From c879234b33ca8531f2234187e40b339a156b005e Mon Sep 17 00:00:00 2001 From: skyrb <39897055+skyrb@users.noreply.github.com> Date: Sun, 9 Dec 2018 17:09:47 +0530 Subject: [PATCH 1/2] Add files via upload uses different parameter and activation function --- Result.csv | 49 ++ Untitled14.ipynb | 1799 ++++++++++++++++++++++++++++++++++++++++++++++ plots.zip | Bin 0 -> 1091740 bytes 3 files changed, 1848 insertions(+) create mode 100644 Result.csv create mode 100644 Untitled14.ipynb create mode 100644 plots.zip diff --git a/Result.csv b/Result.csv new file mode 100644 index 0000000..26ee060 --- /dev/null +++ b/Result.csv @@ -0,0 +1,49 @@ +Sl.No.,Learning Rate,Layer1,Layer2,Accuracy_7_epoch +1,0.03,ReLU(),ReLU(),0.94577456 +2,0.03,ReLU(),Tanh(),0.9741526 +3,0.03,ReLU(),Sigmoid(),0.9736408 +4,0.03,ReLU(),SELU(),0.97318584 +5,0.03,Tanh(),ReLU(),0.9771667 +6,0.03,Tanh(),Tanh(),0.97978276 +7,0.03,Tanh(),Sigmoid(),0.9781193 +8,0.03,Tanh(),SELU(),0.9779345 +9,0.03,Sigmoid(),ReLU(),0.98103386 +10,0.03,Sigmoid(),Tanh(),0.98160255 +11,0.03,Sigmoid(),Sigmoid(),0.97486347 +12,0.03,Sigmoid(),SELU(),0.9809628 +13,0.03,SELU(),ReLU(),0.97765017 +14,0.03,SELU(),Tanh(),0.98103386 +15,0.03,SELU(),Sigmoid(),0.9828964 +16,0.03,SELU(),SELU(),0.97884446 +17,0.003,ReLU(),ReLU(),0.9843039 +18,0.003,ReLU(),Tanh(),0.98417604 +19,0.003,ReLU(),Sigmoid(),0.98392004 +20,0.003,ReLU(),SELU(),0.98460245 +21,0.003,Tanh(),ReLU(),0.9826831 +22,0.003,Tanh(),Tanh(),0.9835362 +23,0.003,Tanh(),Sigmoid(),0.98207176 +24,0.003,Tanh(),SELU(),0.98335135 +25,0.003,Sigmoid(),ReLU(),0.9828253 +26,0.003,Sigmoid(),Tanh(),0.9827115 +27,0.003,Sigmoid(),Sigmoid(),0.97951263 +28,0.003,Sigmoid(),SELU(),0.98211443 +29,0.003,SELU(),ReLU(),0.98305273 +30,0.003,SELU(),Tanh(),0.9834935 +31,0.003,SELU(),Sigmoid(),0.98339397 +32,0.003,SELU(),SELU(),0.98399115 +33,0.001,ReLU(),ReLU(),0.9840196 +34,0.001,ReLU(),Tanh(),0.98428977 +35,0.001,ReLU(),Sigmoid(),0.98433226 +36,0.001,ReLU(),SELU(),0.984503 +37,0.001,Tanh(),ReLU(),0.9821998 +38,0.001,Tanh(),Tanh(),0.9839201 +39,0.001,Tanh(),Sigmoid(),0.9833229 +40,0.001,Tanh(),SELU(),0.9843892 +41,0.001,Sigmoid(),ReLU(),0.98222816 +42,0.001,Sigmoid(),Tanh(),0.98183006 +43,0.001,Sigmoid(),Sigmoid(),0.9812614 +44,0.001,Sigmoid(),SELU(),0.98161685 +45,0.001,SELU(),ReLU(),0.98328024 +46,0.001,SELU(),Tanh(),0.9841333 +47,0.001,SELU(),Sigmoid(),0.9836356 +48,0.001,SELU(),SELU(),0.98416173 diff --git a/Untitled14.ipynb b/Untitled14.ipynb new file mode 100644 index 0000000..575b1ed --- /dev/null +++ b/Untitled14.ipynb @@ -0,0 +1,1799 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "from torch import nn\n", + "from torch import optim\n", + "import torch.nn.functional as F\n", + "from torchvision import datasets,transforms" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "%config InlineBackend.figure_format = 'retina'\n", + "\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "transform=transforms.Compose([transforms.ToTensor(),\n", + " transforms.Normalize((0.5,0.5,0.5),(0.5,0.5,0.5))])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "trainset=datasets.MNIST('~/.pytorch/MNIST_data/',download=True,train=True,transform=transform)\n", + "trainloder=torch.utils.data.DataLoader(trainset,batch_size=64,shuffle=True)\n", + "\n", + "testset=datasets.MNIST('~/.pytorch/MNIST_data/',download=True,train=False,transform=transform)\n", + "testloder=torch.utils.data.DataLoader(testset,batch_size=64,shuffle=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "class Classifier(nn.Module):\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.fc1 = nn.Linear(784, 256)\n", + " self.fc2 = nn.Linear(256, 64)\n", + " self.fc3 = nn.Linear(64, 10)\n", + "\n", + " # Dropout module with 0.2 drop probability\n", + " self.dropout = nn.Dropout(p=0.2)\n", + "\n", + " def forward(self, x,a,b):\n", + " # make sure input tensor is flattened\n", + " x = x.view(x.shape[0], -1)\n", + "\n", + " # Now with dropout\n", + " x = self.dropout(a(self.fc1(x)))\n", + " x = self.dropout(b(self.fc2(x)))\n", + "\n", + " # output so no dropout here\n", + " x = F.log_softmax(self.fc3(x), dim=1)\n", + "\n", + " return x" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " ----------------FOR LEARNING RATE 0.03-------------------- \n", + "Layer1--ReLU() Layer2--ReLU()\n", + "Epoch: 1/7.. Training Loss: 0.709.. Test Loss: 0.322.. Test Accuracy: 0.902\n", + "Epoch: 2/7.. Training Loss: 0.333.. Test Loss: 0.223.. Test Accuracy: 0.934\n", + "Epoch: 3/7.. Training Loss: 0.252.. Test Loss: 0.174.. Test Accuracy: 0.946\n", + "Epoch: 4/7.. Training Loss: 0.205.. Test Loss: 0.155.. Test Accuracy: 0.952\n", + "Epoch: 5/7.. Training Loss: 0.177.. Test Loss: 0.138.. Test Accuracy: 0.959\n", + "Epoch: 6/7.. Training Loss: 0.157.. Test Loss: 0.126.. Test Accuracy: 0.963\n", + "Epoch: 7/7.. Training Loss: 0.143.. Test Loss: 0.119.. Test Accuracy: 0.965\n", + "accuracy mean: 0.946\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 666 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--ReLU() Layer2--Tanh()\n", + "Epoch: 1/7.. Training Loss: 0.129.. Test Loss: 0.103.. Test Accuracy: 0.970\n", + "Epoch: 2/7.. Training Loss: 0.112.. Test Loss: 0.092.. Test Accuracy: 0.972\n", + "Epoch: 3/7.. Training Loss: 0.104.. Test Loss: 0.091.. Test Accuracy: 0.973\n", + "Epoch: 4/7.. Training Loss: 0.095.. Test Loss: 0.084.. Test Accuracy: 0.974\n", + "Epoch: 5/7.. Training Loss: 0.091.. Test Loss: 0.081.. Test Accuracy: 0.975\n", + "Epoch: 6/7.. Training Loss: 0.084.. Test Loss: 0.080.. Test Accuracy: 0.977\n", + "Epoch: 7/7.. Training Loss: 0.080.. Test Loss: 0.074.. Test Accuracy: 0.978\n", + "accuracy mean: 0.974\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--ReLU() Layer2--Sigmoid()\n", + "Epoch: 1/7.. Training Loss: 0.212.. Test Loss: 0.126.. Test Accuracy: 0.970\n", + "Epoch: 2/7.. Training Loss: 0.154.. Test Loss: 0.108.. Test Accuracy: 0.971\n", + "Epoch: 3/7.. Training Loss: 0.133.. Test Loss: 0.102.. Test Accuracy: 0.972\n", + "Epoch: 4/7.. Training Loss: 0.121.. Test Loss: 0.093.. Test Accuracy: 0.974\n", + "Epoch: 5/7.. Training Loss: 0.113.. Test Loss: 0.090.. Test Accuracy: 0.975\n", + "Epoch: 6/7.. Training Loss: 0.106.. Test Loss: 0.084.. Test Accuracy: 0.976\n", + "Epoch: 7/7.. Training Loss: 0.100.. Test Loss: 0.079.. Test Accuracy: 0.978\n", + "accuracy mean: 0.974\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--ReLU() Layer2--SELU()\n", + "Epoch: 1/7.. Training Loss: 0.173.. Test Loss: 0.129.. Test Accuracy: 0.972\n", + "Epoch: 2/7.. Training Loss: 0.136.. Test Loss: 0.113.. Test Accuracy: 0.973\n", + "Epoch: 3/7.. Training Loss: 0.114.. Test Loss: 0.116.. Test Accuracy: 0.971\n", + "Epoch: 4/7.. Training Loss: 0.095.. Test Loss: 0.114.. Test Accuracy: 0.971\n", + "Epoch: 5/7.. Training Loss: 0.085.. Test Loss: 0.104.. Test Accuracy: 0.973\n", + "Epoch: 6/7.. Training Loss: 0.077.. Test Loss: 0.096.. Test Accuracy: 0.975\n", + "Epoch: 7/7.. Training Loss: 0.070.. Test Loss: 0.090.. Test Accuracy: 0.977\n", + "accuracy mean: 0.973\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Tanh() Layer2--ReLU()\n", + "Epoch: 1/7.. Training Loss: 0.132.. Test Loss: 0.078.. Test Accuracy: 0.976\n", + "Epoch: 2/7.. Training Loss: 0.104.. Test Loss: 0.108.. Test Accuracy: 0.965\n", + "Epoch: 3/7.. Training Loss: 0.095.. Test Loss: 0.069.. Test Accuracy: 0.980\n", + "Epoch: 4/7.. Training Loss: 0.089.. Test Loss: 0.070.. Test Accuracy: 0.979\n", + "Epoch: 5/7.. Training Loss: 0.086.. Test Loss: 0.067.. Test Accuracy: 0.979\n", + "Epoch: 6/7.. Training Loss: 0.082.. Test Loss: 0.065.. Test Accuracy: 0.980\n", + "Epoch: 7/7.. Training Loss: 0.080.. Test Loss: 0.069.. Test Accuracy: 0.980\n", + "accuracy mean: 0.977\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Tanh() Layer2--Tanh()\n", + "Epoch: 1/7.. Training Loss: 0.085.. Test Loss: 0.073.. Test Accuracy: 0.979\n", + "Epoch: 2/7.. Training Loss: 0.076.. Test Loss: 0.071.. Test Accuracy: 0.980\n", + "Epoch: 3/7.. Training Loss: 0.074.. Test Loss: 0.065.. Test Accuracy: 0.980\n", + "Epoch: 4/7.. Training Loss: 0.072.. Test Loss: 0.071.. Test Accuracy: 0.979\n", + "Epoch: 5/7.. Training Loss: 0.070.. Test Loss: 0.066.. Test Accuracy: 0.980\n", + "Epoch: 6/7.. Training Loss: 0.068.. Test Loss: 0.071.. Test Accuracy: 0.979\n", + "Epoch: 7/7.. Training Loss: 0.066.. Test Loss: 0.061.. Test Accuracy: 0.981\n", + "accuracy mean: 0.980\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 679 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Tanh() Layer2--Sigmoid()\n", + "Epoch: 1/7.. Training Loss: 0.152.. Test Loss: 0.096.. Test Accuracy: 0.977\n", + "Epoch: 2/7.. Training Loss: 0.119.. Test Loss: 0.085.. Test Accuracy: 0.977\n", + "Epoch: 3/7.. Training Loss: 0.105.. Test Loss: 0.079.. Test Accuracy: 0.977\n", + "Epoch: 4/7.. Training Loss: 0.096.. Test Loss: 0.075.. Test Accuracy: 0.978\n", + "Epoch: 5/7.. Training Loss: 0.091.. Test Loss: 0.073.. Test Accuracy: 0.979\n", + "Epoch: 6/7.. Training Loss: 0.087.. Test Loss: 0.071.. Test Accuracy: 0.978\n", + "Epoch: 7/7.. Training Loss: 0.083.. Test Loss: 0.067.. Test Accuracy: 0.980\n", + "accuracy mean: 0.978\n" + ] + }, + { + "data": { + "image/png": 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mZYKa6aFm+kOnffQ39A8ppc1rtpmgmTn+PWir9R5+62Y7bgK43Wa+dedBArLu+jHF1DnW6fU3zOuzXCy308z/OhPrfhXJ2a1VPFwmqzJBdyCN64Cb+t1dczOyTS3NMrGw/+wa6mqb4T4T9AnrnEpj/VbW8ZR07IP7HdabKhvTlPmvQxlPP1sfN+UTAZRL4z046FD/DSRn6F8yx3XRzJwbfPDBBx854cFMUCIiuhW+N8932cyzskHtMjS6QmePHIDJoHHQyzx/oJRSLtZrDQbiKiNoiVJqp4t5maaUqqCUEqVU71u1Dpt1JgBYYibt9rflPWXf56nVx5u7fvEmKaUup3PZkub5rJt6HVnlSrotlQ2UUr8DOAKdTeg8kMnn0F8mW4hIJccZIlIKOmhnlXPU2zzPVUqddLHqr6C/cP7HZO84uwbgI0+2waldgdAj/wZAZ+FNsCun9CAsopRK1Y+lUuoQdN+SW81LpaEzFidCB+HPicj0DGTyWhlKXyg9+IfzepciuS86d/7P+bqglLoJ4Fcz+YdSyjkzFwCs0eprO2W3NoXOclewGeDErOt1M1lH0h7wxmJlEE9SSsXazJ8CHQiy43hueHJeWWX8oY/lzJgNfdx3dcg4vx86G/MXpdRfaSzf2zxn5vh3xd3njWWJ0oOwpaCUWg4duPVB+rL2bJlzzeoLeY7TbGv6IRfbZ/WvfC4TTbAycz9SZnC0bDTenHPplsY1NyPbtBL69vtg6ExTZ73Nc6osUKXUAnMdFJv/F6z+MFP1e+zkqnlOz3G82mG5l5xniogvUmbFh3hYr/W/0wqlBzmyZd6DlgDWmZfyIbn9/tB9EYd6uE4iohyLQVAiIsoQEQkSkYFmkIMzInLTGiAByUGLUjaLzobOSLtdRBo4zfuveZ7uGNAwt2OVMZPzzYAYqR4ArIEkXI1ivD6925lTiEglEXlfRLaJHhgpwWF/jzTF7Pa3ZbOL163gReFMLJtPRJwHS7C6OzgPz1jlXHWTkOVE5AERWWAG6bjmMMCHgu52AXDap0qpIwB+hs4E7O1UZS/ozNwtSinnW9StQXT+6+b4tQby8HVer/GbMqMFp2MbBfqLfgR09wVdlc3ARZ5QSm1XSkWYbXkH+tZXa2CxYOj9sUNE7rWvwVZ987zGTZnVHtTzu4vXz5hnVz9+nDbP+ZA8KAmgu9sAgP3K9QBEm6EzpRzLuyR6EDFrcBLnH3kAJAVu19nNQ8pz44KLMo4cz71MnVdKqRPQAeNi0N2JAMnBKU8GRMrU8S96UKNnReRnU/6Gw7l6yBQrJq4HlnJ1DQM8uwZ6Kgo6O3KPUipF8F7pW9xjoI8zV91pZJjpBqa6mbQdlO0WS/PzNb3X3Ixuk/n/wQpwpvjBVUTuhO5fPA6pA9VpboK1inQulyalu/+xBj7qZT7vy4lIPhGpA2ARdKDeCjQnptlYkQrQ3QwArm+Ft8p2h/6RrBL0Z1kZ6KBnM+j3tiuADSJSMx2bRUSU46R3ZFAiIiKrX7uV0LfYWq4gedAQX+gv3alGEVVKnReRhdB9Gz4Ok1kmIrWgb6tNROp/1h0zoIp50ERXo6b+7cGyOY7o0Y8XALBG9LVuH7ZG6c4PnRXibtRWu6wzQAekAR0Eyuiydstbo+162vecVVeQh+UzzAQGZyDlSM03oDOwrC+YRaH/T7Lbp9OgMz57icgopUfOBdxkFyH5GC5oHmmxO4YzcvxOgh6w5AaATkoplyNAe0optR4m4GH25R3QP2D0gW73VyJSUSnlNlBnsuas/esqOxDQ/QCmxdXyCR7OB1Iew9Z1xmWGo1JKicgJ6CCNJ9clxzLutsnVOq1zKkEpFe/B+hzPz6w4r76AzrLvISJroDNBrwBY6MGyGT7+RaQIdMD9dof5V6EDwYnQgSlrFO4C0NdGZ66uYYBn10BPWVl3X7qYPwf6B4leSD1K9z/Q2ccZzdot4fC3y4y/W8jl9SkT19zMbNN06C4ImolIFYcsUuvH1kVKKVdZ165Yd0SkNTK7Nd/uDgp3RgKoAp1NPNA8HM2A7gu8ATz7IaQn9PlxGcA3rgqJSD3o8zsewD1OP+KtMf3tbjTrHQt97hMR5UrMBCUioowYDx0APQg9WEURpVSwUqq4UioceiRcdz41z91ExPpib30xWWqTeeX4eRXqcKuaq0cFF+u1ux08RzO3Tc6EDoB+Dz0IRKBSqrBSKtzsb+u23CwZrCaLWLd0uhqkypmVhZXeL6UZ0RX6y+EN6NsOK0Dv06IO+3SPKWu3T6Ohv/CXgxnkRESaIrnfza9slrGO4V4eHL/iIliZruNXRMZAjzidAKCbUup/6VneE0rbpJR6GsmDCxUC8KAnTczq9twCAWkXyXKu9ot1TvmaAaXS4pjZmBXn1ULoYMoDAJ6GvkX2Gw+zkzNz/I+GDoCegA7ohymlCjh83jjexu61Y8r8OGh1xfKGY5ajQ7bj+2Z+C5Ol52i3eb4dGePt88nd9Smj19wMb5PpXuMHM9kbAEQkP5K7K0jPgEgW68cLf5PZ7YqVzerux51UlFLxSqlHoDOKF0JnRx8GsBR6H/4Xet8ByZnT7lhB5wVpnKcvQO/r5TZ3McD86DLRTN7r8H8bEVGuwyAoERGli4j4Q4+wC+hBbBYqPRqroxJwQym1Erq/riIAOphbGLub2XZfTE47/J3pfttymVbQGTLHoDP5NqjUI3u73d9eYvVH6OktplY5T/sQzQyrj7gPlFJjlFJHnPuThJt9am5Ztm4Btm61tIL4C11kQFrHcLYcvyLyOoAXobOG/6uUcpkFlIWs/lKBlFnitsxt+dYXc3d9wXqjn1grq628qwImu80KdniSpetYxl3XFa621/Hc8OS8ciyT6fNKKXUVOjATAGCUedmTUeGBzB3/1vn6hFJqrk32Xk65/nWHvgvCEwLdp66jFea5uohUR/o5fk66PG5tWFnFgW7KZLYvyIxeczO6TRarD/JeZrTzztCZyMegR0RPrz8c/rYdnd10DWN1e/GHXZm0KKUWKaU6KaWqKaUqKqXuUUp9DX0bv5UpvMFdHSLSDEBlM+n2VnhTL5DctYSdg+bZB667HCIiyvEYBCUiovQKQ3J2lKsBS+72oJ7PzPN/oW+tKgGdrbTIuaDSg7JYX4Yecp6fx1l9oe5yM+hE6+xqTDrsNc8V0ypoBnywvlTtcVc2i1j71Pb4FZG6SPv2ZuvL9UMiUhrJX/JdZRdZ/eU96DQAT5YTkZcBjDCTzyqlPOmzMSvEITkbzNNuEKz3oKmbMs0y3KKMswaAKukmIHUHkgcn2eqiTBITvLNu6W1uV8b8INTEbp5Z1urPNc3zCskZY8dMADMrWMdSPgDHoW9T90SGjn+TuWcFczPzeZMdrFvhX4Vus6vH06ZcT6flv0Ty7dOvebpSa3+aHyOt6267dLTb+tGmtJsyd6SjPjsZuuZmYpssS6C7lygDnaVr/Wg106EbE4+ZPqGtQKGrARhbQd/WnwjdbVBWstq/RSn1ZxplrePxMFz0QezA2hfl3JRxDEK7616CiChHYxCUiIjS6xKSBwWo4zzT3BL4vAf1zIDOQGkL4GXz2mybLEfH8gDwrLuO+UXLSyOYWv3b1bQb9ENEHoYHg7J4wVrz3NCDsjWh+4GLRxrZLVnE2qd2x69AD/rjllJqD/RgPoEAvoYeGOgwXAeFppvnakjj/BCRDA/QIiLPQ98+DACDlVKTM1qXU73NTRa4O12Q3K+ip32Pfmuee4hIqkwwEWkN7xzfawCcgs7Ye8VFGWtAst/M8eCJ+eb5ObEfIbwPXAxiZH4EsQb48eS8sgJXngws5akV0MfXOOjjy9NAUkaP/+tIDqjbna9FoDOevUpEIpCcGThXKXXB1QP6GIgHUEVEkka0N/Osa08Pcy67W2eAiHwI3UekxQpSPysiVTxs/i7oIFiwOd+c13M7gPQMdmYnM9fcjGwTAEAplYDkY28EgBbQ/79Md7lQ2qz+XvuYgZuSmG2xRnBfppQ6gywiIvWRfO6MTqNsEJJ/mPvCJuvW2Q7z3EpEKjvPNNv1hJk8opQ67VyGiCi3YBCUiIgc5RORMHcP6GwvK1D1uelQHyLiY75ArYIH/XiZ/roWQ38WWX2Iuuuj613o27EKAFglIr0cgwgiUlZE+kCPvutJf4S2nLbV8ct4Iad9keozVPSIt0pEZmR0/TZWQg8cUR7Ap6ZdEJECItIP+gtidvSjmV7WaN81JfXI8c6sYE2MXcaaiIw3+zWtgSCKpHH8Wu2wboMcJCJdreCy+fI3H/oLv93gKs6sbFArkDHd1ZdNpdRGJB/f40XkPRFJuqVQRAqKSDsRmedQb7qIyOMAJpjJYUqp992Vt1k+2uxnuwDmCAAHReQdEfmP1Sec+dGhrIiMRPL27YfnIzlPg+5nLxTATyLSwNTrKyJR0AFmTwYAyVIm4DjKTPYy213ItK2EiHyO5Mw0j7P2oIOHl6Azrn6wskxNQKsvgA/g/tizzitPMvPcBkFF5IJ5v8fbzbejlEpUSr2qlBqilJqXjuUydPybIOtyM/mxiDSWZE2hr4+3fDA1D1hZd9vMnQsuKaXOITlDsJfT7Heh+xwGgA9F5FsRiXT8AUJEKojICwD+hA6KOX7efgjdV2QI9OdkF9EDkEFE8ovIXSIyU/RAhFZ7zgP42UxOFpGGZv/6icgD0NmUlzzZCW5k5pqb7m1y8hl04LMJ9L5aqZQ66KIsRKSzJPfjWtumyDjo7iVKAIgWkUpmucIAJkMHWhMADLepO8yh7n4285uIyIsiUlX0HRIQkVAReQr6PAgA8KVSKq3ByB5E8gBkntwJMAU6EB4E4EcRaSMi/uY4qAxgrtkuQL8fRES5l1KKDz744IOPf/kDOstSefiIBNAYenRe67XLDtP/QPcZqvTHjNv13u9QxxYP2lkFuo8ta5kEs76rTm3s5bTcSvN6bw/W4el+qGCz7GEzb4YH6+ntyT4yZUc4rfs8dCaRgg6KvGz+jnZarpDDMoVc1F3PzL9gM++CmVfPxbJu64e+RVhB92XqbvsWmHIDXcwf76aNUel4z8abZQoA+M3h9ZsO25oIPUjEdjMd5abd+R2WSwBQLo3tDIDuQ9GxTReRPMq19dq3TssNsHt/beo/57ANp9J43GazfLRZfrvNvCVO7U4064tzev0ggBo2y7vcn9BB5MsOdVyCvu1bQd8+O8z8/XUGjm/r2BmfwWN4osP8eLPNju/Vyy7qdXnuQF/3HPfbeehsRwU9AMpEV22GzvqzrrP53BwLhU2dNwGUSKONduuxjoXJ7o45m+Ws99Hufc7o8V8byXcgKOjr/RWHY6Wdq/fQYTsGuGlzmud6GtucD7q/VwXgNQ+XedqUvwA9QJDjPF8AY8x753y+XXfaf8sAFHVavgp00NDx+nbOabl6TsvUNu+FNf+yw7oy9RljymXqmpuRbXJafplDue5pvDedHcrWdlGmqdMxeQH6M8C6TvR1sVyYwzL90li33fVmNtyc9w71/M+U/zUdx/HTTsdcPJLPM+sxC4BPRs4TPvjgg4+c8mAmKBERpZvSWT13Qn/BPA/9JfAMdDZBPSTfWpWWn6C/0AIejNSqlNoPoD70iNcroL8gFIT+Z/036OBBC3g+WEeuoJR6A3rQjU3QwSE/ADuhR9ltCf1lNSey+n3t6qqA6GzedtABm9kuilkDxWx2MT9dlB4ltxl01t0R6C93N6BHEm6jlPIo00XprFVrxPXlSqmjaZSPU0r1gO5Lbi704ByB5nEYOiPqUaQeMMVT1v91Ap2l5O6Rz64CNzpCB+/GQ3d18Dd0ZlYidJ97SwA8Ax1cTVe/rkqptdDn9ZfQ1xF/6P4m34EONljdQHgjI/R5AO2hM1vPQ3d7cAY6cN9UKfVuBur8AUAj6K4AzkEHB/dB33bfDm5G2VZ65OYt0IOjtHWzmk7Q7/H3yubWVdGjy1uZ9FlyXqUlo8e/Umon9P6aBx389TXP06G7SliXHe13434kd2GQVoae5VvocycU+oecJEqpBKXUUADVAbwNYCN05mEIdPD8NwCfAGiilGqjnAaKMp+Tt0N3E7ABOpAVBN2X5Q/Q2ae7nZbZCf2Z/g30Melnyg+H7uMDdF9+AAAgAElEQVQyU58xmb3mZmSbnFjvy0XobcwUpdQa6B8kpkL31RsEfU1cCKCZUmpqBqveDJ1pugX6elMAOlN+AYB7lVLdleu+wQEAovuotvrJTWtApCRKd50SAeBT6CzjG9DXkJMAvoMOTvdQGehLlYgoJxGllLfbQERE/1Ki+0NbA/0Fq6SyH1Wbcilz+/Bx6OBcuFIq1S2VItID+na9eUqpR1zUcxJAOIDmSqms7N8wU8wtnceg2/aoUmqul5uUJ4nI99CByIFKKY9v3c6rRORJ6EDFHKVUdxdllkMHr9oppZbYzL8XOnD9J4BaSvedSJQnich86CzLKUqpp9MqT0REeRczQYmIyJusLyPzGQDNe8x7+gF0lsyzLooNgs6IesNupukzMRzALzkpAGp0hG7bWSQP8ENZSETqIHlQlmXuyv6LzARwAMDDjv1qWkQPoNIKwAa7AKjRwjy/xQAo5WWiB2vsYCY/9WZbiIjI+xgEJSIirxCRe6BvfQSSB3OhvOc96CDhQBHJ7zjDDLpRD8AspdQuF8s3N8+2QVJvEZFSSB7R+BOlVJw325ObichjIjJKRKo7DJgSJCIPQ/eR6QfgJzfHyL+KuR12OPStqi/ZFBlmnl2Nag/o82o/kke6JspzzABKE6C72FitlIrxcpOIiMjLeDs8ERFlKxE5DJ0ZWNy8NEsp1dN7LaJbTUTugx5Ma65jf5Ei0hl6QI7PlFLHvNW+9BCRqdCZiSWhg3PHoQfP8GQ0ebIhIkOgg+WA7g/zInRfib7mtb0AWiul/vJC83IkEREAQ83kGGX+oTejiL8M4LxSaqK32kfkTSLyX+gBBYtD/78RD+AupdQmrzaMiIi8jkFQIiLKViJijTL6F4CvAQxXSl3zbquIPCMi0dC3wV8AsBrAYKXUPu+2KncTkWoAnoAe5KssgKLQA6bthe5mYJJS6rL3Wkj/JiKyFzoI76mpSqkRt6o9lH4iMgC6K5Zr0IMIDlNKLfVuq4iIKCdgEJSIiIiIiAiAiFxA+oKgE5RSA25Ve4iIiCjrMAhKREREREREREREeRoHRiIiIiIiIiIiIqI8jUFQIiIiIiIiIiIiytMYBCUiIiIiIiIiIqI8jUFQIiIiIiIiIiIiytP8vN0ASiYihwAUBHDYy00hIiIiIiIiIiLKCSoAuKSUqpiZShgEzVkKBgUFFalZs2YRbzeEiIiIiIiIiIjI23bv3o1r165luh4GQXOWwzVr1iwSExPj7XYQERERERERERF5XUREBLZu3Xo4s/WwT1AiIiIiIiIiIiLK0xgEJSIiIiIiIiIiojyNQVAiIiIiIiIiIiLK0xgEJSIiIiIiIiIiojyNQVAiIiIiIiIiIiLK0xgEJSIiIiIiIiIiojyNQVAiIiIiIiIiIiLK0/y83QAiIiIiIiIiopwmMTER586dQ2xsLOLi4qCU8naTiHI9EUFAQABCQkJQpEgR+PhkX34mg6BERERERERERA4SExNx7NgxXL161dtNIcpTlFK4fv06rl+/jitXrqBs2bLZFghlEJSIiIiIiIiIyMG5c+dw9epV+Pn5ITw8HAUKFMjWjDWivCoxMRFXrlzBqVOncPXqVZw7dw5hYWHZsm6ewUREREREREREDmJjYwEA4eHhCAkJYQCUKIv4+PggJCQE4eHhAJLPtWxZd7atiYiIiIiIiIgoF4iLiwMAFChQwMstIcqbrHPLOteyA4OgREREREREREQOrEGQmAFKdGuICABk64BjPJuJiIiIiIiIiIgo21hB0OzEICgRERERERERERHlaQyCEhERERERERERUZ7GICgREREREREREeVIly9fhoigffv2ma6rYcOGCA4OzoJWZZ1JkyZBRLBgwQJvNyXPYxCUiIiIiIiIiIhSEJF0PWbMmOHtJhO55eftBhARERERERERUc4ycuTIVK+NHz8eFy9eRP/+/VGoUKEU8+rVq3dL2lGgQAHs3r07SzI4v/nmG8TFxWVBqyg3YhCUiIiIiIiIiIhSGDVqVKrXZsyYgYsXL2LAgAGoUKFCtrRDRFCjRo0sqat8+fJZUg/lTrwdnoiIiIiIiIiIsoTV7+a1a9cwbNgwVKlSBf7+/ujXrx8A4J9//sG7776LFi1aoFSpUvD390eJEiXQqVMnbN26NVV9rvoEHTJkCEQEW7ZswZw5cxAREYGgoCCEhYWhR48eOHPmjMu2OVq8eDFEBGPHjsWmTZtwzz33IDQ0FMHBwbj77rsRExNju51Hjx5F9+7dERYWhvz58yMiIgJff/11ivoya/369ejYsSPCwsIQEBCASpUqYcCAAfj7779TlT1x4gT69++PatWqIX/+/ChcuDBq1qyJJ554AseOHUsql5iYiE8//RSNGzdGWFgYgoKCUK5cObRr1w7R0dGZbnNOxkxQIiIiIiIiIiLKMomJiWjfvj327t2Le+65B0WLFk3Kwty2bRtGjhyJyMhIdOzYEaGhoTh06BC+++47LF68GMuWLUPz5s09XteYMWOwePFidOzYES1btsTatWsxe/Zs7Ny5E1u2bIGvr69H9axZswbDhg1DZGQk+vTpg4MHDyI6OhqRkZHYuXNniizS48eP484778SJEyfQunVr3HHHHfjrr7/Qq1cv3HfffenbWS7MmzcPjz32GHx9fdGlSxeUKVMGGzZswIQJE7Bo0SKsXbsWpUqVAgBcunQJjRs3xokTJ9C2bVtERUXh5s2bOHLkCBYsWIAePXqgbNmyAIABAwZg4sSJqFq1Kh599FEEBwfjxIkT2LhxI6KjoxEVFZUl7c+JGAQlIiIiIiIiIqIsc+3aNcTGxmLnzp2p+g5t0KABTp06hcKFC6d4/cCBA2jcuDEGDx6MzZs3e7yu5cuXY/v27ahWrRoAQCmFqKgofPfdd/jf//6Hdu3aeVTPokWLMH/+fHTu3DnptXHjxmHIkCH46KOPMGbMmKTXBw8ejBMnTuCNN97A8OHDk15/9tln0bRpU4/b7sq5c+fw5JNPQkSwZs0aNGzYMGne8OHD8dZbb6Ffv35YuHAhAOCHH37A8ePHMWzYMLz55psp6rp+/Tri4+MBJGeBVq5cGb///jsCAgJSlD179mym256TMQhKRERERERERJQOFV7+wdtN8Njhd+/3ynpHjx6dKgAKAEWKFLEtX7lyZXTo0AHTp0/HP//8g6JFi3q0nhdffDEpAAroPkSffPJJfPfdd9i0aZPHQdB77rknRQAUAPr27YshQ4Zg06ZNSa/FxsZi4cKFKF68OF588cUU5f/zn/+gS5cumDt3rkfrdGX+/PmIjY1Fnz59UgRAAeC1117DtGnTsGjRIpw9exZhYWFJ84KCglLVFRgYmGJaRODv72+bIetYV17EPkGJiIiIiIiIiChLNWrUyOW8FStW4KGHHkKZMmXg7+8PEYGIYPr06QB0/5aecg4SAki69fv8+fOZqickJAShoaEp6tm5cyfi4+MRERGRKsAIIEsyQa2+UVu1apVqXmBgIJo0aYLExETs2LEDANCmTRsUK1YMw4cPR/v27fHRRx9h+/btSExMTLGsj48Punbtit27d6N27doYPnw4li5ditjY2Ey3OTdgJihlG6UU4uITEZjPs/44iIiIiIiIiCj3yZ8/P0JCQmznzZ49Gz179kRwcDDatGmDihUrokCBAhARLF26FOvXr0dcXJzH67LLNvXz0+GuhISETNVj1eVYz8WLFwEAJUqUsC3v6vX0sNZRsmRJ2/nW6xcuXACgMzg3btyIUaNGYfHixfjhhx+S2vLCCy/gpZdeSsr8nDJlCmrUqIGZM2firbfeAgDky5cPHTp0wLhx41L0fZrXMAhK2eL6zQS8svB3nLtyA5/3vgO+PuLtJhERERERERFliLduMc8tRFx/5x82bBhCQkKwbds2VKpUKcW8ffv2Yf369be6eZlSsGBBAMDp06dt57t6PT1CQ0MBAKdOnbKdf/LkyRTlAKBixYqYOXMmEhMTsXPnTixfvhyTJk3Ca6+9Bl9fX7z00ksAdMBz6NChGDp0KE6dOoXVq1dj9uzZ+Oabb7Bnzx7s2LHD48GkchveDk+3XFx8ArpMXo9vt/2FVX/+jbFL93q7SURERERERESUzeLj43HkyBHUq1cvVQD05s2bOT4ACgB16tSBn58fYmJicP369VTz16xZk+l11K9fHwCwcuXKVPPi4uKwfv16iAjq1auXar6Pjw/q1q2LgQMHYvHixQCA6Oho2/WEh4ejS5cuWLRoERo1aoRdu3Zh//79mW5/TsUgKN1yAX6+aF4tuXPdT1YewPc7PO/fg4iIiIiIiIhyPz8/P5QuXRq7du1KMRJ5YmIiXnnlFRw6dMiLrfNMSEgIoqKicObMGbz33nsp5m3cuBHz58/P9DoefvhhBAcHY/r06Un9flpGjx6NkydPomPHjkkDGW3fvh3Hjx9PVY+VlZo/f34AwOXLl7Fq1apU5eLi4pJuwbcbXCmv4O3wlC0GtamOP05cwoq9fwMAXlywA5WLBaNWqYJebhkRERERERERZZeBAwdiyJAhqFu3Lh566CH4+Phg1apVOHz4MO677z4sWbLE201M07hx47BmzRqMGDECv/76K+644w4cP34c8+bNwwMPPIDo6Gj4+GQ877BIkSKYOnUqevTogTvvvBNdunRB6dKlsWHDBqxYsQJly5bFpEmTksovXrwYI0eORNOmTVG9enWEhYXhyJEjWLRoEXx9fTFkyBAAug/RyMhIVK5cGY0aNUK5cuVw9epV/PTTT9i3bx+6deuGcuXKZXr/5FTMBKVs4esjGN+1PiqFFQAAXL+ZiD5fbMG5Kze83DIiIiIiIiIiyi6DBg3C5MmTUbRoUXz++ef46quvUK1aNWzatAm1atXydvM8Uq5cOWzYsAGPPvootm7dig8++AC7du3CzJkz0bFjRwDJfYdm1KOPPopVq1ahdevWWLx4McaOHYuDBw/i+eefx5YtW1C6dOmksh06dEC/fv0QGxuLhQsX4v3338e6devwwAMPYMOGDbjvvvsAAEWLFsU777yDSpUqYfXq1Rg/fjzmzp2LYsWKYdq0aZg5c2am2pzTiVLK220gQ0RiGjRo0CAmJsbbTbll9p+JRdRH63A5Lh4AcGelopj1RCP4+TIeT0RERERERDnD7t27AQA1a9b0cksot+nfvz8+/PBDrFmzBnfddZe3m5OjeXqeRUREYOvWrVuVUhGZWR8jT5StqhQPwQePJHfcu/7gP3j7x91ebBERERERERERUfqcOJF6rJPNmzdj6tSpKFWqFBo3buyFVpE77BOUsl2bWiUwqE01vL/sTwDA9LWHcVupUHSOKOPllhERERERERERpa1mzZpo0KABbrvtNgQGBmLv3r1J/Zl+9NFH8PNjyC2nYSYoeUW/llVwz20lkqZf/fZ37Dh2wYstIiIiIiIiIiLyzLPPPotz585hzpw5mDBhAjZu3Ij27dvj119/RVRUlLebRzYYBCWv8PERjHu4HqqVCAYA3IhPxFOzYnAm9rqXW0ZERERERERE5N7o0aOxY8cOnD9/Hjdv3sSZM2cQHR2NJk2aeLtp5AKDoOQ1wQF+mNqjIQoG6hTxU5eu49nZW3EjPtHLLSMiIiIiIiIioryEQVDyqgphBTCxWwP4iJ7ecuQ8Rn2/y7uNIiIiIiIiIiKiPIVBUPK6FtWK4aV7ayRNf7nxKOZsPOLFFhERERERERERUV7CICjlCH2bV0KH20slTY/6bhe2HD7nxRYREREREREREVFewSAo5Qgigv/rVBe1ShYEANxMUHh69lacvHjNyy0jIiIiIiIiIqLcjkFQyjGC/H0xtWcEihTwBwCcvRyHp2fF4PrNBC+3jIiIiIiIiIiIcjMGQSlHKVM4Pz7q1gC+ZqSkHccv4rVvd0Ip5eWWERERERERERFRbsUgKOU4d1YuiuH310ya/mbrccxYd9h7DSIiIiIiIiIiolyNQVDKkXo1qYAuEWWSpt/6YTfW7T/rxRYREREREREREVFuxSAo5UgigjejauP2soUAAAmJCs99uRXHzl31csuIiIiIiIiIKCvt378fIoInn3wyxevdu3eHiOD48eMe11WmTBlUqVIlq5uYgqv2etPPP/8MEcFbb73l7abkWAyCUo4VmM8XU7pHoFhIAADg/NWb6DsrBtducKAkIiIiIiIiolupW7duEBF88sknaZZt06YNRATR0dHZ0LJbLz4+HiKCu+++29tNoSzEICjlaOGhgZjcvQHy+eqBknafvIQXF+zgQElEREREREREt1Dfvn0BAJ9++qnbcocPH8by5ctRsmRJtG/fPkvb8N5772H37t0IDw/P0nozq3z58ti9ezezLnMZBkEpx4soXwRvdKydNL34t5OY8utBL7aIiIiIiIiIKG+LjIxEtWrVsG3bNmzdutVluWnTpkEphccffxx+fn5Z2oaSJUuiRo0aWV5vZuXLlw81atTIccFZco9BUMoVHm1UDt3/Uy5p+v9+2oOVe894sUVEREREREREeVufPn0AuM4GTUhIwIwZM1L1j/nXX3/h9ddfR5MmTRAeHg5/f3+ULl0ajz32GPbs2ePx+l31CaqUwocffohatWohICAApUuXxgsvvIBLly7Z1nPhwgWMGTMGLVu2ROnSpeHv74/ixYsjKioKmzZtSlF22rRpyJcvHwBg+fLlEJGkh5X56a5P0BMnTuCZZ55B+fLlERAQgOLFi6NTp07Ytm1bqrLTpk2DiGD27NlYvnw5WrRogeDgYISGhuKBBx7A3r17Pd5X7uzduxc9evRAqVKl4O/vj1KlSqFXr144cOBAqrKXLl3C66+/jtq1ayMkJAQhISGoUqUKHn300VTbEB0djVatWiE8PDzpfYiMjMTkyZOzpN1ZjUFQyjVGtL8Nd1QoDABQCnjhq204dPaKl1tFRERERERElDf16tUL/v7++PLLL3H1auqBin/88Uf89ddfuPvuu1GxYsWk11esWIExY8agSJEi6NSpEwYMGIBGjRph3rx5aNSoEXbu3JmpdvXr1w/9+/fHxYsX8dRTT+GRRx7B4sWL0bZtW9y8eTNV+Z07d2LYsGHw8/PDAw88gEGDBqF169ZYtmwZmjZtip9//jmpbIMGDTB8+HAAQMWKFTFy5MikR/Pmzd2268CBA4iIiMDkyZNRrVo1DBo0CG3atMH333+PO++8E0uWLLFdLjo6Gvfeey8KFSqEZ555Bk2aNMHixYvRokULnDt3LhN7CtiwYQPuuOMOzJkzB40bN8bgwYPRuHFjzJo1Cw0bNkyR5auUQtu2bTFq1CiEhoaiT58+ePrpp3HHHXdgxYoV2LhxY1LZjz/+GA8++CD27NmDDh06YPDgwbjvvvtw5coVzJw5M1NtvlVyVj4xkRv+fj74+LEIdJi0BicvXsel6/Ho+8UWfPvcXQgO4KFMRERERERElJWKFSuGqKgozJs3D/PmzUPv3r1TzJ82bRqA5P5DLW3atMHp06cRHByc4vVt27ahadOmeOWVV/D9999nqE2//vorPv74Y1StWhUbN25E4cI6Wertt99GixYtcObMGYSEhKRYpnbt2jh58iSKFi2a4vUjR46gcePGGDhwIH7//XcAOghat25dvPnmm6hUqRJGjRrlcdv69u2LU6dO4d1338VLL72U9PrTTz+NyMhI9OzZE0eOHEH+/PlTLLdo0SIsW7YMkZGRSa+9+OKLGDt2LGbMmIFBgwZ53AZHiYmJ6NmzJ2JjYzF37lw88sgjSfPmzJmD7t27o2fPnvj9998hIti+fTs2btyIzp07Y/78+SnqSkhISJFpO2XKFAQGBuK3335DWFhYirJnz57NUHtvNUaOKFcpFhKAKT0i0HnyetyIT8S+M5cx6OvtmNw9Aj4+4u3mERERERER0b/BqFBvt8Bzoy5mavG+ffti3rx5mDZtWoog6MmTJ/Hjjz+iRIkS6NixY4plSpQoYVtX/fr10aJFCyxfvhwJCQnw9fVNd3umT58OABg+fHhSABQAgoKC8M4776BNmzaplilUqJBtXeXLl8dDDz2ETz75BCdOnECpUqXS3R7L4cOH8csvv6BixYoYPHhwinnNmjXDww8/jLlz5yI6OhrdunVLMf+xxx5LEQAF9H4fO3Zsqtv102P16tXYt28fmjVrliIAaq1z0qRJ2LBhA9avX48mTZokzQsKCkpVl6+vb4r9Dei+Ua2uAxw5B0VzCt4OT7lO3TKF8O5DdZKml/5xGhN/2e/FFhERERERERHlTa1atULlypWxdu1a7N69O+n16dOnIz4+Hr1797YNhH333Xe4//77ER4ejnz58iX1q7lkyRJcu3Ytw7d5W7dvt2jRItW85s2bw8fHPtS1evVqdOnSBWXLlkVAQEBSez755BMAuh/TzLD6y2zevLntQE6tWrVKUc5Rw4YNU71WtmxZAMD58+cz3CZrX1nrTqtNderUQZ06dTBr1iw0a9YM7733HtavX2/bxcBjjz2G2NhY1KpVC4MGDcKiRYtybAaohUFQypUealAGTzRN7m/kg5//xNJdp7zYIiIiIiIiIqK8x3EAIOv2d6UUPvvsM5eDA73//vvo2LEjNmzYgBYtWmDgwIEYMWIERo4ciTp1dFJTXFxchtpz8aLObLXLNvX390+VrQgA8+fPR2RkJJYsWYKGDRuiX79+GD58OEaOHIlmzZplqj3O7SpZsqTtfOv1CxcupJpnl6lqBVITEhKyrU1+fn5YuXIlXnjhBRw6dAhDhw5FkyZNEBYWhv79++PKleRxWYYOHYrp06ejTJkyGD9+PKKiolC8eHG0bt06RT+jOQlvh6dc65X7amDPqUtYu/8fAMDAr7cj+rm7ULVESBpLEhEREREREWVCJm8xz20ef/xxjBgxAl988QVGjx6N1atX4+DBg2jVqhWqVKmSouzNmzcxatQolCpVClu3bk0VrFy9enWm2hIaqrsiOH36NMqVK5di3o0bN3D+/PlUQcXhw4cjMDAQMTExqF69eop5x44dy3SbHNt16pR9gtbJkydTlMsOGWlTkSJFMGHCBEyYMAH79u3DypUrMWXKFHz44Ye4dOlSUncEANC7d2/07t0b58+fx7p167Bw4UJMnz4d99xzD/bs2ZOqD1ZvYyYo5Vp+vj6Y9GgDlCms+6q4ciMBfWfF4OK11GnaRERERERERJQxJUqUQIcOHXD27FlER0fj008/BZB6QCRABydjY2PRtGnTVAHQS5cu2d4Onh4NGjQAAKxatSrVvF9//RWJiYmpXj9w4ABq166dKgCakJCAtWvXpipv3VKfnizM+vXrA9BBXrvlVqxYkaL92cFq08qVK23nW6+7alPVqlXRp08frFq1CkFBQYiOjrYtV7hwYdx///347LPP0KNHD5w9exZr1qzJdPuzGoOglKsVLuCPqT0aIiif7kz50Nkr6D93GxISlZdbRkRERERERJR39OnTBwAwbtw4REdHIywsDA8++GCqciVLlkRgYCA2b96c4vbpGzdu4Pnnn89UH5eAzkoFgDfffDPFreXXrl3Dq6++artM+fLlsXfv3hQZkUopjBgxAnv37k1V3sfHB4ULF8bRo0c9bleFChXQsmVLHDhwABMnTkwxb+3atfj6669RtGjRVINI3UrNmzdHlSpVsHLlylQBzLlz52LdunWoWbMm7rzzTgA6WOzY76vl/PnzuHnzZopR7X/66SfEx8enKKeUwpkzZwAgRdmcgrfDU65Xq1RBvNelLvp9qX9NWrn3b4xduhcv3VvDyy0jIiIiIiIiyhvatm2LihUrJo1W3q9fP/j7+6cq5+vri379+mHs2LGoU6cOOnTogLi4OPzyyy+4ePEiWrRoYZvF6anmzZvjmWeewSeffILbbrsNnTt3hp+fH6Kjo1GsWDEUL1481TIDBw5Ev379UK9ePXTq1Al+fn5YvXo1/vzzT7Rv3x6LFy9OtUzr1q2xYMECdOzYEfXr14efnx8iIyPRtGlTl22bMmUKmjZtioEDB2LJkiWIiIjA0aNHMX/+fPj5+WHGjBkoUKBAhrc9vXx8fDBz5ky0bdsWnTp1QlRUFKpXr449e/Zg0aJFKFiwIL744guICAA9QFKXLl3QsGFD1K5dGyVLlsSZM2ewaNEixMfH46WXXkqqu3PnzggJCUHTpk1RoUIFJCQkYPXq1diyZQsaNWqEli1bZtt2eoqZoJQntK9bCs9GVk6a/mTlASz+7YQXW0RERERERESUd4gInnjiiaRpKzPUzujRozFmzBgEBARgypQpiI6ORuPGjbF582aUKVMm022ZNGkSxo8fj4IFC2Ly5MmYO3cu2rVrh6VLl9qOVP/cc8/hs88+Q4kSJTB9+nTMmTMHFSpUwMaNG3H77bfbrmPixIno2rUr1q9fjzfffBPDhw93eVu5pWrVqoiJicFTTz2F3bt3Y+zYsfjpp59w//33Y+3atWjfvn2mtz29mjRpgs2bN6Nr165Yt25d0ojv3bp1w5YtW1KMTN+4cWO8/PLLyJcvH5YsWYJx48bhf//7Hxo1aoSffvoJL7zwQlLZMWPGoHHjxoiJicFHH32EGTNmICEhAWPGjMHy5cuTBnbKSUQp3jacU4hITIMGDRrExMR4uym5UkKiwhMzN2Pl3r8BAEH5fPHNM01Qq1RBL7eMiIiIiIiIchPrluCaNWt6uSVEeZen51lERAS2bt26VSkVkZn1MROU8gxfH8GErvVRMUynll+7mYC+s7bg3JUbXm4ZERERERERERF5E4OglKeEBuXDpz0jEByg066Pn7+Gfl9uRXxC6tHhiIiIiIiIiIjo34FBUMpzqhQPwQeP1EuaXnfgH7zz4x4vtoiIiIiIiIiIiLyJQVDKk9rUKoGBd1dLmv587SF8E3Pciy0iIiIiIiIiIiJvYRCU8qznW1VB21olkqZf+fZ3/Fa/r78AACAASURBVHb8ghdbRERERERERERE3sAgKOVZPj6C9x+ph6rFgwEAN+IT8dSsGPwdG+fllhERERERERERUXZiEJTytOAAP3zasyEKBuqBkk5evI5n58TgRjwHSiIiIiIiIiIi8galVLavk0FQyvMqhBXAxG4N4CN6evPh83j9+13ebRQRERERERHlWCL6C2RiIhNoiG4FKwhqnWvZgUFQ+ldoUa0Yht5bI2l6zsaj+HLjUS+2iIiIiIiIiHKqgIAAAMCVK1e83BKivMk6t6xzLTswCEr/Gk81r4QHbi+VND3yu53YcvicF1tEREREREREOVFISAgA4NSpU4iNjUViYqJXbt8lykuUUkhMTERsbCxOnToFIPlcyw5+2bYmIi8TEYzpVBcHzlzGHycv4WaCwtOzt2Lx800RHhro7eYRERERERFRDlGkSBFcuXIFV69exfHjx73dHKI8KX/+/ChSpEi2rY+ZoPSvEuTviyk9IlCkgD8A4OzlODw1OwbXbyZ4uWVERERERESUU/j4+KBs2bIoVqwYAgMDs7XfQqK8TEQQGBiIYsWKoWzZsvDxyb7QJDNB6V+nbJH8mNStPnp8tgkJiQo7jl3AsOideK9zXX6wEREREREREQAdCA0LC0NYWJi3m0JEWYCZoPSv1KRyGIbdXzNpekHMccxcd9h7DSIiIiIiIiIioluGQVD61+rdpAI6R5RJmn7zh91Yd+CsF1tERERERERERES3AoOg9K8lIngrqjZuLxMKAEhIVHhuzlYcO3fVyy0jIiIiIiIiIqKsxCAo/asF5vPF5B4RCAsOAACcv3oTT82KwbUbHCiJiIiIiIiIiCivYBCU/vVKhgZhcvcGyOerB0X64+QlDP3mNyilvNwyIiIiIiIiIiLKCgyCEgFoWKEIXu9QO2n6+x0nMPXXg15sERERERERERERZRUGQYmMbo3L4bHG5ZKm/++nPVj1599ebBEREREREREREWUFBkGJHIx84DbcUaEwACBRAc9/uRWHz17xcquIiIiIiIiIiCgzGAQlcuDv54OPH4tAeMFAAMCl6/Ho88UWXI6L93LLiIiIiIiIiIgooxgEJXJSLCQAU3pEwN9Pnx77zlzGoK+3IzGRAyUREREREREREeVGDIIS2bi9bCGMfrBO0vTSP05j4i/7vdgiIiIiIiIiIiLKKAZBiVzoFFEG/72rYtL0Bz//iWV/nPZii4iIiIiIiIiIKCMYBCVy49V2NdCkctGk6YFfb8f+M7FebBEREREREREREaUXg6BEbvj5+mBStwYoUzgIAHA5Lh59vojBxWs3vdwyIiIiIiIiIiLyFIOgRGkoUsAfU3s0RFA+XwDAobNX0H/uNiRwoCQiIiIiIiIiolyBQVAiD9QqVRDvdambNL1y798Yt3SvF1tERERERERERESeYhCUyEPt65bCM5GVk6Y/XnkAi3874cUWERERERERERGRJxgEJUqHIW2rI7J6saTpF+f/ht0nL3mxRURERERERERElBYGQYnSwddHMKFrfVQMKwAAuHYzAX1nbcH5Kze83DIiIiIiIiIiInKFQVCidAoNyoepPSJQwF8PlHTs3DX0+2or4hMSvdwyIiIiIiIiIiKywyAoUQZULRGCDx6plzS9dv8/GL1kjxdbRERERERERERErjAISpRBbW8Lx4C7qyZNf7bmEBZuPe7FFhERERERERERkR0GQYky4YVWVdG2Vomk6ZcX/o7fjl/wYouIiIiIiIiIiMgZg6BEmeDjI3j/kXqoWjwYAHAjPhFPzYrB37FxXm4ZERERERERERFZGAQlyqTgAD9M7dkQBQP9AAAnL17Hs3NicCOeAyUREREREREREeUEDIISZYGKYQXw4aP1IaKnNx8+jzcW7/Juo4iIiIiIiIiICACDoERZJrJ6cQy9p0bS9OwNR/HVpqNebBEREREREREREQEMghJlqadbVEL7uiWTpkcs2omYI+e82CIiIiIiIiIiImIQlCgLiQjGdK6LmiULAgBuJig8PXsrTl287uWWERERERERERH9ezEISpTF8vv7/T97dx4fVXWwcfw52QlZWAMJENl3EkmoKAgEcEFA3LUoULUVfaUoFaW1m9XX1rdQ1GJRRNsqqKi1LjUICrIrgkkgYd9lScIStoTsyZz3j8QBLcg2yZ2Z/L6fTz7jOefOvU/+IOCTO/do5uhkNQwPliQdKijV/W+kq6S80uFkAAAAAAAAdRMlKFADWjUK1/Q7kxQYULVTUubeY/rth+tlrXU4GQAAAAAAQN3jkyWoMaalMeYfxpgcY0ypMeYbY8zzxpiG53GOq40xU40xnxtjjhhjrDFmxXnm+F31+6wx5qrz/07gz/q0b6LfDO3iHr+Xvk+zVu52MBEAAAAAAEDd5HMlqDGmnaR0SfdIWi3pOUk7JT0saaUxpvE5nmqcpEck9ZGUfQE5kiT9TtKJ830v6o57+rbWLUkt3eOnUjdq5Y7DDiYCAAAAAACoe3yuBJX0oqQYSQ9Za2+01v7KWjtIVWVoJ0l/PMfz/FlSd0kRkq4/nwDGmDBJsyWlSfrgfN6LusUYoz/e1F2JLaMlSZUuq3FvZWjf0SKHkwEAAAAAANQdPlWCGmPaSrpG0jeSpn9v+QlJhZJGG2Pqn+1c1tqV1toN1toL2a3mGUltJN0tyXUB70cdEhYcqBmjk9UkIlSSdKSwTPfPTldxGRslAQAAAAAA1AafKkElDap+/cxa+53y0VpbIOkLSeGSLq+pAMaYgar66P3j1tqtNXUd+JfY6HqaMSpJwYFVGyVtyMnXL/+dxUZJAAAAAAAAtcDXStBO1a9nKh+3Vb92rImLG2OiJb0mabmkaRdxnvTTfUnq7KGo8EK9WjfSH0Z0c4//k5mjmct2OpgIAAAAAACgbvC1EjS6+vX4Gda/nW9QQ9d/QVJjSfd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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Tanh() Layer2--SELU()\n", + "Epoch: 1/7.. Training Loss: 0.147.. Test Loss: 0.130.. Test Accuracy: 0.974\n", + "Epoch: 2/7.. Training Loss: 0.121.. Test Loss: 0.135.. Test Accuracy: 0.973\n", + "Epoch: 3/7.. Training Loss: 0.115.. Test Loss: 0.098.. Test Accuracy: 0.979\n", + "Epoch: 4/7.. Training Loss: 0.101.. Test Loss: 0.097.. Test Accuracy: 0.980\n", + "Epoch: 5/7.. Training Loss: 0.096.. Test Loss: 0.101.. Test Accuracy: 0.978\n", + "Epoch: 6/7.. Training Loss: 0.089.. Test Loss: 0.103.. Test Accuracy: 0.980\n", + "Epoch: 7/7.. Training Loss: 0.085.. Test Loss: 0.091.. Test Accuracy: 0.981\n", + "accuracy mean: 0.978\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Sigmoid() Layer2--ReLU()\n", + "Epoch: 1/7.. Training Loss: 0.079.. Test Loss: 0.061.. Test Accuracy: 0.981\n", + "Epoch: 2/7.. Training Loss: 0.070.. Test Loss: 0.061.. Test Accuracy: 0.981\n", + "Epoch: 3/7.. Training Loss: 0.066.. Test Loss: 0.060.. Test Accuracy: 0.981\n", + "Epoch: 4/7.. Training Loss: 0.065.. Test Loss: 0.062.. Test Accuracy: 0.981\n", + "Epoch: 5/7.. Training Loss: 0.061.. Test Loss: 0.058.. Test Accuracy: 0.981\n", + "Epoch: 6/7.. Training Loss: 0.061.. Test Loss: 0.059.. Test Accuracy: 0.981\n", + "Epoch: 7/7.. Training Loss: 0.059.. Test Loss: 0.059.. Test Accuracy: 0.981\n", + "accuracy mean: 0.981\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 679 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Sigmoid() Layer2--Tanh()\n", + "Epoch: 1/7.. Training Loss: 0.057.. Test Loss: 0.059.. Test Accuracy: 0.982\n", + "Epoch: 2/7.. Training Loss: 0.051.. Test Loss: 0.058.. Test Accuracy: 0.982\n", + "Epoch: 3/7.. Training Loss: 0.051.. Test Loss: 0.058.. Test Accuracy: 0.981\n", + "Epoch: 4/7.. Training Loss: 0.048.. Test Loss: 0.057.. Test Accuracy: 0.982\n", + "Epoch: 5/7.. Training Loss: 0.048.. Test Loss: 0.058.. Test Accuracy: 0.982\n", + "Epoch: 6/7.. Training Loss: 0.048.. Test Loss: 0.058.. Test Accuracy: 0.982\n", + "Epoch: 7/7.. Training Loss: 0.046.. Test Loss: 0.059.. Test Accuracy: 0.981\n", + "accuracy mean: 0.982\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 679 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Sigmoid() Layer2--Sigmoid()\n", + "Epoch: 1/7.. Training Loss: 0.249.. Test Loss: 0.130.. Test Accuracy: 0.974\n", + "Epoch: 2/7.. Training Loss: 0.178.. Test Loss: 0.111.. Test Accuracy: 0.974\n", + "Epoch: 3/7.. Training Loss: 0.154.. Test Loss: 0.101.. Test Accuracy: 0.974\n", + "Epoch: 4/7.. Training Loss: 0.142.. Test Loss: 0.096.. Test Accuracy: 0.975\n", + "Epoch: 5/7.. Training Loss: 0.132.. Test Loss: 0.090.. Test Accuracy: 0.975\n", + "Epoch: 6/7.. Training Loss: 0.123.. Test Loss: 0.087.. Test Accuracy: 0.975\n", + "Epoch: 7/7.. Training Loss: 0.115.. Test Loss: 0.085.. Test Accuracy: 0.976\n", + "accuracy mean: 0.975\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 679 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Sigmoid() Layer2--SELU()\n", + "Epoch: 1/7.. Training Loss: 0.090.. Test Loss: 0.090.. Test Accuracy: 0.980\n", + "Epoch: 2/7.. Training Loss: 0.069.. Test Loss: 0.087.. Test Accuracy: 0.980\n", + "Epoch: 3/7.. Training Loss: 0.058.. Test Loss: 0.081.. Test Accuracy: 0.980\n", + "Epoch: 4/7.. Training Loss: 0.053.. Test Loss: 0.077.. Test Accuracy: 0.981\n", + "Epoch: 5/7.. Training Loss: 0.049.. Test Loss: 0.074.. Test Accuracy: 0.981\n", + "Epoch: 6/7.. Training Loss: 0.048.. Test Loss: 0.071.. Test Accuracy: 0.982\n", + "Epoch: 7/7.. Training Loss: 0.044.. Test Loss: 0.073.. Test Accuracy: 0.982\n", + "accuracy mean: 0.981\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--SELU() Layer2--ReLU()\n", + "Epoch: 1/7.. Training Loss: 0.146.. Test Loss: 0.114.. Test Accuracy: 0.973\n", + "Epoch: 2/7.. Training Loss: 0.093.. Test Loss: 0.101.. Test Accuracy: 0.975\n", + "Epoch: 3/7.. Training Loss: 0.090.. Test Loss: 0.094.. Test Accuracy: 0.978\n", + "Epoch: 4/7.. Training Loss: 0.080.. Test Loss: 0.089.. Test Accuracy: 0.980\n", + "Epoch: 5/7.. Training Loss: 0.079.. Test Loss: 0.089.. Test Accuracy: 0.980\n", + "Epoch: 6/7.. Training Loss: 0.071.. Test Loss: 0.096.. Test Accuracy: 0.978\n", + "Epoch: 7/7.. Training Loss: 0.071.. Test Loss: 0.095.. Test Accuracy: 0.978\n", + "accuracy mean: 0.978\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--SELU() Layer2--Tanh()\n", + "Epoch: 1/7.. Training Loss: 0.071.. Test Loss: 0.080.. Test Accuracy: 0.981\n", + "Epoch: 2/7.. Training Loss: 0.065.. Test Loss: 0.078.. Test Accuracy: 0.982\n", + "Epoch: 3/7.. Training Loss: 0.067.. Test Loss: 0.082.. Test Accuracy: 0.981\n", + "Epoch: 4/7.. Training Loss: 0.063.. Test Loss: 0.087.. Test Accuracy: 0.980\n", + "Epoch: 5/7.. Training Loss: 0.057.. Test Loss: 0.077.. Test Accuracy: 0.981\n", + "Epoch: 6/7.. Training Loss: 0.057.. Test Loss: 0.074.. Test Accuracy: 0.982\n", + "Epoch: 7/7.. Training Loss: 0.055.. Test Loss: 0.086.. Test Accuracy: 0.981\n", + "accuracy mean: 0.981\n" + ] + }, + { + "data": { + "image/png": 