3McybTSWUs49GdVAKTVcX5qojHzislsNqoSuB1hGWY9K5Rc7alCP18PvqcHf3D9fDFbyJT6SlLQGoa+AOkf/FT4J+u4CxEwC/kczdMwYHrHfYcSJFKCjw+SWZzLThzwpgl/AFSaYevPzHOPms6xJSM6ly6XIZ/bFopeA0NzSMwHDPHPTJ4sgS3plFWM7nbdggPmwx3uqndPq34Xrv/Q7x9x0NsPXechC9Ax84DBbU6yMeTT07vqDufuhMrN+yBY2v0XXLzvW9ewl0292smHcH5f/wQdnLaAkkndEZ73Rx7ooobPzg47zoCLmMqVjCpBISW3xKYZDIwPBcqJrB+UQrgKmQxgn+mwJ/PfTO5o7ee/jGuX/sNtGefAylxbr8d6wtfQFTXz3rOQgK+UJ+76QLTJXOCmD1UY7gasFK57hZNh+p6O0eo+w0YCAg0W8d0T++CUzGd2p3xqd9tC8JDJv7y3DoDb4nFaHeuAgBIev2cO3xb3jVnC/VCaC7PRFy6E0HyzWrSDYcKvZyK8rndQOGBINizv9Z2SuPID93cOH+IBphWAtlMKoFsCnUFqcDw+kUpgKuIScG/GKE/l8DP576Z2tFvD5L+3vczeYRSgtudEfRzCPvFpELOlyUzyaRgv/becY7+Wz1WWoKciLNoEm/QpuVw7lqEBk37I7QdDZKMSQxDkk5qBCrTlNZO9wsSAhC5LeQBHEegGxkBWKhgnxToi6Vyaz+h/jKknavYHFunpGZ83udqhoOU+V9vzbCn1v7AA/O75wIuI8cKmGQpVsCkElCsP5QCuAooRPAvJPTnFfhZ5N/RpwoW8gsJ+DkzZPLg8Tv89J9d4sn/t5nBK5makab9ER74ZCf5CpdLqix23z7GWK+bdEKjpCpNsHo6uDspHGO91SROlWH6M5aBlGBF/fibemgLh5cs2AulpfUiXce3k46DdDKL002LrTefw/Tkb7Y2ib8igrc0SnS4hGwrQjctdtzYRmO5j87RGE8+eWxBJTCTpVoBsPygsC8epTw0QtLlYWgdtlPZqKgg8AamEFfPfIJ/ptAvVOAXIuznE/SLEfKFkoxpaJqcM8i5mF27YwuGr1QTHw8wmcdbUjtOWcPIqsmdZNTN5Vf3MHSpHtOXZNtN56nd01PQc6MjAd78X3djpQyQAimhbm8nB97z1tT6O0czNQwPPHCY8QGT/oteEmEDX1ma+t1x/OUZF1AkZc0KCE8GgyETEM5WAKm+rgVbSi9KCUjJteeO0tzfiTNRHJEyXbx83V3EN1qb8lVCBYE3AQvt+gsV/IUI/XwC30rDM0+4eOkpF33pca65b4iK5lz/+EoI+nyshEtmvLeSjqPbsdMGFS0DVG3vX9VNp9ufZO99J+C+E4t+rr8iwl2/8gTDbbWkom7KmobxV+QOu2+esAS+928XaPbdgqfEwl+eJhXXuPh6kJ03h6aUQLFYiiuoua+Dpv4udMeZGvep2xY3nXyN529Um8PlohTABmQ+4V+I4F9I6M+3w//qa+3YacH3/89djHZ4sZI6Qqvm/HNV3PvxLvbeU/wB7IUI+GK6ZU5892YGL9XhWJmvx9DFBl5qq+O6D75C9Y7+ot1nJdE0SfWOvnnPaS738c7FKrwH01OWk9vnICUMXPay7YbC+xitFNu6L+X004KMY6skFsKbiCkrYJkoBbDB2Nay8K6/2IJ/pjun4+XqKeEPmdRDKyV4+otN7LxlfMFc87mYT9CvtN99kuion8FL9ThWdhBBIG2Nt//9dvbce4yWGy6vylpWGumAnXTzzpnLXHfdtqnjLo9DbDx/IZvQxFQgeKksJiPIsPNbIRKBPsdjisJRCmADUUzhPyn4F9rtT5Ltzjn/SumU8M9G0yW95/1sORSZ9Vg2cwn61RLy8xEZKEXTHBxm/n0ik2P/7CEaD3RguJcufNIJk+hIACtp4gnE8ZVH0YzFd/pcLkKDmgoYjuSKgVQ8U/g2Sb5soLnI1x4im8W6gbqrm9jVeX5WrypLN4j4lq6EFBmUAlgj/LEIOzvOUR4aI+Qv4ULLHsKB0jnPX6zwX0jwQ37hP5fQz8blyy+spAOmJ/ex9Szs82H6kljpuYu5NM1hrLuSqu1LcwUlIx4GLtSDAE23iY36CQ8FqdnVi74GSqC0cZj+E1Wk4hqm2yEZ10gnNVom6h3y1QSsJpe27KJxoAtvMo7h2NhCIIXG0X2tKhOoCCgFsAYEI+PcefR5NNvK+DOj49QP9fLaodsYLq+edf58/faXIvwXcvUsFLw99MAw7ccCM6wAidtnU7czNkvor1dhP5PYmI9jj982VVOQD4nAcM+fijnncyWMdFShuywMV0aomp40iYiH6FAJwbr5c/wLwU7rtL22m55TLQghaTh4ha03XZhTufhK45S0dKK7aomFDPzlFi3XRvGXFSD029sxf/u30J96CtxunA8+hPPxnylonYW6gSzD5Lkb76VpoJPqkQFiHh/tDduIqZnBRUEpgDVg/8UT6LY11X1TAzTH5tD5Yzx78/055xYS8M2X179Swh+g5XCEG947yJHv1KDpmZm1Nilq7n2Kp36cCQJvFKGfzdmnryWdMMlXhZtBYnpSlDaMLOn6dlonnXDhKYnnHDfdaeLj/mUrAOnAG/90N5Gh4FQA+/Irexluq+PGjz4/54bZVRJj1y2h/A/Oxego7ttvh5ERhONAPIH2T48jzl2CP/rleZ+6WDeQo+t01G+lo37r4taoWBClANaAyvHhWYM/IDOARbPtWcPX5yvwWii3P5v5hP9iUzZv/cgAhx4c4Yl/HkJ3J/E39rGl0guzGkhvHIbbakHmE/4SdBu3L0nrIy8u2fOg6Q5CSKTDVL9/yPT5MT2puZ9YIENtdUSHS6aEP4BjGYT6yhjtrKJiy6zxGwuSrw4AQP/7v4doNCP8JxDJFLx1AnFl7r5AivWFUgBrQNpwoadmT3eyNR0nq5lYIX7/fMzn959JIa0X5uLlN49QunNyt79xp7dNohkOTj7Ph5Bsue4SdXu78FfOH+Ce9/q6JFAdIjwQxB1IIAQ4tsBKmlRuHVj6wicY667ATufpA2TpjPVULkkB5KO1sQTtzTdgYf4YAAAgAElEQVQR8fjsB4VAu9IFpXPHsxTrh6W1LlQsi4tNO7Fm9CqwNJ32hq2LCmwtZrhK9u4/lYTQWKZCFJZWsDXp518NV086YRLqLyWdWNn9StOhNjRjhgbQbMqbhyhvHiY6VMpyC+dL60fwV4ZJRjwkIx6spIvKrf14SpY/7tETjKOZsxvF6aaNp2T29LLl4Ozfj3TnmWshJWPh4t5LsXIoC2ANuLRlF75EjJa+KzhCQ5MOfVX1nN5xYOqc+Xb/SyWZgP/7036e+o4bx4GqWodr//dR9t60uC/sagl/xxGcefIwPSe3InQHaWs0Hb7ENfedWJEEkJ13nSI8WMpwezVCSAQCT2mU5sOXM66beYLDhaLpksqWIUrrR3FsHcOVRtOL046lfm8n5589iINkerqwzMwS2N0931MXjf2xj2H81V8hk8npO5kmzpYGUo11Rb2XYuVQCmAtEIKTew5zdvteArEIMY+fpNuz4rf9098I8OqzLlLJzFe2r0tn6P/ZRuWfXaZmex5zfh5WY+d/8cV99LzTgmPrMNEZs+v4dtwlCbbfcr7o99MNh9ZHXqLnZDPDnTWUVI/jK8sMiklGPfjKw0VTPIbLBpY35tFO6wy11SIdQeXWAUxPmhs/+jwnvnsz8bFMloyvIsy1738d3Sxyiml9Pamnn8b4xMfRjh0HXUPeezuJj30ILqi+zxsFpQDWkLTpZrR0dcZDDvULXn3GRSqVK8GstMabj1fzk7/VsSrrKBQpoeOtnTkBTcgENdvf2L0iCmCS2r3daKZNKuohGXEjZSZIW1o/WvR7JcIehAB3YHEuoKHLtRz71q0gMtaDdAT7HjxK44EO7vilJ0mEvCBkUVxLc+Hs3Irzd3+Bk0yBpoFpwDyDYRTrD6UANgl9XRqmW85SAEjBaM/aziieCzuV/+OZTrhW9L664VCzu5dk2EM67sL0pHGXxIvmqgEID5Ry/DvTO3V/ZZhr3/9aQUHmdMLk7W/dijMj4Hv6P66nvHEYX3kUT3BxFl0hzGwFPYV7Zd8PxcqhgsAblOG3z8w5gCN7UAdksja2bLdJzxT+gNAdqnYuPbNlpRACAlX5c9ODdcXfic9E0yTe0jjBunG8ZbGiCn8rafDGP92dSdm0dRxbJzwQ5PWvvwt7nirkSQbONyCYvR7pCHpPNS9qLZNtofMxMwUUWFYPIMX6QymAq4zs3uzZlJRKPvizcTzeacEhhMTrhWvft/i2BvMJjmKx9/5jE1k5E/5r4aCbFtfcd3zF772S9J5pxrE1yKkG0XAsjYELC8+PttNG3oC0dDSslLno9Sx2MMxczDcLIJv1NijesNKY6STLTvHagCgFsMFZjBXwK78X41d/P0pLc5xD/vPcf9cQX/r2OJ96X/2i+r0US2AsREXLIDf/zHPU7u7BVxGi7poubv65ZyhbYiXueiEx7psV24DMyMdEaOF6iqrtfZCnlFA3bWp29RZjiZsC3baoGeqlsb+DhoFumvva8caja72sVUUpgA3MXLutSStgphK4samET8i/5eJoLUfl9fzw1Wbu+/zHEclMoHCxSmAlrQApIRV34Q4kOPS+N7jzsSe59v1vUFK9yJYF65DSxhF0c3Y/IU23C2oz4SuP0nLjuQnraKIy10xTs7ubsqbiFHstxMxJYBuRqtFBPKkECbePhNuLpRnUjPRjppdflb1RKEoQWAjxIPBXgA58WUr5mRmPi4nH3wPEgEellEeLce/NzvDbZ6i8bnZRmNF+DKvlMDIWmqoM1n7wA3b8xZ8gYtOCu/KH30NqGo/+j8/z1dfaiaSsRRWGdY7Gip4SaqV0httqSUY9gERoUN40SKBq/cUqlkL19l78lWEig6WZFFdAMyyCdWOUNxcmwHfffZrqHf10n2xB2hp1+zqp2la8qWUzNwNzBoA3KEY6hTcZI+6e/uw6uo60BP54hDGzYg1Xt3os2wIQQujA54GHgH3AR4QQ+2ac9hCwa+LfY8DfLve+Vztt7SyqYVY+V9BMS8D4zGdyhD+AnkhQ/f1vo0fCUwG/Qi2BSVdQsS2B4faaqaZpnpIEpifJSEcNqdjVkW0iNLjxo8+z7ZZzeEsjeMsibL/tDDcsss9QedMwBx46ysGHj1C9hJGVC71viwkAz+WKXA8Ix8FIp3J8/Jp0kHncaI4m0O3l1WdsJIphAdwEXJRSXgYQQnwDeD9wOuuc9wNfk5kJ9K8JIcqEEPVSSuWwXICx85cWrAjOWAF7SfV1zW8JdOevBpWajjE6gh0o4dFbWhZlCTzwwGGefPLYkiyBdMJAaHKiKGr6WDLszemYqekSTXOIjgRw+Ta2/38Sw2Wz887T7Lzz9MInryDFiuccOVfFr/+PaznZ/XOUeBI8euvL/Jd3P42u5VoOi50JvByE47Dv8jts7W5Dkw5J083JXYforWkibbiQQkM4NjKrLYth28Q20ZjJYsQAGoHOrN+7Jo4t9hzFDBaTKTEZD5jPErBvbEVqs99yaZqk6hqmfl9pSyA8EOSVv7+XZ//6fTzzuffz5jfuIBHOVEJLqSHEbHeD0JyJzBnFWjPT/3/msp/3/O6DHOvagi11xuJ+vvDiPfzhd34q7/OXmwEkHIeS8Dj1A93UDvbii0XyZvAcvHCcrd1tGI6NJiXeVILrz7xF1eggUtMYKqvCnU7iTiUw0yl8iRhRj29TzRled98oIcRjQogjQogjoVRyrZezLih017SQErD+4PfA58tRAtLno+13P42j5+72H72lhUdvaSGSsmYpgrE+F2dfKKPzpB85kaFZqBJIxU1e//o9hPvLkI6GdDRGrtTw+tfvyUwUc