1997 lines
2.6 MiB
1997 lines
2.6 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 10,
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"id": "13f2b619",
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"metadata": {},
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"outputs": [],
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"source": [
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"import torch\n",
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"import torch.nn as nn\n",
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"import torchvision\n",
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"from torchvision.datasets import MNIST\n",
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"from torch.utils.data import DataLoader, TensorDataset\n",
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"import matplotlib.pyplot as plt\n",
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"from torchinfo import summary"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 182,
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"id": "3ef8c64d",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"transform = torchvision.transforms.Compose([torchvision.transforms.ToTensor()])\n",
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"data = MNIST(\"./data\", train=True, download=True, transform=transform)\n",
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"# print(len(data))\n",
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"plt.imshow(torch.permute(data[0][0], (1, 2, 0)))\n",
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"plt.show()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 205,
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"id": "803a8ce6",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"48000\n",
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"12000\n",
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"torch.Size([1280, 784])\n",
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"torch.Size([1280])\n",
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"torch.Size([784])\n"
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]
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"tensor(5)\n",
|
|
"torch.Size([784])\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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WiRMntGPHjrsaYPXq1WpsbIxsZ86cuavvBwBIDJ36QdTly5dr7969OnjwoIYNGxZ5PBgM6tq1a2poaIi6Cqqvr1cwGGz3e/n9fvn9/s6MAQBIYJ6ugJxzWr58uXbt2qUDBw4oJycn6vnx48erf//+KisrizxWXV2t06dPKz8/PzYTAwB6BE9XQMXFxdq2bZv27NmjpKSkyPs6gUBAgwYNUiAQ0KJFi7Rq1SqlpqYqOTlZzz//vPLz8/kEHAAgiqcAbdq0SZI0ZcqUqMe3bNmihQsXSpJ++ctfqk+fPpo7d65aWlpUWFioX/3qVzEZFgDQc3gKkHPujvsMHDhQpaWlKi0t7fRQQE93vbrG85o/XBkYh0kAO9wLDgBgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACY69RtRAXS95R/+H89rar/z60691pSixZ7X+N//7069FnovroAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABPcjBRIEA/96z88r/nDkwM79Vo/fvM/PK9Z89pzntek/Xul5zXoObgCAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMcDNSIEFcr67xvOaN+0fHYZL2pYkbi8IbroAAACYIEADABAECAJggQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACU8BKikp0YQJE5SUlKT09HTNmjVL1dXVUftMmTJFPp8valu6dGlMhwYAJD5PAaqoqFBxcbEOHTqk/fv3q7W1VdOmTVNzc3PUfosXL9b58+cj24YNG2I6NAAg8Xn6jaj79u2L+nrr1q1KT09XVVWVJk+eHHl88ODBCgaDsZkQANAj3dV7QI2NjZKk1NTUqMfffvttpaWlacyYMVq9erWuXLnS4fdoaWlROByO2gAAPZ+nK6B/1tbWphUrVmjSpEkaM2ZM5PFnnnlG2dnZCoVCOn78uF566SVVV1fr3Xffbff7lJSUaN26dZ0dAwCQoHzOOdeZhcuWLdP777+vjz76SMOGDetwvwMHDmjq1KmqqanRyJEjb3m+paVFLS0tka/D4bCysrI0RTPVz9e/M6MBAAx97lpVrj1qbGxUcnJyh/t16gpo+fLl2rt3rw4ePHjb+EhSXl6eJHUYIL/fL7/f35kxAAAJzFOAnHN6/vnntWvXLpWXlysnJ+eOa44dOyZJyszM7NSAAICeyVOAiouLtW3bNu3Zs0dJSUmqq6uTJAUCAQ0aNEinTp3Stm3b9NRTT2nIkCE6fvy4Vq5cqcmTJ2vcuHFx+QcAACQmT+8B+Xy+dh/fsmWLFi5cqDNnzuh73/ueTpw4oebmZmVlZWn27Nl6+eWXb/v3gP8sHA4rEAjwHhAAJKi4vAd0p1ZlZWWpoqLCy7cEAPRS3AsOAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEwQIACACQIEADBBgAAAJggQAMAEAQIAmCBAAAATBAgAYIIAAQBMECAAgAkCBAAwQYAAACYIEADABAECAJggQAAAEwQIAGCin/UAN3POSZI+V6vkjIcBAHj2uVolffnf8450uwA1NTVJkj7SfxlPAgC4G01NTQoEAh0+73N3SlQXa2tr07lz55SUlCSfzxf1XDgcVlZWls6cOaPk5GSjCe1xHG7gONzAcbiB43BDdzgOzjk1NTUpFAqpT5+O3+npdldAffr00bBhw267T3Jycq8+wb7AcbiB43ADx+EGjsMN1sfhdlc+X+BDCAAAEwQIAGAioQLk9/u1du1a+f1+61FMcRxu4DjcwHG4geNwQyIdh273IQQAQO+QUFdAAICegwABAEwQIACACQIEADCRMAEqLS3V17/+dQ0cOFB5eXn6+OOPrUfqcq+++qp8Pl/UNnr0aOux4u7gwYOaMWOGQqGQfD6fdu/eHfW8c05r1qxRZmamBg0apIKCAp08edJm2Di603FYuHDhLefH9OnTbYaNk5KSEk2YMEFJSUlKT0/XrFmzVF1dHbXP1atXVVxcrCFDhujee+/V3LlzVV9fbzRxfHyV4zBlypRbzoelS5caTdy+hAjQO++8o1WrVmnt2rX65JNPlJubq8LCQl24cMF6tC738MMP6/z585Hto48+sh4p7pqbm5Wbm6vS0tJ2n9+wYYPeeOMNbd68WYcPH9Y999yjwsJCXb16tYsnja87HQdJmj59etT5sX379i6cMP4qKipUXFysQ4cOaf/+/WptbdW0adPU3Nwc2WflypV67733tHPnTlVUVOjcuXOaM2eO4dSx91WOgyQtXrw46nzYsGGD0cQdcAlg4sSJrri4OPL19evXXSgUciUlJYZTdb21a9e63Nxc6zFMSXK7du2KfN3W1uaCwaB77bXXIo81NDQ4v9/vtm/fbjBh17j5ODjn3IIFC9zMmTNN5rFy4cIFJ8lVVFQ45278b9+/f3+3c+fOyD5/+ctfnCRXWVlpNWbc3XwcnHPuW9/6lvvhD39oN9RX0O2vgK5du6aqqioVFBREHuvTp48KCgpUWVlpOJmNkydPKhQKacSIEXr22Wd1+vRp65FM1dbWqq6uLur8CAQCysvL65XnR3l5udLT0zVq1CgtW7ZMly5dsh4prhobGyVJqampkqSqqiq1trZGnQ+jR4/W8OHDe/T5cPNx+MLbb7+ttLQ0jRkzRqtXr9aVK1csxutQt7sZ6c0uXryo69evKyMjI+rxjIwM/fWvfzWaykZeXp62bt2qUaNG6fz581q3bp2eeOIJnThxQklJSdbjmairq5Okds+PL57rLaZPn645c+YoJydHp06d0k9+8hMVFRWpsrJSffv2tR4v5tra2rRixQpNmjRJY8aMkXTjfBgwYIBSUlKi9u3J50N7x0GSnnnmGWVnZysUCun48eN66aWXVF1drXfffddw2mjdPkD4UlFRUeTP48aNU15enrKzs/X73/9eixYtMpwM3cH8+fMjfx47dqzGjRunkSNHqry8XFOnTjWcLD6Ki4t14sSJXvE+6O10dByWLFkS+fPYsWOVmZmpqVOn6tSpUxo5cmRXj9mubv9XcGlpaerbt+8tn2Kpr69XMBg0mqp7SElJ0YMPPqiamhrrUcx8cQ5wftxqxIgRSktL65Hnx/Lly7V37159+OGHUb++JRgM6tq1a2poaIjav6eeDx0dh/bk5eVJUrc6H7p9gAYMGKDx48errKws8lhbW5vKysqUn59vOJm9y5cv69SpU8rMzLQexUxOTo6CwWDU+REOh3X48OFef36cPXtWly5d6lHnh3NOy5cv165du3TgwAHl5OREPT9+/Hj1798/6nyorq7W6dOne9T5cKfj0J5jx45JUvc6H6w/BfFV7Nixw/n9frd161b35z//2S1ZssSlpKS4uro669G61I9+9CNXXl7uamtr3R//+EdXUFDg0tLS3IULF6xHi6umpiZ39OhRd/ToUSfJbdy40R09etT9/e9/d8459/Of/9ylpKS4PXv2uOPHj7uZM2e6nJwc99lnnxlPHlu3Ow5NTU3uhRdecJWVla62ttZ98MEH7pvf/KZ74IEH3NWrV61Hj5lly5a5QCDgysvL3fnz5yPblStXIvssXbrUDR8+3B04cMAdOXLE5efnu/z8fMOpY+9Ox6GmpsatX7/eHTlyxNXW1ro9e/a4ESNGuMmTJxtPHi0hAuScc2+++aYbPny4GzBggJs4caI7dOiQ9Uhdbt68eS4zM9MNGDDA3XfffW7evHmupqbGeqy4+/DDD52kW7YFCxY45258FPuVV15xGRkZzu/3u6lTp7rq6mrboePgdsfhypUrbtq0aW7o0KGuf//+Ljs72y1evLjH/Z+09v75JbktW7ZE9vnss8/cD37wA/e1r33NDR482M2ePdudP3/ebug4uNNxOH36tJs8ebJLTU11fr/f3X///e7HP/6xa2xstB38Jvw6BgCAiW7/HhAAoGciQAAAEwQIAGCCAAEATBAgAIAJAgQAMEGAAAAmCBAAwAQBAgCYIEAAABMECABgggABAEz8D2K7VYM0SNY2AAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"tensor(4)\n",
|
|
"torch.Size([784])\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"tensor(6)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# dataset & dataloader\n",
|
|
"# N, H, W = data.data.shape\n",
|
|
"def reshape_batch(batch):\n",
|
|
" features, labels = [], []\n",
|
|
" for i in batch:\n",
|
|
" features.append(i[0].reshape(1, -1))\n",
|
|
" labels.append(i[1])\n",
|
|
" return torch.cat(features, 0), torch.tensor(labels, dtype=torch.long)\n",
|
|
"\n",
|
|
"# data.data = data.data.reshape(N, H*W)\n",
|
|
"trainDataset, valDataset = torch.utils.data.random_split(data, [48000, len(data)-48000])\n",
|
|
"\n",
|
|
"print(len(trainDataset))\n",
|
|
"print(len(valDataset))\n",
|
|
"trainLoader = DataLoader(trainDataset, shuffle=True, batch_size=1280, collate_fn=reshape_batch)\n",
|
|
"valLoader = DataLoader(valDataset, shuffle=True, batch_size=128, collate_fn=reshape_batch)\n",
|
|
"\n",
|
|
"for x, y in trainLoader:\n",
|
|
" print(x.shape)\n",
|
|
" print(y.shape)\n",
|
|
" for i in range(3):\n",
|
|
" print(x[i].shape)\n",
|
|
" pic = x[i].reshape(28, 28, 1)\n",
|
|
" plt.imshow(pic)\n",
|
|
" plt.show()\n",
|
|
" print(y[i])\n",
|
|
" break"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 206,
|
|
"id": "a0d01258",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"==========================================================================================\n",
|
|
"Layer (type:depth-idx) Output Shape Param #\n",
|
|
"==========================================================================================\n",
|
|
"MNIST_ClassficationModel [128, 10] --\n",
|
|
"├─Linear: 1-1 [128, 512] 401,920\n",
|
|
"├─Linear: 1-2 [128, 128] 65,664\n",
|
|
"├─ReLU: 1-3 [128, 128] --\n",
|
|
"├─Linear: 1-4 [128, 10] 1,290\n",
|
|
"==========================================================================================\n",
|
|
"Total params: 468,874\n",
|
|
"Trainable params: 468,874\n",
|
|
"Non-trainable params: 0\n",
|
|
"Total mult-adds (M): 60.02\n",
|
|
"==========================================================================================\n",
|
|
"Input size (MB): 0.40\n",
|
|
"Forward/backward pass size (MB): 0.67\n",
|
|
"Params size (MB): 1.88\n",
|
|
"Estimated Total Size (MB): 2.94\n",
|
|
"=========================================================================================="
|
|
]
|
|
},
|
|
"execution_count": 206,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"class MNIST_ClassficationModel(nn.Module):\n",
|
|
" def __init__(self):\n",
|
|
" super(MNIST_ClassficationModel, self).__init__()\n",
|
|
" self.fc1 = nn.Linear(784, 512)\n",
|
|
" self.fc2 = nn.Linear(512, 128)\n",
|
|
" self.fc3 = nn.Linear(128, 10)\n",
|
|
" self.relu = nn.ReLU()\n",
|
|
" \n",
|
|
" def forward(self, x):\n",
|
|
"# print(x.shape)\n",
|
|
"# print(x.dtype)\n",
|
|
" x = self.fc1(x)\n",
|
|
" x = self.relu( self.fc2(x) )\n",
|
|
" x = self.fc3(x)\n",
|
|
" return x\n",
|
|
"\n",
|
|
"model = MNIST_ClassficationModel()\n",
|
|
"summary(model, input_size=(128, 784))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 207,
|
|
"id": "f5d0940c",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def getDevice():\n",
|
|
" if torch.cuda.is_available():\n",
|
|
" device = torch.device('cuda:0')\n",
|
|
" print(\"Use GPU: {}\".format(torch.cuda.get_device_name(device)))\n",
|
|
" else:\n",
|
|
" device = torch.device('cpu')\n",
|
|
" print(\"Use CPU\")\n",
|
|
" return device"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 208,
|
|
"id": "4e8463fc",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def getModel():\n",
|
|
" model = MNIST_ClassficationModel()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 209,
|
|
"id": "b57bd079",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def process_batch(device, model, optimizer, criterion, loader, mode=\"train\", accuracy=False):\n",
|
|
" loss_sum = 0\n",
|
|
" if accuracy:\n",
|
|
" dataCount = 0\n",
|
|
" acc_sum = 0\n",
|
|
" \n",
|
|
" for x, y in loader:\n",
|
|
" x, y = x.to(device), y.to(device)\n",
|
|
" prediction = model(x)\n",
|
|
" loss = criterion(prediction, y)\n",
|
|
" \n",
|
|
" loss_sum += loss.item()\n",
|
|
" if accuracy:\n",
|
|
" dataCount += len(x)\n",
|
|
" acc_sum += (prediction.argmax(1)==y).sum()\n",
|
|
" \n",
|
|
" if mode=='train':\n",
|
|
" loss.backward()\n",
|
|
" optimizer.step()\n",
|
|
" optimizer.zero_grad()\n",
|
|
" \n",
|
|
" if accuracy:\n",
|
|
" return loss_sum/len(loader), (acc_sum/dataCount*100).item()\n",
|
|
" else:\n",
|
|
" return loss_sum/len(loader)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 216,
|
|
"id": "095cb54f",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def fit(device, epochs, model, optimizer, criterion, trainLoader, valLoader, accuracy=False):\n",
|
|
" \n",
|
|
" train_loss_list, train_acc_list = [], []\n",
|
|
" val_loss_list, val_acc_list = [], []\n",
|
|
" \n",
|
|
" for i in range(epochs):\n",
|
|
" \n",
|
|
" # train set\n",
|
|
" model.train()\n",
|
|
" if accuracy:\n",
|
|
" loss, acc = process_batch(device, model, optimizer, criterion, trainLoader, mode='train', accuracy=True)\n",
|
|
" train_acc_list.append(acc)\n",
|
|
" else:\n",
|
|
" loss = process_batch(device, model, optimizer, criterion, trainLoader, mode='train', accuracy=False)\n",
|
|
" train_loss_list.append(loss)\n",
|
|
" \n",
|
|
" # validation set\n",
|
|
" model.eval()\n",
|
|
" if accuracy:\n",
|
|
" loss, acc = process_batch(device, model, optimizer, criterion, trainLoader, mode='val', accuracy=True)\n",
|
|
" val_acc_list.append(acc)\n",
|
|
" else:\n",
|
|
" loss = process_batch(device, model, optimizer, criterion, trainLoader, mode='val', accuracy=False)\n",
|
|
" val_loss_list.append(loss)\n",
|
|
" \n",
|
|
" \n",
|
|
" # plot loss\n",
|
|
" plt.figure(figsize=(8, 3))\n",
|
|
" plt.title(\"Loss\")\n",
|
|
" plt.xlabel(\"Epoch\")\n",
|
|
" plt.ylabel(\"Loss\")\n",
|
|
" plt.plot(range(i+1), train_loss_list, label='train')\n",
|
|
" plt.plot(range(i+1), val_loss_list, label='val')\n",
|
|
" plt.legend(loc=\"upper left\")\n",
|
|
" plt.show()\n",
|
|
" \n",
|
|
" # plot acc\n",
|
|
" if accuracy:\n",
|
|
" plt.figure(figsize=(8, 3))\n",
|
|
" plt.title(\"Accuracy\")\n",
|
|
" plt.xlabel(\"Epoch\")\n",
|
|
" plt.ylabel(\"Accuracy\")\n",
|
|
" plt.plot(range(i+1), train_acc_list, label='train')\n",
|
|
" plt.plot(range(i+1), val_acc_list, label='val')\n",
|
|
" plt.legend(loc=\"upper left\")\n",
|
|
" plt.show()\n",
|
|
" \n",
|
|
" print(\"Train loss: {:.10f} Train Acc: {:.10f}%\".format(train_loss_list[-1], train_acc_list[-1]))\n",
|
|
" print(\"Val loss: {:.10f} Val Acc: {:.10f}%\".format(val_loss_list[-1], val_acc_list[-1]))\n",
|
|
" else:\n",
|
|
" print(\"Train loss: {:.10f}\".format(train_loss_list[-1]))\n",
|
|
" print(\"Val loss: {:.10f}\".format(val_loss_list[-1]))\n",
|
|
" print(\"\\n\\n\\n\")\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 217,
|
|
"id": "c0c22f06",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Use GPU: NVIDIA GeForce RTX 3060\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.8488956306 Train Acc: 79.3083343506%\n",
|
|
"Val loss: 0.3511211174 Val Acc: 89.8604125977%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.3110003942 Train Acc: 90.9479141235%\n",
|
|
"Val loss: 0.2776614918 Val Acc: 92.0625000000%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.2622399005 Train Acc: 92.4291687012%\n",
|
|
"Val loss: 0.2397653410 Val Acc: 93.0687484741%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.2337458314 Train Acc: 93.2291641235%\n",
|
|
"Val loss: 0.2158266624 Val Acc: 93.7854156494%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.2090606356 Train Acc: 93.9645843506%\n",
|
|
"Val loss: 0.1911970855 Val Acc: 94.4624938965%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.1905315213 Train Acc: 94.4166641235%\n",
|
|
"Val loss: 0.1752979716 Val Acc: 94.8229141235%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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CAJTcvHUXMEthtjAbQD2GNF18ap+mSx0MOLdqlNFZvUFAboHO1FqQaWFkNktTCl2F5RaDGqfhJDOFVz83JfzUcviplfBzuxVmW7k4QSrlLA0N5osvvsCUKVMQGBgImUyGHj16YNy4cThy5AgAYOzYsaZtIyMj0bVrV7Rt2xa7d+/GwIEDG6yOuXPnYubMmab3Wq0WwcHB9d5fIpHUu7XAFt0+28KsWbOwY8cOvPPOO2jXrh2USiVGjx6NsrKyOo/j6Oho9l4ikcBgqN+/gERERGYMeqCsCCgrBHSFxueyQuMyXSFQVlDtdWG17Sr3Kcy2YnRWUcc0XZW9s44N/1N9abm+xkVftwfZ3EId9IZ6BHIAni5O8Ks2Gmt6Xa3lQKVwvPOB7JCoKa1t27bYs2cPioqKoNVq4e/vjzFjxqBNmzYWt2/Tpg28vLxw4cIFi4HXy8sLMpkM2dnmvTTZ2dl19gHL5fI7XgxnD5ycnKDX3/niut9//x2TJk1CbGwsAOOIb1paWiNXR0REzVpFmYXgWWAeQm8Pr7WuK6pfUK0vF5/ap+lqhNFZQRCgLa0wv+hLo0OWtgRZmlsB92Zxeb2OJ5NK4KuSG9sLqvXMGp+No7M+bnIoGuiXX3tkE8OSLi4ucHFxwc2bN7F9+3YsW7bM4nbp6em4fv06/P39La53cnJCz549kZSUhBEjRgAADAYDkpKS6uw9bSlCQ0Nx8OBBpKWlwdXVtdbR1/bt2+Pbb79FTEwMJBIJ4uLiOFJLRGRPBAEoL7EcPHUFtYfQ6uuqh9qyIkBf96+Ad00iA+SugJMKcHKpfO1y2/vKh2mdK+Di3SijswaDgLwinVlwNfXLVntf39mbFI5S+KuV8HWTVz7fGo2tGplt5SqHzM5aDJqaqIF3+/btEAQB4eHhuHDhAmbPno2IiAhMnjwZhYWFWLRoEUaNGgU/Pz+kpqbiP//5D9q1a4dBg271yw4cOBCxsbGmQDtz5kxMnDgRvXr1wv3334/ly5ejqKjINGtDSzZr1ixMnDgRnTp1QklJidl0b9UlJCRgypQp6Nu3L7y8vPDKK6/Y5YV8RETNRvWf903Bs/rP+xZGT+v6ub+sEBAaaSDDQXErdN4eQuWqautcKt+71hJcKx8O8ia765euQo8crc78oi9TiC1BtlaHbG0pKurZYuDu7GjWVmD2rFbA300JN6VDvacYpbsnauDVaDSYO3cu0tPT4enpiVGjRmHp0qVwdHRERUUFTpw4gcTEROTn5yMgIACPPfYYFi9ebNZ+kJqairy8PNP7MWPGIDc3F/Pnz0dWVha6d++Obdu21biQrSXq0KFDjdkqJk2aVGO70NBQ7Ny502zZ1KlTzd7f3uIgWJjDJD8//67qJCKyC/pyoCgPKM2vR8/pHfpRG/Ln/ds5uVoRQm8fWb191NUVkNlmj2hBaXmtfbJVz9eL6jdKLZUY55s1D7GVF4C5KU3LlE5sMbAVEsFSUmnhtFot1Go1NBoN3NzczNaVlpbi0qVLCAsLqzGlGtUfv0ciapYMeuOcrIXZQFEOUJhjfF1Y7XVRrvG5+HrDf77p5/26QuidRlarjaA6OgPS5jO1FGAcYNFVGKAtKYe2tByakgoUlJZDW1phWqYtqUBeoc4szBbq6jcll5ODtMbFXqae2coeWm9XORxkzet7s0d15bXb2UQPLxERkWiqpq4qzKkjxFa+LsoDBCvurCmRAUr3ZvnzfmMRBAHFZXpTMDU+l6Og9NbrqvBa27La7vJ1JyqFQ80wWxliq0ZmPZwd2WJghxh4iYjI/giCsc+1arS1MBsorPbatLwyyBrqd7W8kcR4Vb+rL+DqXfnsY5wJoOq1a+VrpWezG0G9E4NBQIGuclS1xDyQ1lxWPbRWmN7Xd5qtukglgErhCDelA1Ry47ObwhFuSkeoFA7wcpXXmKLLRc7Y01Lxf3kiImo+yoqrjcJWG4m1NDJbUWLdsRXut4KqKcBaCLHOXoCs+f7fZ4XeYBZCje0A1YLqba0BptBauaxQV1GvW8/eiYNUAjelI9wUDqaQ6qZwrAytxteqynVVQdZN6WAMuQoHuDg52N3NEajxNN9/Y4mIyD5UlFUG1mqjsGYBttpobFmBdcd2Ut1hFLZasG2k2742NF2FvloAtfTTf/UgW1FjWVGZFS0ZdZA7SE0jrKZAqnCwuMxNUXMEVukoY+sANRkGXiIianj6CqA4z3If7O39saX51h3bQXFrtNVsFLYq2Poa52B19TH2w9oQQRBQWm4wjapqLPaw1t3XWt9byN6Js5PstlHUW6Op5iOrNUdbVQoH3uSAmhUGXiIiqh+DofLirtv7YG8bhS2qvLgLVvzuLXWoFlRvayG4fWRWrrKpC7fK9QbkFuiQU2CcozVHW2p6na3VIb+4zGyktVzfMJMjqeS3tQLccaT1VmhVKRzgyFkGqAVh4CUiaskEASjVVOuDrT76evsMBbmAoX5TOwEAJFJjv+vtLQQ1RmZ9jP2zNnZxV7negLxCHXIqbzaQXaBDbmWIzS4wPucWGOdutbantfoFV1V9q3caVa2+ravCgXfeIrICAy8RkT2q0BnDakE2UJgFFGTVcpFXDqDXWXdspWctLQS3X9zVCpDa3s/eFXoD8grLkFMZWrMrR2RztKWmUdmcAh2uF+nqHWQdpBL4qOTwdlPAVyWHr5sCvm5y+KgU8HRxMl1wVTXa6uLE/lWipsTAS/UWGhqKGTNmYMaMGWKXQtRy6Qorg2xWZZDNtvxcctO648rVli/kuj3Eunjb7J20KvQGXC8qqzYiW4ocra5GsM0rrH+QlVUGWR83BXxUcvi6yeGrUsDHzbis6rWnsxNnDCCyYQy8RERiEwTjhVu1hdfqz9bMUiBzujUCq/K79bpGf6w34KhstNO7V3qDgOuFOrO+2KoQm1Mt2OYV6lDf6V1lUgm8XY0B1ltlHI31NYXaykCrUqCVC4MskT1g4CUiaiwGg3GmgoKsukdlC3OAitL6H9fRBVD5Aq5+dTz7AUoPm7q463Z6g4DrRTqzUdicyv7YnGrBNreg/kFWKgG8VbfCa/VR2KoWA183Y5sBe2CJWg4G3oYgCEB5cdN/rqNzvf/P7OOPP8bChQuRnp4OabULQ4YPH45WrVrh1VdfxcyZM3HgwAEUFRWhY8eOiI+PR3R0dGNVT9R86csr+1/vMBpblGPdRV4K9a2wWjUia/ZcGWjlqsY7twZgMAjG1oLKkdfs22YtqFqeW6ir9x23pBLAy/W2IGsKsLdGZVu5yBlkiagGBt6GUF4MvBHQ9J87L6Pec0w++eSTeOmll7Br1y4MHDgQAHDjxg1s27YNP/30EwoLC/H4449j6dKlkMvl+PzzzxETE4OzZ8+idevWjXkWRLajvPTWBV5mo7K3PRdfR/2n3JIALl53GI2tbDWw4bYCwBhkbxSXmY3C5lSbsaBqOq7cAh0q6hlkJaYgW603tnIU1qfaxV+tXBlkiejuMfC2EB4eHhgyZAjWr19vCrxff/01vLy8MGDAAEilUnTr1s20/eLFi7F582Zs2bIF06ZNE6tsonsnCICuwEJ4tTAqW6qp/3GlDsYLu2odja18tuGLvKoYDAJuFpdVm0e25oVeVWHWmiDbykVu1htraVS2lYsTHDgfLBE1MgbehuDobBxtFeNzrTB+/Hg8++yz+OijjyCXy7Fu3TqMHTsWUqkUhYWFWLhwIbZu3YrMzExUVFSgpKQEV65caaTiie6RIBhnIjCF1zpGZa1pOXJQ1B5eq4/KOreyuXljLSkoLUeWphSZmlJkaY39sNmV028Zg6wx3Nb3ZgjGIOtkCq2mZ7MRWQVauTrxxgZEZDMYeBuCRGJzt6+0JCYmBoIgYOvWrejduzd+++03vPfeewCAWbNmYceOHXjnnXfQrl07KJVKjB49GmVlZSJXTS2OQW+8wUFdLQVVd/fSW/HPp9ytjiBb7VmhtukLvaoIggBNSbkxyFYFWk2JKdhWLS/U1b+HuJWLU7VR2Kq+WPPWAi9XOYMsETU7DLwtiEKhwMiRI7Fu3TpcuHAB4eHh6NGjBwDg999/x6RJkxAbGwsAKCwsRFpamojVkl0qyQduXgI01261EhRkmgfZolxAMNT/mErPukNs1etm8EdplaqLvoxBtsQswGZqSpBVGWpLy+v3PamVjvBXKypnLKh2U4RqYdbLVQ4nBwZZIrJPDLwtzPjx4/HEE0/g5MmT+Mc//mFa3r59e3z77beIiYmBRCJBXFwcDAYrQgcRYGwzKMwGblwEblwyhtvqzyU36nccibSyP7aOKbeq5pR1cGrcc2pgeoOA3AKdKbiaj8gaR2iztfVvMWjl4gQ/tQL+akXlsxJ+brfe+6kVcHbif+qJqGXjfwVbmEceeQSenp44e/Ys/v73v5uWJyQkYMqUKejbty+8vLzwyiuvQKvVilgp2Sx9OaC5Wi3Upt0KtTfT7twv6+IDuLe2MBrrfyvQunjZ5C1p76SswoBsrXmAzdLokKUtMY3Q5hTUbyouiQTwdpWbB9mqYOtmfO/jJofCsfl9T0RETY2Bt4WRSqXIyKh5gV1oaCh27txptmzq1Klm79ni0IKUFd0Ksjcumo/U5l8FBH3t+0qkgDoY8AwDPMKMz55tjK89QgG5a1OdRYMqLddXG5Etua131vicV6ir17FkUgn83G6NwPq71Qy13ir2yhIRNRQGXqKWSBCA4hu3tRxUa0MozK57fwelMbxWD7VVz+6tbX4artsV6iqMfbHVemQzteYXg90sLq/XsZxk0ltB1izQKuFfuYxzyhIRNS1RA29BQQHi4uKwefNm5OTk4L777sP777+P3r17o7y8HK+99hp++uknXLx4EWq1GtHR0XjzzTcREFD7TR4WLlyIRYsWmS0LDw/HmTNnGvt0iGyLwQBor9USatMA3R1aVhTuxpFZS6HW1a9ZTMklCAK0JRXIrDEie+t9lqYUBfWcyUDpKIO/uzG0+pr6ZJXVRmiNt6yVNINZHoiIWhJRA+8zzzyDlJQUfPHFFwgICMCXX36J6OhonDp1Cq6urjh69Cji4uLQrVs33Lx5E9OnT8ewYcNw+PDhOo/buXNn/Prrr6b3Dg4cyCY7VaEDbl6ueXHYjYtA/uU7T9ulCqgMtaE1Q63So0lO4W4JgoAbRWW3gqy2ZpDN1JSipLyO9otqVAoHiwG2equBm8KBYZaIqBkSLQmWlJTgm2++wffff4+HHnoIgHF09ocffsCqVauwZMkS7Nixw2yflStX4v7778eVK1fqvN2tg4MD/Pz8GrV+oiZTqrE848GNS8YR3LpucSt1NLYYVO+jrQq1HiE2eytbvUFAXqGuxmisKcxWthuU6es3k4iHs6OppcBSz6yfWgFXOf8wJiKyV6L9F76iogJ6vR4KhcJsuVKpxL59+yzuo9FoIJFI4O7uXuexz58/j4CAACgUCvTp0wfx8fF1BmSdTged7tbFJvWZnUAQ6jdlEFnG768a01ReFkLtzUtA8fW693dyrQyyoTUvElMH2dxsB3qDUBlYLV34ZeyfzbZiJgOvqpkMqrcYmLUcKDiTARFRCyda4FWpVOjTpw8WL16Mjh07wtfXFxs2bMD+/fvRrl27GtuXlpbilVdewbhx4+Dm5lbrcaOiorB27VqEh4cjMzMTixYtQv/+/ZGSkgKVSmVxn/j4+Bp9v7VxdDRejFNcXAyl0jZHx5qDqju4yWQtJIjoK25N5WUKs2m3nsuL6t7fxbtmy0FVqHXxstk7g+kNAi7lFeJEugbJ1zRITtfgZIa2Xm0GUgngW721wK3aCG3ls49KwZslEBHRHUkEEYfaUlNTMWXKFOzduxcymQw9evRAhw4dcOTIEZw+fdq0XXl5OUaNGoX09HTs3r27zsB7u/z8fISEhCAhIQFPP/20xW0sjfAGBwdDo9FY/KzMzEzk5+fDx8cHzs7O7OmzksFgQEZGBhwdHdG6dWv7+f7Kio3h9fYZD25cMoZdQx0XRkmkgFtQZZC1cJGY3PIfa7bEYBCQdr0Iydc0poB78poGRWU1w62jTGJ+0ZfZCK2x1cDL1QkOnJaLiIhqodVqoVara81r1YnatNa2bVvs2bMHRUVF0Gq18Pf3x5gxY9CmTRvTNuXl5Xjqqadw+fJl7Ny506qwCwDu7u7o0KEDLly4UOs2crkccrm83ses6g/Oycmxqha6RSqVNr+wKwhAyU3L03jduGS8VW5dZPLKqbwszHzg3rpZ3TFMEARcuVFsCrYn0vNx8prW4mwHSkcZOge4ITJIja5BakQGuiPMy4XTchERUZOxias0XFxc4OLigps3b2L79u1YtmwZgFth9/z589i1axdatWpl9bELCwuRmpqK//mf/2mweiUSCfz9/eHj44Py8vrNzUnmnJycILXFaa0MBqAgo5ZQmwboNHXvr1DXbDmoCrUq/2YxldftBEFA+s2SaiO3+UhO10BbWjPcyh2kxnAbqEZkkDu6BqnR1tuV4ZaIiEQlauDdvn07BEFAeHg4Lly4gNmzZyMiIgKTJ09GeXk5Ro8ejaNHj+LHH3+EXq9HVpZxBM3T0xNOTsbRsIEDByI2NhbTpk0DAMyaNQsxMTEICQlBRkYGFixYAJlMhnHjxjV4/TKZrOX0oNobgwG4dgTIOGp+N7GblwH9He6WpfK30E9b+drZs2nqbySCICBDU4rk9Hyz1oR8CzddcJJJ0THADV0D1ZUBV432Pq5sQyAiIpsjauDVaDSYO3cu0tPT4enpiVGjRmHp0qVwdHREWloatmzZAgDo3r272X67du3Cww8/DMDYB5yXl2dal56ejnHjxuH69evw9vZGv379cODAAXh7ezfVaZGt0hUCF3cBZ7cB57cDRbmWt5M6GFsMLF0k5h4CODk3bd2NRBAEZGt1OJGej5RrGpyovKjselHNuXsdZRJE+FW2JQSq0SVQjQ6+Kl4wRkREzYKoF63ZKmuaoMnG5V8Fzm0Dzv4MpP1mfiMGuRsQ2g9o1dY83KqDAZlNdPs0qJyCUiSnG0dtqwJubkHN0WwHqQQdfFXGftsgNboGuqODnyvkDvw1g4iIbEezuWiNqMEZDMY2hbM/G4Nudor5eo9QoMMQIHww0Lpvs7pQzBp5hTrTNGBVfbfZ2prhViaVoL2PKyIDKy8oC3JHhJ+K89YSEZFdYeCl5q+sCEjdBZz7GTj3C1BUbfYMiRQIut8YcDsMAbzDbXbO2rt1s6jMGG4rZ0tITtcgQ1NaYzupBGjn44ougca2hMggd3Tyd4PSieGWiIjsGwMvNU+a9MpWhW3Apb3mF5o5qYB2A4HwIUC7RwEX62f3sFWa4nJTuE2+lo8T6Rqk3yypsZ1EArTxckHXIHdjwA1So5O/G1x4+1wiImqB+P9+1DwYDEDmX8aAe+5nICvZfL17iDHgdhgMhDxoF60K2tJypFS2JVSF3MvXiy1uG+blYmpL6BKoRucAN6gUjk1cMRERkW1i4CXbVVYMXNxd2aqwHSjMrrZSAgTfbwy44UMA74hm3apQqKvASVNbgvGisot5lm833NrT2TRbQmSQGp0D1FArGW6JiIhqw8BLtkWbUa1VYQ9QUa0X1ckVaPuIMeC2fwxw8RKvzntQXFaBUxlas7uUXcwrgqX5UoI8lKY5brsGuqNLoBvcnZv/6DUREVFTYuAlcRkMQOaxW1OHZZ0wX69uXXnB2WDjFGIO9b8FtC0oKdPjVKbWOA1Y5WwJF3IKYbAQbgPUClO/bWSQOyID1fB0YbglIiK6Vwy81PTKio2jt2d/Bs7/AhRkVlspAYJ63WpV8OnUbFoVSsv1OJNVYHaXsvM5hdBbSLe+bnJEBrqb9d16q5pXmCciImouGHipaWgzjaO457YBF/cAFdVmFnB0Ado9Ypw2rP1jgKvt3xWvrMKAs1kFOHEt3zR6ezarABUWwq2Xq9w4als1ehuoho+bQoSqiYiIWiYGXmocggBkHr/VqpB5zHy9OrhyFHcwENrfplsVyvUGnMsuMN7E4ZrxgrIzmQUo0xtqbOvp4mQWbCOD1PBzU0DSTEapiYiI7BEDLzWc8hLjnLhnK2dVKMiotlICBPa8dQMI38422apQoTfgQm6hsd+2MuCeztSirKJmuHV3djSG2mp9twFqhlsiIiJbw8BL96Ygyxhuz20z3u3MrFXB2TirQofBQIdBgKuPeHVaYDAIuJBbaJrn9kR6Pk5lalFaXjPcqhQOpl7broHu6BqkRpCHkuGWiIioGWDgJesIgvGmD1WtChlHzde7BRnDbfgQY6uCo232quoNAp5O/BO7z+bWWOcqd0CXQLdbdykLVCOklTPDLRERUTPFwEt3Vl4KpP0GnP3JOJqrvWa+PrCnsU0hfDDg28UmWxVu9+WBy9h9NhdOMim6B7sb57mtHMENa+UCqdT2z4GIiIjqh4GXLCvIBs5vN94A4uIuoLzaLW0dnYE2A4wBt/0gQOUrXp13IUtTire3nwUAvPZER0zoEypuQURERNSoGHjJSBCA7BRjwD33M3DtiPl6VcCtC87C+gOOSnHqbAALtqSgUFeB7sHuGB8VInY5RERE1MgYeFuyCh1w6TdjwD23HdBcNV8fcN+tVgW/rs2iVeFOfjmZhe0ns+EglSB+ZCRkbF0gIiKyewy8LU1hbmWrws/GWRXKi26tc1ACbR6+1arg5i9amY2hoLQc878/CQB49qE26OjvJnJFRERE1BQYeO2dIAA5pyrnxt0GpB8GUO1uYCp/46wKHYYAbf7WrFsV7uTdX84hS1uK1p7OmD6wvdjlEBERURNh4LVHFTogbV/l1GHbAM0V8/X+3Y3ThnUYDPh3s4tWhTs5djUfifvTAABLY7tA4SgTtyAiIiJqMgy89qIoDzj/S2Wrwk6grPDWOgeFsVWh6gYQbgGilSmGcr0Bc79NhiAAI7oHoH97b7FLIiIioiYkFfPDCwoKMGPGDISEhECpVKJv3774888/TesFQcD8+fPh7+8PpVKJ6OhonD9//o7H/fDDDxEaGgqFQoGoqCgcOnSoMU9DHIIAZJ8CfnsX+PQx4O12wHcvAKe3GMOuqx/QYyIwbiPwn0vA3zcBvSa3uLALAJ/tu4TTmVq4OzvitSc6iV0OERERNTFRR3ifeeYZpKSk4IsvvkBAQAC+/PJLREdH49SpUwgMDMSyZcvwwQcfIDExEWFhYYiLi8OgQYNw6tQpKBSW7+C1adMmzJw5E6tXr0ZUVBSWL1+OQYMG4ezZs/Dxsa1b21qtogy4vK9y6rBtQP5l8/V+Xau1KnQHpKL+PWMTrt4oxnu/ngMAzBvSEV6ucpErIiIioqYmEQRBuPNmDa+kpAQqlQrff/89hg4dalres2dPDBkyBIsXL0ZAQAD+/e9/Y9asWQAAjUYDX19frF27FmPHjrV43KioKPTu3RsrV64EABgMBgQHB+Oll17CnDlz6lWbVquFWq2GRqOBm5vIV/IXXTe2Kpz7GbiwEygruLVOJjdeaNZhsPGhDhSvThskCAImrfkTe87l4oE2ntjw7AO8PTAREZGdsCaviTbCW1FRAb1eX2OkVqlUYt++fbh06RKysrIQHR1tWqdWqxEVFYX9+/dbDLxlZWU4cuQI5s6da1omlUoRHR2N/fv311qLTqeDTqczvddqtfdyavdGEIDcs8aAe3YbkH4IEAy31rv6ms+q4OQiXq027ocTmdhzznj74KWxkQy7RERELZRogVelUqFPnz5YvHgxOnbsCF9fX2zYsAH79+9Hu3btkJWVBQDw9TW/ba2vr69p3e3y8vKg1+st7nPmzJlaa4mPj8eiRYvu8YzuQUUZcOWPW3c5u5lmvt4v8tYNIPzvY6tCPWiKy/H6D8Y5d6cOaIe23q4iV0RERERiEbWH94svvsCUKVMQGBgImUyGHj16YNy4cThy5Midd25Ac+fOxcyZM03vtVotgoODm+bD9RXA8i5AYfatZTI5EPZQ5a18BwPqoKapxY68ue008grL0NbbBf98uI3Y5RAREZGIRA28bdu2xZ49e1BUVAStVgt/f3+MGTMGbdq0gZ+fHwAgOzsb/v637viVnZ2N7t27Wzyel5cXZDIZsrOzzZZnZ2ebjmeJXC6HXC7SxUwyB+MFZhl/AR0eq2xVeBiQc0Tybh26dAMbDhlvkxw/sivkDpxzl4iIqCWzid/GXVxc4O/vj5s3b2L79u0YPnw4wsLC4Ofnh6SkJNN2Wq0WBw8eRJ8+fSwex8nJCT179jTbx2AwICkpqdZ9bELsauDfZ4HhHwIdn2DYvQe6Cj3mfnsCADC2dzDuD/MUuSIiIiISm9WBNzQ0FK+//jquXLly543vYPv27di2bRsuXbqEHTt2YMCAAYiIiMDkyZMhkUgwY8YMLFmyBFu2bEFycjImTJiAgIAAjBgxwnSMgQMHmmZkAICZM2fik08+QWJiIk6fPo0XXngBRUVFmDx58j3X22icPdmX20BW776I1NwieLk6Ye6QjmKXQ0RERDbA6paGGTNmYO3atXj99dcxYMAAPP3004iNjb2rlgCNRoO5c+ciPT0dnp6eGDVqFJYuXQpHR0cAwH/+8x8UFRXhueeeQ35+Pvr164dt27aZzeyQmpqKvLw80/sxY8YgNzcX8+fPR1ZWFrp3745t27bVuJCN7E9qbiE+3HUBABD3RCeonR1FroiIiIhswV3Pw3v06FGsXbsWGzZsgF6vx9///ndMmTIFPXr0aOgam5xNzcNL9SIIAsZ9cgAHLt7A3zp4Y+3k3pyGjIiIyI5Zk9fu+nf0Hj164IMPPkBGRgYWLFiA//u//0Pv3r3RvXt3fPbZZxDpfhbUQn11JB0HLt6AwlGKJSO6MOwSERGRyV3P0lBeXo7NmzdjzZo12LFjBx544AE8/fTTSE9Px7x58/Drr79i/fr1DVkrkUXXC3V446fTAIB/RXdAsKezyBURERGRLbE68B49ehRr1qzBhg0bIJVKMWHCBLz33nuIiIgwbRMbG4vevXs3aKFEtVmy9TTyi8vR0d8NU/qFiV0OERER2RirA2/v3r3x6KOPYtWqVRgxYoTpArPqwsLCLN76l6ih/XY+F5v/ugaJBIgfGQlHGWe7ICIiInNWB96LFy8iJCSkzm1cXFywZs2auy6KqD5KyvR4dXMKAGBin1B0D3YXtyAiIiKySVYPh+Xk5ODgwYM1lh88eBCHDx9ukKKI6uODnedx5UYx/NwU+PdjHcQuh4iIiGyU1YF36tSpuHr1ao3l165dw9SpUxukKKI7OZOlxSd7LwIAFg3vDJWCc+4SERGRZVYH3lOnTlmca/e+++7DqVOnGqQooroYDALmfpuMCoOAQZ19Maizn9glERERkQ2zOvDK5XJkZ2fXWJ6ZmQkHh7ue5Yyo3tYdvIy/ruTDVe6ARcO6iF0OERER2TirA+9jjz2GuXPnQqPRmJbl5+dj3rx5ePTRRxu0OKLbZWtLsWzbWQDA7EHh8FMr7rAHERERtXRWD8m+8847eOihhxASEoL77rsPAHDs2DH4+vriiy++aPACiapbuOUkCnQV6B7sjn88UPdsIURERETAXQTewMBAnDhxAuvWrcPx48ehVCoxefJkjBs3zuKcvEQNZcepbPyckgWZVIL4kZGQSXn7YCIiIrqzu2q6dXFxwXPPPdfQtRDVqlBXgfnfG+fcfaZ/GDr6u4lcERERETUXd32V2alTp3DlyhWUlZWZLR82bNg9F0V0u3d/OYtMTSmCPZWYMZBz7hIREVH93dWd1mJjY5GcnAyJRAJBEAAAEonx52W9Xt+wFVKLdyI9H4l/pAEAloyIhNJJJm5BRERE1KxYPUvD9OnTERYWhpycHDg7O+PkyZPYu3cvevXqhd27dzdCidSSVegNmPNNMgwCMLx7AP7WwVvskoiIiKiZsXqEd//+/di5cye8vLwglUohlUrRr18/xMfH4+WXX8Zff/3VGHVSC7Xm9zScytRCrXRE3BOdxC6HiIiImiGrR3j1ej1UKhUAwMvLCxkZGQCAkJAQnD17tmGroxbt6o1iJOw4BwCY93gEvFzlIldEREREzZHVI7xdunTB8ePHERYWhqioKCxbtgxOTk74+OOP0aZNm8aokVogQRAw//sUlJTrcX+YJ57qFSx2SURERNRMWR14X3vtNRQVFQEAXn/9dTzxxBPo378/WrVqhU2bNjV4gdQybU3OxK6zuXCSSfFGbKTpokgiIiIia1kdeAcNGmR63a5dO5w5cwY3btyAh4cHQwk1CE1xORZuOQUAeOHhtmjn4ypyRURERNScWdXDW15eDgcHB6SkpJgt9/T0vKuwq9frERcXh7CwMCiVSrRt2xaLFy82TXUGGKc7s/R4++23az3uwoULa2wfERFhdX0kjje3nUFeoQ5tvF3w4oC2YpdDREREzZxVI7yOjo5o3bp1g821+9Zbb2HVqlVITExE586dcfjwYUyePBlqtRovv/wyACAzM9Nsn59//hlPP/00Ro0aVeexO3fujF9//dX03sHhru+xQU3oz7Qb2HDoCgDgjdhIyB045y4RERHdG6tT4Kuvvop58+bhiy++gKen5z19+B9//IHhw4dj6NChAIDQ0FBs2LABhw4dMm3j5+dnts/333+PAQMG3PECOQcHhxr7km0rqzBg3rfJAIAxvYLxQJtWIldERERE9sDqwLty5UpcuHABAQEBCAkJgYuLi9n6o0eP1vtYffv2xccff4xz586hQ4cOOH78OPbt24eEhASL22dnZ2Pr1q1ITEy847HPnz+PgIAAKBQK9OnTB/Hx8WjdurXFbXU6HXQ6nem9Vqut9zlQw/nfPak4n1MIL1cnzH2cLShERETUMKwOvCNGjGiwD58zZw60Wi0iIiIgk8mg1+uxdOlSjB8/3uL2iYmJUKlUGDlyZJ3HjYqKwtq1axEeHo7MzEwsWrQI/fv3R0pKimkO4eri4+OxaNGiBjknujsXcwuxYtcFAEDcE53g7uwkckVERERkLyRC9SvEmtjGjRsxe/ZsvP322+jcuTOOHTuGGTNmICEhARMnTqyxfUREBB599FGsWLHCqs/Jz89HSEgIEhIS8PTTT9dYb2mENzg4GBqNBm5ubtafGFlFEAT8/ZOD2H/xOvq398LnU+7njB9ERERUJ61WC7VaXa+8JuqVXLNnz8acOXMwduxYAEBkZCQuX76M+Pj4GoH3t99+w9mzZ+9qrl93d3d06NABFy5csLheLpdDLuddvMTyzdFr2H/xOhSOUiwdwTl3iYiIqGFZfWthqVQKmUxW68MaxcXFkErNS5DJZDAYDDW2/fTTT9GzZ09069bN2pJRWFiI1NRU+Pv7W70vNa7rhTos2Wqcc3f6wA5o3cpZ5IqIiIjI3lg9wrt582az9+Xl5fjrr7+QmJhodR9sTEwMli5ditatW6Nz587466+/kJCQgClTpphtp9Vq8dVXX+Hdd9+1eJyBAwciNjYW06ZNAwDMmjULMTExCAkJQUZGBhYsWACZTIZx48ZZVR81vqVbTyO/uBwRfio80z9M7HKIiIjIDlkdeIcPH15j2ejRo9G5c2ds2rTJYo9sbVasWIG4uDi8+OKLyMnJQUBAAJ5//nnMnz/fbLuNGzdCEIRaA2tqairy8vJM79PT0zFu3Dhcv34d3t7e6NevHw4cOABvb+9610aNb9/5PHz71zVIJED8yEg4yqz+wYGIiIjojhrsorWLFy+ia9euKCwsbIjDicqaJmi6O6XlegxavheXrxdjYp8QLBreReySiIiIqBmxJq81yJBaSUkJPvjgAwQGBjbE4agFWLHzPC5fL4afmwKzBoWLXQ4RERHZMatbGjw8PMyuohcEAQUFBXB2dsaXX37ZoMWRfTqbVYD/3XMRALBwWGeoFI4iV0RERET2zOrA+95775kFXqlUCm9vb0RFRcHDw6NBiyP7YzAImLc5GRUGAY928sXgLrz9MxERETUuqwPvpEmTGqEMainWH7qCI5dvwsVJhkXDOotdDhEREbUAVvfwrlmzBl999VWN5V999RUSExMbpCiyT9naUrz18xkAwKxB4QhwV4pcEREREbUEVgfe+Ph4eHl51Vju4+ODN954o0GKIvu06IeTKNBVoFuQGhP6hIpdDhEREbUQVgfeK1euICys5g0CQkJCcOXKlQYpiuxP0uls/JScBZlUgjdGRkIm5e2DiYiIqGlYHXh9fHxw4sSJGsuPHz+OVq1aNUhRZF+KdBWY//1JAMAz/cLQOUAtckVERETUklgdeMeNG4eXX34Zu3btgl6vh16vx86dOzF9+nSMHTu2MWqkZi5hxzlcyy9BkIcS06Pbi10OERERtTBWz9KwePFipKWlYeDAgXBwMO5uMBgwYcIE9vBSDcnpGqz5/RIAYMmILnB2svofOSIiIqJ7YnX6cHJywqZNm7BkyRIcO3YMSqUSkZGRCAkJaYz6qBmr0Bswd/MJGAQgplsAHg73EbskIiIiaoHueritffv2aN+eP09T7db+kYaUa1q4KRww/4lOYpdDRERELZTVPbyjRo3CW2+9VWP5smXL8OSTTzZIUdT8pd8sRsKOcwCAuY93hLdKLnJFRERE1FJZHXj37t2Lxx9/vMbyIUOGYO/evQ1SFDVvgiBg/vcnUVymR+9QD4zpFSx2SURERNSCWR14CwsL4eTkVGO5o6MjtFptgxRFzdtPyVnYeSYHjjIJ4kdGQso5d4mIiEhEVgfeyMhIbNq0qcbyjRs3olMn9mm2dJqSciz8wTjn7gsPt0M7H5XIFREREVFLZ/VFa3FxcRg5ciRSU1PxyCOPAACSkpKwfv16fP311w1eIDUvy7adQW6BDm28XPDiw23FLoeIiIjI+sAbExOD7777Dm+88Qa+/vprKJVKdOvWDTt37oSnp2dj1EjNxJHLN7DuoPH20ktjI6FwlIlcEREREdFdTks2dOhQDB06FACg1WqxYcMGzJo1C0eOHIFer2/QAql5KKswYO63yQCAJ3sGoU9b3maaiIiIbIPVPbxV9u7di4kTJyIgIADvvvsuHnnkERw4cKAha6Nm5JPfLuJcdiE8XZww7/GOYpdDREREZGLVCG9WVhbWrl2LTz/9FFqtFk899RR0Oh2+++47XrDWgl3KK8L7SecBAHFPdISHS81ZPIiIiIjEUu8R3piYGISHh+PEiRNYvnw5MjIysGLFinv6cL1ej7i4OISFhUGpVKJt27ZYvHgxBEEwbTNp0iRIJBKzx+DBg+947A8//BChoaFQKBSIiorCoUOH7qlWskwQBLy6ORllFQb0b++FEd0DxS6JiIiIyEy9R3h//vlnvPzyy3jhhRca7JbCb731FlatWoXExER07twZhw8fxuTJk6FWq/Hyyy+bths8eDDWrFljei+X133Xrk2bNmHmzJlYvXo1oqKisHz5cgwaNAhnz56Fj49Pg9RORt8evYY/Uq9D7iDFkhFdIJFwzl0iIiKyLfUe4d23bx8KCgrQs2dPREVFYeXKlcjLy7unD//jjz8wfPhwDB06FKGhoRg9ejQee+yxGqOxcrkcfn5+poeHh0edx01ISMCzzz6LyZMno1OnTli9ejWcnZ3x2Wef3VO9ZO5GURmWbD0FAJge3R4hrVxEroiIiIiopnoH3gceeACffPIJMjMz8fzzz2Pjxo0ICAiAwWDAjh07UFBQYPWH9+3bF0lJSTh37hwA4Pjx49i3bx+GDBlitt3u3bvh4+OD8PBwvPDCC7h+/XqtxywrK8ORI0cQHR1tWiaVShEdHY39+/db3Een00Gr1Zo96M6Wbj2Nm8XliPBT4dn+bcQuh4iIiMgiq2dpcHFxwZQpU7Bv3z4kJyfj3//+N9588034+Phg2LBhVh1rzpw5GDt2LCIiIuDo6Ij77rsPM2bMwPjx403bDB48GJ9//jmSkpLw1ltvYc+ePRgyZEit05/l5eVBr9fD19fXbLmvry+ysrIs7hMfHw+1Wm16BAcHW3UeLdEfF/LwzdF0SCTAGyMj4Si76wk/iIiIiBrVPaWU8PBwLFu2DOnp6diwYYPV+//3v//FunXrsH79ehw9ehSJiYl45513kJiYaNpm7NixGDZsGCIjIzFixAj8+OOP+PPPP7F79+57Kd3M3LlzodFoTI+rV6822LHtUWm5Hq9+lwIA+EdUCHq0rrvFhIiIiEhMd3XjidvJZDKMGDECI0aMsGq/2bNnm0Z5ASAyMhKXL19GfHw8Jk6caHGfNm3awMvLCxcuXMDAgQNrrPfy8oJMJkN2drbZ8uzsbPj5+Vk8plwuv+OFcHTLh7su4FJeEXxUcsweHC52OURERER1EvV36OLiYkil5iXIZDIYDIZa90lPT8f169fh7+9vcb2TkxN69uyJpKQk0zKDwYCkpCT06dOnYQpvwc5nF2D1nlQAwKJhneGmcBS5IiIiIqK6iRp4Y2JisHTpUmzduhVpaWnYvHkzEhISEBsbCwAoLCzE7NmzceDAAaSlpSEpKQnDhw9Hu3btMGjQINNxBg4ciJUrV5rez5w5E5988gkSExNx+vRpvPDCCygqKsLkyZOb/BzticEgYO63ySjXC4ju6IPBXSyPmBMRERHZkgZpabhbK1asQFxcHF588UXk5OQgICAAzz//PObPnw/AONp74sQJJCYmIj8/HwEBAXjsscewePFisxaE1NRUsynSxowZg9zcXMyfPx9ZWVno3r07tm3bVuNCNrLOhj+v4PDlm3BxkuH14Zxzl4iIiJoHiVD9tmYEANBqtVCr1dBoNHBzcxO7HJuQoy3FwIQ9KCitwPwnOmFKvzCxSyIiIqIWzJq8xrmkqF4W/XgKBaUV6BqkxsS+oWKXQ0RERFRvDLx0R7vO5GDriUzIpBK8ERsJmZStDERERNR8MPBSnYrLKvBa5Zy7Ux4MRZdAtcgVEREREVmHgZfq9N6Oc7iWX4JAdyX+9WgHscshIiIishoDL9Uq5ZoGn/2eBgBYMqILnJ1EndSDiIiI6K4w8JJF+so5d/UGAUO7+mNAhI/YJRERERHdFQZesmjtH2lIvqaBSuGABTGdxC6HiIiI6K4x8FIN1/JL8O4vZwEAc4d0hI9KIXJFRERERHePgZfMCIKABd+noLhMj14hHhjbO1jskoiIiIjuCQMvmdmWkoVfT+fAUSZB/MhISDnnLhERETVzDLxkoi0tx4ItJwEA//xbW7T3VYlcEREREdG9Y+Alk7e3nUVOgQ5hXi6YOqCd2OUQERERNQgGXgIAHLl8E18evAwAWDqiCxSOMpErIiIiImoYDLyEcr0B875NhiAAo3oEoW87L7FLIiIiImowDLyEj/dexNnsAni6OOHVoR3FLoeIiIioQTHwtnCXrxfhg6TzAIDXhnaEp4uTyBURERERNSwG3hZMEAS8ujkFugoDHmzXCrH3BYpdEhEREVGDY+Btwb47dg37LuRB7iDF0hGRkEg45y4RERHZHwbeFupmURkW/3gaAPDywPYI9XIRuSIiIiKixsHA20K98dNp3CgqQwdfVzzbv43Y5RARERE1GgbeFmh/6nV8dSQdABA/MhJODvzHgIiIiOyXqElHr9cjLi4OYWFhUCqVaNu2LRYvXgxBEAAA5eXleOWVVxAZGQkXFxcEBARgwoQJyMjIqPO4CxcuhEQiMXtEREQ0xSnZvNJyPV7dnAwAGB/VGj1DPEWuiIiIiKhxOYj54W+99RZWrVqFxMREdO7cGYcPH8bkyZOhVqvx8ssvo7i4GEePHkVcXBy6deuGmzdvYvr06Rg2bBgOHz5c57E7d+6MX3/91fTewUHUU7UZH+1OxcW8Ivio5PjPYP4RQERERPZP1BT4xx9/YPjw4Rg6dCgAIDQ0FBs2bMChQ4cAAGq1Gjt27DDbZ+XKlbj//vtx5coVtG7dutZjOzg4wM/Pr/GKb4bOZxdg1e4LAICFwzpDrXQUuSIiIiKixidqS0Pfvn2RlJSEc+fOAQCOHz+Offv2YciQIbXuo9FoIJFI4O7uXuexz58/j4CAALRp0wbjx4/HlStXat1Wp9NBq9WaPeyNwSBg3uZklOsFDIzwwZAu/GOAiIiIWgZRR3jnzJkDrVaLiIgIyGQy6PV6LF26FOPHj7e4fWlpKV555RWMGzcObm5utR43KioKa9euRXh4ODIzM7Fo0SL0798fKSkpUKlUNbaPj4/HokWLGuy8bNGmw1fxZ9pNODvJ8PqILpxzl4iIiFoMiVB1hZgINm7ciNmzZ+Ptt99G586dcezYMcyYMQMJCQmYOHGi2bbl5eUYNWoU0tPTsXv37joD7+3y8/MREhKChIQEPP300zXW63Q66HQ603utVovg4GBoNBqrPsdW5RSUIvrdPdCWVuC1oR3xDKchIyIiomZOq9VCrVbXK6+JOsI7e/ZszJkzB2PHjgUAREZG4vLly4iPjzcLvOXl5Xjqqadw+fJl7Ny50+oQ6u7ujg4dOuDChQsW18vlcsjl8rs/ERu3+MfT0JZWoEugGyb1DRW7HCIiIqImJWoPb3FxMaRS8xJkMhkMBoPpfVXYPX/+PH799Ve0atXK6s8pLCxEamoq/P3977nm5mb32Rz8cDwDUgnw5siucJBxzl0iIiJqWURNPzExMVi6dCm2bt2KtLQ0bN68GQkJCYiNjQVgDLujR4/G4cOHsW7dOuj1emRlZSErKwtlZWWm4wwcOBArV640vZ81axb27NmDtLQ0/PHHH4iNjYVMJsO4ceOa/BzFVFxWgde+SwEATH4wDF0C1SJXRERERNT0RG1pWLFiBeLi4vDiiy8iJycHAQEBeP755zF//nwAwLVr17BlyxYAQPfu3c323bVrFx5++GEAQGpqKvLy8kzr0tPTMW7cOFy/fh3e3t7o168fDhw4AG9v7yY5L1vx/q/nkX6zBIHuSsx8tIPY5RARERGJQtSL1myVNU3QtupkhgbDVv4OvUHAZ5N64ZEIX7FLIiIiImow1uQ1NnTaIb1BwNxvk6E3CBga6c+wS0RERC0aA68d+nx/Gk6ka6BSOGBBTCexyyEiIiISFQOvncnIL8E7288CAF4ZHAEfN4XIFRERERGJi4HXzizYchJFZXr0DPHA3+9vLXY5RERERKJj4LUj21KysONUNhykErwRGwmplLcPJiIiImLgtRMFpeVYuOUkAOD5v7VBuJ9K5IqIiIiIbAMDr514Z/tZZGlLEdrKGS890l7scoiIiIhsBgOvHTh65SY+P3AZALA0NhIKR5nIFRERERHZDgbeZq5cb8C8b5MhCMDIHoF4sJ2X2CURERER2RQG3mbu/367hDNZBfBwdsRrQznnLhEREdHtGHibsSvXi/F+0jkAwKtDO8HTxUnkioiIiIhsDwNvMyUIAl79Lhml5Qb0bdsKo3oEil0SERERkU1i4G2mthzPwG/n8+DkIMXS2EhIJJxzl4iIiMgSBt5mKL+4DK//cAoA8NKAdgjzchG5IiIiIiLbxcDbDMX/dAbXi8rQ3scVz/+trdjlEBEREdk0Bt5m5sDF69h0+CoAIH5kJJwc+D8hERERUV2YlpoRXYUe8zYnAwD+HtUavUI9Ra6IiIiIyPYx8DYjH+1KxcXcInir5HhlcITY5RARERE1Cwy8zcSFnEKs2p0KAFgQ0wlqpaPIFRERERE1Dwy8zYDBIGDe5mSU6Q0YEO6NoZH+YpdERERE1Gww8DYDXx25ikOXbkDpKMPrw7twzl0iIiIiK4gaePV6PeLi4hAWFgalUom2bdti8eLFEATBtI0gCJg/fz78/f2hVCoRHR2N8+fP3/HYH374IUJDQ6FQKBAVFYVDhw415qk0mrxCHd746QwAYOajHRDs6SxyRURERETNi6iB96233sKqVauwcuVKnD59Gm+99RaWLVuGFStWmLZZtmwZPvjgA6xevRoHDx6Ei4sLBg0ahNLS0lqPu2nTJsycORMLFizA0aNH0a1bNwwaNAg5OTlNcVoNavGPp6ApKUfnADdMfjBU7HKIiIiImh2JUH04tYk98cQT8PX1xaeffmpaNmrUKCiVSnz55ZcQBAEBAQH497//jVmzZgEANBoNfH19sXbtWowdO9bicaOiotC7d2+sXLkSAGAwGBAcHIyXXnoJc+bMuWNdWq0WarUaGo0Gbm5uDXCmd2fPuVxM/OwQpBLg+6n9EBmkFq0WIiIiIltiTV4TdYS3b9++SEpKwrlz5wAAx48fx759+zBkyBAAwKVLl5CVlYXo6GjTPmq1GlFRUdi/f7/FY5aVleHIkSNm+0ilUkRHR9e6j06ng1arNXuIraRMj9e+M865O6lvGMMuERER0V1yEPPD58yZA61Wi4iICMhkMuj1eixduhTjx48HAGRlZQEAfH19zfbz9fU1rbtdXl4e9Hq9xX3OnDljcZ/4+HgsWrToXk+nQS1POoerN0oQoFbg3491ELscIiIiomZL1BHe//73v1i3bh3Wr1+Po0ePIjExEe+88w4SExObtI65c+dCo9GYHlevXm3Sz7/dqQwt/u+3SwCA14d3gYtc1L9LiIiIiJo1UZPU7NmzMWfOHFMvbmRkJC5fvoz4+HhMnDgRfn5+AIDs7Gz4+9+aezY7Oxvdu3e3eEwvLy/IZDJkZ2ebLc/OzjYd73ZyuRxyubwBzuje6Q0C5m5Oht4gYEgXP0R38r3zTkRERERUK1FHeIuLiyGVmpcgk8lgMBgAAGFhYfDz80NSUpJpvVarxcGDB9GnTx+Lx3RyckLPnj3N9jEYDEhKSqp1H1vy5YHLOH41Hyq5AxYO6yx2OURERETNnqgjvDExMVi6dClat26Nzp0746+//kJCQgKmTJkCAJBIJJgxYwaWLFmC9u3bIywsDHFxcQgICMCIESNMxxk4cCBiY2Mxbdo0AMDMmTMxceJE9OrVC/fffz+WL1+OoqIiTJ48WYzTrLcsTSne3n4WAPCfweHwdVOIXBERERFR8ydq4F2xYgXi4uLw4osvIicnBwEBAXj++ecxf/580zb/+c9/UFRUhOeeew75+fno168ftm3bBoXiVhhMTU1FXl6e6f2YMWOQm5uL+fPnIysrC927d8e2bdtqXMhmaxZsSUGhrgI9WrtjfFSI2OUQERER2QVR5+G1VWLMw7v9ZBae/+IIHKQSbH25P8L9VE3yuURERETNUbOZh5eMCkrLseD7kwCA5x5qw7BLRERE1IAYeG3Au7+cQ5a2FCGtnPHywPZil0NERERkVxh4RaYtLceW4xkAgKUjIqFwlIlcEREREZF94R0NROamcMQv/3oI209moV97L7HLISIiIrI7HOG1AV6ucs7KQERERNRIGHiJiIiIyK4x8BIRERGRXWPgJSIiIiK7xsBLRERERHaNgZeIiIiI7BoDLxERERHZNQZeIiIiIrJrvPGEBYIgAAC0Wq3IlRARERGRJVU5rSq31YWB14KCggIAQHBwsMiVEBEREVFdCgoKoFar69xGItQnFrcwBoMBGRkZUKlUkEgkjf55Wq0WwcHBuHr1Ktzc3Br988iI37s4+L2Lg9+7OPi9i4Pfuzia+nsXBAEFBQUICAiAVFp3ly5HeC2QSqUICgpq8s91c3Pjv5gi4PcuDn7v4uD3Lg5+7+Lg9y6Opvze7zSyW4UXrRERERGRXWPgJSIiIiK7xsBrA+RyORYsWAC5XC52KS0Kv3dx8HsXB793cfB7Fwe/d3HY8vfOi9aIiIiIyK5xhJeIiIiI7BoDLxERERHZNQZeIiIiIrJrDLxEREREZNcYeG3Ahx9+iNDQUCgUCkRFReHQoUNil2TX9u7di5iYGAQEBEAikeC7774Tu6QWIT4+Hr1794ZKpYKPjw9GjBiBs2fPil2W3Vu1ahW6du1qmgi+T58++Pnnn8Uuq0V58803IZFIMGPGDLFLsXsLFy6ERCIxe0RERIhdlt27du0a/vGPf6BVq1ZQKpWIjIzE4cOHxS7LDAOvyDZt2oSZM2diwYIFOHr0KLp164ZBgwYhJydH7NLsVlFREbp164YPP/xQ7FJalD179mDq1Kk4cOAAduzYgfLycjz22GMoKioSuzS7FhQUhDfffBNHjhzB4cOH8cgjj2D48OE4efKk2KW1CH/++Sf+93//F127dhW7lBajc+fOyMzMND327dsndkl27ebNm3jwwQfh6OiIn3/+GadOncK7774LDw8PsUszw2nJRBYVFYXevXtj5cqVAACDwYDg4GC89NJLmDNnjsjV2T+JRILNmzdjxIgRYpfS4uTm5sLHxwd79uzBQw89JHY5LYqnpyfefvttPP3002KXYtcKCwvRo0cPfPTRR1iyZAm6d++O5cuXi12WXVu4cCG+++47HDt2TOxSWow5c+bg999/x2+//SZ2KXXiCK+IysrKcOTIEURHR5uWSaVSREdHY//+/SJWRtT4NBoNAGP4oqah1+uxceNGFBUVoU+fPmKXY/emTp2KoUOHmv03nhrf+fPnERAQgDZt2mD8+PG4cuWK2CXZtS1btqBXr1548skn4ePjg/vuuw+ffPKJ2GXVwMArory8POj1evj6+pot9/X1RVZWlkhVETU+g8GAGTNm4MEHH0SXLl3ELsfuJScnw9XVFXK5HP/85z+xefNmdOrUSeyy7NrGjRtx9OhRxMfHi11KixIVFYW1a9di27ZtWLVqFS5duoT+/fujoKBA7NLs1sWLF7Fq1Sq0b98e27dvxwsvvICXX34ZiYmJYpdmxkHsAoio5Zk6dSpSUlLYW9dEwsPDcezYMWg0Gnz99deYOHEi9uzZw9DbSK5evYrp06djx44dUCgUYpfTogwZMsT0umvXroiKikJISAj++9//soWnkRgMBvTq1QtvvPEGAOC+++5DSkoKVq9ejYkTJ4pc3S0c4RWRl5cXZDIZsrOzzZZnZ2fDz89PpKqIGte0adPw448/YteuXQgKChK7nBbByckJ7dq1Q8+ePREfH49u3brh/fffF7ssu3XkyBHk5OSgR48ecHBwgIODA/bs2YMPPvgADg4O0Ov1YpfYYri7u6NDhw64cOGC2KXYLX9//xp/PHfs2NHmWkkYeEXk5OSEnj17IikpybTMYDAgKSmJ/XVkdwRBwLRp07B582bs3LkTYWFhYpfUYhkMBuh0OrHLsFsDBw5EcnIyjh07Znr06tUL48ePx7FjxyCTycQuscUoLCxEamoq/P39xS7Fbj344IM1ppg8d+4cQkJCRKrIMrY0iGzmzJmYOHEievXqhfvvvx/Lly9HUVERJk+eLHZpdquwsNDsr/1Lly7h2LFj8PT0ROvWrUWszL5NnToV69evx/fffw+VSmXqU1er1VAqlSJXZ7/mzp2LIUOGoHXr1igoKMD69euxe/dubN++XezS7JZKparRm+7i4oJWrVqxZ72RzZo1CzExMQgJCUFGRgYWLFgAmUyGcePGiV2a3frXv/6Fvn374o033sBTTz2FQ4cO4eOPP8bHH38sdmnmBBLdihUrhNatWwtOTk7C/fffLxw4cEDskuzarl27BAA1HhMnThS7NLtm6TsHIKxZs0bs0uzalClThJCQEMHJyUnw9vYWBg4cKPzyyy9il9Xi/O1vfxOmT58udhl2b8yYMYK/v7/g5OQkBAYGCmPGjBEuXLggdll274cffhC6dOkiyOVyISIiQvj444/FLqkGzsNLRERERHaNPbxEREREZNcYeImIiIjIrjHwEhEREZFdY+AlIiIiIrvGwEtEREREdo2Bl4iIiIjsGgMvEREREdk1Bl4iIiIismsMvEREVCuJRILvvvtO7DKIiO4JAy8RkY2aNGkSJBJJjcfgwYPFLo2IqFlxELsAIiKq3eDBg7FmzRqzZXK5XKRqiIiaJ47wEhHZMLlcDj8/P7OHh4cHAGO7wapVqzBkyBAolUq0adMGX3/9tdn+ycnJeOSRR6BUKtGqVSs899xzKCwsNNvms88+Q+fOnSGXy+Hv749p06aZrc/Ly0NsbCycnZ3Rvn17bNmypXFPmoiogTHwEhE1Y3FxcRg1ahSOHz+O8ePHY+zYsTh9+jQAoKioCIMGDYKHhwf+/PNPfPXVV/j111/NAu2qVaswdepUPPfcc0hOTsaWLVvQrl07s89YtGgRnnrqKZw4cQKPP/44xo8fjxs3bjTpeRIR3QuJIAiC2EUQEVFNkyZNwpdffgmFQmG2fN68eZg3bx4kEgn++c9/YtWqVaZ1DzzwAHr06IGPPvoIn3zyCV555RVcvXoVLi4uAICffvoJMTExyMjIgK+vLwIDAzF58mQsWbLEYg0SiQSvvfYaFi9eDMAYol1dXfHzzz+zl5iImg328BIR2bABAwaYBVoA8PT0NL3u06eP2bo+ffrg2LFjAIDTp0+jW7duprALAA8++CAMBgPOnj0LiUSCjIwMDBw4sM4aunbtanrt4uICNzc35OTk3O0pERE1OQZeIiIb5uLiUqPFoKEolcp6befo6Gj2XiKRwGAwNEZJRESNgj28RETN2IEDB2q879ixIwCgY8eOOH78OIqKikzrf//9d0ilUoSHh0OlUiE0NBRJSUlNWjMRUVPjCC8RkQ3T6XTIysoyW+bg4AAvLy8AwFdffYVevXqhX79+WLduHQ4dOoRPP/0UADB+/HgsWLAAEydOxMKFC5Gbm4uXXnoJ//M//wNfX18AwMKFC/HPf/4TPj4+GDJkCAoKCvD777/jpZdeatoTJSJqRAy8REQ2bNu2bfD39zdbFh4ejjNnzgAwzqCwceNGvPjii/D398eGDRvQqVMnAICzszO2b9+O6dOno3fv3nB2dsaoUaOQkJBgOtbEiRNRWlqK9957D7NmzYKXlxdGjx7ddCdIRNQEOEsDEVEzJZFIsHnzZowYMULsUoiIbBp7eImIiIjIrjHwEhEREZFdYw8vEVEzxY40IqL64QgvEREREdk1Bl4iIiIismsMvERERERk1xh4iYiIiMiuMfASERERkV1j4CUiIiIiu8bAS0RERER2jYGXiIiIiOza/wOc/rkhD3YMmwAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.1650977860 Train Acc: 95.2041702271%\n",