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8l72RwLfAajMbZrlPjFQBP7I33iPeSN59zvysw4cGLxO5DfYPMkcB1d4rncqb8Dw+2cyi/78Wnsd9YozYOhPf/834Sa8ihefxcOdvA40lHCkX7zxe6JyLmy82HvM5gF8IXk4IzslsnHP1gvM41kzQe4Xzk6qEuVdzSrfxqPPpEqKlBM8xc0YGnnY+ZUhe1g3Pw4Ru446oV6Dz1zm3En/7cQ38+RSOVr4QH+h8I/7agE890RQ/u/yYONv4Df85a+RhpvhgvUX40fsnxqm2BxgWY93d+B8dIOf3Ki/6B89jI88N59z/8MHBivgfDKKFn7Vbc7gWc3MJ/oeSX8icRX1fme6cm5+fFXO53vK8T8FxHxW8vDxGlX744Oq8WH+DnXNlg8+cO6OKInODbs+hC2F+0vIxPqtzEk7edHWcO1VuJXPEaXJ0oXNuBf5zOkxVUBI/Ch789ZGMT08gIiIFpMCpiIgUO2ZWzsxuNj/x0joz2xVOZkHmRAl1Yqw6Bj+65HjzEwdFCr9wjYoMjgYBn3rBy/FmtibWA3g6qBNzkij8KL8i45x7D5+P8Rx8fsE5ZH4ZrAnchs/TenQOzTwQfMGM9zhhr+5E3lTDB2UggZmonc+Bmhq83CcBYDNLMrMrzewj85MNpUWcx78H1SqQ+WU49B5+NGBN4OyosvA8/rdzLuPLfhD4CnPePZXDeRxOgFJo57GZJQMT8cf1Z/xtuPucmTUxsyfM7Otgspr0iON9T1At1udGKF6g6LfguUoB1i1nZmWiysLzMNGZ1MN6hXH+Rk8S1RUfhPnUObcql3XbBs9V8D/KxDvXwnys2c41M+tgfkKypeYnFXIR71UYbIv3Xi1zzm2IU5bIe5WQ4LbwMD3DmzGqhAHmeBNtFVQ4GdKUOAH9vSnXz4F8Xm/53acwhUmnGKkq+kfUyYvIlC3xfjAtiKH4kdPVgI/MrK35iftqmtkd+PQ+YVqBbMfCzM7Ej2Q/BZ/ztTE+WHoiPh3CucAMyzn3uoiIJCCnPE4iIiL7HTOrjb/9+8iIxX+SedtnSXzgINZMshvNbAJ+5vTLCCZNCHJFtg7WfzVqtcjRW4eSu/Jxlv8eZ/k+E4z0+SB4hMG09sCN+MBIXeBNM2uZw8ja4iIyCJXoiK4d+CBlrjOkF1QwKc7H+IlyQtvx50n4JTmcObkCsCms5JzbbWav4ieWuowgR2KQu7drUC06SFAdPwoJMke75aRQzuMguPQefgKTtUCXHIJae42ZdcPPPB+eFw4/KjcteF0eH3SIOWN7IDXO8jC/a6k45YmsG66fFvE67Gtezl8onPP3Hfyt+ecGOZ7D4N9r8VfJEH5mliLr7N/xZDnXzGwo/lb20G7853t4HA7BH5t471W8Yw2JvVeJOg9/zvzP+Um1oo3F5/nsZGb1nXO/RpSFk6RVNLPS+Rx1Gh7bvZHDNDc5fg4U4HrL1z4551aY2af4YHw/4IGgHx3wPxhuJ2rCxwRsjfh3vM/DyLJteQn2Oue+MbP++HRFrcmc4C20HJgA3ELE5z9kTPI3AX+tn+Gc+ySi+CvgPDN7H//D2nAza3EA/E0XESkyGnEqIiLFzZP4oOlP+FsgqzrnKjrnajjnapE5YiWel4Ln3hEjvMJReh8Ht6lGivxbWTmXEZfmnGsUZ7u5zeq+zznndjrnPnXOnQu8HCxuDhT1yNG8BIDCL63Rt1JGBufiTdgVLRyF9keOtQrHffig6Tp8UKqGc658xHncMKJurMmqwtv1zzGzMKB/KX7m6sUxbqONPI//ksB5HO/H9YTP4yAwPwE/IdRGoLNzbmmi6xeWIEg9Gh/EScEf97LOuSrOuVrB8X4orL6v+5eD8Bze5+dvkFZgAn6ysGvxAZitwLsJrB6ea58kcJ6Zc+62cMVg8row/+dQ/Gd9Gedc1Yj3alpYvaD7WUBh6osjI0fERoyqXI3/Ia8EURNt4fNMh47L5/aLcv/jfg4U8HoryD6Ff9v7B5N2QdYJHzfnpTHnXBqZ12BOI9HDstV5aT/Yxr/xaSOewecr/RX/g+4Q/N/hMMAf/bl5Nf7v4+KooGmkcAK1E8j690RERPJIgVMRESk2gkBM9+DlJc65Cc656NtYcxzh5Jybjr+9rSrQLcgReWlQHOtWvrUR/87LrLnFzcsR/z4ybq19Iwz8JJKrMayTJVgUBH7CAGyut+WaWQUyv6QmmlOyIMJbfP/hnHvdORc9giu383gpPkdkKTLP3zBIEOs8Xk/mSNa9fh4H19U4fI7MVOBM59y3e3u7cZyOPweW4yd5mRdjhF8iIyP3tfA8TPS28rBeYZ2/4Sz0/8SfZ+8457blUD8Ufmbm5zzLuPXdOXe3c25pjFF8Rf5eBSP+Es7NSmaQNTSDzOBjt3x2Y03wnNeg2O7guWyc8sr5606Gglxv+d0n8OlAfsdPrNgxSBHSMyjL6236oe+C5+hZ7SOF5/l3OdSJKzjHb3DONXfONXDOtXTODQ4Cve2CatGpEZoGzz/n0PRPEf9ulJ++iYiIp8CpiIgUJ9XJvPVvUZw6pyfQThgkvByf87MmPvA2Mbqic+5nMgMB5yXc0+IncuKa/E5WUljC97ZRkJohpiDYGY7WinU+/BA8N05gm42C53TgfwnUL6i6wXNBzuOMyc7MrCX+WOwkxoQ8zrkdEdvaq+dxMDHXGPyPHNuArs65eXtzm7kIcxQvDtJVxJKXINi+kvD5GwSqw/38vpC2PxWfEzT8QSGR2/QhM8hT18xa53Gb4T7EvC7MrAZwbB7b3Bv64L9HfYMPEsZ71MH/gHOkmWXcDRGkq3g7eHlNkGYjVxEjKcHnqQboksdJicLbvuvFKY836VaiCnK95XefcM7tIvMcvRy4AJ8K4Cd8ep/8CEc3nx517AEws1JAx+BlnifNy4mZHY+/AwSy59ANf0xokEMTkcHnnNJXiIhILhQ4FRGR4mQLmZM0ZPvyHATZrk+gndH4UTdnkJlLb0wOeeZGB8/XmVnTOHUwr6CjdQqdmcX80held8S/v96b/UnAFHwg1/D53eK5Fn+r/h5iBL3JzBnXKoFthsGCxc65TTnWLBxbgudY53EycHcCbbyNvwX+WPyEXwDvxRi9GhodPF9gZu1zatjM8jV5TnCevYyfgT0N6OGc+yI/bRWi8BbdY4KgbhZm1pv83y69N+Xl/G2GH0G4EyiUIHUw0vMW4HH8bfPTcl4jw5dkBn3/FdwpEJOZVYp6T8L3Kl5wdAj7xxwNYc7Xt51zm3J4rMbnMobso07vx/+wcCjwlplVzGmDZnYuWT8X3sB/9jUAbs5D38OR392jC4IA/K15aCuWglxv+d2nUPhj0vnAP4J/jypAfs+x+P9zNA7ajNYf/4PuTjID4QVmZmXxOYYB3nXO/RBV5Zvg+djIgHyUcBK+bcDiwuqbiMjBSIFTERHZX5Qys+o5PfCBmHBEyitmdgKAmZUws9Pwty7nmiPNObcGmIz/Oxh+6cjpVr5H8KNWKgCfm1m/yC+5ZlbfzK4EFgB/y9NeR4ja18jA1SFRxyLb328zWx7k1hsdo+mxwLdmdruZHRuub2YlzewYM3sBP9EQ+MBbTrf/5VeZ3N7fsF9B4HJYsN5tZjbMzDJGR5lZDTMbhH9fAF50zi2Psc2ZwXMiI6jCOjNiFZrZzOD4fppDGyUS2MdwxHSYl+5JMzslDGybWRt8gCrXvJbBKNJw5u5w5uSczuMX8bO7lwQ+MLPrIwOk5mdzvsTMviAz6JBXT+MDRLuAnjnk34vJzFYGx3lk7rUT9hn+h5LDgBFmVi3YVkUzuwF/zPZFXtu8Cs/fZuYn2cpJeP7OD86LLMxseHBc83Qbv3NunHPutuC2+YSCT0HAdQA+APZX4DMzaxf1uXOCmQ3Bf65G7lt4vvQxs3+E14uZ1TGzEfhg0D6fXCxSMIo2/AFtQgKrhHUujLj+cc59D1yBP06nAl+b2WWWmbMYM0s2s+5mNgU/CVyViPV/JjOP5TAzGxr8eBge48PN7B4zuymqP+OC50vN7LogSIeZHRVs4/AE9ikn+b7eCrBP4frf46+bcvjRmrEmfMzCzHYE18Yj0WXOue/ITFnxYvBeWPB/josj+jrcOfdbjLanBG3PiS4Lyp8IPv8rBK9LmJ/QahrQFp+6YECMVV/F5/UuAbxjZueHnxFmVtfMngMuDuqOCPK1Rm7Xov6/EfmDb9WoMhERcc7poYceeuihR5E98KPgXIKPjviJJrZFLNsa8foP/Cga5//E5bjdcyLa+CqBfjbB5zAL19kTbG9bVB/7Ra03PVjeP4FtJHocGsVYd3lQNjpG2eqo9XcHfd8dtXwmfrKteG1vxX+Ry+lxYZz9z9N+4b8QvhhVvhl/m2nksnfwE4/EOp7JQZ8d0DCXY/9TUO+UOOUzg/JPY5QNycM+XhpxPv0RsXx7RF//BLpElNXLod/HRdT7DSiZy37WxN9KHa6Tjg9EbY3q5z1R640Jlg/Koe3DItZPy+U8WRmnjZXB+iMTuF6uCOruTqDuP6P2byOZ5/8XwD3Bv9+OWq96xDoV47TdKihfH6MsPK7N4qybY/vAf4Ky7rnsX0pQ7/o45cNz6GPPoGxrbscxar0XYh2ziPKLyPr5uAOff3VX1HtRIWKdkvjAW+Tn7MaI1/+H/9HLAQPi7Efcz3Pgtpz6nOB+Pxu0sSTB+lXwIxIdPudndHkX/LUbeUy24j/vIpetxM+gHrluEjAqqt6miO054LGodUrgA3ORfw/Cz9XNZP3bWDFq3ZjHvrCut/zuU9T6/SLqTUng/dkR1H0kTnkFsn5mbsN/XoevPwJKx1l3SlBnTi7bDo9R5D7+CBydQ7//Rtbraw/+lnwX1bdsfx+BWlH1cnrE/Puqhx566HEwPTTiVEREihXn3FzgZHygYCM+/946YAR+9thv4q+dxRT8lw5IYOII59yP+BEs1+G/dG4AKuG/DP4HPytuBzJHp+xPjsKPPnkRP2PvFvwIkzR8wPBtfD64U5zPvRdPBXzgLadHbiPjEuKcS3fOXQV0wud3W46fMb4Mfubht4FznXPnuxgj7II2UoHxwcuL4m3L/K2OjYGlzrmYI07JnIQqerb6fAnOpxPxI0Z/xweMNuHPn1YkmC/POfcfMicBedU5l+Os9865tfgJR/oAHwbbTg6Kl+BvdT0TH6DKq8j/V5Ym5/OkVj7azzfn3L3426vn44MeSfhblm/H51tMi792kQrzMed0/lbGv2dpZI5Ajlao528inHNj8RPNDcN/Ru7Ef+5sxAfP7gQOd34it3CdPcDZ+MDbUnwwKB0fTD3fOXfHvup/LObTDoTvRSKjTXF+AsNpwct+Mco/wo/yvBp4D//5VgJ/Da0A3sWfu0c45z6OWne3c+4y4Kyg3hp8+pIN+JQN9+H/NkWuk44Pjj4ELMMf4+34c6cVMDeR/cpln/N9veVnn6K8iw/4Qf4nhYrsz59Ae3zQfRH+eO3C79s/gLNc/DQ/ubkL/3+RX/F/O1PxQdpbgWOdH0Ebr1/v4lNaPA38F3+cy+L/P/QR/vifFe/vo4iIJM6cc7nXEhEROcCY2V/xowh3ALXdvslrKftYEBSdDXzjnDshTp2ngBuAgc65YTHK6+G/2P6JHxVbWLOWF5iZNcIHTg040jm3tEg7JIXKzKrizz0H1HLObY1R5zJ8gOhN59wlMcoNP8HdoUBb51z0DN0iBwwz647/YXUDUMdF3aYuIiKSVxpxKiIiB6trgufxCpoeuJxzc/Ajeo43s2wz1Qc5Pi/DB5aeiy4PdAien92fgqaBq/FB02kKmh54ghHgT+NHe18TXR4ERW/Bj4J7ME4zx+CDph8raCoHgfA6eVVBUxERKQwKnIqIyEHHzLqQOXHCUznVlQPCnQT5OWOU3YS/VX1I5C3DUdrj0zo8tne6lz9m1hK4Pnj5ZFH2RfaqR/Cj524NJ/KJ0ANohs9tHO+23vbB8z/3Uv9E9gtmdhE+bcVufF5fERGRAtOt+iIictAws+X4PGI1gkWvO+f6Fl2PZF8xs78D9YAnnHNbIpbfgM+7+IhzbldR9S8vzGw20BCfJ9SAz5xzpxVtr2RvMrNz8Dlx33TO/S9i+QX4EaUvuRizeosc6IK7Bhan2P6+AAAgAElEQVThR2WHs8A/4Zy7peh6JSIiBxIFTkVE5KBhZuEssb8BbwGDnXPbi7ZXInljZiuBuvhJUybjc7NuLNpeiRQ/ZvYwcHkeVvnDOfeXvdUfyTszq46f5C4dnw94NP4Ogt1F2S8RETlwJBV1B0RERPYV55wVdR9ECso5V6+o+yBygKgE1MxDfX132s8Eeaf1t11ERPYajTgVERERERERERERiaLJoURERERERERERESiKHAqIiIiIiIiIiIiEkWBUxEREREREREREZEoCpyKiIiIiIiIiIiIRNHMkMWcmf2MnxF0eRF3RUREREREREREZH/QCNjinGtckEYUOC3+KpUrV65q06ZNqxZ1R0RERERERERERIrakiVL2L59e4HbUeC0+FvetGnTqgsWLCjqfoiIiIiIiIiIiBS5li1bsnDhwuUFbUc5TkVERERERERERESiKHAqIiIiIiIiIiIiEkWBUxEREREREREREZEoCpyKiIiIiIiIiIiIRFHgVERERERERERERCSKAqciIiIiIiIiIiIiURQ4FREREREREREREYmSVNQdkH0nPT2dDRs2kJqaSlpaGs65ou6SSLFmZpQpU4bk5GSqVq1KiRL6LUpERERERETkQKHA6UEiPT2dX3/9lW3bthV1V0QOGM45duzYwY4dO/jzzz+pX7++gqciIiIiIiIiBwgFTg8SGzZsYNu2bSQlJVGrVi0qVKigAI9IAaWnp/Pnn3+yZs0atm3bxoYNG6hevXpRd0tERERERERECoEiZweJ1NRUAGrVqkVycrKCpiKFoESJEiQnJ1OrVi0g8zoTERERERERkeJP0bODRFpaGgAVKlQo4p6IHHjC6yq8zkRERERERESk+FPg9CARTgSlkaYihc/MADThmoiIiIiIiMgBRFE0EZECCgOnIiIiIiIiInLgUOBUREREREREREREJIoCpyIiIiIiIiIiIiJRFDgV2ce2bt2KmdG1a9cCt9WqVSsqVqxYCL0qPMOHD8fMePvtt4u6KyIiIiIiIiIi+abAqRw0zCxPj9GjRxd1l0VEREREREREpIgkFXUHRPaV++67L9uyJ598ks2bN3PjjTdyyCGHZCk74YQT9ko/KlSowJIlSwplpOg777xDWlpaIfRKREREREREREQiKXAqB437778/27LRo0ezefNmbrrpJho1arRP+mFmHH300YXSVsOGDQulHRERERERERERyUq36ovkIswjun37dgYNGkSTJk0oXbo0AwYMAOCPP/7gkUceoUOHDtSpU4fSpUtTs2ZNzj//fBYuXJitvXg5Tm+77TbMjK+++oo33niDli1bUq5cOapXr06fPn1Yt25d3L5Fmjx5MmbGY489xrx58+jSpQuVK1emYsWKnH766SxYsCDmfv7yyy9ceumlVK9enfLly9OyZUveeuutLO0V1OzZs+nevTvVq1enTJkyHHbYYdx00038/vvv2equWrWKG2+8kSOPPJLy5ctTpUoVmjZtyt///nd+/fXXjHrp6em89NJLtGnThurVq1OuXDkaNGjA2WefTUpKSoH7LCIiIiIiIiIHJ404FUlAeno6Xbt25YcffqBLly5Uq1YtY7TnokWLuO++++jYsSPdu3encuXK/Pzzz0yaNInJkyfzySef0L59+4S39eijjzJ58mS6d+9Op06dmDVrFmPGjGHx4sV89dVXlCxZMqF2Zs6cyaBBg+jYsSNXXnklP/30EykpKXTs2JHFixdnGa26cuVKTj75ZFatWsVpp53GiSeeyG+//Ua/fv0466yz8naw4hg3bhyXXHIJJUuWpFevXtSrV485c+bw1FNPMXHiRGbNmkWdOnUA2LJlC23atGHVqlWcccYZ9OjRg127drFixQrefvtt+vTpQ/369QG46aabeOaZZzjiiCO4+OKLqVixIqtWrWLu3LmkpKTQo0ePQum/iIiIiIiIiBxcFDgVScD27dtJTU1l8eLF2XKhtmjRgjVr1lClSpUsy5ctW0abNm249dZbmT9/fsLbmjp1Kl9//TVHHnkkAM45evTowaRJk/joo484++yzE2pn4sSJjB8/np49e2Yse/zxx7ntttt49tlnefTRRzOW33rrraxatYp//vOfDB48OGP5ddddR7t27RLuezwbNmzgiiuuwMyYOXMmrVq1yigbPHgwQ4YMYcCAAUyYMAGA999/n5UrVzJo0CAefPDBLG3t2LGD3bt3A5mjTQ8//HC+/fZbypQpk6Xu+vXrC9x3ERERERERETk4KXAqADS68/2i7kLClj9yTpFsd+jQodmCpgBVq1aNWf/www+nW7dujBo1ij/++INq1aoltJ3bb789I2gKPifqFVdcwaRJk5g3b17CgdMuXbpkCZoCXHXVVdx2223MmzcvY1lqaioTJkygRo0a3H777Vnqn3TSSfTq1YuxY8cmtM14xo8fT2pqKldeeWWWoCnAPffcw8iRI5k4cSLr16+nevXqGWXlypXL1lbZsmWzvDYzSpcuHXMkbmRbIiIiIiIiIiJ5oRynIglq3bp13LJp06Zx3nnnUa9ePUqXLo2ZYWaMGjUK8Pk6ExUdWAQybkvfuHFjgdpJTk6mcuXKWdpZvHgxu3fvpmXLltmCkkChjDgNc72eeuqp2crKli1L27ZtSU9P55tvvgGgc+fOHHrooQwePJiuXbvy7LPP8vXXX5Oenp5l3RIlSnDRRRexZMkSmjVrxuDBg/n4449JTU0tcJ9FRERERERE5OCmEaciCShfvjzJyckxy8aMGUPfvn2pWLEinTt3pnHjxlSoUAEz4+OPP2b27NmkpaUlvK1Yo1qTkvylumfPngK1E7YV2c7mzZsBqFmzZsz68ZbnRbiN2rVrxywPl2/atAnwI0Xnzp3L/fffz+TJk3n//fcz+nLDDTdwxx13ZIwwHTFiBEcffTSvvvoqQ4YMAaBUqVJ069aNxx9/PEsuVxERERERERGRRClwKkDR3f5eXJhZ3LJBgwaRnJzMokWLOOyww7KULV26lNmzZ+/t7hVIpUqVAFi7dm3M8njL86Jy5coArFmzJmb56tWrs9QDaNy4Ma+++irp6eksXryYqVOnMnz4cO655x5KlizJHXfcAfgg6cCBAxk4cCBr1qxhxowZjBkzhnfeeYfvv/+eb775JuEJtURERPJt80r4djxUaQzHdIcc/u8gIiIiIsWDbtUXKYDdu3ezYsUKTjjhhGxB0127du33QVOAY489lqSkJBYsWMCOHTuylc+cObPA22jevDkA06dPz1aWlpbG7NmzMTNOOOGEbOUlSpTguOOO4+abb2by5MkApKSkxNxOrVq16NWrFxMnTqR169b897//5ccffyxw/0VEROJKXQMfDISnm8On98P4fvDR3RCVXkZEREREih8FTkUKICkpibp16/Lf//43ywzu6enp3HXXXfz8889F2LvEJCcn06NHD9atW8ewYcOylM2dO5fx48cXeBsXXHABFStWZNSoURl5TENDhw5l9erVdO/ePWMyp6+//pqVK1dmaycc/Vq+fHkAtm7dyueff56tXlpaWkZ6gFgTTImIiBTY1t/ho3vgqeNh3gjYszOzbM5zMOl62LO76PonIiIiIgWmW/VFCujmm2/mtttu47jjjuO8886jRIkSfP755yxfvpyzzjqLDz/8sKi7mKvHH3+cmTNncu+99/LFF19w4oknsnLlSsaNG8e5555LSkoKJUrk/3eWqlWr8uKLL9KnTx9OPvlkevXqRd26dZkzZw7Tpk2jfv36DB8+PKP+5MmTue+++2jXrh1HHXUU1atXZ8WKFUycOJGSJUty2223AT4naseOHTn88MNp3bo1DRo0YNu2bUyZMoWlS5fSu3dvGjRoUODjIyIikmHbBpj1FMx7EXZty1pWsSZsDVLcfD0G0rbA+SMhqcy+76eIiIiIFJgCpyIFdMstt1CxYkWGDx/OK6+8QoUKFejYsSPjxo3jpZdeKhaB0wYNGjBnzhzuuusuPvroI2bOnMkxxxzDq6++yvbt20lJScnIhZpfF198MQ0aNOCRRx5h8uTJpKamUqdOHa6//noGDRpEjRo1Mup269aN33//nRkzZjBhwgS2bt1K7dq1Offcc7n11ltp1aoVANWqVePhhx9m2rRpzJgxg99//51KlSpxxBFHcMcdd9CvX78C9VlERCTD9o0w+1mY8zzs3Jq1rPYJ0OkeOPxUeO8G+PoNv3zJJPj3RXDhGChdYd/3WUREREQKxJxzRd0HKQAzW9CiRYsWCxYsyLHekiVLAGjatOm+6JYcQG688UaefvppZs6cyV//+tei7s5+S9eYiMgBascWHyyd/Sykbc5aVrMZdLobjjo7czKo9HSf43Tu85n16reB3uOg3CH7rt8iIiIiB7GWLVuycOHChc65lgVpRyNORQSAVatWUadOnSzL5s+fz4svvkidOnVo06ZNEfVMRESkCKRt9blLv3zGjzaNdOjR0PEuaNoNolPZlCgBZw71QdLpQ/2yX+fCq13h0glQsQYiIiIiUjwocCoigB8p2aJFC/7yl79QtmxZfvjhh4w0A88++yxJSfq4EBGRg8DObTB/JMx6Erb9kbWsWhMfMP3L36BEyfhtmEHHO6FsZZhyp1+25lt45UzoOxEOqb/3+i8iIiIihUaREBEB4LrrruODDz7gjTfeYOvWrVSpUoWuXbsycOBA2rZtW9TdExER2bt27YAFo2HmvzIneApVaQQd7oRje0HJPPz3+aRroUwlmDQAXDpsWBYET1Og+hGF2XsRERER2QsUOBURAIYOHcrQoUOLuhsiIiL71u6dsOg1+OJxSF2VtaxyfWh/O5zQG0qWyl/7zS+BMsnw9uWQvgu2rPTB0z7vQu3jCt5/ERERkfz4bYGf4DKnu2iEErlXERERERE5wOzZBQtehWdawPu3Zg2aJteBcx6H6xdCy375D5qGjukGvd+CUuX9623rYXRX+GVOwdoVERERyY+VC+CVs+CNntlzuUsWCpyKiIiIyMFjz274+k0Y3greuwE2/5pZVqEGnPl/cMMiOPEKSCpdeNttchr0SYEylf3rtM3wWg/48dPC24aIiIhIblLXwluXwp40WPYZpPyjqHu0X1PgVEREREQOfOl74D/j4bk2kHItbFyeWVa+GpwxBG78Bk66BkqV3Tt9aNAGLnsfKhzqX+/eDm9eBP9N2TvbExEREYm0eyeM65t5p03ZytBlSNH2aT+nHKciIiIicuBKT4clk2D6UPj9+6xl5apA2xug9VVQpuK+6U+tY+GyKfBad5/vNH0XvH0ZpKVCiz77pg8iIiJycPpwIPwapAqyEtDzFah6WNH2aT+nwKmIiIiIHHicgx8+gGlDYe23WcvKVIa2A6DNNVC20r7vW/UmcPkUeL0H/PEjuHSYNMAHT0++bt/3R0RERA58X70CC0Zlvj79fmhyelH1pthQ4FREREREDhzOwdJPYNpDsPrrrGWlk+Gka31wslyVoulf6JD6fuTpmL/BmiCw+9FdsGMTdLwLzIq2fyIiInLg+GUOfDAw83Wznv6uG8mVAqciIiIiUvw5Bz9Ng2kPw8r5WctKlYc2V/svCOWrFk3/Yql4KPSbDG9emHnb3Of/Bzs2Q5ehUELTEYiIiEgBbVkFb/Xx6YHApw3q9ox+pE2QAqciIiIiUrz9PMMHTH/5MuvypLJw4hXw15t8kHJ/VO4Q6POun9122VS/bO4LsGOL/1JTUv9dFxERkXzatcP/H+PPdf51+Wpw0ZtQunzR9qsY0f/ERERERKR4+mWOvyX/5y+yLi9ZGlpeBqfcAsm1iqZveVG6PFw8FiZcAd9N9Mu+eRPStvhJG5LKFG3/REREpPhxDt6/BX5b4F9bSeg1Gg5pUKTdKm50/4/IXvDjjz9iZlxxxRVZll966aWYGStXrky4rXr16tGkSZPC7mIW8fpblD799FPMjCFDhhR1V0REZH+zcgG8fh680iVr0LREKWh1OdywCM5+tHgETUNJpaHnKGh+aeay74Pb+Hf+WXT9EhERkeJp3ovw9RuZr7s8DI3bF11/iikFTuWg0bt3b8yM559/Pte6nTt3xsxISUnZBz3b+3bv3o2ZcfrpmjFPRESKsdXf+EDiyFMzb2sHP4KieR+4fgF0fQIq1yu6PhZEiZLQbTicPCBz2U/T4LUesH1j0fVLREREipefZ8CUuzJfH9/b53uXPFPgVA4aV111FQAvvfRSjvWWL1/O1KlTqV27Nl27di3UPgwbNowlS5ZQq9b+NQKmYcOGLFmyRKM7RURk/7T2vzD2EhjRHv43JXO5lYDjL4YB86H7cKjSsOj6WFjM4Iwh0GlQ5rKV82B0V0hdW3T9EhERkeJh0y8wvh+4Pf51nRb+h2VNBpUvynEqB42OHTty5JFHsmjRIhYuXEiLFi1i1hs5ciTOOS677DKSkgr3Eqlduza1a9cu1DYLQ6lSpTj66KOLuhsiIiJZ/f4DTB8K/303qsCg2XnQ4U449Mgi6dpeZQYdboeyleDDgX7Z2sUw6kzoO1G5yURERCS2ndv8j83b/vCvK9SAC8dAqbJF269iTCNO5aBy5ZVXAvFHne7Zs4fRo0dny/f522+/8cADD9C2bVtq1apF6dKlqVu3Lpdccgnff/99wtuPl+PUOcfTTz/NMcccQ5kyZahbty433HADW7ZsidnOpk2bePTRR+nUqRN169aldOnS1KhRgx49ejBv3rwsdUeOHEmpUqUAmDp1KmaW8QhHmOaU43TVqlVce+21NGzYkDJlylCjRg3OP/98Fi1alK3uyJEjMTPGjBnD1KlT6dChAxUrVqRy5cqce+65/PDDDwkfq5z88MMP9OnThzp16lC6dGnq1KlDv379WLZsWba6W7Zs4YEHHqBZs2YkJyeTnJxMkyZNuPjii7PtQ0pKCqeeeiq1atXKeB86duzICy+8UCj9FhGRBP2xDCZcBc+dlD1o2rQbXPulnzTpQAyaRmpzNfR4wY+sBdjwE7xyJvz+v6Ltl4iIiOx/nIP3boA1//GvS5SCC1+HynWLtl/FnEacykGlX79+3HPPPbz55ps8/vjjlC9fPkv5Bx98wG+//Ubnzp1p3LhxxvJp06ZlBCqbN29OhQoVWLp0KePGjeO9997jyy+/pFmzZvnu14ABA3juueeoU6cOV199NUlJSaSkpDBv3jx27dpF2bJZfx1avHgxgwYNokOHDpx77rkccsghrFixgkmTJvHBBx/wwQcfZOQzbdGiBYMHD+bBBx+kcePG9O3bN6Od9u1zTgy9bNky2rVrx5o1azj99NPp3bs3v/zyC+PHj+f999/n3Xff5ayzzsq2XkpKChMnTuTss8/m2muvZfHixUyePJn58+fz3XffUbVq1Xwfqzlz5nDGGWewdetWunfvztFHH83333/P66+/zqRJk5g6dWrGaGLnHGeccQZz586lbdu2XHnllZQsWZKVK1cybdo0OnToQPPmzQF47rnn+Mc//kHt2rXp1q0b1atXZ926dXzzzTe8+uqrXHPNNfnus4iIJGjjcvh8GHzz78zby0JHnQ0d74LaxxVJ14rMCRdDmYrw9uWwZyds+Q1GnQV9JkDt44u6dyIiIrK/+PIZ+HZ85uuzH4UGJxVdfw4QCpzKQeXQQw+lR48ejBs3jnHjxtG/f/8s5SNHjgQy86GGOnfuzNq1a6lYsWKW5YsWLaJdu3bcddddvPfee/nq0xdffMFzzz3HEUccwdy5c6lSpQoADz30EB06dGDdunUkJydnWadZs2asXr2aatWqZVm+YsUK2rRpw80338y3334L+MDpcccdx4MPPshhhx3G/fffn3DfrrrqKtasWcMjjzzCHXfckbH8mmuuoWPHjvTt25cVK1ZkC0BPnDiRTz75hI4dO2Ysu/3223nssccYPXo0t9xyS8J9iJSenk7fvn1JTU1l7NixXHjhhRllb7zxBpdeeil9+/bl22+/xcz4+uuvmTt3Lj179mT8+PFZ2tqzZ0+WEb0jRoygbNmy/Oc//6F69epZ6q5fvz5f/RURkQRt+hVmPAaLxkD67qxlTTpDp7uhbuwUOweFpudC73H+1rtdf8K29T7nae+3oGHbou6diIiIFLUfp8Kn92W+btkfWl1eZN05kChwKt79lYu6B4m7f3OBVr/qqqsYN24cI0eOzBI4Xb16NR988AE1a9ake/fuWdapWbNmzLaaN29Ohw4dmDp1Knv27KFkyZJ57s+oUaMAGDx4cEbQFKBcuXI8/PDDdO7cOds6hxxySMy2GjZsyHnnncfzzz/PqlWrqFOnTp77E1q+fDmfffYZjRs35tZbb81Sdsopp3DBBRcwduxYUlJS6N27d5bySy65JEvQFPxxf+yxx7KlEsiLGTNmsHTpUk455ZQsQdNwm8OHD2fOnDnMnj2btm0zv0iWK1cuW1slS5bMcrzB53oN0xpEig6kiohIIdmyCmb8Cxa+6kdTRjqsI3S6B+q3Loqe7X8O7wR9U+CNnrBjM6RtgdfP83nLjji9qHsnIiIiRWXDT/7OFJfuX9c/Cc4aVrR9OoAUyxynZlbPzF4xs1VmlmZmy83sSTOrkvvaWdqpGqy3PGhnVdBuvRzWOcfMPjazlWa23cx+MrPxZnZyjLqNzMzl8Bibn/2Xgjn11FM5/PDDmTVrFkuWLMlYPmrUKHbv3k3//v1jBs8mTZrEOeecQ61atShVqlRGntAPP/yQ7du3s2HDhnz1Z+HChQB06NAhW1n79u0pUSL2ZTpjxgx69epF/fr1KVOmTEZ/nn/+ecDnZS2IMP9n+/btY06Sdeqpp2apF6lVq1bZltWvXx+AjRs35rtP4bEKt51bn4499liOPfZYXn/9dU455RSGDRvG7Nmz2bVrV7Z1L7nkElJTUznmmGO45ZZbmDhxokaaiojsLalrYcpd8NQJMP+lrEHThu2g/wd+EiQFTbOq39ofmwo1/Ovd2+HfF8WYPEtEREQOCmlb/R0pOzb518m14YLXIKl00fbrAFLsRpya2eHAl0ANYCLwPdAauBE408z+6pz7I4F2qgXtHAl8BowFjgYuA84xs5Odcz9FrfN/wEDgDyAFWA80AboD55tZX+fcmBib+yaoH21x7nsshS2cBOmuu+5i5MiRPP744zjnePnll+NOkPSvf/2LW2+9lapVq3L66afTsGFDypUrh5kxYcIEvv32W9LS0vLVn82b/QjaWKNaS5cunW1UJMD48eO56KKLKFeuHJ07d+awww6jQoUKlChRgs8++4wZM2bkuz/R/apdu3bM8nD5pk2bspXFGhEbBl/37NmTrWxv9SkpKYnp06fzwAMP8M477zBwoJ+ZuFKlSvTv35+HH36YChUqADBw4EBq1KjB888/z5NPPskTTzyBmdGpUyeGDRuWkTdVREQK4M8/YNaTMO8lH/SLVK81nHoPNO7gZ5WX2Go1g8unwGvdYfOvkL7LjzJJS4UWfXNfX0RERA4MzkHKtbDuO/+6ZGm48A1Ijn3HrORPsQucAs/hg6Y3OOeeCRea2b+Am4GHgERmcXkYHzR9wjmXkXDRzG4Angq2c2bE8lrAbcBa4Djn3LqIsk744Os/gViB06+dc/cnuH9Fo4C3vxc3l112Gffeey+vvfYaQ4cOZcaMGfz000+ceuqpNGnSJEvdXbt2cf/991OnTh0WLlyYLcA5Y8aMAvWlcmWfJmHt2rU0aNAgS9nOnTvZuHFjtkDk4MGDKVu2LAsWLOCoo47KUvbrr78WuE+R/VqzZk3M8tWrV2epty/kp09Vq1blqaee4qmnnmLp0qVMnz6dESNG8PTTT7Nly5aMVAkA/fv3p3///mzcuJEvv/ySCRMmMGrUKLp06cL333+fLaesiIgkaNsGmD0c5o6AnVuzltVpDp0GQZPTFDBNVLXD4fKP4PUesP5//ta8SdfDji3QdkBR905ERET2hRmPwZJJma+7PgH1WhZdfw5QxepWfTM7DDgDWA48G1V8H/An0MfMKuTSTgWgT1D/vqji4UH7XYLthRrij9fcyKApgHNuGpAKHJqH3ZEiVLNmTbp168b69etJSUnhpZdeArJPCgU+oJmamkq7du2yBU23bNkS81b1vAhHMn7++efZyr744gvS09OzLV+2bBnNmjXLFjTds2cPs2bNylY/vN0/L6M9w9nmZ8yYEXO9adOmZen/vhD2afr06THLw+Xx+nTEEUdw5ZVX8vnnn1OuXDlSUmINBIcqVapwzjnn8PLLL9OnTx/Wr1/PzJkzC9x/EZGDzo7NMP0ReOp4mPF41qBprWPh4rFw5TSfo1NB07ypXBcu+xBqH5+57ON74LMhfgSKiIiIHLh+mAKfPZT5uvXV0PzSouvPAaxYBU6BMLHhx865LNEk51wqMAsoD5yUSzsnA+WAWcF6ke2kAx8HLztFFC0FdgKtzSzLTDFm1h5IBj6Ns706Zna1md0dPB+XS/9kH7jyyisBePzxx0lJSaF69er87W9/y1avdu3alC1blvnz5/Pnn39mLN+5cyfXX399gXJ2gh/9CvDggw9mue19+/bt3H333THXadiwIT/88EOWkZfOOe69915++OGHbPVLlChBlSpV+OWXXxLuV6NGjejUqRPLli3jmWeeyVI2a9Ys3nrrLapVq5ZtIq29qX379jRp0oTp06dnC3qOHTuWL7/8kqZNm3LyyT7l8LJly7LksQ1t3LiRXbt2Ub58+YxlU6ZMYffurDM5O+dYt87/ThJZV0REcpGWCl88Bk8eB9OH+omMQjWOgQteh6u+gKPOUsC0ICpUh37vQYPMCRH5Yhh8OBBi/PAqIiIiB4D1S2HClUDwQ2mjU6DLQzmuIvlX3G7VD4fX/S9O+VL8iNQjgakFbIegHQCccxvM7A7gX8B3ZpaCz3V6ONAN+AS4Ok57nYNHBjObDvRzziUUyTKzBYlXlbEAACAASURBVHGKjk5kfcnujDPOoHHjxhmzvA8YMIDSpbMnUC5ZsiQDBgzgscce49hjj6Vbt26kpaXx2WefsXnzZjp06BBztGii2rdvz7XXXsvzzz/PX/7yF3r27ElSUhIpKSkceuih1KhRI9s6N998MwMGDOCEE07g/PPPJykpiRkzZvC///2Prl27Mnny5GzrnHbaabz99tt0796d5s2bk5SURMeOHWnXrl3cvo0YMYJ27dpx88038+GHH9KyZUt++eUXxo8fT1JSEqNHj87IEbovlChRgldffZUzzjiD888/nx49enDUUUfx/fffM3HiRCpVqsRrr72GBV/CFy1aRK9evWjVqhXNmjWjdu3arFu3jokTJ7J7927uuOOOjLZ79uxJcnIy7dq1o1GjRuzZs4cZM2bw1Vdf0bp1azp16hSvWyIiEtq5zU/2NOsp2BaVcr76kdDxTjjmbxBn4kPJh7KV4dJ3YFxf+PETv2zei/62/e7PQsni9t99ERERiWvHZvj3xZk/SleuD71GQ8nsE1xL4Shu/2sNExfGS8gZLs8+M00htOOcexI4Dx9wvhK4E+gF/AqMjr6FH9gGPAi0BKoEjw7ANKAjMDW3tAKy95gZf//73zNehyNQYxk6dCiPPvooZcqUYcSIEaSkpNCmTRvmz59PvXr1CtyX4cOH8+STT1KpUiVeeOEFxo4dy9lnn83HH39MqVLZPwD/8Y9/8PLLL1OzZk1GjRrFG2+8QaNGjZg7dy7HH398jC3AM888w0UXXcTs2bN58MEHGTx4cNxb3kNHHHEECxYs4Oqrr2bJkiU89thjTJkyhXPOOYdZs2bRtWvXAu97XrVt25b58+dz0UUX8eWXXzJs2DBmz55N7969+eqrr2jVqlVG3TZt2nDnnXdSqlQpPvzwQx5//HE++ugjWrduzZQpU7jhhhsy6j766KO0adOGBQsW8OyzzzJ69Gj27NnDo48+ytSpUzMmtxIRkRh2bYfZz/lb8j+5N2vQtEpj+NsIuG4ONDtfQdO9oXR5uOhN+EvEnTP/GQvj+8GuHUXXLxERESk86ekw4Wr4Ixjrl1QOLnrD34Eie425YpQDycxexAcsr3TOjYxR/jBwF3CXc+6RHNq5Gz+J1EPOuUExyq8CRgAjnHPXRCwfiJ9U6ml8LtQ1+BGfQ/EjXYc55wYmsB9JwEygDXCTc+6p3NbJoa0FLVq0aLFgQbwBqV54u3LTpk3zuykRyYGuMRE5KO1Og4Wv+fylqauzlh3SANoPhOMv1qjHfSV9D0y+GRa+mrmscQcfVC1Tsej6JSIiIgX32UPwxaOZr88bCcf1Krr+7OdatmzJwoULFzrnCjRjVnH7yT8cCRpvGu9KUfUKrR0z6wj8HzDJOXeLc+4n59w259xC4G/Ab8CtURNKxeSc2w2Egd/2udUXERER2a/s2QVfjYKnW8AHt2UNmlaq62d1HbAAWvRR0HRfKlESzn0K2l6fueznz+G17rBtQ9H1S0RERArmu0lZg6Ztr1fQdB8pbv+TDWe9OTJO+RHBc7zcpQVpJ7wneVp0ZefcNjObhw+gNgd+ymX7AL8Hz7pVX0RERIqHPbv9LeCfPwqbVmQtq1gLTrkVWvaDpDJF0z/xk211fhDKHgL/z959x1dV338cf53sBEIgTBmy91DBCaigqKCyp0xBq9a9Wm2ttfqztdZq62xdiAxlT0XAgeKsCipB9pY9AiFkkeSe3x+fG29uCMpKTm7u+/l4nEf4fs83J58o4+Z9v+Oj/7O+7d/CuGthxCxIrOltfSIiInJidq+EWbcE2o0vg26PeldPmAm14LQgtLzScZwI13V/Pi7UcZxEoBOQBXz1K8/5yj+uk+M4ia7rphd6TgS27L7w1wMo+Amg+jGeWdB/5Fe/C3Oh/+PxhKwiIiIi3vHlQ8p0+OTvkFrkpUuF6tD5Hjh3DETHe1OfBHMcuOR+Ozhq/v3Wt+dHGHsVjJwDVep7W5+IiIgcn6wDMHko5GZYu0oD6P+6rTKRUhFSS/Vd190ALAIaALcVuf0oNntzvOu6GQWdjuO0cBwn6OR513UPAxP84/9S5Dm3+5+/0HXdwj8ZfOr/eJPjOHUKf4LjOD2w0DYb+KJQ/wWO4xx1TLvjOJcB9/ibE4v/bkVEREQ85vPBipnw0kUw66bg0DQ+2WY73PUDXHSbQtOy6Pzf2MFcjv+HqwObYGx32Lvmlz9PREREvOfLh+k32L/fANEVbN/yhGRv6wozoTbjFOBWLJx8znGcy4FV2CFLXbGl9Q8VGb/K/9Ep0v9H7GT7ex3HORv4GmgJ9Ab2cHQwOx34AOgGrHIcZxZ2OFRLbBm/Azzoum6hY2R5EmjtOM7HwDZ/XzvgMv+vH3Zd9wtEREREyhLXhdXvwOInbKZiYXFJcNEdcOEtEJvoTX1y/M4aYv+fpl0P+UcgfQe80QOGz4Da53hdnYiIiBzLh4/Chg8D7b7/gZqtvasnTIVccOq67gbHcc4FHgO6A1cDO7GT7h91Xfe4dr53XXe/4zgXAY8AfYCLgf3AG8CfXdfdVmS8z3Gcq7FAdQi2n2kCkArMB55zXXdRkS8zwT/uPKAHEA3sBqYCL7iu+ykiIiIiZYXrwtqFsPivsGt58L2YRLjoVrjwVoiv7E19cnJaXAPDpsHb/qV+mfthXE8YOgUadPK6OhERESkqZTp8/mygffH90Kq3d/WEsZALTgFc1/0JGH2cY4vONC18LxW4y38dz7NygX/7r+MZ/zrw+vGMFZHQ5bqu1yWIiJwa17UZDYv/BtuXBt+LrgAX3Gynt2ppWOhq1AVGzYWJ/SH7IBxJh4n9YNAEaHblr322iIiIlJady2HO7YF2s+7QtejiaiktIbXHqZw8x7H82Ofz/cpIETlRBcFpwZ8zEZGQsvET2/dyYv/g0DQq3sLSu5dDt0cUmpYHdc+F0fOhYk1r52XD5OtgxQxv6xIRERGTsR8mD4O8LGtXbQr9XoEIxXdeCckZp3LiYmNjyc7OJiMjg8RE7UcmcjplZNh5dLGxsR5XIiJyArZ8aUvyNxfZOSgyFs4dA53vgcSa3tQmJadmaxizAMb3hoNbwZdnB0/kpEOH672uTkREJHzl58G0UZC21doxiXYYVFySt3WFOQWnYSIxMZHs7Gx27doFQIUKFXAcRzPkRE6S67q4rktGRsbPf670poSIhISfvrHAdOPi4P6IaOgwCjrfC0l1vKlNSkdyIxizEMb3gX1rABfm3QXZadDpuHawEhERkdNt0Z+C39Du/ypUb+ZdPQIoOA0bycnJZGRkkJmZybZt2379E0TkhCQkJJCcrGWsIlKG7fjO9jBdV+Qsy4goOHsYXHI/VD7Tm9qk9FWqDaPfs31Od35vfe//2cLTyx4GvbkuIiJSer5/C/73n0C760PQvId39cjPFJyGiYiICOrVq0dqairp6enk5OToQBuRU+Q4DrGxsSQmJpKcnEyE9p0RkbJoVwosfgLWvBvc70TAWdfBJb+D5Ibe1CbeqlAVRs2Dt4fAls+t79OnLTzt8ZT2UxMRESkN25fCvLsD7ZY94eL7vatHgig4DSMRERFUq1aNatWqeV2KiIiIlLQ9q+DjJ2DlnCI3HGg7EC59AKo18aQ0KUPiKsHwGTB1FKxbaH3fvGZ7nvZ+ESKjva1PRESkPDu8ByYPh/wca1dvCX3+ozcvyxAFpyIiIiLlyb718MnfIWU6UGR1Sas+0OUPUKOFJ6VJGRUdD0MmwaybYcUM61s+xcLTAW9AdJy39YmIiJRHeUdg6khI32HtuCT79zhWZ2eUJQpORURERMqD1E3wyT9g+WRwfcH3WlxrgWmtNt7UJmVfZDT0exViK8HSN6xvzXx4a6Cd6Ksf4kRERE6vBQ/A1i/t104EDBgLVRt7W5McRcGpiIiISCg7uBWWPGWHCvjygu81vQq6/gFqn+NNbRJaIiLh2n/Z8v3Pn7W+TUtgfG8YNh0SdAiiiIjIafHtG/Dt2ED78kegSTfv6pFjUnAqIiIiEooO7YAl/4Rl48GXG3yv8WXQ5Y9Q7zxvapPQ5ThwxWMQVxk+fNT6ti+FcdfAiFmQWMvb+kRERELd1v/B/N8F2m36Q6e7vKtHfpGCUxEREZFQkr4bPnvGZioUHCRQoMHF0PWPUL+jN7VJ+XHxvTbz9N37ARf2rISxV8HIOVClgdfViYiIhKZDO2DqiMCb3rXaQq8X7I1LKZMUnIqIiIiEgox98Pm/4evXIC8r+F69C+Gyh6DhJd7UJuXTeTfanqezbgE3Hw5shrHdYcRsHTAmIiJyonKzYcpwOLzb2vHJMHgSxCR4W5f8IgWnIiIiImVZZip88Tz872XIzQi+V6cDdH3IluZrpoKUhHaD7GCoqaNshnP6TnijBwyfAXXae12diIhIaHBdePc+2/4GwImEgeOgSn1Py5JfF+F1ASIiIiJSjKyDsPhv8O92tjS/cGh6xlkwdCrc+CE0uVyhqZSs5j1g+HSIqWjtrFR4sxds/szbukRERELF16/C9xMD7av+Co0u9a4eOW4KTkVERETKkuxD8MlT8Gw7+ORJOJIeuFejtS3puukTaHaVAlMpPQ0vgZFzIb6KtY+kw8T+sHaht3WJiIiUdZs+hQUPBtpnDYULbvGuHjkhCk5FREREyoIjGfDZvywwXfw4ZKcF7lVrbsu5bvkMWl6rwFS8UbcDjH4PKtaydl42TB4KKdO9rUtERKSsOvgTTBtle4UD1G4P1/5Lr+VCiPY4FREREfFSbhZ887qFppn7gu8lN4YuD0Kb/hAR6U19IoXVaAljFsD43nBwC/jyYMaNkHMIzh3jdXUiIiJlx5FMe4Mxc7+1K1SHwRMhOs7buuSEKDgVERER8UJeDix9Ez59Gg7vCr5XuT5c+gC0GwyRerkmZUxyQxizECb0gb2rARfeucdmSXe+x+vqREREvOe6MO9O2LXc2hFRMGgCJNXxti45YXolLiIiIlKa8o7Y4QBL/gmHtgffq1QXLv0dnD0MIqO9qU/keFQ6w5btT+wPO5ZZ3wd/sfD08ke0BFFERMLbly9AyrRAu8c/oP5F3tUjJ03BqYiIiEhpyM+FHybDkn/Awa3B9xLPgIvvg/YjISrWm/pETlRCMoyaC29fB5s/tb7P/mXh6dVPQ4SOUxARkTC04SN4/8+Bdofr4bwbPCtHTo2CUxEREZGS5Mu3GQcf/x0ObAq+V6EGXHyvvaCOjvekPJFTEpsIw6bBtNGw9j3r+3Ys5KRDn/9o5rSIiISX1E32b6Lrs3a9C2y2qYQsBaciIiIiJcHngx9nWmC6f13wvfhk6Hw3nHcjxFTwpj6R0yU6HgZPgNm/DSxLTJkGOYdh4Bt6U0BERMJDzmGYPAyyD1o78QwYNF6riUKcglMRERGR08nng9XzYPETsHdV8L24ytDxDrjgZpupJ1JeREZD31fs9/W3Y61v7XswaSBc97Z+v4uISPnmujDnVtjzo7UjY2DwREis5W1dcsoUnIqIiIicDq4La96Dj/8Gu1KC78VWgotugwt/C3FJ3tQnUtIiIuCaZ+wNgs+esb7Nn8KbvWD4DNsTVUREpDz69GlYOSfQvvZfUPdc7+qR00bBqYiIiMipcF1Y/wEs/ivs+C74XkxFuOAW6Hg7xFfxpj6R0uQ40O0RiKsEH/zF+nYsgzd6wIjZUOkMT8sTERE57dYuhI8eD7TPvxnOGe5dPXJaKTgVERERORmuCxs/hsV/g21fB9+LToDzfwMd74IKVT0pT8RTne+x2dXv3Au4sHc1jL0KRs6B5IZeVyciInJ67FsHM24EXGvX7wxX/dXTkuT0UnAqIiIicqI2f24zTLd8HtwfFQfn3mAHP1Ws4U1tImXFuWNsm4pZN4MvDw5ugbHdYcQsqNnK6+pEREROTfYhmDwUcg5ZO6keDHrT9v2WckPBqYiIiMjx+ulrC0w3fhzcHxkDHa6HzvdqKbJIYW0H2MFQU0dCXjYc3gXjroZhM6BuB6+rExEROTk+n70xuG+ttaPi7DCoCtW8rUtOuwivCxAREREp87YvhYkD4PUrgkPTiCgLTO9YBlc/pdBUpDjNrrLDoWISrZ11AMb3gk1LvK1LRETkZH3yd1gzP9Du9QLUPtu7eqTEKDgVEREROZady+Ht6+DVy2D9+4F+JxLOHg53LIWez0Llet7VKBIKGnSGUXMhPtnaRw7bmxFr3vO2LhERkRO1ah588mSg3fEOaDfQu3qkRCk4FRERESlq90qYMgJevjh4NgEOtBsMt38DfV6EKg28qlAk9NRpD6Pfg0T/zOz8HJg8DJZP9bYuERGR47VnFcy6JdBu1BUu/4tn5UjJ0x6nIiIiIgX2rrWlVytm8vPpqAVa94MuD0L15p6UJlIu1GgBYxbA+N5wYDO4+TDzJshOg/N/43V1IiIix5Z1wA6DOnLY2lUawICxEKlorTzT/10RERGR/Rvgk39AylRwfcH3WvaELn+Amq29qU2kvKnSAMYshAl9Yc9KwIX599upxBff53V1IiIiR/Plw4wbIXWjtaMTYMhbkJDsbV1S4hScioiISPg6sAWW/AO+f9tmvhXWrAd0/QOccZY3tYmUZ4m14Pp3YdIAO3wN4MPHIPsQdPsLOI6X1YmIiAT78DFY/0Gg3ec/elM9TCg4FRERkfCTtg2W/BO+mwC+vOB7TbpBlz9C3Q7e1CYSLhKSYeQcW/a4aYn1ff5vW7Z/zdMQEeltfSIiIgArZti/TwUuvh9a9/GuHilVCk5FREQkfKTvgk+fhqXjIP9I8L2Gl0LXP8KZF3pSmkhYik2EodNg+ujAQWxL37Bl+31fhshob+sTEZHwtisFZt8WaDe9yl4vSthQcCoiIiLl3+G9NlPgm9cgLzv43pkd4bKHoEFnb2oTCXfRcTBoPMy5DZZPsb4VMyDnMAx6E6Ljva1PRETCU8Z+WxWRl2Xtqk2g3ytaERFmFJyKiIhI+ZWZCp8/C1+/ArmZwffqngddH4JGXbSfoojXIqOhz38hthJ886r1rVsIE/vDdZMhrpK39YmISHjJz4Pp18PBrdaOSbTDoOIre1qWlD4FpyIiIlL+ZB2AL1+Er/4DRw4H36t9jgWmTbopMBUpSyIi4OqnIC4JPv2n9W35HN7sCcNnQoWq3tYnIiLh4/2HA/tvg800rd7cu3rEMwpORUREpPzIPmRh6ZcvQk5a8L2abWxPquZXKzAVKascBy5/2GaYvv9n69v5PbzRA0bOhkq1va1PRETKv+/fhq9eCrS7/BFaXO1dPeIpBaciIiIS+nIOw9cvwxfP22zTwqq3gC5/gJa9bEabiJR9ne6ymafz7gZc2LcGxl4FI+dAciOvqxMRkfJq+zKYd1eg3eJauOR33tUjnlNwKiIiIqHrSKYd+PT5vyFzf/C9qk0sMG3dV5v4i4SiDtdDbCLMvAl8ebbP3NjuMGIW1GztdXUiIlLeHN4DU4ZDfo61q7eAvv/VG+9hTsGpiIiIhJ7cbFg6Dj57Bg7vDr5XpQFc+iC0HQiReqkjEtLa9LcDOaaOgLxs+/P+xtUwfAbUPdfr6kREpLzIOwJTR8Kh7daOS7LDoGITva1LPKfYXEREREJHXo7NMH3uHFjwQHBomnQm9Hoebv8Wzr5OoalIedHsSjscKsb/w2v2QXizF2z8xNu6RESk/FjwIGz90t9woP9YqNrY05KkbFBwKiIiImVffi4sfROe7wDv3gfpOwL3EmvDNc/AHUuh/UiIjPauThEpGQ06wfXzIKGqtXMzYNJAWP2ut3WJiEjoWzoOvn090O72CDTt5lk5UrYoOBUREZGyKz8Pvn8LXjgX5t0JaT8F7lWsCT3+AXd+B+fdAFEx3tUpIiWv9jkw+j17swRsD7opI+CHyd7WJSIioWvr/+Dd+wPt1v2g093e1SNljtawiYiISNnjy4cVM+GTv8P+9cH3EqpB57vh3BsgJsGb+kTEG9Wbw5gFMKEPpG4ENx9m3Qw56XD+b7yuTkREQsmhnbaHti/X2jXbQu8XwHG8rUvKFAWnIiIiUnb4fLBqLnz8BOxdHXwvvgp0vBPOvwliK3pTn4h4r0p9GL0AJvSFPT9a3/z7ITsNLr5PP/CKiMivy8uBKcMD++XHJ8OQSRBTwdu6pMxRcCoiIiLec11YMx8WPwG7U4LvxSZBx9vhglsgrpI39YlI2ZJYE65/B94aBNu+sb6P/s/C0yseU3gqIiLH5rrw7r2w/VtrO5Ew8A17Y06kCAWnIiIi4h3XhXXvw+K/ws7vg+/FJMKFv4WLboP4yt7UJyJlV0IyjJgNk4fCpk+s74vnLDy99l8QEeltfSIiUjZ98xp8NzHQvvJxaNTFq2qkjFNwKiIiIqXPdWHjYlj8t8BssQLRCXDBzbYsPyHZm/pEJDTEVoShU2HGDbD6Hetb9ibkHIK+r+jQOBERCbb5M1jwYKB91nX2Rr3IMSg4FRERkdK16VMLTLd+EdwfFQfn3WgnmVas7k1tIhJ6ouNg4Jsw93b44W3r+3EW5ByGQeN1iJyIiJiDP8HUUeDLs3btc2yFgrZ3kV+g4FRERERKx9avbEn+piXB/ZEx0GE0XHwvJNbypjYRCW2RUdD7JYitBF+/bH3r34eJ/WHoZIhL8rY+ERHxVm4WTBkGmfusXaE6DJ4I0fHe1iVlnoJTERERKTm52bBuISwdBxs+Cr4XEQ3tR8DF90NSHU/KE5FyJCICejxpIemSf1jf1i/gzZ4wfCZUqOZtfSIi4g3Xhbl3ws4frB0RZSsSkup6W5eEBAWnIiIicnr58mHzp5AyDVbOg5y04PtOJJw9FC75nU4vFZHTy3HgsocsPF30kPXt/AHe6GEHSelNGhGR8PPli5AyNdDu8STU7+hdPRJSFJyKiIjIqXNd2Pk9pEyHFTMgfefRY5wIaDcYLv09JDcq/RpFJHx0vB3iKsG8u8D1wb61MLY7jJwNVRt7XZ2IiJSWDYvh/YcD7faj4NwbvKtHQo6CUxERETl5qRstLF0+FfavK35MlYbQbpCFpgosRKS0tB8JsYkw4zfgy4W0rRaejpgFtdp4XZ2IiJS01E0wfbS9gQZQ93y4+ikdBiUnRMGpiIiInJjDe2DFTFuKv/3b4sdUqA5t+kPbgVCng16giog3WveFmESYMhzysiBjD4y7GobNgHrneV2diIiUlCMZMHkYZB2wdsVaMHgCRMV6W5eEHAWnIiIi8uty0mHVOxaWbvwY3Pyjx8RUhJY9oe0AaNjFTrkWEfFa0242y/StQZBzCLLTYHxvGDIJGnf1ujoRETndXBdm3wp7frR2ZAwMngiJtbytS0KSfqIRERGR4uUdgfUfWFi65j2brVVURDQ0vcLC0mY9ICah9OsUEfk19S+CUfNgYn/I3Ae5GRakDhhrb/iIiEj58dkzsHJ2oH3NM1plICdNwamIiIgE+Hyw9UsLS1fODixvKqp+JwtLW/WBhOTSrVFE5GTUPhvGLLDZpoe2Q/4RmDoKer8IZ1/ndXUiInI6rF0EH/5foH3+TdB+hHf1SMhTcCoiIiKwa4WFpStmQNpPxY+p2cb2LG3THyrXK936REROh2pN/eFpH0jdYNuOzL7FlvBfcLPX1YmIyKnYtx5m3Ai41q7fCa76m6clSehTcCoiIhKuDm61sDRlOuxZWfyYpDNtZmnbgVCzVenWJyJSEiqfaeHphL6we4X1vfd7yD4El9yvw+xEREJR9iGYPBRy0qxdqS4MfBMio72tS0KeglMREZFwkrEfVs6ysHTrl8WPiU+2k6jbDoR6F0BEROnWKCJS0irWgOvfgUmDYNvX1rf4ccg+CFc+rvBURCSU+Hww62bYt8baUXEwZCJUrO5tXVIuKDgVEREp745k2OFOKdPssCdf3tFjouKhxTUWlja+DKJiSr9OEZHSFF8FRs6GycNg42Lr+/IFyE6Dns9CRKS39YmIyPH55ElYMz/Q7vU81D7Hu3qkXFFwKiIiUh7l51kQkDINVr1jJ0gX5URaSNp2oIWmsRVLv04RES/FVIChU2DGDbBqnvV9NwFy0qHfq3oTSUSkrFv1Dnzy90D7otuh3SDv6pFyR8GpiIhIeeG6sO0b/yFPMyFzX/Hj6p5vLyhb9dESJhGRqFgYMA7m3QnfT7K+lbPhyGEYNAFiEjwtT0REjmHPaluiX6BRF+j2qFfVSDml4FRERCTU7V3jP+RpGhzYXPyYas2h3UBoMwCSG5ZqeSIiZV5kFPR6AWIT4X//tb71H8DEfjYjNS7J2/pERCRY1kGYfJ29yQVQuT4MeMP+Phc5jfQ7SkREJBQd2mEHPKVMg13Lix+TWBva9rel+LXa6bATEZFfEhEB3f8OcZUDyz63fgnjroXhMzVDX0SkrPDl2xYrqRutHZ0AQ96ChGRv65JyScGpiIhIqMg6CCvnWFi6+TPAPXpMXBK06m1haf1OOtxEROREOA50/YP9XbrwD9a3azm80R1GzoGkut7WJyIi8NH/2aqAAn1eglptvKtHyjUFpyIiImVZbjasXWBh6bpFkH/k6DGRsdC8u4WlTa+0/fpEROTkXXQrxFWCuXeA64P962FsdxgxG6o18bo6EZHwtWImfPavQPvi+6B1X+/qkXJPwamIiEhZ48uHTUtsKf6quZBz6OgxTgQ0vMTC0pY9tf+eiMjpds5w2/N0+g3gy4W0n2zm6YhZUKut19WJiISfXSkw57ZAu+mV0PUh7+qRsKDgVEREpCxwXdjxnYWlK2bA4V3Fj6t9joWlbfpDYq3SrVFEJNy06g1DK8Dk4ZCXBRl7Ydw1MHQanHmB19WJiISPzFSYPBRyM62d3Bj6vaptqaTEKTgVERHx0v4Ntgw/ZZotBS1OlYbQbpAFptWalm59IiLhrkk3GDkbJg2CnDTIToMJfWDIJGh8mdfViYiUf/l5MO16OLjV2jGJcN3bEF/Z07IkPCg4zkxlEAAAIABJREFUFRERKW3pu+HHmRaWbl9a/JgK1W1WadtBUKe9HVgiIiLeOPNCuP4dmNjPZp3mZsJbg6H/69Cql9fViYiUb+//GTZ9Emj3exmqN/euHgkrCk5FRERKQ/YhWP2OhaUbP7bDRoqKqWj7lbYdCA0vhUj9My0iUmac0Q5GL4DxveHQNjusb9oo6PUCnDPM6+pERMqnHybDVy8G2l3+CC2u8a4eCTv6iUxERKSk5B2B9e9bWLrmPcjLPnpMRDQ0vcLC0uY9IDq+9OsUEZHjU60JjFlgS/X3r7c3webcaof4Xfhbr6sTESlfti+DuXcG2i2uhUt+5109EpYUnIqIiJxOPh9s/cLC0h9nQ/bB4sfV7wxtB9jBIwnJpVujiIicvMr1bObpxL52wjPAggdt79NLH9DWKiIip8PhPTBlOOTnWLt6C+j7X4iI8LYuCTsKTkVERE6V68LuFf5DnmbYEs7i1GxrYWnbAZBUt3RrFBGR06didRj1ju1z+tNX1vfxExaeXvlX/WAvInIq8nNh6ig4tN3asUkw5C2ITfS2LglLCk5FRERO1oEtsGI6LJ8Ge1cVPybpTAtK2w2CGi1Ltz4RESk58ZVhxEybEbXhI+v76iXb07rns9qnWkTkZC140FZwAeDAgLFQtbGnJUn4Csm3Qh3Hqes4zljHcXY4jpPjOM5mx3H+7ThOlRN8TrL/8zb7n7PD/9xjTgNyHOcax3EWOY6zzXGcLMdxNjqOM81xnIt+4XM6Oo4z33GcVMdxMh3HWe44zt2O40SeSL0iIlIGZOyHb16D16+CZ9vBh48dHZrGJ8O5N8CYhXD3cuj2iEJTEZHyKKYCXDcZWvYK9H0/EaaPhrwc7+oSEQlVS9+019oFuj0CTbt5V4+EvZB7G9RxnMbAF0ANYA6wGjgfuAvo7jhOJ9d19x/Hc6r6n9MM+AiYDLQARgPXOI5zkeu6G4t8zpPA74H9wGxgH9AE6A30dxxnpOu6E4t8Tm9gBpANTAFSgZ7Av4BOwMCT+M8gIiKl6UiGHe60fCps+BB8eUePiU6A5lfbzNLGl0FkdOnXKSIipS8qFga8AfPustAUYNVceHsIDJ5o4aqIiPy6n76G+fcH2q37Qqe7vatHhBAMToGXsND0Ttd1ny/odBznGeAe4K/ALcfxnL9hoem/XNe9t9Bz7gSe9X+d7oX6awH3A7uBdq7r7il0rysWvj4GTCzUXwl4FcgHuriu+62//2H/+AGO4wxxXXfyifwHEBGRUpCfCxs/trB09buQm3H0GCcSmlwObQdaaBpbsdTLFBGRMiAyCno9D3FJ8NWL1rfhI5jQF4ZOtWX9IiJybId2wpQRkH/E2jXbQO8XdeCeeM5xXdfrGo6b4ziNgA3AZqCx67q+QvcSgZ2AA9RwXbeYn3B/HlsB2Av4gDNc100vdC/C/zUa+L/GRn//BcBXwFzXdXsX88xD2H/PxEJ9Y4DXgfGu644qMv4y4ENgieu6l57Af4aiX3dp+/bt2y9duvRkHyEiIgVcF7Z9Y2Hpj7Mgc1/x4+pdYGFp675QoVrp1igiImWX68KSp2DxXwN9NdvaXqgVa3hXl4hIWZaXA+OusdfhAPFV4KaPoUoDD4uSUNehQweWLVu2zHXdDqfynFCbcXqZ/+OiwqEpgOu66Y7jfA5cCVyIhZLHchEQ739OeuEbruv6HMdZBNwEdAUKluuvA44A5zuOU8113Z9/mnYc5xIgEVu+X1y9C4qpYQmQCXR0HCfWdV1tgiQi4pU9qyFlml0HtxQ/plpzaDfQAlO9iBMRkeI4Dlz6e4itBAsesL7dKTC2O4ycA5XreVufiEhZ47rw7n2B0NSJhIHj9HpbyoxQC06b+z+uPcb9dVhw2oxfDk6P5zn4nwOA67qpjuM8ADwDrHQcZza212ljoBfwPnDz8X4d13XzHMfZBLQGGgHHOI7ZOI5zrCmlLX7p80RE5BjStsOKGZAyFXalFD8msTa07Q9tB0GttloqJCIix+fCWyCuEsy5DVwfpG7wh6ezoVpTr6sTESk7vnkNvpsQaF/5ODTq4lU1IkcJteA0yf8x7Rj3C/p/bROhk3qO67r/dhxnMzAW+E2hW+uBcYX3PT3N9YqIyOmQdQBWzrWZpZs/A4rZriYuCVr1trC0fieIiCj1MkVEpBw4eyjEVIQZN9iefYe2WXg6Yhac0c7r6kREvLf5c1jwYKDdbghc+Fvv6hEpRqgFp7+mYCrQqW7cWuxzHMf5PXao1HPAC8AubMbnE8Akx3HOdl3396f6dYpzrD0Z/DNR25/A1wwdaxfadP3qLaBGK6jaBKJivK5KREJNbpb9fZIyDdYtCmw4X1hUHDTrbsvwm15hJySLiIicqla9IHYqTB4KuZm2d/a4a2HYVDjzQq+rExHxTto2mDoSfHnWPuNs6PlvrfCSMifUgtOCGZpJx7hfqci40/Ycx3G6AE8Cs1zXvbfQ2GWO4/TFluPf5zjOfwsOlDqN9Yan1e/CsjcD7YgoC08LgtQa/o9VGtpJpiIiBXz5sGmJhaWr5kHOoaPHOBHQ8FILS1v2tCWVIiIip1vjrra/6aQBkJ0GOWkwvg8MmQhNunldnYhI6cvNgsnDAgexJlSDIZMgOt7bukSKEWpp0xr/x2bHuF+wYdCx9i49ledc6/+4uOhg13UzHcf5GugLnEPgQKk1wLn+rxO0R6njOFFAQyCv0HgpbE+RbV99ebB3tV0rC53DFRkD1ZpBjZbBoWrlBlpiKxJOXBd2LIOU6bZ36eHdxY+r3d7C0jb9ILFW6dYoIiLhqd75cP27MKEvZOyFvCx4awj0fw1a9/G6OhGR0uO6MO8u2Pm9tSOiYPAESKrrbV0ixxBqwWlBaHml4zgRruv6Cm44jpMIdAKygK9+5Tlf+cd1chwn0XXd9ELPicAOmCr89QAK1m1WP8YzC/oLrwH9CBgGdAfeLjL+EiABWOK6bs6v1BueLroNdnS0oHTPSji4tfhx+Udg9wq7CotO8AeqhWanVm9hfyFr+r9I+bF/g80sTZkG+9cXPya5ke1Z2nYgVGtSuvWJiIiAHTI4ZiGM7w1pP4EvF6aPhpx0aD/C6+pERErHVy/B8imBdo8noX5H7+oR+RUhFZy6rrvBcZxFWLB5G/B8oduPAhWAl13XzSjodBynhf9zVxd6zmHHcSYANwF/Ae4r9JzbgQbAwkJL7gE+9d+7yXGcl13X3V7oa/TAQtts4ItCnzMdW94/xHGc513X/dY/Pg543D/mPyf4nyF8tO4T/A58zmHYuwb2rrLZqAVX+o7iPz83097FKngnq0BsJaje3D9DtaV9rNESKtZUoCoSKtJ3w48zYflUm2VanAo1oE1/aDfQZpnqz7eIiHitamMYs8CW6u9fB64P5t5u4elFt3pdnYhIydqwGBb9KdBuPxLOvcG7ekSOg+O6p3qOUulyHKcxFk7WAOYAq4ALgK7Y0vqOruvuLzTeBXBd1ynynKr+5zTDZoZ+DbQEegN7/M/ZUGh8BLAQ6AakA7Oww6FaYsv4HeBu13WfLfJ1+mABajYwGUgFegHN/f2D3FP4n+A4ztL27du3X7p06a8PLq+yDvpnpfqD1IJgNWPviT0nvkpwkFoQrFaoWjJ1i8iJyT4Eq9+xsHTTJ/bDZlExibZfabuB0OAS7X8sIiJlU8Y+W7a/a3mg79IHoMsf9EafiJRPBzbDK10g64C1655nW5joUFYpIR06dGDZsmXLjnXY+vEKueAUwHGcesBj2BL4qsBOYDbwqOu6qUXGFhuc+u8lA48AfYAzgP3Ae8CfXdfdVsz4aGym6xCgFbbUPhULXZ9zXXfRMertBDwEXATEAeuBsf7PyT/Bb7/osxWcHkvGPn+Q6l/qv8f/MfvgiT2nQo3gpf4FS//jjnXml4icNnk5sP4DC0vXLoC87KPHRERD0ystLG3WXZvKi4hIaMhOg7cGw9YvA30X3AJXPaF9+kWkfDmSAa9fGdher2ItuOljqHSGl1VJORfWwakEKDg9Qa5rB8YUDlILZqseOXxiz6pUxx+kFp6h2gJiKpRM7SLhwueDrV9YWLpyzrHf7Kjf2cLSVr1txriIiEioOZIJU0fYm4QFzhoKvZ7XqgkRKR9cF6ZdHzjgOTIGrp8P9c7ztCwp/05XcKp/jSW8OI6dop1YCxpfFuh3XUjbFrzUf88q21M1L6v4Zx3abteGD4P7K9cPXupfo6UdUhUdV3Lfl0ioc13YlWIHPK2YYX+2ilOzrYWlbfrr5E0REQl9MQkw5G2Y+ZtAqPDDW5BzCAaM1RJWEQl9n/0r8PcbwDXPKDSVkKLgVAQsUK1cz65mVwb6fflwcEvwYVR7V8O+tZB/pPhnHdxi19oFhZ4fYad6F17qX6MVJDeGqJiS/d5EyrIDmyFlugWme1cXP6bymdB2oF01WpZqeSIiIiUuKsZC0ncqwbLx1rf6HVvGP3gixFb0tj4RkZO17n348LFA+7zfQPsR3tUjchIUnIr8kohICzyTG0GLawL9+XmQurHQUn//0v/966G4bWtdn93bv95eCP/8/Cio2vToPVSTG9rXFimPMvbBj7MsLP3pf8WPSagKrftC20FQ73wdlCEiIuVbRCT0fA5iK8GXL1jfxsUwoQ8Mm6YtaUQk9OzfANNvAPzbQ9bvBN2f8LQkkZOh4FTkZERGQfVmdhWWl2PhaNAM1VWQuomf/8EozJdn9/eusiDp5+fH+p/fMjhUrVxfhwVIaDqSAavnQ8pU2PCR/d4vKjrB3qBoOwgad4XI6NKvU0RExCuOA1c+DvGV4aPHrW/bNzDuWhg+ExJrelufiMjxykmHt6+DnDRrV6oDA9/U63sJSQpORU6nqFio2dquwo5k2vL+oD1UV0Pa1uKfk59j+z3uSgnuj06A6s2DZ6fWaGH/EGlGnpQ1+bmwYbGFpavfhdzMo8c4kdDkcgtLW1ytw9VERCS8OQ5c8juITYL3fmd9u1fAG91h5BzbvkZEpCzz+WDmzbBvjbWj4mDIJKhY3du6RE6SglOR0hCTALXPtquwnHQ7gKpgqX/B0v/0ncU/JzcTdnxnV2GxlfxBasvgg6kq1lCgKqXLdW35fco0m0Wdub/4cfUusD1LW/eFCtVKt0YREZGy7oKbIDYR5txm20ClboSx3WHE7KNXPImIlCVL/gFr3g20ez4Htc/xrh6RU6TgVMRLsYlQ91y7Css6EBykFiz7z9xX/HNyDsG2r+0qLD65UJBaMEO1JSQkl8z3I+FrzyoLS1OmwcFjzKSu3sJ/yNMAqNKgVMsTEREJOWdfZ68Vp4+2Q0kPbbeZp8NnHv1mvIhIWbD6Xfi40D6mF90OZw32rh6R00DBqUhZFF8F6l9kV2GH9/qX+q8OPpgqO63452SlwpbP7SqsYs3gpf4FS//jKpXM9yPlU9o2WDEDlk+D3SnFj6lUB9r0h3aDoGYbzYAWERE5ES2vtcOh3h4KuRm2kuPNnjB0CtTv6HV1IiIBe1bDzJsC7YaXQrdHvatH5DRRcCoSSipWt6vhJYE+14X0XcFB6p7V9usjh4t/zuHddm36JLi/Ul1/kOpf6l+jpe2pqn0npUBmKqyaa2Hpls8p9tCzuCRo1cfC0jM76kAzERGRU9Goi+1vOqm/vVmecwgm9IPBE6FpN6+rExGBrIMweWjg58/KZ8LAcXaoskiI0+9ikVDnOFDpDLuaXB7o9/ng0LbAMv+Cg6n2roG87OKfdWibXes/KPwFoEr9QJBacFVtCtFxJfqtSRmRmwVrF1hYum4R+HKPHhMVB826W1japJsdlCYiIiKnR73zYPR7MKGvvfmdlwVvD4H+r9p+4SIiXvHlw4wbIXWDtaMTYMhb2h5Oyg0FpyLlVUSEvdNX+UxodlWg35cPBzYHgtQ9/qX/+9YWH4jh2vgDm2Hte4FuJwKSGwcv9a/RCqo2hsjokv3epOTl58HmJRaWrpoHR9KPHuNE2BKcdoOgxbXa6kFERKQk1Wxt4en4PpC21V63TR9jh422H+l1dSISrj56HNa/H2j3fhFqtfWuHpHTTMGpSLiJiLRws2pj2zerQH6undhasNS/YOn//g12mmtRrg/2r7Nr1bxCz4+Gak2P3kO1SgP72lJ2uS7sWGZh6YoZkLGn+HG121tY2rofJNYs3RpFRETCWdXGMGYBTOhjb3q7Pph7hy3h73iH19WJSLhZMRM+eybQ7nwvtOnnXT0iJUDBqYiYyGjbz7R6c2hdqD8vB/atKzJDdZXNQC1uf0tfrj98XQk/zgz0R8VBtWaBpf4FS/+T6mkPTK/t3wDLp0LKtMASm6KSG1tY2nag/dAmIiIi3kiqYzNPJ/aDnT9Y36I/WXja9SEdxCgipWPXCphzW6Dd5Aq47E/e1SNSQhScisgvi4qFWm3sKuxIJuxbU2QP1dWQ9lPxz8nLhl3L7SosuoLNSv15D1X/DNXEM/TCvySl77ZZpSlTYcd3xY+pWBPa9LewtPY5+v8hIiJSVlSoBqPmwVtDYOsX1rfkKQtPuz+pN6VFpGRlptphULmZ1k5uDP1f0wpDKZcUnIrIyYlJsDCt9jnB/dmH7ACqgqX+BUv/D+8q/jm5GbB9qV2FxSYFB6kFS/8rVi+Z7yccZB+ybRVSpsKmJba8r6iYRGjVy8LShpfoxY+IiEhZFZcEw2fAtFF2eCPA16/Yv/e9X9Rp1iJSMvLzYNr1cHCLtWMq2mFQ8ZU9LUukpOhfUxE5veIq2cmv9c4L7s9MDQ5S96yyX2elFv+cnDT46Su7CkuoevTs1OotdGrjseTlwLr3LSxdswDyc44eExkDTa+0sLTZVRAdX/p1ioiIyImLSYDBk2DWzYEtkpZPhiOHof/rEB3nbX0iUv588Ahs+iTQ7veK/VwmUk4pOBWR0pGQDPU72lXAdSFjb6Gl/gXL/ldbcFqczP2w5TO7CqtY6+jZqdWbh+dJ7z4fbPncwtKVc2zZ3lEcaNDZwtJWvSC+SqmXKSIiIqdBVIwtkY2rBEvHWd/qd+CtgTDkbYit6Gl5IlKO/DAFvnwh0O7yB2hxjXf1iJQCBaci4h3HgYo17Gp0aaDfdeHQjuAgdc9K2wIgN6P4Zx3eZdfGj4P7k+r5g9SWgatac5uhUZ64LuxKsbA0ZQak7yh+XK220HaQ7V2aVKd0axQREZGSEREJ1/4bYivBF89Z36YlML43DJumlTkicup2fAfz7gy0m18Dl/zeu3pESomCUxEpexzHQr2kOtCkW6Df54O0rYWCVP+S/71ril+CDnZYVdpPsP79wl8AqjQIBKkFS/+rNbXDsELJgc2QMg2WT7PDuopTub7NLG07UMtoREREyivHgSses30GP3zM+rZ/C+OuhRGzILGmt/WJSOg6vBcmD7cDf8EmovT9rw6ik7Cg4FREQkdEhAWeVRpA8+6Bfl++BYg/75/qD1X3rQVfXjEPcuHAJrvWzA90O5FQtXFgqX/B0v/kRhAZXbLf24nI2Ac/zoLlU2Hb18WPSagKrftZWFrvfPthSkRERMo3x4GL77OZp/Pvt749P8LYq2DkHKhS39v6RCT05OfaIXSHtlk7NskOgwrHLdEkLCk4FZHQF+EPPKs2hpY9A/35ubB/Q6HZqf5gNXVD8SfKu/kWtu5bC6vmFnp+NFRr5g9SC81QrdKg9E6dzzlsIe/yqbDhI6u1qOgKtsdQu0HQqEvZCntFRESk9Jz/GwtPZ//WXjMc2ARju8PI2bYHvIjI8VrwBzs/AQDH9lSu1sTTkkRKk4JTESm/IqP9YWeR5em52bB/XeBQqoKDqQ5sLv45vlybrbHnx+D+qDj74aN6y+A9VJPqnZ4Znvm5FpIun2qhaW7m0WMioqDx5RaWNu8BMRVO/euKiIhI6DtrMMQmwrTrbUuj9B0Wno6YCbXP8bo6EQkFy8bDN68G2pf/GZpd6V09Ih5QcCoi4Sc6zg5JqtU2uP9Ihu2XWhCkFhxMVbAspai8bNj5g12FxVT0L/f3L/UvWPqfWOvXA1Wfz5bfL59qy/GzUosfV+9CaDcQWvWFClWP7/sWERGR8NLiajsc6u3r7IDNrFQY1xOGToEGnbyuTkTKsp++gXfvC7Rb9YHO93hXj4hHFJyKiBSIqQB12ttVWHaaP1Atsofq4d3FP+fIYTuMYfu3wf1xScFBakGwWqGahbTLp0LKdDsAqzjVW1pY2maA9igTERGR49PoUhg1Dyb1h6wDcCQdJvaDQRM0c0xEipe+C6YMh/wj1q7RGvq8pHMTJCwpOBUR+TVxSXbAUr3zg/szU/2zUgv2UPX/OutA8c/JToOtX9pVWGwS5KQV/zmV6kDbAXbIU802erEiIiIiJ65uB7h+PkzoC4d32aqZyddBv1egTX+vqxORsiQvB6aMsL8rAOKrwJBJ2hJMwpaCUxGRk5WQbMvcCi91c104vKfQUv+CPVRXQ86h4p9TNDSNqwyt+0DbQXDmRRARUXLfg4iIiISHmq1gzHswvg8c3AK+PJh+A+SkQ4frva5ORMoC14X599vWYQBOBAx4A5IbeluXiIcUnIqInE6OA4k17WrUJdDvunBoe/BS/z0rbQuA3Ew7aKp5DwtLm1wOUbFefQciIiJSXiU3gjELbObp3tWAC/PuslUxne7yujoR8dq3r9uBUAWufBwad/WuHpEyQMGpiEhpcBxIqmtX026Bfp8P0nfaEpiYBO/qExERkfBQqbYt25/UH3Z8Z33v/9nC08se1rZAIuFqyxfw3gOBdrvBcOGt3tUjUkZo/aeIiJciIiCpjkJTERERKT0VqsLIuVC/c6Dv06dtia7P511dIuKNtG0wdaRt4QFwxlnQ81m9kSKCglMREREREZHwE1cJhk+HZt0Dfd+8BrNvgfxc7+oSkdKVmwWTh0HGXmsnVIPBkyA63tu6RMoIBaciIiIiIiLhKDoeBk+ENgMCfcun2Myz3Gzv6hKR0uG6MO9u2Pm9tSOiYNB4qFzP27pEyhAFpyIiIiIiIuEqMhr6vQLnjgn0rZkPkwZATrp3dYlIyfvqP7B8cqDd/e/QoJN39YiUQQpORUREREREwllEJFzzDHS+J9C3+VMY3xsyU72rS0RKzsaPYdGfAu1zRsB5N3pWjkhZpeBUREREREQk3DkOdPsLXP5IoG/7Uhh3DaTv8qoqESkJBzbDtNHg5lu77nlwzdM6DEqkGApORURERERExFx8r80+xR+g7FkJY6+yoEVEQt+RDJg8HLL8s8kr1oRBEyAq1tu6RMooBaciIiIiIiIScN4N0O9VcCKtfWAzjO0Oe1Z7WpaInCLXhTm3w+4Ua0fG2AFxlc7wti6RMkzBqYiIiIiIiARrNxCGvAVRcdZO3wlv9IDty7ytS0RO3uf/hh9nBtpX/xPqne9dPSIhQMGpiIiIiIiIHK15dxg2HWIqWjsrFd7sBRs/8bYuETlx6z6ADx4NtM+7ETqM8q4ekRCh4FRERERERESK1/BiGDUX4qtY+0g6jO8Fr14GX/0XDu/xtj4R+XX7N8CMMYBr7TM7wlVPeFqSSKhQcCoiIiIiIiLHVqcDjH4PKtYK9G1fCgsegKdbwMT+8MMUyDnsXY0iUrycdJg8FLLTrF2pDgx6E6JivK1LJEQoOBUREREREZFfVqMl3LAIWvaEiOhAv5sP6z+AWTfBP5vCjBth7SLIz/WuVhExPh/MugX2+g92i4qzw6Aq1vC2LpEQEuV1ASIiIiIiIhICqtS30CUzFVbOhuXTYOsXgfu5mZAyza6EatCmH7QdBHXPBcfxrm6RcLXkKVj9TqDd81mo0967ekRCkIJTEREREREROX4JyXDuGLsObIEV02H51MCsNoDMffD1K3ZVaQjtBlmIWq2Jd3WLhJPV8+HjvwXaF94GZw3xrh6REKWl+iIiIiIiInJyqtSHi++DW7+Cmz+FjndA4hnBYw5sgk+ehBc6wCtd4Kv/6FApkZK0dw3MvCnQbngJXPGYd/WIhDDNOBUREREREZFT4zhwRju7uj0Kmz+DlKmwci7kHAqM2/GdXQv/CI262kzUFtdAbKJ3tYuUJ1kH4e3r4Ei6tSufCQPGQaTiH5GToT85IiIiIiIicvpEREKjS+26+p+wdqHte7p2Ifj8h0a5PtjwoV1R8RaethsEjS+DyOhffr6IFM+XDzN/A6kbrB2dAEPeggpVva1LJIQpOBUREREREZGSER0PrfvYlZkKK+dYiLrl88CYvCzbJ3XFdEioCq37WYha9zwdKiVyIhb/FdYtCrR7vwi12npXj0g5oOBURERERERESl5CMpw72q6DWyGl4FCpVYExmfvhm1ftqtLADpRqNwiqNfWsbJGQ8OMs+PTpQLvzPdCmn3f1iJQTOhxKRERERERESlflM+Hie+HWL+GWz6DjnZBYO3jMgc2w5B/wwrnw8qXw5UuQvtuTckXKtF0rYPatgXaTbnDZw97VI1KOaMapiIiIiIiIeMNxbClxrbbQ7S+2hH95waFSaYFxO7+3a9FD0PBSaDcYWl6rQ6VEMlNh8lDIzbR2ciPo/5rtNSwip0zBqYiIiIiIiHgvIhIaXmLX1f+EdQstRF23CPKP2BjXBxsX2/VOPDTvYSFqk8t1qJSEn/w8mD4aDm6xdkxFOwwqvoq3dYmUIwpORUREREREpGyJjoNWve3KOmCHSi2fBls+C4zJy4IfZ9oVnwyt+1qIWu98HSol4eGDR2Djx4F235ehRkvPyhEpjxScioiIiIiISNkVXwU6XG/XwZ9gxXQLUff8GBiTlQrfvm5X5fp2oFTbQVC9mVdVi5Ss5VPhyxcC7UsftO0rROS00uFQIiIiIiIiEhoq17PTwm/9Am75HDrdBZXqBI85uAWWPAUvngcvXwJfvADpu7ypV6Qk7Pge5t4RaDe/Gi59wLt6RMoxzTgVERERERGR0FOrjV2X/wW2fgHLp8CPc4ocKvWDXe8TdBi2AAAgAElEQVQ/bHunthsMLa6FuEqelS1ySg7vhcnDIC/b2tWa2RL9CM2LEykJCk5FREREREQkdEVEQIPOdvV4yg6TSpkKaxcWOVTqY7ui7rFDpdoOgibdICrGy+pFjl9+LkwbBYe2WTs2CYa8rTcCREqQglMREREREREpH6LjoFUvu7IOwMq5kDINNn8GuDYmLxt+nGVXfJVCh0pdoEOlpGxb+EfY8rm/4UD/16BaE09LEinvFJyKiIiIiIhI+RNfBTqMsittG6RMtxB194rAmKwD8O1YuyqfCW0HWohavbl3dYsUZ9kE+PqVQPvyh6HZld7VIxImtAmGiIiIiIiIlG9JdaHz3fDbz+G3X0Cnu6FS3eAxB7fCp0/Di+fDfy+GL56HQzu9qVeksG3fwrv3BtqtekPne489XkROGwWnIiIiIiIiEj5qtoYrHoW7U+D6+dB+FMQlBY/ZtRwW/QmeaQlv9oLvJkH2IW/qlfCWvgumDA/s11ujNfR+SdtKiJQSLdUXERERERGR8BMRAQ062XX1U7DufVg+xX+oVI5/kAubPrHr3XuhWXdoNwiaXKFDpaTk5eXAlBGQ7p/5HF8FhkyC2Ire1iUSRhScioiIiIiISHiLioWW19qVdRBWzbMQteihUitn2xVfBVr1CRwqFaHFnHKauS7Mvx+2fW1tJwIGvAHJDb2tSyTMKDgVERERERERKRBfGdqPsCttO6yYAcunwu6UwJisA7D0DbuSzoS2A2wmao2W3tUt5cu3Y2HZ+ED7iv+Dxl29q0ckTOltMREREREREZHiJNWBTnfCbz+DW7+yA3mS6gWPSdsKnz0DL10I/+0Mnz8Hh3Z4U6+UD1u+gPd+H2i3HQQX3eZdPSJhTMGpiIiIiIiIyK+p0RK6PQJ3LYfR70GH0RBXOXjMrhR4/2F4phW82ROWTYDsNG/qldCUth2mjgRfnrXPOAt6PafDoEQ8oqX6IiIiIiIiIscrIgLqd7Srx5Ow/gNbyr/mvSKHSi2x6937oHn3/2fvvuO8qu78j7/OzNAZZugIDAwivQo2QAVrSIyaYkvWgtkUY6KJiUl+m93Ekk022URjTGLaxpZmNEVjNzZUwBIQBCnSuzSZYSjDtPP7434ZZoYyIwx8p7yej8d9XO+55577mSQSHu85555k1uCAc5LvqUr7U7oL/vxvsGNTct22C1z6B2jRJr11Sc2YwakkSZIkSYciqxUMPi85igtTm0o9mASmezaVKt8N8x9Jjta5MGzPplKnuKmU9ooRHrsB1r2ZXGdkwSX3Q27ewZ+TdEQZnEqSJEmSdLha58DxlyfHtnWpTaX+nCzf36O4AGbemxw5ecmmUiMuge5D01W1GorXfglz/rT3evL3IX9C+uqRBBicSpIkSZJUvzr0hPHXJcfGhTD3QXjroWQjqT0KV8MrP06O7iNg5MUw/KJkQyo1L8umwtP/uff6+MvhxE+nrx5JlVwXIEmSJEnSkdJtMJz1bfjSHLj6KTjhU9CmY/U+G+bCP78NPx4G934YZt0PuwrSU6+Orq0r4aEpEMuT614nwIduczMoqYFwxqkkSZIkSUdaRgb0HZcck1ObSs1NbSpVVpzqFGHFy8nx+I0w8AMw8hIYcK6bSjVFJTvggX+DXe8l1+27w6W/gxat01uXpEoGp5IkSZIkHU1ZLWHwh5KjeFuyqdTcB5Ml21U3lVrwj+RonQNDP5KEqH3Gu6lUUxAjPPLFZLYxQEYLuOR3yWceJDUYBqeSJEmSJKVL6w5w/L8lx7b1yaZScx+E9XP29ikuhFn3JUeH3smmUiMvge7D0le3Ds+0n8Dbf9t7fd5t0Ofk9NUjab8MTiVJkiRJagg6HAPjv5gcmxbBWw8mIWpBlU2ltq2BaXckR/fhMOLiJEjN6Z2+uvX+LH4Wnr157/UJ/w5jr0pbOZIOzOBUkiRJkqSGpusgOOtbcOZ/werXkhD17b/Brq17+2yYlxzP3gz5pyYh6tALoU1u2spWLbYshb9+ispPMvQZB5O/n9aSJB2YwakkSZIkSQ1VCNDnlOSY/H1Y+lwSoi56Yv+bSj2R2lRqxCXJ2U2lGo7dRclmUMWFyXV2T7jk/uSbt5IaJINTSZIkSZIag6yWMOiDyVG8DRY+loSoy6dCrEj6lJckm00teBRa5cCwC5MQte8EN5VKp4oK+Ps1sGlBcp3ZCi77A7Tvlt66JB2UwakkSZIkSY1N6w4w+pPJUfRusqnUWw/C+tl7++wuhFn3J0eHXsm3UEdcAj2Gp6/u5urlHyVB9x7n/wR6jUlfPZLqxOBUkiRJkqTGLLsHjPtCcmx6J9lQ6q0HoWDl3j7b1iY7uU/7CXQbCiMvgeEXQW5e+upuLhY+AS98d+/1KdfC6E+krx5JdeY8fUmSJEmSmoquA5MNpb40Bz71DJz4aWjTqXqfjfOTDaXuGA73fAhm3lt90ynVn03vwN8+u/e63+lwznfSV4+k96VRBqchhN4hhLtDCOtCCLtDCCtCCHeEEDq+z3E6pZ5bkRpnXWrc3vvpOyWEEGs5yms8k19L/wcO9z8LSZIkSZL2EQL0ORnOuw1ufAc++SAM/zhktaneb+U0ePRL8KOBycZF8x+B0uL9j6n3p7gQHvgElBQl1zl94KJ7IdPFv1Jj0ej+bQ0h9AemA92AR4CFwEnAl4DJIYQJMcYtdRinc2qcgcDzwAPAYOBq4LwQwrgY47Iqj8wGbjnAcKcBZwJPHuD+HODh/bTPq61OSZIkSZIOS2YLGPiB5NhdBAseS5bzL3ux+qZSCx9LjlY5MPSCZDl/31PdVOpQVJTDXz8DW5Yk11ltks2g2nVOb12S3pdGF5wCd5GEptfHGH+6pzGEcDtwA/Bd4Jo6jPM9ktD0xzHGr1QZ53rgJ6n3TN7THmOcTRKe7iOEMCP1j78+wLtmxxhvrkNNkiRJkiQdOa2yk+9rjv4EFG1INpWa+yCse3Nvn92F8ObvkiO7Z7Kp1MhLoPvwZCaravfC92Dx03uvP/JzOGZk+uqRdEhCjDHdNdRZCOFYYCmwAugf455fjUEIIRtYDwSgW4xxx0HGaQdsAiqAY2KMRVXuZaTekZ96x7L9DrK3/3BgLrAW6BtjLK9yLx9YDtwXY5xS95+07kIIM8eMGTNm5syZR2J4SZIkSVJzsHlxsqHU3Adh64r99+k6JAlQR1zsplIH8/bD8NBVe68nfBnOOdACVklHwtixY5k1a9asGOPYwxmnsc23PzN1fqZqaAqQCj+nAW2BU2oZZxzQBphWNTRNjVMBPJO6PKMONX0udf5t1dC0hp4hhM+FEL6ZOvtrJkmSJElSw9FlAJz5n3D9bPj3f8KJn4G2NZaVb1oAz92SbCp19wfhX/fAzvfSU29DteFtePjavdf9z4Kzvp2+eiQdlsa2VH9Q6vzOAe4vBs4lWYL/3GGOQ2qcAwohtAEuJ5m5+n8H6XpO6qj67IvAVTHGVQd7R5X+B5pSOrguz0uSJEmSVKsQIO+k5Jj8P7D0BXjrz7DwcSjbtbffqunJ8cTXYMC5yUzUgZOhRev01Z5uO9+DBz4JpakFsB37wUW/hYzM9NYl6ZA1tuA0J3UuPMD9Pe25R2mcS1J9Ho8xrt7P/Z3Ad0g2htqz5H8kcDPJbNbnQgijD/ZZAUmSJEmS0iKzBQw8Nzl2FyXh6VsPwrIX9m4qVVEKix5PjlYdYEhqU6n8U5tXYFheBn/51N7PHLRsD5/4E7TpmNayJB2exhac1mbPV6oP98OtdR3ns6nzr/Z3M8a4Eag5J/+lEMK5wCvAycCnSTajOqgDfZMhNRN1TG3PS5IkSZJ0yFplw6jLkmP7Rpj3t2Qm6rpZe/vs3gazf58c2cfA8I/DyEuhx4imv6nUczcngfIeH/0ldBuStnIk1Y/G9o3TPTNBcw5wv0ONfkdsnBDCUGA8sAZ4opb3VRNjLGPv0v7T38+zkiRJkiSlVftucMo18NkX4IszYeI3kmXpVRWthxk/g1+dBnedAi/fBgV1+lJd4/PWQzD9p3uvJ34Dhpyfvnok1ZvGFpwuSp0P9O3RAanzgb5dWp/j1GVTqIPZlDq3O4RnJUmSJElKvy7HwRnfhOvfhE8/Byd9Ftp2qd5n00J47la4YwTcPRne+G3T2VRq3Wz4xxf3Xg/8IEz8f+mrR1K9amxL9ffMez83hJAR456PqkAIIRuYAOwCXq1lnFdT/SaEELJjjEVVxskg2WCq6vuqCSG0Bq4g2RTqt4fygwCnpM7LDtpLkiRJkqSGLgTofUJyfOB7sOzFvZtKle7c22/VjOR48hsw4Jwqm0q1SVvph2zHZvjz5VBWnFx3GQgf+zVkNLY5apIOpFH92xxjXAo8A+QDX6hx+xaS2Zv3V91sKYQwOIRQbef5GON24Hep/jfXGOeLqfGfjjEeKNS8GOgIPHGATaH2vPvkEELL/bSfCdyQuvz9gZ6XJEmSJKnRyWyRhKIf/z+4cTF87Ddw3NkQqmwWVVEKi56Ah6bADwfAw9fC0heg4lAWdKZBeSk8eBUUpiKBVh3gsj9C6w4Hf05So9LYZpwCXAtMB+4MIZwFLCDZZOkMkqX1/1mj/4LUueaXqL8JTAK+EkIYDbwODAEuBDaybzBb1Z5NoX5dS60/AIaFEF4k+RYqwEjgzNQ/fyvGOL2WMSRJkiRJapxatU9mlY68JNlU6u2/JzNR187c26ekCGb/ITna94ARFyX9e4xsuJtKPf2fsPKV1EVIQuIuAw76iKTGJ8R4uBvQH30hhDzgVmAy0BlYDzwM3BJjfK9G3wgQY9znT9sQQifgJuAjwDHAFuBJ4NsxxjU1+6eeGQLMJwlC8w/2fdMQwr8DHwWGA12AFsAGYAbwsxjjy3X/qQ/4jpljxowZM3PmzNo7S5IkSZLUEGxZCnMfSkLU9w6w2LPLIBh5MYy4GDrmH9XyDurN38MjVeZanfktOP3G9NUjaR9jx45l1qxZs2KMYw9nnEYZnGovg1NJkiRJUqMVI6ydBXMfhHl/hR2b9t8v75QkRB32MWjb6ejWWNWaf8E9H4TykuR66IVw8X0Nd2as1EzVV3DaGJfqS5IkSZKkpiAE6D02Oc79brKp1NwHYcFjULpjb7/VrybHk9+A41KbSg364NHdVKpoQ7IZ1J7QtNtQuPAuQ1OpCTM4lSRJkiRJ6ZeZBQPOTo6SHbDwiWQp/9LnYc9X8irK4J0nk6NlNgw5P5mJ2m8iZGQefPzDUbYbHrwCitYn161z4bI/JN9wldRkGZxKkiRJkqSGpWW7JBAdeTFs31RlU6l/7e1TUgRz/pgc7XvA8I8nM1GPGVX/s0Cf/Dqsfi3555ABF98DnY6t33dIanAMTiVJkiRJUsPVviuc/Nnk2LIU5v4ltanU0r19tr8Lr/48OboMhBGXwIiLoFO/w3//v+6GmffuvT7nVuh/5uGPK6nBy0h3AZIkSZIkSXXSuT9M+gZcNxM+8zyc/Hlo17V6n83vwAv/DXeOht+eC6//BnZsObT3rZwBT3x97/WIi2HcFw+9fkmNijNOJUmSJElS4xIC9BqbHOf+Nyx/Ed56CBY8WmNTqdeS46n/B8ednQSfgz4ELdvW/o7CtfDglVBRmlz3GAnn3+lmUFIzYnAqSZIkSZIar8ysJBQ97mwouR0WPQlvPQhLnq2xqdRTydGyfbKp1IjUplKZ+4lGSovhz5fDjo3JddvOyWZQdQlcJTUZBqeSJEmSJKlpaNku+bbpiItgx+bUplIPwprX9/Yp2Q5z/pQc7btX2VRqdDKbNEZ47AZYNyvpHzLhkvsht