6fQDBs7PaNZXtrAW6qajK0Gi/X///evbCU54/1KpF08/vYNjESLLEylpGa4j8rxIYR0MOw0NSP9lIVza0N0y2JLX/usgfKGY7PnSuZ7EvMF6K1uIuwLEvd46a+oZaiidlNNGiuGAugGsqtPmiaOLfYcAKSUX5RStkopW4Ou9VmhuppM7paKoQR0V4Tk009if+B9yOpqZGkpsqSEbe+8iaftUt4verY1IB148vNN/OOv7+bp/6+R735mK3//q9cQGszknj/wwOGp7KC5FEHPOy3Y1uwc+GTEw/CVWoQGFVsGsZImyYibVMxFIuTDXx7BG9zcCiCdMOg728jA+fpZCnKxFNP///YpD7YzW5S4DIv2kcqlLXAOvMk43mScuMeHrRtYhknc7aU0PIpuTSsuTyqBnEOQ+7JSPVMuN6NllQyX1xDzBfJayFczxfhr3wR2CSG2CSFcwIeB784457vAz4kMtwDjyv9fOMVWAs57HoJIBDE+jtbfj/7Nb3LDB+7De/H8vErg6FOlnH+5FDutkU7opBM64SGD7/9lrrCYzxoI9ZeCMzu2IKUgPBhEyszgFF9FCN2TwhOMUb2rh8ptAzlDVDYbPaeaee5vHuadJ1o58f2bePavH2aorXZZ1yyW///gthE0MTtwmrIMtpQXN2bjTiawZ7RSz+zYBaY1nb4Z9+Svp3CAsZKyoq5pI7Psr5SU0gI+CfwIOAN8U0p5SgjxCSHEJyZOewK4DFwEvgT8ynLvu9komhJwHMzf+d2cYR7CtiEa5fDn/wLImPwzFcGjt7Rw+snqGXOAM9Wnwx0ewkO5FahzKYFAVRihzY4tCMAdjDHaVUnfuUZioyXYCTfxsQBSbiqrfBaxMR+nfngDjmVgp8zMv7TJ24/fOjHCcvXIl///m4+cxG3kKgCvmeL9175NZWB6t12MCmDLMNDkbGUjJNhZk/QcTedcyzU5czfk5PFtM5MUNy9F2VNJKZ+QUu6WUu6QUv7ZxLEvSCm/MPGzlFL+6sTjB6WUR4px383GUpTAZM+gKUUwNArR2TtzISXaK6/Q2lgyZe7PVAI+kd8lJzRJOjH7o5StBCYVQe2ubnSXBVk7RqHZeIJRvMEokYFSPCVx3P4k7kACw5Ni5EoNjr0xNECov5S3vnk7z3zuvbz05fvpPVP40J656D21JW/rB4Fk4HxDnmcsnaXk/+9rGePrv/AlDjR0IZCUeOJ87PYX+fMPPF7UtQHEPH4czZgu1pISTzJO3OMlbeSmCV/cspvjuw8T8QZI6wZDZdW8dP1dhAJqWtkkqhvoBqOtPTMsppD00Ely0kRLq+bseSLrpgd5tDaWcKQ7jHTk1DSxd70nyT9/yTurqZzb51DekD9gP6kEJlNFG8sF9Qc66DnZgp3UEJpDWdMgDQc6cWxtYm7u9PN1wyEd10jHXbgD6zspIDwQ5I2vv2vCPy9IJ9y880QrybCHrTddXPJ17bSBzJMBJR2BlWcE5EKsRP5/a0s7P/jkX6+4teboOn1V9VSODeFJxgBBxFvCaGnF7BsLQVd9C131LXmvpViHWUCKhVmsJQBZLqHxIZyH3o2c0cJX+rxYv/bJnPYR2ZaAdCQffSxBXaODx5tJ/dEMB8Nt8xOf6lzQPz+pCE4dqaHr7e3YSTcgkI5grLuKQFUIw7TzFueAQGjrvxL14ov7J7p5Tv8NTtrg4kv7l2XBVO/oRc8z6hEx2Rdo8RSzn1N2S5K5hP/Mz6ojBUOJCs6O7+ZyeCtRq/BsobTpoq+6gc66rXTUb2W4ohpHX15QfLOiFMAGZTlKIPELH8S+9Tqky0T6vUivB+cXP4po3Q4wSwlMKgJ/wOGrT4zx65+Oce/DST76iwn+6ckQFXvHCqoZuO/ew4y8eSvSzt61akhbo+21PXjLYkhH5AjLdMLE9KQwveu/P8t4Xzl5v1JSkAgvPR2yrGmYml3dWf2DJLpp0dJ6AX95cZuX9ZwK8KmPBPlPd5TxR78SoO1Clg99mf1/Jj+zjhScHN3PG0M30hlt4kJoJy/2385gfHEZQ46ub7qsnWKjXEAbmKW6gwAqf/fjEIrg0tzQ1ACejH8/Xw8hmHYJuVyShx9J8vAj0+6YR7cUVj0cHTOxkvm+sBpj3VW4vGkqt/Yz0lEzVV9geNJULaHNwVrgLY2RzCPopRS4fEufzCUEHHzvmwxdrqP3dDOa7tBwoJ2KLcVt/Hbi+QAvf3EbyUTmxR7o1XjzBRd7nk1z6FBhFpiUMBrzEU+7KPEkCHpm/93DyUq6Yk1UuYem3teUbXJi7BD3uJ9H14o8vlIxJ0oBbHCWogQgKy4AuDy5wd1sJQBMKYJJS+BIdzhzXJuWytktJIC8isDts+dsue72Z7KS/BVRvMF2UnEXQpO4fMkNIfwBdtx+mrf//bacVs+aYdFwoD2n3cVSEAKqd/RRvWNpLp9JOkdjed0/0oFX/6F5SvhnjgliMcmn/6vOt74928KbmWGWtHReuriL7rEyNCGRUrCnto/WltzUn/54NR49kfO+uvQ0kXSAiBWg1LXxO75uFJT9dBXQ1j7dPG5JcYHsLKEJjPZjc7aVnitLaLJ6GPK3kXB5HfbcMYbuyt3hCSNN6bXTQ140w8FTksDt3zjCH6Bq2wD7H3oLly+BpttohkXjoSvsvX/9t02Oh3WS0dl+dCkFr7+uzfoMTJLt/z/e2UzveCkNpePUBUPUBsc501fP5aGqnOe4tDS2zHMvIdCE2v2vJsoCuIpYlkuogGZykGsNTGYJQWHWwJnny+g+48exBAiJbjpoGtzyyCDDng46Ryl6a+nVpmF/J/X7OknF3JjuNJoxLdCkzOyqizleslikjdScgfza2sx65/P/247gwmAN1YHw1DFNQLkvytvHJDuzFHmdt59L4R1Yjo6hZSyjUKqEMnOcgHF1tPzeKCgFcJWxbJfQhCWQrQgmv/gzYwPZLqHsdFGYTiWcVAQXn6rlpX+qyy0kk4L3/X4bzQeiwHS6KGxsRSAEuP3TMRIp4crru2l7bU+mzXUwxp57j1O3p2cNV5mLbkre90iSJ/7Vk+MG8vkkv/O7C7uvHClwHDGrkZ8uJJZjZCaFTBB0hTlUfoJT4/twHA0pBKXmOIcrjm8oi+9qQLmArkKW4xIqpKvofC6hfG4hx4ZXvlE7q4rYTmu89i+57QxWasbAWnL5lWu49PI+0olM6msi5Ofk925i8PLyWjkslrn8/5P8lz+Kcf/7k7jcEq/Pwe+X/MEf2Hz4w7PdMjPn/5q6Q3PFKKMxf855IzE/W0tnt/1q9Pfyrrrnuan6TW6vfpVbq1/Hayw9UK5YGkoBXMUsJVUUFu4qarQfQ8ZCc6aLzlQCH9i9Fez8edrDHZ5ZxwppKrdRcGxB2+t7sGcUbDmWwcUX9q/RqvJjuuD3PhPlu2+M8uXvjtHVneI3f8uGeGFB2Ru2tGPqNr2hIEORAD3jpfjCF9hRln9YjKlZVLjHCLrCaue/RigFcJWzHCUwq41EFouxBkpKJTP7d00SrJ07v/9qsAaspJm3ihcgNhpY5dXkZ2bA3h9w2LLNwZOlmwvJ/y/xJHn44Anu3HGB/Q3d3HvNWe5pPkJ3V+GzphWri1IAm4CluoSgONaA6YJHfiGOxzvDP+yyufWR/nnvn6+f0EbC8KTRjPw+9EDV6qU7Zr926YQgNq5jJWfHbCZpbSyBZBLtmWfQnnseUtOKer7xjy7DZmvVCAcbe2gsG1M5/escpQA2EWtpDXzsN+L8zC/H8AccdF1SXWtz18fbqT44Out6M5l0CcHGswY0TbLjjtNoZu4uWDMsdt39zqqu5b57D9N9xseZ58u5+HqQ08+V0XfRO1V0l7O+H/8Yd3Mz5iOP4Pr5X8B4908jXpnu4Zjt/1dsXIScqzJnHbAzWC4/2/rutV7GVcm2iQ3fYjKFIJMuCsxKF4VMltAk2VXEkMkUSiWht1tndFhQ2yCpqXcwjEymEOQvHpvJZJYQbJxMISmh+0QLl17eRzLqIVAZZs+7T1C5dWDV1tA5GuPwzpvpOeenpDKNEOA4EBk2qdo3zq9/cLoRoD40xM13X4+I5Spb6XFj/eAfSaUiBSmAyY3GcltAKxbHB559/C0pZWsh56o00E3KaqaLAuwKlPA330oSiwlMF7SdF1RUO9z2rvSiBtHP7C66EZSAENB0bTtN166dJJQSBq948ZdZUwFXTQPhS3HQ3AJkXDzSkdzw6pNzXkR78nm454aC76uE//pGuYA2MdkuofncQm+2t/Dez3+KHX/051z/Z3/Mn32uhsG3zgILp4tOuoVee03QHPRy234P5RWSmjqH0SGNtvOZ6PB8M4jzsdFjA9lICam4i1TMNWerjOXQORrjgfsPY6e1WUVomi5JzuyyPTaW4/OfIm1h9/Yo989VhFIAm5zJADHkjw2c6qnnZ7/yS5zobsZydIajJXzumfv58/94qOBWEqnxEO3tgoqKzGM7KzPj+krLHDractOD5mslMZONHBuYJJ0w6TvbRN+ZJvrONtHzTjPJSPFnYQsNgrVJEuHc1zsZ0WlsyQ1SO/feC67cduEAuFzY1xeWurrYONNcGFaaksg4hpVe+GTFolEKQAHMbQ187pn7SVi5bpl42sXXXrudSNJdUPGYpoFmJbDj00J6Z6WXllIvhuHkLR4DrnprQDowcLEOx9LwlMTxlMQRmmTwYv3EXIHiUrcrjhCCyIhJIqIzNKCjuyW79tkT68m8D/KGG7B/6qeQvmn3mvR6kO+6FWfP9oLvtyz3j5Tsv3CCB1/+AXcefZ4HX/4BB84fm3OYkWJpqBjABsObiFEeGiHp8jBcWlnU8UuTX9js2MDZvnqknC2MDN2mZ6yM3bX9pG2N1380xGj5tfjcaXY3h9iyb7q3u7vrGAfLSjk+sJeG+hjC7cNxYHgI3neflxDpBVtJrEVswLEF4YFSwoOlSEfgrwhTWj+WfzjLEkhGPdgpE0/J9Hxmw2WTSJrEQz4Clcvvi5Nd/evxO+y6fYyxPhfxkEHAn+BX31uHO8vgmMzcsr78ZewH78f8uy8CEue995O8Zkv+m1g2notX0GNxEtuascuXP3JxV8c5tva0oTsOOpk0pZbedlKmm/Pb9i77+ooMSgFsFKTk4PnjtPRdwZno2pUyXbx83V3EPcUNhGYHiLf5LtM5Uo6cYSymbZ360jEsW+P587vpGSujxDOE5eicaW/h7kgvh26aHiXYeiBE6PULXO7ZhSYSOBIO3+Bm506Jpi2vzfQkg1c8lEfv51JbB9aOdgxvYlmKYKS9muiYH7cviRCS6HAJyaiH2j09aEWYUDZXgVjmsZUpjTXdkuqWJJAkkrJyhH8OQuD85HuwD2TNHJ7R/gHA7B2g5u++ibDtzO7ccYjcfJixnVtgxnQ33baoHhkAAYPlNdj63O/ljs6LGE6uojUcmx1dF5UCKCJKAWwQmvo72dLXnrMj0m2Lm068wvM33Vf0+01aAx8//K+83nuQhD1dFuo1UzzS+gYlniQdw+V0j5XTWDY29Xh6/DyvntrJtrqLuF0OrromXKbkwTuGGRkfJ5bQ8V2zj2AwgdBmD51ZrDUgJTz75QZOP1OBY4Om1zL05o3Uv+s5OulakhJIxV3ExgJ4s3bn7kCSRNhLMuTFW7Z8V5M5oVikMz3yUkpAihWff7zQ8PeCpn85kuqvPY4Wi+eIev/rxwi6TWBaedQNdnPD6SPICYtVSMmR/TfRX1Wf99JmOr/P37TSrPjg4U2EigFsELZ1X5q1I9KA0miI7R0XVuy+vugl/vq+P2dHWQcgCXrifPzO5/ivP/k9AHpDpfhcuRkjpu4Qbu+lbSK/Pzs2UFFq0VSbpGL0bYA5q4jnaiwHs2MDnScCnH62HCul4dgaVirzr/e5u3HSxpJiA3bKAGbv8oVwSCfMRV1rLgyXTWnDMImIh1TUTSrmIhn2UVIzVpQRmMUc/p4PV08fWjwxa4qzbtl4jrVN/e5OJmg9fQTDsTFtC9O2MByb1lNv4ErlbwAXCuR3I4X8QSX8i4iyADYIhpU/GCqAfW2nGAtWMFK2uJmqhVKTeofPXvcbtGwRaELm1A34XUnSeRq92VLDZVhLrhtYjDVw+vmyvKMmNQ12Vd/GjptCi44N6K40EjG12YyN+RntqCKdMnD5kwTrxgu6zkIEa0O4A0lio36kFPjKorgDiaLJuGINf5/Z/RNApK05hXH2ZqVxsAuZT5kiaRzopq1pdh3KyV3Xcuvxl9AcGw1wAEfTObnr2mX9HYpclAWwQeipacSe48umOQ47Os+v+BraOzJf4uwsoZbKEQBiqUzaoJQwEC6hsWyMUm9md7eYNtNLsQYse25//GTSyGIzhVzeNP7yCImwl+6TWzj3zEEGLjQy2l7L8e/czLlnDyx4jYWwkgbJiBvdtChvGqGieRhPSfGE/1KZa/rXTJJN9fmMJGxdp6smS9FbFpozu9+EcCSGnX9jM1JWyYvX301fVQMRj5++qnpeuv4uhsurC/sjFAWxLAtACFEB/AuwFbgC/LSUclZzFyHEFSAM2IBVaJmyYppLzbto7mnHl4rPMrkF4EvE8z2t6ExlCpFRAmW7d3DvNWd59fJ2+kJBJNBSMcJNW9tmPXelrIGuEyNcebNs1rwBxxFsOTSdSbPYTKGKlkGslM7AxQbIGmEobYOOt3bScKCDkurQ1L1iw36io0GEcPBXhfGVRfMKc+nAaFclkaHpv7GkZpyyxpGiCf/5lNxC/n8orPsnpsHwhx6k8l+fQNgOwnGwDZ0xXymd9dPupf7KWna1n0Ob4cJ0NI3+yrlnIoRKynjz4C0Lr0OxZJZrAfwe8LSUchfw9MTvc/EuKeVhJfyXhmWYvND6rqkgWja20BioqFnV9WTXDdQGQ7zv0HHed+1x/tN1R7lr1wU8Zv6d3UpYA3/4SxXsuH0E3WUjtMyoScPl8OCvdeDyzt55FmoNaJokPlYyS+ECOLbG4IVMkFNKGG6rYaSjBjutYSVNhi7VMdZdkfe64cEgkcFS3IFEZvZxIEGor2xKIRQr1X0+989i/P/zdf+MH9hD36ceJXRHK5Hr9tN1RysvX3cXTlb/7/GScrpqm7E0HUnGaLA0nc66LYQCZQX/PYris9wYwPuBeyZ+/gfgOeB3l3lNxRyk3B7ObN3HnvazUz5WRwgsw+By885VX08+a6BQimkNCAF/93ca594J8z//MYbpsTl4Vxh/+dxFZIVaA5ruIDQ5q2Om0CRCzxxMRjzExvx4g9NWmO6yCA+UEagKYXpy1xHuL8OVNfBeCHD5k4z3lJOOm0RHggghCVSNU1I7hm6sXvFTIcPfZ2JVlTP+4N0AjJ+/hMxTAHZ8z3X01DTS3NeBBLrqtjBYvrqbFsVslmsB1Eopeyd+7gPmsuck8GMhxFtCiMfmu6AQ4jEhxBEhxJFQamVT4TYiF7fu4a19NzIcrCDi9XOlYRvP3ngvSdfsyVqrxXLbTENxrIE9B2z+6i/cHHhoEOlPFKWKuHZPFzPz2SEjtOuuyaw5FXPNqguYFO5WMrelgpTg2DpiRp98AYz1VGSEv2YTHfZz5c2dXHhhP5GhwKKsglVx/+Rh7Pyluat/hWCwopaj+27k7X03MlhRq7J51gELWgBCiB8DdXke+sPsX6SUUsycCD3NHVLKbiFEDfCUEOKslPKFfCdKKb8IfBEy7aAXWt9mpK+6gb7qhoVPXEWKZQ3MbDNdrEyh+ZjPGvCUJNj/0BFO/bAVITJCW0qNvQ8cxVuaEbS6aSPlHAH6GcNghABfeYT4mB9X1uD46GgAw7TQTYuxrko03cZXFiUZ9TBwsYEqp49gTeEDZFbD/aPY+CyoAKSUc1YZCSH6hRD1UspeIUQ9kLfBuZSye+L/ASHEt4CbgLwKQLGxWU6baYDK6zK/51MEk0oApucNZCsBWHoVMWSE5qQSgOl5Aw37O6na1s/gxUzRUtWOPtxZwtsbjKObFum4C8OTyd9Px9y4/QlcvtlWbGn9KImIl0TEg6Y7OJaGlOAtixIf9yKEM9VuQtMdDFeKUG85gapwUSqQF4vq/nn1slwX0HeBn5/4+eeB78w8QQjhF0KUTP4MPACs7igkxaqy0iMogYIH0vj41AEAABeDSURBVE+2mYbldRh1+VI0Hmqn8VB7jvAH0AyHml29GJ4UyYiHZNSDtzRK1fb+vF4Ow21Rd00XFU2D+MojVLQMUr+3G6FlZghrE7GFCZWG4baQtoZjLfx1ze79M5OiVP/OwbzuH8W6ZbkK4DPA/UKIC8B9E78jhGgQQjwxcU4t8JIQ4jjwBvADKeV/LPO+GwbNsfEkYniScUSeXOirmdUYQTlTEQCLqiKei8XWDZieNLW7e2k82E7TwXYqtw3O2zRONxwC1REqmocJVEbwlkUz1oIEK23gOBrpuBtPII6mSTTTRp9jtvBiWG71r+LqYllZQFLKYeDePMd7gPdM/HwZ2JTle954lOrRATTpIKXA1jUGKutIrWHAdrVZ7djApEBbydiAlJCKurFSJobLwuWfLt7SzaUpeU2TVO/oRXen6D21BccRBCrDuPwpkjEPVVv7EAts14rdCjtf9a/i6kJVAq8QhpWmZqSftGESd/tIeLw4mk7tcN+qWgKGlWZr1yWuP/0mu66cw7VGmVVrOZC+mNZAx1CCwUt19J9vZPhKNf3nGhi4UI9dgHtmIXTToXrbIHvvO0HDvi5MbxrdtKje0Yu/MlrQNZT7R7EYVC+gFcIzUZmbXRBj6wYuK407lSBR5BbO+XAn49x95FlMK43h2Fiaxq6Oc7x0/d1zNttaSVbDGgBW1Br4ztc7GBnUaaidzvlPRDyE+soobxop+O+ZD9OTpnLr4KKeU8juX7l/FDNRFsAKIfI1Sfn/27uz2