pytorch-stuff/Visualize_Training.ipynb

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Plaintext
Executable File

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
"import matplotlib.pyplot as plt\n",
"import sklearn.datasets"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"x, y = sklearn.datasets.make_moons(200, noise=0.2)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(x[:,0],x[:,1], s=40, c=y, cmap=plt.cm.Spectral)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"x = torch.FloatTensor(x)\n",
"y = torch.LongTensor(y)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"class FeedForward(torch.nn.Module):\n",
" \n",
" def __init__(self, input_neurons, hidden_neurons, output_neurons):\n",
" super(FeedForward, self).__init__()\n",
" self.hidden = nn.Linear(input_neurons, hidden_neurons)\n",
" self.out = nn.Linear(hidden_neurons, output_neurons)\n",
" \n",
" def forward(self, x):\n",
" x = self.hidden(x)\n",
" x = F.relu(x)\n",
" x = self.out(x)\n",
" return x\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(y.unique())"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"network = FeedForward(input_neurons=x.shape[1], hidden_neurons=50, output_neurons=len(y.unique()))\n",
"optimizer = torch.optim.SGD(network.parameters(), lr=0.02)\n",
"loss_function = torch.nn.CrossEntropyLoss()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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TW2ZxJ0DAg2MVz5ew5SgHn/4/cqITMHewpcvzd9DjbeN1HnUl5WAEO6fPJT8hDQDXkCBGrZ6LjZcrUDr10fm5Ozj+5kKDz/lOGYhDgHe1ryepVHR84lY6PnFrucfoNCUkbj+OTlOC1+jKO+QKgiA0VpLSFsUanah0DcZ6WZa7KLw3EZgDTKB0cec3siz3reh8ISEhcmioKJ1cXalHItk8+kWDpyEdn5yiWOuiLmRGxrH/4c9JORBR+i39wXH0/epJ/SLQ6/ISUlkZeD/awmKD+ODfXibwAeWEpCpi/tlN7Kp9mNla02H2eNxumo66TleiZUXbu/XJxXW+UwYyatX7BrHIH9YS9csGtPlF+N02hO5v3lsnN/6rETFsnfAaeZdTALB0sWfkqrk1TgiFlkmSpGOyLIvVvkKDM0mCIUnSUmA44AokA+8A5gCyLP8ola48+xYYB+QDs2RZrjB7EAlG9WSEXeDMN/+SF5+KS/f2SGZqNNn5tJnQD58J9b9hpygjG7W1Zbk34vD5Kzj64o9G8dbDuzN+x/waXfPI898T8VWZxaIqFcP/fhP/O4YZHZu8P5yNQ4xb3EtqFfflbTRKiOrD+oFzSD1k2J/F1tedOy/+WeMCZ0LLIxIMobEw1S6SmZW8LwNPmeJagrHUI5FsGv6c/mlA4tZjuA0IZuLerxvsxmTp4oAsyxSmZWHhZGe0kFGp9kVF8crkJ6YZ1eSQdTqOvfGrYoJhZmuleB61lYViQbC6VpieZZRcAOTFpZBx6qLR+hBBEITGrsV/Lco8G0v4F8s5v2gzmjLTCk3JqXl/Gk01pB48w7lfNrJv9mesDXmcvbM+ISvqcjlnML34zUf4t9ODLHW/jWXe04kosw0VSiuFSgq7J9repVwFszKZZ+MU+7lkn09Aq9BTpVWPAMWdKoEPjlOsv1HXzGysFCunIklYutjX+3gEQRBqq0UnGKc/X86qzg9x9KWf2PfQZ6wMeqBeb8KmkhUVrxg/8sIPnP9tM+nHzxP9+3+sH/i0vgBWXcq5lMSOaW+Tfa50XIWpmRx57ntiV+3TH2Pf1pOhi1/V999QmZvR6ampFS6ArIhzF3/FTqJOwX7lTneMWj0X3ykDkdQqzGyt6PTUVPp8/liNrl9bZtaWBM4aZxT3mTwAO1+PBhiRIAhC7TSqbar1KS8hlWOvG/a7KEhKJ/TVBUaL/Bo7t34dyYqMM4qX5BUavC6+mkPkj+sImfdwnY7n4l870BYZPzU4/9sm/KYN1r9uN2MkftMGkxV5GRtvV6xcq1fNsixrDxe6vjyDsA//0MdU5mYV1omw8XJl1Kr30RZrkNSqBnlyUVa/L5/EwtGW84u2oCvW0Hb6cFHnQhCEJqvFJhjJ+8IV5/uTdobV6HyyTkfy/nDQybgP6lLj4kk10eOt+0jYEkpBmT4Zdm09yb1kXCg1N6bui6cqtXkHFJMOtaVFuX01qqvX+7PwGNKV2H/3YmZnTeCDY7F0dST8i+VocgrwnTpIcS1DQyzoVKIyN6P3h7MbTRVTQRCE2mixCYadr7ti3LaceEUyz8aybfIb5FxM0p9j9JoPKr1x5sWncuLtRSTtOomtjxtdXpyO7+SB1b6+fTsvpp7+hQtLtpEXl4znyJ7kX7nKgUe/MDrWox62PPrdMZSTH/xh1J7d/46hnF+0mcTtx7Fp3YqgxybVqJ5ERcqWIk85GMGGQc+gyckH4OTcxfT5/HG6PH+nSa+ppDA1k5xLV3AK9qtyMTNBEITmxGR1MEytPrapbhz+HMl7ThnEhi55TV/Wu6rW9X2StNAog5hTsB/Twg0LNOm0Wi6vP0ROdAKt+gSx/6HP9EkJAJLEmPUf0mZ87beVaos1bJ34ukHRLY8hXbll8yf1Urwp6ucNhL78E8VZeajMzQh6fDK5cclcXnNAf4yZnTXjd86vUUn0qlDa9qm2NGd6/LJqNxerKlmWOfrij5z9djU6TQnm9jb0/mg2nZ6aWqXP67RaEv8LJT8xHc9RvbD3b10n4xSaL7FNVWgsWnSCocnJ59S8v7i88TBWro50emqqwRqBqshLSGW5zwzF926L+h3HwNIW7cVZuWwe/RLpx85VeD6v0b0Y+99n1RpDeWSdjviNh0k/eQHnrm3xmdS/XtcZaPIKyIyIxc7fg+zzCYp1J3wmD2D0mg9Mfm1Zp2OR2RjF927Z9DHeY/uY/JoAF/7Yyp77PzaKTz76Q6WJVGFqJpvHvKTvFSOpVPT+aDZdX1b++yUISkSCITQWLXaKBLj27fJhen9U80WPZjZWil0ykSSDR+MR8/+pNLkAyE9Mr/FYbiapVPhMGoDPpAEmO2d1mNta49a3IwAx/+xRPOb6zdTUJJWq3HUo9u296uSaAJdu6lZ7XcyK3ZUmGMffXmTw5yHrdIS+9gt+tw/FoQ7HLAiCUBda9DZVU7B0tldsWOU7ZSA2njcaYiXtOlml813ftlkb+Vcy2HX3Byy2ncDfXndycu5iZJ1xjYj65FJOoSjnKi7wlGWZqxEx5F4ro10VPd681yjWbuZIk6/7KEtlqbxgVF1OvKzErQpP7GRZsdOuIAhCY9ein2CYysCfnsPc3oYLf2xF1sm0mzGCvl8+aXCMrU/VFo9e2R1G3LoDNVrsed22Sa+Tfvw8AAUFRaUt3GXo+U79NRK7mcfAzvhOG0xcmVoYZnbW9Hj7vko/m3o0kj33fkT2+QSQJHwm9WfoktewcLCt8HOBs8Zh5e5E1IL1aLLz8Z06qMprIWoqcNZ4YlfuNYipzM1od2/l63qsPJwN1+RcY93axWTjEwRBqC8teg1GXZBlmdLWK4bSQqPYMPhZgy2c5g42aLLzjY71nTaYUSvfq9H1Uw6dYcPAp43iVm5OzExeqfCJUsn7TpN5Ng7XkA606hlYo2tXRlei5eLSHSRuDcXasxUdH5uEfbuKH/1rizWsaHsPBUmGU0cdZk9g0M8vmGxsCVuOcuHPbSBJtL9ntH4nSk2c/X4NYR/8QcGVDBwCven7xRNVmqaK+Wc3O6fPNYg5BHozLXyhYhExQVAi1mAIjYVIMOpR8oEITn+ylOzoBNwHdEZtaU7kD2uNjmszsR9j1n1Uo2vEbz7C1gmvGcVV5mY8ULTFKK4t1rB92tskbDqijwU8OJbBv76kmCjVt8Rtx9hyy8tGcTNbK+7L2WCSa4R/sZyjL/1kEOv75ZN0fvZ2irPzUFtZVLtWhk6rpTgzF0sXh2r9OV5ctpOI+SvIT0zHa3Qven3wELbebtW6ttCyiQRDaCzE16J65DGwMx5ldkyknzhP5I/rjOpFtJ1es34cULoV1cLJjuLMXIO4z63K36DP/bzBILkAiF60Bb+pg/G9tebTNKZSXuMxUxUyK8kv5OT7fxjFT7yziJgVu0g5cAYzO2uCHplIyCePVvm6KrW6Rlth2901gnY17MciCILQmIhFng2oVc9ABnz3LObX1hKoLMzp/PydtK/CfH15zG2tGfrH61g43lif4Ny1Lf2+Um5mm7D1mHJ8y9Eaj+FmqYfPEvnTOpIPRFT7sx5Du2HX1tMo3v7+W0wxNPLiU9Fk5xnFNdn5pBw4A0BJbgERX/7DqY/+NMk1BUEQWoIW+wRDpylBW6Rp8CqLHR+fTPt7R5MVGYedf+ta9eO4zmdCP6bHL+PKrjAsHG1xH9Sl3Mf01h7OynETLCzUabXsufcjLi3bpY/5ThnIiOXv6NcUaIs1nP12NZfXH8TC2Z6Oj0/Ge8yNp7sqtZox6z9k30OfkXr4LCoLc9rfPYqQTx6t9fgA7Pw8sHSxpygjp9Jjzy3cRI+3G26hrCAIQlPS4tZg6Eq0hL6ygKifN1CSW0DrYd0Z+ONzOAb5mPxaN7saEcP5XzdSnJ2P760DG8UURMapC6zv95RBnxALJzumnv6l1nP/F5fuYPc9HxrFB/3yIh0eGg/A9tvfMdhZgiQx7K83FKcJClKuYmZtibm9Ta3GdbOoBes58MRXN6aqJEDhn4WVuxMzr5S/UFYQGgOxBkNoLFrcFMnJuYuJ+PIfSnILgNJtof+NfxWdQuMzU0r4L5S1vR8n4quVnF+4ie1T3+LI898bHCPLMok7ThC9ZGu16j1UpqSwmMTtx0lTKPTl0q09t/z3KV6je2Hj7YrPrQMZv2u+SRYWJijVdeBGvYeM0xcNkwsAWSbsA+M1EQDW7s4mTy4Agh6dxMT939Dpqal0mjONcdu+wNze+MlW2zuHm/zagiAIzVWLmyI5v3CTUSw35gpJO07UamtiZY69/otRl9Ez36wi+H+3Y+frQVFGNv+Ne1Xf00RSq+g97xG6vji9VtdN2HKU3fd+RFF6NgBu/Toxas37WLvfmBppPaQbrU1Unrwsm3KmWaxblxYgy4lOVHw/JzrB5GOpjHv/YNz7BwOlFTQtXBzQ5BQYHGMfIKppCoIgVFWLe4JRUlBcTryoTq+bcfKCUUzW6fSloU/OXWLQME3W6gh9ZQFZ5+NrfM2S/EJ2zfxAn1xA6YLLIy/8UONzVkeHRycZPXEws7Gi4+OTAXDtG4SksCvDfVCXehlfeRK3HScvNtkofu5n02yLvVn85iP8N/5V1vR6jKOvLKDoph1AgiAITVGLSzD87xhqFLNwssNrdK86va5z17ZGMUmlwqlLaVxx14Ysk7C55rs5knaFGW1XBYhbtb/G56wOe//WjNv5BT6TB2DTxg3v8X0Zt/1z/XoXW283o0WTFo62JlvAWVOFqZmK8ZyLSRz+33dknDJOFmsqds1+tk58nYQtR8k4GU34Z8v4b9wrNNa1UYIgCFXV4qZI+nz6KLmxyfr+DtaerRi6+FXMbet2N0nnF+5k701dNm28XbH1KV3rYOXmSFbUZaPPWbnXvDdJxoloxbiZwvqCuuLaq0OF3VJ7vHkv3mNDuLzuIJbO9rS7eyTWHg1bGttrTG9UFuZGU1rawmLOfPMvZ79fw8iV71Zazj1x+3Gif9+CrkRLuxkj9Yt6MyPjyE9Io6SgiIOPf2lUByXtSCRJ24/jNbq3aX9jgiAI9ahZJhjF2XmY2Voptia3cLRj7OZPyDofT1F6Nq69O9RLGWalKZK8yylcXncQv6mDCX7mNpL3hRu8b+ffGr+pg2p8zbgNBxXjXiN71vicdcGtT0fc+nRs6GHoWbs7M+D7Zzn45NdGSQaAXKLl2Gu/VJhgRP64joNPfqV/fenvnXR//R4yTl3g8vpDlY4hV2GKRhAEoSlpVlMkyfvDWdP7Mf50upVlXtM5/fnyco91DGyDe//geuvxkHbkrGI89XAkAP53DGPYn2/g0jMAKzcn2s0cybgdX6C2tKjxNQsSlFu/ewzpWuNzthQdHhrP9LildHvtbsX3M8/EolVIPqC0xsqJdxYZxU99+neVkgskidbDuldnuIIgCI1Os3mCUZiaydYJr6HJyde/Dn35J6w9nAm4b0zDji0ty6DORFmOHW/U32g3cyTtZo402XU9R/Yg+vf/DIOSJB69V5G1uzOdnprC6c+WId+0jdkxyKfc/iSFqZmK6zhuPkd5Oj9/R522lBcEQagPzeYJxqXlu/TJRVlK21LrU25cMmt6PELa0Sij95y6tKXt9OF1du1e7z+EfTvDMts9331A3LyqwcbLleCnpxnEJLWKXh/OLvczVh7O2Hi7GsUlVdX+uTl39q/WGAVBEBqjZvMEQ1vYMNtPK3P602XkJxpPVbSdMYIB3z2LmbVlnV3bto0b0yIWErfmAPlJ6XjfEoJTJ786u15z1feLJ/AY3JWYf/dgbmdDh9njcQ0JKvd4TXY+wc/eTugrCwwWcPpPH86lv3dUej1VNTu3CoIgNEbNJsHwmzaY0Fd/RtbqDOL+txtvS61P6ceNq2cCOAR4Y+lsX+fXV1ta1OlTkpbCb9pg/KYNrvAYWafjyPM/EPnjOnTFGqzcHHHrH4ydX2vazhiBx8DOuPYOJPyLFRRcycDK3YnCFMOpFEsX+0ZRQl4QBKG2ms0UiX07Lwb/+pK+i6ikUtH+vjF0/t/tDTqu8p4YOAWLJwmV0RZruLLnFBlhpqs7UZfOfr+WM9/8q995UpiaRcKWULq+fBceAzsD0OWF6cxIXMEDxf8xI3EFXV+egdm1hnsuPQMYs3KWKdgAACAASURBVOnjBm/AJwiCYArNrtmZJq+AjJMXsPVxw87Xow5GVj1ZUZdZP2COQcEr15AgJuz7utxFggIk7jjB7rs/0H/Ddx/YmVGr5mLlVvO6IHVt/cA5pB4y3i3Ud/6TFSa6JYXFlOQWmKSTriCIZmdCY9FspkiuM7e1xqOSUtNpx84Rv+kIVq6OtJ0xAksnuzobj2OQD7ce+5Gz/7eK7ItJeAzqQsfHJ4vkogIlBUXsumuuQYnzlAMRHH7ue4b98XoDjqxi5S3ilFRShZ8zs7LAzKrm25EFQRAao2aXYFTmxDuLOPn+khuv313E+F1f4tTRt86uad/Wk77zn6yz8zc3V3aHGSQX18X+u7cBRlN17e8bQ8qBCIOY2soC/zuHNdCIBCWXotNZseQ4F86l4+ntwNQZ3egR0qahhyUIzU6zWYNRFTkXEwn78E+DWGFKJsde/6WBRiQoMbO1qlYcSqeiErcdozir4RqFBT06ia6vzNSP076dJyP/fQ8bz1YNNqaWpqRER3ZmQbm9XDLS8/nk7a1EhF2hsEDDpeh0vv5oF9GRqfU7UEFoAVrUE4yUAxHIOp1RPHnPqQYYTfMW8+9ewj74g+zoBDwGdSHk40dw6d6+Sp/1GNwVp2A/Ms/EGsSDHplodGxJYTG77/mQuFX7gNIkpN9XT9Fh9oTa/yaqSZIkQuY9TPc376EoLRtbH7cq174Qam/j6gjWrwwnL6eY1l4O3PNwCN16GdZ82b/jAgX5hkXvdDqZ7ZuiCOjoVp/DFYRmr0X99LNr66kYt2/nVc8jabpkWebUJ0v523s6v1uOZfu0t8iJuWJwTOKOE+y88z0yTkZTkltAwpajbBr5QrldSm8mSRJjNsyjzYR+SCoV5g62dHlxOj3nzjI6NvyzZfrkAqAkr5ADj31JzsXE2v1Ga8Hc1ho7Pw+RXNSjw/tiWLboOHk5pfVwriRm8828XaSlGD7Rys1RrouTU05cEISaa1FPMDwGdaH18O5c2RV2IyhJ5fabMJWci4mc/mw5V8Mv4dK9PV1fvqtR7HCpiYgv/+HYazemlOLWHCDzTCzTzvymby4X+f0aow6hxVdzuPDndtz6deTM/62i4EoGXqN70/l/t2NmYzz1YefnwZj1H6Et1qAyU5d7s77w53ajmKzTEbfmAJ2fu6M2v1WhCdm7w3grs0aj4/C+GCbedmPRd/cQbzavNd7p0723qG4rCKbWohIMgNHrPiT88xXEbzqMtbsTneZMw/uWutvRlRefyrr+cyhKywIgZX84UQvWE3D/LYTMe7hRb7tUEvnjOqNY9vkEkrYdx3tsHwDFBZoAaaFRHH3pR30xtCu7wkjceozxO+eXe72KdtvErt5H9jnjFvcA5vXYkl5oeNoS46lPgBKNYTy4myfjpgSzZe0ZfQ7cu78PI8Z2qOshCkKL0+ISDHNba3q+cz8937m/Xq4X+f0afXJxnVyi5fzCTaQeiWTK8Z9QmRm3lW+sNFl5ivGiMnU+2kzsz5XdYUbHZEXGGVVavbI7jKRdJ/Ec3qPC65YUFFGQlI6tj7u+A27ZJyllWTjZip0bLUy/wf6cOWU4VSepJPoMNC5oN3NWb0aO68Cl6DQ8vR3xa+dSX8MUhBZFTBLXsewL5a8FyAy/RPymw/U4mtrzmTzAKKa2tjR4ChT89FTaTOynfy2pVHR/814Kkq8qnjP7fEKF1zz18VL+9ryTfwLuY7n/3VxcuoOSwmKyopSfXvSe9zAWjnVX20RofIaNCWDMpI6ozUp/pNnaWTD7qQF4+SgXL/PwtKf/kLYiuRCEOmSSJxiSJI0DvgbUwC+yLH980/sPAp8B1+8k38qy3CL2hroP7EzMit3lvp8Xl1KPo6m9kE8eIfNMjL5ipbm9DYN/fdGgr4ra0oIx6z4i7fg5ss8n4N4/GDs/D7KiLiv+WbgPCC73erGr9hlsIy5ISmfP/fOYcmIBjkE+RkmGZKbGd0rFPUOE5keSJO59uA+33tmV9NQ8vH0csbBscQ9oBaFRqfW/QEmS1MB3wBggHjgqSdJaWZbP3HToMlmW59T2ek1Nh4cncHHpDtKORCq+7zmyZz2PqHasWjky6cC3pB6NpDA1i9ZDumJub6N4rGuvDrj2ujG33WvuLK7sDjNo8NVpzjScu7Qt93rRf2w1islaHReX7qD3Rw+zc/p7BtMunZ+7A5vW4ltpS+XgaIWDY/n1UgRBqD+mSPH7AtGyLF8EkCTpb2AKcHOC0SKZ21ozYc9XnPtlI8ffWkjx1RtrFbq9dneTbZ/u1qdjtT/jGOTDbWd+48If20p3kdwSUunai5t3o+jDOhm/aYOZdPg7zi/cTEleAX7ThohOpIIgCI2EKRIMb6Dsc+p4oJ/CcbdLkjQUOAc8J8uy0QS6JEmPAo8C+PrWXenu+qa2MKfTk1PoMHs8sav3k5+QhteY3rh0bdfQQ6t3li4OBD9zW5WPb3/3KOJW7zeISSoV7WaOAIyfkgiCIAiNQ30t8lwH+Muy3A3YCvyudJAsywtkWQ6RZTnEza35VdVTW1rQ7q4RdHn+zhaZXNSE/x3D6Pneg/qW5lZuTgxe+BIu3Yyrgl5asZvV3R9mse0ENo95ibTj5+p7uLWWejSSnTPeZ/2AORx9+ScK07Mq/5AgCEIjVOt27ZIkDQDelWV57LXXrwHIsjyvnOPVQIYsyxX2pq5pu3ahedLkFpCfkIadvwdqS+POo4nbjrFl7CsGUyoWTnbcFrkIa3fn+hxqjaUcOsOm4c+jK75Rytqpsz+3HvtRdN8Vqky0axcaC1M8wTgKBEqS1FaSJAtgBrC27AGSJJWt0X0rYFxKTxAqYG5njWOQj2JyAdcKgN1cPTQzl4sKlT4bq9OfLTNILgAyI2KIXbWP4qxcTn/6NzvvmsuJd3+nIDmjgUbZMhQWaEhNzi23aZogCJWr9RoMWZZLJEmaA2yhdJvqQlmWIyRJmguEyrK8FnhGkqRbgRIgA3iwttetL5rcAjJOXcTe3wMbL9eGHo5QjqIM5eqhheVUFW2Mci9dUYxnnokl7P0lBs3fzi3cxOTD34lOrSYmyzLLF59g28ZIiou0uHnY8cDj/ejaU/QrEoTqMskaDFmWN8qy3EGW5fayLH94Lfb2teQCWZZfk2W5syzL3WVZHiHLsvKezUYmasF6lnlPZ+PgZ1juN5P9j81X7MYqNKzcuGSsPZSnQZrSrhL3gZ0V45qcfKPOsvnxqZz9v1X1MawWZcemc2xcFUFxkRaA1ORcvpm3i6zMggYemSA0PaKSZzkyz8Rw4Imv0OTkA6W1F879vEGxF4fQcCK+Xsk/7e/l0rJdBnFJraLHOw/g1rf622kbSvc37sG+veE35YAHbkFbUKx4/NWImHoYVfNRUqLj2KE4tm2MIjFeefHs/l0XjWLFxVqOHoir6+EJQrMjSt2VI2blXsUaDDH/7KbTk1MaYETCzXJjkzn6wo9GT5U8R/ViyG8vY9umae1EsvFsxdSwn7m0fBe5Mcm0HtYNzxE9iVqwXvF4l+7GO2kEZVmZBXz85laDxGLqjG5Mm9Hd4Ljy1lzIOrEWQxCqSzzBKIfaSnkxodrasp5HIpQncWuo4pRV9rn4JpdcXGdmY0Xgg+Po+e4DeI4orfLa/t7RuPQMMDjOrq0nwU9Pa4ghNkmr/j5l9NRitUJswFDjqrLm5ipCBjafujyCUF/EEwwFsixj5eqIpFYZdf/s8ND4BhqVcDOrctZdWLc27bZUWafjyu4wNDkFeI7sibld/baCN7OxYsKer4hetIW0Y+dw6uRHh9njsXRxqNdxNGVnwpIU4xFhSXi1ubFjfvTEjqRcyWHnlvOUlOhwbmXDA4/1xdlFuRy+IAjlEwmGgv2PfMH5hZsMYpYu9vR4+378bx/aQKMSbtZmfD/FhmfBz95usmvkxibz3/hXyYosnYM3d7Bl+NI3aDNeqVht3TG3tabTU1Pr9ZrNibOLDclJOYrxslQqiXsf6cu0md3JyizEw9MetVo86BWEmhD/cm6SEXbBKLkAcB/UpVolroW6pzJTM2775wQ8cAvWnq1w6RnA0MWv0v7uUSa7xqGnv9EnFwCa7Dz23DePkoIik11DqHvjpnRCkgxjnt4O9OjTRvF4WztLvNo4Vjm50Gp1bF0fybw3/uOLudsJPSQWhQqCeIJxk7TQqHLiTa/sdEtg4+XKkN9eqZNzyzod8RuPGMWLMnJI2R+O1+jedXLdmpB1OsI++IPIn9ajyc7Dd8og+n7xONYeorMsQM++Pjzz2nA2rzlDRlo+nbt7Mm1md8zMTPMda+F3h9i344L+9anjidz/WF9GjQ8yyfkFoSkSCQZQlJmLpJKwcLDFsaPyYi6n4KbZ9VSoOUmlwsLJlqIM40frFi72DTCi8p18bzEn31+if33xr+1kn49n8uHvG3BUjUuvvj706utj8vOmpeQqbm9du+I0I8d1QLr50YkgtBAteookLyGVLeNe4a9WU/mr1VR23jUX5y7+eI/va3CcysKcHm/e20CjFBpSxyeMtyS7DQhudB1cz/6w1iiWdjSK1KNNoqZdk5aanKu4jTUzo4DiYm0DjEgQGocW/QRj113vk3IgAgBZKxOzYjdIEqP+fY+onzeS+N9RrD1c6PjUFFr1CCj3PHnxqZz+dBlpoZE4dfSjy8t34VTOkxDBUHpqHqkpufi1c8HauvE19Orx7v2oLMyI+mkdmpwCfKcNou9nj5vs/JlnYzn77Wry4lPxHN6DoMcnY1bNrdCyLFOcmav4XvFV5XhDkWWZ2IsZSJKEX7v6m77R6WTW/XOa7ZvOkZdThIurDfaOVgQGuTFuanCtdon4tXPBwlKtr/5ZNm5p2aJ/xAotXK27qdYVU3ZTTdp5gjPfrqYoNRPvsX3p/Nzt5MWn8m/HB42OldQq7slYg7l91X7gFGVks7rHo+THp+pjFo62TD76Aw4B3iYZf3Ok1epY+O1B9u++hKyTsbIyY+ZDIQy/JbChh1Zv0o6fY9PQ5yjJL9THPIZ0ZfzO+Uiqqj1cLEzPIic6kZMfLCF+w2GD9yyc7bkrflm1E5a6kpSQxTfzdutrT7TxdeKZ14bh4Vn3223XrjjNyj9PKr7n0sqG97+chJ1Dzf+ctm+MYsnPR/S1+SytzHj+rZF07OxR43PWlOimKjQWzT69vrz+INunvq0vyJS8L5yknSfo9/UcxeNlnYxOW/V+I+cXbTFILgCKs/I4880q+n+jfA0Btm2IYt/OG/PWhYUlLPrhEB2C3Q3qEjRnpz76yyC5AEjee5qELUertA32+Fu/Ef75MrRFGtRWllh5OFOYfBUoTXKHLn610SQXAD/O32dQ2Co+LpOfvtzP25/WfW2ZHZvLX6SdkZ7P7m3RTLyttBfMubMprP77FAlxmfi1d+G2md3xb19xU7lRE4II6uxO6KHLWFiqGTC0raidIbR4zT7BCPvwT6Nqj0k7TlCcmYtTl7Zkhl8yeM97bAiWTnZVPn/OhUTl+EXluKzTVfnbaXMWetB4G58sw7GDcXjd2bUBRlT/bm5gdl3asXOVJhixa/YT9uEf+tfawiK0hUX0/fJJHNp70XpED8xt67cgWEVSk3OIuWDcYv7CuTQy0vJwcbWt0+vn5yn3c7nuSmJp1934uEw+fWcbmmtrJzJDE4iKSOHDryfh6l7xz4U2fs608TNtkTdBaMqa/Z0uu7wE4EIiI5a/jXPXG6WB3Qd1YfAvL1br/O6DuijGPW6K51xMZOuk1/ndYix/uU3jxHuLW3RnVnMLtWLcogXNWbuGKC8UjfpxHYWpmRV+NmbFbsV4dlQ8PpMGNKrkAsDcXG1UhwJAUknl/l0wpZ7l1Lu4LiEuk7iYq+zYfE6fXFxXWKBh99bouhyeIDRLzT7B8Bik0AJbknAf2Bmnjr5MDfuFaeG/clvU70zc+zU2Xq7VOn/b6cPxHtfHIObSM4COT93YfaDTatky7lXiNx5G1ukoSs/m5Hu/c/rTZTX6PTUHw8YYL5q1sjKj3xB/k11Dq9Vx/PBltm+MIilBuXtmQ+r+5r2YKZQdz09M50wlrdjVFsoLYlWWNV8oG7tmP3vun8f+x+aTevhsjc+jxMnFhm69jdck9ezTBnsHK5NeS8nMh0IqXFR64Vwa77+yiSvl/D0R7doFofqa/dfF3h/OJuXAGYNvhF1fnmGwANMp2L/G51eZqRmz/iMurz9EWmgUTp388Lt9iMENIGn7CXKiE4w+G7VgPd1enVnjazdl/Qb7k51ZyLqV4WRdLcCvnQv3zA7Bydk037yzMgv4+K2tJF4uvWFIEkyd0Z2pd3UzyflNwbGDD/53DCV60Raj99JPnNf/OiPsApJahXOXG0/bAmaN5fzvWww6/kpqFQH3j6nRWEJf+4XTnyzVvz7/6yaG/fUGbacPr9H5lDz67CAWLzhC6IFYkCT6DvTlvkfrp+S6k7M1c+dPJDoylazMAkIPxnFgt+H0aHGRlqIi5W2lXXt61ccwBaFZafYJhlOwP7ed/Y0Lf+2gMOUqbSb0w71/MAA6TQnpJ6KxcnfC3r91ja8hqVT43joQ31sHKr6vyclXjmfn1fiazcGYSR0ZNSEITXEJllam3aK6ammYPrmA0vvwqqVh9B3k16gWkbqGBCkmGE6d/MiMjGPnHe/q12q06hXIyJXvYefnQesh3Ri88CWOv7mQ/IQ07PxbE/LJo7TqWf1dOAXJGUTMX2EQk3U6jr3xq0kTDDt7S558YQjFTw9EkkqnTepbQMfSLrsXzqcpvi9J0KtvG44fidfHBg5rS+/+Ytu5IFRXs08wACxdHAieY9goKn7TYfY99BkF11bd+04dxLA/XsfMxvSPa71G98LMzpqSXMPHrL5TB5v8Wk1FypUc/loYSviJRBycrBk7uRNjb+1ksvNHhF0pJ57UqBKMgPtv4ex3q8k6e2PRq3VrF4KfuY1tk98wWAiafvw8ex/8hPE75wMQ+MBYAu4bQ3FmLhZOdjVePJwVFY9OU2IUz7mQiCavwOTrOSzqYc1FZTp0dGcDEUbxoGAP7ryvJ9FRqcTHZeLfzqXSHSSCIChrEQnGzYoyc9k5fS4leTe2CMat3s/xtxfR93PTFVG6zsLRjmF/vM7eBz/RF0TyGNyFPp8+avJrNRZhoQmEHU/A3t6SIaPaG6zALynR8ek720hNLv2zSE/N46+FoZiZqxg6OoDVf5/i0N5LqFQqBo9ox6Q7ulS7o6WTizUpVxS6Z7ZqXFsHze2smbjvGyK/X0vasSicOvrSac5UNLkFZIRdMDr+yu4wClKuYu1eultBUqlq3bbdqZMvKgtzdMUag7hDoHejWyxqKt16exPS39egKZlXG0fGTyl9uhkQ5EZAkFtDDU8QmoUWmWDEbzxskFxcF/PP7jpJMAB8bx3IXfHLSDkQgaWrY4WVQZu6xQuOsH3jjaZxm9ec4eW5Y2jfoXQB7anjCfrkoqwdm85xPjKVg2Xmxv9dGkZOdiH3PtLX6PiKjJ8azPmzKWWXKJR2zwypeDdBQ7B0tqf7G/cYxHJjkxWPlVQqVOam/Wdr5eZEt1dmGPQykdQqQj5uvgmwSiUx55WhnD6RyPmzqXh42dN3oF+L2sUkCHWtRf5rUpez0r68uKmY2Vg1qg6cdSEpIcsguYDSIlr//HGCV+aWLkAsryZBTk4Rh/bGGMV3bY3mzvt6VmudRq++Pjzz6nA2rT7D1QzTd8+sa3Z+HniO6kXS9uMGcd9pg7B0Nk2jtcyrBWxdH0ncpQx8AroxYOUHpG88gNrGksBZ45p1EgwgSRLdennTrZeouCsIdaFFJhhtJvTDurULBVcMC/8Ezqr7ioLNXUy0cTElwKDIUreeXpiZqSgpMawDEtjRTbEAl6ZYS36+ptoLQXv186FXP9N3z6wvw/58nQOPf8nltQdBJeF/x1AG/vA/k5w7J7uQuS9vIj21dKHxqeOJHHS14b0vnsLBse63jZpSRno+iZczaePrhFMNq2fqtDpOHU8kJTmHoGCPeu2TIgjNVYtMMMysLen39Rx23/0Bcpmy4IVpja9WgqnFXcrgzKkrOLeyoVc/H5Ov5PfyUV5AWXZhpYOTNQ/NGcCiHw4ZNIg6ceQylpZmFBUZLjj08XdukWWXrd2dGfXvXDS5BUgqyaQLkHduOa9PLq7LSMtn55ZzTJneeLbyVuavhaFsXR+JTiejVkuMmxrM9Pt6VescebnFfPL2VmIv3kiCR00I4v5HqzctJwiCoRaZYABEL95ikFwARHz5D0GPTcK+nSfhny7j/O9bkEu0tJ0xkh5v3Yva0kLxXEWZuZz/dSNXI2Jo1SOAwFnjqtwsrT4tX3KcDStvrJz38LLn9Q9uqfG3PiV+7VzoM9CXowduPIlQm6mYNtPwpjVoeDu6h3jz1rPryUgv3car1cpotSWozVRorz3dsLO3ZNaT/U02vqbIXKEYV20lxSsn02W39jZ2oQfj2LL2RkEwrVZmw8oIgoI96K5Q1Ks8G1dFGCQXUNq8rP8Qfzp0cjfZeAWhpWmxCUbqwTPGQVkm7fBZIr9fy5mvV+rDpz76k9zYKwxb8rrRR4oyslk/YA7Z50sLaUWzhXO/bmTi/v+rkxtDTcXHXjVILgCSE3NYvewUDz5R+xt4QYEGKyszJEniiReG0KXHBcJC47FzsGLkuA60DTDe6nclIVufXJSlVks8/PQgzMzUdA/xrreW1zqtjnUrw9m7/QIajZZ+g/25/e7uJq/R0Ri0DWhlVGgKoG1g496SGXYsgbDQeGztLImPvap4zLFDcdVKMM6cSlKMR4QliQRDEGqhxSYYDh3akHrIuByyrY87+x/70ih+aelO+nz6GDaehj+AI39Yp08urrt6+hLnF20xqr3RkM6eVt6VcOa0cr2IqgoLTWDpolCS4rNxcbVh2szuDB0VwPBbAittva4tUe7FotPK9B/SFpVKoXlFHVq2+ASb19xIPLesPUtqci7Pvja8XsdRH4aODmDvjgvEXbpxk/b1d2bYmOoX6qovf/56lP/WRepfl/f3w8q6egmhSytbLp5PV4g3vqeQgtCUNI0l9XWg+5v3Id1UW8F7fF8cgnzQFhQZHS/rdIoNqNJPnjeKAWQcV443FBdX5R+WrWrRxTIpIYtvPt5FUnxpJ8qMtHx+/b+DRIQpfyO8WUBHN8Vx9RnoW+/JhUajZecW45beJ45cVtxS29RZWZvz5sfjmPVkf0aN78CDT/TjzU/GYV3Nm3N9SbmSw9b1kQYxnU42Ok5tpmLoqPaVnq/sZ8fe2gm12vDvWys3W/oN9q/ZYAVBAFrwEwyfCf0Yv3M+Z79fQ2FKJm3G96XTnKmoLS1w7taOq6cuGhxv08YNp87+Rudx7tKO2JV7jeNlurQ2Bj36tMHLx9Fgjl2SSutFaLU61v0Tzp5t0WiKtfQZ5Med9/Ws9Gazf9dFo50gAHu2RdO5u2elY1KrVTzz6nB++GIvyUmlRbE6d/esds0LUyguKqGo0LiapSxDbk4Rbh4Vt+puiiwtzSp9ytRYxF7MMKhpcp2ZmQq31nYkxWfj7evI9Pt7Vdgyfd+OC6xedorU5FzaB7kyc1ZvOgS789K7o1m/MpzU5FyCgt2ZOqN7tZ+ECIJgqMUmGAAeg7viMbirUXzQghfYOvE1itJLv5mb2Vkz+NcXUamNd1x0evJWohdtNiiM5BjkQ+BD4+pu4DWgVqt47f0xrF1xmoiw0l0k46cG07WnF0sXhrK5zGK57RujSEvJ5fk3R1Z4Tk05jaGKi4xv1OVpG9CKT76fQnxsJlbWZrh5mKbGQ3XZ2lnSPsiVC1GGPSqcnK3xbVv+DUuoH57llHf3aevMu59NQKvVVVrtNSw0gZ+/OaB/fSEqjc/f3c4n30+hU9fWdOpa835EgiAYa9EJRnnc+nbkzpi/uLz+EHKJljYT+2PppPwN1srNiclHvifyh7Wlu0h6BhL02CQsHBvfN14HJ2ujpwMlGi07/zOezgkLTSA5KQcPz/Jv+CEDfQ0Sk+v6DPKr1rgkScLHv+Fv4g8+0Z8v3ttO5tXSnjFW1uY88uzAapcpF0yvja8TA4b6c3BPjD6mVktMm9H92q8r/2+08z/jKbDCwhIO7LnEhKmdTTZWQRBKiQSjHOa21rS7a0SVjrVyc6LH2/fX8YjqhkajVZwagNKpgYoSjMCO7tz1YC9W/RVGcbEWtVpi1PggBgxtXNNDVeXr78znC6Zx+ngiGo2Wbr29G+2ahJbo0WcHEdzNkxNH47Gztyx3d1J5Cgs0yvF85XhZRUUlrFoaxqG9MahVEoNHtufW6V1F8ikIFRAJRgtnbWNBYCc3zp9NNYg7OVtXqZrhhKmdGTY6gIS4LNw97XFybjxbc2vC3FzdpKt/NmcqdWkzvKGja1bCvFc/H8XdVFX57/3LNwc4sv9GZ9vVy06Rl1vUIOuFBKGpEOm3wKwn+xvs5rCxMefR/w2qct8OWztLOgS7N/nkQmjeRo0PYsCwtkjXNoyYm6uY8WDvStuxX83I56hCCfvdW6MpKqz86YcgtFTiCUYtaYuKCf98BTEr92BmY0mH2RMInNW4FnhWxtvHic9+mEp4WBKaYi1de3pVawV9cVEJJ47GoynW0j3EG3uHptXLQmgZ1GoVjz83mGkzupFyJRf/9i5V+ruak12ErLAltrhYS2FhSbMsxCYIpiASjFra++AnXFq2S/865UAEhamZdH15Bud/20zkT+vQZOXhO2UQ3d+8t1FV9yzLzFxdo1bmcTFX+fzdbWRlFgJgbqHmiecH07u/r6mH2OLEx2VyYNdFtCU6+g72o30Ht4YeUrPg4emAh6dDlY9v4+NIKzdbo94tfu1ccHRqnP+eBaExEAlGLeRcSuLS8t1G8fAvVqCyNOfIc9/rY6c//ZuMsAvcsunj+hxinfv9x8P65AJKO5/++t1BuvbyxsKi9o3UCqTVkwAAIABJREFUNBot//55kn07L6LTyfQf4s/0+6vXur0pCj0Yx/ef70GrLf3mvHntWe59pA9jJnZs4JG1PCq1ikeeGcg383aRf21BqKOTFQ891bJ75AhCZUSCUQt58akoVf8pTM0k/PPlRvGELUfJOH0Rl67t6mN4da6oUEN0ZKpRPC+nmJgL6Sbp47BkwRF2b43Wv962MYrMqwU8/cqwWp+7sdLpZJb+FqpPLq7754+TDBnZXhSAagCdurZm/q+3c/p4Iiq1RLcaJtDZmQWs+OMkp44lYOdgyZhJHRneiMuzC0JtmGSRpyRJ4yRJipIkKVqSpFcV3reUJGnZtfcPS5Lkb4rrNrRWvQIxdzAutd0qpAMFSRkKn4D8eOMbclNlbq7G1k65w6wpHh0XFGjYv/OiUfzYoTiuZhg3SWsucrMLSUvJM4oXFmhISsjWv9ZpdYrlsoW6YW1tTt9BfoT0961RcqHTyXz27nb2bIsm82oB8bGZ/PbdIaMS9anJOSQnZZdzFkFoOmr9BEOSJDXwHTAGiAeOSpK0Vpblsu1KZwNXZVkOkCRpBvAJcFdtr93QzG2tGfDt0+yd9am+9buFkx0Dvn2W42/+SuK24wbHm9la4T6w+RT0UalVjJnYkdXLThnEe/ZtY1Q/Iy+3iH//CuPk0Xhs7CwYNSGo0m9uRQUaxVLksgz5ecU4m7DN/HU52YXs2nKehPgs2rZvxdAxAfVeC8PW3hJHJyuDqScoXd/i5mFHTnYhSxYcIfRgHGozFYNGtOfuWb2xqKeus0LNRIZfIS7GuAPsf+siGTG2A1cz8vn+s72cO5sClFa5ffLFIbi3bpjqtoJQW6b4idQXiJZl+SKAJEl/A1OAsgnGFODda7/+B/hWkiRJlpW6CzQt7e8dg8eQbsSt2Y/a2hL/O4Zi6WxPv6+eYvPolyi4UvokQ1Kr6P/N042ywmdtTJ3RDRtbC3ZvO09xkZY+A/2YOqOb0XHzP9h5YzolNY/fvjtEiUbH6AlB5Z7bycUGv3YuxF40fBrk3toer3JKR9dGVmYBc1/aRNq1xXwHd19i344LvPnx2Hpd86FWq5hyVzcW/3TEID52cifs7C2Z9+Z/RIaX1nPQarXs3HwObYmO2XMG1NsYheq7OWHUx7NKK8f+/PV+fXIBcCk6ne+/2Mu7n02ol/EJgqmZIsHwBi6XeR0P9CvvGFmWSyRJygJaAQaNHyRJehR4FMDXt+nsQrDz8yD4mdsMYk7B/tx+fjFxq/ejyc6nzaT+2PnUfk1CYyNJEmNv7cTYWzuVe0x0VKriWo3Na85UmGAAPPzMQOa/v4Or6aVTIvaOljz2v0FIkum7rW7dEKlPLq6Li7nKgd2XGDG2g8mvV5FR44Nwb23P3h0X0GpKd5H0G+zPlcRsfXJR1sHdF7n3kT5YiqcYjVZwt9aYmamMnsp16+lFdlYhEWFXjD5z6Xw6yUnZ1dr1IgiNRaP6aSTL8gJgAUBISEiTf7phbmtN+3tGN/QwGlzWtd4eN0tLyeWlx1fTNrAVU+/qpvhUwtffmc9/msaZU0notDLB3T1NsjtFSdwl48fXFcXrWteeXnTt6WUQK6+su0ajQ1uiA8v6GJlQE45O1tz3WF8W/3hYv4DX09uB6Q/0RiVJSJLimnFUKtMn04JQH0yRYCQAZWvttrkWUzomXpIkM8ARSDfBtYUmICjYA3MLNZpiw+6rsgwpV3JIuZJDxMkkPvxmsmI1UDMzFTqtzME9lzi0L4ZBw9sZ3XhNwdffmbDQm//q0igasV3n4++Mm4cdqcm5BvHgrq2xsVVecCs0HsPHBNKjtzfhYUnYO1jRtYcnqmv9TLqHtOHk0XiD4zsEuzdYh2FBqC1T7CI5CgRKktRWkiQLYAaw9qZj1gIPXPv1HcCO5rD+QqgaOwdL7n+sL2p1+d/EcnOK2Ls9WvG99SvD+fLDnRzaG8PB3Zf4/L3t/LfeuItrbY2Z1NGgZDpAGz8n+gz0Y+lvx5jzwHKeum85SxYcabAS0SqVxFMvDTUYZxtfJx6aI2oyNBVOLjYMHtGe7r299ckFwCNPD6RHnzb6Uuadu3vy5ItDGmiUglB7kinu85IkTQC+AtTAQlmWP5QkaS4QKsvyWkmSrIAlQE8gA5hxfVFoeUJCQuTQ0NBaj01oPK5m5HP6eCLbN0URc8F4G++oCUHc/6hh86jCAg3PzvqHwpumBmztLfh64R2Ym5t2uiQ7q5CdW86ReDmLtgGtGHZLIH/+cpS92y8YHNd3kB9PvTTUpNeuDq1WR3RkKuYWatoFulZ4bHpqHja25ljbiCccTUFuThGyLNe45L4kScfk/2/vvsPbqs4Hjn+P94pX7NjOsJ29996bkUBJGCHMUKCM/ii0QIGWljJKWQXKaimrpTRsKCRAQvaeznR24gzHznIcO962bJ/fH1cWlnVly45syfH7eR49iY+ur17fDL0695z31XqIm8MSot7csgZDa/0D8EONsSeq/b4EuM4dryWar6joEMZN6UJxkcU0wejVL95hLPtsoUNyAUYxr/M5xcS0ce+unPCIIK6a9dMumKLCMtatPOJw3Ob16eTmFHuswZuvrw/de8fVesyh/Vm8/+Z6Thw/j5+fD2OndOHmO4e63MRONI7S0nIWzd/Lru0niYgK5pLpPejS46cy8GGtZCGNuDh41SJPT8o/fIJTq3YSmhhHwsQBjbJLQRiCQhz/2ikfRbJJe/jYNmGEhgVQWFBmNx4RFUxkI9TBqKmk2GIsnqxBV2qKi8q8toNsaYmFV/+8nIL8UgDKyytZvvAAERFBzLyhv4eja9leeXoZ+3b/tBMoZd0xHnpiMr37J3gwKiHcTz7KANuf+Yivus1hze0v8eOUh/l+1K8ozS2o+xtFg8z7PNVhTFdqNq075jAeEOjHdbcMpHq+p3wUs24d2CSfxKNahxAb7zhLEt82nPi23rt1cMeWE7bkorq1K2q9M3lROpl5nvffWMfTjyzg329vdFgg25T2pp6ySy4AKio0875w/DchRHPX4mcwcnYdYduf/m03lrVxLzv/MpehL97tmaAuYgf2njEtgw2YzhQATLy0G4kdo9iw6ijKRzFyXEc6dmnd4BgKC8rYvO4oQUH+DBuT7HQbYGWl5s0XV5J1yv4NqVV4IHf9epRXz3I5W1vVWGur04/mUFRYRpduMfi5eV3Mhcg6XcAzjy60zYClHTjL1o3H+fOr0wn3QCfU0yfz6zUuRHPW4hOMjIWbTcczF6VIgtEIzLaBVhk2Osnpc527xbqlXfmi7/by8fsptnoD7725ngf/OIlefR3Xf+xIyWDLhuMO4+OmdGmy1ukWSwV+fj71Tmb6DW5HSGgARYX2t5ZGjuvozvDIzyvh9edW2ipQhkcEcc+DYy5our+4qIyTmXm0iW91wesRli3Y73B77XxOMSsXH+LK6/pe0Lkbokt38wW5zsaFaM5afIIRHGde4yC4TWQTR9J8bNmQzvpVxsLHkeM6MniE61VXnb1hdOrautGrFZ47W2iXXIDRXv5vzy7n7/+93uGWy4G95o3ptm3KYNatgxozVA7sPcPH76dw5FA2Ua1D+Nl1fZl0mevVRIOD/Xng9xN47/V1ZJ0uwMdHMXJ8R6663rGMe22OH83hsw+3sm/3aWLahHLFNX0YM7Gz7fmPP9hiV94673wJb720ilffv6ZBVUUXztvD1x/voLSkHP8AXy6/qhfX3DSg3uepcuaU+e2QM7XcJtFaU1GhG+UWXPukKKZM686SH/bbxlpFBHL1jQ3/GYXwVi0+wUi+ZixbHn/foctprweu8VBE3u37r3fx+X+22b7evC6dWbcOZPrVfVz6/lETOjLvi1T7T9YKrp8z2N2hOtiekmFaKbG0pJyDe8/Qs8YsRhuTtRcAp0/mUVJsabS26bk5xbz81FLb7pmc7CI+fHsj4ZFBDKlHMtejdxwvvT2DUyfyCA0LJDyiftseCwvKeOGJxeTnGWs5Tmbk8e5r6wgJCWDQcKO2Xsp6x3UzhQVl7Es9Tf8h7er1egf2nOGTD7bYvraUVTDvi1SSOkfX6+eurmuvWFI2pDuMd+vpWLZfa838L3exaP5e8vNK6dk3jlvvGk7bDu7te3PLXcMYMjKR1O0niIwMZtT4ToSFy84RcfFp8Ys8/UKCmLbiFTrOnkhwXBQxQ7sz8csn6TBdChfVVFpazvwvdzmMz/9yF6Wl5iWsa4qIDOaxZ6bSd2BbgoL9SeoUzQOPTaBHn9q3XLpDbZUu/fwd/ykMH5tsemxFheagSW8Vd9mw6ojp1twViw7W+1xKKRLaRdQ7uQDYtPaoLbmorvqn78Ag888ozsbrej3T8TXm466YeElXOnezv/3Qq188I8clOxy7+Lt9fDV3u+1n3pt6mhefXEJZjQq07tCzbzyzbhnEJVf2lORCXLRa/AwGQKtObZnw8R88HYbXy8kuorjIsYJlcZGFnOwil3dVJHWK5uE/TXZ3eHUaNKwDAYG+lJXav2FERgXTpbvjmoqQkADCI4LIO+/YBdPVN+z0I+fYuimDkBB/Rozr6NL3Oes34my8sdRcu1Cl+uzTxEu6OeyASGgfTrde9W/s52xxqK9fwxeNBgb58/u/XMrWjcfJSM8luVM0A4bYV9CsstwkgcvJLmLnlkyGjGw+zReF8BYtfgZDuC4mNtT0DTI8IoiY2FAPRFQ/AYF+/OH5y4hq/VP9jLiEVjz+3KVOF1GadYnt3rsNSSY1O2r64Zvd/PE33/O/T3Yw9/0UHr33G44cqrsFz+CRiZiF09DbBA01YGj7OsdnzO7HtJm9CQ7xR/ko+g1qy0N/nGy3M+doWjb/+3QHi77bS36eectygFETOpnu6Bk3ubPJ0a7z8/Nh2Ogkrr6hP4OGdzBNLsB5AlfiobLwQjR3bikV3hgaq1R4aW4B/qFB+PjL5E1DrFmexntvrEdXGn9vlI/izl+NtFv45y7llgqWLjjA9s0ZhIQGMOnybm4rRlRWWo7FUkloWO3ls7XWLP5uH8t+PEBxkYXBwztwzU0D6/y+87nFPHjn1w6tuXv0juN3z15SZ3xLftjPZx9uoay0AqVg5PhO3Pmrkfg6eXNsLAu+2cMX/91m20Lcd1Bb7n90PAE1FnBWVmoqKyodZiHmf5HKl3O3274ODQvg0aenOk3QNq87xqf/3sLZM4VERgUz88b+TJja1c0/lbm5729m0fx9dmP+Ab688u7VDbrF5ClSKlx4ixaTYGRt3Mv6/3uN7K0HCYgMo9cD1zDgiVu8upaBtzp2+BwbVh8FYMTYZJc+zTfEGy+sJGX9Twv0lIJ7HxrL8DHJjfJ67rR9cwavPrvcYdzHR/Gvr2926RyFBWUcO5xNbFyYRztq5uYUc2hfFrFxYfX6sz6XXcTDd31ta01epVe/eB59eqrT76us1BTklxIWFuB0tqExFBdbePOFlezafhKAkBB/br9vJENHOd8+7Y0kwRDeokV8jC87X8Ciyx+jzFqdsyy3gO1PfUhwm0h63PszD0fX/CR1im60pKJKRnquXXIBRnv3bz/f2SwSjJg48x0oZlVBnQkNC6BXP8+Xj46MCm7QGoTDB846JBcAB6ttazXj46NMZwyOHT7HscPnaJ8UWWeDt4YIDvbnt09OIfN4LudziuncPbZBW22FEIYW8a/n2P/W2JKL6g58sEASDC91+kSek/GGVzwsLraweskh65tUFOOmdCEw0JdTJ/OJbh1S6y6T+mqfGMngER0cCnX9zI3Fnc6eKeC7r3dz9FA2bTtEMP3q3rTr4D31W5xt842Nr99sTGWl5t3X1to1nRs6KpF7HxrbKLeM2nWI9KrrKERz1SISjAoni7QqSsxXyQvP69g1Bl9f5fAJuHrXyfooLrbwzKMLyEw/bxv74ZvdxnR8Xin+Ab5ccmUPZt3ivgJav3xoLIu+38fWjceNNSSXdWPAEPOFk/WVn1fCM48uJDenGIAjh7LZuvE4T708nbgE999O0VpzcG8WBQWl9OwbT7ALNUASO0YzYGh7tm/OsBuvb5K1ed0xh462m9el03/wEcZe4AJQIUTjaREJRuJVo9j467eoLLNPNDpeN95DEYm6RLcO4apZ/fj6kx22seAQf66f43oCUFxsISDAF19fH1YvOWSXXADk5f60o8FSVsH3X+2mbfsIty1Y9fP3ZdqM3kyb0dst56tu1ZI0W3JRpbjIwpLv93HTnUPd+lq554p4+ellpB/NASAo2J9fPDDKpV0t9z0yjkXz9xkLdcMCmHx5N/oNql8BrtRtJ5yMZ0qCIYQXaxEJRkhCa8b/93esu/dvlGbngVJ0mj2Rvo/O9nRoohZXXd+PPgMT2LbJeHMaNb6TS+3Rjx0+x4dvbyTtwFlCQgOYekUPzp5xrYPm+pVHak0wysqMXR3+Hm7oleXk56mtBHZDvf/meltyAUYL+3f/tpbe/0rg/Llili7Yz7nsInr1jWfc1C5218bf35fpV/dm+tUNT7LCI813cER4oFmZEMJ1LSLBAEi+djztrxhJzo40ghOiCUts/MqR4sLVt8lZaYmFl55aQv55oxpjUWEZ336201baui7OOqvm5Rbz4dub2LrpOD4+ihFjk7nlrmGNVi68Lt16xrJ84QGH8e6961/gypmKikre+dtadm51nEEoKSln1eJDfP3xdlvV0ZT16WzZmM5vn5zi1t1ZE6Z2Zcn3++3qVPgH+DLxUsfeLCXFFiyWClqFu76ttLjYgr+/b6P0HhGiJWsxCQaAX1AAscMdCyeJi8fWTRm25KK60yfziG8bzikni0erjJ7YyXT8rb+uZt+u04Cx6HDN8sNUVGru+c2YCw+6AYaNTmbdyiOkVnvz79i1NZNM3nQbavXSNNt2ZDNbNqQ7lDTfveMUu3ecpM+Atm6Lo018Kx57Zipff7KDdOsukhmz+9v1CCkrLeejdzaxbuURyssr6dozljvvG0V8O+fVZU9knOff/9jA/t1nCAryY8Kl3Zh168AmrzUixMWqRSUY4uJncdI3ory8kj+9eDnLFh4g/UgO7RMjaR0bylcfb+fc2SKCQ/yZNrM3I8Y6tjM/fTLfllxUt2nNUebcM9ylBY/u5ufnw4N/mMTOrZkcTTtHuw4RDBzWwe5TeOq2E+xIySA0LJAxkzoT62TrrDPbNjm2qq/SITnKYQ1IlYz0XIcEQ2ttaxDXkNmNTl1jePgJ5+XlP/twK6uWptm+Prg3i1eeXcbzb15lOitVXl7Jy08t5WxWIWDMyCz8dg9BQX7MvKE/YCycPbjvDHEJ4fQd2Nbp7JYQwpwkGOKiMmBoe/wDfB0SjWGjkggNC+TKa+13MIwa35Fz2UWERwQ5VKesYikzLyFdUaFtFS49wcdHMWBIe9OdKR9/kMKP8/bavl7w7R4eeXJKvXbhhLYyb8LVLjGCh56YxCf/2sLpk47bhpM7tbb7eu3yw3z18XayswqJS2jFrDmD3F72fM3yww5jp0/kc2hflmlflD07T9qSi+pWLTnEzBv688Fb61m5+JBtvHP3GH775BSPJJNCNFcyFyhcUlxs4au523nqtz/w6rPL2b3jpKdDMhUeEcQ9D46hlbVDpVJGDw9nWyN9fH2IaRPmNLkoyC9l945TpqXBe/WNJ8zJm7AnnTmVz6L5e+3GSkvK+eKjbfU6z6RLu6FqfGoPDPLjwT9MIio6hBmz+jlcl0HD2tt1xt2/+zTvvr6WbOub+emT+bzx/Er+79bP+d+nO6iscE+CVuHkPM7GnXVILSurYPeOk3bJBUDa/rMO11QIUTuZwRB10lrz16eWcqhai/IdWzL59e8mOG2I5UlDRiTSf3A7jqWdIyIqqMFltrNO5/Pnx340vRWQ2DGKO3418kJDrbfVS9NYOG8Pebkl9BmQwHW3DiK6WvM2gKNp5zDrAHAkre5Ga9V16RHL/Y+N53+f7OBkZh4du7Rm1q0DiWlj3Gpp2yGCP792JSsXH+Tc2SJ69Ytn2Gj7stqrlqaZxlKQV8o3n+5EV2quvnGAMZZfSl5uCXFtW9V7HcTw0UkOsxiR0cF07Wm+6LVP/wRCQvwpqtEdeOjoJHbvNE+e9+w4xVWz+tUrLiFaMkkwRJ32pp6ySy4AdKVm/le7vDLBAGN7ZEOLclWZ93mqaXJx+30jGT+lywWduyGMRnPrbF+vW3mEI4eyefb1K+3ekNu2N1/Y2LZ9hOl4bQYN68CgYc534ES3DmHm7P5On7dYzGcKqixdcIAZ1/dj7vsprFh0kPLySqJahzDn7mEMrOV1a7rxjqGcP19iW/TaJr4Vv3x4rNOdIUHB/tzz0Fjee2OdrR5K34Ftuf7Wgaa3WwCiYkJMx4UQ5iTBEHXKclJbwdn4xSLt4FnT8cJ8x10qTaFmp0+Ak5l5pG49YZfotU+KYvjYZDZW2wHi46NqTQQay9CRiXZx1FRUWMai7/ax5If9trGc7CLeemkVL/1zJlHRP72pr11+mHUrjTf/UeM72e34CQ0L4OEnJpN1uoCSYgvtkyKdLibNzirk3//YQOq2EwQE+jF8TBJXXd/PVh581PiOfPflLrvk0tfPh0uu6NGgayBESyUJhqhT915xKIXDVHd3k8VzF5OEthEO1T8B4ts63/rYmPLPl5iO55mM3/3r0fTqF8/2zRmEtQpk4qXd6NzN/Q3C6jJ0VBLTr+7Nwm/3mDY+GzCknelWWIulkpT16Uydbrypf/3xdr79PNX2/K7tJzl9Ms92e6VKXTtltNa8/MxS259raUk5G9ccIzomlNm3DQYgNCyQx5+7lP99upO0/VnEJbTiimv6NEqDNSEuZpJgiDrFtwtn+tV9+O6rXbaxyKhgrr15QC3f1fxdcW0fdmzNtNuR0qlrawYMqV+pa3fpO6itw+JDHx9FnwGOHVd9fX2YMLUrE6Z2bZRYsrMKWfL9Pk6fyqdrjzZMuLQrwcH+nMsuYtPao1SUa4aOSqRNfCtm3TqIy67qxZrlacz7PJVi67qHdokR3PyLYbz54krT1/CxzkCUFFtYOM9xgeXCeXuZNrN3vYqdHdqfZZo0rlx8yJZggHGL5e5fj3b5vEIIR5JgCJdcd8tAhoxMZOfWTCKighk+Jvmi37LXsUtr/vTi5Sz6bh/ZWYX07BvHlOk98PFQIaZrbxrA4YPZHLeW7fb1Vdx4x1CiY0JdPseh/Vks/HYv2VkF9OgTz/SZvQkLr99OmNMn83n6kQUUWG8VbdlwnA2rjzBjdn/eemmVLSH78r/buPs3oxkxtiPhEUFMm9GbyZd1Y2/qaYJC/Oneqw1KKUZP7Mzhg/YLUAMCfRk6ytjKmptTbFfFs0ppSTnnc4vrlWCUlTrZPVJqvhVZCNFwkmAIl3Xs0pqOXVrXfeBFpENyFHfc1/S7RcyERwbz9CvT2bPzJOdzSujVP95ujUJdDu47w3N/WGyr3XH4YDY7t2by1MvT61Ume8G3e2zJRZWjaef44K31drM9lZWa/767mcEjEm39SQKD/B0WBk++vJsxI/LDPspKK2gT34o59wwj3NprJDYujMjoYHLP2S+4jYwOtu1ocVW3Xm1oFRHoUO118Ej31uUQQkiCIUSzYtwSaVgZ7u+/3u1QGCzjWC5bNx5n2Ogkyssr2bDqCHtTTxEdE8qES7rSOtZxdiTzWK7p+at3p62Sn1fKiePnSeoU7TQupRTXzxnEjOv7UpBfRnRMiN0CTV9fH266Yyhvv7Lato7D11dx851D672d1d/fl/t+O55/vLzatoiza89YbnZzB1ohhCQYQrQYWaec7QbKR2vN68+tYMeWTNv40gX7efy5S227K6okdY7mwN4zDucJCPB1KGDl6+dDtIvbOwOD/AkMMr/dMWx0Ekmdoti45hgAw8ckEZfQsMW2PfrE8fK7V3P44FmCg/3pkBzVoPMIIWonCYYQLUS3Xm3ISHecfejeK449O0/ZJRcAhQVlzP8ilXseHGs3Pm1GL1LWp5OTXWQb69E7jh594/jm0512x068pGutnU3LLRV89fEOVi87RIWlkmFjkpl92yCCQxwrp8YlhDutyFpffn4+dHNShEsI4R6SYAjRQvxsVl9St52wq18ybkoXuvSI5Ydvdpt+z7HDOQ5j0TGhPPPqdFYtOcSpE/l07RnLyHEd8ff3JTYujDXL0qgo14wYm8zEy2rv7jr3/RSWVWs7v2LRQXLOFfHgHyY18KcUQngLSTCEaCGiokN49vUr2bjmqLErpk+8rW9IhyTz2wQdkiNNx1uFBzH96j4O42MmdmbMxM4uxVNaWs7qZWkO4ztSMsk6XVDv7q9CCO8iCYbwWhvXHGXLhnQCA/0YN7ULXXvIlPaFCgz0Y9xkxzLnfQYk0Lt/gl0Tu+AQf4fus+5kKatw6HpbpaiwrNFeVwjRNCTBEF5p7vub7Upjr15+mHsfHMPwMcmeC+oippTiN3+YyJplaexNPUXrmFAmXtaNNvENaxTnirBWgXTpEevQ5yY42N9pq3ghRPOhtFmrQy8wZMgQnZKS4ukwhAfknCviwTu/prLS/u9mXEIrXvzHDA9F5TmHD55l+Y8HKSooY8DQ9oye2AkfH/M+G02ltMTCscM5RMeE1LsWRXUnMs7z0pNLOHe2yG48qnUIT788zVYLQ7hOKbVFaz3E03EIITMYwuuczDjvkFyAUUHSYqmwFW1qCbZvzuC151bYrkfKhnT27TrFLx7wXBnrtcsP89G7mygusqAUjBibzJ33j65Xsa4qbdtHMG5yF775zH73SU52Ect/PMhV10t7dCGaK8/UPBaiFu0TI03frNp2iPBIcpGRnsv2zRnk55k3G2tMX3283SHZWrP8MCczHftpNIWs0/m898Y6Wz8RrWH9qqP8OG9Pg895+lS+6binfkYhhHtcUIKhlIpWSi1WSh20/mq6FF0pVaGU2m59zLuQ1xQXv/DIYK64xn6Hgq+fD9fPGdRiGuAdAAAUlUlEQVSkcVgsFbz2l+U8fv98Xn12Ob+54ysWzXdsutWYThw3f5PNtI4f2pfF0gX7TQtfNYYtG4+bzi5tWnvM9PhySwU554pMv6dKZyddSjt5oPurEMJ9LvQWyWPAUq3180qpx6xfP2pyXLHW+uJuvSncauYN/enWqw0p69MJDPJjzKTOtE803zLZWBZ+s4etmzJsX1sslcx9P4XeAxIcqls2luTOrTm0334RpPJRJCZF8uaLK9m8Lt02PnBYe+57ZHyDblW4KiDA/L+MgEDH8YXf7mHel6kU5pcRExvKjXcMYfAIx54f46Z0Zs3yNI6mnbONJXWKZvwUx90uQojm40L/J7oK+ND6+w+BlrcCTzSa3v0TmHPPcGbfNrjJkwuAbZszTMe3bjzu1tc5fTKfN55fyb03fcbj989n7fLDtueuu3UgAQH2t4UuvbInB/eftUsuALZtymDdysM0pmGjkggOcSznPX6qfTKwZUM6n/xrC4X5xnbTs1mFvPXX1ZzKzHP4Xl9fHzp1i7ElRu0SI7nnwTFOy4YLIZqHC00w4rTWVRvnTwFxTo4LUkqlKKU2KKWcJiFKqbusx6VkZWU5O0yIJuGsDXiISRnrhiorLef5Py4iZUM6RYVlZKTn8s5ra223HHr0juPPr13Jldf1YfLl3Xj4T5O54eeD2VOtXkV1u7abj7tLWHggDz8xmeTORvOyVhGBXD9nkENxrTUmBbQqyitZt+qIw/iXc7ezbMEByq2N2DLTc3njhZV46w43IYRr6rxFopRaAsSbPPV49S+01lop5ex/hCStdaZSqhOwTCmVqrV2+B9Ia/0O8A4Y21TrjF6IRjTp8m52hacAQsMCGD422W2vsWXjcYctmgCLv9vHsNFJgLE999qbBto9HxFtvn0zKqrxt3V26RHLUy9Pp6TYQkCALz4mHU0rnKy5qKyodBhbufiQw9iJ4+c5uC9L+oUI0YzVOYOhtZ6ite5j8vgWOK2USgCw/mq60kxrnWn99TCwAhhodpwQ3mTIiETuuG8kbeJboXwUPfrE8chTUwhzYxGogrxS0/H8/Np3rEy8pKvDDEtgkF+dvT/cKSjY3zS5AGPrak1KwTCTQmmWsnLTczir8imEaB4udJHnPGAO8Lz1129rHmDdWVKktS5VSsUAo4EXL/B1hWgS46Z0YVwjLjbsO6gtShnbPavrP7h9rd8XG9eK3z97Cd98uoP0Izm0T4pkxuz+xLdtWAtzdxs1vhMZx3JZ9N0+LGUVhIYFcP2cQSSatEYfMjKR9auO2o2FRwTRrZfMXgjRnF1QJU+lVGvgcyAROAbM0lqfU0oNAe7RWt+plBoF/BOoxJgx+ZvW+v26zi2VPIU3q6zU7Nl5kvy8Unr3i7+gipML5+3h8w+3UlFh/Fvs0j2Wh56YREio+9Z6eEphQSlnzxSS0C7cdKcJQN75Et54YSUH9hgToJHRwfzyobF07+1sSZeojVTyFN5CSoULr5a67QSf/2crx4/m0C4xkmtvGsDAYR08GlNuTjEv/WkJGem5APj5+TDn3uGmTcRclXOuiH27TtM6JrTBn9yXLtjPgm/2kJtTTO/+Cdx4+2DiEuo/o7FjSyZf/ncbx4/lkpgcxXW3DKTvwLYNiqk+MtJzKS4qo1PXGHyd3HoRdZMEQ3gLSTCE18pIz+WJB7+novynhYG+voonXryc5M6tPRbXO6+ttdtKCkaS8cp7VxPhod4Zq5em8d4b6+zGomNCeOHvMxy2udYm/cg5nnz4B9tsChhFzp5+eRrtnbR0F95FEgzhLeRjgvBaq5ccsksuACoqNCtMdh00pZ1bMh3Gyssr2bPjlAeiMSxdsN9h7NzZIrY7qeXhzIrFh+ySCzC2l65c4tlrLoRofiTBEF6ruNhiOl5SVNbEkdhrFR5kPh7huRbjBfnmu1EKC8zHnSkuNL+2RYXmfxZCCOGMJBjCaw1ystZi0HDHctNNaeoVPRzG2iVG0KtfggeiMQwc5rjrxMdH0X9wu3qdZ9BwJ9fc5PxCCFEbSTCE1xowtD2Xz+iFj48CjB4ck6d1Z+go1xOM7KxCDu47Q1mpea2Fhph0WTduu3c4bdtHENYqkNETO/HIk1NscXrCzNn97YpS+Qf4Mufe4UTHhNbrPENGJjJlWndUtWs+9Yoepj1EhBCiNrLIU3i97KxCMo7l0i4xgpg2YS59T7mlgndfX8fGNUfR2qjAectdwxg5rmMjR+s+Gcdy2Lopg+AQf0aMTXZ6a6a6tANnyT1XRPdecYSFN/yWTdbpfDLTz9MuMZLYONeuufAOsshTeAtJMMRFad4XqXw1d7vdmK+v4qW3Z9I6tn6f6j1h4bw9fPLBFtvXIaEBPPLUFDp28dzuGdE8SIIhvIXcIhEXpc3WZmHVVVRot3dCbQx550v44j/b7MaKCsv49F9bnHxHy2SxVLBmWRpz39vMisUHKXXjbTAhxIW70FLhQngl/0Dz2g/Oxr1FWWk5772xztZZtLr9e01b/bRIRhfaxaQdOGsbW/L9fh7/yyUEu7HbrRCi4WQGQ1yUzPqHhIT4M3Skdy9W/M87m9iR4lhnAyDWxfUnLcHaFYftkguA40dzWP7jQQ9FJISoSWYwxEVpwtSu5J8vYeG3eynILyW5czS33DWM0DDP1aqoS3GxhXUrjzh9/mfX9W3CaLxbzeSirnEhRNOTBENctK68ti/TZvamrLS8WUybW8oqHCqXVrnpziGMndy5iSPyXgntzHusJLT3jm6yQgi5RSIucr6+Ps0iuQCjRXmXHrEO43FtWzF1umNxrypm6zUuduOndHXYDRQRFczky7t7KCIhRE0ygyGEF/n5vcN59dnlnD1TCEBU6xDufXAsSjkW8dqRksnn/9lKRnou8W3DufbmAQwdldTUIXtEWHggT7x4OYvm7+Vo2jnaJ0Vy6ZU9iYoO8XRoQggrqYMhhJdYt/Iwn3ywhbzzJfgH+DJ8TDK3/98I09blZp1mlY/ij89fRuduMQ2OwWKpIO3AWcJaBdI+MbLB5xGeI3UwhLeQGQwhvEDGsRzeeW0dutJI+C1lRo2HfoPaMnxMssPxq5emOazX0JWalYsPNjjB2Lk1k3f+tpb8PKNBWs++cfzq0QmEhjWPW0xCCO8iazCE8AIb1hy1JRfVOdtVUlripNNsScOKTRUXW/j7X1fbkguAvamn+exDKe4lhGgYSTCE8AIK80ZpJksvAJw2HxvSwKZku3ecpLjIMWlJ2ZDeoPMJIYQkGEJ4gRHjkk27sY6e0Mn0+L4D23LldX3w9TP+Cfv4KC65ogfDRjdskWdgoPndUmfjQghRF/nfQwgv0K5DJHf/ZjSffLCF3JxigkP8mT6zd627Qq69aSBTpvUgMz2XhHbh9W7NXl2vfvHExoWRdbrAbnzC1K4NPqcQomWTXSRCeBGLpYIdWzJpHRPa5J1TT5/M48O3N7Fn50mCg/2ZdHl3rrmxPz4mu1iE95JdJMJbyAyGEF7iaFo2b764yjaL0Ll7DPc/Op7IJqrtEJcQziNPTcFiqcDX18f0lo0QQrhKPpoI4QUqK7VdcgGQtv8s/357Y5PH4u/vK8mFEOKCSYIhhBc4cijbYf0DwPaUTMpKG7b1VAghPEkSDCG8gH+Ar+m4n5/cqhBCNE+SYAjhBRKTo0wXdY4a3xE/f/PkQwghvJkkGEJ4ift/N4H+g9uhfBT+/j6Mm9KFm+4c6umwhBCiQWQXiRBeIrp1CA/+cRKlJRZ8fH3wl5kLIUQzJgmGEF4mMMjf0yEIIcQFk1skQgghhHA7STCEEEII4XaSYAghhPAYpdQgpVSFUmqtp2Np7pRSUUqpj5RS562Pj5RSkXV8T5xS6t9KqRNKqSKl1EKllGkTImVYoJTSSqlr64pHEgwhhBCedCfwd6CPUqqnp4NRSjXnRVAfA4OAy6yPQcBHzg5WSingG6ArMAMYCBwDliilzLonPgRUuhqMJBhCCCE8QikVDNwIvAN8CdxhcswIpdQypVSh9VP5MqVUW+tzSin1kFLqoFKqVCmVoZR6zvpcsvWT9pAa57N9+q52zA3W8xYDdyulWiulPrGer1gptVsp9fMa56nttZcppd6scXy4dYbgarddQPvz98RIKu7SWq/XWq8H7gauUEp1d/JtXYERwC+11pu01vuBe4Fg4IYa5x8KPAD83OEsTnjtLpItW7acVUod83AYMcBZD8fgKom1cUis7tdc4oTmGWuSpwOph2uBY1rrVKXUR8DnSqnfaa0tAEqp/sByjE/hDwKlwDh+eu/6C8Yb4oPAKiAW41N4fT0HPIyR4FiAIGAr8AKQB0wB/qmUStdaL3Xhtd8F3lJKPaS1LrWO3QAUAPPNAlBKJQJ76ojzv1rre5w8N9J6/nXVxtYChcAoYL/J9wRafy2pGtBaVyqlSoExwHvW2FphzI7cpbU+Y0x8uEBrLQ8nDyDF0zFIrBLrxRZrc4lTYm2SmFcAD1t/r4CjwLXVnp8LrHfyvWHWN8Z7nDyfDGhgSI1xXfUa1Y55yIVYPwXec/G1AzGSvdnVxjYCf63l/H5AlzoebWr5/t8Dh03GDwO/c/I9/hi3RL4CooEA4FHrNfmxxp/DG2bXsLaH185gCCGEuHgppbpgfEq+EUBrrZVSczFmEb60HjYQ+J+TU/TCeCNf6uT5+kipEZsv8BhwPdDO+joBGAlRna+ttS61zsjcDnyqlOoNDANucxaA1rocOHQhP0R9aa0t1ls27wPZQAWwBFiAkfChlLoF6A8McXYeZyTBEEII4Ql3Ar5AerUp96o3tQ5a6+MXeP6qxYg/ndz5As7CGl8/jLGg8QEgFePWw1+ANvV4/feAndZbH7djzMTsdXawG26RnAJilVJKV00JGRe2jfU5U1rrLcAApVQEEKC1zlJKbeSnpGsyRkJVUOPWyGdKqfVa6zHOzi0JRu3e8XQA9SCxNg6J1f2aS5wgsTYKpZQfMAf4HfBdjac/wlhI+DSwDZjk5DR7MdZkTAYOmjyfZf01odrYABdDHAPM11p/ZI1XAd2AXBdfG631busb9S+Am4HH63jNEy7El1fLc+sxbt2M5Kd1GCOBUOzXZZjSWp8HsG5RHQL80frU48BfaxyeipGEfVvXSeUhD3nIQx7yaLIHcBXGYsrWJs89ChzBmHkYgLHW4R2MafruGDMfidZjXwByMBKSzhi3Ie6tdq71GAsde2MsdFyJ+RqMmus0XgYyMBKNHsBbwHlgRbVjan1t6zE/x0hECoBWTXBdF1jf/EdaH6kYiVLV8+2AfcDMamPXAROBTtY/l6PAV3W8jktrMGSbqhBCiKZ2B7Bca51t8twXGG/8U7XW2zF2cPQANmAslJyNkZyAMQPyAsan7b0YixXbVzvX7dZfNwP/BP7gYnx/BjZhvGGvwriFMrfGMXW9NsBnQBnwudY638XXvhA3AjuAH62PHcAt1Z73x0jSIqqNJQD/wUg8XseYQbLbotpQypqNCCGEEMKNrPU60oHxWusWV6lUZjCqUUpdZy2oUlmzOEuN4y5TSu1XSh1SSj3WlDFWiyFaKbXYWuRlsVIqyslxFUqp7dbHvCaOsdbrpJQKVEp9Zn1+o1IquSnjqxZHXXHeppTKqnYd7/REnNZYPlBKnVFK7XLyvFJKvW79WXYqpQY1dYzVYqkr1gnKKJxUdV2faOoYrXF0UEotV0rtsf77f8DkGK+4ri7G6hXXtSVTSvkrpeIxFoZua4nJBSBrMGrcV+qJMX20ghr35Kod4wukYdyvCsCYgurlgVhfBB6z/v4x4AUnxxV46FrWeZ2AXwJvW38/G/jMS+O8DXjTE9fRJN5xGOV/dzl5fho/bTEbAWz04lgnAN95wTVNAAZZf98KOGDyd8ArrquLsXrFdW3JD+ufgbb++QzwdDyeesgMRjVa673aKJVam2HAIa31Ya11GUbxlasaPzoHVwEfWn//IUYdeW/iynWq/jN8CUxWLpeIcxtv+fN0idZ6FXCulkOuAv6jDRuASKVUQi3HNxoXYvUKWuuTWuut1t/nY9xPb1fjMK+4ri7GKjxMa71Ca6201t20sY6kRZIEo/7aAdX3Z2fgmX/gcVrrk9bfnwLinBwXpJRKUUptUEo1ZRLiynWyHaONIjPngdZNEp1JDFbO/jyvsU6Nf6mU6tA0oTWIt/z9dNVIpdQOZXRo7O3pYKy36QZiLCaszuuuay2xgpddV9Eytbg6GEqpJUC8yVOPa61r39PbxGqLtfoXWmutlHK2WjdJa52plOoELFNKpWqt09wd60VuPvCJNqrz3Y0x6+Jsb75w3VaMv58FSqlp/NTV0SOUUmEYOwF+rbWurd6Ax9URq1ddV9FytbgEQ2s95QJPkQlU/wTb3jrmdrXFqpQ6rZRK0FqftE7VnnFyjkzrr4eVUiswPvE0RYLhynWqOibDWngnAqNcbVOqM05tv5XuPYz1L96qyf5+Xqjqb4xa6x+UUn9XSsVorZu8uZgyKjx+BczVWn9tcojXXNe6YvWm6ypaNrlFUn+bga5KqY5KqQCMxYlNujvDah5GJTysvzrMviilopRSgdbfxwCjqbsUrbu4cp2q/wzXAsu0dYVUE6ozzhr32n+Gcd/bW80DbrXuehgBnK92K82rKKXiq9bcKKWGYfx/1NQJZlWVxveBvVrrV5wc5hXX1ZVYveW6CtHiZjBqo5SaCbyB0Xb3e6XUdq31pcrYy/ye1nqa1rpcKXUfRhETX+ADrfVuD4T7PEZr4zswuuHNsv4MQzA6/N2JsSvmn0qpSoz/ZJ7XWjdJguHsOimlnsbo+jgP4z/Kj5RShzAWA85uitgaEOf9SqmfAeXWOG9r6jirKKU+wVihHqOUygD+hFE8B63128APGDseDgFFGJUEPcKFWK8F7lVKlQPFGJ0nPVGYZzRGMaJUpVTVgrzfA4nVYvWW6+pKrN5yXUULJ4W2hBBCCOF2cotECCGEEG4nCYYQQggh3E4SDCGEEEK4nSQYQgghhHA7STCEEEII4XaSYAghhBDC7STBEEIIIYTb/T/R8uAHfcwM0gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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GzZ0A7R8Yrfh+iZuPcODp/yM3JhFzB1s6P38H3d823udRV1IPRLJj2vsUJKYD4BoazIhV72PTxhUoW/ro9NwdHHtzvsHrfCYPwKG9V7XvJ6lUdHhiEh2emFTuNTpNKUnbjqHTlNJmZOUdcgVBEBorSemIYo3eqGwPxjpZljsrPDcemA2Mo2xz51xZlvtU9H6hoaFyWJgonVxdaYej2DTyRYPZkA5PTlasdVEXsqLi2ffwF6Tujyz7lv7AGPp886R+E+g1+YlprAicibaoxCA+6PeXCbxfOSGpirh/dnFx5V7MbK0JmjUWt5uWo67RlWpZ7n+3Prm4xmfyAEasnGMQi/pxDdG/rkdbUIzvbbfQ7c176+SD/0pkHFvGvUb+pVQALF3sGb7y/RonhELLJEnSUVmWxW5focGZJMGQJGkJMBRwBVKAdwBzAFmWf5LKdp59B4wBCoAHZVmuMHsQCUb1ZIbHcnruv+QnpOHSrR2SmRpNTgFtx/XFe1z9H9gpzsxBbW1Z7gdxxFfLOfLiT0bx1kO7MXb7VzW65+HnfyDymxs2i6pUDP37TfzuGGJ0bcq+CDbcYtziXlKruC9/g1FCVB/WDZhN2kHD/iy2Pu7ceX5xjQucCS2PSDCExsJUp0hmVPK8DDxlinsJxtIOR7Fx6HP62YCkLUdx6x/C+D3fNtgHk6WLA7IsU5SejYWTndFGRqXaFxXFK1OQlG5Uk0PW6Tj6xm+KCYaZrZXi+6itLBQLgtW1ooxso+QCID8+lcyT5432hwiCIDR2Lf5rUdaZi0R8uYxzCzahuWFZoSk5+fFio6WGtAOnOfvrBvbO+pw1oY+z58FPyY6+VM47mF7CpsP82/EBlrjfxlKvaUTecAwVyiqFSgqnJ/zvUq6CWZmsM/GK/VxyziWiVeip0qp7e8WTKoEPjFGsv1HXzGysFCunIklYutjX+3gEQRBqq0UnGKe+WMbKTg9x5KWf2fvQ56wIvr9eP4RNJTs6QTF++IUfOff7JjKOnSPmj/9YN+BpfQGsupR7IZntU98m52zZuIrSsjj83A9cXLlXf429vyeDF76q77+hMjej41NTKtwAWRHnzn6KnUSdQnzLXe4Ysep9fCYPQFKrMLO1ouNTU+j9xWM1un9tmVlbEvjgGKO498T+2Pl4NMCIBEEQaqdRHVOtT/mJaRx93bDfRWFyBmGvzjPa5NfYufXtQHZUvFG8NL/I4HHJlVyiflpL6McP1+l4zv+1HW2x8azBud834jt1kP5xwPTh+E4dRHbUJWy8XLFyrV41yxtZe7jQ5eXphH/4pz6mMjersE6ETRtXRqycg7ZEg6RWNcjMxY36fv0kFo62nFuwGV2JBv9pQ0WdC0EQmqwWm2Ck7I1QXO9P3hFeo/eTdTpS9kWATsZ9YOcaF0+qie5v3Ufi5jAKb+iTYefvSd4F40KpeXF1XzxVqc07oJh0qC0tyu2rUV095zyIxy1duPjvHszsrAl8YDSWro5EfLkMTW4hPlMGKu5laIgNnUpU5mb0+nBWo6liKgiCUBstNsGw83FXjNuWE69I1pmLbJ34Brnnk/XvMXL1B5V+cOYnpHH87QUk7zyBrbcbnV+chs/EAdW+v31AG6ac+pXYRVvJj0/Bc3gPCi5fYf+jXxpd61EPRx597xjMiQ/+NGrP7nfHYM4t2ETStmPYtG5F8GMTalRPoiI3liJPPRDJ+oHPoMktAODE+wvp/cXjdH7+TpPeU0lRWha5Fy7jFOJb5WJmgiAIzYnJ6mCYWn0cU90w9DlSdp80iA1e9Jq+rHdVre3zJOlh0QYxpxBfpkYYFmjSabVcWneQ3JhEWvUOZt9Dn+uTEgAkiVHrPqTt2NofK9WWaNgy/nWDolset3Th1k2f1kvxpuhf1hP28s+UZOejMjcj+PGJ5MWncGn1fv01ZnbWjN3xVY1KoleF0rFPtaU50xKWVru5WFXJssyRF3/izHer0GlKMbe3oddHs+j41JQqvV6n1ZL0XxgFSRl4juiJvV/rOhmn0HyJY6pCY9GiEwxNbgEnP/6LSxsOYeXqSMenphjsEaiK/MQ0lnlPV3zutug/cAwsa9Fekp3HppEvkXH0bIXv12ZkT0b/93m1xlAeWacjYcMhMk7E4tzFH+8J/ep1n4Emv5CsyIvY+XmQcy5Rse6E98T+jFz9gcnvLet0LDAbpfjcrRs/wWt0b5PfEyD2zy3snvmJUXzikR8rTaSK0rLYNOolfa8YSaWi10ez6PKy8s+XICgRCYbQWLTYJRLg6rfLh+n1Uc03PZrZWCl2yUSSDKbGI7/6p9LkAqAgKaPGY7mZpFLhPaE/3hP6m+w9q8Pc1hq3Ph0AiPtnt+I11z5MTU1Sqcrdh2Lfrk2d3BPgwk3daq+JW76r0gTj2NsLDP48ZJ2OsNd+xff2wTjU4ZgFQRDqQos+pmoKls72ig2rfCYPwMbzekOs5J0nqvR+145t1kbB5Ux23v0BC23H8XebOznx/kJknXGNiPrkUk6hKOcqbvCUZZkrkXHkXS2jXRXd37zXKBYwY7jJ933cSGWpvGFUXU78RklbFGbsZFmx064gCEJj16JnMExlwM/PYW5vQ+yfW5B1MgHTh9Hn6ycNrrH1rtrm0cu7wolfu79Gmz2v2TrhdTKOnQOgsLC4rIW7DD3eqb9GYjfzGNAJn6mDiL+hFoaZnTXd376v0temHYli970fkXMuESQJ7wn9GLzoNSwcbCt8XeCDY7BydyJ63jo0OQX4TBlY5b0QNRX44FgurthjEFOZmxFwb+X7eqw8nA335Fxl3drFZOMTBEGoLy16D0ZdkGWZstYrhtLDolk/6FmDI5zmDjZocgqMrvWZOogRK96r0f1TD55m/YCnjeJWbk7MSFmh8IoyKXtPkXUmHtfQIFr1CKzRvSujK9Vyfsl2kraEYe3Zig6PTcA+oOKpf22JhuX+91CYbLh0FDRrHAN/ecFkY0vcfITYxVtBkmh3z0j9SZSaOPPDasI/+JPCy5k4BHrR58snqrRMFffPLnZMe98g5hDoxdSI+YpFxARBidiDITQWIsGoRyn7Izn16RJyYhJx798JtaU5UT+uMbqu7fi+jFr7UY3ukbDpMFvGvWYUV5mbcX/xZqO4tkTDtqlvk7jxsD7W/oHRDPrtJcVEqb4lbT3K5ltfNoqb2VpxX+56k9wj4stlHHnpZ4NYn6+fpNOzt1OSk4/ayqLatTJ0Wi0lWXlYujhU68/x/NIdRH61nIKkDNqM7EnPDx7C1sutWvcWWjaRYAiNhfhaVI88BnTC44YTExnHzxH101qjehH+02rWjwPKjqJaONlRkpVnEPeepPwN+uwv6w2SC4CYBZvxnTIIn0k1X6YxlfIaj5mqkFlpQREn5vxpFD/+zgLilu8kdf9pzOysCX5kPKGfPlrl+6rU6hodhQ24axgBNezHIgiC0JiITZ4NqFWPQPp//yzmV/cSqCzM6fT8nbSrwnp9ecxtrRn85+tYOF7fn+DcxZ++3yg3s03cclQ5vvlIjcdws7RDZ4j6eS0p+yOr/VqPwV2x8/c0irebeasphkZ+QhqanHyjuCangNT9pwEozSsk8ut/OPnRYpPcUxAEoSVosTMYOk0p2mJNg1dZ7PD4RNrdO5LsqHjs/FrXqh/HNd7j+jItYSmXd4Zj4WiL+8DO5U7TW3s4K8dNsLFQp9Wy+96PuLB0pz7mM3kAw5a9o99ToC3RcOa7VVxadwALZ3s6PD4Rr1HXZ3dVajWj1n3I3oc+J+3QGVQW5rS7ewShnz5a6/EB2Pl6YOliT3FmbqXXnp2/ke5vN9xGWUEQhKakxe3B0JVqCXtlHtG/rKc0r5DWQ7ox4KfncAz2Nvm9bnYlMo5zv22gJKcAn0kDGsUSRObJWNb1fcqgT4iFkx1TTv1a67X/80u2s+ueD43iA399kaCHxgKw7fZ3DE6WIEkM+esNxWWCwtQrmFlbYm5vU6tx3Sx63jr2P/HN9aUqCVD4a2Hl7sSMy+VvlBWExkDswRAaixa3RHLi/YVEfv0PpXmFQNmx0P/GvopOofGZKSX+F8aaXo8T+c0Kzs3fyLYpb3H4+R8MrpFlmaTtx4lZtKVa9R4qU1pUQtK2Y6QrFPpy6dqOW//7jDYje2Lj5Yr3pAGM3fmVSTYWJirVdeB6vYfMU+cNkwsAWSb8A+M9EQDW7s4mTy4Agh+dwPh9c+n41BQ6zp7KmK1fYm5vPLPlf+dQk99bEAShuWpxSyTn5m80iuXFXSZ5+/FaHU2szNHXfzXqMnp67kpC/nc7dj4eFGfm8N+YV/U9TSS1il4fP0KXF6fV6r6Jm4+w696PKM7IAcCtb0dGrJ6Dtfv1pZHWt3SltYnKk9/IppxlFuvWZQXIcmOSFJ/PjUk0+Vgq494vBPd+IUBZBU0LFwc0uYUG19i3F9U0BUEQqqrFzWCUFpaUEy+u0/tmnog1isk6nb409In3Fxk0TJO1OsJemUf2uYQa37O0oIidMz7QJxdQtuHy8As/1vg9qyPo0QlGMw5mNlZ0eHwiAK59gpEUTmW4D+xcL+MrT9LWY+RfTDGKn/3FNMdib5aw6TD/jX2V1T0f48gr8yi+6QSQIAhCU9TiEgy/OwYbxSyc7Ggzsmed3te5i79RTFKpcOpcFlc8tSHLJG6q+WmO5J3hRsdVAeJX7qvxe1aHvV9rxuz4Eu+J/bFp64bX2D6M2faFfr+LrZeb0aZJC0dbk23grKmitCzFeO75ZA7973syTxonizV1cfU+tox/ncTNR8g8EUPE50v5b8wrNNa9UYIgCFXV4pZIen/2KHkXU/T9Haw9WzF44auY29btaZJOL9zJnpu6bNp4uWLrXbbXwcrNkezoS0avs3KveW+SzOMxinEzhf0FdcW1Z1CF3VK7v3kvXqNDubT2AJbO9gTcPRxrj4Ytjd1mVC9UFuZGS1raohJOz/2XMz+sZviKdyst55607Rgxf2xGV6olYPpw/aberKh4ChLTKS0s5sDjXxvVQUk/HEXytmO0GdnLtL8xQRCEetQsE4ySnHzMbK0UW5NbONoxetOnZJ9LoDgjB9deQfVShllpiST/UiqX1h7Ad8ogQp65jZS9EQbP2/m1xnfKwBrfM379AcV4m+E9avyedcGtdwfcendo6GHoWbs70/+HZznw5LdGSQaAXKrl6Gu/VphgRP20lgNPfqN/fOHvHXR7/R4yT8Zyad3BSseQp7BEIwiC0JQ0qyWSlH0RrO71GIudJrG0zTROfbGs3GsdA9vi3i+k3no8pB8+oxhPOxQFgN8dQxiy+A1cerTHys2JgBnDGbP9S9SWFjW+Z2Gicut3j1u61Pg9W4qgh8YyLX4JXV+7W/H5rNMX0SokH1BWY+X4OwuM4ic/+7tKyQWSROsh3aozXEEQhEan2cxgFKVlsWXca2hyC/SPw17+GWsPZ9rfN6phx5aebVBn4kaOHa7X3wiYMZyAGcNNdl/P4d2J+eM/w6Akian3KrJ2d6bjU5M59flS5JuOMTsGe5fbn6QoLUtxH8fN71GeTs/fUact5QVBEOpDs5nBuLBspz65uJHSsdT6lBefwuruj5B+JNroOafO/vhPG1pn9+455yHsAwzLbPd4937x4VUNNm1cCXl6qkFMUqvo+eGscl9j5eGMjZerUVxSVe2vm3Mnv2qNURAEoTFqNjMY2qKGOX5amVOfLaUgyXipwn/6MPp//yxm1pZ1dm/btm5MjZxP/Or9FCRn4HVrKE4dfevsfs1Vny+fwGNQF+L+3Y25nQ1Bs8biGhpc7vWanAJCnr2dsFfmGWzg9Js2lAt/b6/0fqpqdm4VBEFojJpNguE7dRBhr/6CrNUZxP1uNz6WWp8yjhlXzwRwaO+FpbN9nd9fbWlRp7MkLYXv1EH4Th1U4TWyTsfh538k6qe16Eo0WLk54tYvBDvf1vhPH4bHgE649gok4svlFF7OxMrdiaJUw6UUSxf7RlFCXhAEobaazRKJfUAbBv32kr6LqKRS0e6+UXT63+0NOq7yZgycQsRMQmW0JRou7z5JZrjp6k7UpTM/rOH03H/1J0+K0rJJ3BxGl5fvwmNAJwA6vzCN6UnLub/kP6YnLafLy9Mxu9pwz6VHe0Zt/ARZJzwAACAASURBVKTBG/AJgiCYQrNrdqbJLyTzRCy23m7Y+XjUwciqJzv6Euv6zzYoeOUaGsy4vd+Wu0lQgKTtx9l19wf6b/juAzoxYuX7WLnVvC5IXVs3YDZpB41PC/X56skKE93SohJK8wpN0klXEESzM6GxaDZLJNeY21rjUUmp6fSjZ0nYeBgrV0f8pw/D0smuzsbjGOzNpKM/ceb/VpJzPhmPgZ3p8PhEkVxUoLSwmJ13vW9Q4jx1fySHnvuBIX++3oAjq1h5mzgllVTh68ysLDCzqvlxZEEQhMao2SUYlTn+zgJOzFl0/fG7Cxi782ucOvjU2T3t/T3p89WTdfb+zc3lXeEGycU1F//d0wCjqbp2940idX+kQUxtZYHfnUMaaESCkgsxGSxfdIzYsxl4ejkwZXpXuoe2behhCUKz02z2YFRF7vkkwj9cbBArSs3i6Ou/NtCIBCVmtlbVikPZUlTS1qOUZDdco7DgRyfQ5ZUZ+nHaB3gy/N/3sPFs1WBjamlKS3XkZBWW28slM6OAT9/eQmT4ZYoKNVyIyeDbj3YSE5VWvwMVhBagRc1gpO6PRNbpjOIpu082wGiat7AD8axedpLU5FwCO7ozbWYPfPyr1mPEY1AXnEJ8yTp90SAe/Mh4o2tLi0rYdc+HxK/cC5QlIX2/eYqgWeNq/5uoJkmSCP34Ybq9eQ/F6TnYertVufaFUHsbVkWybkUE+bkltG7jwD0Ph9K1p2HNl33bYyksMCx6p9PJbNsYTfsObvU5XEFo9lrUv352/p6KcfuANvU8kqZLlmXW/xvBsw/+w0N3LObbj3aQlmI4a3D6ZDLffbaL+AtXKCoq5dTxJD55aws52UVVuockSYxa/zFtx/VFUqkwd7Cl84vT6PH+g0bXRny+VJ9cAJTmF7H/sa/JPZ9Uu99oLZjbWmPn6yGSi3p0aG8cSxccIz+3rB7O5aQc5n68k/RUw5/NvFzluji55cQFQai5FjWD4TGwM62HduPyzvDrQUkqt9+EqeSeT+LU58u4EnEBl27t6PLyXY3ihEtNbF5zhmULj+sfHzucQGJCNp/83yRU6rIP1G0bzt7cIJT8vBIO7LpAuyBX/lsfRfaVQjp38+TWSR2xtDT+MbTz9WDUuo/QlmhQmanL/bCOXbzNKCbrdMSv3k+n5+6oxe9UaEr2bDc+yqzR6Di0N47xt13f9N0t1ItNa4xP+nTrJarbCoKptagEA2Dk2g+J+GI5CRsPYe3uRMfZU/G6te5OdOUnpLG232yK07MBSN0XQfS8dbSfeSuhHz/cqI9dKtm+ybhwWEpSLpEnL9OlR9lMUHnfEi/EZPD3gqPodGXZR1REChEnknntw1vLvV9Fp20urtpLzlnjFvcA5vXYkl5oeNpS46VPgFKNYTykqydjJoewec1pfRLcq583w0YH1fUQBaHFaXEJhrmtNT3emUmPd2bWy/2iflitTy6ukUu1nJu/kbTDUUw+9jMqM+O28o1VQYFySfaC/Ovxbr29iIo0bjeelJCtTy6uiYpM4cypy3Ts0rrC+5YWFlOYnIGtt7u+A+7R15Q351o42YqTGy1M30F+nD552SAmqSR6DzAuaDfjwV4MHxPEhZh0PL0c8Q2o2t4gQRCqRywS17Gc2PL3AmRFXCBh46F6HE3t9ejtbRSzsFDTufv1/S2jxnegW+j1KWdJJTF5Wpdy92CkJOdWeM+Tnyzhb887+af9fSzzu5vzS7ZTWlRCdrTy7EWvjx/GwrHuapsIjc+QUe0ZNaEDarOyf9Js7SyY9VR/2ngrFy/z8LSn3y3+IrkQhDpkkhkMSZLGAN8CauBXWZY/uen5B4DPgcSroe9kWW4RZ0PdB3Qibvmucp/Pj0+tx9HU3l0ze5J4KYvY6HQArKzNefjp/tjaXW/aZm6u5vk3hxMXm0FKci7tglxxdbcjKSGHI/svGr1n+2DjzqPXXFy51+AYcWFyBrtnfszk4/NwDPY2SjIkMzU+kyvuGSI0P5Ikce/DvZl0Zxcy0vLx8nbEQmFvjyAI9afWfwMlSVID3wOjgATgiCRJa2RZPn3TpUtlWZ5d2/s1NUEPj+P8ku2kH45SfN5zeI96HlHt2DlY8vanYzl/Lp3c7GKCOrljba28T8KvXSv82l2vAXH7Pd2IjkwxmMkYNT6Ytr7O5d4v5s8tRjFZq+P8ku30+uhhdkx7z6DBXafn7sCmtfhW2lI5OFrh4Fh+vRRBEOqPKVL8PkCMLMvnASRJ+huYDNycYLRI5rbWjNv9DWd/3cCxt+ZTcuX6sbmur93dZNunBwSWP+tQHk8vRz7+bhL7d50n+0oRnbt7Vrr3wug4yrWwTsZ36iAmHPqec/M3UZpfiO/UW0QnUkEQhEbCFAmGF3DjPHUC0FfhutslSRoMnAWek2XZaAFdkqRHgUcBfHzqrnR3fVNbmNPxyckEzRrLxVX7KEhMp82oXrh0CWjoodU7O3tLbp3QscrXt7t7BPGr9hnEJJWKgBnDAHDtGYRrT3ECQBAEobGpr02eawE/WZa7AluAP5QukmV5nizLobIsh7q5Nb+qempLCwLuGkbn5+9skclFTfjdMYQe7z2gb2lu5ebEoPkv4dK1ndG1F5bvYlW3h1loO45No14i/ZjxkdrGLu1IFDumz2Fd/9kceflnijKyK3+RIAhCI1Trdu2SJPUH3pVlefTVx68ByLL8cTnXq4FMWZYr7E1d03btQvOkySukIDEdOz8P1JbGnUeTth5l8+hXDJZULJzsuC1qAdbu5e/xaExSD55m49Dn0ZVcL2Xt1MmPSUd/Et13hSoT7dqFxsIUMxhHgEBJkvwlSbIApgNrbrxAkqQba3RPAoxL6QlCBcztrHEM9lZMLgCiflprtF+jJCuP8wqVPhurU58vNUguALIi47i4ci8l2Xmc+uxvdtz1Psff/YPClMwGGmXLUFSoIS0lr9ymaYIgVK7WezBkWS6VJGk2sJmyY6rzZVmOlCTpfSBMluU1wDOSJE0CSoFM4IHa3re+aPIKyTx5Hns/D2zaVH9jo1A/ijON27sDFCm0fW+s8i5cVoxnnb5I+JxFBs3fzs7fyMRD34tOrSYmyzLLFh5n64YoSoq1uHnYcf/jffVVagVBqDqT7MGQZXmDLMtBsiy3k2X5w6uxt68mF8iy/Josy51kWe4my/IwWZaVz2w2MtHz1rHUaxobBj3DMt8Z7HvsK8VurELDykjLRxOsvNGzKZ0qcR/QSTGuyS0w6ixbkJDGmf9bWR/DalG2bzzLhpWRlBRrAUhLyWPuxzvJzips4JEJQtMjKnmWI+t0HPuf+AZNbgFQVnvh7C/ry6bihUbjv7VnePGxlfybaEVa6+snjyS1iu7v3I9bnw4NOLrq6fbGPdi3M/ym3P7+W9EWKpdnvxIZVw+jaj5KS3UcPRjP1g3RJCUob57dt/O8UaykRMuR/fF1PTxBaHZEqbtyxK3Yo1iDIe6fXXR8cnIDjEi4WXpqHn/9fhRZJ4NKTWSf4dhmZxLa3pZp70zGtm3TOolk49mKKeG/cGHZTvLiUmg9pCuew3oQPW+d4vUu3YxP0gjKsrMK+eTNLQaJxZTpXZk6vZvBdeXtuZB1Yi+GIFSXmMEoh9pKeTOh2tpSMS7Uv4jwZKN/+PMdXTglOze55OIaMxsrAh8YQ49378dzWFmV13b3jsSlR3uD6+z8PQl5empDDLFJWvn3SaNZi1UKsf6D/Y1ea26uInRA86nLIwj1RcxgKJBlGStXRyS1yqAMNUDQQ2MbaFTCzRzLKQnt6GzaVu2yTsflXeFocgvxHN4Dc7v6bQVvZmPFuN3fELNgM+lHz+LU0ZegWWOxdHGo13E0ZafDkxXjkeHJtGl7/cT8yPEdSL2cy47N5ygt1eHcyob7H+uDs4tNfQ1VEJoNkWAo2PfIl5ybv9EgZuliT/e3Z+J3++AGGpVws669vPD0ciA50fCkyOhqVAqtTN7FFP4b+yrZUWVr8OYOtgxd8gZtxyoVq6075rbWdHxqSr3eszlxdrFR7Np7c+KgUknc+0gfps7oRnZWER6e9qjVYqJXEGpCJBg3yQyPNUouANwHdibkmdsaYERCedRqFa/MGcU/i44TcSIZR2drRk/qSP8hxtPcNXXw6bn65AJAk5PP7vs+ZtqlpZiJ5bImY8zkjkSfTjHYVuXp5UD33m0Vr7e1szToEFwZrVbH9o1nCTsQj4WlmiG3BhLaTyyrCC2bSDBukh4WXU686ZWdbgmcXWx45NmBdfLesk5HwobDRvHizFxS90XQZmSvOrlvTcg6HeEf/EnUz+vQ5OTjM3kgfb58HGsP0VkWoEcfb555bSibVp8mM72ATt08mTqjG2ZmppmdmP/9QfZuj9U/PnksiZmP9WHE2GCTvL8gNEUiwQCKs/KQVBIWDrY4dlD+1uEU0jS7ngo1J6lUWDjZUpxpPLVu4WLfACMq34n3FnJiziL94/N/bSPnXAITD/3QgKNqXHr28aZnH2+Tv296ap7i8dY1y08xfEwQkiSZ/J6C0BS06MXF/MQ0No95hb9aTeGvVlPYcdf7OHf2w2tsH4PrVBbmdH/z3gYapdCQOjxhfCTZrX9Io+vgeubHNUax9CPRpB1pEjXtmrS0lDzFY6xZmYWUlGgbYESC0Di06BmMnXfNIXV/JACyViZu+S6QJEb8+x7Rv2wg6b8jWHu40OGpybTq3r7c98lPSOPUZ0tJD4vCqYMvnV++C6dyZkIEQxlp+aSl5uEb4IK1deNr6NX93ZmoLMyI/nktmtxCfKYOpM/nj5vs/bPOXOTMd6vIT0jDc2h3gh+fWO29HbIsU5KVp/hcyRXleEORZZmL5zORJAnfgPpbvtHpZNb+c4ptG8+Sn1uMi6sN9o5WBAa7MWZKSK1OifgGuGBhqdZX/7wxbmnZov+JFVq4WndTrSum7KaavOM4p79bRXFaFl6j+9DpudvJT0jj3w4PGF0rqVXck7kac/uq/YNTnJnDqu6PUpCQpo9ZONoy8ciPOLT3Msn4myOtVsf87w6wb9cFZJ2MlZUZMx4KZeitgQ09tHqTfuwsGwc/R2lBkT7mcUsXxu74CklVtcnFooxscmOSOPHBIhLWHzJ4zsLZnrsSGs9m1OTEbOZ+vEtfe6KtjxPPvDYED8+6P267ZvkpViw+oficSysb5nw9ATuHmv85bdsQzaJfDus3kVpamfH8W8Pp0Mmjxu9ZU6KbqtBYNPv0+tK6A2yb8ra+h0jK3giSdxyn77ezFa+XdTI6bdX7jZxbsNkguQAoyc7n9NyV9JurfA8Btq6PZu+O6+vWRUWlLPjxIEEh7gZ1CZqzkx/9ZZBcAKTsOUXi5iNVOgZ77K3fifhiKdpiDWorS6w8nClKuQKUJbmDF77aaJILgJ++2mtQ2CohPoufv97H25/VfW2Z7ZvK36SdmVHArq0xjL+trBfM2TOprPr7JInxWfi2c+G2Gd3wa1dxU7kR44IJ7uRO2MFLWFiq6T/YX9TOEFq8Zp9ghH+42KhBWfL245Rk5eHU2Z+siAsGz3mNDsXSya7K758bm6QcP68cl3W6Kn87bc7CDhj3dpBlOHognjZ3dmmAEdW/mxuYXZN+9GylCcbF1fsI//BP/WNtUTHaomL6fP0kDu3a0HpYd8xt67cgWEXSUnKJizVuMR97Np3M9HxcXG3r9P4F+cr9XK65nFRWSyUhPovP3tmK5ureiaywRKIjU/nw2wm4ulf870JbX2fa+jqbZsCC0Aw0+0+6nPISgNgkhi17G+cu12smuA/szKBfX6zW+7sP7KwY97gpnns+iS0TXucPi9H85TaV4+8tbNGdWc0t1Ipxixa0Zu0aqrxRNPqntRSlZVX42rjluxTjOdEJeE/o36iSCwBzczVKhykklVTuz4Ip9Sin3sU1ifFZxMddYfums/rk4pqiQg27tsTU5fAEoVlq9gmGx0CFFtiShPuATjh18GFK+K9MjfiN26L/YPyeb7Fp41qt9/efNhSvMb0NYi492tPhqeunD3RaLZvHvErChkPIOh3FGTmceO8PTn22tEa/p+ZgyCjjTbNWVmb0vcXPZPfQanUcO3SJbRuiSU5U7p7ZkLq9eS9mCmXHC5IyOF1JK3a1hfKGWJVlzTfKXly9j90zP2bfY1+RduhMjd9HiZOLDV17Ge9J6tG7LfYOyiXfTWnGQ6EVbiqNPZvOnFc2crmcnxPRrl0Qqq/Zf13s9eEsUvefNvhG2OXl6QYbMJ1C/Gr8/iozNaPWfcSldQdJD4vGqaMvvrffYvABkLztOLkxiUavjZ63jq6vzqjxvZuyvoP8yMkqYu2KCLKvFOIb4MI9s0JxMlEfkeysQj55awtJl8o+MCQJpkzvxpS7uprk/U3BMcgbvzsGE7Ngs9FzGcfP6X+dGR6LpFbh3Pn6bFv7B0dz7o/NBh1/JbWK9jNH1WgsYa/9yqlPl+gfn/ttI0P+egP/aUNr9H5KHn12IAvnHSZs/0WQJPoM8OG+R+un5LqTszXvfzWemKg0srMKCTsQz/5dhsujJcVaiouVj5V26dGmPoYpCM1Ks08wnEL8uO3M78T+tZ2i1Cu0HdcX934hAOg0pWQcj8HK3Ql7v9Y1voekUuEzaQA+kwYoPq/JLVCO5+TX+J7NwagJHRgxLhhNSSmWVqY9orpySbg+uYCyz+GVS8LpM9C3UW0idQ0NVkwwnDr6khUVz4473tXv1WjVM5DhK97DzteD1rd0ZdD8lzj25nwKEtOx82tN6KeP0qpH9U/hFKZkEvnVcoOYrNNx9I3fTJpg2Nlb8uQLt1Dy9AAkqWzZpL6171DWZTf2XLri85IEPfu05djhBH1swBB/eomy34JQbc0+wQCwdHEgZLZho6iEjYfY+9DnFF7dde8zZSBD/nwdMxvTT9e2GdkTMztrSvMMp1l9pgwy+b2aitTLufw1P4yI40k4OFkzemJHRk8yXZOyyPDL5cSTG1WC0X7mrZz5fhXZZ65verVu7ULIM7exdeIbBhtBM46dY88DnzJ2x1cABN4/mvb3jaIkKw8LJ7sabx7Ojk5Apyk1iufGJqHJLzT5fg6LethzUZmgDu6sJ9IoHhziwZ339SAmOo2E+Cz8AlwqPUEiCIKyFpFg3Kw4K48d096nNP/6EcH4Vfs49vYC+nxhuiJK11g42jHkz9fZ88Cn+oJIHoM60/uzR01+r8YiPCyR8GOJ2NtbcsuIdgY78EtLdXz2zlbSUsr+LDLS8vlrfhhm5ioGj2zPqr9PcnDPBVQqFYOGBTDhjs7V7mjp5GJN6mWF7pmtGtfRQXM7a8bvnUvUD2tIPxqNUwcfOs6egiavkMzwWKPrL+8KpzD1CtbuZacVJJWq1m3bnTr6oLIwR1eiMYg7BHo1us2iptK1lxeh/XwIO3g9sWvT1pGxk8tmN9sHu9E+2K2hhicIzUKLTDASNhwySC6uiftnV50kGAA+kwZwV8JSUvdHYunqWGFl0KZu4bzDbNtwvWncptWnefn9UbQLKttAe/JYoj65uNH2jWc5F5XGgRvWxv9dEk5uThH3PtLH6PqKjJ0SwrkzqcbdM0MrPk3QECyd7en2xj0GsbyLKYrXSioVKnPT/rW1cnOi6yvTDXqZSGoVoZ803wRYpZKY/cpgTh1P4tyZNDza2NNngG+LOsUkCHWtRf5tUpez0768uKmY2Vg1qg6cdSE5MdsguYCyIlr//HmcV94v24BYXk2C3NxiDu6JM4rv3BLDnff1qNY+jZ59vHnm1aFsXHWaK5mm755Z1+x8PfAc0ZPkbccM4j5TB2LpbJpGawWXMzkz918ywmNx6dqOIYvfIHn7cdQ2lgQ+OKZZJ8EAkiTRtacXXXuKiruCUBdaZILRdlxfrFu7UHjZsPBP4IN1X1GwuYuLMS6mBBgUWeraow1mZipKSw3rgAR2cFMswKUp0VJQoKn2RtCefb3p2df03TPry5DFr7P/8a+5tOYAqCT87hjMgB//Z5L3LkrPZl2/p8iPTwUgceNhbL3dmRT2I1ZuTia5R33JzCgg6VIWbX2ccKph9UydVsfJY0mkpuQSHOJRr31SBKG5apEJhpm1JX2/nc2uuz9AvqEseFF646uVYGrxFzI5ffIyzq1s6NnX2+Q7+dt4K2+gvHFjpYOTNQ/N7s+CHw8aNIg6fvgSlpZmFBcbbjj09nNukWWXrd2dGfHv+2jyCpFUkkk3IEf/vE6fXFyTfymVqJ/XNanOwX/ND2PLuih0Ohm1WmLMlBCm3dezWu+Rn1fCp29v4eL560nwiHHBzHy0estygiAYapEJBkDMws0GyQVA5Nf/EPzYBOwDPIn4bCnn/tiMXKrFf/pwur91L2pLC8X3Ks7K49xvG7gSGUer7u0JfHBMlZul1adli46xfsX1nfMebex5/YNba/ytT4lvgAu9B/hwZP/1mQi1mYqpMwzrTwwcGkC3UC/eenYdmRllx3i1WhmtthS1mQrt1dkNO3tLHnyyn8nG1xSZKxTjqq3saOOZIoDsM8rlyxujsAPxbF5zvSCYViuzfkUkwSEedFMo6lWeDSsjDZILKGte1u8WP4I6uptsvILQ0rTYBCPtwGnjoCyTfugMUT+s4fS3K/Thkx8tJu/iZYYset3oJcWZOazrP5ucc2WFtGLYzNnfNjB+3//VyQdDTSVcvGKQXACkJOWyaulJHnii9h/ghYUarKzMkCSJJ164hc7dYwkPS8DOwYrhY4Lwb2981O9yYo4+ubiRWi3x8NMDMTNT0y3Uq95aXuu0OtauiGDPtlg0Gi19B/lx+93dTF6jozFo1SuI2D+3GsVdQ4MbYDRVF340kfCwBGztLEm4eEXxmqMH46uVYJw+mawYjwxPFgmGINRCi00wHILaknbQuByyrbc7+x772ih+YckOen/2GDaehh+UUT+u1ScX11w5dYFzCzYb1d5oSGdOKZ9KOH1KuV5EVYWHJbJkQRjJCTm4uNowdUY3Bo9oz9BbAyttva4tVe7FotPK9LvFH5VKoXlFHVq68DibVl9PPDevOUNaSh7Pvja0XsdRH4JmjSPmj//IPHG9x4ZLt3YEPTyuAUdVscW/HeG/tVH6x+X9fFhZVy8hdGlly/lzGQrxxjcLKQhNSdPYUl8Hur15H9JNtRW8xvbBIdgbbWGx0fWyTqfYgCrjxDmjGEDmMeV4Q3FxVf7HslUtulgmJ2Yz95OdJCeUdaLMTC/gt/87QGS48jfCm7Xv4KY4rt4DfOo9udBotOzYbNzS+/jhS4pHapu6svob3zLg5+fp8MQkBvz0HOP3zW2US3tQVphty7oog5hOJxtdpzZTMXhEu0rf78bXjp7UEbXa8OetlZstfQf51WywgiAALXgGw3tcX8bu+IozP6ymKDWLtmP70HH2FNSWFjh3DeDKyfMG19u0dcOpk5/R+zh3DuDiij3G8Ru6tDYG3Xu3pY23o0H5bEkqqxeh1epY+08Eu7fGoCnR0nugL3fe1wPrSr4J7tt53ugkCMDurTF06uZZ6ZjUahXPvDqUH7/cQ0pyWVGsTt08q13zwhRKikspLjKuZinLkJdbjJtHxa26myIzGyuCHxnf0MOokovnMw1qmlxjZqbCrbUdyQk5ePk4Mm1mzwpbpu/dHsuqpSdJS8mjXbArMx7sRVCIOy+9O5J1KyJIS8kjOMSdKdO7VXsmRBAEQy02wQDwGNQFj0FdjOID573AlvGvUZxR9s3czM6aQb+9iEptfOKi45OTiFmwyaAwkmOwN4EPjam7gdeAWq3itTmjWLP8FJHhZadIxk4JoUuPNiyZH8amGzbLbdsQTXpqHs+/ObzC99SU0xiqpNj4g7o8/u1b8ekPk0m4mIWVtRluHqap8VBdtnaWtAt2JTbasEeFk7M1Pv7lf2AJ9cOznPLu3v7OvPv5OLRaXaXVXsPDEvll7n7949jodL54dxuf/jCZjl1a07FLzfsRCYJgrEUnGOVx69OBO+P+4tK6g8ilWtqO74elk/I3WCs3JyYe/oGoH9eUnSLpEUjwYxOwcGx833gdnKyNZgdKNVp2/Ge8nBMelkhKci4enuV/4IcO8DFITK7pPdC3WuOSJAlvv4b/EH/giX58+d42sq6U9YyxsjbnkWcHVLtMuWB6bX2c6D/YjwO74/QxtVpi6vRuV39d+X+jHf8ZL4EVFZWyf/cFxk3pZLKxCoJQRiQY5TC3tSbgrmFVutbKzYnub8+s4xHVDY1Gq7g0AGVLAxUlGIEd3LnrgZ6s/CuckhItarXEiLHB9B/cuJaHqsrHz5kv5k3l1LEkNBotXXt5VbpMJNSfR58dSEhXT44fScDO3rLc00nlKSrUKMcLlOM3Ki4uZeWScA7uiUOtkhg0vB2TpnURyacgVEAkGC2ctY0FgR3dOHcmzSDu5GxdpWqG46Z0YsjI9iTGZ+PuaY+Tc+M5mlsT5ubqJl39szlTqcua4Q0eWbMS5j37eiuepqrKf+9f5+7n8L7rNUJWLT1Jfl5xg+wXEoSmQqTfAg8+2c/gNIeNjTmP/m9glft22NpZEhTi3uSTC6F5GzE2mP5D/JGuHhgxN1cx/YFelbZjv5JZwBGFEva7tsRQXFT57IcgtFRiBqOWtMUlRHyxnLgVuzGzsSRo1jgCH2xcGzwr4+XtxOc/TiEiPBlNiZYuPdpUawd9SXEpx48koCnR0i3UC3sH05W0FgRTUatVPP7cIKZO70rq5Tz82rlU6Wc1N6cYWeFIbEmJlqKi0mZZiE0QTEEkGLW054FPubB0p/5x6v5IitKy6PLydM79vomon9eiyc7HZ/JAur15b6Oq7nkjM3N1jVqZx8dd4Yt3t5KdVQSAuYWaJ54fRK9+PqYeYotzJTKO2EVb0GlK8Z82FLe+HRt6SM2Ch6cDHp4OVb6+rbcjrdxsyUjLN4j7Brjg6NQ4/z4LQmMgEoxayL2QzIVlu4ziEV8uR2Vp8bCOfgAAIABJREFUzuHnftDHTn32N5nhsdy68ZP6HGKd++OnQ/rkAso6n/72/QG69PTCwqL2jdQ0Gi3/Lj7B3h3n0elk+t3ix7SZ1Wvd3hTF/buHndPnIJeWHQWO/Pof+s59ulFVh20pVGoVjzwzgLkf76Tg6oZQRycrHnqqZffIEYTKiASjFvIT0lCq/lOUlkXEF8uM4ombj5B56jwuXQLqY3h1rrhIQ0xUmlE8P7eEuNgMk/RxWDTvMLu2XC9nvXVDNFlXCnn6lSG1fu/GStbpOPLiT/rk4ppjb/xG4AOjG+0sWHPWsUtrvvrtdk4dS0KlluhawwQ6J6uQ5X+e4OTRROwcLBk1oQNDR1VcUl8QmiqTbPKUJGmMJEnRkiTFSJL0qsLzlpIkLb36/CFJkvxMcd+G1qpnIOYOxqW2W4UGUZicqfAKKEgw/kBuqszN1djaKXeYNcXUcWGhhn07zhvFjx6M50qmcZO05qIoPZu8OOMeMZrcArKjL+kf67RaZJ1yPxfB9Kytzekz0JfQfj41Si50OpnP393G7q0xZF0pJOFiFr9/f9CoRH1aSi4pyTmmGrYgNJhaJxiSJKmB74GxQAgwQ5KkkJsumwVckWW5PfA18Glt79sYmNta0/+7pw16mlg42dH/u2fxHN7d6HozWyvcBzSfgj4qtYpR4zsYxXv0aWtUPyM/r5hF8w7zwiP/8tZz69i5pfJeLcWFGsVS5LIMBfklNR94BXJzili7/BQ/fb2XzWvOUFhO7YS6ZOnigLWHceExtZUF9v6tKUrPZueMOSy0HsufDhPZ/8Q3lCr0zxEal6iIy8THGXeAvdbA7UpmAR++tpkXH1vFy0+s5t0XN5B6Obe+hykIJmOKJZI+QIwsy+cBJEn6G5gM3NgPfTLw7tVf/wN8J0mSJMtK3QWalnb3jsLjlq7Er96H2toSvzsGY+lsT99vnmLTyJcovFw2kyGpVfSb+3SjrPBZG1Omd8XG1oJdW89RUqyl9wBfpkzvanTdVx/suL6ckpbP798fpFSjY+S48tuDO7nY4BvgwsXzhrNB7q3taVNO6ejayM4q5P2XNpJ+dTPfgV0X2Ls9ljc/GV2vez5UZmq6vz2TA099axDv9L/bsXRxYOPw57m8MxyA0lIt0T+vRacpZdCvL9bbGIXqu3GvkkE8u6xy7C/f7uPsmVR9/EJMBj98uYd3P2+8HW4FoSKmSDC8gEs3PE4A+pZ3jSzLpZIkZQOtAIPGD5IkPQo8CuDj03ROIdj5ehDyzG0GMacQP24/t5D4VfvQ5BTQdkI/7LxrvyehsZEkidGTOjJ6UvknHGKi0xT3amxafbrCBAPg4WcG8NWc7VzJKFsSsXe05LH/DUSSTN9tdcv6KH1ycU183BX277rAsNFBJr9fRTo8MQn7AE/O/bEZXUnZKRL/aUPJPpegTy5udH7xVvrNnY2ZjTgi3FiFdG2NmZnKaFaua4825GQXERluvCx24VwGKck51Tr1IgiNRaPa5CnL8jxgHkBoaGiTn90wt7Wm3T0jG3oYDS77am+Pm6Wn5vHS46vwD2zFlLu6Ks5K+Pg588XPUzl9MhmdViakm6dJTqcoib9gPH1dUbyueY3ujdfo3gax0nzlb8HaYg06TdWbzAn1z9HJmvse68PCnw6h1Zb98+bp5cC0+3uhkiQkSXHPOCqV6ZNpQagPpkgwEoEba+22vRpTuiZBkiQzwBHIMMG9hSYgOMQDcws1mhLDUxGyDKmXc0m9nEvkiWQ+nDtRsRqomZkKnVbmwO4LHNwbx8ChAXTp0cbk4/TxcyY87OYfXRpFI7ZrXLoGYB/gSe75ZIO45/AezW75rTkaOiqQ7r28iAhPxt7Bii7dPVFd3cPVLbQtJ44kGFwfFOLeYB2GBaG2THGK5AgQKEmSvyRJFsB0YM1N16wB7r/66zuA7c1h/4VQNXYOlsx8rA9qdfnfxPJyi9mzLUbxuXUrIvj6wx0c3BPHgV0X+OK9bfy3zriLa22NmtDBoGQ6QFtfJ3oP8GXJ70eZff8ynrpvGYvmHW6wEtGSSsXQv9/C9oblNqfO/gz85YUGGY9QfU4uNgwa1o5uvbz0yQXAI08PoHvvtvpS5p26efLki7c00CgFofYkU3zOS5I0DvgGUAPzZVn+UJKk94EwWZbXSJJkBSwCegCZwPRrm0LLExoaKoeFhdV6bELjcSWzgFPHkti2MZq4WONjvCPGBTPzUcPmUUWFGp598B+Kbur4amtvwbfz78Dc3LTLJTnZRezYfJakS9n4t2/FkFsDWfzrEfZsizW4rs//t3ff4W2V1wPHv6/3ilfs2M6wneXsvfdmJFAS9qaFlNEfpS1QoKWlQEtZpZTVUlZLadhQSICE7D3t7J04w7GTOI5jx3u/vz+uLCTrypYd2ZLj83kePbZfXV0dXw8d3fu+54xL4v9+PdGtz90YNVXVnNmwB9+gAGJHOK7ksZWbU0xIqD/BIeZLioV3KSosR2vd5JL7Sqk0rfVwN4clRKO5ZQ6G1vo74Ls6Y0/YfF4GXOeO5xKtV1R0CBOn96C0pNI0weg7MN5hLPdssUNyAUYxr/N5pcR0cO9lgfCIIK66/odVMCXFFaxfddRhuy0bMsjPK/VYgzcfP1/iJziu1rF1+EAO776+gZMnzuPn58OE6T24de4Il5vYieZRXl7F4gX72L39FBFRwVwyqzc9esda7w9rF+jB6IRwH6+a5OlJhUdOcnr1TkIT40iYMrhZVikIQ1CI46+d8lEkm7SHj+0QRmhYAMVF9nUvIqKCiYwOcdje3cpKK6k2q8VRoyktqfDaDrLlZZW8/KcVFBUa9TGqqmpYseggERFBzLlpkIeja9v++vRy9u/5oW186vrjPPTENPoNSvBgVEK4n7yVAbb/8QO+SLmDtXe+yPfTH+bbsT+nPL/I02FdtOZ/usthTNdoNq8/7jAeEOjHdbcNwTbfUz6K628f0iLvxKPahxAb73iWJL5jOPEdvXfp4I60k9bkwta6lfVembwonco6z7uvrefpRxby7zc3kZPtub/tfbtO2yUXANXVmvmfOf5NCNHatfkzGHm7j7LtD/+2G8vZtI+df57HiBfu8UxQF7GD+85w9kyx6X1mZwoAplyaQmLXKDauPobyUYyZ2JWuPdo3OYbiogq2rD9GUJA/I8cnO10GWFOjef2FVeSctn9BahceyN2/HOvVZ7mcza1qrrnVGcfyKCmuoEdKDH5unhdzIXKyi/jjo4usZ8DSD55l66YT/OnlWYR7oBNq9inzypzOxoVozdp8gpG5aIvpeNbiVEkwmoHZMtBaI8clOb2ve0os3VNind7vqsXf7OPDd1Ot9QbeeX0DD/5+Kn0HOM7/2JGaSdrGEw7jE6f3cEssrqisrMbPz6fRyczAYZ0ICQ1wKKk+ZmJXd4ZHYUEZrz67ylqBMjwiiHsfHH9Bp/tLSyo4lVVAh/h2FzwfYfnCAw6X187nlbJqyWGuvG7ABe27KXr0imnUuBCtWZtPMMx6PgAEd4hs4Uhaj7SNGWxYbUx8HDOxK8NGu1511dkLRree7Zu9WuG5s8V2yQUY7eX/9swK/v7fGxwuuRzcZ96YbtvmTK6/fWhzhsrBfWf48N1Ujh7OJap9CD+6bgBTL3O9mmhwsD+/+O1k3nl1PTnZRfj4KMZM6spVN9Q/MbSuE8fy+OT9rezfk01Mh1CuuKY/46d0t97/4XtpduWtC86X8caLq3n53WsIDGz8v5dF8/fy5Yc7KC+rwj/Al8uv6ss1tzj29XHVmdPml0PO1HOZRGtNdbVulktwnZOimD6zF0u/O2AdaxcRyNU3N/17FMJbtfkEI/maCaQ9/q5Dl9O+v7jGQxF5t2+/3M2n/9lm/XrL+gyuv30Is67u79Ljx07uyvzPdtm/s1Zwwx3D3B2qg+2pmaaVEsvLqji07wx96pzF6GAy9wIg+1QBZaWVBAU3T3+S/LxSXnpqmXX1TF5uCe+/uYnwyCCGNyKZ690vjhffnM3pkwWEhgUSHtG4ZY/FRRU8/8QSCguMuRynMgt4+5X1hIQEMHSUUVsvdYPjvJniogr278pm0PBOjXq+g3vP8NF7adavKyuqmf/ZLpK6Rzfq+7bVs28sqRszHMZT+jiW7ddas+Dz3SxesI/CgnL6DIjj9rtH0bGLe/ve3Hb3SIaPSWTX9pNERgYzdlI3wsJl5Yi4+LT5SZ5+IUHMXPlXut44heC4KGJG9GLK50/SZdZoT4fmdcrLq1jw+W6H8QWf76a83LUy1RGRwTz2xxkMGNKRoGB/krpF84vHJtO7f5y7w3UQEuq8DoSfv+OfwqgJyabbVldrDpn0VnGXjauPmi7NXbm44Q60dSmlSOgU0ejkAmDzumPW5MKW7bvvwCDz9yjOxht6PtPxtebjrphySU+6p9hffug7MJ4xE5Mdtl3yzX6+mLfd+j3v25XNC08upaJOBVp36DMgnutvG8olV/aR5EJctNr8GQyAdt06MvnD33k6DK+Xl1tCaYljBcvSkkrycktcXlWR1C2ah/8wzd3hNWjoyC4EBPpSUW7/ghEZFUyPXo5zKkJCAgiPCKLgvGP/D1dfsDOOnmPr5kxCQvwZPbGrS48rN0ku6htvLnXnLtSyPfs05ZIUhxUQCZ3DSenb+MZ+ziaH+vo1fdJoYJA/v/3zpWzddILMjHySu0UzeLh9Bc1aK0wSuLzcEnamZTF8TOtpviiEt2jzZzCE62JiQ01fIMMjgoiJDfVARI0TEOjH7567jKj2P9TPiEtox+PPXup0EqVZl9he/TqQZFKzo67vvtrD73/1Lf/7aAfz3k3l0fu+4ujhhlvwDBuTiFk4Tb1M0FSDR3RucHz2jQOZOacfwSH+KB/FwKEdeej30+xW5hxLz+V/H+9g8Tf7KCwwb9YGMHZyN9MVPROndTfZ2nV+fj6MHJfE1TcNYuioLqbJBThP4Mo8VBZeiNbOLaXCm0NzlQovzy/CPzQIH385edMUa1ek885rG9A1xu+N8lHM/fkYu4l/7lJVWc2yhQfZviWTkNAApl6e4rZiRBXlVVRW1hAaVn/5bK01S77Zz/LvD1JaUsmwUV245pYhDT7ufH4pD8790qE1d+9+cfzmmUsajG/pdwf45P00KsqrUQrGTOrG3J+PwdfJi2NzWfjVXj777zbrEuIBQzvywKOTCKgzgbOmRlNTXeNwFmLBZ7v4fN5269ehYQE8+vQMpwnalvXH+fjfaZw9U0xkVDBzbh7E5Bk93fxdmZv37hYWL9hvN+Yf4Mtf3766SZeYPEVKhQtv0WYSjJxN+9jwf6+Qu/UQAZFh9P3FNQx+4javrmXgrY4fOcfGNccAGD0h2aV3803x2vOrSN3wwwQ9peC+hyYwanxyszyfO23fksnLz6xwGPfxUfzry1td2kdxUQXHj+QSGxfm0Y6a+XmlHN6fQ2xcWKN+1udyS3j47i+trclr9R0Yz6NPz3D6uJoaTVFhOWFhAU7PNjSH0tJKXn9+Fbu3G51qQ0L8ufP+MYwY63z5tDeSBEN4izbxNr7ifBGLL3+MCkt1zor8IrY/9T7BHSLpfd+PPBxd65PULbrZkopamRn5dskFGO3dv/50Z6tIMGLizFegmFUFdSY0LIC+Az1fPjoyKrhJcxCOHDzrkFwAHLJZ1mrGx0eZnjE4fuQcx4+co3NSJN16ur9uRHCwP79+cjpZJ/I5n1dK916xTVpqK4QwtIm/nuP/W2tNLmwdfG+hJBheKvtkgZPxplc8LC2tZM3Sw5YXqSgmTu9BYKAvp08VEt0+pN5VJo3VOTGSYaO7OBTq+pEbizudPVPEN1/u4djhXDp2iWDW1f3o1MV76rc4W+YbG9+4szE1NZq3X1ln13RuxNhE7ntoQrNcMurUJdKrjqMQrVWbSDCqnUzSqi4znyUvPK9rzxh8fZXDO2DbrpONUVpayR8fXUhWxnnr2Hdf7TFOxxeU4x/gyyVX9ub629xXQOtnD01g8bf72brphDGH5LIUBg83nzjZWIUFZfzx0UXk55UCcPRwLls3neCpl2YRl+D+yylaaw7ty6GoqJw+A+IJdqEGSGLXaAaP6Mz2LZl2441NsrasP+7Q0XbL+gwGDTvKhAucACqEaD5tIsFIvGosm375BjUV9olG1+smeSgi0ZDo9iFcdf1Avvxoh3UsOMSfG+5wPQEoLa0kIMAXX18f1iw9bJdcABTk/7CiobKimm+/2EPHzhFum7Dq5+/LzNn9mDm7n1v2Z2v10nRrclGrtKSSpd/u55a5I9z6XPnnSnjp6eVkHMsDICjYn5/+YqxLq1ruf2QiixfsNybqhgUw7fIUBg5tXAGuXdtOOhnPkgRDCC/WJhKMkIT2TPrvb1h/398ozy0Apeh24xQGPHqjp0MT9bjqhoH0H5LAts3Gi9PYSd1cao9+/Mg53n9zE+kHzxISGsCMK3pz9oxrHTQ3rDpab4JRUWGs6vD3cEOvHCffT30lsJvq3dc3WJMLMFrYv/23dfT7VwLnz5WybOEBzuWW0HdAPBNn9LA7Nv7+vsy6uh+zrm56khUeab6CI8IDzcqEEK5rEwkGQPK1k+h8xRjydqQTnBBNWGLzV44UF66xTc7Kyyp58amlFJ43qjGWFFfw9Sc7raWtG+Kss2pBfinvv7mZrZtP4OOjGD0hmdvuHtls5cIbktInlhWLDjqM9+rX+AJXzlRX1/DW39axc6vjGYSysipWLznMlx9ut1YdTd2QQdqmDH795HS3rs6aPKMnS789YFenwj/AlymXOvZmKSutpLKymnbhri8rLS2txN/ft1l6jwjRlrWZBAPALyiA2FGOhZPExWPr5kxrcmEr+1QB8R3DOe1k8mitcVO6mY6/8Zc17N+dDRiTDteuOEJ1jebeX42/8KCbYOS4ZNavOsoumxf/rj3bM9XkRbep1ixLty5HNpO2McOhpPmeHafZs+MU/Qd3dFscHeLb8dgfZ/DlRzvIsKwimX3jILseIRXlVXzw1mbWrzpKVVUNPfvEMvf+scR3cl5d9mTmef79j40c2HOGoCA/Jl+awvW3D2nxWiNCXKzaVIIhLn6VTvpGVFXV8IcXLmf5ooNkHM2jc2Ik7WND+eLD7Zw7W0JwiD8z5/Rj9ATHdubZpwqtyYWtzWuPcce9o1ya8Ohufn4+PPi7qezcmsWx9HN06hLBkJFd7N6F79p2kh2pmYSGBTJ+andinSyddWbbZsdW9bW6JEc5zAGplZmR75BgaK2tDeKacnajW88YHn7CeXn5T97fyupl6davD+3L4a/PLOe5168yPStVVVXDS08t42xOMWCckVn09V6CgvyYc9MgwJg4e2j/GeISwhkwpKPTs1tCCHOSYIiLyuARnfEP8HVINEaOTSI0LJArr7VfwTB2UlfO5ZYQHhHkUJ2yVmWFeQnp6mptrXDpCT4+isHDO5uuTPnwvVS+n7/P+vXCr/fyyJPTG7UKJ7SdeROuTokRPPTEVD76VxrZpxyXDSd3a2/39boVR/jiw+3k5hQTl9CO6+8Y6vay52tXHHEYyz5ZyOH9OaZ9UfbuPGVNLmytXnqYOTcN4r03NrBqyWHrePdeMfz6yekeSSaFaK3kXKBwSWlpJV/M285Tv/6Ol59ZwZ4dpzwdkqnwiCDufXA87SwdKpUyeng4Wxrp4+tDTIcwp8lFUWE5e3acNi0N3ndAPGFOXoQ96czpQhYv2Gc3Vl5WxWcfbGvUfqZemoKq8649MMiPB383lajoEGZfP9DhuAwd2dmuM+6BPdm8/eo6ci0v5tmnCnntuVX83+2f8r+Pd1BT7Z4ErdrJfpyNO+uQWlFRzZ4dp+ySC4D0A2cdjqkQon5yBkM0SGvNX55axmGbFuU70rL45W8mO22I5UnDRycyaFgnjqefIyIqqMlltnOyC/nTY9+bXgpI7BrFXT8fc6GhNtqaZeksmr+Xgvwy+g9O4LrbhxJt07wN4Fj6Ocw6ABxNb7jRmq0evWN54LFJ/O+jHZzKKqBrj/Zcf/sQYjoYl1o6dongT69cyaolhzh3toS+A+MZOc6+rPbqZemmsRQVlPPVxzvRNZqrbx5sjBWWU5BfRlzHdo2eBzFqXJLDWYzI6GB69jGf9Np/UAIhIf6U1OkOPGJcEnt2mifPe3ec5qrrBzYqLiHaMkkwRIP27Tptl1wA6BrNgi92e2WCAcbyyKYW5ao1/9NdpsnFnfePYdL0Hhe076YwGs2tt369ftVRjh7O5ZlXr7R7Qe7Y2XxiY8fOEabj9Rk6sgtDRzpfgRPdPoQ5Nw5yen9lpfmZglrLFh5k9g0DmfduKisXH6Kqqoao9iHccc9IhtTzvHXdfNcIzp8vs0567RDfjp89PMHpypCgYH/ufWgC77y23loPZcCQjtxw+xDTyy0AUTEhpuNCCHOSYIgG5TipreBs/GKRfuis6XhxoeMqlZZQt9MnwKmsAnZtPWmX6HVOimLUhGQ22awA8fFR9SYCzWXEmES7OOoqKa5g8Tf7WfrdAetYXm4Jb7y4mhf/OYeo6B9e1NetOML6VcaL/9hJ3exW/ISGBfDwE9PIyS6irLSSzkmRTieT5uYU8+9/bGTXtpMEBPoxanwSV90w0FoefOykrnzz+W675NLXz4dLrujdpGMgRFslCYZoUK++cSiFw6nuXiaT5y4mCR0jHKp/AsR3dL70sTkVni8zHS8wGb/nl+PoOzCe7VsyCWsXyJRLU+ie4v4GYQ0ZMTaJWVf3Y9HXe00bnw0e3sl0KWxlZQ2pGzKYMct4Uf/yw+18/eku6/27t58i+1SB9fJKrYZWymiteemPy6w/1/KyKjatPU50TCg3/ngYAKFhgTz+7KX87+OdpB/IIS6hHVdc079ZGqwJcTGTBEM0KL5TOLOu7s83X+y2jkVGBXPtrYPreVTrd8W1/dmxNctuRUq3nu0ZPLxxpa7dZcDQjg6TD318FP0HO3Zc9fX1YfKMnkye0bNZYsnNKWbpt/vJPl1Iz94dmHxpT4KD/TmXW8LmdceortKMGJtIh/h2XH/7UC67qi9rV6Qz/9NdlFrmPXRKjODWn47k9RdWmT6Hj+UMRFlpJYvmO06wXDR/HzPn9GtUsbPDB3JMk8ZVSw5bEwwwLrHc88txLu9XCOFIEgzhkutuG8LwMYns3JpFRFQwo8YnX/RL9rr2aM8fXricxd/sJzenmD4D4pg+qzc+HirEdO0tgzlyKJcTlrLdvr6Km+8aQXRMqMv7OHwgh0Vf7yM3p4je/eOZNacfYeGNWwmTfaqQpx9ZSJHlUlHaxhNsXHOU2TcO4o0XV1sTss//u417fjWO0RO6Eh4RxMzZ/Zh2WQr7dmUTFOJPr74dUEoxbkp3jhyyn4AaEOjLiLHGUtb8vFK7Kp61ysuqOJ9f2qgEo6LcyeqRcvOlyEKIppMEQ7isa4/2dO3RvuENLyJdkqO46/6WXy1iJjwymKf/Oou9O09xPq+MvoPi7eYoNOTQ/jM8+7sl1todRw7lsnNrFk+9NKtRZbIXfr3XmlzUOpZ+jvfe2GB3tqemRvPft7cwbHSitT9JYJC/w8TgaZenGGdEvttPRXk1HeLbcce9Iwm39BqJjQsjMjqY/HP2E24jo4OtK1pcldK3A+0iAh2qvQ4b4966HEIISTCEaFWMSyJNK8P97Zd7HAqDZR7PZ+umE4wcl0RVVQ0bVx9l367TRMeEMvmSnrSPdTw7knU833T/tt1paxUWlHPyxHmSukU7jUspxQ13DGX2DQMoKqwgOibEboKmr68Pt9w1gjf/usY6j8PXV3Hr3BGNXs7q7+/L/b+exD9eWmOdxNmzTyy3urkDrRBCEgwh2oyc085WAxWitebVZ1eyIy3LOr5s4QEef/ZS6+qKWkndozm474zDfgICfB0KWPn6+RDt4vLOwCB/AoPML3eMHJdEUrcoNq09DsCo8UnEJTRtsm3v/nG89PbVHDl0luBgf7okRzVpP0KI+kmCIUQbkdK3A5kZjmcfevWNY+/O03bJBUBxUQULPtvFvQ9OsBufObsvqRsyyMstsY717hdH7wFxfPXxTrttp1zSs97OplWV1Xzx4Q7WLD9MdWUNI8cnc+OPhxIc4lg5NS4h3GlF1sby8/MhxUkRLiGEe0iCIUQb8aPrB7Br20m7+iUTp/egR+9Yvvtqj+ljjh/JcxiLjgnljy/PYvXSw5w+WUjPPrGMmdgVf39fYuPCWLs8neoqzegJyUy5rP7urvPeTWW5Tdv5lYsPkXeuhAd/N7WJ36UQwltIgiFEGxEVHcIzr17JprXHjFUx/eOtfUO6JJlfJuiSHGk63i48iFlX93cYHz+lO+OndHcpnvLyKtYsT3cY35GaRU52UaO7vwohvIskGMJrbVp7jLSNGQQG+jFxRg969pZT2hcqMNCPidMcy5z3H5xAv0EJdk3sgkP8HbrPulNlRbVD19taJcUVzfa8QoiWIQmG8Erz3t1iVxp7zYoj3PfgeEaNT/ZcUBcxpRS/+t0U1i5PZ9+u07SPCWXKZSl0iG9aozhXhLULpEfvWIc+N8HB/k5bxQshWg+lzVodeoHhw4fr1NRUT4chPCDvXAkPzv2Smhr73824hHa88I/ZHorKc44cOsuK7w9RUlTB4BGdGTelGz4+5n02Wkp5WSXHj+QRHRPS6FoUtk5mnufFJ5dy7myJ3XhU+xCefmmmtRaGcJ1SKk1rPdzTcQghZzCE1zmVed4huQCjgmRlZbW1aFNbsH1LJq88u9J6PFI3ZrB/92l++gvPlbFet+IIH7y9mdKSSpSC0ROSmfvAuEYV66rVsXMEE6f14KtP7Fef5OWWsOL7Q1x1g7RHF6K18kzNYyHq0Tkx0vTFqmOXCI8kF5kZ+WzfkklhgXmzseb0xYfbHZKttSuOcCrLsZ9GS8jJLuSd19Zb+4loDRtWH+P7+XubvM/s04Wm4576HoUQ7nFvr4UlAAAVDUlEQVRBCYZSKloptUQpdcjy0XQqulKqWim13XKbfyHPKS5+4ZHBXHGN/QoFXz8fbrhjaIvGUVlZzSt/XsHjDyzg5WdW8Ku7vmDxAsemW83p5AnzF9ksy/jh/TksW3jAtPBVc0jbdML07NLmdcdNt6+qrCbvXInpY2p1d9KltJsHur8KIdznQi+RPAYs01o/p5R6zPL1oybblWqtL+7Wm8Kt5tw0iJS+HUjdkEFgkB/jp3anc6L5ksnmsuirvWzdnGn9urKyhnnvptJvcIJDdcvmkty9PYcP2E+CVD6KxKRIXn9hFVvWZ1jHh4zszP2PTGrSpQpXBQSY/8sICHQcX/T1XuZ/voviwgpiYkO5+a7hDBvt2PNj4vTurF2RzrH0c9axpG7RTJruuNpFCNF6XOh/oquA9y2fvw+0vRl4otn0G5TAHfeO4sYfD2vx5AJg25ZM0/Gtm0649XmyTxXy2nOruO+WT3j8gQWsW3HEet91tw8hIMD+stClV/bh0IGzdskFwLbNmaxfdYTmNHJsEsEhjuW8J82wTwbSNmbw0b/SKC40lpuezSnmjb+s4XRWgcNjfX196JYSY02MOiVGcu+D452WDRdCtA4XmmDEaa1rF86fBuKcbBeklEpVSm1USjlNQpRSd1u2S83JyXG2mRAtwlkb8BCTMtZNVVFexXO/X0zqxgxKiivIzMjnrVfWWS859O4Xx59euZIrr+vPtMtTePgP07jpJ8PYa1Ovwtbu7ebj7hIWHsjDT0wjubvRvKxdRCA33DHUobjWWpMCWtVVNaxffdRh/PN521m+8CBVlkZsWRn5vPb8Krx1hZsQwjUNXiJRSi0F4k3uetz2C621Vko5+4+QpLXOUkp1A5YrpXZprR3+A2mt3wLeAmOZaoPRC9GMpl6eYld4CiA0LIBRE5Ld9hxpm044LNEEWPLNfkaOSwKM5bnX3jLE7v6IaPPlm1FRzb+ss0fvWJ56aRZlpZUEBPjiY9LRtNrJnIua6hqHsVVLDjuMnTxxnkP7c6RfiBCtWINnMLTW07XW/U1uXwPZSqkEAMtH05lmWussy8cjwEpgiNl2QniT4aMTuev+MXSIb4fyUfTuH8cjT00nzI1FoIoKyk3HCwvrX7Ey5ZKeDmdYAoP8Guz94U5Bwf6myQUYS1frUgpGmhRKq6yoMt2HsyqfQojW4UInec4H7gCes3z8uu4GlpUlJVrrcqVUDDAOeOECn1eIFjFxeg8mNuNkwwFDO6KUsdzT1qBhnet9XGxcO377zCV89fEOMo7m0Tkpktk3DiK+Y9NamLvb2EndyDyez+Jv9lNZUU1oWAA33DGURJPW6MPHJLJh9TG7sfCIIFL6ytkLIVqzC6rkqZRqD3wKJALHgeu11ueUUsOBe7XWc5VSY4F/AjUYZ0z+prV+t6F9SyVP4c1qajR7d56isKCcfgPjL6ji5KL5e/n0/a1UVxt/iz16xfLQE1MJCXXfXA9PKS4q5+yZYhI6hZuuNAEoOF/Ga8+v4uBe4wRoZHQwP3toAr36OZvSJeojlTyFt5BS4cKr7dp2kk//s5UTx/LolBjJtbcMZsjILh6NKT+vlBf/sJTMjHwA/Px8uOO+UaZNxFyVd66E/buzaR8T2uR37ssWHmDhV3vJzyul36AEbr5zGHEJjT+jsSMti8//u40Tx/NJTI7iutuGMGBIxybF1BiZGfmUllTQrWcMvk4uvYiGSYIhvIUkGMJrZWbk88SD31Jd9cPEQF9fxRMvXE5y9/Yei+utV9bZLSUFI8n46ztXE+Gh3hlrlqXzzmvr7caiY0J4/u+zHZa51ifj6DmefPg769kUMIqcPf3STDo7aekuvIskGMJbyNsE4bXWLD1sl1wAVFdrVpqsOmhJO9OyHMaqqmrYu+O0B6IxLFt4wGHs3NkStjup5eHMyiWH7ZILMJaXrlrq2WMuhGh9JMEQXqu0tNJ0vKykooUjsdcuPMh8PMJzLcaLCs1XoxQXmY87U1psfmxLis1/FkII4YwkGMJrDXUy12LoKMdy0y1pxhW9HcY6JUbQd2CCB6IxDBnpuOrEx0cxaFinRu1n6Cgnx9xk/0IIUR9JMITXGjyiM5fP7ouPjwKMHhzTZvZixFjXE4zcnGIO7T9DRbl5rYWmmHpZCj++bxQdO0cQ1i6QcVO68ciT061xesKcGwfZFaXyD/DljvtGER0T2qj9DB+TyPSZvVA2x3zGFb1Ne4gIIUR9ZJKn8Hq5OcVkHs+nU2IEMR3CXHpMVWU1b7+6nk1rj6G1UYHztrtHMmZi12aO1n0yj+exdXMmwSH+jJ6Q7PTSjK30g2fJP1dCr75xhIU3/ZJNTnYhWRnn6ZQYSWyca8dceAeZ5Cm8hSQY4qI0/7NdfDFvu92Yr6/ixTfn0D62ce/qPWHR/L189F6a9euQ0AAeeWo6XXt4bvWMaB0kwRDeQi6RiIvSFkuzMFvV1drtnVCbQ8H5Mj77zza7sZLiCj7+V5qTR7RNlZXVrF2ezrx3trByySHK3XgZTAhx4S60VLgQXsk/0Lz2g7Nxb1FRXsU7r623dha1dWCfaaufNsnoQruE9INnrWNLvz3A43++hGA3drsVQjSdnMEQFyWz/iEhIf6MGOPdkxX/89ZmdqQ61tkAiHVx/klbsG7lEbvkAuDEsTxWfH/IQxEJIeqSMxjiojR5Rk8Kz5ex6Ot9FBWWk9w9mtvuHklomOdqVTSktLSS9auOOr3/R9cNaMFovFvd5KKhcSFEy5MEQ1y0rrx2ADPn9KOivKpVnDavrKh2qFxa65a5w5kwrXsLR+S9EjqZ91hJ6Owd3WSFEHKJRFzkfH19WkVyAUaL8h69Yx3G4zq2Y8Ysx+Jetczma1zsJk3v6bAaKCIqmGmX9/JQREKIuuQMhhBe5Cf3jeLlZ1Zw9kwxAFHtQ7jvwQko5VjEa0dqFp/+ZyuZGfnEdwzn2lsHM2JsUkuH7BFh4YE88cLlLF6wj2Pp5+icFMmlV/YhKjrE06EJISykDoYQXmL9qiN89F4aBefL8A/wZdT4ZO78v9GmrcvNOs0qH8Xvn7uM7ikxTY6hsrKa9INnCWsXSOfEyCbvR3iO1MEQ3kLOYAjhBTKP5/HWK+vRNUbCX1lh1HgYOLQjo8YnO2y/Zlm6w3wNXaNZteRQkxOMnVuzeOtv6ygsMBqk9RkQx88fnUxoWOu4xCSE8C4yB0MIL7Bx7TFrcmHL2aqS8jInnWbLmlZsqrS0kr//ZY01uQDYtyubT96X4l5CiKaRBEMIL6Awb5RmMvUCwGnzseFNbEq2Z8cpSksck5bUjRlN2p8QQkiCIYQXGD0x2bQb67jJ3Uy3HzCkI1de1x9fP+NP2MdHcckVvRk5rmmTPAMDza+WOhsXQoiGyH8PIbxApy6R3POrcXz0Xhr5eaUEh/gza06/eleFXHvLEKbP7E1WRj4JncIb3ZrdVt+B8cTGhZGTXWQ3PnlGzybvUwjRtskqEiG8SGVlNTvSsmgfE9rinVOzTxXw/pub2bvzFMHB/ky9vBfX3DwIH5NVLMJ7ySoS4S3kDIYQXuJYei6vv7Daehahe68YHnh0EpEtVNshLiGcR56aTmVlNb6+PqaXbIQQwlXy1kQIL1BTo+2SC4D0A2f595ubWjwWf39fSS6EEBdMEgwhvMDRw7kO8x8AtqdmUVHetKWnQgjhSZJgCOEF/AN8Tcf9/ORShRCidZIEQwgvkJgcZTqpc+ykrvj5mycfQgjhzSTBEMJLPPCbyQwa1gnlo/D392Hi9B7cMneEp8MSQogmkVUkQniJ6PYhPPj7qZSXVeLj64O/nLkQQrRikmAI4WUCg/w9HYIQQlwwuUQihBBCCLeTBEMIIYQQbicJhhBCCI9RSg1VSlUrpdZ5OpbWTikVpZT6QCl13nL7QCkV2cBj4pRS/1ZKnVRKlSilFimlHJoQKaVGKqWWKKWKlFKFSqn1SqmY+vYtCYYQQghPmgv8HeivlOrj6WCUUq15EtSHwFDgMsttKPCBs42VUgr4CugJzAaGAMeBpUqpUJvtRgGLgZXAaGAY8Begsr5gJMEQQgjhEUqpYOBm4C3gc+Auk21GK6WWK6WKLe/KlyulOlruU0qph5RSh5RS5UqpTKXUs5b7kpVSWik1vM7+tFLq2jrb3GTZbylwj1KqvVLqI8v+SpVSe5RSP6mzn/qee7lS6vU624dbzhBc7bYDaL//PhhJxd1a6w1a6w3APcAVSqleTh7WEyNh+JnWerPW+gBwHxAM3GSz3cvAG1rrZ7TWu7XWB7XWX2qtz9cXk9euIklLSzurlDru4TBigLMejsFVEmvzkFjdr7XECa0z1iRPB9II1wLHtda7lFIfAJ8qpX6jta4EUEoNAlZgvAt/ECgHJvLDa9efMV4QHwRWA7EY78Ib61ngYYwEpxIIArYCzwMFwHTgn0qpDK31Mhee+23gDaXUQ1rrcsvYTUARsMAsAKVUIrC3gTj/q7W+18l9Yyz7X28ztg4oBsYCB0weE2j5WFY7oLWuUUqVA+OBd5RSHSz7/lAptRZIsezrSZtjYU5rLTcnNyDV0zFIrBLrxRZra4lTYm2RmFcCD1s+V8Ax4Fqb++cBG5w8Nszywnivk/uTAQ0MrzOua5/DZpuHXIj1Y+AdF587ECPZu9FmbBPwl3r27wf0aODWoZ7H/xY4YjJ+BPiNk8f4Y1wS+QKIBgKARy3H5HvLNqMtX+cCd2IkUX8GqoBB9R0zrz2DIYQQ4uKllOqB8S75ZgCttVZKzcM4i/C5ZbMhwP+c7KIvxgt5/e+iXZNaJzZf4DHgBqCT5XkCMBKiBp9ba11uOSNzJ/CxUqofMBL4sbMAtNZVwOEL+SYaS2tdablk8y5GAlENLAUWYiR88MNUin9qrd+zfL5NKTUFuBfjLI4pSTCEEEJ4wlzAF8gw5hoClhc1pVQXrfWJC9x/je0+Lft1NoGzuM7XDwMPAb8AdmFcevgz0KERz/8OsNNy6eNOjDMx+5xt7IZLJKeBWKWU0rWnhIwD28FynymtdRowWCkVAQRorXOUUpv4Iek6ZflYN7a9QGJ9wUqCUb+3PB1AI0iszUNidb/WEidIrM1CKeUH3AH8Bvimzt0fAD8Bnga2AVOd7GYfxpyMacAhk/tzLB8TbMYGuxjieGCB1voDS7wKY+5BvovPjdZ6j+WF+qfArcDjDTznSRfiK6jnvg0Yl27G8MM8jDFAKPbzMkxpy4RNyxLV4cDvLXcds8RWd6JoCkbyVe9O5SY3uclNbnJrsRtwFcZkyvYm9z0KHMU48zAYY67DW8Agy4vcXCDRsu3zQB5GQtId4zLEfTb72oAx0bEfxkTHVZjPwag7T+MlIBMj0egNvAGcB1babFPvc1u2+QlGIlIEtGuB47rQ8qI/xnLbhZEo1d7fCdgPzLEZuw6YAnSz/FyOAV/U2e8vLd//dRhzQX5r+fnVOwdDlqkKIYRoaXcBK7TWuSb3fYbxwj9Da70dYwVHb2AjxkTJG/mh/sJvMF7of49xVuELoLPNvu60fNwC/BP4nYvx/QnYjPGCvRrjEsq8Ots09NwAnwAVwKda60IXn/tC3AzsAL633HYAt9nc74+RpEXYjCUA/8FIPF7FOINku0QVrfXfMC4RvWTZ52zgcq31jvqCUZbsRAghhBBuZKnXkQFM0lq3uUqlcgbDhlLqOktBlZq6xVnqbHeZUuqAUuqwUuqxlozRJoZoS9nWQ5aPUU62q1ZKbbfc5rdwjPUeJ6VUoFLqE8v9m5RSyS0Zn00cDcX5Y6VUjs1xnOuJOC2xvKeUOqOU2u3kfqWUetXyvexUSg1t6RhtYmko1smWwkm1x/WJlo7REkcXpdQKpdRey9//L0y28Yrj6mKsXnFc2zKllL9SKh7jXf+2tphcADIHo851pj4Yp49WUueanM02vkA6xvWqAIzTRX09EOsLwGOWzx8DnneyXZGHjmWDxwn4GfCm5fMbgU+8NM4fA6974jiaxDsRo/zvbif3z+SHJWajgU1eHOtk4BsvOKYJwFDL5+2Agya/A15xXF2M1SuOa1u+WX4G2vLzGezpeDx1kzMYNrTW+7RRKrU+I4HDWusjWusKjOIrVzV/dA6uAt63fP4+xjUxb+LKcbL9Hj4Hpimb9WotxFt+ni7RWq8GztWzyVXAf7RhIxCplEqoZ/tm40KsXkFrfUprvdXyeSHG9fROdTbziuPqYqzCw7TWK7XWSmudoo15JG2SJBiN1wmwXZ+diWf+wOO01rXrk08DcU62C1JKpSqlNiqlWjIJceU4WbfRRpGZ80D7FonOJAYLZz/Payynxj9XSnVpmdCaxFt+P101Rim1Qym10FKMyKMsl+mGYEwmtOV1x7WeWMHLjqtom9pcHQyl1FIg3uSux7XWX7d0PPWpL1bbL7TWWinlbLZuktY6SynVDViulNqltU53d6wXuQXAR9qozncPxlkXZ2vzheu2Yvx+FimlZvJDV0ePUEqFYawE+KXWur56Ax7XQKxedVxF29XmEgyt9fQL3EUWYPsOtrNlzO3qi1Upla2UStBan7Kcqj3jZB9Zlo9HlFIrMd7xtESC4cpxqt0m01J4JwKjXG1LajBObb+U7h2M+S/eqsV+Py+U7Quj1vo7pdTflVIxWusWby6mjAqPXwDztNZfmmziNce1oVi96biKtk0ukTTeFqCnUqqrUioAY3Jii67OsJiPUQkPy0eHsy9KqSilVKDl8xhgHA2XonUXV46T7fdwLbBcW2ZItaAG46xzrf1HGNe9vdV84HbLqofRwHmbS2leRSkVXzvnRik1EuP/UUsnmLVVGt8F9mmt/+pkM684rq7E6i3HVYg2dwajPkqpOcBrGG13v1VKbddaX6qMtczvaK1naq2rlFL3YxQx8QXe01rv8UC4z2G0Nr4Loxve9ZbvYThGh7+5GKti/qmUqsH4J/Oc1rpFEgxnx0kp9TRG18f5GP8oP1BKHcaYDHhjS8TWhDgfUEr9CKN74DnqaVjU3JRSH2HMUI9RSmUCf8AonoPW+k3gO4wVD4eBEoxKgh7hQqzXAvcppaqAUozOk54ozDMOoxjRLqVU7YS832Lps+Blx9WVWL3luIo2TgptCSGEEMLt5BKJEEIIIdxOEgwhhBBCuJ0kGEIIIYRwO0kwhBBCCOF2kmAIIYQQwu0kwRBCCCGE20mCIYQQQgi3+3959u1cKWap+QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.ion()\n",
"for epoch in range(10000):\n",
" out = network(x)\n",
" loss = loss_function(out,y)\n",
" optimizer.zero_grad()\n",
" loss.backward()\n",
" optimizer.step()\n",
" \n",
" if epoch%1000 == 0:\n",
" # Show learning process till this moment\n",
" max_value, prediction = torch.max(out,1)\n",
" predicted_y = prediction.data.numpy()\n",
" target_y = y.data.numpy()\n",
" plt.scatter(x.data.numpy()[:,0],x.data.numpy()[:,1], s=40, c=predicted_y, lw=0, cmap=plt.cm.Spectral)\n",
" accuracy = (predicted_y==target_y).sum() / target_y.size\n",
" plt.text(3,-1, \"Accuracy = {:.2f}\".format(accuracy), fontdict={'size':14})\n",
" plt.pause(0.1)\n",
" \n",
"plt.ioff()\n",
"plt.show()\n",
" "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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",
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