096fiZJaWNwKkmSJEmSmp52XeCkzyTHe8tSm0o9CFsW7+2zfQO8eldydB6QBKixAub8cW+fyd+H/FOPfv2S0s7gVJIkSZIkNW2djoWJX4fTvwbr3oS5DyVB6p6l+JAEqi98t/pzoy9PgldJzZLBqSRJkiRJah5CgF5jkuOc78DyqUmIuuDRZAl/Vb3Gwnm3uRmU1IwZnEqSJEmSpOYnMwuOOys5zrsdFj2RhKhLnoUuA+HS30OL1umuUlIaGZxKkiRJkqTmrWXbvZtKxZgcGRnprkpSmhmcSpIkSZIk7RGCy/MlAeCvTyRJkiRJkiSpBoNTSZIkSZIkSarB4FSSJEmSJEmSajA4lSRJkiRJkqQaDE4lSZIkSZIkqQaDU0mSJEmSJEmqweBUkiRJkiRJkmowOJUkSZIkSZKkGgxOJUmSJEmSJKkGg1NJkiRJkiRJqsHgVJIkSZIkSZJqMDiVJEmSJEmSpBoMTiVJkiRJkiSpBoNTSZIkSZIkSarB4FSSJEmSJEmSajA4lSRJkiRJkqQaDE4lSZIkSZIkqQaDU0mSJEmSJEmqweBUkiRJkiRJkmowOJUkSZIkSZKkGgxOJUmSJEmSJKkGg1NJkiRJkiRJqsHgVJIkSZIkSZJqMDiVJEmSJEmSpBoMTiVJkiRJkiSpBoNTSZIkSZIkSarB4FSSJEmSJEmSajA4lSRJkiRJkqQaDE4lSZIkSZIkqQaDU0mSJEmSJEmqweBUkiRJkiRJkmowOJUkSZIkSZKkGgxOJUmSJEmSJKkGg1NJkiRJkiRJquGoBachhI4hhHZH632SJEmSJEmSdKjqNTgNIZwVQvjfEELHKm3dQghTgc3AeyGE2+vznZIkSZIkSZJU3+p7xul1wMdijFurtP0IOA1YAmwBvhRCuKSe3ytJkiRJkiRJ9aa+g9NRwCt7LkIIbYCLgH/GGAcBg4DVwDX1/F5JkiRJkiRJqjf1HZx2A9ZVuT4ZaA3cCxBjLAIeIwlQJUmSJEmSJKlBqu/gdDfQpsr1aUAEXqrStg3oVM/vlSRJkiRJkqR6U9/B6XLgzCrXHwcWxxjXVmnLI9koSpIkSZIkSZIapPoOTu8DRoQQXgshvAyMAP5Yo88YYFE9v1eSJEmSJEmS6k1WPY/3C+AU4FIgAI8CP9hzM4RwEjAE+FM9v1eSJEmSJEmS6k29BqcxxlLgkyGEa5LLWFSjyzLgeGBFfb5XkiRJkiRJkupTfc84BSDGuO0A7Zvx+6aSJEmSJEmSGrh6/cZpCKFjCGFoCKFVjfarQwiPhBD+mFquL0mSJEmSJEkNVn3POP0ecDnQbU9DCOE64A6Sb54CfCSEcEKMcX49v1uSJEmSJEmS6kW9zjgFJgDPxRh3VWm7EVgLnA5ckmr7Sj2/V5IkSZIkSZLqTX3POO0FPLfnIoQwFMgDvhFjfCXVdjFJiCpJkiRJkiRJDVJ9zzhtAxRXuZ4ARODZKm1LSQJWSZIkSZIkSWqQ6js4XQsMrnL9AWAbMKdKW0eg6lJ+ab9Kyiq49dH5rCvwfy6SJEmSJEk6uuo7OH0B+FAI4YshhE8DFwBPxRgrqvQ5Dlhdz+9VE3T3tOXcPW05Z902lZ+/sITdZeXpLkmSJEmSJEnNRH0Hp/8DbAd+AvyaZNn+zXtuhhC6AROB6fX8XjUxhbtK+elziwHYVVrOD59exAd+/BIvLNyY5sokSZIkSZLUHNRrcBpjXA4MA74EXA8MjzEuqtKlL/Bz4N76fK+anpw2Lbh7yokM7pFd2bZiy06uvvcNPn3fG6zcsiON1UmSJEmSJKmpCzHGdNegwxBCmDlmzJgxM2fOTHcpR0RZeQV/eG0Vtz2ziG3FZZXtLbMy+Nzpx3LtpONo0zIzjRVKkiRJkiSpIRk7diyzZs2aFWMcezjj1PdS/UohhBYhhBEhhNNCCCNDCC2O1LvUdGVlZnDV+Hyev3ESl56QRwhJe0lZBT99fgln3z6VJ+aux18ASJIkSZIkqT7Ve3AaQugQQvglUADMBl4E3gQKQgi/DCHk1vc71fR1ad+KH1w0kr9fO4FRvXMq29cW7OLaP8zi8t++xuINRWmsUJIkSZIkSU1JvQanIYQOwDTgs0AZ8DLwYOpcmmp/JdVPet9G5+Xy92sn8IOPj6BTu5aV7dOWbOGDP3mZ7z4+n6Li0jRWKEmSJEmSpKagvmec/gfJ5lC/APrGGCfFGD8RY5zE3o2hhqb6SYckIyNw6Yl9eOGrk5gyPp+M1PL9sorIb15ezpm3TeVvs9a4fF+SJEmSJEmHrL6D048Br8YYvxBjLKh6I8ZYGGO8DpgBfLye36tmKKdtC26+YBiPXXcaJ+V3qmzfVLSbrzw4h4t/OYN5awvTWKEkSZIkSZIaq/oOTvuQfNP0YKYCefX8XjVjQ3t24M+fO4WfXDaa7h1aVbb/a+VWLvjZK/zXw3Mp2FmSxgolSZIkSZLU2NR3cLoT6FZLn66pflK9CSFw4ehePPfVSXxu4rG0yEzW71dE+P2rqzjjRy/yx9dWUV7h8n1JkiRJkiTVrr6D0zeAi0MIA/Z3M4TQH7gk1U+qd+1bZfEfHxzCk186ndMGdKls37qzlG/+fS4f+fk0Zq3amsYKJUmSJEmS1BjUd3D6Q6A98EYI4TshhDNDCENCCGeEEG4hCUzbAz+q5/dK1RzXrT33f+okfnXFWHrltqlsn7u2kI/dNZ0bH5rDpqLdaaxQkiRJkiRJDVm9BqcxxueAa4HWwDeBfwLzgGeBbwHtgC/GGJ+tz/dK+xNC4APDevDcVyfypbMG0Cpr7//c/zJzDWf+6EXufmU5peUVaaxSkiRJkiRJDVF9zzglxvgrYCDwbeDvwPOp87eAgTHGX9T3O6WDad0ikxvOGcizX5nIuUO7V7YX7S7j1sfmc96dLzN96eY0VihJkiRJkqSGpt6DU4AY46oY43djjBfFGM9Jnb8bY1wZQmgdQuhwOOOHEHqHEO4OIawLIewOIawIIdwRQuj4PsfplHpuRWqcdalxe++n75QQQqzlKD/Ae8aHEJ4IIbwXQtgZQngrhPDlEELmof5noPcvr1Nbfn3lCdz3qZM4tku7yvZ3Nmznk795jS/+cRbrC3elsUJJkiRJkiQ1FCHGo7vLeAjhHuCKGGPWIT7fH5gOdAMeARYCJwFnAIuACTHGLXUYp3NqnIEks2LfAAYDFwIbgXExxmVV+o8GPnKA4U4DzgQejzF+uMZ7LgT+ChQDfwbeA84HBgF/iTFeXKcf/MA/x8wxY8aMmTlz5uEM0+yUlFVw97Tl3PncYnaW7M2727TI5ItnHsenT+tHqyxzbUmSJEmSpMZm7NixzJo1a1aMcezhjHNI4WU9CIfx7F0koen1McafVg4Ywu3ADcB3gWvqMM73SELTH8cYv1JlnOuBn6TeM3lPe4xxNjB7fwOFEGak/vHXNdo7AL8ByoFJMcZ/pdq/RRLWXhRCuCzG+EAd6lU9apmVwTUT+/OR0b343hML+MecdQDsKi3nh08v4qF/ream84dxxuBuaa5UkiRJkiRJ6XBEluofKSGEY4FzgRXAz2vcvgnYAVwRQmjHQaTuX5Hqf1ON2z9Ljf+B1Ptqq2k4cAqwFni8xu2LgK7AA3tCU4AYYzHwX6nLz9f2Dh05PXJac+cnjueBz57C4B7Zle0rtuzk6nvf4NP3vcHKLTvSWKEkSZIkSZLSoVEFpyTL4QGeiTFW2wo9xlgETAPakgSZBzMOaANMSz1XdZwK4JnU5Rl1qOlzqfNvY4w1v3G6p96n9vPcS8BOYHwIoVUd3qMj6JRjO/PYdady8/lDyW69dyL2sws2cs6PX+L2Zxaxq2S/n7CVJEmSJElSE9TYgtNBqfM7B7i/OHUeeDTGCSG0AS4HKoD/ez/viTGWActJPpdQl5mtM/d3kHyXVfUgKzODKRP68cKNk7j0hLzK9pKyCu58fgln3z6VJ+eu52h/F1iSJEmSJElHX2MLTnNS58ID3N/TnnuUxrkk1efJGOPqI/geHUVd2rfiBxeN5OEvTGBk75zK9rUFu/j8H2ZxxW9fZ8nGooOMIEmSJEmSpMausQWntdmz6dThTgms6zifTZ1/dYTfQ4xx7P4OYOEhvlu1GJ2Xy8PXTuD7HxtBp3YtK9tfWbKZyXe8zHcfn09RcWkaK5QkSZIkSdKRctjBaQih/P0cwJWH8bo9MzRzDnC/Q41+R2ycEMJQYDywBnjiSL1H6ZWREbjspD688NVJXDWuLxmpqLusIvKbl5dz5m1T+fuba1y+L0mSJEmS1MTUx4zTcAjHoVqUOh/o26MDUucDfbu0Psc52KZQtb4nhJAF9APKgGUHeY8agJy2LbjlwuE8dt1pnJjfsbJ9U9FubvjzHC751QzeXmf+LUmSJEmS1FQcdnAaY8w4hCPzEF/3Qup8bgihWu0hhGxgArALeLWWcV5N9ZuQeq7qOBnAuTXeR40+rYErSDaF+u1B3vN86jx5P/dOB9oC02OMu2upVw3E0J4dePBz4/jJZaPplt2qsv2NFVs5/6ev8K2H51GwsySNFUqSJEmSJKk+NKpvnMYYlwLPAPnAF2rcvgVoB9wfY9yxpzGEMDiEUG3n+RjjduB3qf431xjni6nxn44xHmgm6MVAR+CJA2wKtcdfgM3AZSGEE6rU1Br479TlLw7yvBqgEAIXju7F8zdO4nOnH0tWav1+RYTfvbqSM370In96fRXlFS7flyRJkiRJaqxCY/s2YwihPzAd6AY8AiwATgbOIFlaPz7GuKVK/wgQYww1xumcGmcgyczQ14EhwIXAxtQ4Sw9Qw8vAqcAFMcZHa6n3IyQBajHwAPAecAEwKNV+STyM/xJCCDPHjBkzZubMmYc6hA7Tko3bueXRt3l58eZq7SN65XDLhcMY06fjAZ6UJEmSJElSfRs7diyzZs2aldpY/ZA1qhmnUDnr9ATgXpLA9KtAf+BOYFzV0LSWcbYA41LPHZca52TgHmDsQULTISSh6cE2har6noeBicBLwMeB64BS4CvAZYcTmqphOK5be+7/1En88vKx9MptU9k+d20hH7trOl97aA6bivwagyRJkiRJUmPS6GacqjpnnDYsu0rK+eXUpfxi6lJKyioq27NbZXHDOQO5clxfsjIb3e8rJEGI7XUAACAASURBVEmSJEmSGo1mO+NUasjatMzkhnMG8uwNEzlnaPfK9qLdZdz62HzOu/MVZiyt06RoSZIkSZIkpZHBqXQE9Onclt9ceQL3Xn0i/bq0q2xftKGIT/zmVb74x1msL9yVxgolSZIkSZJ0MAan0hE0aVA3nvryaXxj8mDatsysbH/srfWc+aOp3PXiEnaXlaexQkmSJEmSJO2Pwal0hLXKyuTzk/rz/FcnccGonpXtu0rL+d+nFjH5jpd5YdHGNFYoSZIkSZKkmgxOpaOkR05r7vzE8Tzw2VMY1D27sn355h1cfc8bfPq+f7Fqy840VihJkiRJkqQ9DE6lo+yUYzvz+PWncvP5Q8lunVXZ/uyCDZz946nc/swidpW4fF+SJEmSJCmdDE6lNMjKzGDKhH68cOMkLjmhd2V7SVkFdz6/hLNvn8pT89YTY0xjlZIkSZIkSc2XwamURl3at+J/LxrF368dz8jeOZXtawt2cc3vZ3Hl3a+zZOP2NFYoSZIkSZLUPBmcSg3A8X068vC1E/j+x0bQsW2LyvaXF29m8h0v8b0nFrB9d1kaK5QkSZIkSWpeDE6lBiIjI3DZSX144cZJXDmuLxkhaS+riPz6pWWc+aMXefjNtS7flyRJkiRJOgoMTqUGJrdtS269cDiPXXcaJ+Z3rGzfWLSbL/95Npf8agZvrytMY4WSJEmSJElNn8Gp1EAN7dmBBz83jjsuHU237FaV7W+s2Mr5P32Fbz8yj4KdJWmsUJIkSZIkqekyOJUasBACHzm+F8/fOInPnX4sWan1+xUR7p+xkjNvm8qfXl9FeYXL9yVJkiRJkuqTwanUCLRvlcV/fGgIT335dE4b0KWy/b0dJfzH3+by0bum8eaqrWmsUJIkSZIkqWkxOJUakeO6tef+T53ELy8fS6/cNpXtb60p5KN3TedrD81h8/bdaaxQkiRJkiSpaTA4lRqZEAKTh/fg2a9M5PqzBtAya++/xg/NXMMZP3qRe6Ytp6y8Io1VSpIkSZIkNW4Gp1Ij1aZlJl85ZyDP3jCRc4Z2r2wvKi7jlkfnc96drzBj6ZY0VihJkiRJktR4GZxKjVyfzm35zZUncM/VJ9KvS7vK9kUbivjEb17luj+9yfrCXWmsUJIkSZIkqfExOJWaiDMGdeOpL5/GNyYPpm3LzMr2R+es46zbpnLXi0vYXVaexgolSZIkSZIaD4NTqQlplZXJ5yf157mvTuT8UT0r23eWlPO/Ty1i8h0v8+KijWmsUJIkSZIkqXEwOJWaoGNy2vDTTxzPnz5zCoO6Z1e2L9+8gyn3vMFn7v8Xq9/bmcYKJUmSJEmSGjaDU6kJG9e/M49ffyo3nT+U7FZZle3/nL+Bs26fyu3/fIddJS7flyRJkiRJqsngVGrisjIzuHpCP56/cRIXj+1d2V5SVsGdzy3m7Nun8tS8d4kxprFKSZIkSZKkhsXgVGomuma34ocXj+Jv145nRK+cyva1Bbu45vczufLu11mycXsaK5QkSZIkSWo4DE6lZmZMn448/IUJ/M/HRtCxbYvK9pcXb2byHS/xP08sYPvusjRWKEmSJEmSlH4Gp1IzlJkR+MRJfXjhxklcOa4vGSFpL6uI/OqlZZz5oxd5+M21Lt+XJEmSJEnNlsGp1Izltm3JrRcO59HrTuWEvh0r2zcW7ebLf57Npb96lfnrtqWxQkmSJEmSpPQwOJXEsJ45PHTNOH586Si6ZreqbH99xXt8+Kcv8+1H5lG4szSNFUqSJEmSJB1dBqeSAAgh8NHje/P8Vyfy2dOPJSu1fr8iwv0zVnLGbS/ywOurqKhw+b4kSZIkSWr6DE4lVZPdugXf/NAQnvryaZx6XJfK9vd2lPD//jaXj941jdmrC9JYoSRJkiRJ0pFncCppv47rls3v/v0kfnn5GHrltqlsn7OmkI/8fBpf/8scNm/fncYKJUmSJEmSjhyDU0kHFEJg8vBjePYrE7n+rAG0zNr7R8aD/1rDGT96kXumLaesvCKNVUqSJEmSJNU/g1NJtWrTMpOvnDOQZ2+YyNlDule2FxWXccuj8/nwT1/h1WVb0lihJEmSJElS/TI4lVRnfTq35f+uOoF7rj6Rfl3aVbYvfLeIy379Ktf/6U3eLSxOY4WSJEmSJEn1w+BU0vt2xqBuPPXl0/j65EG0aZFZ2f6POes487YX+cWLSykpc/m+JEmSJElqvAxOJR2SVlmZXDvpOJ776kQ+PPKYyvadJeX84KmFTL7jJaa+symNFUqSJEmSJB06g1NJh6Vnbht+9skx/PEzJzOwe/vK9mWbd3DV3a/z2fv/xer3dqaxQkmSJEmSpPfP4FRSvRjfvwuPX38a3/7wULJbZVW2PzN/A2ffPpUf//MdikvL01ihJEmSJElS3RmcSqo3LTIz+NSp/Xj+xklcPLZ3Zfvusgp+8txizr59Kk/Ne5cYYxqrlCRJkiRJqp3BqaR61zW7FT+8eBR/u3Y8I3rlVLav2bqLa34/kyvvfp2lm7ansUJJkiRJkqSDMziVdMSM6dORh78wge99dAQd27aobH958WYm3/ES//PEArbvLktjhZKOpOLScmau3MpvX1nO1/8yhzuefYd1BbvSXZYkSZIk1UlwyWzjFkKYOWbMmDEzZ85MdynSQRXsLOG2Z97hD6+tpKLKHzvdslvxn+cN4YJRPQkhpK9ASYeloiKybPMO5qwuYHbqWLB+G2UV1f+ekZkRmDysB1Mm5HNC347+ey9JkiSp3o0dO5ZZs2bNijGOPZxxDE4bOYNTNTZvryvkpkfe5l8rt1ZrPym/E7dcOIwhx3RIU2WS3o9NRburhaRz1hRQVPz+ZpAP69mBKePzOX9UT1q3yDxClUqSJElqbgxOBRicqnGKMfLw7LV874mFbCraXdmeEeCKU/rylXMGkVNlab+k9NpVUs68dYXMXlXA7DUFzF5VwNo6Lrk/tms7RvfOZfAx2by4aBPTl27Zp0+ndi355El9uPyUvvTIaV3f5UuSJElqZgxOBRicqnErKi7lzucWc8+0FdWW83Zq15Kvf2AQl5yQR0aGy3ilo6m8IrJ00/bKmaSzVxWwaEMR5RW1/32hc7uWjM7LZXReLqPychnVO3efX4IsereIe6ev4O9vrqG4tKLavayMwOThPbh6Qj5j+riMX5IkSdKhMTgVYHCqpmHJxiJu/sd8XlmyuVr7qN453HLhcEbn5aapMqnp27CtuFpIOndtYZ02bWuVlcGIXjmMSgWlo/Ny6d2xTZ3DzoKdJfz5jdXcP2PlfmevjuiVw5Tx+Xx41DG0ynIZvyRJkqS6MzgVYHCqpiPGyFPz3uW/H1+wT4hy6Ql5fH3yIDq3b5Wm6qSmYcfuMuauLUy+SZoKS9cXFtf6XAhwXNf21ULSQT2yaZGZcdg1lZVX8OyCjdw7fTmvLntvn/td2rfkkyf35fKT+9Ctg8v4JUmSJNXO4FSAwamanl0l5fzixSX88qVllJTtXcbboXUWXz13EP92ch+y6iGskZq68orIOxuKqm3g9M6GIuqw4p6u2a0qA9LRebmM6J1Dh9ZH/rvD89dt477pK3h49lp2l+27jP+8kccwZXw+x/fpeMRrkSRJktR4GZwKMDhV07Vqy05ufWw+zy7YUK19cI9sbrlgGCcf2zlNlUkNT4yR9YXFlSHpm6sLmLe2kJ0l5bU+26ZFJiN653B86ruko/NyOSandVq/L/rejhIeeGMVv5uxcr8zYkfl5XL1+Hw+NOIYWmb5ixRJkiRJ1RmcCjA4VdP3wsKN3PLo26zYsrNa+4Wje/IfHxziDtxqloqKS5m7ppA3qyy531i0u9bnMgIM7J7NqN65jO6ThKQDurVvsLO4y8oreGb+Bu6dtoLXV+y7jL9rdiv+7eQ+fPLkPnTL9s8CSZIkSQmDUwEGp2oedpeV838vL+dnzy9hV+neGXRtW2Zy/VkD+NSEfs46U5NVVl7BwneLqn2XdMmm7dTl/757dGidLLfvk+xwP6J3Du1bZR35oo+AeWsLuW/6Ch6Zs67aZzwAWmQGPjyyJ1PG5zPKzeQkSZKkZs/gVIDBqZqXdQW7+O4TC3j8rfXV2o/t0o6bLhjGxIFd01SZVD9ijKzZuos5a5Id7mevLmDeukKKSytqfbZdy0xG9t4bko7Oy22SM7K3bN/NA2+s5nczVvLutn2X8R/fJ5cp4/P54HCX8UuSJEnNlcGpAINTNU/Tl27m5n+8zTsbtldrP3dod7714aHkdWqbpsqk96dwVylvpULSOWuSoHTz9pJan8vMCAzqns2ovFyOT80o7d+1PZkZ6fsu6dFWWl7B02+/yz3TVjBz5dZ97nfLbsUVp/TlEyf3oUv7VmmoUJIkSVK6GJwKMDhV81VaXsH9M1Zyxz/foWh3WWV7q6wMPj+pP9dM7E/rFplprFCqrqSsgoXvbqvc4X726gKWbdpRp2d75bap3OF+VF4uw3t1oG3Lxrnk/kh4a00B905fwWNz1lNSXn12bsvMDM4f1ZOrJ+QzvFdOmiqUJEmSdDQZnAowOJU2Fe3mB08t5C8z11Rr792xDd/68FDOHdo9rbuDq3mKMbLqvZ3VQtK3123b59uc+5PdKotRebmMysthdF5HRuXluPFRHW0q2s2fXl/F719dud/Nsk7o25EpE/L5wLAetGigG2JJkiRJOnwGpwIMTqU9Zq7cyk3/mMe8tduqtZ8+sCs3nT+U/l3bp6kyNQcFO0sqA9I5qwuYs6aQ93bUvuQ+KyMw5JgOlSHp6Lxcju3SjoxmtOT+SCgpq+DJeeu5d/oK3lxVsM/9Hh1ac8W4vlx2Yh6dXcYvSZIkNTkGpwIMTqWqyisif35jNf/79EIKdpZWtrfIDHzq1H5cd+aARrujuBqO3WXlzF+3rdou9yu27KzTs306tWVUasn96LwchvXM8ZMSR9js1QXcN30Fj721jtLy6n/naZmVwYWjejJlQj7DerqMX5IkSWoqDE4FGJxK+7N1Rwm3/XMRf3xtFRVV/ojr3qEV3/zQEC4Y1dPl+6qTGCPLN++otsv9/PXb9gng9ienTYtqIemo3rnObkyjjUXF/PG1Vfz+1VVs3r7vMv6T8jsxZUI+5w7tTpbL+CVJkqRGzeBUgMGpdDDz1hZy0z/e3mfH7ZP6deKWC4Yx5JgOaapMDdWW7bv3hqRrCpmzuoDCXaW1PtciMzC0Zw6je+cwuk8uo/M6kt+5rQF9A7S7rJwn577LPdOWM2dN4T73e+a05opx+Vx2Yh4d27VMQ4WSJEmSDpfBqQCDU6k2MUb+/uZa/ufJhWyqsllMRoArx+VzwzkDyWnTIo0VKl2KS8t5e10hs1cXpr5PupXV7+2q07P9urRjVO+cyl3uh/bsQKssl9w3NrNWbeXeaSt4Yu56yiqq/32oVVYGHz2+F1eNz/eXLJIkSVIjY3AqwOBUqqui4lLufG4x90xbUS0g6dyuJd+YPJiLxvZ2Q54mrKIismzz9lRIupXZqwtYuL5on7Bsfzq2bZFabt8xtYlTLrltnYnYlGzYVswfXl3JH15bxZb9bOp1yrGdmDK+H+cM7U6mf05IkiRJDZ7BqQCDU+n9WryhiJsffZtpS7ZUax+Vl8utFwxjVF5umipTfdpUtLtyFumc1YXMWVNAUXFZrc+1zMpgeM8Old8mPT6vI3md2rjkvpkoLi3n8bfWc8/05cxbu22f+71y23DluL5cemKe4bkkSZLUgBmcCjA4lQ5FjJGn5r3Ldx6bz7rC4sr2EODSE/L42gcGuYlPI7KrpJy5awsrd7ifvbqAtQV1W3Lfv2s7RuXlcnxqyf3gHh1omeXGQM1djJFZq7Zyz7QVPDnvXcprzExu3SKDjx7fmynj8xnUIztNVUqSJEk6EINTAQan0uHYVVLOXS8u4VdTl1FSXlHZ3qF1Fl89dxD/dnIfd9duYMorIks2bmfO6gLeTIWk72wo2ifY2p8u7VumltwnIenI3rl+31a1Wl+4iz+8uoo/vr6K9/azjH98/85cPaEfZw7u5jJ+SZIkqYEwOBVgcCrVhxWbd/Cdx+bz3MKN1doH98jm1guHc1K/TmmqTBu2FfPmqiQgnbO6gLfWFLCjpLzW51q3yGBErxxG9c5N7XKfS69cl9zr0BWXlvPonHXcM20F89fvu4w/r1MbrhqXz8Un5BnIS5IkSWlmcCrA4FSqT88v3MAtj85n5Zad1dovHN2Tb35oCN07tE5TZc3Djt1lvLWmsDIknb26gHe3Fdf6XAgwoFv7ypB0VO9cBvXIpoWzhXUExBh5Y8VW7p2+nKff3rDPbOc2LTL5+NheTBmfz3HdXMYvSZIkpYPBqQCDU6m+FZeW89tXlvOz55ewq3TvzMZ2LTO5/qwBXD2hn9/ArAdl5RW8s2E7c9YUMDs1o3TxxiLqsOKebtmtkiX3fXIZ3TuXEb1zyG7tDD8dfWsLdvH7V1fyp9dXUbCzdJ/7pw3owpTx+ZwxqBsZLuOXJEmSjhqDUwEGp9KRsq5gF999YgGPv7W+WvuxXdtx8/nDOH1g1zRV1vjEGFlfWFy5cdPs1QXMXVNYLZg+kLYtMxnRK6fy26Sj++TSo0Nrl9yrQSkuLeeR2Wu5Z9oKFr5btM/9vp3bcuW4fC4+oTcdDPklSZKkI87gVIDBqXSkTV+ymZv+8TaLN26v1v6BYd35r/OGktepbZoqa7iKiksrl9zvOTYV7a71uYwAA7tnV9vAaUC39m7QpUYjxshry9/j3mkreGb+u/vMoG7bMpOLxvbmqvH59O/aPj1FSpIkSc2AwakAg1PpaCgtr+D+GSu545/vULS7rLK9VVYGn5/Un2sm9qd1i8w0Vpg+peUVLHq3qFpIunTTduryfy3H5LSuFpKO6JVDu1ZZR75o6ShYs3Unv3t1JQ+8vprCXfsu4584sCtTxuczcWBXl/FLkiRJ9czgVIDBqXQ0bSwq5gdPLuKvs9ZUa+/dsQ3f/vBQzhnavUkvIY8xsmbrrsqAdM7qAuauLWR3WUWtz7ZvlcXI3jmM2rPkPi/XzbbULOwqKefvb67l3unLeWfD9n3u9+vSjqvG9eXjY3v7rV5JkiSpnhicCjA4ldJh5sqt3PSPecxbu61a+8SBXbnp/KEc20SW4BbuLE02b0qFpHPWFLB5e0mtz2VmBAZ1z042b0qFpP27tifTWXVqxmKMzFi6hXumr+DZBRv2mZXdvlVW5TL+fl3apadISZIkqYkwOBVgcCqlS3lF5IE3VvHDpxdV2027RWbg3089luvOPK5RLTsvKatgwfpt1Xa5X7Z5R52e7ZXbhtF9cjk+teR+eM8c2rRsnp8ukOpi9Xs7uX/GCh54YzVFxWX73D9jUFemTOjHacd1cRm/JEmSdAgMTgUYnErptnVHCbf9cxF/eG1VtRlkPTq05pvnDeH8kcc0uOX7MUZWbtnJnDUFvLkqmUn69rptlNRhyX1266zkm6S9936btGt2q6NQtdT07NhdllrGv4IlG/ddxn9s13ZMGZ/Px8b0pn0j+kWMJEmSlG4GpwIMTqWGYt7aQm76x9vMXLm1WvvJ/Tpxy4XDGNyjQ5oqS8Ld2amZpHPWJMvut+7cd7OamrIyAkOO6VBtA6dju7RzBpxUz2KMTFuyhXunL+e5hRv3Wcaf3SqLi0/I46rxfenb2WX8kiRJUm0MTgUYnEoNSYyRv7+5lu89sZDN23dXtmdmBK44pS83nDOQnDZHdvOX4tJy5q/fxpwqu9yv3LKzTs/26dS2Wkg6rGcHWrdwyb10NK3csoP7Z6zkwTdWU7S7+jL+EODMQd2YMiGfU4/r0uBms0uSJEkNhcGpAINTqSEqKi7lJ88u5t7pKyir2PtnbOd2LfnG5MFcNLZ3vczarKiILN+yozIknbO6gPnrt1FaXvuf67ltWzCqdxKQ7vk2aad2LQ+7Jkn1Y/vuMv42aw33Tl/Bsk37fm/4uG7tU8v4e9G2pcv4JUmSpKoMTgUYnEoN2eINRdz86NtMW7KlWvuovFxuvWAYo/Jy39d4W7bvrpxFuico3bafjWVqapmZwZCeHTi+ymzS/M5tna0mNQIVFZGXl2zm3mnLeWHRpn3uZ7fO4rIT87hyXD55ndqmoUJJkiSp4TE4FWBwKjV0MUaenPcu//3YfNYVFle2hwCXnpDH1z4wiM7t991cqbi0nHlrC6sFpWu27qrTO/t1aVdtyf2QY7JpleWSe6mxW755B/dNX8FfZq5h+36W8Z89pDtXj89nXP/O/mJEkiRJzZrBqQCDU6mx2FlSxl0vLOXXLy2jpHzv7vUdWmfx1XMHMb5/570zSdcUsHB9UbVl/gfSqV3Lvbvc98llVO8cctu65F5qyoqKS/nrzDXcN2Mlyzfvu4x/YPf2TBnfj48e34s2Lf2liSRJkpqfZh2chhB6A7cCk4HOwHrgYeCWGOPWgz1bY5xOwLeBjwDHAFuAp4BvxxjXHOS504AvA+OBTsB7wFzgjhjjE1X65QPLD1LCn2OMl9W13gPUYnAqNSIrNu/gO4/N57mFG9/3sy2zMhjeswOj8zoyuk8uo3vnktepjTPLpGaqoiIydfEm7p22gqnv7LuMP6dNCy47MY8rxvWld0eX8UuSJKn5aLbBaQihPzAd6AY8AiwETgLOABYBE2KMWw48QuU4nVPjDASeB94ABgMXAhuBcTHGZft57r+A7wCbgcdIQtsuwPHACzHGr1fpm08SnM4hCXZrmhdj/EsdfuyD/RwGp1Ij9NyCDdz62PyD7njfv2u7aiHp4GOyaZGZcRSrlNRYLN20vXIZ/86S8mr3MgKcM7Q7U8b345RjO/nLFkmSJDV5zTk4fRo4F7g+xvjTKu23AzcAv4oxXlOHcX4FfBb4cYzxK1Xarwd+AjwdY5xc45mLgQeBZ4GPxRiLatxvEWMsrXKdTxKc3hdjnPL+ftK6MTiVGq/i0nJ++8py/vDqSkorYrLcPi+H0XkdGZmXQ4fWLdJdoqRGZltxKQ/9aw33TV/Bqvf2/cXM4B7ZTBmfz0eO70XrFi7jlyRJUtPULIPTEMKxwFJgBdA/xlhR5V42yezPAHSLMe770a+9fdsBm4AK4JiqAWgIISP1jvzUO5ZVaV8CdAfyY4z7ronb9z35GJxKkqSjrLwi8uKijdw7fQUvL968z/3cti34xEl9uOKUvvTMbZOGCiVJkqQjp76C06z6KugoOTN1fqZqaAoQYywKIUwjmY16CvDcQcYZB7RJjVNt1miMsSKE8AzJbNQzgD3L9ccD/YC/AFtDCOcBw4Fi4PUY44yDvK9nCOFzJN9j3QLMiDG+VetPK0mSdAgyMwJnDenOWUO6s3hDEffNWMFfZ65lV2myjL9gZym/eDHZsO4Dw5Jl/Cfmd3QZvyRJklRFYwtOB6XO7xzg/mKS4HQgBw9O6zIOqXH2ODF13gDMAkZUfSCE8BJw0QFmop6TOqr2fxG4Ksa46iB1SpIkHZYB3bP574+M4GvnDuahmau5b8YKVr+3C0hmpj4x912emPsuQ4/pwJQJ+VwwqqfL+CVJkiSgse0ykpM6Fx7g/p723CMwTrfU+RqS2apnA9kks06fBk4HHqoxzk6SjaTGAh1Tx0TgBWAS8FzqswG1CiHM3N9BsqGVJEnSQeW0bcGnTzuWF288g99ceQITjutc7f789dv4+l/eYvz3n+eHTy9kfeGuNFUqSZIkNQyNbcZpbfasLzvcD7fub5zMKvcuijHOSV2/HUL4KMns1YkhhHF7lu3HGDcC364x9kshhHOBV4CTgU+TbEYlSZJ0xGVmBM4Z2p1zhnZn0bvJMv6/zVpDcWnyFaT3dpTw8xeW8supy5g8vAdXj89nbF+X8UuSJKn5aWwzTvfMBM05wP0ONfrV5zhbU+dlVUJTAGKMu0hmnQKcVMu7iTGWAf+Xujy9tv6pZ8bu7wAW1uV5SZKkmgb1yOZ7Hx3Bq/9xFv/xwcH0qrJRVHlF5PG31nPRL2dwwc+m8deZa9hdVp7GaiVJkqSjq7EFp4tS54EHuD8gdT7Qt0sPZ5w9zxQc4Jk9wWpdt6bd8y3UOi3VlyRJOlJy27bkcxP7M/Vrk/jl5WM55dhO1e7PXVvIVx+aw4TvP8/tzyxiw7biNFUqSZIkHT2Nban+C6nzuSGEjBhjxZ4bIYRsYAKwC3i1lnFeTfWbEELIjjEWVRkng2SDqarvA3gJKAMGhBBaxhhLaow5PHVeUcef5ZTUeVkd+0uSJB1RWZkZTB7eg8nDe7Bg/Tbum76Cv7+5lt1lyV+5Nm8v+f/s3Xd41eX9//HnnT0IYYMsUURxouBgqCBua63a2m3V1rZWrYt+u4d2/Npvv+KurV1S7VDbaq2tGxQQVBTcigMEZG8IkJ3798c5OYZD2CEn4/m4rlyf5L4/n/u8j0av5JV7cMuk97j96TmcceheXDhqAEf06+QyfkmSJLVJrWrGaYxxDvA4MAC4LK37OhKzN++KMW6sbwwhDA4hbHaAUoxxA3B38v5r08a5PDn+YzHGuQ2eWQncS2J5/2b7loYQTgZOJbG0/9EG7ceEEPLS30cIYSxwdfLLP2/jLUuSJGXEgXt15BcfP4znvnMi3zptML1LC1J9NXWRf7+ymHNvn87Zv5rGAy+5jF+SJEltT4hxd89Ral4hhIHAdBKn3D8IvEXikKUTSCytHxljXNXg/ggQYwxp43RNjrM/MAmYARwIfAxYnhxnTtozPYBpwH7A1OQzewPnkDhI6rMxxr83uP9p4GDgaWBhsvkwYGzy8x/EGH+6q/8skq8xc+jQoUNnzpy5O8NIkiRtU01tHU+8uYw7p81jxrzVW/R365DP547pz+eG96dHSUEjI0iSJEnNY9iwYcyaNWtW8nygXdbqglOAEEI/4MfAaUBXYAnwL+C6GOPqtHsbDU6TfV2AHwFnA3sBq4BHgB/GGBem39/gme+TCEv7AGXALnoYNwAAIABJREFUM8DPY4zPpd37peR9hwDdgFxgGfAscFuMceouvP30egxOJUlSs3p90Tr+NH0eD76ymKqaus36crMDHzl0Ly4atQ9D+nXKUIWSJElqz9p1cKoPGZxKkqRMWbWhknte+IC7n53P0kYOjDqifycuHDmA0w/Zi7ycVrVDlCRJklqxpgpOW9vhUJIkSWohunbI57IT9uMrx+/LY28sZcK0ebw4f02q/6UFa3lpwcv8rOQtPj98bz5zdH+6l+RnsGJJkiRpxxmcSpIkabfkZmdx5mG9OfOw3ry2cB0Tps/joVcWU1WbWMa/vKySG554h9smvceZQ/biopH7cGjf0gxXLUmSJG2ba6YkSZLUZA7tW8r4Tw5h+nfGMu7k/enRYIZpVW0d989axEdve4aP/3o6D72ymOraum2MJkmSJGWOM04lSZLU5Lp1yOfrJw7iq6MH8ugbS5kw7X1mLVib6p85fw0z56+hZ8d8zk8u4+/awWX8kiRJajkMTiVJkrTH5OVkcdaQ3pw1pDevfLCWCdPn8Z9XF1NdmzigdNn6Sq5//B1umfQeZw3pzYUjB3BIH5fxS5IkKfNcqi9JkqRmMaRfJ2781OFM+/ZYrjppEN0azDCtqqnjHzMXcuatz3Deb6bz8GtLqHEZvyRJkjLIGaeSJElqVj1KCrjqpP25dMx+PPzaEu6c9j6vLFyX6n9h3hpemLeGvUoLOH/E3nz6qP50Kc7LYMWSJElqj5xxKkmSpIzIy8ni7CP68ODlx/LApSP52OG9yckKqf4l6yr45aNvM+LnE/nWP17lzcXrM1itJEmS2htnnEqSJCnjjujfmSP6d+a7ZxzIX55fwF+fn8/KDVUAVNbUce+LH3Dvix9wzD5duGjUAE46sCc52c4BkCRJ0p5jcCpJkqQWo2fHAq45eX8uO2Eg/311CXdOm8driz5cxv/8+6t5/v3V9OlUmFzG349ORS7jlyRJUtPzz/SSJElqcfJzsjl3aF/+ffko/vm1EZx52F5kN1jGv2htOb94ZDbDfz6R79z/KrOXuoxfkiRJTcsZp5IkSWqxQggM27sLw/buwpJ15fzluQX8dcYCVm9MLOOvqK7jbzM+4G8zPmDEvl25MLmMv2HIKkmSJO0Kg1NJkiS1CnuVFvKNUw/g8rH78dAri7lz2jzeXPLhTNNn567i2bmr6Nu5kAtGDOCTR/ajtCg3gxVLkiSpNXOpviRJklqVgtxszjuyH/+94lj+fskIPnLo5sv4F64p52cPv8Xwn0/kew+8xrvLyjJYrSRJklorZ5xKkiSpVQohcNSALhw1oAuL15bz5+fm87cZC1izqRqA8upa/vL8Av7y/AKO3a8bF44cwAmDe7iMX5IkSTvE4FSSJEmtXu9OhXzztMFcceIgHnx5EXdOm8fspR/ONH3mvZU8895K+ncp4gsj9ua8I/tRWugyfkmSJG2dS/UlSZLUZhTkZvOpo/rzyJXHcc9XhnPawb1oOMF0wepN/PS/bzHi5xP5wb9e573lGzJXrCRJklo0Z5xKkiSpzQkhMHzfrgzftysL12zi7ufmc8+MD1hXnljGv6mqlrufm8/dz83nuEHduGjUAMbs34Msl/FLkiQpyeBUkiRJbVrfzkV85/QDuerE/fnXy4uYMG0ebzc4MGrquyuZ+u5KBnQt4oKRA/jEsL6UFLiMX5Ikqb0LMcZM16DdEEKYOXTo0KEzZ87MdCmSJEmtQoyRZ+euYsK0eTzx1jLSfxwuzsvmvCP78YURe7Nv9w6ZKVKSJEm7bNiwYcyaNWtWjHHY7ozjjFNJkiS1KyEERg7sxsiB3fhgdf0y/gWsr6gBYGNVLROmz2PC9HmMOaA7F44cwPGDuruMX5IkqZ0xOJUkSVK71a9LEd8940CuOmkQ989axITp8zY7MOrpt1fw9Nsr2LdbMReMHMDHh/WlQ74/QkuSJLUHLtVv5VyqL0mS1HRijEx7bxUTpr/PxNnLt1jG3yE/h/OO7MsFIwYwoFtxZoqUJEnSNrlUX5IkSWpiIQSOHdSNYwd1Y/6qjdz17Hzue+EDyioTy/g3VNZw57TEMv4TDujBhSMHcNygboTgMn5JkqS2xuBUkiRJasTeXYv5wZkHcc3J+3P/rIXcOX0ec1dsBCBGmDR7OZNmL2dg92IuHDmAc4f2pdhl/JIkSW1GVqYLkCRJklqy4vwczh8xgCevHs1dXzyasYN7bNY/Z8VGfvDgGwz/+UR+8chsyiqqM1SpJEmSmpLBqSRJkrQDsrICx+/fnT9eeBRPfWMMF44csNlBUWUVNfxm8hxOHD+ZB19ehGcJSJIktW4Gp5IkSdJO2qdbMdeedTDPfmcs1370IPZpcFDU8rJKrrznZT73++d5b3lZBquUJEnS7jA4lSRJknZRSUEuF47ah4nXjObmTx9O95L8VN/0Oas4/eap/OKR2WyqqslglZIkSdoVBqeSJEnSbsrKCnzs8D5MGjeaL47ah+ysAEB1beQ3k+dw0vjJPPr6EpfvS5IktSIGp5IkSVITKSnI5YcfPYiHLj+WI/funGpfvK6CS/48iwvvfIF5KzdmsEJJkiTtKINTSZIkqYkd1Lsj9311BP/3icPoWpyXap/8zgpOuWkKNzzxDhXVtRmsUJIkSdtjcCpJkiTtAVlZgfOO7MekcWP4/PD+hMTqfapq6rhl4rucfONkJs1eltkiJUmStFUGp5IkSdIeVFqUy0/PPpQHLxvFkL6lqfYPVpfzxQkv8uW7XuSD1ZsyWKEkSZIaY3AqSZIkNYPD+nbi/ktH8bNzDqG0MDfV/sSbyzj5xsncNuldKmtcvi9JktRSGJxKkiRJzSQ7K/C5Y/Zm0rjRfPLIvqn2iuo6rn/8HU6/aSpT312RwQolSZJUz+BUkiRJamZdO+Tzy08M4Z9fG8GBe3VMtc9duZHz/zCDy/4yiyXryjNYoSRJkgxOJUmSpAwZtncXHrp8FD/66EGU5Oek2v/72hJOHD+Z306ZQ3VtXQYrlCRJar8MTiVJkqQMysnO4qJR+zDxG6M554g+qfZNVbX8v4dn85FbpvLc3FUZrFCSJKl9MjiVJEmSWoAeJQXc+KnDuecrw9m/Z4dU+zvLNvDp3z7H1fe+zPKyigxWKEmS1L4YnEqSJEktyPB9u/LfK47ju2cMpigvO9X+wEuLOPH6yUyY9j41Lt+XJEna4wxOJUmSpBYmNzuLrxw/kInjRvORw/ZKtZdV1nDtQ29y1m3TmDl/TQYrlCRJavsMTiVJkqQWaq/SQn712aHc/aWj2bdbcar9zSXr+fivp/PNf7zCqg2VGaxQkiSp7TI4lSRJklq44wZ155GrjuN/Tj2AgtwPf4S/78WFjB0/mb88P5/aupjBCiVJktoeg1NJkiSpFcjPyeayE/bjiatHc/JBPVPt68qr+d4Dr3Pu7dN4deHaDFYoSZLUthicSpIkSa1Ivy5F/O4LR/LHC4+kX5fCVPsrC9fxsV9N4/v/eo11m6ozWKEkSVLbYHAqSZIktUJjB/fkiatHc8WJg8jLSfxYHyP8+bkFnDD+ae578QPqXL4vSZK0ywxOJUmSpFaqIDeba07en8evOp7R+3dPta/eWMU3//Eqn7zjWd5cvD6DFUqSJLVeBqeSJElSKzegWzETLjqK33x+KL1LC1LtL85fw0dve4brHnqDsgqX70uSJO0Mg1NJkiSpDQghcNohe/HkuNFcMnogOVkBgNq6yJ3T5jF2/GQefHkRMbp8X5IkaUcYnEqSJEltSFFeDt8+fTCPXnUcIwd2TbWvKKvkynte5rO/e553l5VlsEJJkqTWweBUkiRJaoP261HCXy4+hls+cwQ9SvJT7c/OXcXpN0/l54+8xcbKmgxWKEmS1LIZnEqSJEltVAiBs4b0ZuK40Xzp2H3ITi7fr6mL3DF5LifdMJlHXlvi8n1JkqRGGJxKkiRJbVxJQS4/OPMg/vP1YzlqQOdU+5J1FXztL7O44M4XeH/lxgxWKEmS1PIYnEqSJEntxIF7deS+r47g+vOG0LU4L9U+5Z0VnHrjFG54/G0qqmszWKEkSVLLYXAqSZIktSMhBD4xrC+Txo3h/OF7ExKr96mqreOWSe9x0g2TefLNZZktUpIkqQUwOJUkSZLaodKiXH5y9iH8+7JjGdKvU6p94ZpyLr7rRS7+0wt8sHpTBiuUJEnKLINTSZIkqR07tG8pD3xtJP/vnEPpVJSban/yreWcdMNkbp34LpU1Lt+XJEntj8GpJEmS1M5lZQU+e0x/Jo0bw6eO7Jdqr6ypY/wT73DaTVOZ8s6KDFYoSZLU/AxOJUmSJAHQpTiP//3EYdx/6UgO7t0x1f7+yo184Y8zuPQvM1myrjyDFUqSJDUfg1NJkiRJmxnavzP/vvxYrjvrYEoKclLtD7+2lBPHT+aOyXOorq3LYIWSJEl7nsGpJEmSpC1kZwUuGDmASePGcO4RfVLtm6pq+fkjsznj5qk8O2dVBiuUJEnaswxOJUmSJG1V95J8bvjU4dz7leEc0LMk1f7u8g185nfPcdU9L7G8rCKDFUqSJO0ZBqeSJEmStuuYfbvynyuO5fsfOZDivOxU+79eXsyJ10/mj8+8T43L9yVJUhticCpJkiRph+RmZ3HxcfsycdwYzjxsr1R7WWUNP/7Pm3z0tmnMnL86gxVKkiQ1HYNTSZIkSTulV2kBt312KH/+0jHs27041f7WkvV8/NfP8j9/f4VVGyozWKEkSdLuMziVJEmStEuOHdSNR648jv859QAKcj/81eLvMxcydvxk/vzcfGrrYgYrlCRJ2nUGp5IkSZJ2WX5ONpedsB9PXjOaUw7qmWpfV17N9//1OufcPo1XPlibwQolSZJ2jcGpJEmSpN3Wt3MRv/3Ckdx54VH071KUan914TrOvn0a333gNdZuqspghZIkSTvH4FSSJElSkzlhcA8ev/p4rjxxEHk5iV83YoS/Pr+AseMnc98LH1Dn8n1JktQKGJxKkiRJalIFudlcffL+PHH18Yw5oHuqffXGKr75z1c5745neWPxugxWKEmStH0Gp5IkSZL2iL27FnPnhUdxx/nD6NOpMNU+c/4aPnrrM1z77zdYX1GdwQolSZK2zuBUkiRJ0h4TQuDUg3vxxDXHc+mYgeRmBwDqIkyYPo8Tx0/mXy8tIkaX70uSpJbF4FSSJEnSHleUl8M3TxvMI1cez6j9uqbaV5RVctW9L/OZ3z3Hu8vKMlihJEnS5gxOJUmSJDWb/Xp04M9fOoZbP3MEPTvmp9qfm7ua02+eys8ffouNlTUZrFCSJCnB4FSSJElSswoh8NEhvZk4bgwXH7sP2VmJ5fs1dZE7pszlpBsm8/BrS1y+L0mSMsrgVJIkSVJGdMjP4ftnHsR/rziWowd0SbUvWVfBpX+ZxRf+OIO5KzZksEJJktSeGZxKkiRJyqjBvTpy71eHM/68IXTrkJdqn/ruSk67aSrXP/Y25VW1GaxQkiS1RwankiRJkjIuhMDHh/Vl4rgxfGHE3iRX71NVW8dtT73HyTdO5ok3l2W2SEmS1K4YnEqSJElqMUoLc/nxxw7h35cfy+H9OqXaF64p58t3vciXJrzAB6s3ZbBCSZLUXrTK4DSE0DeE8McQwuIQQmUIYV4I4aYQQuedHKdL8rl5yXEWJ8ftu53njgsh/DOEsCT53JIQwuMhhDO2cv/IEMLDIYTVIYRNIYRXQwhXhRCyd6ZeSZIkqb04pE8p939tJL8491A6F+Wm2ifOXs5JN0zmlonvUlHt8n1JkrTntLrgNIQwEJgJXATMAG4E5gJXAs+GELru4DhdgWeTz81JjjMjOe7MEMK+W3nu+8AU4HjgUWA88BDQGRjTyP0fa3D/A8CvgLzk692zI7VKkiRJ7VFWVuDTR/dn0rgxfObofoTk8v3KmjpueOIdTrtpCpPfWZHZIiVJUpsVYoyZrmGnhBAeA04Brogx3tqg/QbgauCOGOMlOzDOHcBXgBtjjNc0aL8CuBl4LMZ4Wtoz5wH3AU8C58YYy9L6c2OM1Q2+7gi8B5QCo2KMLybbC4BJwAjgMzHGXQ5QQwgzhw4dOnTmzJm7OoQkSZLUKry0YA0/ePB1Xl+0frP20w/pxQ/OPIjenQozVJkkSWpJhg0bxqxZs2bFGIftzjitKjhNzgKdA8wDBsYY6xr0lQBLgAD0iDFu3MY4xcAKoA7Yq2EAGkLISr7GgORrzG3Q/h7QExgQY9zun7ZDCF8E/gDcFWO8IK1vLDARmBJjHL3dN7/11zA4lSRJUrtRWxf56/Pz+eVjb1NWUZNqL8rL5ooTB/HFUfuQl9PqFtZJkqQm1FTBaWv7iWJs8vp4w9AUIBl+TgOKgOHbGWcEUAhMS581mhz38eSXJzToGgnsAzwMrAkhfCSE8K0QwpUhhBHbqffRRvqmAJuAkSGE/O3UK0mSJAnIzgqcP2IAT31jDB8f+uHRBJuqavnFI7M545apTJ+zMoMVSpKktqK1BacHJK/vbKX/3eR1/z0wzlHJ6zJgFvAf4BfATcD0EMLkEEL3HX2dGGMN8D6QAzS6n6okSZKkxnXrkM/4Tw7hvq+OYHCvklT7e8s38NnfPc8Vf3uJ5esrMlihJElq7VpbcFqavK7bSn99e6c9ME6P5PUSErNVTwJKgEOAx0gc/vT3PVQvIYSZjX0Ag7f3rCRJktRWHb1PFx76+rF8/yMHUpyXnWr/9yuLGTt+Mn945n1qauu2MYIkSVLjWltwuj3JczbZ3Y1bGxsnu0HfJ2KME2OMG2KMbwDnAAuB0dtYtr+jryNJkiRpJ+RmZ3Hxcfsy6Rtj+OiQ3qn2DZU1/OQ/b3Lmrc/w4rzVGaxQkiS1Rq0tOK2foVm6lf6Oafc15Thrkte5McZXGt4cYywnMesU4OjdfJ1GxRiHNfYBzN7es5IkSVJ70LNjAbd+5gj+cvExDOxenGqfvbSMT/zmWcbd9worN1RmsEJJktSatLbg9O3kdWt7mA5KXre2d+nujFP/zNqtPFMfrBbuyOuEEHJIHDZVA8zdVrGSJEmSdtyo/brxyJXH883TDqAw98Pl+/+ctZCx1z/N3c/Oo7bORV+SJGnbWltw+lTyekoIYbPaQwglwCigHHhuO+M8l7xvVPK5huNkAaekvR7AFBIh56AQQl4jYx6SvM5r0DYpeT2tkfuPB4qA6TFG/+wtSZIkNaG8nCwuHbMfT44bzakH90y1r6+o4QcPvsHZv5rGyx9sbU6EJElSKwtOY4xzgMeBAcBlad3XAcXAXTHGjfWNIYTBIYTNDlCKMW4A7k7ef23aOJcnx38sxji3wTMrgXtJLLv/YcMHQggnA6eSWHL/aIOufwArgU+HEI5scH8B8NPkl7/e9ruWJEmStKv6dCrkjvOP5M6LjmLvrkWp9tcWreOc26fxnftfY83GqgxWKEmSWqoQY+taohJCGAhMJ3HK/YPAW8AxwAkkltaPjDGuanB/BIgxhrRxuibH2Z/EzNAZwIHAx4DlyXHmpD3TA5gG7AdMTT6zN4nDoSLw2Rjj39OeOZtEgFoB3AOsBs4CDki2fzLuxr+EEMLMoUOHDp05c+auDiFJkiS1CxXVtdwxeS6/evo9qmrqUu2di3L59umDOW9YP7KywjZGkCRJrcGwYcOYNWvWrOT5QLusVc04hdSs0yOBCSQC03HAQOAWYETD0HQ746wCRiSf2y85zjHAncCw9NA0+czy5D03Av2AK4CxwH+B49JD0+Qz/wJGk1jq/3Hg60A1cA3w6d0JTSVJkiTtuILcbK48aRBPXj2asYN7pNrXbKrmW/98jU/8ZjpvLN7uua2SJKmdaHUzTrU5Z5xKkiRJOy/GyBNvLuO6h95k0dryVHtWgC+MGMA1p+xPx4LcDFYoSZJ2VbudcSpJkiRJuyuEwCkH9+LJa0Zz2QkDyc1OLNGvizBh+jzGXj+ZB15aiBNNJElqvwxOJUmSJLVbhXnZ/M+pg3n0quM5dr9uqfaVGyq5+t5X+PRvn+OdZWUZrFCSJGWKwakkSZKkdm9g9w7c/aWjue2zR9CzY36q/fn3V3PGzVP52X/fZENlTQYrlCRJzc3gVJIkSZJILN8/87DeTBw3hi8ftw/ZWYnl+zV1kd9NfZ+Txk/mP68udvm+JEnthMGpJEmSJDXQIT+H733kIB6+4jiO3qdLqn3p+gou/+tLfOGPM5izYkMGK5QkSc3B4FSSJEmSGnFArxLu/cpwbvzUELp1+HD5/tR3V3LaTVP4v8dmU15Vm8EKJUnSnmRwKkmSJElbEULgnCP6MnHcaC4cOYDk6n2qayO/emoOJ90wmcffWOryfUmS2iCDU0mSJEnajtLCXK4962D+ffmxHNG/U6p90dpyvnL3TL70pxdZsGpTBiuUJElNzeBUkiRJknbQIX1K+eclI/nfjx9K56LcVPuk2cs5+cbJ3Pzku1RUu3xfkqS2wOBUkiRJknZCVlbgU0f1Z9K4MXz2mP6E5PL9ypo6bnzyHU69aQpPv708s0VKkqTdZnAqSZIkSbugc3Ee/++cQ3ng0lEc2qc01T5/1SYuvPMFLrl7JovWlmewQkmStDsMTiVJkiRpNxzerxP/umwUPzn7EDoW5KTaH31jKSeNn8ztT79HVU1dBiuUJEm7wuBUkiRJknZTdlbg/OF7M+kbY/jEsL6p9vLqWn756NucfvMUpr+3MoMVSpKknWVwKkmSJElNpFuHfK4/bwh/v2QEg3uVpNrnrNjIZ3//PF//20ssW1+RwQolSdKOMjiVJEmSpCZ21IAu/Ofrx/KDMw+iQ/6Hy/cfemUxY69/mt9PnUt1rcv3JUlqyQxOJUmSJGkPyMnO4kvH7sPEcaM5a0jvVPvGqlp++t+3+OitzzDj/dUZrFCSJG2LwakkSZIk7UE9OxZwy2eO4K8XH8PA7sWp9tlLy/jkHc9yzX0vs6KsMoMVSpKkxhicSpIkSVIzGLlfNx658ni+ddpgCnOzU+33z1rE2PFPc9ez86iti5krUJIkbcbgVJIkSZKaSV5OFl8bM5Anx43m9EN6pdrLKmr44YNv8LFfPcNLC9ZksEJJklTP4FSSJEmSmlmfToX8+vPDmHDRUQzoWpRqf33Res799XS+c/+rrNlYlcEKJUmSwakkSZIkZciYA3rw6FXHc83J+5Ofk/j1LEb424wPGDv+ae6ZsYA6l+9LkpQRBqeSJEmSlEEFudlcceIgnrh6NCcO7pFqX7Opmm/f/xof/810Xl+0LoMVSpLUPhmcSpIkSVIL0L9rEX+48Ch+94Uj6dOpMNX+0oK1nHXbM/zowddZV16dwQolSWpfDE4lSZIkqQU5+aCePHnNaC4/YT/yshO/stVF+NOz8zlx/NP8c+ZCYnT5viRJe5rBqSRJkiS1MIV52Xzj1AN49KrjOG5Qt1T7yg1VjPv7K3zqjud4e2lZBiuUJKntMziVJEmSpBZq3+4duOuLR3P754bSq2NBqn3GvNWccctUfvqfN9lQWZPBCiVJarsMTiVJkiSpBQshcMahezFx3Gi+evy+5GQFAGrrIr9/5n1OHP80D72y2OX7kiQ1MYNTSZIkSWoFivNz+M4ZB/LwlcdxzD5dUu3L1lfy9b+9xPl/mMGcFRsyWKEkSW2LwakkSZIktSL79yzhnq8M56ZPHU63Dvmp9mfeW8lpN03hl4/OZlOVy/clSdpdBqeSJEmS1MqEEDj7iD5M+sZoLhw5gOTqfaprI7c/PYeTb5jCY28sdfm+JEm7weBUkiRJklqpjgW5XHvWwTz09WMZ2r9Tqn3R2nK+evdMvjjhBeav2pjBCiVJar0MTiVJkiSplTu4dyn/uGQkv/zEYXQpzku1P/X2Ck6+cQo3PvEOFdW1GaxQkqTWx+BUkiRJktqArKzAJ4/sx6Rxo/ncMf0JyeX7VTV13DzxXU65cQpPzV6e2SIlSWpFDE4lSZIkqQ3pVJTHz845lH9dOorD+pam2hes3sRFE17gK3e9yMI1mzJYoSRJrYPBqSRJkiS1QUP6deKBS0fx07MPobQwN9X++JvLOOmGyfzqqfeoqqnLYIWSJLVsBqeSJEmS1EZlZwU+P3xvJo0bzXnD+qbaK6rr+L/H3ua0m6fwzLsrM1ihJEktl8GpJEmSJLVxXTvk83/nDeEfl4xgcK+SVPvcFRv5/B+e57K/zmLpuooMVihJUstjcCpJkiRJ7cSRA7rwn68fyw/PPIgO+Tmp9v++uoQTxz/N76bMpbrW5fuSJIHBqSRJkiS1KznZWXzx2H2YNG40Hzu8d6p9Y1UtP3v4Lc685Rmen7sqgxVKktQyGJxKkiRJUjvUo2MBN3/6CP765WPYr0eHVPvby8r41G+f45p7X2ZFWWUGK5QkKbMMTiVJkiSpHRs5sBsPX3Ec3zl9MEV52an2+19axNjxT/On6fOorYsZrFCSpMwwOJUkSZKkdi4vJ4uvjh7Ik9eM5oxDe6Xayypq+NG/3+Cs255h1oI1GaxQkqTmZ3AqSZIkSQKgd6dCbv/cMP70xaPZp1txqv2Nxes59/bpfPufrzJv5UbWlVc7C1WS1OblbP8WSZIkSVJ7Mnr/7jx61XH8dvJcbnvqPSpr6gC454UPuOeFD1L3dcjPoaQgJ3UtKchNXTsWNOzL3ay/Y0EuHZL9udnO55EktUwGp5IkSZKkLeTnZPP1Ewdx9hF9uO6hN3jyreVb3LOhsoYNlTW79ToFuVlbBK6NBbElBTmUbBbCfvh5QW729l9IkqSdZHAqSZIkSdqqfl2K+P0FR/Hkm8u4Y8ocFq4pp6xi9wPTehXVdVRUV7KirHKXx8jLzkrNYE0ErGmBa8GWQWyH/JzkrNhEW1FeNiGEJnlPkqS2weBUkiRJkrRdJx3Uk5MO6pn6urYusqGyhrKK6uQ18XlZRQ3rG3y+ocHnib7qVPBaVlFNU2yVWlVbx+qNVazeWLXLY2TSKSTqAAAbx0lEQVRnhc22HujYyMzWDmnbEKTa62fC5ueQlWX4KklthcGpJEmSJGmnZWcFSgtzKS3M3eUxYoxsqqpNha7rGwSqZY0ErhuSn5dVftheVlFNde3up6+1dZF15dWsK6/erXE+3Gbgw5mt6fu+prfX7/taH86676sktQwGp5IkSZKkjAghUJyfQ3F+Dr1KC3ZpjBgjlTV1WwStZRXVlKXNhN2sPy2graiua5L3VL/v65J1uz5GY/u+bv2grRw65LvvqyTtCQankiRJkqRWK4RAQW42BbnZdC/J3+VxqmvrUlsLrN8iaP1wO4L1jQSx9X0tbd/XD7cX2LF9X9MP4HLfV0ntncGpJEmSJKndy83OoktxHl2K83Z5jIb7vpalbTuwI/u+1ge0TbXv66qNVaxqon1f6/dwbfSgrYKcLfZ9TW1H4L6vkloxg1NJkiRJkprAntr3tbEDuJp/39fyXR4nfd/XhtsObPWgLfd9ldQCGJxKkiRJktRC7PF9XxvZ37U17PtamJv94bYDDQPX/NzN2ktSs1+3PIDLfV8l7SyDU0mSJEmS2pCm3ve10fC1wXYEje37Wt/XVPu+llfXUl5d2yT7vqb2fs1v5KCt5NfdO+TTt0shfToVUlKw6zOIJbVuBqeSJEmSJGkLe2Lf10SguuW+r2UNtx1oYfu+dizIoW/nIvp0LqRv50SY2rdzYaKtUyGdinI9REtqowxOJUmSJEnSHrEn931NP4CrYeC6oQn3fV1fUcObS9bz5pL1jfYX52XTJxWopgesRXTrkGewKrVSBqeSJEmSJKnFasp9X9enzWytD13XNziAa315NUvXV7BoTTkL15ZTVbPtvV43VtXyzrINvLNsQ6P9+TlZ9OlUmApU62eq1n/do6SA7CyDVaklMjiVJEmSJEltWsN9X3uU7PhzMUZWbqhi4ZpNLFpbzsI15SxaU578fBOL1pSzsap2m2NU1tQxd+VG5q7c2Gh/Tlagd6fCzcLU+tmqfTsX0qu0gNzsrJ15u5KaiMGpJEmSJElSI0IIdC/Jp3tJPkf077xFf4yRtZuqU0HqwlSomghYF67ZxPqKbR+QVVMXWbB6EwtWb2q0PytAr44FyVC1aIuAtXenQgpys5vk/UranMGpJEmSJEnSLggh0Lk4j87FeRzSp7TRe8oqksHq6gYzVdfWB6vl2z2sqi7C4nUVLF5XwQvz1jR6T/eS/FSQWh+w9k0eYtWncyFFecY/0q7wvxxJkiRJkqQ9pKQgl8G9chncq2Oj/ZuqalhcP0s1bbbqorXlLC+rJG7nXKsVZZWsKKvkpQVrG+3vXJSbmq1aH6Y2PMxqdw7vktoyg1NJkiRJkqQMKcrLYb8eJey3lc1XK2tqWbK2YrN9VRcmD65atKacpesrqK3bdrK6ZlM1azat47VF6xrtLynISYWqjQWsXYrzCMEDrNT+GJxKkiRJkiS1UPk52QzoVsyAbsWN9tfU1rF0fcWWB1clZ68uXltOde22g9WyihpmLy1j9tKyRvsLc7O3OLiqPlTt17mQbh3yycoyWFXbY3AqSZIkSZLUSuVkZyX2NO1c1Gh/XV1kxYbK1OFV9VsCNNwOoKK6bpuvUV5dy3vLN/De8g2N9udlZ6WC1IazVesD1p4l+eRkZ+32e5Wam8GpJEmSJElSG5WVFejZsYCeHQsYtveW/TFGVm2s2ny26prN91zdUFmzzdeoqq3j/ZUbeX/lxkb7s7MCe5UWbDZbteHhVXuVFpKXY7CqlsfgVJIkSZIkqZ0KIdCtQz7dOuQzpF+nLfpjjKwvr2Hh2k0NDq4qZ9HaD7cDWLupepuvUVsXU7Ndn39/dSM1QM+Sgka3A6j/uiA3u8nes7SjDE4lSZIkSZLUqBACpUW5lBaVcnDv0kbv2VBZk5yxuvnhVfVB68oNldt8jRhh6foKlq6vYOb8NY3e061DHn06F202U7VhwNoh34hLTc/vKkmSJEmSJO2yDvk5HNCrhAN6lTTaX1Fd22Bf1c0D1kVry1m6voK47fOrWLmhipUbqnjlg7WN9ncqym2wx+rms1X7dS6iY2EOIXiAlXaOwakkSZIkSZL2mILcbAZ278DA7h0a7a+qqWPpuorEAVZpAevCNeUsXVdBTd22k9W1m6pZu6maNxavb7S/Q35O2sFVhfTp9GHA2rU4z2BVWzA4lSRJkiRJUsbk5WTRv2sR/bsWNdpfWxdZtr7iwzB1dWKmav0eq4vWllNVU7fN19hQWcPby8p4e1lZo/0FuVmJGaudi1IBa98GAWuPknyysgxW2xuDU0mSJEmSJLVY2VmB3p0K6d2pEOiyRX9dXWTlhspGZ6vWf11eXbvN16iormPOio3MWbGx0f7c7EQNqVmrnTbfDmCv0gJysrOa4u2qBTE4lSRJkiRJUquVlRXo0bGAHh0LGNq/8xb9MUbWbKpOhqibUjNV62erLlyzibKKmm2+RnVtZP6qTcxftanR/uysQK+OBY1uB9C3cyF7dSogPye7Sd6vmo/BqSRJkiRJktqsEAJdivPoUpzHoX1LG71nXXkiWE0cYrWpQaiauK7eWLXN16iti6ntA2bMa/yeHiX5yVC1KDVTtU/nQvolA9bCPIPVlsbgVJIkSZIkSe1aaWEupYW5HNS7Y6P9m6pqEjNW68PUBrNVF60pZ3lZ5XZfY3lZJcvLKpm1YG2j/V2L8+jTueF2AIX07ZzYEqBP50I6FuTu1nvUzjM4lSRJkiRJkrahKC+HQT1LGNSzpNH+iupalqyr2GI7gPqvl66voC5u+zVWbaxi1cYqXl24rtH+jgU5m81W7Zu2HUCnolxC8ACrpmRwKkmSJEmSJO2Ggtxs9ulWzD7dihvtr66tY+m6is32VV3UYDuAJevKqa7ddrK6vqKG9UvW89aS9Y32F+Vlp+2xWpTaDqBv50K6d8g3WN1JBqeSJEmSJEnSHpSbnUW/LkX061LUaH9tXWR5WcVmYerCBrNXF60pp7KmbpuvsamqlneXb+Dd5Rsa7c/LyaJvp4YHVxUydnDPrW5PIINTSZIkSZIkKaOyswJ7lRayV2khRzbSH2Nk5YaqRmer1m8HsLGqdpuvUVVTx9yVG5m7cmOqrVuHfIPTbTA4lSRJkiRJklqwEALdS/LpXpLP4f06bdEfY2RdeXVqpmrDgLX+63Xl1Vs816dzYXOU32oZnEqSJEmSJEmtWAiBTkV5dCrK45A+pY3eU1ZRnVr2Xx+mDurR+GFXSmiVwWkIoS/wY+A0oCuwBPgXcF2Mcc1OjNMF+CFwNrAXsAp4FPhhjHFhI/fPA/beynDLYoy90u4fALy/jRLujTF+ekfrlSRJkiRJknZFSUEug3vlMriXS/N3VKsLTkMIA4HpQA/gQWA2cDRwJXBaCGFUjHHVDozTNTnO/sAk4B5gMHAR8JEQwogY49xGHl0H3NRIe+M77ya8QiLYTff69uqUJEmSJEmS1PxaXXAK3E4iNL0ixnhrfWMI4QbgauBnwCU7MM7/IxGa3hhjvKbBOFcANydf57RGnlsbY7x2J2t+eReekSRJkiRJkpQhWZkuYGeEEPYFTgHmAb9K6/4RsBE4P4RQvJ1xioHzk/f/KK37tuT4pyZfT5IkSZIkSVI709pmnI5NXh+PMdY17IgxloUQppEIVocDE7cxzgigMDlOWdo4dSGEx4GvACcA6cv180MInwf6kwheXwWmxBhrt/F6vUMIXyWxH+sq4NkY46vbuF+SJEmSJElSBrW24PSA5PWdrfS/SyI43Z9tB6c7Mg7JcdL1Au5Oa3s/hHBRjHHyVsY7OfmREkJ4GrggxrhgG3VKkiRJkiRJyoDWFpyWJq/rttJf395pD41zJzAVeAMoA/YFLicxO/WR5IFSrzS4fxPwExIHQ9XPXD0MuJbEbNaJIYTDY4wbt1MvIYSZW+kavL1nJUmSJEmSJO2cVrXH6Q4IyWvcE+PEGK+LMU6KMS6LMW6KMb4eY7wEuIHE0v9r0+5fHmP8YYxxVoxxbfJjColZsc8D+wEX72atkiRJkiRJkppYawtO62eClm6lv2PafXt6nHq/SV6P35GbY4w1wO938plhjX0As3ewRkmSJEmSJEk7qLUFp28nr43tPQowKHnd2t6lTT1OveXJa/EO3g+wYheekSRJkiRJktQMWltw+lTyekoIYbPaQwglwCigHHhuO+M8l7xvVPK5huNkkVhK3/D1tmdE8jp3m3dtbvguPCNJkiRJkiSpGbSq4DTGOAd4HBgAXJbWfR2J2Zt3NTxsKYQwOISw2QFKMcYNwN3J+69NG+fy5PiPxRhToWYI4eAQQpf0mkIIewO3Jb/8c1rfMSGEvEaeGQtc3dgzkiRJkiRJkjIvJ9MF7IJLgenALSGEE4G3gGNInFL/DvC9tPvfSl5DWvt3gTHANSGEw4EZwIHAx0gsvU8PZs8Dvh1CeAp4HygDBgIfAQqAh4Hr0575X+DgEMLTwMJk22HA2OTnP4gxTt+RNy1JkiRJkiSp+bS64DTGOCeEcCTwY+A04AxgCXALcF2McfUOjrMqhDAC+BFwNnAcsAq4E/hhjHFh2iNPAQcAR5BYml8MrAWeITF79e4YY0x75m7gHOAo4HQgF1gG3AfcFmOcuhNvXZIkSZIkSVIzaXXBKUCM8QPgoh28N32macO+1cCVyY/tjTMZmLyjNSaf+QPwh515RpIkSZIkSVLmtao9TiVJkiRJkiSpORicSpIkSZIkSVIag1NJkiRJkiRJSmNwKkmSJEmSJElpDE4lSZIkSZIkKY3BqSRJkiRJkiSlMTiVJEmSJEmSpDQGp5IkSZIkSZKUxuBUkiRJkiRJktIYnEqSJEmSJElSGoNTSZIkSZIkSUpjcCpJkiRJkiRJaUKMMdM1aDeEEFYVFhZ2OfDAAzNdiiRJkiRJkpRxb731FuXl5atjjF13ZxyD01YuhPA+0BGYl+FS9pTByevsjFYh7Vl+n6s98Ptc7YHf52oP/D5Xe+D3udqDtv59PgBYH2PcZ3cGMThVixZCmAkQYxyW6VqkPcXvc7UHfp+rPfD7XO2B3+dqD/w+V3vg9/mOcY9TSZIkSZIkSUpjcCpJkiRJkiRJaQxOJUmSJEmSJCmNwakkSZIkSZIkpTE4lSRJkiRJkqQ0IcaY6RokSZIkSZIkqUVxxqkkSZIkSZIkpTE4lSRJkiRJkqQ0BqeSJEmSJEmSlMbgVJIkSZIkSZLSGJxKkiRJkiRJUhqDU0mSJEmSJElKY3AqSZIkSZIkSWkMTtUihRD6hhD+GEJYHEKoDCHMCyHcFELonOnapKYQQvhECOHWEMLUEML6EEIMIfw503VJTSWE0DWEcHEI4YEQwnshhPIQwroQwjMhhC+FEPwZRG1CCOF/QwgTQwgfJL/PV4cQXgoh/CiE0DXT9Ul7Qgjh/OTPLjGEcHGm65GaQvJ3zriVj6WZrk9qSiGE40II/wwhLElmLktCCI+HEM7IdG0tTU6mC5DShRAGAtOBHsCDwGzgaOBK4LQQwqgY46oMlig1he8DQ4ANwEJgcGbLkZrcecCvgSXAU8ACoCdwLvB74PQQwnkxxpi5EqUmcTUwC3gCWA4UA8OBa4GvhBCGxxg/yFx5UtMKIfQDbiXxM0yHDJcjNbV1wE2NtG9o7kKkPSWE8H3gJ8BK4D8kfl7vBhwBjAEezlhxLZDBqVqi20mEplfEGG+tbwwh3EDil5OfAZdkqDapqVxNIjB9DxhNIliS2pJ3gLOA/8YY6+obQwjfBWYAHycRov4zM+VJTaZjjLEivTGE8DPgu8B3gEubvSppDwghBOBOYBVwP/CNzFYkNbm1McZrM12EtKeEEM4jEZo+CZwbYyxL68/NSGEtmMvk1KKEEPYFTgHmAb9K6/4RsBE4P4RQ3MylSU0qxvhUjPFdZ9uprYoxTooxPtQwNE22LwV+k/xyTLMXJjWxxkLTpPuS10HNVYvUDK4AxgIXkfi5XJLUSiS3yvpfYBPw2fTQFCDGWN3shbVwzjhVSzM2eX28kV+2y0II00gEq8OBic1dnCSpSdT/QFaT0SqkPeujyeurGa1CaiIhhAOBXwA3xxinhBDGbu8ZqRXKDyF8HuhP4o8DrwJTYoy1mS1LahIjgX2AfwBrQggfAQ4BKoAZMcZnM1lcS2VwqpbmgOT1na30v0siON0fg1NJanVCCDnAF5JfPprJWqSmFEL4Bon9HkuBI4FjSfzC/YtM1iU1heT/u+8msV/1dzNcjrQn9SLxvd7Q+yGEi2KMkzNRkNSEjkpel5HYn/3Qhp0hhCnAJ2KMK5q7sJbMpfpqaUqT13Vb6a9v79QMtUiSmt4vSPxl++EY42OZLkZqQt8gsa3QVSRC00eBU/zlQ23ED0kcGnJhjLE808VIe8idwIkkwtNiEqHSHcAA4JEQwpDMlSY1iR7J6yVAIXASUELiZ/PHgOOBv2emtJbL4FStTUhe3RdSklqZEMIVwDhgNnB+hsuRmlSMsVeMMZD4hftcYF/gpRDC0MxWJu2eEMLRJGaZjncZp9qyGON1yT3al8UYN8UYX48xXgLcQCJkujazFUq7LTt5DSRmlk6MMW6IMb4BnEPi8OLRIYQRGauwBTI4VUtTP6O0dCv9HdPukyS1AiGEy4CbgTeBE2KMqzNckrRHJH/hfoDE1kJdgbsyXJK0yxos0X8H+EGGy5Eypf5Qy+MzWoW0+9Ykr3NjjK807EiuJqhfDXZ0s1bVwhmcqqV5O3ndfyv99SfTbm0PVElSCxNCuAq4DXidRGi6NMMlSXtcjHE+iT8UHBxC6JbpeqRd1IHEz+UHAhUhhFj/QWJrCoDfJdtuyliV0p61PHktzmgV0u6rz1vWbqW/PlgtbIZaWg0Ph1JL81TyekoIISvGWFffEUIoAUYB5cBzmShOkrRzQgjfIrGv6cvAyTHGlRkuSWpOvZNXT2NWa1UJ/GErfUNJ7Hv6DIlfxl3Gr7aqftny3IxWIe2+KUANMCiEkBdjrErrPyR5ndesVbVwBqdqUWKMc0IIj5NY3nYZcGuD7utI/JXvjhjjxkzUJ0nacSGEHwA/BmaSOCTH5flqU0IIg4G16bOoQwhZwE9IHMIwPca4prHnpZYuuXTz4sb6QgjXkghO/xRj/H1z1iU1tRDCwcCS9J9VQgh7k1g1A/DnZi9MakIxxpUhhHuBz5E49O/79X0hhJOBU0lsi/hoZipsmQxO1RJdCkwHbgkhnAi8BRwDnEBiif73Mlib1CRCCGcDZye/7JW8jgghTEh+vjLG+I1mL0xqIiGEC0iEprXAVOCKEEL6bfNijBOauTSpKZ0G/F8IYQowB1gF9ARGkzgcainw5cyVJ0naQecB3w4hPAW8D5QBA4GPAAXAw8D1mStPajLXkMhXvhdCOB6YAexN4nCoWuDLMcatLeVvlwxO1eIkZ50eSeIX7tOAM4AlwC3Adc5YUhtxOHBBWtu+yQ+A+YDBqVqzfZLXbOCqrdwzGZjQLNVIe8aTwG9JbCU0BOgEbCTxh967gVv8uUWSWoWngANIzKIeQWKl41oSW1HcDdwdY4yZK09qGjHG5SGEY0jMNj0HGE7iDwX/BX4eY3RbxDTB//YlSZIkSZIkaXNZmS5AkiRJkiRJkloag1NJkiRJkiRJSmNwKkmSJEmSJElpDE4lSZIkSZIkKY3BqSRJkiRJkiSlMTiVJEmSJEmSpDQGp5IkSZIkSZKUxuBUkiRJkiRJktIYnEqSJEmSJElSGoNTSZIkSZIkSUpjcCpJkiRJkiRJaQxOJUmSpGYUQrg2hBBDCGMyXYskSZK2zuBUkiRJrUoydNzex5hM19lcQgidQgj/E0L4SwjhzRBCTfKfwUmZrk2SJKk1y8l0AZIkSdIuum4bffOaq4gWYADwy+TnC4GVQM+MVSNJktRGGJxKkiSpVYoxXpvpGlqI+cBJwEsxxtUhhAnABZktSZIkqfVzqb4kSZL+f3t3E+pZWccB/PtrQGlRU1A0JdFKelmUBuNAXNIoBl2UBhNDZY7RZpAWuhAihLnhxkUgtIigiLR8GTdNbxRUkjJDGJIDQaW2GBDHt7CmIl8ofy7OufDn6f6H/jK3y20+H7g89/zO7zz/52y/POec/2uL7xStqkNV9UhVvVBVz1bVt6tqz5LrLq6qO6vqyap6uapOz8cXL+nfVVWHq+pEVZ2Zf+NPVfWts1xzoKp+U1X/rKrnq+reqrpolfvr7r909y+7+/lVrgMA4OzsOAUA4HxxU5L9SY4m+VmStSSfT3JFVe3r7uc2Gqtqb5JfJHlDkh8m+X2S9yT5bJKrq+qj3f3wQv8FSX6SaefnE0nuTvK3TI/RfzLJ8SSPD+u5Ickn5vkfSLIvycEkH6iqS7r7pXN58wAArEZwCgDAjlRV60tOvdjdt21SvyrJvu5+ZGGO25PcmOS2JF+Ya5XkziRvTHJtd9+10H8wyb1JvldV7+vuV+ZT65lC0x8l+dRi6FlVF85zja5Msre7f7fQe3eSTye5Osl9S28eAIAtJzgFAGCnOrKkfiZTEDr67mJoOlvPtOv0M1V1wxx4fijT7tJfL4amSdLdR6vqi5l2q64lebCqdmXaPfpCksPjTtH5+Ln8p68thqazb2YKTi+L4BQAYFsJTgEA2JG6u1a85IFN5jhTVSeTXJ7kvUlOJvngfPr+JfPcnyk0vTTJg5lC1t1JHuru0yus5+FNak/M45s3ClV1TZJLhr6T3X1shd8CAGBFglMAAM4XzyypPz2Pu4fxqSX9G/U3DeOTK67nr5vU/jWPuxZq1yQ5NPTdkURwCgCwhQSnAACcL962pL5nHs8M455NepPk7UPfRgB60Wtf2nLdfX2S67dibgAAlnvddi8AAAD+Ry4fC1W1O9Nj8C8m+cNc3ngP6hVL5tmo/3Ye/5gpPH1/Vb3jXCwUAIDtJzgFAOB88bmqunSorWd6NP+ehY86nUjyaJK1qjqw2DwffzjJY0mOJ0l3/zvJ15O8Psk3qurC4ZoLquqt5/heAADYYh7VBwBgR6qq9bOcPtbdJ4faT5OcqKr7Mr2ndG3+O5XkSxtN3d1VdSjJz5McraofZNpV+u5M7xv9e5LruvuVhbm/kmRfko8neayqfjz3vTPJ/iQ3J/nOa7rR/0JVfTXJW+bDtXm8uaqunf8/5mNSAACrEZwCALBTHTnLuVNJxuD09iTfT3JjkoNJ/pEpzPxydz+72NjdD1XV3iS3JPlYpkD0z0nuSXJrdz869L9cVVcmOZzkukwfc6okp+ffPL767a3kQJJ3DbX9C/+fio9JAQCspLp7u9cAAABbZt6ZeiTJR7r7V9u7GgAAdgrvOAUAAAAAGAhOAQAAAAAGglMAAAAAgIF3nAIAAAAADOw4BQAAAAAYCE4BAAAAAAaCUwAAAACAgeAUAAAAAGAgOAUAAAAAGAhOAQAAAAAGglMAAAAAgIHgFAAAAABgIDgFAAAAABgITgEAAAAABoJTAAAAAICB4BQAAAAAYCA4BQAAAAAYvAp7l+A3v2wPMgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 679 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--SELU() Layer2--Sigmoid()\n", + "Epoch: 1/7.. Training Loss: 0.045.. Test Loss: 0.052.. Test Accuracy: 0.982\n", + "Epoch: 2/7.. Training Loss: 0.043.. Test Loss: 0.053.. Test Accuracy: 0.983\n", + "Epoch: 3/7.. Training Loss: 0.041.. Test Loss: 0.052.. Test Accuracy: 0.983\n", + "Epoch: 4/7.. Training Loss: 0.041.. Test Loss: 0.052.. Test Accuracy: 0.983\n", + "Epoch: 5/7.. Training Loss: 0.040.. Test Loss: 0.051.. Test Accuracy: 0.984\n", + "Epoch: 6/7.. Training Loss: 0.039.. Test Loss: 0.052.. Test Accuracy: 0.983\n", + "Epoch: 7/7.. Training Loss: 0.039.. Test Loss: 0.051.. Test Accuracy: 0.983\n", + "accuracy mean: 0.983\n" + ] + }, + { + "data": { + "image/png": 