Dju+4Dj39/MLpc3xUM8JOu0ZFuyLVu2Ih9JHddwXUM16iSogTQFkqAt3DTIQ1+KGghQFOhD0AJ9aIsUiNsGTfvQFiiq2KmdOJabIDUcW5ZsKRIt66IukqJ4iFxey92dmX8fdldckrMHuSe5vw8gaHc43Pn/d6T/b/43gPEbVV4a+y+fJRSL3pk0FvA8Aq7Dw5+eLFMK/K3n2sDeuw5w6LE+xmejjM8malOhxiiz460V36yqWAu/Qf7NP8Xa+lFVhtYASmQhVI8Ys2TtcvE8PIFosPh7vvrpGx/BWhaIBGibDWO7TtYNOXIyhvrYArbr4tgBonWhVU3sWa+1AWMAgYMHd/Hxx1cYn41iPKHV9tlDt0xyPf3PxpwlT//FbP6BArd+zCAUXeCeq+fonRghHghyedtebvRu18ljRaY1gBKJB0NMtnbQEI0Qikaoj0YIxaOMt3fj2SuXTy4F18qy41QB/5Es16V3bJjesWG6bo/SNza0+r4NY2iem+bm+UThtV5qA53bosxPJwLEwYO7OHhwF06knvm6sYqWTat9+r/T/BOPI9evw/kBuDkKrlvxyV/BeIynT7zDzptXaYxGaJub5sCFU9x/6UxF07URaQ2ghMKt7UTqG6mPRjAiROobcQJpm4mk2gxKVHJc69vJnsGL2GkFsyvCaGfvkr6J1WqbmSIUiy7ZirJhYZ7W2TDh1vacv7954haPnDtBwHMQY5g+28rxBx6HdVAb2LxjgbnbAWYmggiJsfqPPtHH5duXuTGZ+J6LsR9xvvJ5+s9obg45+l/I1BQyNQyOC10dsHcrE/2Xcl67VM0/O4cGCDpxrLQ2tYDnsmtogEs77qnosicbjQaAEovVhYjVLW3yCcZjtE/fpiEyj2dZhFs2JTplixwILuy8j/aZSTrCE4mGoGQQOnXvI2v/UGNomZsmumwz2YW6EC1z0zkDQNP8LIfPvr9kw5C2mTCf/fj/eCf0HLt2SklnEWdaSgLym0VsBw27D80wHw4Qnbepq3dpanfYax0A8J1JXCqp6/g9/bdMjtN7/SIyHeaJpw8Sme/Ca2zCeOZOAJSTJ2F2FiuwkCj4AW5NYAXyr8mVovln8+TokoeWFM+yaJuZYrTTb2UatRYaAMrMdh16x4eBxX6CjvAEAdfh9qauol7Ls21++fDnaJuZonU2zFxDE7fbOkvYjpq7F3Tn8ADWsqU1LQyheJSO8ARXriW+g2ruGxALmtod39VGV7vnQKH8Cv+OkUH2ffwu04EQsWCI5v4zNAxc4vbzL+CGGhIneR7WxYt4XV0wvrhngiMOcuMmdPovZV0Ocw1NdE5NrOy/MoZIKv2qKLQPoMya5mcRzyMWTHSaGssiEmqgdW4aO8PuSIUKt2ziRt+ORIAptPAXYaaplVB06XyCUDzKTFPuoaWNC/NLqvbp6qOL+8NWYqRQtt3Hvv74jrxHCsHikhJr2Y84H5mWfBDPY/enHzHb2s5ccxtPHdhGrLsHOzJP/YXzaScKJr6AfWvZ92sMszdGcl6/lGP/B+7ag7es/8oTYbqplZkKDF/eyDQAlFnQia1sf5fEoFHbLXyqfzmEWzYRrQvREI1QvxChYWGehVBjXnMLRtu7cXz6HyzjMdm29KkzPQiUYk2h5UtJABnXFAJWtaZQSrEDQepzMnX61kUjBKNRZqylG9c7zS2ERoYXO39F8O67F8YXN/Bzbo8j4WliPZXddnGmuY0T9x9moS6EY9m4YjG+aTMfHHiyounaiLQJqMyiwRDN87PE0w8mn4idQoZllpFn24xs3pIcBuokh4HW51W7GOzdzp4bF2lYiGAnm4Icy+ZGz7bFTmWT2CvWsQNcuZb4zF07YOr8JTq29CKewW1qhED2juxCVhiFRLMQrOwbgESzEOReYTQlvWkoZbXNQ9na/FOcQB3GshDP5Zl9i23lVmSBeOfiBixmfhoefhgufAQ3x0BAwpNMLcRwdmVvYy/H2P9bXX281XmExoV5HDuwoh9NFYeYSs9eyWJPa7v5m0PPVDoZRWW5LlvGhrA8l1igDst4hOJRJls7mGqtXLtrOQXiMfZcv8iW8aFEIb/17jtjvLfdvMr+y/3UOTFcy+bCjnu5tP0egk6cB2QEK554+m7o62Fh93bczvy2FOw8uA9YGQRSlvcNAMjZswwcP8vcPfcRvXvljmupIAD5B4KU9EAAi8FgdryF4f7tePEA3XuHad8+xuDUYs0hn+GeXf0fs/PKOQ4e3geBANb8PIGpSe76/a/A5sTT/Z2x/8bAZBgWFojNTTFx6UbOz9elH6rbF3723yfz3XpXA0AF2I5D2+wUTZFZXMsm3LyJucbmmp/ksmV0kIPnTi4ZIeRYNud33HunduAEgvR0g7guLW2tzD+0H1Of/9NhtkCQCgJMzxD6va8iH30EwSDEYkw89Qzn//Yfwedaq60N+PnpT09x+5O93HrvMxjPSswYD7i07rrO17/jv7m8n9mYg3gu32ycpPlcP3guTlML048+xoHDibynajzpk79WO/NXA0D10gCg1qVnPvgpLfOzK47H7ACf7L5/yfpJPd0QnIsw191Bw+OPruo6uWoD8p1XsX/4OhKL3TlmGhq4/off5MafvJI4x1pZIhcSCObDNv/8R/tw40u75QIhl9/+s2tsf2jl9+InfdavxONIPIZbV8+hbYv9M34zf1cTAPIt/G3XYd9AP9tGrmN7LqPtPZy556El80dU8a0mAGgnsKoaDQsR3+MB11kxcujWKIxNCpZnijtSyHGxj762pPAHkEiE7f/5b3l3EmfsKDaGpulJWifHsOOL17h+ugXLXvmZTtTiwnv5jXxZseJnMIhb3whpI2r8Nn0vReEP8Niv3mPn8BXqnDi259EzcZPPn/hfAvFY7l9WZaEBQFWN2cZm3+OxYB1usmPzDmOwPI/Lk4lx4UUbKeQ4kGk01lxiSeZcy0lkCgR1kXke/OAYD/3ybe4//jM+8/MfsXnoCgBWwH+VQLEMdjB3LT11Hb81f5av+rm86Scfq/1u22YmaZ+eXDKhyyIx0m37iLYfVQsNAKpq9N/94Iohoo5l03/3g4y3dxOKxRJrKsUWaIhGCDdvIhoM3dmCEoowb6A+BPfsXnGesSzcpz9/5322bSjBJxBE49zzq/epn5sl3NHNdEc3882t7D1znKbpSXYenMH4TMC1A7D/6cmVP0jjV/inp/NOHjIs+pbvpi+refpvnZvG+G2H6bm0T2fPjyofDQCqaox3dPPBgSeYbNmEY9lMN7bw0b5DDPbtYL6xmaGeu5hs7SDc3MbN7q2JeQNpvaPFmjew8Me/i2lswAQTbfmmrg6am3D+8i9WNYEMFgNB49wMofFbTDQuNue4gSCuHaDr5nXqGjxe+NNrBEIewXqXQMjFDnocfukWPXv8m8Ygc+GfvuQDZG76ycdahn3ONrQgPhUXx7II62SuqqGdwGpD2pUsD1ezlERK58F9yNhtQu8cRy5fxTx4H97vvAAdiSGnfkNGYXHeAKzsJA5MjNP5kx/x46nFDuKGgEXjTJjb3Vu4/MBnAIjOWwx82IoTs9h5cIaWriUzRu7I9tS/vOkn06gfyP30v+ZRP8bw1Mmf0Tobxk6WMQaIB4K889hzOq6/hFbTCbw+Zh4ptUrF2G9g4cvPA2ubQLZ8gTlnUzteqJ5ndzRg6ut55/wYkbhL49wMN9oXJ16FGj32fX4qY9rS+xTyKfzT0+yXz2wKGvIpwnsP/xoHLpxi6+ggYgwTbZ2cvvegFv5VRGsAasMrtDYAq5tAlrK8RlA3NEj7z48llmGwbezoApHdewg/+RT/cjz3BCzwL/RT/Ar/TEM+IXsAKOp4f2MQYzBZ9qdQxaPzAJTysdZAkAoCUHggCMzOUH/jGrIQIda3lVhv35JhmmuR6al/rU0/OtlrfdN5AEr5KHSkEJDXKqOZOoohsSjb7L4HmH30MLEtW7XwVxVV0L8+EXlJRPpFxBORjBFHRJ4XkfMicklEXinkmkoVIjVkdK0jhfJZZRRyB4LUqCG/kUO5GM9gYnHssTEONbkrmnxSzT5a+KtcCu0EPgt8CfhephNExAa+C/wGMAh8KCKvG2M+KfDaSq3ZlWvJFUYvFLbxDPh3EgO+HcWw8mk9vYkonVjiGyDqhgZ5+NxxiEbhfaC3F++ZZzCWt+T6KVr4q0wKCgDGmHMAkn2lqsPAJWPMQPLc/wBeBDQAqIq6M1IoGQjWtg3l2gNByvKAkHJiaGblz8JhrNPvQns7dCV2TzPDN5A3Xse88FsErp9ecroW/iqbcgwD3QqkD3EYBB4rw3WVykuhtQFYfSAA/2CQzi8wyJUriX6DhgZMNLlMdGcn9pnjWNtbYVPiM1dT8IMW/rUqZwAQkWOA3w4R3zbGvFbsBInIy8DLAJt1/8+a1RCZY9vIderiUUY7exnt6CnpctmF1AZgdYEAVgYDyB0QzPw0TI6DF4foPPboQNovA46zpG9Cn/pVLjkDgDHm2QKvMQRsS3t/V/JYpuu9CrwKiWGgBV5brUO9Y8M8+smHiPGwjWHHzWtMtHXywYEnSz6WvJAJZJBfIICV7fR+AcGPzRQydBGcqcWAGI/jzE3jRqYhGNCnfpW3cjQBfQjsFZFdJAr+LwNfKcN11TpkuS6PnDuxZFOYgOfSGZ5g6+ggg73by5KOQpqFIP9AkOI3U9dXdxds2wrXB6GxAXdiHBwX75H9TJy9mPHXtOBXfgoKACLyReDvgc3AGyJyyhjzmyKyBfgnY8wRY4wjIt8C3gJs4PvGmP6CU642pI7pCd/jAc9l28j1sgUAKLxZCJY2w6T2JobswSAryyK6sxtpCiAj47BzKxMTYbzRzCtsanOPyqTQUUBHgaM+x4eBI2nv3wTeLORaqjZ4krmJx63QUgKFNgulZAoG6ZYHBt8VOy2L8eGxxOuFODSt3GFLn/hVPnQxOFVVbrd14lkWLNuTxbFsrm3ZVZlEJRXaLJTOr50+vbko23nZaMGvVkMDgKouInzw4JM8cfrdxFtjEAzX+nZwq9NvMFp5LW8WgsICQbrVFvbptOBXa6EBQFWdybYO3vrsEXrGR6hzYoy1b2au0X+yVKX4BQIoXjDIhxb6qlAaAFRVcu0Awz1r7Cgto/SCtxS1guWWr1+kBb8qhAYApYpkSTBgaUG91oDgt2CdFvqqWDQAKFUCmWoGhXyOUsWmAUCpEtNCXFUr3RBGKaVqlAYApZSqURoAVHUxBtt1oIr3qlZqo9A+AFUdjGHX4GXuu3qOgOsQDwQ5t2s/17burnTKlNqwNACoqrBzaID9A/13VgENxWM8cOkMnmVzo29HhVOn1MakTUCqKtx79dMlS0BDYgXQ+67ozqFKlYoGAFV5xlAfj/r+qD66UObEKFU7NACoyhNhvn7lksYAc41NZU6MUrVDA4CqCmd3P4Bj2UuOOZZN/90PVihFSm182gmsqsLNnrs4aVvsG/iExsgccw1NfHL3A4xWwRLQSm1UGgBU1Rjp2sJI15ZKJ0OpmqFNQEopVaM0ACilVI3SAKCUUjVKA4BSStUoDQBKKVWjCgoAIvKSiPSLiCcih7Kcd1VEzojIKRE5Ucg1lVJKFUehw0DPAl8CvpfHub9ujBkv8HpKKaWKpKAAYIw5ByAixUmNUkqpsilXH4ABjonISRF5uUzXVEoplUXOGoCIHAP85uN/2xjzWp7X+ZwxZkhEuoG3ReRTY8wvMlzvZeBlgM2hhjw/Ximl1GrlDADGmGcLvYgxZij596iIHAUOA74BwBjzKvAqwJ7Wdt0XUCmlSqTkTUAi0iQiLanXwHMkOo+VUkpVUKHDQL8oIoPAE8AbIvJW8vgWEXkzeVoP8K6InAaOA28YY35SyHWVUkoVrtBRQEeBoz7Hh4EjydcDwEOFXEcppVTx6UxgpZSqURoAlFKqRmkAUEqpGqUBQCmlapQGAKWUqlEaAJRSqkZpAFBKqRqlAUAppWqUBgCllKpRGgCUUqpGaQBQSqkapQFAKaVqlAYApZSqURoAlFKqRokx1bvploiMAddW+WtdwHgJklMJGykvsLHys5HyAhsrP7Welx3GmM35nFjVAWAtROSEMeZQpdNRDBspL7Cx8rOR8gIbKz+al/xpE5BSStUoDQBKKVWjNmIAeLXSCSiijZQX2Fj52Uh5gY2VH81LnjZcH4BSSqn8bMQagFJKqTys+wAgIi+JSL+IeCKSsbdcRK6KyBkROSUiJ8qZxnytIi/Pi8h5EbkkIq+UM42rISIdIvK2iFxM/t2e4byqvTe5vmtJ+Lvkz38lIo9UIp35yCMvT4tIOHkfTonIn1cinfkQke+LyKiInM3w8/V0X3LlpXT3xRizrv8A+4B7gZ8Dh7KcdxXoqnR6C80LYAOXgd1AHXAa2F/ptGdI618DryRfvwL81Xq6N/l818AR4MeAAI8DH1Q63QXk5Wngfyqd1jzz8xTwCHA2w8/XxX3JMy8luy/rvgZgjDlnjDlf6XQUQ555OQxcMsYMGGNiwH8AL5Y+dWvyIvCD5OsfAF+oYFrWIp/v+kXgX03C+8AmEekrd0LzsJ7+3eRkjPkFcDvLKevlvuSTl5JZ9wFgFQxwTEROisjLlU5MAbYCN9LeDyaPVaMeY8zN5OsRoCfDedV6b/L5rtfL/cg3nU8mm0x+LCL3lydpJbFe7ku+SnJfAsX6oFISkWNAr8+Pvm2MeS3Pj/mcMWZIRLqBt0Xk02TkLasi5aVqZMtP+htjjBGRTEPOquLeKD4CthtjZkXkCPBDYG+F06RKeF/WRQAwxjxbhM8YSv49KiJHSVSJy17IFCEvQ8C2tPd3JY9VRLb8iMgtEekzxtxMVr9HM3xGVdwbH/l811V1P7LImU5jzHTa6zdF5B9EpMsYsx7X1Vkv9yWnUt6XmmgCEpEmEWlJvQaeA3x73NeBD4G9IrJLROqALwOvVzhNmbwOfC35+mvAihpOld+bfL7r14GvJkedPA6E05q9qknOvIhIr4hI8vVhEuXDRNlTWhzr5b7kVNL7Uuke8CL0oH+RRPteFLgFvJU8vgV4M/l6N4lRD6eBfhLNLRVP+1ryknx/BLhAYlRHVeYlmc5O4B3gInAM6Fhv98bvuwa+AXwj+VqA7yZ/foYsI9Eq/SePvHwreQ9OA+8DT1Y6zVny8u/ATSCe/D/zB+v4vuTKS8nui84EVkqpGlUTTUBKKaVW0gCglFI1SgOAUkrVKA0ASilVozQAKKVUjdIAoJRSNUoDgFJK1SgNAEopVaP+H2jkpSK6mEr9AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2c197fd0>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%%time\n",
"draw_prediction_map(model)"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2ecd9dd8>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy:\n",
"training (min: 0.433, max: 0.883, cur: 0.883)\n",
"validation (min: 0.350, max: 0.800, cur: 0.800)\n",
"\n",
"log loss:\n",
"training (min: 0.393, max: 0.769, cur: 0.393)\n",
"validation (min: 0.464, max: 0.950, cur: 0.464)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2f6b4e10>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model = Hidden(8, activation='sigmoid')\n",
"criterion = nn.CrossEntropyLoss()\n",
"optimizer = optim.Adam(model.parameters(), lr=1e-1)\n",
"\n",
"model_trained = train_model(model, criterion, optimizer, num_epochs=50)\n",
"\n",
"draw_prediction_map(model)"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2f3265c0>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy:\n",
"training (min: 0.883, max: 0.950, cur: 0.950)\n",
"validation (min: 0.775, max: 0.850, cur: 0.825)\n",
"\n",
"log loss:\n",
"training (min: 0.162, max: 0.381, cur: 0.162)\n",
"validation (min: 0.353, max: 0.452, cur: 0.396)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2e6c0b00>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model_trained = train_model(model, criterion, optimizer, num_epochs=50)\n",
"\n",
"draw_prediction_map(model)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [default]",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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