|
|
"Val loss: 0.1496402531 Val Acc: 95.6854171753%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.1482804392 Train Acc: 95.6749954224%\n",
|
|
"Val loss: 0.1372966831 Val Acc: 95.9604110718%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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p8Dw9e/Y0PVepVHBzc0N2dgO/LiMioroEAdDl1B1Xm3MNuJ3U8BRabh0thNrOgHtAiw0puFuAzasKsblV42LzdAyw1PoYeJuBRCJp9NACW3TnbAvz58/Hnj178M477yA8PBxKpRITJkxAeXl5g+dxdHQ0ey2RSGAwtNDduUREbV1FqXG4wZ1DEHKvGW8mq4+jCvAOM4ZadZeagOsVZhwz2wz0BgHp+SXILiy1OO615uauew+wXio51C7VQVVR67kcahcFAyw1C1FTWmFhIWJiYrB9+3ZkZ2fj/vvvx3vvvYf+/fsDMP6KfMOGDWbHjBgxArt27WrwvB988AH+8Y9/IDMzE7169cKaNWswYMCAFruOtkIul0Ovv/vNdYcPH8a0adMwbtw4AMaOb1JSUgtXR0RkhwQBKMy0HGrzUxqYskti7MqqO1d1a2t1bd00zTI7QXmlAWm3i5GcW4ykXB2Sc4uRXPUz9Xax1SGWAZZsmaiB94UXXsCFCxfw5ZdfQqPRYOPGjRg+fDguXryIjh07AgCeeOIJrF+/3nSMQqFo8Jxbt27FvHnz8NFHHyEqKgrvvvsuRowYgStXrsDX17dFr8fWBQcH4/jx40hKSoKLi0u93dfOnTvj22+/xejRoyGRSBATE8NOLRFRQ8qLgbxE81Cbc9U4vVd5Yf3HKdwsD0HwDgMclfdcVkm5Hil51YG2OtQaX6fnlzQ4F6xcJoWfuwLetW7WYoCltkq0wFtSUoJvvvkG33//PR566CEAwJIlS/Df//4X69atw1tvvQXAGHCrb7JqjNWrV+MPf/gDpk+fDgD46KOPsHPnTnz22WdYsGCBxWPKyspQVlYz36BWq23qZdm0+fPnIzo6Gt26dUNJSYnZXyRqW716NWbMmIFBgwZBrVbj9ddft9vvhIio0QwGoDC95iax2l3bgtT6j5NIAY8g81BbPRuCi+89d2u1pRVIuaNLm1T1M0vb8Fy6znIZgrxVCPJyRpDaGcGm5yp0cHOy6ZWziKwhWuCtrKyEXq+Hk5OT2XalUolDhw6ZXu/fvx++vr7w9PTE0KFD8dZbb8Hb29viOcvLy3H69GksXLjQtE0qlWL48OE4evRovbWsWLECS5cuvccrsn1dunSp8z1Mmzatzn7BwcHYu3ev2baZM2eavb5ziIMg1G0T5OfnN6lOIiJRlRVVhdkE89kQchOBiuL6j3PyqDuu1rsz4BViXFa2iQRBQJ6uHMl5VWE2p7hW17YYebqG769wc3JAiFqFQG8Vgr2djQHX2xlB3s7wcVFwHlhqF0QLvK6urhg4cCCWLVuGrl27ws/PD5s3b8bRo0cRHh4OwDic4ZlnnkFISAgSExPxxhtvYOTIkTh69Chksrq/OsnJyYFer4efn5/Zdj8/P9MUXJYsXLgQ8+bNM73WarUICAhopislIiLRCQJQUWK8Gay0ACjNr3muy6laXawq5Bam138eqQPgGVJ3XK26M+Ds3eRurcEgILuwzDTsIClXZwq4yTnFKCyrbPB4tYsCwd7OCPSu6tJWBdtgb2d4OMubVBORPRF1DO+XX36JGTNmoGPHjpDJZOjTpw8mT56M06dPAwAmTZpk2rdHjx7o2bMnwsLCsH//fgwbNqzZ6lAoFHcdG0xERCLTV5gH1pJ8ywG2vu36hjuhZpzVFkJtF8AzCJA53v14S+VXzXxQc5OYcehBSm4xkvN0KK1o+F4JjbtTre6syhRwg7xVcFG03ZmCiFqDqP+GhIWF4cCBA9DpdNBqtfD398fEiRMRGhpqcf/Q0FCo1WokJCRYDLxqtRoymQxZWVlm27OysqwaB0xERC3AYDDewGVtUK3eXqG79xokUuNCC04eVT/dAaUn4BVqPsZW6dmk05dXGpB6u9hsTG1Srg4pjZj5QCaVoJOnsmZMba1ubYCXM28KI7oHNvFXQpVKBZVKhdu3b2P37t1YtWqVxf3S0tKQm5sLf39/i+/L5XL07dsXcXFxGDt2LADAYDAgLi6uwRXCiIioERoaFmAKq/k12+sEWC0A6+drrUPuCig9agJr7fDq5F7/e0oPQO5yzzeJlZTrkZxX9wax5NziRs18YBx24IxALxWC1c6mgNvRUwlHWcssDkHU3okaeHfv3g1BEBAREYGEhAS89tpriIyMxPTp01FUVISlS5di/Pjx6NChAxITE/GXv/wF4eHhGDGiZlWzYcOGYdy4caZAO2/ePERHR6Nfv34YMGAA3n33Xeh0OtOsDURE7VprDguoj4OT5TBaX0itvV3hBsha/n9d2tIKJOcUm4JtUk5VwM1r/MwHd46pDfY2znwg5cwHRK1O1MBbUFCAhQsXIi0tDV5eXhg/fjyWL18OR0dHVFZW4ty5c9iwYQPy8/Oh0Wjw+OOPY9myZWbjbRMTE5GTk2N6PXHiRNy6dQuLFi1CZmYmevfujV27dtW5kY2IyO5UlALam8YFDQpSgYI0ID+16nkqUHSrmYYFyBoZVD0sd2AdnRo8fUsrrdCbVgurXj2sdrc2Je/uMx+4Kx3vmPGgZgYEtYucMx8Q2RiJYGk+qXZOq9XC3d0dBQUFcHNzM3uvtLQUN27cQEhISJ0p1ajx+D0SWUkQjJ3W/KogW5BaN9jqsht/PoVb4zqqlrY3w7CA5mIwCCgoqUBecblZiK1+3NaVI1dXjtvF5cgtMv4sLr/7ipNAzcwHtafxqu7WcuYDIvE1lNfuZBNjeImI2j2DHijKqunI5qfUCrZVobahFbuqOaoAjwDAvZNxaVqPAONP9wDA1a9VhwU0xZ3d19pBNbd2gK31fkNjZuvjKJPA09m4Qpi3ixyBXlVjaqsCbqC3M2c+ILIj/LeZiKg1VJRWBdiUO4YapBnDrTYdMFTc/TzOavMQ63HHT6WnTXVftaUVdYJq7cB6Z2e2sd3XO7k6OZiWuPVyrln61kslh6dKDu87froqHDjsgKgdYeClRgsODsbcuXMxd+5csUshsi2CAJTcvqMjm2r+XHfr7ueROgBumrph1r0T4BFo/OmobPnrqUdphd6s42ppCEHtzuzt4grom9B+rd19NQuszsZurKezeYD1cJZD7sDZDYiofgy8RER3Y9ADhZnmHdnaQw0KUoHyorufxzTcIKDWsIPAmueu/oC0deZare6+1gmrxeXIK6rpvNbuyOqaufvqWXubS81Pdl+JqLkx8BIRVZQABTeNww3MbgpLNW7TpgOGhpd2BQCofO7oyFY/b93hBpV6AzIKSpGaZ1zsICWvGKl5JcjSlpo6s03tvjpIJZaHC7D7SkQ2jIG3OQgCUFHc+p/r6Nzo/3l+/PHHWLJkCdLS0iCV1vzPZ8yYMfD29sabb76JefPm4dixY9DpdOjatStWrFiB4cOHt1T1RK3DNNwg1cIMB2lNGG4QWM9NYa033EAQBOTqypGaZwyzabdLTM9TbxcjPb+00WHWVeEALwtBld1XIrInDLzNoaIYeFvT+p/7RjogVzVq12effRazZ8/Gvn37TMsy5+XlYdeuXfjxxx9RVFSEJ598EsuXL4dCocAXX3yB0aNH48qVKwgMDGzJqyC6N4JgDKy3k4H85DuGG1TPbtCI4QZyl7od2dqB1rVDqw03AIDi8kqk5pVUdWerg62xU5t6u/iuN3fJHaTo5KlEgKczAr2cEeClRAd3Jbxrd2fZfSWidoKBt53w9PTEyJEjsWnTJlPg/frrr6FWq/Hoo49CKpWiV69epv2XLVuG7du3Y8eOHVyWmcRV3aG9nWQMs9Wh9nbVz/wUoLLk7uepHm5QJ8x2EmV2gwq9ARn5pUi9XVyrO2vs1KbmFSP3LgsfSCRABzcnBHg6I6Aq0BqDrTMCPJ3h66rgil5ERFUYeJuDo7Ox2yrG51phypQp+MMf/oAPP/wQCoUCsbGxmDRpEqRSKYqKirBkyRLs3LkTGRkZqKysRElJCVJSUlqoeKJaSgtqBVgLgfau889KALeOxnGz1Q9TpzYQcO/Y6rMbCIKAnKJyU6BNrRpHWz3sIKPg7sMO3JWOpu5sTbB1RoCnEh09lVA4tF7HmYioLWPgbQ4SSaOHFohp9OjREAQBO3fuRP/+/fHLL7/gX//6FwBg/vz52LNnD9555x2Eh4dDqVRiwoQJKC9vuMtE1ChlRTXh1RRok2pelxbc/RwuHYxB1jOoKtQG1bx26wQ4tP7KV0VllTVhtlZ3NrVq6EFJxd2HHQR4Kk1dWVO4rQq2bk6OrXQlRET2jYG3HXFycsIzzzyD2NhYJCQkICIiAn369AEAHD58GNOmTcO4ceMAAEVFRUhKShKxWmpTKkqMY2bzU4D8pDs6tMlAce7dz+GsthBog4yvRZp/tkJvQHp+iVlntnbAzWvEsAN/Nyd08qoKs57mQw98XDjsgIioNTDwtjNTpkzBU089hd9++w2/+93vTNs7d+6Mb7/9FqNHj4ZEIkFMTAwMBoOIlZJNqSyvuhHMwnCD/GTjkrh34+RRK9AGmXdo3QMAhUuLX8adBEHAraIy441gecVmMx2k5pUgo6DkrsvWejg7mrqznbxq3yTmDI2HE4cdEBHZAAbedmbo0KHw8vLClStX8H//93+m7atXr8aMGTMwaNAgqNVqvP7669BqtSJWSq1KXwlob1oItMk1y97iLslP7lLTkb1zyIFHIODk3iqXcqfC0grTzAZ1hh/cLkZpRcN/sVM4SE3jZgOqOrWdPGuGHnDYARGR7WPgbWekUinS0+veYBccHIy9e/eabZs5c6bZaw5xaMOqVwqzGGiTjYsuCHdZRctBWf8YWo+gVp/loJrBICC7sAw3cnRIztUhKdd86MHt4ooGj5dIAI270jiFl1fNONrqIQhqDjsgImrzGHiJ7IEgAEXZlm8Iy69aPczQcPCDTG4cWlAn0AYbf6p8RAm0gDHUZmpLkZRjDLTGYKtDUk4xkvN0d+3Sejo71prhwDzQajyUnIuWiMjOMfAStSW6HCDrN+MjN6FWoE0BKksbPlYiM978ZQq0weYdW5cOgFS84Kc3CMgoKEFSTjGSco3d2hs5xnCbnFeM8sr6Q61MKkEnTyWCvFUI9nY2m482wEsJVw47ICJq1xh4iWxRZRlw60pVuL0AZF80Pm/w5rCquWjrG0PrqgFk4v4rX6k3ID2/1BRok3KLq7q2OqTmlaBcX3+odZBKEODljCBvZwRXBdsgtQoh3ip09FTCUcYuLRERWcbASyQmQTDOfpB10TzY5lyrf0ytZzDgdx/gE2F+k5hIc9HeqVJvQNrtkqpQW1w19MD4PPV2MSr09d/85igzhtoQb5WxW6t2RpC3MdRqPJzgwFBLRERNwMDbRIJwlzvWqUHt8vsr1QLZl4zBNuu3qnB7ESirZ9EFJw/Ar3vNw7c74BsJKFxbtWxLKvQGpOYVmwXa6rG1abdLUNnAXF5ymRSBFrq0Qd7G8bQy3iBGRETNjIHXSo6OxrGAxcXFUCpbfyJ8e1G9gptMZodzlOorgbzEmrG2Wb8B2b8Zx9laInUA1BGAX7eaYOvXHXDTiHaTGACUVeqRmldSZ+hBcm4xbuaXNLgsrsJBiuCqEBusNv4M8VYhSK1CBzcnhloiImpVogbewsJCxMTEYPv27cjOzsb999+P9957D/3790dFRQX++te/4scff8T169fh7u6O4cOH4+9//zs0Gk2951yyZAmWLl1qti0iIgKXL19ulpplMhk8PDyQnZ0NAHB2doZExFDSFhkMBty6dQvOzs5wcGjjf+cqyq4bbLMvA/oyy/u7aqo6tt2MwxJ8uwHqLqINRSit0CM1r9jUnb2RUzMMIT2/4UUXlI4y03jaIHV1x9Y4DMHP1YlTeRERkc0QNW288MILuHDhAr788ktoNBps3LgRw4cPx8WLF+Hi4oIzZ84gJiYGvXr1wu3btzFnzhw8/fTTOHXqVIPn7d69O37++WfT6+YOVR06dAAAU+gl60mlUgQGBradvyxUlAC3LleNta11I5nuluX9HZ2NYbY62Pp1N7529mrdumEMtdUh1mzmg9xipBeUoKHRJc5ymSnEVo+lre7a+roq2s4/PyIiatckgkiDKUtKSuDq6orvv/8eo0aNMm3v27cvRo4cibfeeqvOMSdPnsSAAQOQnJyMwMBAi+ddsmQJvvvuO8THxze5Nq1WC3d3dxQUFMDNza3e/fR6PSoq7jK3KVkkl8shFXEKrHoZDEBBSlWorXUjWW4CIFiaQUACeIXeMda2G+AZ0qpTfBWXVyLZ1KWtmac2ObcYGQUNT1fmonAwBdrg6rG1VcMQfFwYaomIyDY1Nq8BInZ4Kysrodfr4eTkZLZdqVTi0KFDFo8pKCiARCKBh4dHg+e+du0aNBoNnJycMHDgQKxYsaLegAwAZWVlKCur+RV0Y5fUlclk9jkGtb0oya+ZFcE0JOESUF5oeX+lV1Wova9mvK1PJCBXtVrJgiAg8VYRDifk4rf0AtNQhCxtPUMoqrg6OSBErarq0jqbzYDgrZIz1BIRkV0TrcMLAIMGDYJcLsemTZvg5+eHzZs3Izo6GuHh4bhy5YrZvqWlpRg8eDAiIyMRGxtb7zl/+uknFBUVISIiAhkZGVi6dClu3ryJCxcuwNXV8t3tlsb9AmjU3xioDdBXGDu0ZsH2onE6MEtk8qqbyLqbj7d18RPlJrL0/BIcTsjBkcRcHEnMqTfcejg73tGlrRmG4OHsyFBLRER2xZoOr6iBNzExETNmzMDBgwchk8nQp08fdOnSBadPn8alS5dM+1VUVGD8+PFIS0vD/v37rQqh+fn5CAoKwurVq/H8889b3MdShzcgIICBt60RBOPCDFkXao21/Q3IuQLoyy0f4x5QNda21pAE73BAJt7KXPnF5TiamIvDiTk4kpCL6zk6s/flDlL0D/ZEvyAvhPqoTCHXw1n8OXiJiIhaS5sY0gAAYWFhOHDgAHQ6HbRaLfz9/TFx4kSEhoaa9qmoqMBzzz2H5ORk7N271+oA6uHhgS5duiAhIaHefRQKBRQKRZOvg0RQXgzcumQ+1jbrN6Akz/L+cpea8bW1x9oqPVq1bEtKyvU4mZRnCrgX0gvMbiSTSoAenTwwOMwbg8PV6BvkCSdHDqUhIiJqLJuYE0qlUkGlUuH27dvYvXs3Vq1aBaAm7F67dg379u2Dt7e31ecuKipCYmIifv/73zd32dQaDAYgP8l8OELWb0DedQAWfjkhkRo7tLXns/XrBrgHtupNZA2p0BtwLi0fhxNycTghB7+m5NdZUrezrwsGh6sxKMwbUaHecFeK13EmIiJq60QNvLt374YgCIiIiEBCQgJee+01REZGYvr06aioqMCECRNw5swZ/PDDD9Dr9cjMzAQAeHl5QS43/vp22LBhGDduHGbNmgUAmD9/PkaPHo2goCCkp6dj8eLFkMlkmDx5smjXSVYSBCD9V+DMF8CFb+tfiUzlc0ew7W5cbtfRthYEEQQBV7IKcTghF0cScnD8Rh6KyirN9tG4O2FQuBqDw70xKEwNPzenes5GRERE1hI18BYUFGDhwoVIS0uDl5cXxo8fj+XLl8PR0RFJSUnYsWMHAKB3795mx+3btw+PPPIIAOM44JycHNN7aWlpmDx5MnJzc+Hj44MhQ4bg2LFj8PHxaa3LoqYqzgPOf2UMulkXarbLFMYldasXaqgOty6+4tV6F6l5xTickIPDibk4mpiDnCLzMcQezo4YGGocojA4XI1gby5gQkRE1FJEvWnNVlkzCJrukcEAJB8yhtyLO2pWKJMpgG5jgD6/BwIHATKbGH1Tr9yiMtMsCocTcpGSV2z2vtJRhv4hXqZxuN383bgSGRER0T1oMzetUTumzQDiY4FfvwRuJ9Vs9+sB9JkK9HwWUHqKVt7d6MoqceJGnqmLeynDfO5mmVSC3gHGG80Ghatxf6AHFA680YyIiEgMDLzUevSVwLX/Gbu513bXrFwmdzUG3D5TAf/eosx1ezfllQb8mnIbhxON43DjU/NRaTD/5UhkB9eqIQreGBDiDRcF//UiIiKyBfw/MrW83ETg141A/CagKLNme+BAY8jtNqZVVytrDINBwMUMrWmIwokbeSip0JvtE+ClxOAwNQZVzaagduHUdkRERLaIgZdaRkUJcOm/xm5u0i81253VQO//A+7/PeDTRbz67iAIApJzi3E4MQeHE3JwNDEXt4srzPbxVskxsGoM7uAwNQK9nUWqloiIiKzBwEvNK/O8MeSe2wqUVk8nJgHChxu7uV2eABxsY0Ww7MJSHKmaC/dIYi5u5peYva+SyxAV6o1BVSE3ws+VN5oRERG1QQy8dO9KC4DzXxuDbkZ8zXb3QOD+3wH3TwHcO4lWXjVtaQWOX8+rCrg5uJpVZPa+o0yC+wM9MTjMOA63V4AHHGW2sVgFERERNR0DLzWNIAApx4wh97ftQGVVd1TqCHR9ytjNDXlE1NXNSiv0OJNy2ziTQkIuzt8sgL7WjWYSCdDN3w1Dwo3jcPsHe8JZzn8liIiI7A3/707WKboFnN1sDLq512q2+0RWTSc2EVCpRSlNbxBw4WYBDifm4EhCLk4m5aGs0nzJ3hC1yjREYWCoNzxVtjG8goiIiFoOAy/dnUEPJO4FzmwArvwEGKqWxXVUAfc9Ywy6nfq3+nRigiAg8ZYORxJzcOhaDo5dz4W21HzJXh9XhWku3MHhanT0sK1lh4mIiKjlMfBS/W4nVy0OsRHQ3qzZ3rGfMeTe9wygcG3VkjIKSnA4wTgX7uHEHGRpy8zed1U44IEwb9OKZuG+Llyyl4iIqJ1j4CVzlWXA5Z3GIQvX9wOoGvOq9AR6TjIu9evXvdXKKSiuwNHrxjG4hxNzcP2Wzux9uYMU/YI8MbhqLtweHd3hwBvNiIiIqBYGXjLKvgSc+dI4Prckr2Z76CPGbm7EKMDRqVVLOpNyG7//z3HoymsWfJBKgB4d3TEoXI0h4Wr0DfKEkyOX7CUiIqL6MfC2Z2VFwG/fGru5aSdrtrtqjFOJ9Z4CeIWIVt7Kny5DV65HgJcSQyN8MShcjQdCveGudBStJiIiImp7GHjbG0EAbp423oB24VugvGouWqmDcVGIPtFA+DBAKm7X9MSNPBy/kQdHmQTbXhoIf3febEZERERNw8DbXhTnGVc/O/MFkH2xZrtXmHHIQq/JgKufePXdYe2+BADAhL4BDLtERER0Txh47ZnBANw4YAy5l38A9OXG7Q5OQLexxqAbNKjVpxO7m7Op+Th49RZkUglefjhM7HKIiIiojWPgtUcFN4H4TcCvXwD5KTXb/XtVTSc2AVB6iFbe3azZa+zuju3dEYHeziJXQ0RERG0dA6+90FcAV3cZu7kJPwNC1QpjCneg57PA/b8HNL1FLbExLqZr8fOlLEgkwCuPsrtLRERE946Bt63LSTB2cuM3AbpbNduDhhi7uV1HA/K20yX9YL+xuzuqhz/CfFxEroaIiIjsAQNvW1ReDFz83tjNTTlSs13lC/T+P2M3Vx0uXn1NlJBdhB/PZwAAZj7a9uonIiIi2yTqklSFhYWYO3cugoKCoFQqMWjQIJw8WTMfrCAIWLRoEfz9/aFUKjF8+HBcu3btruf94IMPEBwcDCcnJ0RFReHEiRMteRmtJz0e+GEe8M8I4Ls/GsOuRAp0HgFMjAXmXQQeW9omwy4AfLg/AYIAPNbND1393cQuh4iIiOyEqIH3hRdewJ49e/Dll1/i/PnzePzxxzF8+HDcvHkTALBq1Sq8//77+Oijj3D8+HGoVCqMGDECpaWl9Z5z69atmDdvHhYvXowzZ86gV69eGDFiBLKzs1vrsppXST5w4hPgoweBjx8GTn0KlGkBjyBg6F+BP/0GTNkGdH0KkLXdBRlScovxfXw6AGD20LYZ2ImIiMg2SQRBEMT44JKSEri6uuL777/HqFGjTNv79u2LkSNHYtmyZdBoNPjzn/+M+fPnAwAKCgrg5+eHzz//HJMmTbJ43qioKPTv3x9r164FABgMBgQEBGD27NlYsGBBo2rTarVwd3dHQUEB3NxE6DQKApB82Dhk4eL3QGVVwJfJjWNy+0wFgh8CpKL+faVZLfz2HDafSMXDXXywYcYAscshIiIiG2dNXhNtDG9lZSX0ej2cnJzMtiuVShw6dAg3btxAZmYmhg8fbnrP3d0dUVFROHr0qMXAW15ejtOnT2PhwoWmbVKpFMOHD8fRo0frraWsrAxlZWWm11qt9l4urekKs4Czm4AzXwJ5iTXbfbsZV0Dr+Rzg7CVObS0oPb8EX59OA8DuLhERETU/qwNvcHAwZsyYgWnTpiEwMLDJH+zq6oqBAwdi2bJl6Nq1K/z8/LB582YcPXoU4eHhyMzMBAD4+Zmv/uXn52d67045OTnQ6/UWj7l8+XK9taxYsQJLly5t8rXcE4MeuLYH+PVL4MpPgKA3bpe7APeNNwbdjn1sbnGI5vTxweuo0At4INQL/YLtL9ATERGRuKz+nfjcuXPx7bffIjQ0FI899hi2bNli1h21xpdffglBENCxY0coFAq8//77mDx5MqSt/Kv6hQsXoqCgwPRITU1tvQ836IEds4wroQl6oNMA4Om1wJ+vAE+/D3Tqa9dhN7uwFJtPGBfHmD20s8jVEBERkT1qUuCNj4/HiRMn0LVrV8yePRv+/v6YNWsWzpw5Y9W5wsLCcODAARQVFSE1NRUnTpxARUUFQkND0aFDBwBAVlaW2TFZWVmm9+6kVqshk8msOgYAFAoF3NzczB6txkEORP0RGDgLeOU48MIeoM/vAUX7mIP2019uoKzSgPsDPTAozFvscoiIiMgONbmV2qdPH7z//vtIT0/H4sWL8Z///Af9+/dH79698dlnn8Gae+FUKhX8/f1x+/Zt7N69G2PGjEFISAg6dOiAuLg4035arRbHjx/HwIEDLZ5HLpejb9++ZscYDAbExcXVe4xNeGg+MGI54BspdiWtKk9Xji+PJQMAXh3aGRI77mQTERGReJp801pFRQW2b9+O9evXY8+ePXjggQfw/PPPIy0tDW+88QZ+/vlnbNq0qcFz7N69G4IgICIiAgkJCXjttdcQGRmJ6dOnQyKRYO7cuXjrrbfQuXNnhISEICYmBhqNBmPHjjWdY9iwYRg3bhxmzZoFAJg3bx6io6PRr18/DBgwAO+++y50Oh2mT5/e1EulFrL+8A0Ul+vRXeOGRyJ8xC6HiIiI7JTVgffMmTNYv349Nm/eDKlUiqlTp+Jf//oXIiNrupPjxo1D//7973qugoICLFy4EGlpafDy8sL48eOxfPlyODoa55P9y1/+Ap1OhxdffBH5+fkYMmQIdu3aZTazQ2JiInJyckyvJ06ciFu3bmHRokXIzMxE7969sWvXrjo3spG4Ckoq8PnhJADGmRnY3SUiIqKWYvU8vDKZDI899hief/55jB071hROa9PpdJg1axbWr1/fbIW2JtHn4W0H1u69hnf+dxWdfV2we+5DkEoZeImIiKjxWnQe3uvXryMoKKjBfVQqVZsNu9TydGWV+PTQDQDArKHhDLtERETUoqy+aS07OxvHjx+vs/348eM4depUsxRF9i32eDJuF1cg2NsZo3r4i10OERER2TmrA+/MmTMtzlN78+ZNzJw5s1mKIvtVWqHHxweN3d1XHg2Hg8x+lkcmIiIi22R12rh48SL69OlTZ/v999+PixcvNktRZL+2nkxFTlEZOnooMe7+jmKXQ0RERO2A1YFXoVDUWdgBADIyMuDg0ORZzqgdKK804KMDiQCAPz4SBkd2d4mIiKgVWJ04Hn/8cdNSvNXy8/Pxxhtv4LHHHmvW4si+fHsmDRkFpfB1VeDZvp3ELoeIiIjaCatbsu+88w4eeughBAUF4f777wcAxMfHw8/PD19++WWzF0j2oVJvwIf7jd3dFx8KhZOjTOSKiIiIqL2wOvB27NgR586dQ2xsLM6ePQulUonp06dj8uTJFufkJQKAHWfTkZJXDG+VHP8XFSh2OURERNSONGnQrUqlwosvvtjctZCd0hsEfLAvAQDw/IMhcJZzrDcRERG1niYnj4sXLyIlJQXl5eVm259++ul7Lorsy64LmUi8pYObkwN+/0DDi5YQERERNbcmrbQ2btw4nD9/HhKJBNUrE0skxtWy9Hp981ZIbZogCFiz9xoAYPrgELg6cdgLERERtS6rZ2mYM2cOQkJCkJ2dDWdnZ/z22284ePAg+vXrh/3797dAidSWxV3KxuXMQqjkMkwfHCx2OURERNQOWd3hPXr0KPbu3Qu1Wg2pVAqpVIohQ4ZgxYoVePXVV/Hrr7+2RJ3UBtXu7v5+YDA8nOUiV0RERETtkdUdXr1eD1dXVwCAWq1Geno6ACAoKAhXrlxp3uqoTfvlWg7OphXAyVGKFx4MEbscIiIiaqes7vDed999OHv2LEJCQhAVFYVVq1ZBLpfj448/RmhoaEvUSG3U2r3GmRn+b0AQ1C4KkashIiKi9srqwPvXv/4VOp0OAPC3v/0NTz31FB588EF4e3tj69atzV4gtU3Hr+fiRFIe5DIpXnyIfxEiIiIi8VgdeEeMGGF6Hh4ejsuXLyMvLw+enp6mmRqI1lbNu/tsv07o4O4kcjVERETUnlk1hreiogIODg64cOGC2XYvLy+GXTL5NeU2frmWAwepBH98OEzscoiIiKidsyrwOjo6IjAwkHPtUoOqx+6Ou78jArycRa6GiIiI2jurZ2l488038cYbbyAvL68l6qE27sLNAsRdzoZUArz8CLu7REREJD6rA+/atWtx8OBBaDQaREREoE+fPmYPa+j1esTExCAkJARKpRJhYWFYtmyZafU2wLiCm6XHP/7xj3rPu2TJkjr7R0ZGWnup1AQf7jd2d5/qqUGoj4vI1RARERE14aa1sWPHNtuHr1y5EuvWrcOGDRvQvXt3nDp1CtOnT4e7uzteffVVAEBGRobZMT/99BOef/55jB8/vsFzd+/eHT///LPptYOD1ZdKVrqWVYifLmQCAGY+Gi5yNURERERGVqfAxYsXN9uHHzlyBGPGjMGoUaMAAMHBwdi8eTNOnDhh2qdDhw5mx3z//fd49NFH7zrnr4ODQ51jqWV9uD8RggCM6O6HiA6uYpdDREREBKAJQxqa06BBgxAXF4erV68CAM6ePYtDhw5h5MiRFvfPysrCzp078fzzz9/13NeuXYNGo0FoaCimTJmClJSUevctKyuDVqs1e5B1knJ0+D7+JgBg1qOdRa6GiIiIqIbVHV6pVNrgFGTWzOCwYMECaLVaREZGQiaTQa/XY/ny5ZgyZYrF/Tds2ABXV1c888wzDZ43KioKn3/+OSIiIpCRkYGlS5fiwQcfxIULF0zLIte2YsUKLF26tNF1U13r9ifCIACPRvigRyd3scshIiIiMrE68G7fvt3sdUVFBX799Vds2LDB6tC4bds2xMbGYtOmTejevTvi4+Mxd+5caDQaREdH19n/s88+w5QpU+Dk1PBCBrU7xD179kRUVBSCgoKwbds2i93hhQsXYt68eabXWq0WAQEBVl1Le3YzvwTfnEkDAMwayu4uERER2RarA++YMWPqbJswYQK6d++OrVu3Nmq4QbXXXnsNCxYswKRJkwAAPXr0QHJyMlasWFEn8P7yyy+4cuVKk5Yv9vDwQJcuXZCQkGDxfYVCAYVCYfV5yejfBxJRaRAwKMwbfYM8xS6HiIiIyEyzjeF94IEHEBcXZ9UxxcXFkErNS5DJZDAYDHX2/fTTT9G3b1/06tXL6tqKioqQmJgIf39/q4+lhmVrS7HlZCoAYNZQzsxAREREtqdZAm9JSQnef/99dOzY0arjRo8ejeXLl2Pnzp1ISkrC9u3bsXr1aowbN85sP61Wi6+++govvPCCxfMMGzYMa9euNb2eP38+Dhw4gKSkJBw5cgTjxo2DTCbD5MmTrb84atAnv1xHeaUBfYM8MTDUW+xyiIiIiOqwekiDp6en2U1rgiCgsLAQzs7O2Lhxo1XnWrNmDWJiYvDKK68gOzsbGo0GL730EhYtWmS235YtWyAIQr2BNTExETk5OabXaWlpmDx5MnJzc+Hj44MhQ4bg2LFj8PHxsao+alhuURk2HjPOfjF7aHiDNzMSERERiUUi1F7WrBE+//xzs2AjlUrh4+ODqKgoeHrax/hNrVYLd3d3FBQUwM3NTexybNY/dl/GB/sS0aOjO3bMGszAS0RERK3GmrxmdYd32rRpTa2L7EhBcQU2HEkGYBy7y7BLREREtsrqMbzr16/HV199VWf7V199hQ0bNjRLUWT7NhxNQlFZJSL8XPFYVz+xyyEiIiKql9WBd8WKFVCr1XW2+/r64u23326Wosi2FZVV4rPDNwAAM4eGQypld5eIiIhsl9WBNyUlBSEhIXW2BwUFNbh8L9mPjceSkV9cgVC1CqN6cKo3IiIism1WB15fX1+cO3euzvazZ8/C25vTUtm7knI9/vPLdQDAK4+GQ8buLhEREdk4qwPv5MmT8eqrr2Lfvn3Q6/XQ6/XYu3cv5syZY1oxjezXlpMpyCkqRydPJcb01ohdDhEREdFdWT1Lw7Jly5CUlIRhw4bBwcF4uMFgwNSpUzmG186VVerx7wPG7u7Lj4TBUdZsC/URERERtRirA69cLsfWrVvx1ltvIT4+HkqlEj169EBQUFBL1Ec25JvTN5GpLYWfmwIT+nYSuxwiIiKiRrE68Fbr3LkzOnfu3Jy1kA2r0Bvw4f4EAMBLD4VB4SATuSIiIiKixrH6d9Ljx4/HypUr62xftWoVnn322WYpimzP9/HpSLtdArWLHJMHBIpdDhEREVGjWR14Dx48iCeffLLO9pEjR+LgwYPNUhTZFr1BwIf7jN3dFx4MhVLO7i4RERG1HVYH3qKiIsjl8jrbHR0dodVqm6Uosi0/ns/A9Rwd3JWO+N0DHKtNREREbYvVgbdHjx7YunVrne1btmxBt27dmqUosh0Gg4C1e43d3RmDQ+CiaPKwbyIiIiJRWJ1eYmJi8MwzzyAxMRFDhw4FAMTFxWHTpk34+uuvm71AEtfPl7JwJasQLgoHTBsULHY5RERERFazOvCOHj0a3333Hd5++218/fXXUCqV6NWrF/bu3QsvL6+WqJFEIggC1lR1d6cODIK7s6PIFRERERFZr0m/nx41ahRGjRoFANBqtdi8eTPmz5+P06dPQ6/XN2uBJJ4DV2/h/M0CKB1leH5IiNjlEBERETVJk5fKOnjwIKKjo6HRaPDPf/4TQ4cOxbFjx5qzNhJR7e7ulKhAeLsoRK6IiIiIqGms6vBmZmbi888/x6effgqtVovnnnsOZWVl+O6773jDmp05dj0Pp5NvQ+4gxR8eChW7HCIiIqIma3SHd/To0YiIiMC5c+fw7rvvIj09HWvWrGnJ2khEa/ddAwBM7BcAPzcnkashIiIiarpGd3h/+uknvPrqq3j55Ze5pLCdO518G4cTcuEgleClh9ndJSIiorat0R3eQ4cOobCwEH379kVUVBTWrl2LnJyce/pwvV6PmJgYhISEQKlUIiwsDMuWLYMgCKZ9pk2bBolEYvZ44okn7nruDz74AMHBwXByckJUVBROnDhxT7W2J2v3Gru74/t0QidPZ5GrISIiIro3jQ68DzzwAD755BNkZGTgpZdewpYtW6DRaGAwGLBnzx4UFhZa/eErV67EunXrsHbtWly6dAkrV67EqlWr6gyVeOKJJ5CRkWF6bN68ucHzbt26FfPmzcPixYtx5swZ9OrVCyNGjEB2drbVNbY3F24WYN+VW5BKgJcfCRO7HCIiIqJ7ZvUsDSqVCjNmzMChQ4dw/vx5/PnPf8bf//53+Pr64umnn7bqXEeOHMGYMWMwatQoBAcHY8KECXj88cfrdGMVCgU6dOhgenh6ejZ43tWrV+MPf/gDpk+fjm7duuGjjz6Cs7MzPvvsM2svt92pXlXt6V4aBKtVIldDREREdO+aPC0ZAERERGDVqlVIS0u7a9fVkkGDBiEuLg5Xr14FAJw9exaHDh3CyJEjzfbbv38/fH19ERERgZdffhm5ubn1nrO8vBynT5/G8OHDTdukUimGDx+Oo0ePWjymrKwMWq3W7NEeXc0qxK7fMgEAMx8NF7kaIiIioubRpIUn7iSTyTB27FiMHTvWquMWLFgArVaLyMhIyGQy6PV6LF++HFOmTDHt88QTT+CZZ55BSEgIEhMT8cYbb2DkyJE4evQoZDJZnXPm5ORAr9fDz8/PbLufnx8uX75ssY4VK1Zg6dKlVtVujz7YZ+zujryvAzr7uYpcDREREVHzaJbA21Tbtm1DbGwsNm3ahO7duyM+Ph5z586FRqNBdHQ0AGDSpEmm/Xv06IGePXsiLCwM+/fvx7Bhw5qljoULF2LevHmm11qtFgEBAc1y7rbiRo4O/z2bDoDdXSIiIrIvogbe1157DQsWLDCF2h49eiA5ORkrVqwwBd47hYaGQq1WIyEhwWLgVavVkMlkyMrKMtuelZWFDh06WDynQqGAQtG+VxL7cF8CDAIwLNIX93V0F7scIiIiomZzT2N471VxcTGkUvMSZDIZDAZDvcekpaUhNzcX/v7+Ft+Xy+Xo27cv4uLiTNsMBgPi4uIwcODA5inczqTmFWP7rzcBADOHsrtLRERE9kXUwDt69GgsX74cO3fuRFJSErZv347Vq1dj3LhxAICioiK89tprOHbsGJKSkhAXF4cxY8YgPDwcI0aMMJ1n2LBhWLt2ren1vHnz8Mknn2DDhg24dOkSXn75Zeh0OkyfPr3Vr7Et+PfBRFQaBAwJV6NPYMMzYBARERG1NaIOaVizZg1iYmLwyiuvIDs7GxqNBi+99BIWLVoEwNjtPXfuHDZs2ID8/HxoNBo8/vjjWLZsmdkQhMTERLNFMCZOnIhbt25h0aJFyMzMRO/evbFr1646N7IRkKUtxbaTaQCAWezuEhERkR2SCLWXNSMAxpvW3N3dUVBQADc3N7HLaVHLfriITw/dQP9gT2x7aSAkEonYJRERERHdlTV5TdQhDSSunKIyxB5PBgDMHtqZYZeIiIjsEgNvO/bpoRsorTCgVyd3PNhZLXY5RERERC2Cgbedyi8uxxdHkgAAs9jdJSIiIjvGwNtOfX4kCbpyPSI7uGJYpK/Y5RARERG1GAbedqiwtALrDycBMM7MIJWyu0tERET2i4G3HfryWDIKSioQ6qPCyPssL+BBREREZC8YeNuZ4vJK/OeXGwCAWY+GQ8buLhEREdk5Bt52ZvOJVOTpyhHgpcTTvTRil0NERETU4hh425HSCj0+PpgIAHjlkXA4yPiPn4iIiOwfE0878vXpNGRpy+Dv7oRn+nQUuxwiIiKiVsHA205U6A1Yt9/Y3X3poVAoHGQiV0RERETUOhh424ntv97EzfwSqF0UmDQgUOxyiIiIiFoNA287oDcI+HBfAgDgxYdC4OTI7i4RERG1Hwy87cAP59KRlFsMD2dHTIkKErscIiIiolbFwGvnDAYBH1R1d58fHAKVwkHkioiIiIhaFwOvnfvfxSxczSqCq8IBUwcFi10OERERUatj4LVjgiBgzd5rAIDoQcFwVzqKXBERERFR62PgtWP7r9zCb+laOMtlmDEkROxyiIiIiETBwGunBEHA+1Xd3d89EAQvlVzkioiIiIjEwcBrp44m5uLXlHzIHaR44UF2d4mIiKj9YuC1U2v2GmdmmNw/AL6uTiJXQ0RERCQeUQOvXq9HTEwMQkJCoFQqERYWhmXLlkEQBABARUUFXn/9dfTo0QMqlQoajQZTp05Fenp6g+ddsmQJJBKJ2SMyMrI1LskmnErKw9HruXCUSfDSw2Fil0NEREQkKlEnZV25ciXWrVuHDRs2oHv37jh16hSmT58Od3d3vPrqqyguLsaZM2cQExODXr164fbt25gzZw6efvppnDp1qsFzd+/eHT///LPptYND+5l/trq7O6FvJ2g8lCJXQ0RERCQuUVPgkSNHMGbMGIwaNQoAEBwcjM2bN+PEiRMAAHd3d+zZs8fsmLVr12LAgAFISUlBYGBgved2cHBAhw4dGlVHWVkZysrKTK+1Wq21l2IzzqXl48DVW5BJJXj54XCxyyEiIiISnahDGgYNGoS4uDhcvXoVAHD27FkcOnQII0eOrPeYgoICSCQSeHh4NHjua9euQaPRIDQ0FFOmTEFKSkq9+65YsQLu7u6mR0BAQJOuxxasrerujumlQaC3s8jVEBEREYlPIlQPmBWBwWDAG2+8gVWrVkEmk0Gv12P58uVYuHChxf1LS0sxePBgREZGIjY2tt7z/vTTTygqKkJERAQyMjKwdOlS3Lx5ExcuXICrq2ud/S11eAMCAlBQUAA3N7d7v9BWcjlTiyfe/QUSCbDnTw8h3LfutRIRERHZA61WC3d390blNVGHNGzbtg2xsbHYtGkTunfvjvj4eMydOxcajQbR0dFm+1ZUVOC5556DIAhYt25dg+et3SHu2bMnoqKiEBQUhG3btuH555+vs79CoYBCoWieixLRB/sSAQBP3ufPsEtERERURdTA+9prr2HBggWYNGkSAKBHjx5ITk7GihUrzAJvddhNTk7G3r17re66enh4oEuXLkhISGjW+m1J4q0i/HDOOHvFzEc5dpeIiIiomqhjeIuLiyGVmpcgk8lgMBhMr6vD7rVr1/Dzzz/D29vb6s8pKipCYmIi/P3977lmW/XhvkQIAjC8qx+6adrOMAwiIiKiliZq4B09ejSWL1+OnTt3IikpCdu3b8fq1asxbtw4AMawO2HCBJw6dQqxsbHQ6/XIzMxEZmYmysvLTecZNmwY1q5da3o9f/58HDhwAElJSThy5AjGjRsHmUyGyZMnt/o1tobUvGJ8F38TADBrKLu7RERERLWJOqRhzZo1iImJwSuvvILs7GxoNBq89NJLWLRoEQDg5s2b2LFjBwCgd+/eZsfu27cPjzzyCAAgMTEROTk5pvfS0tIwefJk5ObmwsfHB0OGDMGxY8fg4+PTKtfV2tYdSITeIODBzmr0DvAQuxwiIiIimyLqLA22ypq7/sSWUVCCh1ftR7negG0vDcSAEC+xSyIiIiJqcdbkNVGHNNC9+/eB6yjXGzAgxIthl4iIiMgCBt427FZhGTafMC6o8erQziJXQ0RERGSbGHjbsP8cuo6ySgN6B3hgcLj1s1cQERERtQcMvG3UbV05Nh5NBgDMHhoOiUQickVEREREtomBt41afyQJunI9uvq7YWikr9jlEBEREdksBt42SFtagc8P3wDA7i4RERHR3TDwtkFfHk2GtrQS4b4ueKJ7B7HLISIiIrJpDLxtTHF5Jf7zy3UAwKxHwyGVsrtLRERE1BAG3jZm0/EU3C6uQJC3M57q6S92OUREREQ2j4G3DSmt0OPfB43d3VceCYODjP/4iIiIiO6GiakN+epUKm4VlkHj7oRx93cSuxwiIiKiNoGBt40orzRg3f5EAMAfHwmD3IH/6IiIiIgag6mpjdj+axrSC0rh46rAc/0CxC6HiIiIqM1g4G0DKvUGfFjV3X3poVA4OcpEroiIiIio7WDgbQN+OJeB5NxieDo74v+iAsUuh4iIiKhNYeC1cQaDgLX7EgAALzwYCme5g8gVEREREbUtDLw2bvdvmUjILoKrkwN+PzBI7HKIiIiI2hwGXhsmCALW7DV2d6cPCoabk6PIFRERERG1PQy8Nmzv5WxczNBCJZdh+uAQscshIiIiapMYeG1U7e7u7wYGwVMlF7kiIiIiorZJ1MCr1+sRExODkJAQKJVKhIWFYdmyZRAEwbSPIAhYtGgR/P39oVQqMXz4cFy7du2u5/7ggw8QHBwMJycnREVF4cSJEy15Kc3ucEIu4lPzoXCQ4oUhoWKXQ0RERNRmiRp4V65ciXXr1mHt2rW4dOkSVq5ciVWrVmHNmjWmfVatWoX3338fH330EY4fPw6VSoURI0agtLS03vNu3boV8+bNw+LFi3HmzBn06tULI0aMQHZ2dmtcVrNYs9cY6icPCISPq0LkaoiIiIjaLolQu53ayp566in4+fnh008/NW0bP348lEolNm7cCEEQoNFo8Oc//xnz588HABQUFMDPzw+ff/45Jk2aZPG8UVFR6N+/P9auXQsAMBgMCAgIwOzZs7FgwYK71qXVauHu7o6CggK4ubk1w5Va58SNPDz376OQy6Q48JdH4O+ubPUaiIiIiGyZNXlN1A7voEGDEBcXh6tXrwIAzp49i0OHDmHkyJEAgBs3biAzMxPDhw83HePu7o6oqCgcPXrU4jnLy8tx+vRps2OkUimGDx9e7zFlZWXQarVmDzFVd3cn9OvEsEtERER0j0RdxWDBggXQarWIjIyETCaDXq/H8uXLMWXKFABAZmYmAMDPz8/sOD8/P9N7d8rJyYFer7d4zOXLly0es2LFCixduvReL6dZxKfm45drOZBJJXj54TCxyyEiIiJq80Tt8G7btg2xsbHYtGkTzpw5gw0bNuCdd97Bhg0bWrWOhQsXoqCgwPRITU1t1c+vbW3VzAxje3dEgJezaHUQERER2QtRO7yvvfYaFixYYBqL26NHDyQnJ2PFihWIjo5Ghw4dAABZWVnw9/c3HZeVlYXevXtbPKdarYZMJkNWVpbZ9qysLNP57qRQKKBQiH9j2MV0LX6+lAWJBHjlUXZ3iYiIiJqDqB3e4uJiSKXmJchkMhgMBgBASEgIOnTogLi4ONP7Wq0Wx48fx8CBAy2eUy6Xo2/fvmbHGAwGxMXF1XuMrfhgv7G7O6qHP8J8XESuhoiIiMg+iNrhHT16NJYvX47AwEB0794dv/76K1avXo0ZM2YAACQSCebOnYu33noLnTt3RkhICGJiYqDRaDB27FjTeYYNG4Zx48Zh1qxZAIB58+YhOjoa/fr1w4ABA/Duu+9Cp9Nh+vTpYlxmoyRkF+LH8xkAgFlDw0WuhoiIiMh+iBp416xZg5iYGLzyyivIzs6GRqPBSy+9hEWLFpn2+ctf/gKdTocXX3wR+fn5GDJkCHbt2gUnJyfTPomJicjJyTG9njhxIm7duoVFixYhMzMTvXv3xq5du+rcyGZLPtyXCEEAHu/mh8gOrT8VGhEREZG9EnUeXlvV2vPwJufqMPSfB6A3CNgxazB6dvJo8c8kIiIiasvazDy8ZPTRgUToDQIe7uLDsEtERETUzBh4RaYrq8TOc8axu7M5dpeIiIio2Yk6hpcAlcIB++Y/gl2/ZaJfsJfY5RARERHZHXZ4bYC3iwJTooLELoOIiIjILjHwEhEREZFdY+AlIiIiIrvGwEtEREREdo2Bl4iIiIjsGgMvEREREdk1Bl4iIiIismsMvERERERk17jwhAWCIAAwrtFMRERERLanOqdV57aGMPBaUFhYCAAICAgQuRIiIiIiakhhYSHc3d0b3EciNCYWtzMGgwHp6elwdXWFRCJp8c/TarUICAhAamoq3NzcWvzz2hJ+N5bxe6kfvxvL+L1Yxu+lfvxuLOP3Ur/W/m4EQUBhYSE0Gg2k0oZH6bLDa4FUKkWnTp1a/XPd3Nz4L089+N1Yxu+lfvxuLOP3Yhm/l/rxu7GM30v9WvO7uVtntxpvWiMiIiIiu8bAS0RERER2jYHXBigUCixevBgKhULsUmwOvxvL+L3Uj9+NZfxeLOP3Uj9+N5bxe6mfLX83vGmNiIiIiOwaO7xEREREZNcYeImIiIjIrjHwEhEREZFdY+AlIiIiIrvGwGsDPvjgAwQHB8PJyQlRUVE4ceKE2CWJ7uDBgxg9ejQ0Gg0kEgm+++47sUuyCStWrED//v3h6uoKX19fjB07FleuXBG7LNGtW7cOPXv2NE12PnDgQPz0009il2Vz/v73v0MikWDu3LlilyK6JUuWQCKRmD0iIyPFLssm3Lx5E7/73e/g7e0NpVKJHj164NSpU2KXJbrg4OA6f2YkEglmzpwpdmmi0uv1iImJQUhICJRKJcLCwrBs2TLY2pwIDLwi27p1K+bNm4fFixfjzJkz6NWrF0aMGIHs7GyxSxOVTqdDr1698MEHH4hdik05cOAAZs6ciWPHjmHPnj2oqKjA448/Dp1OJ3ZpourUqRP+/ve/4/Tp0zh16hSGDh2KMWPG4LfffhO7NJtx8uRJ/Pvf/0bPnj3FLsVmdO/eHRkZGabHoUOHxC5JdLdv38bgwYPh6OiIn376CRcvXsQ///lPeHp6il2a6E6ePGn252XPnj0AgGeffVbkysS1cuVKrFu3DmvXrsWlS5ewcuVKrFq1CmvWrBG7NDOclkxkUVFR6N+/P9auXQsAMBgMCAgIwOzZs7FgwQKRq7MNEokE27dvx9ixY8UuxebcunULvr6+OHDgAB566CGxy7EpXl5e+Mc//oHnn39e7FJEV1RUhD59+uDDDz/EW2+9hd69e+Pdd98VuyxRLVmyBN999x3i4+PFLsWmLFiwAIcPH8Yvv/widik2b+7cufjhhx9w7do1SCQSscsRzVNPPQU/Pz98+umnpm3jx4+HUqnExo0bRazMHDu8IiovL8fp06cxfPhw0zapVIrhw4fj6NGjIlZGbUVBQQEAY7gjI71ejy1btkCn02HgwIFil2MTZs6ciVGjRpn9t4aAa9euQaPRIDQ0FFOmTEFKSorYJYlux44d6NevH5599ln4+vri/vvvxyeffCJ2WTanvLwcGzduxIwZM9p12AWAQYMGIS4uDlevXgUAnD17FocOHcLIkSNFrsycg9gFtGc5OTnQ6/Xw8/Mz2+7n54fLly+LVBW1FQaDAXPnzsXgwYNx3333iV2O6M6fP4+BAweitLQULi4u2L59O7p16yZ2WaLbsmULzpw5g5MnT4pdik2JiorC559/joiICGRkZGDp0qV48MEHceHCBbi6uopdnmiuX7+OdevWYd68eXjjjTdw8uRJvPrqq5DL5YiOjha7PJvx3XffIT8/H9OmTRO7FNEtWLAAWq0WkZGRkMlk0Ov1WL58OaZMmSJ2aWYYeInaqJkzZ+LChQscd1glIiIC8fHxKCgowNdff43o6GgcOHCgXYfe1NRUzJkzB3v27IGTk5PY5diU2t2nnj17IioqCkFBQdi2bVu7HgZjMBjQr18/vP322wCA+++/HxcuXMBHH33EwFvLp59+ipEjR0Kj0Yhdiui2bduG2NhYbNq0Cd27d0d8fDzmzp0LjUZjU39mGHhFpFarIZPJkJWVZbY9KysLHTp0EKkqagtmzZqFH374AQcPHkSnTp3ELscmyOVyhIeHAwD69u2LkydP4r333sO///1vkSsTz+nTp5GdnY0+ffqYtun1ehw8eBBr165FWVkZZDKZiBXaDg8PD3Tp0gUJCQlilyIqf3//On9J7Nq1K7755huRKrI9ycnJ+Pnnn/Htt9+KXYpNeO2117BgwQJMmjQJANCjRw8kJydjxYoVNhV4OYZXRHK5HH379kVcXJxpm8FgQFxcHMcekkWCIGDWrFnYvn079u7di5CQELFLslkGgwFlZWVilyGqYcOG4fz584iPjzc9+vXrhylTpiA+Pp5ht5aioiIkJibC399f7FJENXjw4DpTHV69ehVBQUEiVWR71q9fD19fX4waNUrsUmxCcXExpFLzOCmTyWAwGESqyDJ2eEU2b948REdHo1+/fhgwYADeffdd6HQ6TJ8+XezSRFVUVGTWablx4wbi4+Ph5eWFwMBAESsT18yZM7Fp0yZ8//33cHV1RWZmJgDA3d0dSqVS5OrEs3DhQowcORKBgYEoLCzEpk2bsH//fuzevVvs0kTl6upaZ3y3SqWCt7d3ux/3PX/+fIwePRpBQUFIT0/H4sWLIZPJMHnyZLFLE9Wf/vQnDBo0CG+//Taee+45nDhxAh9//DE+/vhjsUuzCQaDAevXr0d0dDQcHBihAGD06NFYvnw5AgMD0b17d/z6669YvXo1ZsyYIXZp5gQS3Zo1a4TAwEBBLpcLAwYMEI4dOyZ2SaLbt2+fAKDOIzo6WuzSRGXpOwEgrF+/XuzSRDVjxgwhKChIkMvlgo+PjzBs2DDhf//7n9hl2aSHH35YmDNnjthliG7ixImCv7+/IJfLhY4dOwoTJ04UEhISxC7LJvz3v/8V7rvvPkGhUAiRkZHCxx9/LHZJNmP37t0CAOHKlStil2IztFqtMGfOHCEwMFBwcnISQkNDhTfffFMoKysTuzQznIeXiIiIiOwax/ASERERkV1j4CUiIiIiu8bAS0RERER2jYGXiIiIiOwaAy8RERER2TUGXiIiIiKyawy8RERERGTXGHiJiIiIyK4x8BIRUb0kEgm+++47scsgIronDLxERDZq2rRpkEgkdR5PPPGE2KUREbUpDmIXQERE9XviiSewfv16s20KhUKkaoiI2iZ2eImIbJhCoUCHDh3MHp6engCMww3WrVuHkSNHQqlUIjQ0FF9//bXZ8efPn8fQoUOhVCrh7e2NF198EUVFRWb7fPbZZ+jevTsUCgX8/f0xa9Yss/dzcnIwbtw4ODs7o3PnztixY0fLXjQRUTNj4CUiasNiYmIwfvx4nD17FlOmTMGkSZNw6dIlAIBOp8OIESPg6emJkydP4quvvsLPP/9sFmjXrVuHmTNn4sUXX8T58+exY8cOhIeHm33G0qVL8dxzz+HcuXN48sknMWXKFOTl5bXqdRIR3QuJIAiC2EUQEVFd06ZNw8aNG+Hk5GS2/Y033sAbb7wBiUSCP/7xj1i3bp3pvQceeAB9+vTBhx9+iE8++QSvv/46UlNToVKpAAA//vgjRo8ejfT0dPj5+aFjx46YPn063nrrLYs1SCQS/PWvf8WyZcsAGEO0i4sLfvrpJ44lJqI2g2N4iYhs2KOPPmoWaAHAy8vL9HzgwIFm7w0cOBDx8fEAgEuXLqFXr16msAsAgwcPhsFgwJUrVyCRSJCeno5hw4Y1WEPPnj1Nz1UqFdzc3JCdnd3USyIianUMvERENkylUtUZYtBclEplo/ZzdHQ0ey2RSGAwGFqiJCKiFsExvEREbdixY8fqvO7atSsAoGvXrjh79ix0Op3p/cOHD0MqlSIiIgKurq4IDg5GXFxcq9ZMRNTa2OElIrJhZWVlyMzMNNvm4OAAtVoNAPjqq6/Qr18/DBkyBLGxsThx4gQ+/fRTAMCUKVOwePFiREdHY8mSJbh16xZmz56N3//+9/Dz8wMALFmyBH/84x/h6+uLkSNHorCwEIcPH8bs2bNb90KJiFoQAy8RkQ3btWsX/P39zbZFRETg8uXLAIwzKGzZsgWvvPIK/P39sXnzZnTr1g0A4OzsjN27d2POnDno378/nJ2dMX78eKxevdp0rujoaJSWluJf//oX5s+fD7VajQkTJrTeBRIRtQLO0kBE1EZJJBJs374dY8eOFbsUIiKbxjG8RERERGTXGHiJiIiIyK5xDC8RURvFEWlERI3DDi8RERER2TUGXiIiIiKyawy8RERERGTXGHiJiIiIyK4x8BIRERGRXWPgJSIiIiK7xsBLRERERHaNgZeIiIiI7Nr/A+ObJlQXEe1UAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.1362739429 Train Acc: 96.0041656494%\n",
|
|
"Val loss: 0.1302004496 Val Acc: 96.1374969482%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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tRl1dHfLy8iL6XYiIiIgijWG2LYLQrr/qD5d4lQFFdQo4RC9qnB6YdO1rns+aNQterxfvvPMOJk2ahE8++QR/+MMfAADLli3D3r178fvf/x4DBw6EXq/Hj370Izid3KSBiIiIYhvDbJRRKAQkGDQor3HgUo0TJp26Xa/T6XS49dZbsW3bNnzzzTcYMmQIxo8fDwDYv38/Fi5ciLlz5wIAampqcP78+Uh9BSIiIqIuwzAbhRKNUpitrnfB6RahUbWvO5uTk4Mf/OAHOHnyJH784x/7zw8aNAhvvvkmZs2aBUEQsHLlymYrHxARERHFIk4Ai0I6tRJGrQpeAJX29g8FuO6665CYmIgzZ85g3rx5/vMbNmxAQkICpk6dilmzZmHmzJn+ri0RERFRLGNnNkr1MmpQ63CjotaJZJMWgtD2VDCFQoHCwuaT1bKysvDhhx8GnVu8eHHQYw47ICIioljEzmyUMuvVUCkUcHlE2OrdcpdDREREFJUYZqOUQhCQYJQmf1XUctUBIiIiolAYZqNYolEDAKiud8Hh9shcDREREVH0YZiNYlqV0r80F7uzRERERM0xzIbg9XrlLsGvoTtbWeuCGEV1tSWafoZERETUfTHMBlCrpS6o3W6XuZJGZp0KaqUCblGErc4ldznt1vAzbPiZEhEREUUCl+YKoFQqER8fj9LSUgCAwWBo15JYkWZSe3HJ4USp1QOdouu21u0Ir9cLu92O0tJSxMfHQ6lUyl0SERERdWMMs02kpqYCgD/QRgOP6EVZVT28AOortFAro7+hHh8f7/9ZEhEREUUKw2wTgiAgLS0NycnJcLmi56/1/+etE/jPuXLMHd8H9187QO5yWqVWq9mRJSIioi7BMNsCpVIZVYHs++P64o1jJXjls0LcP2M4dOroqY2IiIhILtH/99UEALhmUG9kJOhhq3fjn18UyV0OERERUVRgmI0RCoWAedl9AQDbPrsgczVERERE0YFhNobcPiETaqWAz/OsOFlYJXc5RERERLJjmI0hvU1azBwhrRCw/bM8mashIiIikh/DbIzJye4HAHjr8wLUONwyV0NEREQkL4bZGHNl/0T0721ErdODt48VyF0OERERkawYZmOMIAj+7uzfPs2D1+uVuSIiIiIi+TDMxqDbxveBVqXAqSIbjuVb5S6HiIiISDYMszEo3qDBD0anAwC2cSIYERER9WAMszEq50ppzdl/HC9ElT16tt0lIiIi6koMszFqXGY8hqWZ4XCL+L+jF+Uuh4iIiEgWDLMxShCCdwTjRDAiIiLqiRhmY9icsekwaJQ4V1aLz76rkLscIiIioi7HMBvDTDo1Zo/tA4ATwYiIiKhnYpiNcTm+oQZ7ThShvMYhczVEREREXYthNsaN7GPBmMx4uDxevHGYE8GIiIioZ2GY7QYaurPbD16AKHIiGBEREfUcDLPdwKzR6TDpVMivqMMn35TLXQ4RERFRl2GY7Qb0GiVuG58BANj26QWZqyEiIiLqOgyz3UTDUIPc06UorqqXuRoiIiKirsEw200MSjFh8hWJ8IhevH4oX+5yiIiIiLoEw2w30tCdfe1QHtweUeZqiIiIiCJP9jD77LPPIisrCzqdDtnZ2Th48GCr11utVixevBhpaWnQarUYPHgwdu/e3UXVRrebRqYi0ahBUVU9/nWmTO5yiIiIiCJO1jD7+uuvY+nSpVi9ejWOHj2KMWPGYObMmSgtLQ15vdPpxA033IDz589jx44dOHPmDLZu3Yo+ffp0ceXRSatS4vaJvolgn3EiGBEREXV/gtfrlW1h0uzsbEyaNAmbNm0CAIiiiMzMTCxZsgTLly9vdv2WLVvw9NNP4/Tp01Cr1R36TJvNBovFgqqqKpjN5k7VH40uXKrF957+CIIA/Puha5GZaJC7JCIiIqLLcjl5TbbOrNPpxJEjRzBjxozGYhQKzJgxAwcOHAj5ml27dmHKlClYvHgxUlJSMHLkSKxbtw4ej6fFz3E4HLDZbEFHd9avlxFXD0qC1wu8ejBP7nKIiIiIIkq2MFteXg6Px4OUlJSg8ykpKSguLg75mm+//RY7duyAx+PB7t27sXLlSjzzzDP43e9+1+LnrF+/HhaLxX9kZmaG9XtEo5zsfgCAvx/Oh9PNiWBERETUfck+AexyiKKI5ORkvPDCC5gwYQLuvPNOPPLII9iyZUuLr1mxYgWqqqr8R35+91+26vphyUgxa1Fe48T7X4X+HwMiIiKi7kC2MJuUlASlUomSkpKg8yUlJUhNTQ35mrS0NAwePBhKpdJ/btiwYSguLobT6Qz5Gq1WC7PZHHR0d2qlAndOkpbp2vYphxoQERFR9yVbmNVoNJgwYQJyc3P950RRRG5uLqZMmRLyNdOmTcM333wDUWz8q/OzZ88iLS0NGo0m4jXHkrsmZUIhAAe+vYRvSmvkLoeIiIgoImQdZrB06VJs3boV//M//4NTp07hF7/4BWpra7Fo0SIAwPz587FixQr/9b/4xS9QUVGBBx54AGfPnsU777yDdevWYfHixXJ9haiVHq/HdUOl8cicCEZERETdlUrOD7/zzjtRVlaGVatWobi4GGPHjsWePXv8k8Ly8vKgUDTm7czMTLz33nv41a9+hdGjR6NPnz544IEH8Jvf/EaurxDVcq7siw9OlWDHkYt4aOYQ6NTKtl9EREREFENkXWdWDt19ndlAHtGL7z39L1ysrMMzt4/BbRMy5C6JiIiIqE0xsc4sRZ5SIeDuyb6JYNwRjIiIiLohhtlu7vaJGVApBBzNs+Krwu69YQQRERH1PAyz3VyySYeZI6SlzrYfZHeWiIiIuheG2R4gJ1saarDzaAFqHG6ZqyEiIiIKH4bZHmDKgF7on2RErdODXccK5S6HiIiIKGwYZnsAQRAwL7txIlgPW8CCiIiIujGG2R7itvEZ0KgUOFlow/GLVXKXQ0RERBQWDLM9RIJRgx+MSgMAbOcyXURERNRNMMz2IDlXSkMNdh0vRFWdS+ZqiIiIiDqPYbYHGd83AUNTTah3idh59KLc5RARERF1GsNsDyIIgn+Zrm2f5XEiGBEREcU8htkeZs64PjBolPi6tAaHzlfKXQ4RERFRpzDM9jAmnRqzx6YDkJbpIiIiIoplDLM90LzJ/QAA735ZjEs1DpmrISIiIuo4htkeaFSGBWMyLHB6ROw4wolgREREFLs6FGbz8/Nx8WJjCDp48CAefPBBvPDCC2ErjCIrJ1vqzm4/mAdR5EQwIiIiik0dCrPz5s3Dv/71LwBAcXExbrjhBhw8eBCPPPIIHnvssbAWSJHxgzFpMOlUuHDJjv3nyuUuh4iIiKhDOhRmT5w4gcmTJwMA/v73v2PkyJH4z3/+g23btuHll18OZ30UIQaNCreNzwAAbPs0T+ZqiIiIiDqmQ2HW5XJBq9UCAD744AP88Ic/BAAMHToURUVF4auOImqeb83ZvadKUGKrl7kaIiIiosvXoTA7YsQIbNmyBZ988gn27t2Lm266CQBQWFiIXr16hbVAipzBKSZMzkqER/Ti9UP5cpdDREREdNk6FGaffPJJPP/885g+fTruvvtujBkzBgCwa9cu//ADig05V0rd2VcP5sHtEWWuhoiIiOjyqDryounTp6O8vBw2mw0JCQn+8/fddx8MBkPYiqPIu2lkKhKNGhRV1eOjM2WYMTxF7pKIiIiI2q1Dndm6ujo4HA5/kL1w4QI2btyIM2fOIDk5OawFUmRpVUrcPsE3EYw7ghEREVGM6VCYnT17Nl555RUAgNVqRXZ2Np555hnMmTMHmzdvDmuBFHl3T5aGGnx0tgz5FXaZqyEiIiJqvw6F2aNHj+Lqq68GAOzYsQMpKSm4cOECXnnlFfzpT38Ka4EUeVlJRlw1MAleL/DaIS7TRURERLGjQ2HWbrfDZDIBAN5//33ceuutUCgUuPLKK3HhAv+qOhbl+Jbpev3QRTjdnAhGREREsaFDYXbgwIF46623kJ+fj/feew833ngjAKC0tBRmszmsBVLXmDE8Bb1NWpTXOLD3qxK5yyEiIiJqlw6F2VWrVmHZsmXIysrC5MmTMWXKFABSl3bcuHFhLZC6hlqpwF2TMgFwIhgRERHFDsHr9Xo78sLi4mIUFRVhzJgxUCikTHzw4EGYzWYMHTo0rEWGk81mg8ViQVVVFbvITRRY63D1kx9C9AIf/vp76N87Tu6SiIiIqAe6nLzWoc4sAKSmpmLcuHEoLCzExYsXAQCTJ0+O6iBLresTr8e1Q6Sl1V49yIlgREREFP06FGZFUcRjjz0Gi8WCfv36oV+/foiPj8fjjz8OUeTkoVjWsCPYG0cuot7lkbkaIiIiotZ1aAewRx55BC+++CKeeOIJTJs2DQCwb98+rFmzBvX19Vi7dm1Yi6Su873ByegTr0eBtQ7vnijC3HEZcpdERERE1KIOjZlNT0/Hli1b8MMf/jDo/Ntvv41f/vKXKCgoCFuB4cYxs23b9OHX+P37ZzGxXwJ2/GKq3OUQERFRDxPxMbMVFRUhx8YOHToUFRUVHXlLiiJ3TMyESiHg8IVKnC62yV0OERERUYs6FGbHjBmDTZs2NTu/adMmjB49utNFkbySzTrcOCIFALD9M04EIyIioujVoTGzTz31FL7//e/jgw8+8K8xe+DAAeTn52P37t1hLZDkkZPdD7u/LMabRwvwm5uGwqjt0D8qRERERBHVoc7s9773PZw9exZz586F1WqF1WrFrbfeipMnT+J///d/w10jyWBK/164IsmIGocb/zheKHc5RERERCF1eNOEUI4fP47x48fD44neJZ04Aaz9tv77W6zdfQqj+ljwjyVXyV0OERER9RBdsmkCdX+3TciARqXAlwVV+OKiVe5yiIiIiJphmKUWJRo1+P6oNADAtk85EYyIiIiiD8MstSonW9oRbNfxQlTVuWSuhoiIiCjYZU1Rv/XWW1t93mq1dqYWikIT+iVgSIoJZ0qq8dbnBVgwNUvukoiIiIj8Lqsza7FYWj369euH+fPnR6pWkoEgCMi5UurObvvsAsI4X5CIiIio0y6rM/vXv/41UnVQFJszrg/W7z6NsyU1OHyhEpOyEuUuiYiIiAgAx8xSO5h1aswemw4A2PbpBZmrISIiImrEMEvtMs83EWz3l8WoqHXKXA0RERGRJCrC7LPPPousrCzodDpkZ2fj4MGD7Xrda6+9BkEQMGfOnMgWSBidEY9RfSxwekTsOJIvdzlEREREAKIgzL7++utYunQpVq9ejaNHj2LMmDGYOXMmSktLW33d+fPnsWzZMlx99dVdVCk1LNO1/bM8iCInghEREZH8ZA+zGzZswL333otFixZh+PDh2LJlCwwGA1566aUWX+PxeJCTk4NHH30U/fv378Jqe7ZZY9Jh0qpw/pId/zl3Se5yiIiIiOQNs06nE0eOHMGMGTP85xQKBWbMmIEDBw60+LrHHnsMycnJ+K//+q82P8PhcMBmswUd1DFGrQpzx/cBAGw/yIlgREREJD9Zw2x5eTk8Hg9SUlKCzqekpKC4uDjka/bt24cXX3wRW7dubddnrF+/Pmgt3MzMzE7X3ZM1TAR7/2QJSm31MldDREREPZ3swwwuR3V1Ne655x5s3boVSUlJ7XrNihUrUFVV5T/y8zl5qTOGppoxsV8C3KIXfz/MnyURERHJ67I2TQi3pKQkKJVKlJSUBJ0vKSlBampqs+vPnTuH8+fPY9asWf5zoigCAFQqFc6cOYMBAwYEvUar1UKr1Uag+p4r58q+OHyhEq8ezMcvpg+EUiHIXRIRERH1ULJ2ZjUaDSZMmIDc3Fz/OVEUkZubiylTpjS7fujQofjyyy9x7Ngx//HDH/4Q1157LY4dO8YhBF3k5pFpiDeoUWCtw8dnW191goiIiCiSZO3MAsDSpUuxYMECTJw4EZMnT8bGjRtRW1uLRYsWAQDmz5+PPn36YP369dDpdBg5cmTQ6+Pj4wGg2XmKHJ1aidsnZGDrJ99h26d5uG5oStsvIiIiIooA2cPsnXfeibKyMqxatQrFxcUYO3Ys9uzZ458UlpeXB4Uipob29gh3T+6LrZ98hw/PlOJipR0ZCQa5SyIiIqIeSPB6vT1q9XubzQaLxYKqqiqYzWa5y4lpOX/5FPu/uYQl1w3Er28cInc5RERE1E1cTl5jy5M6LCe7HwDgtUP5cHlEmashIiKinohhljrshuEp6G3SoqzagQ++Kmn7BURERERhxjBLHaZWKnDnRGkFiW2f5clcDREREfVEDLPUKXdNzoQgAPu+Kcd35bVyl0NEREQ9DMMsdUpGggHXDkkGALx6kN1ZIiIi6loMs5FWXQJcOid3FRGVk90XAPDG4XzUuzwyV0NEREQ9CcNspB15GfjzeGDL1cAnG4CKb+WuKOymD0lGukWHSrsLe04Uy10OERER9SAMs5FWWwoISqD4CyD3UeBP44Dnvwfs2whUnpe7urBQKgTcPVnqzm777ILM1RAREVFPwk0TuoK9Ajj1D+DkTuC7fwPegL+KTx8PjJgLjJgDxPftmnoioNRWjylPfAiP6MV7D16DIakmuUsiIiKiGHU5eY1htqvVljcG2/OfAN6AzQb6TGwMtpaMrq+tk37xtyN490QxFkzph0dnj5S7HCIiIopRDLOtkD3MBqopA069DZx8Czi/D0DAryIzWwq2w2cD5nS5Krws+74ux49f/AwmrQqfPXI9DBqV3CURERFRDGKYbUVUhdlA1SXAqV1Sx/bCfxAUbPtOkYLtsB8C5jTZSmyLKHpx7TMf4cIlO568bRTunBS7wyaIiIhIPgyzrYjaMBvIVtQYbPMOBDwhAP2mNgZbU4psJbbk+Y/PYf27pzEmw4K3779K7nKIiIgoBjHMtiImwmygqoLGYJv/WcATApB1lTS+dthsIK63XBUGuVTjwJT1H8LpEfGP+6/CqAyL3CURERFRjGGYbUXMhdlAVRel8bUndwIFhxvPCwog62pfx3YWYEySrUQAeOC1z/H2sULcPTkT628dLWstREREFHsYZlsR02E2UOUF4Ku3pWBbeLTxvKAErrimMdgaEru8tIPfVeCO5w/AoFHi04evh1mn7vIaiIiIKHYxzLai24TZQJXnGzu2RccazwtKoP90KdgO/X6XBVuv14sb//BvfF1ag8dnj8A9U7K65HOJiIioe2CYbUW3DLOBKr5tDLbFXzSeV6iA/tcCI28FhtwC6OMjWsbL+7/Dmn98hSuSjHj4lmEY3zceveK0Ef1MIiIi6h4YZlvR7cNsoPJvgK92SuG25ETjeYUaGHi91LEdcjOgC/8krao6F65cl4s6V+NuZ/16GTC+bwLG943H+H4JGJJigkrJHZWJiIgoGMNsK3pUmA1Udhb46i2pY1v6VeN5pQYYOEMKtoNvAnTh+5kcOHcJb31egKN5lfi6tKbZ8waNEmMy4jG+XzzG903AuL4JSDRqwvb5REREFJsYZlvRY8NsoNLTUrA98SZQfqbxvFILDLrBF2xnAlpT2D6yqs6FY/lWHL1QiaN5lTiWZ0W1w93suiuSjBjXNx4T+iVgfN8EDE4xQakQwlYHERERRT+G2VYwzAbweoHSU1K39uSbwKVvGp9T6YBBNzYGW40xrB8til58XVqDo3mV/oB7rqy22XVxWhXGZFp8wxMSMK5vPOIN7N4SERF1ZwyzrWCYbYHXC5ScbAy2Fd82PqfSS4F2xFwp4GoMESnBanfi8ybd21qnp9l1A3obpXDr694OSo6Dgt1bIiKiboNhthUMs+3g9QLFXzYG28rzjc+pDdLY2hFzpSEJan3EyvCIXpwtqfZ1b604mleJ78qbd29NWhXG9o33B9yxmfGw6Lm2LRERUaximG0Fw+xl8nqBouONwdaa1/icJq4x2A6cAah1ES+notaJz/Mq/QH3+EUr7E26t4IADOwd5wu3Usgd0JvdWyIioljBMNsKhtlO8Hql3cZO+pb7qspvfE5jAobeIgXbAdcBqq5ZU9btEXGmpNo3NEHq3l64ZG92nVmnwjjfuNvx/eIxNjMeJu5MRkREFJUYZlvBMBsmXi9QcMQXbHcCtoLG57RmacexEXOljRpUXTthq7zGgc99wfbohUocv2hFvUsMukYQgMHJJn/ndny/BPRPMkIQ2L0lIiKSG8NsKxhmI0AUgYLD0lJfX70FVBc1PqfUAr0HA8nDA45hgCVDSpRdwOURcbrIN/bWd+RX1DW7Lt6gxrjMxnA7JjMecVpVl9RIREREjRhmW8EwG2GiCOR/JnVrv3obqCkOfZ3WLIXahoCb4rs1JHZJmaXV9Th6weoff/vFxSo43MHdW4UADEk1SzuW+QJuVi8Du7dEREQRxjDbCobZLiSKgPWCtONY6VfSmrYlXwGXvgbE5hsmAADiUpoE3GFA76FhX+e2KadbxKkim69zKy0PVmBt3r1NNGqk7q1vWbAxmRYYNOzeEhERhRPDbCsYZqOA2ykF2tJTUsgt8YVd64UWXiAACVnBATd5BNBrAKCM3CSuElu9f83bo3lWfFlQBWeT7q1SIWBoqilo5YS+iezeEhERdQbDbCsYZqOYoxooOyNt3tAQdEu/AmrLQl+vUANJg4MDbvIwwJIJKBThL8/twclCG45eqPRPMCuqqm92XVKcBmMzEzA4JQ59Ew3ITDSgb6IBaRYdVMrw10VERNTdMMy2gmE2BtWUNQ5TCByy4KwJfb0mzhduAwJuygjAmBT20oqq6vwbOhzNq8SJgiq4PKH/lVIqBKRZdFLATTCgby8DMhL0/rDby6hhR5eIiAgMs61imO0mvF5pA4fSU0BpQyf3lNTZFV2hX2Ps3Tzg9h4KaOPCVla9y4OThVX4PM+KC5fsyK+0I7/CjvzKumZDFJrSq5XITNSjb6IBGQkGf1c3M1GPzAQDjFxZgYiIegiG2VYwzHZzHhdw6VxwwC056duSt4V/1OP7NS4ZluILur0GhXV9XFH0oqzGgbwKX7itqJPu+8Jusa0ebf2b2Muo8YVbAzIT9I1hN8GAtHgd1BzCQERE3QTDbCsYZnsoZy1QdrpxRYWGoQotLR2mUEmBNnlY47JhycOl4Buh8bgFlXXIr6zzhV0p6Ob5gm9VXQvdZp+mQxgyE/X+4MshDEREFGsYZlvBMEtBai8BZU0CbulXgMMW+nq1EUgeGjxcIXk4EJcc0U0gqupcyK+w42JAwG0Iuxc5hIGIiLoZhtlWMMxSm7xeaXtef8D1HWVnAY8j9GsMvYJ3OEseLi0nZuwdkU5uIFH0orTa4R+yEBh2OYSBiIhiEcNsKxhmqcM8bqDi2+CAW3pKOudtoTOqUAPmNMDcBzCn+44+wbdxKYBCGbGyOYSBiIhiDcNsKxhmKexcddIqCoEBt/QUYCtEi5POAglKwJQaIuwG3DelRWyDiHAPYchMNCDdokNavB7pFh2S4rRQKBh2iYio/RhmW8EwS13G4wJqSqRQayvw3Ta9Xwh4Pe14M0Hq4LbU3W04VNqwfoUWhzD4urvtGcKgVgpIMeuQbtEjLV6HNIseaRYd0iw6pMdL9xPZ3SUiogAMs61gmKWoInqkHc5sBUBVQejgW10EeJztez9DUsvd3YZbjSFs5QcOYcirsOOir5tbWFWHIms9SqvrIbbjTxitSuELuFLgTW9ym2bRw6xTMfASEfUQDLOtYJilmCOKgP1SQMgN1eUtANzNt9YNSZ/QQtgNuK81haV0l0dEabUDRdY6FFbVo8hah6KqehT6bouq6lFe08KkuiaMGiXS4hu7umkWPdLjg2+5KgMRUffAMNsKhlnqlrxeoK4yIORebB54qwoAV2373k9rDh6+EGpYgy4+LMuROdwelFQ5pG5uVR0KrfUo8nV2C6uk+1Z765PUGph1Kv/QhYYxu/5hDb7zOnXkJtsREVF4MMy2gmGWeiyvV1o/t9UxvAVAfVX73k9tbL27a8mQusBhCLx2p1vq5DYEXV/IDQy+1Q53u94r0ahpsbObZtEh1cKlyIiI5MYw2wqGWaI2OGraDrx1Fe17L7WhMeBaMoKDrrkPYOkD6CxhKbu63hU8hME3tKG4qt4/hrfO1fZkO0EAesdppU6uWdds7G56vA7JJh2UXKGBiChiYi7MPvvss3j66adRXFyMMWPG4M9//jMmT54c8tqtW7filVdewYkTJwAAEyZMwLp161q8vimGWaIwcNUFr8gQFHYvSkMa7OXtey+NSQq1oYKuOUO61Rg7XbLX60VVncvfzQ01hre4qh5OT+tLkQHS2rspJq1/6ELD0IYUsw69jBr0itOgl1ELi17NZcmIiDogpsLs66+/jvnz52PLli3Izs7Gxo0b8cYbb+DMmTNITk5udn1OTg6mTZuGqVOnQqfT4cknn8TOnTtx8uRJ9OnTp83PY5gl6iKu+uAJalUXA1Zt8D2ut7bvvXTxAQG3SdBtCMFqfadLFkUvLtU6A7q5vrAbEHyLbfXwtGeJBkihN8GgQVJcY8BNNDY81gYF315xGsRpuWIDEREQY2E2OzsbkyZNwqZNmwAAoigiMzMTS5YswfLly9t8vcfjQUJCAjZt2oT58+e3eT3DLFEUcdY2hlt/0L0YEHgLAGd1+97L0Ct4OENQ4E0HTOmAStPpkj2iF2XVDv/QhcCxu+U1DlyqcaK8xgFbffvG8AbSqBTBAbfhfojg28uohV7DyWxE1D1dTl6TdR0bp9OJI0eOYMWKFf5zCoUCM2bMwIEDB9r1Hna7HS6XC4mJiSGfdzgccDgal/6x2WydK5qIwkdjBHoPlo6W1Fc1rsYQFHQDOr3uOmn5MvsloPiLFt5IAOKSQwfdhvtxqYCy9T8WlQoBqb6JYujb8nVOt4hKu9MfcC/VNtw6canGgYpaJ8oDztudHjjdon/JsvYwaJTtCr5JcVokGDTQqDixjYi6H1nDbHl5OTweD1JSUoLOp6Sk4PTp0+16j9/85jdIT0/HjBkzQj6/fv16PProo52ulYhkorNIR/Kw0M/7lyVrobPbsEyZxyntyFZTAhQeDf1egkLaOjhwSEPT8GtMBhRth0KNSoEUszSOtj3qnB5/sJWCrsMffKVbKfhW1DhRXuuE0y3C7vTAXlGH/Iq6dn2GWadCUpwUcBONUvBNMjbebwi+iUYNEgwaTnIjopgQ0yuMP/HEE3jttdfw0UcfQacL/R+MFStWYOnSpf7HNpsNmZmZXVUiEUWaIACGROlIHRX6Gv/GEy10dm2FQHUhILobhzxcbOHzFGrAnBY66MalSMuRGRIBraVdobeBXqNEhsaAjIS2d2jzer2ocbiDOr2XagNCcJNOcEWtEx7RC1u9G7Z6N74tb3u9YUEAEg2aEMG3IfRK5xKNGiQZtTDrOd6XiOQha5hNSkqCUqlESUlJ0PmSkhKkpqa2+trf//73eOKJJ/DBBx9g9OjRLV6n1Wqh1YZ3v3oiijEKBRDXWzrSx4W+RvQANaUhgu7FxsBbUwyILsCaJx2tERTSxDVDohRw9YnB9/UNzyU2BmB9ojT0oo1QKAgCTDo1TDo1spLaXulBFL2w1bukYQ0Nnd6GEByiE2ytc8Hrhf+69tCrlUiPl1Z26BOv96/w0HA/lRtWEFGEyBpmNRoNJkyYgNzcXMyZMweANAEsNzcX999/f4uve+qpp7B27Vq89957mDhxYhdVS0TdmkLp67imARkt/LnicQHVxaFXZ7AVADVl0pAHVy3gFaX1eNu7Jm8DpSYg8CYEBOCE0OG34b6q5f9pVygExBs0iDdoMDA5rs0S3B4RlXZX0LCGSzWOFjvB1fVu1Lk8OFdWi3NlLXd9k+K0UuC1SAE3PV4Ku2m++0lGLZcyI6LLJvswg6VLl2LBggWYOHEiJk+ejI0bN6K2thaLFi0CAMyfPx99+vTB+vXrAQBPPvkkVq1ahe3btyMrKwvFxcUAgLi4OMTFtf2HNBFRhynVQHymdLTGVS+F2rpKX6CtBOwVTe5XBp+3V0hd38CxvZdDbfB1fxNCd4JD3dfFh5zwplIq0NukRW9T+/5Wq97lkZYz821UUWitQ6G1DgW+20LfhhXlNQ6U1zjwxcXQu8xplIqgTSoaurpSt1fatMKolf0/W0QUZWT/U+HOO+9EWVkZVq1aheLiYowdOxZ79uzxTwrLy8uDImDc2ebNm+F0OvGjH/0o6H1Wr16NNWvWdGXpREShqXWA2tflbS+vV1qqrCEA+wNvBWCvDH2+IRB7RcBllw5bS4N9W6CztDAMomn3N+C8zhI0FEKnViIrydjikIeGDSsKfMG2IewGBt8Sm7RhxYVLdly4ZG+xXIte7Q+30lCGxg5verweySYtVNyOmKhHkX2d2a7GdWaJqFsRRcBR5evyttUJbgjDVuk1HSUomw99aNi9zZLpu82QVoZoY6mzBi6PiBJbvX9HtsCubkPgbc/avQ27s6WH6Oo2jOflZDWi6BdTmyZ0NYZZIiJI43/rrG0MhahoHpJdLXdNmxEU0mYVDeHWkiEN0QgMvDpLu9+uut6Foqp6f9AtsgYE36o6FFfVw+Vp+z9pRo1S6uo2dHgt+oDwK60hrFVxshqRnBhmW8EwS0TUCf7xwAFDHuzlvo0tLvqOfGlinOhq+/205uCw26y7m97u7q4oelFe4wgazlBgrfPv0lZorWv36gy9fd3d4K6uzh96exk17O4SRRDDbCsYZomIuoAoArWlAeHWF3St+Y2P27PSQ6jubtPA22QMb2vqXR6pqxvQ4Q0azlBVh3qX2Ob7aFQKpFukTTF6xUkrRSQaNEgwapBoVPsfJxo1iDeoEafl0Aaiy8Ew2wqGWSKiKOGslTq4gWE3MPzaCqTVHdqiMbUcduMzfWN31e0qyev1otLuChq32zT4llY7cLn/5VQrBSQEhNuGXdYSAgJww+NEo3TOqFEyAFOPxTDbCoZZIqIYIYpAbVmT7m6TW/ultt+nYZviljq7lgxpmbJ2BkenW5qsVmitQ7GtHla7CxW1TljtTlTYXaisdaLS7kSlb9MJh7vtTm8ogQFYCr3qgEDcGIAbn2cApu6DYbYVDLNERN2I0+7bvKKF7m7VxXZ2d+NCBN2AwGtOb3d3t6k6pweVdmmTiUq7E5W+wBvqsdXeuQCsUSqCOr/NOsEMwBQjGGZbwTBLRNSDiKI0Qa0h3FqbdngvSs+3SQjd3TWlSmN2tSZpMpvOLN1X6drd6Q2lzulBha+72xCEGzrALT3uTABOaDbMIfhx04BsYACmCGOYbQXDLBERBXHVtT52t+oi4HFc3nsq1FKobQi3WkuTxw23puAw7L/Gd/8yusGhArB03xXcGa51hSUAm/VqmHQqxGl9h04Fk++26WOTVu0/bwp4nkugUUsYZlvBMEtERJfF6wVqG7q7+cFht6YUqLcBjmrA4btFGP+zqtIHBODAwBsqAIcKzSZpgpwi9K5oLQXgCrtLGgPcJABfqnXC2cEAHIpGqWgMvyECsUnXnsCshk6tYKe4m2GYbQXDLBERRYwoAs4aX7htCLi25oHX/7iqyWPf7eVsTtEemhBd4aDH5hCh2Rx8jVoPL4A6lwcVtU5U17tR43Cjpt6Nat9tjcMV9LjhGumxy399rdMT1q+nVAj+wGvSBXZ/1cHd4JCBWYU4X+eY44ejx+XktfatRE1ERERtUyikAKjrZLPE4woOt+0JwPW2xvDc8Lhh4wpntXR06rupIGhNMGhNMGgtgFoPqHXS+GCVVuoiq7TSY60OMIY4r5buexRa1EMNu6iGXVSh2q1EjahGtUsJm0uBKrcKVQ6gxunxheTmgbjaIZ33egGP6EVVnQtVde3YqKMVggAp4AZ1f9XS48BzWhUMWiXitCoYNQH3fY+NWiWMGhUUCgbjrsAwS0REFG2UasCQKB0d5fUCbkdAuK1q0jFuIQCHeh5eQHT7dn+r7PzXA2D0HS0TfAG4SWA2aAGzdN6r1MKj1MIlaOEU1HBAAwc0qPeqUOdVo86jQq1XjVqPCjUeFardKtjcCthcSlhdKlidClidClQ4lbCLKji8atjrNaiudwNVnf6a0KuVMGpViNMqYdCofIFXCYNWhTiNL/xqlb5bqTNsbAjLmoCA7HtOpQw9XKSnY5glIiLqjgRBCoJqHRCX3PH38Xobh04EdodddVJYdtdLh8t363YA7oDnLvd84wf7zte1/BUhBRkVAH3HvyGgafKVBSVEpdRBdiu0cAtqOBVaOH1huVYwoBpGVHkNqBL1qBCNuOTRocytR5lTiyqvEVUwwOYyoMJlQHlNeEKoVqXwd4WNmoYOsRSWjU3Dse9xQ5AOFZI1qu4RjhlmiYiIqGWC0DiW1pwe2c9q6CaHCrluR/MA3er5poG56fkmnxOwHrHg9UDptkMJe9Oc27YQL3CrTXCrTXCqTahXmlCnjINdEYcawYgaXyi2inpYRQPKPXqUu3Uoc+pR6tKixKmG0yMNV3C4RTjcTlyq7fiPOJBaKQQPjQgIvI33fWHZd93Mkamw6Du25nKkMMwSERFRdAjsJnc1UZSWYGsrMLvsvkl9VaGPOmvjfV9XWeWqhspVDR2Ayx5NrRbgjTNB1MXDozbDpTHBqTLBoTKhTiGF4lrBCBsMqIYBVtGIClGPCo8eZW49Kpxq1DhF1DrdqHV4UOtw+5dkc3m8sNpdsNrbP9Z40hWJDLNEREREUUehABR6aZJauLgd0tAMf9i1Ngm/TR83Odz1ALwQHDYoHTYoITV+Wx9r3ISg8K1MYQHMFkBngai1wK0x+0JxnBSKlSbUCEZUQwrGVtGASlEPq0uLWqcHNU437A531AVZgGGWiIiIKDJUWiCut3R0hKs+uAtcZ207AAcGZY8T8Iq+11j9b6uAFIo1AOLaqkFQSEG44XC8DBj7d+z7RAjDLBEREVE06swEPq9X6uy2FHRbGhoReI3olsJw4CoWiuiLjtFXERERERF1jiD41gLWA6bUy3+91yuNE24acuNSwl9rJzHMEhEREVEwQQA0Bukwp8ldTau6xwJjRERERNQjMcwSERERUcximCUiIiKimMUwS0REREQxi2GWiIiIiGIWwywRERERxSyGWSIiIiKKWT1unVmv1wsAsNlsMldCRERERKE05LSG3NaaHhdmq6urAQCZmZkyV0JEREREramurobFYmn1GsHbnsjbjYiiiMLCQphMJgiCEPHPs9lsyMzMRH5+Psxmc8Q/j6IDf+89D3/nPQ9/5z0Pf+ddx+v1orq6Gunp6VAoWh8V2+M6swqFAhkZGV3+uWazmf/g90D8vfc8/J33PPyd9zz8nXeNtjqyDTgBjIiIiIhiFsMsEREREcUshtkI02q1WL16NbRardylUBfi773n4e+85+HvvOfh7zw69bgJYERERETUfbAzS0REREQxi2GWiIiIiGIWwywRERERxSyGWSIiIiKKWQyzEfbss88iKysLOp0O2dnZOHjwoNwlUYSsX78ekyZNgslkQnJyMubMmYMzZ87IXRZ1oSeeeAKCIODBBx+UuxSKsIKCAvz4xz9Gr169oNfrMWrUKBw+fFjusihCPB4PVq5ciSuuuAJ6vR4DBgzA448/Ds6hjw4MsxH0+uuvY+nSpVi9ejWOHj2KMWPGYObMmSgtLZW7NIqAjz/+GIsXL8ann36KvXv3wuVy4cYbb0Rtba3cpVEXOHToEJ5//nmMHj1a7lIowiorKzFt2jSo1Wq8++67+Oqrr/DMM88gISFB7tIoQp588kls3rwZmzZtwqlTp/Dkk0/iqaeewp///Ge5SyNwaa6Iys7OxqRJk7Bp0yYAgCiKyMzMxJIlS7B8+XKZq6NIKysrQ3JyMj7++GNcc801cpdDEVRTU4Px48fjueeew+9+9zuMHTsWGzdulLssipDly5dj//79+OSTT+QuhbrID37wA6SkpODFF1/0n7vtttug1+vxt7/9TcbKCGBnNmKcTieOHDmCGTNm+M8pFArMmDEDBw4ckLEy6ipVVVUAgMTERJkroUhbvHgxvv/97wf9+07d165duzBx4kTcfvvtSE5Oxrhx47B161a5y6IImjp1KnJzc3H27FkAwPHjx7Fv3z7cfPPNMldGAKCSu4Duqry8HB6PBykpKUHnU1JScPr0aZmqoq4iiiIefPBBTJs2DSNHjpS7HIqg1157DUePHsWhQ4fkLoW6yLfffovNmzdj6dKlePjhh3Ho0CH893//NzQaDRYsWCB3eRQBy5cvh81mw9ChQ6FUKuHxeLB27Vrk5OTIXRqBYZYoIhYvXowTJ05g3759cpdCEZSfn48HHngAe/fuhU6nk7sc6iKiKGLixIlYt24dAGDcuHE4ceIEtmzZwjDbTf3973/Htm3bsH37dowYMQLHjh3Dgw8+iPT0dP7OowDDbIQkJSVBqVSipKQk6HxJSQlSU1Nlqoq6wv33349//vOf+Pe//42MjAy5y6EIOnLkCEpLSzF+/Hj/OY/Hg3//+9/YtGkTHA4HlEqljBVSJKSlpWH48OFB54YNG4b/+7//k6kiirSHHnoIy5cvx1133QUAGDVqFC5cuID169czzEYBjpmNEI1GgwkTJiA3N9d/ThRF5ObmYsqUKTJWRpHi9Xpx//33Y+fOnfjwww9xxRVXyF0SRdj111+PL7/8EseOHfMfEydORE5ODo4dO8Yg201Nmzat2bJ7Z8+eRb9+/WSqiCLNbrdDoQiOTEqlEqIoylQRBWJnNoKWLl2KBQsWYOLEiZg8eTI2btyI2tpaLFq0SO7SKAIWL16M7du34+2334bJZEJxcTEAwGKxQK/Xy1wdRYLJZGo2JtpoNKJXr14cK92N/epXv8LUqVOxbt063HHHHTh48CBeeOEFvPDCC3KXRhEya9YsrF27Fn379sWIESPw+eefY8OGDfjJT34id2kELs0VcZs2bcLTTz+N4uJijB07Fn/605+QnZ0td1kUAYIghDz/17/+FQsXLuzaYkg206dP59JcPcA///lPrFixAl9//TWuuOIKLF26FPfee6/cZVGEVFdXY+XKldi5cydKS0uRnp6Ou+++G6tWrYJGo5G7vB6PYZaIiIiIYhbHzBIRERFRzGKYJSIiIqKYxTBLRERERDGLYZaIiIiIYhbDLBERERHFLIZZIiIiIopZDLNEREREFLMYZomIiIgoZjHMEhH1UIIg4K233pK7DCKiTmGYJSKSwcKFCyEIQrPjpptukrs0IqKYopK7ACKinuqmm27CX//616BzWq1WpmqIiGITO7NERDLRarVITU0NOhISEgBIQwA2b96Mm2++GXq9Hv3798eOHTuCXv/ll1/iuuuug16vR69evXDfffehpqYm6JqXXnoJI0aMgFarRVpaGu6///6g58vLyzF37lwYDAYMGjQIu3btiuyXJiIKM4ZZIqIotXLlStx22204fvw4cnJycNddd+HUqVMAgNraWsycORMJCQk4dOgQ3njjDXzwwQdBYXXz5s1YvHgx7rvvPnz55ZfYtWsXBg4cGPQZjz76KO644w588cUXuOWWW5CTk4OKioou/Z5ERJ0heL1er9xFEBH1NAsXLsTf/vY36HS6oPMPP/wwHn74YQiCgJ///OfYvHmz/7krr7wS48ePx3PPPYetW7fiN7/5DfLz82E0GgEAu3fvxqxZs1BYWIiUlBT06dMHixYtwu9+97uQNQiCgN/+9rd4/PHHAUgBOS4uDu+++y7H7hJRzOCYWSIimVx77bVBYRUAEhMT/fenTJkS9NyUKVNw7NgxAMCpU6cwZswYf5AFgGnTpkEURZw5cwaCIKCwsBDXX399qzWMHj3af99oNMJsNqO0tLSjX4mIqMsxzBIRycRoNDb7a/9w0ev17bpOrVYHPRYEAaIoRqIkIqKI4JhZIqIo9emnnzZ7PGzYMADAsGHDcPz4cdTW1vqf379/PxQKBYYMGQKTyYSsrCzk5uZ2ac1ERF2NnVkiIpk4HA4UFxcHnVOpVEhKSgIAvPHGG5g4cSKuuuoqbNu2DQcPHsSLL74IAMjJycHq1auxYMECrFmzBmVlZViyZAnuuecepKSkAADWrFmDn//850hOTsbNN9+M6upq7N+/H0uWLOnaL0pEFEEMs0REMtmzZw/S0tKCzg0ZMgSnT58GIK008Nprr+GXv/wl0tLS8Oqrr2L48OEAAIPBgPfeew8PPPAAJk2aBIPBgNtuuw0bNmzwv9eCBQtQX1+PP/zhD1i2bBmSkpLwox/9qOu+IBFRF+BqBkREUUgQBOzcuRNz5syRuxQioqjGMbNEREREFLMYZomIiIgoZnHMLBFRFOIIMCKi9mFnloiIiIhiFsMsEREREcUshlkiIiIiilkMs0REREQUsxhmiYiIiChmMcwSERERUcximCUiIiKimMUwS0REREQx6/8DGjeMJeXSIlIAAAAASUVORK5CYII=\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.1254534263 Train Acc: 96.2374954224%\n",
|
|
"Val loss: 0.1164717884 Val Acc: 96.5500030518%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
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]
|
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},
|
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"metadata": {},
|
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"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.1138225766 Train Acc: 96.6374969482%\n",
|
|
"Val loss: 0.1076126948 Val Acc: 96.8395843506%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
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"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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SkpLs17t5SoNIJMIHH3yAzZs3Y+vWrWjdujX+9a9/4fHHH3f79yYiIi9jMQPF14CiXOvDYHsuyqvaV7l9pzdiSVV1BFbnzyaZBjqzD/JLRMg3mKArMjk+51mf8w0mGMsq80BlYC2ssxyVTAJfpS1QyqqFT7kEarmTwCqrev/mcFr9fKVMzI5I1TDwukFJuRl3zd7a6J978u8D4SOv34/wnXfewdmzZ3H33Xfj73//OwDgt99+AwDMmDEDb731Ftq1a4eAgABcuXIFjz32GBYuXAiFQoH//ve/SE5OxpkzZxAVFVXrZ8ybNw+LFi3CP//5TyxduhSjR4/GpUuXEBjYNO/YJCKiBlZmBAw5ToKrLbxWvmfMBwQXBo6kSmu/VxdCq/1ZZr1RutxswbWiMofgml9kQn5e9e1S6AyXoC+tcOlrK6RihGgUCPZVODyH+Mpr7FcrGMUaA3+VWwh/f3/I5XL4+PggPDwcAHD69GkAwN///nc8/PDD9mMDAwMdFvmYP38+NmzYgE2bNtn7HTszbtw4e/u4N954A0uWLMH+/fvx6KOPNsRXIiIiT7CYAaMOKLopyDqMytreKyty4cIiQB0C+IYBvqHWZ01Yte3wqtcKjfXf7G9itgi4ZjRBZyizTh0wmJCfUzkam418w0V7mL1R7Fr3A5lEVC24Vg+tcoRolLZnBYI1CmgUUo6uNjEMvG6gkklw8u8DPfK57tCrVy+H7aKiIsydOxebN29GdnY2KioqUFJSgsuXL9d5na5du9pfq9Vq+Pn5IS8vzy01EhFRAxIEazi1j7o6m05gC7XFOtfmwsp8bOE1vCrIVn9UhlqfYEBijSVmi4AiU4X1UVqBIlM5ikxmFGVVoMhUAH2JznFU1jZKe91YBosLzVYlYhGC1I6jro4jsHKE2rb9VTKG2GaMgdcNRCJRvacWNEU3d1uYNm0atm3bhrfeegvt27eHSqXCiBEjUFZWVud1qi8YAlh/XSyWO7xBgIiIXFNRZl2soLwYKC+xTisoL7H2dC3KqTmdoDLMlhfX/zNEYttobNXIq+AbinJVMEoUISiSBcEgDUSBOBCFFgWKSitgLKuAodQWYq9XwJhdAYOpAkWlJSgynYfRdNq2XXFH98WIRECQWu44Gmt7vjnMBvjIm93NV3R7mm9KI5fJ5XKYzbf+n8jPP/+McePGYdiwYQCsI74XL15s4OqIiFoAi6UqiNpDabG180B5CVBurHrv5n1l1UJsjX3Vrmlxbb5pdWaZL8pVwShVBMMoC0KRLBiFkgDcEAUgXxSAfMEfuRZ/ZJWrYSgTYCypQNENa3A1miqqja6WAsiyPW6fXCqGRiGFWiGFr0IKX6X1WaOUOpkfq0CwRo5AHzmkEvEdfS55HwbeFiQ6Ohr79u3DxYsX4evrW+voa4cOHfDVV18hOTkZIpEIqampHKklopbDXA6U2vq1lhU5jpI6hE3jTcG1tn3VQmlFaaN9DYtIgnKxEmViFUqhQLFIhWuiAOQLrZBraYVssx8yKzTIqvBHPlpBJ/ijuFQJGG515cruA86JRbCG02oBVW0Lqdb9MvgqJLb3ZLZniW2/9Ti1Qgq1QgKF1D1T94gYeFuQadOmYezYsbjrrrtQUlKClStXOj1u8eLFmDBhAvr164fg4GC8+uqr0OvdsR43EVEjsJhtCwwUOi7R6vBwts92bLmxceqUqgC5j3WOq8wHkKkgyFQwS31QJlLAJFKiBAoUC3IYLXIYLDIUVshRWCHFjXIZrpdJoDNJkVcqRmGFFMVQoERQoATWR7mLf8SrZBKEKKXQ2IKqWm59tm8rqkZX7SG2WqitDLiutMwkaiwiQRBcmN7dMtS1NnNpaSkuXLiAmJgYKJVKD1XY/PHXkYhqJQiAyXDrgFpbkL3TPq2VZGprNwB5VSC1h1N55ba6av9N+wSZD4yCHAazHAXlUhSUS3GtXAqdSQJdqRjXSypQUFyGG8Zy3Cgusz3KUVZxe/+iJhGLEOAjQ4CPdW5qgNr6upWPHIFqGfxVsmojqlUjqb4KKdRyCacBULNTV167GUd4iYjIvQTB+s/3dQbUgrpHWu90RSyg2gID/k4eTvbbj20FKPzsHQMAa9eAwhJbMDVag2n11wX6Mlw3lqGguBzXi8tQUGx9XWEpB+D6iLFcKnYaXq2v5VXvVb5Wy9kKi6gODLxERHR7BAEovAJkHwWyjgDZR4Dc36w9Wi2u9Th1SiJ3Hkwdwmn1R0C1136AVHHLj6gwW5BnMCG7sBQ5ulLk6EuRU5iD7MKLyCksxTWjdeS1sKQct/vvoT5ySc0RVx+ZbeRVjla28Fr5OlAt57QAIjdj4CUiolsTBKDgkmO4zT5qXQ62NiJJLcH05n2tnIdYqdLp4gL1VVpuRq6+1BpmC63P1u0S+7auyORS31aNUlpzlNWnapT15tetfGRQuqlnOhHdPgZeIiJyJAjAjQs1w23JjZrHiqVAaCcgohug7WZ91kRYA6tcfUeBtS6G0nLkFFpHZGsG2lLkFJbUeyUtqViEMD8lIvyVCPdXItzP9uyvRIivwjbyag2vMs5zJWqWGHiJiFoyi8UWbo84htvSwprHimVA2F2O4Tasc72mDtSXIAi4UVzuMApbfZTWOuWgFEWm+vWaVcrE0PqrHAJthL/Stq1CuL8SQWouPkDk7Rh4iYhaCosFuJ5hG7n91fqcfdR5VwOJ3Bpmq4fb0LsAqfy2P95sEZBvMNlCa4lDiK3+ur5dCvyUUntorRyVtY/S+isR4aeCn4o3chGRhwOvwWBAamoqNmzYgLy8PHTv3h3vvPMOevfuDQAYN24cVq1a5XDOwIEDsWXLljqv++677+Kf//wncnJykJCQgKVLl6JPnz4N9j2IiJocixm4dv6maQnHgDInqwpIFED43Y7hNiTe5XCrLy3HuVwDrhbUDLQ5haXIM5hgrueE2WBfBcL9FQj3UzlMNageaJvzku5E1Lg8+n+LZ599FidOnMAnn3wCrVaLTz/9FElJSTh58iRat24NAHj00UcdFkhQKOr+p7P169dj6tSpWLFiBRITE/H2229j4MCBOHPmDEJDQxv0+xAReYTFDOjO1gy3zhZQkKqchNs4QCKr98eZLQIuXTPiVLYBp3P0OJWtx6lsA64WlNzyXIlYhDCNwh5aHQKtLdSG+Skhl3KuLBG5j8cWnigpKYFGo8HGjRsxePBg+/6ePXti0KBBWLBgAcaNG4eCggJ8/fXX9b5uYmIievfujWXLlgEALBYLIiMjMWnSJMyYMaNe1+DCEw2Pv45Et8lcAejOOIbbnOPWvrc3k/kA4V0cw21wR4f+srdSWFxuD7Wncww4la3HmVwDSsudTzvQ+isRGehjnSfrr0SEnxLh/lWhNthXAQnnyxKRGzSLhScqKipgNptrhB2VSoXdu3fbt3fs2IHQ0FAEBATgoYcewoIFCxAUFOT0mmVlZTh06BBmzpxp3ycWi5GUlIQ9e/bUWovJZILJZLJvcxld56KjozFlyhRMmTLF06UQtQzmciD/tC3YHrWF2xNAhZORVJkaiOh6U7jtAIjr1xLLbBFwQWe0BVs9Tmdbw21WYanT45UyMeLC/dApXIP4cA06RfghPtwP/j71HykmImosHgu8Go0Gffv2xfz589GpUyeEhYVh7dq12LNnD9q3bw/AOp1h+PDhiImJQUZGBmbNmoVBgwZhz549kEhq/k9cp9PBbDYjLCzMYX9YWBhOnz5day1paWmYN2+ee78gEZErKsqA/FM1w63ZVPNYuaZmuA2KrXe4LSguwylboD2dYx25PZNjgKmWm8Vat1KhU4QfOkVUBlsN2gapOVJLRM2GR+fwfvLJJ5gwYQJat24NiUSCHj16YNSoUTh06BAAYOTIkfZju3Tpgq5duyI2NhY7duzAgAED3FbHzJkzMXXqVPu2Xq9HZGSk265PRC1YRZl1cYZinXUFMqOu6nXlc2EmkHcSMJfVPF/hB0QkWB/a7tZwG9gOEN96jmuF2WIdtbVNRThtm5aQXcuorUomQZxttLYy3MaFa+Cn5KgtETVvHg28sbGx2LlzJ4xGI/R6PSIiIvD000+jXbt2To9v164dgoODcf78eaeBNzg4GBKJBLm5uQ77c3NzER4eXmsdCoXiljfD1aly3fjGJvOpd1P3999/H3PnzkVmZibE1f6gHDp0KIKCgvDaa69h6tSp2Lt3L4xGIzp16oS0tDQkJSU1VPVEzVNFWbXwmm8Ns/bwmg8Ybwq3Jif9bGuj9LeF225VI7cBMfUKt9eNZTidra8Ktzl6nM0tqrXFV2SgCvHhftZwawu5UYE+7EdLRF6pSfR0UavVUKvVuHHjBrZu3YpFixY5PS4zMxPXrl1DRESE0/flcjl69uyJ9PR0PPHEEwCsN62lp6dj4sSJDVW+Ney+oW2469dmVpZ1JaN6ePLJJzFp0iRs377d/peF69evY8uWLfjuu+9QVFSExx57DAsXLoRCocB///tfJCcn48yZM4iKimrIb0HkWRWmOgLrzYFW57xn7a2IxIBPEOATDKiDra/VIVWvfcOsnRMCYm75l9jyylFbW2eEynCbq3cy9QGAWm4dtY2PqAq3ceEaaDhqS0QtiEcD79atWyEIAuLi4nD+/HlMnz4d8fHxGD9+PIqKijBv3jykpKQgPDwcGRkZ+Nvf/ob27dtj4MCB9msMGDAAw4YNswfaqVOnYuzYsejVqxf69OmDt99+G0ajEePHj/fU12wSAgICMGjQIKxZs8YeeL/44gsEBwfjwQcfhFgsRkJCgv34+fPnY8OGDdi0aVPD/mWByN3KS+sIr7pq+2zvO+tLeysiiS203hxegwG1bdseboMBVUC9Rmlvdq3IVK31lzXcns8rQpnZ+aht2yAfhxvIOkVoEBnAUVsiIo8G3sLCQsycOROZmZkIDAxESkoKFi5cCJlMhoqKChw7dgyrVq1CQUEBtFotHnnkEcyfP99h+kFGRgZ0Op19++mnn0Z+fj5mz56NnJwcdOvWDVu2bKlxI5tbyXyso62NTebj0uGjR4/Gn//8Z7z33ntQKBRYvXo1Ro4cCbFYjKKiIsydOxebN29GdnY2KioqUFJSgsuXLzdQ8UQuEgSgKNfab1Z3Fii47Hw0tqzI9WuLpY4jsPbwetPrymdlq9sKsLUpq7Dgd12RbZ6twT4tId/gfNTWVyFFfLgG8RFV4TYuXANfRZP4RzsioibHo/93fOqpp/DUU085fU+lUmHr1q23vMbFixdr7Js4cWLjjkqKRPWeWuBJycnJEAQBmzdvRu/evfHTTz/h3//+NwBg2rRp2LZtG9566y20b98eKpUKI0aMQFmZk5toiBpSRRlw/feqYKs7B1w7Z32u73QCsdQWTkOsI651hdfKANtAy88Wl1UgV2+yrTRWtfJYnt5kX4EsV1+KCicrkIlEQHSQ2hpuw6tuJGsToOJyuURELuBwQAuiVCoxfPhwrF69GufPn0dcXBx69OgBAPj5558xbtw4DBs2DABQVFTk9C8TRG5TfN0x1OrOWV/fuAgIZufniMRAQLR18YSAGCejsSHWkVqlf4MF2EoVZgt0RWXI0VsDa+Ujp9BU9VpfCkNpRb2up1FIraO1EVXhtmOYBmqO2hIR3TH+n7SFGT16NIYMGYLffvsNf/zjH+37O3TogK+++grJyckQiURITU2FxeJ8niBRvVnMQMGlqjBrD7dnrdMPaiPXWBdNCO5oe7a9DmwHSO+go0o9CIIAfUkFch1GY0tto7Em+yitrsgEJ4OyTvnIJfYlc8P9lQj1U9i3w/yUiPC3PjhqS0TUMBh4W5iHHnoIgYGBOHPmDP7f//t/9v2LFy/GhAkT0K9fPwQHB+PVV1/linNUfyaD4yhtZbC9nuG8t2wl/0ggqH21YNvR+tCEN8gIbWm5GfkGk31UtnI6Qa5tekFlsK1t2dybScQihGoUtuBqC7H+SoRprME2zM/6HjsiEBF5FgNvCyMWi5GVVfMGu+joaPz4448O+1566SWHbU5xaOEEAdBfdRyl1Z0FdOcBQx03bUqVtlBbLdAGd7Duc9Pcd4tFwDVjmcNUgly9CbmFpQ5TDm4Ul9f7mq18ZAjTWANsuJ/CPhob5qe0BVsFgtQKrjZGRNQMMPASkaPyEuBaxk03jNmCbbmx9vPUoTVHaoPbW0dx67nkbV1KyszIyC/CmRwDzuYZcPlasTXMFpYiz2ByetOXM3Kp2DadQFEVXv0qg23VfqXszmsmIqKmgYGXqCUSBGsbL/tIbbUR24LLAGoJj2KpdR5tcMdqUxFswVYV4JbSTBVm/J5vxNlcg+1RhLO5Bly+XgyhjkwrEgHBvgr71IJQW5i1vlYg3BZo/VUyzpUlImphGHiJvJnFYr1pLP8MkH+62jSEs0BpHUveKv0dpx9Uvg6IBiTumY9abrbgos6IM7ZQey7XgDO5Bly6VgxzLaO1AT4ydAyzdi9oF6JGhH/VNIMQjQIyift64xIRkfdg4CXyBhaztZ1X/mnb4wyQd8o6cltRUstJIqBVlPNgqw52201jZouAS9eMDqO1Z3MNuKAzotzsPNj6KaXoGKZBhzAN4sJ87a+DfeUcnSUiIpcx8N4moa5/W6Vb4q/fbTJXADcuWMNs5aht/hnriK3Z+apckMitITYkDgiOA0I6AkEdgKBYQKZyW2kWi4ArN4rtodY6YluEjPwilFU473qglkvQIUyDjrZQW/kI81Mw2BIRkdsw8LpIJrP+c25xcTFUKveFhZamcgU3iYQ3BjlVudpYZaDNtwVc3TnAUkunAanSFmzjreE2tJP1dau2gMR9/6kLgoCswlKczXGcY3s+rwgl5c4XjFDKxOgQqkGHMF/E2UJthzBftG7FFcOIiKjhMfC6SCKRoFWrVsjLywMA+Pj48A9sF1ksFuTn58PHxwdSaQv/LVhhAq6drxZsTwN5p639ay21rNAl87EG2spgGxJvC7ZRbumGUEkQBOTqTdVuHrOG2/N5RSgyOa9NLhUjNsQXcWG+tpFb6+htZIAPxGzfRUREHtLC08btCQ8PBwB76CXXicViREVFtZy/LJSXWtt75Z12nGd7/ffal9GV+9oCbSfHgOsfCYjde3OWrshkH7E9Y7uB7GyuAfpalsWVikVoF6KuNg3BOiUhKtAHUt44RkRETQwD720QiUSIiIhAaGgoysvr38ieqsjlcojdHNqahLJi63za6tMQ8k9bbygTalm9S+FvC7SV0xBs4davtdtXG7thLLOO1OYV2QPuubwiXDc6Xw1NIhahbZAP4mw3jXW0TUmIDlazIwIRETUbDLx3QCKRcA5qS2UqAnRnHG8cyztVdw9bZSvHQFv5aIBldCvMFlzQGXEyW49T2QacytbjVLYeeQbnN7aJREBUoI/DaG1l6y+FlL/HiYioeWPgJaqLyVAVZu3zbM8AhZdrP8cn+Kb5tbaRW3WI24MtABSWlOO0LdBWBtyzuQaYaumM0LqVCnHh1pvGOoZqEBeuQWyIL1RyBlsiIvJODLxElQTBukjD5X3Alb3W57yTqHXEVh0KhMbXvHlMHdwg5VksAi5fL7aP1p60jdxeLXDeZ9dHLkF8uAadIvzsj7hwDXwV/M+eiIhaFv7JRy2XuQLIOQZc2Qdc3mt9NmTXPE4T4fzmMZ/ABiutuKwCp3OqpiKcyjbgdLYexjLnN7i1bqVCpwhruL3LFm6jAtkZgYiICGDgpZakVA9kHrCF271A5iGg3Oh4jFgGRCQAUfdYH5GJgG9og5UkCAKyC0urjdpaw+3Fa0Y4W5tDLhUjLkxjD7edIvzQKdwP/j7uWe6XiIjIGzHwkvcquGIbvd1jm57wW81OCUp/a6iNTASi+gKte7h19bHqTBVmnMstsoXaqpHbwhLnnT5CNApbqNXYR23bBavZ9ouIiMhFHg28BoMBqamp2LBhA/Ly8tC9e3e888476N27N8rLy/H666/ju+++w++//w5/f38kJSXhH//4B7Raba3XnDt3LubNm+ewLy4uDqdPn27or0OeZDEDuSeswfbyHmvQ1V+teVxANBB5DxBlC7jBcW7vaQsA+QZTtVBrDbYZ+UWosNQctpWKRYgN8a2akqC1httgX4Xb6yIiImqJPBp4n332WZw4cQKffPIJtFotPv30UyQlJeHkyZPw9fXF4cOHkZqaioSEBNy4cQOTJ0/G448/joMHD9Z53c6dO+OHH36wb7f41by8kckAZB6sGsHNPAiUFTkeI5JUTU+ITLQ+a8LdWkaF2YLfdUb7dISTWdZwqyty3v7LXyWzj9ZWBtwOYb5s/UVERNSARILgbKZgwyspKYFGo8HGjRsxePBg+/6ePXti0KBBWLBgQY1zDhw4gD59+uDSpUuIiopyet25c+fi66+/xpEjR267Nr1eD39/fxQWFsLPz++2r0NuVHi1qnPClb1AzvGa0xMUfkBkn6oR3NY9AbnafSUUlztOR8jR42xuEcqctP8SiYCYILVDsO0U4YcIf2XLWV2OiIioAbmS1zw29FlRUQGz2QylUumwX6VSYffu3U7PKSwshEgkQqtWreq89rlz56DVaqFUKtG3b1+kpaXVGpABwGQywWSqGpHT6/X1/yLkfhazte9t5dSEy/uc9731j7JNTbjHGnJDOwFi94yUCoKAU9kG/O9kDk5cLcSpbEOt7b/Ucgnibwq28eEa+Mj5LwtERERNgcdGeAGgX79+kMvlWLNmDcLCwrB27VqMHTsW7du3x5kzZxyOLS0txb333ov4+HisXr261mt+//33KCoqQlxcHLKzszFv3jxcvXoVJ06cgEajcXqOs3m/ADjC21jKjMDVQ9buCZf3WjspmG76S4dIDIR3sY3e2h5+tc/lvl3n8wz45mg2vjmWhd/zjTXet7b/ss6zvcsWcCMD2P6LiIiosbkywuvRwJuRkYEJEyZg165dkEgk6NGjBzp27IhDhw7h1KlT9uPKy8uRkpKCzMxM7Nixw6UQWlBQgLZt22Lx4sV45plnnB7jbIQ3MjKSgbehGHKqwu2VvUD2MUC4qb+s3Bdo07sq3LbuBSh8G6Scizojvj2WhW+PZeN0jqGqBKkYD3QMQb/YIOuobYQf/FVs/0VERNQUNIspDQAQGxuLnTt3wmg0Qq/XIyIiAk8//TTatWtnP6a8vBxPPfUULl26hB9//NHlANqqVSt07NgR58+fr/UYhUIBhYJ3xDcIi8W6JG/l/NvLe6yrmd3Mr3XV1ISoe4Cwzm6bnuBM5o1ibD6WjW+PZeP41UL7fplEhPs6hGBI1wg8fFcYNEoGXCIiouauSUwyVKvVUKvVuHHjBrZu3YpFixYBqAq7586dw/bt2xEUFOTytYuKipCRkYE//elP7i6bnLGYbaO3tvm3V/YBpYWOx4jE1kAbWW1xh1aRDV5arr7UFnKzcPhygX2/RCxCv9ggJHfVYmDncC7iQERE5GU8Gni3bt0KQRAQFxeH8+fPY/r06YiPj8f48eNRXl6OESNG4PDhw/j2229hNpuRk5MDAAgMDIRcLgcADBgwAMOGDcPEiRMBANOmTUNycjLatm2LrKwszJkzBxKJBKNGjfLY92wRLGbgtw3AzjcB3VnH92RqoE1Pa9/byETrVAVl40wV0RWZ8P2JHHx7NAv7L163r14mEgGJMYEY0lWLQXeHI4g9b4mIiLyWRwNvYWEhZs6ciczMTAQGBiIlJQULFy6ETCbDxYsXsWnTJgBAt27dHM7bvn07HnjgAQDWecA6nc7+XmZmJkaNGoVr164hJCQE/fv3x969exESEtJYX6tlsViAUxuBHf+wTl0ArKuXtXuwav5tWBdA0ni/1QqKy7D1txx8czQbv2ToUH2th55tAzCkawQe6xKBMD9l7RchIiIir+HRm9aaKvbhrQdBAE5/C2xPsy7ZC1iDbt9JQOLzjTaCW0lfWo5tv+Xi22NZ+OmczmFFs65t/DGkawQGd9WidauGWTaYiIiIGlezuWmNmiFBAM58D+xIA3KOWfcp/IC+LwGJfwFUrRqtlOKyCvxwKg/fHs3CjrP5DgtAxIdrkJygxZCuEWgb5L7FJ4iIiKj5YeCl+hEE4Nz/rEE361frPrkvcM8L1rCrCmiUMkrLzdhxJg/fHMtG+qlclJZXhdzYELUt5GrRPrRhWpgRERFR88PAS3UTBCAjHdj+hnVxCMB6E1ri80C/SYBPYIOXUFZhwU/n8vHtsWz877ccGMuqeva2DfLBkK4RGNJVi/hwDZftJSIiohoYeMk5QQB+32Ed0b2yz7pPqgL6/Bm4dzKgDm7Qj68wW/BLxjV8czQLW3/Lgb60wv5e61YqDO4agSFdI9CltT9DLhEREdWJgZdquvCTdUT38i/WbakS6P2sNej6hjbYx5otAvZduIZvj2Vjy4kcXDeW2d8L1SjwWJcIJCdo0T2yFZfyJSIionpj4KUql36xBt2LP1m3JQqg13ig/18BTXiDfKTFIuDw5Rv49lg2Nh/PRr6haonnQLUcg+4OR3KCFr2jAyFhyCUiIqLbwMBLwJX9wPaF1ikMACCRAz3GAvdNBfy0bv84QRBwLLMQ3x7LwuZj2cgqLLW/56eUYtDdERiSEIG+7YIglYjd/vlERETUsjDwtmSZh4AdbwDnf7Bui2VA9z8C973i9qV+BUHAqWwDvj2WhW+PZePy9WL7e74KKR65KwxDEiLQv30I5FKGXCIiInIfBt6WKOtX64IR57Zat0USoPto4L5pQEBbt37UuVwDvjmWjW+PZeH3fKN9v0omwYBOoRjSVYsH4kKglEnc+rlERERElRh4W5LsY9auC2e+s26LJEDCSOD+aUBgO7d9zEWd0T6SezrHYN8vl4rxYFwIkhO0eCg+FD5y/vYjIiKihsfE0RLk/mYNuqe+sW6LxECXp4A//A0IinXrR315KBOvfH7Uvi2TiHBfhxAkJ0QgqVMYNEqZWz+PiIiI6FYYeL1Z3mlg5z+A3zbYdoiALiOAP7wKBHdw+8cJgoAlP54DAPSJDsSInm0wsHM4/H0YcomIiMhzGHi9Uf5ZYOebwIkvAQjWfZ2HAX+YAYTGN9jHHrx0A5euFcNHLsHK8b2hVvC3FxEREXkeE4k3uZYB7FwEHP8MECzWfZ0eBx6YAYR1bvCP//JQJgDgsS4RDLtERETUZDCVeIPrF4Bd/wSOrgMEs3Vf3GBr0I3o2igllJSZ8e2xbADAiJ5tGuUziYiIiOrD5cAbHR2NCRMmYNy4cYiKimqImqi+blyyBt0ja6qCbsdHrUFX271RS/nfyRwUmSrQJkCFPtGBjfrZRERERHVxucP/lClT8NVXX6Fdu3Z4+OGHsW7dOphMplufSO5TcAX4ZgqwtAfw6yfWsNs+CXj2R+D/rW/0sAsAX9imM6T0aAMxlwAmIiKiJuS2Au+RI0ewf/9+dOrUCZMmTUJERAQmTpyIw4cPN0SNVEmfBWx+xRp0D60ELBVAuweBZ7YBf/wSaNPTI2VlFZRg93kdAGvgJSIiImpKbnsN1x49emDJkiXIysrCnDlz8J///Ae9e/dGt27d8NFHH0EQhFtew2AwYMqUKWjbti1UKhX69euHAwcO2N8XBAGzZ89GREQEVCoVkpKScO7cuVte991330V0dDSUSiUSExOxf//+2/2aTYMhB/j+VeCdbsCB/wDmMiDmfmD8FmDM10BkH4+Wt+HXqxAEoE9MIKKCfDxaCxEREdHNbjvwlpeX47PPPsPjjz+OV155Bb169cJ//vMfpKSkYNasWRg9evQtr/Hss89i27Zt+OSTT3D8+HE88sgjSEpKwtWrVwEAixYtwpIlS7BixQrs27cParUaAwcORGlpaa3XXL9+PaZOnYo5c+bg8OHDSEhIwMCBA5GXl3e7X9VzivKALbOAdxKAfSsAswloey8w9ltg7DdA276erhCCINi7M4zg6C4RERE1QSKhPkOx1Rw+fBgrV67E2rVrIRaLMWbMGDz77LOIj6/q73rixAn07t0bJSUltV6npKQEGo0GGzduxODBg+37e/bsiUGDBmH+/PnQarV45ZVXMG3aNABAYWEhwsLC8PHHH2PkyJFOr5uYmIjevXtj2bJlAACLxYLIyEhMmjQJM2bMqNd31Ov18Pf3R2FhIfz8/Op1jlsZdcDP7wD7PwAqbL+GkYnAg7OAmD8AoqYzR/bw5RsY/t4vUMkkOPB6EnzZjoyIiIgagSt5zeV00rt3bzz88MNYvnw5nnjiCchkNVfRiomJqTWQVqqoqIDZbIZSqXTYr1KpsHv3bly4cAE5OTlISkqyv+fv74/ExETs2bPH6fXLyspw6NAhzJw5075PLBYjKSkJe/bsqbUWk8nkcOOdXq+vs/YGU3wd+GUJsO99oNxo3de6lzXoxj7UpIJupcqb1QbdHc6wS0RERE2Sywnl999/R9u2bes8Rq1WY+XKlXUeo9Fo0LdvX8yfPx+dOnVCWFgY1q5diz179qB9+/bIyckBAISFhTmcFxYWZn/vZjqdDmaz2ek5p0+frrWWtLQ0zJs3r856G1TJDWDPu8De5UBZkXWftjvwwCygw8NNMugCQGm5Gd8czQIApLD3LhERETVRLs/hzcvLw759+2rs37dvHw4ePOjStT755BMIgoDWrVtDoVBgyZIlGDVqFMTi255afFtmzpyJwsJC++PKlSuN9+GmImBJD2s/3bIiILwrMGod8OftQMdHmmzYBYBtJ3NhKK2A1l+Jvu2CPF0OERERkVMuJ8uXXnrJaSC8evUqXnrpJZeuFRsbi507d6KoqAhXrlzB/v37UV5ejnbt2iE8PBwAkJub63BObm6u/b2bBQcHQyKRuHQOACgUCvj5+Tk8Go3CF4gfDITdDTy9Gnh+FxA3qEkH3UqV0xmGs/cuERERNWEuB96TJ0+iR48eNfZ3794dJ0+evK0i1Go1IiIicOPGDWzduhVDhw5FTEwMwsPDkZ6ebj9Or9dj37596NvXeXcCuVyOnj17OpxjsViQnp5e6zlNwqP/AJ7/Ceg0pFkEXQDI1Zfip3P5ADidgYiIiJo2lwOvQqGoMYIKANnZ2ZBKXZsSvHXrVmzZsgUXLlzAtm3b8OCDDyI+Ph7jx4+HSCTClClTsGDBAmzatAnHjx/HmDFjoNVq8cQTT9ivMWDAAHtHBgCYOnUqPvjgA6xatQqnTp3CCy+8AKPRiPHjx7v6VRuPwhdo5Gkcd2rDr1dhEYBebQMQE6z2dDlEREREtXL5prVHHnkEM2fOxMaNG+Hv7w8AKCgowKxZs/Dwww+7dK3CwkLMnDkTmZmZCAwMREpKChYuXGjv/PC3v/0NRqMRzz33HAoKCtC/f39s2bLFobNDRkYGdDqdffvpp59Gfn4+Zs+ejZycHHTr1g1btmypcSMb3b7qvXc5uktERERNnct9eK9evYr7778f165dQ/fu3QEAR44cQVhYGLZt24bIyMgGKbQxebwPbxN39EoBhr77MxRSMQ68ngQ/Zc3WdEREREQNqUH78LZu3RrHjh3D6tWrcfToUahUKowfPx6jRo1y2pOXvM+Xh62juwM7hzPsEhERUZN3WysFqNVqPPfcc+6uhZoBU4UZG49Ye++O4HQGIiIiagZue2mskydP4vLlyygrK3PY//jjj99xUdR0pZ/KQ2FJOcL9lLi3fbCnyyEiIiK6pdtaaW3YsGE4fvw4RCIRKqcAi2zttMxms3srpCal8ma1YT1aQ8Leu0RERNQMuNwLa/LkyYiJiUFeXh58fHzw22+/YdeuXejVqxd27NjRACVSU5FvMGHHWVvv3R6czkBERETNg8sjvHv27MGPP/6I4OBgiMViiMVi9O/fH2lpaXj55Zfx66+/NkSd1ARsPHIVZouAbpGt0D7U19PlEBEREdWLyyO8ZrMZGo0GgHUp36ws6w1Mbdu2xZkzZ9xbHTUZgiDYlxLmzWpERETUnLg8wnv33Xfj6NGjiImJQWJiIhYtWgS5XI73338f7dq1a4gaqQn4LUuP0zkGyKViJHfVerocIiIionpzOfC+/vrrMBqNAIC///3vGDJkCO677z4EBQVh/fr1bi+QmobK0d2H7wqDvw977xIREVHz4XLgHThwoP11+/btcfr0aVy/fh0BAQH2Tg3kXcoqLNh45CoATmcgIiKi5selObzl5eWQSqU4ceKEw/7AwECGXS+2/UwebhSXI0SjwH3svUtERETNjEuBVyaTISoqir12W5jK6QzDu7eGVOLyfY5EREREHuVyennttdcwa9YsXL9+vSHqoSbmWpEJ20/nAQBSOJ2BiIiImiGX5/AuW7YM58+fh1arRdu2baFWqx3eP3z4sNuKI8/beCQLFRYBXdv4o2OYxtPlEBEREbnM5cD7xBNPNEAZ1FRVTmfgympERETUXLkceOfMmdMQdVATdDJLj5PZesgkIjyewN67RERE1DzxDiSq1ZeHraO7SZ3CEKCWe7gaIiIiotvj8givWCyuswUZOzh4h3JzVe9dTmcgIiKi5szlwLthwwaH7fLycvz6669YtWoV5s2b57bCyLN2nsmHrqgMwb5y/CEuxNPlEBEREd02l6c0DB061OExYsQILFy4EIsWLcKmTZtcupbZbEZqaipiYmKgUqkQGxuL+fPnQxAE+zEikcjp45///Get1507d26N4+Pj4139qi1a5XSGod1aQ8beu0RERNSMuTzCW5t77rkHzz33nEvnvPnmm1i+fDlWrVqFzp074+DBgxg/fjz8/f3x8ssvAwCys7Mdzvn+++/xzDPPICUlpc5rd+7cGT/88IN9Wyp121f1ejeMZfjhVC4ALiVMREREzZ9bUmBJSQmWLFmC1q1bu3TeL7/8gqFDh2Lw4MEAgOjoaKxduxb79++3HxMeHu5wzsaNG/Hggw+iXbt2dV5bKpXWOJfqZ9PRLJSbBXTW+qFThJ+nyyEiIiK6Iy4H3oCAAIeb1gRBgMFggI+PDz799FOXrtWvXz+8//77OHv2LDp27IijR49i9+7dWLx4sdPjc3NzsXnzZqxateqW1z537hy0Wi2USiX69u2LtLQ0REVFOT3WZDLBZDLZt/V6vUvfw9tUTmfgzWpERETkDVwOvP/+978dAq9YLEZISAgSExMREBDg0rVmzJgBvV6P+Ph4SCQSmM1mLFy4EKNHj3Z6/KpVq6DRaDB8+PA6r5uYmIiPP/4YcXFxyM7Oxrx583DffffhxIkT0GhqrhaWlpbGG+5szuYacCyzEFKxCEO7sfcuERERNX8iofodYo1s3bp1mD59Ov75z3+ic+fOOHLkCKZMmYLFixdj7NixNY6Pj4/Hww8/jKVLl7r0OQUFBWjbti0WL16MZ555psb7zkZ4IyMjUVhYCD+/lvVP+mnfncL/7fodD98Vhg/G9PJ0OURERERO6fV6+Pv71yuvuTzCu3LlSvj6+uLJJ5902P/555+juLjYaVCtzfTp0zFjxgyMHDkSANClSxdcunQJaWlpNa7z008/4cyZM1i/fr2rJaNVq1bo2LEjzp8/7/R9hUIBhULh8nW9TYXZgq9+tfbe5c1qRERE5C1c7jeVlpaG4ODgGvtDQ0PxxhtvuHSt4uJiiMWOJUgkElgslhrHfvjhh+jZsycSEhJcKxhAUVERMjIyEBER4fK5LclP53XIN5gQ4CPDg3Ghni6HiIiIyC1cDryXL19GTExMjf1t27bF5cuXXbpWcnIyFi5ciM2bN+PixYvYsGEDFi9ejGHDhjkcp9fr8fnnn+PZZ591ep0BAwZg2bJl9u1p06Zh586duHjxIn755RcMGzYMEokEo0aNcqm+luaLQ1W9d+VS9t4lIiIi7+DylIbQ0FAcO3YM0dHRDvuPHj2KoKAgl661dOlSpKam4sUXX0ReXh60Wi2ef/55zJ492+G4devWQRCEWgNrRkYGdDqdfTszMxOjRo3CtWvXEBISgv79+2Pv3r0ICeGKYbUpLC7Htt/Ye5eIiIi8j8s3rb366qtYv349Vq5cifvvvx8AsHPnTkyYMAEjRozAW2+91SCFNiZXJkF7i0/3XsLrX59AfLgG30++z6ETBxEREVFT06A3rc2fPx8XL17EgAED7KuXWSwWjBkzxuU5vNR0VE5nGNGzDcMuEREReRWXA69cLsf69euxYMECHDlyBCqVCl26dEHbtm0boj5qBOfzinDkSgEkYhGGdnNttTwiIiKipu62lxbu0KEDOnTo4M5ayEMqV1Z7oGMIQjRsz0ZERETexeVb8VNSUvDmm2/W2L9o0aIavXmp6TNbBGw4zN67RERE5L1cDry7du3CY489VmP/oEGDsGvXLrcURY3n5/M65OhL4a+S4aFO7L1LRERE3sflwFtUVAS5XF5jv0wmg16vd0tR1Hiqeu9qoZBKPFwNERERkfu5HHi7dOnidHnfdevW4a677nJLUdQ49KXl2PpbDgAgpQenMxAREZF3cvmmtdTUVAwfPhwZGRl46KGHAADp6elYs2YNvvjiC7cXSA1n87FsmCos6BDqi65t/D1dDhEREVGDcDnwJicn4+uvv8Ybb7yBL774AiqVCgkJCfjxxx8RGBjYEDVSA/nSNp0hhb13iYiIyIvdVluywYMHY/DgwQCsq1ysXbsW06ZNw6FDh2A2m91aIDWMCzojDl66AbEIGNadvXeJiIjIe7k8h7fSrl27MHbsWGi1WvzrX//CQw89hL1797qzNmpAX9l6797fMQRhfkoPV0NERETUcFwa4c3JycHHH3+MDz/8EHq9Hk899RRMJhO+/vpr3rDWjFgsQtV0Bt6sRkRERF6u3iO8ycnJiIuLw7Fjx/D2228jKysLS5cubcjaqIHs+f0asgpLoVFK8fBdYZ4uh4iIiKhB1XuE9/vvv8fLL7+MF154gUsKN3OVo7vJCVooZey9S0RERN6t3iO8u3fvhsFgQM+ePZGYmIhly5ZBp9M1ZG3UAIpMFfj+hLX3LpcSJiIiopag3oH3nnvuwQcffIDs7Gw8//zzWLduHbRaLSwWC7Zt2waDwdCQdZKbfHc8GyXlZrQLUaN7ZCtPl0NERETU4Fzu0qBWqzFhwgTs3r0bx48fxyuvvIJ//OMfCA0NxeOPP94QNZIbfVHtZjX23iUiIqKW4LbbkgFAXFwcFi1ahMzMTKxdu9ZdNVEDuXytGPsvXIdIBAzvwd67RERE1DLcUeCtJJFI8MQTT2DTpk0unWc2m5GamoqYmBioVCrExsZi/vz5EATBfsy4ceMgEokcHo8++ugtr/3uu+8iOjoaSqUSiYmJ2L9/v8vfy9t8aeu92799MCL8VR6uhoiIiKhx3NZKa+7y5ptvYvny5Vi1ahU6d+6MgwcPYvz48fD398fLL79sP+7RRx/FypUr7dsKhaLO665fvx5Tp07FihUrkJiYiLfffhsDBw7EmTNnEBoa2mDfpymzWAR74OXNakRERNSSuGWE93b98ssvGDp0KAYPHozo6GiMGDECjzzySI3RWIVCgfDwcPsjICCgzusuXrwYf/7znzF+/HjcddddWLFiBXx8fPDRRx815Ndp0vZfvI7MGyXwVUjxyF3hni6HiIiIqNF4NPD269cP6enpOHv2LADg6NGj2L17NwYNGuRw3I4dOxAaGoq4uDi88MILuHbtWq3XLCsrw6FDh5CUlGTfJxaLkZSUhD179jg9x2QyQa/XOzy8TeXNakO6RkAlZ+9dIiIiajk8OqVhxowZ0Ov1iI+Ph0QigdlsxsKFCzF69Gj7MY8++iiGDx+OmJgYZGRkYNasWRg0aBD27NkDiaRmcNPpdDCbzQgLc1xBLCwsDKdPn3ZaR1paGubNm+feL9eEGE0V+O54NgBOZyAiIqKWx6OB97PPPsPq1auxZs0adO7cGUeOHMGUKVOg1WoxduxYAMDIkSPtx3fp0gVdu3ZFbGwsduzYgQEDBriljpkzZ2Lq1Kn2bb1ej8jISLdcuynYciIHxWVmRAf5oGfbuqeDEBEREXkbjwbe6dOnY8aMGfZQ26VLF1y6dAlpaWn2wHuzdu3aITg4GOfPn3caeIODgyGRSJCbm+uwPzc3F+HhzueuKhSKW94I15yx9y4RERG1ZB6dw1tcXAyx2LEEiUQCi8VS6zmZmZm4du0aIiIinL4vl8vRs2dPpKen2/dZLBakp6ejb9++7im8Gcm8UYw9v1vnPA9j710iIiJqgTwaeJOTk7Fw4UJs3rwZFy9exIYNG7B48WIMGzYMAFBUVITp06dj7969uHjxItLT0zF06FC0b98eAwcOtF9nwIABWLZsmX176tSp+OCDD7Bq1SqcOnUKL7zwAoxGI8aPH9/o39HTvjp8FQDQLzYIbQJ8PFwNERERUePz6JSGpUuXIjU1FS+++CLy8vKg1Wrx/PPPY/bs2QCso73Hjh3DqlWrUFBQAK1Wi0ceeQTz5893mIKQkZEBnU5n33766aeRn5+P2bNnIycnB926dcOWLVtq3Mjm7QSBvXeJiIiIREL1Zc0IgPWmNX9/fxQWFsLPz8/T5dy2Axev48kVe6CWS3Dg9ST4yD369xsiIiIit3Elr3l0SgM1rC9tN6s91iWCYZeIiIhaLAZeL1VSZsa3x6y9d1M4nYGIiIhaMAZeL7X1txwUmSoQGahCn+hAT5dDRERE5DEMvF6q8ma14d3bQCxm710iIiJquRh4vVBWQQl2n7d2rUjpwekMRERE1LIx8HqhDb9ehSAAiTGBiApi710iIiJq2Rh4vYwgCPbuDLxZjYiIiIiB1+v8eqUAv+uMUMkkeKyL8+WXiYiIiFoSBl4v84VtdHfQ3eHwVbD3LhEREREDrxcpLTfjm6NZALiUMBEREVElBl4vsu1kLgylFWjdSoV72gV5uhwiIiKiJoGB14tUTmcY3qM1e+8SERER2TDweolcfSl+OpcPgL13iYiIiKpj4PUSG369CosA9GobgOhgtafLISIiImoyGHi9QPXeu7xZjYiIiMgRA68XOJZZiHN5RVBIxXisK3vvEhEREVXHwOsFKm9We/TucPgpZR6uhoiIiKhpYeBt5kwVZmxi710iIiKiWjHwNnPpp/JQWFKOcD8l+sUGe7ocIiIioibHo4HXbDYjNTUVMTExUKlUiI2Nxfz58yEIAgCgvLwcr776Krp06QK1Wg2tVosxY8YgKyurzuvOnTsXIpHI4REfH98YX6nRfVmt966EvXeJiIiIapB68sPffPNNLF++HKtWrULnzp1x8OBBjB8/Hv7+/nj55ZdRXFyMw4cPIzU1FQkJCbhx4wYmT56Mxx9/HAcPHqzz2p07d8YPP/xg35ZKPfpVG0SeoRQ7ztp673I6AxEREZFTHk2Bv/zyC4YOHYrBgwcDAKKjo7F27Vrs378fAODv749t27Y5nLNs2TL06dMHly9fRlRUVK3XlkqlCA8Pb7jim4CNv2bBbBHQPaoVYkN8PV0OERERUZPk0SkN/fr1Q3p6Os6ePQsAOHr0KHbv3o1BgwbVek5hYSFEIhFatWpV57XPnTsHrVaLdu3aYfTo0bh8+XKtx5pMJuj1eodHUycIgr07A29WIyIiIqqdR0d4Z8yYAb1ej/j4eEgkEpjNZixcuBCjR492enxpaSleffVVjBo1Cn5+frVeNzExER9//DHi4uKQnZ2NefPm4b777sOJEyeg0WhqHJ+WloZ58+a57Xs1ht+y9DiTa4BcKsaQrlpPl0NERETUZHk08H722WdYvXo11qxZg86dO+PIkSOYMmUKtFotxo4d63BseXk5nnrqKQiCgOXLl9d53eojxF27dkViYiLatm2Lzz77DM8880yN42fOnImpU6fat/V6PSIjI+/w2zWsytHdR+4Kg7+KvXeJiIiIauPRwDt9+nTMmDEDI0eOBAB06dIFly5dQlpamkPgrQy7ly5dwo8//ljn6K4zrVq1QseOHXH+/Hmn7ysUCigUitv/Io2srMKCjUeuAuDNakRERES34tE5vMXFxRCLHUuQSCSwWCz27cqwe+7cOfzwww8ICgpy+XOKioqQkZGBiAjvWHZ3+5k83CguR6hGgfvas/cuERERUV08GniTk5OxcOFCbN68GRcvXsSGDRuwePFiDBs2DIA17I4YMQIHDx7E6tWrYTabkZOTg5ycHJSVldmvM2DAACxbtsy+PW3aNOzcuRMXL17EL7/8gmHDhkEikWDUqFGN/h0bQuV0hmHdW0Mq4dohRERERHXx6JSGpUuXIjU1FS+++CLy8vKg1Wrx/PPPY/bs2QCAq1evYtOmTQCAbt26OZy7fft2PPDAAwCAjIwM6HQ6+3uZmZkYNWoUrl27hpCQEPTv3x979+5FSEhIo3yvhnStyITtp/MAcDoDERERUX2IhMplzchOr9fD398fhYWFLs8Xbmgf7b6Av397Eglt/LFxYn9Pl0NERETkEa7kNf57eDNTOZ2Bo7tERERE9cPA24yczNLjZLYecokYyey9S0RERFQvDLzNyJeHraO7AzqFIkAt93A1RERERM0DA28zUW6u6r3LpYSJiIiI6o+Bt5nYeSYfuqIyBPsqcH/H5t9tgoiIiKixMPA2E5U3qz3RTQsZe+8SERER1RuTUzNww1iG9NO5ANidgYiIiMhVDLzNwKajWSg3C+is9UOniKbVF5iIiIioqWPgbQYquzPwZjUiIiIi1zHwNnFncw04llkIqViExxPYe5eIiIjIVQy8TdyXtpvVHooPRZCvwsPVEBERETU/DLxNWIXZgq9+Ze9dIiIiojvBwNuE/XROh3yDCYFqOR6IC/V0OURERETNEgNvE/aF7Wa1od20kEv5oyIiIiK6HUxRTVRhcTm2/WbrvduD0xmIiIiIbhcDbxP1zbEslJktiA/XoLOWvXeJiIiIbhcDbxNVuZTwiJ5tIBKJPFwNERERUfPFwNsEnc8rwpErBZCIRRjarbWnyyEiIiJq1jwaeM1mM1JTUxETEwOVSoXY2FjMnz8fgiDYjxEEAbNnz0ZERARUKhWSkpJw7ty5W1773XffRXR0NJRKJRITE7F///6G/CpuVbmy2oNxIQjRsPcuERER0Z3waOB98803sXz5cixbtgynTp3Cm2++iUWLFmHp0qX2YxYtWoQlS5ZgxYoV2LdvH9RqNQYOHIjS0tJar7t+/XpMnToVc+bMweHDh5GQkICBAwciLy+vMb7WHTFbBHxlC7y8WY2IiIjozomE6sOpjWzIkCEICwvDhx9+aN+XkpIClUqFTz/9FIIgQKvV4pVXXsG0adMAAIWFhQgLC8PHH3+MkSNHOr1uYmIievfujWXLlgEALBYLIiMjMWnSJMyYMeOWden1evj7+6OwsBB+fo17w9ius/kY89F+tPKRYd+sAVBIJY36+URERETNgSt5zaMjvP369UN6ejrOnj0LADh69Ch2796NQYMGAQAuXLiAnJwcJCUl2c/x9/dHYmIi9uzZ4/SaZWVlOHTokMM5YrEYSUlJtZ5jMpmg1+sdHp5SebPa4wlahl0iIiIiN5B68sNnzJgBvV6P+Ph4SCQSmM1mLFy4EKNHjwYA5OTkAADCwsIczgsLC7O/dzOdTgez2ez0nNOnTzs9Jy0tDfPmzbvTr3PH9KXl2Pqb9XtxKWEiIiIi9/DoCO9nn32G1atXY82aNTh8+DBWrVqFt956C6tWrWrUOmbOnInCwkL748qVK436+ZU2H8uGqcKCjmG+6NLa3yM1EBEREXkbj47wTp8+HTNmzLDPxe3SpQsuXbqEtLQ0jB07FuHh4QCA3NxcRERE2M/Lzc1Ft27dnF4zODgYEokEubm5Dvtzc3Pt17uZQqGAQuH5bgiV0xlSerD3LhEREZG7eHSEt7i4GGKxYwkSiQQWiwUAEBMTg/DwcKSnp9vf1+v12LdvH/r27ev0mnK5HD179nQ4x2KxID09vdZzmoILOiMOXboBsQgY1p29d4mIiIjcxaMjvMnJyVi4cCGioqLQuXNn/Prrr1i8eDEmTJgAABCJRJgyZQoWLFiADh06ICYmBqmpqdBqtXjiiSfs1xkwYACGDRuGiRMnAgCmTp2KsWPHolevXujTpw/efvttGI1GjB8/3hNfs16+tI3u3t8xBKF+Sg9XQ0REROQ9PBp4ly5ditTUVLz44ovIy8uDVqvF888/j9mzZ9uP+dvf/gaj0YjnnnsOBQUF6N+/P7Zs2QKlsioUZmRkQKfT2beffvpp5OfnY/bs2cjJyUG3bt2wZcuWGjeyNRWWar13ebMaERERkXt5tA9vU9XYfXh/Pq/D6P/sg59Siv2vJUEpYzsyIiIioro0mz68ZFU5nSE5QcuwS0RERORmDLweZqowY9spa0cJTmcgIiIicj+PzuElQCGV4MdXHsAPp3LRLbKVp8shIiIi8joMvE1AiEaBUX2iPF0GERERkVfilAYiIiIi8moMvERERETk1Rh4iYiIiMirMfASERERkVdj4CUiIiIir8bAS0RERERejYGXiIiIiLwa+/A6IQgCAOsazURERETU9FTmtMrcVhcGXicMBgMAIDIy0sOVEBEREVFdDAYD/P396zxGJNQnFrcwFosFWVlZ0Gg0EIlEDf55er0ekZGRuHLlCvz8/Br886j++LNpmvhzabr4s2ma+HNpuvizuX2CIMBgMECr1UIsrnuWLkd4nRCLxWjTpk2jf66fnx9/szdR/Nk0Tfy5NF382TRN/Lk0XfzZ3J5bjexW4k1rREREROTVGHiJiIiIyKsx8DYBCoUCc+bMgUKh8HQpdBP+bJom/lyaLv5smib+XJou/mwaB29aIyIiIiKvxhFeIiIiIvJqDLxERERE5NUYeImIiIjIqzHwEhEREZFXY+BtAt59911ER0dDqVQiMTER+/fv93RJLVpaWhp69+4NjUaD0NBQPPHEEzhz5oyny6Kb/OMf/4BIJMKUKVM8XQoBuHr1Kv74xz8iKCgIKpUKXbp0wcGDBz1dVotnNpuRmpqKmJgYqFQqxMbGYv78+eD96o1r165dSE5OhlarhUgkwtdff+3wviAImD17NiIiIqBSqZCUlIRz5855plgvxcDrYevXr8fUqVMxZ84cHD58GAkJCRg4cCDy8vI8XVqLtXPnTrz00kvYu3cvtm3bhvLycjzyyCMwGo2eLo1sDhw4gP/7v/9D165dPV0KAbhx4wbuvfdeyGQyfP/99zh58iT+9a9/ISAgwNOltXhvvvkmli9fjmXLluHUqVN48803sWjRIixdutTTpbUoRqMRCQkJePfdd52+v2jRIixZsgQrVqzAvn37oFarMXDgQJSWljZypd6Lbck8LDExEb1798ayZcsAABaLBZGRkZg0aRJmzJjh4eoIAPLz8xEaGoqdO3fi/vvv93Q5LV5RURF69OiB9957DwsWLEC3bt3w9ttve7qsFm3GjBn4+eef8dNPP3m6FLrJkCFDEBYWhg8//NC+LyUlBSqVCp9++qkHK2u5RCIRNmzYgCeeeAKAdXRXq9XilVdewbRp0wAAhYWFCAsLw8cff4yRI0d6sFrvwRFeDyorK8OhQ4eQlJRk3ycWi5GUlIQ9e/Z4sDKqrrCwEAAQGBjo4UoIAF566SUMHjzY4b8b8qxNmzahV69eePLJJxEaGoru3bvjgw8+8HRZBKBfv35IT0/H2bNnAQBHjx7F7t27MWjQIA9XRpUuXLiAnJwch/+n+fv7IzExkVnAjaSeLqAl0+l0MJvNCAsLc9gfFhaG06dPe6gqqs5isWDKlCm49957cffdd3u6nBZv3bp1OHz4MA4cOODpUqia33//HcuXL8fUqVMxa9YsHDhwAC+//DLkcjnGjh3r6fJatBkzZkCv1yM+Ph4SiQRmsxkLFy7E6NGjPV0a2eTk5ACA0yxQ+R7dOQZeojq89NJLOHHiBHbv3u3pUlq8K1euYPLkydi2bRuUSqWny6FqLBYLevXqhTfeeAMA0L17d5w4cQIrVqxg4PWwzz77DKtXr8aaNWvQuXNnHDlyBFOmTIFWq+XPhloUTmnwoODgYEgkEuTm5jrsz83NRXh4uIeqokoTJ07Et99+i+3bt6NNmzaeLqfFO3ToEPLy8tCjRw9IpVJIpVLs3LkTS5YsgVQqhdls9nSJLVZERATuuusuh32dOnXC5cuXPVQRVZo+fTpmzJiBkSNHokuXLvjTn/6Ev/71r0hLS/N0aWRT+ec9s0DDYuD1ILlcjp49eyI9Pd2+z2KxID09HX379vVgZS2bIAiYOHEiNmzYgB9//BExMTGeLokADBgwAMePH8eRI0fsj169emH06NE4cuQIJBKJp0tsse69994arfvOnj2Ltm3beqgiqlRcXAyx2PGPeolEAovF4qGK6GYxMTEIDw93yAJ6vR779u1jFnAjTmnwsKlTp2Ls2LHo1asX+vTpg7fffhtGoxHjx4/3dGkt1ksvvYQ1a9Zg48aN0Gg09jlU/v7+UKlUHq6u5dJoNDXmUavVagQFBXF+tYf99a9/Rb9+/fDGG2/gqaeewv79+/H+++/j/fff93RpLV5ycjIWLlyIqKgodO7cGb/++isWL16MCRMmeLq0FqWoqAjnz5+3b1+4cAFHjhxBYGAgoqKiMGXKFCxYsAAdOnRATEwMUlNTodVq7Z0cyA0E8rilS5cKUVFRglwuF/r06SPs3bvX0yW1aACcPlauXOnp0ugmf/jDH4TJkyd7ugwSBOGbb74R7r77bkGhUAjx8fHC+++/7+mSSBAEvV4vTJ48WYiKihKUSqXQrl074bXXXhNMJpOnS2tRtm/f7vTPlbFjxwqCIAgWi0VITU0VwsLCBIVCIQwYMEA4c+aMZ4v2MuzDS0RERERejXN4iYiIiMirMfASERERkVdj4CUiIiIir8bAS0RERERejYGXiIiIiLwaAy8REREReTUGXiIiIiLyagy8REREROTVGHiJiKhWIpEIX3/9tafLICK6Iwy8RERN1Lhx4yASiWo8Hn30UU+XRkTUrEg9XQAREdXu0UcfxcqVKx32KRQKD1VDRNQ8cYSXiKgJUygUCA8Pd3gEBAQAsE43WL58OQYNGgSVSoV27drhiy++cDj/+PHjeOihh6BSqRAUFITnnnsORUVFDsd89NFH6Ny5MxQKBSIiIjBx4kSH93U6HYYNGwYfHx906NABmzZtatgvTUTkZgy8RETNWGpqKlJSUnD06FGMHj0aI0eOxKlTpwAARqMRAwcOREBAAA4cOIDPP/8cP/zwg0OgXb58OV566SU899xzOH78ODZt2oT27ds7fMa8efPw1FNP4dixY3jssccwevRoXL9+vVG/JxHRnRAJgiB4uggiIqpp3Lhx+PTTT6FUKh32z5o1C7NmzYJIJMJf/vIXLF++3P7ePffcgx49euC9997DBx98gFdffRVXrlyBWq0GAHz33XdITk5GVlYWwsLC0Lp1a4wfPx4LFixwWoNIJMLrr7+O+fPnA7CGaF9fX3z//fecS0xEzQbn8BIRNWEPPvigQ6AFgMDAQPvrvn37OrzXt29fHDlyBABw6tQpJCQk2MMuANx7772wWCw4c+YMRCIRsrKyMGDAgDpr6Nq1q/21Wq2Gn58f8vLybvcrERE1OgZeIqImTK1W15hi4C4qlapex8lkModtkUgEi8XSECURETUIzuElImrG9u7dW2O7U6dOAIBOnTrh6NGjMBqN9vd//vlniMVixMXFQaPRIDo6Gunp6Y1aMxFRY+MILxFRE2YymZCTk+OwTyqVIjg4GADw+eefo1evXujfvz9Wr16N/fv348MPPwQAjB49GnPmzMHYsWMxd+5c5OfnY9KkSfjTn/6EsLAwAMDcuXPxl7/8BaGhoRg0aBAMBgN+/vlnTJo0qXG/KBFRA2LgJSJqwrZs2YKIiAiHfXFxcTh9+jQAaweFdevW4cUXX0RERATWrl2Lu+66CwDg4+ODrVu3YvLkyejduzd8fHyQkpKCxYsX2681duxYlJaW4t///jemTZuG4OBgjBgxovG+IBFRI2CXBiKiZkokEmHDhg144oknPF0KEVGTxjm8REREROTVGHiJiIiIyKtxDi8RUTPFGWlERPXDEV4iIiIi8moMvERERETk1Rh4iYiIiMirMfASERERkVdj4CUiIiIir8bAS0RERERejYGXiIiIiLwaAy8RERERebX/D0N7Zb+8vMO9AAAAAElFTkSuQmCC\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
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]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.1054917719 Train Acc: 96.8249969482%\n",
|
|
"Val loss: 0.0974883627 Val Acc: 97.1187438965%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
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"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0972422497 Train Acc: 97.0895843506%\n",
|
|
"Val loss: 0.0907449420 Val Acc: 97.2708358765%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
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{
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"data": {
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"image/png": 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\n",
|
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"text/plain": [
|
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0903941173 Train Acc: 97.3041687012%\n",
|
|
"Val loss: 0.0815372078 Val Acc: 97.6208343506%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0837820485 Train Acc: 97.4479141235%\n",
|
|
"Val loss: 0.0755852846 Val Acc: 97.7979202271%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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LsX79evzpT3/C4MGDYTQacf3118Pj8XTVxyAiIiJSBMOswsx6DVDnhsPtgyRJEAShU+cxGAy47rrr8Oabb+LIkSMYOnQoxo0bBwDYsmULbr31Vlx77bUAAIfDgRMnTnTVRyAiIiJSDMOswsw6DQRBgNcvwuMToQ9M19UZs2fPxk9+8hMcOHAAv/jFL0L7hwwZgvfffx+zZs2CIAhYtGhRi5kPiIiIiOIRbwBTmEolwKTrmqVtf/jDHyI5ORkFBQW4+eabQ/tXrFiBpKQkTJ06FbNmzcLMmTNDo7ZERERE8YwjszHAotfA6fbB4fYhxaLv9HlUKhWKilrerJabm4vPP/88bN/8+fPDnrPtgIiIiOIRR2ZjQHBpW2egb5aIiIiIosMwGwOMOjVUggCfKKHBy15WIiIiomgxzMYAlSDIsxrg7PtmiYiIiHoThtkYYdHLN4E5GWaJiIiIosYwG4ESfavnWt/sufAZiIiIKPYxzDah1WoBAC6Xq8evbdCqoVYJ8EsSXB5/j1+/qwW/w+B3SkRERNQdODVXE2q1GomJiSgrKwMAmEymTq/I1RkGwQ+Hz4eaOifUUuen6FKSJElwuVwoKytDYmIi1OrOLwJBRERE1B6G2WYyMjIAIBRoe5LD7UONywu7RgW7NT7DbFBiYmLouyQiIiLqLgyzzQiCgMzMTKSlpcHr9fbotU9WOnHP6zuhU6vwwfxpZ7W0rZK0Wi1HZImIiKhHMMy2Qq1W93ggOy9LDy80OFPjxoGyekwdlNqj1yciIiKKN7wBLIYIgoCpg1IAANuOVipcDREREVHsY5iNMcHR2K0Ms0RERETtYpiNMVMCI7N7Cmu4GhgRERFROxhmY0xOsgn9kk3wiRJ2Hq9SuhwiIiKimMYwG4OCfbNbj1YoXAkRERFRbGOYjUFTQmGWfbNEREREbWGYjUHBMPtdsR3VTo/C1RARERHFLobZGJRmNeC8dAskCdh+jKOzRERERK1hmI1RnKKLiIiIqH0MszFqCm8CIyIiImoXw2yMumBAClQCcLTciZLaBqXLISIiIopJDLMxKsGkxajsBADAtmMcnSUiIiKKhGE2hoVaDY6wb5aIiIgoEobZGNb0JjBJkhSuhoiIiCj2MMzGsIm5SdCqBZypqcepKpfS5RARERHFHIbZGGbSaXB+ThIATtFFREREFAnDbIzj0rZERERErWOYjXFTA2F229EK9s0SERERNaN4mH3ppZeQm5sLg8GAyZMnY8eOHW0eX1NTg/nz5yMzMxN6vR7nnXcePv744x6qtued3y8JBq0KFQ4PDpc6lC6HiIiIKKYoGmbfffddLFiwAIsXL8bu3buRl5eHmTNnoqysLOLxHo8Hl112GU6cOIH33nsPBQUFePXVV5Gdnd3DlfccnUaFibnJALgaGBEREVFziobZFStW4LbbbsO8efMwYsQIrF69GiaTCWvWrIl4/Jo1a1BVVYUPPvgA06ZNQ25uLi6++GLk5eW1eg232w273R62xZumU3QRERERUSPFwqzH48GuXbswY8aMxmJUKsyYMQPbtm2L+J5169ZhypQpmD9/PtLT0zFq1CgsW7YMfr+/1essX74cCQkJoS0nJ6fLP0t3C/bNbj9WCZ9fVLgaIiIiotihWJitqKiA3+9Henp62P709HSUlJREfM+xY8fw3nvvwe/34+OPP8aiRYvw7LPP4oknnmj1Og8++CBqa2tDW2FhYZd+jp4wKjsBVoMGdQ0+HCiKv5FlIiIiou6iUbqAjhBFEWlpaXjllVegVqsxfvx4nDlzBs888wwWL14c8T16vR56vb6HK+1aapWACwamYP13pdh6tBJ5OYlKl0REREQUExQbmU1NTYVarUZpaWnY/tLSUmRkZER8T2ZmJs477zyo1erQvuHDh6OkpAQej6db61Xa1NB8s7wJjIiIiChIsTCr0+kwfvx4bNy4MbRPFEVs3LgRU6ZMifieadOm4ciRIxDFxr7Rw4cPIzMzEzqdrttrVlLwJrCdJ6rg9rXeI0xERETUmyg6m8GCBQvw6quv4u9//zsOHjyI3/zmN3A6nZg3bx4AYM6cOXjwwQdDx//mN79BVVUV7r77bhw+fBgfffQRli1bhvnz5yv1EXrMeekWpFp0aPCKyD9Vo3Q5RERERDFB0Z7Zn//85ygvL8cjjzyCkpISjB07Fp9++mnoprBTp05BpWrM2zk5Ofjss89w7733YsyYMcjOzsbdd9+N+++/X6mP0GMEQcCUQan4154ibD1aickDU5QuiYiIiEhxgtTL1ki12+1ISEhAbW0tbDab0uV0yNs7TuHB9/dhUm4y/nFH5FYMIiIionjXkbym+HK2FL3gTWDfFlbD5fEpXA0RERGR8hhm40i/ZBOyE43w+iXsPFGtdDlEREREimOYjSOCIHCKLiIiIqImGGbjzNTBcpjddrRS4UqIiIiIlMcwG2eC883uO1OLWpdX4WqIiIiIlMUwG2fSbQYM6mOGJAHbj3N0loiIiHo3htk4FBydZasBERER9XYMs3GIN4ERERERyRhm49AFA1MgCMDhUgfK6hqULoeIiIhIMQyzcSjJrMOITHk1DLYaEBERUW/GMBungq0GDLNERETUmzHMxqngTWBb2DdLREREvRjDbJyaOCAZGpWAwqp6FFa5lC6HiIiISBEMs3HKotcgLycRAFsNiIiIqPdimI1jnKKLiIiIejuG2Tg2JRBmtxythCRJCldDRERE1PMYZuPYuH5J0GtUKK9z42i5Q+lyiIiIiHocw2wcM2jVmJCbBADYyr5ZIiIi6oUYZuNccIqurUcYZomIiKj36VSYLSwsxOnTp0PPd+zYgXvuuQevvPJKlxVG0Qn2zW47Vgm/yL5ZIiIi6l06FWZvvvlmbNq0CQBQUlKCyy67DDt27MDDDz+Mxx57rEsLpLaNyU6ARa9Bbb0XB4vtSpdDRERE1KM6FWb379+PSZMmAQD+8Y9/YNSoUdi6dSvefPNNvP76611ZH7VDo1Zh8oBkAJyii4iIiHqfToVZr9cLvV4PANiwYQOuuuoqAMCwYcNQXFzcddVRVKaE5ptl3ywRERH1Lp0KsyNHjsTq1avx5ZdfYv369fjRj34EACgqKkJKSkqXFkjtC94EtuN4FTw+UeFqiIiIiHpOp8LsU089hZdffhmXXHIJbrrpJuTl5QEA1q1bF2o/oJ4zLMOKZLMOLo8fe0/XKF0OERERUY/RdOZNl1xyCSoqKmC325GUlBTaf/vtt8NkMnVZcRQdlUrAlIEp+GhfMbYercSE3GSlSyIiIiLqEZ0ama2vr4fb7Q4F2ZMnT2LlypUoKChAWlpalxZI0Wnsm+VNYERERNR7dCrMXn311XjjjTcAADU1NZg8eTKeffZZXHPNNVi1alWXFkjRmRoIs7tP1qDe41e4GiIiIqKe0akwu3v3blx00UUAgPfeew/p6ek4efIk3njjDTz//PNdWiBFZ0CqGZkJBnj8InadrFa6HCIiIqIe0akw63K5YLVaAQD/+c9/cN1110GlUuGCCy7AyZMnu7RAio4gCGw1ICIiol6nU2F28ODB+OCDD1BYWIjPPvsMl19+OQCgrKwMNputSwuk6AWn6OJ8s0RERNRbdCrMPvLII1i4cCFyc3MxadIkTJkyBYA8Snv++ed3aYEUvWDf7N7TNbA3eBWuhoiIiKj7dSrMXn/99Th16hS++eYbfPbZZ6H906dPx3PPPddlxVHHZCUaMSDVDFECdhyrUrocIiIiom7XqTALABkZGTj//PNRVFSE06dPAwAmTZqEYcOGdVlx1HFc2paIiIh6k06FWVEU8dhjjyEhIQH9+/dH//79kZiYiMcffxyiyOVUlTSVN4ERERFRL9KpFcAefvhh/PWvf8WTTz6JadOmAQC++uorLFmyBA0NDVi6dGmXFknRmzJQDrOHSupQ4XAj1aJXuCIiIiKi7tOpMPv3v/8dr732Gq666qrQvjFjxiA7Oxu//e1vGWYVlGLRY1iGFYdK6rD9WCV+MiZL6ZKIiIiIuk2n2gyqqqoi9sYOGzYMVVW88UhpnKKLiIiIeotOhdm8vDy8+OKLLfa/+OKLGDNmzFkXRWcn1Dd7hH2zREREdG7rVJvB008/jR//+MfYsGFDaI7Zbdu2obCwEB9//HGXFkgdN2lgMlQCcKLShTM19chONCpdEhEREVG36NTI7MUXX4zDhw/j2muvRU1NDWpqanDdddfhwIED+N///d+urpE6yGbQYkzfRADANrYaEBER0TlMkCRJ6qqT7dmzB+PGjYPf7++qU3Y5u92OhIQE1NbWntNL7z796SH85YujuG5cNlbcMFbpcoiIiIii1pG81ulFE7rSSy+9hNzcXBgMBkyePBk7duyI6n3vvPMOBEHANddc070FxqHQTWBHKtGF//8KERERUUxRPMy+++67WLBgARYvXozdu3cjLy8PM2fORFlZWZvvO3HiBBYuXIiLLrqohyqNL+P7J0GnVqHE3oDjFU6lyyEiIiLqFoqH2RUrVuC2227DvHnzMGLECKxevRomkwlr1qxp9T1+vx+zZ8/Go48+ioEDB/ZgtfHDqFNjXP9EAJyii4iIiM5dHZrN4Lrrrmvz9Zqamg5d3OPxYNeuXXjwwQdD+1QqFWbMmIFt27a1+r7HHnsMaWlp+J//+R98+eWXbV7D7XbD7XaHntvt9g7VGM+mDkrF9mNV2Ha0Er+4oL/S5RARERF1uQ6F2YSEhHZfnzNnTtTnq6iogN/vR3p6etj+9PR0HDp0KOJ7vvrqK/z1r39Ffn5+VNdYvnw5Hn300ahrOpdMHZSCFeuBrUcrIIoSVCpB6ZKIiIiIulSHwuzf/va37qojKnV1dbjlllvw6quvIjU1Nar3PPjgg1iwYEHoud1uR05OTneVGFPG9E2ESadGtcuLQyV1GJF17s7eQERERL1TpxZN6CqpqalQq9UoLS0N219aWoqMjIwWxx89ehQnTpzArFmzQvtEUQQAaDQaFBQUYNCgQWHv0ev10Ov13VB97NNpVJg0IBlfFJRj69EKhlkiIiI65yh6A5hOp8P48eOxcePG0D5RFLFx48bQymJNDRs2DPv27UN+fn5ou+qqq3DppZciPz+/14y4dkRwaVsunkBERETnIkVHZgFgwYIFmDt3LiZMmIBJkyZh5cqVcDqdmDdvHgBgzpw5yM7OxvLly2EwGDBq1Kiw9ycmJgJAi/0kC843+/XxKvj8IjRqxSewICIiIuoyiofZn//85ygvL8cjjzyCkpISjB07Fp9++mnoprBTp05BpWIA66zhmTYkGLWorfdi75lajOuXpHRJRERERF2mS5ezjQe9ZTnbpu7431349EAJ7ps5FPMvHax0OURERERtirvlbKl7TR0s981uPVqhcCVEREREXYththcI3gT2zYlqNHj9CldDRERE1HUYZnuBQX0sSLPq4faJ2H2qWulyiIiIiLoMw2wvIAgCp+giIiKicxLDbC8RnKJryxH2zRIREdG5g2G2u5UdBD76PVBXomgZUwIjs3tO18Lh9ilaCxEREVFXYZjtbp8/Aex8DfjzWGDDEqBemZ7VnGQTcpKN8IsSdh6vUqQGIiIioq7GMNvdJt8B9J0I+OqBr54D/pwHfPks4HH2eCnTAq0GnKKLiIiIzhUMs91twEXA/6wHbnwbSBsBNNQCGx8Dnj8f2PEq4PP0WCnBVoMtR3gTGBEREZ0bGGZ7giAAw64E7vgKuPYVILE/4CgFPl4IvDgB2PMOIHb//K/BMPtdsR3Vzp4L0URERETdhWG2J6nUQN7PgTu/Aa78E2BJB2pOAmt/Day+EDj0EdCNqwunWQ0YkmYBAGw/xtFZIiIiin8Ms0rQ6IBJtwG/+xaYvhgwJABl3wHv3Az89TLg+Jfddulpg4N9swyzREREFP8YZpWkMwMXLQDu3gNceC+gMQKndwJ//wnwv9cCRd92+SVDfbO8CYyIiIjOAQyzscCYBMxYAtydD0z8FaDSAEc/B165BPjHHKD8cJdd6oIBKRAE4Fi5EyW1DV12XiIiIiIlMMzGEmsG8ONn5Z7aMT8HIADffQj8ZTLw4XygpvCsL5Fg0mJUVgIAYNsxjs4SERFRfGOYjUXJA4DrXgF+swUYeiUgicC3/we8MA749CHAeXYhdOpgudVgK6foIiIiojjHMBvL0kcCN70tz1ObexHg9wDbX5IXXti0HGiwd+q0UwOLJ/z3+3IcKKqF1I0zKBARERF1J0HqZUnGbrcjISEBtbW1sNlsSpcTPUmS+2g3PgYU58v7jMnARb+X+2y1hqhP5fL4MO7x9WjwigCAQX3MuHpsNq7Ky0JuqrkbiiciIiKKXkfyGsNsvJEkuY/28yeAyu/lfbZs4OL7gbGzAbUmqtNsP1aJv289gY2HyuDxiaH9eX0TcNXYbMwak4k0W/QBmYiIiKirMMy2Ie7DbJDfB+x5G/jiScB+Wt6XMhi49GFgxDWAKroOEnuDF5/tL8G6PUXYcqQCYuC3QRCAKQNTcPXYLPxoZCYSTNru+RxEREREzTDMtuGcCbNB3gbgmzXAl38CXIEbujLGyIsxDJ4up9Iolde58dHeIqzbU4Tdp2pC+3VqFS4e2gdXj83C9GHpMOrUXfwhiIiIiBoxzLbhnAuzQe46YNtLwNYXAU+dvK//NDnU9pvc4dOdqnThX3uL8GH+GRwudYT2m3VqXD4yA1eNzcKFg1OhVfMeQiIiIupaDLNtOGfDbJCzEvhqBbDjVcDvlveddwUwfZE8O0InHCqx48P8IqzLL8KZmvrQ/mSzDleOzsDVY7Mxvl8SVKroR4GJiIiIWsMw24ZzPswG1Z4GNj8FfPsmIPkBCMDonwGXPiTPY9sJkiRh96lqfJhfhI/2FqPS6Qm9lp1oxE/yMnF1XjaGZ1ohdKC9gYiIiKgphtk29JowG1RxBNj0BHBgrfxcpQHGzQUu/oO84lgn+fwithytxIf5Z/CfA6VwuH2h14akWXBVXhauGpuF/imc6ouIiIg6hmG2Db0uzAYV5QOfPw4c2SA/1xiBcbcA580E+k0FdKZOn7rB68fnh8rwYf4ZbDpUDo+/caqvsTmJuCovCz/Jy0SalVN9ERERUfsYZtvQa8Ns0IktwMZHgcKvG/ep9UC/C4BBPwQGXQqkj456aq/mauu9+OxACdblF2Hr0capvlSCvPLYVXlZmDkqAwlGTvVFREREkTHMtqHXh1lAXnjhyEbguw+Ao5sa56kNMqXKoXbQD4GBlwK2zE5dpqyuAR/tLcaH+UXIL6wJ7depVbh0WB9clZeN6cPTYNByqi8iIiJqxDDbBobZZiQJqPgeOLZJXi73+JeA1xl+TJ/hjaO2/acCuo73wZ6sdOJfe4rwYX4Rvi9rnOrLotfg8pHpuCpPnupLw6m+iIiIej2G2TYwzLbD5wFO75SD7dHPgaJvATT5FVHr5JaEgYGR24wxHWpJkCQJh0rq8GF+Ef61J3yqrxSzDleOzsS0wSkY0zcRmQkGzopARETUCzHMtoFhtoNcVcDxzYFwuwmoLQx/3ZQCDLyksSUhITvqU4tik6m+9hWjqslUXwCQatFhTN9EjM5OwJi+CRjTNxF9rPou+FBEREQUyxhm28AwexYkCag8KgfbY5uA4/8FPI7wY1KHBloSfgjkTou6JcHrF7HlSAU+O1CCPYW1KCitg19s+auZmWAIBdtgyE006bri0xEREVGMYJhtA8NsF/J7Ay0JgX7bot2A1DgtF1TawCwJl8qjtpljo25JaPD68V2xHXsLa7D3TC32na7FkXIHIv229ks2BQJuAkZnJ2J03wRY9Jqu+YxERETU4xhm28Aw243qq+XR2mC/bc2p8NeNyYGWhEC/bULfDp3e4fbhwJla7D1dGwi4NThR6WpxnCAAA1PNyOsrB9sxfRMxItMGo46zJhAREcUDhtk2MMz2EEkCqo419toe/y/gqQs/JvW8xhvJci8E9JYOX6bW5cW+M7XYc7oG+07XYt+Z2rCbyoLUKgFD0iyhgJvXNxFDM6zQaTh7AhERUaxhmG0Dw6xC/F7gzK7GUdszu1q2JORMksNt9jggbYS83G4nZjMor3Njf5OAu+d0LSoc7hbH6dQqDMu0yi0K2YkYk5OAwX0snB6MiIhIYQyzbWCYjRH1NfJo7bFN8gIONSdbHmNIlENt2vDAFnhsSu7QpSRJQom9QW5POF2DvYER3BqXt+UltSqMzEoI9eCO6ZuIASlmqFScIoyIiKinMMy2gWE2RlUda2xHKD0AVB0NH7ltypIRHm7TRgB9hnaoTUGSJBRW1WPvmZpQyN1/xg6H29fiWKtegxFZNgzPtGFohhXDMqw4L90KM28yIyIi6hYMs21gmI0T3gag4jBQdhAo+y7w8yBQe6r19yT2Dw+4acOB1CGAJrq5aUVRwrEKJ/adqcGeQnn09kBRLRq8kUN1/xQThqbL4XZYIOjmppih5iguERHRWWGYbQPDbJxrsAPlBU0CbuCnsyzy8YIaSBncciQ3eQCgan92A59fxOFSB74rtqOgxI5DJXU4VFKH8rqWPbgAoNeocF66NTSCOyzDhmGZVqRauNgDERFRtBhm28Awe45yVjSO3jYdyXXXRj5eY5BnU2g+kpvQN6qbziodbhQEgu2hEjsKSupQUFrX6ihuqkUXCLjhrQoGLacLIyIiao5htg0Ms72IJAH2omYB9zt5ZNfXcvouAIDeBvQZ1nIk19Kn3cv5RQmnqlwoKLHjYHFdKOCeqHRGXOxBJQC5KWYMy7RiaLoccodnWpGTZOINZ0RE1KsxzLaBYZYg+oHqEy1Hciu/B8SWN4ABAEypQPpIeUsbAaSPAPoMB3Smdi/n8vjwfakDhwJtCsER3SqnJ/KldGqcF+jFDY7mDsuwIsnMZXuJiKh3iLsw+9JLL+GZZ55BSUkJ8vLy8MILL2DSpEkRj3311VfxxhtvYP/+/QCA8ePHY9myZa0e3xzDLLXK5wEqj4S3KZR9JwdfRPqfiQAkD5SDbfqoQMgdCSTlttuPK0kSyoOtCsWN7Qrflzng8UVuVUiz6jEs0xboxZWD7sBUC1c2IyKic05chdl3330Xc+bMwerVqzF58mSsXLkS//znP1FQUIC0tLQWx8+ePRvTpk3D1KlTYTAY8NRTT2Ht2rU4cOAAsrOz270ewyx1mMcJlB8CSr+Tpw0rOyD/dFVGPl5rklsVmodcc2q7l/L5RZyodIX6cA8W16Gg1I7CqlbaIgD0serRL9mEfskm5CSb0D/ZhH4p8vM+Fj1bFoiIKO7EVZidPHkyJk6ciBdffBEAIIoicnJycNddd+GBBx5o9/1+vx9JSUl48cUXMWfOnHaPZ5ilLiFJgKMsEGybhNzyAsDXEPk95rRmrQoj5flxtcZ2L+dw++Qe3JI6uSc38Li2vuXCD03pNSrkBIJuMOw2PjbCpONcuUREFHs6ktcU/ZfM4/Fg165dePDBB0P7VCoVZsyYgW3btkV1DpfLBa/Xi+TkyKtCud1uuN2N0yjZ7fazK5oIkGc8sKbL26AfNu4X/fICEKX75ZBbFgi61cfl6cOOlcmrnoXOowKSB7UMuYn9AVXjsroWvQbj+ydhfP+ksDJqXV6cqnI125w4VeVCUU0D3D4RR8ocOFLmiPgxUi169Es2ho/sppjRL9mENCtHdYmIKPYpGmYrKirg9/uRnp4etj89PR2HDh2K6hz3338/srKyMGPGjIivL1++HI8++uhZ10oUFZVaXqghdQgw8trG/W5HoFUh0KIQDLn1VfKNZ5XfA9990Hi81izPpNC8VaHZUr4JJi1GmxIwum9Ci1K8fhHFNQ1hQbewyePaei8qHG5UONzYfaqmxft1GhVykowtR3VTTMhJMnEFNCIiiglx/a/Rk08+iXfeeQdffPEFDAZDxGMefPBBLFiwIPTcbrcjJyenp0okkuktQN8J8hYkSUBdSWOrQtl38ohueQHgdQJnvpG3pqyZjbMppI2Ub0BL6AtYM1rcdKZVq+Te2ZTIMy7UurworHa1CLsnK104U1MPj0/E0XInjpY7I74/1aKL2MKQm2JGuk0PIYr5eomIiM6WomE2NTUVarUapaWlYftLS0uRkZHR5nv/9Kc/4cknn8SGDRswZsyYVo/T6/XQ67n6EsUgQQBsmfI2uMl/WfD7gKqjLVsVak4CdcXydnRjs3Op5aCbkC2HW1uznwl9AVNK2IIQCSYtEkwJGJXdclTX5xdRXNvQooUhOLJb4/KiwuFBhcODbyOM6iYYtRieacXwTBuGZ9gwPNOGIekWLhJBRERdLiZuAJs0aRJeeOEFAPINYP369cOdd97Z6g1gTz/9NJYuXYrPPvsMF1xwQYeuxxvAKG656+TpwkJtCt8BNaeAuqLW58dtSmMAbFmBkNtXDr5Nw64tGzBE97+J2novCpu1LQS309X18Ist/6yoVQIGppoxPFNe4nd4pg0jMm1Is3IUl4iIwsXVbAbvvvsu5s6di5dffhmTJk3CypUr8Y9//AOHDh1Ceno65syZg+zsbCxfvhwA8NRTT+GRRx7BW2+9hWnTpoXOY7FYYLFY2r0ewyydc0S/PLOC/QxQWwjUngk8Pi1v9jOAo7T98wDyCmihgJvdGHqDYdeWDWgjt/QEuX1+fF/qwMFieZGIg8V2HCy2o9oVeeaFZLMOwzICo7iZNgzPtGJwmgV6DUdxiYh6q7gKswDw4osvhhZNGDt2LJ5//nlMnjwZAHDJJZcgNzcXr7/+OgAgNzcXJ0+ebHGOxYsXY8mSJe1ei2GWeiWfRx7BrT0dCLunW4behprozmVKDR/NDYXdQPC1ZADq8A4mSZJQanfLwTaw3O/BYjuOlTsQYRAXGpWAwWmWZiHXhj5WtgwREfUGcRdmexLDLFEr3A7AXiSP7trPhIfe4Aiv19X+eVRaedGIjFHyTAwZo4D00YA5pcWhDd7GUdzvAiO4B4vtsDdEbptItejCRnCHZ9owqI8FWrUq4vFERBSfGGbbwDBL1EmSBNRXt2xhCIXd04C9GBBbWcjBmtUy4KYMajELgyRJKK5tCAXbg8V1OFhix/EKJyL9tdKqBQxOs2J4phUjAkF3WIYVKRaO4hIRxSuG2TYwzBJ1I1GUQ23Jfnk2hpK98uPq45GP1xgb59LNGC3/TB8Z8Ua0eo8fBaWNPbiHAq0Kde7Io7hpVn3YKO6gPhZkJxqRaNLyhjMiohjHMNsGhlkiBbjrAsv+7gNK9skBt+y71tsWEvvL4TYYcDNGyfuahVBJknC6ur7FzWYnq1wRR3EBwKRTIzvRiOwkY9jPvklGZCdy5TMioljAMNsGhlmiGCH6garj4QG3dL/cuhCJ3takRSHwM20EoDW2ONTp9uFQSR0OlTS2KpysdKHC4Y5w4nBatYCMBIMcdBNNyE4yom+T0JuZaOBMC0RE3Yxhtg0Ms0QxzlUVaFEIBtx98qpofk/LYwUVkDK4yQhu4Kc1o8UoLiDfcFZUU48zNfU4U93483RNPYpq6lFc2xBxjtzm0qz6xpHdCKO8VoO2K74JIqJei2G2DQyzRHHI7wUqDsvhtmRvIOzuB1wVkY83pTSG22DATR4I6CIv7Ru6jCih1N4QFnZPh0KvvMxvg1dst1ybQYPsJFOT9gU56GYFwm+qRce+XSKiNjDMtoFhlugcIUnyYhAlgTaFYMCt/B6QWgmcOgtg7iNvlrSWj5vuMyRE7NGtcnoiht3giG9NK4tDNKXXqJCdKIfbPlY9Usw6pAZ/WvRIseiQYpGfcwlgIuqNGGbbwDBLdI7z1svL/jYNuKX7Abe9Y+dR69oOvk0fm1JCU4w53D452AbaF840G9ktq3O3enNaJBa9Rg63Zjngplp0SDHLgTcYfFMDwTfRpIOaN68R0TmAYbYNDLNEvZAkyTMqOMvlpX+d5YCzDHCUN3tcBjgrOh58BZUcaM1pgDk1EHIjP/boU1DsFHGmuh5FtQ2odLhR6fSgwuFGpaPxZ6XTDa+/Y3+eVYK8PHAw7AZHd1ObPrbqkRp43aRTs92BiGJSR/Kaps1XiYjOBYIgz11rsMkLNbTHWx8IueVNQm4rj11VcltD8Ph26AD01yegvyUwuqu3yu0PBgtgs8rP9RZIOgvqBSPsoh41fj2qvDqUe3Qoc2tR0qBBiUuFCqcnFIRrXF6IElDh8KDC4QFK2/+YBq0KKWZ9WNgN/kwy65Bs1iLJpENy4LlVr2H4JaKYwzBLRNSc1ggk9pO39vh9gKuyZch1BEZ5wx6XyyukuWvlrfJIq6cVAJgCW0bEA1RyCNZZgGQLxAwLfBozGlQm1AtGOCUj6iQ9akUDqn06VHp0KPfqUNqgQXG9GlU+PZw+Ixw1BpTVGOGN4p8DjUqQQ65Jh6RA0G183iz8Bn5y9JeIuhvDLBHR2VBrAGu6vLUnuCRwMOQ6K+T2B48DcDsAT13gp0PeH/Zak5+Q5NFgt13e6gAV5FFfHYB2G6jUga0Jv0oLj9qMBsEEh2BBhZCEUikRRb4EFHptOO2zoUxKRGldEo7WJcAX5T8fOo0KySYdEk3a0AhvKPyatIEQrAsLwUYdb3ojougxzBIR9RRBAEzJ8tbnvM6dQxTlldMiBmCHHG7DAnCkQNzkPb4GAIBa9MIo1sCIGiQByGl6zWBSDpAgwKNLglOXilpNCqpVyShHEkrEBBR6E3DSY8WRejPO+BLg8WlRYm9Aib0h6o9o0KqajPY2Bt3gFmyHSA70A9sMWq7aRtSLMcwSEcUTlQrQW+TN2gXn83ubBOFA8HVVAY4SoK408DOwOUoBRykE0Qe9pwp6TxWSAQyIdF6NvIn6RHhMaajX94FDm4IadTIqkIxSKQFF/kSc8lhx3G1FSb0KVU4PvH4JDV4RRbUNKKqNLgCrVQKSTHKwTW7S9ys/1gUe60OPGX6Jzi0Ms0REvZlaCxiT5C0aoij3CIeF3eImj0sDwbcE8HugctfA4K6BAYdbjvg2pbdBykiH35wOt6EPnLpU2DUpqFIloVxKQomUgGKPEWfq9ShziagK3PhW1+CDX5RQ4XBHtVwx0Nj7mxIIu8nmwM1vZh2Sm0x9lmzWIdWsh83IG9+IYhmn5iIioq4X7A92lDYZ2W1ltNfr6ti5tWZ5UQtDAkS9DV6dDfUqC1wqC+oEC2pEE6pEAyq8JpR69Shx63G6XodT9ToUN2ghQdWhyzUPvylmfajdIcmsg82ohdWggc2ggc2ghdUgP+fNb0Sdx6m5iIhIWU37g9OGt35ccA7gtsJu8Gdw/l+vU97qiqACoA9siVGUJRkESHorfLoEeDQW1KutcApm2GFGrWhCpd+ICp8RpR49it16lHoMqJXMsNeZcKrOjEPQQ55ron1qlQCrQRMIutrAY23osc2gCQXhpvutTfbrNbwZjqg9DLNERKScpnMAt3dTnN8nB9qGGqChtnGrb/q8jdd89RAgQXDboXPboQNgAdCn1dogp+QmREEDt8aCerUFTsEKO0yogQXVogUVfjPK/CaUek2oFM2okayoqTej2mXFaZg6PCIMyLNB2Axa2JqFXKteC5tRExoFDgvLxsbnFr0GGnXHr0sUTxhmiYgoPqg1jaO9neFzRwi6NZGDcFhADrwm+qCSfDB6a2D01qDVKiL8yypBgFdrQ4M2EfVqKxxqG+oEG2phRpVkRYVoRoXPhBKvESUeE854jKiWLHD6DKhwiFH3A0di0qnDRn2trQTfYEi2Nhsxtuo1vGGOYhrDLBER9Q4avby8sCWt4++VJLm3t3nQra8ObFXyT1dVk8eB1zx1ECBB562FzlsLG4A2ZyVuMiIsqbTw6xPh0SXCrbWhXpMAp9qGOsGKWlhRLZlRKZpR7reg1GtEiceI024jKt0CGrwiAMDl8cPl8aOkg6s0N2XRN2+XaDIqHNYqoYnYNmHWMRBT92GYJSIiao8gADqzvNmyOvZenyc89LqqWgnANY2PXVWA3w1B9EJTXw5NfTlMAKKccwLQaiFZLBC1Zvg1Zvg0JnhURrhVJjQIBrgEI5ySAU5JD7toQK1fhxq/HtU+Hao8WpR7dahwa1Dl08MFPVxuAxxuH4qjnC6tOUGQA7FFL98YZ9FrYNZrYNJpYNGrYYr4mjqwTxPYp4Y5+JpWzXBMIQyzRERE3Umji36VuKY8rsgBOPS4OsJocBUg+QHRC6G+Gur6aqghr3lh6nDdCEsJosYIn8YEr9oMj9oIt2BEvWBEPQxwwAiHpEedX4ca0YAanxbVXj0qvVrYRT0ckgFOtxH2BhNKYIYTBkR7I11rTLpAuA39lAOvSa+BRacJBN9mxzQ5LvjcotPApFdDy97iuMUwS0REFIt0JnlLyI7+PZIUWOY4sMKbxwF4nIHnTnn1N48zsC/42NH4093kcfC55AcAqHz10PnqoUMlzNHW00rKEAUNvFor3BobGjRWuFRWOFUWOAQzamFBrWhCtWRCld+ECr8R5V4jSrwGlLgNqJWMAIRQ+0R59N9Om3RqFUx6Ncw6TWNQ1qth0slh2NQsOLc8Nvw4k04DnYYBuScwzBIREZ0rBCE0B2+XkCT5xrkOBeGmxzUJ1e46uc/Y74FK8kHvqYbeU40OzfiuByRBBUmfAL8+AT6dDR6tTQ7FajkQOwV5vuHawHRrVaIZVaIRZT4jKr0GODwiHG4fXB4/HG4fPD65t9jjF+FxiahxebvmuwOgVQuN4bdZ0G06ahx83vSnSaeGUauGIbAZA8+NWjX0GhXbLJpgmCUiIqLIBAHQGuTNnHL255MkwFsvzw4RnE2i+c+mM000/+lrgCCJEBqqoWqohhaAsWMfKDAVXCKQmAgYEiHqrPCpDfCqjfCqDHALBjQIBjQg0C8sGeCQdHD49agTtbD7taj16VDj16LGq0WVRw2XR4TTIwdkp9sHdyAge/0SalzeLg3IQQatSg652sbQa9SFPzZoVC32hY5v7/U4Cs0Ms0RERNQzBKGxfaKjN9IBgLehjSBc23ZI9roASI0zUdScBACoIPcU6zr/oQCtCdAaAasJSDZD0prg1xjhUxubhGQj3Co96mFAPfRwSnq4JD3qRB0cog52vw61Pi1qfVpUezWw+7So9alR51Wh3iei3uMPhWQAaPCKaPCKqEHXB+WmDFpVWAB+/dZJ6JfS4Q7sbsUwS0RERPFBawC0GYA1o+Pv9Xkih1x3nRx0PS55ZTmPSx49Dj12yS0TzY/x1QdOLDWuShdYmVlA4/1zhrP+0AA0BsBigKQ1QlLrIaoNENV6+NV6+FTy5hV08Ap6eAQdPNCiATo0QAe3pEW9pIVL0sElauEUNXD6tXCIGjj8Gth9GtT51LD71Kj1alAbeO6HvPpcMDRXB0JzLK7QzDBLRERE5z6NrvPzDEciinLAbS3shu2P9Ho7gVlqHIWFr0FusWiogQB0Yi25DgikcEmlgaQxhMKzX22AX6WDRhwBYEB3VtBhDLNEREREHaVSAXqLvHU1SQL83lCIhbdevhHPVy+3WnR4f+C5t77JMU33Bx77PaESBNEHweMA4IAagDb4gjr2hmYZZomIiIhiiSDII8kaHdCx+R7Ojig2ht1QKG4Wfi2daPHoZgyzRERERCSPNgdv0IsjnM2XiIiIiOIWwywRERERxS2GWSIiIiKKWwyzRERERBS3GGaJiIiIKG4xzBIRERFR3GKYJSIiIqK41evmmZUkCQBgt9sVroSIiIiIIgnmtGBua0uvC7N1dXUAgJycHIUrISIiIqK21NXVISEhoc1jBCmayHsOEUURRUVFsFqtEITuX1/YbrcjJycHhYWFsNl6cEm6OMXvK3r8rqLH7yp6/K6ix+8qevyuOobflzwiW1dXh6ysLKhUbXfF9rqRWZVKhb59+/b4dW02W6/9hewMfl/R43cVPX5X0eN3FT1+V9Hjd9Uxvf37am9ENog3gBERERFR3GKYJSIiIqK4xTDbzfR6PRYvXgy9Xq90KXGB31f0+F1Fj99V9PhdRY/fVfT4XXUMv6+O6XU3gBERERHRuYMjs0REREQUtxhmiYiIiChuMcwSERERUdximCUiIiKiuMUw281eeukl5ObmwmAwYPLkydixY4fSJcWc5cuXY+LEibBarUhLS8M111yDgoICpcuKC08++SQEQcA999yjdCkx6cyZM/jFL36BlJQUGI1GjB49Gt98843SZcUkv9+PRYsWYcCAATAajRg0aBAef/zxqNZFP9f997//xaxZs5CVlQVBEPDBBx+EvS5JEh555BFkZmbCaDRixowZ+P7775UpVmFtfVderxf3338/Ro8eDbPZjKysLMyZMwdFRUXKFayg9n6vmrrjjjsgCAJWrlzZY/XFE4bZbvTuu+9iwYIFWLx4MXbv3o28vDzMnDkTZWVlSpcWUzZv3oz58+dj+/btWL9+PbxeLy6//HI4nU6lS4tpO3fuxMsvv4wxY8YoXUpMqq6uxrRp06DVavHJJ5/gu+++w7PPPoukpCSlS4tJTz31FFatWoUXX3wRBw8exFNPPYWnn34aL7zwgtKlKc7pdCIvLw8vvfRSxNeffvppPP/881i9ejW+/vprmM1mzJw5Ew0NDT1cqfLa+q5cLhd2796NRYsWYffu3Xj//fdRUFCAq666SoFKldfe71XQ2rVrsX37dmRlZfVQZXFIom4zadIkaf78+aHnfr9fysrKkpYvX65gVbGvrKxMAiBt3rxZ6VJiVl1dnTRkyBBp/fr10sUXXyzdfffdSpcUc+6//37pwgsvVLqMuPHjH/9Y+uUvfxm277rrrpNmz56tUEWxCYC0du3a0HNRFKWMjAzpmWeeCe2rqamR9Hq99PbbbytQYexo/l1FsmPHDgmAdPLkyZ4pKka19l2dPn1ays7Olvbv3y/1799feu6553q8tnjAkdlu4vF4sGvXLsyYMSO0T6VSYcaMGdi2bZuClcW+2tpaAEBycrLClcSu+fPn48c//nHY7xeFW7duHSZMmICf/exnSEtLw/nnn49XX31V6bJi1tSpU7Fx40YcPnwYALBnzx589dVXuOKKKxSuLLYdP34cJSUlYf9bTEhIwOTJk/m3Pgq1tbUQBAGJiYlKlxJzRFHELbfcgvvuuw8jR45UupyYplG6gHNVRUUF/H4/0tPTw/anp6fj0KFDClUV+0RRxD333INp06Zh1KhRSpcTk9555x3s3r0bO3fuVLqUmHbs2DGsWrUKCxYswEMPPYSdO3fid7/7HXQ6HebOnat0eTHngQcegN1ux7Bhw6BWq+H3+7F06VLMnj1b6dJiWklJCQBE/FsffI0ia2howP3334+bbroJNptN6XJizlNPPQWNRoPf/e53SpcS8xhmKabMnz8f+/fvx1dffaV0KTGpsLAQd999N9avXw+DwaB0OTFNFEVMmDABy5YtAwCcf/752L9/P1avXs0wG8E//vEPvPnmm3jrrbcwcuRI5Ofn45577kFWVha/L+pyXq8XN9xwAyRJwqpVq5QuJ+bs2rULf/7zn7F7924IgqB0OTGPbQbdJDU1FWq1GqWlpWH7S0tLkZGRoVBVse3OO+/Ev//9b2zatAl9+/ZVupyYtGvXLpSVlWHcuHHQaDTQaDTYvHkznn/+eWg0Gvj9fqVLjBmZmZkYMWJE2L7hw4fj1KlTClUU2+677z488MADuPHGGzF69GjccsstuPfee7F8+XKlS4tpwb/n/FsfvWCQPXnyJNavX89R2Qi+/PJLlJWVoV+/fqG/9SdPnsTvf/975ObmKl1ezGGY7SY6nQ7jx4/Hxo0bQ/tEUcTGjRsxZcoUBSuLPZIk4c4778TatWvx+eefY8CAAUqXFLOmT5+Offv2IT8/P7RNmDABs2fPRn5+PtRqtdIlxoxp06a1mOLt8OHD6N+/v0IVxTaXywWVKvyfBLVaDVEUFaooPgwYMAAZGRlhf+vtdju+/vpr/q2PIBhkv//+e2zYsAEpKSlKlxSTbrnlFuzduzfsb31WVhbuu+8+fPbZZ0qXF3PYZtCNFixYgLlz52LChAmYNGkSVq5cCafTiXnz5ildWkyZP38+3nrrLXz44YewWq2hPrOEhAQYjUaFq4stVqu1RS+x2WxGSkoKe4ybuffeezF16lQsW7YMN9xwA3bs2IFXXnkFr7zyitKlxaRZs2Zh6dKl6NevH0aOHIlvv/0WK1aswC9/+UulS1Ocw+HAkSNHQs+PHz+O/Px8JCcno1+/frjnnnvwxBNPYMiQIRgwYAAWLVqErKwsXHPNNcoVrZC2vqvMzExcf/312L17N/7973/D7/eH/t4nJydDp9MpVbYi2vu9ah70tVotMjIyMHTo0J4uNfYpPZ3Cue6FF16Q+vXrJ+l0OmnSpEnS9u3blS4p5gCIuP3tb39TurS4wKm5Wvevf/1LGjVqlKTX66Vhw4ZJr7zyitIlxSy73S7dfffdUr9+/SSDwSANHDhQevjhhyW32610aYrbtGlTxL9Rc+fOlSRJnp5r0aJFUnp6uqTX66Xp06dLBQUFyhatkLa+q+PHj7f6937Tpk1Kl97j2vu9ao5Tc7VOkCQu70JERERE8Yk9s0REREQUtxhmiYiIiChuMcwSERERUdximCUiIiKiuMUwS0RERERxi2GWiIiIiOIWwywRERERxS2GWSIiIiKKWwyzRES9lCAI+OCDD5Qug4jorDDMEhEp4NZbb4UgCC22H/3oR0qXRkQUVzRKF0BE1Fv96Ec/wt/+9rewfXq9XqFqiIjiE0dmiYgUotfrkZGREbYlJSUBkFsAVq1ahSuuuAJGoxEDBw7Ee++9F/b+ffv24Yc//CGMRiNSUlJw++23w+FwhB2zZs0ajBw5Enq9HpmZmbjzzjvDXq+oqMC1114Lk8mEIUOGYN26dd37oYmIuhjDLBFRjFq0aBF++tOfYs+ePZg9ezZuvPFGHDx4EADgdDoxc+ZMJCUlYefOnfjnP/+JDRs2hIXVVatWYf78+bj99tuxb98+rFu3DoMHDw67xqOPPoobbrgBe/fuxZVXXonZs2ejqqqqRz8nEdHZECRJkpQugoiot7n11lvxf//3fzAYDGH7H3roITz00EMQBAF33HEHVq1aFXrtggsuwLhx4/CXv/wFr776Ku6//34UFhbCbDYDAD7++GPMmjULRUVFSE9PR3Z2NubNm4cnnngiYg2CIOCPf/wjHn/8cQByQLZYLPjkk0/Yu0tEcYM9s0RECrn00kvDwioAJCcnhx5PmTIl7LUpU6YgPz8fAHDw4EHk5eWFgiwATJs2DaIooqCgAIIgoKioCNOnT2+zhjFjxoQem81m2Gw2lJWVdfYjERH1OIZZIiKFmM3mFv/Zv6sYjcaojtNqtWHPBUGAKIrdURIRUbdgzywRUYzavn17i+fDhw8HAAwfPhx79uyB0+kMvb5lyxaoVCoMHToUVqsVubm52LhxY4/WTETU0zgyS0SkELfbjZKSkrB9Go0GqampAIB//vOfmDBhAi688EK8+eab2LFjB/76178CAGbPno3Fixdj7ty5WLJkCcrLy3HXXXfhlltuQXp6OgBgyZIluOOOO5CWloYrrrgCdXV12LJlC+66666e/aBERN2IYZaISCGffvopMjMzw/YNHToUhw4dAiDPNPDOO+/gt7/9LTIzM/H2229jxIgRAACTyYTPPvsMd999NyZOnAiTyYSf/vSnWLFiRehcc+fORUNDA5577jksXLgQqampuP7663vuAxIR9QDOZkBEFIMEQcDatWtxzTXXKF0KEVFMY88sEREREcUthlkiIiIiilvsmSUiikHsACMiig5HZomIiIgobjHMEhEREVHcYpglIiIiorjFMEtEREREcYthloiIiIjiFsMsEREREcUthlkiIiIiilsMs0REREQUt/4ffVWG5XPFp3kAAAAASUVORK5CYII=\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
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]
|
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},
|
|
"metadata": {},
|
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"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0784116254 Train Acc: 97.6312484741%\n",
|
|
"Val loss: 0.0708597616 Val Acc: 97.9083328247%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0734911317 Train Acc: 97.7687454224%\n",
|
|
"Val loss: 0.0634922738 Val Acc: 98.1062469482%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0662860714 Train Acc: 98.0020828247%\n",
|
|
"Val loss: 0.0597920181 Val Acc: 98.2145843506%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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FGIbBSy+9xOzZs/n3v//Nb37zGwBuuOEG1q1bx7333svRRx9NQkICF154IX6/vw++iYiIiEjsKMzGkMdpN8OsP8SIIzyW2+3mggsu4KmnnmLnzp1MmDCBmTNnAvDWW2+xZMkSzj//fABqa2vZs2fPEZ5RREREJPYUZmMoMnlCHw3PtWjRIr7xjW+wbds2vvOd70TWjx8/nr/+9a8sWLAAi8XCsmXL2ox8ICIiIhKP9ABYDDWHWV8wRLAPJk849dRTycjIYPv27Vx66aWR9atWrSI9PZ0TTzyRBQsWcOaZZ0Z6bUVERETimXpmY8hus+Ky2/AFQ9T7Q6QkHNl/W1itVkpK2j6sVlhYyL/+9a+odVdddVXUe5UdiIiISDxSz2yM9XWpgYiIiMhwojAbYy1hNhjjloiIiIjEH4XZGGsOsw3+EEY3p68VEREREZPCbIy5HTasFgshw8AX1AgDIiIiIj2hMNuOgewhtVgsJAzBUgP1MouIiMhAUJhtxeFwAFBfXz+g543UzfqGzkNgzdew+ZqKiIiI9AcNzdWKzWYjLS2NiooKADweDxaLpd/PazeCGEE/NfUhGj3x/d8XhmFQX19PRUUFaWlp2Gy2WDdJREREhjCF2cPk5OQARALtQAiFDSqqG7EAYa8b6wAE6P6WlpYWuZYiIiIi/UVh9jAWi4Xc3FyysrIIBAIDdt7lj7xLWXUjd31zKscXZgzYefuDw+FQj6yIiIgMCIXZDthstgENZPkjUvlwXx2bvqzj5Il5A3ZeERERkXgW3wWaQ8jM0WkAbN57KLYNEREREYkjCrODxIzR6QBsLq7SsFYiIiIi3aQwO0hMyk3BZbdSVR9gd2VdrJsjIiIiEhcUZgcJp93KcfmpAGzeWxXbxoiIiIjECYXZQWRGU93sJtXNioiIiHSLwuwgEqmbVc+siIiISLcozA4iM5vC7GdlXur9wRi3RkRERGTwU5gdRHJS3eSmugkbsLW4OtbNERERERn0FGYHmea62c3FqpsVERER6YrC7CAzU3WzIiIiIt2mMDvIzGg1E5gmTxARERHpnMLsIHNsXioOm4XKWj/7DjXEujkiIiIig5rC7CDjdtiYnGdOnqDxZkVEREQ6pzA7CM0oSANUNysiIiLSFYXZQah13ayIiIiIdExhdhBqHtFgW4mXxkAoxq0RERERGbxiHmYfeOABCgsLcbvdzJ07l40bN3a6fVVVFVdddRW5ubm4XC6OOeYYXn755QFq7cAYlZ5AZpKLYNhgW4kmTxARERHpSEzD7DPPPMP111/P8uXL2bRpE9OmTePMM8+koqKi3e39fj+nn346e/bs4bnnnmP79u08/PDD5OfnD3DL+5fFYomUGmwqqoppW0REREQGs5iG2VWrVnHFFVewdOlSJk+ezJo1a/B4PKxdu7bd7deuXcvBgwd54YUXOOmkkygsLORrX/sa06ZNG+CW97/I5AmaCUxERESkQzELs36/nw8//JD58+e3NMZqZf78+bzzzjvt7vPiiy8yb948rrrqKrKzs5kyZQp33HEHoVDHdaU+nw+v1xu1xIOWh8CqYtoOERERkcEsZmG2srKSUChEdnZ21Prs7GzKysra3eeLL77gueeeIxQK8fLLL7Ns2TJ+/etf86tf/arD86xcuZLU1NTIUlBQ0Kffo79MHZWKzWqhtLqR0mpNniAiIiLSnpg/ANYT4XCYrKws/vCHPzBr1iwuuugifvGLX7BmzZoO97npppuorq6OLMXFxQPY4t7zOO1MzEkG1DsrIiIi0hF7rE6cmZmJzWajvLw8an15eTk5OTnt7pObm4vD4cBms0XWTZo0ibKyMvx+P06ns80+LpcLl8vVt40fIDNGp7GtxMvmvYc457jcWDdHREREZNCJWc+s0+lk1qxZbNiwIbIuHA6zYcMG5s2b1+4+J510Ejt37iQcDkfW7dixg9zc3HaDbLybUWA+BLZJPbMiIiIi7YppmcH111/Pww8/zB//+Ec+/fRTfvjDH1JXV8fSpUsBWLx4MTfddFNk+x/+8IccPHiQa6+9lh07dvDSSy9xxx13cNVVV8XqK/SrmWPMMPvxl9X4g+EuthYREREZfmJWZgBw0UUXsX//fm6++WbKysqYPn06r7zySuShsL1792K1tuTtgoICXn31Vf7f//t/TJ06lfz8fK699lpuvPHGWH2FflU4wkOax0FVfYBPS71MK0iLdZNEREREBhWLYRhGrBsxkLxeL6mpqVRXV5OSkhLr5nRp6WMbeW37fpYvmMzSk46KdXNERERE+l1P8lpcjWYwHM1onjxBdbMiIiIibSjMDnKaCUxERESkYwqzg9zUglQsFig+2MD+Gl+smyMiIiIyqCjMDnIpbgfjs5IA2LxXvbMiIiIirSnMxoGWUoOq2DZEREREZJBRmI0DM0anAbCpSD2zIiIiIq0pzMaB5hENPtpXTTCkyRNEREREminMxoGjRyaR7LLTEAixvbwm1s0RERERGTQUZuOA1WphenOpgcabFREREYlQmI0TM5qmstWIBiIiIiItFGbjxIwxZt3sFvXMioiIiEQozMaJ6aPSAPiiso5Ddf7YNkZERERkkFCYjRPpiU7GZiYCsEXjzYqIiIgACrNxpXmILtXNioiIiJgUZuPIDI1oICIiIhJFYTaONIfZLcVVhMJGbBsjIiIiMggozMaRCdnJeJw2an1Bdu2vjXVzRERERGJOYTaO2G1Wpo5KBWBTkepmRURERBRm40zLQ2BVsW2IiIiIyCCgMBtnZjaH2WL1zIqIiIgozMaZ6U3T2n5eUYu3MRDbxoiIiIjEWK/CbHFxMfv27Yu837hxI9dddx1/+MMf+qxh0r6RyS4KMhIwDNiqyRNERERkmOtVmL300kt57bXXACgrK+P0009n48aN/OIXv+DWW2/t0wZKWzNVNysiIiIC9DLMfvLJJ8yZMweAv/zlL0yZMoW3336bp556iscff7wv2yftmNFUarBJM4GJiIjIMNerMBsIBHC5XACsX7+ec889F4CJEydSWlrad62TdrUe0cAwNHmCiIiIDF+9CrPHHnssa9as4d///jfr1q3jrLPOAqCkpIQRI0b0aQOlrUm5KbjsVqobAuyurIt1c0RERERipldh9q677uKhhx7ilFNO4ZJLLmHatGkAvPjii5HyA+k/TruV4/KbJk9Q3ayIiIgMY/be7HTKKadQWVmJ1+slPT09sv7KK6/E4/H0WeOkYzNGp/FB0SE27z3EhbNGxbo5IiIiIjHRq57ZhoYGfD5fJMgWFRWxevVqtm/fTlZWVp82UNqnEQ1EREREehlmFy5cyBNPPAFAVVUVc+fO5de//jXnnXceDz74YJ82UNrX/BDYZ2Ve6nzBGLdGREREJDZ6FWY3bdrEV77yFQCee+45srOzKSoq4oknnuB3v/tdnzZQ2peT6iY31U3YgI/2Vce6OSIiIiIx0aswW19fT3JyMgD//Oc/ueCCC7BarZxwwgkUFRX1aQOlY5FSg2KNNysiIiLDU6/C7NFHH80LL7xAcXExr776KmeccQYAFRUVpKSk9GkDpWMzRqcBsKmoKqbtEBEREYmVXoXZm2++mRtuuIHCwkLmzJnDvHnzALOXdsaMGX3aQOlYc5jdUnxIkyeIiIjIsNSrobkuvPBCTj75ZEpLSyNjzAKcdtppnH/++X3WOOncsXmpOGwWKmv97DvUQEGGhkUTERGR4aVXYRYgJyeHnJwc9u3bB8CoUaM0YcIAcztsTM5LZWtxFZv2HlKYFRERkWGnV2UG4XCYW2+9ldTUVMaMGcOYMWNIS0vjtttuIxwO93UbpRMzCtIAjTcrIiIiw1OvemZ/8Ytf8Oijj3LnnXdy0kknAfDmm2+yYsUKGhsbuf322/u0kdKxmWPSefztPWzeqxENREREZPjpVZj94x//yCOPPMK5554bWTd16lTy8/P50Y9+pDA7gJp7ZreVeGkMhHA7bLFtkIiIiMgA6lWZwcGDB5k4cWKb9RMnTuTgwYNH3CjpvlHpCWQmuQiGDT75UpMniIiIyPDSqzA7bdo07r///jbr77//fqZOnXrEjZLus1gszGwaokt1syIiIjLc9KrM4O677+brX/8669evj4wx+84771BcXMzLL7/cpw2Urs0Ync4//1OumcBERERk2OlVz+zXvvY1duzYwfnnn09VVRVVVVVccMEFbNu2jf/5n//p8fEeeOABCgsLcbvdzJ07l40bN3Zrvz//+c9YLBbOO++8Hp9zKNFMYCIiIjJcWYw+nDpq69atzJw5k1Ao1O19nnnmGRYvXsyaNWuYO3cuq1ev5tlnn2X79u1kZWV1uN+ePXs4+eSTGTt2LBkZGbzwwgvdOp/X6yU1NZXq6uohM/VuvT/IcSv+SShs8M5Np5KbmhDrJomIiIj0Wk/yWq96ZvvSqlWruOKKK1i6dCmTJ09mzZo1eDwe1q5d2+E+oVCIRYsWccsttzB27NgBbO3g5HHamZiTDKhuVkRERIaXmIZZv9/Phx9+yPz58yPrrFYr8+fP55133ulwv1tvvZWsrCy++93vdnkOn8+H1+uNWoaillID1c2KiIjI8BHTMFtZWUkoFCI7OztqfXZ2NmVlZe3u8+abb/Loo4/y8MMPd+scK1euJDU1NbIUFBQccbsHo5mj0wHYXFwV24aIiIiIDKAejWZwwQUXdPp5VVXVkbSlSzU1NVx22WU8/PDDZGZmdmufm266ieuvvz7y3uv1DslAO6MpzH78ZTX+YBinPeYVJCIiIiL9rkdhNjU1tcvPFy9e3O3jZWZmYrPZKC8vj1pfXl5OTk5Om+137drFnj17WLBgQWRdOBwGwG63s337dsaNGxe1j8vlwuVydbtN8apwhIc0j4Oq+gD/KfUyvWlmMBEREZGhrEdh9rHHHuvTkzudTmbNmsWGDRsiw2uFw2E2bNjA1Vdf3Wb7iRMn8vHHH0et++Uvf0lNTQ2//e1vh2SPa3dZLBZmFKTx2vb9bN57SGFWREREhoVeTZrQl66//nouv/xyjj/+eObMmcPq1aupq6tj6dKlACxevJj8/HxWrlyJ2+1mypQpUfunpaUBtFk/HM0cnd4UZqtYelKsWyMiIiLS/2IeZi+66CL279/PzTffTFlZGdOnT+eVV16JPBS2d+9erFbVf3ZHc93spr0a0UBERESGhz6dNCEeDMVJE5rVNAaYess/MQzY+IvTyEp2x7pJIiIiIj0WV5MmSN9Jdjs4JsucPGGLJk8QERGRYUBhdoiJTJ6gMCsiIiLDgMLsENMcZjerblZERESGAYXZIaZ5JrCP9lUTDIVj3BoRERGR/qUw298CDbBzw4CdbtzIJJJddhoCIT4rqxmw84qIiIjEgsJsf/v3r+HJC+Avi8Fb2u+ns1otTG8uNSiu6vfziYiIiMSSwmx/C4fAYoP//A3unw3vPWSu60fN482qblZERESGOoXZ/jZ/OXz/Dcg/Hvw18I+fwsOnQsnmfjtly0NgVf12DhEREZHBQGF2IOQcB9/9J3z91+BKhdItZqD9x43Q6O3z080oSANgd2Udh+r8fX58ERERkcFCYXagWG0w+3tw9fsw5UIwwvDeGnhgjlmC0IcTsaV5nIwdmQjAFtXNioiIyBCmMDvQkrPhwkfhO3+F9KOgptR8OOzpi+BQUZ+dZkaBWTe7SXWzIiIiMoQpzMbK0afBj96Br/4ErA74/FV4YC68uRpCgSM+vOpmRUREZDhQmI0lRwKc+kv44Vsw5mQINsD65fDQV2Hve0d06ObJE7YUVxEK910Jg4iIiMhgojA7GIycAEv+Dgt/DwkZUPEfWHsGvPj/Qf3BXh3ymOwkPE4btb4gOytq+7jBIiIiIoODwuxgYbHAjEVw9Qcw4zvmuk1/NMem3fpMjx8Qs9usTB2VCmi8WRERERm6FGYHm8QRsPABWPIyZE6A+kp4/kp4YiFU7uzRoZpLDf69s1KlBiIiIjIkKcwOVoUnwQ/ehFOXgd0Nu9+AB+fB63dC0NetQ8waY4bZlz4q5at3v8YDr+1kf0339hURERGJBxbD6MMBTuOA1+slNTWV6upqUlJSYt2c7jn4Bbx0A+zaYL4fcTR8fRWM/VqnuwVDYVat28HTG/dSVW+OkOCwWThrSi6XnTCG2YXpWCyW/m69iIiISI/0JK8pzMYLw4Btf4VXboLacnPd1IvgjNshaWSnuzYGQrz0USlPvlcUNVTXMdlJfOeEMZw/I59kt6MfGy8iIiLSfQqznYjbMNussRo23AbvPwIY4E6D02+BGYvB2nXVyCdfVvPUe0W8sLmEhkAIAI/Txnkz8vnO3DFMzovDayIiIiJDisJsJ+I+zDbb9yH8/Voo+9h8X3ACfOM3kD25W7tXNwR4ftM+/ufdInbtr4usnzUmnctOGMPZx+Xgstv6o+UiIiIinVKY7cSQCbMAoSBsfAj+dTsE6sBqh3lXw9duBKenW4cwDIN3vzjIk+8W8eq2MoJNox5kJDr59vEFLJo7moKM7h1LREREpC8ozHZiSIXZZtX74B83wmd/N9+njYZzfg3HnNGjw1R4G/nz+8X8aeNeSqsbAXP421OOGcl3ThjDKROysFn1wJiIiIj0L4XZTgzJMNvss5fh5Z+Ad5/5fvJCOOtOSMnr0WGCoTAbPqvgyXeL+PfnlZH1+WkJXDp3NBfNLiAzydWXLRcRERGJUJjtxJAOswC+Wnh9Jbz7IBghcCbDnCvMYJs7zexq7YHdlXU8/V4Rz364L2p4r7On5PIdDe8lIiIi/UBhthNDPsw2K/sY/vc6+PKDlnWpo2HSAnMpmAPW7j/g1RgI8fePSnny3SK2FFdF1k/ITuY7J4zmPA3vJSIiIn1EYbYTwybMAoTD8J8XYNvzsHM9BOpbPkvMgolfN4Nt4VfA7uz2YT/5spon3y3ihS1f0hgIm4drHt7rhDFMyh3i11VERET6lcJsJ4ZVmG3NXw+7/gWf/i9s/wf4qls+c6fCMWebwXbcqd0eCaG6IcBfN+3jycOG9zp+TDrf0fBeIiIi0ksKs50YtmG2taAf9vzbDLaf/R3q9rd85vDA0fNh0rnmaAju1C4PZxgG73xxgKfe3Rs1vNeIRCfnTs/jxHGZzC5MJ83T/d5fERERGb4UZjuhMHuYcAiKN5rB9tP/heq9LZ9ZHTD2FLPHdsI5XU6bCy3Dez393l7KvI1Rn03ITmbOURnMPiqDuUdlkJ3i7uMvIyIiIkOBwmwnFGY7YRhQurUl2FZub/nMYoXRJzY9QPYNSB3V6aGCoTD/+qyC17bvZ+PuA1FlCM3GjPAwuzCDOUdlMKcwgzEjPBoZQURERBRmO6Mw2wP7t7cE29It0Z/lzTRD7aRzIXN8l4eqrPXxwZ6DvLf7IO/vOch/SryED7vzspJdZrBtWo7JSsaqSRpERESGHYXZTijM9lLVXvj072aw3fsO0Oq2GTmxZcivnKndGsvW2xjgw6JDvL/7IBt3H2TrvioCoehbMTXBwezCdLM0oTCDKfmpOGzWPv5iIiIiMtgozHZCYbYP1FbAZy+ZwXb3GxAOtnyWNtrsrZ20AEbNAWv3wmdjIMSW4io2NoXbTXsPUe8PRW2T4LAxa0x6pDRhxug03A6NliAiIjLUKMx2QmG2jzVUwY5X4dMXYecGCDa0fJaUDUefDvkzIW8GZB8L9u5NgxsIhdlW4mXj7gNs3H2I9/ccpLohELWNw2Zh6qi0SM3trMJ0UjRxg4iISNxTmO2Ewmw/8teZgfbT/4Udr4DPG/251WEG2rzpZrjNmwEjJ3VrwoZw2ODzilo27j7Ae029txU1vujDW2BSbgqzC83REo4vzGBkcvfCs4iIiAweCrOdUJgdIEE/7P4/2Ps2lGyGki3QcLDtdjZXU8Cd0SrgTgSbvdPDG4bB3oP1kbKEjXsOUnSgvs12o9ITmDYqjWkFqUwdlcZx+akkujo/toiIiMSWwmwnFGZjxDDMh8hKNptL6RbzZ2N1223tbsg5LjrgZh4D1s7rY8u9jZFw+/6eg3xWVtNmG4sFxmclMXVUGtMK0pg2KpWJOSk47XqwTEREZLBQmO2EwuwgYhhwaHdLwC3ZYo5ze3h5Apgzk+VMjQ64I47u9AGz6oYAn3xZzdZ9VWwtruKjfdWUVje22c5pszIpL4Vpo1IjvbhjM5M0LJiIiEiMKMx2QmF2kAuH4eAX0b23pVvBX9t2W2cS5E6LDrjpR3UacCu8jWzdV81H+6rY0hRwD3+wDCDZZWdKfipTC1KZPiqNqQVp5KW6NamDiIjIAFCY7YTCbBwKh+DATrPntrkXt+wjCLStkcWVEh1w82dC2pgOx75trr1tDrZbi6v4pKSaxkC4zbaZSS6mjUptKlEwe3HTE7t+eE1ERER6RmG2EwqzQ0Q4BJU7WpUobIayjyHYtoyAhAwz1ObPMmcuy58JSVkdHjoYCvN5RS1bi6vY2hRwt5fXEDp8yjJgdIaHqZHyhDSm5KfgceoBMxERkSMRd2H2gQce4J577qGsrIxp06Zx3333MWfOnHa3ffjhh3niiSf45JNPAJg1axZ33HFHh9sfTmF2CAsFzCl4IwF3E5R9AuG2ZQSkjGoKuDPNgJs3HdypHR66MRBiW4m3qfbW7MX9orKuzXZWCxyTnczUpgfLxmUlMW5kInmpCarBFRER6aa4CrPPPPMMixcvZs2aNcydO5fVq1fz7LPPsn37drKy2vaeLVq0iJNOOokTTzwRt9vNXXfdxfPPP8+2bdvIz8/v8nwKs8NM0Afln8CXm8yA++WHZuClnds+85iWntu8meaICg53h4eurg/w8WEPmJV52+kZBtwOK2MzkyLhdtzIJMaNTGLsyETNYiYiInKYuAqzc+fOZfbs2dx///0AhMNhCgoKuOaaa/jZz37W5f6hUIj09HTuv/9+Fi9e3OX2CrOCr8Z8qOzLD5tC7iZz2LDDWe1NY+A2lSjkzzTHwO1kiLByb2Mk2O6sqGXX/lr2HKgjEGr/18xigfy0BMaNTOLorKSmkJvIuKwkRiQ69cCZiIgMS3ETZv1+Px6Ph+eee47zzjsvsv7yyy+nqqqKv/3tb10eo6amhqysLJ599lm+8Y1vtPnc5/Ph87XMFOX1eikoKFCYlWh1lS3B9stNZtCtr2y7ncNjPmCWP6vlAbP0ozp8wAzMGtziQw3sagq35lLHzoradkdSaJaa4GjpxW0VdEdneLDbNC6uiIgMXT0JszF9UqWyspJQKER2dnbU+uzsbD777LNuHePGG28kLy+P+fPnt/v5ypUrueWWW464rTLEJWbCMWeYC5hj4FYXRwfcki3gr4G975hLs4T06PKE/JmQnBP52G6zclRmIkdlJjKflnvdMAwO1vmbenDrWgXdWvYdaqC6IcCmvVVs2lsV1VSHzcKYEYmMG5nYqjfXLFlIdjv68SKJiIgMPnH92PWdd97Jn//8Z15//XXc7vZrG2+66Sauv/76yPvmnlmRTlkskDbaXI49z1wXDsOBz6PLE8o+hoZDsGuDuTRLzoOREyDjKEgvNHtv0wvNxZ3SdAoLI5JcjEhyMXfsiKjTNwZC7K5sCrgV0UG3MRBmZ0UtOytqeXVbedR+2Skuxo1M4pjsZGaMTmN6QRqjMzwqVxARkSErpmE2MzMTm81GeXn0/yGXl5eTk5PTwV6me++9lzvvvJP169czderUDrdzuVy4XK4+aa8Mc1arGVBHToDpl5rrgn7zAbOSTfBl8wNmn0FNibl88Vrb43hGtA24zaE3OQ+sVtwOG5NyU5iUG/1PK+GwQUl1g9mTe1jZwv4aH+Vec3l71wEef9vcJyPRybRRqUwvSGf66DSmj0oj1aMeXBERGRoGxQNgc+bM4b777gPMB8BGjx7N1Vdf3eEDYHfffTe33347r776KieccEKPzqcHwKTf+WrNHtuDu+DQHji42/x5aDfUH+h8X5vTnOShdcCNBN8x4EzscNfqhgBf7Dd7bLeVeNlcXMWnJV78obYTQIzNTGR6QZoZbgvSmJiTgtOuOlwRERkc4uYBMDCH5rr88st56KGHmDNnDqtXr+Yvf/kLn332GdnZ2SxevJj8/HxWrlwJwF133cXNN9/M008/zUknnRQ5TlJSEklJSV2eT2FWYqrRC1VF0QH30B5zqdoL4WDn+ydlHxZwC1uCb1J2mwfRfMEQ/ynxsqW4KrIUHWg7c5rTbmVKXkqk93ZGQRqj0hNUniAiIjERV2EW4P77749MmjB9+nR+97vfMXfuXABOOeUUCgsLefzxxwEoLCykqKiozTGWL1/OihUrujyXwqwMWqEgeL+MDrmtQ29jdef72xNawu3IYyD/eBg1G1JyozY7WOdna3EVm5vC7dbiqnZHVRiR6DR7b5t6cKeOSiM1QeUJIiLS/+IuzA4khVmJWw2H2gbc5l7d6n1gtC0nACAlH0Yd3xJuc6eB0xP52DAMdlfWRfXeflrqbXds3HEjE6N6byfkJOPQMGEiItLHFGY7oTArQ1LQbw4l1hxyyz6GfR9AxX/ahlyLDXKmtITbUcdDxjjzAbcmzdP3tgTcQxQfbGhzWrfDypS81Kj62/w0lSeIiMiRUZjthMKsDCu+2qZpfD8ww+2+96G2vO127jRzIojmcJs/CzwZUZtU1vrY2qr3dktxFTWNbWt8RyQ6GTsykTEjzLF1x4zwUDjC/KlxcEVEpDsUZjuhMCvDmmGYJQmRcPsBlG6BYGPbbTPGtYTbUcdD9hSwtYTRcNjgi0h5wiG2FFfxWWkNwXDHf1Iyk5xNwTaRwhEeCjMTzfeZHlIUdEVEpInCbCcUZkUOEwqYY+U2h9svP4ADO9tuZ3dD7vSWcJt/PKSOihpBoTEQYkd5Dbsr6yg6UM+eA3XsaXp9oM7faTNGJDrNXtzmgDvC09Szm6gHz0REhhmF2U4ozIp0Q/1Bc5azfe+39OI2VrXdLiknOtzmzQBX+0PkeRsDFFW2BNw9B+opOlDHngN1VNZ2HnTTPY5IyC0ckUhhpscsYxiRqAkgRESGIIXZTijMivSCYcCBXa3C7ftQvq3tuLgWK2ROMHtsk3MgJQ+Sc5t+5pgznHlGRD1sBlDTGIj05BYdqG/q2TUD7/4aX6dNS/M4mkKuGXDz0txkpbjJTnaTneIi3ePEatUDaSIi8URhthMKsyJ9xF8PpVtbwu2+D8G7r+v9rI6mYJtrjoGbnNsq8Oa2rG+a7azWF6To8JDb1MNb0UXQBXDYLGQlu8lKcUUCblaKm+wU83V2U/BNSbBrFAYRkUFCYbYTCrMi/chbavbY1pRATRl4S6CmtOlnGdTtB7r5J8eV2tS7m2v26EYFX/NnnSODokP+SC9u0YE6yryNlHt9VHgbu6zTjTqd3RoJuK17drNTmoJwUwBOctl7d21ERKTbFGY7oTArEkOhgBlqa8rMwOstbSf4lkKgrnvHs1jNaXybSxhSciEhHVwp4E4l4Eim2kigMuhmv99JSaOLfQ0OSmqhoqaR8qbg294MaB1JdNraBNysZPP1yGQXI5NdZCa5SHGrp1dEpLcUZjuhMCsSBxq90T26keBb2hJ4a8vBCPXu+DYnuFObQm8KIVcKPmsSddZEagwPVeEEDoTc7Pe7KfM5+bLBzt56J2V+J14jkVoSCGHr9BROu5WRSS4yk5yRgJuZ1BJ2zZ9OMpNdJLsUfEVEWutJXtO/l4nI4OM2QyYjJ3S8TThkli009+jWlJrBt6EKfF5orDZD8eGvMSDkN/et2w+ADfA0LSM7Op8FcLW8DdoSaLQn02BJpAYPVWEPFeFkigJp7A5mUBIeQUn1CD6vymQr7k6/rstuNcNusouRSS5GJjvNIJwcHYAzk5wkKfiKiERRmBWR+GS1NZUX5HR/n3AY/DXth9zGanPpLAg3VkOgHgB7qIGkUANJHBaALcBho4X5HCl4ndkcsGVRbsmkOJTB7kAaOxrT2eVLozyYzpdVYb6sajtl8OHcDuthAdcVKW8YmeSK1PyOTHLhtFu7PJ6ISLxTmBWR4cNqNcsL3Km9P0YoAL4ac9zdw4NwbYU5w1r1PvB+CdXF0FiNK+BlZMDLSD5nYutjWQA3GBYrAU82de4cqp3ZVFpHUooZer/wp7G9MZUvap3U+cM0BsLsO9TAvkNdB990jyMykkPLT1fU6A5ZKS7cjs5LJkREBjOFWRGRnrA5wJNhLt3hq4HqL5tCbnGroNv03luCJeTHWVeKs66UdKCwveO4PIQz8/Al5lHnzuWQI4v91pGUGCPYG0rni8ZU9tVZ2F/jo6KmkUDI4FB9gEP1AbaX13TaxGS3PTrkNj3UNjI5OgSrxEFEBiM9ACYiEkvhsFm7Gwm3rYNv0+u6iu4dy54AngyMhHSCrnQa7KnUWlOotiRxIJxMRdBDaSCBfY0J7Kl3s6vOwf6AG4PulSN4nLZI6B3Zupc32UVGopNUj4O0BAdpHicpbjt2m8ocRKR3NJpBJxRmRSTuBBrNkBsJuu0s3R3O7DCGxUbInYbfkUaDPZUaazJVRhIHwkmUBz2U+D0UNyZQ6k/gEOZnh0gi2I1/2Et220nzOEhLcJLmcZCa4CDd0/I6zeNsCr+OpnVOUhMcqvUVEY1mICIypDjcMGKcubTHMMxyhoaDUN+0NHTws/4ANBwyXwfqsBgh7A0HsDccwAOMaO/4h43kAOC3JVJvT8FrSaGKZCrDKVSEkygNJFESTKLSSOWAL4UDjSnsIBUfzm5/3USnjTSPsynwtgTdtEjPb6v3rcKyan9FhieFWRGReGextAxnll7Y/f2CvlZB98Bh4fdQ+581VAEGzlAdzlAdaZQyOqottBnNASBg89DgzKDWno7XmspBUjlgJFMeSqE0mMg+fxJ7fYlUhlM46E/mS3+oW6M7tOa0W1t6ehNalz2YPcGprXuCm3uLPQ6N8ysS5xRmRUSGK7vLnDUtJbf7+4RD5sgNkV7e5h7fyqaxeytbxvBtfh3y4wjV42ioJ4V95HV07Fadt0FXOj5XBg0OMwBXW1M5RCqVRjIVoWRKgskU+z0UNSSyr9FBMGzBHwxTUeOjosbXo8tgtRApe4j0BjfX/iY42pRCNH+ekuDAobpgkZhTmBURke6z2lqN5nB019sbhjl8WV1l+0H38Pf1BwADu+8Qdt8hEtlFZlencFrAlUTIkUzQkYzfnkijNYl6q4c6PNQYCVSHEzgUdnMg4KIy4KLc76Lc56Qy6KLWSKCm3sOh+u5Pa9ws0Wkj2e0g2W0n2W0nqel1itturnfZSWp+3bRNittBksve9F41wiJHSmFWRET6j8XSMrZvRzW/rYVDZolDe0G3zesD4KvGglkzbPfVYAfcQLce77U1Lc2ntjoJOpLw2ZLw2RKpt3iotbQKwyE3B4Ju9gdcVPqd1ODBG/BwMJBMhTeZnXi6PTJEay67NSrsJrvtJLscTSHYDLwpzWHZ1Xq7ltcJDptKJWTYUpgVEZHBw2qDxExzYVLX2wcam2ZuqwFf08/mySyiXnubXte0/cxfa5467MfpO4iTgyR3dd52nmczsOJzptHoSKPOlkqNNYVqSwpVlmQOhJPZH0pqGh7NHCXiS38iNSTgC4bx1fqorO1ZeURrVgtNvb2OptDb0lOc5DJ7ipOaeonb384M0G6HVaFY4o7CrIiIxC+H21ySs3t/jHCoKeS2E3QPD8FRgdhrPhDXcAh8XiyEcfsP4vYfJK2rc1oxZ3+z2gm7Mwi40vE702lwpFHfND5wVdNIEQeNJPaHkigPJlEW8LDfZ6fGF6KmMUCtL0jYgLAB3sYg3sZg768DYLdaogNvVABuDr3mZx6njUSXHY/ThsdpP+y9uc5mVTCW/qcwKyIiw5vVBglp5tJbQX+rkR9aLwfbed30M1CHJRzEVl+Brb6iB+URLvCMgNQMDFcyIXsiQbsHv9VDozWBRquHehKow02NkUBN2IU37ORQ0MXBoIuDASeVfgeVfjten0FNY5BafxDDgGDYoKo+QFV9AOjZaBLtcdmtJLrMMohEV0vobQm/0esSXbambe0kOG0kOlvCcevgrJAsrSnMioiIHCm7E5JzzKW7Ag2Hhd3mMYAPD8RNAbiuEkI+c6kpgZoSLJj/R96jWuHWHB5ISsJwJRF2JBKyJxKwefDZPPisHhosCdRbEqgzEqgNu/AabqpDLqpCTqqCLqqDdqqDdqoCDg4FbBz026nxhwk3TcfkC4bxBf09bVWXnHarGWwdNtzNPcEOu/naYSPBaS7tvzbDtadpfdvXCsvxRmFWREQkFhwJkJpvLt1hGBCojw7A/lrw1Tb9rGnnfV3724SbyhEC9RCox1JXEXkezgkk9vY7WcDwuMCRgGFPIGT3ELK7CVrNxd+0+HDRaHHRaDipw0VD2Emt4aQu7KAm5MAbcuIN2akOOKgK2DkYdHDQb6Mu7KQBF/4g+INhquj5CBTd4bRbW0JuUwj2OG24HWZvceTBvITWD+iZ71PcDnNJMMszNK1z/1OYFRERiQcWCzgTzSWtoPfHMQxzwozW4dZf1xR4a1oF38Pe++uiA3NTECbQYP5sbmZT77GFKqy0O4dG77R66M6wuQm5Ugg6Ugg4kvE7kvHZkmi0JVNvTaLemkgNidRYPNQYHqrCHg4ZHg4FEzgQSqA6aKPRH6I+EKTBH6LBH6I+EMJo6lH2B8P4g2GqG448LCc6baQkOCLDsiW77aQkOKJet/dZStNrl10P5XVFYVZERGQ4sVhaHpxL7GoU324yjKZQ29Aq4NYd9r7BDMRR6w4LxIEG8NdH79P6OM1fIdSIvb4RO2atcY/ZXOZwcQmpkG4OHWe4Uwk5Uwg6kvE5UprCsRmM66xJ1GEG5GrDzSG/jRpfGG9jgJrGIN6GADWNAfMhvAZzXUMgBECdP0SdP0Rpde8urcNmaerpdUSGYXM7bE0/rbib3rsc1shnbnvL+tbbRN7bzd5mt93cL94Ds8KsiIiIHBmLBZwec2FE/5zDMCDYaAbb5pElGqujF1876xqrWr32AoZZd1xXYS7NX4Ho+uMu2Zxgd5sz6TX/THBDsgvsCYTtLoIWJwGLAx9O/DhoNBw0GA4awnbqQnbqwnZqgjZqQza8AXOpClg55DcXn+HAF3bgq3dSW+fgAA4aceLH3tTivmGxmA/rtYRkW+S9u3VIdtj42dkTyU7p1X9C9BuFWRERERn8LBazztiR0DQDXS+Ew2bpRJvAW91OOK5qPywbYfNYIb+5dDA8sBWzMqLXNcjtjGXczMBK0OYmYEsgYHXjt7jwW1z4mpZGXDQYThpwUm+4qAub9ci1YWdTTbKDmpCTOsNBg+GiAScNQReNAbMmuQonjTjbnQTkuvnje/Nt+pXCrIiIiAwPVmvLjHS9EQ6bZQ9Bn9lLHPnZ2M66rn52c9tAQ8t7zKJeC2EcoXocofrO29vhdWhauhCyugjZ3C3B2eLGHZhAt6ayHkAKsyIiIiLdYbWCK9lcBpphmD3BzaUWXdYiH17DfPi6w2uTm14HGyOntIV92MI+nIFWBb+uwRcdB1+LRERERCSaxdJUn+vqfc9yd4TDEOwgCPvrIekIZtvrJwqzIiIiImKyWluGgIsTGslXREREROKWwqyIiIiIxC2FWRERERGJWwqzIiIiIhK3FGZFREREJG4pzIqIiIhI3FKYFREREZG4NezGmTUMcyo4r9cb45aIiIiISHuac1pzbuvMsAuzNTU1ABQUFMS4JSIiIiLSmZqaGlJTO5/xzGJ0J/IOIeFwmJKSEpKTk7FYLP1+Pq/XS0FBAcXFxaSkpPT7+YYSXbve0XXrHV233tO16x1dt97RdeudeLtuhmFQU1NDXl4eVmvnVbHDrmfWarUyatSoAT9vSkpKXNw8g5GuXe/ouvWOrlvv6dr1jq5b7+i69U48XbeuemSb6QEwEREREYlbCrMiIiIiErcUZvuZy+Vi+fLluFyuWDcl7uja9Y6uW+/ouvWerl3v6Lr1jq5b7wzl6zbsHgATERERkaFDPbMiIiIiErcUZkVEREQkbinMioiIiEjcUpgVERERkbilMNsHHnjgAQoLC3G73cydO5eNGzd2uv2zzz7LxIkTcbvdHHfccbz88ssD1NLBY+XKlcyePZvk5GSysrI477zz2L59e6f7PP7441gslqjF7XYPUIsHhxUrVrS5BhMnTux0H91vUFhY2Oa6WSwWrrrqqna3H8732v/93/+xYMEC8vLysFgsvPDCC1GfG4bBzTffTG5uLgkJCcyfP5/PP/+8y+P29O9kvOnsugUCAW688UaOO+44EhMTycvLY/HixZSUlHR6zN78vsebru63JUuWtLkGZ511VpfHHer3G3R97dr7m2exWLjnnns6PGa83nMKs0fomWee4frrr2f58uVs2rSJadOmceaZZ1JRUdHu9m+//TaXXHIJ3/3ud9m8eTPnnXce5513Hp988skAtzy23njjDa666ireffdd1q1bRyAQ4IwzzqCurq7T/VJSUigtLY0sRUVFA9TiwePYY4+NugZvvvlmh9vqfjO9//77Udds3bp1AHzrW9/qcJ/heq/V1dUxbdo0HnjggXY/v/vuu/nd737HmjVreO+990hMTOTMM8+ksbGxw2P29O9kPOrsutXX17Np0yaWLVvGpk2b+Otf/8r27ds599xzuzxuT37f41FX9xvAWWedFXUN/vSnP3V6zOFwv0HX1671NSstLWXt2rVYLBa++c1vdnrcuLznDDkic+bMMa666qrI+1AoZOTl5RkrV65sd/tvf/vbxte//vWodXPnzjW+//3v92s7B7uKigoDMN54440Ot3nssceM1NTUgWvUILR8+XJj2rRp3d5e91v7rr32WmPcuHFGOBxu93PdaybAeP755yPvw+GwkZOTY9xzzz2RdVVVVYbL5TL+9Kc/dXicnv6djHeHX7f2bNy40QCMoqKiDrfp6e97vGvvul1++eXGwoULe3Sc4Xa/GUb37rmFCxcap556aqfbxOs9p57ZI+D3+/nwww+ZP39+ZJ3VamX+/Pm888477e7zzjvvRG0PcOaZZ3a4/XBRXV0NQEZGRqfb1dbWMmbMGAoKCli4cCHbtm0biOYNKp9//jl5eXmMHTuWRYsWsXfv3g631f3Wlt/v58knn+S///u/sVgsHW6ne62t3bt3U1ZWFnVPpaamMnfu3A7vqd78nRwOqqursVgspKWldbpdT37fh6rXX3+drKwsJkyYwA9/+EMOHDjQ4ba639pXXl7OSy+9xHe/+90ut43He05h9ghUVlYSCoXIzs6OWp+dnU1ZWVm7+5SVlfVo++EgHA5z3XXXcdJJJzFlypQOt5swYQJr167lb3/7G08++SThcJgTTzyRffv2DWBrY2vu3Lk8/vjjvPLKKzz44IPs3r2br3zlK9TU1LS7ve63tl544QWqqqpYsmRJh9voXmtf833Tk3uqN38nh7rGxkZuvPFGLrnkElJSUjrcrqe/70PRWWedxRNPPMGGDRu46667eOONNzj77LMJhULtbq/7rX1//OMfSU5O5oILLuh0u3i95+yxboDIVVddxSeffNJlXc68efOYN29e5P2JJ57IpEmTeOihh7jtttv6u5mDwtlnnx15PXXqVObOncuYMWP4y1/+0q3/4hZ49NFHOfvss8nLy+twG91r0l8CgQDf/va3MQyDBx98sNNt9fsOF198ceT1cccdx9SpUxk3bhyvv/46p512WgxbFl/Wrl3LokWLunyQNV7vOfXMHoHMzExsNhvl5eVR68vLy8nJyWl3n5ycnB5tP9RdffXV/P3vf+e1115j1KhRPdrX4XAwY8YMdu7c2U+tG/zS0tI45phjOrwGut+iFRUVsX79er73ve/1aD/da6bm+6Yn91Rv/k4OVc1BtqioiHXr1nXaK9uern7fh4OxY8eSmZnZ4TXQ/dbWv//9b7Zv397jv3sQP/ecwuwRcDqdzJo1iw0bNkTWhcNhNmzYENWr09q8efOitgdYt25dh9sPVYZhcPXVV/P888/zr3/9i6OOOqrHxwiFQnz88cfk5ub2QwvjQ21tLbt27erwGuh+i/bYY4+RlZXF17/+9R7tp3vNdNRRR5GTkxN1T3m9Xt57770O76ne/J0cipqD7Oeff8769esZMWJEj4/R1e/7cLBv3z4OHDjQ4TXQ/dbWo48+yqxZs5g2bVqP942bey7WT6DFuz//+c+Gy+UyHn/8ceM///mPceWVVxppaWlGWVmZYRiGcdlllxk/+9nPItu/9dZbht1uN+69917j008/NZYvX244HA7j448/jtVXiIkf/vCHRmpqqvH6668bpaWlkaW+vj6yzeHX7pZbbjFeffVVY9euXcaHH35oXHzxxYbb7Ta2bdsWi68QEz/+8Y+N119/3di9e7fx1ltvGfPnzzcyMzONiooKwzB0v3UmFAoZo0ePNm688cY2n+lea1FTU2Ns3rzZ2Lx5swEYq1atMjZv3hx56v7OO+800tLSjL/97W/GRx99ZCxcuNA46qijjIaGhsgxTj31VOO+++6LvO/q7+RQ0Nl18/v9xrnnnmuMGjXK2LJlS9TfPJ/PFznG4detq9/3oaCz61ZTU2PccMMNxjvvvGPs3r3bWL9+vTFz5kxj/PjxRmNjY+QYw/F+M4yuf1cNwzCqq6sNj8djPPjgg+0eY6jccwqzfeC+++4zRo8ebTidTmPOnDnGu+++G/nsa1/7mnH55ZdHbf+Xv/zFOOaYYwyn02kce+yxxksvvTTALY49oN3lsccei2xz+LW77rrrItc5OzvbOOecc4xNmzYNfONj6KKLLjJyc3MNp9Np5OfnGxdddJGxc+fOyOe63zr26quvGoCxffv2Np/pXmvx2muvtfu72Xx9wuGwsWzZMiM7O9twuVzGaaed1uaajhkzxli+fHnUus7+Tg4FnV233bt3d/g377XXXosc4/Dr1tXv+1DQ2XWrr683zjjjDGPkyJGGw+EwxowZY1xxxRVtQulwvN8Mo+vfVcMwjIceeshISEgwqqqq2j3GULnnLIZhGP3a9SsiIiIi0k9UMysiIiIicUthVkRERETilsKsiIiIiMQthVkRERERiVsKsyIiIiIStxRmRURERCRuKcyKiIiISNxSmBURERGRuKUwKyIyTFksFl544YVYN0NE5IgozIqIxMCSJUuwWCxtlrPOOivWTRMRiSv2WDdARGS4Ouuss3jsscei1rlcrhi1RkQkPqlnVkQkRlwuFzk5OVFLeno6YJYAPPjgg5x99tkkJCQwduxYnnvuuaj9P/74Y0499VQSEhIYMWIEV155JbW1tVHbrF27lmOPPRaXy0Vubi5XX3111OeVlZWcf/75eDwexo8fz4svvti/X1pEpI8pzIqIDFLLli3jm9/8Jlu3bmXRokVcfPHFfPrppwDU1dVx5plnkp6ezvvvv8+zzz7L+vXro8Lqgw8+yFVXXcWVV17Jxx9/zIsvvsjRRx8ddY5bbrmFb3/723z00Uecc845LFq0iIMHDw7o9xQRORIWwzCMWDdCRGS4WbJkCU8++SRutztq/c9//nN+/vOfY7FY+MEPfsCDDz4Y+eyEE05g5syZ/P73v+fhhx/mxhtvpLi4mMTERABefvllFixYQElJCdnZ2eTn57N06VJ+9atftdsGi8XCL3/5S2677TbADMhJSUn84x//UO2uiMQN1cyKiMTIf/3Xf0WFVYCMjIzI63nz5kV9Nm/ePLZs2QLAp59+yrRp0yJBFuCkk04iHA6zfft2LBYLJSUlnHbaaZ22YerUqZHXiYmJpKSkUFFR0duvJCIy4BRmRURiJDExsc0/+/eVhISEbm3ncDii3lssFsLhcH80SUSkX6hmVkRkkHr33XfbvJ80aRIAkyZNYuvWrdTV1UU+f+utt7BarUyYMIHk5GQKCwvZsGHDgLZZRGSgqWdWRCRGfD4fZWVlUevsdjuZmZkAPPvssxx//PGcfPLJPPXUU2zcuJFHH30UgEWLFrF8+XIuv/xyVqxYwf79+7nmmmu47LLLyM7OBmDFihX84Ac/ICsri7PPPpuamhreeustrrnmmoH9oiIi/UhhVkQkRl555RVyc3Oj1k2YMIHPPvsMMEca+POf/8yPfvQjcnNz+dOf/sTkyZMB8Hg8vPrqq1x77bXMnj0bj8fDN7/5TVatWhU51uWXX05jYyO/+c1vuOGGG8jMzOTCCy8cuC8oIjIANJqBiMggZLFYeP755znvvPNi3RQRkUFNNbMiIiIiErcUZkVEREQkbqlmVkRkEFIFmIhI96hnVkRERETilsKsiIiIiMQthVkRERERiVsKsyIiIiIStxRmRURERCRuKcyKiIiISNxSmBURERGRuKUwKyIiIiJx6/8HWTduGQntM6cAAAAASUVORK5CYII=\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0620416465 Train Acc: 98.1437530518%\n",
|
|
"Val loss: 0.0551288452 Val Acc: 98.3791656494%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0572307693 Train Acc: 98.2395858765%\n",
|
|
"Val loss: 0.0546593635 Val Acc: 98.3770828247%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
|
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0536570008 Train Acc: 98.3499984741%\n",
|
|
"Val loss: 0.0490022321 Val Acc: 98.5687484741%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
|
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0511157327 Train Acc: 98.4729156494%\n",
|
|
"Val loss: 0.0453553641 Val Acc: 98.7145843506%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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3ISGBsWPHBvYXLFjAqlWrWL16NXffffcJX2P27NncfPPNAPzyl7/khRdeYMuWLUyaNKkz3pKISM/SEETLCxtDZ/mx1oNpw+On0PfSz+QffR7lgKjo+vuY+imQ6rdbOV4TEU2pN4rjtZEU1lg4Vh1JXqWZnIoIjlZEkOPxUVpVh6fYP/r8BAPPmzDwDwg6+aCgqAgzLnvzQUDR9eHSbvG3YNqiGrftFv9j0VGR2KPMTc6L9D8WZSY6KhJbpFmtmL2AgmsTdksEu56aGLLXDoZzzz232X5ZWRlPPvkk7777Lrm5udTV1VFZWcnhw4dPep0xY8YEth0OBy6Xi4KCgqDUKCLS7RiGf7L2mvLWf05vdrx+O/ATfZPj1Z7GltFTCaJWF0T3AUciOPo2bkfX7zv6+LftcY1hNdLWbIBSWXUdBe4qCjzV/pu7imOeagqKqynwVFHg9h8vrWw6ZZO3/nZykWZTfd9Kiz981g/saQihLrsFly2y+TFb83NsQfr3TnonBdcmTCZTu3+u766+OzvAAw88wNq1a3n22WcZMmQIdrudG264gZqak6+mYbFYmu2bTCZ8vu7f4V5EeilvXf0AoWKoKG79vrqVENq036evLvh1WWP9YdPRtz589mkSQhO/E0wTIdLa7Ok+n0FFrRdPVf3P7lW1uD11HM+rId9dSoEnnwJPNcfc9aHUU01FTfsDc1SkmSSntf5mI8nVuN3XaSU22h9E/eHTgs2in8wltMI7pfViUVFReL1tfzl9+umnzJ49m2nTpgH+FthDhw51cnUiIqfIMPwhskXwPH7iQFpxHKrbHsXdbpG2+p/VHY2tmg0rDwWOO77z83xM47Fof1Cts8VTVmeuD5x1jeGzuv6+qA7P0YbjBXiqjvr7gtZPCu+unyC+9X6hJ+eIiiDJ5Q+frYXSJJeVZKcNlz1SQVTCioJrmBo0aBCbN2/m0KFDxMTEnLA1dOjQobz99ttMnToVk8nEvHnz1HIqIqFT7YGiLCjaD8UH/PelR5sH0dNZX90WB9EJYE9oeW91thI6vxNALQ6IaP5Po89nUFpZy/GKGo5X1FBcXr9dXkOxu4aS8lqK6/dLKhtCaE6HWj7b0vQneqctkrhoC8lOG31d9UG0IaC6/NsOq/55l55J/8sOUw888ACzZs1ixIgRVFZWsnTp0lbPe+6555gzZw4XXnghiYmJPPTQQ7jdHZvYWESkQ2qr4PhBfyj9bkgty2/fNSKivhM+41sPo03vbXEtQud3NYTQ4ooaSipqKC6p5Xh5DccrKiiuKKnf9h/zn1NLSUVNOwYmnZjNYm42KXzTQUnOQP9P/8/xMd/pH+q0+fuR6id6ET+TYZzKjxDhw+12ExsbS2lpKS6Xq9ljVVVVHDx4kIyMDGw2W4gqDH/6O4r0Qt46KPm2MZAGQmoWlB4BTvJPS3Qi9BkCfTL9t7iBLYNolKPVFZF8PgNP/XKX7sr6+4a+n/XTL7kD/UH92+6qOjz1LaallbWnHEKd1kjiHVHER1uId0SREB1FXHQUCY7GfX+f0MbBSDHWSKIiNdJdpC0ny2tNqcVVRERa5/OBJ6dlq2nRfjh+6OSDmawufyhNyGweUhMy8VljOV5RQ2FZDYVl1RyvqMFd2BBCK/BUuVuE0MCcoNXBGUDltEYS57CQEB3VagiNj/bfEuqDalx0lAKoSDeg4Coi0pM1rB1fVeqfV7SqtH4Zz5KTHKs/XlEM3uoTXzvSVh9MB+NLGEK5YyCFtv7kRfYjt9ZBYXl9OC2o5tiBagrLKigs+xfF5TV4T+e3d/yj4V1Nplpy2VtOveQKTNvkP+YPowqhIuFMwVVEJFxUl4H7qP+n+PKi7wTPktbDaJWbk/5s3wbDHEmNcwBljgEU2QaQF5nOYVLZ700mqyqWY+W1FO6rpri8oR9oNZDVrmvHRVtIjLGS4IjCVR80vxtAG/abBlHNBSrSeym4ioh0Bz6vf+BSabY/mJZmN7nV71ceP/XrR9rBFuu/2ePwWV1URcT4l+w0oimqs1NQaye3OoqjlVEcrIji23ILuUYCdRWt/VPhBYqbHTGZICE6isQYK4nO+vvALYpEp5W+9ft9YqKwaJUjEekgBVcRka5Q5W4ZRBtu7mxw57RvAnxbLLj6QUxSsyAa2LbFURflothrJ7/WRk6VlcMVFo56fOSWVpJXWkVuXhXHyqrbNT+o2QSJDn/w7Ov0h07//XeCqdPfT1RLbopIZ1JwFRE5XT4vePL8gbTkSCstptntmyDfHAmuNIjtD7H9mtz8+4YrjXKTg+KyGvI9VeSWVpFXWklOSRV5eVXkllaSW9oQSmuBk099FxVhJiXWRkqsjdRYG6mx9vp7/3ZKrI0ERxQRZk3DJCLdg4KriEhb6mr8raIlhxuDaeD+sL/fabtaS+OahdJaZzplthSORyZRGJFEnhHH8QovReX1k9vn13D8QA3F5TUcrzjK8fJD1Hjbt4BIW6E0Nc5GQnQUZoVSEQkjCq4iItVlTcJoK+HUk0ebA5zMkficaVRFp1JuT6M0KpmiiCTyTYlk+xI5XBdPblUkxytqKDrsX4GpcWWlKuBw/a1t1kgzSS5rkzCqUCoivYOCq4j0fLWVULjPP2F+05bShnBaWdz2NSJt/tbSuP7UOftRFJnMYV8ie6ri2Opx8nmhlW8LTtZvtPWBVZFmU2Ae0XiHpX7e0Cj6OOrnF3U0mU+0/jx7lEbUi0jvpODaSw0aNIi5c+cyd+7cUJciEjzeOv9So/k7oWA3FOzy34oPgNHGT+zWWIjrHwinxA2gJiadbF8ie6rj2HHcwt6CcvbleTi8q6KV1Zf88506bZH0jbEGQmdggnuHpVkAbQimTmuklvIUEWknBVcRCT+G4R/wFAinu6FgJxzbe+IJ821xkDA4EEqJHRAIqjUx6Rwoi2Bvfhn78j3szfewb1cZh4rK8RkewNPicnHRFs5IcjI0OYYzkhvvE2OsnfrWRUR6MwVXEeneyouah9OC3f5b9QlGzFuioe9wSBoBSWdC8gj/dkwytT6Dg4Xl7M33+EPqPg978ws5VHT4hCs5uWyR9cHUyRlNQmrfGKtaSkVEupiCa1OGAbUVoXltS7R/9u52+L//+z+efPJJsrOzMZsb50y89tpr6dOnD4899hj3338/n332GeXl5Zx55pksWrSICRMmdFb1IqevugyO7WkSTndB/i4oL2j9fHMk9BkaCKeV8cM4Zh9MjimZgrJaCtxVHCuppuBINQWeQ+SVfsO3RRXUnSCgOq2RTVpPG0NqklMBVUSku1Bwbaq2An6ZFprXfjQHohztOvXGG2/knnvu4eOPP+byyy8HoLi4mA8++ID33nuPsrIyrrrqKhYuXIjVauWVV15h6tSp7NmzhwEDBnTmuxBp5PP55y6tKPav+FRR7B8E1dr98UP+gVMnUOMcgMc1lGPRmWRbBrGf/uyuTSbX46PgUBUF26vrR+h/W387sRhrJEOSYpq0nvpDaorLpoAqItLNKbiGofj4eCZPnszrr78eCK5vvfUWiYmJXHrppZjNZsaOHRs4f8GCBaxatYrVq1dz9913h6psCWd1NY0hs6KolQDaSjCtPN72gKjv8EQmcMQyiP0MYGdtOl9UpbKrLo2KKhsc++7ZhS2e74iKIMllo6/TSpLTSpLTRpKrcTujr4O0WAVUEZFwpeDalCXa3/IZqtfugJkzZ/LjH/+Yl156CavVyvLly5kxYwZms5mysjKefPJJ3n33XXJzc6mrq6OyspLDh9s3R6T0IobhD5ilR6D0aOPyo6XZ/n1Pjj+I1pSd8kv4IqOpjoqjPMJFKTEc88aQW2Mnu9pOsc/BccNJPvHs8fWnGFer14iLtjQGUaeVvq7G7SSnlSSXf9th1VeaiEhPpm/5pkymdv9cH2pTp07FMAzeffddxo0bxz/+8Q9+9atfAfDAAw+wdu1ann32WYYMGYLdbueGG26gpqYmxFVLl6utrA+k9UuQuo82D6ml2VBX2b5rmcxgjwd7AkQnBO6rLbEcN2Io8Do4Wm3n2wor+8ui+KbUwl6PhRosJ7xkVKSZgX2iSY+3M8FpJbk+gPZt0lLa12nFGql5S0VERME1bNlsNq6//nqWL1/O/v37GTZsGGeffTYAn376KbNnz2batGkAlJWVcejQoRBWK53C5/Wv6FSa7Q+j7qONLaUN+xVF7buWo69/GVJXev2SpOmBfSO6D4U+B4fKIvm2uIrDReUcKqrg2+IKDu8v53hF7Ukv7bRGMjAxmoEJDgb2ia6/+beTnTat7iQiIu2m4BrGZs6cydVXX83OnTv50Y9+FDg+dOhQ3n77baZOnYrJZGLevHn4fB3rayjdVFEWbHsTdq7ybxvetp8TFdMklPZrEUxxpYPFBkBZdR07j5ayI8fNjh2l7M51c7h4X5OlSVuXGGNtDKXfCajx0Rb1KRURkaBQcA1jl112GQkJCezZs4d///d/Dxx/7rnnmDNnDhdeeCGJiYk89NBDuN0nmPNSur/yItj5Nmx9A47+q/lj5khwpYGrX30o7VcfSvs3BlVbbKtTrbmratlxtJSdO3PYfrSUHTmlHCwsb3XJUpMJ0mLtzVpLB/WJZkCCgwF9oolR31IREekC+tcmjJnNZnJyWg4mGzRoEB999FGzY3fddVezfXUd6OZqq2Dv+7D1Tdi/Fnx1/uMmM2ReBmNmwKDvQ0wymNvu/1lSUcOOo2525JSy/WgpO4+Wcqio9TmLU2NtjEyLZXR6LCPTXGT0ddAv3q5+piIiEnIKriLdhc8Hh//pb1nd9ZfmK0OljvWH1VHTwZl80ssUl9f4W1AbbjmlHClufQBWepydUekuRqfHMio9lpFpsfR1aslSERHpnhRcRULt2B5/WN2+0j+oqoGrH4z5IYy5CZKGt/5UT3UgoG4/WsrOHDdHS1oPqQMSov2tqPVBdWRaLAmOqM54RyIiIp0ipMHV4/Ewb948Vq1aRUFBAWeddRbPP/8848aNA2D27NksW7as2XMmTpzIBx98EIpyRYKnrAC2v+UfaJX7deNxqwtGXOsPqwO/D02W9AV/v9R1u/NZsyOfr4+UkOeuavXyGYkORqXHMiqtMaTGRp94WioREZFwENLg+p//+Z/s2LGDV199lbS0NF577TUmTJjArl27SE9PB2DSpEksXbo08ByrVT9jSpiqqYBv3oVtb0DWx40zApgjYcgV/tbVYZPBYm/2tNLKWtbuyuf97bn8Y18hNd7GGSJMJhic6Aj81D+qvl+q06aQKiIiPU/IgmtlZSV//vOf+ctf/sIll1wCwJNPPslf//pXlixZwtNPPw34g2pKSkqn1mK0Noxa2k1/v5PweeHgRn/L6u6/Nl+BKv1cf8vqqOvBkdjsaSUVNfy9Pqx+sr+QWm/j3zizr4Mpo1O5+Iy+jEh1abUoERHpNUL2L15dXR1erxebzdbsuN1u55NPPgnsr1+/nqSkJOLj47nssst4+umn6dOnzwmvW11dTXV1dWD/ZNNAWSz+VqmKigrsdvsJz5OTa1iRKyJCo84D8nb4w+r2leDJbTweN9AfVsfcBIlDmj3leHkNf9+Vx3vb8/h0fyF1vsawekZyDJNHpTJlTCpnJDu76l2IiIh0KyELrk6nkwsuuIAFCxZw5plnkpyczIoVK9i0aRNDhvj/QZ80aRLXX389GRkZZGVl8eijjzJ58mQ2bdp0wpC0aNEi5s+f364aIiIiiIuLo6CgAIDo6GhNlN5BPp+PY8eOER0dTWRkL2z5MwwoPwaF+6Bon//+wHrI39F4ji0ORk6DsTOg//hmc6oWlVXz9135vLc9l39mFeFtElaHpzi5anQqV41OYUiSwqqIiIjJCOHvvFlZWcyZM4eNGzcSERHB2WefzRlnnMEXX3zB7t27W5x/4MABMjMz+fDDD7n88stbvWZrLa79+/entLQUl8vV4nzDMMjLy6OkpCRo76u3MZvNZGRkEBXVg0eo11RAcVZ9QM1qDKlFWVBd2vJ8swXOmOgPq0OvhMjGvtmFZdWs2ZnHe9tz+exAcbOwemaqiymjU5g8OpXMvjFd8c5ERERCzu12Exsbe8K81iCkTWSZmZls2LCB8vJy3G43qamp3HTTTQwePLjV8wcPHkxiYiL79+8/YXC1Wq0dGsBlMplITU0lKSmJ2tqTr7kurYuKisL8ndHvYcnn809HVVQfSAOtqPvBnX2SJ5ogbgAkDoU+QyF5JAyfAtEJgTMKPFWs2ZnPe9ty2XywiCZZlZFprvqW1VQyEh2d9/5ERETCXLf4bdfhcOBwODh+/Dhr1qxh8eLFrZ6XnZ1NUVERqampQa8hIiJCfTR7i8rj/jBatL9Jy+l+KD4Ada1PLwWAPd4fTBOHQp/Mxu34DLDYWpxe4K7i/R3+ltUth4qbLaU6pl8sk0f5uwEM7KOwKiIi0h4hDa5r1qzBMAyGDRvG/v37+fnPf87w4cO59dZbKSsrY/78+UyfPp2UlBSysrJ48MEHGTJkCBMnTgxl2RJOfF44+iXs/xAO/cM/2X9F4YnPj4iChMHQZ4j/1tCK2mcIOE48KBDA6zM4WFjOP/Yd4/3teXz+bfOwOrZ/nL8bwKhU+idEB+kNioiI9B4hDa6lpaU88sgjZGdnk5CQwPTp01m4cCEWi4W6ujq2bdvGsmXLKCkpIS0tjSuvvJIFCxZoLlc5ubJjkLUO9q2FrI+gsrjlOc7UlsE0cQjEDoCItv+zqKr18k2eh105bnbmlLIr1803uR4qa73NzjtrQBxTRqcyaVQK/eIVVkVERE5HSAdndYX2dvaVMOatg6NfwP61/rDadCUqAGssZP4AMi+H1LH+kGpt/8Cnkooadua4m4XUrGPlzQZVNbBbIhidHsvEUSlMHpVCWpymWRMREWlLWAzOEjllnnz/z//71/pXoaoqaf54yhgYMgGGXgH9xkFE2ytJGYbB0ZLKJiHVze5cN0dLKls9P8ERxcg0FyPSXIxIdTEyLZaMRAcRZk2pJiIi0hkUXCU8eOsge4u/RXX/h5C3rfnjtljIvMy/dOqQy8F58tXW6rw+so6VszOnNBBUd+W6Ka1sfWaJAQnR9eHUH1RHpsWS7LJq3l8REZEupOAq3Zc7B/avq29VXd9yvtTU7/lbVIdcAennnLRv6pHiCjbsPcaOo/X9UfM81NT5WpwXaTYxNNkZCKkj01ycmebCZWu7xVZEREQ6l4KrdB/eWjiyubFVtenqU+Cfjirzcn9YzbwcYvqe8FKGYbDjqJu1u/L4+658vsnztDjHERURaD0dkepvSR2aHIM1UtOiiYiIdEcKrhJanjzYuwb2/R0ObICapgHTBOln1//8P8G/bT5xqKyp8/HZgSLW7srnw9355JY2zslqNsG5gxI4d2A8I9NiGZnmYkBCNGb1RxUREQkbCq7StQzD3z91zwew933I+ar549F9/CF1yAR/n1VH4kkvV1pZy/o9Bazdlc+GPcfwVNc1XioqgkuG9uWKEclcNjyJeEcPXpJWRESkF1Bwlc5XW+Wf/H/Pe/7WVffR5o+nnQ1nTIKhEyD1LGhj+dijJZV8uCuftbvy+exAEXVNpqXq67Qy4cwkrhiRzIWZidgs+tlfRESkp1Bwlc7hyYd9a/wtqwc+htqKxsci7ZB5qT+snjGxzRkADMNgV66btfVhdWeOu9njQ5NiuGJEMleMSGZsvzj9/C8iItJDKbhKcBiGfzBVQxeAo180f9yZBsMmwRmTIeNisJx8Yv5ar48tB4sDYbXpXKpmE5w7MIErRiQzYUQyGYmOznhHIiIi0s0ouMqpq6uGg//wB9W9a6D0SPPH087yB9Vhk/wLArQx56mnqpYNe4+xdlc+H39TgLuqsb+qzWJu1l+1T4yW/RUREeltFFylY8qO1XcBeN+/YlVteeNjkXYY/AN/UB06EVypbV6usKyaD3b4p6zalFVIrbexv2piTBSXD/d3AbhoqPqrioiI9HYKrnJyhgEFu/xBde8HkP0voDFc4kz191M9YzJkXAJR0W1esqismjU783l3ew6bsopoMraKwX0dXDEimStHJPO9/vFaPlVEREQCFFyldaVH4YulsO1NKDnc/LHUsY1dAFK/12YXAIDj5TWs2ZnHu9tz+WdWEd4maXVsv1gmjUrlypHJZPaNCfIbERERkZ5CwVUaGQZ8+yls+T/Y/TcwvP7jkTbI+Lf6wVWTwJXWrsuVVDSE1Tw+3V/YLKyOTo9lyphUpoxOpX9C2620IiIiIgquAtVlsP1PsOX3/m4BDQZdDONu8/dXbUcXAIDSilrW7Mrj3W25fLq/sNkcqyPTXIGwOrCPZgIQERGRjlFw7c2KsuDz/wdfLYfqUv8xSzSMnQHjfgzJI9p1mdLKWtbuyufdbTl8sr/5AKszU11cPSaVq0anatoqEREROS0Krr2Nzwf71/q7A+z/sPF4Qiac92MYezPY49q8jLuqlg935fPutlw27jvWLKwOT3EyZXQqV41JVZ9VERERCRoF196i8jh89Zq/hfX4ofqDJhh6JYy/HQZf1uZSq56qWtbtLuBv23LZuPcYNV5f4LEzkmOYMjqNKWNSGJLk7Lz3ISIiIr2WgmtPl7fd33d125+grn71KVssnPUf/v6rCYNP+vSy6jrW7fa3rK7fe4yausawOiQphimjU7l6TCpDkxVWRUREpHMpuPZE3lrY/Vd/YD38z8bjyaPgvNth9I1tDrZyV9Xy3N/3smLLYaqbhNXBfR1cPTqVKWPSOCM5BlM7psISERERCQYF157Ekw9fvOyff9WT6z9mjoQzr/EH1gHntznnqmEYvL8jjydX76TAUw1ARqKDKaNTmTImleEpToVVERERCQkF13BnGHBki3+w1a6/gK/WfzwmGc65Fc6Z3a6lVwGOFFfw+F928PGeYwAM6hPNU9eO4uKhiQqrIiIiEnIKruGqthJ2/NkfWHO3Nh7vP97funrmNRAZ1b5LeX38v38c5Pl1e6mq9WGJMHHHv2Vy56VDsFkiOukNiIiIiHSMgms4OrgRVt4KFYX+/UgbjL7BP/dq2vc6dKkvvi3m0bd3sCffA8D4jAQWThvNkCRNYyUiIiLdi4JruNn9N3jrVvDWQOwAOO8//TMERCd06DKlFbX89wffsGLLYQDioy08NmUE089OV7cAERER6ZYUXMPJV6/B6nvA8MHwq2H6H8Bi69AlDMPgL1/n8PS7uygsqwHgxnP68chVZ5LgaF/XAhEREZFQUHANF/98Ef7+C//2WT+Cq5+HiI59fAcLy5n3zg4+2e/vYjAkKYaF141i/OA+wa5WREREJOgUXLs7w4B18+GTX/n3L7wHrljQ5rRWTVXXefnd+gP8dv1+aup8WCPN3HPZEG6/JJOoyJOvliUiIiLSXXQ4uA4aNIg5c+Ywe/ZsBgwY0Bk1SQOfF/72U/hymX9/wpNw0U87dIlNWUU89s52DhwrB+DioYk8fd0oBvZxBLlYERERkc7V4ea2uXPn8vbbbzN48GCuuOIK3njjDaqrqzujtt6trto/COvLZWAyw9TnOxRai8tr+NmftnLz7z/jwLFyEmOsPD/je7wy5zyFVhEREQlLJsMwjFN54pdffsnLL7/MihUr8Hq9/Pu//ztz5szh7LPPDnaNp8XtdhMbG0tpaSkulyvU5bRPdRm8+SM48DFERMH1v4eR17XrqYZhsPJf2fzy/d2UVNRiMsG/nzeABycNJ9Zu6dy6RURERE5Be/PaKQfXBrW1tbz00ks89NBD1NbWMnr0aO69915uvfXWbjGtUtgF14piWH4DHP0CLA6YsRwyL23XU/fle3hs1Q62HCoGYHiKk19eP5qzB8R3ZsUiIiIip6W9ee2UB2fV1tayatUqli5dytq1azn//PO57bbbyM7O5tFHH+XDDz/k9ddfP9XL907uHHh1Ghz7BuzxMPPP0O+cNp9WVevlxY/28X8bD1DrNbBbIvjpFUO59fsZWCI0+EpERER6hg4H1y+//JKlS5eyYsUKzGYzt9xyC7/61a8YPnx44Jxp06Yxbty4oBba4xXu94fW0sPgTIP/WAVJw9t82oa9x5j3zg4OF1cAcPnwJOZfO5J+8dGdXbGIiIhIl+pwcB03bhxXXHEFS5Ys4brrrsNiadlvMiMjgxkzZgSlwF4hdyu8er1/CdeETLjlHYg7+YwNBZ4qFvxtN3/dmgNAisvGk9eMYOLIlG7RRUNEREQk2DocXA8cOMDAgQNPeo7D4WDp0qWnXFSvcuhTWDEDqt2QMgZ+9DbE9D3pU46WVDLlhX9QUlGL2QSzLhzEz64cRoxV0/KKiIhIz9XhpFNQUEBeXh7jx49vdnzz5s1ERERw7rnnBq24Hm/P+7ByNtRVwcDvw80rwBbb5tPe25ZLSUUtGYkOXphxFqP7tf0cERERkXDX4ZE7d911F0eOHGlx/OjRo9x1111BKapX+HoFvDHTH1qHXQU/+nO7QivAtqOlANxwTj+FVhEREek1Ohxcd+3a1epcrWeddRa7du0KSlE93qaX4J3/AsMLY2+GH74KFnu7n74tuwSA0ekKrSIiItJ7dDi4Wq1W8vPzWxzPzc0lMlJ9LE/KMOCjp2HNI/798++Ea1+CiPb/3Uoravm2yD+DwBi1toqIiEgv0uHgeuWVV/LII49QWloaOFZSUsKjjz7KFVdcEdTiehSfF979GWz8H//+Zb+Aib8Ec8c+gm1HSwAYkBBNXHRUkIsUERER6b463ET67LPPcskllzBw4EDOOussAL7++muSk5N59dVXg15gj1BXA6t+AjvfBkww5X9h3G2ndKlt2f7/w6DWVhEREeltOtzimp6ezrZt21i8eDEjRozgnHPO4fnnn2f79u3079+/Q9fyeDzMnTuXgQMHYrfbufDCC/n8888DjxuGweOPP05qaip2u50JEyawb9++jpYcWjXl/umudr4NZgvc8IdTDq0A2xVcRUREpJc6pU6pDoeD22+//bRf/D//8z/ZsWMHr776Kmlpabz22mtMmDCBXbt2kZ6ezuLFi3nhhRdYtmwZGRkZzJs3j4kTJ7Jr1y5sNttpv36nqyiG12+C7C1giYabXoUhE07rkg0Ds8b0izv9+kRERETCiMkwDONUnrhr1y4OHz5MTU1Ns+PXXHNNu55fWVmJ0+nkL3/5C1OmTAkcP+ecc5g8eTILFiwgLS2Nn/3sZzzwwAMAlJaWkpyczMsvv9zulbncbjexsbGUlpbicrna+e6CwJ0Lr10PBbvAFgczV0L/807rksc81Yxb+CEmE2x74kqctparlomIiIiEm/bmtVNaOWvatGls374dk8lEQ+5tWGbU6/W26zp1dXV4vd4WLad2u51PPvmEgwcPkpeXx4QJjS2UsbGxjB8/nk2bNp0wuFZXV1NdXR3Yd7vdHXp/QVGUBa9Og5JvISYF/mMVJI847cturx+YNTjRodAqIiIivU6H+7jed999ZGRkUFBQQHR0NDt37mTjxo2ce+65rF+/vt3XcTqdXHDBBSxYsICcnBy8Xi+vvfYamzZtIjc3l7y8PACSk5ObPS85OTnwWGsWLVpEbGxs4NbRfrenLW87/HGSP7TGZ8Bta4ISWqFxYNZYdRMQERGRXqjDwXXTpk089dRTJCYmYjabMZvNXHTRRSxatIh77723Q9d69dVXMQyD9PR0rFYrL7zwAjfffDPmDk4R1VTDVF0Nt9ZW+eo0RVmwdAqUF0DyaJizBuIHBe3yDcFVq2WJiIhIb9ThhOj1enE6nQAkJiaSk5MDwMCBA9mzZ0+HrpWZmcmGDRsoKyvjyJEjbNmyhdraWgYPHkxKSgpAi8UO8vPzA4+1xmq14nK5mt26THwGDL0CBlwAs/8GzuS2n9NOhmE0mQorLmjXFREREQkXHQ6uo0aNYuvWrQCMHz+exYsX8+mnn/LUU08xePDgUyrC4XCQmprK8ePHWbNmDddeey0ZGRmkpKSwbt26wHlut5vNmzdzwQUXnNLrdDqzGa5bAj96G+xxQb10nruKwrJqIswmRqR2YRgXERER6SY6PDjrF7/4BeXl5QA89dRTXH311Vx88cX06dOHN998s0PXWrNmDYZhMGzYMPbv38/Pf/5zhg8fzq233orJZGLu3Lk8/fTTDB06NDAdVlpaGtddd11Hy+46kVFA8Fe02nrE39o6NCkGe1RE0K8vIiIi0t11OLhOnDgxsD1kyBC++eYbiouLiY+PD8ws0F6lpaU88sgjZGdnk5CQwPTp01m4cCEWi3/E/IMPPkh5eTm33347JSUlXHTRRXzwwQfhMYdrkDXMKKCBWSIiItJbdWge19raWux2O19//TWjRo3qzLqCJmTzuAbZf/xhM//YV8jT143iR+cPDHU5IiIiIkHT3rzWoT6uFouFAQMGtHuuVgmOpgOz1OIqIiIivVWHB2c99thjPProoxQXF3dGPdKKI8WVlFbWEhVh5oyUmFCXIyIiIhISHe7j+pvf/Ib9+/eTlpbGwIEDcTgczR7/8ssvg1ac+G3NLgFgeKoTa6QGZomIiEjv1OHg2q1H9PdQ2482zN+qhQdERESk9+pwcH3iiSc6ow45ia1HSgAYkx4X0jpEREREQunU11aVLuHzGexoaHHtrxZXERER6b063OJqNptPOl+rZhwIrgOF5ZTXeLFZzAzpq4FZIiIi0nt1OLiuWrWq2X5tbS1fffUVy5YtY/78+UErTPy21Q/MGpUWS2SEGshFRESk9+pwcL322mtbHLvhhhsYOXIkb775JrfddltQChO/hvlbR2tgloiIiPRyQWvCO//881m3bl2wLif1GlpcNaOAiIiI9HZBCa6VlZW88MILpKenB+NyUq/O62NnjhuAMVoxS0RERHq5DncViI+PbzY4yzAMPB4P0dHRvPbaa0EtrrfbV1BGdZ0PpzWSjD6Otp8gIiIi0oN1OLj+6le/ahZczWYzffv2Zfz48cTHxwe1uN4uMDArPRaz+cQzOYiIiIj0Bh0OrrNnz+6EMqQ1DQOz1L9VRERE5BT6uC5dupSVK1e2OL5y5UqWLVsWlKLETzMKiIiIiDTqcHBdtGgRiYmJLY4nJSXxy1/+MihFCVTXefkmzz8wa6wGZomIiIh0PLgePnyYjIyMFscHDhzI4cOHg1KUwJ48D7Veg/hoC/3i7aEuR0RERCTkOhxck5KS2LZtW4vjW7dupU+fPkEpSmBroJtA3EmX2BURERHpLTocXG+++WbuvfdePv74Y7xeL16vl48++oj77ruPGTNmdEaNvdL2hoUH0tW/VURERAROYVaBBQsWcOjQIS6//HIiI/1P9/l83HLLLerjGkSaUUBERESkuQ4H16ioKN58802efvppvv76a+x2O6NHj2bgwIGdUV+vVFnjZW++B9CKWSIiIiINOhxcGwwdOpShQ4cGsxaptyu3FJ8BfZ1Wkl3WUJcjIiIi0i10uI/r9OnTeeaZZ1ocX7x4MTfeeGNQiurtth7xdxMY2y9WA7NERERE6nU4uG7cuJGrrrqqxfHJkyezcePGoBTV220/Wj+jQHpcaAsRERER6UY6HFzLysqIiopqcdxiseB2u4NSVG+3tWFGgf4amCUiIiLSoMPBdfTo0bz55pstjr/xxhuMGDEiKEX1Zp6qWg4cKwdgtKbCEhEREQno8OCsefPmcf3115OVlcVll10GwLp163j99dd56623gl5gb7PjqL/VOj3OTmKMBmaJiIiINOhwcJ06dSrvvPMOv/zlL3nrrbew2+2MHTuWjz76iISEhM6osVfZ1tBNQPO3ioiIiDRzStNhTZkyhSlTpgDgdrtZsWIFDzzwAF988QVerzeoBfY22xoGZim4ioiIiDTT4T6uDTZu3MisWbNIS0vjf//3f7nsssv47LPPgllbr9TQ4jpWCw+IiIiINNOhFte8vDxefvll/vCHP+B2u/nhD39IdXU177zzjgZmBcHx8hqOFFcCMCpNLa4iIiIiTbW7xXXq1KkMGzaMbdu28etf/5qcnBxefPHFzqyt12mYv3VQn2hioy0hrkZERESke2l3i+v777/Pvffeyx133KGlXjtJ48CsuJDWISIiItIdtbvF9ZNPPsHj8XDOOecwfvx4fvOb31BYWNiZtfU627L9La6aUUBERESkpXYH1/PPP5/f//735Obm8pOf/IQ33niDtLQ0fD4fa9euxePxdGadvUJjcI0LbSEiIiIi3VCHZxVwOBzMmTOHTz75hO3bt/Ozn/2M//7v/yYpKYlrrrmmM2rsFQrcVeS5qzCbYGSaK9TliIiIiHQ7pzwdFsCwYcNYvHgx2dnZrFixIlg19UoNra1DkmJwWE9pel0RERGRHu20gmuDiIgIrrvuOlavXh2My/VKgYUH0uNCW4iIiIhINxWU4Cqnb7uWehURERE5KQXXbsAwDM0oICIiItIGBdduIKe0iqLyGiLNJs5M1cAsERERkdYouHYD246UADAsxYnNEhHaYkRERES6KQXXbqBhYJa6CYiIiIicWEiDq9frZd68eWRkZGC328nMzGTBggUYhhE4Z/bs2ZhMpma3SZMmhbDq4NuerRkFRERERNoS0glDn3nmGZYsWcKyZcsYOXIk//rXv7j11luJjY3l3nvvDZw3adIkli5dGti3Wq2hKLdT+AdmlQBqcRURERE5mZAG13/+859ce+21TJkyBYBBgwaxYsUKtmzZ0uw8q9VKSkpKKErsdN8WVeCuqiMq0sywFGeoyxERERHptkLaVeDCCy9k3bp17N27F4CtW7fyySefMHny5GbnrV+/nqSkJIYNG8Ydd9xBUVHRCa9ZXV2N2+1uduvOtta3to5IdWGJUJdjERERkRMJaYvrww8/jNvtZvjw4UREROD1elm4cCEzZ84MnDNp0iSuv/56MjIyyMrK4tFHH2Xy5Mls2rSJiIiWI/AXLVrE/Pnzu/JtnJbtmr9VREREpF1CGlz/9Kc/sXz5cl5//XVGjhzJ119/zdy5c0lLS2PWrFkAzJgxI3D+6NGjGTNmDJmZmaxfv57LL7+8xTUfeeQR7r///sC+2+2mf//+nf9mTlHjjAJxoS1EREREpJsLaXD9+c9/zsMPPxwIp6NHj+bbb79l0aJFgeD6XYMHDyYxMZH9+/e3GlytVmvYDN7y+gx2aCosERERkXYJaafKiooKzObmJURERODz+U74nOzsbIqKikhNTe3s8jrdgWNlVNR4iY6KILNvTKjLEREREenWQtriOnXqVBYuXMiAAQMYOXIkX331Fc899xxz5swBoKysjPnz5zN9+nRSUlLIysriwQcfZMiQIUycODGUpQfF1vr+raPSYokwm0JcjYiIiEj3FtLg+uKLLzJv3jzuvPNOCgoKSEtL4yc/+QmPP/444G993bZtG8uWLaOkpIS0tDSuvPJKFixYEDbdAU5me/2MAqPVTUBERESkTSaj6TJVPZDb7SY2NpbS0lJcLleoy2lm2kuf8tXhEp6f8T2u/V56qMsRERERCYn25jVNHBoitV4fu3L8c8xqRgERERGRtim4hsjefA/VdT6ctkgGJkSHuhwRERGRbk/BNUS2NVl4wKyBWSIiIiJtUnANkYbgOjo9LrSFiIiIiIQJBdcQ2X60BICxmlFAREREpF0UXEOgqtbLN7keQFNhiYiIiLSXgmsIfJPnoc5nkOCIIj3OHupyRERERMKCgmsIbKtfeGBMv1hMJg3MEhEREWkPBdcQCMwokK5uAiIiIiLtpeAaAtsDU2HFhbYQERERkTCi4NrFKmrq2FfgH5g1RgOzRERERNpNwbWL7cxx4zMgxWUjyWULdTkiIiIiYUPBtYttPVICaBosERERkY5ScO1i249qYJaIiIjIqVBw7WKBgVn940JbiIiIiEiYUXDtQqWVtRwoLAdgtFpcRURERDpEwbUL7azvJtA/wU6CIyrE1YiIiIiEFwXXLrQ1sPBAXGgLEREREQlDCq5daPvREkAzCoiIiIicCgXXLhRY6lXBVURERKTDFFy7SFFZNdnHKwEYpYFZIiIiIh2m4NpFGuZvHdzXgctmCXE1IiIiIuFHwbWLBLoJqLVVRERE5JQouHaRxv6tcaEtRERERCRMKbh2kW3ZJYAGZomIiIicKgXXLpDvrqLAU43ZBCPSXKEuR0RERCQsKbh2gYZuAmckO4mOigxxNSIiIiLhScG1CzR0ExitgVkiIiIip0zBtQsEBmb1jwttISIiIiJhTMG1kxmG0TgwSy2uIiIiIqdMwbWTZR+v5HhFLZYIE8NTnaEuR0RERCRsKbh2soYVs4anuLBGRoS4GhEREZHwpeDaybY2DMzS/K0iIiIip0XBtZNtrx+YNVbBVUREROS0KLh2Ip/PCATX0elxoS1GREREJMwpuHaiQ0XleKrrsEaaGZocE+pyRERERMKagmsnahiYNTLNhSVCf2oRERGR06E01Ym2HqlfeKBfXGgLEREREekBFFw70fajJQCM0cAsERERkdOm4NpJ6rw+dhx1AwquIiIiIsGg4NpJso6VU1nrxREVweBEDcwSEREROV0Krp1kW/3CA6PSYzGbTaEtRkRERKQHUHDtJNuyGwZmqZuAiIiISDCENLh6vV7mzZtHRkYGdrudzMxMFixYgGEYgXMMw+Dxxx8nNTUVu93OhAkT2LdvXwirbp9tRzWjgIiIiEgwhTS4PvPMMyxZsoTf/OY37N69m2eeeYbFixfz4osvBs5ZvHgxL7zwAr/73e/YvHkzDoeDiRMnUlVVFcLKT66mzsfuHA3MEhEREQmmyFC++D//+U+uvfZapkyZAsCgQYNYsWIFW7ZsAfytrb/+9a/5xS9+wbXXXgvAK6+8QnJyMu+88w4zZswIWe0nszffQ43XR6zdwoCE6FCXIyIiItIjhLTF9cILL2TdunXs3bsXgK1bt/LJJ58wefJkAA4ePEheXh4TJkwIPCc2Npbx48ezadOmVq9ZXV2N2+1udutqTfu3mkwamCUiIiISDCFtcX344Ydxu90MHz6ciIgIvF4vCxcuZObMmQDk5eUBkJyc3Ox5ycnJgce+a9GiRcyfP79zC29Dw4wCo9PVTUBEREQkWELa4vqnP/2J5cuX8/rrr/Pll1+ybNkynn32WZYtW3bK13zkkUcoLS0N3I4cORLEitunscU1rstfW0RERKSnCmmL689//nMefvjhQF/V0aNH8+2337Jo0SJmzZpFSkoKAPn5+aSmpgael5+fz/e+971Wr2m1WrFarZ1e+4lU1XrZk+8BNDBLREREJJhC2uJaUVGB2dy8hIiICHw+HwAZGRmkpKSwbt26wONut5vNmzdzwQUXdGmt7bUr143XZ5AYYyU11hbqckRERER6jJC2uE6dOpWFCxcyYMAARo4cyVdffcVzzz3HnDlzADCZTMydO5enn36aoUOHkpGRwbx580hLS+O6664LZekntF0Ds0REREQ6RUiD64svvsi8efO48847KSgoIC0tjZ/85Cc8/vjjgXMefPBBysvLuf322ykpKeGiiy7igw8+wGbrnq2ZW+sHZqmbgIiIiEhwmYymy1T1QG63m9jYWEpLS3G5XJ3+elc8t4F9BWX8cfa5XDY8ue0niIiIiPRy7c1rIe3j2tOUVdex/1gZAKPT40JbjIiIiEgPE9KuAj1NtCWCNXMv4Zs8D32doZvZQERERKQnUnANIrPZxBnJTs5Idoa6FBEREZEeR10FRERERCQsKLiKiIiISFhQcBURERGRsKDgKiIiIiJhQcFVRERERMKCgquIiIiIhAUFVxEREREJCz1+HteGFW3dbneIKxERERGR1jTktIbcdiI9Prh6PB4A+vfvH+JKRERERORkPB4PsbGxJ3zcZLQVbcOcz+cjJycHp9OJyWTq9Ndzu93079+fI0eO4HK5Ov31pHvR59+76fPv3fT59276/E+PYRh4PB7S0tIwm0/ck7XHt7iazWb69evX5a/rcrn0P9xeTJ9/76bPv3fT59+76fM/dSdraW2gwVkiIiIiEhYUXEVEREQkLCi4BpnVauWJJ57AarWGuhQJAX3+vZs+/95Nn3/vps+/a/T4wVkiIiIi0jOoxVVEREREwoKCq4iIiIiEBQVXEREREQkLCq4iIiIiEhYUXIPst7/9LYMGDcJmszF+/Hi2bNkS6pKkCzz55JOYTKZmt+HDh4e6LOkkGzduZOrUqaSlpWEymXjnnXeaPW4YBo8//jipqanY7XYmTJjAvn37QlOsBF1bn//s2bNbfB9MmjQpNMVK0C1atIhx48bhdDpJSkriuuuuY8+ePc3Oqaqq4q677qJPnz7ExMQwffp08vPzQ1Rxz6LgGkRvvvkm999/P0888QRffvklY8eOZeLEiRQUFIS6NOkCI0eOJDc3N3D75JNPQl2SdJLy8nLGjh3Lb3/721YfX7x4MS+88AK/+93v2Lx5Mw6Hg4kTJ1JVVdXFlUpnaOvzB5g0aVKz74MVK1Z0YYXSmTZs2MBdd93FZ599xtq1a6mtreXKK6+kvLw8cM5Pf/pT/vrXv7Jy5Uo2bNhATk4O119/fQir7kEMCZrzzjvPuOuuuwL7Xq/XSEtLMxYtWhTCqqQrPPHEE8bYsWNDXYaEAGCsWrUqsO/z+YyUlBTjf/7nfwLHSkpKDKvVaqxYsSIEFUpn+u7nbxiGMWvWLOPaa68NST3S9QoKCgzA2LBhg2EY/v/eLRaLsXLlysA5u3fvNgBj06ZNoSqzx1CLa5DU1NTwxRdfMGHChMAxs9nMhAkT2LRpUwgrk66yb98+0tLSGDx4MDNnzuTw4cOhLklC4ODBg+Tl5TX7LoiNjWX8+PH6LuhF1q9fT1JSEsOGDeOOO+6gqKgo1CVJJyktLQUgISEBgC+++ILa2tpm3wHDhw9nwIAB+g4IAgXXICksLMTr9ZKcnNzseHJyMnl5eSGqSrrK+PHjefnll/nggw9YsmQJBw8e5OKLL8bj8YS6NOliDf+967ug95o0aRKvvPIK69at45lnnmHDhg1MnjwZr9cb6tIkyHw+H3PnzuX73/8+o0aNAvzfAVFRUcTFxTU7V98BwREZ6gJEeoLJkycHtseMGcP48eMZOHAgf/rTn7jttttCWJmIdLUZM2YEtkePHs2YMWPIzMxk/fr1XH755SGsTILtrrvuYseOHRrT0IXU4hokiYmJREREtBg1mJ+fT0pKSoiqklCJi4vjjDPOYP/+/aEuRbpYw3/v+i6QBoMHDyYxMVHfBz3M3Xffzd/+9jc+/vhj+vXrFziekpJCTU0NJSUlzc7Xd0BwKLgGSVRUFOeccw7r1q0LHPP5fKxbt44LLrgghJVJKJSVlZGVlUVqamqoS5EulpGRQUpKSrPvArfbzebNm/Vd0EtlZ2dTVFSk74MewjAM7r77blatWsVHH31ERkZGs8fPOeccLBZLs++APXv2cPjwYX0HBIG6CgTR/fffz6xZszj33HM577zz+PWvf015eTm33nprqEuTTvbAAw8wdepUBg4cSE5ODk888QQRERHcfPPNoS5NOkFZWVmz1rODBw/y9ddfk5CQwIABA5g7dy5PP/00Q4cOJSMjg3nz5pGWlsZ1110XuqIlaE72+SckJDB//nymT59OSkoKWVlZPPjggwwZMoSJEyeGsGoJlrvuuovXX3+dv/zlLzidzkC/1djYWOx2O7Gxsdx2223cf//9JCQk4HK5uOeee7jgggs4//zzQ1x9DxDqaQ16mhdffNEYMGCAERUVZZx33nnGZ599FuqSpAvcdNNNRmpqqhEVFWWkp6cbN910k7F///5QlyWd5OOPPzaAFrdZs2YZhuGfEmvevHlGcnKyYbVajcsvv9zYs2dPaIuWoDnZ519RUWFceeWVRt++fQ2LxWIMHDjQ+PGPf2zk5eWFumwJktY+e8BYunRp4JzKykrjzjvvNOLj443o6Ghj2rRpRm5ubuiK7kFMhmEYXR+XRUREREQ6Rn1cRURERCQsKLiKiIiISFhQcBURERGRsKDgKiIiIiJhQcFVRERERMKCgquIiIiIhAUFVxEREREJCwquIiIiIhIWFFxFRHoJk8nEO++8E+oyREROmYKriEgXmD17NiaTqcVt0qRJoS5NRCRsRIa6ABGR3mLSpEksXbq02TGr1RqiakREwo9aXEVEuojVaiUlJaXZLT4+HvD/jL9kyRImT56M3W5n8ODBvPXWW82ev337di677DLsdjt9+vTh9ttvp6ysrNk5f/zjHxk5ciRWq5XU1FTuvvvuZo8XFhYybdo0oqOjGTp0KKtXr+7cNy0iEkQKriIi3cS8efOYPn06W7duZebMmcyYMYPdu3cDUF5ezsSJE4mPj+fzzz9n5cqVfPjhh82C6ZIlS7jrrru4/fbb2b59O6tXr2bIkCHNXmP+/Pn88Ic/ZNu2bVx11VXMnDmT4uLiLn2fIiKnymQYhhHqIkREerrZs2fz2muvYbPZmh1/9NFHefTRRzGZTPzXf/0XS5YsCTx2/vnnc/bZZ/PSSy/x+9//noceeogjR47gcDgAeO+995g6dSo5OTkkJyeTnp7OrbfeytNPP91qDSaTiV/84hcsWLAA8IfhmJgY3n//ffW1FZGwoD6uIiJd5NJLL20WTAESEhIC2xdccEGzxy644AK+/vprAHbv3s3YsWMDoRXg+9//Pj6fjz179mAymcjJyeHyyy8/aQ1jxowJbDscDlwuFwUFBaf6lkREupSCq4hIF3E4HC1+ug8Wu93ervMsFkuzfZPJhM/n64ySRESCTn1cRUS6ic8++6zF/plnngnAmWeeydatWykvLw88/umnn2I2mxk2bBhOp5NBgwaxbt26Lq1ZRKQrqcVVRKSLVFdXk5eX1+xYZGQkiYmJAKxcuZJzzz2Xiy66iOXLl7Nlyxb+8Ic/ADBz5kyeeOIJZs2axZNPPsmxY8e45557+I//+A+Sk5MBePLJJ/mv//ovkpKSmDx5Mh6Ph08//ZR77rmna9+oiEgnUXAVEekiH3zwAampqc2ODRs2jG+++Qbwj/h/4403uPPOO0lNTWXFihWMGDECgOjoaNasWcN9993HuHHjiI6OZvr06Tz33HOBa82aNYuqqip+9atf8cADD5CYmMgNN9zQdW9QRKSTaVYBEZFuwGQysWrVKq677rpQlyIi0m2pj6uIiIiIhAUFVxEREREJC+rjKiLSDajXlohI29TiKiIiIiJhQcFVRERERMKCgquIiIiIhAUFVxEREREJCwquIiIiIhIWFFxFREREJCwouIqIiIhIWFBwFREREZGw8P8B1EAHbVoXtKwAAAAASUVORK5CYII=\n",
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"<Figure size 800x300 with 1 Axes>"
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]
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0483766045 Train Acc: 98.6083297729%\n",
|
|
"Val loss: 0.0407972579 Val Acc: 98.8395843506%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0441139090 Train Acc: 98.6520843506%\n",
|
|
"Val loss: 0.0380689811 Val Acc: 98.9645843506%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0410000875 Train Acc: 98.7812500000%\n",
|
|
"Val loss: 0.0352423778 Val Acc: 99.0729141235%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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EpFPxeqC8sCas5tcLrvlQXtBwW1EIxkn2NlojwB5X84gFeyxGWCyu0BiclmgqQqIpN0dSSiQlpkiOecM56omg0FUbTN2+YFrpwlFcs610U+1prp7qmsepCTGbCLGYsFrMWC1mQsy1+yZCap6HhphrjjNjCzH7QmltOG0QUmuCq72uLTI0pEsE0Y6gcNtGhmFQ6QrMXYt2q6VVszZMmzaNzz77jM8++4w//elPACxcuJBbbrmFf/7znzz22GN89913/N///R89e/Zk1qxZfPnll5SXlzNgwADmzZvHqFGj/Nc7fliCyWTiL3/5Cx988AEffvgh3bt35w9/+APXXntth7xvERGpYRi+u+griqDiqG9bedS33+iO+uP+e9Hgvx8tvXbc625nvbBaL8hWFNG2nlUThMfjjUjEY0+kOiwBpzWGSks0ZeYoysyRlBgRFBuRFHrDKXKHk++2U1IFpU6371HsG0daVu2m6XWVaoNpcasqMpsg2m4lxm4lOsxKtD2k3n5te02vaM1+bQ9nUwHVWhNmQ8wmzbIUQAq3bVTp8jDw8Q8D8rO3PTWa8NATf2R/+tOf+OGHHzj77LN56qmnAPj+++8BePjhh3n22Wfp3bs3cXFxHDx4kKuuuopnnnkGm83Ga6+9xrhx49i5cyfp6c3f/zhnzhzmz5/P//zP//Diiy8yZcoU9u/fT3x8fPu8WRGRrs4woLq8JqgeH1aLGrfXbtv7DvxTYGDCGRpHhTWespB4SixxFJtiKSKGAiOWI95oDrujOOSO5FBVBI4SqD7amh5cL1BW82ie1WIiKqz2z+8hRNmsRNbs14bUmHrB1L9fE1wjQlvXaSSdi8JtFxQTE0NoaCjh4eGkpKQAsGPHDgCeeuoprrjiCv+x8fHxDB061P987ty5rFixgpUrV3LXXXc1+zOmTZvGTTfdBMDvfvc7XnjhBb766ivGjBnTEW9JRCS4eD0tT6BfVeqbPP/4yfSdJTUhtSaoeqpO7ueHhEF4AoTHQ3g3sMdhWELwevHftOTx1t7A5BsT6vZ6fFuPgdvra6s9xuPxbb21z70G7pr9Ko+FfCOaQiPG98C3LTBiOUoUXmdr5zFvGGrtVos/iNb+2f34gBrl/xN9CJG2eiG2pt0WYlY4lUYUbtvIbrWw7anRAfvZp+q8885r8LysrIwnn3ySDz74gMOHD+N2u6msrOTAgQMtXmfIkCH+/YiICKKjo8nPzz/l+kREThuv19dLWnak5pFft20UXB0Ng6q7sv3qsNh8ATW8G0Z4PC5bHE5rDBUhsZSZYygxRXOMKIq8keR7IjniCqewykJJpe8mp5KacaTl1W7aOKNTm0XaQoiwWYiwhdDdFsJZthAibCFE1WwjbL7wGRFqqdtv4piIUAshFi3uIx1D4baNTCZTq4YGBKvjZz24//77Wb16Nc8++yx9+/bFbrdz/fXXU13d8mB6q9Xa4LnJZMLr7bipSUREWqV2TKo/qB4XWuu3lRec+spPZmszE+f7JtivtoRTZoRR4rFxzG2jyBNGkTeKAm8kedXhHKoOJ99pocTpxpHnorTKfYIfWF7zaFmY1UxEaAj2UEvd1mbBbvWF0/BQC+GhIcdta/ZtvnPqt0WGhRButegGJukUOm9KkxaFhobi8Zz4/7S/+OILpk2bxsSJEwFfT+6+ffs6uDoRkRPweppYirS04bKk/l7X+qG1oO29quEJEJlU80iGiETf9FHHBdX6q0EZoZE4vGHklRscLqnkcImTwyVO8mr28wqc5JU4WxFWK5psjQi1+MeHxob7xoce/4g+7nmkLYRwWwh2qwWLQqicwRRuu6hevXqxfv169u3bR2RkZLO9qv369WP58uWMGzcOk8nE7Nmz1QMrIqfG5fRN/VRe4Btb2iCY1vyJv8HY1OPDaxm4Ttw72SJbtC+kRibXhVb/tt5+RAJYGv4lyjAMiitcvpDqqAmruc6aAFvG4ZJC8kqcVFS3rtc3OiyEtFg7KTFhJEba/GE0NrxxQK0NrVb9yV7kpCncdlH3338/U6dOZeDAgVRWVrJw4cImj3vuueeYPn06F110EQkJCTz00EM4HB0/+bSIdCL+sFrz8O8X1OwXNdyvLm2/n20Oqekxrfmzf73eU8JiISqlcWiNSMKw2imt8q3yVFIzr2lJpcu3POkRF459Lkoqi3A4j/jHrtYeW1zZ+hWg4sKtpMTYSY0JIyUmjLSYsAbPU6LDiLDpP7Uip5PJMJqeKe5M4nA4iImJoaSkhOjo6AavOZ1O9u7dS2ZmJmFhYQGqsPPT71EkCLmroCgbCnaAI7eut7W8qOH+yYRVs9XXKxrerWb50qb+vF9/nGozx4TYcLq9FJVXU1haRVF5FYVl1RSVVVNcUe0PrI0CbKXrlG+uSogMrQmodWE1NSaM1HrhNawdbvQVkdZpKa/Vp39Oioh0dS4nFO2Cgp2+IFuwA/J3wNE9rb+hyh9WE3zbJvcT6wJtWEwTCwP4eLwGxRXVvsBaVkVRWTVFBVX+54VlRRSV5VJU7guxZScct9q80BCzfyL+48ep1s2BWm/+05q2xCibgqtIJ6VwKyLSVVRXQOEP9UJszfbY3uaXPrVFQ2J/iE2vCafdfFt/cE1sMay6PF7fn/IranpPC1wUV5ZRUnGMkko3xyqqOVpeTVG5L8QWllVxtLy6zb2qoRYz3SJDfY8IG90iQ4kPD20QWOuvLlXbroAqcuZRuBUR6WyqyqBwZxMhdj/NLocaFgOJAyCpvy/MJmb5tlGpeA1wOOsCau2405IS35/3iytyKanc3zDE1hzT2puqmhIbbqVbRCgJkTYSIm0NgmtCZCjd6rVH2UI0Wb+ItIrCrYhIoBkGuCqg8phvdoHKYzWPevsVx6AsDwp+gJIWFlmxx0PSAEjMwpuQRWl0X/JCe5HrjqKgtJojDidH8pwc+aGKfMcejji2U1BWhecUB6hGhYU0mLIq1h7q71FNiAxtEF4TIkOJiwjVjAAi0iEUbkVE2pO7yjeTQKNwerReW3HjINvGZVi94Yk4Y/tSHNmHPFsv9pt7ssvTnT2V4RwpdZK/tYr8UicuTxWws1XXDK+ZW7X+o8EcqzXDAHzhte71qDCr5lUVkaChcCsi0hZer2+xgGP7fI/i/XX7x/ZDae7JX9scAvZ4vPZYqqyxlJujcBBJkTeCI65wcqrC+a46mW/KEzlyNBKOHn8BR82joW4RoSRFh5EcbSM5yrdNig4jKcpGcnQYydFhxEeEEhqinlQR6fwUbkVEjud01ITW/U2E2P0n7mU1h4A9ruYRX7cfHg/2WFyhsRR5I8h3h3PIGcb+ShvZZaFkFxvkFDvJL2pdL25suJXkqDCSomtDqm+bVK8tMdKm0CoiZxSFWxE583jc4Mhp2ONaP8RWFLV8vskCMT0gLgPievkesRkQlwlxGTitsRwqcZJzrJKcYxU120pyDvv2C0rrh1cPviVYGy7DGh5qoUecnR5x4TVbu2+Vq5qeVk1VJSLSNIVbEemaqsvh6F7fNFjH9tXtH90LJQfBe4K5U+3xdcE1LgNXdDolYT0osKSQZ4qnoNygoGaO1sKcKop2VlFYWk5h2bcUlVefsLyIUEuD4Fq7371mPy7cqtkBREROgsKtNKlXr17MnDmTmTNnBroUkaYZhu/GrdrAevy2PL/l0y02vLHpVEX2pNTenWOhaeRZUjhoJLHPk8ChCqtvNaz91RRuraK0yg24gIM1j5ZFhFroGR/eMLjG1u3HKryKiHQIhVsRCV61wwcahdd9vm11Wcvnh8VCfCbV0Rnkh6Sxx5PEdxVxrDsWzTdHbTgPNXdi08MSrBaTf0qr+nOzJtbbT4i0kRoTRoxd4VVEJBAUbkUkOLgq4cg2OLwJ8rbA4c2+5y3evGWC6O4QnwlxvTDiMjlq686u6m58Wx7Ht/nwfa6DQ3sqm71CRKiFhChb3WICUTYSIkJ928ia9pr96DAtJCAiEuwUbtuqdrL1QLCGN7tWe33/+7//y5NPPklOTg5mc91d0uPHj6dbt2789re/ZdasWXz55ZeUl5czYMAA5s2bx6hRozqyepE6VaWQ950vwB7eDIe3+FbYMppY7cpiqxv7Gp/pu2krPhNXTAZ7XPFsPVLNtsMOtuU62LbJQUmlC6gGjjS4TI84OwNToxmYFs3A1GiyUqJIigrDHqqbskREuhKF27ZyVcDv0gLzsx/NhdCIEx52ww03cPfdd/PJJ58wcuRIAI4ePcqqVav45z//SVlZGVdddRXPPPMMNpuN1157jXHjxrFz507S09M7+l3ImabiaL0Qu9nXK1u0u+ljwxMgdWi9xxCI7UVptYcdeaVsy3XwfU4J27528EPeXqo92Y0uEWI20TcpkkFpMf4gOzA1mphwawe/URERCQYKt11QXFwcY8eOZcmSJf5w+/bbb5OQkMBll12G2Wxm6NCh/uPnzp3LihUrWLlyJXfddVegypauoDSvYZA9vNk3M0FTonv4A6wraTAFkf055Iklt8RJXomTw9lOcjccZeeR/ewvavqvJZG2kLre2Jog2y85EluIemNFRM5UCrdtZQ339aAG6me30pQpU7jtttt4+eWXsdlsLF68mMmTJ2M2mykrK+PJJ5/kgw8+4PDhw7jdbiorKzlwoIX16uXM5vXWLBdbCOUFvlkKKgp92/JC31Rbhzc3O0OBKyYTR+xA8sLPYo+1L9u8GWRX2Dlc6AuxhWVVwI4WS0iNCfMH2UFp0QxMjaFHnB2zln0VEZF6FG7bymRq1dCAQBs3bhyGYfDBBx9w/vnn8+9//5s//vGPANx///2sXr2aZ599lr59+2K327n++uuprj7x3JzSRXi94CyuC6rlBTVhtajefmFdiK0oAsN74stipiAsg+yQPnzv7cVXzp58WdGdUmf4cUNgGy8TGxpiJjUmjJToMN82xk5qTBh9EiMZmBZNfERoe/4GRESki1K47aLCwsK47rrrWLx4Mbt37yYrK4vhw4cD8MUXXzBt2jQmTpwIQFlZGfv27QtgtdKuDAPK8uuWjy3eV7M9UBNmC3zjYJu6eesEqq0xlFliOGaKJs8dRU5VOPneKI4YcXzv7cV2Ix2n09bovDCrmdSasJoSUy+8Rtc9j48I1UwEIiJyyhRuu7ApU6ZwzTXX8P333/OLX/zC396vXz+WL1/OuHHjMJlMzJ49G6/3xL1yEkScJTWBdX/D7bF9vhDrbn7qqwbCYiAiEcITMCISqLTGUWREkeeOZL8znN3lYWwrsbHdEcoxonA7G/9fhtViomd8OGkxdq6pCarHB1nN+SoiIqeLwm0XdvnllxMfH8/OnTv5+c9/7m9/7rnnmD59OhdddBEJCQk89NBDOByOFq4kp53L6bsRq0HPa70A6yw+wQVMENMDYjMgLqNuG5lMlS2eg1UR7CoLZXdhFXsKy8kuKCN7fxnl1c335sZHhNInMYLeCZH0SYqgT2IkfRIj6RFnJ8RibvY8ERGR00nhtgszm83k5ja++a1Xr158/PHHDdruvPPOBs81TOE0MwzYuxY2LIQD66G0FTcthnerCa29GgbY2AyI6QkhoZQ6XWw6WMy3B4rZ/G0xu/LLOHgsB8No+pIWs4mM+HB6J9aF1z5JvkAbpzGvIiLSCSjcigRSxVHYtMQXao+f+9Ua0Ti0+oNsOtiiGhzu9RrsKSxn495jfHtgBxv3F/NDfmmTQTYqLIS+SZHH9cJGkB4fQWiIemFFRKTzUrgVOd0MAw5+Bd/8Db5fUbe8bGgUDL0Rzr4euvWFiIQWV6RzOF1sPljMxv3FbDxwjE0Hi2tW52qoZ7yd4elxnNMzlv6p0fRJjCQhUjdviYhI16RwK3K6OB2w5U34ZiHkf1/XnjIEzpsOg28AW2STp/p6Zcv8QXbjgWPsyi9r1CsbZjUzpEesL8ymx3JOeixJUWEd+KZERESCi8KtSEfL3eTrpf3ubXCV+9pC7HD2JF+o7T68UQ+tw+li0wFfkP32QDHfHjiGw+ludOn0+HCGp8dyTnocw9Pj6J8ahVU3d4mIyBks6MNtaWkps2fPZsWKFeTn53POOefwpz/9ifPPPx+AadOmsWjRogbnjB49mlWrVrVrHUZzd+BIq5xxv7/qCtj6ji/U5m6sa0/I8gXaoTeCPc7fbBgG3+c6WL7xEJ/vLjhhr2xtoE2MajynrIiIyJks6MPtf/3Xf7F161Zef/110tLSeOONNxg1ahTbtm2je/fuAIwZM4aFCxf6z7HZ2u8/+BaLb4366upq7HZ7u133TFNRUQGA1WoNcCUdLH+7b9jB5mVQVeJrM1th4HhfqM24qEEvbX6pk398m8s7G3PYkVfa4FK1vbLDM3y9slkp6pUVERE5kaAOt5WVlbzzzjv84x//4NJLLwXgySef5L333mPBggU8/fTTgC/MpqSktPq6VVVVVFVV+Z+3NMdrSEgI4eHhFBQUYLVaMZsVLtrCMAwqKirIz88nNjbW/4+FLsVdBdtW+nppD/ynrj2uF5x7CwybApGJ/many8NH24/wzoYc1u4qxOP1ddGGWsxcMTCZcUNTOa9XPAmR6pUVERFpq6AOt263G4/HQ1hYwxti7HY7n3/+uf/5p59+SlJSEnFxcVx++eU8/fTTdOvWrdnrzps3jzlz5rSqBpPJRGpqKnv37mX//v0n90aE2NjYNv0DpFM4ugc2vArfvgEVRb42kwWyxvp6aXtfBjX/GDIMg40HinlnYw7vb85tMH72nPRYJg3vwbghacSEd/GebRERkQ5mMoJ8MORFF11EaGgoS5YsITk5maVLlzJ16lT69u3Lzp07WbZsGeHh4WRmZpKdnc2jjz5KZGQk69ata7aXsKme2549e1JSUkJ0dHST53i9XqqrqzvkPXZ1Vqu18/fYely+MJu/DfJ3wIF1sPezutej0uDcaTD8lxCd5m8+VFzJio05LN94iD2F5f72tJgwJg7vznXDe9AnsekZEkRERKSOw+EgJiamxbwGnSDcZmdnM336dNauXYvFYmH48OGcddZZbNiwge3btzc6fs+ePfTp04ePPvqIkSNHtupntPaXJWcAr8e3vG3+dijY7tvm74DCH8B7/ByyJug7ytdL2+9KsPj+EFJe5WbV1jze2ZjDuj1F/hvD7FYLY89OYdK5PbiwdzfMZs0zKyIi0lqtzWtBPSwBoE+fPnz22WeUl5fjcDhITU3lxhtvpHfv3k0e37t3bxISEti9e3erw62cgbxeKDkIBTvqemPzt/lCrNvZ9DmhkZCYBUkDIGkgZF0F8Zk1lzP4MruQdzYc4l9bD1NR7fGfdkHveCYN78HYwalE2oL+KyciItKpdZr/0kZERBAREcGxY8f48MMPmT9/fpPH5eTkUFRURGpq6mmuUIKSYUDp4Zoe2Hq9sQU7obqs6XNCwiDhLF+ATerv2yb2h5ie/jG0tfYVlvNOzbCDQ8WV/vaMbuFMGt6Died0p2d8eEe+QxEREakn6MPthx9+iGEYZGVlsXv3bh544AH69+/PLbfcQllZGXPmzGHSpEmkpKSQnZ3Ngw8+SN++fRk9enSgS5dAKT0CO96HHR/AoW/AWdL0cWYrJPTz9cQmDqjpkR3gm+XA3PQYYcMw2FtYzro9RSzfeIgN+4/5X4uyhXDN0FQmDe/BuRlxWt5WREQkAII+3JaUlPDII4+Qk5NDfHw8kyZN4plnnsFqteJ2u9myZQuLFi2iuLiYtLQ0rrzySubOnduuc91KJ3B0ry/Qbn8fDq4H6g0lN1mgWx9f72ttb2ziAF+bpeXZCYrKqth0sJjNB4v59mAxW3JKKKmsG3trNsEl/RKZdG4PrhyYTJi1k984JyIi0skF/Q1lp4NuKOuEDMM3vGDH+7B9JeR91/D17ufCgHHQZ6RvnGzIif+x43R52HqohE0Hi32BNqeYg0crGx0XGmLm7LRoRg9KYcI53UmODmviaiIiItKeuswNZSJ+Xq9vKdvt7/keR7PrXjNZfKt/DbgW+l8NMd1PcCmD7IIyf5DddLCYnXmluL2N/63XNymSoT1iGZYey7AesWSlRBEaosU8REREgpHCrQQ3j9u36tf293xDDkpz616z2KDPZb4e2rPGQkTzC3fkO5x8WzO8YFPN8IKyKnej4xIibQzrGcs56bEM6xnL4B4xRIdpYQUREZHOQuFWgo/LCXs+9QXanf+EyqN1r4VG+uaUHTAO+l0BtqgmL5Ff6uRf3+Xx5Z4iNh0s5nBJ4+m97FYLg3vEMKynL8gO7RlLWkyYbgQTERHpxBRuJThUlcKu//MF2l2rG07TZY+H/lf5hhxk/gSsTY9xLalwser7w6zcnMu67CLqjzAwm+Cs5Ch/iB3WM5Z+SZGEWDS8QEREpCtRuJXAqSz29cx+/y7s+QQ89ZY3ju4O/a/x9dCmX+hf/et4FdVuVm87wnubc/nshwJcnrpEe056LFcMTGZ4ehyDu8cQoQUUREREujz9115OL6cDdv4Lvl8B2WsaBtpufX1hdsA4SBsOzQwPqHJ7+GxnASs357Jmez6VrrrVwPqnRDFuaBrXDk3T4gkiIiJnIIVb6XhVZfDDKl+g3bUaPFV1ryUOgEETYeB435RdzQRat8fLuj1FrNyUy6rv8yh11t0MltEtnGtrAm2/5KbH4IqIiMiZQeFWOkZ1Bez60Bdof/g/cNebL7ZbPzj7Ol+oTRrQ7CW8XoONB46xcnMu//zuMIVldb28KdFhXDMklWuHpTG4e4xuAhMRERFA4Vbak6sSdn8EW5f7empdFXWvxfeGQTWBNnlQsz20hmHwfa6D9zbn8v6WwxwqrgvFceFWrhqcyrihafyoVzxmswKtiIiINKRwK6fGXQW718D3y31jaevPchCbUddDmzKk2UALkF1Qxnubc1m5OZc9BeX+9khbCFcOTGbcsDQu7puAVbMbiIiISAsUbqXt3NW+2Q2+XwE7PoAqR91rMT1h0ARfL23aOS0G2qKyKt7dlMvyjTl8n1t3jdAQMyP7J3Ht0DQu659EmNXSgW9GREREuhKFW2kdjwv2fgZbV8CO98BZUvdaVJqvd3bQROhxXouB1uXx8smOfN7ekMPHO/L9y91azCYu6ZfAtUPTuGJgMlFaFUxEREROgsKttMzpgG/+CutehvL8uvbIZBg4wTfsoMePwNzycIEdeQ7e+iaHd789RFF53Y1hQ3vEMOncHlwzJI34iNAOehMiIiJyplC4laaVF8KXC+Crv0BVTS9tRKJvyq5BE30LK5hbHi5wrLyalZtzeWvDQbYeqht2kBBp47rh3Zk0vAdZKZq6S0RERNqPwq00VHwQ1r0EGxbVTd+VcBZcfB8MvgEsLQ8XcHu8rN1VwNsbcvhoWz7VHi8AVouJkf2TueG8Hlx6VqJuDBMREZEOoXArPgU/wBfPw5Y3wVuzQELaOXDJbyDr6hMOO9h1pJS3N+Sw/NtDFJTWLdIwKC2a68/twfhh3TXsQERERDqcwu2ZLvdb+PdzsP09wHdzF5mXwsWzoPdPW7w5rKTCxXtbcnlrQw6bDxb72+MjQpkwrDvXn9uDgWnRHVq+iIiISH0Kt2ciw4B9n8Pnz0H2x3XtWVfDJbN8Mx40w+M1+Hx3IW9vyOHD7/OodvuGHVjMJi7LSuKG83pwWVYSoSEadiAiIiKnn8LtmcTr9S2J++8/QM7XvjaTBQZfDz+eCckDmz11f1E5b359kOUbD5HncPrbs5KjuOE837CDxChbB78BERERkZYp3J4JPG7fggufPwf523xtFhuc8wv48T0Q16v5U70G/29tNn9c/QMuj2/YQozdyvhhadxwbk/O7h6NqYWhCyIiIiKnk8JtV+ZywuYl8MWf4Ng+X1toFJw/HS64E6KSWzz94NEKZv19E1/vOwbARX26MWVEBqMGJmEL0aphIiIiEnwUbruiqlL4ZqFvSq+yI7628G4w4nb40X+BPa7F0w3D4O0NOcx5bxtlVW4iQi08ce0gbji3h3ppRUREJKgp3HYlzhL4z0vw1f+Cs9jXFt0dLroHhv8SQiNOeImj5dU8uvw7Vn2fB8B5GXE897NhpHcL78DCRURERNqHwm1XUXkMFo2DvO98z7v1g4tnwuCfQUjr5pf9ZGc+D769hYLSKkLMJu674ix+/ZM+WMzqrRUREZHOQeG2K3A64I1JvmAbkQhXPQsDxp1wedxaldUefvfP7bz+5X4A+iZF8vyNwzi7e0xHVi0iIiLS7hRuO7vqclhyIxza4BtLe/M/IHlQq0/ffLCY+97cxJ7CcgCmXdSLh8f2J8yqG8ZERESk82lzuO3VqxfTp09n2rRppKend0RN0louJyz7ORz4D9hi4JcrWh1s3R4vL3+azQtrduH2GiRH23j2hqFc0i+xg4sWERER6ThtXkZq5syZLF++nN69e3PFFVewbNkyqqqqOqI2aYm7Gv5+M+z5FKwR8Iu3Ie2cVp26v6icG/7fOp5b/QNur8HVg1P5cOalCrYiIiLS6ZkMwzBO5sSNGzfy6quvsnTpUjweDz//+c+ZPn06w4cPb+8aO5zD4SAmJoaSkhKio6MDXc6Jedzw9jTY/h6EhMGUtyHzkhOeZhgGy74+yNz3t1FR7SHKFsJTEwYxYVh3TfElIiIiQa21ee2kw20tl8vFyy+/zEMPPYTL5WLw4MHcc8893HLLLZ0mMHWqcOv1wIpfwXdvgSUUbloGfUee8LTCsioefuc7Ptrum/d2RGY8f/jZUHrEaYovERERCX6tzWsnfUOZy+VixYoVLFy4kNWrV3PBBRdw6623kpOTw6OPPspHH33EkiVLTvby0hSvF9671xdszSHws9daFWw/2naEh97ZQlF5NaEWM/ePPotbL+6tKb5ERESky2lzuN24cSMLFy5k6dKlmM1mbr75Zv74xz/Sv39//zETJ07k/PPPb9dCz3iGAf96EL59HUxmmPT/QdbYFk8pr3Lz9AfbWPrVQQCykqN4fvIwBqQGee+0iIiIyElqc7g9//zzueKKK1iwYAETJkzAarU2OiYzM5PJkye3S4GCL9iung1f/wUwwYQFMGhii6dsPHCMWW9uYl9RBSYT/NfFmfzmyixN8SUiIiJdWpvD7Z49e8jIyGjxmIiICBYuXHjSRclxPp0H/3nRt3/NH2Fo8/9wcHm8vLhmFy99shuvAWkxYTz7s6Fc1CfhNBUrIiIiEjhtDrf5+fnk5eUxYsSIBu3r16/HYrFw3nnntVtxAvz7Ofjs9779Mb+H825p9tDc4kpuf2MDm3NKAJgwLI05488mxt64d11ERESkK2rzPLd33nknBw8ebNR+6NAh7rzzznYpSmqsexnWzPHtj3oSLvh1i4fPX7WDzTklRIeF8OJN5/D85HMUbEVEROSM0uae223btjU5l+0555zDtm3b2qUoAb75G3z4iG//Jw/Dxfed8JRNB4sBeOGmc/hpVlIHFiciIiISnNrcc2uz2Thy5Eij9sOHDxMSctIzi0l9m5bC+7N8+z++F3768AlPKa9ys/9oBQCDu8d0ZHUiIiIiQavN4fbKK6/kkUceoaSkxN9WXFzMo48+yhVXXNGuxZ2Rtr4D/7gDMOBHv4JRc6AVi2HsPFKKYUBilI1ukbaOr1NEREQkCLW5q/XZZ5/l0ksvJSMjg3POOQeATZs2kZyczOuvv97uBZ5RdnwAy2eA4YXhN8OY/25VsAXYftgBoDlsRURE5IzW5nDbvXt3tmzZwuLFi9m8eTN2u51bbrmFm266qck5b6WVdn8Eb00DrxuG3AjXPA/m1nes14XbqI6pT0RERKQTOKlBshEREcyYMaO9azlz7V0Ly6aApxoGjofxL4O5bYst7DhcCsCAFPXcioiIyJmrzWNua23bto1Vq1axcuXKBo/2VlpaysyZM8nIyMBut3PRRRfx9ddf+183DIPHH3+c1NRU7HY7o0aNYteuXe1eR4c5sB6WTAa3E84aC9f9f2Bp2785vF6DHXk14VbDEkREROQMdlIrlE2cOJHvvvsOk8mEYRgAmGrGhno8nnYt8L/+67/YunUrr7/+OmlpabzxxhuMGjWKbdu20b17d+bPn88LL7zAokWLyMzMZPbs2YwePZpt27YRFhbWrrW0u0MbYfH14CqH3pfBDa9CSGibL5NzrJKyKjehFjO9EyPav04RERGRTqLNPbf33nsvmZmZ5OfnEx4ezvfff8/atWs577zz+PTTT9u1uMrKSt555x3mz5/PpZdeSt++fXnyySfp27cvCxYswDAMnn/+eR577DHGjx/PkCFDeO2118jNzeXdd99t11raXd5WeH0iVDkg48cweQlYTy6Mb8/zjbftmxSJ1XLSnfEiIiIinV6bk9C6det46qmnSEhIwGw2Yzabufjii5k3bx733HNPuxbndrvxeDyNemDtdjuff/45e/fuJS8vj1GjRvlfi4mJYcSIEaxbt67Z61ZVVeFwOBo8TquCH+C18eAshh7nw8/fhNDwk76cZkoQERER8WlzuPV4PERF+e7IT0hIIDc3F4CMjAx27tzZrsVFRUVx4YUXMnfuXHJzc/F4PLzxxhusW7eOw4cPk5eXB0BycnKD85KTk/2vNWXevHnExMT4Hz179mzXult0dA+8di1UFELKEJjyNthObYYDzZQgIiIi4tPmcHv22WezefNmAEaMGMH8+fP54osveOqpp+jdu3e7F/j6669jGAbdu3fHZrPxwgsvcNNNN2FuwzRZx6tdhKL2cfDgwXas+ASO7oWKo5A0EH75LthjT/mSuplMRERExKfNN5Q99thjlJeXA/DUU09xzTXXcMkll9CtWzfefPPNdi+wT58+fPbZZ5SXl+NwOEhNTeXGG2+kd+/epKSkAHDkyBFSU1P95xw5coRhw4Y1e02bzYbNFqBVvPqOhF8uh279IKLbKV+urMrN/iLfsrsKtyIiInKma3O4HT16tH+/b9++7Nixg6NHjxIXF+efMaEjREREEBERwbFjx/jwww+ZP38+mZmZpKSksGbNGn+YdTgcrF+/nttvv73DajllvS5ut0vtrLmZLDnaRnxE22daEBEREelK2hRuXS4XdrudTZs2cfbZZ/vb4+Pj272wWh9++CGGYZCVlcXu3bt54IEH6N+/P7fccgsmk4mZM2fy9NNP069fP/9UYGlpaUyYMKHDagom22sWb+ivxRtERERE2hZurVYr6enp7T6XbUtKSkp45JFHyMnJIT4+nkmTJvHMM8/4l/p98MEHKS8vZ8aMGRQXF3PxxRezatWq4J/jtp1opgQRERGROiajdhWGVvrrX//K8uXLef311zu0x/Z0cjgcxMTEUFJSQnR05wqJ1738BRsPFPOnycMYP6x7oMsRERER6RCtzWttHnP70ksvsXv3btLS0sjIyCAiouGKWBs3bmx7tXJSvF6DnZopQURERMSvzeH2TBnL2hkcPFZBebWH0BAzvRO07K6IiIhIm8PtE0880RF1yEmoHW97VnIkIVp2V0RERKTtizhI8NBMCSIiIiINtbnn1mw2tzif7emcSeFMp5kSRERERBpqc7hdsWJFg+cul4tvv/2WRYsWMWfOnHYrTE5se15tuI0KcCUiIiIiwaHN4Xb8+PGN2q6//noGDRrEm2++ya233touhUnLSp0uDh6tBGCAhiWIiIiIAO045vaCCy5gzZo17XU5OYHaKcBSosOI07K7IiIiIkA7hdvKykpeeOEFunfXIgKnS914Ww1JEBEREanV5mEJcXFxDW4oMwyD0tJSwsPDeeONN9q1OGne9pqe2/66mUxERETEr83h9o9//GODcGs2m0lMTGTEiBHExcW1a3HSPM2UICIiItJYm8PttGnTOqAMaYv6y+4O1LAEEREREb82j7lduHAhb731VqP2t956i0WLFrVLUdKyA0crqKhZdrdXNy27KyIiIlKrzeF23rx5JCQkNGpPSkrid7/7XbsUJS2rHZKQlRylZXdFRERE6mlzMjpw4ACZmZmN2jMyMjhw4EC7FCUt00wJIiIiIk1rc7hNSkpiy5Ytjdo3b95Mt27d2qUoaVntTAm6mUxERESkoTaH25tuuol77rmHTz75BI/Hg8fj4eOPP+bee+9l8uTJHVGjHKe257a/ViYTERERaaDNsyXMnTuXffv2MXLkSEJCfKd7vV5uvvlmjbk9DRxOFznHfMvuDlTPrYiIiEgDbQ63oaGhvPnmmzz99NNs2rQJu93O4MGDycjI6Ij65Di1U4ClxYQRE24NcDUiIiIiwaXN4bZWv3796NevX3vWIq3gH5KgXlsRERGRRto85nbSpEn8/ve/b9Q+f/58brjhhnYpSpqnmRJEREREmtfmcLt27VquuuqqRu1jx45l7dq17VKUNG/7Yc2UICIiItKcNofbsrIyQkNDG7VbrVYcDke7FCVN89RbdlczJYiIiIg01uZwO3jwYN58881G7cuWLWPgwIHtUpQ0bX9ROZUuD2FWM5kJWnZXRERE5HhtvqFs9uzZXHfddWRnZ3P55ZcDsGbNGpYsWcLbb7/d7gVKndohCVnJUVjMpgBXIyIiIhJ82hxux40bx7vvvsvvfvc73n77bex2O0OHDuXjjz8mPj6+I2qUGjvytHiDiIiISEtOaiqwq6++mquvvhoAh8PB0qVLuf/++9mwYQMej6ddC5Q6milBREREpGVtHnNba+3atUydOpW0tDT+8Ic/cPnll/Pll1+2Z21yHM2UICIiItKyNvXc5uXl8eqrr/LXv/4Vh8PBz372M6qqqnj33Xd1M1kHK6l0cajYt+yuhiWIiIiINK3VPbfjxo0jKyuLLVu28Pzzz5Obm8uLL77YkbVJPTtqhiR0j7Vr2V0RERGRZrS65/Zf//oX99xzD7fffruW3Q0AjbcVERERObFW99x+/vnnlJaWcu655zJixAheeuklCgsLO7I2qWeHFm8QEREROaFWh9sLLriAv/zlLxw+fJhf/epXLFu2jLS0NLxeL6tXr6a0tLQj6zzj1fXcKtyKiIiINKfNsyVEREQwffp0Pv/8c7777jt+85vf8N///d8kJSVx7bXXdkSNZzyP12DnkdqZEjQsQURERKQ5Jz0VGEBWVhbz588nJyeHpUuXtldNcpx9ReU4XV7CrGYyumnZXREREZHmnFK4rWWxWJgwYQIrV65sj8vJcWqHJGSlRGvZXREREZEWtEu4lY5VG24HakiCiIiISIsUbjuBHYc1U4KIiIhIayjcdgKaKUFERESkdRRug1xxRTW5JU4A+mtYgoiIiEiLFG6DXO3iDd1j7USHadldERERkZYo3AY5DUkQERERab2gDrcej4fZs2eTmZmJ3W6nT58+zJ07F8Mw/MdMmzYNk8nU4DFmzJgAVt2+NFOCiIiISOuFBLqAlvz+979nwYIFLFq0iEGDBvHNN99wyy23EBMTwz333OM/bsyYMSxcuND/3GazBaLcDlE7LKG/em5FRERETiiow+1//vMfxo8fz9VXXw1Ar169WLp0KV999VWD42w2GykpKYEosUO5PV525tUuu6twKyIiInIiQT0s4aKLLmLNmjX88MMPAGzevJnPP/+csWPHNjju008/JSkpiaysLG6//XaKiopavG5VVRUOh6PBIxjtKyqnyu3FbrWQER8e6HJEREREgl5Q99w+/PDDOBwO+vfvj8ViwePx8MwzzzBlyhT/MWPGjOG6664jMzOT7OxsHn30UcaOHcu6deuwWCxNXnfevHnMmTPndL2Nk7a9ZvGGrJQozFp2V0REROSEgjrc/v3vf2fx4sUsWbKEQYMGsWnTJmbOnElaWhpTp04FYPLkyf7jBw8ezJAhQ+jTpw+ffvopI0eObPK6jzzyCLNmzfI/dzgc9OzZs2PfzEnQTAkiIiIibRPU4faBBx7g4Ycf9gfYwYMHs3//fubNm+cPt8fr3bs3CQkJ7N69u9lwa7PZOsVNZ5opQURERKRtgnrMbUVFBWZzwxItFgter7fZc3JycigqKiI1NbWjy+twmilBREREpG2Cuud23LhxPPPMM6SnpzNo0CC+/fZbnnvuOaZPnw5AWVkZc+bMYdKkSaSkpJCdnc2DDz5I3759GT16dICrPzXFFdUcrl12N0U9tyIiIiKtEdTh9sUXX2T27Nnccccd5Ofnk5aWxq9+9Ssef/xxwNeLu2XLFhYtWkRxcTFpaWlceeWVzJ07t1MMO2jJtpohCT3j7URp2V0RERGRVgnqcBsVFcXzzz/P888/3+TrdrudDz/88PQWdZrsqJkpoX+KhiSIiIiItFZQj7k9k2mmBBEREZG2U7gNUtvzNFOCiIiISFsp3AYht8fLD0fKAA1LEBEREWkLhdsgtLewnGq3l4hQC+ladldERESk1RRug1DtTAladldERESkbRRug5AWbxARERE5OQq3QUgzJYiIiIicHIXbIFQbbjVTgoiIiEjbKNwGmaPl1RxxVAGQpZkSRERERNpE4TbI7KjptU2PDyfSFtQLyImIiIgEHYXbILPNP95WQxJERERE2krhNsj4Z0rQkAQRERGRNlO4DTKaKUFERETk5CncBhGXx8uummV3ByrcioiIiLSZwm0Q2VtYTrXHt+xujzh7oMsRERER6XQUboNI7ZCE/qnRWnZXRERE5CQo3AYRzZQgIiIicmoUboPI9sOaKUFERETkVCjcBpEdmilBRERE5JQo3AaJorIq8kt9y+72T9GwBBEREZGToXAbJGqHJGR0CydCy+6KiIiInBSF2yCxI69mSILG24qIiIicNIXbILFN421FRERETpnCbZDwz5SgacBERERETprCbRBwebzszveFWy27KyIiInLyFG6DQHZBGS6PQaQtRMvuioiIiJwChdsg4F92NyUKk0nL7oqIiIicLIXbILCjZrytbiYTEREROTUKt0FAMyWIiIiItA+F2yCgmRJERERE2ofCbYAVlFZRWFaFyaRld0VEREROlcJtgNWuTNarWwThoVp2V0RERORUKNwGWP2ZEkRERETk1CjcBphmShARERFpPwq3AaaZEkRERETaj8JtAFW7vWQXlAEwQDMliIiIiJwyhdsAql12NyoshO6xWnZXRERE5FQp3AZQ7c1kA1KiteyuiIiISDtQuA0gf7jVkAQRERGRdqFwG0A78mpXJtPNZCIiIiLtQeE2gLZrpgQRERGRdqVwGyD5pU4Ky6oxmSArWcMSRERERNpDUIdbj8fD7NmzyczMxG6306dPH+bOnYthGP5jDMPg8ccfJzU1FbvdzqhRo9i1a1cAq26d2sUbMrtFYA+1BLgaERERka4hqMPt73//exYsWMBLL73E9u3b+f3vf8/8+fN58cUX/cfMnz+fF154gVdeeYX169cTERHB6NGjcTqdAaz8xDQkQURERKT9hQS6gJb85z//Yfz48Vx99dUA9OrVi6VLl/LVV18Bvl7b559/nscee4zx48cD8Nprr5GcnMy7777L5MmTA1b7iWimBBEREZH2F9Q9txdddBFr1qzhhx9+AGDz5s18/vnnjB07FoC9e/eSl5fHqFGj/OfExMQwYsQI1q1b1+x1q6qqcDgcDR6nm3+mhBT13IqIiIi0l6DuuX344YdxOBz0798fi8WCx+PhmWeeYcqUKQDk5eUBkJyc3OC85ORk/2tNmTdvHnPmzOm4wk+gyu1hd37NsrtpCrciIiIi7SWoe27//ve/s3jxYpYsWcLGjRtZtGgRzz77LIsWLTql6z7yyCOUlJT4HwcPHmyniltnd34Zbq9BdFgIaTFhp/Vni4iIiHRlQd1z+8ADD/Dwww/7x84OHjyY/fv3M2/ePKZOnUpKSgoAR44cITU11X/ekSNHGDZsWLPXtdls2Gy2Dq29JbUzJfRP1bK7IiIiIu0pqHtuKyoqMJsblmixWPB6vQBkZmaSkpLCmjVr/K87HA7Wr1/PhRdeeFprbYvam8kGaqYEERERkXYV1D2348aN45lnniE9PZ1Bgwbx7bff8txzzzF9+nQATCYTM2fO5Omnn6Zfv35kZmYye/Zs0tLSmDBhQmCLb8H2PM2UICIiItIRgjrcvvjii8yePZs77riD/Px80tLS+NWvfsXjjz/uP+bBBx+kvLycGTNmUFxczMUXX8yqVasICwvOsayGYbD9sGZKEBEREekIJqP+cl9nKIfDQUxMDCUlJURHd2zgzHc4+dHv1mA2wbanxhBm1epkIiIiIifS2rwW1GNuu6JtNeNtMxMiFGxFRERE2llQD0voii7o3Y3ld1xEeZU70KWIiIiIdDkKt6dZmNXC8PS4QJchIiIi0iVpWIKIiIiIdBkKtyIiIiLSZSjcioiIiEiXoXArIiIiIl2Gwq2IiIiIdBkKtyIiIiLSZSjcioiIiEiXoXlugdoViB0OR4ArEREREZGm1Oa02tzWHIVboLS0FICePXsGuBIRERERaUlpaSkxMTHNvm4yThR/zwBer5fc3FyioqIwmUwd/vMcDgc9e/bk4MGDREdHd/jPk/anz7Bz0+fX+ekz7Pz0GXZugfj8DMOgtLSUtLQ0zObmR9aq5xYwm8306NHjtP/c6OhofaE7OX2GnZs+v85Pn2Hnp8+wczvdn19LPba1dEOZiIiIiHQZCrciIiIi0mUo3AaAzWbjiSeewGazBboUOUn6DDs3fX6dnz7Dzk+fYecWzJ+fbigTERERkS5DPbciIiIi0mUo3IqIiIhIl6FwKyIiIiJdhsKtiIiIiHQZCren2Z///Gd69epFWFgYI0aM4Kuvvgp0SdJKTz75JCaTqcGjf//+gS5LWrB27VrGjRtHWloaJpOJd999t8HrhmHw+OOPk5qait1uZ9SoUezatSswxUqTTvQZTps2rdH3csyYMYEpVhqZN28e559/PlFRUSQlJTFhwgR27tzZ4Bin08mdd95Jt27diIyMZNKkSRw5ciRAFcvxWvMZ/vSnP230Pfz1r38doIoVbk+rN998k1mzZvHEE0+wceNGhg4dyujRo8nPzw90adJKgwYN4vDhw/7H559/HuiSpAXl5eUMHTqUP//5z02+Pn/+fF544QVeeeUV1q9fT0REBKNHj8bpdJ7mSqU5J/oMAcaMGdPge7l06dLTWKG05LPPPuPOO+/kyy+/ZPXq1bhcLq688krKy8v9x9x333289957vPXWW3z22Wfk5uZy3XXXBbBqqa81nyHAbbfd1uB7OH/+/ABVDBhy2vzoRz8y7rzzTv9zj8djpKWlGfPmzQtgVdJaTzzxhDF06NBAlyEnCTBWrFjhf+71eo2UlBTjf/7nf/xtxcXFhs1mM5YuXRqACuVEjv8MDcMwpk6daowfPz4g9Ujb5efnG4Dx2WefGYbh+85ZrVbjrbfe8h+zfft2AzDWrVsXqDKlBcd/hoZhGD/5yU+Me++9N3BFHUc9t6dJdXU1GzZsYNSoUf42s9nMqFGjWLduXQArk7bYtWsXaWlp9O7dmylTpnDgwIFAlyQnae/eveTl5TX4TsbExDBixAh9JzuZTz/9lKSkJLKysrj99tspKioKdEnSjJKSEgDi4+MB2LBhAy6Xq8H3sH///qSnp+t7GKSO/wxrLV68mISEBM4++2weeeQRKioqAlEeACEB+8lnmMLCQjweD8nJyQ3ak5OT2bFjR4CqkrYYMWIEr776KllZWRw+fJg5c+ZwySWXsHXrVqKiogJdnrRRXl4eQJPfydrXJPiNGTOG6667jszMTLKzs3n00UcZO3Ys69atw2KxBLo8qcfr9TJz5kx+/OMfc/bZZwO+72FoaCixsbENjtX3MDg19RkC/PznPycjI4O0tDS2bNnCQw89xM6dO1m+fHlA6lS4FWmlsWPH+veHDBnCiBEjyMjI4O9//zu33nprACsTOXNNnjzZvz948GCGDBlCnz59+PTTTxk5cmQAK5Pj3XnnnWzdulX3KnRizX2GM2bM8O8PHjyY1NRURo4cSXZ2Nn369DndZeqGstMlISEBi8XS6A7QI0eOkJKSEqCq5FTExsZy1llnsXv37kCXIieh9nun72TX0rt3bxISEvS9DDJ33XUX77//Pp988gk9evTwt6ekpFBdXU1xcXGD4/U9DD7NfYZNGTFiBEDAvocKt6dJaGgo5557LmvWrPG3eb1e1qxZw4UXXhjAyuRklZWVkZ2dTWpqaqBLkZOQmZlJSkpKg++kw+Fg/fr1+k52Yjk5ORQVFel7GSQMw+Cuu+5ixYoVfPzxx2RmZjZ4/dxzz8VqtTb4Hu7cuZMDBw7oexgkTvQZNmXTpk0AAfsealjCaTRr1iymTp3Keeedx49+9COef/55ysvLueWWWwJdmrTC/fffz7hx48jIyCA3N5cnnngCi8XCTTfdFOjSpBllZWUNeg727t3Lpk2biI+PJz09nZkzZ/L000/Tr18/MjMzmT17NmlpaUyYMCFwRUsDLX2G8fHxzJkzh0mTJpGSkkJ2djYPPvggffv2ZfTo0QGsWmrdeeedLFmyhH/84x9ERUX5x9HGxMRgt9uJiYnh1ltvZdasWcTHxxMdHc3dd9/NhRdeyAUXXBDg6gVO/BlmZ2ezZMkSrrrqKrp168aWLVu47777uPTSSxkyZEhgig70dA1nmhdffNFIT083QkNDjR/96EfGl19+GeiSpJVuvPFGIzU11QgNDTW6d+9u3Hjjjcbu3bsDXZa04JNPPjGARo+pU6cahuGbDmz27NlGcnKyYbPZjJEjRxo7d+4MbNHSQEufYUVFhXHllVcaiYmJhtVqNTIyMozbbrvNyMvLC3TZUqOpzw4wFi5c6D+msrLSuOOOO4y4uDgjPDzcmDhxonH48OHAFS0NnOgzPHDggHHppZca8fHxhs1mM/r27Ws88MADRklJScBqNtUULiIiIiLS6WnMrYiIiIh0GQq3IiIiItJlKNyKiIiISJehcCsiIiIiXYbCrYiIiIh0GQq3IiIiItJlKNyKiIiISJehcCsiIiIiXYbCrYiI+JlMJt59991AlyEictIUbkVEgsS0adMwmUyNHmPGjAl0aSIinUZIoAsQEZE6Y8aMYeHChQ3abDZbgKoREel81HMrIhJEbDYbKSkpDR5xcXGAb8jAggULGDt2LHa7nd69e/P22283OP+7777j8ssvx263061bN2bMmEFZWVmDY/72t78xaNAgbDYbqamp3HXXXQ1eLywsZOLEiYSHh9OvXz9WrlzZsW9aRKQdKdyKiHQis2fPZtKkSWzevJkpU6YwefJktm/fDkB5eTmjR48mLi6Or7/+mrfeeouPPvqoQXhdsGABd955JzNmzOC7775j5cqV9O3bt8HPmDNnDj/72c/YsmULV111FVOmTOHo0aOn9X2KiJwsk2EYRqCLEBER35jbN954g7CwsAbtjz76KI8++igmk4lf//rXLFiwwP/aBRdcwPDhw3n55Zf5y1/+wkMPPcTBgweJiIgA4J///Cfjxo0jNzeX5ORkunfvzi233MLTTz/dZA0mk4nHHnuMuXPnAr7AHBkZyb/+9S+N/RWRTkFjbkVEgshll13WILwCxMfH+/cvvPDCBq9deOGFbNq0CYDt27czdOhQf7AF+PGPf4zX62Xnzp2YTCZyc3MZOXJkizUMGTLEvx8REUF0dDT5+fkn+5ZERE4rhVsRkSASERHRaJhAe7Hb7a06zmq1NnhuMpnwer0dUZKISLvTmFsRkU7kyy+/bPR8wIABAAwYMIDNmzdTXl7uf/2LL77AbDaTlZVFVFQUvXr1Ys2aNae1ZhGR00k9tyIiQaSqqoq8vLwGbSEhISQkJADw1ltvcd5553HxxRezePFivvrqK/76178CMGXKFJ544gmmTp3Kk08+SUFBAXfffTe//OUvSU5OBuDJJ5/k17/+NUlJSYwdO5bS0lK++OIL7r777tP7RkVEOojCrYhIEFm1ahWpqakN2rKystixYwfgm8lg2bJl3HHHHaSmprJ06VIGDhwIQHh4OB9++CH33nsv559/PuHh4UyaNInnnnvOf62pU6fidDr54x//yP33309CQgLXX3/96XuDIiIdTLMliIh0EiaTiRUrVjBhwoRAlyIiErQ05lZEREREugyFWxERERHpMjTmVkSkk9AoMhGRE1PPrYiIiIh0GQq3IiIiItJlKNyKiIiISJehcCsiIiIiXYbCrYiIiIh0GQq3IiIiItJlKNyKiIiISJehcCsiIiIiXcb/D/o/1+VzRJd3AAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0392263067 Train Acc: 98.8541641235%\n",
|
|
"Val loss: 0.0356416246 Val Acc: 98.9958343506%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0362615130 Train Acc: 98.9729156494%\n",
|
|
"Val loss: 0.0315654133 Val Acc: 99.2041625977%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0340047787 Train Acc: 99.0458297729%\n",
|
|
"Val loss: 0.0309135200 Val Acc: 99.1479187012%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0316798377 Train Acc: 99.0895843506%\n",
|
|
"Val loss: 0.0272465705 Val Acc: 99.3062515259%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0295778596 Train Acc: 99.1812438965%\n",
|
|
"Val loss: 0.0282771382 Val Acc: 99.2020874023%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0278088250 Train Acc: 99.2020874023%\n",
|
|
"Val loss: 0.0241137401 Val Acc: 99.3833312988%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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lOCg0Iihq2Dj8vNCIpIhwCo0IXDihqn3G5jhtZnrY6uhhqybOWkNsUA1RQdXEmCsJslgot8dSYetBuT0Ow+LAYjFhMZmwmE2YTSZ6mE0kmk2cazJhMYO5/ljDcYvZhM1ibhJgIxxWbEGdrffs8VG4PUUZhoHH4yEo6Ng/gbi4zvcnBxGRU9YPQ2rVIagqPvy8soX9VYfAW3fin291Hu4bGhwBFhvUVoG7AmorwF3pe15X1VAwuMt9W0XbPqraGkmpLZ7ioHgKzHHkEku2J4bMumgyaiLZUxVCXQVw4MS/VnNMJrBZzNiCzNgsZqz1z60WE7YgC6EWE1H+fb7N7j9+eJ/DZiHUHuTfnPYgwoJ9j6F2C6F2K067BactCLNZA9hPlMJtGxmGQVVt2ztntweH1dKqWRumTZvGxx9/zMcff8yzzz4LwKJFi7jpppv417/+xcMPP8z27dv5z3/+Q+/evbn77rtZv349FRUVnH766cybN4/Ro0f73++H3RJMJhMvvPAC7733Hh988AE9e/bkT3/6Ez/96U9PyvcWEemWjPrQV3UIKoubCaQlLew/wZAaFAyOaF8wdUQeDqkNmz286b7gCAiOxLCHUV5noqSylkOVbg5V1uKqqqWq1kOV20Ol20OVu873uqaWupoKvNUVGG7fRm0F5tpK3+apwlJXic1bRQg1BJk85BnR5Bqx5BixHDBiqKxu3QBkq8VEhMNKhMNKuMNKqD2IYKuFEJtvO/y8pf0Nz4MIsVlw2Cw4rBaslu7RknmqUbhto6paD2c88kFAPnvn42MIsR37H9mzzz7Ld999x1lnncXjjz8OwNdffw3AAw88wFNPPUVaWhpRUVFkZ2dzxRVX8OSTT2K323nllVcYP348u3btIjk5ucXPmDNnDvPnz+ePf/wjzz33HJMnT2bfvn1ER0e3z5cVEelq3JVQWeQbbFRx8IjnRVB5sPmgeiIh1WKHkGhfUHVE+YJqSMPzhu2I1w3HrL452911XkrqA+qhSjclle760FpLSanbH15LKqs5VFlGSeUeSiprqfMeTz9XKxBZvzXPZMIfUCMcVs6rf/T92bz+ucNG+A/2R4ZYW934I6cGhdtuKCIiApvNRkhIiH8Z4m+//RaAxx9/nMsuu8x/bnR0NIMGDfK/njt3LitWrGDlypXMnDmzxc+YNm0aN954IwC/+93vWLBgARs3bmTs2LEn4yuJiHS8OjeU5x0OqxWF9YG1Pqz6g2v9vtrK4/ucZkJqnT2SqqAIKsxhuEyhlBihFHudFHiclBJKKWFUGlbcdV5qPV7fY40Xd6WBu85Drcc44pgHt6eAWk9e/T7fMbfHe9y3JthqJirERmSIjfDgIH+raEOL55Gtn77nQS3sb3geRLDVrIAq7ULhto0cVgs7Hx8TsM8+Ueeff36j1+Xl5Tz22GO89957HDhwgLq6OqqqqsjKyjrq+wwcOND/3Ol0Eh4eTkFBwQnXJyLSIWqrfIOX/Nv+ps8rjuPfaRY7OGN9W0gshjOGuuBYqqxRlJvDKCWcYsPJQW8IBbUODrhDKKg2c6jCTXGFm5JSN8WVbqprjxY8y+u3E2euby31BVWrP7BGhViJctr8x6JCrL79Tt/r4Hb4/yORk0Xhto1MJlOrugZ0Vj+c9eCee+5h1apVPPXUU/Tt2xeHw8G1116L2+0+6vtYrY2n/jCZTHi9x98KICKnOK/H1xpa84MR+U1a8kytO1ZX45sDtaXgWnmwdXVZbOCMwwiJweOIpcYW5QuqQVGUmsMpJoKDRjj5dU4O1IaRXxNEaVWd70/8RbWUVNXirmvu34219ZurxY+2WkxEhdiIdtr8j5EhVpz2oGYGN/1wwFPDwKbGg5sa9tmCzITYLIQHWzWASbqdrpvS5KhsNhsez7EHvn322WdMmzaNq6++GvC15O7du/ckVycip4SGUf3lBb6VkhptBY2fVxSC0bH/geyxBFPlSKDc3oPSoB4ctMRSaIrhgBHNfm80e2sj2V/toLSijpKiWjxH7WtaCxS3eDTIbCLKaSO6voU02mnzv45yHm4pjW4Is04bTpv6kYocD4XbbqpPnz5s2LCBvXv3Ehoa2mKrar9+/XjnnXcYP348JpOJ2bNnqwVWRJoyDN88oU3mQC3xPa88eHjNen9wLThiOqjWMPkm/m8IdPWrw/v+19vwkoZV430PBodXkTf859Rh4aA5hgJi2O+NJtsTRbbHN8H9gfrNhRMqjhYeDaBxP9pgq9k/cb1/ntCG10c8j6wftR9Z/+d8BVWRjqNw203dc889TJ06lTPOOIOqqioWLVrU7HlPP/0006dPZ8SIEcTGxnL//ffjcrX8ZzIR6eIa1qRv+PN81aH6oFrSdNL+I7cal28lquNhD4fQHhjOHrgdcVTaYigLiqbEHEUhkeR7I8mtCye7xsGhaoPy6lrKa+oor66jrKaOipo6jmuAfgvCgoMID7bS02ElPDjIP31UeLCVcEdQ/aMvvIYFB/n7o0Y4rOprKtIFmIzD/8l7ynK5XERERFBaWkp4eHijY9XV1WRmZpKamkpwcOvm25OmdB9FOoi7Akr3gyun/nG/b7Un1/7Dr90nMBjJZG4096nHFkalOZRyczillhiKTZEUGJEc8ESQXRvKvhoneZVm32CpqlpO5P9xLGaTfxL8sOD6CfGDG78OC7b6zwl3HA6rR85/alEfU5Eu6Wh57UhquRUR6ey8Xt/Spw2tqFWHfK2uPwytpTm+FtjWCI6EiF4QEtNkon7fo28if68tnINeBzmVVvZWWMkshaxDVWQVV5JVWElR+bFac5t2S4gMsfr7lkY7bcSEHjlgykZYcBBhRwTX0OAgwuxWTRUlIq2icCsi0hHq3L5BU43+3F/S9HXVD/fVdwloy2ArWyiE94SInvWPvY543cv3aDs8c0qlu84XVg9WklVcSXae7zGruJLsQy7cdSVH/bjIECsJ4cGHw6rTRrTTTrTTWv94OMBGhVgJ0qpPInISKdyKiJwIT51vPtSyA1CWX/+Yd8Rj/fPKohP/LIvtcMtqeOLhoHpkgA1PwmsLp7S6juJKt3/+1EOVboqzfStRHSzf7XuscLP/UBVF5TVH/dggs4meUQ6So0PoHR1C8hFb7+gQIhzWo14vItKRFG5FRFpiGFC8Bw7ubia01j+WF9Awnv+YTBbfEqlNugD8YHNENdlXbg4lrwLyXdXku6opbgitJW6K97s5VFFLcWUhhyr2c6jS3eYBWBEO6+HQGtM4wCZGBKu1VUS6DIVbERE4HGQPbIHcLb7HA1t93QKOxWSB0HgIS4CwxJYfHVFgbhwS6zxeCstryCutrg+uNeTtrya/tJo8VzV5rgPkl2ZS4T72vNU/FGYPIvqI/qy+R2uj+VV7RjroHRVCRIhaX0Wke1C4FZFTj2HAoUxfiM396uhB1mKHuNN8f/JvKbSGxIDZcsTbG7iq6+pbV2s4eNDNwawKDpYXk1cfYPNd1eSVVlNUXtPqVtYwexDxEcHEh9uJqe/L2ngxAN/iANH1S6jagtTaKiKnHoVbEenejgyyB7bUh9mjBNmEsyDxHEg6x/fY43S8piBKqmp9QbXc1x3gYLGb4mw3xRWFHKzY3+jYoUo3tZ7W9wsIMpvoEWanR3gwCeHBJEQEEx8eTEKE3fcY7nvttOtf2SIix6J/U4pI19WwvGtFIVQU+QZ2NTwvL4Ci73yBtqUgG38mJJ1LbfxA8pwD2GtOJru0jv0llez/roqcDeXsL1lLvqv6uBYRcNosRIf6Zg6IqZ9FICEi+HCIDQ8mPsJOrNOOWXOvioi0C4VbEelcPHW+mQXKjwiqFYX1wbXheSGU1z96jj7SH8Cw2KmOHsDBiDPItp/GTtLZ4k4kq6SW/VsaZgs4WL+1LCw4yBdSQ+1HTHl1eK7WhhDbsE+rWYmIdDyFW2lWnz59mDVrFrNmzQp0KdJduSt8LauF30HRLijc5XtdvAe8dW17L1sonpBYqq1RlJojKTTCya0N5Xt3NJ9V9mZzRQJ1FUGQfeRFhY3eIsRmoVeUg56RDnpFhdAzyuF/nRjhINqpPqwiIl2Bwq2InFwVRfXBdVd9kK3fSrNbvsZkhpBYcMaBs/4xtAd1jhgOGhHsrw1lb3UI35UFs73UyrdFHg7mHX2lrPDgoCahtVdUfZCNdBAZYtXqVyIi3YDCrYicOK8XXDlNW2ELd0FVccvXhcRCXH+IPa3+sR9G7GkUEkPGwWoyiyrYU1jOnqIK9mSWk32oCk+jzq919ZtPfLid1FgnaXGhpMU6SYlx+oJslIPwYE11JSJyKlC4bSvDgNrKwHy2NQRa0bL0//7f/+Oxxx4jJycH8xFzak6YMIGYmBh++9vfcvfdd7N+/XoqKio4/fTTmTdvHqNHjz6Z1Ut34PVCaRYUfAuF3/rCa+E3vlBbW9HydZHJENsfI/Y0ysLSKLCnkG3uRXaNg7xS35RYedvrH107qTzKnK4hNkujAJsW5yQtNpTUOCehmk1AROSUp/8naKvaSvhdUmA++6HcRuvBt+S6667jjjvu4KOPPmLUqFEAFBcX8/777/Ovf/2L8vJyrrjiCp588knsdjuvvPIK48ePZ9euXSQnJ5/sbyFdgdcDJft84bXgm/oQ+62vNbaF/7gzzFbqItMoC0ujMLgPOZZeZBg9+drdg+wyyMuupmBnDXVeA3ADe1r8eLMJekeH+EJsbGh9gPUF2vhwu7oPiIhIixRuu6GoqCjGjRvH0qVL/eH2rbfeIjY2lksuuQSz2cygQYP858+dO5cVK1awcuVKZs6cGaiyJRAaVuUqrG+JbWiRLfoe6qqav8Zig9jTqIrsyz5zb7ZWJ7LmUDSrC0Jx5zY34Kqk0SuzCeLC7CREOEgIt5MY4fDP6ZoQ7iAhIpikyGDsQZppQERE2k7htq2sIb4W1EB9ditNnjyZW265hb/97W/Y7XaWLFnCpEmTMJvNlJeX89hjj/Hee+9x4MAB6urqqKqqIisr6yQWL51CnRvytsG+zyFrPWSta7lPrMXu7wvrie1PTlAKmyvj+bjIyRf7XOTuq25yiT3ITELE4YUI/M+PeB0XaifIolkHRETk5FC4bSuTqVVdAwJt/PjxGIbBe++9x5AhQ/jkk0/485//DMA999zDqlWreOqpp+jbty8Oh4Nrr70Wt/voo82lC6opg5wvYN86X5DN2dS0RbZhedm4032DunqcTllYOptdEXyZ7WLTvkNs2VZS3w+2on4Di9nE6YlhnJ8SzXkpUQxOiSIpIlhdBkREJKAUbrup4OBgrrnmGpYsWcLu3bvp378/gwcPBuCzzz5j2rRpXH311QCUl5ezd+/eAFYr7aYs3xdis9ZD1ueQtx0Mb+NzHFGQPBySh0HycIzEQWSV1rFp7yE2Zx1i8+ZDfFeQgfGDFbnCgoMYnBzF+SlRnJcSxaDekVoOVkREOh39P1M3NnnyZH7yk5/w9ddf8/Of/9y/v1+/frzzzjuMHz8ek8nE7Nmz8Xq9R3kn6ZQa+sv6uxh87nv9Q5HJGMnDqIgfQlboOXzvTSSruJp9uZVk7ahkT+FaisqbttqnxIRwXn2QPT8lmn49QrVErIiIdHoKt93YpZdeSnR0NLt27eJnP/uZf//TTz/N9OnTGTFiBLGxsdx///24XK4AVirNqimHsjwoO9D848HvfcvPHsHAREVkf3LCBrHTeibr605jm8tJ9pZKKtwefKtyFTb5KKvFxNk9I+rDrK+bQVyYvWO+p4iISDsyGcYP//h46nG5XERERFBaWkp4eHijY9XV1WRmZpKamkpwcHCAKuz6dB+P4K6E8rwWgusRm7vsmG9Va7Kx23oaGz2nsaY6nc2e03DRfJ9wkwkSw4PpHR1CcsMW43s8PTGcYKtmJxARkc7raHntSGq5FTkZGq3Y1bB971u9q6Jpy2lLPNYwKuyxFJmi2V8bzvfVYeTURpBvRJFrxLDTSKGmyuY/P8RmYUAz4TU52rfsrKbXEhGR7k7hVuRE1FbBwYzG4bXoOyja3fI8sQBBDghPhLBECEugxtGDPG8UmTVh7Cx38mWxnS8O2iittsMPGnBtFjP9EkIZkBDOpTGNA2y006bZCkRE5JSmcCvSGtUuyP+6Prx+f7g19tA+oIWePWYrxKT75oqt34zYfhywJPH1Qdh5oIydB0r5OsNFzqHmg3B4cBBnJIVzRmIEZyaFc0ZSOOlxodiCNE+siIhIcxRuRY6mLB8+XwCbXmpx2VmCIyC2f32A7eebKzb2NIhMAUsQBWXVfLa7iE92FfHZe0Xkuw40+zY9Ix31QdYXYs9MCqdnpEMtsSIiIm2gcNtKGnd3Yrrc/XMdgM+ehc2LoK5+Ja7wnhA3oH7VrsOtsTjjfKO16lW669iQWcxn677j091FfJvXuF+BxWyiX4/QRkH2jMRwIkNsiIiIyIlRuD0Gi8U3AMftduNwOAJcTddVWelr9bRarQGu5BhK98Nnz8DmxeCp8e3rNQR+9AD0HdUoxDbweA125JTw6e4iPvm+kC/3leD2NJ43+MykcEb2i+WivnGc3ydKMxOIiIicJAq3xxAUFERISAiFhYVYrVbMZvV1bAvDMKisrKSgoIDIyEj/fyx0OiXZ8OnT8NVr4Klf0KD3MPjx/ZB2SZNQm11cySffF/Hp7kI+zzhISWVto+M9Ix2M7BvLyH6xjEiPISZUc8aKiIh0hE4fbsvKypg9ezYrVqygoKCAc889l2effZYhQ4YAMG3aNBYvXtzomjFjxvD++++3y+ebTCYSExPJzMxk37597fKep6LIyEgSEhICXUZTh/bBJ3+CLUvBWx9QU0b6Qm2fi/yh1lVdy+e7i+oDbRH7DjbufxtmD2JYegwX9YtlZN9YUmOd6isrIiISAJ0+3P7yl79kx44dvPrqqyQlJfHaa68xevRodu7cSc+ePQEYO3YsixYt8l9jt7dvK5nNZqNfv3643U2XKJVjs1qtna/FtniPL9RuXQ7eOt++1B/Bj+6DPiP9p2UWVfDip3t4a3MO1bWHuxpYzCbO7R3p62rQL5ZBvSIJsqhVX0REJNA6dbitqqri7bff5h//+AcXX3wxAI899hj//Oc/WbhwIU888QTgC7Mnu1XQbDZrZa3uoGi3L9Ruex0Mj29f+qXwo/sheRjg60qxad8h/t/aPfz3m3waxsKlxjq5uF8sI/vFMSwtmrDgTt5/WERE5BTUqcNtXV0dHo+nSah0OBx8+umn/tdr1qyhR48eREVFcemll/LEE08QExPT4vvW1NRQU1Pjf+1yudq/eOlcCnfB2qdgx1tg1LfA9rscLr4Pevu6uNR5vLz/dR4vfJLJ1uwS/6WjBvTglxelMSwtWl0NREREOjmT0cnnaBoxYgQ2m42lS5cSHx/PsmXLmDp1Kn379mXXrl0sX76ckJAQUlNTycjI4KGHHiI0NJR169a1+Kfwxx57jDlz5jTZf6y1iqWLMQzI3wGf/hl2vIN/sYXTxvm6H/QcDEB5TR1vfJHNS59l+hdTsAWZmTi4JzePTKVvj7AAfQERERFp4HK5iIiIOGZe6/ThNiMjg+nTp7N27VosFguDBw/mtNNOY/PmzXzzzTdNzt+zZw/p6en897//ZdSoUc2+Z3Mtt71791a47epcByD3S9j/pe8x9yuoOnT4+ICf+EJt4iAA8kqrefnzvSzZsI+yal+/22injZ8PS2HK8BRiNcOBiIhIp9HacNupuyUApKen8/HHH1NRUYHL5SIxMZEbbriBtLS0Zs9PS0sjNjaW3bt3txhu7XZ7uw86kw5WWVwfYr86HGjL85qeZ7FB/3Fw8b2QcDYAO3Nd/P2TPazcmkud1/ffdmmxTm6+KJWJg3tpDloREZEurNOH2wZOpxOn08mhQ4f44IMPmD9/frPn5eTkcPDgQRITEzu4Qjlpasogd8vh1tj9X0JJM9OymcwQdzr0PBeSBvu6HfQ4E4JsGIbBx7sK+PsnmXy6u8h/yQWp0dxyURqjBvTAbFZ/WhERka6u03dL+OCDDzAMg/79+7N7927uvfdegoOD+eSTT6ipqWHOnDlMnDiRhIQEMjIyuO+++ygrK2P79u2tbp1tbTO3dJCyfPhmJezf7AuyRd/h7y97pOh0X4BtCLIJA8EW0uiUmjoP/9iSy4ufZLIr37cMrsVs4oqzE7nlolQG9oo8+d9HRERETli36ZZQWlrKgw8+SE5ODtHR0UycOJEnn3wSq9VKXV0d27ZtY/HixZSUlJCUlMTll1/O3Llz1e2gq/HUwff/ga9ehe8+ODxNV4OI3pB0zuEgm3gOOCKbvI1hGGQXV/F5RhGfZxzk091FFFf45id22ixMuiCZmy7sQ6+okCbXioiISNfX6VtuO4JabgPoYAZ8+QpsXQbl+Yf397rAN/9sz8GQdC6E9mjxLfJd1azLOMhnu32Bdn9JVaPjCeHB3HRhHyZdkEyEQ3PTioiIdEXdpuVWuiF3Jez8h6+Vdt9nh/eHxMI5N8K5v4C4/i1efqjCzfo9B/k84yCfZxSRUVjR6HiQ2cS5yZEMT49lRHoM56VEYdXqYSIiIqcEhVvpGIbhGxD25auw422oqV84w2SGvqN9gfa0sRBka3JpeU0dX2QW+7sa7Dzg4si/N5hMcFZSBCPSYxjRN5bzU6Jw2vXTFhERORUpAcjJVVnsW+r2y1eh4OvD+6P6wLk/h0E/g4iejS7xeA02HhFmt2aX+KfsanBafCgj0mMZnh7DsNQYIkLU3UBEREQUbuVk8Hohc40v0H77f+DxDejCYoczfgqDp0DKSDA37ipwqMLN65uyeW39Pv9KYQ2So0MYkR7D8PqtR1jjJZlFREREQOFW2lPpfl8/2q+WQGnW4f0JA32B9uxrwRHV5LId+0tZ/PleVm7NpabOC0CEw8ol/eMY0TeW4Wkx9I7W7AYiIiJybAq3cmK8XtjzIXzxEnz3bzB84RR7BAy8zteXNumcJpfV1Hn49/Y8Xlm3ly+zSvz7z0wKZ+rwPowflITDppXCREREpG0UbuX4VByELa/BpkVwKPPw/pSRcN5UOH08WB1NLjtQWsXSDVks25hFUbmvu4LV4ltUYcrwPgxOjsRk0kphIiIicnwUbqX1DAOyN8KmF+Hrd8FT49tvj/BN4XX+9Gan8DIMg/V7inll3V7+szMfT/3gsITwYCYPTWbSBcnEhWnRDRERETlxCrdybDVlvhkPNi2C/B2H9yeeA0NuhrMmgs3Z5LKKmjre+Wo/r67by3f55f79w9KimTq8D6PPiNf8syIiItKuFG6lZXk7fK20294Ad304DQqGs66FIdOh53nNXpZRWM6r6/bx9uYcymrqAAixWbj63J5MGd6H/glhHfUNRERE5BSjcCuN1Vb7Vg/b9CJkbzi8P6afr9vBOTc2O+OBYRis2VXIS59l8sn3Rf79abFOfjE8hYnn9SI8WHPRioiIyMmlcCs+xXt83Q6+eg2qin37zEEw4Eo4/2ZIvdi3FNgPuOu8/GPLfl74ZI+/64HJBKMGxDN1RAoXpsdiNmuAmIiIiHQMhdtTXXEmrHoEvll5eF94LzhvGgz+BYQlNHuZq7qWpRuyWPRZJvku38CyUHsQN17QmynD+2heWhEREQkIhdtTVU0ZfPInWPfX+hXETNB3lK+Vtt/lYGn+p3GgtIpFn+1l6YYsyuv708aH27npwlR+NjRZXQ9EREQkoBRuTzVeL2xdBqvnQHm+b1/aJTDmdxB/RouXfZvn4v+t3cPKLbnU1U/ldVp8KLdclMaEc3piC9KsByIiIhJ4Crenkqz18P4DkPuV73V0mi/Unja22f60hmGwLuMg/7t2Dx9/V+jfPzQ1ml/9KI0fn9ZD/WlFRESkU1G4PRWUZMN/H4Udb/te28Ph4nth6K8gqOniCXUeL//akcf/W5vBjv0uAMwmGHdWIjMuTmNQ78gOLF5ERESk9RRuuzN3JXz2rG+rqwJMvkFil86G0B5NTq901/HGF9n8/dNMcg5VARBsNXP9+b25eWQqKTFNF2oQERER6UwUbrsjw/C10q56BFz7fftSLoSx8yBxUJPTiyvcLPosk1fX76OkshaAaKeNKcNTmDK8D9FOW0dWLyIiInLcFG67m/2b4f0HDy/AEJEMl8+FMyY02692e04pv3zlC/90XikxIfzyojSuHdwLh83SkZWLiIiInDCF2+6iLA/+Owe2LvW9tjrhortg+EywOpq95P0dB5j1+haqa72kxTm59/L+XH5mAhYNEhMREZEuSuG2q6uthvV/hU+eBrdvhTAGToLRj0J4UrOXGIbB8x/v4Q/vfwvAxafF8Zefnas5akVERKTLU7jtyr77AP51L5Ts873uNQTG/h56nd/iJe46Lw+/u503NuUAMGV4Co/85AyCLJqnVkRERLq+NofbPn36MH36dKZNm0ZycvLJqElaI+MjWDYJDC+EJcFlc+Csa8HcckgtqXTz69c2s35PMWYTPPKTM5h2YWoHFi0iIiJycrW5uW7WrFm88847pKWlcdlll7F8+XJqampORm3SkkP74K3pvmB71kS4YxMMvP6owTazqIKr//Y56/cUE2oP4sWpQxRsRUREpNs5rnC7ZcsWNm7cyOmnn84dd9xBYmIiM2fO5MsvvzwZNcqRaqvg9Z9DVTEknQsT/ga2o88/uy7jIFf99TMyiyroGengrVuHc8mApvPcioiIiHR1x93RcvDgwSxYsIDc3FweffRR/v73vzNkyBDOOeccXnrpJQzDaM86BXzz1/7fXZC3DUJi4PpXwRp81Eve+CKbX7y4gdKqWs7pHcmK20cwICG8gwoWERER6VjHPaCstraWFStWsGjRIlatWsWwYcO4+eabycnJ4aGHHuK///0vS5cubc9aZeMLsHUZmCxw3csQ2bvFU71egz988C3/+/EeAK4cmMifrhtEsFVz14qIiEj31eZw++WXX7Jo0SKWLVuG2WxmypQp/PnPf2bAgAH+c66++mqGDBnSroWe8vZ9Dh886Ht+2eOQenGLp1a667jr9S188HU+AHdc2pe7Rp+GWfPXioiISDfX5nA7ZMgQLrvsMhYuXMhVV12F1dp0btTU1FQmTZrULgUK4MqFN6aAt843gGz47S2emu+q5peLN7F9fyk2i5nfTzybawb36sBiRURERAKnzeF2z549pKSkHPUcp9PJokWLjrsoOUJdDbz+C6gohPiz4KfPNbuMLsCO/aX8cvEm8lzVRDtt/O8vzmNIn+gOLlhEREQkcNo8oKygoIANGzY02b9hwwY2bdrULkXJEf59H+zfBMGRcMNrLc6MsGpnPtf/7zryXNWkxzl597YLFWxFRETklNPmcHv77beTnZ3dZP/+/fu5/faW/1wux2Hzy74NE0x8EaKbzktrGAYvrN3DjFc3Uen2MLJvLO/cdiHJMSEdXa2IiIhIwLW5W8LOnTsZPHhwk/3nnnsuO3fubJeiBMjZ5FtaF+DSh6Hf6Can1Hq8PPKPHSzb6PuPjZ8NTWbOT8/EqqV0RURE5BTV5hRkt9vJz89vsv/AgQMEBR33zGJypPICXz9bjxsG/AQu+p8mpxiGwcylX7JsYzYmEzx85ek8edVZCrYiIiJySmtzErr88st58MEHKS0t9e8rKSnhoYce4rLLLmvX4k5Jnlp4YyqU5UJsf7j6+WYHkBWVu/ng63xMJnjhF+fzy4vSMLUw0ExERETkVNHmptannnqKiy++mJSUFM4991wAtmzZQnx8PK+++mq7F3jK+eC3kPU52MNh0hKwhzV72p7CcgB6RjoYfUZ8R1YoIiIi0mm1Odz27NmTbdu2sWTJErZu3YrD4eCmm27ixhtvbHbOW2mDrcth4//6nl/9vxDbr8VTM4sqAEiLC+2IykRERES6hOPqJOt0OpkxY0Z713Jqy90C/7zT9/zi+2DAFUc93R9uY5ufGkxERETkVHTcI8B27txJVlYWbre70f6f/vSnJ1zUKafioG8AWV019LscfvzgMS/JKGxouVW4FREREWlwXCuUXX311Wzfvh2TyYRhGAD+wUwej6d9K+zuPHXw1k1QmgXRaXDNC2A+9ji/zCJfn9tUtdyKiIiI+LV5toQ777yT1NRUCgoKCAkJ4euvv2bt2rWcf/75rFmzpt0LLCsrY9asWaSkpOBwOBgxYgRffPGF/7hhGDzyyCMkJibicDgYPXo033//fbvXcdKsngOZH4PVCTcsAUfkMS+p83jJKq4EFG5FREREjtTmcLtu3Toef/xxYmNjMZvNmM1mRo4cybx58/jNb37T7gX+8pe/ZNWqVbz66qts376dyy+/nNGjR7N//34A5s+fz4IFC3j++efZsGEDTqeTMWPGUF1d3e61tLsd78DnC3zPJ/wF4s9o1WU5h6qo9RjYg8wkRThOYoEiIiIiXUubw63H4yEszDc9VWxsLLm5uQCkpKSwa9eudi2uqqqKt99+m/nz53PxxRfTt29fHnvsMfr27cvChQsxDINnnnmGhx9+mAkTJjBw4EBeeeUVcnNzeffdd9u1lnaX/zX8o3654hG/gbOuafWle47okmA2a25bERERkQZtDrdnnXUWW7duBWDo0KHMnz+fzz77jMcff5y0tLR2La6urg6Px0NwcHCj/Q6Hg08//ZTMzEzy8vIYPfrw0rQREREMHTqUdevWtfi+NTU1uFyuRluHqjoEyydDbSWk/ghGPdqmy/doMJmIiIhIs9ocbh9++GG8Xi8Ajz/+OJmZmVx00UX861//YsGCBe1aXFhYGMOHD2fu3Lnk5ubi8Xh47bXXWLduHQcOHCAvLw+A+PjGixjEx8f7jzVn3rx5RERE+LfevXu3a91H5fXCOzPgUCZEJMO1i8DStnF9e+qnAVN/WxEREZHG2hxux4wZwzXX+P6E3rdvX7799luKioooKCjg0ksvbfcCX331VQzDoGfPntjtdhYsWMCNN96IuRUzCrSkYfnghi07O7sdKz6GLa/B9/+BoGCY9Bo4Y9r8FpkNLbexWsBBRERE5EhtSoi1tbUEBQWxY8eORvujo6P9U4G1t/T0dD7++GPKy8vJzs5m48aN1NbWkpaWRkJCAgD5+fmNrsnPz/cfa47dbic8PLzR1mEG/QyG3Q7jn4XEQcf1Fg0LOKSqW4KIiIhII20Kt1arleTk5IDMZet0OklMTOTQoUN88MEHTJgwgdTUVBISEli9erX/PJfLxYYNGxg+fHiH19gqliAY+zsYNOm4Lq+oqSPP5ZsJQquTiYiIiDTW5r/t//a3v+Whhx6iuLj4ZNTTxAcffMD7779PZmYmq1at4pJLLmHAgAHcdNNNmEwmZs2axRNPPMHKlSvZvn07U6ZMISkpiauuuqpD6utoDa220U4bkSG2AFcjIiIi0rm0eYWyv/zlL+zevZukpCRSUlJwOhu3Hn755ZftVhxAaWkpDz74IDk5OURHRzNx4kSefPJJrFYrAPfddx8VFRXMmDGDkpISRo4cyfvvv99khoXuQoPJRERERFrW5nDb0S2i119/Pddff32Lx00mE48//jiPP/54B1YVOIcHkyncioiIiPxQm8Pto4+2bU5WaV/+BRw0mExERESkieOfT0sCoqHPraYBExEREWmqzS23ZrP5qNN+BWImhVOFYRhanUxERETkKNocblesWNHodW1tLV999RWLFy9mzpw57VaYNFVYXkN5TR0mE6TEhAS6HBEREZFOp83hdsKECU32XXvttZx55pm8/vrr3Hzzze1SmDTV0GrbK8qBPcgS4GpEREREOp9263M7bNiwRospSPtTf1sRERGRo2uXcFtVVcWCBQvo2bNne7ydtCBTc9yKiIiIHFWbuyVERUU1GlBmGAZlZWWEhITw2muvtWtx0tieQt80YOkaTCYiIiLSrDaH2z//+c+Nwq3ZbCYuLo6hQ4cSFRXVrsVJY4dXJ1O3BBEREZHmtDncTps27SSUIcdS6/GSdbAS0AIOIiIiIi1pc5/bRYsW8eabbzbZ/+abb7J48eJ2KUqayjlURZ3XINhqJjE8ONDliIiIiHRKbQ638+bNIzY2tsn+Hj168Lvf/a5dipKmGvrb9olxYja3vIiGiIiIyKmszeE2KyuL1NTUJvtTUlLIyspql6KkqYaZEtLj1N9WREREpCVtDrc9evRg27ZtTfZv3bqVmJiYdilKmsoo1DRgIiIiIsfS5nB744038pvf/IaPPvoIj8eDx+Phww8/5M4772TSpEkno0YBMot83RLSNJhMREREpEVtni1h7ty57N27l1GjRhEU5Lvc6/UyZcoU9bk9ifao5VZERETkmNocbm02G6+//jpPPPEEW7ZsweFwcPbZZ5OSknIy6hOgvKaOgrIaQEvvioiIiBxNm8Ntg379+tGvX7/2rEVasLd+MFmM00ZEiDXA1YiIiIh0Xm3ucztx4kT+8Ic/NNk/f/58rrvuunYpShrLKFR/WxEREZHWaHO4Xbt2LVdccUWT/ePGjWPt2rXtUpQ0llmk/rYiIiIirdHmcFteXo7NZmuy32q14nK52qUoaezwYDL1txURERE5mjaH27PPPpvXX3+9yf7ly5dzxhlntEtR0lhDy626JYiIiIgcXZsHlM2ePZtrrrmGjIwMLr30UgBWr17N0qVLeeutt9q9wFOdYRj+pXfT1C1BRERE5KjaHG7Hjx/Pu+++y+9+9zveeustHA4HgwYN4sMPPyQ6Ovpk1HhKKyyrocLtwWyC5JiQQJcjIiIi0qkd11RgV155JVdeeSUALpeLZcuWcc8997B582Y8Hk+7Fniqa1h2t1dUCPYgS4CrEREREenc2tzntsHatWuZOnUqSUlJ/OlPf+LSSy9l/fr17VmboP62IiIiIm3RppbbvLw8Xn75ZV588UVcLhfXX389NTU1vPvuuxpMdpJkFvn622oaMBEREZFja3XL7fjx4+nfvz/btm3jmWeeITc3l+eee+5k1iYcngYsLU7TgImIiIgcS6tbbv/973/zm9/8hltvvVXL7nYgf7cEtdyKiIiIHFOrW24//fRTysrKOO+88xg6dCh/+ctfKCoqOpm1nfJqPV6yiisB9bkVERERaY1Wh9thw4bxwgsvcODAAX71q1+xfPlykpKS8Hq9rFq1irKyspNZ5ykpu7iSOq+Bw2ohPiw40OWIiIiIdHptni3B6XQyffp0Pv30U7Zv387//M//8Pvf/54ePXrw05/+9GTUeMpq6G/bJ9aJ2WwKcDUiIiIind9xTwUG0L9/f+bPn09OTg7Lli1rr5qknqYBExEREWmbEwq3DSwWC1dddRUrV65sj7eTenuKtOyuiIiISFu0S7iVk+PwNGAKtyIiIiKtoXDbie2p75aQGqs5bkVERERaQ+G2kyqrrqWwrAbQ6mQiIiIiraVw20ntLfLNbxsbaiPCYQ1wNSIiIiJdg8JtJ3V4MJm6JIiIiIi0lsJtJ9UwmExdEkRERERaT+G2k/IPJtNMCSIiIiKt1qnDrcfjYfbs2aSmpuJwOEhPT2fu3LkYhuE/Z9q0aZhMpkbb2LFjA1h1+8jUHLciIiIibRYU6AKO5g9/+AMLFy5k8eLFnHnmmWzatImbbrqJiIgIfvOb3/jPGzt2LIsWLfK/ttvtgSi33RiGQabmuBURERFps04dbj///HMmTJjAlVdeCUCfPn1YtmwZGzdubHSe3W4nISEhECWeFAVlNVS4PZhNkBytcCsiIiLSWp26W8KIESNYvXo13333HQBbt27l008/Zdy4cY3OW7NmDT169KB///7ceuutHDx48KjvW1NTg8vlarR1JhmFvi4JvaNDsAV16n9EIiIiIp1Kp265feCBB3C5XAwYMACLxYLH4+HJJ59k8uTJ/nPGjh3LNddcQ2pqKhkZGTz00EOMGzeOdevWYbFYmn3fefPmMWfOnI76Gm2WWT+YTP1tRURERNqmU4fbN954gyVLlrB06VLOPPNMtmzZwqxZs0hKSmLq1KkATJo0yX/+2WefzcCBA0lPT2fNmjWMGjWq2fd98MEHufvuu/2vXS4XvXv3Prlfpg0OTwOmOW5FRERE2qJTh9t7772XBx54wB9gzz77bPbt28e8efP84faH0tLSiI2NZffu3S2GW7vd3qkHnflbbjWYTERERKRNOnWHzsrKSszmxiVaLBa8Xm+L1+Tk5HDw4EESExNPdnknjboliIiIiByfTt1yO378eJ588kmSk5M588wz+eqrr3j66aeZPn06AOXl5cyZM4eJEyeSkJBARkYG9913H3379mXMmDEBrv74uOu8ZBVXApAWp24JIiIiIm3RqcPtc889x+zZs7ntttsoKCggKSmJX/3qVzzyyCOArxV327ZtLF68mJKSEpKSkrj88suZO3dup+52cDTZhyrxeA0cVgvx4V3zO4iIiIgEisk4crmvU5TL5SIiIoLS0lLCw8MDWsuqnfnc8somzkgM5193XhTQWkREREQ6i9bmtU7d5/ZU5F92V4PJRERERNpM4baTaZgGTIPJRERERNpO4baT2eOfBkyDyURERETaSuG2kzm8gINabkVERETaSuG2E3FV11JUXgNAqvrcioiIiLSZwm0nklnfahsbaic82BrgakRERES6HoXbTkTL7oqIiIicGIXbTmSPlt0VEREROSEKt53InkLNcSsiIiJyIhRuO5GGbgmpsZoGTEREROR4KNx2EoZhHBFu1XIrIiIicjwUbjuJfFcNlW4PFrOJ5OiQQJcjIiIi0iUp3HYSDf1te0c5sAXpH4uIiIjI8VCK6iS07K6IiIjIiVO47SS07K6IiIjIiVO47SQyizQNmIiIiMiJUrjtJDRTgoiIiMiJU7jtBNx1XrIPVQGQrj63IiIiIsdN4bYTyCquxOM1cNos9AizB7ocERERkS5L4bYTaJgGLDXOiclkCnA1IiIiIl2Xwm0noGV3RURERNqHwm0noGnARERERNqHwm0n0NBym65pwEREREROiMJtJ7Cnfo5btdyKiIiInBiF2wArraqlqNwNKNyKiIiInCiF2wBr6JIQF2YnLNga4GpEREREujaF2wDzL7urVlsRERGRE6ZwG2CZ9TMlpGkwmYiIiMgJU7gNsIz6bglpmuNWRERE5IQp3AZYpua4FREREWk3CrcB5PUah1cnU7cEERERkROmcBtA+WXVVNV6sJhNJEeHBLocERERkS5P4TaAGpbdTY4OwWrRPwoRERGRE6VEFUB7/IPJ1CVBREREpD0o3AbQnkItuysiIiLSnhRuA6hhMFlanKYBExEREWkPCrcBtEfTgImIiIi0K4XbAKmp85BzqBKAdE0DJiIiItIuFG4DJLu4Eq8BTpuFuDB7oMsRERER6RYUbgMko/Bwf1uTyRTgakRERES6B4XbAPGvTKb+tiIiIiLtplOHW4/Hw+zZs0lNTcXhcJCens7cuXMxDMN/jmEYPPLIIyQmJuJwOBg9ejTff/99AKtuHU0DJiIiItL+OnW4/cMf/sDChQv5y1/+wjfffMMf/vAH5s+fz3PPPec/Z/78+SxYsIDnn3+eDRs24HQ6GTNmDNXV1QGs/NgOTwOmcCsiIiLSXoICXcDRfP7550yYMIErr7wSgD59+rBs2TI2btwI+Fptn3nmGR5++GEmTJgAwCuvvEJ8fDzvvvsukyZNCljtx9IwDVharOa4FREREWkvnbrldsSIEaxevZrvvvsOgK1bt/Lpp58ybtw4ADIzM8nLy2P06NH+ayIiIhg6dCjr1q1r8X1rampwuVyNto5UWlnLwQo3AKlquRURERFpN5265faBBx7A5XIxYMAALBYLHo+HJ598ksmTJwOQl5cHQHx8fKPr4uPj/ceaM2/ePObMmXPyCj+GPUW+/rY9wuyE2jv1PwIRERGRLqVTt9y+8cYbLFmyhKVLl/Lll1+yePFinnrqKRYvXnxC7/vggw9SWlrq37Kzs9up4tZRf1sRERGRk6NTNxvee++9PPDAA/6+s2effTb79u1j3rx5TJ06lYSEBADy8/NJTEz0X5efn88555zT4vva7Xbs9sAtnHB4GjD1txURERFpT5265bayshKzuXGJFosFr9cLQGpqKgkJCaxevdp/3OVysWHDBoYPH96htbZFw2AyLbsrIiIi0r46dcvt+PHjefLJJ0lOTubMM8/kq6++4umnn2b69OkAmEwmZs2axRNPPEG/fv1ITU1l9uzZJCUlcdVVVwW2+KPYowUcRERERE6KTh1un3vuOWbPns1tt91GQUEBSUlJ/OpXv+KRRx7xn3PfffdRUVHBjBkzKCkpYeTIkbz//vsEBwcHsPKWeb0GmfUDytLi1C1BREREpD2ZjCOX+zpFuVwuIiIiKC0tJTw8/KR+Vm5JFSN+/yFBZhPfzB2L1dKpe4aIiIiIdAqtzWtKVh2sob9tcnSIgq2IiIhIO+vU3RK6o8Epkbx96wiq3J5AlyIiIiLS7SjcdrAQWxDnpUQFugwRERGRbkl/FxcRERGRbkPhVkRERES6DYVbEREREek2FG5FREREpNtQuBURERGRbkPhVkRERES6DYVbEREREek2NM8t0LACscvlCnAlIiIiItKchpzWkNtaonALlJWVAdC7d+8AVyIiIiIiR1NWVkZERESLx03GseLvKcDr9ZKbm0tYWBgmk+mkf57L5aJ3795kZ2cTHh5+0j/vVKZ73XF0rzuO7nXH0H3uOLrXHacr32vDMCgrKyMpKQmzueWetWq5BcxmM7169erwzw0PD+9yP6yuSve64+hedxzd646h+9xxdK87Tle910drsW2gAWUiIiIi0m0o3IqIiIhIt6FwGwB2u51HH30Uu90e6FK6Pd3rjqN73XF0rzuG7nPH0b3uOKfCvdaAMhERERHpNtRyKyIiIiLdhsKtiIiIiHQbCrciIiIi0m0o3IqIiIhIt6Fw28H++te/0qdPH4KDgxk6dCgbN24MdEndzmOPPYbJZGq0DRgwINBldQtr165l/PjxJCUlYTKZePfddxsdNwyDRx55hMTERBwOB6NHj+b7778PTLFd3LHu9bRp05r8zseOHRuYYru4efPmMWTIEMLCwujRowdXXXUVu3btanROdXU1t99+OzExMYSGhjJx4kTy8/MDVHHX1Zp7/eMf/7jJb/vXv/51gCruuhYuXMjAgQP9izUMHz6cf//73/7j3fk3rXDbgV5//XXuvvtuHn30Ub788ksGDRrEmDFjKCgoCHRp3c6ZZ57JgQMH/Nunn34a6JK6hYqKCgYNGsRf//rXZo/Pnz+fBQsW8Pzzz7NhwwacTidjxoyhurq6gyvt+o51rwHGjh3b6He+bNmyDqyw+/j444+5/fbbWb9+PatWraK2tpbLL7+ciooK/zl33XUX//znP3nzzTf5+OOPyc3N5Zprrglg1V1Ta+41wC233NLotz1//vwAVdx19erVi9///vds3ryZTZs2cemllzJhwgS+/vproJv/pg3pMBdccIFx++23+197PB4jKSnJmDdvXgCr6n4effRRY9CgQYEuo9sDjBUrVvhfe71eIyEhwfjjH//o31dSUmLY7XZj2bJlAaiw+/jhvTYMw5g6daoxYcKEgNTT3RUUFBiA8fHHHxuG4fsdW61W48033/Sf88033xiAsW7dukCV2S388F4bhmH86Ec/Mu68887AFdWNRUVFGX//+9+7/W9aLbcdxO12s3nzZkaPHu3fZzabGT16NOvWrQtgZd3T999/T1JSEmlpaUyePJmsrKxAl9TtZWZmkpeX1+g3HhERwdChQ/UbP0nWrFlDjx496N+/P7feeisHDx4MdEndQmlpKQDR0dEAbN68mdra2ka/7QEDBpCcnKzf9gn64b1usGTJEmJjYznrrLN48MEHqaysDER53YbH42H58uVUVFQwfPjwbv+bDgp0AaeKoqIiPB4P8fHxjfbHx8fz7bffBqiq7mno0KG8/PLL9O/fnwMHDjBnzhwuuugiduzYQVhYWKDL67by8vIAmv2NNxyT9jN27FiuueYaUlNTycjI4KGHHmLcuHGsW7cOi8US6PK6LK/Xy6xZs7jwwgs566yzAN9v22azERkZ2ehc/bZPTHP3GuBnP/sZKSkpJCUlsW3bNu6//3527drFO++8E8Bqu6bt27czfPhwqqurCQ0NZcWKFZxxxhls2bKlW/+mFW6l2xk3bpz/+cCBAxk6dCgpKSm88cYb3HzzzQGsTKT9TJo0yf/87LPPZuDAgaSnp7NmzRpGjRoVwMq6tttvv50dO3aon34HaOlez5gxw//87LPPJjExkVGjRpGRkUF6enpHl9ml9e/fny1btlBaWspbb73F1KlT+fjjjwNd1kmnbgkdJDY2FovF0mQkYn5+PgkJCQGq6tQQGRnJaaedxu7duwNdSrfW8DvWbzww0tLSiI2N1e/8BMycOZP/+7//46OPPqJXr17+/QkJCbjdbkpKShqdr9/28WvpXjdn6NChAPptHwebzUbfvn0577zzmDdvHoMGDeLZZ5/t9r9phdsOYrPZOO+881i9erV/n9frZfXq1QwfPjyAlXV/5eXlZGRkkJiYGOhSurXU1FQSEhIa/cZdLhcbNmzQb7wD5OTkcPDgQf3Oj4NhGMycOZMVK1bw4Ycfkpqa2uj4eeedh9VqbfTb3rVrF1lZWfptt9Gx7nVztmzZAqDfdjvwer3U1NR0+9+0uiV0oLvvvpupU6dy/vnnc8EFF/DMM89QUVHBTTfdFOjSupV77rmH8ePHk5KSQm5uLo8++igWi4Ubb7wx0KV1eeXl5Y1aTzIzM9myZQvR0dEkJycza9YsnnjiCfr160dqaiqzZ88mKSmJq666KnBFd1FHu9fR0dHMmTOHiRMnkpCQQEZGBvfddx99+/ZlzJgxAay6a7r99ttZunQp//jHPwgLC/P3OYyIiMDhcBAREcHNN9/M3XffTXR0NOHh4dxxxx0MHz6cYcOGBbj6ruVY9zojI4OlS5dyxRVXEBMTw7Zt27jrrru4+OKLGThwYICr71oefPBBxo0bR3JyMmVlZSxdupQ1a9bwwQcfdP/fdKCnazjVPPfcc0ZycrJhs9mMCy64wFi/fn2gS+p2brjhBiMxMdGw2WxGz549jRtuuMHYvXt3oMvqFj766CMDaLJNnTrVMAzfdGCzZ8824uPjDbvdbowaNcrYtWtXYIvuoo52rysrK43LL7/ciIuLM6xWq5GSkmLccsstRl5eXqDL7pKau8+AsWjRIv85VVVVxm233WZERUUZISEhxtVXX20cOHAgcEV3Uce611lZWcbFF19sREdHG3a73ejbt69x7733GqWlpYEtvAuaPn26kZKSYthsNiMuLs4YNWqU8Z///Md/vDv/pk2GYRgdGaZFRERERE4W9bkVERERkW5D4VZEREREug2FWxERERHpNhRuRURERKTbULgVERERkW5D4VZEREREug2FWxERERHpNhRuRURERKTbULgVERE/k8nEu+++G+gyRESOm8KtiEgnMW3aNEwmU5Nt7NixgS5NRKTLCAp0ASIictjYsWNZtGhRo312uz1A1YiIdD1quRUR6UTsdjsJCQmNtqioKMDXZWDhwoWMGzcOh8NBWloab731VqPrt2/fzqWXXorD4SAmJoYZM2ZQXl7e6JyXXnqJM888E7vdTmJiIjNnzmx0vKioiKuvvpqQkBD69evHypUrT+6XFhFpRwq3IiJdyOzZs5k4cSJbt25l8uTJTJo0iW+++QaAiooKxowZQ1RUFF988QVvvvkm//3vfxuF14ULF3L77bczY8YMtm/fzsqVK+nbt2+jz5gzZw7XX38927Zt44orrmDy5MkUFxd36PcUETleJsMwjEAXISIivj63r732GsHBwY32P/TQQzz00EOYTCZ+/etfs3DhQv+xYcOGMXjwYP72t7/xwgsvcP/995OdnY3T6QTgX//6F+PHjyc3N5f4+Hh69uzJTTfdxBNPPNFsDSaTiYcffpi5c+cCvsAcGhrKv//9b/X9FZEuQX1uRUQ6kUsuuaRReAWIjo72Px8+fHijY8OHD2fLli0AfPPNNwwaNMgfbAEuvPBCvF4vu3btwmQykZuby6hRo45aw8CBA/3PnU4n4eHhFBQUHO9XEhHpUAq3IiKdiNPpbNJNoL04HI5WnWe1Whu9NplMeL3ek1GSiEi7U59bEZEuZP369U1en3766QCcfvrpbN26lYqKCv/xzz77DLPZTP/+/QkLC6NPnz6sXr26Q2sWEelIarkVEelEampqyMvLa7QvKCiI2NhYAN58803OP/98Ro4cyZIlS9i4cSMvvvgiAJMnT+bRRx9l6tSpPPbYYxQWFnLHHXfwi1/8gvj4eAAee+wxfv3rX9OjRw/GjRtHWVkZn332GXfccUfHflERkZNE4VZEpBN5//33SUxMbLSvf//+fPvtt4BvJoPly5dz2223kZiYyLJlyzjjjDMACAkJ4YMPPuDOO+9kyJAhhISEMHHiRJ5++mn/e02dOpXq6mr+/Oc/c8899xAbG8u1117bcV9QROQk02wJIiJdhMlkYsWKFVx11VWBLkVEpNNSn1sRERER6TYUbkVERESk21CfWxGRLkK9yEREjk0ttyIiIiLSbSjcioiIiEi3oXArIiIiIt2Gwq2IiIiIdBsKtyIiIiLSbSjcioiIiEi3oXArIiIiIt2Gwq2IiIiIdBv/H+NivjwV+zpnAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0255173418 Train Acc: 99.3250045776%\n",
|
|
"Val loss: 0.0220117130 Val Acc: 99.5020828247%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0250120575 Train Acc: 99.3395843506%\n",
|
|
"Val loss: 0.0237364173 Val Acc: 99.3583297729%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0235491847 Train Acc: 99.3541641235%\n",
|
|
"Val loss: 0.0208944221 Val Acc: 99.4833374023%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0216761108 Train Acc: 99.4354095459%\n",
|
|
"Val loss: 0.0167148037 Val Acc: 99.6562500000%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0190685769 Train Acc: 99.5812454224%\n",
|
|
"Val loss: 0.0166424898 Val Acc: 99.6583328247%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0173215608 Train Acc: 99.6145858765%\n",
|
|
"Val loss: 0.0152629452 Val Acc: 99.6916656494%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0166143359 Train Acc: 99.6270828247%\n",
|
|
"Val loss: 0.0150206771 Val Acc: 99.7145843506%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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r9voeUjqSiLgDYTcyMSD8eiISqLXGUu+uxlS+C0v5Liyu3Vhdu7FVFx7x1A2WSGoiUqi0xOMyx1FKLEWeGAoaosmvi2SXO5IiTwz7jBj2E4ObQw0ZaRBHFWmm/aSaykhjP2mm/aSYygL2pZrKcJgOtAA3GGZKiaXEiKPEiGUfsewzYtlnxFHSuN+37XuvlubdHuxWMzEOKzERVqIjrMQ4bI2vB+2LsBHtsBLntJEeF0FajC/MRtgUWoPlhB/nVo4vwzDweDxYrUe+BVJSUtqhIhGRDqLWBaU5sC8HSn9ofG3crilt/XlM5uaB1+b09Q2tKPC1yLbiISXDZMETnU5DVAYNFifU7MfsLsPqLsPe0DhdfW25b9mf2+zzFiDqMOevNhzsNlLIM1LIM5LJM1LYbaT618uIhqojP5Qd7bCSHm0nKcpOUrSDpCg7CVF2HFaz72f2xp/dLWbfT+u+dd/P7/vNJspNJn5o/Dne0VBORL2LBkccXkc8FovZ/3N9nBkSTCb6Np7P3PiZpp/pLWbfT/wxEVaiHb7gqlbVE4vCbRsZhkFNfSv+K/g4cNosrRq1YcqUKXz44Yd8+OGHPP300wAsXLiQ66+/njfffJMHHniATZs28c4779CtWzfuuOMOPvvsM6qqqujfvz9z584NmDzjx90STCYTf/3rX3njjTdYsWIFXbp04Y9//COXXXbZcfm7RURaxev1PZBUsx+qS319OGtKfetNr9X7DrxfU+pbN5nBEQP2aN+rIwYcseA4aNse3biv6f1oX9h07WkeYquKD19ndDrEd8PwevHWVWPUV0N9Dab6GswN1ZiaWloNL9RV+pZDqMdKsSmJIlMShUYi+UYi+d4EdnsS2OtNJN9IYh9xeGvM0EJZVhqIo4p4UyXxVBJvqiTBVEkcvlf/PiqpN9nIJ5W9Jt9SYE6l0JxGpTkWi8Xs6/PZGAwtZt92D7OJXiaIddpIinKQHG0nKdpOYpSDpGg7yY2viVH2ILdwtjy8p3QOCrdtVFPv4eQHV4Tku799ZDSR9iP/T/b000/z/fffc8opp/DII48A8M033wBw77338vjjj9OrVy8SEhLYvXs3l1xyCY899hgOh4Pnn3+ecePGsXXrVrp3737I75g9ezbz5s3jf//3f3nmmWeYNGkSO3fuJDExMTh/rIjIwU+vVxY1f/jn4KUptBreo/uu+mrgyD+xt5bbkYQrsjsl9q7stWSykwy2e9L4ri6Z/GoL+3fWUVvfcq1WGnBSRwRunKY6nLhxUofT5CaCOsx4KTASKTASKSUGgyMPtWi3mHFYzUTYLcQ5bcRGWIl12oiNsPm2nVZiI2zEOhu3Iw7si3PaiImwYrVoSEc5MSjcdkBxcXHY7XYiIyP94/1+9913ADzyyCNcdNFF/mMTExMZPHiwf3vOnDksX76c119/nenTpx/yO6ZMmcK1114LwO9+9zvmz5/PunXrGDNmzPH4k0Sko2io8z0l3+xp9eKWn2r31LX9O+zRvv6ikY2Lfz3pwLozASKTMJzx1NV7qKncj7vShbu6nPrqchpqXHhrXHhrKzDcFZjqKjDXV2Kpr8TWUIW9oQqbt4Z9xJPrTef7hlRyPGnkGunsNNKpqI08xANH9Y3LQeVazEQ5LEQ5fD+DRzUu0Q4LkfamfQfej7RbcVh9YdVhs/jX7VYzDmvjtu3Aut1ixmzWWO3SeSjctpHTZuHbR0aH7LuP1ZlnnhmwXVlZycMPP8wbb7zB3r17aWhooKamhl27dh32PIMGDfKvR0VFERsb22xCDRHpJOprfU/FVzQuAa2rPwqxtYd9xLxl9hiISoaolMYlGaJTD6xHpfiCa2QSOBPwmu2U19RTUummuNJNSWUdJRVuSirdlJQ0ble62VdZSnHlXuoaDm5BtQMpjUvbRdktJEbb6RXl6zOaGNXUh7Txp/jGfYlRdn+QtVvVIioSTAq3bWQymVrVNSBcRUUFPhZw5513snLlSh5//HGys7NxOp1cddVV1NUdvrXEZrMFbJtMJrzeo/w5UETCU0Od76GligLfU/dNr5WFgdsHz8jUGiaLP6ga0SnURyRRZfUN/VRrT6LalkClNZFKazwVlnhqDDvuBi/uBg/uei91Hi/uKi/ucg/uBi91DV7Ka6ooqSxtDK11NHjbPhCQ02ZpbDW1ENVCi2lTi2qU/cC+hMbw2hRY9WS8SOiduClNDstut+PxHPnBt08++YQpU6ZwxRVXAL6W3B07dhzn6kQkLNTX+mZe2r/jR8tOX2itLmn9uawRBwbRj06hwZlMlTWBcnO8b+gnbyz59THsrotid7WNosp6isvdFO9x/6jltEkdUNS4HJ3YCCvJMQ6Sox2kRPseZkqOdvj3NW3HRdqIslux6Kd7kQ5B4baD6tmzJ2vXrmXHjh1ER0cfslW1T58+vPrqq4wbNw6TycSsWbPUAivSURiGr2/rj8Nr2U7fqyufIw4lZbZBTAZGTDr1kalUO1JwWZMpNSdRTDx7vfHsqo9lT42DfVX1lJS5Kd7tpqK2oYWT1QNlLX5NTISVhEh78/6iTX1LA7Ytjccc2I5xWEmOaQyv0b4n8DV8k0jnpHDbQd15551MnjyZk08+mZqaGhYuXNjicU888QRTp05lxIgRJCcnc8899+Byudq5WpFOrL4Gyvf4BvUv3+MbWqp8d+N6/o+mAz2oZTFgWMAW9ns9vtbX+urDfr3HFkVtdHdczi6U2jMpsmSwh1R2eRLY6Y5hZ7WDkqp69hfX4Wnxp34vhwqsdquZ1Bjf7Esp0Y2vjUtydOB+/ZwvIsGiGcromDOUhRtdR+l0moaxqi5tnEVqj2+a0qbXpvXqfce1DC9m9ltTKLSkk0cauZ4Uvq9LYnt9MruMVPYTQ0A4PoI4p42kpoH2G8coTWr8iT8pykFilJ3UxulEYxzWVo3NLSLSGpqhTEQkWLzew0wI0LTvRxMH1OwHb0s/zbfAFgVxXfDGZFLjzKDckcY+cwqFJFHaYKPK3UCVu4FKdwNV7nqq3Q1Uuj1Uu+uprfdiOqhrQVOUNIBCEsg3kqk/xD/qLWYTyZE2EiLtviWqcb3xIankaF9YTWrsm5oQadeT/SIS9hRuRUQAGtxQtgtKc31TkJbm+mad2p/re8AqoHtAG9gi8UalUBeZQWVEOvutqRSbk9njTWJnQzzb3PHsqLBRVOpmf179kc93CDEOq38A/qald2NYTYyyEx9pJzHq4CBrJ8Zh1finItLhKNyKSOdR6zoQXPc3htfSXN/DVeV5HPHhqoi4Q0wIkIjhTKDMFMPuGic/VNn5zmVjU6mFLSX1lBYcbmg9d+PiY7OYSI2JICXGQWqMr+XUN4NUYHA9eNHsUSIiByjcisiJqa76oG4B+xq7BDStH7x/H1Tv97021Bz+nLZISOwFCT0hMQsSsg68xnUFiw2P12B3aTXbiyrZVlTJ9qJKtudUklNUSaW7qRuCp3E5wGmzkBrrC6z+8BrrW09tXE+LiSA+0qZ+qiIix0DhVkTCT121ryW1bBeU74Ky3Y3rjaMIVJdAQ+3RnTsyuXlwbXw1olKoqvdSXOGmyFVLcaWbor1uire52V26ie1FlfxQUnWIcVnBajbRIymS7NRo+qTGkJ0aTXZqNN2TIvVwlYhIO1G4FZH25670jbVa1hhcy3cdWC/b1frJAyz2wO4BAd0FkvzbhjOBclMs+XVRFLptFFXUUlzhptjlpmiP27de+S1FLjc19Uee/MRhNdM7JdofXvs0vvZIitIDVyIiIaZwKyLHX2UR7Pz0wFK4mSP2b7XHQHx3iO/me4076DUq2Rde7VH+cV1dtfXsLq1md2kNefurySv2vfq2S6iqK2x1uVF2C6mxEb4xWGN9Y7FmxEX4W2S7JDg1m5WISJhSuBWR4CvPawyyn8COT2DftubHOBMOBNamxb/dDSLi/cHV4zXYV+WmyOWm0FXL7p3V5O3fxe791eTtr2F3aTWuFmfECpQcbff1cW0MrE2vKQftS4lxEOXQPxpFRE5U+ie4iBwbw/CNOrDzkwOBtmzXjw4yQdoA6DHCt3QfATFpvtBa6aaowhdaiyrcFO6ppagijyLXdv/+kspDzY4VKDHKTrcEJ10TIuma6Hv1byc4NQuWiEgnoHArLerZsyczZsxgxowZoS5FwkVDHVQWgGsvVOT7Huza86Uv0FYWBB5rskDmqdBjBNUZQ9nhHMS2Siu5JVXkbqpix/vb2Fu+iZJKN63IrACYTZAU7SAt1kGXeCfdGgNrt8RIf3hVi6uIiOjfBCKdnWH4ZtOq2HsguFYUgCu/cV/ja1XxoU9hcVCbdir5caezxT6QdfW9+W6/Qe7nVRRXuIHNh/ys2QTJ0Q7SYpuGxPK9ph38GusgKcqusVxFROSIFG5FOpPacijYBHs3wN6Nvtf9O448/msjw2Kn3plGuS2ZIhL5ztuVD2pPYqWrC7U/2A86cl/A55KjHfRKjqJXShRZyVH0TI6iS7yT1BgHSdEOPZwlIiJBo3DbVoYB9dWh+W5bpP8Bm8P5v//7Px5++GHy8vIwmw+0dI0fP56kpCTuv/9+7rjjDj777DOqqqro378/c+fOZdSoUcezemlvlUW+AFuw4UCY3Z976OOdiRCbCTEZEJtBlSOVPE88OTUxbK6I5PN9EXy1z4KnquWPRzusZCVH+ZeDg2xshO34/I0iIiI/onDbVvXV8LvM0Hz3ffm+oY+O4Oqrr+bWW2/l/fffZ+TIkQCUlpby9ttv8+abb1JZWckll1zCY489hsPh4Pnnn2fcuHFs3bqV7t27H++/QoLNMHyTGzS1xBY0vlbsbfn4uO6QMQgyBkP6IOoT+/CDO4Zvi+vYsreCLXtdbNnooqSy5Slj4yNt9E+PpX9GLCelRfvCbEoUKdEOTVIgIiIhp3DbASUkJDB27FiWLFniD7evvPIKycnJXHDBBZjNZgYPHuw/fs6cOSxfvpzXX3+d6dOnh6psaY2mIJu/HvK/hr3rfes1pS0cbIKkbMgYjDvlFAoi+/KDJYsfqiN848HmVrP7q2p2lHxPnaf5jFtmE/RMjqJ/RiwnZ8TSPyOG/hmxpMdGKMSKiEjYUrhtK1ukrwU1VN/dSpMmTeLGG2/kL3/5Cw6Hg8WLFzNx4kTMZjOVlZU8/PDDvPHGG+zdu5eGhgZqamrYtevHwzdJSBmGb7zYpgDbFGar9zU/1GylLrEv+2P7kxfRhy1k8XVdV3LKDHZvqaH0izp8kyb80OJXxTis9GsMr01L37QYnHYNnSUiIicWhdu2Mpla1TUg1MaNG4dhGLzxxhsMGTKEjz76iCeffBKAO++8k5UrV/L444+TnZ2N0+nkqquuoq6u5Z+hpR0Yhm9UAn9r7Ne+QNvSNLRmK97UkymO7sfXDT15c18G75QkUpv3436tZQFb8ZE2uiVE0j3RNwZst4RIuiVG0is5iq4JTrXGiohIh6Bw20FFRERw5ZVXsnjxYrZv307fvn05/fTTAfjkk0+YMmUKV1xxBQCVlZXs2LEjhNV2UnXVsONj2L4Str3jG7Xgx8xWSO2PkXEqJbEn81lNN/5TkMhHuRXU1HsCDnVYzXRL9E1a0D0x0j/+q2/dSYwe6hIRkU5A4bYDmzRpEj/96U/55ptv+MUvfuHf36dPH1599VXGjRuHyWRi1qxZeL3N+1xKkBkG7MtpDLMrfcHW4z7wvskCqSdD5mDIPI3KpIF8WpHG+zkVfPRdMXn7m4brKgMgJcbBuX2S+clJKQzNSiItVg90iYiIKNx2YBdeeCGJiYls3bqVn//85/79TzzxBFOnTmXEiBEkJydzzz334HK5QlhpB3ak1tm4bpA9CvpchKfHuWwq8bL6+2JWf1HM17v34fEe6JZgt5g5s2cC552Uwnl9UuifEaMwKyIi8iMmwzBaOfllx+VyuYiLi6O8vJzY2NiA92pra8nNzSUrK4uIiIgQVXji6zTX8Uits2abb0raHheyPXYYm+rS2V5cxfaiSjbtKaesuj7gdL2So3xh9qRkhvVKItKu/x4VEZHO6XB57WD6N6VIWxmGbyrast1QttM3NFfZLt928Xe+fQepjcxkR8IIPredwcqavmze5aV0Sx2+WbwCRz6IcVg5OzuZ805K4dw+yXRLbP0IGSIiIqJwK9Kc1wuVBQcC648DbPluaKg95McbsPKNbQAr6wayom4Q22q7QGlT94EDn+sS7yQ7NZo+qdFkp0ZzUnoMg7rEYbWYWz6xiIiIHJHCrXRudVVQ+E3jzF6bfLN7FX4b2JWgBQYmaiNSKbakkduQyDfV8ez2JrHbSOVrbzZVtU4ALGYTvZIjyU6Jpk+aL8Rmp8TQOzVKXQxERESOA/3bVTqPqn1QsME3TW3BRl+YLdmGb3KDHzFZIK4LxHXHG9eNEmsq29yJfFUew0dFEXztiqa+NvD/PmmxDs7okcC0tFh/kO2ZFIXdqpZYERGR9qJw20p67u7YtPv1qyiAvM8Dg6xrT8vHRqdB+iDIGATpg6hI7M9X5bF8ucvFl7v2s359GVV1gWPKmk0wICOWM3ok+Jcu8ZoIQUREJNQUbo/AYvFNP1pXV4fT6QxxNSeu6upqAGy24zyRgLsCPvg9rH0WvA3N30/sdVCQHQzpAyEmjaKKWlZ8U8hbn+5lbW4OHm9gGI9xWDmtRwJnNgbZwd3iiXbo/z4iIiLhRv92PgKr1UpkZCTFxcXYbDbMZv3E3BaGYVBdXU1RURHx8fH+/1g4Dl8Em16Bdx7wPQwGkHYKZJzqb5El/RRwxPg/kl9Ww9sbCnh78xo+31nKwY3LPZIiOaN7Amf09IXZPqkxWMxqlRUREQl3CrdHYDKZyMjIIDc3l507dx75A9Ki+Ph40tPTj8/JC7+FN++CnR/7thN7wdh50OeiZofuLq3mrc17eXNTAet3lwW8d2q3eMaeks7YUzLonqQhuERERE5ECretYLfb6dOnD3V1daEu5YRks9mOT4ttbXljF4T/B4YHrE4477cw/FawHZgo4ofiSt7aXMBbm/eyec+BmdhMJjizRwJjT8lgzCnpZMar24mIiMiJLuzDbUVFBbNmzWL58uUUFRVx2mmn8fTTTzNkyBAApkyZwqJFiwI+M3r0aN5+++2g1mE2mzv2zFonEsOAjS/BO7Ogqsi3r/84GP07iO8OwPaiSv67MZ+3NxfwXUGF/6NmEwzNSuKSgemMHpBOaqz+NxUREelIwj7c/vKXv2Tz5s288MILZGZm8uKLLzJq1Ci+/fZbunTpAsCYMWNYuHCh/zMOhyNU5crxVrDJ1wVh1xrfdlK2rwtC9kjA1+3gj+9s5bX1+f6PWM0mRmQnM/aUdC4+OY2kaN0fIiIiHVVYh9uamhr+9a9/8e9//5vzzjsPgIcffpj//Oc/LFiwgEcffRTwhdnj1p9TwkNNGbz/O/j8r2B4wRYJ590Fw28Bq4Oy6jr+9N52nl+zkzqPF4AL+qZw6aBMLuqfRlzkcR6lQURERMJCWIfbhoYGPB5Ps+4ATqeTjz/+2L/9wQcfkJqaSkJCAhdeeCGPPvooSUlJhzyv2+3G7T4wA5XL5TrksRJiXi9sWArvPgRVxb59J18Oox+DuK7U1ntY9GEOf35/O65a39BfZ2cnMXNsf07pEhe6ukVERCQkTEaYz04wYsQI7HY7S5YsIS0tjaVLlzJ58mSys7PZunUry5YtIzIykqysLHJycrjvvvuIjo5mzZo1h3yI6eGHH2b27NnN9peXlxMbG3u8/yRpDU8D5K2DlQ/5XgGST/J1Qeh9AR6vwWtf7+GP72wlv7wWgH7pMcy8pD/n9UnWZAoiIiIdjMvlIi4u7oh5LezDbU5ODlOnTmX16tVYLBZOP/10TjrpJL788ku2bNnS7PgffviB3r178+677zJy5MgWz9lSy223bt0UbkPJ0wB7N8COj2DHx7DrM6hrfBDMFgXn3wNDbwKrndXfFzP3re/YstfX4p4ZF8EdF/flitO6aCxaERGRDqq14TasuyUA9O7dmw8//JCqqipcLhcZGRlcc8019OrVq8Xje/XqRXJyMtu3bz9kuHU4HHroLNQOF2abRMRB30vhwgcgrgub95Tz+7e+5uPtJQDERFi55YJspozoSYTtOE0OISIiIieUsA+3TaKiooiKimL//v2sWLGCefPmtXhcXl4e+/btIyMjo50rlMNqFmbXQF1l4DERcdDjHOjZuKQNALOFvP3V/PGl9Sz/eg8AdouZ/xneg+kXZJMQZQ/BHyMiIiLhKuzD7YoVKzAMg759+7J9+3buuusu+vXrx/XXX09lZSWzZ89mwoQJpKenk5OTw9133012djajR48OdenS4IYNy2DLf9oUZpuUVdfx5/e3sujTAyMgjD81kzsv7ku3RM0gJiIiIs2FfbgtLy9n5syZ5OXlkZiYyIQJE3jsscew2Ww0NDSwceNGFi1aRFlZGZmZmVx88cXMmTNH3Q5CqdYFXy6ENX+ByoID+yPiocfZhwyzAMUVbt7dUsg73xTwyfZ9/lA7ordvBISBXTUCgoiIiBxa2D9Q1h5a20FZjqCyGNYugHV/A3e5b19sFxjyS8geBWmngNnc7GM7SqpY8U0B73xbyFe79nPwHXlyRix3j+nLT05K0QgIIiIinViHeaBMTgD7d8Cnf4KvX4AG37BcJJ8EZ8+AgVeDNbBfrGEYbNpTzjvfFPLOtwV8XxjYXWFw1zguHpDO6AFp9E6JVqgVERGRVlO4laNX+A18/BRs/hcYHt++LmfAObf7Rjk4qJW23uNlXW4p7zS20O5tHJsWfNPjDu+dxMUnpzHq5DQy4pzt/IeIiIhIR6FwK223cw18/CRsW3FgX+8LfaG257nQ2NJqGAafbN/Hv77KY9WWQv8MYgCRdgvn903h4pPTuaBvqqbHFRERkaBQuJXWMQz4foUv1O7+rHGnCQZc7ut+kHlqwOFrcvbx5MrvWbej1L8vKcrOqP5pjD4ljRG9kzU2rYiIiASdwq0cntcD3yyHj/4IRd/69lnscOrPYcRvIKl3wOFf7CjliZXf82nOPgDsVjPXnNmNy07N5PTuCZpBTERERI4rhVtpmdfj60u7+n+h5HvfPnsMDJkKw26GmPSAw7/etZ8nVn7PR9t8s4fZLCauPas7N5+fTXpcRHtXLyIiIp2Uwq0E8jQ0htp5sG+7b19EPAy/Bc6aBs74gMM37ynniZXf8953RYDv4bCrz+zG9Auz6RKvB8NERESkfSncio+nATa97GupLc3x7XMmwPDpvlAbETie3Ja9Lp5c+T3vfFsIgMVs4srTuvCbkX00e5iIiIiEjMJtZ+dpgI0vwUePQ+kPvn3ORBjRGGodMQGHbyus4Kl3t/HGpr2Ab2CEy0/1hdqs5Kj2rl5EREQkgMJtZ+Wphw3LfKF2/w7fvsgkGHErDLkRHNEBh/9QXMnTq7bx+oZ8/wxiPx2UwYxRfchODQzAIiIiIqGicNvZeOph/RLf6AdlO337IpPh7N/AmTc0C7WFrlqeeOd7Xv5yN97GUDtmQDozLupDv3RNVSwiIiLhReG2s/DUw/rFjaF2l29fVIpvOK8hN4A9sEtBlbuB/1v9A/+3+gdq6n2zj43qn8qMUSdxSpe49q5eREREpFUUbjuDkm3w6jTI/8q3HZUKZ98GZ04Fe+DDXx6vwctf7OaPK7+nuMINwOnd47n/0v6c0SOxvSsXERERaROF247MMOCLv8OKB6ChBiLi4Cf3wBnXNwu1hmHw4ffFzH3zO7YWVgDQPTGSe8f2Y+wp6ZhMmnxBREREwp/CbUdVUQD/ng7bV/q2s34Cly+AuC7NDv0238Xct7b4J2CIj7Rx64V9+J9hPbBbze1ZtYiIiMgxUbjtiL59Hf5zG9SUgsUBF82Gs34F5sCgWlBeyx/f2corX+VhGGC3mJk8ogfTL+hDXKQtRMWLiIiIHD2F246k1gVv3+t7cAwgfSBc+VdI7R9wWKW7gf/7MIf/++gHauu9AIwbnMndo/tqAgYRERE5oSncdhQ7P4Xlv2ocCcEE58yA8+8Dq91/SIPHy0tf7ObJldsoqfQ9LHZmjwTuv7Q/p3VPCE3dIiIiIkGkcHuia6iDD34HHz8FGBDfHa74f9BjRMBh3+SXM2PZerYVVQLQM8n3sNjoAXpYTERERDoOhdsTWdEWePVGKNjk2z51Eoz5PUQETq7wbb6LSX9bS1l1PQmRNm4b2YefD9XDYiIiItLxKNyeiLxeWPssvPsweNzgTIRxT8PJlzU79PvCCn7xd1+wPbVbPIuuP0sPi4mIiEiH1eamu549e/LII4+wa9eu41GPHEn5Hnjhclgx0xdssy+Cm9e0GGxziiv5+V/XUlpVx8AucSyaqmArIiIiHVubw+2MGTN49dVX6dWrFxdddBHLli3D7XYfj9rkxwo2wYLhkPshWJ1w6R9h0ssQk97s0J37qvj5Xz+jpNJN/4xYXrjhLOKcCrYiIiLSsR1VuF2/fj3r1q2jf//+3HrrrWRkZDB9+nS++uqr41GjAHjqYflNUFsOGYPh1x/BkF9CCw+D7S6t5ud/XUuhy81JadG8eMNZxEfaWzipiIiISMdy1E8UnX766cyfP5/8/Hweeugh/va3vzFkyBBOPfVU/vGPf2AYRjDrlI+fgsJNvv61k/4FyX1aPCy/rIaf/+0z9pTV0Cslihd/OZSkaEf71ioiIiISIkf9QFl9fT3Lly9n4cKFrFy5kmHDhnHDDTeQl5fHfffdx7vvvsuSJUuCWWvnVbQFPvyDb33sPIhOafGwQlctk/62lt2lNfRIimTJL4eRGhPRjoWKiIiIhFabw+1XX33FwoULWbp0KWazmeuuu44nn3ySfv36+Y+54oorGDJkSFAL7bQ8DfDazeCth5PGwsCrWjysuMLNz//6GbklVXRNcLLkxmGkxynYioiISOfS5nA7ZMgQLrroIhYsWMDll1+Ozdb8IaWsrCwmTpwYlAI7vc/+AvlfgSMOfvpEi31sS6vq+MXf1pJTXEVmXARLbxxGl3hnCIoVERERCa02h9sffviBHj16HPaYqKgoFi5ceNRFSaN9OfD+Y7710Y9CbGazQ8qqfcF2a2EFqTEOltw4jG6Jke1cqIiIiEh4aPMDZUVFRaxdu7bZ/rVr1/LFF18EpSjBN1HDv6dDQy30Oh9O+59mh7hq67nuH+v4dq+L5Gg7S24cRs/kqPavVURERCRMtDnc3nLLLezevbvZ/j179nDLLbcEpSgBvvg77PoUbFEwbn6z7giV7gam/GMdG/PKSYi0sfiXw8hOjQ5RsSIiIiLhoc3h9ttvv+X0009vtv+0007j22+/DUpRnd7+nbDyId/6RbMhIbAbSHVdA1Of+5yvdpUR57Tx4i+H0jc9JgSFioiIiISXNodbh8NBYWFhs/179+7Faj3qkcWkiWHAf26D+iroPgLOvCHg7dp6D79c9AXrckuJcVh54YazGJAZF6JiRURERMJLm8PtxRdfzMyZMykvL/fvKysr47777uOiiy4KanGd0tcvwg/vgzUCLnsGzAf+J6pr8PKrF77k05x9RNktLLrhLAZ1jQ9drSIiIiJhps1NrY8//jjnnXcePXr04LTTTgNg/fr1pKWl8cILLwS9wE7FlQ8r7vetX3A/JGcHvL3imwI+/L4Yp83CwuvP4vTuCSEoUkRERCR8tTncdunShY0bN7J48WI2bNiA0+nk+uuv59prr21xzFtpJcOA/94O7nLocgYMb/5w3vaiSgAuPy2Ts7IS27tCERERkbB3VJ1ko6KimDZtWrBr6dw2vQLfvw1mG4z/M5gtzQ7J218DQNcEjWMrIiIi0pKjfgLs22+/ZdeuXdTV1QXsv+yyy465qE6nshjeutu3/pO7IbV/i4fl7a8GoGuCZh8TERERaclRzVB2xRVXsGnTJkwmE4ZhAGBqHIfV4/EEt8LO4K27oKYU0gbCObcf8rA9ZU0ttwq3IiIiIi1p82gJt912G1lZWRQVFREZGck333zD6tWrOfPMM/nggw+OQ4kd3LevwzfLwWSB8X8CS8v9lhs8XvaW1wLqliAiIiJyKG0Ot2vWrOGRRx4hOTkZs9mM2WzmnHPOYe7cufzmN78JeoEVFRXMmDGDHj164HQ6GTFiBJ9//rn/fcMwePDBB8nIyMDpdDJq1Ci2bdsW9DqOi+pSeOO3vvWzb4PMUw95aIGrFo/XwG4xkxLtaJ/6RERERE4wbQ63Ho+HmBjfbFjJycnk5+cD0KNHD7Zu3Rrc6oBf/vKXrFy5khdeeIFNmzZx8cUXM2rUKPbs2QPAvHnzmD9/Ps8++yxr164lKiqK0aNHU1tbG/Ragm7F/VBVBMknwU/uOeyhTQ+TZcZHYDabDnusiIiISGfV5nB7yimnsGHDBgCGDh3KvHnz+OSTT3jkkUfo1atXUIurqanhX//6F/PmzeO8884jOzubhx9+mOzsbBYsWIBhGDz11FM88MADjB8/nkGDBvH888+Tn5/Pa6+9FtRagm7bStiwBDD5RkewRRz28D0aKUFERETkiNocbh944AG8Xi8AjzzyCLm5uZx77rm8+eabzJ8/P6jFNTQ04PF4iIgIDH5Op5OPP/6Y3NxcCgoKGDVqlP+9uLg4hg4dypo1aw55XrfbjcvlCljaVa3LN8UuwLCbodtZR/zIgWHA9DCZiIiIyKG0ebSE0aNH+9ezs7P57rvvKC0tJSEhwT9iQrDExMQwfPhw5syZQ//+/UlLS2Pp0qWsWbOG7OxsCgoKAEhLSwv4XFpamv+9lsydO5fZs2cHtdY2WfkguPZAQk+48IFWfaRpGLAu8Qq3IiIiIofSppbb+vp6rFYrmzdvDtifmJgY9GDb5IUXXsAwDLp06YLD4WD+/Plce+21mM1tbnT2mzlzJuXl5f5l9+7dQaz4CHJXw5cLfeuXPQP21nUz8A8DlqhwKyIiInIobUqINpuN7t27t+tYtr179+bDDz+ksrKS3bt3s27dOurr6+nVqxfp6ekAFBYWBnymsLDQ/15LHA4HsbGxAUu7iU6HrmfBmVMh67xWf0yzk4mIiIgcWZubP++//37uu+8+SktLj0c9hxQVFUVGRgb79+9nxYoVjB8/nqysLNLT01m1apX/OJfLxdq1axk+fHi71tdqKSfB1Ldh9O9a/RGP1yC/seVW3RJEREREDq3NfW7/9Kc/sX37djIzM+nRowdRUVEB73/11VdBKw5gxYoVGIZB37592b59O3fddRf9+vXj+uuvx2QyMWPGDB599FH69OlDVlYWs2bNIjMzk8svvzyodQSV2QLm1ofUQlctDV4Dq9lEWuzhR1UQERER6czaHG7bOzSWl5czc+ZM8vLySExMZMKECTz22GPYbL6ZvO6++26qqqqYNm0aZWVlnHPOObz99tvNRlg4kTX1t82Md2LRGLciIiIih2QyDMMIdRGh5nK5iIuLo7y8vH3737bS8q/zuP2lDYzoncSSG4eFuhwRERGRdtfavHb0Qw5Iu8krVX9bERERkdZoc7cEs9l82GG/2nMkhc5CIyWIiIiItE6bw+3y5csDtuvr6/n6669ZtGhRaCdG6MD8Y9xqdjIRERGRw2pzuB0/fnyzfVdddRUDBgzgpZde4oYbbghKYXJA0+xkCrciIiIihxe0PrfDhg0LGG9WgsPrNfwtt10UbkVEREQOKyjhtqamhvnz59OlS5dgnE4OUlThpt5jYDGbSNcYtyIiIiKH1eZuCQkJCQEPlBmGQUVFBZGRkbz44otBLU5gT5mvS0JGXARWiwa3EBERETmcNofbJ598MiDcms1mUlJSGDp0KAkJCUEtTg4eKUFdEkRERESOpM3hdsqUKcehDDmUpnDbJV7DgImIiIgcSZt/5164cCEvv/xys/0vv/wyixYtCkpRcoBGShARERFpvTaH27lz55KcnNxsf2pqKr/73e+CUpQcoG4JIiIiIq3X5nC7a9cusrKymu3v0aMHu3btCkpRcsAezU4mIiIi0mptDrepqals3Lix2f4NGzaQlJQUlKLEx+s1yNPsZCIiIiKt1uZwe+211/Kb3/yG999/H4/Hg8fj4b333uO2225j4sSJx6PGTqukyk1dgxezCdLjNMatiIiIyJG0ebSEOXPmsGPHDkaOHInV6vu41+vluuuuU5/bIGvqb5sR58SmMW5FREREjqjN4dZut/PSSy/x6KOPsn79epxOJwMHDqRHjx7Ho75O7cAwYOqSICIiItIabQ63Tfr06UOfPn2CWYv8iIYBExEREWmbNv/WPWHCBP7whz802z9v3jyuvvrqoBQlPns0DJiIiIhIm7Q53K5evZpLLrmk2f6xY8eyevXqoBQlPnkaBkxERESkTdocbisrK7Hb7c3222w2XC5XUIoSn6ZuCV3UcisiIiLSKm0OtwMHDuSll15qtn/ZsmWcfPLJQSlKwDAM9miMWxEREZE2afMDZbNmzeLKK68kJyeHCy+8EIBVq1axZMkSXnnllaAX2Fntq6qjtt6LyeQbCkxEREREjqzN4XbcuHG89tpr/O53v+OVV17B6XQyePBg3nvvPRITE49HjZ1SU3/b9NgI7FaNcSsiIiLSGkc1FNill17KpZdeCoDL5WLp0qXceeedfPnll3g8nqAW2Fn5+9tqjFsRERGRVjvqJsHVq1czefJkMjMz+eMf/8iFF17IZ599FszaOrU8DQMmIiIi0mZtarktKCjgueee4+9//zsul4uf/exnuN1uXnvtNT1MFmR7NAyYiIiISJu1uuV23Lhx9O3bl40bN/LUU0+Rn5/PM888czxr69Q0O5mIiIhI27W65fatt97iN7/5DTfddJOm3W0HTd0SNMatiIiISOu1uuX2448/pqKigjPOOIOhQ4fypz/9iZKSkuNZW6cVOMatuiWIiIiItFarw+2wYcP461//yt69e/nVr37FsmXLyMzMxOv1snLlSioqKo5nnZ3K/up6qut8o05kxkeEuBoRERGRE0ebR0uIiopi6tSpfPzxx2zatInf/va3/P73vyc1NZXLLrvseNTY6TT1t02LdeCwWkJcjYiIiMiJ45hmB+jbty/z5s0jLy+PpUuXBqumTs/f31Zj3IqIiIi0SVCmvrJYLFx++eW8/vrrwThdp6dhwERERESOjuZ1DUMaBkxERETk6CjchiENAyYiIiJydBRuw1CeuiWIiIiIHBWF2zATOMatWm5FRERE2kLhNsyU19RT6W4ANFqCiIiISFsp3IaZpi4JydEOImwa41ZERESkLRRuw4xGShARERE5egq3YebAw2QKtyIiIiJtFdbh1uPxMGvWLLKysnA6nfTu3Zs5c+ZgGIb/mClTpmAymQKWMWPGhLDqY6OREkRERESOnjXUBRzOH/7wBxYsWMCiRYsYMGAAX3zxBddffz1xcXH85je/8R83ZswYFi5c6N92OByhKDcoNMatiIiIyNEL63D76aefMn78eC699FIAevbsydKlS1m3bl3AcQ6Hg/T09FCUGHTqcysiIiJy9MK6W8KIESNYtWoV33//PQAbNmzg448/ZuzYsQHHffDBB6SmptK3b19uuukm9u3bd9jzut1uXC5XwBIumsa47aZwKyIiItJmYd1ye++99+JyuejXrx8WiwWPx8Njjz3GpEmT/MeMGTOGK6+8kqysLHJycrjvvvsYO3Ysa9aswWJpeSituXPnMnv27Pb6M1qtvKaeitqmMW7V51ZERESkrcI63P7zn/9k8eLFLFmyhAEDBrB+/XpmzJhBZmYmkydPBmDixIn+4wcOHMigQYPo3bs3H3zwASNHjmzxvDNnzuSOO+7wb7tcLrp163Z8/5hWaOqSkBRlx2nXGLciIiIibRXW4fauu+7i3nvv9QfYgQMHsnPnTubOnesPtz/Wq1cvkpOT2b59+yHDrcPhCMuHzvZoGDARERGRYxLWfW6rq6sxmwNLtFgseL3eQ34mLy+Pffv2kZGRcbzLCzoNAyYiIiJybMK65XbcuHE89thjdO/enQEDBvD111/zxBNPMHXqVAAqKyuZPXs2EyZMID09nZycHO6++26ys7MZPXp0iKtvO03gICIiInJswjrcPvPMM8yaNYubb76ZoqIiMjMz+dWvfsWDDz4I+FpxN27cyKJFiygrKyMzM5OLL76YOXPmhGW3gyNp6nOrMW5FREREjo7JOHi6r07K5XIRFxdHeXk5sbGxIavj0vkf8U2+i39MOZML+6WFrA4RERGRcNPavBbWfW47G/W5FRERETk2CrdhwlVbT3lNPQBd4tUtQURERORoKNyGiaZhwBIibUQ5wrortIiIiEjYUrgNE3vUJUFERETkmCnchommkRI0DJiIiIjI0VO4DRNND5Opv62IiIjI0VO4DROawEFERETk2Cnchok9ZepzKyIiInKsFG7DhL/PbaJabkVERESOlsJtGKh0N7C/WmPcioiIiBwrhdsw0DQMWJzTRkyELcTViIiIiJy4FG7DwJ4yDQMmIiIiEgwKt2FAIyWIiIiIBIfCbRg4MMatRkoQERERORYKt2Fgj1puRURERIJC4TYMaOpdERERkeBQuA0DB/rcqluCiIiIyLFQuA2x6roG9lXVAdBFLbciIiIix0ThNsTyG6fdjYmwEufUGLciIiIix0LhNsR2q0uCiIiISNAo3IbYgWHA1CVBRERE5Fgp3IaYRkoQERERCR6F2xDTGLciIiIiwaNwG2IaBkxEREQkeBRuQyxPLbciIiIiQaNwG0K19R5KKt2Awq2IiIhIMCjchtCexjFuox0a41ZEREQkGBRuQ+jgLgkmkynE1YiIiIic+BRuQ6hpGDCNcSsiIiISHAq3IaRhwERERESCS+E2hDQMmIiIiEhwKdyGkGYnExEREQkuhdsQamq57aJwKyIiIhIUCrch4m7wUFTRNMatuiWIiIiIBIPCbYjkl9UCEGm3kBCpMW5FREREgkHhNkQO7m+rMW5FREREgkPhNkT8/W01xq2IiIhI0CjchsgeDQMmIiIiEnQKtyGiYcBEREREgk/hNkQ0gYOIiIhI8IV1uPV4PMyaNYusrCycTie9e/dmzpw5GIbhP8YwDB588EEyMjJwOp2MGjWKbdu2hbDq1tEYtyIiIiLBF9bh9g9/+AMLFizgT3/6E1u2bOEPf/gD8+bN45lnnvEfM2/ePObPn8+zzz7L2rVriYqKYvTo0dTW1oaw8sOra/BSWOGrT90SRERERILHGuoCDufTTz9l/PjxXHrppQD07NmTpUuXsm7dOsDXavvUU0/xwAMPMH78eACef/550tLSeO2115g4cWLIaj+cveU1GAZE2MwkRdlDXY6IiIhIhxHWLbcjRoxg1apVfP/99wBs2LCBjz/+mLFjxwKQm5tLQUEBo0aN8n8mLi6OoUOHsmbNmkOe1+1243K5Apb2dPAwYBrjVkRERCR4wrrl9t5778XlctGvXz8sFgsej4fHHnuMSZMmAVBQUABAWlpawOfS0tL877Vk7ty5zJ49+/gVfgQHRkrQw2QiIiIiwRTWLbf//Oc/Wbx4MUuWLOGrr75i0aJFPP744yxatOiYzjtz5kzKy8v9y+7du4NUcescGONW/W1FREREgimsW27vuusu7r33Xn/f2YEDB7Jz507mzp3L5MmTSU9PB6CwsJCMjAz/5woLCzn11FMPeV6Hw4HD4TiutR+OhgETEREROT7CuuW2uroaszmwRIvFgtfrBSArK4v09HRWrVrlf9/lcrF27VqGDx/errW2hYYBExERETk+wrrldty4cTz22GN0796dAQMG8PXXX/PEE08wdepUAEwmEzNmzODRRx+lT58+ZGVlMWvWLDIzM7n88stDW/xh7ClTtwQRERGR4yGsw+0zzzzDrFmzuPnmmykqKiIzM5Nf/epXPPjgg/5j7r77bqqqqpg2bRplZWWcc845vP3220RERISw8kOr93jZW65wKyIiInI8mIyDp/vqpFwuF3FxcZSXlxMbG3tcv2t3aTXnznsfh9XMd3PGaCgwERERkVZobV4L6z63HdHuxmHANMatiIiISPCFdbeEjmhQ13he+fVw6hq8oS5FREREpMNRuG1n0Q4rZ/ZMDHUZIiIiIh2SuiWIiIiISIehcCsiIiIiHYbCrYiIiIh0GAq3IiIiItJhKNyKiIiISIehcCsiIiIiHYbCrYiIiIh0GBrnFmiagdjlcoW4EhERERFpSVNOa8pth6JwC1RUVADQrVu3EFciIiIiIodTUVFBXFzcId83GUeKv52A1+slPz+fmJgYTCbTcf8+l8tFt27d2L17N7Gxscf9+05Uuk6to+vUOrpOraPr1Hq6Vq2j69Q6uk5HZhgGFRUVZGZmYjYfumetWm4Bs9lM165d2/17Y2NjdQO3gq5T6+g6tY6uU+voOrWerlXr6Dq1jq7T4R2uxbaJHigTERERkQ5D4VZEREREOgyF2xBwOBw89NBDOByOUJcS1nSdWkfXqXV0nVpH16n1dK1aR9epdXSdgkcPlImIiIhIh6GWWxERERHpMBRuRURERKTDULgVERERkQ5D4VZEREREOgyF23b25z//mZ49exIREcHQoUNZt25dqEsKOw8//DAmkylg6devX6jLCrnVq1czbtw4MjMzMZlMvPbaawHvG4bBgw8+SEZGBk6nk1GjRrFt27bQFBtCR7pOU6ZMaXZ/jRkzJjTFhtDcuXMZMmQIMTExpKamcvnll7N169aAY2pra7nllltISkoiOjqaCRMmUFhYGKKKQ6M11+n8889vdk/9+te/DlHFobFgwQIGDRrkn4Bg+PDhvPXWW/73dS/5HOk66V4KDoXbdvTSSy9xxx138NBDD/HVV18xePBgRo8eTVFRUahLCzsDBgxg7969/uXjjz8OdUkhV1VVxeDBg/nzn//c4vvz5s1j/vz5PPvss6xdu5aoqChGjx5NbW1tO1caWke6TgBjxowJuL+WLl3ajhWGhw8//JBbbrmFzz77jJUrV1JfX8/FF19MVVWV/5jbb7+d//znP7z88st8+OGH5Ofnc+WVV4aw6vbXmusEcOONNwbcU/PmzQtRxaHRtWtXfv/73/Pll1/yxRdfcOGFFzJ+/Hi++eYbQPdSkyNdJ9C9FBSGtJuzzjrLuOWWW/zbHo/HyMzMNObOnRvCqsLPQw89ZAwePDjUZYQ1wFi+fLl/2+v1Gunp6cb//u//+veVlZUZDofDWLp0aQgqDA8/vk6GYRiTJ082xo8fH5J6wllRUZEBGB9++KFhGL77x2azGS+//LL/mC1bthiAsWbNmlCVGXI/vk6GYRg/+clPjNtuuy10RYWphIQE429/+5vupSNouk6GoXspWNRy207q6ur48ssvGTVqlH+f2Wxm1KhRrFmzJoSVhadt27aRmZlJr169mDRpErt27Qp1SWEtNzeXgoKCgPsrLi6OoUOH6v5qwQcffEBqaip9+/blpptuYt++faEuKeTKy8sBSExMBODLL7+kvr4+4J7q168f3bt379T31I+vU5PFixeTnJzMKaecwsyZM6murg5FeWHB4/GwbNkyqqqqGD58uO6lQ/jxdWqie+nYWUNdQGdRUlKCx+MhLS0tYH9aWhrfffddiKoKT0OHDuW5556jb9++7N27l9mzZ3PuueeyefNmYmJiQl1eWCooKABo8f5qek98xowZw5VXXklWVhY5OTncd999jB07ljVr1mCxWEJdXkh4vV5mzJjB2WefzSmnnAL47im73U58fHzAsZ35nmrpOgH8/Oc/p0ePHmRmZrJx40buuecetm7dyquvvhrCatvfpk2bGD58OLW1tURHR7N8+XJOPvlk1q9fr3vpIIe6TqB7KVgUbiXsjB071r8+aNAghg4dSo8ePfjnP//JDTfcEMLKpCOYOHGif33gwIEMGjSI3r1788EHHzBy5MgQVhY6t9xyC5s3b1bf9iM41HWaNm2af33gwIFkZGQwcuRIcnJy6N27d3uXGTJ9+/Zl/fr1lJeX88orrzB58mQ+/PDDUJcVdg51nU4++WTdS0GibgntJDk5GYvF0uzp0MLCQtLT00NU1YkhPj6ek046ie3bt4e6lLDVdA/p/mq7Xr16kZyc3Gnvr+nTp/Pf//6X999/n65du/r3p6enU1dXR1lZWcDxnfWeOtR1asnQoUMBOt09Zbfbyc7O5owzzmDu3LkMHjyYp59+WvfSjxzqOrWks95Lx0rhtp3Y7XbOOOMMVq1a5d/n9XpZtWpVQF8baa6yspKcnBwyMjJCXUrYysrKIj09PeD+crlcrF27VvfXEeTl5bFv375Od38ZhsH06dNZvnw57733HllZWQHvn3HGGdhstoB7auvWrezatatT3VNHuk4tWb9+PUCnu6d+zOv14na7dS8dQdN1aonupaOjbgnt6I477mDy5MmceeaZnHXWWTz11FNUVVVx/fXXh7q0sHLnnXcybtw4evToQX5+Pg899BAWi4Vrr7021KWFVGVlZcB/vefm5rJ+/XoSExPp3r07M2bM4NFHH6VPnz5kZWUxa9YsMjMzufzyy0NXdAgc7jolJiYye/ZsJkyYQHp6Ojk5Odx9991kZ2czevToEFbd/m655RaWLFnCv//9b2JiYvx9H+Pi4nA6ncTFxXHDDTdwxx13kJiYSGxsLLfeeivDhw9n2LBhIa6+/RzpOuXk5LBkyRIuueQSkpKS2LhxI7fffjvnnXcegwYNCnH17WfmzJmMHTuW7t27U1FRwZIlS/jggw9YsWKF7qWDHO466V4KolAP19DZPPPMM0b37t0Nu91unHXWWcZnn30W6pLCzjXXXGNkZGQYdrvd6NKli3HNNdcY27dvD3VZIff+++8bQLNl8uTJhmH4hgObNWuWkZaWZjgcDmPkyJHG1q1bQ1t0CBzuOlVXVxsXX3yxkZKSYthsNqNHjx7GjTfeaBQUFIS67HbX0jUCjIULF/qPqampMW6++WYjISHBiIyMNK644gpj7969oSs6BI50nXbt2mWcd955RmJiouFwOIzs7GzjrrvuMsrLy0NbeDubOnWq0aNHD8NutxspKSnGyJEjjXfeecf/vu4ln8NdJ91LwWMyDMNozzAtIiIiInK8qM+tiIiIiHQYCrciIiIi0mEo3IqIiIhIh6FwKyIiIiIdhsKtiIiIiHQYCrciIiIi0mEo3IqIiIhIh6FwKyIiIiIdhsKtiIj4mUwmXnvttVCXISJy1BRuRUTCxJQpUzCZTM2WMWPGhLo0EZEThjXUBYiIyAFjxoxh4cKFAfscDkeIqhEROfGo5VZEJIw4HA7S09MDloSEBMDXZWDBggWMHTsWp9NJr169eOWVVwI+v2nTJi688EKcTidJSUlMmzaNysrKgGP+8Y9/MGDAABwOBxkZGUyfPj3g/ZKSEq644goiIyPp06cPr7/++vH9o0VEgkjhVkTkBDJr1iwmTJjAhg0bmDRpEhMnTmTLli0AVFVVMXr0aBISEvj88895+eWXeffddwPC64IFC7jllluYNm0amzZt4vXXXyc7OzvgO2bPns3PfvYzNm7cyCWXXMKkSZMoLS1t179TRORomQzDMEJdhIiI+Prcvvjii0RERATsv++++7jvvvswmUz8+te/ZsGCBf73hg0bxumnn85f/vIX/vrXv3LPPfewe/duoqKiAHjzzTcZN24c+fn5pKWl0aVLF66//noeffTRFmswmUw88MADzJkzB/AF5ujoaN566y31/RWRE4L63IqIhJELLrggILwCJCYm+teHDx8e8N7w4cNZv349AFu2bGHw4MH+YAtw9tln4/V62bp1KyaTifz8fEaOHHnYGgYNGuRfj4qKIjY2lqKioqP9k0RE2pXCrYhIGImKimrWTSBYnE5nq46z2WwB2yaTCa/XezxKEhEJOvW5FRE5gXz22WfNtvv37w9A//792bBhA1VVVf73P/nkE8xmM3379iUmJoaePXuyatWqdq1ZRKQ9qeVWRCSMuN1uCgoKAvZZrVaSk5MBePnllznzzDM555xzWLx4MevWrePvf/87AJMmTeKhhx5i8uTJPPzwwxQXF3PrrbfyP//zP6SlpQHw8MMP8+tf/5rU1FTGjh1LRUUFn3zyCbfeemv7/qEiIseJwq2ISBh5++23ycjICNjXt29fvvvuO8A3ksGyZcu4+eabycjIYOnSpZx88skAREZGsmLFCm677TaGDBlCZGQkEyZM4IknnvCfa/LkydTW1vLkk09y5513kpyczFVXXdV+f6CIyHGm0RJERE4QJpOJ5cuXc/nll4e6FBGRsKU+tyIiIiLSYSjcioiIiEiHoT63IiInCPUiExE5MrXcioiIiEiHoXArIiIiIh2Gwq2IiIiIdBgKtyIiIiLSYSjcioiIiEiHoXArIiIiIh2Gwq2IiIiIdBgKtyIiIiLSYfx/Ob1RBz0gGlgAAAAASUVORK5CYII=\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0162139223 Train Acc: 99.6583328247%\n",
|
|
"Val loss: 0.0136888711 Val Acc: 99.7375030518%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0144256394 Train Acc: 99.6854095459%\n",
|
|
"Val loss: 0.0119178757 Val Acc: 99.8104171753%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0135494737 Train Acc: 99.7270812988%\n",
|
|
"Val loss: 0.0112070055 Val Acc: 99.8229141235%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0128521311 Train Acc: 99.7145843506%\n",
|
|
"Val loss: 0.0112549515 Val Acc: 99.7874984741%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
|
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0116725169 Train Acc: 99.7666625977%\n",
|
|
"Val loss: 0.0100117368 Val Acc: 99.8583297729%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0107535850 Train Acc: 99.8187484741%\n",
|
|
"Val loss: 0.0107422286 Val Acc: 99.7895812988%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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RbXFgWuyYVgem1Ylhqxl3arFjGjZMiw3DYsFqMTAMA6vBMc8NLBawGAYWw8ButeCw1TxaLdhtvkeHzYLdauCwWrHbjGOOWUiwWki1+l5jt1qwWX3nbRYDu82C3WLBbjOwWXzXsll9YTbEXrt/lg7BMwxwnO2R9qights1a9Zw9dVX+/drx8GOGjWKN998k4cffpiSkhLGjh1LQUEBV1xxBZ999lmdG5Jmz57N+PHjGThwIBaLheHDhzN9+vRm/ywtzY9//GMuvPBCXn755TO+1urVqwkLa4YeAxGRYPF6obwAHOG+MHWmTBNKD8GhDDicUfexcB+UHWn8NcsLfFvuxobfEoMyZwIlIUkUO5OwecpwVeQTWnEQV9URDE5tOssiSyQHLMnsJZlMTyI7qxLI8CSwx0zmIFFQfPK+1hC7hdQoF6nRLlKjQ3yPNfvxEQ5/D6bDZsFpteKw+QKm1aL7W+TMBTXc/vjHPz7h3LGGYfDss8/y7LPPHrdNbGxswBdsaAtM08Tj8WCznfxXICEhoRkqEhE5Dk+V78/hVoevh+l0mKav57JgLxTsqdn2wpGax8J94Kn0tXVGQVi8bwuNh7C4mseEmmNxR8/ZnL4/3/8wwB7O9N2UdAJew0a5M54iexwFlhgOmlHkeCLZWxVJZlk4+6sjyMN33EE1KcYhUms2/3N8z1OMQziNakIr8gityCOB+gG42rSQRzR5ZjR5Zgx5ZjS5Zgx5xJBbc2yfmUjRcf4obbUYxITYiHLZiXLZiax59AXXmgBbs8WE2nUjtgRNix1z21KZpklZlSco7+2yW0/pXxajR49m2bJlLFu2jFdeeQWAmTNnctddd/HJJ5/w5JNPsnHjRv7973/Tvn17HnjgAb755htKSkro2bMnU6dOrTO/8A+HJRiGwV//+lc+/vhjFi1aRLt27fjTn/7ETTfd1CSfW0TaiOoKOLQTDm6FvK2+x4NbfWHR9IBh9fWsOkJ940/toUf3j33uCAOby/dn/4K9R7dTvdO9otC3Hc4444+Ubcaxx0xml5lMpjeZ3WYy+8wEcs0YCgnDLDvxn7HDnTbaRTgJD7FhMVIpshjsNAx2WXxh02IYWC0GNkwizULiPfnEe/OI8Ryi2uKk2B7v25wJlNujsVisx7wOLBaDOMMg0eK7TrjTVie4Hvs8zHFq/w0SCTaF20Yqq/LQ66lFQXnvzc8OJtRx8q/slVdeYfv27Zx33nn+Xu/vv/8egEcffZQXXniBzp07ExMTw759+7jhhhuYMmUKTqeTt956i6FDh7Jt2zY6dOhw3PeYNGkS06ZN449//COvvvoqI0eOZM+ePcTGxgbmw4pI8Jmmbx7PkoNQkl/zeLDufmUxOCMhJBJCoupuzkjfOFH/sUhfT2dtiM3bcjTA5m313bhknqDzwPQcDZ6nwYuFAlsC+bYk8qxJ5BiJZBuJ7DMTyPImsLcqCk95EWHVh4mliFjDTZxRRByFxBpFxBlu4nD7j8dQhN3wkGPGsPuY8LrbTCbTTGaPmUQFDQ9xiAm1c05ECImRThIinCRGhJAY4SQxsu7zU/l3vojUpX9qWqGoqCgcDgehoaH+KdG2bt0KwLPPPsu1117rbxsbG0vv3r39+5MnT2b+/PksXLiQ8eOPPynz6NGjueOOOwB4/vnnmT59OqtWrWLIkCFN8ZFEJJCqK2puIvrBDUXFuVD8g/BaXRbY97aF1AwzaDjEeuwRFEd15ZArnWxHJzKNNLZ62pFX4aC6rAhPRTGeihLMimLs3nJCKSeUCkKNHzxSwSEiyDIT2GcmkmXGk2PGUXXC/+xVAy6gHbstBjGhvh7LmFAH0aEOokPtxITajz532Yh0mNgcLuxWg54WC+fX9IDarQZWi+9GJJu1pne15kYol903xlREmobCbSO57FY2Pzs4aO99po5dqhh8M1Y888wzfPzxxxw4cIDq6mrKysrYu3fvCa9zwQUX+J+HhYURGRlZb85hEWlm1RU1d8Pn+h79d8b/4O74ssONu67NBeEJNWNOa8ad1j53hB2d+L68ELO8AE9ZId5S33Oj3I2l0o2tqqimRt/QgDJLOFn2DmSYaWyubse68iS2edPILY+Boh/+6dsDlOH7T1Z0zXZUqMNKRIiNiBA7ESE2wp02IkPsuBy+u9jPtVnpW3NHe4jditNuJeSYqZp8d7v7plWKDrUTFWonwmnTn+BFzlIKt41kGMZZ/WeiH8568OCDD7J48WJeeOEFunbtisvl4rbbbqOysvKE17Hb6043YxgGXm9g5z8UkRq1obVOWG0gvDbmDnyLHSJSICIJIpIhPNn3PCzxaHCtCbSlOMkpLCfXXUFeUbn/eW5uOfnFFRSVV1NUUUVReTXF5dVUe+vfKGzB65s8nlKqsJFHND+c4dQwID7M92f6hAgnCeG+P83HhzuJDbMT4bTXCbG1QfasnX5JRJrE2ZvS5IQcDgcez8lvfPv6668ZPXo0w4YNA3w9ubt3727i6kTEz+v1zS1auA8Ks2q2/XX3SxrxVxGrwx9UzYhkPGHJVLkSqHQlUeZMoCwknmJHIqWWCMo9JuVVHsqrPFRUeSmprCbvYAW5GeXkusvJde8ht3AbRRXVJ3/fH7AYvpuhaoNoZIid8JpAGu2ykxgZQkL40SCbGOEkNsyhoCoiZ0zhtpXq1KkTK1euZPfu3YSHhx+3V7Vbt258+OGHDB06FMMwmDhxonpgRQKtssR3A1X+Dt/jkT2+8Ore7wuyp7LEqNXh72E1I5Ipc8ZTaIsn34ghxxvN3qoodpWFs6vYQU5RBbl7yymtbOh/cPNrtsYJdVhJjgwhKTKEpEhnzWMI8RFOImt6U2sfw0NsurNeRIJG4baVevDBBxk1ahS9evWirKyMmTNnNtjuxRdfZMyYMVx22WXEx8fzyCOP4Ha7m7lakVbA6/UtT1obYPN3wKEdkL/Td/yEDIhIwYxKoyosheKQZI7Yk8gz4tlvxrG7MobM0hByiirIyS8nd1d5g3/6h+LjvoPVYvjHmfrGnVoIsR0dh1o75jQhwhdck6OcJEWEkBgZQnJUCOFO/edCRM4OhnmiVRTaCLfbTVRUFIWFhURGRtY5V15eTmZmJunp6XVWRpPG0c9RWhxPta/ntGAPHNnt24pyfNNfwQ8WCzAaeFrzpKLIF2YPZZxwZgGPK5byyM4UhnbikCOVAySwzxvLrooYtpeFk13k4WBxBZXVp/aXE8OAxAgnyTXhMyXKRVJkCClRITXh1BdIa8OrXX/uF5Gz3Iny2rH0v+Ii0jqZpu8Gq9rgemT3MUG2ZliAt/FjSU/EY9g45Egj29aO3aSyvTqZDRWJbCpPpKA8Ao57v1fdHtcol73enKe1gTU5KoTkyBASIpwKrCIiDVC4FZGzh9cL5QW++VeL806wuECeb77WyqITX8/qgOgOeKM7UhqaRoE9kdJqKKv0UFZZ7duqPL79Kt+x2huwav/oVYGdTDOFXWYK+8xEPGUNT9lntxrEhTmJC3cQH+5sYMJ+32NChJOQAEz7JyLSVincikjLUlXuW6kqf5tv3OrBbb6xq0U5vuB6ohWsGmCGJ1MV2YEiVxqH7MlkG0lkeuLZVhHP1uJQ9rsryc+u4HQGaEU4bcSEOYgPd3BOuJMB4U4Swh3Ehfumr6oNsvHhDqJcdt1gJSLSDBRuRSQ4Sg/7wmv+NsjffjTIFuwB8yTjTl0x9RYUqAyJI7c6nMzyULa6Q9hU6GCDO5x9h8GT31By9QBHe3YdNgtJkU7iwpzEhNqJCXMQG+ogJsxBTKjj6LEw3+pU0S6HVpkSEWmBFG5FJHBqhw34hwzk+Xpbi/PqPj+y2ze36/E4oyDhHIjvDvHdIP4ciEqDsATM0DjySr1sPuBmc7abLQfcbN7qJjO/pIHeV98Bq8UgueZmq5RoF6lRxz53kRIdQlyYQz2rIiKtgMKtiJy6yhI4nOkbNnB4FxzOqFlk4KBvjGtpfuNu0opM84XXhNoQ290XZMMTKavykuMu50BBGdmF5WzfVcSWA3vZnL2JQyUNr6AXH+6kV2okPVMi6JUSSYfYUFKiXCREOLFaFFxFRNoChVsRqavcDUeOCbCHdh19XpxzatcIia5ZvjWxZthAYt3lXF0pHLCnkV1q5UChbznXA/vKydlUxoHCbeS411NQWnXcy1sM6JwQTq+USHqmRPoDbWKEppkTEWnrFG5F2rojeyBjCexcAvtW+nphT8QVC7Gdj27RHWpCbE2YDY0Hm4Oi8ip255eSeaiEzIMl7M4tIfP7EjLzSygsywVyT1paqMNKSs30V10Swn1BNiWS7skRmlFAREQapHAr0tZUlsKer31hdufnvpkIfigsoW6Aje0Msem+R1eMv1lJRTX7jpSyO7+EXftL2J1/kMz83WTml5JffOIlZSNCbDXB1TcGNrlmHGxylMsfaCOcNo2DFRGRRlG4lQZ16tSJCRMmMGHChGCXImfKNOHg1qNhds9/wXNM8DSs0P4S6DIQOv/YN/41JJLKai+57nKyC8rILiwje3s5BwqzyC7Y6TtWUIa7/MTja+PDHaTHh9EpLoxO8WF0jvc9to8N1XKuIiLSJPRfF5HWxDR9sxUU7PP1yGZ8CRlf+JaZPVZUe+hyDVWdB7I7oi9bCizsyC0iY3kx+ws2cqCgjIPFpzb3a2SIjfSEcNLjQkmPD6dTfKgv0MaHERlib5KPKSIicjwKtyJnE6/XNya2YC8U7vWF2MJ9dR8bWJXLtIVQljqAPTGXssbWh5XuOLZnFLPrmxKqveuP+3YOm6Vm2iwXqdEuUqNrn4eQGu0bPhChACsiIi2Iwm1jmSZUlQbnve2hcArjD//v//6PZ555hqysLCyWo5PM33zzzcTFxfHEE0/wwAMP8M0331BSUkLPnj2ZOnUqgwYNasrqpbHKjkDWWshaBfvX+qbgKsyqO6TgOKqcsRxxJLPZfi5Lqs7nn0c64d5e+497FXB01oMIp41uSeF0T46ga2IE7aJdtIvW3K8iInJ2UrhtrKpSeD41OO/9eDY4wk7a7Pbbb+e+++7jyy+/ZODAgQAcPnyYzz77jE8++YTi4mJuuOEGpkyZgtPp5K233mLo0KFs27aNDh06NPWnkIZ4vb6Vuvat8oXZfat9+w0xLBCRAlHt8USmcciWxK6qWDYWR/LNoVBWHHZRWl5/SqwQu4VuiRG+IJsUwTnJEXRPiiAlKkQBVkREWg2F21YoJiaG66+/njlz5vjD7fvvv098fDxXX301FouF3r17+9tPnjyZ+fPns3DhQsaPHx+sstuWsgLYv8YXYrNW+XpoKwrrt4tJ993sldYPM6E7WWYC3x5x8d3+EtZnFfD9ejeV1fWXqm0X7aJ3+yh6Jkf6Q2z72FAtZCAiIq2ewm1j2UN9PajBeu9TNHLkSH71q1/x2muv4XQ6mT17NiNGjMBisVBcXMwzzzzDxx9/zIEDB6iurqasrIy9e/c2YfFtmGn6FkXYuxL2feN7PLiV2qVh/eyhkNoHb1o/DsX0Zru9B9uLQ8jMLyFjQzEbswpxl++qd/kol53e7aO5MC2K3u2juSAtmoQIZ/N8NhERkRZG4baxDOOUhgYE29ChQzFNk48//ph+/frxn//8h5deegmABx98kMWLF/PCCy/QtWtXXC4Xt912G5WVDS9pKo1UXQk5G2DvN0fDbElevWaeqI4UxF3IHtd5rDfOYWVJChmHytmzs5RKjxeoH2QdNgvnpUb6wmz7aHqnRdMxLlTDCkRERGoo3LZSISEh3HrrrcyePZudO3fSvXt3+vTpA8DXX3/N6NGjGTZsGADFxcXs3r07iNWe5cqO+IYX1AbZ/WuhuqxuG4udiqTebHf04t/udD460o7dueE/WKQr3//MYbX4p9TqnBBOelwYvVJ9K3PZrRZERESkYQq3rdjIkSP5yU9+wvfff88vfvEL//Fu3brx4YcfMnToUAzDYOLEiXi99cdtygkc3gWbF8Lmf0L2t/XPu2KgfX/yYy9ieXkXZu+LY21m3cBrGJAa5aJzQpgvxMaHkZ4QTuf4MFKjXRofKyIichoUbluxa665htjYWLZt28bPf/5z//EXX3yRMWPGcNlllxEfH88jjzyC2+0OYqVnifydsHmBL9DmbKh7LrYLdLgUs31/djjOZeH+MD7bnMfODcU1DcowDOjXMZbrzk3i8q7xpMeHEWK3NvenEBERadUUblsxi8VCdnb9m986derEF198UefYuHHj6uxrmEKNg9t8Yfb7BZD3/dHjhhXSr4ReN+M55wbW5Nv57Psc/r04l/0FR8ca2K0Gl3WJZ8h5yQzqmaQbvURERJqYwq3IsUwT8rYc7aE9uPXoOYsN0n+Eu8uNbAy/nA2H7Wze4ea/n27kUMnRm/Fcdis/7p7AkPOSubpHopagFRERaUYKt9J2lRf6xs4e3gWHah6zVsOhHf4mpsVObsJlrAm7kn+VX8iaPQb531cAGXUuFeWyM6hnEoPPTeKqcxI03EBERCRIFG6ldSs97Fu29nDG0SBbu5UeavAlVYaDb+0X8UFZXz4rvwj3ntqp33y9sxYD0uPD6JUaRa+USHqnRdEvPVazGIiIiLQACrfSepQe9k3DlbXat4ztgXW+abpOoMwZz34jhe/L49helUiGmcpX3vMoLvMtmBHqsNI3JZJeKZH0TIn0TceVFIHLoZ5ZERGRlkjh9hSZpnnyRnJcAf/5eap9N3hlrYasNTXDCXY23DYiFWI7UxbRgUxvEmvcMXyRF85qdxQl5S5/szCHlYs7xTK6XRS9Un1htmNsKBZNySUiInLWULg9CavV10NXWVmJy+U6SWs5ntLSUgDs9tO8uar4IOxbWRNmV0P2d1BVWr9dXFdIuwTSLqY4oTcr3fH8Z3cJ/83IZ/u24jpN7VaDSzrEcHmXeC7vGkfv9tEaWiAiInKWU7g9CZvNRmhoKAcPHsRut2OxKPw0hmmalJaWkpeXR3R0tP9/Fk5ZdSUsnwb/eRFMT91zzihI6wtp/Xxbu75UOKL4Ykse76/NYun2PDzeo9NyGQb0Sonk8q7xXNYljkvSYwl16B8BERGR1kT/ZT8JwzBISUkhMzOTPXv2BLucs1Z0dDTJycmNe1HeFvhw7NEFExJ6QvtLjobZ+HPAYsE0TTbtd/P+4n38c/0aCkqr/JfoFBfKZV3jubxLPAO6xBEb5gjgpxIREZGWRuH2FDgcDrp160ZlZeXJG0s9dru9cT22Xg988xosmQyeCnDFwk9ehHOH1Wl2sKiCBd/t5/21WWzLLfIfT4p0cmufNIb3SaNrYnigPoaIiIicBRRuT5HFYiEkJCTYZbR+R3bDgnthz9e+/W6D4abpEOHr9a2s9vLF1lzeX5vFl9sO4vH6blRz2CwMPjeZ2/qmcUXXeKy6CUxERKRNavHhtqioiIkTJzJ//nzy8vK46KKLeOWVV+jXrx8Ao0ePZtasWXVeM3jwYD777LNglCunyzThu7fhs8egshgc4TD4eehzJxgG32cX8t6aLP65bj9Hjhl2cGH7aG7rm8bQC1KJCtVKYCIiIm1diw+3//M//8OmTZt4++23SU1N5Z133mHQoEFs3ryZdu3aATBkyBBmzpzpf43T6QxWuXI6inLho9/A9pr/IekwAG6ZAbHpHCqu4LmPtzD/u/3+5kmRToZdlMZtfdvRNTEiSEWLiIhIS9Siw21ZWRkffPAB//znP7nqqqsAeOaZZ/joo4+YMWMGzz33HOALs42+WUlahs3/hI8mQNlhsDrgmokwYBymYeG9Nft4/pMtFJRWYRhww/kp3N43jSu7JWjYgYiIiDSoRYfb6upqPB5PvbGuLpeLr776yr+/dOlSEhMTiYmJ4ZprruG5554jLi7uuNetqKigoqLCv+92uwNfvJxYWQF8+jBseNe3n3w+DPs/SOpFxsFiHv9wIyszDwPQMyWSqbeez4Xto4NWroiIiJwdDLOFL7112WWX4XA4mDNnDklJScydO5dRo0bRtWtXtm3bxrx58wgNDSU9PZ2MjAwef/xxwsPDWbFixXHv0H/mmWeYNGlSveOFhYVERkY29Udq2zzVsPNz+PgBcO8HwwJXPAA/eoQKrMxYmsFrX2ZQ6fHislv57bXdGHN5OjYtriAiItKmud1uoqKiTprXWny4zcjIYMyYMSxfvhyr1UqfPn0455xzWLt2LVu2bKnXfteuXXTp0oXPP/+cgQMHNnjNhnpu27dvr3DbVIrzfIF2x78h4wsoL/Qdj+0Cw16H9pewctchHp+/kYyDJQD8uHsCk28+j/axoUEsXERERFqKUw23LXpYAkCXLl1YtmwZJSUluN1uUlJS+NnPfkbnzp0bbN+5c2fi4+PZuXPnccOt0+nUTWdNyeuB/Wt9YXbHYjiwru75kGi48OdwzZMUVNuZ+v4G3l2zD4D4cCfP3NSLG89PwTA0rlZEREQap8WH21phYWGEhYVx5MgRFi1axLRp0xpsl5WVxaFDh0hJSWnmCtu4knzYuaSmd3YJlB2pez6lN3S7zre164tpWPjnumwm/2szh0p8i2P8vH8HHhnSgyiXpvQSERGR09Piw+2iRYswTZPu3buzc+dOHnroIXr06MFdd91FcXExkyZNYvjw4SQnJ5ORkcHDDz9M165dGTx4cLBLb/2qymHNG7Dpfdj/LXDMCBdnFHS9BrpeC10HQUSS/9SeQyU8uWAT/9mRD0C3xHCm3no+F3eKbeYPICIiIq1Niw+3hYWFPPbYY2RlZREbG8vw4cOZMmUKdrud6upqNmzYwKxZsygoKCA1NZXrrruOyZMna9hBU/J6YP08+PJ5cGcdPZ58vi/MdrsO0vqB9eivV2llNf/+Ppf53+3nPzsO4jV9q4rdP7Abv7qyMw6bbhgTERGRM9fibyhrDqc6QLnNM03fsIPPn4G8zb5jke3git9Cj59AZN2hINUeL//NOMT87/az6PscSis9/nNXnZPAszedS6f4sGb8ACIiInK2ajU3lEkLsW81fP407Pnatx8SDVf+Di75Fdhd/mamafJ9tpv53+1n4fpsDhYdnZWiU1wot1zUjlsubKdQKyIiIk1C4VZOLH8HLHkWtiz07VudcOmvfb21rhh/s6wjpfxzXTYLvtvPjrxi//GYUDtDe6dyy0XtuKh9tGZAEBERkSalcCsNK8qBpb+Hb98C0+NbbOHCn8OPH4OoNMDXS/vRhgPM/maPfzUxAKfNwqBeSdx6UTuuOicBuxZgEBERkWaicCt1lRfC19Phm9egqtR3rPsNMPApSOzpb7Yxq5CnF27i270FABgGXJoex7A+7RhyXjKRIZrOS0RERJqfwq34eKp803ot/T2U1fTCpl0C106Cjpf5m+UXV/DCom28u2YfpgmhDitjr+rMTy9uT2q06zgXFxEREWkeCrfiW0Vs0eOQv923H38ODHwaetzo65IFqjxe3l6xh5c+305ReTUAwy5qx6PX9yApMiRYlYuIiIjUoXDblh3cBouegJ2LffuhcXD1E9BnVJ05ar/emc+kj75ne67vRrFzUyOZdNO5WnRBREREWhyF27ao9LBv+MHqv/luFrPYof/dcNVD4Ir2N9t3uJTnP9nCp5tyAN/MBw8N7sHP+rXHatGsByIiItLyKNy2JbXjar98HsoLfMe63wjXTYa4Lv5mZZUeXl+WwevLMqio9mK1GPy/Szvy20HnEBWqG8VERESk5VK4bSt2fF4zrnabbz+xFwyZCp1/7G9imiafbsphysdb2F9QBsCAznE8fVMveiRr5TYRERFp+RRuW7uD232h9iTjavceKuWJBRv5z458ANpFu3jixp5cf16yFl4QERGRs4bCbWtVXugbfrDqryccV1vt8fL3rzJ56fPtlFd5cdgs/PpHXbjnR11wOazBq19ERETkNCjctkZ5W2Hez+Fwhm+/+w1w3XN1xtUCbNpfyCMfbOD7bDfgG4Iw9dbz6RQf1twVi4iIiASEwm1rs+UjmP9rqCyGyDS4+VXock2dJmWVHl76fDt//yoTj9ckymXniRt7cnvfNA1BEBERkbOawm1r4fXC0qmwfJpvv+MVcPubEJ5Qp9lXO/J5fP5G9h72La37kwtSeHrouSREOJu5YBEREZHAU7htDcoL4cOxsP0z337/X/uGIViPTtt1pKSS5z7ewgffZgGQEhXCc7ecx8CeScGoWERERKRJKNye7Q5u942vPbQDrE4Y+jJc+HP/adM0Wbg+m2c/2syhkkoMA0YN6MSDg7sT7tTXLyIiIq2L0s3ZbOsnvh7byiKIbAc/exva9fWfzjpSypMLNrF020EAzkkK5/fDL6BPh5hgVSwiIiLSpBRuz0Zer29s7dKpvv0Ol8FPZ0F4or/Jv7/PYcK76yit9OCwWrjvmq7c/aMuOGyWIBUtIiIi0vQUbs825W7fbAjbPvbtXzIWBj9fZ3ztun0F3Df3OyqqvVzSKZbnbz2fronhQSpYREREpPk0uhuvU6dOPPvss+zdu7cp6pETyd8JfxvkC7ZWB9z8F7jhj3WC7f6CMv5n1hoqqr1c0yORuWMvVbAVERGRNqPR4XbChAl8+OGHdO7cmWuvvZZ58+ZRUVHRFLXJsbYvgr9eA/nbICIF7voULvpFnSbFFdX88s3V5BdX0CM5gul3XITVonlrRUREpO04rXC7bt06Vq1aRc+ePbnvvvtISUlh/PjxfPvtt01Ro+xYDHN+BhWF0P5SGLsM0i6u08TjNfnN3O/YmlNEfLiTv4/up9kQREREpM057buL+vTpw/Tp08nOzubpp5/mb3/7G/369ePCCy/kjTfewDTNQNbZdlVXwqcPAyZc8DMY9RFE1J+bdsrHW/hiax5Om4W/jbqYdtGu5q9VREREJMhOu2uvqqqK+fPnM3PmTBYvXsyll17KL3/5S7Kysnj88cf5/PPPmTNnTiBrbZtW/R8c3gVhiXDjn8DmqNfknW/28MbXmQC8+NMLubB9dDMXKSIiItIyNDrcfvvtt8ycOZO5c+disVi48847eemll+jRo4e/zbBhw+jXr19AC22TSvJhWc1yugMngjOiXpP/7DjI0wu/B+DB687hxgtSmrNCERERkRal0eG2X79+XHvttcyYMYNbbrkFu91er016ejojRowISIFt2pfP+8bZJp8PF46sd3pnXhH3zv4Wj9fk1j7tGHd11yAUKSIiItJyNDrc7tq1i44dO56wTVhYGDNnzjztogTI3Qxra36Gg6eCxVrn9KHiCu56czVF5dX06xTD1FvPxzA0M4KIiIi0bY2+oSwvL4+VK1fWO75y5UrWrFkTkKLaPNOERY+D6YWeQyH9yjqnK6o93P32WvYdLqNDbCj/+/8uxmmzHudiIiIiIm1Ho8PtuHHj2LdvX73j+/fvZ9y4cQEpqs3b8W/Y9aVvoYZrn61zyjRNHv1gI2v2HCEixMYbo/sRG1b/JjMRERGRtqjR4Xbz5s306dOn3vGLLrqIzZs3B6SoNs1TBYue8D3v/2uI7Vzn9J+/2Mn87/ZjtRjMGNlXq4+JiIiIHKPR4dbpdJKbm1vv+IEDB7DZtGjAGVv9dzi0A0Lj4aoH65z614Zs/rR4OwCTbz6PK7rFB6NCERERkRar0eH2uuuu47HHHqOwsNB/rKCggMcff5xrr702oMW1OaWHYelU3/NrnoSQKP+p7/Ye4Xf/WA/AL69I5+f9OwSjQhEREZEWrdFdrS+88AJXXXUVHTt25KKLLgJg3bp1JCUl8fbbbwe8wDZl6e+hvACSzoM+d/oP5xWV86u31lBR7WVQz0Qev6Fn8GoUERERacEaHW7btWvHhg0bmD17NuvXr8flcnHXXXdxxx13NDjnrZyig9tg9d98zwc/X2fqr8825ZBfXEnXxHBeGXERVoum/BIRERFpyGkNkg0LC2Ps2LGBrqVtW/QEmB7ofiN0/lGdU9kF5QBc2S2eMKfGNYuIiIgcz2knpc2bN7N3714qKyvrHL/pppvOuKg2Z8fnsHMxWOxw3eR6p3MKywBIjgxp7spEREREziqntULZsGHD2LhxI4ZhYJomgH91LI/HE9gKWztPtW/BBoD+d0Ncl3pNcty+ntvkKIVbERERkRNp9GwJ999/P+np6eTl5REaGsr333/P8uXLufjii1m6dGkTlNjKrZ0J+dvAFQtXPdRgk5xCX7hNiXI1Z2UiIiIiZ51G99yuWLGCL774gvj4eCwWCxaLhSuuuIKpU6fym9/8hu+++64p6mydyo7Al1N8z695AlzR9ZqYpnm051bDEkREREROqNE9tx6Ph4iICADi4+PJzs4GoGPHjmzbti2w1QFFRUVMmDCBjh074nK5uOyyy1i9erX/vGmaPPXUU6SkpOByuRg0aBA7duwIeB1NYtkffQE3oSf0Gd1gk8KyKsqrvAAkRjqbsTgRERGRs0+jw+15553H+vW+xQT69+/PtGnT+Prrr3n22Wfp3LnzSV7deP/zP//D4sWLefvtt9m4cSPXXXcdgwYNYv/+/QBMmzaN6dOn8/rrr7Ny5UrCwsIYPHgw5eXlAa8loPJ3wqr/9T0fPAWsDXeiH6gZkhAb5iDEbm2wjYiIiIj4NDrcPvnkk3i9vp7EZ599lszMTK688ko++eQTpk+fHtDiysrK+OCDD5g2bRpXXXUVXbt25ZlnnqFr167MmDED0zR5+eWXefLJJ7n55pu54IILeOutt8jOzmbBggUBrSXg/v0keKuh22DoOvC4zTQkQUREROTUNXrM7eDBg/3Pu3btytatWzl8+DAxMTH+GRMCpbq6Go/HQ0hI3WDncrn46quvyMzMJCcnh0GDBvnPRUVF0b9/f1asWMGIESMavG5FRQUVFRX+fbfbHdC6TyrjC9j+KVhscN1zJ2x69GYyhVsRERGRk2lUz21VVRU2m41NmzbVOR4bGxvwYAsQERHBgAEDmDx5MtnZ2Xg8Ht555x1WrFjBgQMHyMnJASApKanO65KSkvznGjJ16lSioqL8W/v27QNe+3F5qn0LNgD0+xUknHPC5rXhNknhVkREROSkGhVu7XY7HTp0aNa5bN9++21M06Rdu3Y4nU6mT5/OHXfcgcXS6BEVfo899hiFhYX+bd++fQGs+CQ2vgd5m8EVAz96+KTN/T23GpYgIiIiclKNTohPPPEEjz/+OIcPH26Keurp0qULy5Yto7i4mH379rFq1Sqqqqro3LkzycnJAOTm5tZ5TW5urv9cQ5xOJ5GRkXW2ZnPecBj8PFz7LITGnrT5Abd6bkVEREROVaPH3P75z39m586dpKam0rFjR8LCwuqc//bbbwNW3LHCwsIICwvjyJEjLFq0iGnTppGenk5ycjJLlizhwgsvBHzjZ1euXMk999zTJHWcMZsDBow75ea5GnMrIiIicsoaHW5vueWWJijj+BYtWoRpmnTv3p2dO3fy0EMP0aNHD+666y4Mw2DChAk899xzdOvWjfT0dCZOnEhqamqz19lUDhSWAZotQURERORUNDrcPv30001Rx3EVFhby2GOPkZWVRWxsLMOHD2fKlCnY7XYAHn74YUpKShg7diwFBQVcccUVfPbZZ/VmWDgblVZW4y6vBiBZPbciIiIiJ2WYpmkGu4hgc7vdREVFUVhY2Lzjb09i18FirvnTMsKdNjZNGnzyF4iIiIi0Uqea1xrdc2uxWE447VdzzqTQ2tUu4JCkZXdFRERETkmjw+38+fPr7FdVVfHdd98xa9YsJk2aFLDC5NgFHFxBrkRERETk7NDocHvzzTfXO3bbbbdx7rnn8u677/LLX/4yIIUJHKhdwEE3k4mIiIicktNfCeEHLr30UpYsWRKoywmQ69Y0YCIiIiKNEZBwW1ZWxvTp02nXrl0gLic1DmjpXREREZFGafSwhJiYmDo3lJmmSVFREaGhobzzzjsBLa6t8/fcaliCiIiIyClpdLh96aWX6oRbi8VCQkIC/fv3JyYmJqDFtXW1Pbea41ZERETk1DQ63I4ePboJypAfqvJ4yS+uABRuRURERE5Vo8fczpw5k/fee6/e8ffee49Zs2YFpCiBvKIKTBMcVguxoY5glyMiIiJyVmh0uJ06dSrx8fH1jicmJvL8888HpCiBnMIyABIjnVgsx180Q0RERESOanS43bt3L+np6fWOd+zYkb179wakKIGcQt+QBE0DJiIiInLqGh1uExMT2bBhQ73j69evJy4uLiBFCRyo6blN1upkIiIiIqes0eH2jjvu4De/+Q1ffvklHo8Hj8fDF198wf3338+IESOaosY2qXYasORIZ5ArERERETl7NHq2hMmTJ7N7924GDhyIzeZ7udfr5c4779SY2wA6Og2Yem5FRERETlWjw63D4eDdd9/lueeeY926dbhcLs4//3w6duzYFPW1WTm14VYLOIiIiIicskaH21rdunWjW7dugaxFjpHj1gIOIiIiIo3V6DG3w4cP5w9/+EO949OmTeP2228PSFFtnddrHh1zq3ArIiIicsoaHW6XL1/ODTfcUO/49ddfz/LlywNSVFt3uLSSKo+JYUBihG4oExERETlVjQ63xcXFOBz1V8yy2+243e6AFNXW1Y63TQh3Yrc2+isSERERabManZzOP/983n333XrH582bR69evQJSVFt3dKYEDUkQERERaYxG31A2ceJEbr31VjIyMrjmmmsAWLJkCXPmzOH9998PeIFtkf9mMs2UICIiItIojQ63Q4cOZcGCBTz//PO8//77uFwuevfuzRdffEFsbGxT1Njm5PhXJ1O4FREREWmM05oK7MYbb+TGG28EwO12M3fuXB588EHWrl2Lx+MJaIFtUU5hBaBwKyIiItJYp3230vLlyxk1ahSpqan86U9/4pprruGbb74JZG1tVo67pudWwxJEREREGqVRPbc5OTm8+eab/P3vf8ftdvPTn/6UiooKFixYoJvJAihHN5SJiIiInJZT7rkdOnQo3bt3Z8OGDbz88stkZ2fz6quvNmVtbZJpmv7ZElKiXEGuRkREROTscso9t59++im/+c1vuOeee7TsbhMqqqimtNI3blnDEkREREQa55R7br/66iuKioro27cv/fv3589//jP5+flNWVublFvTaxvlsuNyWINcjYiIiMjZ5ZTD7aWXXspf//pXDhw4wN133828efNITU3F6/WyePFiioqKmrLONsO/gIN6bUVEREQardGzJYSFhTFmzBi++uorNm7cyO9+9zt+//vfk5iYyE033dQUNbYp/gUcdDOZiIiISKOd9lRgAN27d2fatGlkZWUxd+7cQNXUpuX4byZTuBURERFprDMKt7WsViu33HILCxcuDMTl2rTaYQlJGpYgIiIi0mgBCbcSOLlu9dyKiIiInC6F2xbG33OrcCsiIiLSaAq3LYx6bkVEREROn8JtC1Je5eFwSSWgqcBERERETofCbQuS564AIMRuIcplD3I1IiIiImcfhdsW5EBhGQApUS4MwwhyNSIiIiJnH4XbFqR2AYekSGeQKxERERE5OynctiBHF3BwBbkSERERkbNTiw63Ho+HiRMnkp6ejsvlokuXLkyePBnTNP1tRo8ejWEYdbYhQ4YEserTpwUcRERERM6MLdgFnMgf/vAHZsyYwaxZszj33HNZs2YNd911F1FRUfzmN7/xtxsyZAgzZ8707zudZ+ef9TUNmIiIiMiZadHh9r///S8333wzN954IwCdOnVi7ty5rFq1qk47p9NJcnJyMEoMKPXcioiIiJyZFj0s4bLLLmPJkiVs374dgPXr1/PVV19x/fXX12m3dOlSEhMT6d69O/fccw+HDh064XUrKipwu911tpbg6JhbhVsRERGR09Gie24fffRR3G43PXr0wGq14vF4mDJlCiNHjvS3GTJkCLfeeivp6elkZGTw+OOPc/3117NixQqsVmuD1506dSqTJk1qro9xSqo9Xg4W++a5VbgVEREROT0tOtz+4x//YPbs2cyZM4dzzz2XdevWMWHCBFJTUxk1ahQAI0aM8Lc///zzueCCC+jSpQtLly5l4MCBDV73scce44EHHvDvu91u2rdv37Qf5iTyiyvxeE2sFoO48LNzzLCIiIhIsLXocPvQQw/x6KOP+gPs+eefz549e5g6dao/3P5Q586diY+PZ+fOnccNt06ns8XddOaf4zbCidWiBRxERERETkeLHnNbWlqKxVK3RKvVitfrPe5rsrKyOHToECkpKU1dXkDl1KxOlqQhCSIiIiKnrUX33A4dOpQpU6bQoUMHzj33XL777jtefPFFxowZA0BxcTGTJk1i+PDhJCcnk5GRwcMPP0zXrl0ZPHhwkKtvHN1MJiIiInLmWnS4ffXVV5k4cSL33nsveXl5pKamcvfdd/PUU08Bvl7cDRs2MGvWLAoKCkhNTeW6665j8uTJLW7YwckcqBmWkByp1clERERETleLDrcRERG8/PLLvPzyyw2ed7lcLFq0qHmLaiK1PbfJUWdXKBcRERFpSVr0mNu25Gi4Vc+tiIiIyOlSuG0hcvzDEjTmVkREROR0Kdy2AKZp6oYyERERkQBQuG0BCkqrqKj2TW+WGKkxtyIiIiKnS+G2BThQ02sbF+bAaWt4yWAREREROTmF2xYgt3a8rYYkiIiIiJwRhdsWoLbnVjeTiYiIiJwZhdsWIEc9tyIiIiIBoXDbAuQUlgHquRURERE5Uwq3LUCOuwJQz62IiIjImVK4bQH8PbcKtyIiIiJnROG2BTigBRxEREREAkLhNshKKqopKq8GIDnKFeRqRERERM5uCrdBVjtTQrjTRrjTFuRqRERERM5uCrdBlluoacBEREREAkXhNsi0gIOIiIhI4CjcBpkWcBAREREJHIXbIMvRTAkiIiIiAaNwG2S1wxKSNCxBRERE5Iwp3AZZrls9tyIiIiKBonAbZOq5FREREQkchdsgqqz2cqikAlDPrYiIiEggKNwGUV5ROaYJDquF2DBHsMsREREROesp3AZR7UwJSVFODMMIcjUiIiIiZz+F2yCqneM2JdIV5EpEREREWgeF2yA62nOr8bYiIiIigaBwG0RawEFEREQksBRug+iAW9OAiYiIiASSwm0QqedWREREJLAUboOoNtwmK9yKiIiIBITCbZB4vaZ/6d1kDUsQERERCQiF2yA5VFJJtdfEYkBChDPY5YiIiIi0Cgq3QVI7JCE+3Indqq9BREREJBCUqoLEv4CDxtuKiIiIBIzCbZDkFJYBmgZMREREJJAUboPkgKYBExEREQk4hdsgqR2WkBzlCnIlIiIiIq2Hwm2QHJ3jVjMliIiIiASKwm2Q+HtuI9VzKyIiIhIoCrdBYJqmVicTERERaQItOtx6PB4mTpxIeno6LpeLLl26MHnyZEzT9LcxTZOnnnqKlJQUXC4XgwYNYseOHUGs+uTc5dWUVnoArU4mIiIiEkgtOtz+4Q9/YMaMGfz5z39my5Yt/OEPf2DatGm8+uqr/jbTpk1j+vTpvP7666xcuZKwsDAGDx5MeXl5ECs/sdpld6NcdlwOa5CrEREREWk9bMEu4ET++9//cvPNN3PjjTcC0KlTJ+bOncuqVasAX6/tyy+/zJNPPsnNN98MwFtvvUVSUhILFixgxIgRQav9RDQNmIiIiEjTaNE9t5dddhlLlixh+/btAKxfv56vvvqK66+/HoDMzExycnIYNGiQ/zVRUVH079+fFStWHPe6FRUVuN3uOltzytV4WxEREZEm0aJ7bh999FHcbjc9evTAarXi8XiYMmUKI0eOBCAnJweApKSkOq9LSkryn2vI1KlTmTRpUtMVfhK1PbcabysiIiISWC265/Yf//gHs2fPZs6cOXz77bfMmjWLF154gVmzZp3RdR977DEKCwv92759+wJU8ak5uoCDwq2IiIhIILXontuHHnqIRx991D929vzzz2fPnj1MnTqVUaNGkZycDEBubi4pKSn+1+Xm5nLhhRce97pOpxOnM3iLJ+QUlgHquRUREREJtBbdc1taWorFUrdEq9WK1+sFID09neTkZJYsWeI/73a7WblyJQMGDGjWWhvjgMbcioiIiDSJFt1zO3ToUKZMmUKHDh0499xz+e6773jxxRcZM2YMAIZhMGHCBJ577jm6detGeno6EydOJDU1lVtuuSW4xZ9A7VRgKVFanUxEREQkkFp0uH311VeZOHEi9957L3l5eaSmpnL33Xfz1FNP+ds8/PDDlJSUMHbsWAoKCrjiiiv47LPPCAlpmb2i5VUejpRWARqWICIiIhJohnnscl9tlNvtJioqisLCQiIjI5v0vfYcKuFHf1yKy25l87ODMQyjSd9PREREpDU41bzWosfctkbHjrdVsBUREREJrBY9LKE1Oq9dFO//egCV1d5glyIiIiLS6ijcNrNwp42LO8UGuwwRERGRVknDEkRERESk1VC4FREREZFWQ+FWRERERFoNhVsRERERaTUUbkVERESk1VC4FREREZFWQ+FWRERERFoNzXML1K5A7Ha7g1yJiIiIiDSkNqfV5rbjUbgFioqKAGjfvn2QKxERERGREykqKiIqKuq45w3zZPG3DfB6vWRnZxMREYFhGE3+fm63m/bt27Nv3z4iIyOb/P2kZdH337bp+2/b9P23bfr+z4xpmhQVFZGamorFcvyRteq5BSwWC2lpac3+vpGRkfrlbsP0/bdt+v7bNn3/bZu+/9N3oh7bWrqhTERERERaDYVbEREREWk1FG6DwOl08vTTT+N0OoNdigSBvv+2Td9/26bvv23T9988dEOZiIiIiLQa6rkVERERkVZD4VZEREREWg2FWxERERFpNRRuRURERKTVULhtZn/5y1/o1KkTISEh9O/fn1WrVgW7JGkiy5cvZ+jQoaSmpmIYBgsWLKhz3jRNnnrqKVJSUnC5XAwaNIgdO3YEp1gJqKlTp9KvXz8iIiJITEzklltuYdu2bXXalJeXM27cOOLi4ggPD2f48OHk5uYGqWIJpBkzZnDBBRf4J+ofMGAAn376qf+8vvu25fe//z2GYTBhwgT/Mf0ONC2F22b07rvv8sADD/D000/z7bff0rt3bwYPHkxeXl6wS5MmUFJSQu/evfnLX/7S4Plp06Yxffp0Xn/9dVauXElYWBiDBw+mvLy8mSuVQFu2bBnjxo3jm2++YfHixVRVVXHddddRUlLib/Pb3/6Wjz76iPfee49ly5aRnZ3NrbfeGsSqJVDS0tL4/e9/z9q1a1mzZg3XXHMNN998M99//z2g774tWb16Nf/7v//LBRdcUOe4fgeamCnN5pJLLjHHjRvn3/d4PGZqaqo5derUIFYlzQEw58+f79/3er1mcnKy+cc//tF/rKCgwHQ6nebcuXODUKE0pby8PBMwly1bZpqm77u22+3me++952+zZcsWEzBXrFgRrDKlCcXExJh/+9vf9N23IUVFRWa3bt3MxYsXmz/60Y/M+++/3zRN/fPfHNRz20wqKytZu3YtgwYN8h+zWCwMGjSIFStWBLEyCYbMzExycnLq/D5ERUXRv39//T60QoWFhQDExsYCsHbtWqqqqup8/z169KBDhw76/lsZj8fDvHnzKCkpYcCAAfru25Bx48Zx44031vmuQf/8NwdbsAtoK/Lz8/F4PCQlJdU5npSUxNatW4NUlQRLTk4OQIO/D7XnpHXwer1MmDCByy+/nPPOOw/wff8Oh4Po6Og6bfX9tx4bN25kwIABlJeXEx4ezvz58+nVqxfr1q3Td98GzJs3j2+//ZbVq1fXO6d//puewq2ISBMaN24cmzZt4quvvgp2KdKMunfvzrp16ygsLOT9999n1KhRLFu2LNhlSTPYt28f999/P4sXLyYkJCTY5bRJGpbQTOLj47FarfXuhszNzSU5OTlIVUmw1H7n+n1o3caPH8+//vUvvvzyS9LS0vzHk5OTqayspKCgoE57ff+th8PhoGvXrvTt25epU6fSu3dvXnnlFX33bcDatWvJy8ujT58+2Gw2bDYby5YtY/r06dhsNpKSkvQ70MQUbpuJw+Ggb9++LFmyxH/M6/WyZMkSBgwYEMTKJBjS09NJTk6u8/vgdrtZuXKlfh9aAdM0GT9+PPPnz+eLL74gPT29zvm+fftit9vrfP/btm1j7969+v5bKa/XS0VFhb77NmDgwIFs3LiRdevW+beLL76YkSNH+p/rd6BpaVhCM3rggQcYNWoUF198MZdccgkvv/wyJSUl3HXXXcEuTZpAcXExO3fu9O9nZmaybt06YmNj6dChAxMmTOC5556jW7dupKenM3HiRFJTU7nllluCV7QExLhx45gzZw7//Oc/iYiI8I+ji4qKwuVyERUVxS9/+UseeOABYmNjiYyM5L777mPAgAFceumlQa5eztRjjz3G9ddfT4cOHSgqKmLOnDksXbqURYsW6btvAyIiIvzj62uFhYURFxfnP67fgSYW7Oka2ppXX33V7NChg+lwOMxLLrnE/Oabb4JdkjSRL7/80gTqbaNGjTJN0zcd2MSJE82kpCTT6XSaAwcONLdt2xbcoiUgGvreAXPmzJn+NmVlZea9995rxsTEmKGhoeawYcPMAwcOBK9oCZgxY8aYHTt2NB0Oh5mQkGAOHDjQ/Pe//+0/r+++7Tl2KjDT1O9AUzNM0zSDlKtFRERERAJKY25FREREpNVQuBURERGRVkPhVkRERERaDYVbEREREWk1FG5FREREpNVQuBURERGRVkPhVkRERERaDYVbEREREWk1FG5FRMTPMAwWLFgQ7DJERE6bwq2ISAsxevRoDMOotw0ZMiTYpYmInDVswS5ARESOGjJkCDNnzqxzzOl0BqkaEZGzj3puRURaEKfTSXJycp0tJiYG8A0ZmDFjBtdffz0ul4vOnTvz/vvv13n9xo0bueaaa3C5XMTFxTF27FiKi4vrtHnjjTc499xzcTqdpKSkMH78+Drn8/PzGTZsGKGhoXTr1o2FCxc27YcWEQkghVsRkbPIxIkTGT58OOvXr2fkyJGMGDGCLVu2AFBSUsLgwYOJiYlh9erVvPfee3z++ed1wuuMGTMYN24cY8eOZePGjSxcuJCuXbvWeY9Jkybx05/+lA0bNnDDDTcwcuRIDh8+3KyfU0TkdBmmaZrBLkJERHxjbt955x1CQkLqHH/88cd5/PHHMQyDX//618yYMcN/7tJLL6VPnz689tpr/PWvf+WRRx5h3759hIWFAfDJJ58wdOhQsrOzSUpKol27dtx1110899xzDdZgGAZPPvkkkydPBnyBOTw8nE8//VRjf0XkrKAxtyIiLcjVV19dJ7wCxMbG+p8PGDCgzrkBAwawbt06ALZs2ULv3r39wRbg8ssvx+v1sm3bNgzDIDs7m4EDB56whgsuuMD/PCwsjMjISPLy8k73I4mINCuFWxGRFiQsLKzeMIFAcblcp9TObrfX2TcMA6/X2xQliYgEnMbcioicRb755pt6+z179gSgZ8+erF+/npKSEv/5r7/+GovFQvfu3YmIiKBTp04sWbKkWWsWEWlO6rkVEWlBKioqyMnJqXPMZrMRHx8PwHvvvcfFF1/MFVdcwezZs1m1ahV///vfARg5ciRPP/00o0aN4plnnuHgwYPcd999/L//9/9ISkoC4JlnnuHXv/41iYmJXH/99RQVFfH1119z3333Ne8HFRFpIgq3IiItyGeffUZKSkqdY927d2fr1q2AbyaDefPmce+995KSksLcuXPp1asXAKGhoSxatIj777+ffv36ERoayvDhw3nxxRf91xo1ahTl5eW89NJLPPjgg8THx3Pbbbc13wcUEWlimi1BROQsYRgG8+fP55Zbbgl2KSIiLZbG3IqIiIhIq6FwKyIiIiKthsbcioicJTSKTETk5NRzKyIiIiKthsKtiIiIiLQaCrciIiIi0moo3IqIiIhIq6FwKyIiIiKthsKtiIiIiLQaCrciIiIi0moo3IqIiIhIq/H/AZtDQCIxvDXEAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0104066517 Train Acc: 99.8208312988%\n",
|
|
"Val loss: 0.0085962838 Val Acc: 99.8666610718%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0095903781 Train Acc: 99.8333358765%\n",
|
|
"Val loss: 0.0077959422 Val Acc: 99.9041671753%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0089922171 Train Acc: 99.8416671753%\n",
|
|
"Val loss: 0.0075763709 Val Acc: 99.9083328247%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0079602221 Train Acc: 99.8833312988%\n",
|
|
"Val loss: 0.0066220920 Val Acc: 99.9312438965%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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ty+DBgwF4//33mTp1KhMmTACgrKyMHTt2hLwNIiIiIuGmcNuKgsOBtdBYt5MmTeKiiy5i06ZN/L//9/+C2/v06cPzzz/PuHHjMAyDOXPmHDKygoiIiEgk0AtlrSg4BW8LzVJ2zjnnkJSURE5ODldccUVw+8KFC0lMTGTkyJGMGzeOsWPHBnt1RURERCKJem5bkcNeP0tZy/Sa2mw2du8+9OW3rKws3nrrrQbbpk+f3uC7yhREREQkEqjnthW1dM+tiIiISEencNuKWrrmVkRERKSjU7htRQ5by5YliIiIiHR0CretqL4swa+yBBEREZEWoXDbCNNsmfBZX5bgN00CEV6a0FJ/QxEREZEjUbg9iNPpBKCioqJFrm8zDAyjvu42sksT6v+G9X9TERERkdagocAOYrfbSUhIID8/HwCv1xsMo6Fi89dQGwhQXlFJIMRT8LYFpmlSUVFBfn4+CQkJ2O32cDdJREREOpDIS1fHKT09HSAYcEOtsKQKn98kUOLC44zc4JeQkBD8W4qIiIi0FoXbHzAMg4yMDFJTU6mpqQn59R9//nPWbt/PrPP6cv4JGSG/flvgdDrVYysiIiJhoXB7GHa7vUUCmt3p5rtSP7vL/Hg8npBfX0RERKQj0wtlrSw5xgXAvjJfmFsiIiIiEnkUbltZpxg3APvKq8PcEhEREZHIo3Dbyup7bgvLFG5FREREQk3htpWl1PfcqixBREREJOQUbltZcrQVbtVzKyIiIhJ6CretLKWuLGF/uQ9/hE/BKyIiItLaFG5bWVK0FW4DJnxfodIEERERkVBSuG1lDruNRK8TUN2tiIiISKgp3IbBgZfKVHcrIiIiEkoKt2FQPxxYgcKtiIiISEgp3IaBhgMTERERaRkKt2FQH241HJiIiIhIaIU93D7yyCNkZWXh8XjIzs5m7dq1Rzy+qKiI6dOnk5GRgdvt5oQTTuDVV19tpdaGRnLdiAnquRUREREJLUc4f3zZsmXMnDmTxYsXk52dzaJFixg7diw5OTmkpqYecrzP5+Pcc88lNTWV5cuX06VLF3bu3ElCQkLrN/44pMSq51ZERESkJYQ13C5cuJCrrrqKadOmAbB48WJeeeUVlixZwg033HDI8UuWLGH//v188MEHOJ3WcFpZWVmt2eSQqO+5LSxXz62IiIhIKIWtLMHn87Fu3TrGjBlzoDE2G2PGjGHNmjWNnvPyyy8zYsQIpk+fTlpaGv379+euu+7C7/cf9neqq6spKSlpsIRbfc+thgITERERCa2whdvCwkL8fj9paWkNtqelpZGXl9foOd988w3Lly/H7/fz6quvMmfOHO6//37uuOOOw/7O/PnziY+PDy6ZmZkhvY/mSIk+UJZgmpqCV0RERCRUwv5CWVMEAgFSU1N5/PHHGTJkCBMnTuSmm25i8eLFhz1n9uzZFBcXB5fc3NxWbHHjUmKtsoSqmgAVvsP3OouIiIhI04St5jYlJQW73c7evXsbbN+7dy/p6emNnpORkYHT6cRutwe3nXjiieTl5eHz+XC5XIec43a7cbvdoW38cfK6HEQ57VTW+CksqybaHdbSZxEREZGIEbaeW5fLxZAhQ1i1alVwWyAQYNWqVYwYMaLRc04//XS2bt1KIBAIbtuyZQsZGRmNBtu2rH6WskINByYiIiISMmEtS5g5cyZPPPEEf/vb3/jqq6/4zW9+Q3l5eXD0hMmTJzN79uzg8b/5zW/Yv38/1113HVu2bOGVV17hrrvuYvr06eG6hWbTRA4iIiIioRfW/x4+ceJECgoKuOWWW8jLy2PQoEG8/vrrwZfMdu3ahc12IH9nZmbyxhtv8Nvf/pYBAwbQpUsXrrvuOv74xz+G6xaaLSVGEzmIiIiIhJphdrDX9UtKSoiPj6e4uJi4uLiwteOGf33Osx/n8rtzT2DG6D5ha4eIiIhIW3M8ea1djZYQSQ7U3KosQURERCRUFG7DJFhzq1nKREREREJG4TZMkuvDbal6bkVERERCReE2TFKi614oU8+tiIiISMgo3IZJSqyGAhMREREJNYXbMEmu67ktqqihxh84ytEiIiIiciwUbsMk0evCZljr36s0QURERCQkFG7DxGYzSIq2ShMKVJogIiIiEhIKt2GkWcpEREREQkvhNoyCY92q51ZEREQkJBRuwyhZPbciIiIiIaVwG0bquRUREREJLYXbMKrvuS1Uz62IiIhISCjchlF9z+2+cvXcioiIiISCwm0YpQR7bhVuRUREREJB4TaMgj23KksQERERCQmF2zBKPijcmqYZ5taIiIiItH8Kt2GUHG2VJfj8AUqqasPcGhEREZH2T+E2jDxOO7FuB6C6WxEREZFQULgNM03kICIiIhI6CrdhduClMvXcioiIiBwvhdswS9ZwYCIiIiIho3AbZgem4FVZgoiIiMjxUrgNs+RguFXPrYiIiMjxUrgNsxS9UCYiIiISMs0Kt7m5uXz77bfB72vXruX666/n8ccfD1nDOooU9dyKiIiIhEyzwu0VV1zB22+/DUBeXh7nnnsua9eu5aabbuK2224LaQMjXf1EDvvK1XMrIiIicryaFW6/+OILhg8fDsA///lP+vfvzwcffMAzzzzDU089Fcr2RbyUWPXcioiIiIRKs8JtTU0NbrcVylauXMlPfvITAPr168eePXtC17oOICXa+juWVtVSVeMPc2tERERE2rdmhduTTz6ZxYsX8+6777JixQp+/OMfA7B7926Sk5ND2sBIFxflwGk3ANiv0gQRERGR49KscHvPPffw2GOPMWrUKC6//HIGDhwIwMsvvxwsV5BjYxgGydEqTRAREREJBUdzTho1ahSFhYWUlJSQmJgY3H711Vfj9XpD1riOIjnGRV5JlYYDExERETlOzeq5rayspLq6Ohhsd+7cyaJFi8jJySE1NTWkDewI6ocDK1DPrYiIiMhxaVa4vfjii3n66acBKCoqIjs7m/vvv5/x48fz6KOPhrSBHUGyJnIQERERCYlmhdv169dz5plnArB8+XLS0tLYuXMnTz/9NA8++GBIG9gRdKrrud2nnlsRERGR49KscFtRUUFsbCwAb775Jpdccgk2m43TTjuNnTt3hrSBHUF9z61eKBMRERE5Ps0Kt7179+bFF18kNzeXN954g/POOw+A/Px84uLiQtrAjqC+5lazlImIiIgcn2aF21tuuYVZs2aRlZXF8OHDGTFiBGD14p566qkhbWBHkFz/Qlmpem5FREREjkezhgK77LLLOOOMM9izZ09wjFuA0aNHM2HChJA1rqNIjq57oUw9tyIiIiLHpVk9twDp6emceuqp7N69m2+//RaA4cOH069fvyZf65FHHiErKwuPx0N2djZr1649pvOeffZZDMNg/PjxTf7NtqRTrNVzu7/cRyBghrk1IiIiIu1Xs8JtIBDgtttuIz4+nu7du9O9e3cSEhK4/fbbCQQCTbrWsmXLmDlzJnPnzmX9+vUMHDiQsWPHkp+ff8TzduzYwaxZs4KjNrRnSXU9t/6ASVFlTZhbIyIiItJ+NSvc3nTTTTz88MPcfffdfPrpp3z66afcddddPPTQQ8yZM6dJ11q4cCFXXXUV06ZN46STTmLx4sV4vV6WLFly2HP8fj+TJk3i1ltvpWfPns25hTbFabeR4HUCGg5MRERE5Hg0q+b2b3/7G08++SQ/+clPgtsGDBhAly5duOaaa7jzzjuP6To+n49169Yxe/bs4DabzcaYMWNYs2bNYc+77bbbSE1N5Ze//CXvvvvuEX+jurqa6uoDgbGkpOSY2tbakqNdFFXUUFBWTZ+02HA3R0RERKRdalbP7f79+xutre3Xrx/79+8/5usUFhbi9/tJS0trsD0tLY28vLxGz3nvvff4y1/+whNPPHFMvzF//nzi4+ODS2Zm5jG3rzUFhwPTLGUiIiIizdascDtw4EAefvjhQ7Y//PDDDBgw4LgbdTilpaVceeWVPPHEE6SkpBzTObNnz6a4uDi45Obmtlj7jkd9uNVEDiIiIiLN16yyhAULFnDhhReycuXK4Bi3a9asITc3l1dfffWYr5OSkoLdbmfv3r0Ntu/du5f09PRDjt+2bRs7duxg3LhxwW31L7A5HA5ycnLo1atXg3Pcbjdut/uY2xQu9bOUqedWREREpPma1XN71llnsWXLFiZMmEBRURFFRUVccsklbNq0ib///e/HfB2Xy8WQIUNYtWpVcFsgEGDVqlXB0Hywfv36sXHjRjZs2BBcfvKTn3D22WezYcOGNltycCzUcysiIiJy/JrVcwvQuXPnQ14c++yzz/jLX/7C448/fszXmTlzJlOmTGHo0KEMHz6cRYsWUV5ezrRp0wCYPHkyXbp0Yf78+Xg8Hvr379/g/ISEBIBDtrc39T23heq5FREREWm2ZofbUJk4cSIFBQXccsst5OXlMWjQIF5//fXgS2a7du3CZmv2XBPtRvCFsnL13IqIiIg0V9jDLcC1117Ltdde2+i+d95554jnPvXUU6FvUBikBHtuFW5FREREmivyu0TbCQ0FJiIiInL8mtRze8kllxxxf1FR0fG0pUNLrgu3FT4/Fb5avK420akuIiIi0q40KUHFx8cfdf/kyZOPq0EdVbTLjttho7o2wL4yH94khVsRERGRpmpSgvrrX//aUu2IbL4KcHmPeIhhGKTEuPmuqJKCsmoyk458vIiIiIgcSjW3Le3TZ+BPJ0Pu2qMemqKJHERERESOi8JtS9v5PlTuh5euhdojj4Rw4KUyjZggIiIi0hwKty3tvDsguhMU5sB7fzriockaDkxERETkuCjctjRvEpy/wFr/732Qv/mwhx6YgldlCSIiIiLNoXDbGk6eACecD4EaeHkGBPyNHpYcDLfquRURERFpDoXb1mAYcOH94IqFb9fCx39p9DC9UCYiIiJyfBRuW0t8Fxgz11pfdSsU5R5ySIp6bkVERESOi8Jtaxr6S8g8DXxl8MpMMM0Gu+tfKNtXrp5bERERkeZQuG1NNhv85EGwu+DrN+GLfzXYXd9z+32Fj1p/IBwtFBEREWnXFG5bW6e+8KPfW+uv/QHK9wV3JXpd2AyrQ3d/hXpvRURERJpK4TYcTr8eOp0IFfvgzZuCm+02g6RoqzQhr7gqTI0TERERab8UbsPB4YKfPAQY8Nk/YOvK4K4+qbEA/GH553yv2lsRERGRJlG4DZfMYZD9a2v937+F6jIA5l9yCqmxbjbnlXLlko8orqwJYyNFRERE2heF23A652aIz4TiXfD2XQBkpUSz9KpskqNdfPFdCVP/upay6towN1RERESkfVC4DSd3DFz0J2v9o0fh23UA9E6N5f9+lU2C18mnu4r4xVMfU+lrfFYzERERETlA4Tbc+pwLp/wMzIA1NW+tVWd7YkYcf/9FNrFuB2u37+eqpz+hqkYBV0RERORIFG7bgh/Ph6gkyN8EHzwQ3HxK13ie+sVwvC47720t5Jpn1uOr1fi3IiIiIoejcNsWRKfA+fdY66sXQMGW4K4h3RNZMnUYHqeNtzbnM+Mf66nRBA8iIiIijVK4bStO+Sn0HgN+H/z7f8F/4CWy03om88TkobgcNt7YtJeZ//wMf8A8wsVEREREOiaF27bCMKyXy5zRsGsNPHMpVOwP7j6zTycenTQYh83g35/t5o//+pyAAq6IiIhIAwq3bUlCN7j0SSvgfvMOPD4K8r4I7h59YhoPXX4qdpvB8nXfMuelLzBNBVwRERGRegq3bU2/C+BXKyChOxTthL+cC5teCO4+/5QMFv5sIIYBz3y0i9v/85UCroiIiEgdhdu2KO1kuPod6Hk21FTAc1Nh5a0QsIYCu3hQF+65dAAAS97fzm3/+VLDhImIiIigcNt2eZNg0nIY+b/W9/cWwtKJUFkEwM+GZnL7+P4A/PX9Hfx40X9ZvaUgTI0VERERaRsUbtsyuwPOux0u/Qs4omDrCnjiHMjfDMCVp3Xnz5MGkxrrZse+CqYsWctv/m8du4sqw9xwERERkfAwzA5WsFlSUkJ8fDzFxcXExcWFuznHbs9n8OwkKM4FVwxMeAxOvAiA0qoaFq38mqc+2IE/YBLltPO/o/vwyzN64HLof7+IiIhI+3I8eU3htj0pL7Tqb3e8a30/649w1g1gswLsV3tKuOWlL/h4x/cA9OoUze0X92dk75QwNVhERESk6RRum6Bdh1sAfw28OQc+etT63vcCqxfXY92LaZo8v/475r/2FYVlPgDGDezMzReeSFqcJ1ytFhERETlmCrdN0O7Dbb0NS+Hf14O/GuK7wVl/gIE/B7sTgOLKGu5/M4f/+3AnAROiXXZ+e+4JTBmZhdOuUgURERFpuxRumyBiwi3Ad+tg2WQo+db6ntjDKlU45afWy2jAF98Vc/OLX7AhtwiAfumxzLnoJE5XqYKIiIi0UQq3TRBR4RbAVwGfLIH3/gQVhda25N5WLW7/S8BmJxAw+ecnudzz+ma+r6gB4PTeycw6ry+ndksMY+NFREREDqVw2wQRF27r+cph7RPw/gNQud/altIXRt0AJ40Hm43vy308sOprnvloJzV+67Gfd1IavzuvL33TY8PXdhEREZGDKNw2QcSG23rVpfDRY/DBQ1BVZG1LPQlGzYZ+F4HNRu7+Ch5Y9TXPr/+WgAmGAeMHdeH6MX3onhwd1uaLiIiIKNw2QcSH23pVxfDho7DmEagusbalnwKjboS+54NhsDW/lIUrtvDqxjwAHDaDicMymXFOH9LjNbKCiIiIhIfCbRN0mHBbr/J7K+B++Cj4yqxtnQfD6DnQ82wwDDZ+W8x9b+YEp+91O2xMGZnFb87qRWK0K4yNFxERkY7oePJamxgT6pFHHiErKwuPx0N2djZr16497LFPPPEEZ555JomJiSQmJjJmzJgjHt/hRSXCOTfD9RvhjJngjIbd6+HvE+Bv42DXR5zSNZ6//WI4y64+jaHdE6muDfD4f7/hzAVvs2jlFvaX+8J9FyIiIiLHJOw9t8uWLWPy5MksXryY7OxsFi1axHPPPUdOTg6pqamHHD9p0iROP/10Ro4cicfj4Z577uGFF15g06ZNdOnS5ai/1+F6bn+orADeWwgfPwn+utB6wo+tAJx+CqZp8k5OAfe+kcOXe6xyBqfd4LyT07l8WDdG9krGZjPCeAMiIiIS6dp1WUJ2djbDhg3j4YcfBiAQCJCZmcmMGTO44YYbjnq+3+8nMTGRhx9+mMmTJx/1+A4fbusV5cJ/F8Cnz4Dpt7adfAmcfROk9CYQMHll4x4e/+83bPyuOHhaZlIUE4dmctmQTNXlioiISItot+HW5/Ph9XpZvnw548ePD26fMmUKRUVFvPTSS0e9RmlpKampqTz33HNcdNFFh+yvrq6muro6+L2kpITMzEyF23r7tsHbd8IX/7K+G3YYdIU1GURCJmBNBLHs41xe3PAdpVW1ANgMOKdfKhOHdePsvp1waNYzERERCZF2W3NbWFiI3+8nLS2twfa0tDTy8vKO6Rp//OMf6dy5M2PGjGl0//z584mPjw8umZmZx93uiJLcCy5bAr9+D0443+rF/fTv8NBgeO2PUJZP/y7x3D6+P2tvHMP9Px3IsKxEAias/Cqfq57+hNPveYv73shh176KcN+NiIiIdHBh7bndvXs3Xbp04YMPPmDEiBHB7X/4wx9YvXo1H3300RHPv/vuu1mwYAHvvPMOAwYMaPQY9dw2Ue5aWHUb7HjX+u70Qr8LrZKF3qPB4QZga34pyz7O5V/rv2vwwtmPTujEzHNPYFBmQhgaLyIiIpGgQ5Yl3Hfffdxxxx2sXLmSoUOHHvNvqub2GJgmfPMOvHU7fLfuwHZ3HPS9wJrWt+fZ4HBRXetnxZd7WfZxLu9+XRg89MJTMpg1ti89UjQphIiIiDRNuw23YL1QNnz4cB566CHAeqGsW7duXHvttYd9oWzBggXceeedvPHGG5x22mlN+j2F2yYwTfj2Y9j0Amx6EUp3H9jnibdmPDv5Euh5Ftid7NxXzoOrtvL8p99immC3GVw+PJP/Hd2H1Fi9fCYiIiLHpl2H22XLljFlyhQee+wxhg8fzqJFi/jnP//J5s2bSUtLY/LkyXTp0oX58+cDcM8993DLLbewdOlSTj/99OB1YmJiiImJOervKdw2UyAA366FL56HL1+Esr0H9kUlwonj4OQJkPUjNhdUsOD1HN7anG/tdtq56sweXPWjnsR6nOFpv4iIiLQb7TrcAjz88MPce++95OXlMWjQIB588EGys7MBGDVqFFlZWTz11FMAZGVlsXPnzkOuMXfuXObNm3fU31K4DYGAH3Z9CJuehy9fgvKCA/ti0uGsP8DgyXy4s4S7X9vMhtwiAJKiXcw4pzeTsrvjcmh0BREREWlcuw+3rUnhNsQCftj5vtWj+9XLULHP2p7cB8bMxex7Ia9v2su9b+TwTWE5YI2VO+u8vowb0FkTQoiIiMghFG6bQOG2BdX6YN1TsPruAyE3MxvOvZ2aLsP45ye5LFr5NQWl1ugVJ3eO439H9+HsvqnqyRUREZEghdsmULhtBVUl8MGDsOYRqKkb+7bfRTB6LhXxPVny3nYWr/6GsmprQohEr5MLB2QwflAXhnRPxDDUmysiItKRKdw2gcJtKyrZA+/MtyaFMAPW7GeDJ8OoG9hvS+Kx1dv41/rvKCw7MA5x18Qoxg/qwvhTO9M7NTaMjRcREZFwUbhtAoXbMCjIgZW3Qs4r1nenF0bOgJEzqHVE88G2fbz46Xe8sSmPcp8/eFr/LnGMH9SFcQM7kxanocREREQ6CoXbJlC4DaOda2DFHGvsXIDoTjD8aug1GjoPorIWVny1lxc//Y7/bimgNmD9n6bNgJG9Urh4UGdGn5hGUrQrjDchIiIiLU3htgkUbsPMNK1RFVbeCvu3HdjujoesM6wJIXr8iP3enryycQ8vfPod63cVNbhEv/RYRvRKZkTPZLJ7JhMfpbFzRUREIonCbRMo3LYR/hr4fBnkvAbb34Xq4ob7Y9Kgx4+gx1l8lzic57+x8Z/P95Czt7TBYYYB/TvHB8PusB5JxLgdrXgjIiIiEmoKt02gcNsGBfywZwN8sxq2r7YmiKitanhMYg/oeRZlSSezsaoTq/cl8OYu+KawosFhdpvBKV3iGdkrmRG9kjm1W6LCroiISDujcNsECrftQE2VNdVvfdj9bj2Y/kOPc8VQk9CTPGcmm32pfFCcyMelSWw3MygnCrDqdfulxzE0K5Eh3RMZmpVEl4SoVr4hERERaQqF2yZQuG2Hqoph5wew4z0o3AKFX0PRTmt4scModqSwJdCZt6pP4u3AIDabmYA1fm5GvIfB3RMZ2j2Rod2TODEjFoddk0iIiIi0FQq3TaBwGyFqffD9divo7tsK+76Gfdus7xWFhxxe7ExljX0wz5eezLv+k6nkwNBiUU47gzITGJaVSHbPZAZ3SyTKZW/NuxEREZGDKNw2gcJtB1D5vRV0d38KW1da5Q21lcHdAZuLb+MH818Gs/T7fnxZldLgdKfdYEDXBLJ7JJHdM5mh3ROJVt2uiIhIq1G4bQKF2w6optIqafj6TdjyhlXScBBffE+2JY7kv7Wn8FJ+J74saThhRP1Latk9kzitRzJDsxKJ9Wj4MRERkZaicNsECrcdnGlapQtfv2GF3Z0fQKC2wSF+byr50SewKZDF6pJ03ivLYIeZholVl2sz4OTO8ZzaLYF+6XH0TY+lb3qsRmUQEREJEYXbJlC4lQaqSuCbd6ywm7vWCr4c+k+i1h7Ft66ebKjJ5KPKLnwZ6M5msxvVHJgtrWtiFP3S4+hXF3b7pcfSIyVaL6uJiIg0kcJtEyjcyhH5ymHvl5D3OeRttJa9mxrU7NbzG3Z2OXuyrrYXH1RlscHszXYzPdjDC+By2OjdKSYYeK3QG0danBvDMFrzzkRERNoNhdsmULiVJgv4rRfU8j4/EHr3fN7oqAzVjlh2evqxIdCbt8q68ZGvB99z6P+dxUc5rbCbdqCX94T0WOJUyysiIqJw2xQKtxISpgnFufDtJ/DdOutzz4ZDZ1YDKqIzyfWeRE6gK59XJLG2JJFv/KmU4T3k2C4JUfRNj+WEtFh6pkSTlRJNVoqXTjHq6RURkY5D4bYJFG6lxfhrrBKG7z6Bb9dZn4VbDnt4lSuZQldndpjpfFHViS8qk9luprPTTDsk+Ma4HWSleMlKjqZHSrT12SmaHsnRJEa7DvMLIiIi7ZPCbRMo3EqrqiyC3eutKYT3bYP938D+bVBecMTTSh1JbHf05LPa7qyp7MrGQBa5Zir1s6wdLD7KafXwJnvpntzwMynapR5fERFpdxRum0DhVtqEqpIDQXf/N7Dvm6MG3xpnHPkx/dhm78Vntd15r7wLa0sTG7zA9kOxbgfdkq0e3+4HfXZN8pIW69ZIDiIi0iYp3DaBwq20eVUlVjnDns8OLPlfgt93yKGmK4bKpBMp9PbmOyOVb2qS+bIykU9L4viqxIFpHr7X1mZAaqyHzgkeMhKi6BzvISM+yvoeH0XnhCiSo13YbOr5FRGR1qVw2wQKt9Iu1fqgYHPDwJu3sdEhyuqZrhh8MV0ocXcm357KrkAntlQnsbE8no2lMeT7o4/Y6wvgsttIj/eQHuchLd5DepybtDgPaXEe0uM9pMV6SI1z43HaQ33HIiLSgSncNoHCrUQMfy3s22qN0lC4BYp2Wcv3O6Es76inmzYnNVGdqHB3osieTCEJ7A4ksMMXx7bKGLZUxJAXSOB7Ymms1vdgiV5nMPR2TvCQlRxNr04x9OwUTWaSF6fKH0REpAkUbptA4VY6hJoqKP4WinYcCL31wbdoF5TnH/OlAjYX5dGZFHq6s9uRyTazC1/VpLGhshPflNiorg0c8XyHzaBbspeeKTH0So2mV4oVent2iiFJIz2IiEgjFG6bQOFWBKvMoTwfSvPqlj3WZ1neQdvyGp2o4mBmbAa1ib0pi+1BoSeL3faufO1PY1Oxi5x9frYXllNZ4z/s+QleJ92TvKTEuK0l1nVgPcZNp7rv8VFOjfogItKBKNw2gcKtSBPU+qzgu28rFH5tlT8UbrHWj1b64IjCjE6mxp1EuT2e74klvzaab6uj2F4RxfYKN98TS6EZT76ZQDHRHK78wWk3SI62wq9V5+shLVj/6yY11iqJ0AtwIiKRQeG2CRRuRUKkqhgKt0JhzoHAW7gFvt/R6MgOR1NruCh1JvO9LYkCEtjtTyC3Jpbcmjj2monkm4nkmwmU48HEwI+NAEaDl+IcNoNOsW4r/MZa4Tcp2kWi10litItEr4ukaBcJXieJXhdel109wiIibZDCbRMo3Iq0MNMEXxlU7Ktb9h9YLy/8wfZCa1zfyu+P6yf92PCbVtCtD70BbNRiI99M5Dszhd1mMt+ZKQ2WIkcSCV43iV4r+CZGO4lxO4hxO4nxOIhx24PrsW4HMR4H0S4HsR6HdZzHoZflRERawPHkNUcLtUlEOirDAHestSRmHds5NVVQttda6ut9D67/LdtrlUdU7Gv0dDsB7AbAofW9SUYZ/cht9DyfaWdPVTK7K1P4bl8Ku80k9ptxFJqxfE0s+81Yvjdj+Z4YKnHTWNmEx2kj1uMkti4AB9c9B69bn0leFymxblJirFpiDaEmIhJ6CrciEn5ODyR2t5YjqfWBvxrMAAT8Vi+x6T/ou7/hPn81lOyB4lxrKcqF4m8xi3dByR5c+Olu5NOdo48eUY2LYiOW78049pkxFAZi2GfGURBIoKAinvxyq2ziKzOB/cQedQxhsGaQS4l106mRl+lSYlwkeF3ERzmDi8dpUxmFiMhRKNyKSPvhcFlLU6SdfMgmq5O31uoNDobeXCjZDZX7Dy2n8Ptw4yPV3Ecq+6wLHKHTNWDYqXAmUepMptiWxH5bIgUkUFDrZW+1iz1VbvYHPJT6vJTui+KbQi+fEUU1R743l91GXJSTuChHg9AbH+UkzuMkymXH7bAR5bLjcdiJctmJctpxO21EOe0NtntddmLcDoVlEYk4Crci0jHZHZCQaS1H6jA2TfCVH6aGuOBAKUV9WUV5ITbTT4yvgBhfARmNXfMw/5+31nBSZYum3IimlCiKA1EUBaLY74+ixPRSYnoprfRSWhlFiRlNCV62mVGUEE2l6QZMbJjYCWAzzLrKY+u7UbfPVretGif7icN0JxDvdREX5SDOY4Xk4HqUkziPg7goqxY52u0IhmKv20G0y47X5cDlUN2xiLQdCrciIkdiGOCOsZajlU0A+Gus0FuaB2X5dbXDe63PyiKoLoHqUqgqsdarSsBXCoDDrCHGX0QMRaQdfM0WLM31mXb2lcezryyOfWYchcRRaMazz4xjpxnPPuIoNOOoxB18SS9g2qi1IjS12LDbHbhcLjwuF26XE4/bjdfjJNplBeJot936rP/usr7H1IXl+tDsdTnwuu14nXYcelFPRJpJ4VZEJJTsTojrbC3HKuC3Am992K0utYZaqy456PMI69UlVu+yYWu42Ox160aD7aZhg5oKjOpSXIafDPaTYew/vvs2geq6pRRKTK/1Ql79i3l1n4VmLFuI5XszJri9zIzCafhxUIsTPy5qibIHiHEGiHGYxDhNou0BvI4A0XYTw+XB50qiJiqF2qgU7O4YPC4HUU47HqedKJcNj8OOp64soz5AW+HaCtF2jYcsErEUbkVEws1mh6gEa2kFwVhXU2UNx1aWbw3TVl5w0FJozWJXv15bBYGA9dJeoBYCfsxALQaNjyYZZ1QQZ1SQxd7mN9QEauqWI6g0XVZvM3EUmPEUmvF8d1APdCleyk0PFbipwEOF6SbgjMbm8uJ2uxv0Jntdduw2w1oMA8MwsNvAafhxmTV48OE2q3GZPtxU47BBwBUDnnjwxON0eXA7bLidVv2ztVh1z26HzQrf9UtdjbTqnkVCS+FWRKSjcnogvqu1NIMBBwXeutBr+q1RLaqKDqpT3tdIzfJBtcu+MrA5Me1OsDsxbU4ChoNA3affcFJrOPDjoAY7Nn8V7up9RPn24QxUE2X4yDQKyKSgaTfgh+pyJxXlbsrxUGm6qcJp9RxTjceowUM1Hny4jMNPI32wKtNJKXX10XWf+/BSanopwUuRGRss/bACeTzlzkQcTk9dr/OB4BvltNeNu+yoG3fZERxm7sBYzA3HXY5y2jX2snR4CrciItJ8Nhtgs8oxDhbTCejTpEsZB30eczyrLqvrYa7vgT54va4XuroUfOWYNRVW+YavHMO0wqrbqMFNDYmUHW7250PU2NzU2tzU2DyYpoHbX4YnUA5QF4iL6WQUN+XWKan1UlATz76Kg4KvGYePA3/X+qqPQsA8qLFm8NPAh5Mawwl2NwG7u26EEQ+Gw43N4cZwerA53dicUdidLuw2Gzabre7Tjt1uYLPZsRmGtd1ubbPb7GBzYNrd2Gw2bLa6Xm3DwGaAzTAwDLDbjOC6+6AROzx1I3Z4gqUjdjwOm2qrpUUo3IqISPtV/7JfUs+jHhqMg6ZpTRFdF3Q5KPRSWwUONziiwFm3ODwN1p2GgROIOvjiDeqmi39QF13/vcjqsS7PxywrwCzPxygvxAjUBMs4erEndH+bAOCrW0LIZ9rx4cSHw/o0HVTjOvAdB9WmkypcFOEmz3RRiYuqusXqIbe21RhuAg4PAbsHbI7gYtjsYHNi2O0YdieGzW6t25zY7A4riNsMbDYDR13pSH05icOgLrCD3bC22RwObA43DpcHm8OF0+nC6bDjtBu4HTacdmtxBdcNHLa6T7sNh83AabfhsBs4bdZn/bpN9dttTpsIt4888gj33nsveXl5DBw4kIceeojhw4cf9vjnnnuOOXPmsGPHDvr06cM999zDBRdc0IotFhGRdssw6gKsG7xJoblmE+umjboF07RCb1nBgRrng9cDtdYJwdLmuhXz4FpnExOTgD+Av6aaQE0VZk0VgdpqK6zX+sBfhVHrw/BXYwv4sPmrsZk1GKZ1vlG3HAuX4cd18GyAoch2fhqbYLDFBEyjLowfCOQ+00lN3TZrCD1/3dB5fgwjgEkAEz9+/BgE6hocAEyqcFOBm0o8Vl03Hmub4aESD1V4qDQ8VBpR+AwXGA4CNgemYfWIBwyHNTyhYce0OTHsDkybHcPmAsMK0DabVZ9tGDYMm1HX217/3YZh2LAbNgyHE5vdic3hwuZwYnM4sTvc2Bwu7E4nDocLh8OJw2HDVRfYHTYbLof16bAbddutUO9yWJ8Ou3W829H2A33Yw+2yZcuYOXMmixcvJjs7m0WLFjF27FhycnJITU095PgPPviAyy+/nPnz53PRRRexdOlSxo8fz/r16+nfv38Y7kBERKSZDAOiEq2l0wnNvwzWiHHHPWqcadYFZ9Oa7e/g9UCtFZRrq6zZ/+pnDKytW+q31VZZPeM1ldZSW3lgvaYSs6aCgK8Sv68C01eBWVOJWVNV96Ki9bKiUffiohHwg2l9Gmb9UothBqCR0owD3xuGL5tpBdXgd8PEQw0eaoDKA3/EZnJTSzzlRz7IbKShYVRtOvAHI7yBH9tBcb7u07RRUTdidv1+79R/0b1n33A3/4gM0zTD+qfOzs5m2LBhPPzwwwAEAgEyMzOZMWMGN9xwwyHHT5w4kfLycv7zn/8Et5122mkMGjSIxYsXH/X3SkpKiI+Pp7i4mLi4uNDdiIiIiLRd/toDYdxfc2hAP3ibzdagTIK6muMAdmoNKxDWmHb8pg2/aWL6Kq0XI+tKXIxgyYu1btRUQE05tppya5SSQC1moNZqU6DGGnkk4IdAzYGAH6jBCNRa/8OCg/9Hxw/WMTFMEwhgmCaGWYvNrMVu1mIz/djNGmwhTNW7p3xI5x4nhux6h3M8eS2sPbc+n49169Yxe/bs4DabzcaYMWNYs2ZNo+esWbOGmTNnNtg2duxYXnzxxUaPr66uprq6Ovi9pKTk+BsuIiIi7Yu97j/9u6KbfQkbBCfJjjrSgW1NwG+F90BN3Wet1bteF6Stnnn/gZFPTH+DkVAC/lr8fj+1/hrSOx/DZDZhFtZwW1hYiN/vJy2twVw8pKWlsXnz5kbPycvLa/T4vLy8Ro+fP38+t956a2gaLCIiItLe2OzWgqd5p9ctzqMd2EZE/Bgcs2fPpri4OLjk5uaGu0kiIiIi0kLC2nObkpKC3W5n796GM9js3buX9PT0Rs9JT09v0vFutxu32x2aBouIiIhImxbWnluXy8WQIUNYtWpVcFsgEGDVqlWMGDGi0XNGjBjR4HiAFStWHPZ4EREREek4wj4U2MyZM5kyZQpDhw5l+PDhLFq0iPLycqZNmwbA5MmT6dKlC/Pnzwfguuuu46yzzuL+++/nwgsv5Nlnn+WTTz7h8ccfD+dtiIiIiEgbEPZwO3HiRAoKCrjlllvIy8tj0KBBvP7668GXxnbt2oXNdqCDeeTIkSxdupSbb76ZG2+8kT59+vDiiy9qjFsRERERCf84t61N49yKiIiItG3Hk9cifrQEEREREek4wl6W0NrqO6o1mYOIiIhI21Sf05pTYNDhwm1paSkAmZmZYW6JiIiIiBxJaWkp8fHxTTqnw9XcBgIBdu/eTWxsLIZhtPjvlZSUkJmZSW5urmp8I4iea+TRM41Meq6RR880Mv3wuZqmSWlpKZ07d24wsMCx6HA9tzabja5du7b678bFxekfYQTSc408eqaRSc818uiZRqaDn2tTe2zr6YUyEREREYkYCrciIiIiEjEUbluY2+1m7ty5uN3ucDdFQkjPNfLomUYmPdfIo2camUL5XDvcC2UiIiIiErnUcysiIiIiEUPhVkREREQihsKtiIiIiEQMhVsRERERiRgKty3skUceISsrC4/HQ3Z2NmvXrg13k6QJ/vvf/zJu3Dg6d+6MYRi8+OKLDfabpsktt9xCRkYGUVFRjBkzhq+//jo8jZVjMn/+fIYNG0ZsbCypqamMHz+enJycBsdUVVUxffp0kpOTiYmJ4dJLL2Xv3r1harEczaOPPsqAAQOCg7+PGDGC1157Lbhfz7P9u/vuuzEMg+uvvz64Tc+1/Zk3bx6GYTRY+vXrF9wfqmeqcNuCli1bxsyZM5k7dy7r169n4MCBjB07lvz8/HA3TY5ReXk5AwcO5JFHHml0/4IFC3jwwQdZvHgxH330EdHR0YwdO5aqqqpWbqkcq9WrVzN9+nQ+/PBDVqxYQU1NDeeddx7l5eXBY37729/y73//m+eee47Vq1eze/duLrnkkjC2Wo6ka9eu3H333axbt45PPvmEc845h4svvphNmzYBep7t3ccff8xjjz3GgAEDGmzXc22fTj75ZPbs2RNc3nvvveC+kD1TU1rM8OHDzenTpwe/+/1+s3Pnzub8+fPD2CppLsB84YUXgt8DgYCZnp5u3nvvvcFtRUVFptvtNv/xj3+EoYXSHPn5+SZgrl692jRN6xk6nU7zueeeCx7z1VdfmYC5Zs2acDVTmigxMdF88skn9TzbudLSUrNPnz7mihUrzLPOOsu87rrrTNPUv9P2au7cuebAgQMb3RfKZ6qe2xbi8/lYt24dY8aMCW6z2WyMGTOGNWvWhLFlEirbt28nLy+vwTOOj48nOztbz7gdKS4uBiApKQmAdevWUVNT0+C59uvXj27duum5tgN+v59nn32W8vJyRowYoefZzk2fPp0LL7ywwfMD/Tttz77++ms6d+5Mz549mTRpErt27QJC+0wdIW2xBBUWFuL3+0lLS2uwPS0tjc2bN4epVRJKeXl5AI0+4/p90rYFAgGuv/56Tj/9dPr37w9Yz9XlcpGQkNDgWD3Xtm3jxo2MGDGCqqoqYmJieOGFFzjppJPYsGGDnmc79eyzz7J+/Xo+/vjjQ/bp32n7lJ2dzVNPPUXfvn3Zs2cPt956K2eeeSZffPFFSJ+pwq2IdFjTp0/niy++aFDzJe1T37592bBhA8XFxSxfvpwpU6awevXqcDdLmik3N5frrruOFStW4PF4wt0cCZHzzz8/uD5gwACys7Pp3r07//znP4mKigrZ76gsoYWkpKRgt9sPectv7969pKenh6lVEkr1z1HPuH269tpr+c9//sPbb79N165dg9vT09Px+XwUFRU1OF7PtW1zuVz07t2bIUOGMH/+fAYOHMgDDzyg59lOrVu3jvz8fAYPHozD4cDhcLB69WoefPBBHA4HaWlpeq4RICEhgRNOOIGtW7eG9N+qwm0LcblcDBkyhFWrVgW3BQIBVq1axYgRI8LYMgmVHj16kJ6e3uAZl5SU8NFHH+kZt2GmaXLttdfywgsv8NZbb9GjR48G+4cMGYLT6WzwXHNycti1a5eeazsSCASorq7W82ynRo8ezcaNG9mwYUNwGTp0KJMmTQqu67m2f2VlZWzbto2MjIyQ/ltVWUILmjlzJlOmTGHo0KEMHz6cRYsWUV5ezrRp08LdNDlGZWVlbN26Nfh9+/btbNiwgaSkJLp168b111/PHXfcQZ8+fejRowdz5syhc+fOjB8/PnyNliOaPn06S5cu5aWXXiI2NjZYyxUfH09UVBTx8fH88pe/ZObMmSQlJREXF8eMGTMYMWIEp512WphbL42ZPXs2559/Pt26daO0tJSlS5fyzjvv8MYbb+h5tlOxsbHBOvh60dHRJCcnB7frubY/s2bNYty4cXTv3p3du3czd+5c7HY7l19+eWj/rR7HiA5yDB566CGzW7dupsvlMocPH25++OGH4W6SNMHbb79tAocsU6ZMMU3TGg5szpw5Zlpamul2u83Ro0ebOTk54W20HFFjzxMw//rXvwaPqaysNK+55hozMTHR9Hq95oQJE8w9e/aEr9FyRL/4xS/M7t27my6Xy+zUqZM5evRo88033wzu1/OMDAcPBWaaeq7t0cSJE82MjAzT5XKZXbp0MSdOnGhu3bo1uD9Uz9QwTdMMYSgXEREREQkb1dyKiIiISMRQuBURERGRiKFwKyIiIiIRQ+FWRERERCKGwq2IiIiIRAyFWxERERGJGAq3IiIiIhIxFG5FREREJGIo3IqIdFCGYfDiiy+GuxkiIiGlcCsiEgZTp07FMIxDlh//+MfhbpqISLvmCHcDREQ6qh//+Mf89a9/bbDN7XaHqTUiIpFBPbciImHidrtJT09vsCQmJgJWycCjjz7K+eefT1RUFD179mT58uUNzt+4cSPnnHMOUVFRJCcnc/XVV1NWVtbgmCVLlnDyySfjdrvJyMjg2muvbbC/sLCQCRMm4PV66dOnDy+//HLL3rSISAtTuBURaaPmzJnDpZdeymeffcakSZP4+c9/zldffQVAeXk5Y8eOJTExkY8//pjnnnuOlStXNgivjz76KNOnT+fqq69m48aNvPzyy/Tu3bvBb9x666387Gc/4/PPP+eCCy5g0qRJ7N+/v1XvU0QklAzTNM1wN0JEpKOZOnUq//d//4fH42mw/cYbb+TGG2/EMAx+/etf8+ijjwb3nXbaaQwePJg///nPPPHEE/zxj38kNzeX6OhoAF599VXGjRvH7t27SUtLo0uXLkybNo077rij0TYYhsHNN9/M7bffDliBOSYmhtdee021vyLSbqnmVkQkTM4+++wG4RUgKSkpuD5ixIgG+0aMGMGGDRsA+Oqrrxg4cGAw2AKcfvrpBAIBcnJyMAyD3bt3M3r06CO2YcCAAcH16Oho4uLiyM/Pb+4tiYiEncKtiEiYREdHH1ImECpRUVHHdJzT6Wzw3TAMAoFASzRJRKRVqOZWRKSN+vDDDw/5fuKJJwJw4okn8tlnn1FeXh7c//7772Oz2ejbty+xsbFkZWWxatWqVm2ziEi4qedWRCRMqqurycvLa7DN4XCQkpICwHPPPcfQoUM544wzeOaZZ1i7di1/+ctfAJg0aRJz585lypQpzJs3j4KCAmbMmMGVV15JWloaAPPmzePXv/41qampnH/++ZSWlvL+++8zY8aM1r1REZFWpHArIhImr7/+OhkZGQ229e3bl82bNwPWSAbPPvss11xzDRkZGfzjH//gpJNOAsDr9fLGG29w3XXXMWzYMLxeL5deeikLFy4MXmvKlClUVVXxpz/9iVmzZpGSksJll13WejcoIhIGGi1BRKQNMgyDF154gfHjx4e7KSIi7YpqbkVEREQkYijcioiIiEjEUM2tiEgbpIoxEZHmUc+tiIiIiEQMhVsRERERiRgKtyIiIiISMRRuRURERCRiKNyKiIiISMRQuBURERGRiKFwKyIiIiIRQ+FWRERERCLG/wdxh4YyH77vqAAAAABJRU5ErkJggg==\n",
|
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"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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QmnNOuwWXw0pozblQuy8Unq6LowUIAWLO9qFJQAU17BYXF5Oenu4/zszMZPPmzcTExNCxY0emTJnC7Nmz6datm3/qseTkZP+MDRdeeCHDhw/nZz/7GS+99BJVVVVMnjyZsWPHNngmhtbqqquuok+fPjz//PPn/FkbNmzA5XKde1EiIs2B1wPFuVB06ITtMLhPeF2UDWXHjr/H6oSoDhDV8aQt1bc/VRiurvB9njv7pO3g8fNFh3x9T0+j0hlHcVgaBc6OHLF34JA3kvySKvJLKskrqaS0wnNi2y5GTayt3VdjoQIbFdioNKxUm31/9WxYHRgWB1jtmKwhNZsda00rYm3roeWElsQTz5vNJiwmE3ar2bdZzDhOeG23mrHV7MOsvms2i++azWrGZjH5Xltq7zP5X9fe57CZzxgoRRoqqGH3q6++4uqrr/Yf1/ajHT9+PC+//DKPPPIIJSUl3HPPPRQUFHD55Zfz4Ycf1hnNv2jRIiZPnsyQIUP8i0rMmzfvvP8sLY1hGHg8HqzW7/9HIC4u7jxUJCKCrzXVfRDsLgiNBctZ/mfKMKAkD/J212x7ava7oDDrjAHzRB6zHbO3ClN12fHPOoVqswO3I5EiexwhVUWEVebiqj52yntPVmZykmVOJtNIZo8ngV1VCXxnJLHXSKS4PBS+52OiQm10iA6lfbST9tFOOsTUvg4lymmrE0itFg0Wlran2cyzG0xnmretvLyczMxM0tLSCAkJwTAMyqo8QanTabM06P9wJ0yYwMKFC+ucW7BgAXfffTfvv/8+v/71r9m2bRv/+c9/6NChA1OnTuXLL7+kpKSECy+8kDlz5tSZ8u3kbgwmk4m//vWvvPfee3z00UekpKTwhz/8gZtuuum0NZ38exSRFqyyxNfqaXeBPQwstsa9v+wY5GfCsUzI/w7y99a8zvS1qPqZIDQGXPEQFlezTzjhdbyvRdXm9H3OkV0nhNrdvoFPp2GYLJQ5YimyxXLU3I7D3igOVkfyXWUEGWXhHDJiyDGicOPChock01Ham46QYsqjvelIzeZ7nUQ+ZtOp/1Nabtg4bMRwmJiaz/TtD9fsDxkxHCGKkzsamEwQ6bQR5bQRGWonymkjKtRGO5eDDjG+INshxklKlJPwkEb+/kVaqFY3z25zVVbloeeTHwXlu3c8PYxQ+/c/sj/96U/s3r2biy++mKeffhqAb775BoDHHnuMZ599ls6dOxMdHc2BAwe4/vrreeaZZ3A4HLzyyiuMHDmSXbt20bFjx9N+x8yZM5k7dy6///3veeGFFxg3bhz79u0jJkY9lERaDa8XCvZBzjc123bflp9JnYFRFsfx4OsIO/7a7gJHONhCfQG3NtCeIYQCYAvFqC7HZHh9A7JKj8KRnY0v3zCRZcSSYSSTYSSTbqSQ4U1mn5FAHpF4y07fymmzmEiICOGCiBBcDisWczJmkwm3GXabzaSbTVhMYDabsBvVxHjzaFd1mChPHuXWCEocCZQ4Eqi0R2KpGexjMZmwWkwkmkykmH1dAuxWsy/UnhBoo5x2wkOsrWqAkEgwKey2QpGRkdjtdkJDQ/2zUnz77bcAPP3001x77bX+e2NiYujdu7f/eNasWSxbtozly5czefLk037HhAkTuPPOOwH4zW9+w7x581i/fj3Dhw9vih9JRE5WWeobwFSc6xtEVZxzwutcKDnim1fUGQUhUafZR/v2zmjfvKNHdkHOthPC7Q6oLDr195ttvumkwDe6v6wCyvIbXH6BJYYcSxLZ5kQOkMh+I4FMbzzfVceRXRZKVbWHGIqINRX6Nnz7OFOBb08hsSY3saZCnFSw34j3h9nacJtpJFJB3SXKLWYToQ4LXSJCSIwMIbFmnxARQlLNPjEyhJhQu8KmSCuhsNtITpuFHU8PC9p3n6sTV5sD3yDBGTNm8N5773Ho0CGqq6spKytj//79Z/ycXr16+V+7XC4iIiLqTQMnImfBU1UzWCrb91f6Jw5sOjHUVpx+5cdA8prtFEd05UhoV/bb0thNJ7ZWp7C3LJTSslKqykqgoogQygmjnFBTOWGUEUoFYaYyQinHZSqnyAhlvxHPPiOB/UY8ZZypO5MBmHFborG6EjC57BguG9WhdqpcdspcdkpcdtwuOwWhdiJq+qVeYjbR12LGYva1oNrMZiw1e6vF5J+6SUTaFoXdRjKZTA3qStBcnTyrwrRp01ixYgXPPvssXbt2xel0cuutt1JZeea5F222un3ETCYTXm/DBnyItFmVpTWj8A/6Rv67Dx4fkV/7ujiXOl0EzsQaUtOHNcHXf/XE165Y32wAZcfwlB6jqvgY1aX5eEqOQVkBpooCLBU1Kzx5SgHIt8SRYU7lG08Hvq5I4RtvR/YaiVSXnvzvvGqgNmzXTq8PDquZCKeNiBBrzd7mPw5zWLnQZuEHNgtOm9k372fNFFLOE/ZOu286qahQOy57w8YpiIicSctNbXJGdrsdj+f7B9J9/vnnTJgwgdGjRwO+lt69e/c2cXUirVBFMRQeOB5aTwyzta20ZQ0bnY/ZBhFJEJECEckQXvM6PAHCEv2BtswUyiF3OYcKa7aCMrLzyzmcWcahwnIKy6pwl4VRUnnmqRitVGOnmtKTWlstZhPxEQ7iI0JICHf4/7o/PtxBbLiDSH+gtRIRYiMkAH/7JCISaAq7rVSnTp1Yt24de/fuJSws7LStrt26dePtt99m5MiRmEwmpk+frhZakVOpLPWF2YL9vkUACvb7Bm8V7PdttStbfR9bKEQk4w1PpjI0gcrQRMqdiZSGJFDsSMBti6PIEkl5tUFZpYfyKg9lVV7Kij0cPVxRE2wPcajwOwpKqxr1I7jsFl9APSmkRtScS4hwkBhRE2gjHLRzObDor/1FpIVT2G2lpk2bxvjx4+nZsydlZWUsWLDglPc999xzTJw4kcGDBxMbG8ujjz6K231++gKKNDueKt9sAUe+rdl2HQ+2DVnNKiQSItpjRCRRFZpIgS2ePFM7sr3RZFZFsqcsggy3hezCcnKyy/HW661QVLM1nMtuISnKSVJkSM3mJDnKF1jbuRz+QBseYtUcqyLSJmmeXRo3z66cHf0epVnxVPnmZc3d6Qu0R3Yen6PVe4bWUkcERlRHqsM74HYmk29L5LApnr2eWNIrY9hbbOVQYRnZBeUUV1Q3qBSH1dd/1VnTZ9VxYp/WmrXsa9evjwm1kxTlJDEyhORIJ0lRIYQ7rOrXKiJtgubZFZHWrXZFrPzvID/Dtz+a4Ztiq5Y/9JlOODbVveY+BEfTTxtqvbZQSiO6cszVhcP2juwniYzqduwsi+K7YhuHD5ZTUX2qrj71++PGuOwkR/mCaXKUbwGA5Chfy2tKlJN2YeomICLS1BR2RaT58HqhNM/XleDEQJuf4TsXwOm2KsxOsm2pZJo68K03ha3liWyrTCK7vB1G0an+ur+qZvOJcdl9c7JGOEiMdNbM1+qoCbNOkiOdOO0asCUiEmwKuyLS9CqK6y96cMqFEHLBe6a//jdBZHs80WmUuDqSZ29PLtEUVXgpqaiiuLyaYv++mpKKKiqrvRxv7zU4Rhh7vO3Jph0G9UNtmMNKXLjDvyWE1yw2ULsAQc3gLc08ICLSMijsikhgGIavS0HuDl9f2NwdkFsz0KtRLbImvJHtKQtL5ZizA4ctSWQaiXxbEcfWkmj2Fno4klPRqNLsVjOxLjsxYXbauRwMDncQH+EgLsw3rVZcuIP4mnDbkufRFhGR+vRvdRFpvLJjviBbG2yP1Lw+0/RbttB6CyAYYfHkm6L5rszF9iInX+XZWJ9j5kiOATmn+pBS/6tQu4X20U4SI53Euuy0C7MT43LQzmUnpua4nctBTJgWJxARacsUdkXExzCgouh494KiwzVdDGr2Jx6fNtSaIKYzxF94fIu7EKI6YthdHCwoY/vBQrZmFbKtZl9YdvJAMd8EMREhVtpHh5IS7aR9tG9wV/top+9clJOoUJsCrIiIfC+FXZG2xOsFd5Zviq28PXC0Zn9sry/IVpc1/LMiO0Bcj5pQ29O3j72AUuxkF5RxsKCcg8fKOJBVyo7sHWw7WEh+Sf1lqG0WExcmRXBJSiSXpERycUokHduFEhFiO8WXioiINI7CrkhrVFFcE2TTIW/38ddH078/0NrDa5alPWE74dhtiWGftx0HSm1kF5SRdayM7K1lHCwoIrtgDcfOsKqX1Wyie2I4vdpHcklKFJekRHJBYhgOqwZ7iYhI01DYFWkNDMPXZ3bXB77t4EZquwPUY7b5uhrEdoN2XSH2AohJg/BEX6C1u/B6DQ4WlJFxpJj03GIycovJ2F5C+pFi8kuygewzlhPusJISfXxO2e6JvpbbHonhmsVARETOK4VdOaVOnToxZcoUpkyZEuxS5HSqK2Hf57D7Q9j1vm9J2xO54qBdN4itCbTtuvkCblQqWKwYhoG7rJoDx0rZd7SUjPRi0nN3k55bzHd5xZRXnWrhBJ+ECAcpUU5SokNJjgqhfc3csrUBV10QRESkuVDYFWlJSvMh/WNf6236x3Wn9LKGQNqPoPsIuGAYRngShWVVZB0rI+tYKVm5ZWTtKiPr2GayjpVy8FgZRWdY0tZmMZEW66JrfBhd4sL8+85xLk3PJSIiLYb+iyXSXJW7oWCfb/BY3h7I+AT2fQGG5/g9rji4YDiFHYeyzfEDth+pZme6m11r0sk6to3iM4TZWrFhDjrEOOsE2q7xYXSIdmK1nGolMRERkZZDYbexDAOqSr//vqZgC4UGTLX0//7f/2PGjBlkZWVhNh8PKzfffDPt2rXjV7/6FVOnTuXLL7+kpKSECy+8kDlz5jB06NCmrF5O5qmCwqzjgda/1RyX5Z/ybRUxPdgXeyVrbQP4xN2eHduLObK2Ath+yvvjwh11pu1qH113Ci8taSsiIq2Zwm5jVZXCb5KD891PZIPd9b233XbbbTzwwAN8+umnDBkyBID8/Hw+/PBD3n//fYqLi7n++ut55plncDgcvPLKK4wcOZJdu3bRsWPHpv4p2q7Cg76W2X2fw/61vtbaE1tpT8ETEkNhSAoHjHjWV3dlifsiMrJjTxgf5pvv1mSCtFgXFyZF0DMpgguTwklt5yIlyqkBYSIi0qYp7LZC0dHRjBgxgsWLF/vD7ptvvklsbCxXX301ZrOZ3r17+++fNWsWy5YtY/ny5UyePDlYZbcuhgH539WE25qAW7Cv/n0WB0SnQnQnPJGpZJvi2VEWw5fHwll52Mn+gvpBNdRuoUdiOD2TI/zhtntiuPrRioiInIL+69hYtlBfC2uwvruBxo0bx89+9jP+8pe/4HA4WLRoEWPHjsVsNlNcXMyMGTN47733OHToENXV1ZSVlbF///7v/2A5Na8Xjuw8Hmz3feFbhexEJjMk9YbUyyB1MPmRF7HhqJ1N+wv5at8xtu0opNJTdwYEu8VMr/aR9EuNplf7KHomR5AaE4rZrJXDREREGkJht7FMpgZ1JQi2kSNHYhgG7733Hv379+e///0vf/zjHwGYNm0aK1as4Nlnn6Vr1644nU5uvfVWKivrr24lp1EbbjP/C3v/6wu4Zcfq3mOxQ8qllKcM4EB4H7bRnZ3HDPZkF5O+uZisY9/U+9h2Ljv9UqO5tFM0/VKjuTglUgsuiIiInAOF3VYqJCSEW265hUWLFpGenk737t3p27cvAJ9//jkTJkxg9OjRABQXF7N3794gVtsC1IbbvWt84Xbv5/UGkBm2UApj+7I3rA9fcyGrSjuy41Alubsrau74rt7HdosPqwm2MfRLjaZTu1BMDRiEKCIiIg2jsNuKjRs3jhtvvJFvvvmGH//4x/7z3bp14+2332bkyJGYTCamT5+O13v6BQTaJMOAI9/WbbktPVr3HpuLsqT+fG2+mCW5HXk/P5HqohP/SBX5XyVGhNAtwTetV7eEMLrGhdEjMYLIUC2+ICIi0pQUdluxa665hpiYGHbt2sX//M//+M8/99xzTJw4kcGDBxMbG8ujjz6K2+0+wye1IfmZsG0pbP0nHN1T95otFDoOxJ04kM8qLmBBZjRf7y7xXzaZoGN0KN3iffPU1m5d4sO0opiIiEiQKOy2Ymazmezs+oPpOnXqxCeffFLn3KRJk+oct6luDSVH4Zu3fQE3a/3x89YQ6DgIOl1OYcIA3juaxDvbjrDhk3wMA6AEi9nEZV1jGdkriesuSiTSqVArIiLSnCjsSttUWQq73vcF3IyV4K1Zacxk9i252+sOitKG8VF6Ke9uyWbNh3l4vMdbv/t3iuam3smMuCSJ2DBHkH4IERER+T4Ku9J2eKohc5Wvm8LOd6Gy2H/JSOpDbqebWOe6mg15drZ9XsiOpevqTAV2cUoEN/VO5sZeySRHOYPxE4iIiEgjKexK6+Op8i23m7fbt0rZ0T2Ql+4bcFZe4L+txJnCV5HX8mblIFZkRVKe6QUO1fmoLnEubuqdwsjeSXSOCzuvP4aIiIicO4VdabnKCiB3Z02Y3e0LtEf3+IJubbeEk7hNEbznHcDSysvYVN4NjtVO8+XFZbdwcUokl6REckn7SHq1j9JUYCIiIi2cwm4DGb4RSXKWAvL7cx+C/V/AvrWwfy3kfAOc+nO9tlCOhXRkjzeJDUXt2F2dyHdGMruN9lRhJdRuoX9yBJekRNGrfSQXp0TSOdallclERERaGYXd72Gx+FavqqysxOlUP82zVVpaCoDN1sDZCgwDjmacEG6/8LXYniyyA8R2ozq6K5kksbawHf8+6GJ9fggUHQ+uCREOfnRBHHentaN3+0g6x4VhUbAVERFp9RR2v4fVaiU0NJQjR45gs9kwm83BLqlFMQyD0tJScnNziYqK8v/PwykV58L2t30LOOz/Ekpy6143mSHhYkgdDB0HcSjqB/xnn8Fnu3JZu+4o5VXHB5NZzCb6pUZzVfc4rrognguTwtUdQUREpA1S2P0eJpOJpKQkMjMz2bdvX7DLabGioqJITEw8/Q17PoZl99Rdpcxih5RLIXUQdBwMHfrjsUfw6be5LFq3j892b+fE3hGJESH86II4ruoex2XdYrWQg4iIiCjsNoTdbqdbt25UVlYGu5QWyWaznb5F11MNn86GNX/0Hcf3hIvH+Fpvk/uCLQSAXHc5b3x+gNfXf0V2Ybn/7T/sFMPVPeK5qnscPRLVeisiIiJ1Kew2kNlsJiQkJNhltC6FWfDmT+DAl77j/j+D62b7A65hGHyRnseidfv4zzc5VHt9zbhRoTZu69eeO3/YUdOBiYiIyBkp7Epw7P4Ilt0LZcfAEQE3vQAXjQLgWEklb23KYvG6/XyXV+J/S7/UaH48sCMjLk4ixHaGvr8iIiIiNZr9aKuioiKmTJlCamoqTqeTwYMHs2HDBv/1CRMmYDKZ6mzDhw8PYsVyRp4q+M90WHy7L+gm9YF7V8FFo0jPLWLqPzczYM5KZr+3k+/ySghzWPnfgal88NAVvHXfYEb/oL2CroiIiDRYs2/Z/elPf8r27dt59dVXSU5O5rXXXmPo0KHs2LGDlJQUAIYPH86CBQv873E4HMEqV86k4AC8ORGy1vuOf3gvXDcLj9nO31Zl8If/7PYvz9szKYIfD0zlpj7JhDma/T+mIiIi0kw16xRRVlbGW2+9xb/+9S+uvPJKAGbMmMG7777L/PnzmT17NuALt2cc6S/Bt+sDWPZz33K9jki4+UXoeRN780qYtnQjX+07BsDV3eN4cEg3+nSI0mAzEREROWfNOuxWV1fj8XjqDQxzOp2sWbPGf/zZZ58RHx9PdHQ011xzDbNnz6Zdu3an/dyKigoqKir8x263O/DFi091JaycCWtf9B0n94XbFmBEpfLal/v4zXs7KavyEOaw8uSNPbnt0vYKuSIiIhIwJqOZr4M7ePBg7HY7ixcvJiEhgddff53x48fTtWtXdu3axZIlSwgNDSUtLY2MjAyeeOIJwsLCWLt27Wmnu5oxYwYzZ86sd76wsJCIiIim/pHahqoyyPgU/vssHNzoOzfwfhg6k+xiD4++tZX/7skDYFDndvz+tl60jw4NYsEiIiLSnLndbiIjIxud15p92M3IyGDixImsXr0ai8VC3759ueCCC9i4cSM7d+6sd/93331Hly5d+PjjjxkyZMgpP/NULbsdOnRQ2D1Xpfm+WRa+/TdkfAJVviWCCYmEUfMxul/P25sOMuPdbygqrybEZuax4T24a1AnzFq6V0RERM7gbMNus+7GANClSxdWrVpFSUkJbrebpKQk7rjjDjp37nzK+zt37kxsbCzp6emnDbsOh0OD2ALl2D7Y9T58+x7s+wIMz/FrkR2gxw0waDJ51nieeHUj/9mRA0CfDlE8d3tvzZMrIiIiTarZh91aLpcLl8vFsWPH+Oijj5g7d+4p78vKyuLo0aMkJSWd5wrbCMOAnO2+cPvtv+HwtrrXEy7xBdwe10NiLzCZ+HD7IZ5Ytpr8kkpsFhNThl7AvVd2xmpp9jPfiYiISAvX7MPuRx99hGEYdO/enfT0dB5++GF69OjB3XffTXFxMTNnzmTMmDEkJiaSkZHBI488QteuXRk2bFiwS29dDMMXbj+eAUfTj583maHj4OMBN7qT/9KB/FKeW7GbZV8fBKBHYjjP3d6HnsnqKiIiIiLnR7MPu4WFhTz++ONkZWURExPDmDFjeOaZZ7DZbFRXV7N161YWLlxIQUEBycnJXHfddcyaNUvdFAIp91v48FH47jPfsdUJXa7xBdwLhoPr+MwXFdUeVuzI4Y0NB1iTnodhgNkE913VhYeGXIDdqtZcEREROX+a/QC18+FsOzy3emUFsOp3sO7/fH1xLQ647EG4bAo46va13ZNTxBsbDvD21wfJL6n0n7+8ayxTr7uAvh2jz2/tIiIi0qq02gFqEgReL2x+DT6eCaW+6cHocSNcNxti0vy3lVZW8++th3hjwwE21iwKAZAQ4eD2Sztw+6Ud6BCj6cREREQkeBR2pa4DG+CDhyH7a99x7AUw/LfQ1TezhWEYbDtYyJINB1i+OZviimoALGYTQ3rEM/aHHbiyW5wGn4mIiEizoLArPkWHfS25Wxb7ju3hcNVjMOBesNgA2LjvGDOWf8O2g4X+t6W2C+WO/h24tW974iNCTvXJIiIiIkGjsNvWVVfCuvmw6vdQWeQ71+fHMORJCE8AoKi8irkf7uK1dfswDLBbzYy4OJE7+ndgYFo7LQghIiIizZbCbluW+V94byrk7fYdp/SDEb+H9v38t/znm8M8+a9vOOwuB+DWfu15fEQP2oVptgsRERFp/hR226KSPPjPr2HL675jVxwMnQG9/wfMvr62ue5ynlr+DR9sPwz4uivMGX0Jg7vGBqloERERkcZT2G1LamdZWPEklB0DTHDpRF+XBWdUzS0GSzYcYM4HOykqr8ZiNnHPlZ15aEg3QmyWoJYvIiIi0lgKu21F7k749y9g/1rfccLFcOPz0KG//5aMI8U8/vY21mfmA9C7fSRzbumlFc9ERESkxVLYbe0qS2H1XPjiBfBWgy0Urn4CBtwHFt/jr6z28tKqDF78JJ1Kj5dQu4VfXtedCYM7YdHgMxEREWnBFHZbsz0r4L1fQsE+33H362HEXIjq4L9l0/5jPPbWVnbnFANwVfc4Zo+6mPbRWgxCREREWj6F3dbIfQg+fAx2vOM7jkjxhdwLb/TfUlnt5fmPd/PSqgy8BrRz2XlyZE9u6p2MyaTWXBEREWkdFHZbmy1v+FpzK4vAZIGB98FVj4MjzH/L7pwipizZzI5DbgBu+UEK02/sSbTLHqyqRURERJqEwm5rYRjw2W9h1W99xyn9fAPQknr5b/F6Df7xeSZzP9pFZbWX6FAbvxl9CSMuSQpOzSIiIiJNTGG3NaiuhHcfOr7U7+W/gGumg/n4VGEHC8qY9s8trP3uKABXd4/jd7f2Ij5cS/yKiIhI66Ww29KVF8Ib/wuZq3zdFm74A1x6t/+yYRi8vekgM5Z/Q1FFNU6bhek39uTOH3ZQ31wRERFp9RR2W7KCA7DoNjiyE+xhcNvL0O1a/+X8kkqeeHsbH37jWwWtb8conru9D51iXUEqWEREROT8UthtqQ5tgUW3Q/FhCEuEcUvr9M/99NtcHn5zK3nFFVjNJn5x7QXce2VnrBZzEIsWEREROb8Udlui3f+BpROgqgTie8L//NM/d25pZTWz39vJ4nX7AegaH8bzd/Th4pTIIBYsIiIiEhwKuy3NV/+A96aB4YHOV8Htr0CIL8hWebzcvWAD62qW+514WRqPDO9OiM1yhg8UERERab0a/XfanTp14umnn2b//v1NUY+cjtcLH8+Af//CF3T7jIP/WeoPugBzP/yWdZn5hDmsLPrpAJ4c2VNBV0RERNq0RofdKVOm8Pbbb9O5c2euvfZalixZQkVFRVPUJrWqK+Dtn8KaP/qOr3oCbv4zWI8vAvHe1kP89b+ZADx7Wy8u6xobjEpFREREmpWzCrubN29m/fr1XHjhhTzwwAMkJSUxefJkNm3a1BQ1tm3lhfDKKNj+FpitMOoluOpROGHasPTcIh55cwsA917ZmeEXa5EIERERETiLsFurb9++zJs3j+zsbJ566in+9re/0b9/f/r06cM//vEPDMMIZJ1t18qnYf8X4IiAH78Ffe6sc7m4opp7X91ISaWHgZ1jeHhY9yAVKiIiItL8nPUAtaqqKpYtW8aCBQtYsWIFAwcO5Cc/+QlZWVk88cQTfPzxxyxevDiQtbY9+Zmw8WXf6zteg84/qnPZMAweeXMLGUdKSIwI4YU7+2pqMREREZETNDrsbtq0iQULFvD6669jNpu56667+OMf/0iPHj3894wePZr+/fsHtNA26bPfgrcaugypF3QB/r4mk/e3HcZmMfHncX2JC3cEoUgRERGR5qvRYbd///5ce+21zJ8/n1GjRmGz2erdk5aWxtixYwNSYJuVuxO2vuF7PWR6vcvrvjvKnA++BWD6jT3plxp9PqsTERERaREaHXa/++47UlNTz3iPy+ViwYIFZ12UAJ/MBgy48CZI/kGdSznuciYt/hqP12BUn2T+d+CZn4eIiIhIW9XoDp65ubmsW7eu3vl169bx1VdfBaSoNi9rI3z7bzCZ4Zpf17lU5fEyadEm8oor6JEYzm9uuQTTCTMziIiIiMhxjQ67kyZN4sCBA/XOHzx4kEmTJgWkqDbvk6d9+953Qlzd2RV+8/5Ovtp3jPAQKy/9uB+hdi2CJyIiInI6jQ67O3bsoG/fvvXO/+AHP2DHjh0BKapN+24VfPcZmG3wo0frXPrX5oMs+HwvAM/d3odOsa7zX5+IiIhIC9LosOtwOMjJyal3/tChQ1itamU8J4YBn8zyvb70bog+3hd31+EiHntrGwCTru7CtT0TglGhiIiISIvS6LB73XXX8fjjj1NYWOg/V1BQwBNPPMG1114b0OLanF0fQNYGsIXCFdP8p93lVdz32kbKqjxc3jWWqddq4QgRERGRhmh0U+yzzz7LlVdeSWpqKj/4gW+WgM2bN5OQkMCrr74a8ALbDK/3eKvugJ9DuK/l1jAMHl66he/ySkiODOFPY/tgMWtAmoiIiEhDNDrspqSksHXrVhYtWsSWLVtwOp3cfffd3Hnnnaecc1caaPtbkLsDHJFw2YP+0//eeoiPvsnBbjHzlx/3o12YFo4QERERaaiz6mTrcrm45557Al1L2+Wpgk+f8b2+7EFwHl8gYvtBX3eR2/u3p0+HqCAUJyIiItJynfWIsh07drB//34qKyvrnL/pppvOuag25+tX4VgmuOJg4H11LuUWVQDQPjo0GJWJiIiItGhntYLa6NGj2bZtGyaTCcMwAPwLG3g8nsBW2NpVlcGqub7XVz4M9rrTieUWlQOQEKHuCyIiIiKN1ejZGB566CHS0tLIzc0lNDSUb775htWrV3PppZfy2WefNUGJrdyGv0HRIYjsAP0m1Luc4/a17MaHh5znwkRERERavka37K5du5ZPPvmE2NhYzGYzZrOZyy+/nDlz5vDggw/y9ddfN0WdrVO5G/77nO/1VY+BtX7rba5bLbsiIiIiZ6vRLbsej4fw8HAAYmNjyc7OBiA1NZVdu3YFtrrWbu2foSwfYi+AXmPrXS6v8uAurwYgTi27IiIiIo3W6LB78cUXs2XLFgAGDBjA3Llz+fzzz3n66afp3LlzwAssKipiypQppKam4nQ6GTx4MBs2bPBfNwyDJ598kqSkJJxOJ0OHDmXPnj0BryPgSo7C2hd9r6/+FVjqN7Ln1nRhcFjNRIRodToRERGRxmp02P31r3+N1+sF4OmnnyYzM5MrrriC999/n3nz5gW8wJ/+9KesWLGCV199lW3btnHdddcxdOhQDh48CMDcuXOZN28eL730EuvWrcPlcjFs2DDKy8sDXktArXkOKoshqTdceOoZLI4PTgvxDwAUERERkYYzGbXTKZyD/Px8oqOjAx7IysrKCA8P51//+hc33HCD/3y/fv0YMWIEs2bNIjk5mV/+8pdMm+ZbXrewsJCEhARefvllxo6t3zXgVNxuN5GRkRQWFhIRERHQn+GUCg/CvB+ApwLGvQXdhp7ytve2HmLS4k1cmhrNm/cNbvq6RERERJqps81rjWrZraqqwmq1sn379jrnY2JimqTlsbq6Go/HQ0hI3f6qTqeTNWvWkJmZyeHDhxk69HhYjIyMZMCAAaxdu/a0n1tRUYHb7a6znVerf+8LuqmXQdchp73txJZdEREREWm8RoVdm81Gx44dz9tcuuHh4QwaNIhZs2aRnZ2Nx+PhtddeY+3atRw6dIjDhw8DkJCQUOd9CQkJ/munMmfOHCIjI/1bhw4dmvTnqONohm8RCYBrpsMZ/iehdkGJuHDNxCAiIiJyNhrdZ/dXv/oVTzzxBPn5+U1RTz2vvvoqhmGQkpKCw+Fg3rx53HnnnZjNjS7d7/HHH6ewsNC/HThwIIAVf4/CLHDFQ7frIHXQGW/NqZl2LF7TjomIiIiclUYP8X/xxRdJT08nOTmZ1NRUXK66K35t2rQpYMUBdOnShVWrVlFSUoLb7SYpKYk77riDzp07k5iYCEBOTg5JSUn+9+Tk5NCnT5/TfqbD4cDhCFKA7PwjeHATlBV8761Halp2EzTtmIiIiMhZaXTYHTVqVBOU8f1cLhcul4tjx47x0UcfMXfuXNLS0khMTGTlypX+cOt2u1m3bh333XdfUOpsEJvTt30PteyKiIiInJtGh92nnnqqKeo4rY8++gjDMOjevTvp6ek8/PDD9OjRg7vvvhuTycSUKVOYPXs23bp1Iy0tjenTp5OcnBy0UB5ItX12NUBNRERE5Ow0+5UKCgsLefzxx8nKyiImJoYxY8bwzDPPYLPZAHjkkUcoKSnhnnvuoaCggMsvv5wPP/yw3gwOLU1FtYeC0ioA4jVATUREROSsNHqeXbPZfMZpxs7XTA2BdN7n2W2AA/mlXDH3U+xWM7tmDdeiEiIiItKmnW1ea3TL7rJly+ocV1VV8fXXX7Nw4UJmzpzZ2I+T06jtwhAf7lDQFRERETlLjQ67N998c71zt956KxdddBFvvPEGP/nJTwJSWFuXWzs4TV0YRERERM7a2U9We5KBAweycuXKQH1cm3e8Zbdl9z0WERERCaaAhN2ysjLmzZtHSkpKID5OOHGpYLXsioiIiJytRndjiI6OrtOH1DAMioqKCA0N5bXXXgtocW1ZjrumZVfTjomIiIictUaH3T/+8Y91wq7ZbCYuLo4BAwYQHR0d0OLashMHqImIiIjI2Wl02J0wYUITlCEn8w9QU8uuiIiIyFlrdJ/dBQsWsHTp0nrnly5dysKFCwNSlKhlV0RERCQQGh1258yZQ2xsbL3z8fHx/OY3vwlIUW1dZbWX/JJKQEsFi4iIiJyLRofd/fv3k5aWVu98amoq+/fvD0hRbd2RYl+rrs1iIjrUFuRqRERERFquRofd+Ph4tm7dWu/8li1baNeuXUCKauuOLygRotXTRERERM5Bo8PunXfeyYMPPsinn36Kx+PB4/HwySef8NBDDzF27NimqLHNqZ12LE79dUVERETOSaNnY5g1axZ79+5lyJAhWK2+t3u9Xu666y712Q2QI0VaKlhEREQkEBoddu12O2+88QazZ89m8+bNOJ1OLrnkElJTU5uivjapdiYGDU4TEREROTeNDru1unXrRrdu3QJZi9TIcatlV0RERCQQGt1nd8yYMfzud7+rd37u3LncdtttASmqrVPLroiIiEhgNDrsrl69muuvv77e+REjRrB69eqAFNXW+QeoRahlV0RERORcNDrsFhcXY7fb65232Wy43e6AFNXWaYCaiIiISGA0OuxecsklvPHGG/XOL1myhJ49ewakqLasyuPlqFZPExEREQmIRg9Qmz59OrfccgsZGRlcc801AKxcuZLFixfz5ptvBrzAtiavuALDAKvZRExo/RZ0EREREWm4RofdkSNH8s477/Cb3/yGN998E6fTSe/evfnkk0+IiYlpihrblNwTFpQwm7V6moiIiMi5OKupx2644QZuuOEGANxuN6+//jrTpk1j48aNeDyegBbY1mjaMREREZHAaXSf3VqrV69m/PjxJCcn84c//IFrrrmGL7/8MpC1tUm1047Fhau/roiIiMi5alTL7uHDh3n55Zf5+9//jtvt5vbbb6eiooJ33nlHg9MC5Pgcu2rZFRERETlXDW7ZHTlyJN27d2fr1q08//zzZGdn88ILLzRlbW1Srr8bg1p2RURERM5Vg1t2P/jgAx588EHuu+8+LRPchNSyKyIiIhI4DW7ZXbNmDUVFRfTr148BAwbw4osvkpeX15S1tUn+AWoKuyIiIiLnrMFhd+DAgfz1r3/l0KFD3HvvvSxZsoTk5GS8Xi8rVqygqKioKetsM2pbdtWNQUREROTcNXo2BpfLxcSJE1mzZg3btm3jl7/8Jb/97W+Jj4/npptuaooa24xqj5ejxTVhVy27IiIiIufsrKceA+jevTtz584lKyuL119/PVA1tVlHSyrxGmA2QTuXwq6IiIjIuTqnsFvLYrEwatQoli9fHoiPa7NqV0+LDXNg0eppIiIiIucsIGFXAqN2cFpChPrrioiIiASCwm4zcnxwmrowiIiIiASCwm4zkltUO+2YWnZFREREAkFhtxnJcatlV0RERCSQFHabkSNFWlBCREREJJAUdpsR/1LBWlBCREREJCAUdpsRLRUsIiIiElgKu82Ex2uQV1wJaOoxERERkUBp1mHX4/Ewffp00tLScDqddOnShVmzZmEYhv+eCRMmYDKZ6mzDhw8PYtVn52hJBR6vgckE7Vz2YJcjIiIi0ipYg13Amfzud79j/vz5LFy4kIsuuoivvvqKu+++m8jISB588EH/fcOHD2fBggX+Y4ej5XUDqF09rZ3LgdXSrP8fRERERKTFaNZh94svvuDmm2/mhhtuAKBTp068/vrrrF+/vs59DoeDxMTEYJQYMEdqB6epv66IiIhIwDTrJsTBgwezcuVKdu/eDcCWLVtYs2YNI0aMqHPfZ599Rnx8PN27d+e+++7j6NGjZ/zciooK3G53nS3Y/IPTNMeuiIiISMA065bdxx57DLfbTY8ePbBYLHg8Hp555hnGjRvnv2f48OHccsstpKWlkZGRwRNPPMGIESNYu3YtFovllJ87Z84cZs6ceb5+jAbxTzumwWkiIiIiAdOsw+4///lPFi1axOLFi7nooovYvHkzU6ZMITk5mfHjxwMwduxY//2XXHIJvXr1okuXLnz22WcMGTLklJ/7+OOPM3XqVP+x2+2mQ4cOTfvDfA+17IqIiIgEXrMOuw8//DCPPfaYP9Becskl7Nu3jzlz5vjD7sk6d+5MbGws6enppw27Doej2Q1iq23ZjVPLroiIiEjANOs+u6WlpZjNdUu0WCx4vd7TvicrK4ujR4+SlJTU1OUF1PHV05pXCBcRERFpyZp1y+7IkSN55pln6NixIxdddBFff/01zz33HBMnTgSguLiYmTNnMmbMGBITE8nIyOCRRx6ha9euDBs2LMjVN06uf/U0teyKiIiIBEqzDrsvvPAC06dP5/777yc3N5fk5GTuvfdennzyScDXyrt161YWLlxIQUEBycnJXHfddcyaNavZdVM4E6/X0NRjIiIiIk3AZJy4HFkb5Xa7iYyMpLCwkIiIiPP+/XnFFVw6+2NMJtg9ewQ2LSohIiIiUsfZ5jWlqmagdvW0mFC7gq6IiIhIAClZNQO5ReqvKyIiItIUFHabgdqWXc2xKyIiIhJYCrvNgL9lV2FXREREJKAUdpuBHLeWChYRERFpCgq7zcDxPrtq2RUREREJJIXdZqB29bT4cLXsioiIiASSwm4z4B+gppZdERERkYBS2A0ywzA0QE1ERESkiSjsBtmx0iqqPL5F7OIUdkVEREQCSmE3yGpbdaNDbTisliBXIyIiItK6KOwGWa6mHRMRERFpMgq7QZbj9rXsqguDiIiISOAp7AaZph0TERERaToKu0GWW9Oym6Bpx0REREQCTmE3yI637CrsioiIiASawm6Q1YZdDVATERERCTyF3SCrHaCm1dNEREREAk9hN4h8q6dpgJqIiIhIU1HYDaLCsioqq72Aph4TERERaQoKu0FU26ob6bQRYtPqaSIiIiKBprAbRMdXT1OrroiIiEhTUNgNIv/gNPXXFREREWkSCrtBpDl2RURERJqWwm4Q5RbVTjumll0RERGRpqCwG0S1fXbVsisiIiLSNBR2g+h4y67CroiIiEhTUNgNohy3lgoWERERaUoKu0HiWz2tdjYGteyKiIiINAWF3SApqqimvMq3epqmHhMRERFpGgq7QZJbM8dueIgVp12rp4mIiIg0BYXdINFMDCIiIiJNT2E3SHJq+utqcJqIiIhI01HYDRK17IqIiIg0PYXdIKldKlgtuyIiIiJNR2E3SHJqBqjFqWVXREREpMko7AZJbctuvFp2RURERJqMwm6Q1E49lqCWXREREZEmo7AbJGrZFREREWl6CrtBUFxRTWmlB9BsDCIiIiJNqVmHXY/Hw/Tp00lLS8PpdNKlSxdmzZqFYRj+ewzD4MknnyQpKQmn08nQoUPZs2dPEKv+frWD08IcVlwOa5CrEREREWm9mnXY/d3vfsf8+fN58cUX2blzJ7/73e+YO3cuL7zwgv+euXPnMm/ePF566SXWrVuHy+Vi2LBhlJeXB7HyM9McuyIiIiLnR7NuVvziiy+4+eabueGGGwDo1KkTr7/+OuvXrwd8rbrPP/88v/71r7n55psBeOWVV0hISOCdd95h7NixQav9THJrVk+Lj1DYFREREWlKzbpld/DgwaxcuZLdu3cDsGXLFtasWcOIESMAyMzM5PDhwwwdOtT/nsjISAYMGMDatWtP+7kVFRW43e462/l0vGVXg9NEREREmlKzbtl97LHHcLvd9OjRA4vFgsfj4ZlnnmHcuHEAHD58GICEhIQ670tISPBfO5U5c+Ywc+bMpiv8e9S27CaoZVdERESkSTXrlt1//vOfLFq0iMWLF7Np0yYWLlzIs88+y8KFC8/pcx9//HEKCwv924EDBwJUccPkqGVXRERE5Lxo1i27Dz/8MI899pi/7+0ll1zCvn37mDNnDuPHjycxMRGAnJwckpKS/O/LycmhT58+p/1ch8OBwxG8VlX12RURERE5P5p1y25paSlmc90SLRYLXq8XgLS0NBITE1m5cqX/utvtZt26dQwaNOi81toY6rMrIiIicn4065bdkSNH8swzz9CxY0cuuugivv76a5577jkmTpwIgMlkYsqUKcyePZtu3bqRlpbG9OnTSU5OZtSoUcEt/gyOr56mll0RERGRptSsw+4LL7zA9OnTuf/++8nNzSU5OZl7772XJ5980n/PI488QklJCffccw8FBQVcfvnlfPjhh4SENM9W05KKaoorqgHNsysiIiLS1EzGicuRtVFut5vIyEgKCwuJiIho0u/KzCvh6mc/I9Ru4ZuZwzCZTE36fSIiIiKtwdnmtWbdZ7c1yq1ZKjg+3KGgKyIiItLEmnU3htaoZ3IES38+iKpqb7BLEREREWn1FHbPs/AQG/07xQS7DBEREZE2Qd0YRERERKTVUtgVERERkVZLYVdEREREWi2FXRERERFptRR2RURERKTVUtgVERERkVZLYVdEREREWi3NswvUrpjsdruDXImIiIiInEptTqvNbQ2lsAsUFRUB0KFDhyBXIiIiIiJnUlRURGRkZIPvNxmNjcetkNfrJTs7m/DwcEwmU5N/n9vtpkOHDhw4cICIiIgm/z5penqmrZOea+ujZ9o66bm2Pqd6poZhUFRURHJyMmZzw3viqmUXMJvNtG/f/rx/b0REhP5QtjJ6pq2Tnmvro2faOum5tj4nP9PGtOjW0gA1EREREWm1FHZFREREpNVS2A0Ch8PBU089hcPhCHYpEiB6pq2Tnmvro2faOum5tj6BfKYaoCYiIiIirZZadkVERESk1VLYFREREZFWS2FXRERERFothV0RERERabUUds+zP//5z3Tq1ImQkBAGDBjA+vXrg12SNMLq1asZOXIkycnJmEwm3nnnnTrXDcPgySefJCkpCafTydChQ9mzZ09wipUGmTNnDv379yc8PJz4+HhGjRrFrl276txTXl7OpEmTaNeuHWFhYYwZM4acnJwgVSzfZ/78+fTq1cs/Gf2gQYP44IMP/Nf1PFu+3/72t5hMJqZMmeI/p+fa8syYMQOTyVRn69Gjh/96oJ6pwu559MYbbzB16lSeeuopNm3aRO/evRk2bBi5ubnBLk0aqKSkhN69e/PnP//5lNfnzp3LvHnzeOmll1i3bh0ul4thw4ZRXl5+niuVhlq1ahWTJk3iyy+/ZMWKFVRVVXHddddRUlLiv+cXv/gF7777LkuXLmXVqlVkZ2dzyy23BLFqOZP27dvz29/+lo0bN/LVV19xzTXXcPPNN/PNN98Aep4t3YYNG/i///s/evXqVee8nmvLdNFFF3Ho0CH/tmbNGv+1gD1TQ86bH/7wh8akSZP8xx6Px0hOTjbmzJkTxKrkbAHGsmXL/Mder9dITEw0fv/73/vPFRQUGA6Hw3j99deDUKGcjdzcXAMwVq1aZRiG7xnabDZj6dKl/nt27txpAMbatWuDVaY0UnR0tPG3v/1Nz7OFKyoqMrp162asWLHC+NGPfmQ89NBDhmHoz2lL9dRTTxm9e/c+5bVAPlO17J4nlZWVbNy4kaFDh/rPmc1mhg4dytq1a4NYmQRKZmYmhw8frvOMIyMjGTBggJ5xC1JYWAhATEwMABs3bqSqqqrOc+3RowcdO3bUc20BPB4PS5YsoaSkhEGDBul5tnCTJk3ihhtuqPP8QH9OW7I9e/aQnJxM586dGTduHPv37wcC+0ytAa1YTisvLw+Px0NCQkKd8wkJCXz77bdBqkoC6fDhwwCnfMa116R583q9TJkyhcsuu4yLL74Y8D1Xu91OVFRUnXv1XJu3bdu2MWjQIMrLywkLC2PZsmX07NmTzZs363m2UEuWLGHTpk1s2LCh3jX9OW2ZBgwYwMsvv0z37t05dOgQM2fO5IorrmD79u0BfaYKuyIiNSZNmsT27dvr9BmTlql79+5s3ryZwsJC3nzzTcaPH8+qVauCXZacpQMHDvDQQw+xYsUKQkJCgl2OBMiIESP8r3v16sWAAQNITU3ln//8J06nM2Dfo24M50lsbCwWi6XeKMKcnBwSExODVJUEUu1z1DNumSZPnsy///1vPv30U9q3b+8/n5iYSGVlJQUFBXXu13Nt3ux2O127dqVfv37MmTOH3r1786c//UnPs4XauHEjubm59O3bF6vVitVqZdWqVcybNw+r1UpCQoKeaysQFRXFBRdcQHp6ekD/rCrsnid2u51+/fqxcuVK/zmv18vKlSsZNGhQECuTQElLSyMxMbHOM3a73axbt07PuBkzDIPJkyezbNkyPvnkE9LS0upc79evHzabrc5z3bVrF/v379dzbUG8Xi8VFRV6ni3UkCFD2LZtG5s3b/Zvl156KePGjfO/1nNt+YqLi8nIyCApKSmgf1bVjeE8mjp1KuPHj+fSSy/lhz/8Ic8//zwlJSXcfffdwS5NGqi4uJj09HT/cWZmJps3byYmJoaOHTsyZcoUZs+eTbdu3UhLS2P69OkkJyczatSo4BUtZzRp0iQWL17Mv/71L8LDw/19wSIjI3E6nURGRvKTn/yEqVOnEhMTQ0REBA888ACDBg1i4MCBQa5eTuXxxx9nxIgRdOzYkaKiIhYvXsxnn33GRx99pOfZQoWHh/v70ddyuVy0a9fOf17PteWZNm0aI0eOJDU1lezsbJ566iksFgt33nlnYP+snsOMEXIWXnjhBaNjx46G3W43fvjDHxpffvllsEuSRvj0008NoN42fvx4wzB8049Nnz7dSEhIMBwOhzFkyBBj165dwS1azuhUzxMwFixY4L+nrKzMuP/++43o6GgjNDTUGD16tHHo0KHgFS1nNHHiRCM1NdWw2+1GXFycMWTIEOM///mP/7qeZ+tw4tRjhqHn2hLdcccdRlJSkmG3242UlBTjjjvuMNLT0/3XA/VMTYZhGAEM6SIiIiIizYb67IqIiIhIq6WwKyIiIiKtlsKuiIiIiLRaCrsiIiIi0mop7IqIiIhIq6WwKyIiIiKtlsKuiIiIiLRaCrsiIiIi0mop7IqIiJ/JZOKdd94JdhkiIgGjsCsi0kxMmDABk8lUbxs+fHiwSxMRabGswS5ARESOGz58OAsWLKhzzuFwBKkaEZGWTy27IiLNiMPhIDExsc4WHR0N+LoYzJ8/nxEjRuB0OuncuTNvvvlmnfdv27aNa665BqfTSbt27bjnnnsoLi6uc88//vEPLrroIhwOB0lJSUyePLnO9by8PEaPHk1oaCjdunVj+fLlTftDi4g0IYVdEZEWZPr06YwZM4YtW7Ywbtw4xo4dy86dOwEoKSlh2LBhREdHs2HDBpYuXcrHH39cJ8zOnz+fSZMmcc8997Bt2zaWL19O165d63zHzJkzuf3229m6dSvXX38948aNIz8//7z+nCIigWIyDMMIdhEiIuLrs/vaa68REhJS5/wTTzzBE088gclk4uc//znz58/3Xxs4cCB9+/blL3/5C3/961959NFHOXDgAC6XC4D333+fkSNHkp2dTUJCAikpKdx9993Mnj37lDWYTCZ+/etfM2vWLMAXoMPCwvjggw/Ud1hEWiT12RURaUauvvrqOmEWICYmxv960KBBda4NGjSIzZs3A7Bz50569+7tD7oAl112GV6vl127dmEymcjOzmbIkCFnrKFXr17+1y6Xi4iICHJzc8/2RxIRCSqFXRGRZsTlctXrVhAoTqezQffZbLY6xyaTCa/X2xQliYg0OfXZFRFpQb788st6xxdeeCEAF154IVu2bKGkpMR//fPPP8dsNtO9e3fCw8Pp1KkTK1euPK81i4gEk1p2RUSakYqKCg4fPlznnNVqJTY2FoClS5dy6aWXcvnll7No0SLWr1/P3//+dwDGjRvHU089xfjx45kxYwZHjhzhgQce4H//939JSEgAYMaMGfz85z8nPj6eESNGUFRUxOeff84DDzxwfn9QEZHzRGFXRKQZ+fDDD0lKSqpzrnv37nz77beAb6aEJUuWcP/995OUlMTrr79Oz549AQgNDeWjjz7ioYceon///oSGhjJmzBiee+45/2eNHz+e8vJy/vjHPzJt2jRiY2O59dZbz98PKCJynmk2BhGRFsJkMrFs2TJGjRoV7FJERFoM9dkVERERkVZLYVdEREREWi312RURaSHU60xEpPHUsisiIiIirZbCroiIiIi0Wgq7IiIiItJqKeyKiIiISKulsCsiIiIirZbCroiIiIi0Wgq7IiIiItJqKeyKiIiISKv1/wF3MNFN8ihn6AAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0069823070 Train Acc: 99.9104156494%\n",
|
|
"Val loss: 0.0060780102 Val Acc: 99.9604187012%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
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"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train loss: 0.0063563190 Train Acc: 99.9479141235%\n",
|
|
"Val loss: 0.0058185895 Val Acc: 99.9395828247%\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"device = getDevice()\n",
|
|
"model = MNIST_ClassficationModel().to(device)\n",
|
|
"criterion = nn.CrossEntropyLoss()\n",
|
|
"optimizer = torch.optim.Adam(model.parameters(), lr=0.001)\n",
|
|
"fit(device, 50, model, optimizer, criterion, trainLoader, valLoader, accuracy=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 218,
|
|
"id": "a04e130b",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"0.9726\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"transform = torchvision.transforms.Compose([torchvision.transforms.ToTensor()])\n",
|
|
"test_data = MNIST(\"./data\", train=False, download=True, transform=transform)\n",
|
|
"testLoader = DataLoader(test_data, batch_size=128, collate_fn=reshape_batch)\n",
|
|
"\n",
|
|
"correct = 0\n",
|
|
"for x, y in testLoader:\n",
|
|
" x, y = x.to(device), y.to(device)\n",
|
|
" predicts = model(x)\n",
|
|
" correct += ((predicts.argmax(dim=1)==y).sum()).item()\n",
|
|
"print(correct/len(test_data))"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"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": "3.10.8"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|