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QnALwG5OGx+qpD7v7oH52Ybpiw6/sg/rsW8d1y5Mb9ciLu1V4mj6oAAAAAADgvSM4BeB3kmLD9NXlE7XtscX6j3smKa1TH9RX9pbp736+RSv+e5teP0AfVAAAAAAAcP1oCAjAb0WEBOnjs0fpozNHasPBSq3cfFzbj9d4x3eU1mhHaY1GxUfo/nlp+uD0EfRBBQAAAAAAPcKOUwB+LyDAaGmmQ398cI7yPjdfH+jUB/VE9UV985UDmvP99fr+q8Uqv0AfVAAAAAAAcHUEpwAGlEnDY/WTbvqg1ja26tk3j+uWH2zU5/+4W/tOX/BhpQAAAAAAoD8jOAUwIF3RB/XuLI2Oj/COtbqsXt5Tprt+vlkrnt2mtfRBBQAAAAAAndDsD8CAFhESpI/PGa1/mjXK3Qd103G9XdKhD2pJjXaU1Gh0fITun+/ugxoRwn8aAQAAAAAY7NhxCmBQCAwwWpbp0J8+NUerHp6ve25KuaIPamn1RX3j5QOa8/0N+sFrB1VxodGH1QIAAAAAAF8jOAUw6EweEauffmSqNn1tkT69IF0xYe07TC9catF/vXFM83+wQV/4427tP0MfVAAAAAAABiOCUwCDVnJsuB69faK2PbZEj/9dlkZ16oP60p4y5T6zWR9+dpvyi5xy0QcVAAAAAIBBg0Z+AAa9yNAg/fPc0frY7FFaX+zUys0l2tGhD+rbJTV6u6RGaQmRun/eaP0DfVABAAAAABjw2HEKAB6BAUY5WUn686fm6JWH5+nuTn1QS8426N/pgwoAAAAAwKBAcAoAXcgeMUQ/+8hUvfXVRfrUgjGK7qYP6hf/tIc+qAAAAAAADEAEpwBwFSlDwvXY7Rna/tgSfeuuTI0cemUf1P/bfUa5z2zWR/5nm9bRBxUAAAAAgAGDJn0A0AORoUG6d16aPj5ntPKLnPrV5hLtKG3vg7r9eI22H/f0QZ2fpn+YNpw+qAAAAAAA+DF2nALAdQgMMFo+KUl//vQcvfzQPP3dlBQFdu6D+tJ+zX1ig374+kE5a+mDCgAAAACAPyI4BYD3aErqED39j1O16auL9Klbr+yDev5ii/5zo7sP6pf+tEcHyuiDCgAAAACAPyE4BYAblDIkXI/dkaFtXfRBbWmz+tvuM7rz6c36x//ZrvXF9EEFAAAAAMAf0IAPAHpJVKc+qM9tPq6dpee849uOV2vb8WqN8fZBHaHwkEAfVgwAAAAAALrDjlMA6GWX+6D+5dNz9dJD83RXpz6ox8826N9e2q85T6zXj14/pEr6oAIAAAAA0O8Yazky6s+MMQXTpk2bVlBQ4OtSAFzFmfOX9MLWUr349knVNbVeMRYcaHT7pGTdNSVFt45PUGgQu1ABAAAAAHivpk+frl27du2y1k6/kXU4qg8AfWD4kHB9/Y4MPbJknP6885Se31qiUzWXJLn7oL6yt0yv7C1TdFiQcjKTlDslWfPHJig4kIMBAAAAAAD4AsEpAPShqNAg3T8/Tf88d7Tyiyq0clOJ3jnR3ge1rrFV/7vrtP5312kNiQjW8qwk5WanaPaYoQoiRAUAAAAAoM8QnAKAD7j7oCZr+aRkHSi7oLzCcuUVlnl3oUrS+Yst+uPOU/rjzlOKjwzR7ZOTdOfkFM1MG3pFz1QAAAAAAND7CE4BwMeyUmKVlRKrr942QYWnLyivsEyrC8tVdqH9pVHVDc363faT+t32k0qMDtUdk5OVm52saSPjFECICgAAAABAr+PlUH6Ol0MBA5PLZbX71Dmt2luuNfvKVVnX1OW85Ngw3Tk5WblTUjRlRKyMIUQFAAAAAAxuvfVyKIJTP0dwCgx8bS6rnaU1yiss06v7KlTd0NzlvNSh4bpzcopys5OVlRJDiAoAAAAAGJQITiGJ4BQYbFrbXNp+vEar95Xp1f0VOn+xpct5aQmRnp2oyZrgiCZEBQAAAAAMGgSnkERwCgxmLW0ubTl6VnmF5Xr9QIXqGlu7nDc2MUq52cnKzU7R2MSoPq4SAAAAAIC+RXAKSQSnANyaWtu06fBZ5RWWKb/IqYbmti7nTUyK1l1TUnTn5GSNTojs4yoBAAAAAHj/9VZwGtRbBQEAfCc0KFBLMx1amulQY0ub3jhUpbzCMq0vrtSllvYQ9WBFnQ5WHNIPXz+kScNjlJvtDlFTh0b4sHoAAAAAAPofglMAGGDCggO1fFKSlk9K0sXmVm04WKm8veXaeKhSTa0u77z9Z2q1/0ytnnj1oG5KHaLc7GTdmZ2s5NhwH1YPAAAAAED/QHAKAANYREiQcrNTlJudovqmVq0rciqvsExvHq5SS1t7q5Y9p85rz6nz+s7qYs0YHafc7BTdPjlJidFhPqweAAAAAADfITgFgEEiKjRI90wdrnumDteFSy1ae6BCeYXl2nL0rFpd7SHqztJz2ll6To+vOqBZafHKnZKs5VlJio8K9WH1AAAAAAD0LV4O5ed4ORSAG3WuoVmve0LUrcfOytXFLwuBAUZz0+OVm52s27KSNCQipO8LBQAAAACgB3rr5VAEp36O4BRAbzpb36RX91cob2+ZdpTWqKtfIoIDjeaPTVBudoqWZTkUExbc94UCAAAAANCN3gpOOaoPAPBKiArVx2eP0sdnj5KztlFr9pUrr7BcBSfOeee0tFltPFSljYeqFPK3AC2YMEy52clamuFQZCi/rAAAAAAABgb+hAsA6JIjJkz3zUvTffPSVHb+ktbsK9eqwnLtPXXeO6e5zaX8Iqfyi5wKDQrQ4omJys1O0eKJiQoPCfRh9QAAAAAA3BiCUwDANaUMCdcDt4zRA7eM0amai8orLFdeYZkOlNV65zS1uvTq/gq9ur9CESGBWpLhUG52shaMH6awYEJUAAAAAIB/ITgFAFyX1KER+szCdH1mYbqOV9VrdaH7OP8hZ513zsXmNq3aW6ZVe8sUHRqkZZkO5U5J1vyxwxQSFODD6gEAAAAA6BleDuXneDkUgP7iiLPOuxP1WFVDl3Niw4N1W5ZDd2anaG56vIIDCVEBAAAAAL2rt14ORXDq5whOAfQ31lodrKhTXmGZ8grLdaL6Ypfz4iKCtXxSsu7KTtasMfEKDDB9XCkAAAAAYCDqreDUL7f6GGNGGGN+ZYwpM8Y0GWNKjTE/NcbEXec6Qz3XlXrWKfOsO6KH13/cGGM9Px7oYvwmY8y3jDFbjDHlxphmY8wZY8yLxphp11MrAPgLY4wykmP0L7dN1BtfWahVD8/Xp24do+FDwq+Yd+5ii17ccVL/tPJtzfreen3j5f3aUVIjl4u/0AMAAAAA+J7f7Tg1xqRL2iopUdLLkg5KmilpkaRDkuZZa6t7sE68Z53xkjZI2ilpoqS7JVVKmmOtPX6V61Ml7ZMUKClK0iettSs7zdkuaZakAklvS6qXdJOkHEmtklZYa/+vp8/eTR3sOAXgF6y12n3qvPL2lmvNvnJV1DZ2Oc8RE6o7JicrNztF00YOkTHsRAUAAAAA9Fxv7Tj1x5dD/ULu0PQRa+0zl780xjwl6YuSvivp0z1Y53tyh6Y/sdZ+qcM6j0j6mec+y7u60Lj/FP+8pGpJf5P0lW7u8XtJH7PWHu10/Ucl/U7SL40xq621zT2oFwD8mjFG00bGadrIOP3bnRkqOHlOeXvLtHpfhc7WN3nnOWub9PyWUj2/pVTDh4Trzuxk5WYna/LwWEJUAAAAAECf8asdp8aYMZKOSSqVlG6tdXUYi5ZULslISrTWdv1mEvfcSElVklySkq21dR3GAjz3GO25x7t2nRpjPi/pJ5IWSlos6ZvqYsfpNZ7lsKRxkm621r7n7aLsOAXg79pcVm+XVCuvsFyv7a9QTUPXf5c0Kj5Cd3p2omYkRxOiAgAAAAC6NFh7nC72fK7tGJpKkif83CIpQtLsa6wzR1K4pC0dQ1PPOi5Jaz0/XdT5QmNMhqQnJP3MWvvWdT9BuxbPZ+sNrAEAfi8wwGhueoK+94HJ2vH1JfrN/TO14uYRig0PvmLeieqL+sUbx3TH05u05Kk39VT+YR1x1nWzKgAAAAAAN8bfjupP8Hwe7mb8iNz9Q8dLWn+D68izjpcxJkjSbyWdlPT1axXbHWPMLEmZks5I2t/Da7rbUjrxvdYBAP1NUGCAbh0/TLeOH6bv3OPSlqNntaqwTPkHnKprav97puNVDXp6/RE9vf6IJjiivcf5xwyL8mH1AAAAAICBxN+C01jP54Vuxi9/P+R9WucbkqZKmm+tvXSNe3TJGBMnd/gqSV+y1ra9l3UAYKALCQrQoomJWjQxUY0tbXrrcJXyCsu1rtipi83t/+k85KzTofw6PZV/WJnJMcqdkqzcySkaGR/hw+oBAAAAAP7O34LTa7nc8O5GG7e+ax1jzEy5d5n+2Fq77T0t6u6t+orcvU2ftNb+uafXdteTwbMTddp7qQcA/EVYcKByspKUk5WkS81t2nioUnmFZdpwsFKNLe2dW4rKa1VUXqsnXzukKSNilZudojuzk5UyJNyH1QMAAAAA/JG/BaeXd4LGdjMe02ler6zT4Yj+YUn/fu0y380Tmq6WNF/SU9bar72XdQBgsAsPCdQdk5N1x+RkNTS1al2xU6sLy/XG4So1t7aHqHtPX9De0xf03TXFmjZyiDdEdcSE+bB6AAAAAIC/8Lfg9JDnc3w34+M8n931Ln2v60R1mNvYzZucf2mM+aXcL436QscBY0y03KHpLXLvNCU0BYBeEBkapLtvGq67bxqu2sYWrStyKq+wXJuOVKmlrf3wwa6T57Xr5Hn9x+oizRg9VHdlJ+v2yclKiAr1YfUAAAAAgP7MWHujp9r7jjEmXdJRSaWS0q21rg5j0ZLKJQVIGmatbbjKOlGSKiW5JCVba+s6jAVIOiZptOcex40x4TNjMEcAACAASURBVJKe6Wa5aXL3Pd0sdyCbb639U4f1YiW9Jmm2pO9aa//tOh/7qowxBdOmTZtWUNDdu6MAYPC5cLFFrx+o0KrCMm09Vq0217t/rQsw0pz0eOVmp2h5VpLiIkN8UCkAAAAAoLdNnz5du3bt2tVd68ue8qsdp9baY8aYtZJyJD2kK8PMxyVFSnq2Y2hqjJnoufZgh3XqjTG/lfSgpG9J+nKHdR6WOzR93Vp73DP/kqQHuqrJGPMtuYPTF6y1KzuNxUlaK+lmSd+01n77uh8aAHDdYiOCtWJGqlbMSFV1fZNeP+BUXmGZth+v1uUM1WWlLUerteVotf79pf2aNzZBd2Yn67asJMWGB/v2AQAAAAAAPudXO04l767TrZISJb0sqVjSLEmL5D5aP9daW91hvpUka63ptE68Z53xkjZI2iEpQ9Ldcu9GnWutPdaDer4l6ZuSPtlFcLpR0kK5d7D+rpslXrLW7rnWfa5yf3acAkAPVdY16rX9FcrbW66dJ2rU1S+BwYFGt44bptwpyVqa4VB0GCEqAAAAAPiTQbnjVPLuOr1Z0rclLZd0h9xH9J+W9Li1tqaH61QbY+bIHXreI3f/0WpJz0v6hrX2dC+Um+b5TPfcpyulkt5zcAoA6LnE6DD9vzmj9f/mjFbFhUat3leuvMIy7T553junpc1q/cFKrT9YqZCgAC2aMEy52SlakpGoiBC/+2UTAAAAAPAe+d2OU1yJHacAcONOn7uo1YXlyiss174zF7qcEx4cqMUZiborO1kLJyQqLDiwj6sEAAAAAPTEoN1xCgBAbxsRF6FPLUjXpxakq/Rsg2cnarmKy2u9cy61tGl1YblWF5YrMiRQSzMdys1O0a3jExQaRIgKAAAAAAMNwSkAAB2MTojUQ4vG6qFFY3W0st6zE7VMRyrrvXMamtv08p4yvbynTNFhQcrJTFLulGTNH5ug4MAAH1YPAAAAAOgtHNX3cxzVB4C+caiiTnmFZcorLFfJ2YYu5wyJCNbyrCTlZqdo9pihCiJEBQAAAIA+x1F9AAD60ISkaE1ImqAvLRuvA2W13hdLnaq55J1z/mKL/rjzlP6485TiI0O0fJI7RJ2ZNlSBAcaH1QMAAAAArhfBKQAA18EYo0nDYzVpeKy+etsEFZ6+oLzCMq0uLFfZhUbvvOqGZv3+7ZP6/dsnlRgdqjsmJys3O1nTRsYpgBAVAAAAAPo9jur7OY7qA0D/4HJZ7T51Tqv2lmvNvnJV1jV1OS85Nkx3Tk5W7pQUTRkRK2MIUQEAAACgN/XWUX2CUz9HcAoA/U+by2pnaY3yCsv06r4KVTc0dzkvdWi47pycotzsZGWlxBCiAgAAAEAvIDiFJIJTAOjvWttcervEE6Lur9D5iy1dzktLiPTsRE3WBEc0ISoAAAAAvEcEp5BEcAoA/qSlzaUtR88qr7Bcrx+oUF1ja5fzxiZGKTc7WbnZKRqbGNXHVQIAAACAfyM4hSSCUwDwV02tbdp0+KzyCsuUX+RUQ3Nbl/MmJkV7Q9TRCZF9XCUAAAAA+J/eCk6DeqsgAADQc6FBgVqa6dDSTIcaW9r0xqEq5RWWaX1xpS61tIeoByvqdLCiTj9ae1iThscoNztFd05OVurQCB9WDwAAAAADH8EpAAA+FhYcqOWTkrR8UpIuNrdqw8FK5e0t18ZDlWpqdXnn7T9Tq/1navXEqwd1U+oQ5WYn687sZCXHhvuwegAAAAAYmAhOAQDoRyJCgpSbnaLc7BTVN7VqXZFTeYVleuvwWTW3tYeoe06d155T5/Wd1cWaMTpOudkpun1ykhKjw3xYPQAAAAAMHASnAAD0U1GhQbpn6nDdM3W4LlxqUb4nRN185KxaXe09yneWntPO0nN6fNUBzUqLV+6UZC3PSlJ8VKgPqwcAAAAA/8bLofwcL4cCgMHnXEOzXj9QobzCcm09dlauLn4pDwwwmpser9zsZN2WlaQhESF9XygAAAAA+EBvvRyK4NTPEZwCwOB2tr5Jr+6vUN7eMu0orVFXv6wHBRjdMi5BudkpWpblUExYcN8XCgAAAAB9pLeCU47qAwDgxxKiQvXx2aP08dmj5Kxt1Jp95corLFfBiXPeOa0uq42HqrTxUJVC/hagBROGKTc7WUszHIoM5bcCAAAAANAV/rQEAMAA4YgJ033z0nTfvDSVnb+kNfvKtaqwXHtPnffOaW5zKb/Iqfwip0KDArR4YqJys1O0eGKiwkMCfVg9AAAAAPQvBKcAAAxAKUPC9cAtY/TALWN0quai8grLlVdYpgNltd45Ta0uvbq/Qq/ur1BESKCWZDiUm52sBeOHKSyYEBUAAADA4EZwCgDAAJc6NEKfWZiuzyxMV8nZBuXtLdPqfeU6WFHnnXOxuU2r9pZp1d4yRYcGaVmmQ7lTkjV/7DCFBAX4sHoAAAAA8A1eDuXneDkUAOC9OuKs8+5EPVbV0OWcmLAg3ZaVpNwpKZqbHq/gQEJUAAAAAP1bb70ciuDUzxGcAgBulLVWByvqlFdYprzCcp2ovtjlvLiIYC2flKy7spM1a0y8AgNMH1cKAAAAANfWW8EpR/UBABjkjDHKSI5RRnKMvpIzQfvP1HpD1DPnL3nnnbvYohd3nNSLO04qISpUd0xOUm52im4eFacAQlQAAAAAAwzBKQAA8DLGaPKIWE0eEatHb5+o3afOK29vudbsK1dFbaN33tn6Jv1m2wn9ZtsJOWJCdcfkZOVmp2jayCEyhhAVAAAAgP/jqL6f46g+AKAvuFxWBSfPeV4sVaGz9U1dzhs+JFx3ZicrNztZk4fHEqICAAAA6HP0OIUkglMAQN9rc1m9XVKtvMJyvba/QjUNzV3OGxUfoTs9O1EzkqMJUQEAAAD0CYJTSCI4BQD4VmubS1uPVWt1YbleO1ChC5daupw3ZlikslJiJblfRiVJ3t+B2Msfnu8v/7y773XleMdv3z3HdnlN53G9a/zK9XpST7fPcY1arlyju3q7+2fTs+foST3qYb1X+2fT/vMePse7ru/mn+3V1rzB5+jyfjfw7zItIVJLMxK1LDNJ00fF8RI1AAAAHyA4hSSCUwBA/9Hc6tKWo2e1qrBM+Qecqmtq9XVJgE8NjQzRkomJWpbp0C3jhik8JNDXJQEAAAwKvRWc8nIoAADQK0KCArRoYqIWTUxUY0ub3jpcpbzCcq0rdupic5uvywP6XE1Ds/5ScFp/KTitsOAAzR87TDlZDi2ZmKj4qFBflwcAAIBrIDgFAAC9Liw4UDlZScrJStKl5jZtP16t2kb3Mf6OvU4v/6/LXxnPN+0/v3Jc3Yx3XPdda3ZaW+9a+8rrelKPrllvh2e8zmfp7jm6ut816+3m+96ox+jdz/iueq5xbVf/Hnv6z7bbejo+43Ve291z9LSe5jaXth2v1toDTq0rdqqqrv0lao0tLq0rdn8fYKTpo+K0LNOhZZlJSkuIFAAAAPofjur7OY7qAwAA9D8ul9Xe0+e1tsip/CKnjlbWdzt3bGKUcjIdWpbp0JQRQxRAX1QAAIAbwlF9AAAAoJ8KCDCaOjJOU0fG6WvLJ6rkbIPyiyq09oBTBSfPXfFCqaOV9TpaWa9fvHFMidGhWpLhUE6WQ3PT4xUaRF9UAAAAX2HHqZ9jxykAAIB/OVvfpA3FlVpb5NSmI1VqanV1OS8yJFALJgzTskyHFk9wKDYiuI8rBQAA8E/sOAUAAAD8UEJUqFbMSNWKGam61NymTUeqtLbIqQ0HK1XT0Oyd19DcpjX7KrRmX4UCA4xmpQ319EV1aERchA+fAAAAYHAgOAUAAAB8JDyk/UVqbS6rghPn3Ef6i5w6UX3RO6/NZbX1WLW2HqvW46uKlJkc4w1Rs1JirnghGQAAAHoHR/X9HEf1AQAABh5rrY5U1iu/yKm1RU7tPXW+27nDh4R7Q9SZaUMVHBjQh5UCAAD0PxzVBwAAAAYoY4zGO6I13hGthxaNlbO2UflFTuUXObXtWLWa29r7op45f0m/3lqqX28tVUxYkBZNTFROZpIWTBimqFB+uw8AAPBe8TspAAAAoJ9zxITpY7NH6WOzR6musUVvHq5Svqcval1jq3debWOrXt5Tppf3lCkkMEBz0uO9u1EdMWE+fAIAAAD/w1F9P8dRfQAAgMGrpc2lHSU17iP9BypUdqGx27lTUocoxxOijkuMoi8qAAAYsHrrqD7BqZ8jOAUAAIDk7ot6oKzWe6S/qLy227mj4iM8IWqSpo+KU2AAISoAABg4CE4hieAUAAAAXTtVc1Hrit0h6tslNWpzdf37/qGRIVo8MVHLMh26ddwwhYcE9nGlAAAAvYuXQwEAAADoVurQCN03L033zUvT+YvN2nioUvlFTr15qEoNzW3eeTUNzfprwWn9teC0woIDNH/sMOVkOrQkI1HxUaE+fAIAAADfIjgFAAAABrghESH6wNQR+sDUEWpsadO249XeI/1VdU3eeY0tLq0rdmpdsVPGSDePivO8XCpJaQmRPnwCAACAvsdRfT/HUX0AAAC8Vy6X1d7T570h6pHK+m7njk2M8r5casqIIQqgLyoAAOinOKoPAAAA4IYEBBhNHRmnqSPj9NXlE1VytkH5RRXKL3LqnRPn1HGPxdHKeh2trNcv3jimxOhQLclwKCfLobnp8QoNoi8qAAAYeNhx6ufYcQoAAID3w9n6Jm0ortTaIqc2H61SY4ury3mRIYFaMGGYlmU6tHiCQ7ERwX1cKQAAwJXYcQoAAADgfZMQFaoVM1K1YkaqLjW3adORKuUXObX+YKVqGpq98xqa27RmX4XW7KtQYIDRrLShnr6oDo2Ii/DhEwAAANwYglMAAAAAVxUeEqicrCTlZCWpzWVVcOKc8osqtLbIqRPVF73z2lxWW49Va+uxaj2+qkiZyTHeEDUrJUbG0BcVAAD4D47q+zmO6gMAAMBXrLU6Ulmv/CKn1hY5tffU+W7nDh8SrqUZicrJStLMtKEKDgzow0oBAMBgwlF9AAAAAD5ljNF4R7TGO6L10KKxctY2Kr/Iqfwip7Ydq1ZzW3tf1DPnL+mFbSf0wrYTigkL0qKJiVqW6dCC8cMUHUZfVAAA0P8QnAIAAADoFY6YMH1s9ih9bPYo1TW26K3DZ7W2qEIbDlaqrrHVO6+2sVUv7ynTy3vKFBIYoDnp8d4j/Y6YMB8+AQAAQDuO6vs5juoDAACgv2tpc2lHSY37SP+BCpVdaOx27pTUIcrxhKjjEqPoiwoAAK5bbx3VJzj1cwSnAAAA8CfWWh0oq/Ue6S8qr+127qj4CE+ImqTpo+IUGECICgAAro3gFJIITgEAAODfTp+7qHWel0u9XVKjNlfXfz4ZGhmixZ6+qLeOG6bwkMA+rhQAAPgLXg4FAAAAwO+NiIvQvfPSdO+8NF242KKNhyqVX+TUG4cq1dDc5p1X09Csvxac1l8LTissOEDzxw5TTqZDSzISFR8V6sMnAAAAAxXBKQAAAIB+ITYiWPdMHa57pg5XU2ubth6rVn6RU+uKnKqsa/LOa2xxaV2xU+uKnTJGunlUnOflUklKS4j04RMAAICBhKP6fo6j+gAAABjoXC6rvafPe/uiHqms73bu2MQo78ulpowYogD6ogIAMOhwVB8AAADAoBAQYDR1ZJymjozTV5dPVMnZBuUXVSi/yKl3TpxTx70gRyvrdbSyXr9445gSo0O1JMOhnEyH5qTHKyyYvqgAAKDn2HHq59hxCgAAgMGsur5J6w9Wau0BpzYfrVJji6vLeZEhgVowYZiWZTq0eIJDsRHBfVwpAADoK+w4BQAAADDoxUeFasXNqVpxc6ouNbdp05Eq5Rc5tf5gpWoamr3zGprbtGZfhdbsq1BggNGstKGevqgOjYiL8OETAACA/orgFAAAAMCAEB4SqJysJOVkJanNZVVw4pz3SH9p9UXvvDaX1dZj1dp6rFqPrypSRnKMty9qVkqMjKEvKgAA4Ki+3+OoPgAAAHB11lodrazX2iKn1hY5tffU+W7nDh8SrqUZicrJStLMtKEKDgzow0oBAEBv4Kg+AAAAAPSAMUbjHNEa54jWQ4vGylnbqHXFTq094NS2Y9Vqbmvvi3rm/CW9sO2EXth2QjFhQVo0MVHLMh1aMH6YosPoiwoAwGBCcAoAAABgUHHEhOmjs0bpo7NGqb6pVW8eqlJ+UYU2HKxUbWOrd15tY6te3lOml/eUKSQwQHPS4719UR0xYT58AgAA0Bc4qu/nOKoPAAAA9I6WNpd2lNQov8ip/CKnzpy/1O3cKalDvH1RxyVG0RcVAIB+pLeO6hOc+jmCUwAAAKD3WWtVVF6rtQfcIWpReW23c0fFR3hC1CRNHxWnwABCVAAAfIngFJIITgEAAIC+cPrcRa0rciq/2Kntx2vU5ur6z1FDI0O02NMX9dZxwxQeEtjHlQIAAF4OBQAAAAB9ZERchO6dl6Z756XpwsUWbTxUqfwip944VKmG5jbvvJqGZv214LT+WnBaYcEBmj92mHIyHVqckaiEqFAfPgEAALheBKcAAAAAcB1iI4J1z9ThumfqcDW1tmnrsWrlFzm1rsipyrom77zGFpfWFTu1rtgpY6TpI+OUk+U+0p+WEOnDJwAAAD0R4OsC3gtjzAhjzK+MMWXGmCZjTKkx5qfGmLjrXGeo57pSzzplnnVH9PD6jxtjrOfHA1eZl2uMecMYc8EYU2+MedsY88/XUysAAACA/ic0KFCLJiTqex+YrO2PLdFLD83TZxema1xi1BXzrJXeOXFO31tzUIt+9IaWPvWmfvDaQe0+eU6ubo79AwAA3/K7HqfGmHRJWyUlSnpZ0kFJMyUtknRI0jxrbXUP1on3rDNe0gZJOyVNlHS3pEpJc6y1x69yfaqkfZICJUVJ+qS1dmUX8x6W9Iykakl/ktQs6YOSRkj6sbX2Kz168O7roMcpAAAA0A+Vnm1QfpFTa4sqVHDinLrLRxOjQ7Ukw6GcTIfmpMcrLJi+qAAA3IhB+3IoY8zrknIkPWKtfabD909J+qKkZ621n+7BOs9KelDST6y1X+rw/SOSfibpdWvt8m6uNZLyJaVJ+pukr6iL4NQYM1ruYLdB0nRrbann+zi5g9p0SXOttdt68uzd1EJwCgAAAPRz1fVNWn/Q3Rd105EqNba4upwXGRKoBROGaVmmQ4snOBQbEdzHlQIA4P8GZXBqjBkj6ZikUknp1lpXh7FoSeWSjKREa23DVdaJlFQlySUp2Vpb12EswHOP0Z57vGvXqTHm85J+ImmhpMWSvqmug9NvS/p3Sd+21n6z09j9kp6T9Btr7Xs+tk9wCgAAAPiXS81t2nSkSvlFTq0/WKmahuYu5wUGGM1KG6plmQ4ty3RoRFxEH1cKAIB/6q3g1N9eDrXY87m2Y2gqSdbaOmPMFrl3o86WtP4q68yRFO5Zp67jgLXWZYxZK/du1EWSrghOjTEZkp6Q9DNr7VvGmMXq3uWx17oYe7XTHAAAAACDQHhIoHKykpSTlaQ2l9Wuk+fcR/oPVKi0+qJ3XpvLauuxam09Vq3HVxUpIzlGOZ4QNSslRu6DcAAA4P3ib8HpBM/n4W7Gj8gdnI7X1YPTnqwjzzpexpggSb+VdFLS169V7NXuY60tN8Y0SBphjImw1l7sPKfTvbvbUjqxB3UAAAAA6IcCA4xmjB6qGaOH6rHbJ+poZb3WFjmVX+TUnlPnr5hbXF6r4vJa/Wz9EQ0fEq6lGYnKyUrSzLShCg70y/f+AgDQr/lbcBrr+bzQzfjl74e8T+t8Q9JUSfOttZeucY+e3ifSM++qwSkAAACAgc0Yo3GOaI1zROuhRWPlrG3UumJ3iLr1aLWa29oP3Z05f0kvbDuhF7adUExYkBZNTNSyTIcWjB+m6DD6ogIA0Bv8LTi9lstnVW60ceu71jHGzJR7l+mPb+RlTte6T3e668ng2Yk6rZfqAQAAANBPOGLC9NFZo/TRWaNU39SqNw9VKb+oQhsOVqq2sdU7r7axVS/vKdPLe8oUEhigOenx3r6ojpgwHz4BAAD+zd+C08s7N2O7GY/pNK9X1ulwRP+w3C976qkLkhI896m+yn1qr2NNAAAAAINMVGiQ7sxO1p3ZyWppc2lnSY33SP+Z8+2H4ZrbXHrzcJXePFylf3tpv6aMiNWyTIdyspI0LjGKvqgAAFwHfwtOD3k+x3czPs7z2V3v0ve6TlSHuY3d/Gbjl8aYX8r90qgvdLhPgufaK3apGmOS5T6mf/pa/U0BAAAA4LLgwADNHZuguWMT9M27MlVUXut5uZRTReVX7snYe/qC9p6+oB+tPaxR8RFaluHeiXrz6KEKDCBEBQDgavwtON3o+cwxxgRYa71Nfowx0ZLmSbokafs11tnumTfPGBNtra3rsE6A3C+Y6ni/JknPdbPWNLn7nm6WOyjtGJBu8NS0vNP3knR7hzkAAAAAcN2MMcpKiVVWSqy+sHS8Tp+7qHVFTuUXO/X28Rq1utq7gp2ovqiVm0u0cnOJhkaGaLGnL+qt44YpPCTQh08BAED/ZKy90XagfcsY87rcweYj1tpnOnz/lKQvSnrWWvvpDt9PlCRr7cFO6zwr6UFJT1lrv9zh+0ck/UzS69ba5T2o51uSvinpk9balZ3G0iQVS2qQNN1aW+r5Pk7STknpkubeSM9UY0zBtGnTphUUFLzXJQAAAAAMQBcutmjjoUrlFzn1xqFKNTS3dTkvNChAt4wbppxMhxZnJCohKrSPKwUAoHdNnz5du3bt2tXdO4N6yt92nErSZyVtlfS0MWaJ3MHkLEmL5D5a/6+d5hd7PjufQ/m6pIWSvmSMuUnSDkkZku6WVCnpoRst1FpbYoz5F0lPS3rHGPMnSc2SPihphHr3RVMAAAAA4BUbEax7pg7XPVOHq6m1TduOVWttkVPripyqrGvyzmtqdWldsVPrip0yRpo+Mk45WQ4ty0xSWkKkD58AwP9v796DI7vLM48/b99114xmJHnswZfYYGMSA8EYEgcbcLxOUiSGtUNtAhgqJOUiKWKypjZLSDwOlYpzJ5DNJhs2MZhcYDcL2YRLMMbBGLKhCHYIjG9gj43HI2l0GUktqbvV3e/+cU5rWkfqVmumpdOSvp8q1VGf/nX321SPkR695/0BiNeO6ziVJDM7LOnXFVwCPyTphKRPSrrT3acja12S3H3NAB8z26+gW/RGSeco2MDpM5J+zd2fbbGWI2rQcVq35nWSbldwWX9C0lFJf+TuH27lNTZ4fTpOAQAAALSsWnV94/is7j06ps99a1xPTOQbrr14uDfYXOqFI7rivEElmIsKANgB2tVxuiODU5xGcAoAAADgbBybXNC9R8d179Fxfe3paVUb/Io43JfVay8b0fefv0/DfVkdDL/2dWfYaAoA0FEITiGJ4BQAAABA+0zli7rv0WAu6peeOKnCcnXDxyQTpqGezEqQerD3dKgavd2bTcmMkBUAsLX28oxTAAAAAMAWGOrN6idfdlg/+bLDWipV9KUnTureo+O679EJTS+U1n1MpeqamC+umpvaSFc62VLAeqA3q0wq0e63BwDAphCcAgAAAADW6Mokdf3lo7r+8lFVqq6vPzOjf3psQs/OLOnkfDH4yhd1anG55edcWq7omelFPTO9uOHawe706nC17vvhvtzK94NdaWavAgC2BMEpAAAAAKCpZMJ05QX7deUF+9fcVyxXNJUvaaIWpq6EqoVVAevEXFHF8saX/tecWlzWqcXlpptXSVIqYTrQIGCNnuvJ8iswAKB1/L8GAAAAAOCMZVNJHRrs0qHBrqbr3F35YnlVmLo6aA2OE/NFTeWLDTepiipXXWNzBY3NFTZc251JrgpSh9cErEEn61BvRukkowIAYK8jOAUAAAAAbDkzU18urb5cWhcd7G26tlJ1TS+UmgSsp7tZ5wrllmtYLFX09NSinp7aeFTA/p5M0zmstduD3Wk2vAKAXYrgFAAAAADQUZIJWwknN1JYrmgyv7Zztda9Wn++tIlRAdMLJU0vlPTY+HzTdemktRCwBp2sXZlky68PAIgfwSkAAAAAYMfKpZM6b1+3ztvX3XSdu2uusPGogJPzRU0tFOUtjgpYrriemy3oudmNRwX0ZlMNO1cP9gfH4b6s9vd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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 679 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--SELU() Layer2--SELU()\n", + "Epoch: 1/7.. Training Loss: 0.114.. Test Loss: 0.150.. Test Accuracy: 0.981\n", + "Epoch: 2/7.. Training Loss: 0.109.. Test Loss: 0.139.. Test Accuracy: 0.979\n", + "Epoch: 3/7.. Training Loss: 0.102.. Test Loss: 0.144.. Test Accuracy: 0.978\n", + "Epoch: 4/7.. Training Loss: 0.099.. Test Loss: 0.170.. Test Accuracy: 0.978\n", + "Epoch: 5/7.. Training Loss: 0.095.. Test Loss: 0.119.. Test Accuracy: 0.982\n", + "Epoch: 6/7.. Training Loss: 0.088.. Test Loss: 0.175.. Test Accuracy: 0.976\n", + "Epoch: 7/7.. Training Loss: 0.082.. Test Loss: 0.176.. Test Accuracy: 0.979\n", + "accuracy mean: 0.979\n" + ] + }, + { + "data": { + "image/png": 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gyZDNUDY+0JvokijDdrsLAiqNgrurkm0b+JVIZkxJvsRuK2E/PjxOtlrYjwcF2U3RjsO3fy1+wqdoYT8eHgY/4wiH8ibqx3OdcwnrqyYS1Kf7R3D3jaBPFuGcaxn04yI/Jjjn3sP/UPFjsKgd/seO5/CZpcvM14OsX0xzwszxitCPq+KHgENq/Th6m7L243fwGZdHB2UUwlILh+JnkJ9SzP6n499TJzvnvoi3gXPuY/zs8o2BA0rQtkn4Yb5tk7xvfeuci30N4Hy9zrA97WPXl1L42nolZvk4fFb3IQkyt8O2/1aGc4dB6fHOucllOE5pPO98LdoSCzJlZ+G/Vx4Ws7rEjyn4gSjMpo33GR8u+5eLqRns/OSAFlxei9kvuhzEpiRNCLOia6XS3uC8i/D/cwBcn+CHnBuibtdO8dBhf1yKf63EEz5XB5jZcbErzdfUjh5+n+q5RUQykoKgIiKSNmZWw8yuDiZH+MXMtoT1vPBD7CB+1sLL+MyVA4N/8KOFtcJGRgc6g+BNy+Du2ETZY8BjwTZxJ0jCD8FMG+fcm/j6pSfia6nNJPKFrgkwBF/XNF4GTeiOqC+K8S4HJdl3e2uAzwgGWF3cxkGmWThkcLsEwcysspldaGbvmdly85N+hP14ZbBZNr6OYbQ38cOLm1B05umwH/8rzH4LzlWVyGREjybpx2HtuHLrx2ZWGx8MaoifefzCkh4j5Jwbh68t2Af/mptFpB83xQcMvjSzZNm8Q4vpx9urTEUqovtiKv34DyLBmDL14yDTdzT+//4w8zIMrryc5AehUDhBTNdkmbf4ACjE9DnzzjCz8eYnRvo96vWxlcgQ5UTB3tlJ2vZTcF0vyTYpMbMD8cOzN+DLTRRwvh51WDd1W00uEwYQ395Gx0+m2PcDMzvCfN3XbywykVr4dwxresZ+Xpf2MUX/QFSQWRwM5T4xuPtcCY8ZHZgsrs+XRjg7/GHAaPOTVlUxs93N7GmgH77MAvjM2KTMrBqRuqgvucR1hF8lUvPzZTMbaGZ1zE8kOQD/nh2d4V/suUVEMpmCoCIikhZm1gyfxfMwvl5YI/xwy5X4wFCYCZUdu6/zde7CYXAFmSJBhk4n/D/5L8TsFv0FuxGJs8fCL9M1iW9lguXbjXNuq3PubefcVc65w/HDRXsRmW27BfDPEgwr3pFVi7qdKOsxVpgdVKOc21KE+RmMpwHP4CexaYofyhn245+jNi/Ul4Oh52E/je7HDfHBQSg6FL4hvhQE+ABxcVmQ5dKPzawGPmh7MP4xHeucK0vWG865Lc65t5xzVzrnDsP3495EAiYtKZqRV1Glux+HQ94HBe8LZ8UsTyZ876xJ8szbKlHbAWBmVfDvS//C139uiQ9ArSLy+giDMkXe6wPx6iCGwueoSpJtUjU4uB4XBD1jhX1xUJys7jCLsrjs5biCv0mY8f5DaY5RRknfD8zsZvwEV+fi67FWwwfzw79h+HfIjtqnLI8p/IGoGT4rPjQI/7f+j3Muldq60dZH3U70vhi9bn2SbYpwzr0E3BvcPQ2Yj3+tL8LX0f2ISHB9TQqH7I9/T4Si/89En3dLsO1i/GfCK/gRBOuBf+P/BtGTTKZybhGRjKUgqIiIpMsj+JqN/wNOBuo7PyFDY+dcU4oOq4v1bHA9MMiYgEj23PvBkLpo0Z95dYvJIDPnXOsE501p1t/tKajN9qFzri+R7JiDidRtTJeSBHHCL56xwxSjA22JJquKFQaySzW8s4RuAzrjJ4Y5B2jsnKsZ1Y+jZw2OF5QOM55ONLMwYHA2fhKWec652Cy4QpNrpNCPY4fZh1Lux0H26Rv4HytW42sHfpvq/qkK+vEHzrkTiXzpP8TM9i/vc5XQdu/HQQCpbnC3zP3YOfcZPijTHrgGP0nRp865hUl39MI+d28K/c2cc6Oj9r0Mn+UcTorT0jlXwznXyDnXNHiNhM9N2n60CcpRDAzuDozOcozKdgyD880pOrv3/OC6bdTnUYmaUIp9ylPC94NgtMWw4O7D+PIV1Zxz9aP+huEPcNGPoywTem0lUgMzekh8eLskEyKFouuAJquLGa5bXtITOOf+hp+o7iX8BEs/4H8kuxzfZ8Jjp/L+GWZrzyzuder8rPYH4DPop+JL5izAP4cdidQhzsNn8YuI7LQUBBURke0uCKr0D+6e5Zx7I8jujNYk2TGcc1OA7/CZN/2s+BljozPySjLra0UTPURwm08MVIwweJNKTcNwm0IBnyAjKwxCFTvk1cyyiWSFpVJ7sazCCWEudc69FNTHi1ZcP/4WnyFUhUj/TfZFfxWRzLlt3o+D19UYfDZWLn5inK+29XnJvH68lshQ2FSGbtchMttzefXjl4Lre2PuFyd87yxNfwtfH0OdnxTnp+iVQcAw1R83tqXjiQznT0XsBElhvcuqRIaGpywY6hy+d7RKtm2McJhzldgJqaLUTbA8VafgA5rjnHPXOj85UuyQ6iLvc2V4TKHwB6K+ZtbAzDrhJxf6A18Sp6SWECkxkWx29rCff51km4Scn6juHOfcfs65Vs65o5xzw/F94+Bgs6TlB8ysKZF+lDALNOa8uc65+51zXZ2vLd7OOXeec+6/+MAswJfOuY3JjiMikukUBBURkXRoSGR46OcJtonNtIknDJT8GV8nrAk++DAudkPn3PdEvsyfFLs+g0QP40x12O22Ev5tWwflD+IKApfhZCrx+kOYBdMmhXO2Dq7zgW9S2L6sWgTXZenHBRN9mVlH/HMR94u+8xOBhOfapv04CKq8jP/BYiPQx0XNHr2N7Yj9eI+gJmFcQc3UcIKeeP0h7I8l6cd5pJY1loqX8K+LKviA7L+Sb14gDNgcbWYlDaiFdZgTvT664WdjT7cwqDkKH6ROdDk62O5PQSmM0BQif9+bkgQkC4kpWTIzuI6tD5xMOLQ5i8RB+kNLcLx4kv4Ngz6RqP5uaR4TUDA7/Uf44OHZRH4cGu9KMYlTEJQNJ0uMO2Gcme1F5LVX4onjinEmUB3/P8r7xWx7Nv5HkM34er6lFvMD8T+TbSsisjNQEFRERNJhHZGJCYoMdQ0CZpencJxR+EyY3sCNwbKXXeIZs0cF15eYWbtEBw0m8ihr9ky5M7NjUqjzOTDqdtyZnLejd/HBLMMPwU3kr/hhxHnECWDja9FB4i/a0cIv/POcc9uj9tm64DpeP65N4VpsibyGH2a+P36yK4A342SVhkYF16eZWddkBzazUk0YE/Sz5/ATc2wGBjg/A3iZmVkqgeHofvxleZy3DN7BD2/PAq5Ost2l+CDHVmIm1gmUph9/6ZxLVhMzZUGJkOuAh4BrShBIGo3Pxq5FJIs0rjj9bW1wHe/1UQW4M8U2bDNmVh9frxTgVefcmkQXfMbnT/jSCGGWaxhguym4exh+0rKE79XBZ8y1FP4hI6zP2tfMeqTSdufcKiLDtvvHrjezJsSfYb0kEv4NA7eRuFREiR9TjLDszYXAGcHtkk6IFC0MAvZPMOnakOD6e8pxEkQzaw7cFdx92Dm3uZhdwqD8uHL4HBuK/+HlF0pXRkBEJKMoCCoiIuWtipk1THbBB1XCDJHnzewgADPLMrOj8dkaxdYTc86twNciyyJSQzTZP/n34WuQZgMfmdm5ZlYrXGlmu5rZhcAc4E8letRRYh5rdFBgl5jnosjnsJktDmrQjYpz6NHAV2Z2nZntH+5vZpXMbF8z+wdwfbDtm0H2a3mrVtzfN2xX8OXtgWC/IWb2gJmFWUWYWWMzuwX/dwF4xjm3OM45pwXXqWQ0hdtMjbfSzKYFz++HSY6RlcJjDDOZPwiuHzGzo8LAh5l1xgdMih3qG2R3hpOuHBlcJ+vHz+BnzK4EvG1ml0cHn8ysiZmdZWYf4wNzpfEY/ov4FuAU59wHxWxfiJktDZ7nEXFWv2Zm/zGza2P6cWUz28/MngGuDbb9t3NuW0wUU5J+/Cs+cAhwg5ndZ2ZhBnD4fN8G3B0seso592Occ5ZnP54ZPL/vpnCsAs65h51zQ4LhuanuswK4Nbj7VzN7JfpHJDOrYWZdzc+APTlm97Df3GFmJ1iQIWlm++GDywcQKXeRLmfgsw3XUkz2n3PO4SebgZgh8c65N4D7g7uXAtPMrK/5THegoK8Mxgf2H6TwhE45wCT859l4M/urBdmmZlbNzA40s0fNLDarcmxwfYeZHR98HpiZHQl8SNnrjYZ/w5PNbIj5SdLCx/II/oeBRAH10j6m0Ov4H4j2w7+XLiVJFqWZtbdIHddT4mzyL+Ar/PM+3ny907AP34wPtgLcHGfIP2a2Kjh2kdePmbUys2FmdoD5kj+YWfWgHdPxk+bNIvKZmOgxdCCSUZ7SUHgzu8zMTjf/P0e4bM/gf4Jb8Rngf4lTdkhEZOfjnNNFF1100UWXMl/w2WkuxUt3/GQyG6OWrY+6/ys+q8URfO9Mct4To47xWQrt3BNf6yvcJy8438aYNp4bs9+UYPngFM6R6vPQOs6+i4N1o+KsWx6z/9ag7Vtjlk/DTzSV6NjrgRXFXE5P8PhL9LjwX36fiVm/Fj+MM3rZ60D1BM9n7aDNDmhVzHP/v2C7oxKsnxas/zDOurtK8BjPjupPv0Yt3xTV1g34um7hupZJ2n1A1HY/AZWKeZxN8JlK4T75+Alm1se08+aY/V4Olt+S5Ni7R+2/uZh+sjTBMZYG+4+Is25lTBu3BM9hXszyj4Bdkhw7t5i2rQBOTvD3T+XSMmq/SvjAdHH9eAx+0ph4z0ld/PtMfjF9wfATqjjg8ATbzAzWvxtn3X3BuinFvVfF7PdZsN+NCdbfGbQ9fKzrgz4X/XebH7NPIyLvO2F/CkcCbMEPEV4R3D8sweP4R5I2j07W5hQf96zgGC+luH13Iq+53eOsvzzom9H9Yg3+/SB62efA3jH7NsAHzMJt8uI8x2fE7NMQX+8y+j0oPNci/Kz3DlgQp61xn/s4/XFCnDaFfeGJZH+H0jymmP0fj9rurmL+Nu2jtj0lwTZ7EHkPcUF/3BJ1/4Ekx18VbDO8mHOH78fRjzHu+1mc4zwabL+cYj4HovZ5Leo8Gyj8ObCB4PNKF1100UUXp0xQERFJD+fcLOBwfKbIanxmxi/A0/hZzVMdAvsukckOih3q5XydsYOBS/BZS7/hJyHZip9B9XF8nbpUJw3ZnvbBBw2eAebiv7zVxQcW/of/InQaPgD4W6KD4DNhmxRzSWUm7GI55/KdcxcBPfBDERfjs66qAT8Gbe7rnDvZ+YzIeMfIJZLtdEa8bQDM7DD8sL9vnXNxM+iI1M2LnXW9VIL+dCg+k3MlPli2Bt9/DiHFunLOuf/g/4YALzjnks7e7pz7GT/ZxSB8Rt1KfLAY/EzVI/CTGf1fCR5OKPr/w6ok7ydNS3H8PfHD3Z/F9+P1+H78Oz5oMxY/GUt3l3woaK1i2lae/TjPOfdnfE3If1G4H/8QtPlE59xpLsFQV+cnR3odH1Q6PcnpjgR2xQcUEw3JLdd+nArn3K1AB/xw5EX4fpKNn3X7beAvwFEx+6zE/+D1TLCd4YMyrwNdnHOp1iXdJsysLdApuPtGirtNxb/eDDgndqVz7nH8+9BN+B+PVuD7YT6+vvGL+BqZHZ2f1Tt631+BrsD5+AzK1USe48n4AOu7Mfuswn+WPocPnGXhP0v/jn8PWpHi44rLOefwIyNuCdofTsY0FRjonEuabV6axxQj/Ls4YGTpHkWh9izCD+1/AF/HtQr+s/QDoL9z7rpSHvpHYBj+h5af8e9PK/GP7WyKfz8LS0SEpUBeLu5zIMqz+M+gb4hMnDcf3wf2dc6VZiIpEZGMZP5zTUREpGIKhvxNwwdQmhX3JUMqpiDAOQNfI/GgBNs8ClwBXO+cKzLkMBiK/yM+CNM6CB7sEMysNT4IavjssPKaDEd2IGbWBR88muOci1sb1MyewP9Ic41z7u9x1rfG1yzMxffjZD94iFRoZjYMH4D9yDnXPc3NERGRCk6ZoCIiUtFdHFyPVQA0cznnZuIzag60OBPrBDUxz8Nn4DyZ4DDdgusndqQAaOAv+ADoZAVAM5dzbhq+TmNHM+seuz6o6XcuPqPv6QSHCfvx4wqASiYLMiP/HNx9Jp1tERGRzKAgqIizb+mYAAAgAElEQVSIVFhmdix+eDhEZtWWzHUjQT3LOOuuwg8Hv8s5tyHB/l3xpRMe3DbNKx0z64gfEgrwSDrbItvFDSTux1fjhwrf6ZzbGGc9+H68Hnh42zRPJP2CicnuAprja3i+lt4WiYhIJtBweBERqXDMbDG+xlrjYNFLzrkitdkk85jZ+UBL4O/OuXVRy6/A15W8zzm3JV3tKwkzmwG0wtfVNGCSc+7o9LZKtgczuxAf3HnIObc+avlV+FqC9znntibaXyRTmVk3/Kzo9YnUOT7LOffP9LVKREQyhYKgIiJS4ZhZOOvpT8CrwFDn3Kb0tkqkZMxsKdACP3HJBHwt09XpbZVIxWVmbwEdS7DLJOfcwOI3k+3FzI7DT/a2BfgWuN8590J6WyUiIpmicrobICIiUlLOOUt3G0TKyjnXMt1tEMkwDYAmJdi+/rZqiJSOc+5dfGa8iIhIuVMmqIiIiIiIiIiIiGQ0TYwkIiIiIiIiIiIiGU1BUBEREREREREREcloCoKKiIiIiIiIiIhIRlMQVERERERERERERDJahZwd3sxaAncCx+FngVwO5AB3OOdWp3iMXsH+BwEHA/WA6c65Lkn2qQScAVwM7AXUAZYC04EHnXP/Le1jCo7/fXDMxWU5joiIiIiIiIiISIZoDaxzzrUpy0Eq3OzwZrYH8AnQGBgHLAA6AT2AhcCRzrlfUzhODtAf+B34DmhP8UHQV4HT8IHPN4FcYH98MHULcLxzblIZHtuvNWrUqN+uXbvSHkJERERERERERCRjzJ8/n02bNv3mnGtQluNUxEzQJ/EB0Cucc4+HC83sYeBq4G58pmZx/g+4GR9E3RX4PtnGZnYoPgD6X6CTc25j1LrzgOeBW4BSB0GBxe3atas/Z86cMhxCREREREREREQkM3Ts2JG5c+cuLutxKlRNUDPbHeiNHy7+RMzq24ANwCAzyy7uWM65Gc65/zrn8lI8/e7B9cToAGhgXHDdKMVjiYiIiIiIiIiIyHZSoYKgQM/g+n3nXH70CudcLr42Z03gsG1w7rDeZ08zqxGzrk9w/eE2OK+IiIiIiIiIiIiUQUUbDr9PcP1NgvXf4jNF9wYmlueJnXPzzOzv+CH3C8xsAr4m6H74mqCj8cPhi2Vmica7ty2PtoqIiIiIiIiIiEhERQuC1g2u1yZYHy7fZVuc3Dl3jZktBP4OXBK1ag7wgnNuw7Y4r4iIiIiIiIiIiJReRRsOXxwLrst9ynvzHsPXIr0TP5lSbeCo4HzvmNmlqRzLOdcx3gU/SZOIiIiIiIiIiIiUo4oWBA0zPesmWF8nZrvydC5wOfCYc+4+59xS59x659w0oC+wCbjPzGptg3OLiIiIiIiIiIhIKVW0IOjC4HrvBOv3Cq4T1Qwti3Dyo8mxK5xzK/BZnLWI1C0VERERERERERGRHUBFqwkaBiB7m1lW9AzxZlYbOBKfkTlzG5y7WnDdKMH6cPkf2+DcReTn5/Pbb7+Rm5vL5s2bca7cKwCI7HTMjGrVqlG7dm3q169PVlZF+51IREREREREROKpUN/wnXOLgPeB1kBs/c07gGzgxegJisysrZmVx6zrU4Pra8ys0HB8M7sYaAmsAL4uh3MllZ+fz48//sjKlSv5/fffFQAVKSfOOX7//XdWrlzJjz/+SH5+fvE7iYiIiIiIiMgOr6JlgoKflf0T4DEzOxqYD3QGeuCHwd8cs/384NqiF5pZF+CC4G5Yx3MvMxsVbuOcGxy1y5PAWcABwDdmNh5YA3QAegJ5wKXOubwyPLaU/Pbbb2zcuJHKlSvTtGlTsrOzlbEmUg7y8/PZsGEDK1asYOPGjfz22280bNgw3c0SERERERERkTKqcEFQ59wiMzsEP0P7ccAJwHLgMeAO59xvKR5qT/xkR9EaxywbHHXe9WZ2JHANcBIwEKgKrATGAg865z4t8QMqhdzcXACaNm1K7dq1t8cpRXYKWVlZBa+ppUuXkpubqyCoiIiIiIiISAaocEFQAOfcj8B5KW5rCZaPAkaV8Lzr8cHXO0uyX3nbvHkzANnZ2elshkjGCl9b4WtNRERERERERCo2jaGugMIaoBoCL7JtmPnfTlRvV0RERERERCQzKIomIhIjDIKKiIiIiIiISGZQEFREREREREREREQymoKgIiIiIiIiIiIiktEUBBUpg/Xr12Nm9OnTp8zHOuSQQ6hVq1Y5tKr8DB8+HDPjtddeS3dTRERERERERERKTUFQqZDMrESXUaNGpbvJIiIiIiIiIiKSJpXT3QCR0rjtttuKLHvkkUdYu3YtV155JbvsskuhdQcddNA2aUd2djbz588vlwzO119/nc2bN5dDq0REREREREREJJqCoFIh3X777UWWjRo1irVr13LVVVfRunXr7dIOM6Nt27blcqxWrVqVy3FERERERERERKQwDYeXnUpYd3PTpk3ccsst7LnnnlStWpXLLrsMgF9//ZX77ruPbt260bx5c6pWrUqTJk04+eSTmTt3bpHjJaoJOmTIEMyMzz77jFdeeYWOHTtSo0YNGjZsyKBBg/jll18Sti3ahAkTMDMefPBBPv30U4499ljq1q1LrVq1OOaYY5gzZ07cx/nDDz9w9tln07BhQ2rWrEnHjh159dVXCx2vrGbMmEH//v1p2LAh1apVY/fdd+eqq65i5cqVRbZdtmwZV155JXvvvTc1a9akXr16tGvXjvPPP58ff/yxYLv8/HyeffZZOnfuTMOGDalRowa77bYbJ5xwAjk5OWVus4iIiIiIiIjsnJQJKjud/Px8+vTpw8KFCzn22GNp0KBBQRbm559/zm233Ub37t3p378/devW5fvvv2f8+PFMmDCBDz74gK5du6Z8rvvvv58JEybQv39/evTowfTp03n55ZeZN28en332GZUqVUrpONOmTeOWW26he/fuXHjhhfzvf/8jJyeH7t27M2/evEJZpEuXLuXwww9n2bJlHH300Rx66KH89NNPnHvuuRx//PEle7ISGDNmDGeddRaVKlXi1FNPpWXLlsycOZNHH32UcePGMX36dJo3bw7AunXr6Ny5M8uWLaN3794MGDCALVu2sGTJEl577TUGDRrErrvuCsBVV13F448/zl577cWZZ55JrVq1WLZsGbNmzSInJ4cBAwaUS/tFREREREREZOeiIKjsdDZt2kRubi7z5s0rUju0Q4cOrFixgnr16hVavmjRIjp37sy1117L7NmzUz7XxIkT+eKLL9h7770BcM4xYMAAxo8fz3vvvccJJ5yQ0nHGjRvH2LFjOeWUUwqWPfTQQwwZMoQnnniC+++/v2D5tddey7Jly7jzzjsZOnRowfJLLrmELl26pNz2RH777TcuuOACzIxp06ZxyCGHFKwbOnQod911F5dddhlvvPEGAG+99RZLly7llltuYdiwYYWO9fvvv7N161YgkgW6xx578NVXX1GtWrVC265atarMbRcRERERERGRnZOCoBmo9Y1vpbsJKVt834lpOe+9995bJAAKUL9+/bjb77HHHvTr14+RI0fy66+/0qBBg5TOc9111xUEQMHXEL3gggsYP348n376acpB0GOPPbZQABTgoosuYsiQIXz66acFy3Jzc3njjTdo3Lgx1113XaHtDzvsME499VRGjx6d0jkTGTt2LLm5uVx44YWFAqAAN998MyNGjGDcuHGsWrWKhg0bFqyrUaNGkWNVr1690H0zo2rVqnEzZKOPJSIiIiIiIiJSEqoJKjulTp06JVw3efJkTjrpJFq2bEnVqlUxM8yMkSNHAr6+Zapig4RAwdDv1atXl+k4tWvXpm7duoWOM2/ePLZu3UrHjh2LBBiBcskEDWuj9uzZs8i66tWrc8QRR5Cfn8+XX34JQK9evWjUqBFDhw6lT58+PPHEE3zxxRfk5+cX2jcrK4szzjiD+fPn0759e4YOHcr7779Pbm5umdssIiIiIiIiIjs3ZYLKTqdmzZrUrl077rqXX36Zc845h1q1atGrVy/atGlDdnY2Zsb777/PjBkz2Lx5c8rnipdtWrmyf9nl5eWV6TjhsaKPs3btWgCaNGkSd/tEy0siPEezZs3irg+Xr1mzBvAZnLNmzeL2229nwoQJvPXWWwVtueKKK7jhhhsKMj+ffvpp2rZtywsvvMBdd90FQJUqVejXrx8PPfRQodqnIiIiIiIiIiKpUhA0A6VriHlFYWYJ191yyy3Url2bzz//nN13373Qum+//ZYZM2Zs6+aVSZ06dQD4+eef465PtLwk6tatC8CKFSvirl++fHmh7QDatGnDCy+8QH5+PvPmzWPixIkMHz6cm2++mUqVKnHDDTcAPuB5/fXXc/3117NixQqmTp3Kyy+/zOuvv86CBQv48ssvU55MSkRERERERKTCys+DP9bD5vXwxwb4Izfq9vqodcGyzbmw/6nQ5qh0t3yHpSCoSGDr1q0sWbKErl27FgmAbtmyZYcPgALsv//+VK5cmTlz5vD7778XGRI/bdq0Mp/j4IMPBmDKlCmcfvrphdZt3ryZGTNmYGYcdNBBRfbNysrigAMO4IADDuC4445j3333JScnpyAIGq1p06aceuqpnHrqqXTu3JlPP/2U7777jn322afMj0FERERERESkXG3dHAlGhoHK6NsF68Lb62OCmUGgM1y3dVPJ29B4XwVBk1AQVCRQuXJlWrRowX//+99Ck/rk5+dz00038f3336e5hcWrXbs2AwYM4LXXXuOBBx4oNDv8rFmzGDt2bJnPcdppp3HdddcxcuRILr74Yg488MCCdffeey/Lly9nwIABBc/fF198QcOGDWnZsmWh44RZqTVr1gRg/fr1zJkzh27duhXabvPmzQVD8ONNriQiIiIiIiJSIs7Blo0lD0wWWRcV6Mzfku5H5dsqCSkIKhLl6quvZsiQIRxwwAGcdNJJZGVl8dFHH7F48WKOP/543nnnnXQ3sVgPPfQQ06ZN49Zbb+Xjjz/m0EMPZenSpYwZM4a+ffuSk5NDVlbp50SrX78+zzzzDIMGDeLwww/n1FNPpUWLFsycOZPJkyez6667Mnz48ILtJ0yYwG233UaXLl3YZ599aNiwIUuWLGHcuHFUqlSJIUOGAL6GaPfu3dljjz3o1KkTu+22Gxs3buTdd9/l22+/ZeDAgey2225lfn5ERERERESkggmHhhcEI6MDkykOFS8IWgbLcel+VMUwqFoLqmZDtVrB7VrB7ezgdu3I7arZ0LLopMoSoSCoSJRrrrmGWrVqMXz4cJ5//nmys7Pp3r07Y8aM4dlnn60QQdDddtuNmTNnctNNN/Hee+8xbdo09t13X1544QU2bdpETk5OQe3Q0jrzzDPZbbfduO+++5gwYQK5ubk0b96cyy+/nFtuuYXGjRsXbNuvXz9WrlzJ1KlTeeONN1i/fj3NmjWjb9++XHvttQUz3zdo0IB77rmHyZMnM3XqVFauXEmdOnXYa6+9uOGGGzj33HPL1GYRERERERHZTrb+EScYmSCDMm7QMmaf0gwN396yKqcWqKxWOya4WTt+oLNyDShDApMUZc7t6JHvnYeZzenQoUOHOXPmJN1u/vz5ALRr1257NEsyyJVXXsljjz3GtGnTOPLII9PdnB2aXmciIiIiIrJTcA62bEo9gzJhfcuojMwdYWh4cSpXjwlMZkcFMGslCVRm+/vRt6tmQ+VqkGQiZim9jh07Mnfu3LnOuY5lOY4yQUUy0LJly2jevHmhZbNnz+aZZ56hefPmdO7cOU0tExERERERkTLJz0sSmIwdKh4nAzM20PnHenD56X5UxSsSmIzNukyQUVkkaBmsq6SQ2M5Gf3GRDNSuXTs6dOjAfvvtR/Xq1Vm4cGHBUP4nnniCypX10hcREREREdkuigwNL26ynWLqW27ZmO5HVDyrlEIGZa2YzMvYjMyo21Vqami4lJkiISIZ6JJLLuHtt9/mlVdeYf369dSrV48+ffpw/fXXc8QRR6S7eSIiIiIiIjumgqHhxQUjk9W3jMnIzPsj3Y+qeJWqpT75TpGalrHBzFoaGi47JAVBRTLQvffey7333pvuZoiIiIiIiKSPc/Ddh7ByQQr1LaPuV4Sh4VWyk2RQFlfTMk6gs1KVdD8ikW1OQVARERERERERyTyzR8DbQ9LdCrCsqGHg5VDTskq2hoaLlIKCoCIiIiIiIiKSWX5fC5PvKd2+laqlOCt4nGHg8YaRV66uoeEiOwAFQUVEREREREQks0x/DDb95m/XaQEHDUxQ0zLOMHINDRfJSAqCioiIiIiIiEjmyF0BM5+M3D/mdjjgtHS1RkR2ECoiISIiIiIiIiKZ46P7YctGf7vJ/tD+lPS2R0R2CAqCioiIiIiIiEhm+HURzH0hcv+Y2zSJkIgACoKKiIiIiIiISKaYNAzyt/rbrbrAnsektz0issNQEFREREREREREKr5ln8N//x253+sOzcouIgUUBBURERERERGRiu/D2yO32/WFloekrSkisuNREFSkGN999x1mxgUXXFBo+dlnn42ZsXTp0pSP1bJlS/bcc8/ybmIhidqbTh9++CFmxl133ZXupoiIiIiISCZaNAn+N8XftizoeWtamyMiOx4FQaVCGjhwIGbGU089Vey2vXr1wszIycnZDi3b9rZu3YqZccwxqm0jIiIiIiJCfn7hLNCDz4ZGe6etOSKyY1IQVCqkiy66CIBnn3026XaLFy9m4sSJNGvWjD59+pRrGx544AHmz59P06ZNy/W4ZdWqVSvmz5+vrEsREREREdk5fP1vWP6lv125OnS/Kb3tEZEdkoKgUiF1796dvffem88//5y5c+cm3G7EiBE45zjvvPOoXLlyubahWbNmtG3bttyPW1ZVqlShbdu2O1xwVkREREREpNzlbYGJwyL3O18MdZqnrz0issNSEFQqrAsvvBBInA2al5fHqFGjitTH/Omnn7jjjjs44ogjaNq0KVWrVqVFixacddZZLFiwIOXzJ6oJ6pzjscceY99996VatWq0aNGCK664gnXr1sU9zpo1a7j//vvp0aMHLVq0oGrVqjRu3JgBAwbw6aefFtp2xIgRVKlSBYCJEydiZgWXMPMzWU3QZcuW8de//pVWrVpRrVo1GjduzMknn8znn39eZNsRI0ZgZrz88stMnDiRbt26UatWLerWrUvfvn1ZuHBhys9VMgsXLmTQoEE0b96cqlWr0rx5c84991wWLVpUZNt169Zxxx130L59e2rXrk3t2rXZc889OfPMM4s8hpycHHr27EnTpk0L/g7du3fnH//4R7m0W0REREREdgBzRsHq7/3t6nWhy1VpbY6I7Lh2rBQ2kRI499xzufnmm/nnP//JQw89RM2aNQutf/vtt/npp5/o1asXbdq0KVg+efLkgqDjwQcfTHZ2Nt9++y1jxozhzTff5JNPPqF9+/albtdll13Gk08+SfPmzfnLX/5C5cqVycnJ4dNPP2XLli1Ur1690Pbz5s3jlltuoVu3bvTt25dddtmFJUuWMH78eN5++23efvvtgvqfHTp0YOjQoQwbNow2bdpwzjnnFByna9euSdu1aNEiunTpwooVKzjmmGMYOHAgP/zwA2PHjuWtt97i3//+N8cff3yR/XJychg3bhwnnHACf/3rX5k3bx4TJkxg9uzZfP3119SvX7/Uz9XMmTPp3bs369evp3///rRt25YFCxbw0ksvMX78eCZOnEiHDh0AH1zu3bs3s2bN4ogjjuDCCy+kUqVKLF26lMmTJ9OtWzcOPvhgAJ588kkuvfRSmjVrRr9+/WjYsCG//PILX375JS+88AIXX3xxqdssIiIiIiI7iM3r4aP7I/ePuhZq1Etfe0Rkh6YgqFRYjRo1YsCAAYwZM4YxY8YwePDgQutHjBgBROqHhnr16sXPP/9MrVq1Ci3//PPP6dKlCzfddBNvvvlmqdr08ccf8+STT7LXXnsxa9Ys6tXzH8B333033bp145dffqF27dqF9mnfvj3Lly+nQYMGhZYvWbKEzp07c/XVV/PVV18BPgh6wAEHMGzYMHbffXduv/32lNt20UUXsWLFCu677z5uuOGGguUXX3wx3bt355xzzmHJkiVFgsnjxo3jgw8+oHv37gXLrrvuOh588EFGjRrFNddck3IbouXn53POOeeQm5vL6NGjOf300wvWvfLKK5x99tmcc845fPXVV5gZX3zxBbNmzeKUU05h7NixhY6Vl5dXKNP26aefpnr16vznP/+hYcOGhbZdtWpVqdorIiIiIiI7mJlPwYZf/O06LaDTRcm3F5GdmoKgmej2uuluQepuX1um3S+66CLGjBnDiBEjCgVBly9fzttvv02TJk3o379/oX2aNGkS91gHH3ww3bp1Y+LEieTl5VGpUqUSt2fkyJEADB06tCAAClCjRg3uueceevXqVWSfXXbZJe6xWrVqxUknncRTTz3FsmXLaN689HVtFi9ezKRJk2jTpg3XXnttoXVHHXUUp512GqNHjyYnJ4eBAwcWWn/WWWcVCoCCf94ffPDBIsP1S2Lq1Kl8++23HHXUUYUCoOE5hw8fzsyZM5kxYwZHHHFEwboaNWoUOValSpUKPd/ga6OGpQOixQZFRURERESkAtqwCqY/Grnf/UaoUvS7gohISDVBpULr2bMne+yxB9OnT2f+/PkFy0eOHMnWrVsZPHhw3EDY+PHjOfHEE2natClVqlQpqKv5zjvvsGnTJn777bdStSecpKlbt25F1nXt2pWsrPgvualTp3Lqqaey6667Uq1atYL2PPXUU4CvY1oWYb3Mrl27xp3IqWfPnoW2i3bIIYcUWbbrrrsCsHr16lK3KXyuwnMX16b999+f/fffn5deeomjjjqKBx54gBkzZrBly5Yi+5511lnk5uay7777cs011zBu3DhlgIqIiIiIZJKpD8Efuf52w73hwIHJtxeRnZ4yQaVCCycAuummmxgxYgQPPfQQzjmee+65hJMDPfzww1x77bXUr1+fY445hlatWlGjRg3MjDfeeIOvvvqKzZs3l6o9a9f6zNZ42aZVq1Ytkq0IMHbsWM444wxq1KhBr1692H333cnOziYrK4tJkyYxderUUrcntl3NmjWLuz5cvmbNmiLr4mWqhoHUvLy87damypUrM2XKFO644w5ef/11rr/+egDq1KnD4MGDueeee8jOzgbg+uuvp3Hjxjz11FM88sgj/P3vf8fM6NGjBw888EBBnVEREREREamA1vwAs0dE7h99G1RSeENEktO7RCYq4xDziua8887j1ltv5cUXX+Tee+9l6tSp/O9//6Nnz57sueeehbbdsmULt99+O82bN2fu3LlFgpVTp04tU1vq1vWlCH7++Wd22223Quv++OMPVq9eXSSoOHToUKpXr86cOXPYZ599Cq378ccfy9ym6HatWLEi7vrly5cX2m57KE2b6tevz6OPPsqjjz7Kt99+y5QpU3j66ad57LHHWLduXUE5AoDBgwczePBgVq9ezSeffMIbb7zByJEjOfbYY1mwYEGRGqwiIiIiIlJBTL4H8v7wt1t2grYnprc9IlIhaDi8VHhNmjShX79+rFq1ipycHJ599lmg6IRI4IOTubm5dOnSpUgAdN26dXGHg5dEmGH40UcfFVn38ccfk5+fX2T5okWLaN++fZEAaF5eHtOnTy+yfTikviRZmOGs6VOnTo273+TJkwu1f3sI2zRlypS468Plidq01157ceGFF/LRRx9Ro0YNcnJy4m5Xr149TjzxRJ577jkGDRrEqlWrmDZtWpnbLyIiIiIiabBiHnw5OnL/mNvBLF2tEZEKREFQyQgXXnghAA899BA5OTk0bNiQP/3pT0W2a9asGdWrV2f27Nls2LChYPkff/zB5ZdfXqYal+CzUgGGDRtWaGj5pk2b+Nvf/hZ3n1atWrFw4cJCGZHOOW699VYWLlxYZPusrCzq1avHDz/8kHK7WrduTY8ePVi0aBGPP/54oXXTp0/n1VdfpUGDBkUmkdqWunbtyp577smUKVOKBDBHjx7NJ598Qrt27Tj88MMBHyyOrvsaWr16NVu2bCk0q/27777L1q1bC23nnOOXX/zMkdHbioiIiIhIBTLxTsD523sdC62PTGtzRKTi0HB4yQi9e/emTZs2BbOVX3bZZVStWrXIdpUqVeKyyy7jwQcfZP/996dfv35s3ryZSZMmsXbtWrp16xY3izNVXbt25a9//StPPfUU++23H6eccgqVK1cmJyeHRo0a0bhx4yL7XH311Vx22WUcdNBBnHzyyVSuXJmpU6fyzTff0KdPHyZMmFBkn6OPPprXXnuN/v37c/DBB1O5cmW6d+9Oly5dErbt6aefpkuXLlx99dW88847dOzYkR9++IGxY8dSuXJlRo0aVVBTc3vIysrihRdeoHfv3px88skMGDCAffbZhwULFjBu3Djq1KnDiy++iAW/6n7++eeceuqpHHLIIbRv355mzZrxyy+/MG7cOLZu3coNN9xQcOxTTjmF2rVr06VLF1q3bk1eXh5Tp07ls88+o1OnTvTo0WO7PU4RERERESkni6fDt+8FdwyOuS2tzRGRikWZoJIRzIzzzz+/4H6YGRrPvffey/3330+1atV4+umnycnJoXPnzsyePZuWLVuWuS3Dhw/nkUceoU6dOvzjH/9g9OjRnHDCCbz//vtxZ6q/9NJLee6552jSpAkjR47klVdeoXXr1syaNYsDDzww7jkef/xxzjjjDGbMmMGwYcMYOnRowmHlob322os5c+bwl7/8hfnz5/Pggw/y7rvvcuKJJzJ9+nT69OlT5sdeUkcccQSzZ8/mjDPO4JNPPimY8X3gwIF89tlnhWam79y5MzfeeCNVqlThnXfe4aGHHuK9996jU6dOvPvuu1xxxRUF295///107tyZOXPm8MQTTzBq1Cjy8vK4//77mThxYnLnJtcAACAASURBVMHETiIiIiIiUkE4Bx9GBT0POB2a7Je+9ohIhWPOuXS3QQJmNqdDhw4d5syZk3S7cEhwu3bttkezRHZKep2JiIiIiOxA5k+AV8/ytytVhcs+g3qt0tsmEdkuOnbsyNy5c+c65zqW5TjKBBURERERERGRHVfe1qAWaODQCxQAFZESUxBURERERCTaym/gpT/Bq2fDpjXFby8iItvWl/+CVcGksVVrw1FD0tseEamQVBhPRERERCT042z456mwabW/X6Me9Hs8vW0SEdmZbdkEk++J3D/yCshukL72iEiFpUxQERERERGAb96HF/pGAqAAc1+CZV+kr00iIju7T5+B3GX+dnZjOOyS9LZHRCosBUFFRERERL74F/zrDNi6KWaFg3du8LMSi4jI9rVpDUx9OHK/2/VQrVb62iMiFZqCoCIiIiKyc5v+GORcDC7P36+7G5z5KmQFlaN+nAnzXk9f+0REdlbTH4Hfg9rM9dpAx8FpbY6IVGwKgoqIxHDK9hER2Tnk58N7N8MHQyPLmrSH89+HfY6DzhdHln9wK/yxYfu3UURkZ7VuGcx8KnK/5y1QqUr62iMiFZ6CoBWQmQGQn5+f5paIZKYwCBq+1kREJAPlbfHZnzOGR5a1OhIGvwV1mvn73a6H7Eb+9rqfYNoj27+dIiI7qyn3wdbf/e1mB8J+J6W3PSJS4SkIWgFVq1YNgA0blI0gsi2Er63wtSYiIhlm83r45+nwn1cjy9r2gbPfgBq7RJZVrwtH3xa5/8ljsHrJ9muniMjOauU38PnLkfvH3A5ZCl+ISNnoXaQCql27NgArVqwgNzeX/Px8Dd8VKSPnHPn5+eTm5rJixQog8loTEZEMsuFXeLEfLJoYWdZxMJz2IlSpXnT7g86CZgf521t/Lzx0XkREto1Jd0bqNLfpBnv0TG97RCQjVE53A6Tk6tevz4YNG9i4cSNLly5Nd3NEMlLNmjWpX79+upshIiLlac0P8NKf4NfvIsu63QDdb4JEJVCysuD4++H53v7+1+Pg+4+hTddt314RkZ3R0s9g/puR+8fcnq6WiEiGUSZoBZSVlcWuu+5Ko0aNqF69uuoWipQTM6N69eo0atSIXXfdlSwNuRERyRw//xee6x0VADU48SHo8bfEAdDQbp1h/9Mi99+5EfK2brOmiojstJyDD2+P3N/vT9CiQ9qaIyKZRZmgFVRWVhYNGzakYcOG6W6KiIiIyI5tySfwzzNg81p/v1JVOOlZ2G9A6sc45nZYMAG2bIRf/gtzR8GhF2yDxoqI7MS+mwiLp/rbWZWhp0qQiEj5UZqTiIiIiGSu+RPgxQGRAGi1OnD26yULgALUbQFHXRO5P+ku2Phb+bVTRGRnl59fOAu0wznQYI+0NUdEMo+CoCIiIiKSmeaMgjGDIG+zv5/dGAa/Vfp6nodfDrvs5m9vWg1T7i2XZoqICDDvNfj5K3+7Sk1fs1lEpBwpCCoiIiIimcU5+OgBePNKcPl+Wf3d4fz3odkBpT9ulerQ++7I/dnPwc9fl62tIiICWzfDpGGR+4ddArWbpq89IpKRFAQVERERkcyRnwdvXweT74osa3YQ/Pl9qN+m7Mdv1zeSSery4N0bfdBVRERK77ORsOYHf7tGfTjyivS2R0QykoKgIiIiIpIZtm6G1/4Ms5+NLNu9OwyeALUalc85zOC4/wML/o3+/iM/YZKIiJTO5lz4+IHI/a5DoHrd9LVHRDKWgqAiIiIiUvH9vg5eOQW+zoksa38yDBwL1WqX77ma7AuHnB+5/97NsOX38j2HiMjO4pPhsHGVv11318LvryIi5UhBUBERERGp2HJ/hlEnwPcfR5Z1vhhOGgGVq26bc/b4G9So52+vWQIzhm+b84iIZLL1vxR+/+zxN19/WURkG1AQVEREREQqrl8XwfO9YcVXkWVH3wbH3QdZ2/Bf3Zr1ocfNkftTH4Z1y7bd+UT+n737DrOqOvc4/t0zDL2DGCxYAQUVBXsBFKTYYostMViiJjFRE40lNtDYS6LxGjXXbuxRY6MIKqhYIiioSFFRVFBAep+y7x9r5m5GRRmYmTVn5vt5nvOc9e7ZnPmZyx3OvGcVqTYacx2sWhLG7brADkfHzSOpVrMJKkmSpNw08124qz/M/zTUSR4ccgvs88ewd2dV63EitOsaxoVLYeTgqv+eklRbzJseDkQq0+dSyMuPl0dSrWcTVJIkSbnnk5fhngNh6ZxQ12sIR/8Luh9ffRny68HAq7N64iPw+VvV9/0lKZe9dAWUFIZxhz2gU/+4eSTVejZBJUmSlFvefwIeODJbQtmwBfzyP7DNAdWfZYuesO0hWT30XCgpqf4ckpRLZk2A9x7L6r5DqmcGv6Q6zSaoJEmScsebt8PjJ2Wzh5ptBCcNhw67x8vU73LIbxDGM9+BCQ/GyyJJuWDkkGzc+QDosFu8LJLqDJugkiRJqvnSFEZdHmZakoZrbTvBySOg3bZRo9Fqc9jrjKweOQRWLIoWR5JqtOlj4ONRYZzkQZ9L4uaRVGfYBJUkSVLNVlwET/8eXrk+u7bJLmEGaMtN4+Va3d5/CLNSAZbOhjHXxs0jSTVRmsILl2Z1t+Pif5Alqc6wCSpJkqSaq3A5PHo8vHN/dq1jv7AHaOPW8XJ9W/0msP9lWf3GbTD3o3h5JKkmmvQfmDk+jPMbwL4XxM0jqU6xCSpJkqSaafl8uP8wmPJ8dq3bcXDMg6HpWNNsfyRsWro3aUkhDP9z3DySVJMUF8GLl2f1bqdCi03i5ZFU59gElSRJUs2zaCbcfQDMeD27tteZcOitkF8QL9cPSRIYeDVQesLxtOEw7YWokSSpxnjnfvimdIZ8gxaw9x/j5pFU59gElSRJUs0yZyrc2Q9mT8qu9b8yLDdPkni51sZGO8FOv8jqYRdA0ap4eSSpJli1DF6+Oqv3PrNmbWkiqU6wCSpJkqSa44u34a7+sPDzUOfVg8P/CXucHjdXRfS5FBo0D+NvpsFbd8TNI0mxvfkPWPJVGDf9Cez2m7h5JNVJNkElSZJUM0x7Ae49GJbPC3VBEzjuEdjhqLi5KqrpBtDrvKwefQ0smRMvjyTFtGwevHpTVvc+H+o3jpdHUp1lE1SSJEnxvfsQPHQMFC4LdeM2MOgZ2Lpv3FzratdToU3HMF65CF687Ifvl6Ta6tUbYeXCMG6zNex0fNw8kuosm6CSJEmK67Wb4alfQ0lRqFt0gJOGwyY94uZaH/Xqw4Crsnr8/TDznXh5JCmGBZ/Dm6ttCbLfxZBfL14eSXWaTVBJkiTFUVICwy+EFy7OrrXrCiePgLYd4+WqLB33h479S4sUhp4PaRo1kiRVq5evhuKVYbxxD+jy07h5JNVpNkElSZJU/YoLw+zP12/JrnXYE058Hpq3j5ersvW/EvIKwvjzN+D9f8fNI0nVZfaHMOHBrO47GJIkVhpJsgkqSZKkarZySdj/c+Ij2bVtDoLjn4BGLePlqgptt4bdf53VIy6GVUvj5ZGk6jLqMkhLwnirPrBFz7h5JNV5NkElSZJUfZZ+A/cdAh+NzK71OAGOug8KGkWLVaV6ngtNNgjjxTPh1b/FzSNJVW3GGzDl+azue2m8LJJUyiaoJEmSqseCGXBXf/hyXHat13lw0N8gLz9erqrWsDn0Wa0BMPZmmP9ZvDySVJXSFEYOzurtfwbtu0WLI0llbIJKkiSp6n39AdzZD76ZVnohgQOuh33/XDf2iNvx57DRTmFctAJGXBQ3jyRVlanDYcbrYZxXAPteGDePJJWyCSpJkqSq9dlYuGsgLJ4V6vz68LN7YNdTosaqVnl5MPDarP7waZg+Jl4eSaoKJcXlZ4HufCK03iJaHElanU1QSZIkVZ3Jz8H9h8HKhaGu3wx+8W/oemjcXDFsuitsf1RWDz0fiovi5ZGkyjbxEZjzYRjXbxr2RJakGsImqCRJkqrGuHvhkV+E5d8ATdrBic/V7ROC9x8CBY3DePYHMO7uuHkkqbIUroCXrszqPX4HTTeIl0eSvsUmqCRJkipXmsLo6+CZMyAtCddabQEnj/BwjOYbwT5/zOqXroBl8+LlkaTK8vadsPDzMG7cFvb8Xdw8kvQtNkElSZJUeUqK4fk/wUt/ya617xYaoO4LF+zxe2i5WRgvnw8vXxU3jyStrxULYcx1Wd3zT9CgWbw8kvQ9bIJKkiSpchSthMdPgv/+M7u2RS844Tlo2i5erpqmoCH0vyKr/3snfD0pXh5JWl+v3Rw+1IHwIc/OJ8bNI0nfwyaoJEmS1t+KRfCvI2HSU9m1rofDzx9zNtD32eagbG/UtBiGnRe2EZCkXLP4K3jj1qze7yKo1yBeHklaA5ugkiRJWj+Lv4Z7DoTpY7Jru54GR9zpL8JrkiQw4BpI8kM9fQxMfjZuJklaF6OvgcJlYbzh9rDdkXHzSNIa2ASVJEnSupv3CdzVD76amF3rcwkMvAbyfKv5gzbsArucnNXDLwynK0tSrvjmYxh3b1b3HezPfkk1lj+dJEmStG5mTYA7+8H8T0Od5MEhf4d9zg4zHfXjel8AjVqF8YLP4PVb4uaRpIp48fKwpQfA5vvA1n3i5pGkH2ATVJIkSRX3yWi4+0BYOifU9RrC0f+C7r+MmyvXNG4N+16Y1a/cCItmxssjSWvry/HwwZNZ3XewH4BJqtFsgkqSJKli3n8iHIK0anGoG7aAX/4Htjkgbq5c1eNEaNc1jAuXwguXxs0jSWtj5OBsvO3BsMnO0aJI0tqwCSpJkqS19+Yd8PhJULwq1M02gpOGQ4fd4+bKZfn1YODVWf3eozDjzXh5JOnHfPwiTB8dxkk+9PHDG0k1n01QSZIk/bg0hRf/AkP/BKThWttOcPIIaLdt1Gi1whY9YdtDsnrYeVBSEi+PJK1JSUn5WaA7/QLadowWR5LWlk1QSZIk/bDiInjmDBhzXXZt453DDNCWm8bLVdv0+wvkNwjjme/Au/+Km0eSvs8HT4SD8SDsB937/Lh5JGkt2QSVJEnSmhUuh0d/CePvy65tvT8Mejoc6qPK02oz2OuMrB41BFYsipdHkr6taFVYFVBm999A843i5ZGkCrAJKkmSpO+3fD7cfxhMeS671u1YOPYhqN8kXq7abO8/QPONw3jpHBhzbdw8krS68ffC/Olh3LAl7HVW3DySVAE2QSVJkvRdi2bC3QfAjNeza3ueAYf+A/IL4uWq7eo3gf0vy+o3boO5H8XLI0llVi6B0at9MLPPH6FRy3h5JKmCbIJKkiSpvDlT4c5+MHtSdq3fFdDvckiSeLnqiu2OgE13D+OSQhj+57h5JAngjVth6ewwbr4x7Hpq3DySVEE2QSVJkpT54m24qz8s/DzUefXgsDtgz9/FzVWXJAkMvAYobThPGw7TXogaSVIdt3QuvHZzVve+AAoaxcsjSesgJ5ugSZJskiTJXUmSzEySZGWSJJ8mSfK3JElaVeA19k+S5IYkSUYlSTIvSZI0SZJX1/LPHpIkydAkSeaUfv/PkyR5OkmS3df9v0qSJCmyaSPh3oNh+bxQFzSBYx+BbkfHzVUXbbQjdD8+q4edHw4kkaQYXrkBVi0O47adw/7QkpRjcq4JmiTJVsA44ETgLeCvwCfAmcDrSZK0WcuXOh34I7An8OVafu+8JEnuAP4DdAWeAG4ARgBbAT3W/r9EkiSpBpnwMDx0NBQuC3Wj1jDoGejYN26uumy/S6BB8zD+5iN46464eSTVTfM/g//+b1b3uQTy68XLI0nrKOeaoMCtQDvgjDRND03T9Pw0TfcjNEM7A1es5etcA2wHNAUOXss/czZwCnA/sHWapqelafrnNE1PTtO0K+A7U0mSlHvG/h2ePA1KikLdogOcPAI28fPdqJpuAL3Oy+rR18CS2fHySKqbXroSiktnom+yK2xzYNw8krSOcqoJmiTJlkA/4FPgf7715UuBpcDxSZI0+bHXStP09TRNP0jTtHgtv3dz4BLgC+CUNE2/sx4pTdPCtXktSZKkGqGkBEZcFB5l2nUNDdC2HePlUmbXU6FN6f8tVi6CUZf98P2SVJm+eh8mPpLVfQd7QJ6knJVTTVBgv9LnEWmalqz+hTRNFwOvAY2Bqtib8xDCrNGHgbwkSY5MkuT8JElOT5KkWxV8P0mSpKpTXAhP/SbMAi3TYU848Xlo3j5eLpVXrz4MuCqr33kAZr4TL4+kumXUZUAaxh37w+Z7RY0jSesj15qgnUufp67h69NKnztVwffepfS5EPgQeAy4CrgFeDdJkseTJGlcBd9XkiSpcq1aCg8dCxMfzq5tcxAc/wQ0ahkvl75fx/1D8wGAFIaeD2kaNZKkOuDT12Da8NIigb6XRo0jSesr15qgLUqfF67h62XXq+Lde7vS53OBOcBuQLPS57eBIwj7lf6oJEnGfd8D2KYKckuSJGWWfhNOgP/ohexa90Hws3uhoFG8XPph/a+EvIIw/vwNeO/xuHkk1W5pCiNXa3p2OwY27BovjyRVglxrgv6Yss1JquKj8fzS5+XAwWmavpWm6ZI0Td8iLJVfQtiPdOMq+N6SJEnrb8EMuKs/fDkuu9bzXDj4Jk/6renabg27/zqrX7gkzOiVpKow+Tn44r9hnF8f9v1z3DySVAlyrQlaNtOzxRq+3vxb91Wm+aXPb6Rp+tXqX0jTdBbwJuF/z51/7IXSNO3xfQ9gcqWnliRJAvh6EtzZD74p2z0ogQOuh/0u9JCLXNHzXGhSujhp8Ux49a9x80iqnYqLYNSQrN7lV9CyQ7w8klRJcq0JOqX0eU17fpYdY7qmPUMr43svWMPXy5qkriOTJEk1y2dj4e4BsHhWqPPrw8/uhl1PiZtLFdOwefk9+V67GeZ/Gi2OpFpqwoMwt/RX6vrNYJ9z4uaRpEqSa03Ql0qf+yVJUi57kiTNgL0Iy9XfqILvPar0eU0boZRd/7QKvrckSdK6mfwc3H8YrChdKFO/Gfz8ceh6WNxcWjfdjoONdgrj4pUw4uK4eSTVLoXL4aWrsnqvM6FJm3h5JKkS5VQTNE3Tj4ERwObA6d/68hCgCXBfmqb/v0FSkiTbJEmy3gcOpWk6AXgN2DZJkl+t/rXSelvgY+C/6/u9JEmSKsW4e+GRX0DRilA3aQcnPgdb9oqbS+suLw8GXpvVHz4N08fEyyOpdnnrjrDdBoR/M/b4bdw8klSJcnEH/N8CY4GbkyTpA3xIOKF9X8Iy+Au/df+Hpc/lNrtKkmRvoKyZ2bT0uWOSJPeU3ZOm6Qnfeq2TgVeBfyZJcjjwAdAFOABYBpyQpmnxuv6HSZIkVYo0hVeuhxf/kl1rtQUc/wS03jJeLlWOTXeFHY6GiY+Eeuh5cNorHm4laf0snw+v3JDVvc6F+k3i5ZGkSpZTM0Hh/2eD7gzcQ2h+ng1sBdwM7JGm6Tdr+VJbA4NKH0eUXmu32rVB3/O9pwDdgTuBbsCZQA/gIWDnNE1fXaf/KEmSpMpSUgJDzy3fAG3fDU4eYQO0Nuk7GApKmxOzJ8G4u2OmkVQbvPq3bOuU1ltCjxOixpGkypaTHxenafo5cOJa3vu9x52maXoPoZG6Lt/7Vz96oyRJUnUrWglPngYfPJld26IXHP1AOFRHtUfzjWCfP8KLl4f6pStguyOgceu4uSTlpkUz4c3bsnq/iyC/IF4eSaoCOTcTVJIkSd9jxSL415HlG6BdD4OfP2YDtLba43fQcrMwXj4fXroybh5Juevlq7L9o9t3gy4eniep9rEJKkmSlOuWzIZ7Dix/QM6up8ERd0G9BvFyqWoVNIT+V2T123fC1x/EyyMpN82ZCu88kNV9B4dD2CSplvEnmyRJUi6b9wnc2Q++mphd2+9iGHiNv8TWBdscFLY8AEhLYNj54WAsSVpbL14Wfn4AbNkbttovZhpJqjK+M5YkScpVsyaEBuj86aFO8uDgm6HnOZB877boqm2SBAZcDUl+qKePgQ+fiZtJUu74/L/lf2b0HRwriSRVOZugkiRJueiT0XD3gbB0TqjrNYSj/wU9BsXNpeq3YRfY5eSsHnEhFK6Il0dSbkhTGDk4q7seBhvtFC2OJFU1m6CSJEm55v0nwiFIqxaHumELOP4p2OaAuLkUT+8LoFHpyfALZsDrf4+bR1LN99FI+OzVMM6rF7ZSkaRazCaoJElSLnnrn/D4SVC8KtTN2sOJw2CzPeLmUlyNW8N+F2b1KzfCwi/j5ZFUs5WUwMghWd19ELTZKl4eSaoGNkElSZJyQZrCi3+B588BSg++adMRTh4RlkNL3U+Adl3DuHBZ+WWukrS69x+Hr98L44LG0Ou8uHkkqRrYBJUkSarpiovgmTNgzHXZtY13hpOGQ8sO8XKpZsmvBwOvyer3HoUZb8bLI6lmKloJL16e1bv/FpptGC+PJFUTm6CSJEk1WeFyeGwQjL8vu7b1/jDoaWjSJl4u1Uxb7ANdfprVQ88Ny14lqczbd4e9gyHsJbzXGXHzSFI1sQkqSZJUUy1fAPcfDpOfza7tcAwc+xDUbxIvl2q2/S+Heg3DeNa78O6/4uaRVHOsWARjrs3qnueEw/UkqQ6wCSpJklQTLZoFdw+EGWOza3ueAYf+A/IL4uVSzddqs/B3pcyoIbBiYbw8kmqO12+BZd+EcYtNYeeT4+aRpGpkE1SSJKmmmTsN7uwHsydl1/r9BfpdDnm+fdNa2PssaL5xGC+dA6Ov/eH7JdV+S2bD2Fuyet8LoaBhvDySVM18Fy1JklSTfDEuNEAXlu7XllcPDrsD9vx93FzKLfWbwP6XZfWbt4XmuqS6a8x1ULg0jNt1gR2OiptHkqqZTVBJkqSaYtpIuPcgWD4v1AWN4dhHoNvRcXMpN213BHTYI4xLimD4n+PmkRTPvE/CgUhl+lwKefnx8khSBDZBJUmSaoIJj8BDR0PhslA3ag2DnoGOfePmUu5KEhhwNZCEetoImDoiaiRJkbx4BZQUhnGHPaBT/7h5JCkCm6CSJEmxjf07PHlqmK0H4bCKk0fAJjvHzaXct9GO0P34rB5+ARStipdHUvWbNQHefzyr+w4JH5JIUh1jE1SSJCmWkhIYcVF4lGnXJTRA23aMl0u1y36XQIMWYfzNR/DW7XHzSKpeI4dk484HQofd4mWRpIhsgkqSJMVQXAhP/SbMAi3TYU848XlovlG8XKp9mm4Avc/L6tHXhlOiJdV+n4yGj0eFcZIHfS6Jm0eSIrIJKkmSVN1WLYWHjoWJD2fXOh8Ixz8BjVrFy6Xaa5dToE3p7OKVi2DUZT98v6Tcl6YwcnBW73gctNsmWhxJis0mqCRJUnVaNg/uPQQ+eiG71n0QHHUfFDSKl0u1W736pYcklXrnAZj5Trw8kqrepP/AzPFhnN8Ael8QN48kRWYTVJIkqbos+Bzu6g9fvp1d63kuHHwT5NeLl0t1Q8e+0GlAaZHC0PPCTDFJtU9xIbx4eVbvdiq02CReHkmqAWyCSpIkVYevJ8Gd/WDu1NILCRxwPex3oaf0qvr0vxLyCsL48zfhvcd/+H5Juemd+8NBaBAORtv7j3HzSFINYBNUkiSpqn32Otw9ABbPDHV+ffjZ3bDrKXFzqe5psxXs/pusfuGSsEetpNpj1TJ4+Zqs3vssaNw6Xh5JqiFsgkqSJFWlyc/D/YfCioWhrt8Mfv44dD0sbi7VXT3/BE3ahfHimfDKjXHzSKpcb/4DlnwVxs3aw26/jptHkmoIm6CSJElVZfx98MjPoWhFqJu0gxOfgy17xc2luq1hc+h7aVaP/TvM/zRaHEmVaNk8ePVvWd3rPKjfOF4eSapBbIJKkiRVtjSFMdfD07+HtCRca7U5nDwc2neLGk0CoNtxsFH3MC5eCSMuiptHUuV45QZYuSiM22wNOx0fN48k1SA2QSVJkipTSUk4dXv1U3l/sgOc/AK03jJeLml1eXkwcLU9Az98Bj4ZHS+PpPW34HN4659Z3ecSyK8XL48k1TA2QSVJkipL0Ur490nw1u3ZtS16wgnPQdN28XJJ32fTXWGHo7N62PlQXBQvj6T18/LVYWY3wMY9YNtD4uaRpBrGJqgkSVJlWLEI/vUz+ODJ7FrXw8IhSA2bx8sl/ZC+Q6CgSRjPngTj7o6bR9K6mf0hTHgwq/sOhiSJlUaSaiSboJIkSetryWy49yCYvtpy4l1PhSPugnoN4uWSfkzz9tDz7Kx+8S/hYBVJuWXUZdke1Fv3DasQJEnl2ASVJElaH/Omw539YNaE7Np+F8HAa8O+i1JNt/vp4eAugBUL4KUro8aRVEEz3oApz2d1n0vjZZGkGsx35pIkSetq1oTQAJ0/PdRJHhx8M/T8k8sQlTsKGkK/K7L67Tvh6w/i5ZG09tIUXlit6bn9z6D9DvHySFINZhNUkiRpXUwfA3cfCEtnh7peQzj6AegxKG4uaV1scyBs2TuM0xIYel5orkiq2aYOg8/fCOO8Atj3wrh5JKkGswkqSZJUUR88CQ8cAasWh7phCzj+ydBIknJRksCAqyHJD/Wnr8CHz8TNJOmHlRTDyCFZvfNJ0HqLeHkkqYazCSpJklQRb/0THjsRileFull7OHEYbLZn3FzS+mq3Lezyq6wecSEULo+XR9IPm/gIzPkwjOs3DVuxSJLWyCaoJEnS2khTePEKeP4coHSZcJuOcPII2LBL1GhSpdn3AmjUOowXzICxt8TNI+n7Fa4I/yaV2eN30HSDeHkkKQfYBJUkSfoxxUXwzJkw5trs2sY94KTh0LJDvFxSZWvUCvZbbU/BV2+EhV/GyyPp+/33f2HRF2HcuC3s+bu4eSQpB9gElSRJ+iGFy+GxQTD+3uza1n1h0DPQpE28XFJV6XEibLhdGBcug5GX/vD9kqrXioXwyvVZ3etcaNAsXh5JyhE2QSVJktZk+QK4/3CY/Gx2bYej4diHoX6TeLmkqpSXHw5JKvPeYzDjTRUf9wAAIABJREFUjXh5JJX32k2wfH4Yt9wsfHAhSfpRNkElSZK+z6JZcPcBMGNsdm3P38Oht0F+QbxcUnXYYh/o8tOsHnoulJTEyyMpWPwVvH5rVu93EdSrHy+PJOUQm6CSJEnfNnca3NkPZn+QXdv/cuj3F8jz7ZPqiH5/gXoNw3jWBHj3gbh5JMHoa6BoeRhvuD1sd2TcPJKUQ3wXL0mStLovxoUG6MIZoc6rB4fdDnudETeXVN1adoC9zszqUZeFvQglxTH3Ixi32v7UfQf7wZwkVYA/MSVJksp8NBLuPRiWzwt1QeOw/2e3Y+LmkmLZ60xovnEYL50Do6+Nm0eqy168HNLiMN58H9i6T9w8kpRjbIJKkiQBTHwUHjwaCpeGulHrcAJ8x/3j5pJiqt8E9r8sq9+8LWwXIal6fTkeJj2V1X2HQJLEyyNJOcgmqCRJ0thb4IlToKQo1C02hZOGwyY7x80l1QTbHQEd9gjjkiIYdkHcPFJdNHJwNt72ENikR7QokpSrbIJKkqS6K01hxMUw4sLsWrsucPII2KBTvFxSTZIkMPAaoHTW2UcvwNQRUSNJdcrHL8L00WGc5EOfS+LmkaQcZRNUkiTVTcWF8NRvYOzN2bUOe8CJz0PzjeLlkmqi9t2g+y+zevgFULQqXh6prigpgRcuzeqdfgFtO8bLI0k5zCaoJEmqe1YthYePgwkPZdc6HwDHPwmNWsXLJdVk+10MDVqE8Tcfhf1BJVWtD56AryaGcb1G0Pv8uHkkKYfZBJUkSXXLsnlw7yEwbbXlvN1/CUfdDwWN4uWSarqmG0Dv87J69LWwZHa8PFJtV7QKXvxLVu/+a1cqSNJ6sAkqSZLqjgWfw1394cu3s2s9/wQH3wz59eLlknLFrqdC29L9clcthlFD4uaRarPx98L86WHcsCXsdVbcPJKU42yCSpKkuuHrSXBnP5g7tfRCAgOvg/0uCge/SPpx+QXQ/6qsfudf8OX4eHmk2mrlEhh9TVbvczY0ahkvjyTVAjZBJUlS7ffZ63D3AFg8M9R5BXDkXbDbqXFzSbmoY1/oNKC0SGHoeZCmUSNJtc4bt8LSOWHcfOMwC1uStF5sgkqSpNpt8vNw/6GwYmGo6zeDXzwO2x0eN5eUy/pfGT5MAPjiLXjvsbh5pNpk6Vx47eas7n0BFDSMl0eSagmboKo+RatiJ5Ak1TXj74NHfg5FK0LdZAM44VnYsnfMVFLua7MV7P6brH7hkrB8V9L6G3N92HMXoG1n6HZs3DySVEvYBFX1+PoDuL4jPPsH+Pwtl0xJkqpWmsIrN8DTv4e0JFxrtTmcPAI22jFqNKnW6PknaNIujBfPglf/GjePVBvM/wzevjOr+17qwX2SVElsgqp6THgYViyAt++CO/eHv3eHl6+B+Z/GTiZJqm1KSmDY+TDqsuzaT3aAk1+A1lvGyyXVNg2bQ9/BWT327zBveqw0Uu3w0pVQXLqCbtPdoPMBcfNIUi1iE1TV4/O3ytfzPoGXr4SbusFdA2HcvdlebZIkrauilfDvk+HN27JrW/SEE56Dpu3i5ZJqq27Hwkbdw7h4JYy4KG4eKZd99T5MfCSr+w6GJImVRpJqHZugqh4nDg2P7r+EBs3Lf23GWHjmDLi+Ezx2IkwdDsWFcXJKknLXysXw4FHwwRPZtS6Hws8fDzPWJFW+vDwYeG1WT34WPnk5Whwpp40aApRuG9ZpAGy2Z9Q4klTb2ARV9cjLC/+IH/J3OGcqHHkXdOwHSX52T9GK8Ivrg0fBjdvCsAtg1gT3D5Uk/bglc+CeA8s3X3Y5Jfx7U69BtFhSnbDpLrDDMVk97AIoLoqXR8pFn74G00aUFgn0uSRqHEmqjWyCqvoVNILtjoCfPwZnT4b+V4W92la3dA68cSvc3hP+sSe8dhMsmhUnrySpZps3He7qFz44K7PvRXDAdZCXv+Y/J6ny9B0MBU3CePaksA+8pLWTpjDy0qzudgxs2DVeHkmqpWyCKq6m7WCP38KvX4HfjIU9z4CmPyl/z+xJ8MIl8NcucN+hMOERWLU0Tl5JUs0yayLc2S/sNQ2Q5MHBN0GvP7mPmlSdmreHnmdn9UtXwLJ58fJIuWTys/DFf8M4vz7s++e4eSSplrIJqppjw67Q73L44yT4xROww9FQ0Dj7eloCn7wET54K13WEJ38Dn4wOpwBLkuqe6WPg7gNg6exQ12sIR90PPU6IGkuqs3Y/HVptHsYrFoRGqKQfVlwEoy7L6l1OgZYd4uWRpFrMJqhqnrx82LoPHH5H2D/00H+Ek31ZbUZP4VKY8CDcdwj8bXsYOQTmTIkWWZJUzT54Ch44AlYtDnWDFnD8k7DtQXFzSXVZQUPot1rj8+27wmnXktZswoMwd2oYN2gO+5z9w/dLktaZTVDVbA2awY7HwaBn4Kz3wgbhbTuVv2fRF/DqjfA/u8IdveHN22Hp3ChxJUnV4K1/wmMnQPGqUDdrDycN9RRdqSbY5kDYsncYpyUw7HwPuZTWpHA5vHRVVu95BjRpEy+PJNVyNkGVO1puGj4ZPf0tOOUl2PU0aNS6/D0z34Gh58INneGhY2HSf6BoZZy8kqTKlabw4hXw/DlAaVOlTUc4eYQHSEg1RZLAgKshKT2U7NNX4MOn42aSaqo3b4fFM8O4SelZCZKkKmMTVLknSWDj7nDAtXD2FDjmIdj2kLCJeJmSIpjyPDz6S7i+IzxzFsx405kIkpSrSorh2bNgzLXZtY17wEnD3TtNqmnabQu7/Cqrh18UZrxJyiyfH1azlel9HtRvEi+PJNUBNkGV2+rVh20OgKPvD/uHHvRX2HS38vesWAjj7oa7+sHNO8HL18C86XHySpIqrnBF+FBr3D3Zta37hq1SXDYo1Uz7XpCt2Fk4A8beEjePVNO8+rfwewpA6y2h+6C4eSSpDrAJqtqjUSvY+aSwLPL346HXedBys/L3zJ8OL18JN+8Idw0Iv1AvXxAlriRpLSxfAA8cDpOfza7tcDQc+7AzZqSarFEr2O+irH71Rlj4Zbw8Uk2y8Et487as3u8iyC+Il0eS6giboKqd2mwF+/4ZzpwAJw4Ln6w2aF7+nhmvwzNnwvWdwgEbU4dDcWGUuJKk77FoFtx9AHz2WnZtj9/Bobf5y6KUC3qcABtuF8aFy2DkpVHjSDXG6KuhaEUYt98RuhwWN48k1RE2QVW7JQlstgcccnNYLn/k3dCxf7ZZP0DxSvjgSXjwKLhxWxh2Acx81/1DJSmmuR/Bnf1g9gfZtf0vh/5XQJ5vX6SckJcPA6/J6vcegxlvxMsj1QRzpsI7D2R138H+uyZJ1cSftqo7ChrBdofDzx+FsydD/6ugfbfy9yydA2/cCnf0glv3CHv1LJoZJ68k1VVfjAv7OC+cEeq8enDY7bDXGXFzSaq4zfeGLodm9dBzw0FnUl01agikJWG8ZW/Yat+YaSSpTrEJqrqpaTvY47dw2hj4zeuw15nQrH35e+Z8GJZt3dgF7jsUJjwCq5bGyStJdcVHI+Heg2HZN6EuaBz2/+x2TNxcktZdv8uhXsMwnjUB3v1X3DxSLJ//t/we130Hx0oiSXWSTVBpwy6w/2Xwhw/g+CfDgRsFjVe7IYVPXoInT4XrOsKTv4ZPXnYWgyRVtomPwoNHQ2HpB06NWsEvn4aO+8fNJWn9tOwQPnAuM+qy7FRsqa5IUxg5OKu7Hg4b7RQtjiTVRTZBpTJ5+bDVfnD4HWH/0ENvgy16AUl2T+FSmPAQ3PdT+Nv24Y3M7MmxEktS7fH6/8ATp0BJUaibbwInjYBNd4mbS1Ll2OssaL5xGC+dA6OvjZtHqm4fjYTPXg3jvHrhRHhJUrWyCSp9nwbNYMdjYdDT8If3oc+l0LZz+XsWfQmv/hVu3Q3u6A1v3g5L50aJK0k5K03hhUtg+J+zaxtsCyePgA06xcslqXLVbxxW3pR58zaYOy1eHqk6lZSUnwXafRC02SpaHEmqq2yCSj+mxSawzx/h9DfhlJdg19OgcZvy98x8J2z0f0NnePAY+OApKFwRJ68k5YriQnjqt/DaTdm1TXeHk4ZCi43j5ZJUNbY7AjrsGcYlRTDsgrh5pOry3mPw9fthXNAYep0XN48k1VE2QaW1lSSwcXc44Fo4e0o4qKPLTyG/fnZPSRFMHQqPDYIbOsEzZ8GMN8JMJ0lSZtVSePg4mPBgdq3zAfDLp8JeoJJqnySBgVfz/1sNffQCTB0eNZJU5YpWwkt/yeo9TodmG8bLI0l1mE1QaV3kF0DngXDUfWH/0IP+CpvuVv6eFQth3N1wV3+4eSd4+WqYNz1OXkmqSZbNC3srTxuRXdvpeDjqfihoFC+XpKrXvht0/2VWD7sAilbFyyNVtbfvggUzwrhRa9jzjLh5JKkOswkqra9GrWDnk8L+db8fD73Oh5ablb9n/nR4+Sq4eUe4awCMuweWL4gSV5KiWvB5+HDoi/9m1/Y5Bw75O+TXi5dLUvXpcwk0aBHG8z4O+4NKtdGKRTDmuqzueQ40bB4vjyTVcTZBpcrUZivY9wI4cwKcOCxsel72Jr/MjNfhmTPh+k7w6CCYMizsiydJtd3sD+HOfjB3aumFBAZeC30uDstkJdUNTdpC7/OzevS1sPjreHmkqvL6LbDsmzBu0QF2+VXcPJJUx9kElapCksBme8AhN4fl8j+7BzoNgCQ/u6d4JUx6Ch46Gm7YBoaeDzPfdf9QSbXTjDfCDNDFM0OdVwBH3gW7nRY3l6Q4dj0F2nYK41WL4cXLfvh+KdcsmQ1jb8nqff8M9RrEyyNJsgkqVbmChtD1MDjukXCg0oCrw35Yq1s2F978B9zRC27dA179Kyz8Mk5eSapsU4aGPUBXLAx1/abwi8dhu8Pj5pIUT34BDLgqq9/5F3w5Pl4eqbKNvhYKl4Zxuy6ww1Fx80iSbIJK1arpBrD7b+C0MfDbN2Cvs6DZRuXvmfMhjBwMf+0amgYTHoaVS6LElaT1Nv5+ePjnULQi1E02gBOegy17x0wlqSbYui90GlhapDD0PFfEqHaY90k4ILVM38GQl7+muyVJ1cQmqBRLu21h/yHwh/fh+Kdgh2OgoPFqN6Twycvw5Glh/9Anfx3qkuJIgSWpAtIUXrkBnv4dpKU/t1ptDicNh412jBpNUg3S/4qwPQbAF2/Be4/FzSNVhhevgJKiMO6wJ3TsFzePJAmwCSrFl5cPW+0Lh98O50yDQ2+DLXoBqx0SUrgUJjwUZob+dTt44VKYPTlaZEn6QSUlMOx8GLXaHn8/2R5OGhEOkJOkMm22gj1+m9UvXOIKGOW2WRPg/cezev8hHv4nSTWETVCpJmnQFHY8FgY9DX/4ICydadu5/D2LZ8Jrf4Nbd4Pbe8Ebt8GSOTHSStJ3Fa2EJ34Fb96WXdt8HzjheWi2Ybxckmqunn+CpqU/HxbPgldvjJtHWh8jB2fjzgfCprtGiyJJKs8mqFRTtdgY9v4DnP4mnPoy7PZraNym/D2z3oVh58GN28CDx8AHT0LhihhpJQlWLoYHj4L3/51d6/JT+MW/oWHzeLkk1WwNmkGfS7N67C0wb3q8PNK6+mQ0fPxiGCd50OeSuHkkSeXYBJVquiSBjXaCgdeE0+WPfRi6HAr59bN7Sopg6lB47ISwf+gzZ8KMNzxcQFL1WTIH7jko7F1cZpdT4Mi7oV6DaLEk5Yhux8LGPcK4eCWMuChuHqmi0hRGrtbM3/E4aLdNvDySpO+wCSrlkvwC6DwQjroXzpkKB/0NNt29/D0rF8K4e+Cu/nDzjvDy1eGESkmqKvOmw139wuz0MvteBAdc52m4ktZOXh4MuCarJz9b/kMVqaab9BTMfCeM8xtA7wvi5pEkfYdNUClXNWoFO58IJw+HM94Jb7RabV7+nvmfwstXwc07wZ394e27YfmCGGkl1VazJoYPXco+bEny4OCboNefPAhCUsVsugvscExWDz0fiovi5ZHWVnEhjLo8q3c7DVpsEi+PJOl72QSVaoPWW0Lv8+GMd+Gk4dDjBGjQovw9n78Bz54Vlss/OgimDAtv2CRpXU1/Be45EJZ8Her8BnDU/eFnkCSti76DoaBJGM/5EN6+K2Yaae28cz/M+ziMG7YI+/pLkmocm6BSbZIk0GH3MAvrnKnws3ug0wBIVluOWrwyLNd56Gi4YRsYel5YuuP+oZIq4oOn4IHDYeWiUDdoAcc/CdseFDeXpNzWvD30PCerX7oCls2Ll0f6MauWwsurbeWw11nQuHW8PJKkNbIJKtVWBQ2h62Fw3CPhQKUB10D7Hcvfs2wuvHkb3NEbbt0dXv0rLPwySlxJOWLpN/DGP8JBbMWrwrWmP4GThsLme0WNJqmW2P232RY/KxaERqhUU73xD1jyVRg3aw+7/TpuHknSGiWps79qjCRJxnXv3r37uHHjYkdRbTb7Q5jwMEx8FBbP/J4bEtiyV9iTa9uDoUHTao8oKbI0hYVfwNwpMGdq+edl35S/t83W8IsnoNVmcbJKqp0mPwcPHxfGSR6c9gr8ZLu4maRvWzYPbuqWrYo4+Ca3hJGkKtCjRw/Gjx8/Pk3THuvzOvUqK5CkHNFuW9h/CPS5BD59JTREJz0NhUtLb0jDaayfvAzP/RG2PQS6HQNb9PSUZ6m2KS4MBxrNmRIanHOnlY6nrfYz4Qds3AOOexSatK36rJLqls4HwJb7wicvQVoCw86HQc944JpqllduyBqgbTrCjr+Im0eS9INsgkp1VV4+bNk7PA64HiY/CxMegk9GA6UzxAuXwcSHw6PZRrDDUaEh2m7baLElrYNVS2Hu1NVmdU4J9bxPoKSCJy/XawRtO4afHb3Oc7a4pKqRJDDgavjHnpAWhw9uP3wauvw0djIpWPA5vHVHVve5GPL99VqSajJ/SksKTYxux4THwi/hvcdCQ3TO5OyexTPhtb+FR/tu0O1Y2O5IaLpBvNySylv6TfkmZ9nzws8r/lqNWkHbzrBBp9LnztC2E7TYFPLcUlxSNWi3Dex6Sti/HGD4RdCxHxQ0iptLAnj5qmxv7I17hNVTkqQazSaopPJabAx7nwV7nQmzJoTl8u89Fg5RKjNrQngMvxA67h+ap50GhsOYJFWtiuzXuTaabxyam2VNzg06h6Znk7YuO5UUX+/zwz7my+fBwhkw9u/Q69zYqVTXzf4wTBgo03eI/2ZKUg6wCSrp+yUJbLRjePS7HD4aFd7sTRkKxSvDPWkxTB0WHg1awHaHhQOVOuzuG0FpfRUXwrzp3zOzcy3361xdkg+tt/jWzM5OoenZoFnV5JekytCoFex3UdinHOCVG2HH46DFJnFzqW4bdVnYqxZg676wxT5x80iS1opNUEk/Lr8AOg8Ij+ULYNJTYYbojNeze1YuhHH3hEerzUMztNvR0HrLSKGlHLFqaWhs/n+Ts3Rm57xPoKSwYq9VrxG03br88vUNOkPrraBe/arJL0lVrccJ8Pbd8PV7ULQcXrgUjrwzdirVVZ+9DlOez+o+l8bLIkmqEJugkiqmUcvwy0iPE0KTZuKjoSE6f3p2z/xPYfTV4bHp7qEZ2vWwMJtDqquWzSvf5Cx7Xjij4q/VsOV3l69v0AladHC/Tkm1T14+DLwa7jkw1O8/Drv8CjbbI24u1T1pCiMHZ/X2R0H7HaLFkSRVjE1QSeuu9ZZhr65e58Hnb4Xl8h88ASsWZvd8/kZ4DD0POg8MBypt3TfMLpVqmzSFRV9+92CiOVPK76u7tppvHE5i//YBRU02cMsJSXXL5ntDl0PDahSAoefCqS+HBqlUXaYOC+9rAfIKYL8L4+aRJFWITVBJ6y9JoMNu4THg6vAGccLD8NELUFIU7ileBZP+Ex6N28L2R8IOR8NGO9nMUe4pLgqzn789s3PuNFi1pGKv5X6dkrR2+l0e3mMUrYCvJsI7D0CPQbFTqa4oKYaRQ7J655PCFlCSpJxhE1RS5SpoCF0PDY+lc+H9f4cZojPfye5ZNhfevC082nYOp8vvcJSHHKjmWbUMvpm22vL10pmd33y8Dvt1NlxtVufq+3VuCfUaVE1+SapNWnaAvc4K2+1AOJymy0/DVj1SVZvwMMz5MIzrN4Wef4qbR5JUYTZBJVWdJm1ht9PCY/ZkmPhw2EN00ZfZPXOnwKgh4ReZLXqG5fLbHgwNmsbLrbpn2bzvLl+fOwUWfA6kFXst9+uUpKqz15lhBuiiL8KHqmOug/5XxE6l2q5wBbx0ZVbv+XtoukG8PJKkdZKkaQV/uVOVSZJkXPfu3buPGzcudhSp6pQUw6evhE/TJz0NhUu/e09BY9j2kHCg0ha93O9LlSNNYdHM7x5MNHcKLJ1T8ddrttG3lq+7X6ckVYv3/w2PnxTGefXgN6+Hn8NSVRl7C4wo3f+zcVs48123rJGkatSjRw/Gjx8/Pk3THuvzOs4ElVS98vJhy97hceAN8OGzYbn8Jy/z/zPuCpeVzhp9GJq1D0vlux0L7baNlVq5pLgI5n9afvn6nLL9OhdX7LWSPGi1xXdndrbtCA2bV0l8SdKP6Ho4vPW/MGNs2Ht8+AXw88f9AEpVY8VCeOX6rO51rg1QScpRNkElxVO/SZjt2e3oMENv4qPl91sCWDwLXrspPNp3C83Q7Y50CZK+u1/n3KlhPO/jcBBXRdRrCG06fndmZ5ut3K9TkmqaJIGBV8PtvYAUPhoJ00ZAp/6xk6k2eu0mWD4/jFtuBj1OjJtHkrTObIJKqhmabwR7nxX2+vpqYmiGTnw07PdVZtaE8Bh+IWzdNxyo1PmAcBiTaq9K3a+zxXeXr7ftFA7bcNsFScod7buFk+HH3RPqYRfAlvtCvfpRY6mWWfwVvH5rVu93sX/HJCmH2QSVVLMkSfjFpn032P8y+PjFsFx+8vNQvDLckxbDtOHh0aBFOIm+27HQYXeXwuWqNe7XORWWzq746zVrv9ry9dWWsTdt598RSaot9rsY3n8SVi4MqwDe/Ef4MFWqLC9fDUXLw/gn28N2R8TNI0laLznZBE2SZBPgMmAA0AaYBTwFDEnTdP5avsb+pX9+R2AnoBXwWpqme1cgx8WlOQD2T9N05Fr/R0j6cfkFYWlbp/6wfAFM+k+YITpjbHbPyoUw/t7waLlZmB26w9FhGbNqnkrfr3Pz75nZ2THM+JQk1W5N2kLv88OeoACjr4MdjoFmG8bNpdph7kcw/r6s7jMY8vKixZEkrb+ca4ImSbIVMBZoB/wHmAzsCpwJDEiSZK80Tb9Zi5c6HfgpsAL4iNAErUiO7sDFwBKgaUX+rKR10KhlWPbWYxDMm166f+hDMH96ds+Cz2D0NeGx6W6hIdr1MGhUof/3VmUoXB4am6svX6/U/To7Qeut3ApBkuq6XU8JS+LnTgkfpo26DA79n9ipVBu8eHlYfQSw+T6wdZ+4eSRJ6y1J0wrupxZZkiTDgX7AGWma/n216zcCfwBuT9P012vxOnsAiwhN1E2B6azlTNAkSRoC44CFhAbq8VTCTNAkScZ17969+7hx49bnZaS6I03h87fCKfLv/zuc3vlt+fWh88AwM6Tj/mF2qSrP8vmrLV9fbWbnghm4X6ckqVp8NBIeWG2Z8ikvwsY94uVR7vtyHPxzv6z+1YuwiX+nJCmWHj16MH78+PFpmq7XD+OcmgmaJMmWhAbop8C3P+K9FDgVOD5JkrPTNF36Q6+Vpunrq71uRaNcBWxBWEr/54r+YUmVJEmgw27h0f+qsEfohIfDCbElReGe4lVhGf2k/0DjNuFk+W7HwEY7uTfk2kpTWDzrW8vXS5/dr1OSFNvWfaHTQJg6NNRDz4OTX/DfFK2bNIWRg7N620NsgEpSLZFTTVCg7OO4EWmalqz+hTRNFydJ8hqhSbo7MKoqAiRJsi9h6f0f0jSdug4NVElVoaAhdPlpeCydG2aGTngIZr6T3bPsG3jr9vBo27l0/9CjoMUm8XLXJMVFYUuB1Zevzy3dr3Plooq9lvt1SpKqU/8r4ONR4cPPL/4bts3pdnTsVMpFH78I08eEcZIPfS6Jm0eSVGlyrQnaufR56hq+Po3QBO1EFTRBkyRpAdwDvALcXNmvL6mSNGkLu50WHnOmhNmhEx+BRV9m98ydAqOGhL3DttgnnC6/7cHQoFm83NWlcDl889F3Z3Z+81HF9+vMbxAam9+e2el+nZKk6tRmK9j9t/Da30I98lLY5kBo4Nb9qoCSkvKzQLsfH97nSJJqhVxrgpZNH/qejf/KXW9ZRd//74TT6PdN12Mz1SRJ1rTp5zbr+pqS1mCDztD3UtjvYvj0ldAQnfQfKCzbMSMNn/ZPHwPPnR0aod2OgS165f4+lMsXfPdgorlTYP5nVHi/zgYtvnUwUelzy81y/38nSVLt0POcsApkyddhG5dXb3QWnyrmgyfgq4lhXK8R9Do/bh5JUqXKtSbojylbm17ppz0lSXI44QCk09M0/aSyX19SFcvLgy17hceB18OHz4YDlT55Gcp21yhcFmaMTnwk7Fu5w1HhQKUNu0SN/oPSFBZ/Vb7JWTazc8nXFX+9pj/57sFEG3SGphu6t5okqWZr0Az6DoanfhPqsbfATsdD6y1iplKuKFoVToQvs/uvoXn7eHkkSZUu15qgZTM917ShXPNv3VcpkiRpDdwOvAj8Y31fb02nWZXOEO2+vq8v6UfUbxL2Cet2NCyaCe89Bu8+BHM+zO5ZPAteuyk8frJDWC6//ZHh8J4YSoph/qffPZho7tR126+z5WbfPZiobUdoVFUT6SVJqgY7HAP//d9wunfxShhxERzzr9iplAvG3xveawE0bAl7nRU1jiSp8uVaE3RK6XOnNXy9bMOWNe0Zuq46AG0JBzOVrOEwpBdKr/8hTdO/VfL3l1RVmm8Ee50Je54Rlj9NeDg0RZfOye75amJ4jLgonEDb7RjoPBAKGlV+nsIVYW/OcjM7y/brXFnTSlYDAAAgAElEQVSx18pvAG22/u4y9jZbu1+nJKl2ysuDgdfC//YJ9eRn4eOXYKt94+ZSzbZyCYy+Jqv3OdsPhiWpFsq1JuhLpc/9kiTJW/2E+CRJmgF7AcuBNyr5+34D3LmGr/UkNF+HAjOB9yv5e0uqDkkC7buFx/6XhV+YJjwEk5/Lmo9pMUwbHh4NWkDXn4YZoh32qPhS8RULv7t8fc6UcDp79qNt7TRo/t2Didp2Cqezu1+nJKmu2WTn8O/zhIdCPewC+PWrkJ9rv/qo2rz+P9kH4M03hl1PjZtHklQlcuqdQJqmHydJMoJwAvzphIOKygwBmgC3p2laduIJSZJsU/pnJ6/H9/0c+NX3fS1JknsITdAb0zQdua7fQ1INkl8AnfqFx/IF4SClCQ/DjLHZPSsXwvj7wqPlZmF26A5Hh9Npy6Rp2Jez3PL10pmdS76qeK6mG5Zfvl42s7PZT9yvU5Kk1fW5FCY9HQ5CnPMhvH0n7HZa7FSqiZbOhbE3Z/W+f3bFjCTVUjnVBC31W2AscHOSJH2AD4HdgH0Jy+Av/Nb9ZZv8lesQJEmyN1ljs2npc8fSpiYAaZqeUJnBJeWgRi2hx6DwmP8pTHw0zCyZt9r5aAs+C0uoRl8Dm+wa9tacOzU0O1dWdIviJMzgdL9OSZLWXfP24bT4UUNC/dIVsN2R0KRN3FyqecZcD6uWhPEG24RZxJKkWinnmqCls0F3Bi4DBgAHALOAm4EhaZrOW8uX2hoY9K1r7b517YT1SyupVmm1OfQ6F3r+Cb74b2iGvv/vsLS9zBdvhcePcb9OSZKq1h6nhxUb86eHf6tfugIOujF2KtUk8z8NB2mV6XOJWwlJUi2WpGkaO4NKJUkyrnv37t3HjRsXO4qktVW0EqYOD8vlpw2HkqLyX3e/TkmS4pn8HDx8XBgneXDaGPjJ9nEzqeZ44lSY+EgYb7obnDTcLYYkqQbq0aMH48ePH5+maY/1eZ2cmwkqSTVKvQbQ5ZDwWDoXpgyFohVh+br7dUqSFFfnA2DLfeGTl8LBg8MugEHP+G+z4Kv3wzZHZfoO9u+FJNVyNkElqbI0aQvdj4+dQpIklUkSGHA1/GNPSIvh01fCgYddD42dTLGNGgKUrorsNAA22zNqHElS1cuLHUCSJEmSqky7bWDXU7J6xMVQuDxeHsX36aswbURpkYS9QCVJtZ5NUEmSJEm1W+/zoVHrMF44A8b+PW4exZOm8MKlWd3tWNiwa7w8kqRqYxNUkqT/Y+/O4+u66zv/v75X+y5L3nfLa/ZgZ7GzkTgJJN1oYcpM25lCf+2P6UCBMmWAACELOwxlCkMpTBfaTjudTunQaZkEsq92Fmclie1E8r7KkrXv0pk/ztW9urGd2I6koyu9no+HHvf7/Z5zz/kcHg9s653v93wlSdNb2Sy4/tZs/5E/hPb9ydWj5Gz/FzjwdNwuKIbrbkm2HknSpDEElSRJkjT9rX8fzEvvDD/UC/e4BHrGGR6C++7M9i/9/6F2aXL1SJImlSGoJEmSpOkvVQA3fzXb/9kPYc/jydWjyffc38CxnXG7pBqu/oNk65EkTSpDUEmSJEkzw/Ir4bxfyfbv+iSMDCdXjybPYC88+JVs/8qPQEV9cvVIkiadIagkSZKkmePGO6GwNG4ffgGe/etk69HkeOJ70HkwblfOg40fTLYeSdKkMwSVJEmSNHPULoUrfz/bv+/z0NuWXD2aeL3H4dE/zPbf/gkorkiuHklSIgxBJUmSJM0sV34UqhfH7Z5j8NDXkq1HE+vRb0Jfe9yua4g3yZIkzTiGoJIkSZJmluJyeMeYXcKf/B4070iuHk2c9gPxUvhRm2+FgqLk6pEkJcYQVJIkSdLMc967YdmVcXtkCO6+BaIo2Zo0/h76Cgz1xe0FF8O5v5xsPZKkxBiCSpIkSZp5QoCbvgKEuN94H+z8SaIlaZw174Bn/3u2f8PtkPJXYEmaqfwbQJIkSdLMtOBC2DDm/ZA/uQWG+pOrR+PrvjshGonbDdfByuuSrUeSlChDUEmSJEkz1+ZboaQmbrc2wRN/kmw9Gh/7noLt/5Lt33B7UpVIkqYIQ1BJkiRJM1fFbLjulmz/oa9D55Hk6tFbF0Vw723Z/nnvhoUXJ1ePJGlKMASVJEmSNLNd+jswe23cHuiE++5Ith69Na/eA3sei9upQtj82WTrkSRNCYagkiRJkma2giK46cvZ/nN/Awe2JVePzt7ISG6IveH9UL8ysXIkSVOHIagkSZIkrboe1v5ctn/XJ+NATfnlxf8FR34Wt4vK4ZpPJFuPJGnKMASVJEmSJIB3fAEKiuP2/qfgxb9Pth6dmaF+uP8L2f6mD0HVvOTqkSRNKYagkiRJkgTxsumNH8z277kN+ruSq0dn5uk/h/a9cbusDq74SLL1SJKmFENQSZIkSRp1zcehMj17sOswPPKNZOvR6enrgIe/nu1f85+gtDq5eiRJU44hqCRJkiSNKqmCG27P9rf8V2htSqoana7Hvw09LXG7Zilc+tvJ1iNJmnIMQSVJkiRprAv/DSzaELeHB+CntyZbj95Y11HY8p1s/7pPQ2FJcvVIkqYkQ1BJkiRJGiuVgpu/lu1v/xdofCC5evTGHvoaDHbH7bnnwYXvTbYeSdKUZAgqSZIkSa+3+BK46Ney/bs/BcODydWjk2ttgm1/ke3fcBukCpKrR5I0ZRmCSpIkSdLJ3HA7FFfG7ebt8e7jmlru/wKMDMXtpVfA6nckW48kacoyBJUkSZKkk6maH+8WP+qBL0J3S3L1KNfB5+BnP8z2b7wDQkiuHknSlGYIKkmSJEmnsvGDMGtF3O5rhwe+kGw9yrrvjmx73S/AksuSq0WSNOUZgkqSJEnSqRSWwDu/lO1v+wEcfjGxcpTW9CA03h+3Qwqu/1yi5UiSpj5DUEmSJEl6I2tvhpWb43Y0And9CqIo2ZpmsiiCe2/P9i/+dZizNrFyJEn5wRBUkiRJkt5ICPDOL0NI7zq+51F4+UfJ1jSTvfwjOPhs3C4shWtvSbYeSVJeMASVJEmSpDczdx1c9oFs/6e3wmBvcvXMVMODcN/ns/3LPgA1i5OrR5KUNwxBJUmSJOl0XPtJKK+P2+374LFvJVvPTPTMX0FrY9wurYGrPpZsPZKkvGEIKkmSJEmno2wWbP5stv/oN6FtX3L1zDQD3fDQV7P9qz4G5XXJ1SNJyiuGoJIkSZJ0uta/D+ZfELeHeuHe25KtZybZ+l3oOhK3qxbAZf8+2XokSXnFEFSSJEmSTleqAG4aMxvxZz+EPY8nV89M0dMKj/1Rtn/tp6C4PLl6JEl5xxBUkiRJks7E8ivhvF/J9u/6BIwMJ1fPTPDIN6C/I27Xr4aL/22y9UiS8o4hqCRJkiSdqRs/D4Vlcfvwi/DsXydbz3TWtg+e/H62f/3noKAwuXokSXnJEFSSJEmSzlTtErjq97P9++6E3rbk6pnOHvwyDA/E7UWXwDm/mGw9kqS8ZAgqSZIkSWfjio9A9eK43dOSu3O5xseRl+G5v832b7gdQkiqGklSHjMElSRJkqSzUVwO7/h8tv/k96F5R3L1TEf33QlEcXvVjbDi6kTLkSTlr0kLQUMIs0IIFZN1P0mSJEmacOf9Ciy7Mm6PDMHdt0AUJVvTdLFnC+y8K90JcMNtiZYjScpv4xqChhCuDyF8LYQwa8zY3BDCQ8AxoDWE8IfjeU9JkiRJSkwIcNNXIKR/tWq8D3benWxN00EUwb23Z/sX/CrMvyCxciRJ+W+8Z4J+GHh3FEXHx4z9Z+Bq4DWgBfhoCOG943xfSZIkSUrGggth/fuy/Z98Gob6k6tnOthxF+zbGrdTRbD5M8nWI0nKe+Mdgl4EPDraCSGUAf8KuCeKorXAWmAf8LvjfF9JkiRJSs7mz0JpTdxubYKt3022nnw2Mpx+F2japb8Ns5YnVo4kaXoY7xB0LnBwTP9yoBT4AUAURZ3AvxCHoZIkSZI0PVTMhmtvyfYf/jp0Hk6unnz2/N9B8ytxu7gSrv54svVIkqaF8Q5B+4GyMf2ribfye3jMWAdQN873lSRJkqRkXfo7MGdd3B7oyp3NqNMz2AcPfCnbv+LDUDknuXokSdPGeIegu4DNY/rvAV6NoujAmLElxJskSZIkSdL0UVAEN30523/ub2D/tuTqyUdP/Tfo2B+3K+bApg8lW48kadoY7xD0L4ELQghPhBAeAS4A/vZ156wHdozzfSVJkiQpeSs3w9qfy/bv+gSMjCRXTz7pa4dHvpHtX/MJKKlKrh5J0rQy3iHod4G/Ay4BriR+/+dXRw+GEC4DzgEeHOf7SpIkSdLU8M4vQkFx3D7wNLz498nWky8e+yPoPR63Zy2HDe9PshpJ0jQzriFoFEWDURT9OjALqImi6F1RFPWPOaUJeBvw7fG8ryRJkiRNGXUNucu477kN+juTqycfdByCLX+c7V/3WSgsTq4eSdK0M94zQQGIoqgjvRP868ePRVH0fBRF7RNxX0mSJEmaEq7+A6icH7e7Ducu89aJHvoqDPXG7fkXwPnvSbYeSdK0M64haAhhVgjh3BBCyevGfyuE8E8hhL9NL4mXJEmSpOmrpApuuD3b3/IdaG1Kqpqp7dhr8MxfZfs33A6pCZmvI0mawcb7b5YvAU+MvW4I4cPAnwK/CPwb4MEQwrnjfF9JkiRJmlou/New6JK4PTwAP/lssvVMVfffCdFw3F5+Nay8Ptl6JEnT0niHoFcC90VR1Dtm7OPAAeAa4L3psf84zveVJEmSpKkllYKbv5rt7/gxNN6fXD1T0YFt8PI/Zfs33gEhJFePJGnaGu8QdBGwa7STnvG5BPh2FEWPRlH0D8A/EweikiRJkjS9Lb4ELvr1bP/uW2B4MLl6ppIogntvz/bPfRcs2pBYOZKk6W28Q9AyoG9M/0ogAu4dM9ZIHJZKkiRJ0vR3w21QXBm3m7fDU3+WbD1TReP9sOvhuB0KYPPnkq1HkjStjXcIegBYN6b/TqADeH7M2Cxg7HJ5SZIkSZq+qubDNR/P9h/8EnS3JFfPVDAyAvfelu2v/3cwe1Vy9UiSpr3xDkEfAH4uhPB7IYTfAX4JuDuKopEx56wC9o3zfSVJkiRp6tr4QahriNt97fDAF5KtJ2kv/SMcfjFuF5bB2z+VbD2SpGlvvEPQLwNdwB8B3ydeGn/76MEQwlzg7cDj43xfSZIkSZq6CkvgnV/K9rf9IBsCzjRDA3D/57P9jf8BqhckV48kaUYY1xA0iqJdwHnAR4GPAOdHUbRjzCnLgO8APxjP+0qSJEnSlLfmJli5OW5HI3DXp+LNgWaabT+A47vjdmktXPnRJKuRJM0Q4z0TlCiKDkdR9F/TP3tfd+ypKIo+FkXRU+N9X0mSJEma0kKAm74CqcK4v+dRePlHydY02fq74OGvZftX/wGU1SZXjyRpxhj3EHRUCKEohHBBCOHqEMKFIYSiibqXJEmSJOWFOWvhsg9k+z+9FQZ6kqtnsm35DnQ3x+3qxbn/W0iSNIHGPQQNIVSHEP4EaAOeAx4EngXaQgh/EkLwP/NJkiRJmrne/kkor4/b7fvg8W8nW89k6T4Gj38r27/uFigqTa4eSdKMMq4haAihGngM+AAwBDwC/H36czA9/mj6PEmSJEmaecpqYfOt2f6j34S2fcnVM1ke/joMdMXtOevgol9Lth5J0owy3jNBbyHeGOm7wLIoiq6NoujXoii6luymSOemz5MkSZKkmWn9b8L8C+L2UC/c87lk65lox3fDU3+W7V9/G6QKEitHkjTzjHcI+m5gaxRFH4qiqG3sgSiK2qMo+jCwBXjPON9XkiRJkvJHqgBuHrNB0Ev/CHseT66eifbAl2BkMG4v2Qhrb062HknSjDPeIehS4neAvpGHgCXjfF9JkiRJyi/LroDz3p3t3/UJGBlOrp6JcvhFeOHvs/0bbocQkqpGkjRDjXcI2gPMfZNz5qTPkyRJkqSZ7cY7obAsbh9+EZ75q2TrmQj33gFEcXvNTbBsU6LlSJJmpvEOQZ8CfjWEsPpkB0MIK4H3ps+TJEmSpJmtdglc9fvZ/v2fh962U5+fb3Y/Cq/dk+6E+F2gkiQlYLxD0K8DlcBTIYTPhxA2hxDOCSFcF0K4gzj8rAT+8zjfV5IkSZLy0xUfgZr0G8N6WuChryZbz3iJIrhnTOh50a/BvHOTq0eSNKONawgaRdF9wAeBUuDTwD3Az4B7gVuBCuD3oii6dzzvK0mSJEl5q7gc3vH5bP/J70PzjuTqGS+v/DMceDpuFxTDdbckW48kaUYb75mgRFH0PWAN8DngfwP3pz9vBdZEUfTd8b6nJEmSJOW1c38Zll0Vt0eG4O5PxTMp89XwENx3Z7Z/2Qegdmly9UiSZrzCibhoFEV7gS+e7FgIoRQojqKoYyLuLUmSJEl5JwS46cvw/bdDNAKN98POu2HtzUlXdnae+xtoeTVul1TD1X+QbD2SpBlv3GeCnobvAq0J3FeSJEmSpq4FF8L692X7d98CQ/3J1XO2Bnrgwa9k+1d+BMrrkqtHkiSSCUEBQkL3lSRJkqSpa/OtUFoTt4/vgq15+DaxJ78HnQfjduU82PjBZOuRJInkQlBJkiRJ0utV1MO1n872H/46dB5Orp4z1XscHv1mtv/2T0JxRXL1SJKUZggqSZIkSVPJpb8Nc9bF7YEuuPeOZOs5E49+E/ra43bdSlj/m8nWI0lSmiGoJEmSJE0lBUXxJkmjnv9b2L8tuXpOV/sBeOJ72f7mz8bPIknSFGAIKkmSJElTzcrNsPbns/27PgEjI8nVczoe/DIM9cXthW+Dc3852XokSRrDEFSSJEmSpqJ3fgEKiuP2gafhhf+ZbD1vpHkHPPc32f4Nt0PKXzclSVPHW/5bKYQwfCY/gC+FkSRJkqQ3U9cAmz6U7d97O/R3JlbOG7rvTojSM1UbroOGa5OsRpKkE4zHf5oLZ/EjSZIkSXozV/8BVM6P212H4ZFvJFvPyex7Erb/S7Z/w+1JVSJJ0im95RA0iqLUWfwUjEfxkiRJkjStlVTlhopbvgMtjUlVc6Ioimeojjr/PbDw4sTKkSTpVHxJiyRJkiRNZRf+a1h0SdweHoCf3ppsPWO9eg/seSxupwrhus8kW48kSadgCCpJkiRJU1kqBTd/Ldvf8WNovD+5ekaNDOfOAt3wfqhfmVQ1kiS9IUNQSZIkSZrqFm+Ai34927/rUzA8mFw9AC/+Lzj6UtwuqoBrPpFsPZIkvQFDUEmSJEnKBzfcBsWVcfvYDnjqz5KrZagf7v9itr/pQ1A1L7l6JEl6E4agkiRJkpQPqubDNf8p23/wS9B9LJlanv5zaN8bt8vr4YoPJ1OHJEmnyRBUkiRJkvLFxv8AdQ1xu68d7v/C5NfQ1wEPfz3bv/rjUFo9+XVIknQGDEElSZIkKV8UlsA7v5Ttb/sBHHphcmt4/NvQ0xK3a5bCpb89ufeXJOksGIJKkiRJUj5ZcxOsvD7dieDuT0EUTc69O4/Alu9k+5s/EwezkiRNcYagkiRJkpRPQoCbvgypwri/5zF46X9Pzr0f/hoMdsftuefBBb86OfeVJOktMgSVJEmSpHwzZy1c9oFs/57PwUDPxN6zpTFefj/qhtshVTCx95QkaZwYgkqSJElSPnr7J+Od2QHa98Hj35rY+z3wRRgZitvLroTVN07s/SRJGkeGoJIkSZKUj8pqYfOt2f6j/wXa9k3MvQ4+Bz/7YbZ/wx3xsnxJkvKEIagkSZIk5av1vwnzL4zbQ73xsviJcO/t2fa6X4All07MfSRJmiCGoJIkSZKUr1IFcPNXs/2X/hF2Pza+92h6EJoeiNshBddPUNAqSdIEMgSVJEmSpHy27Ao4793Z/l2fhJHh8bn2yAjcc1u2f/FvxJsySZKUZwxBJUmSJCnfvePzUFgWt4+8CM/81fhc9+UfwaHn4nZhKVx7y/hcV5KkSWYIKkmSJEn5rmYxXPWxbP/+z0Pv8bd2zeHB+DqjLvsA1Cx6a9eUJCkhhqCSJEmSNB1c8WGoWRK3e1rgwa++8flv5pm/gtamuF1akxuySpKUZwxBJUmSJGk6KC6Pl8WPevL7cHT72V1roBseGhOiXvUxKK97a/VJkpQgQ1BJkiRJmi7O/WVYdlXcjobhJ7dAFJ35dbb+MXQdidtVC+Cyfz9+NUqSlABDUEmSJEmaLkKAm78CIf2rXuP9sOOuM7tGTys89q1s/9pb4lmmkiTlMUNQSZIkSZpO5l8AG96f7f/k0zDUf/rff+Qb0N8Rt2evgYt/Y1zLkyQpCYagkiRJkjTdXPfZeDMjgOO74uXtp6Ntb/wu0VGbb4WCwvGvT5KkSWYIKkmSJEnTTUU9XPvpbP/h/wydh9/8ew98GYYH4vaiS+CcX5yY+iRJmmSGoJIkSZI0HV362zBnXdwe6IJ773jj84+8DM//j2z/xjvid4xKkjQN5GUIGkJYHEL48xDCwRBCfwhhdwjhv4QQZp3BNW4MIXwjhHBfCKE1hBCFEB59g/MXhRA+HEK4K32//hBCSwjhnhDCu8fnySRJkiRpnBQUwU1fyfaf/1vY//Spz7/vTiC9k/yqG2H5VRNaniRJkynvQtAQwkpgG/BbwJPAN4Em4KPAlhBC/Wle6kPAfwSuAA6cxvkfBr4FrAUeAP4Q+AlwNfDDEMIfnsFjSJIkSdLEW3kdrP35bP+uT8DIyInn7dkCO0d3kQ9ww22TUp4kSZMl70JQ4I+BucBHoij65SiKPhVF0WbiMHQt8MXTvM5XgfOBSuB0XnTzJHBtFEUNURT9VhRFt0RR9OvA24AO4GMhhA1n+jCSJEmSNKHe+QUoKI7bB7bBC/8z93gUwb1jQs8L3xvvMC9J0jSSVyFoCKEBeAewG/jO6w7fBnQD/y6EUPFm14qiaEsURS9FUTR8OveOougfoyh66CTjrwCj/4q49nSuJUmSJEmTpq4BNv1etn/vbdDfme3vuAv2PRG3U0Vw3aeRJGm6yasQFNic/vxpFEU5aziiKOoEHgPKgY2TXNdg+nNoku8rSZIkSW/u6v8IlfPjdteReLd4gJFhuG/MhkmX/jbMWj7p5UmSNNHyLQRdm/7ceYrjr6Y/10xCLQCEEKqB9xC/Qfynp/mdbSf7AdZNZK2SJEmSZqiSqni391Fb/xhaGuPd4Ju3x2PFlXD1x5OpT5KkCZZvIWhN+rP9FMdHx2snoRZCCAH4U2Ae8N300nhJkiRJmnoueC8svjRuDw/AXZ+EB76cPX7FR6ByTjK1SZI0wQqTLmCchfRnNEn3+wbwq8AjxDvNn5Yoik66gVJ6Nuj68SlNkiRJksZIpeCmr8Kfpt8y9to92WMVc2DTh5KpS5KkSZBvM0FHZ3rWnOJ49evOmzAhhK8DHwMeBn4uiqL+ib6nJEmSJL0lizfAxb9x4vg1n4CSysmvR5KkSZJvIeiO9Oep3vm5Ov15qneGjosQwjeBjwMPADdHUdQ1kfeTJEmSpHFz/W3x+z9HzVoOG96fVDWSJE2KfAtBH0h/viOEkFN7CKEKuBLoBbZOxM1D7DvA7wP3AD8fRVHPRNxLkiRJkiZE1TzYfGu6E+DGz0NhcaIlSZI00fLqnaBRFDWGEH4KvAP4EPDtMYfvACqA70VR1D06GEJYl/7u9rdy7/QmSN8Hfge4C3h3FEV9b+WakiRJkpSIjb8Lc9dBYSks3Zh0NZIkTbi8CkHTPgg8DnwrhHA98ApwOXAd8TL4z7zu/NEd28PYwRDCVcSBJsDoWpDVIYQfjJ4TRdH7x3zlc+nze4HngE/FuWiO56Io+tEZP5EkSZIkTbaGa5OuQJKkSZN3IWh6NuglwJ3ATcDPAYeAbwF3RFHUepqXWgW873Vjc1839v4x7RXpzzLgllNc8y8BQ1BJkiRJkiRpCsm7EBQgiqJ9wG+d5rknTNdMj/8A+MEZ3PP95IaikiRJkiRJkvJAvm2MJEmSJEmSJElnxBBUkiRJkiRJ0rRmCCpJkiRJkiRpWjMElSRJkiRJkjStGYJKkiRJkiRJmtYMQSVJkiRJkiRNa4agkiRJkiRJkqY1Q1BJkiRJkiRJ05ohqCRJkiRJkqRpzRBUkiRJkiRJ0rRmCCpJkiRJkiRpWjMElSRJkiRJkjStGYJKkiRJkiRJmtYMQSVJkiRJkiRNa4agkiRJkiRJkqY1Q1BJkiRJkiRJ05ohqCRJkiRJkqRpzRBUkiRJkiRJ0rRmCCpJkiRJkiRpWjMElSRJkiRJkjStGYJKkiRJkiRJmtYMQSVJkiRJkiRNa4agkiRJkiRJkqY1Q1BJkiRJkiRJ05ohqCRJkiRJkqRpzRBUk2JPSzf/98VDNDV3MTwSJV2OJEmSJEmSZpDCpAvQzHDvK0f5/L+8DEBpUYo186pYO6+KtfOrOGdBNWvnVzG7siThKiVJkiRJkjQdGYJqUmw/1JFp9w2O8ML+dl7Y355zzuzKEtbNr2Ld/Gw4umpuJaVFBZNdriRJkiRJkqYRQ1BNivMX1XCks5/thzo42tl/0nOOdfXz6Gv9PPrascxYKsCK2RWsm1+dE44uqi0jlQqTVb4kSZIkSZLymCGoJsX7rljO+65YDkBr9wDbD3ew43An2w91sv1IJzsPd9I7OHzC90YiaGzuprG5mx+/eCgzXlFcwNr5VaxNh6PxTzU15UWT9UiSJEmSJEnKE4agmnR1FcVcsXI2V6ycnRkbGYnY29rD9sMdbE+HozuOdLK7pZvoJPsodQ8M88zeNp7Z25YzvqCmlLXpQHTd/CrWLaiiYXYlxYXuASZJkiRJkjRTGYJqSkilAstnV7B8dgU3nb8gM94zMMSrR7oy4eiOw51sP9xJa/fASa9zqL2PQ+19PLijOTNWVBBYOafyhHB0fnUpIbikXpIkSZIkabozBNWUVl5cyEVLarloSW1mLIoimrv649mih1WHUUIAACAASURBVDt5Jb20/tUjXQwMj5xwjcHhKJ5deriTf+JgZry6tDAORRdUZQLStfOrqCzx/xaSJEmSJEnTiWmP8k4IgblVpcytKuWaNXMy40PDI+xu6eaVQ6MzRuPZo/uP9570Oh19Qzy5u5Und7fmjC+pK2PtvGrOGROOLq8vp7DAJfWSJEmSJEn5yBBU00ZhQYpVc6tYNbeKX7woO97ZN8jOI52ZcHR09mhn39BJr7OvtZd9rb3c+8qRzFhxYYo18ypPCEfnVJVM9GNJkiRJkiTpLTIE1bRXVVrEhmV1bFhWlxmLoohD7X25GzEd7qSxuYuhkRN3YhoYGuFnBzr42YGOnPH6iuIT3jW6em4VZcUFE/5ckiRJkiRJOj2GoJqRQggsrC1jYW0Zm9fNy4wPDI3Q2Nx1Qjh6uKPvpNdp6R7g8cYWHm9sGXNtWFFfkfOe0XMWVLFkVjmplBsxSZIkSZIkTTZDUGmM4sIU5yyo5pwF1TnjbT0DY3anz+5U3zMwfMI1ogiajnXTdKybu352ODNeXlzAmnlV8YzR+VWsTc8enVVRPOHPJUmSJEmSNJMZgkqnoba8mI0N9WxsqM+MjYxE7D/em9mdfjQc3X2sm5OsqKdnYJjn9rXx3L62nPF51SWsnV/NOfOz7xpdObeCkkKX1EuSJEmSJI0HQ1DpLKVSgaX15SytL+ed583PjPcNDvPqka6ccHTH4U6OdQ2c9DpHOvo50tHMwzubM2OFqUDDnIrMbNH4faPVLKwpJQSX1EuSJEmSJJ0JQ1BpnJUWFXDB4houWFyTM97c2X/CcvqdRzrpHxo54RpDIxE7j3Sx80gX//x8dryqtDC9lD67GdPa+VVUlRZN9GNJkiRJkiTlLUNQaZLMqSphTlUJV62enRkbHonY3dKd3oCpg1fS4eje1p6TXqOzb4indh/nqd3Hc8YX1ZZxzoI4EB1dWr9idgWFBakJfSZJkiRJkqR8YAgqJaggFVg5p5KVcyr5+QsXZMa7+ofYeaTzhHC0vXfwpNc50NbLgbZe7n3laGasuCDFqrmV6aX02XB0TlWJS+olSZIkSdKMYggqTUGVJYWsXzqL9UtnZcaiKOJIR3/2XaOH4mX1jc1dDA6fuBPTwPAILx/q4OVDHfBsdnxWeRHr5lezdn5VevZoNWvmVVJe7B8HkiRJkiRpejL1kPJECIH5NaXMrynlurVzM+MDQyPsOtadedfo9kNxSHqwve+k1zneM8iWpha2NLWMuTYsqyvPedfougXVLK0rpyDlrFFJkiRJkpTfDEGlPFdcmEq/C7SKd40Zb+8ZZMeR3I2YdhzupKt/6IRrRBHsbulhd0sPP3npSGa8tCjF2nlVJ4SjdRXFk/BkkiRJkiRJ48MQVJqmasqLuGxFHZetqMuMRVHE/uO96VA0+67RpuYuRk5cUU/f4AjP72/n+f3tOeNzqkriQDQdjq6dX8WquZWUFhVM9GNJkiRJkiSdMUNQaQYJIbCkrpwldeXceO68zHjf4DCvHe3KhKPbD3ey/XAnzZ39J71Oc2c/zZ39PPLqscxYQSqwYnZF/K7R9C716+ZXsXhWmRsxSZIkSZKkRBmCSqK0qIDzF9Vw/qKanPGWrn52HO5MzxiN3zW640gnfYMjJ1xjeCTitaNdvHa0ix+/cCgzXllSmFmuPxqOrp1fRU1Z0YQ/lyRJkiRJEhiCSnoD9ZUlXLGqhCtWzc6MDY9E7G3tyexOvz0dju5p7SE6yZL6rv4htu05zrY9x3PGF9aUsm5Bdfp9o/Gy+oY5FRQVpCb6sSRJkiRJ0gxjCCrpjIwue18xu4KbL1iQGe8ZGGLnka4TwtHjPYMnvc7B9j4Otvdx//ajmbGigsDKOZWZDZji2aPVzKsucUm9JEmSJEk6a4agksZFeXEhFy+p5eIltZmxKIo42tmffdfoofhdo68d7WJg+MQl9YPDUeZ9pDx3MDNeU1aU3YgpHY6unVdFRYl/hEmSJEmSpDdngiBpwoQQmFddyrzqUt6+Zk5mfHB4hN3HujPvGh0NRw+09Z70Ou29gzyxq5UndrXmjC+tKz8hHF1eX0FBylmjkiRJkiQpyxBU0qQrKkixel4Vq+dVwUULM+MdfYPsHLMR0/ZDnew43Eln/9BJr7O3tYe9rT389OUjmbGSwhRr5lXlvGt03YIqZleWTPhzSZIkSZKkqckQVNKUUV1axCXL67hkeV1mLIoiDrb3jXnXaByQNjZ3Mzxy4k5M/UMjvHignRcPtOeMz64sZt383I2YVs+rpLSoYMKfS5IkSZIkJcsQVNKUFkJgUW0Zi2rLuP6ceZnx/qFhGo92ZzZgGp09eqSj/6TXOdY1wKOvHePR145lxlIBls+u4JzXhaOLZ5WRckm9JEmSJEnThiGopLxUUljAuQurOXdhdc748e6BnN3pXzncyc7DnfQODp9wjZEImpq7aWru5scvHsqMVxQXsGZMKDoakNaWF0/4c0mSJEmSpPFnCCppWplVUcymlfVsWlmfGRsZidh3vIdX0u8YHQ1Id7V0E524op7ugWGe3dvGs3vbcsbnV5eybkH8vtHR2aMr51RSXJia6MeSJEmSJElvgSGopGkvlQosq69gWX0FN50/PzPeOzDMq0c7M7vTbz8cv3e0tXvgpNc53NHH4Y4+HtzRnBkrTAVWzqnMhKPr5ldx/qIa5laVTvhzSZIkSZKk02MIKmnGKisu4MLFtVy4uDYzFkURzV398YzRdDi640gHO490MTA0csI1hkYidhzpZMeRzpzxhjkVbGqoZ2P6Z06Vu9NLkiRJkpQUQ1BJGiOEwNyqUuZWlXL16jmZ8aHhEXa39GTfNXooDkf3tfae9Dqj7xr9myf2ArBqbiWbGuJl+pevqKO+0lBUkiRJkqTJYggqSaehsCDFqrmVrJpbyS9cmB3v7Btk55GuMeFoB8/vbz9h1uhrR7t47WgXf711DwBr51WxsaEuHYrWM6vCTZckSZIkSZoohqCS9BZUlRaxYdksNiyblRnrG4w3VtrS1MLWphae29vGwHBuKDq6hP4vt8Sh6Lr5VWxamV4+v6KemvKiSX0OSZIkSZKmM0NQSRpnpUUFOTvU9w4M88ze42xtamFLYwvP729jcDh3W/p4Y6ZO/uKx3YQA58yvjq/RUM+lK+qoKTMUlSRJkiTpbBmCStIEKysu4MpVs7ly1WwAegaG2LbnOFsa45miL+xvZ2gkG4pGEbx8qIOXD3XwZ4/uIhXgvIU1meXzly6vo6rUUFSSJEmSpNNlCCpJk6y8uJCrV8/JbLzU3T/E0+lQdEtTCz870M7wmFB0JIIXD7Tz4oF2/tsjcSh6waIaNqaXz1+6vI7KEv84lyRJkiTpVPytWZISVlFSyNvXzOHta+JQtLNvkKd3p5fPp0PRMZkoIxE8v7+d5/e3872HmihIBS5YVJNZPn/J8lmUF/vHuyRJkiRJo/wtWZKmmKrSIq5bN5fr1s0FoKNvkKd2tcbL53e18NLBDqIxoejwSMRz+9p4bl8b332wkcJU4KIltfHy+YbZbFg2i7LigoSeRpIkSZKk5BmCStIUV11axPXnzOP6c+YB0N4zyJO7WzPL51851JFz/tBIxLY9x9m25zjfeaCRooLAxUtq2dQQL59fv2wWpUWGopIkSZKkmcMQVJLyTE15ETeeO48bz41D0ePdAzyxq5WtTfFGS9sPd+acPzgc8dTu4zy1+zjfuv81igtSvG1pLRsb4h3sL15SaygqSZIkSZrWDEElKc/NqijmpvPnc9P58wFo7R7gifT7RLc2tbDzSFfO+QPDIzyxq5UndrXyR/e9SklhivVLZ2VC0YuW1FBSaCgqSZIkSZo+DEElaZqpqyjm5gsWcPMFCwA41tWfmSW6pbGFxubunPP7h0bYkg5Nv3kvlBal2LBsVmb5/IWLaykuTCXxKJIkSZIkjQtDUEma5mZXlvALFy7kFy5cCMDRzj62NqWXzze20HQsNxTtGxzhsddaeOy1FgDKigq4ZHl2pugFi2ooKjAUlSRJkiTlD0NQSZph5laV8ksXLeSXLopD0cPtfTyxK54lurWphd0tPTnn9w4O88irx3jk1WMAVBQXcMnyukwoev7CagoNRSVJkiRJU5ghqCTNcPNrSnnXxYt418WLADjY1ptdPt/Uwr7W3pzzuweGeWhnMw/tbAagsqSQS5fPYtPKePn8eQtrKEiFSX8OSZIkSZJOxRBUkpRjYW0Z716/mHevXwzA/uM9meXzWxpbONCWG4p29Q/xwI5mHtgRh6JVpYVcviKeKbqxoZ5zFlQbikqSJEmSEmUIKkl6Q4tnlfOvNpTzrzbEoei+1p545/nGeKboofa+nPM7+4a495Wj3PvKUQBqyoq4LB2KbmqoZ938KlKGopIkSZKkSWQIKkk6I0vqyllSV857L1lCFEXsbe3JvE90S1MLRzr6c85v7x3knpePcM/LRwCoLS/i8hV1bGqoZ9PK2ayeW2koKkmSJEmaUIagkqSzFkJgWX0Fy+or+DeXLSWKIna35IaizZ25oWhbzyA/eekIP3kpDkXrKorZ2JCdKbpqbiUhGIpKkiRJksaPIagkadyEEFgxu4IVsyv49cvjULSxuTsTiD7R1MKxroGc77R2D/B/XzzM/33xMACzK4u5PB2IbmyoZ+WcCkNRSZIkSdJbYggqSZowIQRWza1k1dxK/u3GZURRxGtHu+J3ija1sLWpldbu3FD0WNcAP37hED9+4RAAc6pKMrNENzbUsWK2oagkSZIk6cwYgkqSJk0IgdXzqlg9r4rf3LSckZGIV492saXxWDxTdFcrbT2DOd9p7uznn58/yD8/fxCAedUlmVmim1bWs7Su3FBUkiRJkvSGDEElSYlJpQJr51exdn4V779yBSMjEdsPd+Ysn+/oG8r5zpGOfn703EF+9Fwcii6sKWVjQz0bV8azRZfUlSfxKJIkSZKkKcwQVJI0ZaRSgXMXVnPuwmr+v6tWMDwS8cqhjvTS+XimaOfrQtGD7X3847MH+MdnDwCwqLYsM0t0Y0Mdi2cZikqSJEnSTGcIKkmasgpSgfMX1XD+ohp+5+oGhkciXj7YwZamY2xpbOGp3cfp6s8NRQ+09fLDZ/bzw2f2A7Ckrixn+fyCmrIkHkWSJEmSlCBDUElS3ihIBS5YXMMFi2v4wDUrGRoe4WcH45micSjaSs/AcM539rX2sq91P3//dByKLq8vHzNTtJ551aVJPIokSZIkaRIZgkqS8lZhQYqLl9Ry8ZJafvftKxkcHuHFA+1saYyXzz+9+zi9g7mh6O6WHna39PB3T+0DoGF2BZePWT4/t8pQVJIkSZKmG0NQSdK0UVSQYv3SWaxfOosPXbeKgaERXtjfltlo6endx+kfGsn5TtOxbpqOdfM/ntwLwMo5FZlZohsb6pldWZLEo0iSJEmSxpEhqCRp2iouTHHJ8jouWV7H721eTf/QMM/vy84U3bb3OAOvC0Ubm7tpbO7mv2+NQ9HVcyvZlN55/vKGeuoqipN4FEmSJEnSW2AIKkmaMUoKC7hsRR2Xrajjo6ymb3CY5/a1ZULRZ/e2MTCcG4q+erSLV4928Vdb9gCwbn5VZpboxoY6assNRSVJkiRpqjMElSTNWKVFBZlAE6BvcJhn9hzPLJ9/bl8bg8NRzne2H+5k++FOfvD4bkKAdfOr07vP13H5inpqyouSeBRJkiRJ0hswBJUkKa20qIArVs3milWzAegdGGbbnuNsaTrG1qZWnt/XxtBINhSNInjlUAevHOrgzx/bRQhw7oI4FN20sp5LV9RRXWooKkmSJElJMwSVJOkUyooLuGr1bK5aHYei3f1D6VC0hS2NLbx4oJ3h14WiLx3s4KWDHfzpo7tIBTh/UU16pmgcilaW+FevJEmSJE02fxOTJOk0VZQUcs2aOVyzZg4AXf1DPLW7la1NLWxNh6JjMlFGInhhfzsv7G/new83UZAKY0LROi5dXkeFoagkSZIkTTh/85Ik6SxVlhRy3dq5XLd2LgCdfYM8tbs1vdFSKz872E40JhQdHol4fl8bz+9r408eaqQwFbhwcQ0b08vnNyybRXmxfzVLkiRJ0njzNy1JksZJVWkRm9fNY/O6eQC09w7y1K7WzPL5Vw535ISiQyMRz+xt45m9bfzxg40UFQQuWlzLppXx8vkNy2ZRWlSQ0NNIkiRJ0vRhCCpJ0gSpKSvihnPnccO5cSja1jPAE7vi5fNbGlvYfrgz5/zB4Yin9xzn6T3H+fb9r1FckOLiJbVsXBkvn1+/1FBUkiRJks6GIagkSZOktryYd543n3eeNx+A490DPLGrJbN8fseR3FB0YHiEJ3e38uTuVr51HxQXpli/tDZePt9Qz8VLaykpNBSVJEmSpDdjCCpJUkJmVRRz0/kLuOn8BQAc6+rniab0TNGmFl472pVz/sDQCFubWtna1Mp/4VVKClNsWDYr807RixbXUlyYSuJRJEmSJGlKMwSVJGmKmF1Zws9fuICfvzAORZs7++Od59OhaFNzd875/UMjPN7YwuONLXAPlBaluGRZXfqdonVcuLiWogJDUUmSJEkyBJUkaYqaU1XCL160kF+8aCEARzr6MqHo1qZWdh3LDUX7Bkd49LVjPPraMQDKiwu4ZHkdGxvq2NRQzwWLaig0FJUkSZI0AxmCSpKUJ+ZVl/KuixfxrosXAXCovTcORBvjHej3tvbknN8zMMzDO5t5eGczABXFBVy6Ig5ENzbUc97CakNRSZIkSTOCIagkSXlqQU0Zv/K2xfzK2xYDcKCtl62N2eXz+4/35pzfPTDMgzuaeXBHHIpWlRRmQtFNK+s5Z0E1Bakw6c8hSZIkSRPNEFSSpGliUW0Z79mwmPdsiEPRfa09mUB0a2MLB9v7cs7v7B/i/u1HuX/7UQCqSwu5bEX8PtFNK+s5Z341KUNRSZIkSdOAIagkSdPUkrpyltSV86uXLCGKIva19rKl6Rhbm1rZ0tjC4Y7cULSjb4h7XznCva8cAaCmrIjLV4xutFTP2nlVhqKSJEmS8pIhqCRJM0AIgaX15SytX8q/vnQpURSxp6UnniXa1MKWxhaOdvbnfKe9d5CfvnyEn74ch6Kzyou4fEW8dP68hdXUlhdTU1ZETVkRxYW+W1SSJEnS1GUIKknSDBRCYPnsCpbPruDXLotD0aZj3ZlAdGtTK8e6ckPR4z2D3P3SYe5+6fAJ16soLogD0fJiasoKqS0rpra8KD1WRG1ZHJhmxtLtypJCQnB2qSRJkqSJZQgqSZIIIbByTiUr51TyG5cvI4oiGpu7MoHo1qYWWroHTvn97oFhugeGT3jv6JspSIU4EE2HpaPt2vJiqjPtojEBqrNPJUmSJJ05Q1BJknSCEAKr5laxam4V/27TcqIo4tWjcSj6xK4WDrb10d47SFvPAO29g4xEZ3ef4ZGI1u4BWt8gYD2VsbNPa8fMLs2GqcU5M0+dfSpJkiTNXIagkiTpTYUQWDOvijXzqnjfFctzjo2MRHQNDNHeM5gORtOfvQO09QzSkR5r6x3IOd7eO0jPwPBZ1+TsU0mSJEmnKy9D0BDCYuBO4CagHjgE/Ai4I4qi46d5jRvT378YeBswC3gsiqKr3uR75wK3A9cC1cAe4O+Ar0RR1HsWjyNJUl5LpQLVpUVUlxax5Ay/2z80THvvmKA0E6AO0p6eZdr2uuA0n2afjradfSpJkiQlK+9C0BDCSuBxYC7wT8B24DLgo8BNIYQroyhqOY1LfQh4F9AHvEYcgr7ZvS8H7geKgH8A9gGbgc8B14cQro+iqP8NLiFJksYoKSxgblUBc6tKz+h7J5t9esJM0yk2+3Q0NI03ihoNSZ19KkmSJE2GvAtBgT8mDkA/EkXRt0cHQwh/CHwM+CLwu6dxna8CnyEOUZcAu97o5BBCAfAXQDnwriiK/k96PAX8PfCe9P2/cobPI0mSzlA+zj5t6R54w82lTsXZp5IkSdJbF6LoLP81n4AQQgPQCOwGVkZRNDLmWBXxsvgAzI2iqPsMrrucOAQ95XL4EMJm4D7g4SiK3n6KuvYAK6Kz/B81hLBt/fr167dt23Y2X5ckSRMoqdmnZ+uNZp+ODUyzAaqzTyVJkjT1bNiwgWeeeeaZKIo2vJXr5NtM0M3pz5+ODUABoijqDCE8BrwD2EgcWE7Eve9+/YEoippCCDuBNcBoICpJkqYRZ586+1SSJEn5K99C0LXpz52nOP4qcQi6hvEPQU/n3mvSP4agkiQpYzLefZoboA7SOzi13n16qtmno+2iAmefSpIkaeLkWwhak/5sP8Xx0fHaqXzvEMKp1ruvO9OiJEnS9DXTZp+O3SjK2aeSJEkaT/kWgr6Z0X8BJ/Gi0yTvLUmSlCM/Z5/2cqCt94y+V5gKmWDU2aeSJEk6lXwLQUdnW9ac4nj1686bkvc+1Ytc0zNE1595aZIkSeNjPGaf5gaoo8HpxMw+HRrH2aeZoLQ8nnk6t6qEhjkVNMyppKas6OwKlCRJ0pSQbyHojvTnmlMcX53+PNV7O/P13pIkSVPedJ59OruymIbZlelQtIKVcyppmFPJklllFDqjVJIkacrLtxD0gfTnO0IIqbE7xIcQqoArgV5g6wTc+37gM8BNwJfHHgghNBCHo3uApgm4tyRJ0rSVD7NPj3UNcKyrlSd3t+aMFxUEltaV0zAnDkhXZoLSSuoqis/waSRJkjRR8ioEjaKoMYTwU+Id4D8EfHvM4TuACuB7URR1jw6GENalv7v9Ld7+IeAV4JoQwi9FUfR/0tdPAV9Nn/MnURT5TlBJkqRJMlGzT9t6Bth/vJem5m52tXQzMDRy0usMDkc0NnfT2Nx9wrHa8iIaZldkAtKG2ZWsnFPB0vpySgoLzup5JUmSdHbyKgRN+yDwOPCtEML1xMHk5cB1xEvRP/O6819Jf+ZsGxpCuAr4nXS3Mv25OoTwg9Fzoih6/5j2cAjht4hnhP5DCOEfgL3A9cAlwGPAN9/is0mSJGkSnMns0+GRiINtvTQ2d9HU3E3TsfRnczeHO/pO+b22nkGe2dvGM3vbcu8dYEld+UkD0jlVJe52L0mSNAFCPk5cDCEsAe4kXppeDxwCfgTcEUVR6+vOjQCiKHp9CPp+4C/e6D6v/076e+cSzzq9DqgiXgL/P4CvRFF0ZtuZnnjtbevXr1+/bdu2t3IZSZIkTZLu/iF2HeumsbmLxuZumtJB6a5j3Wf1vtKqkkJWjL5zdExIumJ2BaVFzh6VJEkzz4YNG3jmmWeeOdVG46crL0PQ6coQVJIkaXoYGYk43NGXM3N0dCbpwfZezvSf4CHAwpqyMZsyVWQ2alpQU+rsUUmSNG2NVwiaj8vhJUmSpCktlQosrC1jYW0ZV62enXOsb3CYXce600vqu2g6lp1B2tk/dNLrRREcaIt3sn/k1WM5x8qKClgxuyKzIdPKdEC6Yk4FlSX+c1+SJAkMQSVJkqRJVVpUwDkLqjlnQXXOeBRFNHf1Z9432tTcFc8ePdbNvtaeU+5m3zs4zMuHOnj5UMcJx+ZVl2RmjI4urV81p5KFtWUUpJw9KkmSZg5DUEmSJGkKCCEwt6qUuVWlbGyozznWPzTM3pae+L2jmY2Z4oC0rWfwlNc80tHPkY5+tjS15IwXF6ZYUT86e7QiJyitKSuakOeTJElKkiGoJEmSNMWVFBawel4Vq+dVnXCstXsgs5y+cUxAuqelh6FTTB8dGBphx5FOdhzpPOHY7MriMaFoNiBdUldOUUFq3J9NkiRpMhiCSpIkSXmsrqKYuoo6LllelzM+NDzCvuO9mYC06Vh2B/tjXQOnvN6xrgGOdbXy5O7WnPHCVGBpfTkNs9PvHR1dYj+7grqKYjdnkiRJU5ohqCRJkjQNFRakWDG7ghWzK7j+nNxj7b2DOeHo6HtId7V0MzA0ctLrDY1EmfPufSX3WE1Z0Qk716+cU8HS+nJKCgsm6AklSZJOnyGoJEmSNMPUlBXxtqWzeNvSWTnjwyMRB9t64w2ZXheQHu7oO+X12nsHeXZvG8/ubcsZTwVYUvf/2rvzMDuvws7z33NrX29tKi1VWqps2bKtxbaMZMCADbRjQghLQzJZCMmTpIchecg+nUmnB9N5MpP09CQEOulkstGQfYOQEAgxccAGLBkvkmXZkq0qLVXaat/3e+aP9+q6bknCEqqqqyp9P89Tz+s65z1H5/i5tqt+Pksl7U2vXMx0ISBdU1Pm6lFJkrRsDEElSZIkAVCUCmxsqGRjQyX335pfNzY1S2fv2LyAdCy3mnRiZu6S/WUinOgb50TfOI8e6cmrqykrpm1N1UUBaVtTFRWlrh6VJEmLyxBUkiRJ0quqKitme0ua7S3pvPJMJnJ2eDJv5eiFoPT00ATx0nczMTI1y8GuIQ52DV1U11JXkQ1F5wWka6pZX1tOKuXqUUmSdPUMQSVJkiR921KpwIa6CjbUVXDf1qa8usmZOTp7x3I31s9fPToyNXvZPrsHJ+genOCxl3rzyitKimhreuVSppsurB5dU0V1mb/aSJKky/MnBUmSJElLorykiNvW13Lb+tq88hgjPaNTufNG5wekJ/vHyVxm9ejEzByHzwxz+MzwRXVra8tob3pl1Wj7mipuaqqmpb6CIlePSpJ0wzMElSRJkrSsQgg015TTXFPOve2NeXXTsxlO9o/x8vn5FzMlIeng+Mxl+zw3PMW54Sm+0dGXV15anGJLY+UlA9J0ZcmSzE+SJF1/DEElSZIkXTdKi1Pc3FzDzc01F9X1j03nttMfmxeQnuwfZ2bu0stHp2czHD03ytFzoxfVNVaVvnJjfXNVLijd2FBJSVFq0ecmSZIKxxBUkiRJ0orQUFVKQ1UD92xpyCufnctwamAiF5B29I5yLLvVvnd06rL99Y1N0zc2zZPHB/LKi1OBTdnVozeteeUM0vamKhqqJ9dl5AAAIABJREFUSgnB7fWSJK00hqCSJEmSVrTiohRtTVW0NVXxltvy64YmZrKXM43mbq3v6Bmjs2+M6dnMJfubzcTce4+8kF+XrijJrR5tX1OVDUmr2dxYSVlx0RLNUJIkXStDUEmSJEmrVrqihDs31nHnxrq88rlM5PTgxCvBaO8rAenZ4cnL9jc0McMzJwd55uRgXnkqQGt9ZV5AmoSk1TTXlLl6VJKkAjMElSRJknTDKUoFNjZUsrGhkvtvza8bm5qls3dsXkA6lttqPzEzd8n+MhFO9o9zsn+cfzvSk1dXXVacDUdfuZipvamatqYqKkpdPSpJ0nIwBJUkSZKkearKitnekmZ7SzqvPMbI2eHJ3IVMx3peCUpPD00QL303E6NTsxzsGuJg19BFdS11FRcHpGuqWV9bTirl6lFJkhaLIagkSZIkXYEQAuvTFaxPV/D6m5vy6iZn5rJnj2ZXjc5bPToyNXvZPrsHJ+genOCxl3rzystLUrRdOHd0QUBaXeavcZIkXS3/6ylJkiRJ16i8pIjb1tdy2/ravPIYIz2jU7nzRucHpCf7x8lcZvXo5EyGF84M88KZ4YvqmmvKcoHoTWsuBKXVtNRXUOTqUUmSLskQVJIkSZKWSAiB5ppymmvKube9Ma9uejbDyf4xjs0LSI9lQ9LB8ZnL9nl+ZIrzI1M80dGfV15anGJLY+W8i5leCUjTlSVLMj9JklYKQ1BJkiRJKoDS4hQ3N9dwc3PNRXX9Y9O57fTHcjfXJ6tHZ+YuvXx0ejbD0XOjHD03elFdY1Xpgpvrk+emhkpKilKLPjdJkq43hqCSJEmSdJ1pqCqloaqBe7Y05JXPzmU4NTCRC0g7ekdzK0l7R6cu21/f2DR9Y9M8eXwgr7yipIjdm+vZ29bAnrYGdm2so7zEG+slSauPIagkSZIkrRDFRSnamqpoa6riLbfl1w1NzGQvZ5oXkJ4fo7NvjOnZzCX7m5iZ4/GXe3n85eRiptLiFHdurOPetgb2tDVy9+Y6Kkv9tVGStPL5XzNJkiRJWgXSFSXcubGOOzfW5ZXPZSKnByeS80az4WhHzxjHekY5N5y/enR6NsP+zn72d/YDL1OcCuxoTbO3rZG9bQ3s3lJPbbnni0qSVh5DUEmSJElaxYpSgY0NlWxsqOT+W/PrugbGc6Hnvs5+OnvH8upnM5FnTg7yzMlBfvcrx0gFuH1DLXvbGtnT1sCeLQ3UV5Uu42wkSfr2GIJKkiRJ0g2qtb6S1vpK3nN3KwDnhyfZ19nPvs4+9nf2X3TJUibCoe5hDnUP84ePdwJw69oa9rYnZ4ruaWuguaZ82echSdKrMQSVJEmSJAHQXFvOO3Zt4B27NgDQNzrFk8cHcqHo4TPDxAWX0x85N8KRcyN86hsnAGhfU8XetobcatENdRXLPQ1Jki5iCCpJkiRJuqTG6jIe2r6Oh7avA5LLl5460c++jmT7/HPdQ8xl8lPRjuxt9X++/xQAGxsq2LOlkb3tDexta2BTQyUhhGWfiyTpxmYIKkmSJEm6IumKEt68bS1v3rYWgLGpWZ4+OcC+juRc0WdPDTI9l38T/an+CU71d/G3T3cBsK62nD1tDblQ9KY11YaikqQlZwgqSZIkSfq2VJUV84ata3jD1jUATM7M8eypwSQUPd7HUycGmJzJD0XPDk/yuQOn+dyB0wA0VpUmoWhbA3vbG7l1bQ2plKGoJGlxGYJKkiRJkhZFeUkR97Y3cm97I7CV6dkMz3UP5c4U/ebxAUanZvPa9I1N84VDZ/nCobNAstr0NVsuhKIN3L6+luKiVAFmI0laTQxBJUmSJElLorQ4xe7N9ezeXM+H7ofZuQyHzwyzv7OfJzr6efJ4P0MTM3lthiZmeOSFczzywjkAqsuK2b25nj1tDdzb3sCOljpKiw1FJUlXxxBUkiRJkrQsiotS7GytY2drHT/2hnYymciRcyPs7+zPrRbtHZ3OazM6NctXjvbwlaM9AJSXpLh7U312C30jd22qo7ykqBDTkSStIIagkiRJkqSCSKUCt62v5bb1tXzgdVuIMXKsZywXiu7r6Ofs8GRem8mZDF8/1sfXj/UBL1FalGLXxjR72xrZ09bA7s31VJX5q64kKZ//ZZAkSZIkXRdCCNzcXM3NzdV8/95NxBg51T+RBKKdyQ30J/vH89pMz2V48vgATx4fgEehKBXY3pLm3rYG9rQ1cM+WBtIVJQWakSTpemEIKkmSJEm6LoUQ2NRYyabGSt53z0YATg9O8OTx5EzR/Z19HOsZy2szl4kcODXIgVOD/N5XOwgBbltXy9725LKlPW2NNFSVFmI6kqQCMgSVJEmSJK0YG+oqeOedLbzzzhYAekam2N+ZBKL7Ovt58exI3vsxwuEzwxw+M8wff+04AFubq7OhaCN72xpori1f7mlIkpaZIagkSZIkacVaU1PG23eu5+071wMwOD6dDUX72dfZz/Onh8jE/DYvnR/lpfOj/MkTJwFoa6piz5YG9rYnW+hb6yuXexqSpCVmCCpJkiRJWjXqKkt58I51PHjHOgBGJmf45omBJBTt6ONg1xCzC1LRzt4xOnvH+MtvngKgpa6CvW0XQtFGtjRWEkJY9rlIkhaPIagkSZIkadWqKS/hgVubeeDWZgDGp2d55uQg+7Kh6DOnBpmezeS16R6c4O+e6ebvnukGoLmmjD1tDextT7bPb22uNhSVpBXGEFSSJEmSdMOoLC3m9Tc38fqbmwCYnJnjYNdQ7kzRp04MMD49l9fm/MgU/3jwDP948AwADVWl7NnSkA1GG9i2rpailKGoJF3PDEElSZIkSTes8pIi9rQlgeZPAjNzGQ51D7Eve67ok539jEzN5rXpH5vmi8+f5YvPnwWgprx4XijayB0baikpShVgNpKkyzEElSRJkiQpq6QoxV2b6rlrUz0ffNNNzGUiL5wZzoaifezv7GdgfCavzcjkLF9+8TxffvE8AJWlRezeXJ89V7SRna1pyoqLCjEdSVKWIagkSZIkSZdRlApsb0mzvSXNj97XRiYTeblnlH0dyfb5fZ399IxM5bUZn57jsZd6eeylXgDKilPctamOPW2N3NvWwF2b6qkoNRSVpOVkCCpJkiRJ0hVKpQK3rK3hlrU1vP+1W4gxcrxvnH0dySrRfZ39dA9O5LWZms3wREc/T3T083GgpCiws7Uu2T7f1sDuzfXUlJcUZkKSdIMwBJUkSZIk6dsUQqCtqYq2pir+lz2bADjVP54NRJNg9HjfeF6bmbnIUycGeOrEAP/j346RCrC9Jc3etgb2tDWyZ0sD6UpDUUlaTIagkiRJkiQtoo0NlWxsqOTf724F4OzQJPuP9+dWi750fjTv/UyEg11DHOwa4vcf6yQEuHVtDfe2N+YubWqqLivEVCRp1TAElSRJkiRpCa1Ll/Pduzbw3bs2ANA3OsWTx5Pt8fs7+3nh7DAxvvJ+jPDi2RFePDvCJ79+HICb1lSxt70xuWyprZF16fICzESSVi5DUEmSJEmSllFjdRkPbV/PQ9vXAzA0PsM3T/TnLlo61D3EXCbmtTnWM8axnjH+bN9JADY1VGa3zzdwb3sjrfUVhBCWfS6StFIYgkqSJEmSVEDpyhLectta3nLbWgBGp2Z5+sRA7kzRZ08NMjOXH4qe7B/nZP84f/1UFwAb0uXJRUvZLfTtTVWGopI0jyGoJEmSJEnXkeqyYt54yxreeMsaACZn5nj65EBy2VJHP0+fHGBqNpPX5vTQJJ999jSfffY0AE3VZcnW+fZktegtzTWkUoaikm5chqCSJEmSJF3HykuKeN1NTbzupiYApmczHOwazG2ff+p4P2PTc3lteken+PxzZ/j8c2cAqKss4TVbGnJnit6+oZYiQ1FJNxBDUEmSJEmSVpDS4hT3bGngni0N/MQDMDuX4fnTw8lK0ewW+uHJ2bw2g+Mz/Mvhc/zL4XMA1JQVs3tLPXvbGtnb3sCOljQlRalCTEeSloUhqCRJkiRJK1hxUYpdG+vYtbGOH39jO5lM5MWzI+zv7GNfZ3IDfd/YdF6bkalZ/u1ID/92pAeAipIidm+uT84VbWtg18Y6ykuKCjEdSVoShqCSJEmSJK0iqVTg9g213L6hlh9+fRsxRo71jCbb5zuS1aLnhqfy2kzMzPH4y708/nIvkKw2vXNjXW77/N2b66gsNUKQtHL5bzBJkiRJklaxEAI3N9dwc3MNP7B3MzFGTvaP54WiXQMTeW2mZzPsz64i/QQvU5wK7GhNs6etgXvbGtm9pZ7a8pICzUiSrp4hqCRJkiRJN5AQApsbq9jcWMX33LMRgO7BCfZnzxPd19FPR+9YXpvZTOSZk4M8c3KQ3/tKB6kAt2+oZW9bI3vaGtizpYH6qtJCTEeSroghqCRJkiRJN7iWugrefVcr776rFYDzI5O5laD7Ovo5cm4k7/1MhEPdwxzqHuYPH+8E4Na1Nextb0hC0bYGmmvKl30eknQ5hqCSJEmSJClPc00537VzA9+1cwMAA2PT7D/en7uB/vDpYTIxv82RcyMcOTfCp75xAoD2pqpcKLq3rZENdRXLPQ1JyjEElSRJkiRJ31J9VSnfccc6vuOOdQAMT87w1PGB5FzRzj6e6xpidkEq2tE7RkfvGH++/xQArfUV7G1rZG97cgP9poZKQgjLPhdJNyZDUEmSJEmSdFVqy0t4YFszD2xrBmB8epanTwyyv7OPJzr7efbUINOzmbw2XQMTdA108bdPdwGwrrY8WSWaDUVvWlNtKCppyRiCSpIkSZKka1JZWsx9W5u4b2sTAJMzcxw4Nci+7LmiT50YYGJmLq/N2eFJPnfgNJ87cBqAxqrS7Nb5Bva0NbJtXQ2plKGopMVhCCpJkiRJkhZVeUkRe9sb2dveCMD0bIZDp4fY19HP/s4+vnl8gJGp2bw2fWPTfOHQWb5w6CwAteXFufNE97Q1cMeGWoqLUss+F0mrgyGoJEmSJElaUqXFKe7eVM/dm+r53+6/iblM5IUzwzzR0ZfcQn+8n8Hxmbw2w5OzPPLCeR554TwAVaVF7N6SrBTd29bAztY6SosNRSVdGUNQSZIkSZK0rIpSge0taba3pPmxN7STyUReOj/Kvs6+5LKljn56R6fy2oxNz/HVoz189WgPAOUlKe7aWJ+7gf7uTfWUlxQVYjqSVgBDUEmSJEmSVFCpVODWdTXcuq6GH3rtFmKMdPaO5c4U3dfRx+mhybw2kzMZvtHRxzc6+gAoLUqxa2M6t4V+9+Z6qsqMPSQl/LeBJEmSJEm6roQQaF9TTfuaar5vzyZijHQNTGRXifax/3g/J/rG89pMz2V48vgATx4f4LcfPZZbbXrP5np2tqbZ1VrH5sZKb6CXblCGoJIkSZIk6boWQmBjQyUbGyp57+5WAM4OTea2z+/v7Ofl86N5beYykQOnBjlwajBXVltezM7WOna0ptnVmmZHax0b0uUGo9INwBBUkiRJkiStOOvS5bzzzhbeeWcLAL2jUzzZ2Z+sFu3s58Wzw8SY32Z4cpbHX+7l8Zd7c2VN1aXsaEkC0SQYTdNcU76cU5G0DAxBJUmSJEnSitdUXcbbdqznbTvWAzA4Ps03jw9woGuQg11DHOwaZGDBDfQAvaPTPHqkh0eP9OTK1tWWs7M1nf2qY0dLmvqq0mWbi6TFZwgqSZIkSZJWnbrKUt56+1reevtagNy5oge7hjjYPchzXUM81zXEyNTsRW3PDk9y9vAkXzp8Lle2qaGSHa1pdrYkwej2llpqykuWbT6Sro0hqCRJkiRJWvXmnyv69p3JatFMJnK8byy7UnSI57oHOdQ9zMTM3EXtT/aPc7J/nM8fPJMra19Txa7sStFdG9Pcvj5NRWnRss1J0pUzBJUkSZIkSTekVOqVW+jfdVdytujsXIZjPWMc6EpWix7sHuKF08NMz2Uuat/RM0ZHzxifeaYbgKJUYGtzNTtbXzlj9NZ1NZQVG4xKhWYIKkmSJEmSlFVclOLWdTXcuq6G77lnIwDTsxmOnhvJBaMHuoY4em6EuUz+zUtzmciLZ0d48ewIf/XNLgBKi1JsW1/DjpZXzhjd2lxNcVFq2ecm3cgMQSVJkiRJkr6F0uIU21vSbG9Jw96kbHJmjsNnhjl4apCD3cl2+mM9oxfdSD89l8ltt//TfUlZeUmKOzakc9vod7TU0d5URSoVlndi0g3EEFSSJEmSJOkqlZcUcfemeu7eVJ8rG52a5flsIJoEo4Oc6Bu/qO3kTIanTgzw1ImBXFl1WTHbW2rZ2VqXrBhtqWNjQwUhGIxKi8EQVJIkSZIkaRFUlxWzt72Rve2NubLB8WkOdQ+/csZo1yCnhyYvajs6NcsTHf080dGfK6urLMnbRr+zNc262nKDUenbYAgqSZIkSZK0ROoqS7lvaxP3bW3KlfWMTHGoeyjvjNHe0amL2g6Oz/DYS7089lJvrmxNTRk7W9LsaE0nN9O3pmmqLluWuUgrmSGoJEmSJEnSMlpTU8YD25p5YFszADFGzg5PcuDUEM91D+bOEB2amLmobc/IFF9+8TxffvF8rmxDupyd2UB0V2sdO1rSpCtLlm0+0kpgCCpJkiRJklRAIQTWpytYn67goe3rgCQYPdU/kawWzZ4veqh7mNGp2Yvanx6a5PTQWb74/Nlc2ZbGSna01rEzu53+jpY01WXGQLpx+emXJEmSJEm6zoQQ2NRYyabGSt6xawMAmUyko3eMg10XVosO8vzpYaZmMxe1P943zvG+cf7hwOlsf3Dzmmp2tKaTYHRjHbevr6W8pGhZ5yUViiGoJEmSJEnSCpBKBW5urubm5mrec3crALNzGV46PzovGB3ixbPDzMzFvLYxwkvnR3np/Ch/93Q3AMWpwC1ra/IuXrplbQ2lxalln5u01AxBJUmSJEmSVqjiohS3ra/ltvW1fO9rkrKp2TmOnB3hQNcQz2XD0aPnRsjk56LMZiKHzwxz+Mwwf/HkKQBKi5P+ds67lf7m5mqKUt5Ir5XNEFSSJEmSJGkVKSsuyq7srAM2AzAxPcfhM0PZy5eSm+k7esYuajs9m+HAqUEOnBrMlVWUFLG9pZYdLXXs2phmR0uaLY1VpAxGtYIYgkqSJEmSJK1yFaVF7N7cwO7NDbmy4ckZDnUP8VzXEAezly+d6p+4qO3EzBxPHh/gyeMDubKa8mJ2tKTzbqRvra8gBINRXZ8MQSVJkiRJkm5AteUlvO6mJl53U1OubGBsmoPdr2yjP9g1xNnhyYvajkzO8vVjfXz9WF+urKGqlB3zttHvbE2ztrZ8WeYivRpDUEmSJEmSJAFQX1XKm25Zw5tuWZMrOz88mQSi88LRvrHpi9r2j03zlaM9fOVoT65sbW0ZO1rqssFoEo42VJUuy1yk+QxBJUmSJEmSdFnNteW89fZy3nr7WgBijJwemuTgqcHcNvqDXUOMTM5e1Pbc8BTnhs/xyAvncmWt9RXsbE0nZ4y2ptnemqa2vGTZ5qMbkyGoJEmSJEmSrlgIgZa6ClrqKnjbjvVAEoye6BvnQNdgcsZo1xCHTg8xPj13UfuugQm6Bib4p+fO5sram6rY0ZpcurRrYx13bKilstTYSovHT5MkSZIkSZKuSQiBLU1VbGmq4p13tgAwl4l09IxyoCvZRn+ga4jDZ4aZns1c1L6jd4yO3jH+/tnTAKQCbG2uyV68lGZHax3b1tVQXlK0rPPS6mEIKkmSJEmSpEVXlApsXVvD1rU1vHd3KwAzcxmOnhvJXbp0sGuQI2dHmM3EvLaZCEfOjXDk3Ah/81QXACVFgVvX1eS20e9oTXPL2hpKilLLPjetPIagkiRJkiRJWhYlRSnu2JDmjg1pvm9PUjY5M8cLZ4Z5rvuVYPTl86MsyEWZmYsc6h7mUPcwf74/KSsrTnH7hlp2trxyI337mmqKUmF5J6brniGoJEmSJEmSCqa8pIi7NtVz16b6XNnY1CzPnx7mYNdgLhzt7B27qO3UbIZnTg7yzMlB4AQAVaVF3NGSToLRjXXsbEmzubGSEAxGb2SGoJIkSZIkSbquVJUVs6etgT1tDbmyoYkZDs1bLXqwa4juwYmL2o5Nz7G/s5/9nf25stryYna21uWdMbohXW4wegMxBJUkSZIkSdJ1L11RwutvbuL1NzflyvpGpzjYPZS9kT65fKlnZOqitsOTszz+ci+Pv9ybK2uqLmVHSxKIXjhjtLmmfFnmouVnCCpJkiRJkqQVqbG6jAdubeaBW5tzZeeGJzlwKtlGf+Fm+oHxmYva9o5O8+iRHh490pMrW58uZ0dLmp2tyRmjO1rS1FeVLstctLQMQSVJkiRJkrRqrK0t58E71vHgHesAiDHSNTCRbKPvHuTgqSEOdQ8xMjV7UdszQ5OcGZrkS4fP5co2NVSyozWdu3xpe0stNeUlyzYfLQ5DUEmSJEmSJK1aIQQ2NlSysaGSt+9cD0AmEzneN5Y9XzTZSn/o9BCTM5mL2p/sH+dk/zifP3gm2x+0N1XlbqPf2Zrm9vVpKkqLlnVeujqGoJIkSZIkSbqhpFKB9jXVtK+p5l13tQAwO5fh5Z5RDna9csboC2dGmJ7LD0ZjhGM9YxzrGeMzz3QDUJQKbG2uzm2j39maZtu6WkqLU8s+N12aIagkSZIkSZJueMVFKbatq2Xbulq+556NAEzPZjhydoSD3YM815WcMXr03AhzmZjXdi4TefHsCC+eHeGvvtkFQGlRim3ra9jRkmZX9mb6rc3VFBcZjBaCIagkSZIkSZJ0CaXFKXZkb45nb1I2OTPH86eHea5rMHvO6BDHekaJ+bko03OZ3Hb7P913EoDykhR3bEgnwejGNDta6mhvqiKVCss8sxuPIagkSZIkSZJ0hcpLiti9uZ7dm+tzZaNTsxzqzm6j70620p/oG7+o7eRMhqdODPDUiYFcWXVZMdtbal85Y7Sljo0NFYRgMLqYDEElSZIkSZKka1BdVsy97Y3c296YKxscn+a57lcuXnqua4jTQ5MXtR2dmuWJjn6e6OjPldVVlrCjJZ13xui62nKD0WtgCCpJkiRJkiQtsrrKUt6wdQ1v2LomV9YzMsVz3YN5t9L3jk5f1HZwfIbHXurlsZd6c2VrasrY2ZJszb9wxmhTddmyzGU1MASVJEmSJEmSlsGamjLevG0tb962FoAYI2eHJzlwaigvHB2amLmobc/IFF9+8TxffvF8rqylroId2WD0vpub2LWxbtnmstIYgkqSJEmSJEkFEEJgfbqC9ekKHtq+DkiC0ZP94xzsGuK57iEOnBrkUPcQY9NzF7XvHpyge3CCLz5/lp6RKUPQb8EQVJIkSZIkSbpOhBDY3FjF5sYq3rFrAwCZTKSjdzRvG/3zp4eZms3k2u1oSRdqyCuCIagkSZIkSZJ0HUulAjc313Bzcw3vubsVgNm5DEfPjea20d+zpf5VermxGYJKkiRJkiRJK0xxUYrbN9Ry+4Zavvc1hR7N9S9V6AFIkiRJkiRJ0lJakSFoCKE1hPBHIYTTIYSpEMLxEMLHQghXte43hNCQbXc828/pbL+t36LN20MIXwohdIUQJkIIHSGEvw4hvPbaZyZJkiRJkiRpsa24EDSEcBPwFPAjwH7gN4EO4KeAb4QQGq+wn0bgG9l2x7L97M/2+1QIof0SbX4d+EfgbuCLwG8BTwPvBL4WQvjBa5qcJEmSJEmSpEW3Es8E/R2gGfhwjPETFwpDCL8B/Azwq8AHr6Cf/wu4BfjNGOPPzuvnwyTh5u8AD80rXwf8PHAO2BljPD+v7gHgX4H/AvzJtz0zSZIkSZIkSYtuRa0Eza7OfBA4Dvz2guqPAGPA+0MIVa/STxXw/uz7H1lQ/d+z/X/HgtWgm0n+fu2bH4ACxBgfBUaANVcxHUmSJEmSJEnLYEWFoMCbs88vxRgz8ytijCPA14BK4N5X6ee1QAXwtWy7+f1kgC9lv31gXtVLwDSwJ4TQNL9NCOGNQA3wyJVPRZIkSZIkSdJyWGnb4W/NPo9epv4lkpWitwBfvsZ+yPYDQIyxP4TwH4HfAA6HED4L9AE3Ad8N/Avwv77aBABCCE9dpmrblbSXJEmSJEmSdOVWWgiazj6HLlN/obxuKfqJMX4shHAc+CPgx+dVvQx8cuE2eUmSJEmSJEmFt9K2w7+akH3GpegnhPC/A38DfJJkBWgVsJvkdvo/DSH81yvpPMa4+1JfwIvXOG5JkiRJkiRJC6y0EPTCCs30ZeprF7y3aP2EEO4Hfh34XIzxZ2OMHTHG8Rjj08C7gW7g5xZcpiRJkiRJkiSpwFZaCHok+7zlMvVbs8/LnfV5Lf18V/b56MKXY4zjwH6Sv593vcqfLUmSJEmSJGkZrbQQ9EIA+WAIIW/sIYQa4PXABPDEq/TzRPa912fbze8nRXK50vw/D6As+1xzmT4vlE+/yp8tSZIkSZIkaRmtqBA0xngM+BKwBfiJBdUfJTmj81MxxrELhSGEbSGEvFvXY4yjwKez7z+8oJ+fzPb/zzHGjnnlj2Wf/yGE0DK/QQjhbSQB7CTw9audlyRJkiRJkqSls9Juhwf4EEnQ+PEQwluAF4C9wAMk29f/04L3X8g+w4LyXwLuB342hHAnyXb224B3Aue5OGT9G+AR4K3ACyGEzwBns22+K9v/L8YY+65xfpIkSZIkSZIW0YpaCQq51aD3kNzQvhf4OZKb2j8OvPZKQ8jse6/Ntrs5289e4I+B3dk/Z/77GeA7gZ8BDpNchvRzwL3APwHfEWP8rWucniRJkiRJkqRFthJXghJjPAX8yBW+u3AF6Py6fuCnsl9X0tcM8LHslyRJkiRJkqQVYMWtBJUkSZIkSZKkq2EIKkmSJEmSJGlVMwSVJEmSJEmStKoZgkqSJEmSJEla1QxBJUmSJEmSJK1qhqCSJEmSJEmSVjVDUEmSJEmSJEmrmiGoJEmSJEmSpFXNEFT6WtViAAANrUlEQVSSJEmSJEnSqmYIKkmSJEmSJGlVCzHGQo9BWSGEvoqKiobbbrut0EORJEmSJEmSCu6FF15gYmKiP8bYeC39GIJeR0IInUAtcLzAQ1kq27LPFws6Cmlp+TnXjcDPuW4Efs51I/BzrhuBn3PdCFb753wLMBxjbLuWTgxBtWxCCE8BxBh3F3os0lLxc64bgZ9z3Qj8nOtG4OdcNwI/57oR+Dm/Mp4JKkmSJEmSJGlVMwSVJEmSJEmStKoZgkqSJEmSJEla1QxBJUmSJEmSJK1qhqCSJEmSJEmSVjVvh5ckSZIkSZK0qrkSVJIkSZIkSdKqZggqSZIkSZIkaVUzBJUkSZIkSZK0qhmCSpIkSZIkSVrVDEElSZIkSZIkrWqGoJIkSZIkSZJWNUNQSZIkSZIkSauaIaiWXAihNYTwRyGE0yGEqRDC8RDCx0II9YUem7QYQgjvDSF8IoTwWAhhOIQQQwh/UuhxSYslhNAYQvixEMJnQggvhxAmQghDIYTHQwg/GkLw5wmtCiGEXw8hfDmEcCr7Oe8PITwTQvhICKGx0OOTlkoI4f3Zn19iCOHHCj0e6Vplf+eMl/k6W+jxSYsphPCGEMLfhhDOZDOXMyGEL4UQvrPQY7veFBd6AFrdQgg3AV8HmoG/B14E9gA/BTwUQnh9jLGvgEOUFsMvA7uAUaAL2FbY4UiL7n3A/wDOAI8CJ4G1wHuAPwDeFkJ4X4wxFm6I0qL4GeBp4F+A80AVcC/wMPAfQgj3xhhPFW540uILIWwEPkHyc0x1gYcjLaYh4GOXKB9d7oFISyWE8MvArwC9wD+S/LzeBNwF3A/8U8EGdx0yBNVS+x2SAPTDMcZPXCgMIfwGyS8avwp8sEBjkxbLz5CEny8DbyIJiaTV5Cjw3cDnY4yZC4UhhF8C9gP/niQQ/dvCDE9aNLUxxsmFhSGEXwV+Cfg/gA8t+6ikJRJCCMAfA33A3wE/X9gRSYtqMMb4cKEHIS2VEML7SALQR4D3xBhHFtSXFGRg1zG3r2nJhBDagQeB48BvL6j+CDAGvD+EULXMQ5MWVYzx0RjjS66C02oVY/zXGOM/zA9As+Vngd/Nfnv/sg9MWmSXCkCz/ir73LpcY5GWyYeBNwM/QvKzuSRpBcgeR/XrwDjw/QsDUIAY48yyD+w650pQLaU3Z59fusQvziMhhK+RhKT3Al9e7sFJkhbFhR+uZgs6CmlpvSP7PFjQUUiLKIRwG/BrwG/FGL8aQnjzq7WRVpiyEMIPAptIQv6DwFdjjHOFHZa0KF4HtAF/AwyEEN4ObAcmgf0xxm8UcnDXK0NQLaVbs8+jl6l/iSQEvQVDUElacUIIxcAPZb/9YiHHIi2mEMLPk5yNmAbuAe4j+eX51wo5LmmxZP/9/WmSM55/qcDDkZbKOpLP+XydIYQfiTF+pRADkhbRa7LPcyTnme+YXxlC+Crw3hhjz3IP7HrmdngtpXT2OXSZ+gvldcswFknS4vs1kv/j/E8xxn8u9GCkRfTzJEf3/DRJAPpF4EF/kdAq8n+SXJrxwzHGiUIPRloCfwy8hSQIrSIJiH4P2AJ8IYSwq3BDkxZFc/b5QaACeCtQQ/Kz+T8DbwT+ujBDu34ZgqqQQvbpOYqStMKEED4M/BzwIvD+Ag9HWlQxxnUxxkDyy/N7gHbgmRDC3YUdmXTtQgh7SFZ//r9ul9RqFWP8aPZM83MxxvEY46EY4weB3yAJjB4u7Aila1aUfQaSFZ9fjjGOxhifB95NcnHvm0IIry3YCK9DhqBaShdWeqYvU1+74D1J0goQQvgJ4LeAw8ADMcb+Ag9JWhLZX54/Q3J8TyPwqQIPSbom87bBHwX+c4GHIxXChQsd31jQUUjXbiD77IgxHphfkV3hf2GX1p5lHdV1zhBUS+lI9nnLZeov3LB6uTNDJUnXmRDCTwP/HThEEoCeLfCQpCUXYzxBEvrfEUJoKvR4pGtQTfKz+W3AZAghXvgiOQIC4PezZR8r2CilpXM++6wq6Cika3chbxm8TP2FkLRiGcayYngxkpbSo9nngyGE1Pwb4kMINcDrgQngiUIMTpJ0dUII/5HkHNBngX8XY+wt8JCk5bQh+/RWYa1kU8AfXqbubpJzQh8n+eXarfJajS5sDe4o6Cika/dVYBbYGkIojTFOL6jfnn0eX9ZRXecMQbVkYozHQghfItlC9hPAJ+ZVf5Tk/779XoxxrBDjkyRduRDCfwb+C/AUyQUxboHXqhJC2AYMLlzdHEJIAb9CcgHB12OMA5dqL60E2S2SP3apuhDCwyQh6P+MMf7Bco5LWkwhhDuAMwt/VgkhbCbZzQLwJ8s+MGkRxRh7Qwh/CfwAyWV3v3yhLoTw74DvIDl68IuFGeH1yRBUS+1DwNeBj4cQ3gK8AOwFHiDZBv+fCjg2aVGEEN4FvCv77brs87UhhE9m/7o3xvjzyz4waZGEED5AEoDOAY8BHw4hLHzteIzxk8s8NGkxPQT8PyGErwLHgD5gLfAmkouRzgI/XrjhSZKu0PuAXwwhPAp0AiPATcDbgXLgn4D/VrjhSYvmZ0nylf8UQngjsB/YTHIx0hzw4zHGy22XvyEZgmpJZVeD3kPyy/NDwHcCZ4CPAx91JZFWiTuBDywoa89+AZwADEG1krVln0XAT1/mna8An1yW0UhL4xHg/yM5rmcXUAeMkfxP208DH/fnFklaER4FbiVZ2fxakh2IgyRHPXwa+HSMMRZueNLiiDGeDyHsJVkF+m7gXpLQ//PA/x1j9OjBBYL/7EuSJEmSJElazbwdXpIkSZIkSdKqZggqSZIkSZIkaVUzBJUkSZIkSZK0qhmCSpIkSZIkSVrVDEElSZIkSZIkrWqGoJIkSZIkSZJWNUNQSZIkSZIkSauaIagkSZIkSZKkVc0QVJIkSZIkSdKqZggqSZIkSZIkaVUzBJUkSZIkSZK0qhmCSpIkSd+mEMLDIYQYQri/0GORJEnS5RmCSpIkqWCyAeKrfd1f6HEulxBCXQjhF0IIfxpCOBxCmM3+PXhroccmSZK0khUXegCSJEkS8NFvUXd8uQZxHdgC/NfsX3cBvcDago1GkiRplTAElSRJUsHFGB8u9BiuEyeAtwLPxBj7QwifBD5Q2CFJkiStfG6HlyRJ0oox/wzOEMIHQgjPhBAmQgjnQwh/FEJYd5l2W0MInwohdIcQpkMIp7Pfb73M+0UhhA+GEL4WQhjK/hkvhxD+4Fu0eW8IYX8IYTyE0B9C+IsQQsvVzC/GOBBj/HKMsf9q2kmSJOlbcyWoJEmSVqKfAR4E/hL4InAf8CPA/SGEvTHGngsvhhBeAzwC1ACfAw4D24AfAN4ZQnhLjPGb894vBT5PsiLzFPBnwDDJVvV3A48DLy0Yz4eA7872/xVgL/C9wK4Qwp0xxqnFnLwkSZKujiGoJEmSCi6E8PBlqiZjjL92ifK3AXtjjM/M6+M3gZ8Gfg340WxZAD4F1AI/GGP803nvfy/wF8CfhBBujzFmslUPkwSg/wC8b36AGUIoy/a10EPAa2KMz81798+A7wPeCfzVZScvSZKkJWcIKkmSpOvBRy5TPkQSai706fkBaNbDJKtBvz+E8KFsePk6klWf35gfgALEGP8yhPCTJKtI7wO+GkIoIlnVOQF8cOEKzuz3PVzs4/MD0KzfJwlB92AIKkmSVFCGoJIkSSq4GGO4yiZfuUQfQyGEZ4E3AbcBzwJ3Z6v/9TL9/CtJAHoX8FWSwDQN7Isxnr6K8XzzEmWnss/6CwUhhHcBdy5479kY42ev4s+SJEnSVTIElSRJ0kp07jLlZ7PP9ILnmcu8f6G8bsGz+yrHM3iJstnss2he2bu4+Lb3/wkYgkqSJC0hQ1BJkiStRGsvU37hdvihBc9L3hoPrF/w3oUw86pudb9SMcYfBn54KfqWJEnS5aUKPQBJkiTp2/CmhQUhhDTJVvNJ4IVs8YVzQ++/TD8Xyp/OPl8kCUJ3hhA2LMZAJUmSVHiGoJIkSVqJ3h9CuGtB2cMk29//fN6FRl8DjgD3hRDeO//l7PdvBI4CjwPEGOeA3wEqgN/N3gY/v01pCGHNIs9FkiRJS8zt8JIkSSq4EMLD36L6szHGZxeUfQH4Wgjhr0jO9bxww/tx4BcvvBRjjCGEDwD/AvxlCOHvSVZ73kpyPucI8EMxxsy8vj8K7AXeARwNIfxj9r2NwIPALwCf/LYmegVCCP8NaMp+e1/2+QshhB/M/vVnvUhJkiTp6hiCSpIk6XrwkW9Rd5zkpvf5fhP4DPDTwPcCoyTB5C/FGM/PfzHGuC+E8Brgl4G3koSbvcCfA78SYzyy4P3pEMJDwAeBHyK5yCgAp7N/5uNXP72r8l5g84KyB+f99XG8SEmSJOmqhBhjoccgSZIkXZHsitGPAA/EGP+tsKORJEnSSuGZoJIkSZIkSZJWNUNQSZIkSZIkSauaIagkSZIkSZKkVc0zQSVJkiRJkiStaq4ElSRJkiRJkrSqGYJKkiRJkiRJWtUMQSVJkiRJkiStaoagkiRJkiRJklY1Q1BJkiRJkiRJq5ohqCRJkiRJkqRVzRBUkiRJkiRJ0qpmCCpJkiRJkiRpVTMElSRJkiRJkrSqGYJKkiRJkiRJWtUMQSVJkiRJkiStaoagkiRJkiRJklY1Q1BJkiRJkiRJq9r/D0WDh6bWL5cdAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " ----------------FOR LEARNING RATE 0.003-------------------- \n", + "Layer1--ReLU() Layer2--ReLU()\n", + "Epoch: 1/7.. Training Loss: 0.057.. Test Loss: 0.091.. Test Accuracy: 0.985\n", + "Epoch: 2/7.. Training Loss: 0.036.. Test Loss: 0.086.. Test Accuracy: 0.984\n", + "Epoch: 3/7.. Training Loss: 0.034.. Test Loss: 0.086.. Test Accuracy: 0.984\n", + "Epoch: 4/7.. Training Loss: 0.033.. Test Loss: 0.084.. Test Accuracy: 0.984\n", + "Epoch: 5/7.. Training Loss: 0.030.. Test Loss: 0.082.. Test Accuracy: 0.985\n", + "Epoch: 6/7.. Training Loss: 0.030.. Test Loss: 0.081.. Test Accuracy: 0.984\n", + "Epoch: 7/7.. Training Loss: 0.028.. Test Loss: 0.080.. Test Accuracy: 0.985\n", + "accuracy mean: 0.984\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--ReLU() Layer2--Tanh()\n", + "Epoch: 1/7.. Training Loss: 0.028.. Test Loss: 0.077.. Test Accuracy: 0.984\n", + "Epoch: 2/7.. Training Loss: 0.028.. Test Loss: 0.072.. Test Accuracy: 0.984\n", + "Epoch: 3/7.. Training Loss: 0.025.. Test Loss: 0.072.. Test Accuracy: 0.984\n", + "Epoch: 4/7.. Training Loss: 0.026.. Test Loss: 0.071.. Test Accuracy: 0.984\n", + "Epoch: 5/7.. Training Loss: 0.025.. Test Loss: 0.070.. Test Accuracy: 0.984\n", + "Epoch: 6/7.. Training Loss: 0.023.. Test Loss: 0.070.. Test Accuracy: 0.984\n", + "Epoch: 7/7.. Training Loss: 0.024.. Test Loss: 0.070.. Test Accuracy: 0.984\n", + "accuracy mean: 0.984\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--ReLU() Layer2--Sigmoid()\n", + "Epoch: 1/7.. Training Loss: 0.044.. Test Loss: 0.052.. Test Accuracy: 0.984\n", + "Epoch: 2/7.. Training Loss: 0.041.. Test Loss: 0.053.. Test Accuracy: 0.984\n", + "Epoch: 3/7.. Training Loss: 0.041.. Test Loss: 0.052.. Test Accuracy: 0.984\n", + "Epoch: 4/7.. Training Loss: 0.039.. Test Loss: 0.051.. Test Accuracy: 0.984\n", + "Epoch: 5/7.. Training Loss: 0.038.. Test Loss: 0.052.. Test Accuracy: 0.984\n", + "Epoch: 6/7.. Training Loss: 0.038.. Test Loss: 0.051.. Test Accuracy: 0.984\n", + "Epoch: 7/7.. Training Loss: 0.037.. Test Loss: 0.052.. Test Accuracy: 0.984\n", + "accuracy mean: 0.984\n" + ] + }, + { + "data": { + "image/png": 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1/5i9osZ5rJDUXKF+lv378568riq016wI9LqkhYV1q9Py51eol+/R8ZJe7D/7rP2l6syiVd9knLqkD/TiuGu95/bknL6Q6nyryvoV1c5ZtTNOf5nWfa3Gvo/MPSZP78ZjcG2q86ca29yUa/vswroRKn+/dJWy2V2R0frsGm0fq/hfYoNyPX9EximFQjlEChmnAICh4CfpdnGFdVmm3usrrHulIovqIUm/K6y7PN1+2t29yn6zyYWeXWX9De7e3Qy7urn7PHc3d39dF5suM7ONqexWnO/L07pfKDLNip6pCNA86O4/qbBe7v6gYhbmZklP68k59IOZikCIFNl6Xcm2aZR0RL8cUffUupaziV4qTbrzasWX15XuXhzvMRuT7tOVdpiu72wSrWrX8vXuvrrKuqrMbKEiq0uKyZ0eqLD/fek6Nnf/vxXWf04RPN2meG4XSnqbIpPuoTRe5HtT5ly9x3WkYsxAKbJLKznoWCrYLekzFZbfrAjGS/Glv6XCNr9Ot6cXlmezlS9x95uLlTwmZsre12rNOJ93nmLYA6nCeXlkJ368Rv1Z6bae11R+u1k1t6rP19NtfmzF1xbW1dIX13+lep2KXglS5ddr5pNeGHs3+VG6LT7/PfUCxQ8oq939zsK6LOv0ch1sau7vbT3ZcW68WSl+SBzI8btbVfkzrF4V33N7cU7Za/Niixni822eJekcRfb+14oV3f2S9D5Y6ZoYm2731tj3ntzf3Rk/9xfp9sxsbNg8M5uv8gza8fn17t6qGOrj/YpgqSRNUumzeLxqf75+TvG/2Ds81/MHAA4VBE4BAAPCYqKUf7KYeGmzmbVlk2+oNCFBpQk+vqHIljsr/fOflwWgvpIPjlpM+jQn3f1uLuhYVlQKmFScJErS77t7nv1kmmJYgxmKbvaZKyU9z90rTZzz5HR7VLXzT49B1sWz2mMw0PJDMmyvY/v8NtWGc+hTFhOXvctiQqIthWs5u2YqXctfU2RtnmtmxQm9sh8GyiYbSd3Asy+sP67xPGbBwz67ls1sjqQfKrql3i7pX7vbRsbdP5+O7ZWKbMY/Kh4LKbKVPi7p9tQtux7npNs2RfC/0j5XS9rcRTsPuftBgYwUKMsmgqv248mmdDu5sDx7n/ptjf3+Jt2enoZC6ErW5lp3X1Nlm2ycw0qy10Y9r6n8dn3xmvqmIgj916nr7wRJL1IEkL5bq2JfXP9mNtdiQq4VFpNDdeRer1mwueLkUsmyKsvXp9vi899TWVD0mxXWZYHTF3VneIduyIbieMwHvpv1KnffUWuDHr7n9uic3H2ZIlN1lEqzzWey/zlucPfH6m0zO41sF92sV49vK3o0SNI3zOxSi8nUxprZxZKuV+mHIKkUHI0Di/+Zlil66nxRMabwWEknSfqQIvP/f83s/Sows1cpJmf8tbtfV1wPAIeCoTiTLgDgEGNmsxQZXCfmFu9WqStYo+IL+thiXXffbmY/UHTrfb3S7N4p8HRuql/M/MhnSdWThTimyvItddQdCMe4+5o0duIsRZbaxxRjwt2hUtZUXvYYjFQEXLtS7TEYaPmxBlvr2D4fNK47Y7Gn0hfMmxXBvswuRRCoq2t5s5n9RDHm5esVY8LJzBYoxm1s08HjPeav5YozsRf0ybWcxsD7leIHiJWSXlAl665uHuO2fjsVmdlYRRbU+xSv5TMlXaODgxWVZAG9x7s4rg2q/bjVCn50dLFNtr65sDx7z1mv6tal20ZF4G1TjW3zbW6otoG77zKzHYpMsaLsdVXPa0oqva56/ZpK1/0vFGNUvkBxvqMVXe+7yk7r1fVvZs9WZIZmy10xTEL+/Caowus1p1K2sXJtFJ//brMYw/t56e5BgVN3f9DM7lC8Tl6h6E6e2Zr7e0oPDyH7jFjbw/q9UfO9qRfvub05py8pflh9vaTPpuMYodJs91+uUq+WXem21mdtft2uqlsVuHubmb1YkXk6T6VAe2a/4n3239P9Jwrrv634DLra3d+eW75aMTb1ZsXj8EEz+5a7PyxJKYj/acX7ylvqPV4AGG7IOAUADISrFEHThxWTMUxx93HuPt3dZ6qUGVJNNnHBpblJPLLMj5tS19e8/OfbxFw34mplXpX9DmR3xS552ODuVykmiRmhyC45ssLm2WPw3TrO39z9I31wiN0JtmRfEIvZfvmupvVkVuWzvbZW3arvXKP4Ar9a0sWSJrn7+Ny1fGHazqrUz67l1+QmesmyTX/m7sUMyex5dMWEOF09j9UmQ6r7Wk7dU29SZBs9rBjbrs8fW3ff7e7XKyZMyiZoucTMxteoduAw+/p4+kGtCYf6S7XHJXtd1ZutmL2u+up5z3fX7043/R5f/2Y2SvFDxBjFzO2LFRMETnL3men1+r5s816eX29dqlIAdnWWTZkvKg1NUeyu/5BKAfGzerj/wTz/rt6bevqe25tzynq6LDSzrNv9ixTDImyR9NMetJn96FEruzm/rlsZrSnD/kzFmNS3KgLG9ynGpF8g6e60aYekR7J6Znau4j1YqjIchiJQv0dxjT4vt/wKRYD6s5LWmdm4fFHp9ducWwYAww6BUwBAv0pZGi9Od1/t7j9w92J30ZoZkWmcwAcV2TQvSgGny9LqSpkf+eytYpfoQ4K7f1Px5WiyontdUfYYDOT5Z0GWesZFzLYpBmbyYzDW0wU2v0294zf2SMqQzL40vsLdr6/QxbSr7N6bFJP8zJD03PRDwKVpXa1r2ST12Yz01aRu1DcpAjDrJD3T3atmOfaFNNbkV9PdJpVnllWTZalNM7NaGX99MUZnd2XHNrfGNtlQIh2qr/t81mbVoEu6PidUWZ29NurtVp5t11evqR9L2qF4/VyguK5vqqNeb67/pypeZ5skXezut7n7/sI29WTjD4RKY5dW8yQzO9B7Iw018Yd090U93P/GdFvrmq0k6/49qsY2E7t/OKGX77k9PSel/1G+n+5mP2xlP9Ze28Ps+5Xp9rQa22Sf162K/3m6xd1b3P0T7v5UjzHUT3H317v7vYrXnRQTSOXHUs1eVx2Kz6ZK7XaqlLk7L7cqe2zfrsjMLpZsSJU3ZstSdjUADCsETgEA/W2aSplXd1XZ5llVluflJ9Z5vuLL0lbF2F1l3P0Rlb5wv7TuIx1+/i3dvjb/RTrJxn07zcxOGqDjyZ7fhbWCWWncwuzLU/GaeEzRlVaSjqljn/PS7WZ379HEKN0wQxHY61SMgVdJzWs5fQH9Srr7N4oMqsmKL/k3VKhyv0qBtX69llOQ4ueKyZs2SXpWjfE0+9ru3N/1dCfPrptmlTLxyqTrbDACYyvS7YU1tnlGur0nTcxSb5tzzaxaIOgpqp5ld3+6rec1JZVeV/fV2qheaRzm7ypePybpm3VO1tOb6z8LTq+qEDDN1PPZ069SRuN8RVbtKYr3g2rll6naawvN/He6PcfMnqc6pKFfMtmEdLMsJlWqV9ble06llakr9/HdaK+oN++5PT2nTDZJ1GXpNfecdL8n3fSl0pjHs8ysWvA028ct7t5eZZtuK/zYXBwKIhvvtFFSpd4r2bWSjR9cbegKADhkETgFAPS3nSpNhnBGcWUa//Qf62jnq4rsludIem9a9o0aQYevptv/Y2ZVM5Us9DgjZjC5+y8Vk+w0qNTlNHOTSmMsXmVmjdXascLMwb3wg3Q7WZVnjs+8M91uV2ECnRRYzL7wLqxjn4vS7ZI6j7E3skynBlXIGjKzoxWzx3fly4ovq8+X9I607GuVviinxyPr0vw2M6sahOjNtZy6Nf9Y0Z15q6J7/v21a9XV7mgzqzVjeSbLum1RdD2uyd3XqzRpz7uqbPaeOvbbH76Xbudb5Rmu5yiG2pCk79TZ5h9UygY76LxSYOOfa9Rfmm5nVhnaoyh7Xd1a5/HV42pJ/5HK5+up0MvrP3u9nlzphxwze5FKXZQHU5Zteoe73+fuT1QrKk2m9ZpC4PM6lYLrX851L6/IzI5TbhxMd/+jSl25/73W50XBn9Ptc6v8WPYu9W5OjR6/5/binLL6N0t6QDG27v8qAot/SNmbPbFMpSzSdxdXmtkxKv04UByjtLeuUPxoslkHB37zAem/q1L/VZKybvZZdrPc/ZJaQ2dIWp42/a/c8n7tGQIA/YHAKQCgN5rNbFqtopiUIAuEfTnL/DCzBjN7pqTfqY6xyNx9o2JcsQaVxkStlfnxfxXjM46V9Dszuzw/vpaZHWVmf6f4x/4l3TrrnMK55gOQkwqPxUGfuWa2Jo1f99We7l/SJ9Ptq9MXL0lSCii/Nd29SNKNZnZu9mXbzJrNbKGZfULx5bCaMV08xwdmQXf3lYqx4STpM2b27ny3PDObZ2bXSHpTWvSRQpfBTBYEXVRhXVHNAI/FrNtuZrUCNV1ex2bWlMb5zDIdv2ZmZ6R9NJjZXykmMOkyi87dH1UEtvPZkl+pXkMfUQTNJki61cwuS9mh2TnONbM3K4Loz+1q/0Up4PFdRRbkDknPcfc/165VVn+UlcZifG9h9VhJS8xsiZm9KWWBZvVGmNl5ZvZDlYbz+HydGZiSdGW6vdjMPptdi2Y2ycw+LulvVQq8DKRfqfSDwLVmdnH2+jez8xTP/XjFUAifrafBFED8cLr7f8zs3yyGVch+fPqGIgi4r0r9xxTvh1IXryszm6nIPOtUKeCaX39R7vnuanzq/DHc4+7vSmV1vfXU8+v/FsXnz0xJXzGzGWn7MWb2JkWwcSDGRa4qBfOyCYd+UGvb5EeK95ijJT09W5h+dHm5InN9hqTfm9mHLdfbwMyazOx8M/tPSfcqslzz3q54zp8l6edmdk6u7nQze3WFz6rrFRnisyV9NXu/N7PJZnal4kfOHr8G++A9tyfnlJf1dMl+/KmZbWpm30uvi3sqnIur9APn5WZ2pZmNSfXOkvQTxZAH+c/RfNtvyb3uDurunta/ovCZe3z67PuA4nF4U3GoJHe/W6XX+b+Y2Qdz76Xj02vlc2n9KpWyngHg8OHuFAq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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 679 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--ReLU() Layer2--SELU()\n", + "Epoch: 1/7.. Training Loss: 0.035.. Test Loss: 0.133.. Test Accuracy: 0.984\n", + "Epoch: 2/7.. Training Loss: 0.030.. Test Loss: 0.127.. Test Accuracy: 0.985\n", + "Epoch: 3/7.. Training Loss: 0.028.. Test Loss: 0.124.. Test Accuracy: 0.984\n", + "Epoch: 4/7.. Training Loss: 0.028.. Test Loss: 0.121.. Test Accuracy: 0.985\n", + "Epoch: 5/7.. Training Loss: 0.027.. Test Loss: 0.124.. Test Accuracy: 0.985\n", + "Epoch: 6/7.. Training Loss: 0.028.. Test Loss: 0.121.. Test Accuracy: 0.985\n", + "Epoch: 7/7.. Training Loss: 0.029.. Test Loss: 0.123.. Test Accuracy: 0.984\n", + "accuracy mean: 0.985\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Tanh() Layer2--ReLU()\n", + "Epoch: 1/7.. Training Loss: 0.074.. Test Loss: 0.067.. Test Accuracy: 0.980\n", + "Epoch: 2/7.. Training Loss: 0.050.. Test Loss: 0.063.. Test Accuracy: 0.982\n", + "Epoch: 3/7.. Training Loss: 0.042.. Test Loss: 0.061.. Test Accuracy: 0.983\n", + "Epoch: 4/7.. Training Loss: 0.040.. Test Loss: 0.060.. Test Accuracy: 0.983\n", + "Epoch: 5/7.. Training Loss: 0.036.. Test Loss: 0.060.. Test Accuracy: 0.983\n", + "Epoch: 6/7.. Training Loss: 0.035.. Test Loss: 0.061.. Test Accuracy: 0.983\n", + "Epoch: 7/7.. Training Loss: 0.033.. Test Loss: 0.062.. Test Accuracy: 0.983\n", + "accuracy mean: 0.983\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 679 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Tanh() Layer2--Tanh()\n", + "Epoch: 1/7.. Training Loss: 0.039.. Test Loss: 0.071.. Test Accuracy: 0.983\n", + "Epoch: 2/7.. Training Loss: 0.037.. Test Loss: 0.068.. Test Accuracy: 0.983\n", + "Epoch: 3/7.. Training Loss: 0.035.. Test Loss: 0.066.. Test Accuracy: 0.984\n", + "Epoch: 4/7.. Training Loss: 0.035.. Test Loss: 0.066.. Test Accuracy: 0.984\n", + "Epoch: 5/7.. Training Loss: 0.034.. Test Loss: 0.066.. Test Accuracy: 0.983\n", + "Epoch: 6/7.. Training Loss: 0.034.. Test Loss: 0.065.. Test Accuracy: 0.984\n", + "Epoch: 7/7.. Training Loss: 0.034.. Test Loss: 0.065.. Test Accuracy: 0.984\n", + "accuracy mean: 0.984\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 679 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Tanh() Layer2--Sigmoid()\n", + "Epoch: 1/7.. Training Loss: 0.066.. Test Loss: 0.058.. Test Accuracy: 0.983\n", + "Epoch: 2/7.. Training Loss: 0.062.. Test Loss: 0.058.. Test Accuracy: 0.982\n", + "Epoch: 3/7.. Training Loss: 0.060.. Test Loss: 0.058.. Test Accuracy: 0.982\n", + "Epoch: 4/7.. Training Loss: 0.060.. Test Loss: 0.058.. Test Accuracy: 0.982\n", + "Epoch: 5/7.. Training Loss: 0.059.. Test Loss: 0.058.. Test Accuracy: 0.982\n", + "Epoch: 6/7.. Training Loss: 0.058.. Test Loss: 0.058.. Test Accuracy: 0.982\n", + "Epoch: 7/7.. Training Loss: 0.057.. Test Loss: 0.057.. Test Accuracy: 0.982\n", + "accuracy mean: 0.982\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 679 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Tanh() Layer2--SELU()\n", + "Epoch: 1/7.. Training Loss: 0.044.. Test Loss: 0.113.. Test Accuracy: 0.982\n", + "Epoch: 2/7.. Training Loss: 0.043.. Test Loss: 0.111.. Test Accuracy: 0.982\n", + "Epoch: 3/7.. Training Loss: 0.042.. Test Loss: 0.107.. Test Accuracy: 0.983\n", + "Epoch: 4/7.. Training Loss: 0.043.. Test Loss: 0.104.. Test Accuracy: 0.984\n", + "Epoch: 5/7.. Training Loss: 0.042.. Test Loss: 0.106.. Test Accuracy: 0.984\n", + "Epoch: 6/7.. Training Loss: 0.043.. Test Loss: 0.099.. Test Accuracy: 0.984\n", + "Epoch: 7/7.. Training Loss: 0.039.. Test Loss: 0.099.. Test Accuracy: 0.984\n", + "accuracy mean: 0.983\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Sigmoid() Layer2--ReLU()\n", + "Epoch: 1/7.. Training Loss: 0.050.. Test Loss: 0.053.. Test Accuracy: 0.982\n", + "Epoch: 2/7.. Training Loss: 0.044.. Test Loss: 0.052.. Test Accuracy: 0.982\n", + "Epoch: 3/7.. Training Loss: 0.039.. Test Loss: 0.051.. Test Accuracy: 0.983\n", + "Epoch: 4/7.. Training Loss: 0.037.. Test Loss: 0.053.. Test Accuracy: 0.983\n", + "Epoch: 5/7.. Training Loss: 0.035.. Test Loss: 0.052.. Test Accuracy: 0.983\n", + "Epoch: 6/7.. Training Loss: 0.034.. Test Loss: 0.051.. Test Accuracy: 0.983\n", + "Epoch: 7/7.. Training Loss: 0.034.. Test Loss: 0.051.. Test Accuracy: 0.983\n", + "accuracy mean: 0.983\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 685 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Sigmoid() Layer2--Tanh()\n", + "Epoch: 1/7.. Training Loss: 0.036.. Test Loss: 0.061.. Test Accuracy: 0.981\n", + "Epoch: 2/7.. Training Loss: 0.032.. Test Loss: 0.060.. Test Accuracy: 0.982\n", + "Epoch: 3/7.. Training Loss: 0.031.. Test Loss: 0.058.. Test Accuracy: 0.983\n", + "Epoch: 4/7.. Training Loss: 0.031.. Test Loss: 0.057.. Test Accuracy: 0.983\n", + "Epoch: 5/7.. Training Loss: 0.031.. Test Loss: 0.058.. Test Accuracy: 0.983\n", + "Epoch: 6/7.. Training Loss: 0.028.. Test Loss: 0.056.. Test Accuracy: 0.983\n", + "Epoch: 7/7.. Training Loss: 0.029.. Test Loss: 0.055.. Test Accuracy: 0.984\n", + "accuracy mean: 0.983\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 679 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Sigmoid() Layer2--Sigmoid()\n", + "Epoch: 1/7.. Training Loss: 0.253.. Test Loss: 0.133.. Test Accuracy: 0.982\n", + "Epoch: 2/7.. Training Loss: 0.209.. Test Loss: 0.123.. Test Accuracy: 0.980\n", + "Epoch: 3/7.. Training Loss: 0.190.. Test Loss: 0.116.. Test Accuracy: 0.980\n", + "Epoch: 4/7.. Training Loss: 0.182.. Test Loss: 0.113.. Test Accuracy: 0.979\n", + "Epoch: 5/7.. Training Loss: 0.174.. Test Loss: 0.110.. Test Accuracy: 0.978\n", + "Epoch: 6/7.. Training Loss: 0.167.. Test Loss: 0.107.. Test Accuracy: 0.979\n", + "Epoch: 7/7.. Training Loss: 0.163.. Test Loss: 0.105.. Test Accuracy: 0.979\n", + "accuracy mean: 0.980\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Sigmoid() Layer2--SELU()\n", + "Epoch: 1/7.. Training Loss: 0.059.. Test Loss: 0.096.. Test Accuracy: 0.980\n", + "Epoch: 2/7.. Training Loss: 0.045.. Test Loss: 0.086.. Test Accuracy: 0.981\n", + "Epoch: 3/7.. Training Loss: 0.040.. Test Loss: 0.082.. Test Accuracy: 0.981\n", + "Epoch: 4/7.. Training Loss: 0.036.. Test Loss: 0.077.. Test Accuracy: 0.983\n", + "Epoch: 5/7.. Training Loss: 0.033.. Test Loss: 0.075.. Test Accuracy: 0.982\n", + "Epoch: 6/7.. Training Loss: 0.033.. Test Loss: 0.073.. Test Accuracy: 0.983\n", + "Epoch: 7/7.. Training Loss: 0.032.. Test Loss: 0.072.. Test Accuracy: 0.983\n", + "accuracy mean: 0.982\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--SELU() Layer2--ReLU()\n", + "Epoch: 1/7.. Training Loss: 0.069.. Test Loss: 0.077.. Test Accuracy: 0.983\n", + "Epoch: 2/7.. Training Loss: 0.045.. Test Loss: 0.085.. Test Accuracy: 0.983\n", + "Epoch: 3/7.. Training Loss: 0.041.. Test Loss: 0.086.. Test Accuracy: 0.983\n", + "Epoch: 4/7.. Training Loss: 0.038.. Test Loss: 0.087.. Test Accuracy: 0.983\n", + "Epoch: 5/7.. Training Loss: 0.039.. Test Loss: 0.087.. Test Accuracy: 0.983\n", + "Epoch: 6/7.. Training Loss: 0.036.. Test Loss: 0.087.. Test Accuracy: 0.983\n", + "Epoch: 7/7.. Training Loss: 0.037.. Test Loss: 0.087.. Test Accuracy: 0.983\n", + "accuracy mean: 0.983\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--SELU() Layer2--Tanh()\n", + "Epoch: 1/7.. Training Loss: 0.036.. Test Loss: 0.072.. Test Accuracy: 0.984\n", + "Epoch: 2/7.. Training Loss: 0.033.. Test Loss: 0.074.. Test Accuracy: 0.983\n", + "Epoch: 3/7.. Training Loss: 0.034.. Test Loss: 0.073.. Test Accuracy: 0.983\n", + "Epoch: 4/7.. Training Loss: 0.033.. Test Loss: 0.073.. Test Accuracy: 0.983\n", + "Epoch: 5/7.. Training Loss: 0.032.. Test Loss: 0.073.. Test Accuracy: 0.984\n", + "Epoch: 6/7.. Training Loss: 0.033.. Test Loss: 0.072.. Test Accuracy: 0.984\n", + "Epoch: 7/7.. Training Loss: 0.033.. Test Loss: 0.073.. Test Accuracy: 0.983\n", + "accuracy mean: 0.983\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--SELU() Layer2--Sigmoid()\n", + "Epoch: 1/7.. Training Loss: 0.038.. Test Loss: 0.050.. Test Accuracy: 0.984\n", + "Epoch: 2/7.. Training Loss: 0.037.. Test Loss: 0.050.. Test Accuracy: 0.983\n", + "Epoch: 3/7.. Training Loss: 0.035.. Test Loss: 0.051.. Test Accuracy: 0.983\n", + "Epoch: 4/7.. Training Loss: 0.035.. Test Loss: 0.051.. Test Accuracy: 0.983\n", + "Epoch: 5/7.. Training Loss: 0.035.. Test Loss: 0.051.. Test Accuracy: 0.984\n", + "Epoch: 6/7.. Training Loss: 0.035.. Test Loss: 0.051.. Test Accuracy: 0.983\n", + "Epoch: 7/7.. Training Loss: 0.035.. Test Loss: 0.050.. Test Accuracy: 0.984\n", + "accuracy mean: 0.983\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 685 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--SELU() Layer2--SELU()\n", + "Epoch: 1/7.. Training Loss: 0.057.. Test Loss: 0.149.. Test Accuracy: 0.983\n", + "Epoch: 2/7.. Training Loss: 0.044.. Test Loss: 0.138.. Test Accuracy: 0.984\n", + "Epoch: 3/7.. Training Loss: 0.043.. Test Loss: 0.139.. Test Accuracy: 0.984\n", + "Epoch: 4/7.. Training Loss: 0.043.. Test Loss: 0.133.. Test Accuracy: 0.984\n", + "Epoch: 5/7.. Training Loss: 0.045.. Test Loss: 0.127.. Test Accuracy: 0.984\n", + "Epoch: 6/7.. Training Loss: 0.045.. Test Loss: 0.127.. Test Accuracy: 0.984\n", + "Epoch: 7/7.. Training Loss: 0.046.. Test Loss: 0.128.. Test Accuracy: 0.984\n", + "accuracy mean: 0.984\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " ----------------FOR LEARNING RATE 0.001-------------------- \n", + "Layer1--ReLU() Layer2--ReLU()\n", + "Epoch: 1/7.. Training Loss: 0.044.. Test Loss: 0.073.. Test Accuracy: 0.983\n", + "Epoch: 2/7.. Training Loss: 0.029.. Test Loss: 0.074.. Test Accuracy: 0.983\n", + "Epoch: 3/7.. Training Loss: 0.026.. Test Loss: 0.075.. Test Accuracy: 0.984\n", + "Epoch: 4/7.. Training Loss: 0.024.. Test Loss: 0.081.. Test Accuracy: 0.983\n", + "Epoch: 5/7.. Training Loss: 0.023.. Test Loss: 0.078.. Test Accuracy: 0.984\n", + "Epoch: 6/7.. Training Loss: 0.023.. Test Loss: 0.078.. Test Accuracy: 0.985\n", + "Epoch: 7/7.. Training Loss: 0.022.. Test Loss: 0.079.. Test Accuracy: 0.985\n", + "accuracy mean: 0.984\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--ReLU() Layer2--Tanh()\n", + "Epoch: 1/7.. Training Loss: 0.023.. Test Loss: 0.084.. Test Accuracy: 0.984\n", + "Epoch: 2/7.. Training Loss: 0.021.. Test Loss: 0.077.. Test Accuracy: 0.985\n", + "Epoch: 3/7.. Training Loss: 0.022.. Test Loss: 0.076.. Test Accuracy: 0.984\n", + "Epoch: 4/7.. Training Loss: 0.020.. Test Loss: 0.076.. Test Accuracy: 0.984\n", + "Epoch: 5/7.. Training Loss: 0.021.. Test Loss: 0.075.. Test Accuracy: 0.984\n", + "Epoch: 6/7.. Training Loss: 0.020.. Test Loss: 0.077.. Test Accuracy: 0.984\n", + "Epoch: 7/7.. Training Loss: 0.022.. Test Loss: 0.075.. Test Accuracy: 0.984\n", + "accuracy mean: 0.984\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--ReLU() Layer2--Sigmoid()\n", + "Epoch: 1/7.. Training Loss: 0.035.. Test Loss: 0.050.. Test Accuracy: 0.984\n", + "Epoch: 2/7.. Training Loss: 0.035.. Test Loss: 0.050.. Test Accuracy: 0.984\n", + "Epoch: 3/7.. Training Loss: 0.033.. Test Loss: 0.050.. Test Accuracy: 0.985\n", + "Epoch: 4/7.. Training Loss: 0.033.. Test Loss: 0.050.. Test Accuracy: 0.984\n", + "Epoch: 5/7.. Training Loss: 0.031.. Test Loss: 0.049.. Test Accuracy: 0.984\n", + "Epoch: 6/7.. Training Loss: 0.032.. Test Loss: 0.049.. Test Accuracy: 0.984\n", + "Epoch: 7/7.. Training Loss: 0.031.. Test Loss: 0.049.. Test Accuracy: 0.984\n", + "accuracy mean: 0.984\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 685 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--ReLU() Layer2--SELU()\n", + "Epoch: 1/7.. Training Loss: 0.027.. Test Loss: 0.145.. Test Accuracy: 0.984\n", + "Epoch: 2/7.. Training Loss: 0.027.. Test Loss: 0.140.. Test Accuracy: 0.985\n", + "Epoch: 3/7.. Training Loss: 0.025.. Test Loss: 0.140.. Test Accuracy: 0.985\n", + "Epoch: 4/7.. Training Loss: 0.024.. Test Loss: 0.142.. Test Accuracy: 0.985\n", + "Epoch: 5/7.. Training Loss: 0.024.. Test Loss: 0.137.. Test Accuracy: 0.985\n", + "Epoch: 6/7.. Training Loss: 0.023.. Test Loss: 0.137.. Test Accuracy: 0.984\n", + "Epoch: 7/7.. Training Loss: 0.024.. Test Loss: 0.137.. Test Accuracy: 0.984\n", + "accuracy mean: 0.985\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Tanh() Layer2--ReLU()\n", + "Epoch: 1/7.. Training Loss: 0.055.. Test Loss: 0.072.. Test Accuracy: 0.981\n", + "Epoch: 2/7.. Training Loss: 0.043.. Test Loss: 0.068.. Test Accuracy: 0.982\n", + "Epoch: 3/7.. Training Loss: 0.040.. Test Loss: 0.066.. Test Accuracy: 0.982\n", + "Epoch: 4/7.. Training Loss: 0.037.. Test Loss: 0.063.. Test Accuracy: 0.983\n", + "Epoch: 5/7.. Training Loss: 0.032.. Test Loss: 0.063.. Test Accuracy: 0.983\n", + "Epoch: 6/7.. Training Loss: 0.032.. Test Loss: 0.063.. Test Accuracy: 0.983\n", + "Epoch: 7/7.. Training Loss: 0.029.. Test Loss: 0.062.. Test Accuracy: 0.982\n", + "accuracy mean: 0.982\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Tanh() Layer2--Tanh()\n", + "Epoch: 1/7.. Training Loss: 0.032.. Test Loss: 0.076.. Test Accuracy: 0.983\n", + "Epoch: 2/7.. Training Loss: 0.034.. Test Loss: 0.075.. Test Accuracy: 0.984\n", + "Epoch: 3/7.. Training Loss: 0.033.. Test Loss: 0.074.. Test Accuracy: 0.984\n", + "Epoch: 4/7.. Training Loss: 0.029.. Test Loss: 0.072.. Test Accuracy: 0.984\n", + "Epoch: 5/7.. Training Loss: 0.029.. Test Loss: 0.071.. Test Accuracy: 0.984\n", + "Epoch: 6/7.. Training Loss: 0.032.. Test Loss: 0.071.. Test Accuracy: 0.984\n", + "Epoch: 7/7.. Training Loss: 0.029.. Test Loss: 0.071.. Test Accuracy: 0.984\n", + "accuracy mean: 0.984\n" + ] + }, + { + "data": { + "image/png": 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vczicsxDAp+Zbp+fb8oxynvM0wzy2D3DsFOW8MEygY635+A4GaNfO2q/Y+R3Lm1JqHfTq26nQgSm7N6E/5PYUkeb2CjNf4iW2/eyGmMcZyn9m4fvQH4D/LCKJDvWnALwUzDV49SsWeih1Degs1Oed9lNKDTT37zklPUeIAr1fWF5XSh1y2G7dg81EL3bj5ENlForyYgUua0DPD2kXlvtXKeWCO5PRng16s3l8GwGYjLRB5lufeRTNOU5DZ/kB/t8rnY7Lg3uxuEA/q6f9vEcH815TEtdB/+yWKKV2WhuVUvnQIxUA52xQ+zzGh0t57osBNIQOZFX0QmOH4Pv+UhL+Xm+lvSbrd/qNDqMR+kJnHWfD/TMpopTqbt5z+ji0a72eTwU490nb107vmf58bvVPvBY+AgCTjW/PbE2y15vfh9cDeNY6BPqfjtbXidBZ+j5M9vVr0AHif5j7lYiIAmAQlIiIws4sNHK/Wehhv4jk2xbGsBYLcFpE413o7J0/OXz4+Lt5nGb/EC16waOG5ttZZrENnwI9jA/QH7qcLCvpdVYWItLcLEyyRvTCSIW25/txs5vjoiXGKj/bd5vHWiEcG+0QgLI+AB4J0K6dtZ+/aRLKnIhcKSIfmoVITol7ESkFPXQU8HpOlVLbAXwF/UF3iFeTt0Bn5v6glPIeot7NPP49wP1rDRWN9D6v8ZNSKqeE1yjQAZPO0NMXXKfMSsYVSfSCO2NEL+h0SEQKbM/1R2a3UO5fwB2ECOpYE3zYb771vv/Def96DIk3w9t7QPf1c38HGV2gMz0BYEWAe80Kcvm8V4pIW9GLnv0kejE7l+1ndZ/Zrbzea0rCCnD+z6HOCiRfX8w0IaX1Z/O4Vim1O+CeZe8HpRc686uUr7fSXtMCAHug7/0rveqs3+kflPS9C/o9FnAPXS9Lb0D3WQDMFZEBZih7sojcAP13ij046fLomEhbAOuh50+dCD1feQL0EP5noaeumSciQx3OfS/0dBP/U0otKtvLIiKqnipsNU8iIiInolfdXQw9xNaSAx0IcEEHcdLgsDKqUuqIiMyBntvwVugFSyAiZ0J/cHBBL/xgZ8+uqhNEF/2tdn4giGMrHRG5AjpzK9ZsUtALluSZ7+OhM1UCrUSb7Wd7rnkMFCgo7lin42uYx2DnnrTaigty/1IzgcHpcGfXAbqfh+H+4Fsb+m8up+d0KnTG5y0iMtZk7wHuoKhTlpZ1DyebUhyne7g09+8U6Iyl0wCuVkr9WIo2QmJe219Dz1toyYZ7sZYY6MBYie9fpVSubXpKf/ewv/sX8H//h+3+VUr9IiKZADqLyAXQc/YKdNAkYPALnu+V9fzu5eZxn4nIddBBWOv5cMHzvcaaH9Lvz0opFcp7TVBEpA2ArtCvV58MQwDfQWdzN4Fe0Gyurc6eUZxayi5Yz2045nIM+D4QwuutVNeklCoUkenQiyTdCmCO6Ucq9Dy2QOkyV63RB/5+n3vXOY1WcKSUOiYiA6CnbWkId5ayJRt6+oEnzfdHrQozP+hc6PmkH1FKPW07bgOAB0QkG3oO8kkiMsfKYjf/0H0CenG9EcH2l4joj46ZoEREFG7PQQdAf4OeVy9VKZWolKqrlKoPd0aJP2+Yx8EiYgUbrIyRL5RSu7z2t//uSzHD5wKVpn7O6zQcvFIzw6Lfgg6AfgzgfJiFfJRS9c3z/S9r9zB104k1zDTYxSqs7DCnIc9l7TroAOhp6NWFm0I/p7Vtz+lGs6/Tc5oBHYhoDKA3AIhId7jn3Xzf4RjrHr4liPtX/AQrS3T/ishE6MVTCgEMVkoVl0VYXqZBB1hWQy/okqSUSlZK1TPPtTV8m/evm5UNejPcw+IDDoU3rPvsSJD3WS/rQBGpA/3eHA29uFEX+L7X2If/hpOVBRoN4JA9i9tkO7rgzub2HhK/wfb1n0p5/nBef3HvA6V9vYVyTdY8o5eJSH2zbTD0PxM2KqVKMwpjj3kMlHVsrwu4gJk3pdQP0JmbY6FHieyAnvP2Fej7wvo75LDXVByXQ7/Xu+AefeLNep0kQ/8Tw/I09D8SJgA4ISKJ9gL3zyDGbAv0jyEioj8MBkGJiChsRCQG7uyOG5RSc5RS3kNGA2YgKaUWA/gVOgunv8msuNFUO2WM7LN9faZDfXXWGzorcSd0Jt9y5buydzAZXxXNmiMx2KGv1n7BzsEYCisI8KxSaqJSarvDHIZ+n1MzjNoKSFlz21pB/DlKqaO+RxXdwxVy/4rIv6CHPCsAf1dKza6I8zr0ozF0hnchgP5Kqc8d5pfl/evrfQAF0PdXawA/K6XWBD4EgPs+q2ULRgXrMugAzS/QQfNMh/kKw/6zEpEIuH9fBKOfiBTNA2qGeltTT/QvZTeyzGOTgHv5sjJ5YwPsk1Ly7mghvt5Ke01QSv0GnX0aCXfQ3npPLO38pdbK72cF2Md6P93r5303IKXUIaXUv5RS3ZRSTZRS7ZVSdyulfgfQ3ey23OuwduZxn1LqJByYvlh/FzW1VVnP7QTobFPvYgV1x5jvj5X0moiIqiMGQYmIKJzS4B4q6u9DudMiB97+ax7/DuAK6A9mh+A5bBEAYD6QWB/urwq6p9WDNRfqzwEWULi4ojpTApvMY7PidjQLRVhzE24MtG8ZsZ5Tx/tXRDqg+GkXrMVArhKRM+AOrPr7wG9lQv1VbOO3y4OIPAw9FBMA7lZKBZNBWF6s5/pAgHkGg3m/qGhB379GU/NYJvevUuoAgM/gHjoe7M/wB7gDbSV9r7R+Vj/ZpngoYu7b3iVsszz0hn6/yIUOGtUKUNZCP4fXe7Xxunm8VETODeakXq9bKzDWwbz+g2UF6ho6VYpISwSffewklNdbaa/JUrTooYj8CUBH6HuxtO8/1nyZHUTEX+DWWohuYSnP4chkZVrv6d5zzlqvjbq2kSzexyfB/Y+RQNNxEBFREBgEJSKicDoO90IFZ3tXmvlC7wminenQH5AuAfCw2fauQ5ajfX8AuFtE2vnZB6KVOpOmErIyQdqZjFkPIvI36EUWKpvvzGOXIPa1FpUogG/WTXmwnlOn+1cAPFVcA0qpjQCWQmd0fQCdQbcNOhvKyTTz2BrFvD5EpNQLx4jIPdBZRgAwQin1amnbKiPWc11PROp6V4rI2dDDZisb6/5tLyKBsvasOQLPMd8uKcM+PAVgsilBBZLMfJxW1u/oAMEjiEiUCfZYrJ9Vez+B+qEAWgTTj3JmDW//XCm1Vyl11F+B+7nwHhL/KvR0LhEAZohI00AnNP8Yec22aSH0Qk+RAJ4pQd/XmUd/GagP+9kerFBeb6W9JstH0P/IbAfgJbPtE6XUPv+HBPQldGZ1JID7vStFL6xoDTV/z7s+RJOhg9FboOfjtltrHiPhznb1Zl8QaYX1hVKqe6DpKeBePGyM2ca1QIiIwCAoERGVn2gRSQtUoBfIsAJVb4rIOYAeoigiFwP4BkHMLaaUygIwH/r3mjWHaKBhc09Df2hNAPCNiNxi/wAvIo3MSqyZAP5aoqu28bpWezCqptdz4fP7WPQq48osElFWFkMv/tEEwBumXzAr2Q6DDo5UxDyaJbXUPLYLYl4zKxMr02l4oYg8Z57X4oY7phZz/1r9+NI8PiAi11nBZRFpAb3Iyl8Q3DBEK/PpAvM4zWFYPQBAKbUC7vv7ORF5xiySYV1jsohcLiIzbe2WiIjcCuB58+1opdR/Snh8hnmey3LxpA3Qc+sJgA9MphtEJFpEroL+WQS9oEkF+gn6Hz72AKc/Z0MHw3PgkF0sIkNs81U2DbYDSqllSqmRpmQVf0SRh6HnNE0H8L2I/NWesSYiLUVkOPTPxv5Piq+g/8HVHsALIlLT7J8sIg9CB7bC+l5j3vOtDNc5QRxi7dNF9IJBAAAzRPwa6MzM5gAyRWSUiBRl/opIjIj0FJE3oefXbG07Ph/uhW2uF5GZolcMt45NF5GhIuI9Z+SH0M/x2SLyvO05rmv2vQmA4xDrIJX69RbCNVnH5wF4x3xrvScGHAovIkvN6+Irh/ZOQS8iBAAjRWS46Ol4IHrBsDnmOr9VSn3m0PZ407bjYmIi8rCI9Lf/00lE2ovIDAB3QM8Z/XdzXXZfA9hsvp5k+mX9HGuZ14q1oNISP/M7ExFRCTAISkRE5aUb9IIvgcoF0FkZp6A//K8RkRPQH6y+gp6/8rYgz2cP9mQqpX7yt6PJ6rkU+kNeHejM0GMickhETkIvavA69BA8x0BUkOzXutq2fZlXXeMQzhE0M6RxvPl2CIADInIEOkj3IvTw10kV0ZeSUEptgQ4IRUIHFQO5wjx+EOJptyLwvWt9MH0JOiMrDnruxVMmwPordIDlAeiszuLMgjtY6oI7W9mfuwG8C/3BfSSAHSJyzJz7KPRKxYNQ+r/1Jpu2FYB7RCQrQAk0z16ZMcOq74V+fnoB2CIix6HfL2ZD/1NleEX0pSSUUoVwZxFeEWhfW/1sVfzq7eVOKbUN+jW3BzrANwd6EZaDIpILnd32LICWsL1XKqU2QS96BwDDABwRkcPQAdWJ0JmC4c4sHgS9Ing+9EJxASmlfoZ7aoNbvOrWQC80txZ6fuqnAfwmIrnmunOh/wl1K/Tvu5lex38AHTR0mX5tEJFs8/toD/Tvow4O/bGe43uhn+Mj0PNx3g3g/1DM6u/FXG9Ir7fSXJMX++/0fQAWlPZaTH9ehM6ij4S+Z0+IXnl9KfQ/Bn8FcG0pm+8HPf3OYds1rjPtHQXwV6XUUu+DzGv8GuifWbzp1xEROQb3ayUWOlBaGbPciYiqHAZBiYgorExW2/nQq2QfgZ5zbT/0cMFz4B4uVpzP4M56KXbxBKXUr9BBzruh5ws7DL36agF05taLAHrCnY1SLSilnoBeCGQl9IfxKADroVc2vwj6w3plZM37ep2/HUxm1+XQWTfv+tkt3TyuKotOKaVyAFwI/eF1O3Qg6DR0ELKvUsrfir/e7ZwEYK24vlAptaOY/fOUUjcB6AtgBvRiV7GmbIMOql4P98IiJWX9jSjQc+wGKtFODZQHpdRH0PM4fgk9P1409PM+Cfr1vMv/0WFl3b/FBVms+/u/fuqt+3c3SriCdWkppVYBaAv9HvE99PNeE/r94wcA/wZwrlLqG6/jHoDOglsDHTCLAvAjdODsCrjnGw0XK5C5yGFBPn+sYPaNoucfLmKmtegI/c+Pd6H/kZIPPeJgH/Q9+wCAZkqpl70bNtnWHaEDddug7+1c6N9Hz8NhGDd0kPFu6N+TudDvP58D6K2Umh7kNfkV6uutlNdkHfsz3FmSb5fFPwWUUn+Hfl9cDB3MjYT+Z+g4AB1LmCVt9xz0e641LUIBdBD0KQBtlVJ+A7hKqXXQCzY9Bv176Rj0PXMU+vU2EkAnpVRlfW8jIqpSxM9IKyIioirFDGlbCv0BK700q7tS5WWGCO6C/oBZXyl13GGfm6CH9M9USjkGm0RkL4D6AHoopcpyzsWQmGH0O6H7dr1SakaYu0RlTETWQwc7zlVK/eBQfzZ0cGiTUqqtd73Z5zPoLPZ7lFJTyrO/ROFkpvjYBv2e384EmYmIiELCTFAiIqou7jSPsxgArX7Mz/RZ6GHnd/vZ7QHooZdPOFWKSBvoIOPXlSkAagyA7ttB6EVBqPp53DyO9FNvbR/rVGkyD7tBDyUu1VyvRFXIHdCfVZcwAEpERGWFQVAiIqryRORS6CFugHsxF6p+noEOEt4vIvH2ChG5Enr6hHfMMEonPcyjY5A0XESkAdyryL/isHgGVQNKqdnQqzsPEpHW9jqziM5g6KHj/uaz7QQgCcBEpVRlnbaCKGQi0hHAfebb5wLtS0REVBIcDk9ERFWWiGyDzgysaza9o5S6OXw9ovImIpcB6Apghj07SESugV6J+r9KqZ3h6l9JiMjr0IvOpEPPl7gLQHulVDCryVMVZII7AwAsVkottm3vDqAPgE/MHJxEfzgishR6Aa76MKu1A+il+IGViIjKCIOgRERUZYmIgl4IYjd09tQYpdSp8PaKKDgikgEdEDsKYAmAEUqpLeHtFVHVIyLXouSjAM6tKv8w+aMw/9hsAr2Q1HwAo5RSh8LaKSIiqlaiwt0BIiKi0lJKSbj7QFRaSqmB4e4DUTX7Oh4FAAAgAElEQVQRB6BeCY+JLH4XqkhKqabh7gMREVVvzAQlIiIiIiIiIiKiao0LIxEREREREREREVG1xiAoERERERERERERVWsMghIREREREREREVG1xiAoERERERERERERVWtcHb4SEZHfASQD2BbmrhAREREREREREVUGTQEcV0o1C6URBkErl+S4uLjUdu3apYa7I0REREREREREROG2YcMGnDp1KuR2GAStXLa1a9cuNTMzM9z9ICIiIiIiIiIiCrvOnTtj9erV20Jth3OCEhERERERERERUbXGICgRERERERERERFVawyCEhERERERERERUbXGICgRERERERERERFVawyCEhERERERERERUbXGICgRERERERERERFVawyCEhERERERERERUbUWFe4OEBERERERERFVNi6XC4cPH0Z2djby8vKglAp3l4iqPBFBjRo1kJSUhNTUVEREVFx+JoOgREREREREREQ2LpcLO3fuxMmTJ8PdFaJqRSmF3Nxc5ObmIicnB40aNaqwQCiDoERERERERERENocPH8bJkycRFRWF+vXrIyEhoUIz1oiqK5fLhZycHGRlZeHkyZM4fPgw0tLSKuTcfAUTEREREREREdlkZ2cDAOrXr4+kpCQGQInKSEREBJKSklC/fn0A7tdahZy7ws5ERERERERERFQF5OXlAQASEhLC3BOi6sl6bVmvtYrAICgRERERERERkY21CBIzQInKh4gAQIUuOMZXMxEREREREREREVUYKwhakRgEJSIiIiIiIiIiomqNQVAiIiIiIiIiIiKq1hgEJSIiIiIiIiKiSunEiRMQEfTr1y/ktrp06YLExMQy6FXZmTJlCkQEH374Ybi7Uu0xCEpERERERERERB5EpERl+vTp4e4yUUBR4e4AERERERERERFVLo8//rjPtueeew7Hjh3Dfffdh5o1a3rUnXPOOeXSj4SEBGzYsKFMMjhnz56NvLy8MugVVUUMghIRERERERERkYexY8f6bJs+fTqOHTuG4cOHo2nTphXSDxFB27Zty6StJk2alEk7VDVxODwREREREREREZUJa97NU6dOYfTo0WjZsiViYmIwbNgwAMChQ4fw9NNPo2fPnmjQoAFiYmJQr149XH311Vi9erVPe/7mBB05ciREBD/88APee+89dO7cGXFxcUhLS8NNN92E/fv3++2b3fz58yEimDRpElauXIlLL70UKSkpSExMRJ8+fZCZmel4nTt27MCNN96ItLQ0xMfHo3Pnzvjggw882gvVsmXLMGDAAKSlpaFGjRpo3rw5hg8fjgMHDvjsu2fPHtx3331o3bo14uPjUatWLbRr1w633XYbdu7cWbSfy+XCG2+8ga5duyItLQ1xcXFo3LgxLr/8cmRkZITc58qMmaBERERERERERFRmXC4X+vXrh02bNuHSSy9F7dq1i7Iw16xZg8cffxy9evXCgAEDkJKSgt9//x3z5s3D/Pnz8eWXX6JHjx5Bn2vixImYP38+BgwYgIsuugjfffcd3n33Xaxfvx4//PADIiMjg2pn6dKlGD16NHr16oWhQ4fit99+Q0ZGBnr16oX169d7ZJHu2rUL559/Pvbs2YOLL74Y5557Lnbv3o1bbrkFl112WcmeLD9mzpyJG264AZGRkRg0aBAaNmyI5cuX4/nnn8fcuXPx3XffoUGDBgCA48ePo2vXrtizZw8uueQSDBw4EPn5+di+fTs+/PBD3HTTTWjUqBEAYPjw4XjxxRfRqlUrXH/99UhMTMSePXuwYsUKZGRkYODAgWXS/8qIQVAiIiIiIiIiIiozp06dQnZ2NtavX+8zd2inTp2QlZWFWrVqeWzfunUrunbtihEjRmDVqlVBn2vhwoX48ccf0bp1awCAUgoDBw7EvHnz8Pnnn+Pyyy8Pqp25c+di1qxZuOaaa4q2TZ48GSNHjsRLL72EiRMnFm0fMWIE9uzZgyeeeAJjxowp2n733Xeje/fuQffdn8OHD+P222+HiGDp0qXo0qVLUd2YMWMwfvx4DBs2DHPmzAEAfPLJJ9i1axdGjx6NcePGebSVm5uLgoICAO4s0BYtWmDdunWoUaOGx74HDx4Mue+VGYOgREREREREREQl0PThT8LdhaBte/qKsJx3woQJPgFQAEhNTXXcv0WLFujfvz+mTZuGQ4cOoXbt2kGd58EHHywKgAJ6DtHbb78d8+bNw8qVK4MOgl566aUeAVAAuOOOOzBy5EisXLmyaFt2djbmzJmDunXr4sEHH/TY/89//jMGDRqEGTNmBHVOf2bNmoXs7GwMHTrUIwAKAP/85z8xdepUzJ07FwcPHkRaWlpRXVxcnE9bsbGxHt+LCGJiYhwzZO1tVUecE5SIiIiIiIiIiMrUeeed57du0aJFuOqqq9CwYUPExMRARCAimDZtGgA9v2WwvIOEAIqGfh85ciSkdpKSkpCSkuLRzvr161FQUIDOnTv7BBgBlEkmqDU3au/evX3qYmNj0a1bN7hcLqxduxYA0LdvX9SpUwdjxoxBv3798NJLL+HHH3+Ey+XyODYiIgLXXXcdNmzYgPbt22PMmDH44osvkJ2dHXKfqwJmghIRERERERERUZmJj49HUlKSY927776Lm2++GYmJiejbty+aNWuGhIQEiAi++OILLFu2DHl5eUGfyynbNCpKh7sKCwtDasdqy97OsWPHAAD16tVz3N/f9pKwzpGenu5Yb20/evQoAJ3BuWLFCowdOxbz58/HJ598UtSXe++9F6NGjSrK/HzttdfQtm1bvPXWWxg/fjwAIDo6Gv3798fkyZM95j6tbhgEpYqx+XNg3YdAzcamNAJqNgFSGgJRNYo/noiIiIiIiKiSCNcQ86pCRPzWjR49GklJSVizZg2aN2/uUbdlyxYsW7asvLsXkuTkZADAvn37HOv9bS+JlJQUAEBWVpZj/d69ez32A4BmzZrhrbfegsvlwvr167Fw4UJMmTIF//znPxEZGYlRo0YB0AHPhx56CA899BCysrKwZMkSvPvuu5g9ezY2btyItWvXBr2YVFXDIChVjF2rgHUznesS69sCo42BFBMgrdlIfx0TX7F9JSIiIiIiIqIyV1BQgO3bt6NHjx4+AdD8/PxKHwAFgLPPPhtRUVHIzMxEbm6uz5D4pUuXhnyOjh07AgAWL16Ma6+91qMuLy8Py5Ytg4jgnHPO8Tk2IiICHTp0QIcOHfCXv/wFZ555JjIyMoqCoHb169fHoEGDMGjQIHTt2hUrV67Er7/+ijZt2oR8DZURg6BUMY7u8F93IkuXXSud6xPqmMCoLYO0KFjaCKjhnGJPRERERERERJVHVFQUzjjjDPz8888ei/q4XC488sgj+P3338Pcw+IlJSVh4MCB+PDDD/HMM894rA6/YsUKzJo1K+Rz/O1vf8ODDz6IadOm4c4778Sf/vSnoroJEyZg7969GDhwYNHz9+OPPyItLQ0NGzb0aMfKSo2P18llJ06cQGZmJnr27OmxX15eXtEQfKfFlaoLBkGpYvz5LqDphToYenQHcGynfjy+G1CuwMfmHNBlz2rn+rhaXhmkXlmlcc7zehARERERERFRxbr//vsxcuRIdOjQAVdddRUiIiLwzTffYNu2bbjsssvw6aefhruLxZo8eTKWLl2Kxx57DN9++y3OPfdc7Nq1CzNnzsSVV16JjIwMRESUfi3y1NRUvP7667jppptw/vnnY9CgQTjjjDOwfPlyLFq0CI0aNcKUKVOK9p8/fz4ef/xxdO/eHW3atEFaWhq2b9+OuXPnIjIyEiNHjgSg5xDt1asXWrRogfPOOw+NGzfGyZMn8dlnn2HLli0YPHgwGjduHPLzU1kxCEoVo0FHXbwV5gPH97iDokd3AEd3Ake3623HdgGugsBtnzqiy961zvU1UhyG2zd2l7haQID5SoiIiIiIiIiobDzwwANITEzElClT8OabbyIhIQG9evXCzJkz8cYbb1SJIGjjxo2xfPlyPPLII/j888+xdOlSnHnmmXjrrbdw6tQpZGRkFM0dWlrXX389GjdujKeffhrz589HdnY2GjRogHvuuQejR49G3bp1i/bt378/Dhw4gCVLlmDOnDk4ceIE0tPTceWVV2LEiBFFK9/Xrl0bTz31FBYtWoQlS5bgwIEDSE5ORqtWrTBq1CjccsstIfW5shOlVLj7QIaIZHbq1KlTZmZmuLtSebgKgey9JjC6AzhmD5SajNLC06GdIybRa7i9CY6mmMeENAZJiYiIiIiI/kA2bNgAAGjXrl2Ye0JVzX333YcXXngBS5cuxQUXXBDu7lRqwb7OOnfujNWrV69WSnUO5XzMBKXKLSJSryCf0hBocr5vvcsF5Oy3ZZF6Dbc/uhMoOBX4HKdPAAc26OIkKs5/FmlKIyCxHhBCmjsRERERERERVS179uxBgwYNPLatWrUKr7/+Oho0aICuXbuGqWfkD4OgVLVFRABJ9XVpdJ5vvVJAzkHnLFIrWHr6ROBzFJwCDm7WxUlkjHuRJnsGqZVZmpSug7lEREREREREVC20a9cOnTp1wllnnYXY2Fhs2rSpaCj/Sy+9hKgohtwqG/5EqHoTARLr6NLQIWtaKT2fqE8GqS1Ymncs8DkKTwOHt+riJCIKSD7DBEWb+GaVJp8BRPKlSERERERERFRV3H333ViwYAHee+89nDhxArVq1UK/fv3w0EMPoVu3buHuHjlg5IX+2ESA+FRdGpzjvM+po57D672zSk8dDnwOV4Fe6OnodgBLHPoQCSQ38Bpubxt2n9wQiIoJ+VKJiIiIiIiIqGxMmDABEyZMCHc3qAQYBCUqTlxNXeqf7Vyfl62DoR5ZpLbM0pwDgdtXhXq/Yzv97CB6SL3Hok32rxsC0XEhXSIRERERERERUXXGIChRqGokAfXO1MXJ6ZPAsV1eGaS2rNITWcWcQAHZe3TZucJ5l4S6nvOQesxN2giISQjpEomIiIiIiIiIqjIGQYnKW0w8UKe1Lk7yc4Hju82Q+Z3wWd3++G4AKvA5cvbrsvsH5/r42l4ZpF5zk8Ymh3SJRERERERERESVGYOgROEWHQvUbqGLk4LTOhDqPS+plVl6bLceUh/IyUO67FnjXB9b05ZJ6jA3aWxNPX8qEREREREREVEVxCAoUWUXFQOkNtPFSWEBkL3Xa4V7e1bpLsCVH/gcuUeBrKNA1k/O9TWSnRdtSmmks0rjUxkkJSIiIiIiIqJKi0FQoqouMsoEJhsBuMC33lUInNhnyyLd7rWI006gMC/wOfKOA/t/1sVJdLyfLNIm+vvEugySEhEREREREVHYMAhKVN1FRALJDXRp/GffepdLr2BflEG6w3du0vyTgc+RfxI4sFEXJ1GxJjjayDOD1AqWJtYHIiJCv1YiIiIiIiIiIgcMghL90UVEAEn1dGnYxbdeKeDkYXeA1Glu0tPZgc9RkAsc2qKLk8gYIPkMzwxSe1ZpUrrOeCUiIiIiIiIiKgVGFYgoMBEgobYuZ3TyrVdKzynqlEFqzU2aezTwOQpPA0d+18WxD5FAyhnu4fXec5MmnwFERod+rURERERERERULTEISkShEQHiaumS/ifnfXKPe81DusMzWHryUOBzqEL3MY59iACSGjgs2mR93RCIqhHadRIREREREVG5+PXXX9GqVSvcdtttmDp1atH2G2+8Ee+99x527tyJhg0bBtVWw4YNERsbi19//bW8uuu3v+H01VdfoW/fvhg3bhxGjx4d7u5USgyCElH5i00GYs8C6p3lXH86x5ZFusN3uH3O/sDtKxdwfJcuO5Y575NY3x0ULZqb1PZ9dFxo10hERERERFSNDB48GO+//z5efvll3HXXXQH37du3L7766it89NFHGDhwYAX1sPwUFBQgOjoaF198Mb766qtwd4fKCIOgRBR+MQlA3ba6OMk/BRzb5ZxFenQnkL0XgAp8jhNZuuxa6VyfUMc3g9SeVVojMaRLJCIiIiIiqkruuOMOvP/++3jjjTcCBkG3bduGhQsXIj09Hf369SvTPjzzzDMYPXo06tevX6bthqpJkybYsGEDatasGe6uUAkwCEpElV90HJDWShcnBXnA8d22IKnX3KTHd+ts0UByDuiyO9O5Pi7VNtzeYW7S2JTQrpGIiIiIiKgS6dWrF1q3bo01a9Zg9erV6NTJYY0IAFOnToVSCrfeeiuioso2zJSeno709PQybbMsREdHo21bP0k8VGkxCEpEVV9UDSC1uS5OCvOB43scVrff7g6SugoCn+PUYV32rnWuj01xD6+PT9ULNUVE68fIaCAyxnwfZfs62s9+UV7H+KszbUVG669FQnseiYiIiIiIbIYOHYoHH3wQb7zxBl555RWf+sLCQkyfPh0igttvv71o++7duzF16lR8/vnn+O2333D48GHUqVMHvXr1wpgxY4IOIPqbE1QphRdffBGvvvoqtm7dirS0NFx99dUYP368YztHjx7F66+/jk8//RSbN2/GgQMHULNmTXTr1g2PPvoozjvvvKJ9p06diqFDhwIAFi5cCLF9zrLm2ww0J+iePXswbtw4LFiwAFlZWUhJScGFF16I0aNHo2PHjh77Wud65513kJ6ejieeeAKZmZmIjIxEjx49MGnSJLRp0yao5yqQTZs2Yfz48Vi4cCEOHjyItLQ09O3bF4899hhatGjhse/x48fx7LPPYtasWdi+fTsAoF69ejj33HPx0EMPeVxDRkYGXnjhBfzyyy84cuQI0tLS0KpVK1x33XW48847Q+53WWMQlIiqv8hooFYTXZy4CvWQevs8pPa5SY/t1CvYB5J7DMhdB+xbV/b9D5a/wGqECZpGRtm+Dna/EIK2QQdwo4GIiPA9b0RERERE5OiWW27BP//5T/zvf//D5MmTER8f71G/YMEC7N69G3379kWzZs2Kti9atAgTJ07ERRddhI4dOyIhIQFbtmzBzJkz8fHHH+P7779H+/btS92vYcOG4eWXX0aDBg3wf//3f4iKikJGRgZWrlyJ/Px8xMbGeuy/fv16jB49Gj179sSVV16JmjVrYvv27Zg3bx4WLFiABQsWoE+fPgCATp06YcyYMRg3bhyaNWuGm2++uaidHj16BOzX1q1b0b17d2RlZaFPnz4YPHgwduzYgVmzZuGTTz7BRx99hMsuu8znuIyMDMydOxeXX3457rrrLqxfvx7z58/HqlWr8MsvvyA1NbXUz9Xy5ctxySWX4MSJExgwYADatm2LjRs34p133sG8efOwcOHCoixfpRQuueQSrFixAt26dcPQoUMRGRmJXbt2YdGiRejZs2dREPTll1/GP/7xD6Snp6N///5IS0vD/v37sXbtWrz11lsMghIRVUoRkXoF+ZSGQJPzfetdLr04k7/V7Y/uAApyK77fPv3M1yU/3B0pBYkMLtvVJ4AbKGgbTAA3xOzciGh9/zALl4iIiIiqoTp16mDgwIGYOXMmZs6ciSFDhnjUW1mQd9xxh8f2vn37Yt++fUhM9FxbYc2aNejevTseeeQRfPzxx6Xq07fffouXX34ZrVq1wooVK1CrVi0AwJNPPomePXti//79SEpK8jimffv22Lt3L2rXru2xffv27ejatSvuv/9+rFunE1o6deqEDh06YNy4cWjevDnGjh0bdN/uuOMOZGVl4emnn8aoUaOKtt95553o1asXbr75Zmzfvt0nmDx37lx8+eWX6NWrV9G2Bx98EJMmTcL06dPxwAMPBN0HO5fLhZtvvhnZ2dmYMWMGrr322qK69957DzfeeCNuvvlmrFu3DiKCH3/8EStWrMA111yDWbNmebRVWFiI48ePF33/2muvITY2Fj/99BPS0tI89j148GCp+lveGAQlIipORASQVF+XRuf51isF5Bx0Z5DmHtfByEKrnNbD7T2+Pq2/t39dmO95nMvsX1jg+XXhad/9ihvOX9mpQqCgsHIEk0tMShC0LU3WbWkCvSXI4mUAl4iIiKjkxlahNQHGHgvp8DvuuAMzZ87E1KlTPYKge/fuxYIFC1CvXj0MGDDA45h69eo5ttWxY0f07NkTCxcuRGFhISIjI0vcn2nTpgEAxowZUxQABYC4uDg89dRT6Nu3r88x/hYwatKkCa666iq88sor2LNnDxo0aFDi/li2bduGr7/+Gs2aNcOIESM86i688EL87W9/w4wZM5CRkYHBgwd71N9www0eAVBAP++TJk3CypV+FvcNwpIlS7BlyxZceOGFHgFQ65xTpkzB8uXLsWzZMnTr1q2oLi4uzqetyMhIj+cb0HOjRkdH++zrHRStLBgEJSIKlQiQWEeXhp3D0weXyx1QdeX7D5Z6BGaD3c9PANdj3xCDu1WaMtdTRa8jorhgqf17W6A3PhVIaw3UaQvUaQPUaqqzYomIiIioWunduzdatGiB7777Dhs2bEC7du0A6GBkQUEBhgwZ4hgImzdvHl577TVkZmbi0KFDKCjwTNyw5gktqdWrVwMAevbs6VPXo0cPRPiZamvJkiV44YUXsHz5cuzfvx+nT3v+/b579+6QgqBr1qwp6oPTAlG9e/fGjBkzsGbNGp8gaJcuXXz2b9SoEQDgyJEjpe6T9Vz17t3bsb53795Yvnw51qxZg27duuHss8/G2WefjXfeeQe///47+vfvj+7du6NLly4+P+MbbrgBo0aNwplnnolrr70WPXv2xAUXXFBpA6AAg6BERNVDRAQQEQNExYS7JyWnlJ6XtdjAbIBMWL9B21IEd4MN4FrtK1e4n8HQuArKJpM4sgZQuyVQxwRGrQBp7RZ68TIiIiIiqpKsRY8eeeQRTJ06FZMnT4ZSCv/97399FkSy/Oc//8GIESOQmpqKPn36oEmTJoiLi4OIYM6cOVi3bh3y8vJK1Z9jx3Rmq1O2aUxMjE+2IgDMmjUL1113HeLi4tC3b180b94cCQkJiIiIwNdff40lS5aUuj/e/fK3mr21/ejRoz51TpmqViC1sLCwwvoUFRWFxYsX41//+hdmz56Nhx56CACQnJyMIUOG4KmnnkJCQgIA4KGHHkLdunXxyiuv4LnnnsOzzz4LEcFFF12EZ555pmie0cqEQVAiIgovETN0u4r+SnIVBhcsLfPs3DKYUqEsp1EozAP2/6yLnUTqLNE6bT0DpGmtgRqJjk0RERERVXohDjGvam699VY89thjePvttzFhwgQsWbIEv/32G3r37o2WLVt67Jufn4+xY8eiQYMGWL16tU+wcsmSJSH1JSVFT0Wwb98+NG7c2KPu9OnTOHLkiE9QccyYMYiNjUVmZqbPaus7d+4MuU/2fmVlZTnW792712O/ilCaPqWmpuL555/H888/jy1btmDx4sV47bXX8MILL+D48eNF0xEAwJAhQzBkyBAcOXIE33//PebMmYNp06bh0ksvxcaNG33mYA23KvqJk4iIqJKIiDTDwGOL3bXSUSrI+WftX5uA67FdwIFNwMFN+vHEPj/nKAQOb9Vl0yeedSmNbEPqWwNpbfTQ+vjSr35JRERERGWvXr166N+/P2bPno2MjAzMmTMHgO+CSIAOTmZnZ+Oyyy7zCYAeP368aNh4aXXq1Ak//fQTvvnmG9x0000edd9++y1cLt+RWlu3bkWnTp18AqCFhYX47rvvfPa3htSXJAvTWjV9yZIljvOdLlq0qKj/FcXq0+LFi/H444/71C9evDhgn1q1aoVWrVph8ODBqFOnDjIyMjyCoJZatWrhiiuuwBVXXIGCggK8/fbbWLp0qc9cseHGICgREdEflYiZQiEGQEJobZ06AhzcAhzYqIOiVoD06A7/xxzbqcvWhZ7bE+rYhtSbwGhaG704GRdyIiIiIgqLoUOHYvbs2Zg8eTLWrl2LtLQ0/PWvf/XZLz09HbGxsVi1ahVycnKKhk+fPn0a99xzT0hzXAI6K3X69OkYN24crrzyyqKsz1OnTuHRRx91PKZJkybYtGkTsrKyUL9+fQCAUgqPPfYYNm3a5LN/REQEatWqhR07Avwt66Vp06a46KKLsGjRIrz44osYPnx4Ud13332HDz74ALVr167QwGCPHj3QsmVLLF68GBkZGRg4cGBR3YwZM/D999+jXbt2OP/88wHoYPHp06eL5n21HDlyBPn5+R5TDXz22Wfo06ePx/ynSins378fABAfH1+el1YqDIISERFR6OJqAY3O08XudI4Ojh7c7A6QHtwMHNqqs0Sd5BzQZZvXsKQaKWZIfRt31midNkBKYz0vLhERERGVm0suuQTNmjUrWq182LBhiInxXZMgMjISw4YNw6RJk3D22Wejf//+yMvLw9dff41jx46hZ8+e+Oabb0rdjx49euCuu+7CK6+8grPOOgvXXHMNoqKikJGRgTp16qBu3bo+x9x///0YNmwYzjnnHFx99dWIiorCkiVLsHnzZvTr1w/z58/3Oebiiy/Ghx9+iAEDBqBjx46IiopCr1690L17d799e+2119C9e3fcf//9+PTTT9G5c2fs2LEDs2bNQlRUFKZPn14UFK4IEREReOutt3DJJZfg6quvxsCBA9GmTRts3LgRc+fORXJyMt5++22ISTRYs2YNBg0ahC5duqB9+/ZIT0/H/v37MXfuXBQUFGDUqFFFbV9zzTVISkpC9+7d0bRpUxQWFmLJkiX44YcfcN555+Giiy6qsOsMFoOgREREVH5iEoAG5+hiV3AaOPybDowe3OzOHj20BSjIdW4r7xiwa5UudlFxQFor3+BoanO9qj0RERERhUxEcNttt2H06NEAdGaoPxMmTEDdunXx5ptv4rXXXkPNmjXRt29fPPnkk3jkkUdC7suUKVPQpk0bvPrqq3j11VeRlpaGq666Ck8++STOPPNMn/3/8Y9/IC4uDs8//zymTZuG+Ph49OjRA++88w7ef/99xyDoiy++iKioKCxcuBDz58+Hy+XCuHHjAgZBW7VqhfzvHGUAACAASURBVMzMTIwfPx4LFizAokWLkJycjCuuuAKPPvqo4yrw5a1bt25YtWoVxo8fj6+//hrz5s1DWloaBg8ejMceewytWrUq2rdr1654+OGH8c033+DTTz/FkSNHULduXZx33nm49957cemllxbtO3HiRHzxxRfIzMzEJ598gtjYWDRt2hQTJ07EXXfd5ZEhWlmIUircfSBDRDI7derUKTMzM9xdISIiCg9XIXB0O3Bgs3u+Uauczi5ZWxFRQGoL24JM1tD6VkB0XPn0n4iIiKqFDRs2AIDPsGAiKjvBvs46d+6M1atXr1ZKdQ7lfJUvLEtERER/XBGROoMztTnQ5i/u7UoB2Xs95xu1vj550LktV4He7+AmYMPHtgoBajb2WrG+jf46tuJW6yQiIiIioorDICgRERFVfiJAcgNdWnjNL5RzyDMoenCTziQ9vstPY0pnmx7dDmz53LMqKd1hxfq2QEIaF2UiIiIiIqrCGAQlIiKiqi2hNpDQDWjSzXN7XrbnfKPW4kxHtgHK5dxW9l5dfvearD+ulvOK9SkNGRwlIiIiIqoCGAQlIiKi6qlGEnBGZ13s8nOBQ7+6M0atxZkObgFc+c5tnToC7Fimi11Mop5j1L4gU522QM0mQCT/zCIiIiIiqiz41zkRERH9sUTHAvXb62JXWKCzRA9u0oHRosWZNgP5Oc5tnT4B7Fmji11kDFC7pe+K9bVbAlE1yuWyiIiIiIjIPwZBiYiIiACduZnWUpe2V7i3u1zA8d2+CzId2AjkHnVuq/A0sP8XXewkAqjVzHNIfZ02eph9jcTyuzYiIiIioj84BkGJiIiIAomIAGo20qVVH/d2pYCcAw7B0U3AiSzntpQLOLxVl00LPOuSG9qG1NsCpPGp5XdtRERERERhoJSq8HMyCEpERERUGiJAYl1dml3oWXfqqJ5j9MBGzwDp0R0A/PzBd3yXLlsXem5PqOM5pN5avT6pPhdlIiIiKiciAqUUXC4XIiIiwt0domrHCoJKBf49yyAoERERUVmLqwk0OlcXu9MngUNbbAsymTlHD28FXAXObeUc0GX7Us/tNZJtGaOt3avX12yis1eJiIio1GrUqIHc3Fzk5OQgKSkp3N0hqnZycvSc+zVqVNx8+QyCEhEREVWUmHgg/U+62BXmA4d/81qQaaPOJi3IdW4r7ziwa5UudlFxZm5Ts1K9FSBNbQ5ERpfPdREREVUzSUlJyM3NRVaWnuImISEBIlKhWWtE1Y1SCkop5OTkFL22KvKfDAyCEhEREYVbZLR7uLudq1APoT+42T2k3hpen3fcua2CU0DWOl3sIqJ0ILQoe9QESGu30sFZIiIiKpKamoqcnBycPHkSu3btCnd3iKql+Ph4pKZW3Pz3DIISERERVVYRkUBqM11aX+rerhSQneW7INPBTXrovBNXgQ6mHtwM4GNbhQA1GzuvWB9XszyvjoiIqNKKiIhAo0aNcPjwYWRnZyMvLy8sC7kQVTcigho1aiApKQmpqakVOucug6BEREREVY0IkJyuS/NennUnD/uuWH9wM3Bsp5/GFHB0uy5bvvCsSqzvvGJ9Qh0uykRERNVeREQE0tLSkJaWFu6uEFEZYBCUiIiIqDqJTwWanK+LXd4J97B6a0GmAxuBI78DyuXc1oksXX7/xnN7XC2vFevNY0pDBkeJiIiIqFJiEJSIiIjoj6BGInBGJ13sCvKAQ7+6M0atxZkObQEKTzu3deoIsHO5LnbRCXqeUY8V69sAtZoCkfyzk4iIiIjCh3+NEhEREf2RRdUA6p2li11hgR4if8Baqd4WIM3PcW4rPwfYs0YXu8gYoHZLPc+ofcX62i31+YmIiIiIyhmDoERERETkKzIKqN1Cl7aXu7crBRzf7Q6I2gOkp444t1V4Gtj/iy52EqGzROu09QyQprUGaiSV26URERER0R8Pg6BEREREFDwRPfdnSkOgZR/3dqWAnINmvlETILUWZ8re69yWcgGHf9Nl0wLPuuSGtiH1rc38o231nKdERERERCXEICgRERERhU4ESKyjS9PunnW5xzyDotbiTEe2A1DO7R3fpcvWrz23x6fZMkZtizMlpXNRJiIiIiLyi0FQIiIiIipfsSlAo3N1scs/BRzcYptv1ARID28FXAXObZ08CGxfqotdjWRbxqhtxfqajYGIyPK5LiIiIiKqMhgEJSIiIqLwiI4D0jvoYleYDxz+3cw3as8e3QIUnHJuK+84sPsHXeyiYoG0Vp5Zo2ltgNTmQFRM+VwXEREREVU6DIISERERUeUSGW3mA23tud3lAo7tsC3ItMl8vQnIO+bcVkEukLVOF7uIKB0ILVqQyQRIa7cCYuLL57qIiIiIKGwYBCUiIiKiqiHCrCZfqynQ+hL3dqWAE/t8F2Q6sAnI2e/clqtAD8M/uBnYON9WIUDNRjowmpSus1X/n717D9LsLOz8/nu6ey49o9GMRmIACdYggSQuruW2SIOAlURWqJaqGHuNU9lYlahq41CApbJI1W4gQbApSDZxzN023rVhjeP11tZWhWRtL4oxASOhNYuvIeJiCRmhkYQ10oxmNNPTtyd/vKdn3u55e7p7+u1uvY8+n6q3zrzn8pz3qCQBX55zzsSO3ozS058dZ5YDtw/YZ2zCM0sBALaQCAoAwGgrJdnzvN7n8usXbzvxRPfM0b4XMv3Nd5KjDy0zWE2O/KD3GepvHFsSR5fE0m0D4unE5JLv/futZp/u+/h2ARYAeNYTQQEAaNeu/cnfurb36XfqeHL4e2fi6EIgfeL7SZ0b/u+o88nMid5n05UVZrAOYabrucYSYAGAZwARFACAZ58dFySXvrr36Td7Kjl8fy+Innii9312qm85teT7qd5b7hftt/T71PJvu98UtftNy7xUaqON989Q3YCZroP22zbZO+/Y2NZcMwDwjCOCAgDAgokdyXNf3vsM09zsMjG1b93MgMA6KKietd8KYXZ+ZrjXsuZrP9X7LPfyqo00vn04QXXVs2b71o2Nb/71AgDLEkEBAGCjjU8k4xf0ZqButvm5wcH0rBmsGxBm56Y3/3r7zU33Pqe24Nxj287vMQTDeD7suP+ZBwBL+U9HAABo2dh4sn1X77PZ5ud7s0BXG1TPGWbXOBt2dmrzr3fRtc8k0zPJ9LHNP3cZX+dM1+X2H7CPF3EBMCJEUAAAYGOMjSVjk73QNrnJ5671PGa6ruO5r4vG2qLnr56+9rlk5uneZyus9OiAc85oXcUs2LPG6NvHYwgAWIYICgAAtKeUXmDbtnPzz11r7zb8FWPqgPC6mscUnCvMzpxMUjf/mvst/N5swXNgxybWHlLPORt2DSHXLFiAZzQRFAAAYJhK6QLZjs0/d63J/OwKjyDoC6lz08uE11WE2EEzYbf6RVzzs8n08d5nK5wzpA5av9ZHEgwYYyHCmgULcE4iKAAAQCtKSca39T479mz++Re9iOs8Q+r5xlizYNcYYc/1Mq5lXrq13Exas2CBESCCAgAAMBxb+SKuWpO5mVVG1NXE2DWG2Lnpzb/mfs/IWbDLRdTVRNg1jDEubQAr828KAAAARl8pycT23mcrzM8nc+cbUtcZY82CPXdIHd/efbpZ0mPbuu8TveVYt35V+2xbxzETZszCFhJBAQAAYL3GxpKxyd7t4ZObfO7+Z8Eu+wKt83hEwbIv61rynNln+yzYtVhNKO0Pq6vZZ2zbgGP69zmfY5bsI97SABEUAAAARtmWPwu2bxbsqkPqsGLsyaTOb/41n6/5md5ni98htmZjg6LtKma/buSs2tMzfM8x7tjYVv+V4xlEBAUAAADOX/8s2K0wN9uLoYNC60z3vNa5Lj7OTff2n5vuvi98+r9Pn1m/0jEr7tO3fX52a/76DMP87Gj+/jK+xiC7ETNxV/MIhiXHjI1v9V+5JomgAAAAwOgan0jG92zNLNi1WHh518AA2wXUc0ba2b5Au9qwu9ZxB/y++VGbttqnziWzc93zakdIGTs7nK4mrr7qv0he8fat/vXPWCIoAAAAwEbb6pd3na+FZ84OnCF7jpg6cJ8VAuyaxu0LvMvtM6pq94iJuVNrO+5Fb9yY39MIERQAAACAwfqfOTtKak3m59b4qIMhBtizZt6u4TELqed3zeMjFtg32UhG0FLKC5L80yQ3J7k4ySNJ/o8kH6q1PrmGcfYn+UCStyd5fpLDSf59kg/UWn+4ZN//KslnVxhyvtbqwQ0AAAAAW6mU7jbxEUtfC/H2fJ5h+5yrtvrXP6ON2N8JSSnliiT3JDmQ5AtJvp3k9UluT3JzKeW6WuvhVYxzcTfOlUn+MMnvJLk6ya1J3lZKOVhrfaDvkD9L8qFlhntTkhuT/P55XRQAAAAA9MfbrXrZWKNGLoIm+eX0AuhttdZPLqwspfxSkl9I8uEk71zFOB9JL4B+tNZ6R984tyX5eHeemxfW11r/LL0QepZSyte7P/7amq4EAAAAANhwY1v9A9ailHJ5kpuSPJjk00s235nk6SS3lFJ2rzDO7iS3dPvfuWTzp7rx39qdb6Xf9Mok1yZ5OMnvrngRAAAAAMCmGqkImt4t50lyV611vn9DrfVYkruT7EovSp7LwSSTSe7ujusfZz7JXd3XG1bxm/6bbvnrtda5VewPAAAAAGyiUYugC094/e4y27/XLa/cjHFKKZNJfjbJfJJ/scI5AQAAAIAtMGrPBN3bLY8us31h/b5NGudnun1+t9b60Ar7nlZK+eYym65e7RgAAAAAwOqM2kzQlZRuWTdpnJ/rlp9Z5/kAAAAAgA0yajNBF2Zo7l1m+4VL9tuwcUopL0/yhiQ/TPJ7K5xvkVrra5cZ85tJXrOWsQAAAACAcxu1maDf6ZbLPavzpd1yuWd9DnMcL0QCAAAAgBEwahH0y93yplLKot9eStmT5LokJ5Pcu8I493b7Xdcd1z/OWJKblpwvS/bZmeSW9F6I9OtruQAAAAAAYHONVASttd6f5K4kL0ry7iWbP5Rkd5LfrLU+vbCylHJ1KWXRC4dqrceTfL7b/4NLxnlPN/4Xa60PLPNT3pHkoiS/t5YXIgEAAAAAm2/UngmaJO9Kck+ST5RS3pLkviTXJLkhvdvX379k//u6ZVmy/n1Jrk9yRynlVUn+OMnLkvxEkh/l7Mjab+GFSL92fpcAAAAAAGyWkZoJmpyeDfq6JJ9LL36+N8kVST6R5GCt9fAqxzmc5GB33Eu6ca5J8tkkr+3Oc5ZSysuSvDHn8UIkAAAAAGDzjeJM0HS3oN+6yn2XzgDt3/ZEktu7z2rPfV/OnlUKAAAAADxDjdxMUAAAAACAtRBBAQAAAICmiaAAAAAAQNNEUAAAAACgaSIoAAAAANA0ERQAAAAAaJoICgAAAAA0TQQFAAAAAJomggIAAAAATRNBAQAAAICmiaAAAAAAQNNEUAAAAACgaSIoAAAAANA0ERQAAAAAaJoICgAAAAA0TQQFAAAAAJomggIAAAAATRNBAQAAAICmiaAAAAAAQNNEUAAAAACgaSIoAAAAANA0ERQAAAAAaJoICgAAAAA0TQQFAAAAAJomggIAAAAATRNBAQAAAICmiaAAAAAAQNNEUAAAAACgaSIoAAAAANA0ERQAAAAAaJoICgAAAAA0TQQFAAAAAJomggIAAAAATRNBAQAAAICmiaAAAAAAQNNEUAAAAACgaSIoAAAAANA0ERQAAAAAaJoICgAAAAA0TQQFAAAAAJomggIAAAAATRNBAQAAAICmiaAAAAAAQNNEUAAAAACgaSIoAAAAANA0ERQAAAAAaJoICgAAAAA0TQQFAAAAAJomggIAAAAATRNBAQAAAICmiaAAAAAAQNNEUAAAAACgaSIoAAAAANA0ERQAAAAAaJoICgAAAAA0TQQFAAAAAJomggIAAAAATRNBAQAAAICmiaAAAAAAQNNEUAAAAACgaSIoAAAAANA0ERQAAAAAaJoICgAAAAA0TQQFAAAAAJomggIAAAAATRNBAQAAAICmiaAAAAAAQNNEUAAAAACgaSIoAAAAANA0ERQAAAAAaJoICgAAAAA0TQQFAAAAAJomggIAAAAATRNBAQAAAICmiaAAAAAAQNNEUAAAAACgaSIoAAAAANA0ERQAAAAAaJoICgAAAAA0TQQFAAAAAJomggIAAAAATRNBAQAAAICmiaAAAAAAQNNEUAAAAACgaSIoAAAAANA0ERQAAAAAaJoICgAAAAA0TQQFAAAAAJomggIAAAAATRNBAQAAAICmiaAAAAAAQNNEUAAAAACgaSIoAAAAANA0ERQAAAAAaJoICgAAAAA0TQQFAAAAAJomggIAAAAATRNBAQAAAICmiaAAAAAAQNNEUAAAAACgaSIoAAAAANA0ERQAAAAAaJoICgAAAAA0TQQFAAAAAJomggIAAAAATRNBAQAAAICmiaAAAAAAQNNEUAAAAACgaSIoAAAAANA0ERQAAAAAaJoICgAAAAA0bSQjaCnlBaWU3yilHCqlnCqlPFhK+Vgp5aI1jrO/O+7BbpxD3bgvWOG4N5VS/m0p5ZHuuEdKKXeVUv7++q4MAAAAABi2ia3+AWtVSrkiyT1JDiT5QpJvJ3l9ktuT3FxKua7WengV41zcjXNlkj9M8jtJrk5ya5K3lVIO1lofGHDcf5/kf0zyeJJ/l+SRJJckeXWS65P83jovEQAAAAAYopGLoEl+Ob0Aelut9ZMLK0spv5TkF5J8OMk7VzHOR9ILoB+ttd7RN85tST7enefm/gNKKe9IL4D+QZKfqrUeW7J92/lcEAAAAACwcUbqdvhSyuVJbkryYJJPL9l8Z5Knk9xSStm9wji7k9zS7X/nks2f6sZ/a3e+hWPGkvyzJCeS/MOlATRJaq0za7gcAAAAAGATjFQETXJjt7yr1jrfv6GLkncn2ZXk2hXGOZhkMsndS2NmN+5d3dcb+ja9IcmL07vd/clSyttKKf+4lHJ7KeXgeV0NAAAAALDhRu12+Ku65XeX2f699GaKXpnkS+scJ904C/5Ot3wsyZ8k+fH+A0opX03y07XWvznHeRf2/eYym65e6VgAAAAAYG1GbSbo3m55dJntC+v3bcA4B7rlO9ObRfqfJNmT5JVJvpjkzUn+zQrnBQAAAAA22ajNBF1J6ZZ1A8YZ79v207XWP+++f6uU8pPpzSr9u91b5b9+rsFrra8deNLeDNHXnP/PBgAAAACWGrWZoAszNPcus/3CJfsNc5wnu+UDfQE0SVJrPZnebNAkef0K5wYAAAAANtGoRdDvdMsrl9n+0m653LM+1zPOwjFHljlmIZJOrnBuAAAAAGATjVoE/XK3vKmUsui3l1L2JLkuyckk964wzr3dftd1x/WPM5bey5X6z5ckX00ym+SlpZTtA8Z8Zbd8cIVzAwAAAACbaKQiaK31/iR3JXlRkncv2fyhJLuT/Gat9emFlaWUq0spi966Xms9nuTz3f4fXDLOe7rxv1hrfaDvmMeT/Ov0bqH/QP8BpZS/l+St6d0+/+/P6+IAAAAAgA0xii9GeleSe5J8opTyliT3JbkmyQ3p3b7+/iX739cty5L170tyfZI7SimvSvLHSV6W5CeS/ChnR9YkuaM71/tLKW/ujvmxJD+ZZC7Jf11rXe52eQAAAABgC4zUTNDk9GzQ1yX5XHpB8r1JrkjyiSQHa62HVznO4SQHu+Ne0o1zTZLPJnltd56lx/yo2+ejSV6Y5LYkNyb53SRvqrX+m/VcGwAAAAAwfKM4EzS11oeS3LrKfZfOAO3f9kSS27vPas/9RHozQu9Y7TEAAAAAwNYZuZmgAAAAAABrIYICAAAAAE0TQQEAAACApomgAAAAAEDTRFAAAAAAoGkiKAAAAADQNBEUAAAAAGiaCAoAAAAANE0EBQAAAACaJoICAAAAAE0TQQEAAACApomgAAAAAEDTRFAAAAAAoGkiKAAAAAD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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Tanh() Layer2--Sigmoid()\n", + "Epoch: 1/7.. Training Loss: 0.052.. Test Loss: 0.054.. Test Accuracy: 0.983\n", + "Epoch: 2/7.. Training Loss: 0.052.. Test Loss: 0.054.. Test Accuracy: 0.984\n", + "Epoch: 3/7.. Training Loss: 0.051.. Test Loss: 0.054.. Test Accuracy: 0.984\n", + "Epoch: 4/7.. Training Loss: 0.050.. Test Loss: 0.054.. Test Accuracy: 0.983\n", + "Epoch: 5/7.. Training Loss: 0.050.. Test Loss: 0.054.. Test Accuracy: 0.983\n", + "Epoch: 6/7.. Training Loss: 0.049.. Test Loss: 0.053.. Test Accuracy: 0.983\n", + "Epoch: 7/7.. Training Loss: 0.050.. Test Loss: 0.053.. Test Accuracy: 0.983\n", + "accuracy mean: 0.983\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 679 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Tanh() Layer2--SELU()\n", + "Epoch: 1/7.. Training Loss: 0.039.. Test Loss: 0.118.. Test Accuracy: 0.984\n", + "Epoch: 2/7.. Training Loss: 0.038.. Test Loss: 0.117.. Test Accuracy: 0.984\n", + "Epoch: 3/7.. Training Loss: 0.041.. Test Loss: 0.113.. Test Accuracy: 0.984\n", + "Epoch: 4/7.. Training Loss: 0.037.. Test Loss: 0.114.. Test Accuracy: 0.985\n", + "Epoch: 5/7.. Training Loss: 0.039.. Test Loss: 0.114.. Test Accuracy: 0.984\n", + "Epoch: 6/7.. Training Loss: 0.035.. Test Loss: 0.111.. Test Accuracy: 0.985\n", + "Epoch: 7/7.. Training Loss: 0.041.. Test Loss: 0.109.. Test Accuracy: 0.985\n", + "accuracy mean: 0.984\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Sigmoid() Layer2--ReLU()\n", + "Epoch: 1/7.. Training Loss: 0.059.. Test Loss: 0.056.. Test Accuracy: 0.983\n", + "Epoch: 2/7.. Training Loss: 0.052.. Test Loss: 0.054.. Test Accuracy: 0.982\n", + "Epoch: 3/7.. Training Loss: 0.047.. Test Loss: 0.053.. Test Accuracy: 0.982\n", + "Epoch: 4/7.. Training Loss: 0.045.. Test Loss: 0.053.. Test Accuracy: 0.982\n", + "Epoch: 5/7.. Training Loss: 0.044.. Test Loss: 0.052.. Test Accuracy: 0.982\n", + "Epoch: 6/7.. Training Loss: 0.040.. Test Loss: 0.052.. Test Accuracy: 0.983\n", + "Epoch: 7/7.. Training Loss: 0.039.. Test Loss: 0.052.. Test Accuracy: 0.982\n", + "accuracy mean: 0.982\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 685 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Sigmoid() Layer2--Tanh()\n", + "Epoch: 1/7.. Training Loss: 0.040.. Test Loss: 0.069.. Test Accuracy: 0.981\n", + "Epoch: 2/7.. Training Loss: 0.036.. Test Loss: 0.067.. Test Accuracy: 0.981\n", + "Epoch: 3/7.. Training Loss: 0.035.. Test Loss: 0.065.. Test Accuracy: 0.982\n", + "Epoch: 4/7.. Training Loss: 0.033.. Test Loss: 0.064.. Test Accuracy: 0.982\n", + "Epoch: 5/7.. Training Loss: 0.032.. Test Loss: 0.063.. Test Accuracy: 0.982\n", + "Epoch: 6/7.. Training Loss: 0.031.. Test Loss: 0.062.. Test Accuracy: 0.982\n", + "Epoch: 7/7.. Training Loss: 0.030.. Test Loss: 0.062.. Test Accuracy: 0.982\n", + "accuracy mean: 0.982\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 679 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Sigmoid() Layer2--Sigmoid()\n", + "Epoch: 1/7.. Training Loss: 0.209.. Test Loss: 0.119.. Test Accuracy: 0.982\n", + "Epoch: 2/7.. Training Loss: 0.192.. Test Loss: 0.115.. Test Accuracy: 0.981\n", + "Epoch: 3/7.. Training Loss: 0.186.. Test Loss: 0.111.. Test Accuracy: 0.981\n", + "Epoch: 4/7.. Training Loss: 0.180.. Test Loss: 0.108.. Test Accuracy: 0.981\n", + "Epoch: 5/7.. Training Loss: 0.174.. Test Loss: 0.107.. Test Accuracy: 0.981\n", + "Epoch: 6/7.. Training Loss: 0.172.. Test Loss: 0.105.. Test Accuracy: 0.981\n", + "Epoch: 7/7.. Training Loss: 0.168.. Test Loss: 0.105.. Test Accuracy: 0.981\n", + "accuracy mean: 0.981\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--Sigmoid() Layer2--SELU()\n", + "Epoch: 1/7.. Training Loss: 0.049.. Test Loss: 0.096.. Test Accuracy: 0.981\n", + "Epoch: 2/7.. Training Loss: 0.047.. Test Loss: 0.092.. Test Accuracy: 0.981\n", + "Epoch: 3/7.. Training Loss: 0.040.. Test Loss: 0.089.. Test Accuracy: 0.981\n", + "Epoch: 4/7.. Training Loss: 0.040.. Test Loss: 0.085.. Test Accuracy: 0.982\n", + "Epoch: 5/7.. Training Loss: 0.038.. Test Loss: 0.084.. Test Accuracy: 0.982\n", + "Epoch: 6/7.. Training Loss: 0.035.. Test Loss: 0.081.. Test Accuracy: 0.982\n", + "Epoch: 7/7.. Training Loss: 0.035.. Test Loss: 0.080.. Test Accuracy: 0.982\n", + "accuracy mean: 0.982\n" + ] + }, + { + "data": { + "image/png": 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jLIcHgPXr/OCEjhzrVFt7h84OTGTtc8P2Kt3X0qSPXd+oLaXFazxDAAAAACg8K7UcnhB0HSEEBYD1zzmnY+eH1Nbeoe+83K3h2PSCPqGg6fara9Xa0qzb925TuIj9QwEAAADg3WBPUAAA8sDM1LJji1p2bNEXP7ZPR9+4oLb2Th09eUHTCe8Pi9MJpydP9OrJE72qKgnpY9c3qLWlWQe3V8mM/UMBAAAAYK0RggIA8C6Fi4I6tL9Bh/Y36OL4lB4/3qXH2jv10vmhdJ+hiWk98vw5PfL8OV25tVSHD3r7h26vLsnjzAEAAABgc2E5/DrCcngAKAyn+8b0rWOdamvvVOdQLGufm66sVuvBJt11fYMqIqE1niEAAAAAbAzsCVqACEEBoLAkk04vnB1UW3uHvvtKj8biMwv6hIsC+ui+OrW2NOm2PdsUCgbyMFMAAAAAWJ/YExQAgHUuEDDdsqtGt+yq0QP37NdTr/fqSHuHnjnVr0TS+yNkfCapx4936/Hj3dpaVqx7DjSptaVJ1zZWsH8oAAAAAKwQQlAAANZAtDioew406p4DjbowOqlvv9SltvZOnegeSffpH5vSN599W9989m1dVVem1pZm3XtDk+orI3mcOQAAAABsfCyHX0dYDg8Am88bPSM60t6pI8c6dWE0vqDdTHr/7q1qbWnSz11br9Iwf78EAAAAsHmwHB4AgAKwt75Cv3dXhf7dob167nS/2to79f1XexSbTkiSnJN+8la/fvJWv0qKX9Wha+vV2tKsW3fXKBhguTwAAAAALAchKAAA60AwYLptzzbdtmeb/uO9M/r+qz1qO9ah504PKLVoY2IqobZjnWo71qm6irDuPdik1oPNurq+PL+TBwAAAIB1jhAUAIB1pjRcpPtubNZ9Nzarezimbx3rUlt7h05dGEv36R2J68Gnz+jBp8/o2sYKtbY0654DjdpWHs7jzAEAAABgfWJP0HWEPUEBALk45/Rq54jajnXo2y91aWB8akGfYMD0wT1b1drSrI/uq1MkFMzDTAEAAABg5bAnKAAAm4iZ6brmSl3XXKkv3HWNfnyqT4+1d+qpE72amklKkhJJp6Mn+3T0ZJ/Kw0W667oGtbY06b07qxVg/1AAAAAAmxghKAAAG0woGNAde+t0x946Dcem9b1XutXW3qkXzg6m+4zGZ/ToT8/r0Z+eV/OWqA4fbNLhg03ata0sjzMHAAAAgPxgOfw6wnJ4AMDlOD84oSPHOtXW3qGzAxNZ+xzcUaXWg0362PWN2lJavMYzBAAAAIBLs1LL4QlB1xFCUADASnDOqf3ckI4c69B3Xu7WcGx6QZ9Q0HTH3lodPtis2/duU7iI/UMBAAAArD8rFYIGVmpCa8nMms3sm2bWZWZxMztrZl81sy2XOE61/7qz/jhd/rjNy3z9J83M+R+ffnfvBgCAlWVmuvGKLfqP916nF37/w/rLX2rRnfvqFArO7gs6nXD6wWu9+swjL+rmP/6hvvitV9V+7qL44ygAAACAQrTh9gQ1s92SnpNUK+kfJL0h6SZJn5d0yMze75wbWMY4Nf44V0n6kaS/l7RX0qck/YKZ3eqcO7PI67dL+oakMUlssAYAWJfCRUEd2t+gQ/sbNDg+pcePd6mtvVMvnR9K9xmamNbDz7+jh59/R1duLVXrwSbde7BJ26tL8jhzAAAAAFg5Gy4ElfQX8gLQzznnvpG6aWZ/Kum3JP2RpM8sY5w/lheA/plz7rczxvmcpK/5zzmU7YVmZpIekjQgqU3S776rdwIAwBqqLi3WL9+6U798606d7hvTkfZOHTnWqc6hWLrP2/3j+pOn3tSfPPWmbrqyWve1NOnnr2tQRSSUx5kDAAAAwOXZUHuCmtkuSaclnZW02zmXzGgrl9QtySTVOufGFxmnVFKfpKSkBufcaEZbwH/GTv8ZC6pBzezzkv5M0ock3SHpS5J+1Tn315f5/tgTFACwppJJpxfODqqtvUPffaVHY/GZBX3CRQF9dF+dWluadNuebQoFN+RuOvA55+SclHROTv7VaeG9pOTklHTea1LXVHv664zXpl4/+4zZ8dPPyTVmMvt8Fhsz13zmPFOZz5p3L/3M7P8uFZGQdlSXaEd1iRqroiou4nsfAABgra3UnqAbrRL0Dv/6ZGYAKknOuVEze1bSnZJukfTDRca5VVLUH2c0s8E5lzSzJyX9mqTbJc0JQc3sGklfkfQ159wzZnaHAADYoAIB0y27anTLrho9cM9+PfV6r9raO/TjU/1KJL0/lMZnknr8eLceP96trWXFuudAk27ZVS1JiwdM80IrzQuYkl7HOYFY0v/jbHLemJIXkiUzQjRlvGZueDZvPvPa5wdeqTHdvHnMDd5mx0y/N2UJz7IGbwsDxGzzyPYecod98+4lU89ceh54dwImNVRGdUWNF4pu98PRHdUluqKmRJXRkLzFQgAAAFiPNloIerV/fTNH+yl5IehVWjwEXc448sdJM7MiSQ9LOifpC0tNNhczy1XquffdjgkAwOWKFgd1z4FG3XOgURdGJ/Xtl7z9Q090j6T79I9N6ZvPvq1vPvt2HmcKrL2kkzqHYuocium50wu3ny+PFKVD0R3VJdpRUzKnipQKagAAgPzaaCFopX8dztGeul+1SuP8oaSDkj7gnIsJAIACVVse0adv26VP37ZLb/SMpPcPvTAaz/fUsALMpICZTN5V5lU6LrxnCphkGddUe3oMWzieZb5Gc/umxlS6PXVvdh4mUyDgz0ML5yHZ7Hwty3zT80i1z46Z8z2kxgx47TJpcGxK5wYndH5wQt0jk1psF6nRyRm91jWi17pGFrQFA6bGqkg6FN1eXaIrqkvTX1eWsOcuAADAattoIehSUmuQLnex14JxzOwmedWff+Kc+6fLGTzXHgZ+hWjL5YwNAMBK21tfod+7q0L/7tBePftWv5443q3+sficgCkz+JoNtZTRJ0dAltFmfhCWOabmvXZueDYbWmnOMxcJzywjPFO2sC8jPJPmzCd3ADh3zMz3nBpz7r/LvOBwwb9BlgAxMP/fb/6/S0aAmDEfzZtvqh2XLj6TUMfFWDoUPTcwoXdSnw9OaGIqkfO1iaTT+cGYzg/G9KwWVpFWRIq0o8YLRucvs2+ojKiIKlIAAIDLttFC0FSFZmWO9op5/VZknIxl8G9K+uLS0wQAoPAEA6YPXrVNH7xqW76nAqy5cFFQu7eVafe2sgVtzjkNjHtVo+cGvFA0/TEwoZ6RyUXHHpmc0audI3q1M3sVaVNVdLaCNGOZ/fZqby9SAAAALG2jhaAn/etVOdr3+Ndce32+23HKMvpO5qig+Csz+yt5Byb95hLPBwAAQIEwM20tC2trWVgtO7YsaJ+c9qpIU1Wj7/hBaerr2PTiVaSpQDWbymhIV9TMPagp9UEVKQAAwKyNFoIe9a93mlkg84R4MyuX9H5JMUnPLzHO836/95tZeeYJ8WYWkHe4Uubz4pL+a46xWuTtE/oTeeHqZS2VBwAAQGGJhIJ6T22Z3lObvYq0byyeDkTPDcT0zuB4+uvekcX34R2OTet4x7COdyxcCFUUMDVtiS4IR7f7BzdVRKgiBQAAm8eGCkGdc6fN7El5IeWvS/pGRvMDkkolPeicG0/dNLO9/mvfyBhnzMwelvRrku6X9DsZ4/yGpJ2SfuCcO+P3j0n6dLY5mdn98kLQ/+ac++vLe4cAAADYTMxMteUR1ZZHdOMV1QvavSrS2erRVAVp6uv4TDLLqJ6ZpNM7A17fbLaUhGZDUX+p/fZ0FWlUwQD7xwIAgMKxoUJQ32clPSfp62b2YUmvS7pZ0u3ylq///rz+r/vX+T/FfUHShyT9tpndIOkFSddI+rikC/JCVgAAACBvvCrScr2ntnxBm3NOfaPxdDj6zsDsEvtzgxO6MLp4FenFiWldnBjWy1mqSENBfy/SmlLtqM6sJi3V9uqoyqkiBQAAG8yGC0H9atCfkfQfJB2SdJekbklfl/SAc25wmeMMmNmtkr4k6V5Jt0kakPSQpD90znWsxvwBAACAlWBmqq2IqLYiop/ZubCKNDaV0PmLWQ5r8j+mFqkinU44nR2Y0NkcVaTVpcWzFaTzltnXV0SoIgUAAOuOOefyPQf4zOzFlpaWlhdffDHfUwEAAEABSya9vUjnL7NPVZT2jy1eRbqY4mBAzVuicw9rqpkNSsvCG64OAwAA5NGNN96o9vb2dufcjZczDj+BAAAAAJtMIGCqq4ioriKim65cWEU6MTWj84MxPxQdn7PM/vzF2KJVpFOJpM70j+tM/3jW9hq/ivSKjGA0tSdpXXlEAapIAQDAKiAEBQAAADBHSXGRrq4v19X1C/ciTSadekcn08vszw9O6J2MatL+salFxx4Yn9LA+JReOj+0oK04GFBz9cIT7XfUlGj7lhKVUkUKAADeJX6KAAAAALBsgYCpoTKqhsqobt5Vs6B9PD6zYIn9uUFvb9KOizFNJZaoIu0b15m+7FWkW8uK54SjXkVpqXZUl6i2PEwVKQAAyIkQFAAAAMCKKQ0X6ZqGCl3TULGgLZF06h2ZTIeimQc1nR+c0MD44lWk/WNT6h+bUvu5LFWkRQFt3xL1l9aXzt2TtLpE0eLgir1HAACw8RCCAgAAAFgTwYCpsSqqxqqobslSRTo6OZ3ei9RbZj+uc4MxnR+cUMfFCU0nch/qOjWT1Om+cZ3uG5fUt6B9W3l4bgVpxoFN28qoIgUAoNARggIAAABYF8ojIe1rDGlfY/Yq0p6RyXkHNcV0bmBc5wYndHFietGx+0bj6huN68V3Li5oCxcF5gSkOzIOa2reQhUpAACFgBAUAAAAwLoXDJiaqqJqqopKuxe2j0xO63yqgnRg7jL7jh8GX/0AABlKSURBVIsxzSRzV5HGZ5I6dWFMpy6MZW2vzagiTVWPpj62lYdlRhUpAADrHSEoAAAAgA2vIhLStY2VuraxckHbTCKp7uHJdAXpO/MObhpaoor0wmhcF0b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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--SELU() Layer2--ReLU()\n", + "Epoch: 1/7.. Training Loss: 0.053.. Test Loss: 0.077.. Test Accuracy: 0.982\n", + "Epoch: 2/7.. Training Loss: 0.044.. Test Loss: 0.079.. Test Accuracy: 0.983\n", + "Epoch: 3/7.. Training Loss: 0.039.. Test Loss: 0.082.. Test Accuracy: 0.983\n", + "Epoch: 4/7.. Training Loss: 0.037.. Test Loss: 0.082.. Test Accuracy: 0.984\n", + "Epoch: 5/7.. Training Loss: 0.038.. Test Loss: 0.084.. Test Accuracy: 0.984\n", + "Epoch: 6/7.. Training Loss: 0.035.. Test Loss: 0.085.. Test Accuracy: 0.984\n", + "Epoch: 7/7.. Training Loss: 0.034.. Test Loss: 0.086.. Test Accuracy: 0.984\n", + "accuracy mean: 0.983\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--SELU() Layer2--Tanh()\n", + "Epoch: 1/7.. Training Loss: 0.035.. Test Loss: 0.072.. Test Accuracy: 0.984\n", + "Epoch: 2/7.. Training Loss: 0.033.. Test Loss: 0.072.. Test Accuracy: 0.984\n", + "Epoch: 3/7.. Training Loss: 0.032.. Test Loss: 0.077.. Test Accuracy: 0.984\n", + "Epoch: 4/7.. Training Loss: 0.034.. Test Loss: 0.073.. Test Accuracy: 0.984\n", + "Epoch: 5/7.. Training Loss: 0.030.. Test Loss: 0.072.. Test Accuracy: 0.984\n", + "Epoch: 6/7.. Training Loss: 0.031.. Test Loss: 0.072.. Test Accuracy: 0.985\n", + "Epoch: 7/7.. Training Loss: 0.031.. Test Loss: 0.072.. Test Accuracy: 0.984\n", + "accuracy mean: 0.984\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--SELU() Layer2--Sigmoid()\n", + "Epoch: 1/7.. Training Loss: 0.036.. Test Loss: 0.049.. Test Accuracy: 0.984\n", + "Epoch: 2/7.. Training Loss: 0.035.. Test Loss: 0.049.. Test Accuracy: 0.984\n", + "Epoch: 3/7.. Training Loss: 0.035.. Test Loss: 0.049.. Test Accuracy: 0.984\n", + "Epoch: 4/7.. Training Loss: 0.035.. Test Loss: 0.049.. Test Accuracy: 0.984\n", + "Epoch: 5/7.. Training Loss: 0.034.. Test Loss: 0.049.. Test Accuracy: 0.984\n", + "Epoch: 6/7.. Training Loss: 0.034.. Test Loss: 0.050.. Test Accuracy: 0.983\n", + "Epoch: 7/7.. Training Loss: 0.034.. Test Loss: 0.050.. Test Accuracy: 0.984\n", + "accuracy mean: 0.984\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 679 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer1--SELU() Layer2--SELU()\n", + "Epoch: 1/7.. Training Loss: 0.048.. Test Loss: 0.160.. Test Accuracy: 0.984\n", + "Epoch: 2/7.. Training Loss: 0.046.. Test Loss: 0.155.. Test Accuracy: 0.984\n", + "Epoch: 3/7.. Training Loss: 0.039.. Test Loss: 0.149.. Test Accuracy: 0.984\n", + "Epoch: 4/7.. Training Loss: 0.041.. Test Loss: 0.149.. Test Accuracy: 0.984\n", + "Epoch: 5/7.. Training Loss: 0.041.. Test Loss: 0.146.. Test Accuracy: 0.984\n", + "Epoch: 6/7.. Training Loss: 0.042.. Test Loss: 0.143.. Test Accuracy: 0.984\n", + "Epoch: 7/7.. Training Loss: 0.043.. Test Loss: 0.139.. Test Accuracy: 0.984\n", + "accuracy mean: 0.984\n" + ] + }, + { + "data": { + "image/png": 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OOXPODYiz7SN8qYDwA9dBwJ/wz8d3wAozezjJkM1QBv7DUqIlUYbtHhcEVMLhgb8m2zewmvysnKJ8iN1dwn58TJxstbAf9w+ymyKdgm//evyET5HCfvx0GPyMIxzKm6gfz3LOJayvmoj5mrnPBz+OCfpkDOdc06Afx3yZEAzTPANYEqxqg/+y4+/4zNLl5utBZhXSnDBzvDz04yr4IeCQWj+O3Kek/fg9fMblCUEZhbDUwu/wM8hPLuT4c/HvqZOcc1/H28E59yl+4pYGwOFFaNvH+LIlByV535rvnIt+DeB8vc6wPYdGby+m8LX1RtT6cfis7g4JMrfDtq8pwbXDoPR459ykEpynOF5yvhZtkQWZsjPwnyuPjtpc5HsKAnhhNm28v/HhujddVM1g5ycHtGB5K+q4yHIQW5I0IcyKrplKe4Pr/oj/PwfALQm+yLk14t+Zcc4xDT8E/7tgVVXyM1er4r/8jDkOwMw64b+4/Q9+JICIiCSgIKiIiJQZM6tuZjeYnxxhlZntCOt54YfYQVTGROB1fObKEeYnzYkU1gp7OTLQGQRvmgY/jkqUPQY8GewTd4Ik/BDMMuOcextfv/R0fC216eR/oGsI3ISvaxovgyZ0T8QHxXjLkUmO3dPq4TOCAdYWtnOQaZYT/LhHgmBmlm5ml5nZv81shflJP8J+HE5ykYGvYxjpbXzmT0NiZ54O+/GbYfZbcK0q5E9G9ESSfjwq2KfU+rGZZeKDQdn4mccvK+o5Qs65cfjagj3xr7kZ5PfjRviAwTdmliybd1Ah/XhPlalIRWRfTKUfbyc/GFOifhxk+o7A/78/zLwMg32vJ/lCKBROENMlWeYtPgAKUX3OvPPMbLz5iZG2Rrw+dpIf6EkU7P0ySduWBY91k+yTEjM7Aj88exO+3EQe5+tRh3VTE00yVVJhAPHd3XT+ZAp9PzCzTubrvv7P8idSC3+PYU3P6L/Xxb2nyC+I8jKLg3IFpwc//r2I54wMTBbW54sjnB3+aGCE+UmrKptZKzMbis/03BHsE1MT2MyuxwdAawJn4V8PWfhM2nn4vwmfh19kRBxXGRiKv7+rUsnmFxH5LYvOOhAREdkjzKwxPgMpMsixCR8gyMXXxsomzkyozrm1ZjYGX4vuDwQTBQQZOkcFx78SdVjkB+yYiQfiqJFgfczMrXta8CHn3WAJA2Nd8DX7euJrh/3DzNqnEODY21WN+HeirMdoW/EBx+ql35yCzM9g/AEQWbt2C76fhB90w5l/M/BDOAH/ezSzV/D1Fv9AEHgJhh+Hk71ED4XPxpeCgPzss2RKpR+bWXV80LYtPnB7snOuJFlvYXDunWAJ+3FX/BD+0/BfWryBz1gs74rbj2tQOv34VXxphv5m9jD5wdBUZoUP3ztrkLg/RcrbJwjQjKVgkH8rPtM1nDyoPj5Am2jW65wE68NzQf5roiQGBI/jgqBntDfwz1t/M7vdFZzcKsyiLCx7Oa4gczD8u7S4OOcooaTvB2Z2BzAkYtVO/N/qsC/Xxtchzog4piT3FH5B1BifFf9OsL4//nf9rXMuldq6kTZG/DtZPw63bUyyTwzn3GvmJ168DV9r+ZyoXT7B9/szifg7AGBmJ+OHu+cA3Zxzkc/XRDPrig+QtsSXE7kkYvtN+EzoV4OMbBERSUKZoCIiUlYexwdAf8J/KMhyfkKGBs65RsQOq4v2YvDYz/zMqZCfPfdBnJpYkX/zaheSQWbOuRYJrpvSrL97UlCb7SPnXC/ys2Pakl+3sayEAYpUgjjhB8/oYYqRgbZEk1VFC7PCijW8s4juwgdAV+EzxBo452pE9OPIWYPjDZEMM55Ot/xZgS/ET8IyxzkXnQVXYHKNFPpxoi+8U+7HQXByDD5AuRZfO3B+qsenKujHHzrnTif/S4wOZnZYaV+riPZ4Pw4CSLWDH0vcj51zXwFz8cGSv+AnKfrCOfd90gO9sM89kEJ/M+fciIhjr8EHQMNJcZo656o75+o75xoFr5HwudkTE5nFFZSj6Bf82C8yyzEi2zHMZmxC7Ozec4PHgyL+HhWpCcU4pjQlfD8IRlsMDn58DF++oqpzLividzgh3D3y0OI2Jviib3jwY+SQ+PDfRZkQKRRZBzTeCJPobSuKegHn3O34iepew0+wtBiYiv8C4sSIc0e/f14XPI6OCoCG590EvBD82CdcH2TGDsIHT+8xs5qRCz4wHcoI1lcp6n2JiFQkCoKKiMgeF/wnPPyP/AXOuTHOz2IcqSFJOOcmAz/gM296W+Ezxv4c8e+izPpa3kQOEdztEwMVIgzepFLTMNynQMAn+PAXBqEKHfJqZhnkZ4WlUnuxpMIJYa52zr0W1MeLVFg/no/PEKpMfv9N9kH/V/IzTHd7Pw5eVyPx2Vg5+Ilxvkt+VKmoaP14PflDYVMZul2L/FmmS6sfvxY8PhD1c2HC987i9Lfw9THI+UlxlkVuDAKGqX65sTudSv5w/lRET5AU1rusQv7Q8JQFWaXhe0fzZPtGCYc+V7aoCaki1E6wPlVn4QOa45xzNzo/OVL0cO6Y97kS3FMo/IKol5nVM7Oj8JMLbceXxCmqReSXmIienT1S2M//m2SfhJyfqO4i59whzrnmzrnjnHNP4/tG22C36PID4cRaC5Kc+qfgsV4Q4ATfZ6vja4X+iH+PjlxGRRy/MFj3WNHvSkSk4lAQVEREykI2+cNDZyfYJzrTJp4wUPJHfJ2whvjgw7joHZ1zC8j/MH9G9PYKJHIYZ6rDbneX8HfbIih/EFcQuAwnU4nXH8JstZYpXLNF8JiLn1V3dwvrs5WkH+dN9GVm7fHPRdwP+s5PBBJea7f24yCo8jr+C4vNQE8XMXv0brY39uP9gsyruIKaqeEEPfH6Q9gfi9KPdxGbNVZcr+FfF5XxAdk3k++eJwzYnGBmRQ2ohXWYE70+urJ3lOcKg5rD8UHqRMsJwX6/D0phhCaT//u9LUlAsoAg4zc0PXiMrg+cTDisOo3EQfqSlpNI+jsM+kSi+rvFuScgb3b6T/DBwwvJ/3JovCvGJE5BUDacLDHuhHFm1pr8116RJ44rxPn4zMzV+BIqkcKgcrMkx4eB5F3kB3NFRKSIFAQVEZGysIH8iQlihroGAbM/p3Ce4fhMmJOAvwbrXneJZ8weHjxeFdTuiiuYyKOk2TOlzsxOjPrQHE+/iH/Hncl5D3ofH8wy/BDcRK7EDyPeRZwANjAteExlopvwA/8c59y6pHuWjg3BY7x+nAncnsI53sIPMz8MP9kVwNtxskpDw4PHc8ysS7ITm1mxJowJ+tnf8TODbwP6lla9OTNLJTAc2Y+/KY3rlsB7+OHtacANSfa7Gh/k2EnUxDqB4vTjb5xzyWpipiwoEXIz8CjwlyIEkkbgs7Frkp9FGlec/rY+eIz3+qiMr29YpswsC+gV/PhP59y6RAs+43MZPvsuzHINA2y3BT8ejZ+0LOF7dfA35kYKfpER1mftZWbHp9J259yv5A/b7hO93cwaEn+G9aJI+DsM3EXiUhFFvqcoYdmby4Dzgn8XdUKkSP8IHvtY/EnXbgoeF1CKkyCaWRPya6o+5pzbFrVL+B7XN6IsSuTxVcifkOurMBPXOTcnWWkK8vs1QP1g/TWldV8iIuWRgqAiIlLaKptZdrIFH1QJM0ReMrMjAcwszcxOwGdrFFpPzDm3El+LLI38GqLJaoU9iB9SlgF8YmYXRwwrw8z2NbPLgJnA74t01xGi7jUyKFAn6rmI+TtsZguDGnTD45x6BPCdmd1sZoeFx5tZJTM72Myex0+yAz6IlmxoXXFVLez3G7YrCBo8HBx3k5k9bGZhVhFm1sDMBuJ/LwAvOOcWxrnm1OAxlYymcJ8p8Taa2dTg+f0oyTnSUrjHMJP5w+DxcTM7Lgx8mFlHfMCk0KG+QXbnG8GPxwaPyfrxC/gZsysB75rZnyODT2bW0MwuMLNP8YG54ngSnx23AzjLOfdhIfsXYGZLg+d5WJzNb5nZt2Z2Y1Q/TjezQ8zsBeDGYN9/xauRVwqK0o9X4wOHALea2YMWMUNz8HzfBdwXrHrOObckzjVLsx9PD57f91M4Vx7n3GPOuZuC4bmpHrMSuDP48UozeyPySyQzq25mXczPgD0p6vCw39xjZqdZkCFpZofgg8uHk1/uoqych882XE8h2X/OOQf8K/jx4qhtY4CHgh+vBqaaWS/zme5AXl8ZgA96PULBCZ3GAh/j/56NN7MrLcg2NbOqZnaEmT1hZtFZleGQ53vM7NTg74GZ2bHAR5S83mj4OzzTzG4yP0laeC+P478YSBRQL+49hUbjvyA6BP9eupTYLMo8Znao5ddxPSvOLm/iJxiqHLSnXXBcdfOTP10W7HdHnCH/mNmvwbljXj9m1tzMBpvZ4RbU3TSzakE7pgGNgBnk/02M9FzwWA/4t5l1Ct4P04LXynjys8yfTHT/IiKSAuecFi1atGjRUuIFn53mUly64SeT2RyxbmPEz6vxWS2O4HNnkuueHnGOr1Jo5/74Wl/hMbuC622OauPFUcdNDtYPSOEaqT4PLeIcuzDYNjzOthVRx+8M2r4zav1U/ERTic69EVhZyHJugvsv0n3hP/y+ELV9PX4YZ+S60UC1BM9nZtBmBzQv5Ln/KdjvuATbpwbbP4qzbUgR7vHCiP60OmL9loi2bsLXBwy3NU3S7sMj9lsGVCrkPhviM5XCY3LxE8xsjGrnHVHHvR6sH5jk3K0ijt9WSD9ZmuAcS4Pjh8XZ9ktUG3cEz+GuqPWfAHWSnDunkLatBM5M8PtPZWkacVwlfGC6sH48Ej9pTLznpDb+fSa3kL5g+AlVHHBMgn2mB9vfj7PtwWDb5MLeq6KO+yo47q8Jtt8btD28141Bn4v8vc2NOqY++e87YX8KRwLswA8RXhn8fHSC+3g+SZtHJGtzivc9IzjHaynu343811yrONv/HPTNyH6xDv9+ELluNnBA1LH18AGzcJ9dcZ7j86KOycbXu4x8Dwqv9SN+1nsHzIvT1rjPfZz+OCFOm8K+8Eyy30Nx7inq+Kci9htSyO/m0Ih9z0qwz37kv4e4oD/uiPj54STn/zXY5+lCrh2+H0feY9z3s4jjB1Hw9bU9+F1G9pnHiti3e0Ycm13c14gWLVq0VKRFmaAiIlImnHMzgGPwmSJr8ZkZq4Ch+FnNUx0C+z759bEKnTHW+TpjbYGr8FlLa/CTkOwEvsV/4OpK6pOG7EkH4oMGLwCz8B/eauMDCz/hh1Wfgw8Arkl0EnwmbMNCllRmwi6Ucy7XOXc5cDx+KOJCfNZVVWBJ0OZezrkznc+IjHeOyAkezou3D4CZHY2vtzjfORc3g478unnRs64XS9CffofP5PwFHyxbh+8/HUixrpxz7lvyJ754xTmXdPZ259zP+FmI++Mz6n7BB4vBz1Q9DD+Z0f8V4XZCkf8/rELyftKoGOffHz/c/UV8P96I78db8UGbUfjJWLq55CUNahbSttLsx7ucc3/E14R8k4L9eHHQ5tOdc+e42KGu4TnW44P9hi8zkMixwL74gGKiIbml2o9T4Zy7E2iHH478I76fZOBn3X4X+BNwXNQxv+C/8Hoh2M/wAbrRQGfnXKp1SXcLMzsIOCr4cUyKh03Bv96M/CHKeZxzT+Hfh27Df3m0Et8Pc/H1jV/F18hs75z7X9Sxq4EuwCX4DMq15D/Hk/AB1vejjvkV/7f07/gvytLwf0v/hn8PWpnifcXlnHP4kREDg/aHkzFNAfo555JmmxfnnqKEvxcHvFy8uyjQnh/xQ/sfxtdxrYz/W/oh0Mc5d3MxT70EGIz/ouVn/PvTL/h7u5BC3s+cc4Pxr/3X8MPxd+F/l0vx7y8nOOeSlZUREZEUmP+7JiIiUj4FQ/6m4gMojQsJmkg5FQQ4P8fXSDwywT5PANcCtzjnYoYcBkPxl+CDMC2C4MFewcxa4IOghs8OK63JcGQvYmad8cGjmc65uLVBzewZ/Jc0f3HO/S3O9hb4IEkOvh8n+8JDpFwzs8H4AOwnzrluZdwcEREp55QJKiIi5d0VweMoBUArLufcdHxGzREWZ2KdoCbmH/AZOM8mOE3X4PGZvSkAGvgTPgA6SQHQiss5NxVfp7GcemnYAAAgAElEQVS9mXWL3m6+jvDF+Iy+oQlOE/bjpxQAlYrM/ORZfwx+fKEs2yIiIhWDgqAiIlJumdnJ+OHhkD+rtlRcfyWoZxln2/X44eBDnHObEhzfBV864ZHd07ziMbP2+CGhAI+XZVtkj7iVxP34BvxQ4Xudc5vjbAffjzcCj+2e5omUvWBisiFAE/yQ8LfKtkUiIlIRaDi8iIiUO2a2EF9jrUGw6jXnXExtNql4zOwSoCnwN+fchoj11+LrSj7onNtRVu0rCjP7HGiOr6tpwMfOuRPKtlWyJ5jZZfjgzqPOuY0R66/H1xJ80Dm3M9HxIhWVmXUFXgGyyK9zfIFz7h9l1yoREakoFAQVEZFyx8zC2U6XAf8EBjnntpRtq0SKxsyWAvvgJy6ZgK9lurZsWyVSfpnZO0D7IhzysXOu3+5qjxSdmZ2Cn+xtBzAfeMg590rZtkpERCqK9LJugIiISFE556ys2yBSUs65pmXdBpEKph7QsAj7Z+2uhkjxOOfex2fGi4iIlDplgoqIiIiIiIiIiEiFpomRREREREREREREpEJTEFREREREREREREQqNAVBRUREREREREREpEJTEFREREREREREREQqNM0OvxcxswVALWBhGTdFRERERERERERkb9AC2OCca1mSkygIunepVb169aw2bdpklXVDREREREREREREytrcuXPZsmVLic+jIOjeZWGbNm2yZs6cWdbtEBERERERERERKXPt27dn1qxZC0t6HtUEFRERERERERERkQpNQVARERERERERERGp0BQEFRERERERERERkQpNQVARERERERERERGp0BQEFRERERERERERkQpNQVARERERERERERGp0BQEFRERERERERERkQotvawbICIiIiIiIiKyt8nNzWXNmjXk5OSwbds2nHNl3SSRcs/MqFq1KpmZmWRlZZGWtufyMxUEFRERERERERGJkJuby5IlS9i8eXNZN0WkQnHOsXXrVrZu3cqmTZvYd99991ggVEFQEREREREREZEIa9asYfPmzaSnp9OoUSMyMjL2aMaaSEWVm5vLpk2bWLlyJZs3b2bNmjVkZ2fvkWvrFSwiIiIiIiIiEiEnJweARo0akZmZqQCoSClJS0sjMzOTRo0aAfmvtT1y7T12JRERERERERGRcmDbtm0AZGRklHFLRCqm8LUVvtb2BAVBRUREREREREQihJMgKQNUZPcwM4A9OuGYXs0iIiIiIiIiIiKyx4RB0D1JQVARERERERERERGp0BQEFRERERERERERkQpNQVAREREREREREdkrbdy4ETOjZ8+eJT5Xhw4dqFmzZim0qvQ8/fTTmBlvvfVWWTelwlMQVERERERERERECjCzIi3Dhw8v6yaLJJVe1g0QEREREREREZG9y1133RWz7vHHH2f9+vVcd9111KlTp8C2I488cre0IyMjg7lz55ZKBufo0aPZtm1bKbRKyiMFQUVEREREREREpIC77747Zt3w4cNZv349119/PS1atNgj7TAzDjrooFI5V/PmzUvlPFI+aTi8iIiIiIiIiIiUirDu5pYtWxg4cCD7778/VapU4ZprrgFg9erVPPjgg3Tt2pUmTZpQpUoVGjZsyJlnnsmsWbNizpeoJuhNN92EmfHVV1/xxhtv0L59e6pXr052djb9+/dn1apVCdsWacKECZgZjzzyCF988QUnn3wytWvXpmbNmpx44onMnDkz7n0uXryYCy+8kOzsbGrUqEH79u355z//WeB8JfX555/Tp08fsrOzqVq1Kq1ateL666/nl19+idl3+fLlXHfddRxwwAHUqFGDunXr0qZNGy655BKWLFmSt19ubi4vvvgiHTt2JDs7m+rVq9OsWTNOO+00xo4dW+I2783KZSaomTUF7gVOAeoBK4CxwD3OubUpnqNHcPyRQFugLjDNOdc5hWN7A1cCHYBawCpgNnC/c256kW9IRERERERERKSCyM3NpWfPnnz//fecfPLJ1KtXLy8Lc/bs2dx1111069aNPn36ULt2bRYsWMD48eOZMGECH374IV26dEn5Wg899BATJkygT58+HH/88UybNo3XX3+dOXPm8NVXX1GpUqWUzjN16lQGDhxIt27duOyyy/jpp58YO3Ys3bp1Y86cOQWySJcuXcoxxxzD8uXLOeGEE/jd737HsmXLuPjiizn11FOL9mQlMHLkSC644AIqVarE2WefTdOmTZk+fTpPPPEE48aNY9q0aTRp0gSADRs20LFjR5YvX85JJ51E37592bFjB4sWLeKtt96if//+7LvvvgBcf/31PPXUU7Ru3Zrzzz+fmjVrsnz5cmbMmMHYsWPp27dvqbR/b1TugqBmth/wGdAAGAfMA44CrgNOMbNjnXOrUzjV1UAfYCvwAz4IWti104DngcuAJcAYYDXQEDgaaA8oCCoiIiIiIiIiv1lbtmwhJyeHOXPmxNQObdeuHStXrqRu3YJhmB9//JGOHTty44038uWXX6Z8rYkTJ/L1119zwAEHAOCco2/fvowfP55///vfnHbaaSmdZ9y4cYwaNYqzzjorb92jjz7KTTfdxDPPPMNDDz2Ut/7GG29k+fLl3HvvvQwaNChv/VVXXUXnzoXm1hVqzZo1XHrppZgZU6dOpUOHDnnbBg0axJAhQ7jmmmsYM2YMAO+88w5Lly5l4MCBDB48uMC5tm7dys6dO4H8LND99tuP7777jqpVqxbY99dffy1x2/dm5S4ICjyLD4Be65x7KlxpZo8BNwD3AVekcJ7/A+7AB1H3BRakcMyN+ADoa8ClzrntkRvNrHIqNyAiIiIiIiIi5VeLv75T1k1I2cIHTy+T6z7wwAMxAVCArKysuPvvt99+9O7dm5dffpnVq1dTr169lK5z88035wVAwdcQvfTSSxk/fjxffPFFykHQk08+uUAAFODyyy/npptu4osvvshbl5OTw5gxY2jQoAE333xzgf2PPvpozj77bEaMGJHSNRMZNWoUOTk5XHbZZQUCoAB33HEHw4YNY9y4cfz6669kZ2fnbatevXrMuapVq1bgZzOjSpUqcTNkI89VEZWrmqBm1go4CVgIPBO1+S5gE9DfzDIKO5dz7nPn3H+cc7tSvHYt4E5gKXBZdAA0OOeOVM4lIiIiIiIiIlKRHXXUUQm3TZo0iTPOOIOmTZtSpUoVzAwz4+WXXwZ8fctURQcJgbyh32vXplQxMeF5MjMzqV27doHzzJkzh507d9K+ffuYACNQKpmgYW3U7t27x2yrVq0anTp1Ijc3l2+++QaAHj16UL9+fQYNGkTPnj155pln+Prrr8nNzS1wbFpaGueddx5z587l0EMPZdCgQXzwwQfk5OSUuM3lQXnLBA1/+x845wr8Jp1zOWY2DR8kPRqYWMrX7g3UxA+HTzOzs4D9gRxgqnPum1K+noiIiIiIiIhIuVOjRg0yMzPjbnv99de56KKLqFmzJj169KBly5ZkZGRgZnzwwQd8/vnnbNu2LeVrxcs2TU/34a5du1LKe0t4nvBckedZv349AA0bNoy7f6L1RRFeo3HjxnG3h+vXrVsH+AzOGTNmcPfddzNhwgTeeeedvLZce+213HrrrXmZn0OHDuWggw7ilVdeYciQIQBUrlyZ3r178+ijjxaofVrRlLcg6IHB4/8SbJ+PD4IeQOkHQX8XPO4A5gIFeoWZjQYucs5tLuxEZhZ/ajE4qEQt3JvN/xC+GQFZrSCrJdRt6R9rNgSzsm6diIiIiIiISMrKaoh5eWFJPucPHDiQzMxMZs+eTatWrQpsmz9/Pp9//vnubl6J1KpVC4Cff/457vZE64uidu3aAKxcuTLu9hUrVhTYD6Bly5a88sor5ObmMmfOHCZOnMjTTz/NHXfcQaVKlbj11lsBH/C85ZZbuOWWW1i5ciVTpkzh9ddfZ/To0cybN49vvvkm5cmkypvyFgQNf7vrE2wP18cP35dMg+DxFvxM8OcA/wUOxg/NPxPYCAzYDdcu/5Z8AXPeil1fOQPqtggCoy0KBklr7wuVylsXFREREREREZF4du7cyaJFi+jSpUtMAHTHjh17fQAU4LDDDiM9PZ2ZM2eydevWmCHxU6dOLfE12rZtC8DkyZM599xzC2zbtm0bn3/+OWbGkUceGXNsWloahx9+OIcffjinnHIKBx98MGPHjs0LgkZq1KgRZ599NmeffTYdO3bkiy++4IcffuDAAw+M2bciqGgRpvCrBrcbzh2GwbcAvZxzYTj+CzPrjc9O7W9mdzjnliU7kXOufbz1QYZou9Jq8F5lzU/x1+/YBKv+45doaelQp1l+1mjdlhFB0hZQObbgr4iIiIiIiIjsndLT09lnn334z3/+U2BSn9zcXG677TYWLEhlzuqylZmZSd++fXnrrbd4+OGHC8wOP2PGDEaNGlXia5xzzjncfPPNvPzyy1xxxRUcccQRedseeOABVqxYQd++ffOev6+//prs7GyaNm1a4DxhVmqNGjUA2LhxIzNnzqRr164F9tu2bVveEPx4kytVFOUtCBpmetZOsL1W1H6lKayCOz0iAAqAc26Fmc0ATgA6AEmDoL9Jx14LrbrB2gWwZkHw+BNsTfKryt3p91nzE/wYZ3tmYx8UrdsSsloUDJJWr7t77kNEREREREREiu2GG27gpptu4vDDD+eMM84gLS2NTz75hIULF3Lqqafy3nvvlXUTC/Xoo48ydepU7rzzTj799FN+97vfsXTpUkaOHEmvXr0YO3YsaWnFn4s8KyuLF154gf79+3PMMcdw9tlns88++zB9+nQmTZrEvvvuy9NPP523/4QJE7jrrrvo3LkzBx54INnZ2SxatIhx48ZRqVIlbrrpJsDXEO3WrRv77bcfRx11FM2aNWPz5s28//77zJ8/n379+tGsWbMSPz97q/IWBP0+eDwgwfbWwWOimqGlce11CbaHQdKKGzIvicZH+CXa5jX5gdG84GjwmLMi+TlzVvhl0bTYbdXqxMkeDeuQNoISvBmJiIiIiIiISPH85S9/oWbNmjz99NO89NJLZGRk0K1bN0aOHMmLL75YLoKgzZo1Y/r06dx22238+9//ZurUqRx88MG88sorbNmyhbFjx+bVDi2u888/n2bNmvHggw8yYcIEcnJyaNKkCX/+858ZOHAgDRo0yNu3d+/e/PLLL0yZMoUxY8awceNGGjduTK9evbjxxhvzZr6vV68e999/P5MmTWLKlCn88ssv1KpVi9atW3Prrbdy8cUXl6jNeztzbneMHN89zGw/4AdgIbBf5AzxZpYJrADSgPrOuU1FOG8LYAEwzTnXOcE+RwBfA3OdcwfH2f5foA1wjHNueqrXjjrHzHbt2rWbOTPRvEm/Mds3w9qFEUHSn/L/vW4xuNRneSsgvXpEHdIgMBr+u04zqFS5NO9CREREREREypm5c+cC0KZNmzJuiZQ31113HU8++SRTp07l2GOPLevm7NVSfZ21b9+eWbNmzUpUXjJV5SoT1Dn3o5l9gJ8B/mrgqYjN9wAZwNDIAKiZHRQcO6+E1/7GzKYBx5rZpc65YRHXuBQfAP0R+LIk15EIVWpAw4P9Em3XDli/pGD2aOS/d25JfN6dW+CXuX6JZpWgzr6J65BWySi12xMRERERERGR8mn58uU0adKkwLovv/ySF154gSZNmtCxY8cyapkkUq6CoIGrgM+AJ83sBGAu0BE4Hj8M/o6o/cNIl0WuNLPOwKXBjzWDx9ZmNjzcxzk3IOpclwBTgRfN7AzgP/jZ4U8DNgMDnCtueqIUSaXKQXCyVew252Djz0E90QWxmaRb1sYek3fsriD7dCH8NCl2e82GEXVIIzNJW/k6pGaxx4iIiIiIiIhIhdKmTRvatWvHIYccQrVq1fj+++/zhvI/88wzpKeXx5BbxVbufiNBNmgH4F7gFHwAcgXwJHCPc25NiqfaH4gudtAgat2AqGt/b2btgLuAU4ETgTXAm8Bg51yc1ELZ48wgs5FfmneK3b5lXZwh9gv9v3OWJz/3xp/9svjz2G1Va8dO0BQGSTObqA6piIiIiIiISAVx1VVX8e677/LGG2+wceNG6tatS8+ePbnlllvo1ClOLELKXLmqCVrRqSboXmDHFli7KH/2+shM0nWL/Iz1xVGpalQd0lYF65CmVynV2xAREREREZHiU01Qkd1PNUFFylLl6tDgIL9E27UTNiyNM8R+of/3jiRzce3aBr9+75dolga1myaoQ9oSqtaMPUZERERERERERFKmIKhIqiql+2zOui3wJWgjOAebfklch3Tz6sTndbl+tvt1i2HBJ7HbM+rHH2Kf1Qpq1FMdUhERERERERGRQigIKlIazKBmA780Ozp2+9b1QcZodJB0AWxYBiQpS7HpF78s/SJ2W5XMxHVIa+0DaZVK6QZFRERERERERMovBUFF9oRqtaHxEX6JtmOrzwKNV4d07ULI3ZH4vNtzYOV3folWqQrUaR5/iH3d5pBetdRuT0RERERERERkb6YgqEhZq1wN6h/gl2i5u3ymaF5gNDJIutAHQRPZtR1Wz/dLDPOZolktY4fY120J1WqV1t2JiIiIiIiIiJQ5BUFF9mZplfzs8XWaAV0LbnPO1xotEBiN+PemX5Kc2PlJnjYshYVTYjfXqJe4DmlGfdUhFREREREREZFyRUFQkfLKDDKy/bLvUbHbt+VEDa2PrEO61E/IlMjm1X5Z9lXstsoZQWC0RZw6pE39BFIiIiIiIiIiInsRRStEKqqqmdD4cL9E27k9eR3SXdsSn3fHJvh5jl+ipVX2WavxhtjXbQ6Vq5fa7YmIiIiIiIiIpEpBUJHfovQqkL2/X6Ll5kLO8gR1SBfAtg2Jz5u7A9b86Jd4MpsE2aMtYoOk1euUyq2JiIiIiIiIiERTEFRECkpLg9pN/dLyuILbnIPNa6KG2EcESTf+nPzcOcv9smhq7LbqdePXIa3bEjIbqQ6piIiIiIhIBfXDDz/QunVrLrnkEoYNG5a3/sILL+SNN95gyZIlNG3aNKVzNW3alGrVqvHDDz/sruYmbG9Z+uijj+jRoweDBw9m4MCBZd2cvZKCoCKSOjPIqOeXph1it2/b6IfTxwuSrl+SvA7plrV+WT4rdlvlGr4GaV72aESQtHYz1SEVEREREREpZf369ePNN9/k2Wef5corr0y6b48ePfjoo4/417/+Rd++ffdQC3efnTt3UrlyZU444QQ++uijsm6OlBJFDkSk9FStCY0O9Uu0XTt8HdKYyZp+8oHTnVsTn3fHZlj1X79Es0pJ6pC2gCo1SuvuREREREREfjMuv/xy3nzzTV588cWkQdCFCxcyceJEGjduTM+ePUu1DQ8//DADBw6kUaNGpXrekmrevDlz586lTh2VdStPFAQVkT2jUmWot59fouXmwsaVwez1P8UGSbeuT3xet8vvt3ZB/O01G8UOsQ//XSOrdO5NRERERESkgunWrRsHHHAAs2fPZtasWbRr1y7ufsOGDcM5xx/+8AfS00s3zNS4cWMaN25cqucsDZUrV+aggw4q62ZIEaWVdQNEREhLg1pNoMWx0K4/nHAnnP0yXD4Z/roYblkAl30MZ/4dug+EIy+AZp0gM4U/hhtXwuLP4Os3YNIQGH0JvNgdHmoJDzaDoV1h1ACYeC/Meg0WToX1y3xgVkRERERE5DfssssuA+DFF1+Mu33Xrl0MHz4cM+PSSy/NW79s2TLuueceOnXqRKNGjahSpQr77LMPF1xwAfPmzUv5+hdeeCFmxtKlSwusd87x5JNPcvDBB1O1alX22Wcfrr32WjZsiD+R77p163jooYc4/vjj2WeffahSpQoNGjSgb9++fPHFFwX2HTZsGJUrVwZg4sSJmFneMmTIEMDXBI2+59Dy5cu58sorad68OVWrVqVBgwaceeaZzJ49O2bfYcOGYWa8/vrrTJw4ka5du1KzZk1q165Nr169+P7771N+rpL5/vvv6d+/P02aNKFKlSo0adKEiy++mB9/jJ3UeMOGDdxzzz0ceuihZGZmkpmZyf7778/5558fcw9jx46le/fuNGrUKO/30K1bN55//vlSaXdpUyaoiOz9amT5ZZ/2sdu2b05ch3TdYp8pmsjW9bDia79ES68WVYe0Vf6/6zTzma0iIiIiIiIV2MUXX8wdd9zBP/7xDx599FFq1ChYbuzdd99l2bJl9OjRg5YtW+atnzRpUl7QsW3btmRkZDB//nxGjhzJ22+/zWeffcahh8Ypo5aia665hmeffZYmTZrwpz/9ifT0dMaOHcsXX3zBjh07qFatWoH958yZw8CBA+natSu9evWiTp06LFq0iPHjx/Puu+/y7rvvcuKJJwLQrl07Bg0axODBg2nZsiUXXXRR3nm6dOmStF0//vgjnTt3ZuXKlZx44on069ePxYsXM2rUKN555x3+9a9/ceqpp8YcN3bsWMaNG8dpp53GlVdeyZw5c5gwYQJffvkl//3vf8nKKv4oxunTp3PSSSexceNG+vTpw0EHHcS8efN47bXXGD9+PBMnTszL8nXOcdJJJzFjxgw6derEZZddRqVKlVi6dCmTJk2ia9eutG3bFoBnn32Wq6++msaNG9O7d2+ys7NZtWoV33zzDa+88gpXXHFFsdu8uygIKiLlW5Ua0PBgv0TbtdNPyFRgiP3C/CDpzi2Jz7tzK/wyzy/RLA1q7xu/DmlWS6iSUWq3JyIiIiIiUlbq169P3759GTlyJCNHjmTAgAEFtoczo19++eUF1vfo0YOff/6ZmjVrFlg/e/ZsOnfuzG233cbbb79drDZ9+umnPPvss7Ru3ZoZM2ZQt25dAO677z66du3KqlWryMzMLHDMoYceyooVK6hXr16B9YsWLaJjx47ccMMNfPfdd4APgh5++OEMHjyYVq1acffdd6fctssvv5yVK1fy4IMPcuutt+atv+KKK+jWrRsXXXQRixYtigkmjxs3jg8//JBu3brlrbv55pt55JFHGD58OH/5y19SbkOk3NxcLrroInJychgxYgTnnntu3rY33niDCy+8kIsuuojvvvsOM+Prr79mxowZnHXWWYwaNarAuXbt2lUg03bo0KFUq1aNb7/9luzs7AL7/vrrr8Vq7+6mIKiIVFyV0vNrgEZzDjb+nLgO6Za1ic/rcmHdIr8wOXZ7RoOoOqStCtYhNSutOxQRERERkbJwd+2ybkHq7k4yx0IKLr/8ckaOHMmwYcMKBEFXrFjBu+++S8OGDenTp0+BYxo2bBj3XG3btqVr165MnDiRXbt2UalSpSK35+WXXwZg0KBBeQFQgOrVq3P//ffTo0ePmGMSTWDUvHlzzjjjDJ577jmWL19OkyZNitye0MKFC/n4449p2bIlN954Y4Ftxx13HOeccw4jRoxg7Nix9OvXr8D2Cy64oEAAFPzz/sgjj8QM1y+KKVOmMH/+fI477rgCAdDwmk8//TTTp0/n888/p1OnTnnbqlevHnOuSpUqFXi+wddGDUsHRIoOiu4tFAQVkd8mM8hs5Jfmx8Ru37IuPzCaFyRd6B83LEt+7k2r/LJkeuy2qrUhq0VscDSrla9xmqZSzSIiIiIisvfo3r07++23H9OmTWPu3Lm0adMG8MHInTt3MmDAgLiBsPHjxzN06FBmzpzJ6tWr2blzZ4Hta9asoX79+kVuz6xZswDo2rVrzLYuXbqQluAz1ZQpU3jyySeZPn06q1atYvv27QW2L1u2rERB0LBeZpcuXeJOENW9e3dGjBjB7NmzY4KgHTp0iNl/3333BWDt2iQJOoUIn6vu3bvH3d69e3emT5/O7Nmz6dSpE4cddhiHHXYYr732GgsWLKB379507tyZDh06xPyOL7jgAm699VYOPvhgzj33XLp27cqxxx671wZAQUFQEZH4qteB6m2hSdvYbTu2wNpFcYKkQR3S3B2Jz7ttPaz4xi/RKlX1dUhjZrNv5Yffp1cptdsTERERERFJRTgB0G233cawYcN49NFHcc7x97//PeHkQI899hg33ngjWVlZnHjiiTRv3pzq1atjZowZM4bvvvuObdu2Fas969f7zNZ42aZVqlSJyVYEGDVqFOeddx7Vq1enR48etGrVioyMDNLS0vj444+ZMmVKsdsT3a5Es9mH69etWxezLV6mahhI3bUryTwXpdym9PR0Jk+ezD333MPo0aO55ZZbAKhVqxYDBgzg/vvvJyPDl3+75ZZbaNCgAc899xyPP/44f/vb3zAzjj/+eB5++OG8OqN7EwVBRUSKqnJ1aHCQX6Lt2ukzRSMDo2t+CmqRLoAdmxKfd9c2+PV7v0SzNKjdtGDtUdUhFREREREpGyUcYl7e/OEPf+DOO+/k1Vdf5YEHHmDKlCn89NNPdO/enf3337/Avjt27ODuu++mSZMmzJo1KyZYOWXKlBK1pXZtX4rg559/plmzZgW2bd++nbVr18YEFQcNGkS1atWYOXMmBx54YIFtS5YsKXGbItu1cuXKuNtXrFhRYL89oThtysrK4oknnuCJJ55g/vz5TJ48maFDh/Lkk0+yYcOGvHIEAAMGDGDAgAGsXbuWzz77jDFjxvDyyy9z8sknM2/evJgarGVNQVARkdJUKR3qNvcLxxfc5hxsXBU/g3TNT7BlTeLzulyfZbpuMXHrkNZsGD84mtUKqtdVHVIRERERESm2hg0b0rt3b0aPHs3YsWMZM2YMEDshEvjgZE5ODqeeempMAHTDhg15w8aLq127dnz77bd88skn9O/fv8C2Tz/9lNzc3JhjfvzxR9q1axcTAN21axfTpk2L2T8cUl+ULMxw1vQpU6bErXc6adKkvPbvKWGbJk+ezF133RWzffLkyUnb1Lp1a1q3bk2/fv2oX78+Y8eOLRAEDdWtW5fTTz+d008/nZ07d/Lqq68yderUmFqxZU1BUBGRPcUMMhv6pdnRsdu3rh/1zioAACAASURBVI8THF2QWh3SjT/7RXVIRURERERkN7jssssYPXo0jz76KN988w3Z2dn8/ve/j9mvcePGVKtWjS+//JJNmzblDZ/evn07f/7zn0tU4xJ8Vurw4cMZPHgwvXr1ysv63LJlC7fffnvcY5o3b87333/PypUradSoEQDOOe68806+/z52JF5aWhp169Zl8eLFKberRYsWHH/88UyaNImnnnqK66+/Pm/btGnT+Oc//0m9evX2aGCwS5cu7L///kyePJmxY8fSt2/fvG0jRozgs88+o02bNhxzjJ8n48cff2T79u15dV9Da9euZceOHQVKDbz//vuceOKJBeqfOudYtWoVADVq1Nidt1YsCoKKiOwtqtWGJkf6JVp0HdJwFvs1C/ws9bk7Y48JJatDml4N6jSPP5t9nWZQKbbAuYiIiIiI/PacdNJJtGzZMm+28muuuYYqVWLnLahUqRLXXHMNjzzyCIcddhi9e/dm27ZtfPzxx6xfv56uXbvyySefFLsdXbp04corr+S5557jkEMO4ayzziI9PZ2xY8dSv359GjRoEHPMDTfcwDXXXMORRx7JmWeeSXp6OlOmTOF///sfPXv2ZMKECTHHnHDCCbz11lv06dOHtm3bkp6eTrdu3ejcuXPCtg0dOpTOnTtzww038N5779G+fXsWL17MqFGjSE9PZ/jw4XlB4T0hLS2NV155hZNOOokzzzyTvn37cuCBBzJv3jzGjRtHrVq1ePXVV7Fg5ODs2bM5++yz6dChA4ceeiiNGzdm1apVjBs3jp07d3Lrrbfmnfuss84iMzOTzp0706JFC3bt2sWUKVP46quvOOqoozj++OMTNavMKAgqIlIeFFqHdGlscHTtQv/vHZsTn3fn1kLqkO4bGxxVHVIRERERkd8cM+OSSy5h4MCBgM8MTeSBBx6gQYMGvPTSSwwdOpQ6derQo0cP7rvvPm677bYSt+Xpp5/mwAMP5Pnnn+f5558nOzubM844g/vuu4+DDz44Zv+rr76a6tWr88QTT/Dyyy9To0YNunTpwmuvvcabb74ZNwj61FNPkZ6ezsSJE5kwYQK5ubkMHjw4aRC0devWzJw5kyFDhvDuu+8yadIkatWqxemnn87tt98edxb43a1Tp058+eWXDBkyhI8//pjx48eTnZ1Nv379uPPOO2ndunXevh07duSvf/0rn3zyCe+99x5r166lQYMGHHXUUVx77bWcfPLJefs+9NBDfPDBB8ycOZN33nmHatWq0aJFCx566CGuvPLKAhmiewtzzpV1GyRgZjPbtWvXbubMmWXdFBGpKArUIf0pNlCarA5pYVSHVEREREQqqLlz5wLEDAsWkdKT6uusffv2zJo1a5Zzrn1Jrrf3hWVFRKT0lHUd0niz2asOqYiIiIiIiOxhCoKKiPyWFaUOaWSgtKR1SOu2iJ9FqjqkIiIiIiIishsoCCoiIvGlWoc0XhZpYXVIf5nnl2iqQyoiIiIiIiK7gYKgIiJSdJXSg2zOFrBf1Kx/JalD6nJ9lum6RcDk2O15dUjjzGavOqQiIiIiIiKSgIKgIiJSugqrQ7plXX7maF5wdGEp1SFtGT+LVHVIRUREREREftMUBBURkT2reh2o3haatI3dVqAOaWQWaap1SL/2SzTVIRUREREREflNUxBURET2HmVSh7QS1G4aGxzNauUDp6pDKiIiIiIiUqqcc3v8mgqCiohI+ZBKHdICwdGIfyetQ7orvw7pT5Njt9dsGCc42lJ1SEVEREQqMDPDOUdubi5pKqskUurCIKjtwc9TCoKKiEj5F1mHtPkxsdsj65DmBUcXFq0O6eLPY7dVq50fEFUdUhEREZEKo2rVqmzdupVNmzaRmZlZ1s0RqXA2bdoE+NfanqIgqIiIVHzFqkP6E6xbnLwO6dZU65BGzmavOqQiIiIie7vMzEy2bt3KypUrAcjIyMDM9mjWmkhF45zDOcemTZvyXlt78ksGBUFFROS3LaU6pFGTNJVaHdJWcbJIW6gOqYiIiEgZy8rKYtOmTWzevJmlS5eWdXNEKqQaNWqQlZW1x66nIKiIiEgiBeqQRm1zzg+TLxAcLU4d0kmx22s2Kpg5qjqkIiIiIntUWloa++67L2vWrCEnJ4dt27aVyUQuIhWNmVG1alUyMzPJysraozV3FQQVEREpDjPIbOSXotQhXfMT5CxPfu6NK/1SWB3S6AmbajZSHVIRERGRUpKWlkZ2djbZ2dll3RQRKQUKgoqIiOwOqdQhjTebfWnUIS0QHA0ySlWHVERE5P/Zu/Ng267CvvO/dd88P40IMyMkRDzEDEEQYYLACDV2TIKxu8vVKqDacVPIQAOpeFDHGLpxGidmEAba3Wms2Em608bdttsd22JQDBaTGztO2RaThCKw5ifpzfNd/cfeV++8o3vuPefec997Z+nzqdq1393D2vtQLhd8a+29AXgcE0EB4Exb7j2ke799Ko56DykAAMCqiaAAcC5Zt/7UDM5l30M69DX7ww+PHnei95AOfc1+65l7WTkAAMBaEEEBYFaM/R7SRb5mP5X3kA7E0W0XdY/Xr9uQzG147L/n1vfbNp7699zC395bCgAAnFkiKAC04my8h3QlytwS4XTj6RF1sePW7JyN3UzcZc/ZIOQCAMCMEUEB4PFgkveQPnRH8vCd472HdCXqfHLyaLfMqjLXz2rdMGY4HTUzdtrn9PfzmHsbCrxCLgAAjzMiKAA83o37HtLBWaRH9yUnj3czSE8e6/99vAuqJ4+d+vf88X7/wr+PJ6ln41dOV53vPkSVI2f7TlaurJswnI4KtFM+57TAu9S9beheEQEAAGMQQQGA0ZZ7D+mkak3mT54KovMnuvVy4fTRyHp8kW2jzjl2avzFzlnumkud04J6MjlxMk2E3MfMlh0j6o4TWzduTTbv7l41MbjevLt7V+46/1UaAGBW+G9uAMCZU0ofm9Z3j+jPotNC7oTh9dFzhgPwqHOGA/A454wZeFuwEHJPnKWQu3HHUCDddXooHY6nWwYC6vqNZ+eeAQAep0RQAIBJNBNyT4wIp8OvOZhmrF1qhu841xy4z6U+5nWmHNvfLXu/Pfm5G0bMMl2IqUtF1A2bp/9bAAAaJ4ICADzelHLqkfBZ9WjIXS6cDs+CHXXOIjNnjx1IjjySHH7k9PWRvcmRfVnV+22PH+qW/XdPfu66TaMD6XIRdcNW71IFAB6XRFAAAGbP2Q658ye7D4QNB9LDC5F0kXg6uK/Or/zaJ492Hyw7cN/k585tOP2x/cUe1R+1b9MOARUAmFkiKAAATGpuXbLlvG6ZVK3J0f0TxtN+/+FHVvdO1/njyaEHu2VSZW75R/VHRdRNu5K5uZXfNwDAKomgAABwJpWSbN7ZLbufOtm5tXaP0Y8KpMvNQF3NR6TqfHL44W55eNKTF37zuBH1vNO3rfM/WwCA1fHfJgAAYFaUkmzc1i27njT5+cePrOzx/cOPJMcPruLGaz/W3iR3TX76xh1LP6q/1LtQ129cxX0DAK0QQQEA4PFiw+ZkwyXJjksmP/fEsccG0yN7u5mhI+Npvz66b3X3fWx/t+z7zuTnbti6/PtOR0XUDVtWd98AwDlDBAUAAJa3fmOy/aJumdTJE/2HpB6e7PH9hX+nrvy+jx/qlv13T37uuk3jfTRqsX0bt/mQFACcQ0RQAABgba1bn2w9v1smNT/fBdRJPyC1sK2eXPl9nzyaHLivWyY1t375R/VHRdRNOwVUAJgyERQAADh3zc11YXDL7uS8Cc+tNTl2YLwPSC227+Sxld/3/Ink0IPdMqkyNxROJ4iom3clc+tWft8A0CgRFAAAaFMpyaYd3ZKnTHZurcnxw5N/QGphfeLwyu+7znevDjj8cPLwCs7ftCvZsmu8d6FuOS/ZdlGy9cJk49aV3zMAnONEUAAAgGGldFFw49Zk53dNfv6JoyufgXrswOru/ejebsldk523YWsXQ7dd0K8vGvj3hafWC//23lMAZogICgAAMG3rNyU7ntAtkzp5vJ9duhBIHx5zBupC/Fyh44eSvXd1yzjWb14kml6YbL1g8Wi6aYdoCsBZI4ICAACcS9ZtOBUPJzV/8lRAHefx/UN7uuXgg92HoCZx4kiy7zvdMtbv2jhmNL2o27Z5l2gKwNSIoAAAAK2YW5dsPb9bJrHwEamDDyQH93QfdDr44Kn14L8P7emOO3FksmucPJbsv7tbxvotGwYC6QUD0fTC0x/TfzSa7u4+pAUAixBBAQAAHu8GPyJ1/jOXP77W5NjBPowOR9PFQuqe5PjBye5p/nhy4N5uGes3rBsjmg5s23KeaArwOCKCAgAAMJlSkk3bu+W8p493zrFDQ7NJ+2C6aEh9cPIPRNWTycH7u2Ws3zCXbDn/9Nmkg4/lD4fUred3M20BmEkiKAAAAGtv49Zk41OT3U8d7/jjRx47m/TRaDocUvckR/dNdj91vhvr0IPJA18d44TSzR4dO5pekKzzP7kBzhX+PzIAAADnng2bk11P7pZxnDh6KoyOfJfpwOzTI3snvKGaHH6oWx78+ninbN69RDRdeKfpQDRdv3HCewJgXCIoAAAAs2/9pmTnd3XLOE4eXyaaDm07/PDk93TkkW7Z883xjt+0q3t/6baLHvsBqOFouu3C7jcDMBYRFAAAgMefdRuSHZd0yzhOnuhmgS73LtOFfx96KEmd7J6O7u2Wh+4Y7/iNO5aJphedvm3DlsnuB6AhIigAAAAsZ936ZPvF3TKO+ZPd7NGDDyzxWP7ATNRDe7r3lE7i2P5uefjO8Y7fsG0oml449Jj+UDTduG2y+wE4h4mgAAAAMG1z6049vj6O+fnu0fklo+nA7NNDe5L5E5Pd0/GDySMHk0fuGu/49VseG0YXouliIXXj9qSUye4J4AwRQQEAAOBsm5tLtp7fLRc9e/njF6Lp8HtNH/N+04FH9uePT3ZPJw4ne+/qlnGs27RINL1w9OzTTTtFU+CMEUEBAABg1gxG0wsvW/74WpMjexf5GNQDi4TUPd32k8cmu6eTR5N93+mWcazbOOJdpsPRtN+2ebdoCqyYCAoAAACtKyXZsrtbLrh0+eNrTY7uf+xs0qWi6Ykjk93TyWPJ/ru7ZRxz60e8y/TC0/+9sN68u4vFABFBAQAAgGGlJJt3dsv5z1z++FqTYweHoukDiz+Wv7Dt+KHJ7mn+RHLg3m4Z6zes62Lp9ouTHZckO57YL5ecvt5+cfcOV6BpIigAAACwOqUkm7Z3y3lPH++cY4ceO5t00Wjazz49dmCye6onk4P3d8t9f7nEvc8l258wFEe/67GxdOv5HseHGSaCAgAAAGfexq3Jxqcmu5863vHHjyzy4adFHstf+PfRfeONW+eT/fd0S/589HHrNj42jC4WTDftEEvhHCSCAgAAAOe+DZuTXU/ulnGcONoF0QP3Jfvv7UPnvaeC58K/D+0Zb7yTx5JH7uqWJe9zWxdDdy7E0cWC6SXJhi3jXReYChEUAAAAaM/6TcmuJ3XLUk4cPRVK9929SDDt1+POLD1+MHno9m5Zyubdp+LozkUev99xSfeY/roN410XWJIICgAAADx+rd/UPZK/3GP5Rw/0sfSeJYLpPcmJI+Nd98gj3fLAbUscVJJtF50eRhcLplsvTObmxv7J8HgkggIAAAAsZ+HDTxdcOvqYWruwORxH9w0+gt9/4X7+xBgXrac+7nTvfxp92Nz6ZPslj338fjiYbt7tfaU8bomgAAAAANNQSrLlvG65+Dmjj5uf795Fun+R2aSDwfTgA0nq8tedP5Hs+063LGX9lhEfd3pisvOJp/7euG2inw2zQAQFAAAAOJPm5pLtF3XLE//26ONOHk8O3N8H0iWC6ZFHxrvuicPJw9/qlqVs2jkQSUcE0+1P6F4lADNCBAUAAAA4F63bMPBxp+ePPu744VOP2i+8m3Tw8fuFYHr84HjXPbqvWx78+tLHbb1gII5ekuxY5H2l2y9O5taN/ZNhrcxkBC2lPDnJe5Jcm+SCJPck+Z0k7661PjzmGK/sz//+JM9Ncl6SW2utL5ngPv5pfx9J8spa66fG/hEAAAAA07BhS3L+M7plKUf2Lf4xp9P+vjc5eWy86x7a0y33/eXoY8pcN2v0MY/hD80y3Xq+95WypmYugpZSLk3y+SQXJ/ndJF9N8sIkb0tybSnlqlrrnjGGuj7Ja5IcSfLNdBF0kvt4XpJ/muRAku2TnAsAAABwxm3e2S0XXT76mFqTww8n+xZ5/H4wmB64L6nzy1+zzp86L38++rh1G0e/r3QwmG7aIZayIjMXQZN8NF0AfWut9cMLG0sp70/y9iTvTfKmMcZ5X5Ib0kXUpyRZ5oUYp5RSNif5zST/X7qAet245wIAAACcs0rpZmVuPT+55HtGHzd/svtw0/DHnE57DP/ubqboOE4eSx65q1uWsmFbF0Mf/fL9YsH0km52LAyYqQhaSnlmkmuS3JnkI0O735Xkp5JcV0p5Z611yRdd1Fq/MDDupLfyz5I8I92j9D8/6ckAAAAAM21u3akI+V3PHX3ciaPdrNHhjzkNB9Oje8e77vGDyUO3d8tSNu8+FUR3LvKu0h2XdI/pr9sw/m9mps1UBE3y8n59c62nz7mute4vpdyaLpK+KMmn1+IGSilXp3v0/u211q+vIKACAAAAPD6s35Tsfmq3LOXogT6W3rNEML0nOXFkvOseeaRbHrhtiYNKsu2ixwbSncPvK70wmZsb+ydzbpq1CPrsfj3q82TfSBdBL88aRNBSyq4kNyX5XJIbpz0+AAAAwOPSpu3dcsGlo4+pNTmyd/GPOT0aTe9NDtybzJ8Y46I1OXh/t9z7n0YfNrc+2X7J4o/fDwbTzbu9r/QcNmsRdFe/HjVHemH77jW6/ofTfY3+6lprXekgpZSvjNh1xUrHBAAAAGhaKcmW3d1y8XNGHzc/372LdPhjTsPB9OADScbIO/Mnkn3f6ZalrN/cx9FFHr8fjKUbt030s5mOWYugy1nI7SsOlCMHLuW16T6AdH2t9Y5pjw8AAADAFMzNJdsv6pYnft/o404eTw7cf/rj9osF08MPj3fdE0eSh+/slqVs2jkwq3REMN3+hO5VAkzNrEXQhZmeu0bs3zl03FSUUs5P8mtJPpPkY6sdr9b6/BHX+UqS5612fAAAAACWsW5DsutJ3bKU44cHvni/EEfvPn3bvnu6jzaN4+i+bnlw1Nsee1svGIijI4Lp9ou7j1SxrFmLoF/r15eP2H9Zv17m/4om9tQkF6b7MNP8iI8hfbLf/vZa6wenfH0AAAAAzoYNW5Lzn9EtSzm6f5GPOS0yy/TksfGue2hPt9z3l6OPKXPdrNEdlyTPe33ygjeO/7seZ2Ytgt7Sr68ppcwNfiG+lLIjyVVJDif54pSvuyfJ/zZi30vTxdc/SHJ3kiX+LxMAAACAJm3akVy0I7lo1Ny9dB93OvzwwIechoNpP8P0wH3Jqey1xHjzpwLrc/7+9H5Lg2YqgtZaby+l3JzuC/DXp/tQ0YJ3J9mW5NdqrY/OPy6lXNGf+9VVXPfbSX5ysX2llJvSRdD311o/tdJrAAAAANC4UpKt53fLE7579HHzJ7sPNy3E0X13D8XS/t+HHjx1zo4nrv39z7CZiqC9Nyf5fJIbSymvSHJbkiuTXJ3uMfgbho6/rV+f9gx7KeUlORU2t/fry/qomSSptb5hmjcOAAAAAMuaW3fqXaBLOXG0mzW6/97kvKefkVubVTMXQfvZoC9I8p4k1yZ5dZJ7ktyY5N211ofGHOpZSV4/tO3ioW1vWN3dAgAAAMAaWb8p2f3UbmFJMxdBk0cfTx/rTa+11kW/YlRrvSnJTVO4lzdELAUAAACAc9bc2b4BAAAAAIC1JIICAAAAAE0TQQEAAACApomgAAAAAEDTRFAAAAAAoGkiKAAAAADQNBE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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 386, + "width": 672 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "f=0\n", + "model=Classifier()\n", + "overall_acu=[]\n", + "lrr=[0.03,0.003,0.001]\n", + "for x in lrr:\n", + " print(f\" ----------------FOR LEARNING RATE {x}-------------------- \")\n", + " for a in[nn.ReLU(),nn.Tanh(),nn.Sigmoid(),nn.SELU()]:\n", + " for b in[nn.ReLU(),nn.Tanh(),nn.Sigmoid(),nn.SELU()]:\n", + " print(\"Layer1--{} Layer2--{}\".format(a,b))\n", + " f+=1\n", + " criterian=nn.NLLLoss()\n", + " optimizer=optim.SGD(model.parameters(),lr=x)\n", + " aaccuracy=0\n", + " epoch=7\n", + " train_losses=[]\n", + " test_losses=[]\n", + " for e in range(epoch):\n", + " running_loss=0\n", + " for images,labels in trainloder:\n", + " images=images.view(images.shape[0],-1)\n", + " optimizer.zero_grad()\n", + " output=model(images,a,b)\n", + " loss=criterian(output,labels)\n", + " loss.backward()\n", + " optimizer.step()\n", + " running_loss+=loss.item()\n", + " else:\n", + " test_loss=0\n", + " accuracy=0\n", + " with torch.no_grad():\n", + " model.eval()\n", + " for images,labels in testloder:\n", + " images=images.view(images.shape[0],-1)\n", + " log_ps=model(images,a,b)\n", + " test_loss+=criterian(log_ps,labels)\n", + " ps=torch.exp(log_ps)\n", + " top_p,top_class=ps.topk(1,dim=1)\n", + " equals=top_class==labels.view(*top_class.shape)\n", + " accuracy+=torch.mean(equals.type(torch.FloatTensor))\n", + " accuracy=(accuracy/len(testloder))\n", + " aaccuracy+=accuracy\n", + " model.train()\n", + " print(\"Epoch: {}/{}.. \".format(e+1, epoch),\n", + " \"Training Loss: {:.3f}.. \".format(running_loss/len(trainloder)),\n", + " \"Test Loss: {:.3f}.. \".format(test_loss/len(testloder)),\n", + " \"Test Accuracy: {:.3f}\".format(accuracy))\n", + " train_losses.append(running_loss/len(trainloder))\n", + " test_losses.append(test_loss/len(testloder))\n", + " aaccuracy=aaccuracy/epoch\n", + " overall_acu.append(aaccuracy)\n", + " print(\"accuracy mean: {:.3f}\".format(aaccuracy))\n", + " fig=plt.figure(figsize=(11,6))\n", + " plt.plot(train_losses, label='Training loss')\n", + " plt.plot(test_losses, label='Validation loss')\n", + " plt.ylabel('Loss')\n", + " plt.xlabel('Epoch-1')\n", + " plt.title(\"Layer1:{},Layer2:{},Mean_ACcuracy:{:.3f}\".format(a,b,aaccuracy)) \n", + " plt.legend()\n", + " plt.show()\n", + " fig.savefig(\"{}.png\".format(f))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "accu=overall_acu" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "for i in range(len(accu)):\n", + " accu[i]=accu[i].numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "result=pd.DataFrame(columns=['Learning Rate','Layer1','Layer2','Accuracy_7_epoch'],index=range(1,len(accu)+1))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "i=0;\n", + "for l in lrr:\n", + " for a in[nn.ReLU(),nn.Tanh(),nn.Sigmoid(),nn.SELU()]:\n", + " for b in[nn.ReLU(),nn.Tanh(),nn.Sigmoid(),nn.SELU()]:\n", + " result.iloc[i][0]=l\n", + " result.iloc[i][1]=a\n", + " result.iloc[i][2]=b\n", + " result.iloc[i][3]=accu[i]\n", + " i+=1" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "result.index.name='Sl.No.'" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "result.to_csv('Result.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + 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" + ], + "text/plain": [ + " Learning Rate Layer1 Layer2 Accuracy_7_epoch\n", + "Sl.No. \n", + "1 0.03 ReLU() ReLU() 0.94577456\n", + "2 0.03 ReLU() Tanh() 0.9741526\n", + "3 0.03 ReLU() Sigmoid() 0.9736408\n", + "4 0.03 ReLU() SELU() 0.97318584\n", + "5 0.03 Tanh() ReLU() 0.9771667" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/plots.zip b/plots.zip new file mode 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    Learning_RateNo_of_layerepoch1epoch2epoch3epoch4epoch5epoch6epoch7epoch8epoch9epoch10Mean_accuracy
    10.0012tensor(0.7168)tensor(0.8155)tensor(0.8427)tensor(0.8576)tensor(0.8696)tensor(0.8773)tensor(0.8835)tensor(0.8881)tensor(0.8920)tensor(0.8949)tensor(0.8538)
    20.0013tensor(0.6882)tensor(0.7942)tensor(0.8348)tensor(0.8579)tensor(0.8692)tensor(0.8748)tensor(0.8813)tensor(0.8865)tensor(0.8898)tensor(0.8934)tensor(0.8470)
    30.012tensor(0.9113)tensor(0.9202)tensor(0.9269)tensor(0.9298)tensor(0.9342)tensor(0.9375)tensor(0.9388)tensor(0.9437)tensor(0.9466)tensor(0.9487)tensor(0.9338)
    40.013tensor(0.9164)tensor(0.9275)tensor(0.9363)tensor(0.9439)tensor(0.9487)tensor(0.9512)tensor(0.9541)tensor(0.9584)tensor(0.9596)tensor(0.9627)tensor(0.9459)
    50.052tensor(0.9514)tensor(0.9523)tensor(0.9604)tensor(0.9624)tensor(0.9619)tensor(0.9649)tensor(0.9658)tensor(0.9666)tensor(0.9693)tensor(0.9689)tensor(0.9624)
    60.053tensor(0.9587)tensor(0.9630)tensor(0.9690)tensor(0.9698)tensor(0.9727)tensor(0.9765)tensor(0.9752)tensor(0.9747)tensor(0.9786)tensor(0.9776)tensor(0.9716)
    70.12tensor(0.9621)tensor(0.9616)tensor(0.9667)tensor(0.9688)tensor(0.9652)tensor(0.9671)tensor(0.9637)tensor(0.9694)tensor(0.9730)tensor(0.9699)tensor(0.9667)
    80.13tensor(0.9687)tensor(0.9708)tensor(0.9724)tensor(0.9725)tensor(0.9761)tensor(0.9726)tensor(0.9749)tensor(0.9767)tensor(0.9790)tensor(0.9748)tensor(0.9739)
    90.52tensor(0.1026)tensor(0.1026)tensor(0.1026)tensor(0.1026)tensor(0.1026)tensor(0.1026)tensor(0.1026)tensor(0.1026)tensor(0.1026)tensor(0.1026)tensor(0.1026)
    100.53tensor(0.1027)tensor(0.1026)tensor(0.1026)tensor(0.1026)tensor(0.1026)tensor(0.1026)tensor(0.1026)tensor(0.1026)tensor(0.1026)tensor(0.1026)tensor(0.1026)
    \n", + "
    " + ], + "text/plain": [ + " Learning_Rate No_of_layer epoch1 epoch2 epoch3 \\\n", + "1 0.001 2 tensor(0.7168) tensor(0.8155) tensor(0.8427) \n", + "2 0.001 3 tensor(0.6882) tensor(0.7942) tensor(0.8348) \n", + "3 0.01 2 tensor(0.9113) tensor(0.9202) tensor(0.9269) \n", + "4 0.01 3 tensor(0.9164) tensor(0.9275) tensor(0.9363) \n", + "5 0.05 2 tensor(0.9514) tensor(0.9523) tensor(0.9604) \n", + "6 0.05 3 tensor(0.9587) tensor(0.9630) tensor(0.9690) \n", + "7 0.1 2 tensor(0.9621) tensor(0.9616) tensor(0.9667) \n", + "8 0.1 3 tensor(0.9687) tensor(0.9708) tensor(0.9724) \n", + "9 0.5 2 tensor(0.1026) tensor(0.1026) tensor(0.1026) \n", + "10 0.5 3 tensor(0.1027) tensor(0.1026) tensor(0.1026) \n", + "\n", + " epoch4 epoch5 epoch6 epoch7 \\\n", + "1 tensor(0.8576) tensor(0.8696) tensor(0.8773) tensor(0.8835) \n", + "2 tensor(0.8579) tensor(0.8692) tensor(0.8748) tensor(0.8813) \n", + "3 tensor(0.9298) tensor(0.9342) tensor(0.9375) tensor(0.9388) \n", + "4 tensor(0.9439) tensor(0.9487) tensor(0.9512) tensor(0.9541) \n", + "5 tensor(0.9624) tensor(0.9619) tensor(0.9649) tensor(0.9658) \n", + "6 tensor(0.9698) tensor(0.9727) tensor(0.9765) tensor(0.9752) \n", + "7 tensor(0.9688) tensor(0.9652) tensor(0.9671) tensor(0.9637) \n", + "8 tensor(0.9725) tensor(0.9761) tensor(0.9726) tensor(0.9749) \n", + "9 tensor(0.1026) tensor(0.1026) tensor(0.1026) tensor(0.1026) \n", + "10 tensor(0.1026) tensor(0.1026) tensor(0.1026) tensor(0.1026) \n", + "\n", + " epoch8 epoch9 epoch10 Mean_accuracy \n", + "1 tensor(0.8881) tensor(0.8920) tensor(0.8949) tensor(0.8538) \n", + "2 tensor(0.8865) tensor(0.8898) tensor(0.8934) tensor(0.8470) \n", + "3 tensor(0.9437) tensor(0.9466) tensor(0.9487) tensor(0.9338) \n", + "4 tensor(0.9584) tensor(0.9596) tensor(0.9627) tensor(0.9459) \n", + "5 tensor(0.9666) tensor(0.9693) tensor(0.9689) tensor(0.9624) \n", + "6 tensor(0.9747) tensor(0.9786) tensor(0.9776) tensor(0.9716) \n", + "7 tensor(0.9694) tensor(0.9730) tensor(0.9699) tensor(0.9667) \n", + "8 tensor(0.9767) tensor(0.9790) tensor(0.9748) tensor(0.9739) \n", + "9 tensor(0.1026) tensor(0.1026) tensor(0.1026) tensor(0.1026) \n", + "10 tensor(0.1026) tensor(0.1026) tensor(0.1026) tensor(0.1026) " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10, 13)" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "for i in range(10):\n", + " for j in range(2,13):\n", + " data.iloc[i,j]=data.iloc[i,j].numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    Learning_RateNo_of_layerepoch1epoch2epoch3epoch4epoch5epoch6epoch7epoch8epoch9epoch10Mean_accuracy
    10.00120.716759560.815485660.842655240.85758360.86962580.8772890.88345940.88813690.89201830.894904430.85379183
    20.00130.688196660.79418790.8347930.857882140.86922770.8748010.881269930.88654460.88982880.893411640.8470144
    30.0120.911325630.92018310.92685110.92983680.93421580.93750.93879380.94367040.94655650.9487460.9337679
    40.0130.916401270.927547750.936305760.94386940.9487460.95123410.95412020.958399650.959593950.962679150.9458898
    50.0520.95143310.95232880.960390150.96238060.961882950.96486860.965764340.96656050.96934710.9689490.96239054
    60.0530.95869830.96297770.969048560.969844760.97273090.976512730.975218950.97472130.97860270.97760750.97159636
    70.120.9620820.96158440.966660.968750.96516720.96705810.963674370.969446660.973029430.969944240.96673965
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    50.0520.9510.9520.960.9620.9620.9650.9660.9670.9690.9690.962
    60.0530.9590.9630.9690.970.9730.9770.9750.9750.9790.9780.972
    70.120.9620.9620.9670.9690.9650.9670.9640.9690.9730.970.967
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zKE4aqvg0rK&V1zVq0&Z#kj19J1x4iDLUsxM;g94y^JxRg`iyAbCg6+^1)Mkk`_KkB z{w3d;F9t{!q3xP=0F5B1{V!=U{Fi)ZzFr`?8X+d!2Q;4WJ5rVa{!g^;j?fK|^q#eE zR0Gb_e5(Iy^4R|+-1NdN%*-7I7d ziSQ@dcjj{jlE}AFXH3BUJbJh6-pl_b- Date: Mon, 10 Dec 2018 16:23:29 +0530 Subject: [PATCH 2/2] Add files via upload --- iit kgp2.ipynb | 1272 ++++++++++++++++++++++++++++++++++++++++++++++++ plots2.zip | Bin 0 -> 233001 bytes result1.csv | 11 + 3 files changed, 1283 insertions(+) create mode 100644 iit kgp2.ipynb create mode 100644 plots2.zip create mode 100644 result1.csv diff --git a/iit kgp2.ipynb b/iit kgp2.ipynb new file mode 100644 index 0000000..5d535e0 --- /dev/null +++ b/iit kgp2.ipynb @@ -0,0 +1,1272 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "from torch import nn\n", + "from torch import optim\n", + "from torchvision import datasets,transforms\n", + "import torch.nn.functional as F\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "transform=transforms.Compose([transforms.ToTensor(),\n", + " transforms.Normalize((0.5,0.5,0.5),(0.5,0.5,0.5))])" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "trainset=datasets.MNIST('~/.pytorch/MNIST_data',train=True,transform=transform,download=True)\n", + "trainloder=torch.utils.data.DataLoader(trainset,batch_size=64)\n", + "\n", + "testset=datasets.MNIST('~/.pytorch/MNIST_data',train=False,transform=transform,download=True)\n", + "testloder=torch.utils.data.DataLoader(testset,batch_size=64)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "class Classifier(nn.Module):\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.fc1=nn.Linear(784,256)\n", + " self.fc2=nn.Linear(784,64)\n", + " self.fc3=nn.Linear(256,64)\n", + " self.fc4=nn.Linear(64,10)\n", + " # Dropout module with 0.2 drop probability\n", + " self.dropout=nn.Dropout(p=0.2)\n", + " def forward(self,x,a):\n", + " # make sure input tensor is flattened\n", + " x = x.view(x.shape[0], -1)\n", + "\n", + " # Now with dropout\n", + " if(a==3):\n", + " x=self.dropout(F.relu(self.fc1(x)))\n", + " x=self.dropout(F.relu(self.fc3(x)))\n", + " if(a==2):\n", + " x=self.dropout(F.relu(self.fc2(x)))\n", + " # output so no dropout here\n", + " x = F.log_softmax(self.fc4(x), dim=1)\n", + "\n", + " return x" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "data=pd.DataFrame(columns=['Learning_Rate','No_of_layer','epoch1','epoch2','epoch3','epoch4','epoch5','epoch6','epoch7','epoch8','epoch9','epoch10','Mean_accuracy'],index=range(1,11))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -----------------For learning_Rate:0.001 No_of_Layer:2----------------\n", + "Epoch: 1/10.. Training Loss: 1.968.. Test Loss: 1.574.. Test Accuracy: 0.717\n", + "Epoch: 2/10.. Training Loss: 1.337.. Test Loss: 1.034.. Test Accuracy: 0.815\n", + "Epoch: 3/10.. Training Loss: 0.978.. Test Loss: 0.773.. Test Accuracy: 0.843\n", + "Epoch: 4/10.. Training Loss: 0.798.. Test Loss: 0.639.. Test Accuracy: 0.858\n", + "Epoch: 5/10.. Training Loss: 0.697.. Test Loss: 0.561.. Test Accuracy: 0.870\n", + "Epoch: 6/10.. Training Loss: 0.631.. Test Loss: 0.508.. Test Accuracy: 0.877\n", + "Epoch: 7/10.. Training Loss: 0.587.. Test Loss: 0.472.. Test Accuracy: 0.883\n", + "Epoch: 8/10.. Training Loss: 0.553.. Test Loss: 0.444.. Test Accuracy: 0.888\n", + "Epoch: 9/10.. Training Loss: 0.526.. Test Loss: 0.423.. Test Accuracy: 0.892\n", + "Epoch: 10/10.. Training Loss: 0.504.. Test Loss: 0.405.. Test Accuracy: 0.895\n", + "accuracy mean: 0.854\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -----------------For learning_Rate:0.001 No_of_Layer:3----------------\n", + "Epoch: 1/10.. Training Loss: 1.977.. Test Loss: 1.555.. Test Accuracy: 0.688\n", + "Epoch: 2/10.. Training Loss: 1.340.. Test Loss: 0.978.. Test Accuracy: 0.794\n", + "Epoch: 3/10.. Training Loss: 0.975.. Test Loss: 0.725.. Test Accuracy: 0.835\n", + "Epoch: 4/10.. Training Loss: 0.801.. Test Loss: 0.598.. Test Accuracy: 0.858\n", + "Epoch: 5/10.. Training Loss: 0.700.. Test Loss: 0.524.. Test Accuracy: 0.869\n", + "Epoch: 6/10.. Training Loss: 0.633.. Test Loss: 0.477.. Test Accuracy: 0.875\n", + "Epoch: 7/10.. Training Loss: 0.590.. Test Loss: 0.444.. Test Accuracy: 0.881\n", + "Epoch: 8/10.. Training Loss: 0.557.. Test Loss: 0.420.. Test Accuracy: 0.887\n", + "Epoch: 9/10.. Training Loss: 0.531.. Test Loss: 0.400.. Test Accuracy: 0.890\n", + "Epoch: 10/10.. Training Loss: 0.508.. Test Loss: 0.384.. Test Accuracy: 0.893\n", + "accuracy mean: 0.847\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -----------------For learning_Rate:0.01 No_of_Layer:2----------------\n", + "Epoch: 1/10.. Training Loss: 0.418.. Test Loss: 0.311.. Test Accuracy: 0.911\n", + "Epoch: 2/10.. Training Loss: 0.358.. Test Loss: 0.279.. Test Accuracy: 0.920\n", + "Epoch: 3/10.. Training Loss: 0.325.. Test Loss: 0.254.. Test Accuracy: 0.927\n", + "Epoch: 4/10.. Training Loss: 0.298.. Test Loss: 0.238.. Test Accuracy: 0.930\n", + "Epoch: 5/10.. Training Loss: 0.280.. Test Loss: 0.222.. Test Accuracy: 0.934\n", + "Epoch: 6/10.. Training Loss: 0.262.. Test Loss: 0.209.. Test Accuracy: 0.938\n", + "Epoch: 7/10.. Training Loss: 0.249.. Test Loss: 0.199.. Test Accuracy: 0.939\n", + "Epoch: 8/10.. Training Loss: 0.237.. Test Loss: 0.187.. Test Accuracy: 0.944\n", + "Epoch: 9/10.. Training Loss: 0.226.. Test Loss: 0.179.. Test Accuracy: 0.947\n", + "Epoch: 10/10.. Training Loss: 0.218.. Test Loss: 0.173.. Test Accuracy: 0.949\n", + "accuracy mean: 0.934\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -----------------For learning_Rate:0.01 No_of_Layer:3----------------\n", + "Epoch: 1/10.. Training Loss: 0.399.. Test Loss: 0.280.. Test Accuracy: 0.916\n", + "Epoch: 2/10.. Training Loss: 0.329.. Test Loss: 0.240.. Test Accuracy: 0.928\n", + "Epoch: 3/10.. Training Loss: 0.283.. Test Loss: 0.209.. Test Accuracy: 0.936\n", + "Epoch: 4/10.. Training Loss: 0.253.. Test Loss: 0.184.. Test Accuracy: 0.944\n", + "Epoch: 5/10.. Training Loss: 0.226.. Test Loss: 0.170.. Test Accuracy: 0.949\n", + "Epoch: 6/10.. Training Loss: 0.207.. Test Loss: 0.156.. Test Accuracy: 0.951\n", + "Epoch: 7/10.. Training Loss: 0.192.. Test Loss: 0.147.. Test Accuracy: 0.954\n", + "Epoch: 8/10.. Training Loss: 0.179.. Test Loss: 0.132.. Test Accuracy: 0.958\n", + "Epoch: 9/10.. Training Loss: 0.169.. Test Loss: 0.130.. Test Accuracy: 0.960\n", + "Epoch: 10/10.. Training Loss: 0.158.. Test Loss: 0.121.. Test Accuracy: 0.963\n", + "accuracy mean: 0.946\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -----------------For learning_Rate:0.05 No_of_Layer:2----------------\n", + "Epoch: 1/10.. Training Loss: 0.223.. Test Loss: 0.162.. Test Accuracy: 0.951\n", + "Epoch: 2/10.. Training Loss: 0.189.. Test Loss: 0.158.. Test Accuracy: 0.952\n", + "Epoch: 3/10.. Training Loss: 0.172.. Test Loss: 0.133.. Test Accuracy: 0.960\n", + "Epoch: 4/10.. Training Loss: 0.161.. Test Loss: 0.126.. Test Accuracy: 0.962\n", + "Epoch: 5/10.. Training Loss: 0.151.. Test Loss: 0.127.. Test Accuracy: 0.962\n", + "Epoch: 6/10.. Training Loss: 0.142.. Test Loss: 0.113.. Test Accuracy: 0.965\n", + "Epoch: 7/10.. Training Loss: 0.137.. Test Loss: 0.109.. Test Accuracy: 0.966\n", + "Epoch: 8/10.. Training Loss: 0.131.. Test Loss: 0.112.. Test Accuracy: 0.967\n", + "Epoch: 9/10.. Training Loss: 0.126.. Test Loss: 0.102.. Test Accuracy: 0.969\n", + "Epoch: 10/10.. Training Loss: 0.123.. Test Loss: 0.104.. Test Accuracy: 0.969\n", + "accuracy mean: 0.962\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -----------------For learning_Rate:0.05 No_of_Layer:3----------------\n", + "Epoch: 1/10.. Training Loss: 0.188.. Test Loss: 0.129.. Test Accuracy: 0.959\n", + "Epoch: 2/10.. Training Loss: 0.149.. Test Loss: 0.121.. Test Accuracy: 0.963\n", + "Epoch: 3/10.. Training Loss: 0.130.. Test Loss: 0.103.. Test Accuracy: 0.969\n", + "Epoch: 4/10.. Training Loss: 0.116.. Test Loss: 0.098.. Test Accuracy: 0.970\n", + "Epoch: 5/10.. Training Loss: 0.104.. Test Loss: 0.088.. Test Accuracy: 0.973\n", + "Epoch: 6/10.. Training Loss: 0.096.. Test Loss: 0.079.. Test Accuracy: 0.977\n", + "Epoch: 7/10.. Training Loss: 0.088.. Test Loss: 0.082.. Test Accuracy: 0.975\n", + "Epoch: 8/10.. Training Loss: 0.084.. Test Loss: 0.080.. Test Accuracy: 0.975\n", + "Epoch: 9/10.. Training Loss: 0.077.. Test Loss: 0.073.. Test Accuracy: 0.979\n", + "Epoch: 10/10.. Training Loss: 0.072.. Test Loss: 0.076.. Test Accuracy: 0.978\n", + "accuracy mean: 0.972\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -----------------For learning_Rate:0.1 No_of_Layer:2----------------\n", + "Epoch: 1/10.. Training Loss: 0.160.. Test Loss: 0.130.. Test Accuracy: 0.962\n", + "Epoch: 2/10.. Training Loss: 0.146.. Test Loss: 0.126.. Test Accuracy: 0.962\n", + "Epoch: 3/10.. Training Loss: 0.137.. Test Loss: 0.110.. Test Accuracy: 0.967\n", + "Epoch: 4/10.. Training Loss: 0.130.. Test Loss: 0.104.. Test Accuracy: 0.969\n", + "Epoch: 5/10.. Training Loss: 0.122.. Test Loss: 0.116.. Test Accuracy: 0.965\n", + "Epoch: 6/10.. Training Loss: 0.119.. Test Loss: 0.109.. Test Accuracy: 0.967\n", + "Epoch: 7/10.. Training Loss: 0.113.. Test Loss: 0.121.. Test Accuracy: 0.964\n", + "Epoch: 8/10.. Training Loss: 0.110.. Test Loss: 0.100.. Test Accuracy: 0.969\n", + "Epoch: 9/10.. Training Loss: 0.108.. Test Loss: 0.093.. Test Accuracy: 0.973\n", + "Epoch: 10/10.. Training Loss: 0.104.. Test Loss: 0.106.. Test Accuracy: 0.970\n", + "accuracy mean: 0.967\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -----------------For learning_Rate:0.1 No_of_Layer:3----------------\n", + "Epoch: 1/10.. Training Loss: 0.121.. Test Loss: 0.103.. Test Accuracy: 0.969\n", + "Epoch: 2/10.. Training Loss: 0.101.. Test Loss: 0.095.. Test Accuracy: 0.971\n", + "Epoch: 3/10.. Training Loss: 0.093.. Test Loss: 0.090.. Test Accuracy: 0.972\n", + "Epoch: 4/10.. Training Loss: 0.081.. Test Loss: 0.091.. Test Accuracy: 0.973\n", + "Epoch: 5/10.. Training Loss: 0.076.. Test Loss: 0.087.. Test Accuracy: 0.976\n", + "Epoch: 6/10.. Training Loss: 0.075.. Test Loss: 0.092.. Test Accuracy: 0.973\n", + "Epoch: 7/10.. Training Loss: 0.070.. Test Loss: 0.083.. Test Accuracy: 0.975\n", + "Epoch: 8/10.. Training Loss: 0.065.. Test Loss: 0.083.. Test Accuracy: 0.977\n", + "Epoch: 9/10.. Training Loss: 0.065.. Test Loss: 0.076.. Test Accuracy: 0.979\n", + "Epoch: 10/10.. Training Loss: 0.059.. Test Loss: 0.085.. Test Accuracy: 0.975\n", + "accuracy mean: 0.974\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -----------------For learning_Rate:0.5 No_of_Layer:2----------------\n", + "Epoch: 1/10.. Training Loss: 2.745.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "Epoch: 2/10.. Training Loss: 2.303.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "Epoch: 3/10.. Training Loss: 2.303.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "Epoch: 4/10.. Training Loss: 2.303.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "Epoch: 5/10.. Training Loss: 2.303.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "Epoch: 6/10.. Training Loss: 2.303.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "Epoch: 7/10.. Training Loss: 2.303.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "Epoch: 8/10.. Training Loss: 2.303.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "Epoch: 9/10.. Training Loss: 2.303.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "Epoch: 10/10.. Training Loss: 2.303.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "accuracy mean: 0.103\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -----------------For learning_Rate:0.5 No_of_Layer:3----------------\n", + "Epoch: 1/10.. Training Loss: 890142.188.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "Epoch: 2/10.. Training Loss: 2.304.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "Epoch: 3/10.. Training Loss: 2.303.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "Epoch: 4/10.. Training Loss: 2.303.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "Epoch: 5/10.. Training Loss: 2.303.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "Epoch: 6/10.. Training Loss: 2.303.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "Epoch: 7/10.. Training Loss: 2.303.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "Epoch: 8/10.. Training Loss: 2.303.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "Epoch: 9/10.. Training Loss: 2.303.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "Epoch: 10/10.. Training Loss: 2.303.. Test Loss: 2.302.. Test Accuracy: 0.103\n", + "accuracy mean: 0.103\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f=300\n", + "model=Classifier()\n", + "lr=[0.001,0.01,0.05,0.1,0.5]\n", + "overall_acu=[]\n", + "d=-1\n", + "for l in lr:\n", + " for hl in range(2,4):\n", + " d+=1\n", + " data.iloc[d][0]=l\n", + " data.iloc[d][1]=hl\n", + " er=1\n", + " print(\" -----------------For learning_Rate:{} No_of_Layer:{}----------------\".format(l,hl))\n", + " f+=1\n", + " criterian=nn.NLLLoss()\n", + " optimizer=optim.SGD(model.parameters(),lr=l)\n", + " acuracy=[]\n", + " epoch=10\n", + " train_losses=[]\n", + " test_losses=[]\n", + " for e in range(epoch):\n", + " running_loss=0\n", + " er+=1\n", + " for images,labels in trainloder:\n", + " images=images.view(images.shape[0],-1)\n", + " optimizer.zero_grad()\n", + " output=model(images,hl)\n", + " loss=criterian(output,labels)\n", + " loss.backward()\n", + " optimizer.step()\n", + " running_loss+=loss\n", + " else:\n", + " test_loss=0\n", + " aaccuracy=0\n", + " with torch.no_grad():\n", + " model.eval()\n", + " for images,labels in testloder:\n", + " images=images.view(images.shape[0],-1)\n", + " log_ps=model(images,hl)\n", + " test_loss+=criterian(log_ps,labels)\n", + " ps=torch.exp(log_ps)\n", + " top_p,top_class=ps.topk(1,dim=1)\n", + " equals=top_class==labels.view(*top_class.shape)\n", + " aaccuracy+=torch.mean(equals.type(torch.FloatTensor))\n", + " aaccuracy=aaccuracy/len(testloder)\n", + " acuracy.append(aaccuracy)\n", + " model.train()\n", + " data.append\n", + " print(\"Epoch: {}/{}.. \".format(e+1, epoch),\n", + " \"Training Loss: {:.3f}.. \".format(running_loss/len(trainloder)),\n", + " \"Test Loss: {:.3f}.. \".format(test_loss/len(testloder)),\n", + " \"Test Accuracy: {:.3f}\".format(aaccuracy))\n", + " data.iloc[d][er]=aaccuracy\n", + " train_losses.append(running_loss/len(trainloder))\n", + " test_losses.append(test_loss/len(testloder))\n", + " overall_acu.append(sum(acuracy)/epoch)\n", + " data.iloc[d][er+1]=sum(acuracy)/epoch\n", + " print(\"accuracy mean: {:.3f}\".format(sum(acuracy)/epoch))\n", + " fig=plt.figure(figsize=(11,6))\n", + " plt.plot(train_losses, label='Training loss')\n", + " plt.plot(test_losses, label='Validation loss')\n", + " plt.ylabel('Loss')\n", + " plt.xlabel('Epoch-1')\n", + " plt.title(\"Learning_Rate:{},Mean_ACcuracy:{:.3f}\".format(l,sum(acuracy)/epoch)) \n", + " plt.legend()\n", + " plt.show()\n", + " fig.savefig(\"{}.png\".format(f))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "