895 lines (894 with data), 518.2 kB
{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "U8_09H0pzhFZ"
},
"outputs": [],
"source": [
"# For tips on running notebooks in Google Colab, see\n",
"# https://pytorch.org/tutorials/beginner/colab\n",
"%matplotlib inline\n",
"\n",
"# from google.colab import drive\n",
"# drive.mount('/content/drive')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 0
},
"id": "82ypZxUgzhFd",
"outputId": "9b119338-6893-4987-ae0e-a3e25f0afc28"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<contextlib.ExitStack at 0x7a9e46e4feb0>"
]
},
"metadata": {},
"execution_count": 3
}
],
"source": [
"# License: BSD\n",
"# Author: Sasank Chilamkurthy\n",
"\n",
"import torch\n",
"import torch.nn as nn\n",
"import torch.optim as optim\n",
"from torch.optim import lr_scheduler\n",
"import torch.backends.cudnn as cudnn\n",
"import numpy as np\n",
"import torchvision\n",
"from torchvision import datasets, models, transforms\n",
"import matplotlib.pyplot as plt\n",
"import time\n",
"import os\n",
"from PIL import Image\n",
"from tempfile import TemporaryDirectory\n",
"\n",
"cudnn.benchmark = True\n",
"plt.ion() # interactive mode"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ko98w4r7zhFe"
},
"source": [
"## Load Data\n",
"\n",
"We will use torchvision and torch.utils.data packages for loading the\n",
"data.\n",
"\n",
"The problem we're going to solve today is to train a model to classify\n",
"**ants** and **bees**. We have about 120 training images each for ants and bees.\n",
"There are 75 validation images for each class. Usually, this is a very\n",
"small dataset to generalize upon, if trained from scratch. Since we\n",
"are using transfer learning, we should be able to generalize reasonably\n",
"well.\n",
"\n",
"This dataset is a very small subset of imagenet.\n",
"\n",
".. Note ::\n",
" Download the data from\n",
" [here](https://download.pytorch.org/tutorial/hymenoptera_data.zip)\n",
" and extract it to the current directory.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"id": "LWDOibNFzhFe"
},
"outputs": [],
"source": [
"# Data augmentation and normalization for training\n",
"# Just normalization for validation\n",
"data_transforms = {\n",
" 'train': transforms.Compose([\n",
" transforms.RandomResizedCrop(224),\n",
" transforms.RandomHorizontalFlip(),\n",
" transforms.ToTensor(),\n",
" transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
" ]),\n",
" 'val': transforms.Compose([\n",
" transforms.Resize(256),\n",
" transforms.CenterCrop(224),\n",
" transforms.ToTensor(),\n",
" transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
" ]),\n",
"}\n",
"\n",
"data_dir = '/content/drive/MyDrive/Colab Notebooks/data/44 Class 4478 Brain Tumor Images Split 0.627 Shuffle Rename'\n",
"image_datasets = {x: datasets.ImageFolder(os.path.join(data_dir, x),\n",
" data_transforms[x])\n",
" for x in ['train', 'val']}\n",
"dataloaders = {x: torch.utils.data.DataLoader(image_datasets[x], batch_size=17,\n",
" shuffle=True, num_workers=4)\n",
" for x in ['train', 'val']}\n",
"dataset_sizes = {x: len(image_datasets[x]) for x in ['train', 'val']}\n",
"class_names = image_datasets['train'].classes\n",
"\n",
"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "162cgfnXzhFf"
},
"source": [
"### Visualize a few images\n",
"Let's visualize a few training images so as to understand the data\n",
"augmentations.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 123
},
"id": "uGGqqCoEzhFf",
"outputId": "dee0182f-2eae-4b12-c2b7-d450dcae0c99"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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sjBQWFhJC/mq71Y2zqr4zqgs12dfk5GQyfPhw8thjj5HY2Nh6nZ+Quo3tb8Z8ozZbcbvRUO2IjuPefPNNj212u50sW7aMZGZmVpsPX8ZgjbXm379/fzJs2DCPY5o1a8bGRMuWLavXdb1B5z61jUuro77try7zopSUlEYbB9TWlm4n+Fwnmtx1111Eq9WSFStWuG3LzMwkQqGQ9aHGno9zfIfbfVX1B/2NudFnxz+V2sZl3trvZ599RgCQjz76yC39Ruq3pvZ8o8+9m6Flaax1hn/CmLmmtZGDBw8Si8XilnbhwgUik8nI/fff75bO1xtvn/VGQnxfJ6puPkxtdl3mEHUOH+8rly5dQmRkJKKjoz22BQcHe6T98MMPSElJgUajgVarRZcuXbB+/XqP/c6ePYs+ffpAqVQiIiICr732GttGCEFQUBAef/xxluZ0OuHn5weRSOTmrnnp0qUQi8XMG8/JkycxefJkNG3alIW6nzp1qofXHeo6Oi0tjXlF0ul0mDJlikf4ROpe9quvvkJiYiJkMhlat26NH3/80aNcx48fxz333AOtVgu1Wo277roLv/zyi9s+1I3ugQMHMGfOHOj1evj5+WHmzJmwWq0oKSnBxIkT4e/vD39/fzz55JMghLid4/XXX0f37t0RGBgIhUKBTp06NXhIW5lM5vHVljdMJhOWLFmChIQEvP76617DGzzwwAMeSu+/C+PHj8cff/yBc+fOsbScnBzs3r272i/3LRYLFi5ciPj4eMhkMkRFReHJJ5/0CBPua9uhbcLVRT0N2XngwAEkJSVBLpejadOm+Pzzzz3yc/LkSaSkpEChUCAyMhIvvfQSVq9e7XHO3r17e3ydnJeXh2nTpiEkJARyuRzt2rXDZ5995rYPdZn8+uuv45133mEu1Pv374/MzEwQQvDiiy8iMjISCoUC9957L4qKitzO8fXXX2PQoEEIDw+HTCZDXFwcXnzxRTgcDq91XB9at27t5oELqGzHAwcORFZWFgwGQ4NdyxeEQiGr74yMDBQVFWHevHlo06YN1Go1tFot7rnnHpw4ccLtOOqye+PGjXjmmWcQGhoKlUqFoUOHIjMz023fyZMn+/S17L/RNjUWMTExmDhxIj766KNaQ7IsW7YMRqMRH374oYeXqqCgIHzwwQeoqKhwewZWB/2S+NKlS163jxs3Dhs3bnTzTPDtt9/CaDR6fMXuSmpqKvz9/TFo0CCMHDkSqamptealMejUqRP72pQSGBiIXr163VAIsbpQnzq8du0apk6dipCQEGbjP/30U7d9aJ/+3//+h5dffhmRkZGQy+W46667kJaW5rZv1T7tan8//PBDxMXFQSaToUuXLjh69KhHfjZt2oRWrVpBLpcjMTERX375pVc74c2V/b/RTtzuY5jU1FS0atUKffr0Qd++favtv6tWrULr1q2hVCrh7++Pzp07s/H5okWLMH/+fABAbGysRwgEOpZJTU1F69atIZPJ2DjGlzYDVHrPfuyxxxATEwOZTIbIyEhMnDgRBQUFAP5q5zT0yuTJk/HOO++w67uG2wCAiooKPPHEE4iKioJMJkOLFi3w+uuve7Q1mnfaLxQKBbp164ZTp04BAD744APEx8dDLpejd+/eHmHJ9u/fj1GjRqFJkyZsvPfYY495DRl3I0RFRUEobLTpXK08//zzyM3N9SmkrdPpxIoVK9C6dWvI5XKEhIRg5syZKC4udtuvunAZMTExbt7EqE35+eefMWvWLAQHB7t5B3j33XdZuwsPD8cjjzziNXTPr7/+ioEDB8Lf3x8qlQpt27bFypUr2XY693PNX0VFBT777DOP0G0At4e3oz2sDl/bIsVoNGLmzJkIDAyEVqvFxIkTPdo3ULnu0atXL6hUKmg0GgwaNMgjhM7kyZOhVqtx6dIlDBw4EBqNBvfffz+Ayr60cuVKtGnTBnK5HHq9HnfffTcLnVbVLvpSpqr40n969+6NxMRENp9UKpWIj49n7fDnn39G165doVAo0KJFC+zatcvt+CtXrmDWrFlo0aIFFAoFAgMDMWrUqAYP8xgSEuKTZ4YtW7bgxIkTePbZZ9GzZ0+P7VqtFi+//HKD5q2h4HOMxuHvMMdYv349Ro4cicGDB0On03ldIzUYDJg7dy4bKwUHB6Nfv374/fffAVT21e+//x5XrlzxCN9I5xpffPEF/vvf/yIiIgJKpRJlZWUAKucHnTp1gkKhQFBQECZMmOA1hNe5c+cwevRo6PV61uddvVxUXbeKiYnBmTNn8PPPP3uE3wMqPVmNGjUKAQEBUCqVuOOOO/D999+7XdN1nrR48WJERERAo9Fg5MiRKC0thcViwdy5cxEcHAy1Wo0pU6Z4rLutXr0ad955J4KDgyGTydCqVSufxjR1xVcvZc899xwCAgLw6aefevUQNWDAAAwePLiBc3djXLp0Ca1bt/YaMcDb2v+6deuQlJTE5hbJyclePW/VtJ5ZUlICkUiEt956i6UVFBRAKBQiMDDQbcz08MMPu41lfB2j0+fwtWvXMGzYMKjVauj1esybN89tLbKuc+7du3ezMYCfnx/uvfdeD3tCx54XLlzAhAkToNPpoNfr8dxzz4EQgszMTNx7773QarUIDQ3F8uXL3Y63Wq14/vnn0alTJ+h0OqhUKvTq1Qt79uzxyM+NoNFoEBAQ0KDnrAtXr17F/v37MXbsWIwdOxbp6ek4dOiQx34XL17EiBEjEBoaCrlcjsjISIwdOxalpaUAah7b03tx9uxZjB8/Hv7+/myMYLfb8eKLL7J7HhMTg2eeecbDzgC1v/NyXXfJyMhgz+fFixd7Df/5b2xHWVlZ+OCDD9CvXz+vXq9FIhHmzZv3t/MWRxk/fjx++OEHt/H00aNHcfHixWrfIZWUlGDu3Lls7SI+Ph5Lly71iBBUUlKCyZMnQ6fTwc/PD5MmTfI67/X2bgdo2PcDFF/nRa7Upc198cUX6NSpE+tTbdq0YXP4NWvWYNSoUQCAPn36sD7kGvWCz3Vur7mOXC7H8OHDPcbBGzZsgL+/PwYMGOD1uHPnzmHkyJEICAiAXC5H586d8c0337jtQ8eoBw8exOOPPw69Xg+VSoX77rsP+fn5bvtW7UN1WbMHwN6NKhQKJCUlYf/+/R7nrG4uz+3+XI/tf3e7Xxu07e3bt6/B15FqG78Cvj87qq6JAje+Zg74Ns+k5bl69SoGDx4MtVqNiIgItu5/6tQp3HnnnVCpVIiOjvawEb6+U79RvD1bqSfEm7Vu4I3qnu/e7iklNTUVLVq0gFwuR6dOnbBv3z6PferyTrO6dYba1uJvxpjldlmb7969O6RSqVtas2bN0Lp165vSvvh6Y+NxK7zZN9pbxOjoaGRmZmL37t217rtmzRoMGjQIRUVFWLBgAV599VW0b9/eQwBXXFyMu+++G+3atcPy5cuRkJCAp556Cj/88AOAyodRjx493AzVyZMn2UT/4MGDLH3//v3o0KEDW+TduXMnLl++jClTpmDVqlUYO3YsvvjiCwwcONCjowPA6NGjYTAYsGTJEowePRpr1qxhoT1cOXDgAGbNmoWxY8fitddeg9lsxogRI9zEpmfOnEGvXr1w4sQJPPnkk3juueeQnp6O3r1749dff/U45+zZs3Hx4kUsXrwYQ4cOxYcffojnnnsOQ4YMgcPhwCuvvIKePXti2bJlHu5qV65ciQ4dOuCFF17AK6+8ArFYjFGjRnkssN4MDhw4gKKiIowfP/62dJ2enJyMyMhIt8HGxo0boVarMWjQII/9nU4nhg4ditdffx1DhgzBqlWrMGzYMLz55psYM2aMx/6+tJ3qSEtLw8iRI9GvXz8sX74c/v7+mDx5sttA8dq1a+jTpw/OnDmDBQsW4LHHHkNqaqrbw7c6TCYTevfujbVr1+L+++/HsmXLoNPpMHnyZK/Hp6am4t1338Xs2bPxxBNP4Oeff8bo0aPx3//+Fz/++COeeuopzJgxA99++y3mzZvnduyaNWugVqvx+OOPY+XKlejUqROef/75m+K2PicnB0qlEkqlstGvVRX6sAsMDMTly5fx1VdfYfDgwXjjjTcwf/58nDp1CikpKV4fxC+//DK+//57PPXUU5gzZw527tyJvn371lmM8m+1TY3Js88+C7vdjldffbXG/b799lvExMS4hYZxJTk5GTExMT7VD514+fv7e90+fvx4ZGdnuy2QrV+/HnfddZfXFzmU1NRUDB8+HFKpFOPGjWPhDf8u5OTkeIi9G4u61mFubi7uuOMO7Nq1C48++ihWrlyJ+Ph4TJs2DStWrPDY/9VXX8WXX36JefPmYcGCBfjll1+YOKQ21q9fj2XLlmHmzJl46aWXkJGRgeHDh8Nms7F9vv/+e4wZMwYSiQRLlizB8OHDMW3aNPz222+1nv/faidu5zGMxWLBli1bMG7cOACVk6jdu3cjJyfHbb+PPvoIc+bMQatWrbBixQosXrwY7du3Z/d1+PDh7Bxvvvkm1q5di7Vr17pN+nbv3o3HHnsMY8aMwcqVK5kIwJc2U15ejl69emHVqlXo378/Vq5ciYceegjnzp1DVlaW17LNnDkT/fr1AwCWH9qOCCEYOnQo3nzzTdx9991444030KJFC8yfP9/tgzLK/v378cQTT2DSpElYtGgR/vzzTwwePBjvvPMO3nrrLcyaNQvz58/H4cOHMXXqVLdjN23aBKPRiIcffhirVq3CgAEDsGrVKkycOLFO9+rvTq9evXDnnXfitddeq3WMMXPmTMyfPx89evTAypUrMWXKFKSmpmLAgAFu9qiuzJo1C2fPnnUbGy5atAiPPPIIwsPDsXz5cowYMQIffPAB+vfv73atnTt3Ijk5GWfPnsV//vMfLF++HH369MF3331X7fXWrl0LmUyGXr16sfY1c+ZMANwe3o72sCF59NFH8eeff2LRokWYOHEiUlNTMWzYMLe1hLVr12LQoEFQq9VYunQpnnvuOZw9exY9e/b0WCi32+0YMGAAgoOD8frrr2PEiBEAgGnTprEXxEuXLsXTTz8NuVxe7UvZuuJr/wEq12cGDx6Mrl274rXXXoNMJsPYsWOxceNGjB07FgMHDsSrr76KiooKjBw50u1Du6NHj+LQoUMYO3Ys3nrrLTz00EP46aef0Lt3b4+PbW8G9AXhAw88cNOv3RDwOcbN42bNMX799VekpaVh3LhxkEqlGD58uNcF64ceegjvvfceRowYgXfffRfz5s2DQqFgLwieffZZtG/fHkFBQey5VXW+8eKLL+L777/HvHnz8Morr0AqlWLNmjUYPXo0RCIRlixZgunTp2Pr1q3o2bOn2wvDkydPomvXrti9ezemT5+OlStXYtiwYfj222+rLduKFSsQGRmJhIQElicqIs3NzUX37t2xfft2zJo1Cy+//DLMZjOGDh2KL7/80uNcS5Yswfbt2/H0009j6tSp2Lp1Kx566CFMnToVFy5cwKJFizB8+HCsWbMGS5cudTv2vffeQ3R0NJ555hksX74cUVFRmDVrFnvReDO5ePEizp07h2HDhkGj0dz069eX6Oho/Pbbbzh9+nSt+y5evBgPPPAAJBIJXnjhBSxevBhRUVEe7w1qW8/08/NDYmKi29r/gQMHIBAIUFRUhLNnz7L0/fv3u9m7uozRHQ4HBgwYgMDAQLz++utISUnB8uXL8eGHH3rs68uce9euXRgwYADy8vKwaNEiPP744zh06BB69Ojh9WX5mDFj4HQ68eqrr6Jr16546aWXsGLFCvTr1w8RERFYunQp4uPjMW/ePLe6KCsrw8cff4zevXtj6dKlWLRoEfLz8zFgwAD88ccftd6n24UNGzZApVJh8ODBSEpKQlxcnIeNtFqtGDBgAH755RfMnj0b77zzDmbMmIHLly8zO1bT2J4yatQoGI1GvPLKK5g+fTqAytC4zz//PDp27Ig333wTKSkpWLJkCcaOHet2rK/vvCh6vZ6J0++77z6WJxqu9N/ajn744QfY7fbbdpw2fPhwCAQCbN26laWtX78eCQkJ6Nixo8f+RqMRKSkpWLduHSZOnIi33noLPXr0wIIFC9zWLgghuPfee7F27VpMmDABL730ErKysjBp0qQGzX9d57m+zIuq4mub27lzJ8aNGwd/f38sXboUr776Knr37s3e+yYnJ2POnDkAgGeeeYb1IRpOl891bs8+NH78eBw5csRNHEI/nvL2Ic2ZM2dwxx134M8//8TTTz+N5cuXQ6VSYdiwYV7Hk7Nnz8aJEyewcOFCPPzww/j222/x6KOP+pQ3X9bs33vvPTz66KOIjIzEa6+9hl69emHYsGHVrm26wu3+7dlmCwoKPP6oIM6Vhl5H8mX82hDPjhtZM/d1nknLc8899yAqKgqvvfYaYmJi8Oijj2LNmjW4++670blzZyxduhQajQYTJ05Eeno6O7au79QbEvqO5Wa9m2wIfv75Z8ydOxcTJkzACy+8gMLCQtx9991u87y6vtP0ts5Qn7X4uvBvWJsnhCA3N/emtS++3vgPwmefoqTm8PFVOX36NFEoFCy04H/+8x/y1VdfkYqKCrf9SkpKiEajIV27dvUIKekaei4lJYUAIJ9//jlLs1gsJDQ0lIwYMYKlLVu2jIhEIlJWVkYIIeStt94i0dHRJCkpiTz11FOEkMrwlX5+fuSxxx5jx1UNe0gIIRs2bCAAyL59+1gaDZc4depUt33vu+8+EhgY6JYGgEilUpKWlsbSTpw4QQCQVatWsbRhw4YRqVTq5jL3+vXrRKPRkOTkZJZG3egOGDDArW66detGBAIBeeihh1ia3W4nkZGRHi5lq5bTarWSxMREcuedd3qUvyZ8DfVUU4iDlStXEgDkyy+/rNO1XbmRMF31hbaB/Px8Mm/ePBIfH8+2denShUyZMoUQ4uleeO3atUQoFHqEaHj//fcJAHLw4EGW5mvb8RbyLzo62qPd5uXlEZlMRp544gmWNnv2bCIQCMjx48dZWmFhIQkICPA4Z9WQHitWrCAAyLp161ia1Wol3bp1I2q1mvU/6r5Yr9eTkpIStu+CBQsIANKuXTtis9lY+rhx44hUKiVms5mleeubM2fOJEql0m2/2qhrONmLFy8SuVxOHnjgAZ+PqQ80pEB+fj7Jz88naWlp5JVXXiECgYC0bduWEFIZvrOqa/X09HQik8nICy+8wNKoy+6IiAh2Dwgh5H//+x8BQFauXOl23ar2HFVcVP9bbVNj4BoGbcqUKUQul5Pr168TQjxdrZeUlBAA5N57763xnEOHDiUA2L2m92HXrl0kPz+fZGZmks2bNxO9Xk9kMplHOA3qap0QQjp37kymTZtGCCGkuLiYSKVS8tlnn3l1A09IZThFAGTnzp2EkMrndWRkJPnPf/7jkc+qtrA+1DWs6759+4hAICDPPffcDV23Nupbh9OmTSNhYWGkoKDA7Xxjx44lOp2O9Qd6bMuWLd3CBNDn56lTp1ha1T5N7W9gYCApKipi6V9//TUB4BZ6sE2bNiQyMtItRObevXsJAG4n/mFjGEII2bx5MwFALl68SAipDN0jl8s9wvHce++9rH1XR03hzQEQoVBIzpw545bua5t5/vnnWTiHqtA25C20TXXP+6+++ooAIC+99JJb+siRI4lAIHAbcwEgMpnMrVwffPABAUBCQ0PdnrF0TOO6r7exy5IlS4hAICBXrlzx2FYdtYWPd+VmhmF1HQv//PPPBAB544032PaqoT/3799PAJDU1FS38/z4448e6VVtjOs5XUOgUJvSs2dPYrfbWXpeXh6RSqWkf//+bmOnt99+mwAgn376KSGk0s7ExsaS6Ohoj5CnrjaKltWV6kJhcXv4ZZ2u7cqtsocUb+OMurbFTp06uYX7fe211wgA8vXXXxNCCDEYDMTPz49Mnz7d7Xw5OTlEp9O5pU+aNIkAIE8//bTbvrt37yYAyJw5czzyVZNdrK5MVeeSvvYfQv5an1m/fj1LO3fuHLP9v/zyC0vfvn27R5682cnDhw97rPnURl3G9DXNBzt06EB0Op3P1/XGzZxbUPgc4585xyCEkEcffZRERUWxvr1jxw4CwG39hhBCdDpdrfVQXTnpfWjatKlbn7RarSQ4OJgkJia6rdN+9913BAB5/vnnWVpycjLRaDQe4xvX55u3davqnj9z584lANzWzQwGA4mNjSUxMTHMNtG8JyYmutnecePGEYFAQO655x6383br1s2jDrzZoQEDBpCmTZt6pNeEr+2oprBgdI7mLTymr9xI+Mv6smPHDiISiYhIJCLdunUjTz75JNm+fbvbPSGkcn1NKBSS++67z2Nty7Wt+Lqe+cgjj5CQkBD2+/HHHyfJyckkODiYvPfee4SQyvVNgUDgtg7m6xidPodd19sIqXxWdOrUif2uy5y7ffv2JDg4mIVMJaRynVcoFJKJEyeyNDr2nDFjBkuj40GBQEBeffVVll5cXEwUCoXbuMRut3uEGCwuLiYhISEe7zJqw9ew6rciVHObNm3cQiY+88wzJCgoyG2N+fjx416fNVWprpz0XowbN84t/Y8//iAAyIMPPuiWPm/ePAKA7N69mxDi+zuvqms5NdmKf2s7euyxx7w+A+vCjYTUrC+uYYRHjhxJ7rrrLkJI5bvJ0NBQsnjxYq+hH1988UWiUqnIhQsX3M739NNPE5FIRK5evUoI+WuN47XXXmP72O120qtXL49xaXXh2hvj/UBt8yJv+fG1zf3nP/8hWq3WbQ2gKtW1JT7X0fl8XW/cyrmO3W4noaGh5MUXXySEEHL27FkCgPz8889eQ8/eddddpE2bNm7vDp1OJ+nevTtp1qwZS6PH9u3b180uP/bYY0QkErm9z6zaZn1ds7dYLCQwMJB06dLF7Rm1Zs0aAsDtnN7m8tzuH6/TtV25VXYfgNe/AQMGsP0acx2ptvFrXZ4d3tZEb2TNvC7zTFqeV155haXRtisQCMgXX3zB0ql9dn12+fpOvTZqC+3sjWnTphGRSOTxHG8svPWl6vRc1d1TAOTYsWMs7cqVK0Qul5P77ruPpdX1nWbVdQZf1+Jv5pjldlqbp6xdu5YAIJ988kmdrlNX+HrjzVlvrI+NIeRvFj6+devW+OOPPzBhwgRkZGSwr8VDQkLw0Ucfsf127twJg8HAPFy4UtWFsVqtxoQJE9hvqVSKpKQkXL58maX16tULDoeDhQyhXwX36tUL+/fvBwCcPn0aJSUlbmplVzf7ZrMZBQUFuOOOOwCAhV1y5aGHHnL73atXLxQWFnp87dG3b1/ExcWx323btoVWq2V5djgc2LFjB4YNG4amTZuy/cLCwjB+/HgcOHDA45zTpk1zq5uuXbuCEIJp06axNJFIhM6dO7vVTdVyFhcXo7S0FL169fJaxsaGlsvXr+CdTqfH1zUWiwU2m80j/UY8DtWF8ePHIy0tDUePHmX/Vhf2Y9OmTWjZsiUSEhLc8nrnnXcCgIcr/traTk20atXKrX3r9Xq0aNHC7dgff/wR3bp1Q/v27VlaQECAT97ntm3bhtDQUOYhDAAkEgnmzJmD8vJy/Pzzz277jxo1Cjqdjv3u2rUrAGDChAkQi8Vu6Var1c1VvGubNRgMKCgoQK9evWA0GnHu3Lla81ofjEYjRo0aBYVCUevXDw1BRUUF9Ho99Ho94uPj8cwzz6Bbt27sy0WZTMbCwzocDhQWFkKtVqNFixZe++7EiRPd+tXIkSMRFhaGbdu2+Zynf7Ntamz++9//1vhlDf2yuDbbSLd7e+7o9XpERUVh5MiRUKlU+Oabb2oMpzF+/Hhs3boVVqsVmzdvhkgkYmEOvJGamoqQkBD06dMHQOXzesyYMfjiiy88wlHcbPLy8jB+/HjExsbiySefvGnX9bUOCSHYsmULhgwZAkKI2/NgwIABKC0t9Wj3U6ZMcQsTQO27L8+DMWPGuH1RVfXY69ev49SpU5g4caJbiMyUlBS0adOmxnP/m+3E7TyGSU1NRefOnREfHw8ALOxMVc8qfn5+yMrKuqGv5VJSUtCqVSv2uy5tZsuWLWjXrp3XflRdmJOa2LZtG0QiEfMaQXniiSdACGGRByh33XWXWxgHOnYZMWKE232n6a7t1bWtVlRUoKCgAN27dwchBMePH69z3v/OJCcno0+fPjV6C920aRN0Oh369evn1tZpaN4bCUc1ffp0N++Uu3btgtVqxdy5c9nYie6n1WrZ16jHjx9Heno65s6d6xHytD7ti9vD29MeNiQzZsxw81Ly8MMPQywWs/H3zp07UVJSgnHjxrmVUSQSoWvXrl77wcMPP+z2e8uWLRAIBFi4cKHHvvVpt1Xxtf9Q1Gq1m0esFi1awM/PDy1btmS2EajdTtpsNhQWFiI+Ph5+fn63rB3XxTuf0Wj0aK9ApZdr17TaQmU2JHyO0bjczDmG3W7Hxo0bMWbMGNa3aZhzb+O1X3/99Ya8nUyaNMmtTx47dgx5eXmYNWuW2zrtoEGDkJCQwGxBfn4+9u3bh6lTp6JJkyZu56yvTdq2bRuSkpLcQpuq1WrMmDEDGRkZbl4ggcq1D1fbS5+lVT3SdO3aFZmZmbDb7SzNtcylpaUoKChASkoKLl++zCJO3Szq+iwFPD0QGY3Gap+xjUW/fv1w+PBhDB06FCdOnMBrr72GAQMGICIiwi1E61dffQWn04nnn3/e7fkCeLYVX9Yze/XqhdzcXJw/fx5A5dp/cnKy29r/gQMHQAipdu3flzG6t7V/b3Pw2ubc2dnZ+OOPPzB58mS3kKlt27ZFv379vK7VPfjgg+z/dDxYdZzo5+fnUTcikYitHTidThQVFcFut6Nz587/mPW1kydP4tSpU25r0nR8tX37dpZG16G3b99+Q575qrYDer+qRpt44oknAIDZyLq88/KFf3M7qquNrG5eYbFYPNKrhmNvLMaPH4+9e/ciJyeHRWqp6R1Sr1694O/v75bXvn37wuFwMO9+27Ztg1gsdpsziEQizJ49u8HyXZ95bm3zIm/42ub8/PxQUVGBnTt31rksfK5z+851RCIRRo8ejQ0bNgConDNERUV59UZWVFSE3bt3s0ifNK+FhYUYMGAALl686BGmesaMGW52mWoMrly5UmvealuzP3bsGAoLCzF9+nS396D3339/tR7QKNzu3552Xy6XY+fOnR5/3ubpjbGOVNv4tSGeHfVdM/d1numKa5umbVelUrmFiKb22bWcdX2n3lCsX78en3zyCZ544gk0a9as0a7T0HTr1g2dOnViv5s0aYJ7770X27dvh8PhqNc7zarrDA29Fl+Vf8Pa/Llz5/DII4+gW7duDe4Zvib4euM/g0YThQJA8+bNsXbtWhQUFODkyZPMfe6MGTOwa9cuAH+FSE5MTKz1fJGRkR6Gwd/f323w2bFjRyiVSrYIREWhycnJOHbsGMxmM9vmushYVFSE//znPwgJCYFCoYBer0dsbCwAeF0MrLrgSQdwVQfCVfermuf8/HwYjUa0aNHCY7+WLVvC6XQiMzOzxnPSRY6oqCiP9Kr5+e6773DHHXdALpcjICCAhSW52QueAKDVagHALbRCTVy9epUJ5+jfF198gUOHDnmk05ARjU2HDh2QkJCA9evXIzU1FaGhoUzkWZWLFy/izJkzHnlt3rw5gMqXDK7U1nZqwpdjr1y5wgQhrnhLq8qVK1fQrFkzj8VcGoqj6oSpLm0WcO9HZ86cwX333QedTgetVgu9Xs/E4Y3Rbh0OB8aOHYuzZ89i8+bNCA8Pb/BrVMV1orBv3z5kZmbi4MGDbODidDrx5ptvolmzZpDJZAgKCoJer8fJkye91kHVwaZAIEB8fLzXkBLV8W+2TY1N06ZN8cADD+DDDz9Edna2x3Y6MKrNNlY30HrnnXewc+dObN68GQMHDkRBQQFkMlmN5xo7dixKS0vxww8/IDU1FYMHD652AOdwOPDFF1+gT58+SE9PR1paGtLS0tC1a1fk5ubip59+qvFajUlFRQUGDx4Mg8GAr7/+2k3k2Nj4Wof5+fkoKSnBhx9+6PE8mDJlCoDanwfVjTm8Udux1F7X53nwb7YTt+sYpqSkBNu2bUNKSgrru2lpaejRoweOHTuGCxcusH2feuopqNVqJCUloVmzZnjkkUfqnDc6lqbUpc1cunTJp/mBr1y5cgXh4eEe/bIxxi5Xr15li7ZqtRp6vR4pKSkAGmfscqtZtGgRcnJy8P7773vdfvHiRZSWliI4ONijvZeXl3vYvLpQtY3R+1i1jUmlUjRt2pRtr8sc1Be4Pbz97GFDU3X8rVarERYWxsbfFy9eBFAp7Kpazh07dnj0A7FY7LH4denSJYSHh7u9EGpIfO0/FG/rMzqdzic7aTKZ8PzzzyMqKsptflNSUnLL2rGvbRgAXnvtNY/7CFSGnnJN69ChQ2Nl2QM+x2g8bvYcY8eOHcjPz0dSUhKrh/T0dPTp0wcbNmxwe5H52muv4fTp04iKikJSUhIWLVrk04djrvj6LAWAhIQEtp1ep6HHa9U9S13zRqnLs9TpdLrZl4MHD6Jv375QqVTw8/ODXq/HM888A+Dmj9fq+iwF4GGDli1bhszMTI90KqBoLLp06YKtW7eiuLgYR44cwYIFC2AwGDBy5Egm4r106RKEQqHbx2LV4ct6JhVc7N+/HxUVFTh+/Dhb+3d9H6DVatGuXTt2XF3G6HK5nNn26vJRXZ6rm3NX17YLCgpQUVFR4zl1Oh3kcrlHmEBv48TPPvsMbdu2hVwuR2BgIPR6Pb7//vt/zDxk3bp1UKlUaNq0KbORcrkcMTExbsL52NhYPP744/j4448RFBSEAQMG4J133qlzPXizkUKh0GO9JDQ0FH5+fo023/g3t6O62siDBw962MJDhw7hiy++8Ei/evVqY2adMXDgQGg0GmzcuBGpqano0qVLtWtuFy9exI8//uiR1759+wL4a83wypUrCAsL8xiXeGsj9aU+89za5kXV4UubmzVrFpo3b4577rkHkZGRmDp1Kn788UefysLnOrf3XGf8+PE4e/YsTpw4gfXr12Ps2LFeRURpaWkghOC5557zKAP9uPLvsO4uFovdRHXe4Hb/9rT7IpEIffv29fhzdc5Eaeh1JF/Grw3x7Kjvmrmv88yayqPT6aq1z67lrOs79YZg//79mDZtGgYMGICXX365Ua7RWHgTsDZv3hxGoxH5+fn1eqdZdQzd0GPjqvzT1+ZzcnIwaNAg6HQ6JoK8WfD1xn8G4tp3uXFEIhHatGmDNm3aoFu3bujTpw9SU1PZRKYu5/EGIYT9XyKRoGvXrti3bx/S0tKQk5ODXr16ISQkBDabDb/++iv279+PhIQEt4fJ6NGjcejQIcyfPx/t27eHWq2G0+nE3Xff7fXLEV/yUpf96kJ15/SW7nqd/fv3Y+jQoUhOTsa7776LsLAwSCQSrF69GuvXr693fupLQkICAODUqVMYNmxYrfuHhoZ6fAW4bNky5OTkYPny5W7prot+jc348ePx3nvvQaPRYMyYMR5CSYrT6USbNm3wxhtveN1e9SFzI22nMdrdjVCXNgv8lc+SkhKkpKRAq9XihRdeQFxcHORyOX7//Xc89dRTjfJV1/Tp0/Hdd98hNTW1WoFvQ0MnCtXxyiuv4LnnnsPUqVPx4osvIiAgAEKhEHPnzr1pXzT7wj/FNt0Mnn32WaxduxZLly71sH86nQ5hYWE4efJkjec4efIkIiIi2CSZkpSUhM6dOwMAhg0bhp49e2L8+PE4f/58tS8ww8LC0Lt3byxfvhwHDx7Eli1bqr3u7t27kZ2djS+++AJffPGFx/bU1FT079+/xrw3BlarFcOHD8fJkyexffv2RptcVIevdUj77IQJE6r9mqtt27Zuv/+tz4O/s524XccwmzZtgsViwfLlyz2uC1T238WLFwOonCyfP38e3333HX788Uds2bIF7777Lp5//nm2T224fjF5u1HfsYvD4UC/fv1QVFSEp556CgkJCVCpVLh27RomT578t3puNxTJycno3bs3XnvtNY8v0oFKu+fNuxml6gKfN6r7YvPf0sa4Pfz7UN+vh2nfX7t2LUJDQz22u3oNAdy9GtSF6r6ub4yvnutrJ4HKF4qrV6/G3Llz0a1bN+h0OggEAowdO/aW2MmEhAQcP34cmZmZHvNyb0ycONHtI2Og0mPe/Pnz3cbBN9tG8TlGw3Mr5hj0eenq/cSVn3/+mXk3GD16NHr16oUvv/wSO3bswLJly7B06VJs3boV99xzj0/X+7c8S4G/7NClS5dw1113ISEhAW+88QaioqIglUqxbds2vPnmmzfdDrk+S32l6rP0888/x44dO7Bu3Tq39NatW994Bn1AKpWiS5cu6NKlC5o3b44pU6Zg06ZNXr1b14Qvz5Dw8HDExsZi3759iImJASEE3bp1g16vx3/+8x9cuXIF+/fvR/fu3d08BNVljF6Xl2w3a+3fl+usW7cOkydPxrBhwzB//nwEBwdDJBJhyZIl7EXs7QwhBBs2bEBFRYVXkXFeXh7Ky8vZc2n58uWYPHkyvv76a+zYsQNz5szBkiVL8Msvv9ToecaV6mxkQ3g0amz+Ke3I1UZ6E9VUpV27dh428oknnkBoaCjmz5/vlu5tXN4YyGQyDB8+HJ999hkuX76MRYsWVbuv0+lEv379qvVMTh2M1AWBQODVJv1dPCP52uaCg4Pxxx9/YPv27fjhhx/www8/YPXq1Zg4cSI+++yzBs0Tn+v8veY6Xbt2RVxcHObOnYv09PRqPe3S+p03bx4GDBjgdZ+qAs1/+ro7t/u3xu43BHVdR7pZIrEbsY836zo3+536iRMnMHToUCQmJmLz5s0e9+Zm09Brg/V5p1nfZ8TNHLPcLmvzpaWluOeee1BSUoL9+/ffFGdmVeHrjbc/N90q0ZtKlcQ0PPbp06d98lDoC7169cLSpUuxa9cuBAUFISEhAQKBAK1bt8b+/fuxf/9+DB48mO1fXFyMn376CYsXL8bzzz/P0ulXGI2JXq+HUqlkIW9cOXfuHIRCoU8DdV/YsmUL5HI5tm/f7qawXr16dYOcv6707NkT/v7+2LBhA5555plaByxyudxDOLdu3TpYLJY6C4wbkvHjx+P5559HdnY21q5dW+1+cXFxOHHiBO66666/xcJRdHQ00tLSPNK9pXk79uTJk3A6nW4vK2k49+jo6AbJ4969e1FYWIitW7ciOTmZpaenpzfI+asyf/58rF69GitWrHALQ3Sr2bx5M/r06YNPPvnELb2kpMTjKz/A03YRQpCWluYxKKuJf7NtuhnExcVhwoQJ+OCDD9xCzlAGDx6Mjz76CAcOHPBYhAEqB50ZGRmYOXNmjdehk/c+ffrg7bffxtNPP13tvuPHj8eDDz4IPz8/DBw4sNr9UlNTERwcjHfeecdj29atW/Hll1/i/fffv6kLQ06nExMnTsRPP/2E//3vf8zbx83GlzrU6/XQaDRwOBy39NlFofa6Ps+Df7OduF3HMKmpqUhMTPT6cvaDDz7A+vXr3QSfKpUKY8aMwZgxY5go4uWXX8aCBQsgl8vrPJ6pS5uJi4vD6dOn61jC6hc9oqOjsWvXLhgMBrevBht67HLq1ClcuHABn332GSZOnMjS6xPe7HZi0aJF6N27Nz744AOPbXFxcdi1axd69OhR67PB398fJSUlbmlWq9XrV6jeoPfx/PnzbqFirFYr0tPTWX9znYPWtQ96a2PcHt5+9rA26toWL168yERaQGVovezsbDYeoG0uODi43uWMi4vD9u3bUVRUVK23UOqZpGrefQl952v/aQg2b96MSZMmuQmBzWazR75vFkOGDMGGDRuwbt06LFiwoNb9mzZt6lZHlFatWt3SdsznGA3LrZhjVFRU4Ouvv8aYMWMwcuRIj+1z5sxBamqqm70JCwvDrFmzMGvWLOTl5aFjx454+eWXmSi0ruM1V1tQ9UPZ8+fPs+20DzT0eK26Z6lr3m6Ub7/9FhaLBd98842bdxBvIRhvBs2bN0eLFi3w9ddfY+XKlT55o61qaw4cOOD1GXsr8Lb273Q6cfbsWZ9e7PtCr169sG/fPsTGxqJ9+/bQaDRo164ddDodfvzxR/z+++9u85pbOUZ37VNVOXfuHIKCgqBSqRrkWps3b0bTpk2xdetWt35WV3Hu35Wff/4ZWVlZeOGFF5gHYUpxcTFmzJiBr776ikWYAsAclfz3v//FoUOH0KNHD7z//vt46aWXANTPRjqdTly8eNEtD7m5uSgpKWH3u77vvGqyj8C/sx3dc889EIlEWLduHR544IFa9/f39/ewhf7+/ggLC7vl75A+/fRTCIVCt7DkVYmLi0N5eXmteY2OjsZPP/3kJoQGvLcRf39/r57Ea5sj1GeeW9u8yBt1aXNSqRRDhgzBkCFD4HQ6MWvWLHzwwQd47rnnEB8f71Mf4nOdmvm7znXGjRuHl156CS1btqx2PEHzLZFI/hZjItd1d9d+YbfbkZGRUeP7Om73b3+7Xxs3Yx2pKnV5djQ0vs4zG4K6vlO/ES5duoS7774bwcHB2LZt202NXlgd3tY0geqf+970UBcuXIBSqWTOHG70naava/E3c8xSX27m2rzZbMaQIUNw4cIF7Nq1y6foG40BX2+8/Wm08PH79++HzWbzSN+2bRuAv9xD9+/fHxqNBkuWLIHZbHbbt75fD/Tq1QsWiwUrVqxAz5492SCmV69eWLt2La5fv85CzQB/Kb6rXm/FihX1un5dEIlE6N+/P77++mu3EAq5ublYv349evbs6aGYvpFrCQQCNzV9RkYGvvrqqwY5f11RKpV46qmn8Oeff+Kpp57yer/XrVuHI0eO3ILc+U5cXBxWrFiBJUuWICkpqdr9Ro8ejWvXruGjjz7y2GYymTxc/Tc2AwYMwOHDh/HHH3+wtKKiomq9OLkycOBA5OTkYOPGjSzNbrdj1apVUKvVDfayxFvftFqtePfddxvk/K4sW7YMr7/+Op555hn85z//afDz3wgikcijf2zatAnXrl3zuv/nn3/u5qZ78+bNyM7O9tlTCL3mv9U23Sz++9//wmaz4bXXXvPYNn/+fCgUCsycOROFhYVu24qKivDQQw9BqVR6fOnojd69eyMpKQkrVqzweM66MnLkSCxcuBDvvvsupFKp131MJhO2bt2KwYMHY+TIkR5/jz76KAwGA7755pta89WQzJ49Gxs3bsS7776L4cOH39Rru+JLHYpEIowYMQJbtmzx+gI1Pz+/sbPpRnh4OBITE/H555+jvLycpf/888+1eqr5N9uJ23EMk5mZiX379mH06NFe+++UKVOQlpaGX3/9FQA8bI9UKkWrVq1ACGFjfLr46OvCdl3azIgRI3DixAl8+eWXHuepaY5QXZ4GDhwIh8OBt99+2y39zTffhEAgqNMzsia8jV0IIVi5cmWDnP/vSkpKCnr37o2lS5d6PGtGjx4Nh8OBF1980eM4u93udq/i4uKwb98+t30+/PBDn78G7tu3L6RSKd566y23e/DJJ5+gtLQUgwYNAgB07NgRsbGxWLFihUdbqW0OqlKpPI7h9vD2soe+UNe2+OGHH7qtf7z33nuw2+3MtgwYMABarRavvPKK13USX57/I0aMACHEq7dmWu9arRZBQUEeefdl/uRr/2kIvM1vVq1adcu8FY0cORJt2rTByy+/jMOHD3tsNxgMePbZZ29BzuoOn2M0HLdijvHll1+ioqICjzzyiNe6GDx4MLZs2QKLxQKHw+ERmiw4OBjh4eGwWCwsTaVS1SmEWefOnREcHIz333/f7Tw//PAD/vzzT2YL9Ho9kpOT8emnn3qEYazPsxSoHK8dOXLErR9WVFTgww8/RExMTIO9APE2XistLb2lH6YuXrwYhYWFePDBB2G32z2279ixA999990tyFn17Nmzx+u9rrr2P2zYMAiFQrzwwgsennluZO0/IyMDGzduZGv8QqEQ3bt3xxtvvAGbzVbr2v/NGqOHhYWhffv2+Oyzz9za/enTp7Fjx44aX2DVFW/l/PXXX70+225HaOj4+fPne9jH6dOno1mzZmxdu6yszKMvtWnTBkKh0MNG1kWoRe9X1fdGNDIYtZH1feelVCoBeM5n/83tKCoqCtOnT8eOHTuwatUqj+1OpxPLly9HVlbWLcid7/Tp0wcvvvgi3n777Ro91Y0ePRqHDx/G9u3bPbaVlJSwdj1w4EDY7Xa89957bLvD4fBaR3FxcTh37pzbnOPEiRM4ePBgjXmuzzy3tnlRddcBam9zVcevQqGQiepov65uTYjPdW7/uc6DDz6IhQsXeo18RAkODmYfLHv7oPNmr7t37twZgYGB+Oijj9yeSampqbWGp+d2//a3+7VxM9aRqlKXZ0dD4+s8syGo6zv1+pKTk4P+/ftDKBRi+/btPkXDuhnExcWhtLTUzXNjdna21/csAHD48GH8/vvv7HdmZia+/vpr9O/fHyKRqEHeafq6Fn8zxyz15WatzTscDowZMwaHDx/Gpk2b0K1btwY9f13h6423N43mKXTp0qX47bffMHz4cDYw//333/H5558jICAAc+fOBVD50uLNN9/Egw8+iC5dumD8+PHw9/fHiRMnYDQa6+X2v1u3bhCLxTh//jxmzJjB0pOTk9mDznVhSKvVIjk5Ga+99hpsNhsiIiKwY8eORvNGWJWXXnoJO3fuRM+ePTFr1iyIxWJ88MEHsFgsXjtWfRk0aBDeeOMN3H333Rg/fjzy8vLwzjvvID4+vlaXvnXl7bffRklJCa5fvw6g8it8OkCbPXs2dDodgEojcebMGSxfvhx79uzByJEjERoaipycHHz11Vc4cuQIDh061KB5A4A1a9ZgypQpWL16NSZPnnzD5/NFRPjAAw/gf//7Hx566CHs2bMHPXr0gMPhwLlz5/C///0P27dvZ1/T3wyefPJJrFu3Dv369cPs2bOhUqnw8ccfo0mTJigqKqrxS+kZM2bggw8+wOTJk/Hbb78hJiYGmzdvxsGDB7FixQo3D1w3Qvfu3eHv749JkyZhzpw5EAgEWLt2bYOHX/jyyy/x5JNPolmzZmjZsqVHuK1+/fohJCSk2uMXLVqExYsXY8+ePejdu3eD5g2o/MLihRdewJQpU9C9e3ecOnUKqampXr/YBICAgAD07NkTU6ZMQW5uLlasWIH4+HhMnz69Ttf9N9smb/Tu3Rs///xzg7U/+mWNt+dcs2bN8Nlnn+H+++9HmzZtMG3aNMTGxiIjIwOffPIJCgoKsGHDBvZ1VW3Mnz8fo0aNwpo1a7yG9gUqXbzXFL4IAL755hsYDAYMHTrU6/Y77rgDer0eqampGDNmDEs/duwY88LgSu/evb1+NVQXVqxYgXfffRfdunWDUqn06L/33XdfjV/NTp48GZ999hnS09MRExNzQ3nxpQ4B4NVXX8WePXvQtWtXTJ8+Ha1atUJRURF+//137Nq1C0VFRTeUj7ryyiuv4N5770WPHj0wZcoUFBcX4+2330ZiYqKbUNQb/2Y7cbuNYdavXw9CSLX9d+DAgRCLxUhNTUXXrl3Rv39/hIaGokePHggJCcGff/6Jt99+G4MGDWLP+U6dOgGoDB8xduxYSCQSDBkypMY+52ubmT9/PjZv3oxRo0Zh6tSp6NSpE4qKivDNN9/g/fffrzasNM3TnDlzMGDAAIhEIowdOxZDhgxBnz598OyzzyIjIwPt2rXDjh078PXXX2Pu3Lk+29PaSEhIQFxcHObNm4dr165Bq9Viy5YttS721od9+/Yx4Vd+fj4qKiqYrU1OTnbzsl6Vhh4LA5UeBFy/cKekpKRg5syZWLJkCf744w/0798fEokEFy9exKZNm7By5UrmDe3BBx/EQw89hBEjRqBfv344ceIEtm/f7vNX3Hq9HgsWLMDixYtx9913Y+jQoTh//jzeffdddOnShXkNEgqFeO+99zBkyBC0b98eU6ZMQVhYGM6dO4czZ854fQFH6dSpE3bt2oU33niDhS/t2rUrt4e3kT30hbq2RavVirvuugujR49mba5nz57M5mq1Wrz33nt44IEH0LFjR4wdOxZ6vR5Xr17F999/jx49eniI1qvSp08fPPDAA3jrrbdw8eJF3H333XA6ndi/fz/69OmDRx99lOX91VdfxYMPPojOnTtj3759uHDhQq1l9rX/NASDBw/G2rVrodPp0KpVKxw+fBi7du1CYGBgg10DqPQkQKN5HDt2DACYnYyOjmZeRyQSCbZu3Yq+ffsiOTkZo0ePRo8ePSCRSHDmzBmsX78e/v7+ePnllxs0fwCfYwB8juFKamoqAgMD0b17d6/bhw4dio8++gjff/897rzzTkRGRmLkyJFo164d1Go1du3ahaNHj7q9LO/UqRM2btyIxx9/HF26dIFarcaQIUOqzYNEIsHSpUsxZcoUpKSkYNy4ccjNzcXKlSsRExODxx57jO371ltvoWfPnujYsSNmzJjB2tP333/v9gFyVTp16oT33nsPL730EuLj4xEcHIw777wTTz/9NDZs2IB77rkHc+bMQUBAAKvHLVu2uEWquRH69+/PPI3NnDkT5eXl+OijjxAcHOyzd3JfWbt2La5cuQKj0QigcvxG2+0DDzzAPOKMGTMGp06dwssvv4zjx49j3LhxiI6ORmFhIX788Uf89NNPjRKKbu/evejTpw8WLlzo01zWldmzZ8NoNOK+++5DQkICrFYrDh06hI0bNyImJgZTpkwBUBmm9dlnn8WLL76IXr16Yfjw4ZDJZDh69CjCw8OxZMmSOuebruufP38er7zyCktPTk7GDz/8AJlMhi5durD0mzlG98ayZctwzz33oFu3bpg2bRpMJhNWrVrl8xqCrwwePBhbt27Ffffdh0GDBiE9PR3vv/8+WrVqVevcvq7QdnzmzBkAlW39wIEDACpfGNYEtYuuL2xrw2KxYMuWLejXrx/kcrnXfYYOHYqVK1ciLy8Phw4dwqOPPopRo0ahefPmsNvtWLt2LXupTalubF8d7dq1w6RJk/Dhhx+ipKQEKSkpOHLkCD777DMMGzaMzYfq+85LoVCgVatW2LhxI5o3b46AgAAkJiYiMTHxX92Oli9fjkuXLmHOnDnsxa6/vz+uXr2KTZs24dy5czV636wvDbnmLxQKa+0bQOX46ptvvsHgwYMxefJkdOrUCRUVFTh16hQ2b96MjIwMBAUFYciQIejRoweefvppZGRkoFWrVti6davXD0GmTp2KN954AwMGDMC0adOQl5eH999/H61bt0ZZWVmN+anrPLe2eZE3fG1zDz74IIqKitgY6MqVK1i1ahXat2/PPPe2b98eIpEIS5cuRWlpKWQyGe68804EBwfzuc5tPteJjo72yda988476NmzJ9q0aYPp06ejadOmyM3NxeHDh5GVlYUTJ07ccF58RSqVYtGiRZg9ezbuvPNOjB49GhkZGVizZg3i4uJq9VbN7f7tZ/ftdrvH3JFSdQ55M9aRqlKXZ0dDU5d55o1S13fq9eXuu+/G5cuX8eSTT+LAgQOsLQNASEgI+vXrV+PxAoEAKSkp2Lt3b4Pma+zYsXjqqadw3333Yc6cOTAajXjvvffQvHlzN/EnJTExEQMGDMCcOXMgk8nYh+WuH6Xf6DtNX9fib+aYpb7crLX5J554At988w2GDBmCoqIiD9tS29iFrzf+PdcbAd/XiRoUUgcmTZpEoqOjfdr34MGD5JFHHiGJiYlEp9MRiURCmjRpQiZPnkwuXbrksf8333xDunfvThQKBdFqtSQpKYls2LCBbU9JSSGtW7f2OU9dunQhAMivv/7K0rKysggAEhUV5bF/VlYWue+++4ifnx/R6XRk1KhR5Pr16wQAWbhwIdtv4cKFBADJz893O3716tUEAElPT2dpAMgjjzzica3o6GgyadIkt7Tff/+dDBgwgKjVaqJUKkmfPn3IoUOHvF7j6NGjbunV5WnSpElEpVK5pX3yySekWbNmRCaTkYSEBLJ69Wp2fF1o3bo1SUlJqXZ7dHQ0AeD1z7WOKJs3byb9+/cnAQEBRCwWk7CwMDJmzBiyd+/eGvMxadKkGvNRHatWrSIAyI8//ljnY6ur76p4u/9Wq5UsXbqUtG7dmshkMuLv7086depEFi9eTEpLS2s8lhDPtuOt3UVHR5NBgwZ5HJuSkuJRV8ePHye9evUiMpmMREZGkiVLlpC33nqLACA5OTk1Hpubm0umTJlCgoKCiFQqJW3atCGrV6922yc9PZ0AIMuWLXNL37NnDwFANm3a5JburY0fPHiQ3HHHHUShUJDw8HDy5JNPku3btxMAZM+ePR7lrI5HHnmk2nZO72l1f7Vd54knniACgYD8+eefPueH4q2fVsVsNpMnnniChIWFEYVCQXr06EEOHz7scV9ovW7YsIEsWLCABAcHE4VCQQYNGkSuXLnicd2qtrOqvSOE2yZXOnXqREJDQ+uUH9freuuXFy9eJCKRyGt/IISQkydPknHjxpGwsDAikUhIaGgoGTduHDl16pTHvtXdB0IIcTgcJC4ujsTFxRG73U4Iqf656krVvjpkyBAil8tJRUVFtcdMnjyZSCQSUlBQQAghNfatF198scbrUwYNGlTt+GPSpEk1XqO2+zpixAiiUChIcXGxT3lxpT51SMnNzSWPPPIIiYqKYvf2rrvuIh9++GGtx1Lb6mpzq/bp6uwvId77+hdffEESEhKITCYjiYmJ5JtvviEjRowgCQkJtR77b7cTt8sYpk2bNqRJkyY17tO7d28SHBxMbDYb+eCDD0hycjIJDAwkMpmMxMXFkfnz57uNVwgh5MUXXyQRERFEKBS61VF1YxlCfGszhBBSWFhIHn30URIREUGkUimJjIwkkyZNYvbFW1+w2+1k9uzZRK/XE4FA4NY+DAYDeeyxx0h4eDiRSCSkWbNmZNmyZcTpdLpd11ve6zKmOXv2LOnbty9Rq9UkKCiITJ8+nZw4ccIjr7WxbNmyGu1YTeOXqv20Ko01Fk5JSSEAvD7zPvzwQ9KpUyeiUCiIRqMhbdq0IU8++SS5fv0628fhcJCnnnqKBAUFEaVSSQYMGEDS0tKqHQN7e+YRQsjbb79NEhISiEQiISEhIeThhx/2aucPHDhA+vXrRzQaDVGpVKRt27Zk1apVHmV15dy5cyQ5OZkoFAoCwC1f3B7eHvawKt7GGXVtiz///DOZMWMG8ff3J2q1mtx///2ksLDQ41p79uwhAwYMIDqdjsjlchIXF0cmT55Mjh07xvapaX5gt9vJsmXLSEJCApFKpUSv15N77rmH/Pbbb2wfo9FIpk2bRnQ6HdFoNGT06NEkLy/PwzZ4m0sS4lv/qW4MVN2Yt6pdLS4uZnNJtVpNBgwYQM6dO+d1raQmjh49WqNtpTba25+3NldcXEyef/550qZNG6JUKolcLieJiYlkwYIFJDs7u8a81NXGU/gcg88xKLm5uUQsFpMHHnig2n2MRiNRKpXkvvvuIxaLhcyfP5+0a9eOPcfatWtH3n33XbdjysvLyfjx44mfnx8BwMpc3VyDsnHjRtKhQwcik8lIQEAAuf/++0lWVpbHfqdPn2brqXK5nLRo0YI899xzbLs3W5OTk0MGDRpENBqNR3+8dOkSGTlyJDtfUlIS+e6779yuWZc1JUK8P2O/+eYb0rZtWyKXy0lMTAxZunQp+fTTT326v67U1I4I+Wts5Ota008//UTuvfdeEhwcTMRiMdHr9WTIkCHk66+/rjEfCxcu9HnN3pVvv/2WACDvv/9+nY/94YcfyNSpU0lCQgJRq9VEKpWS+Ph4Mnv2bJKbm+ux/6effsralL+/P0lJSSE7d+5k2+uynkkIIcHBwQSA27UOHDhAAJBevXp57O/rGL2653DVsVZd59y7du0iPXr0YO8+hgwZQs6ePev1Gr6MBwnxtLlOp5O88sorJDo6mshkMtKhQwfy3Xff1emdDkWlUtX4TK7JRtZGUFAQueOOO+qUny1bthAA5JNPPql2n7179xIAZOXKleTy5ctk6tSpJC4ujsjlchIQEED69OlDdu3a5XZMdWP7muY8NpuNLF68mMTGxhKJREKioqLIggULiNls9ti3tnde3u7NoUOHSKdOnYhUKvVoS//mdmS328nHH39MevXqxd43RkdHkylTppDjx4/XmI+UlJQ6jTEpjb3mX50dMRgMZMGCBSQ+Pp5IpVISFBREunfvTl5//XVitVrZfoWFheSBBx4gWq2W6HQ68sADD5Djx497HZeuW7eONG3alEilUtK+fXuyffv2Rnk/4Mu8qKpd97XN0flmcHAwkUqlpEmTJmTmzJke4/SPPvqING3alI2HXZ+3fK5z+891XKlu7Hfp0iUyceJEEhoaSiQSCYmIiCCDBw8mmzdvrvVYWq+u7aa693C+rNkTQshbb73F2ndSUhI5ePAg6dSpE7n77rtrPZbb/dvL7vsyh7yZ60je1gp9fXZ4O7aqvSOk7joAX+aZvrZdSlV74es79drIz8/3+lyk1HS/a7uOwWAgAMjYsWN9zo83Nm3a5HVuuWPHDpKYmEikUilp0aIFWbduXY33dN26dWytuUOHDl7nqjfyTpNS21o8ITdvzPJ3X5uvaS3Bl+vw9ca/53ojLUtd1omqUtNaRHUICPFdHjx58mTs3r0bv//+O8RiMfz8/Hw9lMP5W0G/yLrdwhjeDObOnYsPPvgA5eXlLGwAp2aSkpIQHR2NTZs23dJ8UA8PmzZtYh63OA2DwWBAQEAAVqxYgUceeeRWZ4fTgISEhGDixIlYtmzZrc7K34727dtDr9dj586dtzorHBf4GIbTEPB2xPknwNsx53aHzzH+ufA5Bud24cknn8SGDRuQlpYGmUx2q7PD+Rdw9uxZtG7dGt99912DhgnlcBqDv8uaP4dzO8LnOtXjdDqh1+sxfPhwfPTRR7c6OxwXbobdp1Fvjh49elOjh3L+Xmzbtg2DBw/GiRMn0KZNm1udHc4/DP4M/mdCCEFhYSEyMzPRsWNHLFu2DPPmzfPp2DqHj8/MzIRer0fr1q1x+vTpOmeWw7nVEEKwd+/eal24/5swmUxQKBTsd2FhIdauXYuePXtyQaiPlJWV4cSJE9WG/eH8M9i3bx8iIiIwffr0W50VTgNy5swZmEwmPPXUU7c6K7cUm80GgUAAsfivYeHevXtx4sQJry7yObcOPobhNAS8HXH+CfB2zPknwOcY/0z4HINzO7Fnzx4899xzXBDKuWns2bMH3bp144JQzt8evubP4dwYfK5TidlshkwmcwsV//nnn6OoqKhe4ck5jQe3+5ybyZ49ezB27FguCOU0CvwZ/M+ktLQUer2+XsfWyVPo2bNncf36dQCAWq3GHXfcUa+Lcjicvwft27dH79690bJlS+Tm5uKTTz7B9evX8dNPPyE5OflWZ49TR7inUA6HUx8yMjLQt29fTJgwAeHh4Th37hzef/996HQ6nD59GoGBgbc6ixwOh8PhcDgcDofD4XA4HA6Hw+HcNuzduxePPfYYRo0ahcDAQPz+++/45JNP0LJlS/z222+QSqW3Ooucmwz3FMrhcDic+mC327F37172u3nz5mjSpIlPx9bJU2irVq3QqlWrOmWOw+H8fRk4cCA2b96MDz/8EAKBAB07dsQnn3zCBaEcDofzL8Lf3x+dOnXCxx9/jPz8fKhUKgwaNAivvvoqF4RyOBwOh8PhcDgcDofD4XA4HA6HU0diYmIQFRWFt956C0VFRQgICMDEiRPx6quvckEoh8PhcDgcnxGLxejbt2+9jq2Tp1AOh8PhcDgcDofD4XA4nL8777zzDpYtW4acnBy0a9cOq1atQlJS0q3OFofD4XA4HA6Hw+FwOBwOh8PhcDgcTqMjvNUZ4HA4HA6Hw+FwOBwOh8NpKDZu3IjHH38cCxcuxO+//4527dphwIAByMvLu9VZ43A4HA6Hw+FwOBwOh8PhcDgcDofDaXS4p1AOh8PhcDgcDofD4XA4/xi6du2KLl264O233wYAOJ1OREVFYfbs2Xj66advce44HA6Hw+FwOBwOh8PhcDgcDofD4XAaF/GtzgCHw+FwOBwOh8PhcDgcTkNgtVrx22+/YcGCBSxNKBSib9++OHz4sNdjLBYLLBYL++10OlFUVITAwEAIBIJGzzOHw+FwOJwbhxACg8GA8PBwCIU8QBqHw+FwOBwOh8PhcDicfzdcFMrhcDgcDofD4XA4HA7nH0FBQQEcDgdCQkLc0kNCQnDu3DmvxyxZsgSLFy++GdnjcDgcDofTyGRmZiIyMvJWZ4PD4XA4HA6Hw+FwOBwO55bCRaEcDofD4XA4HA6Hw+Fw/rUsWLAAjz/+OPtdWlqKJk2aeN1XKBRCIpEgODgYzZs3R3FxMa5evQoAkMvliI6OhkgkglKphN1uh8lkgsPhgNPpRFBQEEQiEY4cOQKhUAiTyYRWrVpBIpEgOzsbhYWFsNlsCA8Ph0ajQWhoKC5duoTQ0FCUlpZCLpdDKpWipKQEzZs3h9FohEwmQ2ZmJsrKyiCXy5GXl4f8/HwQQmC320EI8bketBo1WjSPxamzaTXuJwDczuvNm2rVNIFAAKVSieDgYNjtdhQUFCA2Nhb+/v4ghKCwsBB+fn7IysqCSCRCYWEh/P39YbFYYDQaYbPZIBAIIBKJIBQKQQiB1WqF3W6H0+n0mk+aR4FAUPl/gQAghOWNbg/w1yHAT4uz5y+57c+O8xHXMtNjicv1KCqVCi1btoRarUZ2djbkcjnsdjsuXbqE2NhYhIeHw2Aw4OTJkzCbzW7n8JYf123e8uwtDwAQFhIEP50WlzKyaixLXaman6q43hfX39Wdy7VcdbknHvf//2kSGQ6LxYwrmdd9K5AXQkJC0L17d0gkEhQVFUEulyMnJwfp6emw2WyQSqUICAiAzWZjNkAikUAgEMDhcMBut8NgMDAPxVqtFlFRUXA6nbh+/TpsNhvkcjlCQkIgEAhgNBphsVhgt9uh1+vRtGlTKJVKOJ1OaDQaFBYW4siRI8jNza22fprFxcBkMiE7twCEENaPqu7v7f4JBAL2JxaLoVarodVqERAQALVazbYJhULY7XYIhUKIRCJoNBpIpVJIJBJmB1UqFQQCATIzM3H+/HkUFxcDAKKiolBRUQGz2YzAwEBIJBKIRCJIJBJYrVY4nU6YzWYYDAaIRCIoFAqUl5fDYDBApVIhICAAbdu2RUBAABwOB4RCIaxWK6ymMmz7cScKi0rc2gPNM1Bpu1u0aIHo6Gg4nU6YTCa0a9eO3TObzQZ/f3+Ul5ejqKgIpaWlEAgEHmUzmUwoKytDRUUFZDIZbDYbhEIhu3dOpxMSiQQymYzZMlo2i8UCsVgMQghsNhtkMhkIITCbzZDL5ZBIJLDb7bDZbJBIJCgpKYFQKERUVBTMZjNUKhUuXLiACxcuwOl0ol2bBFy4mA5DeUW927k3aLtxbRsikYjdg8jISAQHB0MgEMBkMgEASkpKYDQaUVBQgNLSUhiNRjgcDrfzOJ3OOtnb6uh5R0cc+OV3aDSaGz4Xh8PhcDgcDofD4XA4HM7tDheFcjgcDofD4XA4HA6Hw/lHQIWXubm5bum5ubkIDQ31eoxMJoNMJqv13FT0JBKJEBQUBJvNBrVazYR8ubm5yMnJQatWrSCXy2G1WmEymZiwSCKRMLGQVCoFACgUCqhUKmRmZrrt5yoeKi4uhkwmQ2BgIMLCwnD06FGcPHkSTZs2hUQiQXh4OPz9/VFWVobAwECUlJTAZrNBJBLBbrf7XHcCgQBikQhCHwSB3gSQQKVgSCaTQSKRQCgUMuGVRCKBRCJhIk+xWAy5XI7AwECUlpYiMDAQGo0GWVlZkMvlAACTyQS1Wg25XA6BQACn0wmRSASZTMZEtQaDAWVlZUxgVDWPruIvKgx1FTMBgEgkgkgschM70bDDVYWIVcVQ1QkVXQVnrtuEQiFatGiB2NhYSCQSXL58GcHBwSgoKIDdbofZbEZYWBi0Wi3y8/Nx5cqVakWUNL+uealOiOlNACgUiiASi93K6u3+ervP1VG1XXg73ls6pTrRq8DLfatNJFrd9UQiQb3DSotEIrRo0QJdu3ZFeXk5a9vHjx9HcXExE/o5nU4YjUZoNBoEBgay9ul0OmG325lgm4oCjUYj8vPzoVAoEBQUBKFQCJvNhtLSUhBCIBaL4efnB5vNhpKSEhw+fBjh4eFISEhASUkJ5HI5Bg0ahGPHjuHMmTNe+71IJIRAIPQQ9VWlat249h+hUAiFQgE/Pz+EhobCz88PUqkUVqsVZrMZZrOZCTIJIXA4HPDz84NYXLn8LJVKYbPZmDg0ODgYTqcT5eXlTAxJCIFEIoFcLmd5cTqdrF6pTVWpVFAoFDAajZDL5fDz84NcLodSqQQhBCaTqdLWitQQCoUefdrVngcEBKBp06Ywm80QCATM7kilUhiNRnYNiUSCoKAgREREQCQSwWg0QiQSIScnh5Wf2m5qA2m/o3ZdKpVW2hyRiLUp2h4IIez5QAW29Dc9hooww8PDcenSJZjNZuh0OlRUVKBZs2bIzs6GwWCA+P/3bQjoNV37oUQigVqtRnBwMGJjY9GkSRNIpVLY7XZkZWUhLy8PNpsNdrsdOp0OrVu3hkajgd1ux8WLF3H58mUUFxczUazD4WDXo0L/6gT/NSEWi1ieORwOh8PhcDgcDofD4XD+7XBRKIfD4XA4HA6Hw+FwOJx/BFKpFJ06dcJPP/2EYcOGAagUlvz000949NFH631eKiCi3uH8/PygUqmYGJP+PycnB+fPn0fPnj1RWFgItVqN4uJiCIVClJWVgRACo9GI8vJy5vmNeh+VSCQAAIvFAoFAgOLiYmg0GpSUlEAmk0GlUsHhcKCsrAx6vR6EEOTk5CAsLAxyuRyEEEilUuTm5qK0tNRNZFOHklYrtPMmSnTdVyKRQKfTMQETrSudTgeVSgWTyYTS0lKYTCZWh9RTqNVqZYJRtVoNsVgMqVSKwMBAKJVKWCwWVFRUQKfTISAgAFKpFKWlpbh27RoAwGAwMOGdq1CyJq+VruIwAQQex7gKLavWgWs9VBUnehNG0n2kUimCgoKg1WphMplgsVhgNpuZMIqK2hwOB/z9/XH16lW369B6dzqdTDBV9dpVy0rLULUcgkqXr17L5o2aRLdV06ruVxVfPJ9Wt70ueBPw1heJRIKOHTsiMTERhYWFEIlEyM7OxpkzZ5j3RqVSCa1WC4VCwUSBAFh/oKJQAFCr1SgvL0d+fj6EQiH0ej0UCgXLK/U+KRQKYTQaUVFRwTzmisViXL16Fbm5uUhISEBkZCSKi4vRsWNH6HQ6/PLLL7BarV7qo9IeemuvtI3Qa7rWFRVVqlQqhIWFITQ0FDqdjp3HZrPBYrGwazocDohEIrbNbDZDKpVCo9Gw82u1WhgMBuYdVCAQwGw2w2azsfq0Wq2sDqmHVSoat9lsrG6pJ1Wn0wmlUsnEuTabDRC59x/XMtP7GhQUxGwytb8VFRUQiUTMGysVeCqVSqjVahQUFEAmk8Fut8NoNKK4uJh5BKWif3ofXeuRittd/0/bhGt7tVgsbD+73c5EofS5Qb2NFhUVQavVMpFpkyZNcPbsWTSUJJLee7FYDIVCAb1ej+joaERHR7OPMIxGI0wmE9LT03H27FkUFBTAarUyT6pOpxN//vknoqOj0aZNG7Rp0wadOnVinrYzMzORm5sLo9HoJgiti2dgDofD4XA4HA6Hw+FwOByOJ1wUyuFwOBwOh8PhcDgcDucfw+OPP45Jkyahc+fOSEpKwooVK1BRUYEpU6bU84zuojedTofg4GBYLBZIpVJYLBaUl5fD398fkZGRSEtLw8GDB5GYmAgATBjlcDigUCiYF1GZTAaDwYDAwEAEBASgrKwMdrsdVqsVOp0OBoMBISEhsNlsUCqVCAwMxO7du0EIgZ+fHwICApCfn8/CyFNBo1wuR3Fxcb1CoNP80rJ68z5ZVbQnEAig0Wig1WohlUohl8uZIIwKe8RiMQQCAQwGA/R6PeRyOVq3bg2n04n8/HzmObB9+/a4dOkS/P39IRAIoFKpmKiI1kFQUBBkMhnUajUTkhJCmDC0OpFk1TDsbuWA9zry5mHTW/mr1perRz/X/f39/SEWi2GxWJiIDADzLhgREcHaijfRHhUWul7Pa3mq8cjpkV6lffgimqwqlq2urqvmxVueXOu3aj36kp+q97Tq8d72Rz3kclQQ2qxZM2RlZUGpVOL8+fNIT09nQsHIyEjmEbOqGNDpdEL8/15ZqZiPtm+lUgkA0Gg0TPDn6jmRijFpXV27do31b5PJhJMnT6K8vBzR0dHIzc1Fu3btIJPJsG/fPta+/kLA+ibtK664egl1vR8KhQJhYWGIiIhAaGgotFotzGYzysvLYbfbme1RKpUQCoVwOBzMmyf1xKzT6RAYGMhCilOBK72ua3h1V0EmLTe1g9Q2EkIgl8uhVquZx+D8/HxERkaysPbl5eWoKCt0K09VZDIZtFot7HY7VCoVDAYDwsLCoNPpWH4IqQzjTvex2+0oKyuDWCxmHn6pHaJ14XofqfdU2jaqE+XS4+jHAlSM6SrsdjgczNuqUChkQlqVSoWKigpERkYiIyOjPs3cA2rDlEolEhISmLdPk8nE2h8V0J44cQJnz55lYlwqdLVYLCCEoKKiAgUFBbh06RJat26NqKgoaLVaJCQkIC4ujglE09PTUVxczOqP1g2Hw+FwOBwOh8PhcDgcDqfucFEoh8PhcDgcDofD4XA4nH8MY8aMQX5+Pp5//nnk5OSgffv2+PHHHxESElLPM/4lJBMIBMwTIA0Fb7VaUVhYCL1eD61WC7lcDofDgfT0dAQFBUEsFsNgMEAulzPvkNTLXWFhIfMIR73tyeVyJkYyGAwsBPWRI0dgtVohFouZF1KlUgmDwQCz2cyO8/PzQ15eHvMmWVdBjTcBaHXeGyUSCfNUGh4eDplMhsLCQpjNZhBCYLfbYTKZoFKpIJVKERwcjMjISOY5VSaTMcFVYWEhAgMDIRaLERYWxsJABwUFoaysDKWlpRCLxSy0tMPhgFqtRmhoKKxWK65evYrS0tJqRYKuZfG2jzfPoDXVTVVBJhWXBQcHM2+gOp2OibtEIhH8/f1RVFSE9PR0JiCkIj2BQACr1Yrs7GwoFAoYDAavAszqxLrexLze8v/XcQI3T6Gu56+p/DV5Aq3NY6prPXs7R9V/axI2V92nNgH0X9vr1h/EYjGSkpIQHx/P7s2ff/6JK1euAKgUczZv3pydn3qspF4ea/KmKhQK0bRpUxQVFTGxH/WqqdVq2b7Uw6hcLkdkZCT8/PxYyPWCggKkpaXBaDQiPj4eZWVlaN++PQgh+Pnnn5mtqVoXrnVGxcauHkJpularZSI+tVqNiIgIWK1WXL9+HSKRyE28SpFIJMxLpEKhYGJ4KhAtKSmB0Whk4dapUFqr1SIgIIB5RtVoNCxvDocDSqUSEokEMpkMRqOR9Tuj0QibzYaioiIUFhYiODgYAQEBEAqFMFWUeNxz13L7+/uz0PA2mw3l5eWIjY1lQkbXNlhRUcHCodtsNiZEp324arukdUrDw7uK5Wn7oOJc135LPSW79oeqIdZpnTudTmb3qIA+PDwcN6oKpWJ+vV6Pvn37IiAgADk5OSgoKIDFYoHJZGLeQKOiopCVlcXKRdsFLbdr+ygpKcGJEycglUpx4sQJGI1Gdt+joqIQFRWFjIwMnDt3jrVx7jGUw+FwOBwOh8PhcDgcDqd+cFEoh8PhcDgcDofD4XA4nH8Ujz766A2Fi68O6jXNYDAw4UtRURHUajVsNhsqKioQEBDA9i8sLGTCRyr4UqvVcDgcKC4uZuGjqUBQJpMB+Cu0dEVFBZo0aYLMzEyUlpYiMDAQEokERqMRV69eRWhoKPOWqVAomPc86nHwRoQ0NYn9qHfQJk2aQKFQoHXr1ggICEBBQQHzBEi93fn5+SEuLg5SqRTXr1+HVCqF1WrFTz/9hKZNm8LPzw8mkwklJSWQyWQQi8VwOp0ICAiAQqFAREQECgsLmYCopKQENpuNeatr1qwZlEolIiIicOTIEZSWlrp5mKtO5PhX3Xh6yqwquvQmTBIIBBAKhZDL5YiLi0O7du0QFxcHtVrNPMlGRUWxMhUUFODq1avIyMiA3W6Hn58f9Ho9E4FptVoolUpUVFQgODgYsbGxKCsrQ3FxsZvn0Kr3o7p7VnOZwTRj1Ql+a6I24WjV/9N2EBISAoVCwfoNFRBT8XJ1560tj3URhtYFgUCAZs2aoXnz5sjNzYVYLMaJEyeQm5vLvDjGxMSwMlKPkFRcSfNDxaFUAElDoLuKAKnAs6SkBGKxGBqNBiqViv1Lw4NTMaFCoWB5AoCsrCwYjUZ07twZRqMRzZs3R1FREY4fP16tV0rXeqO/qXCREAKdTodOnTohKioKAoEAMTExCAwMRHZ2NvOASf+oCJy2dxpuXC6XQ6FQsFDrMpkMEokE5eXlKC8vZ+Juq9UKpVIJqVQKp9OJoqIiVmfUntF80vPbbDYWYt7hcKC0tBQlJSUoKytjovJKMaL7faflFovF8Pf3ByEEEomECXONRiPsdjvzYkzzDFTa9OvXr7NrajQadv9o6HhXz6fU2yZtA0ClbaTHVBV+0rJRL6TehP3Ue6tcLkdBQQFKS0uZ8N7pdCIsLAxWU2md2nrV8wuFQoSHh2Ps2LEQCoU4deoU0tLSkJeXB5VKhfDwcHZ9qVTK8mixWJgX3IqKClbftI8IBAI4HA5cuHCB3ePc3FwAQFhYGJo3b45mzZohLi4Ou3fvRn5+PjsHtescDofD4XA4HA6Hw+FwOBzf4KJQDofD4XA4HA6Hw+FwOBwfEIlE0Gq1LFyvwWBAeXk59Ho9MjMzmaiHCn2oqIeGJ7ZarQCA4uJijxC7IpGIiYXEYjFUKhV0Oh0KCwuh0+mYaJCKjAoLC5GbmwuVSoXc3Fz4+fmx8ygUCpjNZg+PmL7i6mmyqpBOJBIhMDAQbdu2hdVqRXR0NAsdHxYWBolEgtzcXBYCmuZdKpWioqICJpMJ2dnZyMnJAQB07twZNpuNCamoR1WHw4HQ0FBoNBqUl5cjKCgIBoMBRUVFKC8vh0KhQHx8PIKCglBcXIzg4GAkJCQgPT0deXl5rG6rhjKvWk5vVC2zq3dRV6FXTEwMUlJS0L17dwQFBaG8vBwGgwH5+fk4c+YM/vzzTwQFBcFqtaKoqAiXL19GTk4OCx8eHh7OhMI09DYVvA4fPhx9+vTBr7/+inPnzrH7Sb0oUvGttzxXFfF6E//9/8Y6eeKrzUuot7aiUqnQsmVLNG3aFIWFhdBqtXA6nTCbzSgpKUF6ejoKCgqYiLmqALTq/buZXgNVKhUSExNRWloKvV6P3bt3o6CgAAKBAGq1GuHh4UwQ53A44HQ63QRyVMhms9ncBIEAmFfH8vJy1v6pZ1nq5Tc/Px9lZWXQaDRQKBTw9/eHQqGASCRiIcupx12BQICioiL8/vvvSE5ORlFREXr06IHLly+jpKTELT/evObS/1NvlDqdDh06dEBMTAxMJhNiY2Oh1+uZl8iqAlh6bovFAqFQyMSRMpkMKpWKCVupULOiogJlZWWwWq3w8/MDACaUpOJGs9nMxLCuQm96bSqYVCgUzPvw1atX2fFisfj/5aDETZhI/y+Xy6HRaJjAv7i4GBUVFcjKymJh7MvLy2G1WlkYeWqDaTksFgvKy8tht9uZl0wq9KXCeJpnmn9aN/Q3rScqrqVeg11Dz9P9qGdSuVzOnkUWi4VdnwpYnSpJvdo8FTsrlUoMHDgQQqEQR44cwfnz51FWVga5XI5mzZrBz88PDocD+fn5yMvLg0gkglgsZkJ5iUQCoVCIoKAgZtupV22JRAKz2QyFQgG9Xo+cnBwYjUaUlpbizJkzaNGiBWJiYnD//fdj9erVKCsr4x5DORwOh8PhcDgcDofD4XDqAReFcjgcDofD4XA4HA6Hw+H4APXKR8MjZ2RkQC6Xw2AwwGQyQS6XM8EfIQQqlQp2ux0KhQIAmFCSCqhcvcC5hhiXSqUoKiqCTqeD2WxmIdNdvQqqVCoUFRWx8MyuHksVCgWKi4tvqKzeBDgikQhRUVFo3749AMBqteLy5cvIzs5G9+7d0bRpU+j1ekilUpSWlqK0tBSEEFitViZqcjqdKCwsZPVBQ83TOqLiqYKCAsTHx8NsNrNyarVaaLVaSCQSqNVqyOVy2Gw27N+/H8XFxYiLi0NoaCjUajUyMjKYCLe6stEw6lX9R1YV07oKyYRCISQSCRISEjBixAi0a9cODocDV69eZd4vDQYDAgMDQQjBtWvXkJeXh9LSUhQVFeH69etMKKpSqWCxWJhAkBCC/Px8KJVKXLp0CX379kWnTp1QVFSE0tJKz39GoxFpaWk4evQoLly4gPLycpZnKpzzJmql5aktdLu3uqLHVucFlIo/FQoFExZSD48xMTEIDg7G5cuXkZ+fzzw+0vsZHh4OgUAAi8UCqVQKmUzG2klFRQUMBgMLye7NY6hr2G1fvIX6ikAgQMuWLaHRaFBYWIjffvsNBQUFTHQXFRUFsVgMh8Ph9q9EImF14NruqTCuQ4cO8Pf3h9VqZW3CYDCgRYsWiIyMBFApHDWbzSgtLcW1a9eQm5uLrKwsWCwWREZGQiKRwGKxICgoCAKBgIlqpVIpiouL8ccffyAkJAR+fn5ISEjAr7/+CgBwEnevk1SYSNsN/dff3x+dO3dG69atUVFRgbi4OAQGBqKgoICFatfpdLBarTCZTCy/AoEANpsNIpEIUqmUeY2UyWTs3trtdhQUFDDBpd1uZyHhaZuhwkej0QiNRgObzcby7JpXmk5FlGVlZcjMzGT22c/PDyKBHQIIPPo0AAQEBDDvzxKJBFlZWZDL5cjOzkZAQACsViu7h3a7HQ6HA2azGQCYAJSWgYopXT8KoB5C6ccBtG3QvuransViMROnUs/StF3TdPrMKC0thUajgVKpZMLMsrIy5nnY6XRCo9HUu90DQFxcHIKCgrB//35cvXoVDocDUqkUzZs3R1RUFMxmMwoKCpCbmwuRSITw8HAEBgZCKpVCp9NBLpcjKysLKpWK2QjaD6iXZyr4l0qlrP3I5XKcPXsWYrEYiYmJSEpKwp49e1h9cVEoh8PhcDgcDofD4XA4HI7vcFEoh8PhcDgcDofD4XA4HE4tUO+QdrudiZFKS0sRFBTEvMK5ClaohzeJRAKTyQSdTgeZTIbc3Fw3r43AX97Z5HI5dDodHA4HQkJCUFJSgqZNmzIxHRVEUXFNcHAwDAYD/P39UVhYCIVCgfLychaG/kbKWjV8ulgsRlxcHO644w6UlZVBIpGgpKQEp06dQkBAAHJychAZGYmAgAD4+/vj2rVryMnJgcFgQF5eHgsdDgChoaEoLS2FSCRiQikaIpp6vDOZTCgtLUVubi6Kioogk8kQGxvLPA6KRCI4nU5cvnwZubm5KC0tZXm02+3o2LEjTp065RHCuLZ/afldcRVTikQitG7dGsOHD0dISAguXbrEQi1HR0fjyJEjOHHiBI4cOQKBQIDOnTvD4XDgjz/+QFFREct7YGAgE6PJ5XLk5eWhoqICFRUVKCgowJ9//onr168jLCwM4eHhKCwshJ+fHzp37oywsDDExsbi4sWL2LFjB7KysjxEZjXdV1/bgGu9eBOaisViBAUFoWXLlkyQTAiBTCZjIuby8nIUFxcjLy8PxcXFrI0CQFlZGaKiotC1a1eEhoaiqKgIZWVlzLOuzWZDWVkZLl26hJycHDePm97y6luZfQshr9PpkJiYiGvXrkEgEDAPhxKJBCqVioUTpwJI6u2TCh/NZrObeDI4OBhqtRpRUVEsJLlarYZYLEZ8fDyioqIAVIodqZA8PDwcLVq0QHFxMY4ePYri4mLmAZP+6+/vD41GA6PRiKtXr0IoFKK0tBTNmjVDfn4+7rjjDly4cAECgac3V28CYbVajbZt26Jjx44wGo3w9/dHYGAgKioqkJeXB7VaDa1WC51Oh7KyMohEIlitVhQXFzPxtNlshlgshkwmg8VigcPhYII/o9HIPJwajUZ2PBVGUxsglUphMBiYd0xXb6xUaOsq1jSZTKioqIDD4WAh6y0WC3RqOVxLSe2aUChESEgI5HI588BLRZ1WqxUlJSVunlDpva7a1mjZXEPEV7WfrmHPqedTeozNZmP5sdlscDqdzEMoxWAwwGq1QiqVwmg0ory8HJcuXUL79u2Rk5MDsViMoqIi+Pn5gRDy/8LauoVad30mCQQCxMXF4fz587h8+TJCQ0ORkZGBJk2aMC+vTqcTV65cASGECUJp/zQYDLDb7YiIiEBJSQkT/TocDuj1epSXl8NiscBisUAsFrMPGZRKJUJCQlBcXIzTp09Dp9OhadOmOHToEPOwy4WhHA6Hw+FwOBwOh8PhcDi+w0WhHA6Hw+FwOBwOh8PhcDg+QEU/TqfTLWyz1WplIjkqFqPCJeoVzuFwID4+HnfccQeEQiG+/vpr5jGTipGaN2+Onj17Ii8vD5mZmRAIBCgrK2MiKyoeokKosrIyFspeqVS6eeajgiZXcVHtuHtcpOWQSCRo3rw5UlJScO3aNYSFhcFiseD48eNQKBSw2Wy4cuUKAODOO++ESqVigkAaSt5isaBly5awWCyIjo6GXq9HUVERC8tsNpuZRzkqvs3KykJBQQELQ0w90FGR2KVLl7Bv3z5YrVaIxWJcvXoVer0eTZs2RXZ2NpKSknD06FGUlZXVKIajv1y9TnpDIBCgSZMmGDp0KEQiEfLz81k5s7KykJ6ejl9//RUlJSUsjLZWq8X169dRWFgIQgj0ej38/f1hs9mYh0HqTc9oNAIALl68iLy8PCQkJDBRZEREBIqKinDhwgU0adIEer0eycnJ0Gg0+Oabb5Cens4Ec67eP7150BQIBIAPuqqq3kHZsagMvd2iRQt07dqVhThv0qQJC78dEBAAoVCIEydOIC8vj4WApkJB6v3TZDIxb6ESiQRTpkxBVFQURCIR/vjjD5w/fx6JiYk4ePAgzp07B5PJ5PU+eiu3t318KbhIJELLli1hNBqZQJUK8gCwMO+0r1GbIJVKIRAIYDKZkJubC4lEgsjISERERCA+Ph4WiwUAmPiPerOMjIx08wYpEAgglUqZZ+Lg4GD07t0b5eXluHbtGhMX2+125mFSIpEgOjqatQMa/tzhcCAxMRFFBdkQwF0YSm0D/S2VStGiRQv06NEDAQEBOHv2LEJDQ2EwGJCVlQWz2QyNRgOJRMLEfFTAKhaLYbFYmNDRarXCYrEwr7kCgQB2u515Ry0uLmYiQlchpMlkchPgu3qIpMJA19D1ZrMZVquVnctsNjPhfXl5OSLDgry2X4VCAX9/fyZKdfVYaTab2f1x9fxJj68qmKb2lqa59jMq+nT1+kkFoLQ8TqfTTVRKvelSASm1MVRgS23m1atXIZFIkJeXB4FAgJKSEuj1+srw7ULf7X7VPq5UKqFWq5GXl8f+L5VKAQDXr19HaWkpew5RgTIVdlJPoA6HAxaLBXK5HEqlEjKZjIn76R8ViTscDhQXF8NgMLAyZGdnIyMjA61atYJarYbRaPQIIc8FohwOh8PhcDgcDofD4XA4NcNFoRwOh8PhcDgcDofD4XA4tUBFPWKxGAqFAgUFBVCpVDAYDJDJZFAqlW7CNBre3Gq1QqFQQCqVIigoCElJSdDpdDCZTDhz5gxkMhk0Gg1EIhFatWqFyMhIZGdnw263M9GkVCplgkmJRMJEqBqNhoVNDg4OZt7kaEjmqiHqfS2nKxKJBE2bNkX37t2RmZmJqKgoCIVCbNmyhQmhjEYjiouLkZ2dDT8/P7Rt2xYGg4F5ejSbzbBYLCguLmaCLlo/VBRGQybL5XKUl5ez8NsFBQVQKpUIDg5mdVBeXo4DBw7g5MmTTMxFPf5duHAB3bp1g1AoRH5+Pjp06IBjx44xQR9QKQukMij2bxUhoauQkgp8tVot7rzzTlbm69evo6CgADExMUyEVlFRwcIjOxwOnD17lpVPKpUiNDQUEonETQRmNBqZ98jY2Fj8+eefzFtofHw8rl+/jqysLMTGxqJ169bQ6XS4evUqpFIpmjVrhv79++Obb75BVlaWhzdIb6LOyj/v97+6Y10Fl3K5HG3btkXPnj1x/fp13HHHHRg6dCjUajVEIhEyMzOxbt06Vue5ubmszdLzUM+4VABZUlKCOXPmoFmzZuw6cXFx+Prrr3Hx4kX06dMHUqkUf/zxB6xWq5v3xZrEqzV5gK0OvV6PxMREpKenQ6vVuoX1joqKgkajYaJEQgisVisAMBEhDX/euXNntGrVCgKBABaLhYkCqcdJrVYLf39/JvZ2FfFSYbXZbGZ9QS6XQyKRuPUTuVzOPGxqNBqo1WqYzWZIJBKo1WpcvnwZnTt3xonjR1FaluYmqKsqsIuMjESvXr0QFxeH69evQyQSwWKxIC0tDZcuXWIeUOPj46HT6aBUKplHV51Oh4KCAgBg9WWz2WCz2WCxWGC321FcXIycnBxkZmaioKAANpuNiQdpHdBy0ro0Go1Qq9VMSEnriYphqd1wDbdeXl6O7OxsmEwmSETePWZSm0vbkdVqhUwmQ0lJCbRaLRQKhVs7o/VF2wEVZtI0oVDI9qViW2qv7HY7jEYjdDodOxe1e9SGunpApWJQKup3Op1QKpUAwDxS07qiokzqzVav11cKdZUSn9q6K7QtREZGwmAwsHSDwQCVSoWysjIYDAYUFxdDKpXC398fxcXFqKiogFKphEqlglgsZveI2gqFQgGRSMQ8WJvNZkilUmi1WpZ/2jeKi4thtVqZx9jc3FxERkaisLDQTcTMxaAcDofD4XA4HA6Hw+FwOLXDRaEcDofD4XA4HA6Hw+FwOLVARS5UBEU9QdrtdiYIpaIgrVaL+Ph4JuAqLi5GYWEh8vLycO3aNcjlciQmJkKr1UKpVDJvkv7+/rhw4QIMBgMTfLmGG6aeA6nXNlePfyKRCEqlEvn5+ez/rl4V64NIJEJERAR69uyJnJwcaDQahIWFYfPmzcxLKr0GFUUdO3aMhc6mnu2AShGgVCpFWFgYEwhSb3lUJEcFVgqFgoksTSYT5HI5xGIxCgoKYLVacfz4cRQWFsJsNrN7Qr0XajQaVFRUICEhgV2/ffv2OHbsGKxWa6WYSCBgwlD6r6uI0DXsM/2/UChEmzZtEBERgfz8fBa6PioqCkajEdu3b0deXt5f1/h/ysrKmChKKpVCJpOhoqKC3SOgUmBaUlLCvGvS+2symVBUVISCggLk5OTg2rVrSEtLQ9euXZGQkACDwYD8/Hx07NgRZWVl+Pbbb5lHzqoiV2/Cyap4E1u5CjldQ0tT0aRarcbIkSOh0WjYMbGxsbjnnnuwb98+pKWlMRGjQqFAZGQkpFIpEzOHhIRArVYjNDQU8fHxlddyCdfdq1cv7Ny5E1KpFImJiSgvL8e5c+fc7g0to69lqgmpVIpu3boxL4hKpZJ5saRloKJmq9XK7jcViDocDvj7+yMuLg6dOnVinielUqmbp0iJRAKFQgEATFQKVHpgraioYN4iqeiReo4MDg5m7Y/eD6lUivLycgCVXh7Ly8shEAgQFBQEs9kMk8mEO7p2xcWLacxzsavwWSAQwN/fH926dUPbtm0hFouRl5cHhUKBq1ev4siRIyguLmYCWD8/P/j5+UEqlTIhMBWmFhQUuAmpxWIxzGYzSkpKYDAYcO3aNeTn57MyUk+c1HaazWYoFAooFApoNBpmZ6l9rQyN7mDtg9oMV5Ew9VxZUlKC0pK/2qVrGw4ODoZGo0FpaSlkMhlsNhtkMhlMJhN0Oh3y8vLcxKmu/YfaLerhkwrwqTCVlsdVTEwFsFQsS6Hbadno/aTno/fZarVCpVKxfVy9pPr5+aG4uBhGoxEGgwGEEKjkQp/bPM2zUCiETCZDkyZNkJubi6ioKISEhCA2Nhbp6enIyMiASqVigk56X2i/USqVzFtuRUUFE63SZ4NKpWLtnXratlgsrB1ptVrk5OSgqKgITqcTWq0W165dQ3x8PC5fvozS0lIPMTiHw+FwOBwOh8PhcDgcDqd6uCiUw+FwOBwOh8PhcDgcDqcGXL2eCYVCFBQUQCaToaysjAmiaPhrm82GyMhI+Pn5QS6XM2GP3W5HeXk5MjIyAAABAQFQq9XQ6/Uwm81QqVQ4e/YspFIp88SmUChYGGOHw8FEYjREvWto+rKyMqhUKpSXl0Oj0bC8uopofCipmwDQ398fSUlJMJvNACo9yKWlVXobjIiIwJUrV9xEk1KpFJGRkZDL5cwTIBXBlZaWIj8/n3k9NZlMTJxGhZIUs9mMoqIiJpiloqfi4mKUlpZCIpGw42leNRoNysrKIBaLmde/Jk2awGKxICIiArm5uSy0NlApBnWVFHmElHcRgQmFQvj7+6Njx444f/489Ho9Tpw4AZVKhaKiIhBC0KJFC+Ylk56LemqloY/lcjnzKkjFYVTUSvNFRV80RPmlS5eYiKy4uBgSiQTFxcXYs2cPpFIpmjdvjrKyMvTu3Rvp6ek4fPiwW3m8hVj3JqZyve9eW8b/p+v1esTFxSErKwsGgwH9+/eHWq2mO9ELISoqCsHBwZBKpVCpVFAoFNBqtWjRogWUSiWysrKQm5sLqVSKwMBAaDQaN0EohXrHPHfuHLRaLZKSkpCbm4vCwsI6tu3aEQgEaN68OZo2bYrTp08jODgYKpUKpaWlbh54Xb19SqVSJv6jddSsWTNERUUx0WdFRQWkUinrD9RrIhVEunrVBMCE0tTDsEKhYALniooKlJSUMHGezWaDWCxmYkkqWrXb7VCr1YiOjsbly5ehUcZ63Ev6f4lEgsTERCQlJUGr1SIvLw9lZWUICAjAmTNnUFJSgsTERDidTly8eBE5OTlo2rQp82iq0WiYzZFIJCgrK2Pee4VCIRMrlpWVITc3Fw6HAyqVyk2cKpFIWL+gIlqlUslsDxVeUs+iJpPJTazpKuoWiUQQi8Ww2+1MQEqh23U6HdtG676iooJ57rXb7bBYLGwbFTXK5XLmxVImk7F24Brm3lVUTr2BisVi5i2WCiVpeWm+qBCY/gbAvG46HI5KD6D/H26d2g5qmywWC/OsrNVqYbFY6tUHQkJCIJPJYDAYmJC5tLQUBoMBYWFhKC4uRllZGZRKJSQSCQIDA5mok7ZHKnKmtp+GvKfPUFrHMpnMrb6oWFcikaCoqAharRaEEBQXFyMuLg7Hjx9n+3FBKIfD4XA4HA6Hw+FwOBxO7fj+2TCHw+FwOBwOh8PhcDgczr8UQgiUSiWcTidKSkqYEIwKu2gYYBpClwq8ZDIZ84Km0WiQlZWFAwcO4PTp05BIJCx0cmZmJnJzc3HmzBkmIqLe4qi3PNdw8AqFgoVQdjqdKCsrg8PhQGBgIMLDw6HVat3CUtcVhUKBFi1aICwsDCaTCU2bNgUAnD17FgEBAcwbHBVMAWCCRbPZjPLycoSFhaFFixbQ6XTMSyDdbrfbAVR6mKOCMKBSEFpQUMDCsFPPc3a7HQaDAVarFaWlpXA4HMyjnsPhQF5eHgwGAwujXVZWxgSlAoEArVu3hlKp/EuA5Hpv8ZcIq6qwC6gUN1ExI/XQV1JSApvNhh49emDevHl47rnnsHTpUnTo0IF5SqwKFRGqVComAKP3h4bY1ul0UCgUMJlMKC8vZ+2IegvMyclBWloamjdvDpvNhj///BMlJSUoLy9H586dERAQ4NZmXb1B0jpm+YG7J9CaoMe3bNkSdrsdly5dAiEE+fn57sK7/y+3yWRiIbbpPfPz84NQKERycjLzquh0Opm4z2AwVB5P/wCcO3cOVqsVJSUluHjxIlQqFbp06cI81VaXd3oP6iIeUygUSEpKwpUrV6DRaBAUFMTEbtSLJPXY6VoncrmcieTEYjFCQ0OZF0SZTAa9Xg+lUslEstQ7pMViYe2XChVFIhECAgKYKJJeX6VSwc/PDyKRiIkWqWjP6XRCoVCwfmS321FUVASr1cq8PV65cgW01VcVhYaFhaFbt24IDQ0FIQSZmZlQKpUoLi5GZmYm9Ho9+vXrh65du0IkEuH69evMsyUVg+t0OkRHR6N169aIjY1FUFAQBAIBzGYz8vLykJmZiby8PJhMJqhUKgQEBECr1TKxLRVV0vLR/NN7SQWGAJinYVp3dB/gL4+V7p47PduxVqtlaXl5eUyISL1x0vZFPbrSsO5CoRBKpZLZX9p2q3oJpfaa3muZTMbuF71ndD96/6mdE4lErMzU46rD4WDh7J1OJ/OSLJFImBdRh8OB0tLS/+8Xvi/50/YgEokQHR2NsrIyBAUFwW63IycnB1lZWdBqtVCr1QgLC0NISAgT/Wo0GshkMmZb7XY7TCYTTCYTK2d5eTnMZjN7bgFgHmwlEgnkcjm0Wi2rc51OB5VKhezsbDRt2hRmsxlNmjRhnpSrtl8Oh8PhcDgcDofD4XA4HI53uCiUw+FwOBwOh8PhcDgcDqcGXAVHVAhaXl4Ou93OhEBisRgOhwN+fn5QqVRuwiSbzQaj0Qi1Wo2goCAoFAqUlJTAYrHAYDAgNzcXIpEIer2eCYEAsBDrVDAIgAmjXK8rk8kgl8thMBggl8tZ6GcqWKorQqEQYWFh6NGjBywWC5o1awa5XI60tDQmQP3jjz+YJ1MqcKRCoczMTLZNp9MhMTERcXFxsNlsKCwsBCEEYWFhUCqVkMlkrN5iY2OhVquhUCjQpEkTxMTEIDw8HGq1GgaDgQmLhEIhdDod/P39mcc9KhAsKiqCwWCAzWaDRCKBUqmEUqlESEgIAgMD3QVFtLxVxLOu3voIIVCpVGjXrh3Ky8shk8nw22+/QavVYsKECYiPj8fOnTvx7bffIj09HaNHj4ZOp3NrN/ScFouF3Usalpx6zZPL5bBarcy7odlsZt7+qgpUDQYDjh07hsDAQJhMJly8eBH5+fkIDQ1FixYtvJbFW35c02oSslKCg4MRFhYGu92OwsJCmEwmXLhwAb///nulMPj/z1FUVMQ8nFLRs8lkYsIvKqaj3nPLysrg5+eHkydPorCwEBaLBWazGRcuXMB3330HiUQCo9HIBNjdunVDRESEm8fcquKwqmm+iMeaNGkChUKBiooKdn+o+JIKWqn3TurxkQpfXUNpU0+XVEgKgPVHpVLJhONUNBgQEAA/Pz8mHqS2pKysjNUf9X559uxZlJaWsrD11GsuFRGazWbI5XLmpfjatWsAAKFIBAjAhHq0TtRqNTp37oyEhAQ4nU7k5eUhLy8PSqUSV69ehcViQcuWLaHVaiGRSKDValn7dA3rLhKJIJfLodfrodfrodFoYLVaUVRUhJycHGRkZODSpUsoKChAeXk5E8wGBgYyz5m0foRCIQwGAys7FX5SL7s0zLnJZGJ20VWgSwW3TKxM3Ns3tVNmsxlOpxMmk4l5Y6Uh0JVKJWuntD6pmJ3WtatQ1VUA6to2aF+kgmEqOnf9P+1/tAxV+yK9/66iU+p5k4avV6lUrNzl5eW1tvWqCIVC6PV6+Pv7w+l0ws/PD/n5+ZDJZG5h3202GxQKBdRqNfMOq1Ao3LyCqtVqqFQq5sWWikJdxen0+UD7OrXXMpkMCoUC4eHhMBgMEAqFCAgIgNFoRLNmzZggm/7LPYZyOBwOh8PhcDgcDofD4VQPDx/P4XA4HA6Hw+FwOBwOh1MDVHxDhTlKpZKJY1zD41KBH/1tMplgtVoREhLCBKJarZZ5e7t8+TLOnTsHg8EAgUDAvKj5+/sD+EvwYrfbmdgLqPTIST3KiUQiJlY1GAxQq9UshLxKpWLhl32j8npqtRrt27dnYqOAgABkZGQgNzcXWq0WaWlpTORIPSL6+/szIZ3FYmHlp15OqQc4mUyGkpISAIBYLMbly5eZhz4q0oqKioJSqWSh2YOCgqDRaJinRgAwGo0QCASIjY1FkyZNkJ6ejtzcXBiNRly/fh3BwcEwm83Mw6LZbEZ0dDSys7OZ9016b6msqGqodSr4CgkJQUxMDCoqKlBUVASbzYYxY8bAZDIhNTWV1bFAIEDnzp3Rtm1bHD16lIlY6fmoKDY4OJgJ+Ox2O8RiMaKiomA0GpGdnY38/HyvbVCr1eLuu+9G//79UVpaisOHD7MQ882bN4fdbkenTp1w9uxZVsfezuMqOvMmhPUmqBQKhWjTpg20Wi3Kysogk8mQn5+PyMhIbNq0CQUFBWjSpAnzHEk9KgJgnk8dDgf0ej3zJEiFkRaLBXq9HmKxGKWlpcjJyYHBYEBeXh78/f1x7NgxKBQKBAYGMnHvkCFDsHr1apSXl3sNEV61zC6/vNaLQqFAhw4dUFRUhICAACZqo8dSsR61BQ6HAw6Hg4XAFgqFkEgk8PPzg0ajYYJuKiCk9U7rhkJFwjRMPK0TKkCm16ahua9cuQK73f5/7P35j2Tndd+Pv2u791bd2reuXqa32Ycz5HA4pESJEhcrlGRZli07cZAg9o92IgdIAgRB8lOCIPGfkATI4sBOHNiIDUe2pVgSSUncydnI2aen96X29dbdqm7V94fmOXOrp4ekvMXfj88LaEx3ddWt+zzPeZ4CBq9+H74fkg9d12VZlcZMZ46u69C1MMuRtL7hcBjHjh3D5z73OSSTSdi2jfX1deTzeWiahmaziWg0iuXlZU7mXVpawtraGq5fv46TJ0+iUChMCIrEYDCAZVlotVool8ucrEvJkFSDuVwOkUgEiqLw2lEqJp2HtL6O47B8SGnE9Dt/uiedI1wPB+ogkUggFovxWU0iJYmbJNNTgik91uv1+D3os8DzPJ7Lgy3k/SmitI6qqrLYSs+n19Kc+NNPaa3i8ThM0+RacF2X64rqEQCL1rOlB4nBn4ZQKIQnnngCjUYDiUQCwWAQu7u70HWdP2csy+K5pTmJRCIsv5LUTDVIn3+aprHQ60+6prrtdDowTROZTAaapsGyLL5euVzG1NQUrl27hlKpBE3TYJomz41IoYIgCIIgCIIgCIIgCI9GkkIFQRAEQRAEQRAEQRA+AUrC7PV6LG2SFBMO7//N7Xg8RqvVQrPZ5AQ7TdMQCARQKpWQzWYRCoWQy+WQTqdx5MgRPPvss1hYWEA0GkUqlcJgMMBwOITrutxWWFVVFmgomdMvD5EoFQwGWdQE9kW3g63QP2GUCIVCKBaLOHbsGACgUChgMBhgbW0N6XQaruui1WpxMuATTzyB5557DidPnuTkTlVVOWGuWCyiWCwin89jfn4enuehVqvh6tWreOWVV7C6uopOp4P19XWsrKyg1WqxjDc7O4uZmRkWyUiao/bPlBbZarVYggsEAtjZ2UEkEuHEPFoDant8UCSitEO/IEnXIxFO13VomgbDMBAMBlGtVvHOO+9gPB4jHo9jMBjA8zw0m02cPXsWyWRyQq6kf2u1GoLBIAtyo9EImqaxUNdoNCbaZtO/qqri+eefxze+8Q1kMhmcPn0aP//zP49QKIR+vw/DMKDrOmZmZnD06NGJRFn699O0U39U4mY+n8fCwgIKhQKazSZmZmagqiqazSZKpRIGgwHK5TLP88zMDKchUqolCXjlcpmv3W63WXqjNZ2fn2cZ7caNG2g0GlhcXOTnT09P44tf/CIWFxcnBMuDkthhKaiHbYVAIIAzZ87g8ccfh6IoyOfz/DsSv4fDIebm5jA1NTXRNt3/vaIomJqaQrFYRDKZRDqdZrGx0+lwaigJdf40SRLmKJUymUwiGo0iEAhA0zSMRiO02+2JM4fuKxgMQtd1PP7448jlcnwOkZA6HA7hDgYYY3L90+k0PvvZz2Jubg7BYJCTSefn51nOi8ViyGQyGAwG6HQ63Bb+3XffxZUrV1CtVifqnKRJ0zRh2zaazSa63S6Lka7rotvtot/vo9froV6v8xp5nsfiIZ11NC+KokykKJO0SemcNP/+xw6mbdI9ZjIZZDIZRKNRfp9+v4/jx49zG3RKYPYnf/rf319fJDrSmtLZAYATXikZl8bpT/307zv/z/7rq6qKUCjEqax0P5SWGwwGMTU1hfF4jF6v93CRfwyBQACJRALJZBLD4RC6rqPT6aDX6/G9x2IxpFIpJJNJ5HI5KIoCx3F4/uizKBwOYzAYwHVdTrwleZXunT6fKHk2l8thNBpxOuxoNILruohEIiiXy1AUBYuLixiNRpidnX1IaBcEQRAEQRAEQRAEQRAOR6RQQRAEQRAEQRAEQRCEj4Ha/0YiEQwGA05qI0HTdV1uZTwajVCpVNBoNFgMrdVqGI/HnMDW7/eh6zq3ST5//jyef/55PP/88zh69CjS6TRLP5QER2mbJA35pSgSGkmK0nUdnudxK+ZPz75cVSqVoKoqhsMhNE1jiSufz3NLc5Ir7927B9u20Wg0OCF1bm6OpTZKKyRx6+jRowiFQmg2m2i323Bdl1tRJxIJTE1N4dSpU4jH4zxGx3FYdKJ5o3TGeDzOclIqlUIwGGQhzp/SR9ItpThOSJKHtFWn7xOJBE6cOIFms4mtrS2srKzAdV1cunQJ4/EYruvixo0b2Nrawng8xtraGvb29pDNZnnuSUjzC7okFFJtUe20Wq2HVkVVVZw5cwY/9VM/hTfffBP/4T/8B/yn//Sf8N577+HFF19EJBLB3bt3kUql0Gq1cPbsWU6V/TRJeo9K1vTPxVNPPYVSqQTbtjmpb2FhAZVKBdeuXWMZmVqQU/ojSZG0Lru7u9jd3UW32+XaTqVSaDQaLCKSTHjp0iVUq1Wk02lumb6zs4NkMolUKoUvfelLLPHROPzfH7amh02Hpml48cUXAQDJZBLAg+TJbDaLvb09VCoVbolOSYkAWGIj0W9rawutVotFz1gsBk3ToOs6S4HxeBzhcBjJZBLT09NIJpNQFIWvS7VALdVJOqX7ymazfD5omoZgMAjTNFGtVvHMM89gdnYW1WoVhmGgUCjg+PHjSKfTE2OORCI4ceIEzp07h9FohG63i1qthtnZWd77pmlyjd6/fx+vv/467t69C13X0Wq1cPXqVdy5c4dFaTqDEokEtzLv9XoYDAYT0jXNF8mYrVYL/X6fk4BpzlzXnWi3TsLpeDyGpmmIx+NcQ/Q7Wm+6n49WfaIWYrEYjh8/zinHdD9nzpzhM5vES7+wS7+jMdB7BINBPqspETMQCPB6A/vJxiTA+lvH0xddz9+WnqTeg+9P6dD0nsD++Xb+/HmEw2GYpomR9yAp9ZMIBAKYmZkBsP9HANlsFp1Oh+tvMBjwOUpzHYvF+Hd078B+Qqxt2/xZEA6HEY1G+dyl+U8kElyH8Xgc+XyeJVISpQHAMAz0+32kUikMh0MWlun8n1xnQRAEQRAEQRAEQRAEwY9IoYIgCIIgCIIgCIIgCI/AL/GNRiNEIhGWXqhFNH1PSXL1eh03b95Eq9WCoigstHS7XaRSKQBAv99n6TEej8N1XXzwwQf8vpQeSQIRyUd+yZOkRHp/kpIoPY4S2X4SaSYUCiEej7PQQy3Pc7kc37u/HTy1CCdJlFpPk9Q0GAwmxKpgMIi5uTnEYjFEo1FORg0Gg8hmszh69CiPK5FIIJVKIR6PQ9d1qKrKYx2PxzBNE4qi8L15nod4PI5er4dut4tCoYButwsALPWSSDaxxh/dH8lZJBwFAgFuWd5qtfDBBx+g1WohFovB8zz0ej1sbGyg2WzydT3Pg2mauHDhAhYWFngtSA7zt84eDoewbZvbPzuOw9Ktv/5mZ2fxjW98A9vb27hy5QoMw4Bt27hy5QquXLmC2dlZrKysANhPGp2bm0M+n+cx+L9YRPPV0GH14Rfs0uk0Hn/8cei6zimslmWh0Wjg/Pnz6HQ6uHbtGo+j2WyiXq+z/KyqKhRFwdraGj744ANsbGzAcRxubR6JRLCxsYF2uw3TNHH9+nX8wR/8AVZWViZahzuOg2q1inK5jNFohC984QsolUqcsupPV/QnQ37SHjhy5AiOHDmCcrnM16K9d+/ePdy/f38ipXA4HKLf78O2bU5FJEF7MBjg/v37qNfrLBVS3WUyGRb5aG9S8mcqleLERH8rdk3TEA6HEY/HYds2ut0utxsnaY/Ohmq1ing8jqWlJRiGgbfffhuVSgWGYUzMEbCfEnrhwgXkcjmEQiF0u11YloV0Oo1QKMRjUxQFq6uruHTpEoujtVqNz4WVlRU0Gg3eM/69ZlkWy/K0tw7W1mg0gmVZPHeDwQDRaJSFcmC/Jbo/vZfGnM/nee+TLE6/O1DND635Bx98gF6vh16vB8MwoKoqWq3WRNt5knH9Zy9Jn3T//tRPz/P4Z//jlAxMj5P0S7Xql0epvg6K2XTe0XkaDocnRGFKcCZB2B24j6z3iZn5KIl2YWGBz+1er8et4yORCK8NpUD7z9J4PM7iN9Uunem0x2nO/DVI0rjjOLAsa0LyVRSFk1F7vR4qlQoikQhKpRJOnTqFhYWFiTUSBEEQBEEQBEEQBEEQDif8//oGBEEQBEEQBEEQBEEQ/rpCUg/JRn5J0y/ykLxDIphpmrh69SoGgwGmp6cxNzcHYD8xjoQXz/OQSqVY3IrFYmg0GgiHw3BdF4qiTKTs0Re1EQb2k9noZ0rX0zSN5UJqMX2wtfajGI/HaLfbE/KVZVmYnp5GPB7nVu2hUAiO43DiWywWw3g85jRVx3HgeR50XWf5k8QwXdcxGo2QyWSwu7vLQtVoNEKpVEKz2ZxImATAghG1ICYBl15HY6eUufX1dSwsLGBvb49T7khEIrnr4LhpvQFwy+qFhQX0+30MBgP0+31up+y6Lstx1F6e6iMej+OJJ57AhQsX8Oqrr+LWrVv8XF3XEQ6HWf4iIYweO1hT2WwWn/3sZ1Gr1XD9+nVOpY1EIohGo9jb20OhUEC73cba2hpUVWWRdXt7+5FrHgA+tRhKbbVJeO73+3BdF6FQCLVaDeFwGLu7u/jd3/1dPPvss0gmk9ja2kKn02ExuNvtIhgM4s6dO9B1HbZtYzQaodls4ubNm0gkEtB1HeVyGWtra1haWsLy8jJGoxE2NjZw584ddDodbG1t4Z133sE3v/lNBINBPPnkk9jY2OB5fFSdP2oegsEgzp07h/F4DMuyuA35eDzG9evXce/ePQyHQ5w4cQKZTAaVSoUFN39CIrW8DoVCWFlZwb1793Dx4kWcOHGC9zt9JZPJh2RpSn/0J9yS1Eu/u3PnDqc0UnIk7SvbtjEej7G+vs57oFqt4k/+5E/w2c9+FqVChtXIUCiE48eP4+zZs5wuXKvVkEgkoKoqgsEgt7o3TRPvvPMOgsEgnnvuOYxGI5Znd3Z2sLe3h93dXSwtLSEej8OyLBYBKYWToD13UNb172Ga23A4DMdxeD78LeFJOE0kEkin0zwHJI1OpAADCAQeCMN0fRL7ad5CoRC2tra4Vui+FUWZEEFJ6j2Y7gmAz5mD6b/+96U19e9zvyxJ39O1/cJoNBqdSBD1JyF7nodqtYpwOMxpvp+GQCCAYrEIRVFQLpeRzWZRq9WQTqc5IZnWge6dJOhoNMp/FEDzRRL0eDyGYRicGuuvaTrrXNeF4zhoNBpIpVKIRqMTEm4qlUK1WsXq6iqOHDnCtfLUU09hfX0dtm1/qjEKgiAIgiAIgiAIgiD8TUX+nFYQBEEQBEEQBEEQBOFjCIfDWFxc5Ja9rutOSEEkdpEMRNILtZInUdKyLJYl2+022u02isXiRDoaCT/xeJzFTGqrCzwQq/yi6Gg0wmg0wqlTp1jaCQQCE5LNp00LdRwH5XKZU+dIDgsEAmi32+j1elAUBbqus4RJKYjUIrvT6cBxHCSTSZYJXdfl61AyXKFQQDKZRCKRQD6f57bygUCAW2xTYmEoFEIikUCxWEQ2m4Wu61AUhZMWVVVlQVVVVayvr7M0R62QSUx6qF2673v/73Rdx/z8PDqdDs/51NQUp5WqqopisYhYLMaSVjQaRTabRSgUQiQSwXPPPYef/umfxs/93M/hxRdfRDab5feh69AcU+rp8ePHsbi4iAsXLuCZZ56B53m4evUqt9d2HAdXrlzBzZs3EQ6HUSqVkEwmcfPmTczMzEBVVczPz3NKqX9sD7fWPhyaB5ImI5EIDMOAaZowTRPBYJBTKV966SX8zM/8DGZmZrC2tobbt29jZ2cHV65c4fRFErps22axmOr63r172Nrawg9+8ANsbW1hZmZmQiI7evQonnzySUQiEeRyOVy7dg17e3uwbRsXL15kgfgwHkqFPTBsTdNw5swZlMtlXrtgMIj79+/jzTffRL1eh6Io0DQNu7u7APZbbKuqyl+apkHTNN77qVQKruvi+9//Pt5//31omsb3oqoqt9TWNA3RaBTpdJr3/ng8hqIoiEQiLJ6ORiPUajW0Wi3E43GWBV3XhW3b6Pf7cBwHoVAIu7u7aDQaKBQKLJm//fbbsCwL44/uIZPJ4Mknn0Q+n8d4PEaj0YDrupiamkI4vJ8f0Ol0YFkWKpUK6vU6jh07Bs/zsLu7i2AwiJdeegmLi4twHAerq6tYW1uDbdt8/tBZ55cF/amX/jqj9MxEIoFMJsP3QIIk/Z72oD8p2N+6nc46f50jEMB4PPmeflHe8zx+HxKV6X2AB5I/PUbnyMGvg2mYfgF2NBpBVVVEo9FDhNUHIqs/kfTgHAFgadd/7tOcUqopfZ7QmfJJhMNhLCwsIJFI8Hlx+/ZtpFIpPksWFxe5Lb1pmpxyTe/vTz2l5NFQKMRpr8PhEJZlodvtotPpPCRTR6NRlnT9Kcr5fB5Hjx5Fp9PBysoKr/nMzAwWFxcnxi4IgiAIgiAIgiAIgiA8jCSFCoIgCIIgCIIgCIIgfAyZTAZPPPEETNPE5uYmizsk/lHSHSXDUVvf4XAIwzBQLpdRLBaxurqKZrMJAGi1Wsjn8zh+/Dg0TUOn00GlUmHpNBaLwXGchxLzKOWSJERVVbnNMwmHsVgMpmlOpOp9WgaDAWq1GtbX11EoFFjW6Xa7ME0Ttm0jmUxyemE2m0UgEOD0SGpnT+Kcoijo9XoAwCmMJHTG43GcP3+eJTJKlEwkEixuJRIJJBKJiTbZ1J7YsiyWDsfjMRKJBGzbRiQSQbVaRb1eRywWw+7uLqanp7lFtl/u8idmApNtx5PJJDKZDDKZDO7du8etrR3H4dS+WCzGopbnedwe/q233kK320U0GsX58+dx8uRJfPDBBzAMg4UqEsd6vR6KxSLy+Tw+97nPIRwOQ1VVTE9PI5vNQlEU/O///b9hGAYGgwGSySQAcMpqr9fDzMwMNjY28MUvfpFbzlMNHUxB9UtpHwe1jj927BgURcHGxgYajQav3xNPPAFd19HtdjmdcHp6GplMBisrK5wySPNDqYv+5NZEIoF2uw3P83D27Fnk83k4jgPDMBAIBNDpdJBOp/HUU0+h3+/j2rVr6Ha7+N73vodvfvObWFpawtTUFNrt9qFJofQYPX5w2LlcDplMBlevXkUqleIW7Tdu3IDneYjFYpidnWUB1HVdmKaJeDyObreLQqGATqeD4XDI4wuHw5ibm0O320Wr1cKVK1dQLBaRTCYRDodx48YNpNNpzM3NsShKyYuO42A4HHKd072vra2h3W6zaOdvLx4Oh3k/Ul1ls1nU63W4rot6vY5yuYwA9kXLhYUFnDhxgs+u+/fvs1wNgKVMOs8ymQwsy8LGxgYL2nNzc/jSl76E27dvw7IsvPfee2g2m5ienka73eb9fFCy9AuP/rUajUZ8jlHKqD9Vk9JUSepWVRWmabI072/pTt+P923Qh+qazmeS+Sm9koROeq1f9qd6pXvynxN+qdPzPKiqyq3k/cnSlPpJYyYp2i+Q+lOg/ffheR7/UQKlkNIYaMx0Xu7/EcLwU+3vVCqFkydPIh6PAwDW19fhOA4cx8HW1haazSYUReF0UGod70+spTmgsZDMnUqlOEl4MBjwHA8GA9i2PSFL9/t9KIoCwzD4M/DIkSM4e/YsEokELl26hOnpaXiex5LyysoKi/X+dFdBEARBEARBEARBEARhH5FCBUEQBEEQBEEQBEEQHgEJPZTSl0wm0W630el0oKoqJ/qRrESCKCW3kRzV7/cRDAZZ7Jqensb09DQng1arVU6qo2Q8kogoQQ0At1amxEj63WAwwNWrV9HpdDA7Owtd19Hr9SZkqU9uIR/glLl6vc4tnen1JI+pqopOp4OlpSUEg0HYts3yKI2bkvgo6ZDuPZ1OY3FxEbVaDffv38fJkycRCARw69YtTrjMZrNoNBrIZDIscJF0RS24KaWU2naTjNlqtThF8fr16zh//jyq1Sqq1SparRbLg8R4f9T8Hv51p0TSWCzGIiO1xgb2W2vruo58Po9qtYpAIADDMGBZFgt1zzzzDF5++WVOMr179y4GgwFM02T5yrIsTnakJEcAuH79Oubm5pDL5SZksFAohFQqhUajgWaziVgshlgshtXVVZTLZZRKJWSzWUSjUbRarYekUF5r31hx4Huqlbm5ORY/b9++jeFwiHA4jJdffhnnz5/H5cuX0Ww2oaoq+v0+otEovvjFL2Jvbw9bW1totVp8PRLDqB6otj3PQzQaxdzcHMLhMAzDYLnYNE0sLS3h6NGjGA6H2Nvbw87ODm7cuIGvf/3rUBQFy8vLuH///kQa7WHi4WF7e25uDrZtIxgMQlVVXtd2uw1d1zE7O8u1RQme9G+n02HJOxQKsaA2Go0mWrzfunULt2/fRjqdRjgcZgmYJG7aMyT90f6nxN9er4eNjQ0kk0mMx2NOIh4MBnz+dLtdlpZpTguFAtdXs7V/n5qmYXl5Gel0mqX1Xq+HY8eO8f4aj8d8tui6Dl3XWUCm+rh27Ro+//nP4+WXX8aHH36Ie/fu4fLlyygUCggGg+h2u7xnea8dsg4kNPqFzNFoBMdxJlqTk0xJciUlq9q2jXg8zvV1ULxEIDCRBEwSLcmH9Fz/GUX3TIIm/azrOt8LtYL37xkSOP3vRecfnVMkt/rPdVpzSoY+2F6e5od+5/+s8d8H/bHCfsv2TxYkA4EA8vk8p0CHQiFUKhU+v7e2tjhx2t+qnT4DxuMx+v0+j59kUGoJT2cQybF0hrmuy88lMXk4HKLX62E4HKLVaiGTyeDKlSsIh8MoFAoYDofY2dnB0aNH4XkeisUiNE1Dv9+fWANBEARBEARBEARBEAThASKFCoIgCIIgCIIgCIIgHMKDdMEHiZuapqFer6PX62Fqagr9fp9FMZJ//LIbCYCj0Yjb3kYiEayvr2N9fR2ZTIbFGsuyWAaKx+Not9ssV/rbIpPE5BcUg8Eg+v0+i2jUyv7PIsvQ/d++fRuzs7MYjUZotVrY2NhAPp+HbdsoFovQdR2RSASapiEWi6FcLrPkRDIT3Ws4HObUTUrvbLfb/FpKvmu1WjBNE5lMhue+3+9D0zQWt0jSI0HRn66nqiq3a/7www9x9uxZFAoF3LhxA7quH5KaOsZ4PNn+GNgXn6itdzAYZImMUhxJ8p2enuZ7pzWn+0mn0/j85z+PVCqFYDCIaDSKeDyOVqsFz/NY2qXU01KphK997WvI5/NoNBpQVRW3b9/GysoKLMvitabWzDMzM7zGJK2urq5iamqKW5P7W00fHPfHQXW2tLSESCSCcrnMSaXZbBZf+tKXOJn1O9/5DidlUjvor33taxiNRvj2t7/Nbe/puiSG6rqOZDKJ6elpnDlzBl/5ylewvb2NWq0G13XR7XaRTCYxOzuL7e1trK2t4cKFC/uSY7OJ27dv48SJEzh58iReffXViWRKfy1PjuvB94qi4Omnn2bBmOay2WzCtm3Mzs4in89zgialABuGwYm31LadRE1/+2td11EoFLC9vY3RaDQh9VqWhV6vh2azieFwiGq1ivF4fKjcvLu7C8MwuC09yYUkCVIiLEmhlLIaj8cxPT39UdtvC8C+BLi0tMTvs7KyAtu2oes6j5FSXyORCI4ePYpEIoFKpQJVVXm8lmXh2rVryGazWFhYwM7ODjY3N2GaJpLJJEuElJ5J3x9Mqz14PpGQSvVM50g4HIZt2yyEh8NhKIoCx3H42iRiT9TAIW3YKenSNE1+ba/XQywWY7Gd5E2SVen96L784ib9UYD/tf404oOJpwfngWrRf8YfFD0pDdV/3tN90WcOvQ8llX4ctA9nZ2dRLpehaRpc10Wn00GpVIKiKHw20XhIBiVRn1KIaTz0BwKhUAixWAz1eh2lUonTm2kcruuyPErzQef2YDDA8vIyms0mi8/dbhehUAgbGxs4duwY12CpVMLq6uoja0kQBEEQBEEQBEEQBOFvOiKFCoIgCIIgCIIgCIIgfAIkCHU6HRiGgUgkgoWFBViWhb29PZZ66IsEoUgkgt3dXUxNTbFQQ/IMSaOpVArlcplbm4/HY1iWhUgkwoKZXxTyp+H55SF6bDAYwHGcT0zpe5gxXyudTsM0TWxsbCAUCuHevXssHbmuyy3BSVAjCSyRSDw0D8PhEKVSCblcDo1GA8FgkIW5crmMUCiE6elpThxtNBpYXFyE4zicOEjzQvjFsXA4zMmCx48fx82bNzm58tKlSyiVSuj1ehMyFoCHfvZDc0BppMPhEFNTU6jX6xgMBnBdF9lsFq1Wi2VEEshIUIpGo+j1elhbW0MsFkOr1cLs7CxCoRCnUVJ78mAwiNOnTyMajSIajaJUKmFpaQme52FtbY1FP13XUSwWuWU5pSlSm/a9vT1Od1UUZULaOny1Dzzmez4laVLyIwlfJ0+exNbWFkzTRLlc5lRbkie3t7cxGAzwpS99Caurq9ja2kKn08Hc3BySySTi8ThmZmZw79499Pt9qKqKp59+Grdv3+a5N00ThmFwaiwANJtN6LqOZ599Fn/4h3+I+/fvIx6PI5/PQ9M0WJbFUp5/jWlc+/8+GGsymcTS0hJ2d3dZTFYUhVMTS6USNE3jWh8MBizbhkIh6LoOwzDgOA6nh5IE3uv1OGGTZDcSPR3HQbvdxiuvvIJAIID3338fpmkiGAxC07SJM4LWlRIX/aI6tfUejUbI5/MwDIOl5Hg8jnA4DE3T0Gg0MPI8RCIRLC0tsZhu2zaGwyFOnDiBcDiMaDTKtdzv9zE7O4sLFy7g/v37PAaaz2AwiJ2dHVy+fBnPPfccnnvuOfz4xz/G6uoqt4E/mPJ7eGLtPiTARiIRGIYxIU/6zz2qaWpjTwmcVHt0/YNpwP76JrmbBO9oNMpt6/314v/ZL4jSeUD34v+9v5U8iaGUCOo4DkzT5JTNg6m8NGa/RErJpfRFP9PzKWHUP6fhcBjAJwuSmqahUCig1+vB8zzs7e3BsixMT09zqq/rukgkEuj3+yxz0tyQDE/vHYvFuDYTiQQnhFJN+88jWlN/2inV+ng8RrfbRSwW4zrNZrOoVCrodDosAx89ehTr6+u8BtI+XhAEQRAEQRAEQRAEYRKRQgVBEARBEARBEARBEA6BBBbbttHtdlEsFtHv91mO29jYgKIonOJGsmYwGOTWzuFwGJVKhZ+bSCQ4WTQej2M8HmN7exudToclIhLHgAetk6n1rl928qfZ+dsUk7QYjUYnWi9/OjEU3I48k8ng2rVrWF5eRrvd5ta/p0+f5vs0TZOFrkwmw4lzJA85joNIJIKpqSns7Ozg5s2bsG2bkzhjsRhyuRwWFxehKApWVlZw7do1JBIJRKNRnlMaLwBu0U7zmclksLa2hn6/j2w2ixMnTuDevXvcctjzPExPT7OkRDLpAx5IV34ZLZPJcOtkVVXR6/WQy+Vw/fp1DAYDTomlFL1EIoFYLMbJohsbG/jd3/1dnDlzBktLSyiXy9B1HfPz81hdXeWE0GAwiFwuh36/j93dXXQ6HWiahlAoBMdxuN78Iiy1dHddF+12m2uBxGKSFP2S5KPW/1GJjZFIBNlsFpZlodVqYTQa4cknn8Ts7Cza7Ta3iXYch9e82+3i1Vdf5ZTKn//5n8f/+l//C9/4xjfwq7/6q5ifn+dEznfeeQc7OzswTROxWAwffvgh+v0+ut0ur3Gj0cDu7i76/T6azSbC4TBKpRLOnj2Ld999F9FoFPl8HqlUiufhMB6kMD54jFIw+/0+kskkt6w3DAPxeBy6rrN4SYm4gUCAH3vqqaewvb2NlZUVbuNOia4kdiYSCZimyfsCAJ8Xy8vLuH37NkupJHKGw2HE4/GJdEU6G0j4dRwHhUIBo9EI9+7dY4GZ0lxp3RVFwfz8PKx+GzE9hhMnTiCfzyMUCqHdbiMYDCKfz3MLe0ptTCaT+MxnPoMTJ05ga2uL97M/6XU8HuPu3btQVRUzMzO4ePEiNE3D2toat54Ph8MT8qA/1dH/L0mGruvCsixOGyYBk/Yuifbj8ZhFVr8wTq3WH7SEn6xrf+omSZWUGkrJuvRaeg7tDU3TYNs215g/CdmfDEpnlV8w9Z/PNBePgmRUkkCpvTxJ9nTf/n3rP7f2pdDhI69PJBIJJJNJpNNpdLtdToONx+OoVqtcb1tbWzAMA8lkkoVVEmqpXinRVNM0Tr6lVNtUKsWptrRu9McOdO8ku3Y6HbRaLU6GDQaDUFUVmUwGtVoNOzs7eOKJJ9Dr9RCPx7mF/Kf9bBMEQRAEQRAEQRAEQfibhEihgiAIgiAIgiAIgiAIHwOJniQnAeCUPRJj/Elv1HKXnksCXyqVmkjbo3a9JLNRahol2QEP2gRTe2sSpkiWIQGVku/oOiQIHdbu+OMIBAI4efIkp39SainJXdPT0yyhkgjkTzike1ZVlVMK0+k0HMfB9evXEQgEMDMzw3PY6XTgOA6CwSCOHz+Ol19+GdeuXcPbb7+NkydP8vxTIiYJacB+Eqaqqmg0GnBdl8W4I0eOoNVqYXNzEwA41VHTNCSTSW4h/0AmeyCnkdhFCXeBQADlchnxeByXLl2CrusstvllSMdx0O/3kclkoCgK+v0+FEXB1tYWarUaDMPAyZMnkUwmUS6Xsbi4iNXV1Qlhs16v44/+6I+g6zpisRiLkdVqFZFIBKZpol6vo9ls4tixY0gmk+h0OhPtuUk8O6xF9YGFnljzw74nSa7VamFrawvLy8soFotoNBpoNps8bpKQg8EgyuUyVFVFIpFAs9lEuVzGyy+/jGeeeQalUonTB1VVxRe+8AXYto0PP/wQ169fh2EYqFQqaLfbLLc2Gg2MRiM4jgPP81jQPnv2LHZ2drC+vo5SqYRiscjr/XH1Tg8Fg0EsLCzAMAwYhoFMJsOpk5ZlIRqNcioo1V0oFIKmaSxdvv3222i32xO1Hwjst2gnCZmE4cFggHg8PpFSeffuXei6jpmZmYkERXp+LBZDIpGAYRhwXRf9fp/3VigUQr1ex+nTpzEYDPg5JNjRWaJp2n5678hFLBbE/Pw8vz6RSGBqaopTR0k0DIVCKBQKOH78OObm5nD69Gk0Gg1O6PTLj67rYmNjA7Zt49ixY5wOu7q6imazib29vYk24Y8SQ+n74XDIrdr9QjOda5SOS8JgIpEAAJboqXX6A/mS1v1hgdK/9zzPQ7/f53X3358/NVRVVZ4Duhadx35J9KCIT2s7Go3Q6XQQjUZZsCSx3L9n/fVL1yFp2XVdDIfDh1JE/c/9JAKBAFKpFFzXRSAQ4PTa5eVlvheSm03TRLFY5M+/0WjE7d7pHg62q69UKhgOhzAMA6dOneI/aqDPTJJXB4PBRNppLBZDp9NBOp2eeE0oFIKiKNjZ2cH58+eRy+XgOA6mpqawuroqreMFQRAEQRAEQRAEQRAOQaRQQRAEQRAEQRAEQRCEj8F1XQwGA27Zres6JydSwh7JOH5Z0i9nWZbFEmggEGC5jNID/SIOyTZ0PUoh9DxvQsohmYgebzabE1IRJbUBn7Z9fABTU1M4cuQIMpkMJ/c1m00Mh0NkMhlks1l0u10eM90XSXMAuPVwr9fja3zwwQdIpVLwPA/1ep3nh5I1qYWz4zhYXl5GvV7HzZs3oSgKCoUCC2+apiEcDk/Iubu7u9zim+aKBFxFUVCr1VAqlQAAi4uLaDabvrTQg+3FJ1Mzb9++DV3XObHUMAxOVPS3ey6VSmi1WqjVashms4hEIkin09B1HaZpotvtotlsYmVlBa7r4siRIygWi5x2alkWms0m6vU6bNtGrVbj1uWU0Nrv9+F5HgqFAtbW1jA/Pw9FUTAcDrl2SqUSp0CSWHmoNPYx5UBCWiqVgmEYWFlZQbfbxfnz51kMI7GRRGS6/mAwYDFvPB6zaBeJRPBbv/VbeOGFF7CwsIByuYxAIIBcLoednR20223Ytj2xhiQ8V6tVlox7vR6ny87Pz+PevXtot9uYnZ3FlStXuC784uFhKIqCxcVF1Ot1TuQkAY7aVYfDYZ77RCKBXq8HwzCQSCRYaAbAkhsAlgoNw+DEX5IuKdkyGAzCsiwEAgG0221+TSgUmkhdtG0bALiex+MxTNNkOXE0GmFzcxOu67K0TdI0SXeKokDTNOjaFMYIIJ1OA9hPo+x0OvxeJOj59zNJwU8++STa7TYuXbrE70NCZSgU4rTgUCiEZDKJCxcuIJVKYXV1Fa1WC6ZpTqRpHmwlfzDtOB6PQ1GUiUTMYDDI50k8HgeAif3neR6CwSDL4zS/+/Lmg71NgjGlXlKNplIpPltIdPTLnf49REm3dF/+9af39MuhJG5nMhm+Nxqn/3381/TXsF9MJTmUkjdJqqTETpoXhD5ekgwGgygWi7BtG5qmodvtYjQaYWFhAb1ej2snFApBVdWJzymab7pXqjU60+mPCUgKpRRWAFxn/nWjMdFjuq4jEokgFouh3++j1+shGo0il8txkjKdyQsLC1hfX58Q4wVBEARBEARBEARBEIR9RAoVBEEQBEEQBEEQBEF4BOPxGLZt45133kGhUEA2m8X09DQsy2IR0S8vkTBEgmQ0GuU0RX+aKMld9HxKkfOnjSqKAtu2WSz1/55asJMcRFJooVDgdDVKV6RxfBL7yZhdvPPOO8hms8jlciynWZaFL3zhC9zW13VdGIbBAlU8HofneWi1Wmi326hWqzh58iReeukl3LhxA61Wi9+HWkD7kxFnZ2dRKBRYMFpcXGQRqtFoIJVKodvtIhaLcWt0mhdKbbUsi4Uy4IEYG4vF0Ov1uD17Pp/nn/d5IBLRPHmex22/19fXYZomtxDXNA21Wm1CihyPxygWi7hz5w6LT5SIaVkWPvjgA7z77rtoNps4efIkTp06hZ/+6Z9GLBbD+vo63n//fRSLRbTbbcRiMaiqinQ6jXa7jX6/zy3kz507hyNHjmB9fR2rq6soFot874PBALquYzQacXLkYWu/L06Nfd/joe8BIJVKIRAIYHV1FalUColEAp1OB5ZlcctmEqZVVUU4HMbx48dZYovFYiwOu66Ls2fPssSaTCZZ/qREwEwmg3A4jHw+z4mhAPg9SZZrNptQVRVLS0u4desWbt26xbXzqLHQY/RwOp3GiRMncOPGDcRiMd5bJHMePXqUBcloNMrjJeEtlUrBtm0Wj+m51D673+9zomQoFEIul8PJkydRrVa5XkjipBboiqIgn8/DcRw4joNer4derzeRXEvS4ng85rbnwWCQRUnHcXg+aR9Eo1FE1SBCoQivSTAYhOu6EwIuvY9lWSxzk9D3/PPPwzRN3L17dyKt2PM8DAYD1Go1XqdUKsWJpOPxGK1WC/V6feL880uhACYkeBKhJ8XOB+nMg8GAZV26HiWxZrNZVCoVuK6LqakpLC/MYme3MlEPlOrrT9mMxWLclp6gs41q2C+1Hqw1f3t4f9t5kqgTiQRyuRz6/T6nI9OeAR4kIIdCIWSzWRiGMZGiSVDyLP1BAN2X4zhcT67rIv6RhPkowuEwp3GSqK8oCuLxONrtNievkhw6HA55Pf0J0f7PMH/L+2g0ymmutH7+tab5URSFxzkYDGBZFgaDAZLJJJ//tDaFQgG7u7sol8s4c+YMTNNEMpkUEVQQBEEQBEEQBEEQBOERiBQqCIIgCIIgCIIgCILwCEgSarVaCAT2kzQp2ZIkGX+anD/lLRwOI5PJwLZttNvtibbwwINERhKJ/EKiv508iZ/+5wLgdsKUJjoej6FpGoD9JMRms/kpE0LB70sJqIPBALZto1AocAvvra0tjEYj6LqOqakp7OzsYDweI5FIcAoopaLquo4jR46gUqlwq3F/Gie1EQaAWCyGhYWFCckwnU4jm82iWq0iFApha2sLqqpyYqnneSiXyywfUZoiXd8wDP7d7OwsS1bdbpflvWAwiNBH9+BfE2BfsOz1ekilUpienka9XkexWIRhGCyxNptNTmOtVqvI5XIIBALo9XqcAtrtdjkZlRJUM5kMotEostksRqMRS0+GYfA85vN5lvNI+Dp+/DiKxSIcx0GxWMRgMOC59TwPjuMgl8vB8zwYhuGTXifr7WBy6GHfA4Cu6+h0OhgMBsjn89w6m4RmWitFUTAzM4N0Oo1f/uVfxquvvgrDMACAk0Ln5+exsLBw6PtkMhlcu3aNUwIzmQwGgwEGgwEKhQJ2dnbQ6/VgmibG4zGi0SgGgwFmZ2eRSCRQrVY52ZNktsPY36fgmtN1HcFgEFNTUyxBkhznbxGeSCQQj8d5LShVlERoktxI1LZtG/F4HOl0Gtvb24hGo1haWuIxUdInyYOhUAi6rrMYSHNcqVRg2zbS6TQL6CR8kjxJ16G1dRyHk09JbKbEz0w2y2cQpdtS6mswGOQ5MAwDsVgMmqZxgiMl3zYaDRiGgWQyydIkpXh+8MEHKJfLuHjxIvL5PBRFQTabxfz8PEzThGmaE7XoT9ckiZ6E2X6/j+FwyMIhCZee58GyLKTTaa5vOhczmQwymQx6vR7y+Twee+wxzEzl8OoPfzyRxEk1S8m0dDb5z6cH9TKZFErS+sGkTHoN1Qyld5KASvuVhNZut4tOp4NQKIREIsFyO/0RwWHt7kmSpJqjx0gspXN1v0b1R+4DAFy/qVQKnU4HzWYTmqZNfAY5jsNJzpT2GovFHjo//CIspbVmMhkYhsGflQdb3R9M9qQ9NDMzw3uA5grARCJqp9Phuc1msxP3IgiCIAiCIAiCIAiCIDxApFBBEARBEARBEARBEISPgcQt13VZXgKAvb095HI5TuTzQ/JRtVpFsViEruucfOeXPUkWBDAhAflbEtP1PM97qE0xSTYk4cXjcbiui2g0inq9zq/9NAwGg4mkPkosrFarCAaDaDQayOfzGI/HnBbpui5yuRxGoxE2NjaQzWbxxBNPIBqNYmNjgwWh3d3difug9LtIJMLC4Wg0YtHV8zwkk0ns7OygUCiw6JlKpVjGJFGIBC0S7igpVdd17O3t4f79+0gkEiwoVatVmKa5L0bpUQQCmEj3IwmtXC7DcRxeNxI9W60WxuMxMpkMt0ju9/uoVCosc2maxgmKtm1DURR4noeTJ0+iVCphOBxy8unU1BTi8Ti3B6/X65y0qCgKXNdFqVSCpmlYW1vDaDTCcDhEpVLhNNjRaIR8Ps8Ji/V6naW5g0l64/H447rHT0AJj4lEgl+r6zpisRharRaGwyEKhQJmZmbQ6/Xw4YcfYn19Hb1eD8FgELlcDlNTUzyP4XAYf/zHf4xz585B13XMzMzgyJEjLMX2+320221uzR6LxZBOp9Hr9aBpGsuW6XQazWYTs7OzuHnzJs8xiaMHx3sQSlQ0DAORSATJZJJbwpPwTTVJ7aszmQwLfCRwAuDEUNp32WwWR44cwenTp/Hmm2+iXC5jb2+P75FeS/ucJE/P82DbNmzbZrnRtm2cOHEC4/EYu7u7GA6HLFf6pTmS8cLhMEzT5HRZ27YxPz+PgdNHOpWCruuc/EjnB6Xdep4HRVFgWRb/6zgOJ9bevXsXjUYDw+EQiUTiobpqNBos7WmaxmfJ2bNnEYvFsLKygnq9juFwyPuM0pWj0Sg0TYNpmpwWSdegJFASEA3DgK7rLNd6nodIJIJEIgFd13Hu3DmoqvrRnpw8WyntlWTTcDiM4XA4IUNSCqq/dvz36xdAqc2553lcs/RcSloNh8NoNBpcZ9FolJ8bjUZ5jwP7reUpbdbfUt0vpFK6J90fnX80FjpDH4W/Vvr9PhzHgWEYOHbsGLLZLLa3t6FpGn/mKYqCI0eOcHKvfw4AcKq1Xw5Np9OoVCqIRqP8OUdjcV2X01dpTUkKNU2TxWWqQzrbab7ojx263S4KhQJCoRCf/YIgCIIgCIIgCIIgCMIDRAoVBEEQBEEQBEEQBEH4GEhcIZlJVVVEo1H0ej1kMpmH2vuSqEXiDAl7Ozs73E6YpBhqr+uXe0hIOtiy2N8q/mDaIslHlAo4Go0eSor8JBQlglwuxxKgZVnY2NjgdEZFUfj3tm2zkLizs4NWq8VJmiRczs7O4plnnsFrr702IVSRBERS1dzcHCKRCAtBqqoiFApxy3ZqvX3nzh10Oh2MRiN0u11OeqREUEov9D+mKAqq1Socx8H09DQKhQIcx4Fpmnz/4/HD6YAAcPv2bRZeR6MR4vE4p5VSeieNYXZ2FuFwGPfu3UOn02GJy7IsdDodpFIp5HI5FAoFDIdD1Go1JBIJLCwsIJVKIRwOo9VqsfC0u7uLubk5ZLNZOI4DXdexu7vLyaBUI6qqwjAMWJaF6elpbq/d6/XgOA7Xgj8ldLw/4In6Pkwc1TQNW1tbLNyRwBoMBlkoSyaTyGQyCAaDqNfrePPNNzm9EgALn//xP/5H3Lt3j5M0//RP/xQAcOHCBfziL/4iMpkMOp0Ot6n2S8PU8rxYLCKXy3E7dxIWKZ01m83yuvqlNX+SIxGJROB5HorFIs6cOYO1tTWWnaPRKILBIDRNg+M4cF0XlmUhmUxCUZQJYXB7exubm5uYm5uDqqpwXZfTRIfDIVqtFs6ePYtkMon79+/DdV0Mh0NEP2rvHY/HWe6kvaEoCk6ePInl5WW88sor2NvbQyAQYBmZWtK3Wi1kMpmJ1EiSQf3zV6lUoEaA2EdppP723SRl0jnleR56vR50XcdwOMTe3h4LyJRcSq8nuZXamY/HY07QLZfLPDbbtpHP56HrOhqNBtrtNtcn3bvneThy5Agcx8GdO3cwGo14D1OaKdUpiaOFQgGJRILHksvlMDMzA9M0Of3SMUMP1TiJl7TGpmmyKOqfF38KKEmW/rkGwHNNZ7LrujzH4/EY+Xwe7Xab5XFqe69pGjRNg6IofLbTWbK0tITbt2+zoEpQIiiJvLS3ae1IprRtG8Pho6VQAPw5QeLnYDBgkdZ1Xd4fNEeUGOxPCqU/kqAzJxKJ8Pkbi8X4y58CC4BTbOmz0P/5RzVBZ67/zAoEAizUUioyXU9SQgVBEARBEARBEARBEB5GpFBBEARBEARBEARBEIRPgeu6E63KKQWSZB4ALI9SGp/neajVashkMkin05y8SGlp/tcBDxLtIpEIp+NR23ESzQ62NPa3VCZhjFL+fhJZJp/PI6zup+2NRiNcv34d/X4f09PTAIBWq4XZ2Vlomobd3V0MBgMWeAaDAbdJB4Bf+ZVfwZNPPskJbn6RieYrHA6zGOVPiyOxLhQKIZ1Oo1Qq4dixY1haWkKr1cJ7772HXq/H8xYMBrG0tMSiWTweh67rME0Tuq6j3W7DcRwkk0m0Wi3E43EUCgVsb2/DGw7xqIC5RqPBAhmlfpIUOBwO+f7y+TwymQwnGtq2jVqtBtd1WTKLxWJIJBJwHAdXrlxBt9uFpmmo1Wo4f/48MpkM2u02+v0+RqMRi6skgm1tbSEYDHJSJaUFkqCbSCQ4nTWXy02IgYelHAIPBu2X4IAHAh21BS8Wi1BVFadOnUKr1UKlUuFU2Uwmg3g8zu2lu90uisUiAoEA0uk0PvOZz+D//t//i3fffZcTNaPRKMtzP/7xj1EsFjE/P4+trS3Ytj0hR9LzqI017aler4dYLMYim23bmJ6ehmEYqFQqE+voT3v0P0apr6urqzznhmFw8q+/tToJyJRg6a9pql3gQfvwbreL0WiEUqmEXC6HdrvNrbpJdiNxkCQ5qv9EIgHP8zA3N4dCoYBGo8HyJQm5nudBVVVOdKTrqaoK0zS59gCg2WwiqavQPmpB7/+i+yfZ2TAM2LaNYrGI0WiE+/fvY3NzE+12m/d3Op1mmZCSeekcM00Tm5ubaDQamJ6e5jbtg8EAwWAQ+XyeEykHgwHu37+PRqPB9zM7O4tOpwPLsrCwsIDNzU10Oh2udTofKKF4YWGB5ySZTMJxHOzt7WF3dxcAEFMzCBxY+16vx0KkpmksuMfjcRauaf5oXf3rRYnNdNbHYjEUi0XU63UWsf1Cv6ZpPK+NRmMiqZOuQ7KpruvcQr7f77P07N/H/hqme6IaJ1ldVdXDD7WPoBqihFsAqFarLPhSq3ZKY6bPIxJeSdDs9/uwLAuxWIzFYH+yKZ0lJM6SwElnPtWoP32VRGD/H1eQPFsoFNDpdOC6Lqanp/ma9B4ihwqCIAiCIAiCIAiCIDxApFBBEARBEARBEARBEIRPwWg0QqvVQj6fRywW4xTKubk5bt87Ho8xHA5ZniHhq9VqQdd1bu9N8iAl8pFc5ZeDqCU8iVCapvHPfrGMBMLZ2VlOzHxUq9+Po9lsYXOnisceewypVIrFTNM0OdmuWq1iMBhMJHVSsqNpmjh9+jTOnDmDer2O73//+4jFYtA0jQUjGieJdaPRCLu7u9yWfjgc8hgpkZXaIofDYeTzeXzuc59DOBzGysoKt54ej8eIx+Po9Xool8vIZrP8XgA42XJzcxO2bWN5eRn5fB621eekUH+Laf/cJRIJTuxcW1uD4zgA9lMDDcNAtVplGW88HiOdTkPTNFQqFXieh0wmg1QqBcMw8O6773LqqmmauHHjBtrtNsuffvmNUiqBfUk4lUqxsNXr9Vi0c10XMzMzAIDl5WXEYjGex4NJew+E4gfrPpEgigcCHQmYqVQK0WgUP/rRj1gGpTnPZrOcmkvrSYmITzzxBJLJJG7evAnP81imo2RCkueuXLmCX/mVX8GdO3dYVotEIlAUhVNXS6USPM9jwRcAdF1Hs9mEZVnc5jqVSk1Iof7a3/9+/+der8ft2m/fvo1Tp07xvup2uyzL0R6LxWIwTZNbp5M4PTs7y0mvJAyTWKeqKrrdLm7duoVnnnmG00ipdkigU1WVBVjaz4ZhoNVqIRQKIZFITLSKt22bx++XlOmxYDCIfr+PTqfD8rDt2IgoCl/DcRwWTR8k5o655XwoFEK324VhGAiHw3BdF51OhwVdWv+DLc37/T6nTbbbbZYBA4EAC6yBQACZTAalUgm2bePEiRN8LtKcOo6D48ePc1t2ul+i2+2i3+8jl8shn89zqqhpmmg2mxgOhzhy5AgyyejEfqbXkpyrqionxJLoTRIiSe+0L+lc8ou8rVYLAJBMJrG3t8cpuePxmMXMYDAIRVH4DwVUVWUhlPYdjW1raws3btyAaZpIpVJIp9N837Tf6R78yZsk+Jqm+ZG4mzrkhAfvb1qHer3O46Y6pr1JqdeWZXHN033706z9wrRf8qTr0PrTuULX8Eu2/X4fg8EAlmXxeedPGKUxU/0OBgPcvXsXCwsL/Ji0jxcEQRAEQRAEQRAEQZhEpFBBEARBEARBEARBEIRPgGS6Wq2GpaUlmKaJdDqNcrnMbZwjkQhLMCRx+SWZfr/PchSJLiS4UXLcYDBAPB5HOBxmQY7S0CgFlNLbPM9jUTUUCiGZTHIbZEokPax19qMIh8OoVCoIh8M4ceIEC2qUfheLxTjFjcQ9kmOj0ShKpRIKhQJardZEOqCiKJibm4PruqhWqyySkWjleR636CahStd1vid6P/pZ0zQkk0nMzs7C8zzoug5VVTltMZ1OI5lMolwuo9lscgt6y7JgGAY8z0O1WkU6nUYkEp6QQf1iEa1VJpPB3Nwcy7B7e3ssZVE7dBLp/Kl1kUgEU1NTmJ+fRyAQwNraGvL5PFKpFLe2H4/HWFtbw8zMDLctJxG0UCggHA7DMAw4jgPLsmBZFvr9PicURqNRZDIZJJNJTowlyfigDHewng/+7Be3SKj1t84ej8csRpL8RomsvV6PpT/XdXHixAk8/vjjLDT721zT/dHPwWAQU1NTuHDhAi5fvoxms8lplCRQa5oG9aOkS8/zuC11t9vldMHD6v2g6EsJqc1mE41GA7OzsyiXyyzlUgv4Xq/HyZw0LyQmdrtdlvyoXlutFtc71TztlYWFBdy9exfVapVTIP1irL/G6X5ff/11LC4u8hyRUEiiOD3X8zxufx4IBJBMJvl6lMgaCoXQ7bQRwIO2347jQFGUiSRMWhtKm9Q0DceOHUO5XEa5XObHaI4psZbOMkVReC+T6DoajXgNKVF4PB5zAqk/9TSbzXJSKq1rIpGAqqpot9sT6+o4DjY3N3Hp0iUsLCxgeXkZ2WyWUz8HgwFyuRzi0TBwoCYsy0Kn0+F0XVo3x3Gg6zoCgQCnxdK5T/NDe5vW2TRN1Go1bGxsIBqNctoo7WGShB977DGsrq5ie3ubzzaSeelfOk+73S7fgz8Nmu6H5pjkVbo/Wlc6Fz4Ofyow1RKdoX6R1/+HDqqqTrSz98vhJIHSGRwOh5FOp/k+SDqmhFH/vvKnW/uTpOk+/GeQXwoNh8O8Fv5zSxAEQRAEQRAEQRAEQdhHpFBBEARBEARBEARBEIRPiWEYsCwLkUgEp0+fhmmaLIWSNEQpciT2DAYDTmOjtryapk2IMZSwGI1GEQqF0G63J5Lq/MlrJNGMRiNUKhU0m03Mzc2x0Oa6LprNJr/u05JOp7nF/czMDEKhEAt8ruuyCOVvGz4ejxGNRrG4uMiCV7/fn0j3bLfb0HUd6XQanueh2+0il8txm+tsNjsh2GmaxnJaIpFgSZbS6KjNsa7r3DJb0zROmaM57/f7LMkVi0VO+KNU02QyCUVRH0oG9YtFjuMgGo0iGo1iNBphenoapmlyGiLND0lk1Do+l8thcXGRBbfhcMipo5qmIRaLsexFya6KoiCfz3P7bJpzEt1s2+aaoRpKpVLc3p5SS6PRKM8F8KA9PNXnx4lT/tbxtCZbW1t47rnnWM6kFtiUEEiSo/JREmU8Hkcul8OtW7dg2zbLZv40XBKdFUXB7Owsvv/977PgOxwOWdYjEdV1Xei6zu3FAaDRaKBWq3HLetd1YZrmp6p1y7Lw9ttv4+LFi2g0GizgxmIxtNttmKaJbDYLAFx3JL2NRiO0223E43EecywW4zkneXo8HnOL642NDRaFSfgeDocYDod8bZon0zQ5fTWXy8EwDPT7fU4MpTkNh8OwLIslQhLG6eygdMVWqwWj00Io9CDNke6b5G6S7wzD4N/ncjlkMhlsbW3h5s2bGI1G0DSN5XdN01hGdF0XiUSCJb1oNMqSMEmQVKPlcplTgEmeTafTmJqaQjweZ7l6dXUVtVoNtm2zPEk1OhqN0Gg0cOPGDZTLZfT7fZw9e5bbmdPvg9kEKB3Wn4C7ubmJp59+mmVuGhOdHyS107lDcudhZwWtKwml9Duqh0AggKtXr8LzPN6ryWSS587fpp5SaWk+D8rdVH/05bouC83tdpvF4FDo0f/lT9chedN/VpC8TcIlPc9xHE5VJfxiNz3XP19TU1MT60XnCkmmlBQaCoX4rCHR2P+HAP45JhmczlMSTOl9BEEQBEEQBEEQBEEQhAeIFCoIgiAIgiAIgiAIgvAJ+NPY9vb2UCwWkUqlsLCwgPfeew/tdpvFMhJqDkqG1GKaZKNAIDDRLjcejyMSibC4RbKLH0orpCTF1dVVBAIBHDlyhKWtTqfDSXI/CY7zIO2SEj9brRYnxFEL9lwuh2QyyZJPKpXiREB6T0q+o0TCXq/H90fJnsViEbquo1gsot/vc8Jev99nKWs8HqPX6wEAUqkUarUaGo0Gp9QBD9onk2RWrVa5/XY8HsdoNEKpVIJlWSzOUaviXDYFb+DwHJA06U8yHY1GKJfLCAQCqNVq3HqaRF1qF97v9wEAmqbBNE00Gg1+nBL8SJjyp1oqisItvDOZDL/nYDCYuC+qQ8/zMBwO0W63OaGWUkspOdB13UNTYvl9QZmZD/+OvmgNy+Uy7t69i0KhwG2xKQkQADKZDBzHQa/Xg2mayGQyWF1d5VbW2WwWqVQKW1tbPF5KUnzsscfQ6XRQr9eRTqcxNzeHSqWCfr+PUCiEaDSKSCTC1y4Wi5iZmUG328XW1hZLsJQmSWLcJ9X+aDTC5uYmXnrpJUQiEWxtbWF6ehrJZBKNRgONRgOZTIbFPH8LaxIzh8PhR2KxAl3XEYvFAICF11gshkwmg729PW6nbpomTp8+DcdxWIijdaY1JwGYEiE1TYNt2zAMg1N5aX0oRVZRFE4KpjRROn92d3cRUx+k2PrTJal9PKVVNptNFqdd10UsFuMW4pqmsbRJIiXJr5R67BcDAUysIcl8jUYDtm2z0GfbNrrdLjRNQ7FYxGAwwO3bt3Hz5k30ej10u92J85DWllrae56HnZ2dibRlGle/H8R4/LAwWKlUAOyfuySE0nnlF/oPSuJ0LvjbopPUSOtP8jC9p2ma6Ha7EwmhtF/9cjBJkpqmcRKtf0/S74fDIQBw0iulq5bLZYzHY2SzWYTDIXwclFBNAi3dx+zsLKfkUn1RYvDBzyS6F3qc1peg2u71elwvkUiEBVv64wkaB8nJB5NR/aIqSb+GYSCVSvHafZLsLgiCIAiCIAiCIAiC8DcRkUIFQRAEQRAEQRAEQRA+BSSoVCoVHDlyBP1+H7quI5lMcmIkCTb+tsr+VsAk9AH70szCwgInADabzYnUNkqAo8RISpQLBALo9XosV5GgOR6PkUwmsbm5OdG2/tNCUhq1bT5y5Ag2Nzc52dNxHCwsLEyk2QH7Ami/358QwvzJkX6xjZIJdV1Ho9HAeDxGu91GPp9nUYnkJ2o/TdJXq9XiFE2/BEliEIlV4XAY9XodnU6HRbhcLoft7W3+2fM89Ho9pJNxHj/NoaqqOHnyJEzT3BdHczl0Oh2Uy2Xs7u7y3NLzPc/j9EoaL7VyDwQCmJqawmAwQCaT4cRDWhe/gEqJsrTesVgMpVIJe3t7aLVaCAQCnBZLSYskkUUiEZZzTdOcaH99cHwAEDxEoPKLpyQFkni7ubmJdDrNYiStL42VhDhqs05Jl1QLJ0+eRKPRQDgcxvnz53H37l0YhsGira7r2Nvb4/Wj1FzHcRAOhxGNRtFoNFAul6HrOhzHmZASo9EoNjY20O/3WXiksTxKFtve3ma5bGtrC0eOHEGpVMLm5iZqtRpUVcXx48cRjUY5mZXGROInicu0z2k/0D7Y3t7mnymtlsRLStWl9aN0XNovVA+maUJVVZaZR6MRbNsGAF6fgymh/jRh0zQRj6XgOO7EWlMKJLWeJ3F1NBphbW2NE4D39vZg2zZisRji8f394nket2kH9lOGVVVFp9OZOPv8cjywL0zncjkA+4mqJE/WajVUq1Xk83mWBi3LQq/X4/fwryN9T3J3o9HAYDBAPp+fEOz96rNfxKa0X5Lam80mut0uSqUS36uiKHyu0+v8aZeUUkwptrT29Bz/GRUMBmFZFsLhMBKJxITgSuc8ne+RSGTiTCfoeXQ+0vpFIhFUq1WoqgrbtqHrOhRFPbTmCUqEpTNT13WMx2N0u10+z0gG7fV60DSNX9vv9/mzj4R0kvj7/T5SqRTK5fLEZ18wGEQmk2GBlhK2FUWBpmks1tP5Njc3hxMnTuD+/fvY3t5mKbbdbvMZ7rouS7yCIAiCIAiCIAiCIAjCwzwcOSEIgiAIgiAIgiAIgiAcCkkyJEWRPKkoCjqdDnq9Hvr9/kSCJCWqkUAWiUS4fbyqqjhx4gR2d3dZiPGnnlESGzCZQGeaJqe4TU9Pc/tq13Wxu7vL9/qTQKl8w+EQnU4Hc3Nz0DSNWxSTyEZpb35ZiiQ5ANw+2rZtKIrCbZfpX8dxsLm5iXq9jnv37qFer6PZbHLrb5IA6d9ms8lpktS2/aDoR2l1JHmRPGeaJjRNw9TUFOr1OrcdBvZT8kjm9Ke6qqqKTCaDc+fOYX5+HslkEtlsFq1WiwU1//NpDqj9+PT0NB5//HGcO3cOx48fRy6XQzQa5fboNHcAWJIqFovcQpvmkVJOqV6i0Si3mSYBa2trC4FAAJlMhse7traGtbW1iToaj8cTawYEcLA6/PUyGo3QarWQSCSQy+XQ7/cRCARg2zZ6vR6nUQ4GA1QqFdRqNU4GDQaDaDabUFUVlmXBtm2srKwgm83izJkz+MY3voGnnnoKuq6j1WpxOmwkEkG9XgcATpbsdrssj1LKZLvdnpDyqP14v9+fEHYPGxd8o67X69jc3EQ+n0ez2cTm5iZKpRK3cd/a2sLW1hbvi1AohHg8zusdDAYRiURgGAY6nQ4Mw4DrupykSsmgflEwFAqxQL23t4d3330Xly5dQrvdhuu6sG2b9xclcpqmiV6vx+85GAzgui6GwyHP72g0Qq/XY2GaxErbtj9alxDqjTqLpX5Z1jRNOI7DCYyBQADb29uo1WqcHkryIKVxOo6DVquF8XjM6aHUCp2uTecV1R3JxAA4PTQWiyGRSCAcDmNvbw+NRgPb29swTZMTl2k9SYinvUfnjud5aDQaWF1dxcbGBgCwRIuHqnwf13VRrVaRTCaRSCQ4rdMvtlON0f2T6Onf+3SGk/RPfxhASc105qXTaUSjUaRSKd7DAB56HV03Fos9tB+pjvxJrQBQLpdZjkwmk/vt4w9JmT44fhof1YlhGOj3+yxxkmxJ8w7sn+07OzuIRqOoVCosydMfOoxGI3zmM5/B6dOnsbe3h1KphK985SsTNdLtdnHz5k2WT+msoiRRADh79iwee+wxfOMb38Dzzz8PVVVhGAZ6vR4nV9N5R/Xsl48FQRAEQRAEQRAEQRAEkUIFQRAEQRAEQRAEQRA+FSSceJ6H9fV1TkdcXl5m2YvaGZPURRIPtWf2y030mpWVFRaC6HckJgWDQZZ0/Neh9LalpSVMT0/Dtm0kEgns7e3BNM0/UytdSn10XRc7OzvI5XKcDFitVpFIJFjmIjzP4wTQcDg8kbZJUqA/ZW4wGHCbYJJmVVVFpVKBYRgspZJoRbIStSam+YhEIpycBzwQlzzPw/LyMt+j53mYn5/HcDhEuVxm8ZbWc+Brd0yPe56HeDwO13VZJKW21P468AtIuq5jdnYWx48fx/LyMvL5PPL5PAuCJDIBYPmMRK5oNApd11kqXVhYgK7rLLDSc/1iIAl2/X4fN2/e5DTR4XCIW7duoVqtclIfvYaE4v1aGz00bv/P4/EYlUqFZazt7W2+d0oqNE2TRUZFUR4ao2VZvNbU1n1zcxP//b//d6ytrUHXdXS7XZ5XSooluY3SViktslgsIpfLsYRGUmE0GmUp+uDafNw+sG0b7733HkqlEubm5jhhd3Z2llM6KYFxfn6eBUS6PrU+H41GUBQFiUQCqqqi3++z4ExrQHOqKAqvZzwex/T0NDKZDILBIIuQ1B6ekliprikFlVJiSfBUFIVbwFPd0/yQbKsoEezt7vIc+UVmWjPLslhcprozTZPTGandezweRzQaRSKR4ETadruNTqfDEiztU03TMBqN0Ol0UKvV0Gq1WEL1tw6n9MharYabN29ibW1t4j4Pfu9/DAC3nqczhmRTXZ9MAibG4zF2d3cRi8X4fKK0Xko4dRxnQhYFMCG40vtqmjYhvZLgGY1G+axaXFzEyZMnkU6n+b0oGZTWPBaL8XUogdN/v/Q6+qIaHQwGfMalUinE43HYH+2lRzEYDGCaJqamppDL5eB5Hv+hQjQahaZpUFV1Qmam9zcMA41GA5VKBZubmyiXy3xWZTIZ3LlzB9lsFtFoFAsLC1zXwP5nzMrKCieFlstlNJtN3kOUrLq6ugoA6Ha7SKfTWFpaQjKZZAnXL+36U3oFQRAEQRAEQRAEQRCEB4gUKgiCIAiCIAiCIAiC8CkhqW5vbw+KorColcvlOO2SRCdK9APAQicJbSTodTodrK+vT8h0JGT5k9xINBoMBqjVaqjX64jH40in0wiFQmg0GtB1HTs7O3yff5bUNBLQKpUKtxX2twmfmZnhts/02ERb8o9EORpvKBRiOZAEI2oNrus6EokEp562Wi3s7Oxga2sLGxsb2NnZwc7ODgt4NBd+qZbmhd7bsixuBU3vVygUsLGx8SAVFJP5gfQ9zZlpmvz8Wq3G4ydhzN9eulQqYWFhAWfOnMHRo0eRTCY56ZHWDdiXRqlNOH3R72lslCKq6zpOnz6NqakpeJ43IaX5pUf66nQ6qFar6Ha7nGpJc/IoSXJi/AfqhH5ut9ucuOg4DqrVKmKxGBRFQSaT4XUPhUKcWkuitF9cjUQicBwHjUaDr1OtVtFoNNDv9wGAE2gpAXM8HmMwGEDXdQQCAVQqFZYTqWU4JZceO3YM9Xr90Dnyj/mjCp8Y561bt9BqtXDx4kUoioJms4mZmZkJCe7WrVt44YUX8OUvfxmxWIxrm/YoybCO46Df70+sF9Un/UuCMUnR+Xwe2WyW5Uo6N4LBIAuG9Fp6D9o38XgcsVgMjz32GGKxGLfTJjnv6NGj+Omf/mlcuHABwUAQu7u7LOeGQiEWE6n1uWEYGI/HXIeUFmuaJiKRCD+eSqVw7NgxnDt3Dul0mt/XNE0W0lVVZSG43++j2Wxid3cXjUYDnU4HnU4HlmXBcRw+L0ajEbrdLjY2NrC7u8uiK+FP0vSfV8FgENlsFtPT0ygUCgiHwygUClhYWGCp3Q/VbbVahWEYSKVSiEajGI/HvH50zpN4SfIlrTldh9beL/3SXNFZSoL32bNnuS27/zW0VwhK3XyU6OgXSh3HQTabxd7eHobDIX8eGEbv0NdS3Q+HQ3S7XT6T/H/E0Gq1YNs2XNfldFi6RzqPcrkcMpkMPM/D9vY2nxV0ntMfNdy4cQO3b9/m/bS6uopOp4NCoYAXXniBW8+TvEz7a2dnB2+88QZisRhSqdREirPjODy3NBeSECoIgiAIgiAIgiAIgvAw4U9+iiAIgiAIgiAIgiAIggCA5RTbtrG6uoonnngChmFgenoa5XIZe3t76HQ6EymWfuGGWjuTcEPyUSQS4SRRPyRFjUYjeJ6HarWKSqUCXdeRSqWQz+dRrVaRyWSwvb2Ner3+55JkaHz9fh/1eh1zc3PY29uD4zgsRlJ6JLV3JumN0v7C4TB6vR6n6lHKp6IoLDLWajWkUikAYEmUZB9qA05ylF+UU1UVACbSWGme+v0+bNvG3bt3WdYLh8NIJBJYX1+HbdsA9rVAvxh6mHp1+/ZtJJNJTE9PIxqNolarTQhpwWAQi4uLeOyxx2Ca5kQ76YPSml/+8rehDofDnKrol4YVRcFoNIKmadxSfnt7GxsbGyxB+a9P8mUymUQgEICmaROJkAfXl173STiOA8MwMDU1hfX1ddy9exfnz5+HoihIpVIwTROapqHb7XIdU2v0wWDA6aq0Fq1Wi5P/HMeB4zicbEmyF0l1juMgGo0iFAqh0+lwnfnHb5om9vb28NWvfhU//vGPJ+r+sDTXw+h2u7h+/Tq+8pWvcKvv6elpxGIx9Ho9eJ6HcrmMnZ0dPPfccywyKoqCSqWCRCKBTCaDer2Oq1evAgC396aaJ8nQnxpL46E1p9f5E4Lp/v3XofRaSqG1LAuu6+LEiROoVqtoNpuYnZ3FqVOncPXqVXznO9/Zv443RKVaxcbGBkqlEsuN4/EY0WiUE0EpfdSyLAD7aaqU7kuC5Wg0wszMDK+HYRiwbRuWZbE06k+0pN/ReGzbhqqqGI/HnE5K1zVNE/1+n/cNpSZTmqwff3IopY/GYjGk02nE43Fks1mYPjfSnzYKAP1+H2trayy3bm9v8/tRWqsffyt7/zlAgiKd567r8jlFqceu60LXdT4//Z8PdM3BYMBzQ+eDX+7313IgEMBwOESr1YKqquh0OpiamsLU1BTL7I+CrtlqtXDixAmsr69DVVXemzQWSp6ls53GnM/nsbS0NPHHDK1WC8VikWt/c3MTmqbh4sWL6HQ6nPZL5/bjjz+O1dVVXlf64wna+67r4v333+f3sCwL4XB4QhqPRqO8R0UKFQRBEARBEARBEARBeBhJChUEQRAEQRAEQRAEQfgJIAHu9u3baDQasCwLoVAITz75JOLxOLfUJcGIRDb6ORwOIx6PI5FIYGlpCWfPnp1IHyRBht6L/u10OtzSe2FhAaVSidPeVFXFzZs3WZj580oyjuOgUqng+PHjnBTnui56vR4Mw0AsFmPxaTAYoNfrodfrcctkkstIgqQ5UxSF2wSTTEYSoX++iHA4DE3T+HWUsKlpGidtBgIBuK6LbreLW7duod1uw7ZtBINB5HI5RKNRbkv/qPU8OF+e5yGTyWBhYQHJZJLvxf8aElj9bbjpfkiW8otrNA/0dVDw9Lcap3kLBoPQNA2Li4uYnp7m6/rvl+a8WCzC8zzkcjnE43GeM/81fQP42Lmgr/X1dZw4cQKqqnJ66sLCAlqtFtrtNmq12kTqoWVZ3Lqc5DJKvNQ0jeuAxkpCLCVoUnt1EqipPlRVZZluPB4jFovhxo0bAIBUKoVqtfqQNPfQmA/B8zw0m02EQiFEo1FMT0/jzJkzmJqawmAw4PTM7373u7BtG5/97Gfx/PPPc6LinTt38MMf/hDXrl3j8frbkNNc0H1QIuZwOOT9oGkaQqEQt++m9FVKRaU1JIl0MBhge3sbzWYTg8EAm5ubWFlZgeM4+MIXvoBvfvObmJ2dxfvvv487d+5gZ2cHgUAAnU4Ha2tr3OKdxEJKxOx2uyydNptNFmAHgwEn+0YiEXS7XaytreHq1auo1+ssfRqGAdM00Ww20el0OAHSNE1OnKQUZVVVuU05nS22baPZbE4Ilv500MPaqdO+aTQa6Ha7vA8CgQAMw9iXDh+RhDsej7GysoJwOIxSqYTxeAxN02AYBq+7X86l9yIJ0V9jVLO0Z4fDIe8L13UxGo1w584d6Lo+8Voa32g0gmEYAMCpsf7zww/VBqXlGoaBYDCI+fl5RKNR7OzssIT7KCgpdTQaodfrIZFIcGor1S7V6cEzybZtXLlyhT+nYrEYFhcXEYvF0O120e/34TgOSqUSstks36eqqjh27BgikQiuXbuG27dvszTuT/ml+cnn8wDAf2DgeR4n0Q6HQ5aZ/XUhCIIgCIIgCIIgCIIgPECkUEEQBEEQBEEQBEEQhJ8AknRs28b777+PbDaLVquFRCKBJ598Erquo1arcYIiSUPAg7S5YDCIM2fO4Nlnn8WZM2cQiUQwGo3gOA6LWvQ8EkXL5TJGoxELgr3efgyerut455130Ol0/kKEULpPahc+Pz+PUCiEXq/HkhcAFjNJnKKUv0gkwol5JKnSOEhsI5ExEokgGo1yG2aSQ2meY7EYkskkEokEYrEYYrEYtzsmScnzPCiKgmg0imKxiL29PRYRs9ksXNf92Dmh6/jXdjwewzAM9Ho9Fkup5XcsFuP0woOpnQclTxK+/MIovZ/jONzSnmQyksBILKXXBwIBLC4u4plnnsHp06e5TXsoFEIikUA2m0WpVEKr1YJlWVheXsbFixdx/vx5ZLPZP1NdBAIB7O3toVgsIpVKwXVdmKbJ7cIVRWHhjYTbTCbDba2phXg8Hp8Qf2OxGDRN47nSNI2FQ9u24TgO7xeS7WisJJdVKhWsr69jYWEB5XL5ITns0443EAig1+shHA5jfn4e9+/fx/b2Nubm5jgR2PM8XLlyBX/wB3+A0WiEZrOJN998E/fv38fu7i46nQ4nHo5GI6iqyrKr53mciEqpqH5RleaP7pl+TyIp7SXbtlmapnUwDAOtVguNRgPtdpuF0k6ng//zf/4Prly5gmw2iyNHjmD0kVC3tbXFNedvv91qtfj8qNVqsCwLmqZxvdJ+zefzcBwHd+/eRbVaBbCfhmmaJp9TnU4HzWYTpmlykimdabT/aQ9TO3KSiUlwpGuRhOkXfP3nA825bdsTwiAJu1tbW/upwIekbY7HYzQaDVQqFUxPTyObzaLRaCAej0PXdaiqCtu2MRwOuX6pzv1t7SORCFzX5TPH3w6ehGe6H3+KrF+EJImeaoTmld6T5o3el0T84XAI27YxPz+P6elpdDod3L17F5738aLkeDxGt9vl96Vk3H6/D1VVeV3oTKekTwAoFArY3NyEZVnIZDJYXl7+qGW9MSF5RiIRvPvuu/y4YRhQFAVLS0toNptotVq8tpqmAdj/TKUzje6BklM9z0O/3+f3SqfTXLO8nz921IIgCIIgCIIgCIIgCH+zkPbxgiAIgiAIgiAIgiAIPyEkolSrVdy8eRPnzp1DrVaDrus4efIkrl+/jpWVFczNzaFQKAB4kF44HA7hOA729vaQzWbx+uuvczKdv1UviTCWZWFzcxOmaWJ+fh65XI5lrmQyibfeeosFrT+3EOoT1mKxGIrFIhYWFnDz5k3Yto2dnR0sLS2h3W6jWCxye2sAPC7TNCcEJho7/TsejydSLEm+sm0bkUiEpcJsNotUKjWRCBoOhxGJRHi+XNdFu91mUXFrawuNRoNT/55++mlomsay0uFDnmz3Ts+r1WrIZDIIBAJYWlriREeSkvr9PgtV9FqS+ACw1OkXPf2JocFgkAUsStakNaRESXoNpUpS4qLjONje3kY4HMZoNEKxWESpVEIsFsP9+/fR6XRw8uRJzM3NYXd3F81mc6IGP60+Zds2qtUqzpw5gx/+8Ifodruo1Wq8Vqqqot/vTyRJWpaFSCQC0zShqipLoI7jYDweY2ZmBv1+H+FwmOU7Shn1rwVJw9QenGTifD6PH/zgB/A8DxcuXMDly5cnUmAPin+TPJwaefPmTdy+fRunTp1CpVLB3bt3sbi4iFwux0mYAPD7v//72NjYQCqVQr1e57Wj65D0SK2/KT0WAAvFhz3XP2YSiGmslKZLwrDruixzUiIlsN8KnUTNeDyOH/7wh+j3+9B1HUeOHMHK3ZsYDAZotVpotVrIZDJotVpIp9PQNA2tVovl1F6vx2OgBE8SchuNBur1OgKBAOLxONcApcBSi3uSO/1JufQ91S9Jn67rcmtxmivTNGGa5kRqrT9p96DI7U/p7Ha7ME0T7XYbmjIpktL3VBeu6+LWrVv46le/iuPHj6NWq8EwDBZUqY28f138ycdUpyQ9qqoKXdf5nKe28LRO/kRomh+Czjp/bQ6HQ04FVVWV36vZbPJ5m0wmUSwWEYlEcOvWLdRqNcxN5w/dz/45cBwHhmFA1/UJObhYLHJtEiRoRiIRZDIZbhVfLBYxGAx4LSghVVEUnD9/HsViEa+88goGgwEni6ZSKRQKBWxtbQHYl2qpfiiF9eC+IoHedV0kk0mMx2Nks1k0m80J4VeayAuCIAiCIAiCIAiCIDxAkkIFQRAEQRAEQRAEQRB+QkhE8TwPH374Ia5fv45sNgvHcZBKpXDmzBlomoaNjQ1sbW2xlDgcDlkQun37Nn7rt34LV69e5RRQkoIGgwGq1Sru3r2Lmzdvot/vY3Z2FidPngSwLzOl02lcunQJe3t7f2HjIkWJZCbXdZHNZpFIJDg5slarsahEz6WkTkVReJx+OZKEJn975VgshmPHjkHXdTiOw4JjKBRCoVBAJpNBoVDg1ERN01hAc10XrVYLlUoF7XYbrVYLa2trqFQq3H6ahFZFUSaSJA+Kgv6ERr+kRdJpr9fD8vIyZmdn4TgOYrEYpqam0Ov1WKA7TDgl6YukMpIi6dokgtKXv620X4Sj1Em6Dslms7OzSCaTCAaDSCaTiEQimJqawi/+4i9iOBxiZ2cHiqIgl8tNjG3/Hj69PnXt2jUcO3YMmUwGd+/e5UREags+NTWFWCwGwzBgWRZLvIqiwLIsrpNkMolsNstpoVNTU1BVFcPhEL1eb0LuI1kwn88jlUpx2+rt7W384Ac/QKVSwdzcHJaXl7G5uXno/H9S63ii2+3i937v9xAKhXD69GmEw2GkUil8/vOfRzQaZYG7XC7j1Vdfxf3791kMpLECk63FKR2TRGF/2qFfCPSnZFIipD8pOBwOIxqNAgALocAD4ZjWk1JrW60WXnvtNTQaDSiKgm63i6tXr+4LrMMh+v0++v0+2u027t69i2azyQIgJV4OBgOEw2HYto1Wq8XJwI7joFqtIhAIYGpqCoVCAfF4HNlsFtlslgVeGn+/34dt25yiSWO0bRvtdptlQpICgf3U42QyyfKkvyYolZhEW9ofNMfpdBrxeHxCqh4Ohvzcw9JCR6MRNjY20O12ceHCBczNzbEga1kWQqEQp7ySsE7r6E9BprOPHqd1pNfQuUivBcAiJs09SfJ0X3RtEkNJuKU27/T40tISCoUCarUaVlZWPqqdj9/ftEb+VNxkMsmJpoPBYEJopnmgtSgUCpiamuJ9RutC8+x5HnZ3d9Fut1lmDofDnC48NTXFwm0ymYSqqgDA82BZFqdmkwy/u7uLcDiMdDrNe4rq9y8iHVsQBEEQBEEQBEEQBOH/a0hSqCAIgiAIgiAIgiAIwp8Baunrui6uXbuGRqOBixcvwnEcZDIZPPXUU7h9+zZqtRra7Tay2SzLTaPRCIPBgFPTqJ1uOBzmlr3U3lfTNMzPz2NpaQmdTgeapiESieDtt9/G9vY2izj+ZLc/K/5EP9M0MRgMMDs7y8mCg8EA9+7dQ6vVwtGjRxGJROA4DhzHwWAwQDweRy6Xg2EYLLGRFBiJRFiI9adxdjodbrlt2za63S5s28bW1haCwSBisRhGoxG3HO90OjAMA57nQdM0pNNpFkJDoRDLRydOnICqqpz+x0lyB2TBMSbTA/2CUafTwfr6Oh577DFcvHgRm5ub6HQ6CAaDnEBKUCtkSs3zp+35n+c4DrrdLrcFTyQSky2QD6Sq+kVRQtM0aJqGlZUVFAoFFuaoBTWlOr711ltoNBoPJVIeplD5ZVR/Lezu7iKfz+PEiRO4cuUKPvzwQzz55JMsDo5Go4n25bTOJDlTLTmOg1wuB03TWA6k1tKqqrL4GolEUK1W4XkearUaX4NSSldXV6FpGl566SWsr69PpFwerOVPw3g8xp07d/Dbv/3b+MVf/EUsLCzgxo0bmJ+fx9NPP4133nkHsViMpehgMIizZ8/Ctm3eiwB4/P7kXJKBXdeFoigsP9JjlmVxHcRiMUSjURYAKQmS9hZdj+aInkcttQFwO/RQKIRkMsnt648uP4HdvTIGH7WedxwH7XabU0hpHJZlcR31ej2WXMPhMAzDgGEYKBaLSKVSCAQCvN8oPZf2OomBtKZ+cXUwGMCyLOzt7XGqpuu6nKAZi8VYBKZ9DoClU8dxeI+RNB2JRJDNZpHP5xGPx1Gr1WBZFjy3P7Gn/AI4/dvtdvHOO+/gpZdewsLCAvb29lCtVpFMJlGr1TA1NcXze1DsJRGSxFB/q3tFUWDbNu8jmkv/HqMx0L34n+eXYen8cBwHzWaT6+LUqVOYnZ2Foii4fv06Op0O7eaPrXmqo7t37+LUqVOc/Fqv19FsNhGJRJDP51lIJqGfPvNIvvULzKqqTrSPbzQanBBMvydZNhQKYXFxEbu7uygUChOfX+PxGPF4nD8/qD5I/kylUkgkEhiNRjAMY2JdBUEQBEEQBEEQBEEQhAeIFCoIgiAIgiAIgiAIgvBnxN/WeHd3F6+88gqeeeYZhEIhaJqGJ598Equrq9jZ2cHe3h4nC4bDYaiqyglqnuehWq2yUEOtdrPZLE6cOIFsNoudnR0MBgPU63VsbW1x+uVByejPzgP5kJImr1+/jmeffRaPPfYYKpUKSzj1eh2pVAoLCwvcith1XXS7Xb5/SsCLx+OIx+Mol8ucQBeLxTAcDtHpdDhFbzwes1imqiq3DO/1ehNSF4mHqqoilUoBAAukJMzNzc3hmWeegWmauHv3Lqcdwj9PJEmOH1zXL4sB+620V1ZWsLu7i3PnzuHq1au4ffs2wuEwtxgfDAaIRqMTyYX+NSF5DgCnYpbLZQSDQRSLRa4f4IGs5R+v/zGS9RKJBGq1GhzHwWg0YkmKWm/71/DQZNRD6uUwMZUkvCtXruBzn/sc1tfXsba2hlKphJmZGSQSCdTr9YkEUxISg8EgC40kuPX7fX6fVquFUCjE4hnJZvTvYDBgGTMQCKDVamFlZQUAsLCwgIWFBfzmb/7mRALrx/Fxz/E8Dz/+8Y/heR5+6Zd+CcPhEKZp4vjx47AsC+vr65zQuLe3h1gshvn5ea5nkuRIfvSnv/rXlqQ6y7I47fGgCEgSILUxp9eQfEppwiRYklRo2zaazSZM04TneYhEIsjlcjh37hx0Xed7M00T4XB4IqmWRGpKr6Q6IqGP9mE4HEahUIDnebBtm88zVVU5LZaSZBVFgaqqnHB7MCXTsizouo50Os3PISmU0m1p7JQW2Wq1+B5JCA2HwwiHw+h2uyiXy5iamoJlWdA0DV7Qm1jng3I1zeONGzcwPT2N+fl5LC4u4vbt2zAMA5FIBK1WC+l0eiIllOqJ1o7q3n9++EVlel9KQj64xw7Wp/8sovFalsUJq47jYG5uDrquIxqN4urVq7hz585P9IcB4/EY9Xodly9fxrPPPotms4nZ2VlUKhWWdIPBIFRVZXGZ5NdwOMwpnjQ2qjn/WCnFmp4XCAS4FofDITKZDGKxGCeX2rY9MZfhcBiWZWFtbQ2e52FqagqpVArRaBStVoul24PzJwiCIAiCIAiCIAiCIIgUKgiCIAiCIAiCIAiC8GeGRBRVVbn98ptvvolnnnmGE/eWlpaQy+Wwu7uLTqcz0UqZxBvggThE7dOLxSJ0XYdt27hz5w4sy0Kj0ZhITfvLgGSkbreL1dVVnD17Fp///OfRbDZx+fJljMdjWJaFSqWCbDbLreNDoRC63S6nRlJ77HA4jL29Pbiui0gkwmKjpmmoVqucuEdpeCQOAdhP+/socRB40JLdtm0oioLhcIgrV67Atm1uQVwsFvEzP/MzSKVSuHTpEjY2NmDb9scM+HAhEthP5tvZ2cHVq1fx8ssv49lnn2Uht16vIxaL8XOj0SjLanSvfonMMAy0220Wfv3SIElkfoH04P2MRiPYto1QKIROp4Pd3V0EAgEsLCwgGAxibW0N6XQaqVRqInXv4JgCgQACH93jYe/jfx19/8Ybb+CrX/0qjh07hg8//BBvvvkm0uk0fvZnfxaO43DLdWBfTqT0T0VRJq5HLbBHoxHi8TjPQSQSYRmSRDDLsuC6Lr+20WigXq8jGo3i537u5/DGG2+wLHbYffv5NHtlOBzizTffhKIo+PrXv47Lly+jXC7j8ccfRyqVwo9//GNeNxK8FxcXMRgM0O/3WYSkduEkEQIPEi1pvRVF4cRLEmpJvqP5oQROko3pHqklO9UDnRmGYbBoOxqNkE6n8aUvfQnRaBS9boNFPGqLnkqlMBgMuB4BsLRL6YyUhqqqKlqtFhKJBDRNQ6/X4xRUvwALgIV4RVFYBqTEUkrYpHuhNFJqF59IJPjeACAej3PyKgm4lERL1yHBPhAIsEDoOM5+mm4kjEBgMgHZ/y/Vhm3beO+99zA1NYUTJ07AsiysrKwgkUig3W4jEolwu3M6g/wCqF8OJQHW/wcDfmHc/xr62S+G+3+mdvG9Xo+lZNu2cfz4cczOzqJUKmFjYwOXL1+eWMdPah9P4x6NRrh79y4ee+wxLC8vw3VdPqey2SwSiQRL15R2S3vVf6+0/p7ncaoo7ZXhcMg1SjVOeyWdTk/MK4nKJCOHQiFUq1VYlgVFUZDL5VAul/HNb34Tb7/99sRnhkihgiAIgiAIgiAIgiAIk4gUKgiCIAiCIAiCIAiC8OeAhBmSWgaDAd59911cuHAB6XQanU4H4/EYU1NTmJmZmZCSSGQMhUIsbFESHLUZN00TvV6Pha2DX3+BI+HxAPsS1urqKt5//3188YtfxPPPP49Op4PNzU14nodut4utrS3Mzc3B8zxudU9ypOM4GA6HLPr5UyVTqRSazSaCwSCmpqa4VX2/34emaeh2u5w46ZcDSbrUNA3JZBLNZhPlcpnls0wmg5dffhmzs7NYXV3F5cuXUavVHoiDgYfbKgfwoOU7jd+f9Ect5KvVKj7zmc/gzp07eOutt9Dr9XD//n3k83m0Wi0UCgXE43Fuc+2XQylZkdqtkwRF0p2/zTbJYvT+JJwBQK1WQ7PZZNFqeXkZi4uLSKfTuHfvHjY2NvD2229PCGJ+4WwixfRAOuphtUTPrdfreO211/D1r38djUYDtVoNu7u7WF1dha7raLfbLDdS8uSRI0d4Dkj6o0RKRVHQarU4DTAUCqHf70/IoJSka1kWCoUCNjc3Yds2vvGNb6BareKNN97g+Tzs/v1j+7QMh0P88Ic/hKIoeOmll9DtdnH79m0cO3YML7zwAl5//XW+T0qnnZub4zUm8ZnqlMZN6+lvC05yeCgUYpGSxgs8aFVO46I1pXRR2l8kR9dqNb7m1NQUvvjFLyKZTOLGjRtYPDLN9zgYDKAoCnRd533nT2r07wXXdRGLxVh4p0RUYP98sG2bJT7DMCbOgEgkwsmRVIeU6kk1TVLqeDxm+ZSE8Gg0imAwCNM00e/3sbu7y2IprS8JuPF4HIlEArZto9VqwTAMBAIBzExlORTXnyh5WEpntVrFu+++ixdeeIHFARHongABAABJREFU0O3tbSQSCbRaLViWhUgkwmKkpmmc4umXPmmP+UVe+plkX1pfqhP/Xqffjcdj9Pt9dLtdnuvRaITFxUXMz89jamoKOzs7eOuttx4kIf8E0DwYhoG33noLX//61zkxdWVlhWVcOq9I8j4o14bDYV4Lf3t4SqOl65Ds7jgOdF3nhFAaP8mkdH44jgPLslCtVjEajTA9PQ3P8/AzP/MzqFareOWVV3jORAgVBEEQBEEQBEEQBEF4mIdjAQRBEARBEARBEARBEP6K+Y3f+A08/fTTSCQSKBaL+Lmf+zncuXNn4jm2beNb3/oWcrkc4vE4fuEXfgGVSmXiOZubm/ja176GWCyGYrGIf/7P/zlLKX9ZjEYjlrkoJdEwDLzxxhu4cuUKt8FOJBLcKr3b7aJSqWB7exvb29vY2NjAxsYGKpUKarUaKpUKtra2sLm5ib29PU7m+4ttFz8JXdLfAt00Tbz33nv40Y9+xELesWPHWPba29vDzs4OAoEA4vE4p1SS6BUKhTjNkISuUCjEIlk4HEa1WkWv14NpmpzIR8mjg8Fgon02iUWj0QjdbhcffvghgsEgdF3H1NQUXn75ZZw8eRJbW1v40Y9+xG2/ARwqhALAGIdLtiR4maaJ9fV1XLp0CeFwGD/7sz+LhYUFFvN2d3dRrVaxvb3Na0XCHkmSlmXBMAxeP3q83++zNOaXUf3plzR+x3FQq9XQ7XbhOA6KxSKef/55zM/Po9/v4/79+7h58yY2Nzc/NvXzMHnyUUIovb/nefjOd76DVquF559/nlu+UyLjaDTi1t403larxfuCRNZYLAbLsiZEseFwiH6/D8MwUK/XYVkWwuEwTNNEo9FAJpOBZVnY3NzEE088gcXFRfzhH/4hX/PgGA8bw0/CYDDAD37wA7zxxhv43Oc+h2QyiZs3byKbzeLFF19EOp3m9bx37x62tra43klypDRcasFOtU+SNKV9UtIs7Q/btuE4Dl9jMBjwe5EgPhwOYRgGy6OWZeHevXuoVCqwLAvJZBIvvvgiZmdncfXqVViWhUQyCYwxUWfhcBiu604k19L55U/6DYVCnC4ai8VYYqV1pnRg13UnhE9/SiZJhfF4HPF4HNFo9CHJcDgcotvtAgC3KPfLxH6hmYRb/1lhWRZ6vR46nQ56vR7XH+0EfzLnYYxGI9y5cwcffvghCoUClpeXUSqVWEr1PI8Ff/8+pTWnWiTp1/+9X/r0t1enf+l3/mv2+32Wdm3bhq7rOH78OI4fP450Oo0bN27gtddeQ7vd/olrnKD5XF9fxwcffIDjx4+zVLyxscE1RjIvnb90334BluaFzj0640gcjUQiE6I0fdE8UEqpYRi8dzY3N2FZFqanpxGNRvGVr3wFjuPgd37nd9BsNic+EwVBEARBEARBEARBEIRJJClUEARBEARBEARBEIT/5/zwhz/Et771LTz99NMYDof4V//qX+Hll1/GzZs3OTnun/7Tf4o//uM/xu/93u8hlUrh13/91/HNb34Tb7zxBoB9qelrX/saSqUS3nzzTezt7eGXf/mXEYlE8O///b//S71/EsJIeqRWultbW9jd3eW2x5SGRul8ACaSDkmCPCh/+pMj/7KkUPKl/Ol5nueh1Wrh3XffhWma+MpXvoK/+3f/Ln7/938fN27cQKvV4jbmS0tL6Ha7cF2XxR+6dxLiVFVlIZSSAFVVxWg04tdomobBYADTNLlNNj3e7/c5PXBlZQW2bSOTyWBubg7Hjx/H448/jtXVVbz22mtYWVmBYRgP5so/Z345zCeu+cf+4Ndj1Go13L59G0tLSzh//jxefPFFvP766wD2kwB3d3dZUuz3+yy8kQhlGAaLg8FgkGU7EkMpMdafwudPFHVdF61Wi2VcXdfxwgsvYH5+Hrqu486dO9jd3eXEwINpiA/JcAfq52BLbf9jALgO/ut//a/4R//oH+Gxxx5Do9FApVJBqVRCPB7n9t2UelqpVGDbNifHdjod1Go1XLt2Dc8///xDaaFUbyT/jsdjJJNJhMNhvP3225ibm8NXvvIV/NEf/RG2t7dZpj3IYdLrT4rjOPiTP/kTjMdjPPPMM7hy5Qpu376NxcVF/OzP/ixeeeUVbG1tYTgc4u7du/A8DzMzMxMi5MGkRZoXEmEBcJ2TREmpsX5Rk8ZA50YkEmGxltIsSZDTdR3nz5+Hpmm4fPkybNvGhQsXUCgUAIATHKl9t+M4LDpSnY3HY04EpefX63Wk02kkEgmYpolut8tCM8mrACbSMSk1EgBUVeU9Qb8Ph8MYDAa8F2ifrK6uIpvNIhKJQFVVOI7Doiq1F6eEUJovmkeSF+m6rjt4ZMv3g2Ijrcd7772HcDiM+fl5jMdjxGIxVCoVNJtNJJNJPlPo9XS2hcNhXiM6x2lfj0YjzM3NIZFIYHd3F67rcqt1uh9qP+95HtrtNteE4zjI5XIolUoolUoIBoN47733sLKywnVC8/6g1j9dQq5/f7/zzjvIZrNYWFjAzs4Out0u1tbWcOzYMX6fVCqFfr/PZzLVLM1tIBB4qL28f97pPumzzHEcXnvTNFkOdV0X1WoV7XabE5iff/55aJqG//yf/zN2dnb+0j8PBUEQBEEQBEEQBEEQ/v8dkUIFQRAEQRAEQRAEQfh/zne/+92Jn3/zN38TxWIRly5dwhe/+EV0Oh38l//yX/A//+f/xEsvvQQA+G//7b/h9OnTePvtt/HZz34Wf/qnf4qbN2/i+9//PqampnD+/Hn823/7b/Ev/sW/wL/+1/+aBZy/LEhqI8GK5Cu/qNRqtVhEelRq3WGCol98+asQYA6KoY1GA1evXoXnefjyl7+Mv/N3/g7++I//GG+++SZ6vR42NzfR7/dx5MgRqKrKEpbruiybkehHSYMkN05PT2Nzc5MFsm63y6manuchmUzCcRyWkHZ3d7G3twfP8xCLxXDq1Cm88MILSCaTuHv3Ll577TXcv38f/X5/fxyBwEOK1MQMHpAn/SIuMRwOsbW1hStXrmB+fh6f/exnMRgMOM02EAhgY2MDvV4PhmFwG2yqARLTaD6pRTIAGIbB7bz97+sX1ba3t1myDAaDePLJJ3HmzBlMT0/j0qVLuHPnDhqNxkOpeQdFOBKpgMCEN3aYOHpQjB2NRtja2sL/+B//A3//7/99rK2tYWtrC5lMBseOHYOmaWg2myzzkiAbDod5PWntL126hKNHj3LyZSwWg67rvMY0N+l0GtevX4fjOPi1X/s1vP7667h58ybLwgfv0z/uR/3u0+I4Dr7zne8gEAjg7NmzGAwGqNfrmJ2dxT/4B/8AP/rRj/DWW2/BMAxcv34de3t7KJVKmJ6eZgmS2mFTQiKJmKZpIhgMcvt1RVFYrCRJjtrE0xftGWq13Ww2J0TgSCSC06dPI5VK4cqVKwCAp556CslkEpfefx8IAJqmIZ/PIxwOIxaLYTgcol6vI5FIsJxNybrj8RjFYpGTf9PpNDzPQ7fb5RbtdLZFIhEA4DFQW3X//ZIQTmKgP1UVAK+9ZVlot9uIx+M8b1SfyWQSmqZNCKv0/lRbyWQStm2j1+sBGCP00XP8kvVBCdpfL6Zp4o033kC73eb5zOVyKJfLqFQq0HUdg8EA4XCYxe9YLAZFUXjNqD4p4TOVSiGRSGBxcRHD4RCNRgP9fp8/k0zTZFnYsiyet06ng5mZGRSLRSSTSbTbbVy7do33OkGJmyxffkwi6mHQuH/0ox/ha1/7GiqVCo4ePYqbN29iZWUFhUIBiURiQgKmeiQRlNaRRHg64/wCrf8PIYbDIUzTRCwW4+dT7TSbTfT7fSSTSczPz+PYsWPI5XL47d/+baysrPylp2YLgiAIgiAIgiAIgiD8fwGRQgVBEARBEARBEARB+GtHp9MBAGSzWQDApUuXMBgM8KUvfYmfc+rUKczPz+Ott97CZz/7Wbz11ls4d+4cpqam+Dlf/vKX8Q//4T/EjRs38OSTTz70PtTamaD2xX8e/PILST+UbkcpmP5Ww/4WwsRBIdT/2F8mB9/BL091Oh1cunQJpmniy1/+Mr7+9a9jenoa3/ve97C3t4dmswnLslAsFnHkyBGWACn9TlEUluKIRqMB13VZbCPZynVdlkHpOuvr69jd3YVlWYhEIpibm8NP/dRP4dy5c2g2m3j99ddx9epV7O3t8XsEAgGMDxnXxJhHkxKlf9z+Oe92u1hdXcXly5fx4osv4plnnoHrulhbW4Oqqsjn89xGm1pZR6NRbpGt6zoCgQBLZqurq7zunU4HmqaxsAbs15FpmqhWq9jb2+PnzszM4OLFi8jn83j77bdx+fJlbG9vc6tnf1rlQfHtgfg55knxj/UwUdmfXDocDnHz5k1873vfw4svvojvfe972NjY4LTAaDSKRCIBRVHQ7Xa5TXqv10MwGISiKKhUKtwaO51OIxKJIJFIcApjLBbDaDRCMpnE/fv3sbu7i1/7tV/DysoK3nnnHU7WPHQtfXvl8LF8TCEcAomhlmXh6aefxrVr1/DOO+/gwoUL+Ft/629hPB7j2rVr6Ha7nCZZr9cxMzODZDIJRVE4EZZSEEkKJYF4fn4e6XSaExj96ZP+sQQCAX7t7u4uqtUqPyeZTOLo0aPwPA/37t1DKBTCxYsXUSqV8O1vfxtD10QgEEAsFkM6nUYoFEI8HkepVEK/32exkURVwzD4vOr1eiyNtttt7O3todfrcd0cTOx0HIfXhwROmgdaHxKG/bL4QVma5isQCLCEqGkaNE2bOFtIvCcpNBKJsLgZCAY5Cdi/n/1ty/17g352XRdXr15FuVzGxYsXsby8DF3XMRqN0G63OfG52+0ilUrxmUXnHImqJHtSm3tVVZFMJlGpVDAcDmHbNidEU/or7R3HcbC8vIyZmRnEYjGsrq7i5s2b/Br/vfuF9vF4jPHHnngPQ3NRq9Vw9epVXLhwATdu3MDMzAzW19fRaDQQi8V4Pei9SMwlmTUUCmE0GiEajQIALMtCOBxmSZjkXXpPenw8HiMSifCc1Go1RKNRpNNpFItFHD16FL/927+Na9euTSTwCoIgCIIgCIIgCIIgCI9GpFBBEARBEARBEARBEP5aMRqN8E/+yT/B5z//eZw9exYAUC6XoSgK0un0xHOnpqZQLpf5OX4hlH5PvzuM3/iN38C/+Tf/5i94BOD20SQvkbRE7dIDgQD/np4PTLbs/quUQT8N4/EYlmXh5s2bME0Tzz33HM6dO4eTJ0/i+9//Pt577z10Oh1sbm6i2WxidnYWqVSKE+z6/T6LQ3t7ewD2BUcSgDVNg+M4CAQCLH4FAgFsbm6iVqtxSubCwgLOnTuHz33ucwiHw7h16xauXbuGe/fuod1uP5jTTzkuv+R0WHogfe95HsrlMj744ANkMhk8+eSTeOyxxzjJczweI51Ow3Ec2LYN27Zhmiba7TZCoRASiQSy2Szm5+dRLBZRq9Wwu7vLIhulhdI9bG1todPpcOogXf/pp5/GiRMncO/ePbzzzju4f/8+twA/eO8HEzMfPOfB2A5LRn3U+nueB9d18aMf/QiZTAa/9Eu/hD/8wz/ErVu3kMlkWOKOx+MYjUYsuhqGgfv377P4NhqNsLGxgUgkguPHj2MwGKBcLiMWiyEQCKDVamF1dRW6ruNXf/VXsb29je9+97vo9XoTbeMP7o2DgtzDa/3pasKPbdt49dVXoSgKnn/+eVy+fBmXL1/mduHPPPMMKpUKNjc30e12sbOzw2NJJBLQdZ2TMgFwUqTjONB1Hc1mE6FQCKZpsjTnT9ft9/totVqwbRudTgfdbpcTKRVFQT6f50TPwWCARCKBc+fOoVQq4ZVXXsH169dx4ugCgsEgkskkstkspxkXCgU+oyiZ07IsdLtdvl9N05DJZFiC7HQ6LD/SXNP4qO5J/KN9TGmjtPaGYfD4aU7oeaPRiKVKy7Jg2zYikQiLhoelfJLkSVKloihIJpNQFQWD4X6yJb3mMKHYv0/8ibrb29swDAMXL17EkSNHoCgKtra2sLm5iXA4DE3TuKYpIdNxHE4mJZFydXUV5XIZV69e5XmgM5HG43keDMPAcDhEJpPB0aNHMTU1hUgkgpWVFXz44Yfcxt3PwTr/s6Zn0j1cv34duVwOJ0+exN27dzE1NYXd3V2Ew2EsLCywxBuLxTgJ1HEcRCIRngNKDaW5pDRRz/MwGAx4jSkRdzQawbIs1Ot11Go1hMNhpFIpHD16FOfPn8fv//7v44MPPuC1++vymSgIgiAIgiAIgiAIgvDXGZFCBUEQBEEQBEEQBEH4a8W3vvUtXL9+Ha+//vpf+nv9y3/5L/HP/tk/45+73S6OHDnyF3Z9kvmobbK/HbI/0XEi5e1A2+6/Ug4RjA7+bNs2VlZW0O12sba2hvPnz+OrX/0qnnzySbz99tu4ffs2ms0m7t69i3Q6jWw2y4mpJMO2Wi0A4FQ/EsooQdBxHPR6PU7MCwaDyOfz+NznPoeLFy9CURRsbm7ixo0buHv3LqrVKhzHeTCXP8EYEThcxvW37iYMw8Dm5ibee+89RKNRnD9/HolEAnfv3kW5XMZgMECj0dhPKfxorP1+H9VqFeVyGf1+H/V6HaqqYmdnB67rci202+2JJEMSi8PhMOLxONLpNJ544gk888wz0HUdGxsb2N7eRr/f59fQ/R9cN/od/Qv8ZNKs/3qU5vftb38bw+EQX//61/Hqq6/iww8/RKPRwMzMDAzDQDAYRCqVYhGP9kAkEuExnTp1iiU6SqO9f/8+KpUKPv/5z+Pll1/GW2+9hVdffRXNZpPX+NFL+2ghdP/3n3LQB3AcB9/97nfR7/fxt//238bCwgJu3LiBarWK0WiE5eVllEolrK6uolqtwjRNGIbxUQvzfYLBIItwlJoI7Au07777LsuP9JzxeIx+v4/hcMhJozQ+TdO4HqLRKD788EM+X44dO4alpSVcunQJly5dYpEuGAyiVCohmUyydNpqtdDpdBCPx5FKpZBMJlGtVjEYDBCLxRCPx5HL5TAcDlGpVFCr1bheh8Mh3yetK6Ug+1urU3ootVUnsVhRFG5hT7VOe4bSRx3H4RRakusBsGBIAupoNEK/34eqqhiPx5xcun/WPjo51l83B78nobHVauGNN97AqVOncPToUSwvLyORSGBjYwOtVguapgHYTxcN+1rVk8CpKAoLt4PBgPcgpYNSsqqiKJiZmcH09DRSqRSA/QTh9fV1rK2tHSqE+u/5k6TuT4vrunjjjTfwUz/1Uzhz5gwSiQS63S5qtRpGo9GE7E/nl+d5LIV6nodAIIBsNotIJIJqtcqCMaUFm6YJx3EQjUZhGAaazSba7TaL/+l0Go899hjOnDmD3/md35kQQj9ufwuCIAiCIAiCIAiCIAgPEClUEARBEARBEARBEIS/Nvz6r/86/uiP/gg/+tGPMDc3x4+XSiW4rot2uz2RFlqpVFAqlfg577777sT1KpUK/+4wVFVlYeUvC7/s6W8L/ahW3f+vmHjrA/c2psc+GsdgMOCW8Xfv3sWJEydw4cIFfOMb38DLL7+MGzdu4Nq1a9ja2sLa2hqnH9I8RCIRqKqKTqfDbbDH4/FES2Fqd728vIwTJ07gxIkTyGQyqFQquHnzJlZXV7G3twfDMPj5h4pRB5IwD87wePRwQuhhYiU9VqvVuHV1JBLBuXPnkE6nUalUUC6XEQ6H0el0YFkWRqMRstksdF1Ho9FAr9dDp9PhJMNUKsXpkI7jwHEcbtGsqiosy0Iul0MymUQymcTx48dx8uRJ7OzsoNlscivpB8v2IOXw4Wnwi2NjHJypw1I3D3scADzPg2ma+Pa3v4379+/ja1/7GhYWFvDmm29iY2MD09PTyOVyUBSFk1KPHz/OQmMwGESv18PW1hbS6TRs20a320Wj0YCqqvjWt76FTCaD7373u3jvvffQarU4MfWw9fm0IvWfx5tzXRevvfYaqtUq/t7f+3v4yle+gnfeeQcrKyucmjk7O4tcLgfTNDnhs9PpsBzub5M+HA4xGAzQbrdZpCPJjpI2/T+Hw2EkEgkUCoUJeTgUCkFVVSiKgqNHj+LMmTO4fv06vve978G2bb5/RVFw5MgRRCIRThWltMtgMIhoNIpisYj19XWoqopMJoN8Po/hcIiNjQ00m02Ypsm1QQm3JPsOBgP+nqROarduWRaSySSLhJSYDDxoIw7sy54khtI909lwMLmX0pdHoxEcx+HXj0YjJJPJ/TnyHoz/J8UvGJumiatXr2JrawtnzpzB9PQ08vk8Wq0WKpUKms3mRGt1klf97dEBsPiqqioSiQSmpqaQSqWQyWQQi8UwHo9hGAa2t7exubnJibKf9LnwcXv1Jx0zAPT7fbz66qt48cUXUSwWkU6n4Xke78N8Po9kMolEIoFQKARFUViGHQ6HWFpawgsvvADDMPD9738f3W4XAHj/BoNBNJtNFkJN0+SzjFKY5+bm8Lu/+7u4c+fOhBT9FzFOQRAEQRAEQRAEQRCEvwmIFCoIgiAIgiAIgiAIwv9zxuMx/vE//sf4gz/4A7z22mtYWlqa+P1TTz2FSCSCH/zgB/iFX/gFAMCdO3ewubmJZ599FgDw7LPP4t/9u3+HarWKYrEIAPje976HZDKJM2fO/NUO6BAOiiyPkvf+WkPiJPbv37ZtFhTX19exvLyMU6dO4fHHH8dTTz2FarWKtbU13L9/n1upk6hGraJJeKO2z6qqIpVK4ciRIyyCDodD7Ozs4MqVK1hbW0OlUoFhGCwL4WB63E9g/9FTH50uOfk4tZEngbNareIzn/kMjh8/jmg0ikgkgq2tLVQqFU5AjEQiKBQKAPZTJ4vF4kSrcGBfaEskEixORaNRpNNphEIhzMzM4IknnsCRI0fQbv//2PvTGMmywzwTfu6Nu8e+575U1tpdVb1WbzRFjkmR1GYLkCgDHnssDzwGNKsBf8L8GC+DMeQftgF5xobtGY9HA8OyxpyxOKIoyRIpiRTZZLO7yequfcvMyi0yMyJj327c2L4fWed0ZFZWs9mkZAx1HqBRkZGx3HPuuSeA7Cfet8b169cpFAqyuvroeI7Wa58kt8KTk0I/SOKgkBt93+f69esUi0X+3J/7c/z8z/88d+7c4dvf/jZra2tsbW1Jgfbs2bOk02mZUrm+vi6ruPv9Po7j8JGPfIQrV66wtrbGF77wBTY2Nmg2m7KOGv7jXjeiXvuXf/mX+Ymf+AlefvllTp06xY0bN6QQPDc3RyqVolwu0+l0KJfL1Go1Op2OFKq73a6UQydFNyEQCuFYyJ6pVIpYLIZlWUcSEzc3NxmPx8TjcS5dusTi4iL37t3jd37nd6SIJ4hFo0xNTTEYDAiCgGazSSwWIxwOS7kzm81i2za6rpNOpzEMg4ODA3zfxzAMXNeV8p4QAEUip+/79Pv9x+rBRRW9WJfiehciqe/7BEFAJBLBcRwpgbquy3A4lHMlkkkNw5CJkuL9RDJvu90+kkIaQpPy8/Fr4qTbx5k8N8PhkFKpxNe//nWSySRzc3PMzc3x7LPPSpG13+/LRE9d16WkLaRhkajqui6WZdHv92m1Wvi+z/3791lbW5PpyJNr4f048THfhzMpXq/dbvMHf/AHfPSjH+WjH/0oV69epVAo0Ol02N/fp1ar4bquHEssFsO2bZrNJul0mt3dXb7yla+wsbEhxd1sNkuz2aTZbOI4DqlUSqZC27bNzMwMzz33HKPRiF/7tV9jb29P7m8nifoKhUKhUCgUCoVCoVAoFIono43VX1MUCoVCoVAoFAqFQqFQ/Efmv/wv/0v+7b/9t/zGb/wG586dk/fH43Fc1wXgF37hF/jt3/5t/s//8/8kFovx3/w3/w0A3/jGN4BDYevZZ59lZmaGf/AP/gF7e3v85b/8l/lrf+2v8ff//t//QMfRaDRkde+fJuKxKE+dX+HdG/feX7yZkEKPI9IGM5kMs7OzTE9Pk8/nSafTsgJa1CULaWwybVD8LASnRqNBvV7n4OCAvb09dnd3KRaLtNvtI2Lgd/3D1kRS6PjY7Uw6SToZ4+ad1YmHvydZTSaQTqZwirS7aDTK0tISp0+f5vnnn+f8+fOYpkm9XqdQKHD//n329/ep1+tSbOt2u1LEE3KcqJ0ej8dSsFpYWCAajcpa6XA4zK1bt3jrrbdYXV1ldXWVer0uj1MclxjDe6dMe2xs01NZErEo99c23+dUa0+U0iZTVQEMw8DzPC5cuMDHP/5xpqen2djY4MaNG2xubtLr9dB1Xa4DkTSpaRrxeJzFxUWWlpZotVq89dZbPHjwgHq9ju/7R5IWP2gi6JNYWpjB93usb2x/z889jmVZXLhwgZ/+6Z8ml8uxtbXF3bt3KZVK2LZNEATYto3rujIlV8zXYDCg0+ngeR7b29sUi0U8z8MwDGzbJpPJEI1G2d3dlYmetm1jmiaNRoNOpyMruufm5jh9+jS6rvO1r32Nb33rWzLRU3Dh3CmWl1f40U//OOl0mtXVVW7fvs0LL7xAOp2m3+/T6XS4e/cuf/iHf0in0+HZZ5+VybitVkuKkSIBd1JqFSJ3v9+nWCxiWRbhcFimAofDYYbDIe12W6ZnGoYhRUrXdclms0fW08zMDO12m3K5jO/7tFqtI9fi5FwK4TIUCtHv9wmHw2QyGaZzSf7wK1+jVK7KuThJmj6+N3wQRCJoJBKRaZ+JRIJoNIqu60ck+Gg0KgXf0WhEs9mUybjNZlPOw/ciPB8/7kleePZp7t5fp9FsfeDXO2l8ItX06aef5plnnmE4HHLt2jVKpZKUNQ3DkEm3pmkSBAGu6zIYDPB9X17ro9GIcDgsBVEh0DqOQywW4+LFi6RSKW7evMmtW7eO7PMfVAj9+J+5wle+/hb1ep1YLPahx65QKBQKhUKhUCgUCoVC8cOASgpVKBQKhUKhUCgUCoVC8R+df/7P/zkAH//4x4/c/yu/8iv8/M//PAC//Mu/jK7r/MzP/Ay9Xo9Pf/rT/LN/9s/kY0OhEF/84hf5hV/4BV599VXC4TB/5a/8Ff6n/+l/+p6PJ/Qo5e1PC4YRQtN0mVp5HA0+UPqm73cpFAqUy2Ue3L9PJBolFo0Sj8dJZ9I4toNpWWgauI57KAuND8WfbrdLz+/R6Xbxu10q1QoHBwe0Wi06nS5B0GM4HEnJ6MMxPrRINQ0YE9K1R1Jm6D3Banw4YA2N8aMfNE2D8ZiRLm4fvlqr1eTBg/u0Wi3K5TJ37tyRCYIzMzPMTE9Tb9TZ2tzi7r3DZNt+ENAzQqRTKRLJJK7j4IXDuK5Dr9fj4sWLhPTQoWQ3GFCpVLhz5zb37t1je3uHra0tisUinU6bUEhHQ2OkaWi6dmSYEyeOR4cP48MRhXQdPaRjhEKPG74T8/Pei4wPMxc16diia5r4FePxiG63w/Xr11hbXeXM2bO89uqr/PiP/RhBv0+73UZ/JJgZpnlY8z0coukaB6UD7t67x2/+5hcoFos0m016fo/BcIgGhEKHa3I8Gh8TgMe8dwCcPI73Dv/wmHWdkBj398loNOTWrZusr69z7uxZPvOZz/DpT32KnUKBhw/XqVarNJstms0G4zHouvaoatvGtiysR3MwMzNDPp9nPB5jGAbhcJhwOMzOzjahkM5Ufg4v7BGLxSjsFBiNRmSzGfL5PIuLS+iaxneufoe333qbg/LBoXApxvfo/If0EOlMGtdx8H2fdrtNNBKh3w/odruywj4WjZLP57h//z7l8gGu4z5aCmNsy8IwTUIhnaAXMBqPGQ4Pxb/BoP9oexij6xrWo8fpegjHsdE06AcBo+GQbrfzKFnzMN0zGo0SjUYOJb7xGMu2aDabVMplAIIgoNNpH4qTQfCeQG6EHtW0a4xHI4JHkuJwODxMDgXiERs9FMIwTjrf2pFbY7HGObKyjj5SO/aM8ehR8mWD7e0tNLFXaGK9vrcwNW3iBcbid++haxq6ETqynI9dxif+Tt6aeHDo0Z72fa1zDXmerl+/RmFnh1defYWf+qmfolqtcPfuPfb29mjU64yGQ5LJBPV6A02D4WDAeDTCskwGgyHj8Yh+v0+z2cB1PQwjRNjzSCSTzM/PEQ6HKRaLvPHGG5TLB1J4ldf+mPc2nvc75D9Fn9kKhUKhUCgUCoVCoVAoFN8NlRSqUCgUCoVCoVAoFAqFQvEIkRT6sY+8+Eg44tDmkX89eU/z0TT9yM/isbZlY9s2oZDOeAzD0fCR0NSXyXqHf455z+KR0t57GuKx135c0nsP8fPx53DCY07Gti3isSh7+wfvP0FPOgzt6FGgaXKOdF1D10NounYoEj66XyTRHQpAMJqoz2Y8ZjQaH6nX1jTtUCB9NE/whBEdv/N9hu55DmHPpViqfOBx27bF9MwMly5eRA8dSly6rmGaFuPxiIODMqZpkMvlqdWq3L59h34/YDgaEdJDj1JBQzJhMRQygDHRaEwmSg4GfZrNJrV6nW6ni6ZBfmoKDY0g6GEYJoPhgHQqTTqdJiSktzE0W03eeecdqpXKEzyqMdFIGMu2qFRq7z/uxyYBji6AY484POmHqYHGYU22aRqEQgbJZIJsNovf6xH0egRBQL8/oNGo02q3D8c+GoMGRsh4JIS9J9QdrpnD9xVrRiSsHj22926LpTJ6dA06tkW1VqVWa34P4/4AM6OB67okEglCoRBB0Gc4PKxpHw6HDEcjeU0fPl5DD4WIhMNks1nC4TD1eoNSqQjA1NQUOzs7mKZJJBIFxrQ7HVrNFulMGt/3cWyb+fl5TNNkc3OT/f0ifs+X18f40VSEdJ1UMkHIMND0w3UyeiRXi8cNh0PCYY/Z2TmKxSKDwUAmgUajEZkECYdpue12i1qtfjjDE9fF+JEgHA6HyeVyh48fj2g1W9TrNTkP2WyGZCp1eP2PRljWYQrqcDTEcRxGwxG1eo3dR3Xlh0mkCcJh7zANdDCg2+lSqZQZDoeEQgZ+zyfoBYRCOvMLC+iajmlorK09pOP7j4nD7+1XGvFEnEw6Q7VaZcyYdquF67qEDANd0/E8D9u2GI3G+H5XnvSg16Pb9RkOB4zGY2zLxvNcNE1nPB5hGCbdbgfDMNH19yrmD1NXR+i6TviRED4YDGh3OjAeH9k39ZBOo97A97sYhkkul6XT7eI6LrV6jUa9cfRSHMP0VIZKtUGvF3Bk4Mcv4Yn1Oz5+WZ/wmFAoRDyewHEchqPhI4m/w3g0IhQy5Lo5/jkk5jn0SELXANM0cZzDFPBer0e322E4/OBJqSd9Bs5M5/jVz31RJYUqFAqFQqFQKBQKhUKhUKCSQhUKhUKhUCgUCoVCoVAoHuPtd26j69qEVHeotYgEM1EfPlnfOx6PiUQinD17Fi8WlambrXqdSqVJpVKh2WwSBIGsXxa1x+J1xH9Hqo3hSEqnlJkmRR5xlO/z3d/jVcOTP8djEWans7x99eaJjzv+Ht8tkU2fSFo9fkzHfz7+uOP10JOPE9LoSXMFJ/ufJ72fuC+bSTKVy3D91v0PVE8cCoW4fPkyf+P/91f51Kc+JV9rd3eX3//93+fq1as8ePCAVCrF7/3B6zx48IDd3d3DFMZYjLNnz5LJZEgmk1SrVTnORqPBuXPnZPV8r9fj/v373L59m8Fg8EjGihMKHUqloob63LlzfPKTn+RnfuYvsLi4CEC73ebv/J2/wx989Veo1WonjmNuJk847HH3/vp3HfMPAtu2efHFF3nllQz7+1WGwyGlUoler0exWKTVahKLxTFNU9ZsizTY45Xh4ro6FOpMYk5YVtFPVmqL8zkajeg0mzSbPp4z5NqNez+Q+vgPg67rmKaJ53lMT09z+fJlFk6dJ5FI8o1vfIObdx8SiUQwnDizi2e5desWN+6s4/s+yWSSmZkZvv3ObdrtNrZtc+7p57lw4QKx1DTm3bu8/vrrbG1t0ev1gPfW/rkzy5QrVQq7xROPKxQK8Z/8J/8Jyewc99d3sG0bTdPodrvkRgamaWJZpnx8ue5z+84ao9HoUZJnh6mpKZniOz09zdLpp3Ec57AmfbvEtWt3CYKA2dlZcjNLnHvqORzHQdM0YrEYw+GQVqvFcDik0WgwDrl841vvsLm5ycrKCueefp7Tp08zGo3Y399nb2+Pr7/xHTzPYzAYUK/X0PUQpmnyyp/5BNVqlV6nzneu3aZ8gvws9o14PM6nPvUpnEiSbrHG1tY2jUaD2dlZ8vkczXaHoTbE8jzQx/iD4HBtjiEYDml2h7Tbh+KqYdt0Ao3h8DC11HV1DmpdMpkw3Xb30ftaBL0eo7FGu90kMTLIzSzR6/U4qG1iGCbj0Rh9rGMbNolEkt1inZu3VhmPx1x5MYxl24x0B7+v88233j2yF47HY55/5ilW1zdpNNsT+9r40RcZnsx4PJKPOf45NDlvJ+3px/fsyf1c/F7UwR/Zsx/dL+8bH89QPTkB9PjrA3z01effd3wKhUKhUCgUCoVCoVAoFH+aUFKoQqFQKBQKhUKhUCgUCsWJiATPwzQ9TUMmOU5KZwCDwQDXdTl37hznzp3Dtm1arRa+75PP56XgNh6PaTQaDAaDI4LMpODy+GEcFW00XT8UZ8YcEW2OPuWoaHOSMHdU+uHIe0wy+bwjsuoT5NHj0qxM/4QjxyoeLyS/SeFz8vmT6arH5/0xYfUJYzg+nuNP+KBFOvl8nr/8l/8yn/jEJ9A0jX6/z+c+9zn+4T/8h9y5c4d+v3/y+3C4RibFKcuyqFarRCIRQqGQFBvFfEwyHA6pVB5PM93d3eXhw4d861vf4m/8jb/Ba6+9Rjgc5q/9tb/GW2+9xTe+8Y0T18efZG2QkP6WlpakEA2H8zEej7EsC8dxiUQiRKNRLMs6st7EvAyHQ/l8cd9oNGI0Gsnr8knCWr/ff5RgaJ5whH/84z9MmrRxXZdkMkk6nWZ2dvZQkMzlefDgAevr6zQaDcLhMLFYjLm5w9TO1dVVms0mP/uzP8vU1BSrq6uYpkmj0eD27dukUimGwyHZbJZTp07R6/WoVqtynxmPxwwm1uVJxGIxnnvuOVqtFrZtUyqVsCyL8+fPU6lUCIVCDAYDTNMkHA5z/vx56vU6tm2zvr6OruvE43Fs25bnd3V1lfn5ecrlMp1OR6ZImqZJs9mk0WjgeR6WZfHw4UPu3bvHaDQ68jvDOBRS4/E4kUgE0zRpt9skk0n29vaIRqPE43H29vZwHJd4PE6/36dWq30gQd7zPC5dusTZs2e5f/8+lmXR7XaJx+PMzMwAh+nRzWYT3/fRdZ1er4fneQRBgGEYxGIxksmklGNHoxGGYTAejwmFQlKwrdfrhMNhNE3D7/WIRCK02xpBENBqtYhGo2QyGXq9HuPxGNM8TNpNPJKBV1dXCYKAu/fu8fGPf5xqtcr8/DzRaJRGowEc33OOf5YcFTzFv5P7jUirfu/nx2XQ8XiMYRjY9mG6K0C/36fX6zEYDE6cZ+BEIfSkc3TSWVNFZwqFQqFQKBQKhUKhUCgU3ztKClUoFAqFQqFQKBQKhUKhOIFJCVLIekJAm3yMuO/MmTM888wzNJtN+v0+hUKBfD5PJpOhXq+j6zrRaJQgCPB9Xwptk+8jRM7j7z0pSh6XM98vCfOknyfvn6xv/6BMykFPSgydTHYUQuxhzXNIPlekJuq6jq7r9Pt9giCQ8yukqsn3m5yzk/jjlIcsy+KVV17hL/7Fv0goFGI0GvFv/+2/5b//7/97yuXyI+nwyQihUdd1mRy6s3OYyvhebfwA3/cZj8dSDns/BoMBOzs7PP300/ytv/W3+Jt/82/ykz/5k5w9e5af/dmf5c6dOxwcHPwgp+F7JhQKMTMzw9TUFLVaDcuyqFQqcoyNRoNQKCRTQj3POyLI6rpOKBRiOBxK8UysPSGQCibFs0nZWLzGYSX9nxzhcJjFxUVyuZwUYD3PIx6PEw6H0XWdUqkkZctnnnkGXddxHIdCocD29mFqZa/Xo16vUyqVpDg6NTXF/fv3icfjGIZBEARSThcCcrvdJgiC73qcCwsL5HI5er0eQRDQbrcZDodsbm4yGo2IRqNS0rQsi36/j+/7coyGYeC6LqPRiMFgQK1WYzQ6rJEvl8vytljP7XabGzdu8O6770oRs9Pp0Gg0CIKAWq3G6dOnWV5eptFoHFbKPxJGPc+j0Whw//59Op0O7XabwWBAp9MBwDAM2u02iUSCXue9vW1yH9U0DcMwOHPmDC+//DKFQgHLsiiXy7iui23bDAYDKcmKfavf76PrupRcHceR1+1hBXoXz/PkPIj06Ha7Lfe3wWBAt9uVkrBhGDSbTeBwrZqmyXg8JpVKyVTZ4XBIJBIBDkXwYrFIJpPBtm3OnDnDt7/97WNn9P2F2COPPCZTT86RuF9cV6FQiGg0SiKRkCmvQtjudDrUajXa7faRz7XJz7HJ95w8J8ff90mfaZOfe5Nf0FAoFAqFQqFQKBQKhUKhUDyOkkIVCoVCoVAoFAqFQqFQKI5xkpR5XF4RtwFmZma4ePEiruvSarVoNptScJuenqbRaFCpVKRQNRwOZarak5I+jx/LpPxy0rGcVMM++bOQWk+SOcdjjnhEH0TMOf7+4jGT8yXSPo8nl5qmSSqVIpPJSGFvb2+PWq0mxalJsU+85mTC6ndjoo34B4JICc1kMoxGI959913+6T/9p/i+/0Q5dhIhlcGhzOl5HqZpEgSBrEsX/41GIykOvx+maRKNRrlx4wY/93M/x5e+9KXDKmzH4cd//Mf5v//v/5tyufwfVZwKh8OsrKxgGAb9fh9N06QI2m63abVaRCKRI2mgYq0ahiFTCS3LwrbtI5La8Xk/SUATkuVgMEDXQ39s4xSioZABM5kMr776KrOzs1Kc7Pf78vzqus5gMKBQKLC6usr169dJJBI89dRT1Go17t27x8OHDwmCgF6vx9tvv000GiWfz6NpGrVajWw2Szabpd/vyzkVgm0sFsN1XcbjMdFolHqzdeJxh0IhlpeXZfJtrVaTwl273SaVSmFZlpzLTqfD9vY2vV6P0Wgkz8vkOpuenuby5cvUajVqtZqUGvv9PtFoFNM02d/fx3Eccrkctm3TbrcB6HQ68jynUilmZmYIhUKUy2Uph4r5E9eJWFdCgB2PxziOQ8cwjlz/k+tienqaF154gVKpRLfbJRQKsb29TSaTwfd9bty4wfLyMpFIRO7bAIlEglarJX/WNA3btun1egyHQ0ajEb1ej1QqRSQSebTuDvexVqslBdNer4fjOIRCIRqNBp1OR85zMpmUsni9XqfdbhOPx2U6qUgiHQwGnD17lgcPHlCv1yf2Y43DuvijKdQnJnMeS2c+/vkhrjXbtsnn88RiMQApD4t9LJFI4Hke5XKZer1Ov98/Im9Ovt+Trp/jn7nHn/PdvhChUCgUCoVCoVAoFAqFQqF4DyWFKhQKhUKhUCgUCoVCoVAc43hN+qSwcrx+NxaL8eyzzzIzMyMrkkUKZrfbpdls8tJLLzEej9nf36ff79PtdhkOh1KcOZ6SNplMevw9j1dlf7d0NYF47mQaqXjcSelxT5qX90sIFQg5TQhMQka1bVsm3KXTaTzPo9vtMjc3RyqVYnd3V9ZNi+eLORDil0jh+25jPi6DfT8CkWEYvPbaa3zsYx9D13WCIODXfu3XeOGFF3AcB9d1uXfvHru7u0cq5CcZjUayZlmMy3VdOp0O4/FYJo1OpoW+3zHHYjE++9nP8uf//J/n9ddfl8LerVu3eP7551laWuKTn/wkV69elSmKf9KEQiFmZ2dZXl6m2WwSCoVotVryPNbrdXq9HuFwGECmgYrrwjRNKcqZpilTZ48nEU6mxx6X2QBc1z28JkN/PBKZbdtks1mZlmjbNs8//zz5fB7XdTl9+jTJZJJKpUKv15O14t1uly996Ut8/etfZ3p6mlwuRzabpdVqUS6XCYVC9Pt9RqMRDx48YHZ2lh//8R9na2uLq1ev4vs+oVBIVptns1mGwyEHBwcydVLXdfKZBNuF3ROP3XEc8vk8e3t7sgJd13WeeeYZ9vb2sCxLio7dblemf47HY5566ik5xu3tbfr9PrOzs0xNTREOh1ldXWVzc1MK8LZt4zgOhmEQCoWIRCI0m000TSOVShEKhfA8T57X/f19IpEI4/GYRqOBruskk0l832d7e5tmsyn3gn6/L5NYHzx4gG3bh3XtPC4Pe57H8vIyo9GI7e1tpqenef311+V1WKvVePXVV+VxRyIRDg4OGAwGGIYhXy8ej8uUzMl6edd1yeVyRCIRCoUCrntYbV8ul6U8DIfXum3bUhaF9/a5arUKIGXiRCLBw4cPSafTtFotVlZWaDQaxONxVlZWeOedd46s+dEjefr4Z9mT9u/3+3JBJBJhenpaytUiKVWkGVuWJa/TdDqNaZrUajUpDh9/jye9t+D4FyE+6PMUCoVCoVAoFAqFQqFQKBTvoaRQhUKhUCgUCoVCoVAoFIoTOElUOZ7MaVkW58+fJ5PJ0Gq1qNVqNJtNxuMx4XCY3d1dhsMhFy5c4JlnnuH111/n4cOHMs1PyGzD4fAxwfOkhNCTquVPOu4nCYVPei1N0w7D5T7EvEzep+s6lmXhui6RSETWK8NhYmQ8HicSiUghrlqtEgQB6+vrLCwskEgkZI20kCWFICseX6lUgPfEwOOS7nGp6fjtD0MikeCzn/0s8Xic0WjEtWvXqFQqnDp1il/8xV9kenqaa9eu8Uu/9Ev83u/93oli6Hg85uDggOnpaVmLHo1G6XQ6slpeyHF7e3t0u933PZ6/83f+Dv/Ff/FfEA6H+ehHP8q/+lf/ikgkwi//8i/zP/6P/yMrKyt88pOf5Fd+5VfY3Nz8vsb/YYlEIjz99NM4jsP+/j62bVOv13Fdl2q1KqVGUdfd7/dlfbY4Z6KyXNd1Kc5qmiYTF99PchNCmq7ruK77xyKFOo7DzMwMqVSKu3fvEo/HZRpqtVql1+uhaRorKyuymlzTNPb29rh9+zbtdpt2u829e/eoVCokEgkWFxdlkmQkEqFWq8mU0GQyyXe+8x2azSaJREI+J51OMxwOSSQSBEGApmm4rkutVqPTrD7x+LPZrJQX+/0+rusSi8UYj8e4rovneSwsLDAajdjd3aVUKlEsFsnlclL+W1tbo9frkc/nZZqkpmmk02lmZ2fZ2tqi0Wjg+z6+7+N5npR+gyAgFApJ2X04HOJ5Hr1ej3K5TDKZZGZmRiZjaprG2toa6XSaTCZDEARyvCKpc2dnh4WFBU4tnnsvMpjDazAUCjE9Pc3TTz/N5uYm+Xyet99+W4qZu7u7vPLKKywtLXH9+nW63S6GYeA4DkEQyAp5OJQ6q9UqjUaDfr+P4zhSRh0Ohzx8+FB+SWBS9BdfGhD3i6TRIAgYDoeUSiX5eF3XyefzMmW20+lQKBQ4deoUlmURi8W4fPmyTAvVNA0NCD167qSU+aTr5Uk/j8dj4vE4+Xwe0zRpNpuMRiOCIMD3fQCZXmrbNqPRCMdxiMfj8lpvNBqPSfxPSt8+vpdP/u5JqLRQhUKhUCgUCoVCoVAoFIqTUVKoQqFQKBQKhUKhUCgUCsUxnlRfKyQeOEwunJqaYnp6mlKpRCaTYWdnh3A4LOUq0zQplUrU63UGgwEHBwc4jnNEoux2u1KQmUx2m2Sy+l0ISU+q0D4u3pwkiR6/PR6PjtTHn8STUtvEz4ZhEI1GyWazuK7LcDiUVdlibP1+n+FwSKPR4M6dOzJpLhQKsbm5ydLSEp7nHUnJM01TJgF6niclOSGUimP7IGmgHzYxdGlpiVdeeYVGo8G7777L3/t7fw/P8/gLf+EvsLKyAsArr7zCP//n/5y//tf/Or/3e793YvV7uVxmf3+fRCLBcDjENE2GwyG+78uEQU3TcByHVuvkum/Xdfmv/+v/ml/4hV/Atm3gMLHwE5/4BJ///Oe5c+cO/+Sf/BN+6Zd+iaeffpqzZ8/+R5FCdV1nfn6e06dPU6/XZaKlkA2FhBiLxWR6LCCTB4Vg5jiOrFoXax/eW/9ibYtr86S1Ln6v6z/YZEHDMJiamiKfz1OtVul2u6RSKbLZLDs7O5imyalTp2g2m1y/fp2pqSnm5+ep1+tcvXqV27dv0+l0yGQy7O3t0W63uX79OhsbG9TrdZnMaFkWc3NzZDIZvvzlL3P79m00TaPVavEf/sN/4Kd/+qeZmZmR81Kv17Esi2azSavVYvDoOjlOKBTi8uXL5HI5KSMuLi7SbDbZ3d0ln8/jOA6xWIxut8vW1harq6vy/GxsbEhhF2B7e5tSqcTly5dJJBLyGBqNBt1ul0wmQzgcZnNzk729PXndCnFSrIF0Ok0kEiGdTpPL5RgMBhQKBZ5//nkWFxcpl8tUKhX5/vF4HNd1cV2XhYUF3nnnHd544w26repj6yESich9JhKJ8PDhQ1qtlkwAFhLz7u4upmnK8xqNRqnVarRaLVzXpd1uUy6XabfbDIdDKfCGw2H5GeD7Pp1OB8Mw5F4n9sLRaEQoFKLdbgOHKaqe58ljEV8a8H1fHoNI/G232zx48IDXXnuNTqfD8vIyp0+f5urVq49JoCelQp9Ux378fsMwyGQyMsF1MBhgmiaNRgPDMNB1Xcrvg8FAPmcwGNDtdrEsi1wuh+d5HBwcHNmrJ8/JSV98mLx9kuR/0s9ChlUoFAqFQqFQKBQKhUKhUByipFCFQqFQKBQKhUKhUCgUimM8qZJdJLcJYebUqVOyPlgkBYZCIVkR7nke5XKZnZ0dbt++TRAEvPrqq+zs7FAqlWTq5Xg8lgl0k7LnZNrh5LFN1sgfSft8dIyTIpx4/SeN8/B3372e9/0SQk3TJJPJMD09LcUmx3FkLbimaVIK6vf7bG9vywTF8XiM7/syCTSTyZBOp9E0TQplnueRyWRoNBqMx2MymYysWBaJdZM8abwfRggNhUK89NJLZLNZKpUKv/Zrv8aDBw/41Kc+xSuvvCLr7A3DYG5ujl/6pV9idXWV+/fvP/ZaQoy1bVueJ5GQGQQBtm1L4U6kYh4/lh/5kR/hv/1v/1ts22Y4HHL16lVqtRovvPACL730EteuXePb3/42t2/f5tlnn+X06dP8/u///p94op7rupw5c4Z4PM7+/j6WZVGpVPA8DwDf97Esi1Qqheu6WJYl16yQZUWdvLhvshr+JBlaiKFCuoPjqYQ/OG0sFArJVEzf96nVamSzWa5cuSLTLFdXVzEMg0QiQTweB6Db7bKxscG1a9fY3NwkCIIjybrdbpdKpUK73cZxHHq9HrFYjMFgwJ07dzBNk8XFRdbW1igUCiSTSba2thiNRszNzdHtdnnw4IGs9+71eoTdk/8EbFkW586dY2tri62tLTqdDp1Oh0gkgmma8ly9+eabcp0lk0ni8TiO40iJORQKEY1G6ff73Lp1i3q9jud5rKyssLu7K9M2w+GwXONiT5jcw8QeMRqNmJ2dZW5uDk3TePjwIc1mk5WVFTY3N4lEIui6TiKRkFX03W4X3/ep1+tEo1GazSYbGxtHxmsYBtPT05w9e5Z2u02xWKRQKGBZFoPBgHg8zvz8PDs7OwRBIBMuRWKqEJRFoqkQOC3LkjKoEFvFGhTrWNTCi7UrJFHxs6hfNwxDCqNibRSLRer1OuPxmFwux/7+PuVymdXVVRKJBK1Wi5dffpmdnR329vYevf/jnw2Tnxvi2hCIx4oU63Q6jW3bUgI1DINOp4Npmpw9e5ZSqXREzLdtm3a7TSgUkuO3LItkMomu6xwcHMi9+rikKm6/35cXJnnSFx5UZqhCoVAoFAqFQqFQKBQKxXvo3/0hCoVCoVAoFAqFQqFQKBR/OpkUVnRdJxQKYVmWrC52XZcgCKjX67z55ptSGBVijOd5DIdDdnZ28H2fxcVFLMvCNE0pRwl5MhwO4zgOpmliWRaGYaBpmny9yYrlyVp1IdYcr56HJ8s3xxmPx0/w5caPiTrH58cwDJLJpKyvbrfbJBIJotEolUqFnZ0ddnd3iUQizMzMyARBUR0txCkhTJZKJfb29qhWq1JW297elol4+XyeXq8nz4Go4z5+XO9XOfy94Louzz77LIZhsLW1xRtvvMGpU6dYWVlhY2ODX/3VX+Vv/s2/yVtvvQXApUuX+M/+s/8M0zRPfD1Rhy5E4F6vBxxKkv1+Xyaiuq772HMTiQR/9a/+VTKZDABf+cpX+Lmf+zn+1t/6WxSLRarVKsvLy5w9e1YmsM7Pz8v1+CeFpmlks1lWVlbo9/tyrIPBgGg0KiU5kaworgeRrivktFAodOQ2PC6KiSTayfeerN6evC5OSm/9sAg50rIsut0uo9GIl19+mdnZWaanp5mdncVxHLa3twmCgG63S7vdZn9/n1u3bvHw4UO63a6UC0V9eDKZxHVdwuGwTNoV4rBt28zOzjI7O8t4PCYWi3FwcMCXv/xlbty4wXA4ZDAY0Gw2qVarlMtlSqUStWrtxDFEo1ESiQTlcpnxeIzneaTTaa5cuUIymcQ0TQaDATdv3pQpyEL8FmmRnufJWnPTNHnmmWfkmrt//z79fp9EIkE4HJaC5dTUFPF4/LE9aTJFcmZmhmeeeQbTNOn1ejiOw+bmJqlUSp7H2dlZwuEwuq7jOI48ln6/z8rKCrbjHNnWotEoS0tLhMNh6vU6a2tr1Ot1mQC6srLC4uIiiURCjj0UCkmJOxaLydTUbrcrpXtRAS+Ezn6/j2EYuK6L4ziyMl78G41GpVAsrvVQKCT3f5ESapomoVCIVCrFzMwMw+GQcDgs5dd33nkHgK9//et0u13OnDmDYTwuAItrQXyGTH6eiNumaeK6LslkkkQiwXg8ptPp0O/3qVarMuE5k8kwNzcn15/YyzOZDMPhkG63K4Vk3/cZDAY4jkMikZASsbg+Bcc/t8TnrG3bOI6DbdtyLsRn4EkJqAqFQqFQKBQKhUKhUCgUivdQSaEKhUKhUCgUCoVCoVAoFMcQ8snkz0LWEQKnrutSVrIsi9XVVSlZCdHGdV0Mw6BcLtNsNun3+1IEa7fbMlVOyDkicRKQMpwQX0TynJDrhAx3PDVNPPd4GtxkVfDk/Ye3T56H8fj9E0LhsI55cXERTdPY2Njg4sWL5HI5bty4IRP3RPKjSCA8ODiQ0qKQroIgoNVqEY/HZeocIMXR3d1dTp8+zdzcHHfv3iUWi7GyssJ4PGZ/f19WGJ90nCfNxQfFNE2mpqaAQ6lsfn6eXC5HoVDgn/2zf0Y4HOZ//9//d+7du8f/8X/8H8zOzvLZz36Wf/Ev/gU7OzuPHU8ikZDHIMYmkg7j8Tj9fl8maDYajSPPn5mZ4bXXXgOgVqvxj//xP2ZjY4OlpSW+853v8KUvfYlTp07x0Y9+lOeee07KmWJt/UnhOA6nT58ml8uxs7NDt9ul1+vJNMRKpSJTEHu9HsPhkPF4jG3bR+RPcV0YhiHF4UkZGo6uRSHdTd5/VIj+wUihruuSSCSIRCI0m00ApqamSKVSBEFAv9/HdV2Wl5dZW1sjCAJZKS/SNIMTKt2z2SyDwYDTp0/jOA737t2T415eXqbZbBKLxWg0GiwtLbG2tkar1ZLV7pubm3S7XVqtFr7v4/v+4RqczZ84jng8TiwWo91uEwQBhmGQTqdpNBokEglGoxGFQkFW2c/OzuJ5nlyzmqZhmiaGYeD7vnyN0WhENBplb29PSpH9fp9Wq8XS0hJLS0v0+32azaasRD+pQtx1Xfb396U4bJomd+/eZX19Hcuy8H3/yL4mRHvf9w+TLk14sPpQ7qWZTIZz585RrVa5fv26TB4WEn48HqfdbpNMJmUC9Hg8ptvtUiqV8H1fCpOiEn6yCn48HtPr9aTYbFmWvN5brRZw+FkipGjLso6sa3EtaJomZchGo0EQBHieh+d57O7ukkwmqVQqmKbJzs4Oy8vLJJNJpqamiEajoB3uy4ZpPfblgeO3J9NExeecEEBbrRaWZaHrOnt7e4TDYZaXl+n1erTbbWKxGLqu0+12iUQiuK5LrVYjGo0yGo3wfZ9IJMJwOJTzOxqNCILgiAg6eTyTEq4QTsX1HwQBQRDQ6XSOfAYeXz8KhUKhUCgUCoVCoVAoFAolhSoUCoVCoVAoFAqFQqFQPIYQO4W4KKQVIYWKJL9er0e326XRaGCaJo7j0Gw2icfjuK5Lo9HAcRxZv1soFHAch6WlJVmHnkgkGAwGtFotWq2WlISEvCOqiifr5IXwJSqOJxNEBZPSzUmVvCdJWJPPO85JUqlpmszOzpJOp1ldXcWyLE6fPi3FViEUCekzHo/L8aXTaVzXxbZtbNumXC5Tr9dxXZdoNMrOzo5M1IRDITOVSkmRrVqtEovFWFhYoNPpUKvVTjz2D1JH/H54nsfs7CyappFMJllaWmI0GrG+vg7A/fv36fV6rK+v86/+1b/iF3/xF2UNdaFQOPKe4XCY+fl5eSyNRoPRaIRt2xwcHEj5dDweE4lEjhxHOBzm3LlzpFIp4FCsjEQinDp1ilqtxle+8hV6vR6bm5tcunRJypWiBlokkv5xo2ka6XSac+fO0e/3KRQK+L4va9Dr9Tr7+/tS/Do4OABgMBgQBAGWZWFZ1pF0U7FmRBX3ZCLv5PV5PHFQXBsitVXTfjDimBDDJ9NHPc8jCAJu3rzJysqKFMKHwyHlcpmDgwPS6TQPHz6k1Wo9thZjsRgvvPCC3Hu2trZoNpsysbFWq/Hcc8/RbDbZ3NxkfX2darUKHMqw3W6XWq1GoVBgMBgQiUQoFAr0+30ymTTVWv2x85TJZOQcCrlR1LiLpMxyuYymaeTzeSnoiTGLZFKR9Crk33g8TjqdZjAYEA6HWV9fx3EcOU8f+chHqNfr3L17V0ry4vxZlsWpU6e4cuUKp0+f5vLly6yvr9NoNKhUKjSbTZmqLKRqcd7FsQ2Hw8P3sm25HjzPY3l5GcuyePDgAcVikXA4TLPZpNvt4jgOoVCI/f19ua8C9Pt99vf3pbjc6XSIRqNomkalUpHnUaTFDodDTNPE930pwwoBWMyzSOAUgujxNFshhYprfTAYMBwOicfj3Lt3j3Q6TSgUotFosLq6ymuvvUav1yObzZLP59H1EJlMmnbHl6KlOK/i3MN7VfUiEVUkivq+L1NOe70ezWYTTdM4e/YsyWSSGzdukEwmGY1GuK5Lq9ViMBjIz7RutyuTjsU1KP4TSasiaXZyzOK6Fte2ELzFNSySt6PRKO12W8rMP8gEYIVCoVAoFAqFQqFQKBSKHxaUFKpQKBQKhUKhUCgUCoVCcQyROGea5mMVweFwmFgsRq1WwzAMwuEwlUoF13UZjUY0m00ymcwRMbLT6ZDNZllfX2dvb09Kg9lsVkql4/FYiliT6XGTiYJCQBISVqvVIggCKWeJiuLJdMTJFNFJsfNoqujR8R+VK59cHR+JRJidnaXb7UoB1DAMmYJ36tQper2elL0ymQw7OzssLi4Si8WOyFKpVEpKUlNTU+i6zvb2NqdOnZIJcYPBQM6167qyan1lZYWbN2/K1MEfJPl8nnz+MGlRnMt2uy3nvNVqkcvlSKVS3Lx5k4cPH5LL5bhy5QoPHjyQ1dyaprG4uIiu6/T7fTRNo1qtEgQB0WiUQqHAhQsX5NxmMhkpczqOw0c+8hH+q//qv6LdbnPr1i0ODg6IRqP8yI/8CLdu3ZKysK7rbG5uEgQBtm0zPT0tBeU/CUzTZGFhgampKfb39+n1evK86rouhchEIiGPt9ls4vu+rJD3PE9KeiIpVNd1mbAo3keIpWLOxL9CzhPV9eLchULf/59CDcMgFothGIacU5GEKFIThZQ4Ho+p1+t0u13efvtt5ubmSCQSJ6aE1mo1fvu3f5sLFy5w/vx5bNs+8jp3797l5s2bRCIR9vb28H3/yPMHgwHr6+sMBgNisRhra2vYts3CwgLz8wvcf7B25PGapsm6dbE3JJNJmdYq5rvb7WKaJrlcTlbaD4dDKQwKSa/b7cp0V5GUOjs7i23bNJtNuY4vXrzI008/zfnz5zEMg1/91V+Vzw2FQnzkIx/h7/7dv8vzzz9PEATU63X6/T7D4ZCtrS2CIJDJt+LcG4aBZVlS1NV1fUKAPJQKE4kEp06dolQqUa/X5X7e6XRkqrPneVSrVTRNOyIgi0TKwWAgpUeR8gmHry9SRUVytNgfms2mTBKdPK7hcCj3xsnU5Ek5V+wTYoyRSIRQKES73cY0Tfr9PpVKhVu3bnHlyhUsy2Jubo6gW2ekDbCHYzkWkbwpXsswDPm+3W6Xbrcrj9E0TdrtNpqmyTTWxcVFFhcXKZVKVKtVnn76ae7du0csFmN/f59arUY8HiccDtNqtej3+yQSCXRdP5LiHI1GiUQijyVci5TSyS8/TK5NcU3ruo7runK+xNo6/qUFhUKhUCgUCoVCoVAoFIo/7SgpVKFQKBQKhUKhUCgUCoXiGEIKFWmFkylmomp4bm6O5557jq2tLSqVCgcHBzJ5bVIkCofDUh6Lx+OYpsn58+d56aWX+Na3vkWhUJApdCKJT6SfifuEJAocEeVM06TRaNDr9Y7INyclf07W9MLx1MyxdD8nH/feY7THKuZ1XZcJmp7ncfr0aWq1Grdu3ZLzJYSrhYWFw1pjkEmCYj7Fe7iui6Zpj8m0ImEQYHt7m+FwyNzcHMPhkFQqxd27d0mlUqTT6SNV5JPjP84HTQzVNI2VlRXi8ThwmBrYbrdlKqCosI/H41iWRaPR4H/+n/9nstks/91/998xPT3Nv/yX/5LNzU1M05RSlpDDSqWSTFGtVCoUCgUpxNq2zdLSErVajY997GP87b/9t5mamuIP/uAP+PznPy8TGi9duiRT9Pb39+n3+zKNUqxj27Y/0Hi/XzRNkxXTonJayGuu6zIej2m1WkQiEcLhMJFIhHQ6LQW6IAjodrsMBgO5FkajkUwOnEy+FcmQYr0IkQ6QElmv16PX60lBzX6UGPr9IIRV8V7i2gyHw7z++uv0+31M0yQSidBoNOR1oOs6q6urZLNZIpGIFCEFw+GQVqvF/fv3mZubo1QqHZFORV337u7uY6mvhmFIATEcDnP//n1s25Z7Se+YQDqJkCyFZBuNRmWKpRCgp6eniUajhMNh+TtA7k26rhOJRKSoqWka5XJZCuOmaRKPxxmPx2xsbNDtdrl48SJ/5a/8FX7nd36Hvb09xuMxruvyEz/xE7z88stSfiwWiyQSCQqFAtFolHK5LPfG0WiEZVlSlhT7oGVZj/bCIaDhui4zMzPEYjHu3LnD3t4e/X6farVKNBrFsiw8zyOfz1OtVqUMaxgGqVQKTdMYDAa02236/T79fl/K+2IPGwwGMl1U7H8izXkyzVQct67rhMNhLMtiNBrJvR+QCZi1Wg3bto+kqIovHwg5ejQasbOzw1NPPcVoNGJpaYnC1hqN1sGRenWRBir2ISHWi/O6v7/P3t4e1WqVdrvNeDyWVe3xeJzZ2VlGoxHb29tkMhny+Ty3bt3C8zw0TaNer5NMJkmn0/i+T7/fx/d9OT+T4rSQeYXAK0TkyTl1XRfTNBmPx1IKFp+B/X4fwzBwHEfed1ySVigUCoVCoVAoFAqFQqH4046SQhUKhUKhUCgUCoVCoVAojjEpoE1WmIsEM8MwWFhYYG5uDt/3mZ2dRdd1otEo1WpVSmMiMXMwGEhpJhwOc/r0aZaWllhbW+Phw4fyPSalOCFnhkIhKRNOJoKKimHLsqjVarTbbXn8kwmDjwuej6eHHg6OI79/j6OJo4JoNEo+n5cyleM4tFot3nzzTTzPY3p6mmq1im3bxGIxSqWSlKxs22YwGMh6bSGI2raNaZrU63VarRbZbJZ+v8/09DT7+/vs7+/jui6Li4t0u105p8VikampKVqtFvV6/YgMddKYPyiGYXD69Gkpptbr9SMCWCKRIJvNArC1tYWu6zx48IB+v8/XvvY1fvZnf5Z8Ps/f//t/n36/T6lUIhQKkU6nWVtbk1KaOPdvvfUWCwsLwKE4+uKLL3L27FkuXbqEbdt885vfpFAo8J/+p/8pb775JhsbGziOw8zMDI1GQ6ZjTgqo4XCYRCLB5ubmBx73h0XIgel0mlarhe/7cs4TiYRMYYzH44RCISm8iXREkQYozpEQ3yYTFI/LzYD8WVwX4ljG47EU8yzLwrGi3/cYRbqmSHEUMl+73aZQKJDP52V676Q8KVJsV1dXpQR4UmJovV7nD//wD4+MH5A15+LankRcY/1+n5s3b8qEYTHvQjY8iUnJ8+2332ZxcZFTp06h6zrlcllWyQvxWMh3QugTkryQHIUQWK1WOXfunKxRz+fzTE1N8eDBA37nd36HTqfDb//2b2NZlrzGotEovu9TLBbRNI0333yTZrPJ9evXSSQSRKNRarUamqbR6/UYjUZ4nifr2oMgkDJxEASYjoGmHe5Vs7OzNBoNtra2ZApmOBxmdnaWnZ0dpqamcF2XRCIh5WrXdUmlUrIi3XEcDg4OjqRWWpYlz6Ooihcys0hTFYm1g8FACo0iqVRc/wCO4xypWhdJ0KZpSul1OBzied4Rqdj3fe7fv8/58+fJZDLUy3vEYjHcwfBI8vRkIqllWcTjcWKxGNlslnQ6LZOv2+02kUiEYrHIxsYGc3NzZLNZfN+n2+2ytLQkRVwhfXY6HUajEZFIBMMwZDp2JBKhWq3KBGkh2AqpG5DXvG3bcp3EYjEps3e7XSqVCqVSiXK5DCC/BCHmKhQK8VjktUKhUCgUCoVCoVAoFArFn2KUFKpQKBQKhUKhUCgUCoVCcQwh+nW7XYAjCaCWZeH7vqzVFSmVhmFQLpfp9/vkcrkjaW5CHsvlclLsFJLe4uIioVCIer1OrVaTIupwOJSyVzQalVW55XKZZrOJ+Sj10HEcKQ0J2UlUBk8ymaIoktoAmbQmHjMpwJ70fCFdZTIZKSgFQUA8HqdWq0lJp9fr4bou09PTLC0tsbu7S7vdlgmnk/XPoqraMAxqtRq+77OyssLU1BQPHz4kHo/TbDal/Cpex/d9stmslNI6nQ6dTuexJMWTxvNBsCyL5eVlKc2Vy2Up7QqRVZw7Ice99NJLJBIJQqEQpVKJ4XDI888/TyqV4tvf/jb37t0jCAIp1w0GA7nO2u02t2/fJhQK8fLLL/OJT3wC13X5xje+wY0bNyiVSszOzuI4Dq+99hr5fJ5Go0GxWCSdTsv6clHZDkjp63sVYj8MmqYRjUZxXZdmsyklQrGeG40GqVQKx3Hk/UIMPknknZTvJsVPIZQKqeykBFwxXlHr7bousYjD94sQVIXkFwqFyGQyrK+v88orr5BOp6WU22w2j6RFwqEg2mq1ZKrkccbjMbVa7cTfPek5pmlSqVRotVpHjnEwGBCNRo+k7U7iui7D4VBKjWJPE3O5u7t7KNM6Dp7nSelXpPjqui7Tj4UgaNu2HPO1a9ek/Lezs0Mmk2E8HlMul/l//p//B13X+cVf/EVZOx6NRuXrHRwc8Prrr7O7uyufK95TrG2RKCnWh7iORMW9ppvoegjP8wiHw+zu7srk0sFgIMekaRqJRIKbN2/ieR62beM4jqyj393dlSKvWINC/hRplYPBQCaXir1bJHKKfc73fTzPk49vNpsMBgMsy8KyLPr9PtFolFQqJeVUUVWfz+d58OABvV4Px3FIJBI0Gg0GgwGXLl2iWCzSbDbJZDJEIhHa/oAxGp1OhyAIZKV7JBKRgm04HCadThMOh/E8j5dfflnub7Zt8xu/8Ru4rsu5c+eIx+McHBxI+RfeS9QW61LM+3A4lF9aeP7559nf32c4HNLpdOTeKW53u12CICASiXDmzBlOnTpFLpeTUqj4HG21Wuzt7bG2tsb6+jqNRgPXdQmCQIra+vvIzwqFQqFQKBQKhUKhUCgUf9pQfylRKBQKhUKhUCgUCoVCoTjG888/T6vVYmdnh2azKSWkZDKJ53lSXNre3n6sfvnP/Jk/QzabpVAoyOS4lZUVcrkctm3jui4bGxuUy2UMw+CFF17AMAzeeustGo2GlB3D4TBTU1Pk83lZt95qtdje3mZra0umMBqGQS6Xk/XhjUZDSl2ihvt4SubJ9ericYe3n4QQ/86cOSMlqX6/T6FQ4ODgQKbE9ft9Wau+ublJEAQ0m01SqZScTyHWCbFUJOuNx2Mp1mWzWVk/7DgOkUgE0zSlHNVut7l8+TJ3795leXlZVkNPSrEfJiUUDqW5paUl+XOtVpMSkxAbRU30T/3UT9HpdGTt9M7ODl/5ylcwTZPTp0+TyWTo9/vMzs7ypS99Sb6m4zhyPuBQkD137hzPPvssvu9TLpdljbbv+wwGAx48eMBzzz3H8vIyv/u7v0ur1aLVamGa5pE6Zc/ziMVinDp1ij/6oz86kjz5x4Gu68RiMQzDkPX1vV5PCpKVSgXbtqUALFI2xToS6ZpiTU4miIpUWyFmh0KhI8mg4vciXVfUx7daLcbjMdFo9MSUze91fKZpHpGYxf2DwYBcLodhGBSLRer1Ovfu3ZMpiCJRUrzGD/Jc1Ot1QqEQjuPIORSpjJ1OR6YrHkfMkahGF+mqog68Wq2STqdl8nGv15N16yLVV7ynkOaFrCsSQoUgGQQB29vbNJtNzp49SyQSYXZ2lqeeeoo7d+7QaDSYm5tjbm6O+/fv0+12OXXqlNwTt7e3ZfqtECkBKWZHIhEphcuq8TEySTeXy3Ht2jWZJirSoB8+fMirr75KKBRif3+fUqlENBolk8kwOzvLwcGBTPoU+4eQP4UUGQqFpHQp5vDq1aty7jzPk+fjuKwsEj/FOEzTpFAo0Gg0ZJJnr9eTte6GYciUTrGOWq0W3W6XtbU1MpkM6UyGVrfPGO09QVbTqNVqcm8We+lkEnY6nca2bYrFIo1GA9/3WVhYIBwOc/XqVdbX19E0jXK5TDKZxLZtut2u3OtjsRixWIz5+XkKhQKJRALHcUilUlSrVVKpFKZpEovFaLfbbG9vy+tgbm6O06dPs7y8TCKRkNeZmE/x+iJd+N69e3S7XRzHYTAY4LoutmX/wK4phUKhUCgUCoVCoVAoFIr/r6OkUIVCoVAoFAqFQqFQKBSKY6ysrNButxmPxzLZMR6Pk0wmZb3y1tYWb775JlNTUwyHQxYXF/nMZz7DysoK//7f//sj9dUXL14kHo/z7rvvUqlUuHr1Ks8//zxPP/004XCY0WjEuXPn2N/fp1KpoOs6rusSj8dJp9NkMhk0TSMSiTAajWi321QqFZlAGg6HmZubIxKJUCgUKBaLUmKalOWOV8gf57ulaQqZanZ2llQqxalTp9jc3CQUCtHtdqXwJsQ+27altNRqtaS4JpLzROqeSMkT9fL9fp9er0cQBLTbbarV6pFK5Xq9TjQaldXM8XicTCaD7/tkMhkajcaJyZPfqxgqhCaBEAxF/XGpVMIwjCMy24MHDwCoVqtYlkW5XCYajVIul3n66ae5ceMGiURC1okfF/by+Tx/6S/9JZ555hneeOMNKpUKu7u7JJNJNE2jUqkwHo/5zne+Q6vV4sqVK+i6zuuvvy5TH8PhsJxj13U5f/480WiUSqXygcf+YQiFQkSjhxXtQuAU57hardJoNKTwZVmWTAEUgptYN5Oyp6iXF4mh4nfH17W4PflcsX4AWWv+/SDEbzgUA8UaF5XaqVSK7e1tVldX6Xa7aJqG53lynQq5Eo4mxH6/iDUtZEnP8xgMBlJU3C8WT3yeSK0UkvX58+c5ffo0cLh+e72erJ8XsqlIyBXzIJIhxW1xDk3TZDweHxF6HcfhIx/5CIPBgKeeeorRaES322V6elomUYpUScMw+MhHPsL29rYUjUXiq23bR6rQh8MhlmWRTqcZjUb4vv8oxdPG8zwWFhakGBmPx+WxtlotPvKRj3Dq1CkKhQKZTIZ2u02j0ZApoiJFVZwvsVYHg4GsdjdNk2QyKQVW13V56qmnpGg7WTUvRH3XdaWYKv4Ve1kymeThw4esrKzI9ORSqUQqlWJlZUWK1r1ej3a7zdramqxlL5VKPHVu+XANDA/PrZBkRbq0GJdt26RSKVqtFr1eTwr+BwcH8gsPy8vLXLt2jf39fZ555hkACoUC+Xwe27apVCoykTaXy3Hv3j2q1SoXL17kU5/6FI1Gg42NDQCi0ahMYhVfphBjT6VS5HI5kskkjuMc2T/E2tE0TaYjVyoV9vf3pYQcDoeP7NUKhUKhUCgUCoVCoVAoFH/aUVKoQqFQKBQKhUKhUCgUCsUxcrkcvV6PXq/H/v4+hUIBz/PQNI3l5WXOnj3LwcEB8XicYrHIwsIC586do9FocPfuXZmkJmRJIeqVy2VisRjdbpcHDx7wF//iX6TZbFIoFEilUkxNTVGtVgFkImkikSAWi0lRdDQaUalUpCiZSCRYWFig0+nICnFN09jd3ZUJm0KYO6ke/v0kyckqaYHneSwtLdFsNjk4OKDVaskEVZF+JxIrR6MRBwcHBEFAKpViPB5j27YUywzDkKl7vu9LwWwwGPDw4UOCICAWi8n6636/T6PRIBKJEI/HcV2XSqXC3t4esViM4XDI9PQ029vbUtw8zvcihor6Z4EQrCar2T/96U/jeR61Wo1qtYrv+7RaLZkg2m63ZQrhb//2bxMEAel0Wp6fk9beN7/5TYrFojy3d+/elSJep9ORqX9vvPEGV65c4YUXXuCTn/wkv/u7vytFNFHprOs6Fy9eJJvN/rFKoUKQTCQS9Ho94D1JcDAYUK/Xj8i+IhlUiJwiUVJIYpNSqBANJ/8TIuLkHAoRdjAYMBgM5PuJJFJN07+vMXqeJ5MhgyBgMBhIGfncuXP0+3329vbQdZ10Oi3X8szMjFzfItHVNE1Z1/79YlmWlKRd15UJkDMzM4eJw9kkW9s7R54jUobFftJoNIhGo0SjUTqdDpVKBdM0ZcX85Lk0DEOeNyHHTsq74vUnnwfQbDalFH7t2jXW1tZ4+umnOX36NBsbG3zxi1+kVquxuLjIlStXWFlZIR6PS/FPpHMahiHP9Xg8lunCos7etu3DFE8TIpEwmUyGUqkkr0/HcaSAOTMzw87ODtvb21KcFHL6+vq6FFpFXbxI55wUXoXYnMlkMAxD7j0izTQIArnWxfkWY9B1XX7W9Ho97t+/j+u6UjptNpvs7u5KIX1qagrf99na2pJrMBwOk0wm5RcGGEM4EmY81qQkK1KNRbppLBYjk8nIxGORPF2tVllfX6dUKnHlyhWq1SqFQoHnnnuORCIhP8dKpRKhUIiDgwN5TgzDoNFo0Gq1ePPNN6nX6/z0T/80o9EI27bJZDKEQiGazab8AoFIfI7FYlKUFUx+Vok01Xg8Lv8TKd6JRIK5uTlcY/R9X0sKhUKhUCgUCoVCoVAoFD8sKClUoVAoFAqFQqFQKBQKheIYuVyOIAhotVqk02lZe7ywsIDrujIxMJ/PA7C8vMza2hr/1//1f/Hyyy+TyWTodDoyYc9xHMrlMvPz89y+fZtoNMq9e/doNBqcP39eymPT09Ps7+/TbDYJh8NEo1EikYiUvPr9vpSAhKAFyAS5W7duEQqFZELnwcEBvV5PCppwNA30uCAq7psU8ibRdZ1sNksmk+Hg4IAHDx4wGo2Ympqi3W7T6/WkkCiEM3FbSD2O48i5EQKQEP8Gg4GUWhOJBP1+n2g0KuXbWq2GruuUSiWZotrr9WQap5iLcDgskzhPGscHRYhfaBqMx5w5c0aKufl8nrNnz1Kr1ahUKly/fh1d16nVanJc/X5fJmKGw2FmZ2eljHfv3j0pT07Oby6XwzRNqtUq3W6XZDLJxYsX8X1fvna/35dC2ltvvYVt2/K4NE1jaWmJvb09otEotm3z1FNPcerUKR48ePB9V6i/H57nkUwmpQQnzn2r1aLZbKJpGkEQUC6XsSxLrofJCmshmE2uw8nEwONr8/i5FfMyGo0IgoB+v4/ruoTDYSzL/L7HJ9a1WLOGYcgxv/POOwyHQxKJBJ7nkc/n6Xa7NBoNWbMu9gQxpnq9/n0dUygUYmFhgenpacLhMDs7O7KiOxKJHN6OOI89TwiJe3t75PN5hsMh3W6Xvb09PM+j0WiQSqWk7BkEgdxLRKqrGE+/35c16GJehsMhvV5PyoKO40gxcDAY8OUvf5lSqcSDBw/IZrOsr69TLpdxHIebN2+STCaliAhH9wghXoq5bDabMjFZiIPdbpd2u0s4HCGTyXDr1i15jKKqXqTnnjlzhtFoxNbWFp1Oh2w2y7lz57h9+7aUMScr5wWj0YhOp4NlWViWRSaToV6vyzWoaRqNRkPud0KGF/MvxmVZlhSJ4TA9WMjGtVpNJp+KeQ2Hw8Tjcfb39+VngkgxbTab9IIAxmNAk+KlQKRtzs/PE4lEAMhkMkSjUZnE3Gq15BofDoe4rkssFqNerxOPx4lEInQ6HSlfnzlzhmKxSKFQ4PLly1y6dIl+v8/u7i7AkS8EiHMm9ivxGPEFhsn3nUx7Fsnb4ssRtm3LzwuRMtptHnxf15JCoVAoFAqFQqFQKBQKxQ8TSgpVKBQKhUKhUCgUCoVCoTiGqPf2PA/HcaTUNDU1xfT0tBQvFxYW8H0f27a5fv06e3t73Lx5k09+8pMyPc7zPKrVKmtra3ziE5/gzTfflKKOqJGfn5+nUqkwGo2kPCYSCW3bxnEcmS4YiURk2p5t28RiMZnSKQS7ZDLJwsKClLhEGh0gk0OFFDZ+JA/B+Ih0dxwhL83OzmJZFpFIhIODA6ampgiCgFKpBBxWrouqcyFIiZQ8UWvt+z6u6x6p/xbymeu6MnlQiFC9Xo9Go0G/3ycSiWDbNr1ej0qlguu6HBwc0G63yeVyWJZFIpHg4ODgxFTQ7yWZUVTFC5LJJIuLixwcHOC6Ls1mk+3tbdbX12XlsZA2AdLpNNlslm63y2AwkFXczWbzxOMQzxfPSSaTDIdDWU3+la98hVqtJmUpkZ749ttv88orr3Dx4kXu379Pu93Gtm0pAufzeZ599llef/11Go3GBx7/94Kox7Ztm+FwKGU10zRpNBoEQSDTb4MgkP8JeVS8xmQF/GQapFgT4ufJxwuRDJACo+/7shJbJEdOphB+r4jXEcmQojLbcRyy2Sw3btxgOBximiaWZZHP5/E8D8/ziEQiMnFSpMfmcjl2d3dpt9tH1tj3ekzT09PEYjG5Vl999VXq9bqcbwDHsR57rhAUR6MR6XSa8XhMPB7H8zzq9TqVSoVTp04dOR9C7BPSnljrokLcsiw5T2IPExJ9t9slHo/LKvepqSmZJHzz5k36/T5Xrlwhm82iaRoXL17EcRwWFxcJh8MEQSDFwVqtJsfW7XZldboYF0Cn08E2IRaLYlmWTEKt1+sMBgO2t7f52Mc+xunTp2WKZiaTodlsMhqN2Nvbk1K72MsnxUWRHtrr9RgOh8zNzcm0T8uyCIJApgdPfhYkEgmZRir2Ys/zSKfTRCIRKYeK9Sr2wH6/L/fgwWDA1NQUBwcHFAoFua7gsNrd95+m3e6g6SF5jsVxe57H1NSUlOhF+rBIcBafMZubm8zOzpJMJikUCnJepCj/aP2ZpsnCwgK1Wo0HDx7wZ//sn6VWqzE7O0sqlWI4HLK4uMjGxoZM7I3FYlKyXVhYYGNjg2q1KkXTfr8v19zkNT+5r4RCIXmtA/i+z6D/4a4jhUKhUCgUCoVCoVAoFIofRpQUqlAoFAqFQqFQKBQKhUJxDMuyaLfbsgo8FAqRy+VIJpNEIhFGoxHNZpNisYjneQRBwN27dxkMBlQqFbrdrpRwYrEYDx484M6dO3z84x8nGo3SbreJRCJsb29TLBZlXXEsFiMcDuP7vkx6FNXsIhUtCAK63a6UQoXcU6lUePvtt7l48SKtVov5+XmCIODhw4cy+U3INsertw+9m++ephmNRkmlUlJYEgmmIoGvVCpJye0wmfFQCtN1XR6zeG/HcWQKn6hjFpXLQqq0LEumALquy/T0NJ7nydcTyXW6rlMsFkkmkwBEIhGZqnec76U+3rZtTNOER9LVxsYGrVaLVCpFPp/HNE3eeeedI9KWEJ9mZ2eZn58nFAqxtbVFs9kklUqRSqX45je/eaIIOB6P2dra4pVXXqHT6dDpdEin04TDYYbDIa+++iq/8zu/I4U7kdjoui7r6+syka/X63FwcIBhGCwtLWEYBq+99hqf//zn/9ikUECmIAZBgGmaMklQiHgi0VRIjELwEudepEsKGVrMiZCYBUJymxSbhTw2HA5pt9tUq1Xq9bqsFBfpuh8WIeSJtEpxbbuuS7fbZWtri3PnzjE3N3fkOptMQu33+xiGIYVGwzDwfZ9CoSDXvKhk/yB4nkc4HCaVShGPxwFYW1tjampKyoSu62Kd8BfgUCgkU3eFtJtKpdB1nXa7Tbvdlkm9ImlYCNmNRgNd10kmk1JkFpKeEJU9z5PJwUIKf+mll4jH49y5c4fd3V329/cpl8u0Wi0Mw+Cdd96R+8Ibb7zB888/zyc+8QlyuRzFYpFwOCz3MTGf4nYoFDpSae84DqY+JGQcirydTkeeOyEk9vt97t69K/fsVCrF/Pw83W6XYrEoz4PYy3Vdl3KokI5DoZAUwrvdLqPRiEajcWRPEPuIqHg3TVOuASHYJ5NJeT2LdSDEb03TjuyVQs7MZDJsbm4e2TcPK+QfJfM+kkJN08RxHEajEZlMhnA4LGXUXq9HEAQyeXRra0smlxaLRaampshmsxSLRWZmZuh0OvT7ffkahmHQ7XYJgoCFhQX6/b4cR7fbxXVd5ubmKBQKUvQU11MkEmFlZYVGo0GxWKRYLBKPx0kmkzINVsy3kFHb7Tb1ep1WqwVAOBzGcRzq9TrDXvNDXt0KhUKhUCgUCoVCoVAoFD98KClUoVAoFAqFQqFQKBQKheIYw+GQIAioVquUy2Vs22Z5eZnp6WkMw6BarXLr1i329/fJ5XIkEgkajQaaptHtdmk2D+WU0WiEZVns7+/T6XSoVqukUilZiSxkyn6/T7PZlEKMkF62t7dlqqgQoiqVCtvb2zJVU0ihxWKRmzdv4nkely5dol6vs7KyQhAEFAoFObYgCGQCm5AjD+Wn90TJkxJDQ6EQqVQKx3FoNps0m03y+Txra2tSABRCWKPRkLdFfbd43UmhSySZTqaXCsFMpOmJ+nEhmIrXFbJZvV4nk8kQCoWoVCroui5lrCcJoB9UDI1EIlLe2t7e5mtf+5ocr5D4RKqnEMTEeRGS7+rqKq7rksvliMVibG1tEQ6HOXv2LPfu3ZPiWSgUIp1O0+/3uX37NsvLy/J9KpUKqVRKJia6ritlStu2CYfDmKbJ7//+7zMejzk4OEDXdV588UVyuRzhcJiXXnqJZ555hnv37n3XcX8YQqEQ0WgU13XpdDoyAVTUdQOyzt40TZnuOZkIeDyJUCDuE+dtcn1OnkchhDabTRqNBqPRiGw2Sy6XO5Kc+mEQa9O2bbrdLo7jkEgksCyLhw8f4vs+zWaTSCTC/v4+gKy5Nk1TJmsKadG2bVk7nkwmpYQokjDF+nrSXKfTaWZnZ8lms7Kuvtvt4nkeGxsbxONx4vH4oTxrPv4nYCGVj8dj0uk0sVhMyvDr6+sAUmgV8qUYu0ilFEKeSBcV8yskRdu26ff7NBoNkskk7777Lv/L//K/UCgU5N6XyWT4yZ/8Sd58800KhYJ8j0qlwu7uLteuXePUqVMYhsF4PJZz2mw28X1frgWRMCyk0X6/j2nrcg8RQqEQVzVNk8cv9qF2u00mk5G18Jqm0ev1ZAqrEBV7vR6dTkeuieFwiO/7dDodnn/+ed5++20pPIv01HA4TCQSkQmh4poVe5oQvQVCJBYprOIxQmrVNI1UKiXnRdSqC4G3UqkQjkTxPI/xeEwsFpOpy61WS6bDjsdjwuEwvV6PUqnEcDjk9u3bUjgW8n+hUCCXy9HpdAiCAMMw5D4bBAGRSISf+ZmfwTAM9vb2uHPnDr7vEwQBZ86cIZFIPLZ3hcNhZmdn6fV6XL9+nY2NDTzPYzQakUgk0HVdCtjj8ZharUahUGBnZ4d6vY5pmmSzWaamptjf36dWq33o61uhUCgUCoVCoVAoFAqF4ocNJYUqFAqFQqFQKBQKhUKhUBxD1PKur6/TarVYXFyUCYDtdlumVO7u7gKwtLQkpbPBYEC73cbzPCn6lMtlNE2j0+lQKBQIgkCmBn7lK1+hWq0SDofJZDKk02kajYaUSAFZfSwq06vVKrlcjvn5ebLZLAClUolYLMbe3h65XI5MJsPy8jLNZlMmuQkJSIiZwJGKXsFJP5umKYWpzc1NkskkBwcHNBoNWZMtBCchSVqWRa/XwzRNmSw3+d5CohSpckLqE4l+/X6fRCKB4zg0Gg0pGQnxcjIVcnFxkVAoxM7OjhSnnsQHEUI1TSOZTGLbNr7vc+PGDd599106nQ71eh3Lsrhw4YIU0wSWZZFKpeh0Oty8eZPl5WXW1tYAuHfvHu12m16vx4ULF2QFvWmaxGIx5ufnpYjV7XalGPvUU0/x9ttvo+s6zz//PA8ePEDTNHzfl5XfYl3MzMywurqKZVkkEgkSiQSXL1/GcRyA70uMfD8MwyCTyWCaJu12W4qh3W6XVqsl5VUh9AZBcCQtVUifItnwpOr4ydpqgZh7Ie51u10GgwGe58kETdu2D1Mr+fBJoSJ1c3l5mW9/+9skk0mCIMCyLEqlEqZp0mw2efjwIY7jyIp113XldeA4jkz8FamoyWSSTCbDzs4OrVZLCpfi9vG1lUgkOHfuHGfOnJFiZSQSIR6P0+v1ZE27SP/s9/uM+uZj4xEyZxAEzMzMoOs6nuexvr7O3bt3cRzniMQrhMRutyvlVsuyZCqnkFjF2hWPEfXurVaLr371qzI9UpyXs2fP8p//5/854/GY9fV1BoMBrVaLTCZDuVxmf38f0zQ5deoUzWZTrgshCuq6Lue7VqvJn9vtNjoWtmPIdTMpVJqmyezsLJlMBt/3qdVqj8nHIiFU7OtCYhayp6hbF1Lo9PQ0qVSKSCRCpVKRa2AyoTaZTGJZlkxHtSyL2dlZEomEFCyFxCwSOW/evEmn08GyLJnGC0g5WUj1QlrVNI2FhXlChiWTroVoPxgMqNVqcs6ElN3pdDBNk263y+XLl4lGo8RiMfb395mdnWV7e1vuSWKOJoX24XBIqVTizTff5ObNm/JLEuJLDpcvX5b7ldjzB4MB0WiUixcvYpomDx8+5M6dOzQaDZloKq6dTqdDpVJhc3OTQqGAZVnk83nOnz9POp3m6tWrjILuh76+FQqFQqFQKBQKhUKhUCh+2FBSqEKhUCgUCoVCoVAoFArFMVZXV1lbW2NzcxPP81heXsbzPFqtFrVajWKxKKW8RqNBvV5nZmaGnZ0dRqMRvV6PSCQCHCbyNZtNstmsFEkdx8E0TYIg4Dd/8zfxPI+FhQWi0Si5XI5utyvF0GazSbvdlo8fjUak02meeuoppqammJqa4u7du6yvr3Pq1Cls22Zvb0/WF3/sYx+TgtP+/r4UnYSQdyidabxXHz/meJW8pmlEo1EptZ0+fVpKj+FwGF3XZV21YRg0Gg0GgwHJZFJWuFuWRb1el/XCvu/LWnuRnijEvkkJLZfLYZomN27cYDQaycRUkSjn+z6VSoVcLifHJsSv76Uq/jimabK4uEg0GqXb7VIqlQA4c+YMi4uLvP766xQKBTzPk6KfEAfhULoTc1EsFqnX64RCIZlAmE6nWVpakucqk8nIynjHcdB1ne3tbdLpNKFQiKeffpputyuFT9d1GY/HFItFarUa9Xqdj370ozQaDe7cuUOz2eTWrVssLCxQKpW4evUqDx48+FBz8UEwDINoNCpTb4MgwPO8wxrrR3LYZJW6kD2F5CYSHG3blrLw5GuL5xyvkgekfCdq2z3PwzAMKV82Gg3G4zHJePhDj08Ie3fv3gXekx9t2+bg4ADHcZiampIJkL7vy5TGarUq6+5FhXi1WpU128vLyzz//PN8/etfp9FokE6n0XWdg4MD9vb25LWVyWTI5/NcunSJXC7HO++8I1MX2+22TL5st9sMh0OZMhwyHv8T8OS17HmefI6QU0Vq5WTCqajs1nVdSuqdTodwOCz3R/GcZrMppXjHcVhdXaXT6TA1NcWpU6eYnZ2Vj/3KV75CMpmU6ZCGYdDr9bh16xadTod4PE42m8W2bVqtlqxJF3uFSB0W+4+Y69GE1ClEYvGzSFdtNBrkcjkp/IvXEI8X8zuZYCskS7HfiD3m0qVLPHz4UCZ7TkqXoVAI3/cplUpSLr58+TKpVEpKquI8mqYp7zt79izT09NsbW3J1538coDrutRqNXzfZzAYyHk6e/4M7c6h7NrpdGSC6mAwoFqtYts2iURCXn+lUolms8na2hpLS0vy82NhYYFsNsvdu3cZj8ePCdsi9TQUCvH1r3+d27dvy30ekOdM7H/D4RDbtgHo9Xry+ZcvXyaZTLK6usr6+jrb29tyXYm02UqlQqfTIRKJkM/nyefzLC0tUSqV2NjY4Oyp2Q99fSsUCoVCoVAoFAqFQqFQ/LChpFCFQqFQKBQKhUKhUCgUimO8/fbbFAoFfN9nYWGB6elpBoOBlPtu376N7/tSNtrc3OTMmTNcu3ZNikO6rkuBLQgCpqen2d7elhW/4XCYarXK3bt3ZTJcOp1meXlZVg2LuvBischgMCCVSpFMJpmfn2dmZoZQKEQikeD+/fuYpsmLL75IqVTi9u3b6LpOoVBgaWmJH/uxH6NWq8n65EnJaTQaMea91FAYH0kRFf+Gw2FZMyxS+QaDAa7r4jgOtm0fST+Mx+PAYcV0p9PB930pUem6TrvdZmNjg9FoxPz8vKymF8eXSqUwTVOKkq1WSwqTtm3Tbrep1Wo0m01GoxHb29vMzc1JOWwyne84H0QWNQyD8+fPMxqNqNVq7O7uUqvVME0Tz/P4zGc+w+c//3ls2yYWi2EYBul0ml6vx9TUFFeuXGFnZ4d2u83i4iLr6+uy7l7Udb/44ov8r//r/8qZM2f4+Z//eb7whS+wtbVFuVwmCAI6nQ5nzpxhbW2N06dP8+yzz8pa+q2tLTRNY3V1lXa7zY/92I/hOA7f+ta3SKfTeJ7HO++8w927d3n66adZWVkhHo+/b4Lqh0XTNGzbJhKJSBHQNE0pJU5PTzM9PS2rvMfjMaFQSP4rBE5x+/g5mjxXYt1O1s4LmbjT6cgk2sFgIBMUxZh7zof/U6imabLKOp1OSxmxUqkA8NRTT8lrEpApkkIQFetSSMYi5XZhYYHxeMy///f/nl6vx9zcHLlcTkqXIjlTSOiVSoU33niDz3zmMyQSCQ4ODmSCJ0C/3yebzZJMJun3+3Q6HQxt+NhY0uk0vu8zMzMjpdperyflw06nI0VRMX8iiVLIvUEQEAqFpESqaRrVapV2uy33vqmpKZla6jgOCwsLzM3NyYTLfr9PvV6XMqdIs/Q8j6WlJSqVColEgkajISVysZf0+32ZjBqNRmWtuVgH3iPBWMjwYhz9fp9Tp05Rr9elMNzv9xkOh1SrVTKZjEy7FYnFgHxPIXmKf4XEWa/X5TUv9laxToMgQNM0PM/j1Vdf5fLlyzJ1c1Jmn0yVFbJ8NBrl7Nmz1Ot1arUa0WiUaDQqxVFxjELCBg3DNInHbRzH4eHDh7TbbflFAPEZJdZZp9Ph+vXrjEYjpqam+MY3vkG5XCaTyfDZz36Wer2Orusy+VWI/uL6Go/HRKNRGo0GkUiEZrMpz38mk+HFF19kZWWFa9euSQm03+9j27YUt8fjMfl8Htu22d/fp1wuU61W2dvbk/PoeZ68PjzPI5PJEAqFuHXrFv1+n1wu96Gvb4VCoVAoFAqFQqFQKBSKHzaUFKpQKBQKhUKhUCgUCoVCcYytrS3G4zHZbJaFhQUp2xSLRdrtNm+99RbJZJKZmRl83+fevXu8/PLLUuATKXGiWlnIQEEQsLCwwObmJqZpUq/XZRX9zs6OrBMW7x0EAbquk81myWQyjMdjEokEyWQSQEqQt27dYmVlhWq1ysbGBrdv35aVxHfv3uXP//k/z2uvvUaz2ZTpbELG0TQN7VEy6KR8NymECuFRiF2dToeHDx9i27YUdgzDwHVdBoMBMzMzskZepCdeu3ZN1g+vrKzw7rvvEg6HpVzb6XTIZrOySrjZbHL//n1ZzZ3P5ymXy/i+TyKRkOLRZFV3p9ORopplWVKU+26IZMrJ8afTaWZnZxmNRpRKJSmdiYTI2dlZfvZnf5bf/d3fZTQacfr0aZaWlrBtm0984hNomsb29jZ7e3sEQcCf/bN/llu3buG6Lr7v47oua2trso56bW2NTCbD3t4eZ8+eJZFIsLi4yM7ODrlcjgcPHpDP5/n0pz/Nyy+/zBtvvMHrr7/O/Pw88XgcwzC4du0ag8GAS5cu8Ud/9EdsbGxgmiZXr14lmUxSrVY/dHLq+yGSI1OpFP1+X6bBDgYDer0e0WhUym+TyZNC6hTnS4h2Yu0JEU3KyxNpoeL3QhINgoBut0uv13tsjEI+7fcHjx37B0WIkjMzM+RyOZl8+PDhQ2ZmZmRCozjmUChELBaTYqaQ+0S6pkigvH//Pvl8nitXrrC9vU2tVpNCtK7ruK6L67pUq1W63a4UKkulkhSzJ+drOBxycHBAOp2W4uUg6BwZSygUIp/P02g0aDabnDlzhkgkQrValTXq7Xab+/fvMz09jWVZxONx8vk8pVJJVsKnUilarRbr6+syebTValGtVmk0GnS7XSKRCOfPn8d1XS5cuMCZM2cAZKqrkGhHo5GUJIW0mE6nWVxcZDweUy6X+fa3vy2FX5GMads2MzMzzMzMUC6XicfjVCoVyuUy+mwON3wobEciEXq9Hs1mE8dxmJ6eplQqEQSBlByF6CskViEU27Z95EsAQgIV8vlgMCAIAiqVCkEQSElzMlVT0zQikQg/+qM/yuXLlwHe238nhGORGDq5bsU1Y5om8/PzBEFAoVBgOBwSjUYpFAryWIRMGovFGA7HhMNhtra25DkTsnSv12Nzc5PZ2VkODg7Y3NykXC4TjUbJZDJSaj6UTA/Pl1gj4loUnyOhUIhsNksulyMIAur1Om+++SaNRgPTNEmn01IYjkQizM7OyusVkHMrzufi4qL8bOv1egRBIGV8kbIdCoWIRCJsbW3xxhtvsLCwINO5FQqFQqFQKBQKhUKhUCgUSgpVKBQKhUKhUCgUCoVCoXiMeDxOKpUiEomg6zr9fp9qtSordiuVCo1Gg/Pnz1Ov1ymXy1QqFU6dOiUrsEWNfCqV4vTp0wwGA5rNJvl8npWVFWq1Gr1eT9YBl8tlmZLoeR7T09PE43Hm5+dldbTv+wRBQDgcJpVKMTc3x7/7d/+Og4MDmaYnkgvX19f57Gc/y40bN1hdXeUTn/gEGxsbtFoter2elE8HgwGhkP5+04HrumQyGVzXJZFIsLOzQyKRkOmgoiJcpKCWy2UikQiaplEoFMjlclKq830f3/eJRqMsLy9TKpVIJBKMx2Peeecd9vb2SKfTsoZczCcghSfTNAmHD6vAfd+XQlSz2WRubo79/X0cx5EposeTJo8jZDAhhxmGwauvvsrs7Cxf/OIX+dznPsf+/j4rKytomkaxWKTVarGwsMBP//RP4/s+S0tLvPTSS8zPz1MoFLh16xaXL1/Gtm2i0aisuM/lclQqFer1OvV6nfn5eYbDIdeuXSMcDvPiiy+STCZxXZft7W00TZOpevv7+1y/fp1Lly7x6quv4jgO+/v7bG5uMh6PSafTxONxXn/9dba2tqSEube3R6lUOlLJ/oNE13Xi8TjhcJjt7W0ODg6Ix+OMx2M6nY6snY5EIrJW3jRNmZAo0j1FkqgQKyeZlEGBI5XgQRDQ7/eliCxkaiHcCdFQJCV+GCzLktdMqVSSr7W/v8+FCxeOHJdhGCSTScLhMOVyWQqB4XBYrl+RBFsoFFhbW+O1117j3LlzrK2tSaG7VCqhaRovvfQSuq5TLpcpFouEw2F+8zd/k/F4zNTUlJwH3/cxDINGoyGl1Hq9Toij447FYlISF/Xik1XiQpLe2tqi0+kwPT1NJBLh2rVrFAoFxuMxtm3juq5M0BVj6/V6Mil0PB7j+z57e3s8++yzrKysyPUiMAxDCsOT8yxk81wuJ/eXvb09KYOL/0KhEIVCQcrrYq30+31sAzK5KSqVCoVCQaaZep6H67r0ej1Go5FMRA2HwziOQ71elymtk/KjqG8XIrIQOMU6q9frUu4EpDgqXuepp57i0qVL8j5RLy/GLVKYxWdCJBKRa17I/KZpSjH//v37RKNRDMMgFArR6XTIZDKHSa6mhe4cXkvi8eLYxdrd2dnBNE2KxaJME93d3SUWi3HmzBlisRi2bdNsNrFtm0ajIZNixTh936fb7ZLL5ZiZmWFvb4+ZmRlisRi/8Ru/QbFY5Mtf/jLZbJZEIkG73abVaslk2Ha7LZN0xRoKh8O4rotlWSSTSfl5ahiG/FyIxWK0222++tWv0mg0WFxcpLC7+6Gvb4VCoVAoFAqFQqFQKBSKHzaUFKpQKBQKhUKhUCgUCoVCcYzl5WVs26bb7RIKhbh//z7dbpeDgwPK5bJMrmy321LY63a7ZLNZXn31VTY2NmTC4eLiIp7n8cYbbxAKhSgWi7z44ov80R/9kUxA0zSNTqdDs9nk3r17eJ5HJBIhGo2Sz+elnJpOp7FtW8oy9+7d47d+67cYDAYyPU8In4VCgWg0ysLCAjdu3OCpp57iJ37iJ9ja2pJVzEL+Go0eFyWF7KTrOqlUilwuRyqVkklxqVRKVkeLREhxbLZ9WFs8Ho/pdrtsb29LsbTT6UghS4hA1WoVgFQqxXA4pFgsyrTVcDgsa8hFoqQQtPr9vqycFzXiw+GQdDpNsVikXC4/Ni4h0L1fYuZoNKJYLPJP/sk/4fXXX6dYLDIajdjf3+djH/sYqVRKCmTNZpOnn36a8+fP84UvfIGDgwMODg7Y29vjypUrMp11d3eXCxcu0O12ZWKe4zgAFAoFisWilKbG4zEzMzMEQUCtVuPChQt4nsfOzg5f/OIXWVpa4qMf/SiLi4tsbm6SzWap1+syVdX3/cdq4oV098dBKBQiHA7LlEDbtrFtWwrKYq7E3Ir0RSEDCokPkFLo5HmarIAX502cb5Ey22q1ZL338fRM4EgN+PeKbdukUingUJAW6+7WrVt0Oh25lsX7ibrwXq+H7/tyXLZtSyFPJFQKCXE4HPK1r30NwzCkDCrmTVzbd+/e5eWXX8Z1XTzPk3Mg5laItmLspmniui4Me3IsmqYxPz/P0tISruty7949CoUC2WxW1rKLtRIEAXt7e9TrddbX1+X+MnkOBCKBUry/SP00TZNoNEo2m5XXtK7rUtydrGEXgvdkjbqoGg+CgEgkIm9PplWK+TVNU1bMH0rAfTrtDucvXJRitlibQq5PJBJ0u10qlQr9fp9oNIrneTL9czwey+p3cVxiHYqxiDU2mSYq0nDFPMbjcS5duiTFYpEAKoTpSYHZNE12dnYIh8PyvknRXUigo9GIXC6HpmlyrmKxGJFImNFoRDjiytcTYiocyvW9Xo9ut8v+/j73799nf39fJpK2220ajQbPPfccvu/TarWIxWLcvn1bppw2Gg0paQqZdWdnRyY3CwF+fn6eubk5BoMB7XZbivDT09PyCwT9fp9ut0u/3ycWi8lrznVdOUehUAjDMGi323Ltf+Mb3+BrX/sanufx9ttvc/HCqQ91fSsUCoVCoVAoFAqFQqFQ/DCipFCFQqFQKBQKhUKhUCgUimOcPn1aCm3NZpMbN27IJMr9/X3K5TJTU1NSFkqlUmSzWZrNJktLSxwcHEhRxvM8crkcuq5LmUUk1F28eJF6vc7169dpNpuy3jscDrOxsUEqlWI8Hss6aTgU7CzLYnt7m3/5L/8la2trRCIRSqUShmEQj8cxTZNyuUy73ebChQu8+eabfP3rX+dnfuZnePXVV6lUKlJWAxBul5DMxG0hNwkx03Vd7t69KxNBNU0jHo/LJD8hdImUVCGBiURIkQJXLpep1Wp4nifTIQEpkgrhSyTbTR6DSM7sdDoyqU/IcIPBgFqtRi6XIxaLyQTQk+rEJzleOT4ajbh69SqhUEiuAyEyCqkzFArJRNR79+7xj/7RP+L27dssLS0xNzfHzZs32d7e5syZM7La+P79++RyOZ599lmGwyG//uu/ztraGuPxmGg0yqc//WnOnz/Pzs4ODx8+5PTp0xSLRX7rt34LXdcpFotsbW2RzWb5lV/5FRzH4eWXX2ZhYUEm/TWbTTzPY3l5mQcPHvyxyqAC0zRJpVJS8jx79iy2bUuZ1rIsPM+TKZniOYeV7n2ZrDhZKz8phk6mfR5PDBWypxAWJ5NhxfFMJkg+icm1P0k4HGZqakoKmqVSiVQqJROChcQq3ktUhrdaLYIgkOK3WIvValVKjZ1OR67ld999lyAIWFhYkHJ1sVjE9335ONu2+dKXvoTruuzs7DA/Py/HZdu2TJgUaZtC0JuUQsV11e/32dvbw3VdcrmcTOc8nqor0l47nY68T8zVpBQpxi2SLsV7p9NpZmZmyGazR54nREVx3QpZUuwXk+fEMAx2d3dJJpNSxBdrRzzOsiwpNcprXtPoPqqZ7/f79Pt9UqkUuq5Tq9XwfR/LsuT5abValEolQqEQnufJ54jXFHMqjluMXdd1KY8KEVSsCXGfEOvFnIrnCLF1MjXUNE3a7Tarq6uEw2FarRbNZpNTp07JBGbHcchms1Sr1SPHdHgNjDGMkBQ2xTkVcz1Zey9SVCer7EXC687Ojkz8TSaTZDIZOU8iNVWcy1qtRrFYJJ/PMxgM8DyPn/qpn+L69etcu3YNXddpt9tYlsWpU6fIZrMcHBxQLBZpt9tomka73WYwGJBMJolEIgwGA5mM67ouoVCIVCpFp9Ph93//9/nN3/xN6vU6vu/jeR6WaX2A3UqhUCgUCoVCoVAoFAqF4k8HSgpVKBQKhUKhUCgUCoVCoTjG/Pw8sViMu3fvsru7y97eHr1ejyAIZMJmvV6XgmI8HicSicjUMyH4CHlLpPLpus5zzz3H7du3mZubIxKJ8Id/+IfUajVZ/yvkot3dXc6fPy8TJYUMGgqFuHPnDv/b//a/8c1vfpN4PC7r1y3LkrW7otp3ZmaGU6dOcfXqVYrFIj/5kz/JtWvXqFQqtFqtI1XOk4mM4udJcalardLr9XBd94jwFo1GpZglBCuR8iZqf4WYZBgGc3NznDlzRlYPp1IpNE2T1fZBEMjEzKmpKTzPw3EcmeB3cHAgJSaRttjtdmViKSDPiZDZJjkuAJ4kA9br9SM/O47D1NQUzWaTUqnE7u4u3W4Xz/NknbzjOLiui+u6xGIxWq0W9+/fp9PpkE6nKZVK/PzP/zyDwYD/4X/4H9jb22Nubo52u83Gxga//uu/zmc/+1muXLnCv/t3/47r16/T6XTY39+nUqlgWRatVotOp4PjOLRaLb74xS8yNzeHZVkyhdK2baanp+l2u2xubn4fV8IHw3Ec0um0lN0ymYwU1ESKrZB7B4OBrI8WYqhIPpxcb6PRSErGx9NCBUI+Fu8h5NLJ1xGvJe5/Ek/6XSwWI5FIsL+/z8rKikzALBaLcu0Nh0O63S6j0Uj+LMQ6Ic0J0S8IAh4+fCjFaiHpWZbFhQsXyOVycm0vLS1h2zatVgvXdYnH42SzWVZXVwGkZCquO5HEaBgG3W6Xvb29w7mdqI8PhULk83k8z+M73/kOruuSTqfxfV8mYx5HSLnH01rF+YZD4TASiRCJREin00xNTTE/P0+pVCKfz6PrukwSFSmXk6mw4vWFVCpE3sFgQDgcxvM8nnvuOaLRKBsbG9RqNSldin04CAJ5vAIhBbuui6ZpDAYDotEozWaTVqsl92shJzebTXRdJxqNkkgkZEKxOG4x9sl9c1JknpwzsfYMw5BisZBFJ8crZFzxfCFhfvWrXwUO02kjkQgrKyvyObZtMzMzw9bWFp7nUalUGA6HrK6ucubUPOefOqypF9cJIBNte70eiUQC27Zpt9tSfBfHJvZVIUCLZNqXX36ZjY0NLMuiXq8fptA+Oke6rhOLxVhYWMA0Te7evXuYVvoo7bRarbK/v08ymaRSqch9tNFoyOtkMjlVCKyxWAzLsuRnSKPR4Hd/93f5D//hPxAEAZlMRqZHKxQKhUKhUCgUCoVCoVAo3kNJoQqFQqFQKBQKhUKhUCgUx/B9n3A4TKPRoFarUa/X6XQ6BEEgU+3m5uawbZsHDx5IKSscDtNut6XQFo1GWV9fZ3p6mqmpKQ4ODjAMg2QySSgU4rd+67eoVCoyNU6kunU6HRqNBuPxWMqN4XCYwWDAt771Lf71v/7XXLt2jXQ6jed5RwRJ3/dl2qio4J2dnWV/f5+rV6/ycz/3c3z0ox9la2uLTqfzSKbR3nc+hLi0t7cnJTbbtmk2mzKZMhaLYRgGiURCzofv+zJtbzJBUFQwG4Yh5SLTNKWkNBgMME1Tjk1IVEK+sm1bilxijLquy/pmXddJp9Nks1nK5fIRKfBJiZDfbfxCbCuXy7IquVqt4vs+8XicV199lbt377K/v49t22xsbBAOhwHY3t6W0tSDBw/48pe/TKVS4dlnn2VlZYXhcMi1a9e4e/cu/+//+/9SqVSo1WoEQUClUpGCXLValXMRBAGLi4tUq1Xu3r0rXz+bzcrUxosXL1KtVmk2m9/jFfDBEfKz67q0221arRZ3796VdeDi/AdBIO8LgkCuEbGWHMeR0p2Q+iar0OE9uU0gaqe73a4UyiYr6QEpxo3HY8bHnv9B2N/fp1ar0e/3OXPmDNFolHa7Ta1WAw5FO7GGhbCXzWblNSikUFFPvre3R6VSwfM8ut2urBY/d+4cuVxOCoK2bcu9QEh3o9GIaDTKhQsXjsjazWbzyNoOgoBqtSpl1ETUleMR18/U1BSmaWJZFt1ul2azKZM3jyNe+/i1I86NEPJyuRwXL16U19/i4iLPPPMMOzs7ch4mX2NyXxD7ikhbnZQvdV1nYWGB8XiM4zi8+uqrdDod7t+/z/r6ulwXQvqU7/FoPYiUZl3XpcQv5HMhY06mjYrniL0qCAJ5ficFZfGvSN4Mh8MyfVSkwYrjmp6elsmaYr4mk2/FXE4KouJ4xe3JNE9N05iamiKZTOI4jnyfSCSCruvU63UGwzGDwUBenyJdWcivlmXR7/elTC6OQ4ihrVaL27dvk8/ncRxHiuaRSORI2qmYn3PnzmEYBr/+679OqVSSIrj44sLc3BymadLr9eQe12q15PuJfQ7ek3lDoZCURIvFIr/3e7/Hl770JXzf5+LFi1LKBzBN9b86FAqFQqFQKBQKhUKhUCgE6i8lCoVCoVAoFAqFQqFQKBTHEPXNIm1TSHi+70v58N69e5w5cwbbtpmfn2dqaoparUa328X3fWzbJhKJUCgUODg4QNM0Ll68KCUikZImxJpJGUgkCEajUWKxGK7rMhgM+PKXv8y/+Tf/hocPH8oE0U6nQ6/Xw7ZtWb8tJDshS87MzFCtVimXyzQaDT7+8Y/zta99jXK5LFMbBZOCkvh3MBjg+z7lchld1+XjDcOQiZCitlrIbEJmEoJeJBKR89ntdqXsk8lkZJW2uC+RSBCLxUgmk1IoHA6HeJ53JJG03+8TiUTwPE/WUY/HY7rdLplMhkQiIdMpj4/rexFDLctieXmZbDZLo9Hg5s2b7O7uymr0H//xH8dxHNbX11ldXWV/f1+ug/F4jOd53Lt3j1gsxuc+9zkpjC4vL+N5HkEQ8MILL9Dv91ldXeWtt96S1c8vvfQSo9GIRqNBp9Nha2uLZrOJ4zhcunSJs2fP8rnPfY61tTUqlQr1eh3TNPlLf+kvMTMzw3A45K233pLJij9ohHAXCoWoVqsA1Go1dF2n1+vJevRyuUw8Hsc0TSlXC+lL/Ow4zpH0SMFkdfzkfb7v02w2abfbUuabrJoX60/8PBgOHjt+wZPWxGg0otvtEovFmJmZwfd9qtWqFChFxbVICt3a2sIwDNLpNLOzs7IGu9FoyKRMz/Po9XoMh0OWlpZYWFggFovJcQs5UiSQxuPxI+L3cDjk1KlT7O7uSvmwVCqRy+Xk+wnZzjAM9JB+ZDy1Wo0bN25gWRYzMzO88847DIdDdnd3pah5UpLupBg6uTcYhoHneczPzxMOh6WsenBwQL/fl9ftZFqwZVkyIVKMe1KYFEmRcHj9JZNJDg4OSKVSxONx8vm83Ac2NjYekxsnE0iDIJBrTezNw+FQ7vOO4xCPxzk4OJBpz2I+hWAtXktIp+JYxX9CeNd1HdM0ZXKxEFmXlpYA5L4oEGm4k8mhQtwdjw+lznK5zHg8plQqkUgk5BjF+Mfjsbxunn32WRYXF/jKV79KPj9No9EgHo+zsLBAo9Fgd3cX0zTlOfA8D9d18X1fpqGKVOZwOMzi4iJnzpwhnU5z584dmboq1paoky8UCkSjUfm7er0u5f9Go8H29jau65LP59nY2MBxnCOfrWJN6bou5XAxt61Wi9XVVb761a9y9epVWTEvRFJxjX+vsr9CoVAoFAqFQqFQKBQKxQ8zSgpVKBQKhUKhUCgUCoVCoTiGbduyAl1IiULwg0NhaWdnR8qCsViMarVKsVgknU7TbDblawwGA7a3tykWi0SjUSnKCYlsUmYR6ZeappHL5VhcXJRJgDdv3uTXfu3XWF1dJRaLkclkKBQKtNttLMui1+sRDoelnJpMJhkOh8Bh/XA2m2U0GrG/v8+5c+d45pln2NjYmEgLRR7DJEJS6vf71Go1WQ1uWdaRZEYhFMGh+CSSEkXluRBH4TCJtdVqkc1micViBEEgBT6AcDgsk0bFHE6KU4ZhyMp513UZj8fU63UpB9brdaanp6UsKt53cp6/F8LhMNPT02SzWV5//XUKhYJ8rXA4TKfT4fbt2wRBwOXLlymVSvi+j+u6/Lk/9+f463/9r/P3/t7f46233pJJiGL+4LB+fbI2W1RWnz9/np/8yZ+k2WzyrW99i1KpxI/92I/R7/d58OABm5ubRKPRI8mK4lx8/etf50d/9Ee5cuUK8/PzXL9+nXffffcwydA0v0s27AdnUmATKYkisVGcVyGgCblOJMCKczIYDOh0OlIgFKmMx0WvyUruXq8nRdnjVdzHRcP35uXJUuyThDKxxi5dukQqlWJzc1MmkwomUyfhUPQTVfFCzO71ejSbTZmAGAQBn/zkJ2VqsBB2bduW8rkQxkV1tnhPkc6aTCbpdrvU63Wq1SrD4ZB4PC4TLnu93mEaadiWxzoajXj33Xfp9Xr8yI/8CA8fPqRUKuG6rkw/fRLHpWKR/ul5HmfPniWTyci9RNM0fN8nGo1K0b3b7UqJTwiFYp2INSzkQFEFL4RjIYALCX44HOI4Dvl8ntFoxM7ODr1eT86tOFYh08bjcXkctm3T6XTI5/MybVkIxpZlMRgMZFKvEJm73a5M2RTnebK23DRNstks9XpdCsDivdLpNPl8/rF1ebyKfvKLAUKQT6fTVCoVuWeItTq513a7XbnODcOgH/T5xuvfIBqLk81mSafTMkW4UqnQ6XSwbZtGo0EqlWJ6elp+QSEejzM/P088HpcppKVSiZ2dHXzfZ2ZmBsMwpBAvkn6HwyGu6xIOh3nmmWeoVqvyywFirwuCgO3tbTKZDLu7u0fWlJCLxRcCxOdkqVTi7bff5s0336TZbDI7O0uz2ZSfD61WS64fhUKhUCgUCoVCoVAoFArFeygpVKFQKBQKhUKhUCgUCoXiGJ1Oh3Q6TSQSkZW/QkYTiDrbfD7Pzs4OjuMwHA5ptVo0m02y2Sz9fp90Os3GxgaxWIzbt28TjUZJJBJSDppM3RNSVCKR4PLly7L+fH19nc9//vPs7u6STqdxXZdKpSKFPJE+ODU1RTwep1QqEYlEZCKc4zgkEgl835fpda+99hrf+MY3KJVK6PqTFUEhp4l0T1HdblkW0WhUJoE6jiPTGWUy46P0R9M02d3dJZFIyDEXi0WKxSLJZFLKUWIuIpEIrVaLg4MDYrEYvu/LxE8h/4iaZFFz7Pu+lA9brZas3J6srP6w1fEzMzPMzc3xzW9+k93d3SOvUavV+MIXvoDv+ywsLLCyssL+/j6NRoNqtUq326VSqRAEAXNzc5w+fZqdnR0AKc0KiU0IwSJZsVqtcuPGDRzH4a233qJYLKJpGp/5zGdoNBp89atf5ebNm/i+/9hxHxwcMD09LZNtn3vuOSzL4v79+zz11FOsrT74nubh/RByGCDPk0h6tCyLWCwmryWRjCjEsklBbjAYPCZJA0fWh0imFUKoWH+TrzP5s0gd/DCYpkk0GmV6epp8Ps/NmzdlNfukFDp5jHC4N4jUVtu2ZXW3EIKnpqZ48cUXcRwH27Zlyq5IuRVSrVjfQkgXKcBCrPQ8j/F4TDwep9vtHhEZgyDAtm2q1SqWcXT8tm3zwgsv4DgOyWQSz/PY2NggmUyi67pM3HwSuq4TDoelNBiPx4lGo2xvbzM9PU0qlcJ1XTzPk3uBkBzFOERKqEjiFHMgHg/INSLOqahob7Va6LqOZVmkUilarRb5fJ5YLCavEfG8wWBAv98nl8tJKTMSiXDhwgVZS97v9xmNRsRiMaLRKFtbW9Tr9SN7SqfTkfvP5OuLsU3OnbhPCL1LS0tSXp9MK55MiZ5MHhX76/z8PLOzs9y8eZNoNCrl8UmpvdvtynEOh0PS6TTD0ZDFxUUerK7h+76sa59MWBafHe12m9nZWarVqlzr2WxWHkelUmFvb49IJMLZs2fp9XoUi0Ucx5HnJJ1Os7m5yY0bN3jhhReYm5vj4x//OPV6nfX1dTqdDpqmSdFTpH9O7s+GYZDNZlleXpZfxHj48CFf+9rXuH37Nul0mtdee43V1VXi8TiVSoV2uy3nGGAwGD6+WBUKhUKhUCgUCoVCoVAo/pSipFCFQqFQKP7/7N13kJz3fR/+9z5l93m2714vwB0KQRJsAEkJpCiKVom6S6y4zMglHpcZj+zEzoyT0YyT/KLEsuNJHI8d9zhU4rjIRbJlSVG3JYtdbCCIcgCu4dre3fb29Of3x+Hz5e4BVKUskXm/Zm5wt7f77NN3BvO+94eIiIiIaJ9Wq4VisYhSqYR8Pq9Gsw8GQzVNg+d5KozVarVUCKrb7SKVSqHf72NiYgILCwsolUrIZDJoNpuqVU2a8gaXmUwmceONN+KGG27Azs4OHn/8cTzzzDOwLAuzs7NotVqqvW2wsU4aGiV8JsFTCd4Ui0Wsr6+rIOeNN96IgwcP7o1e9twXbY6UhjfHcVSITfZDLpcDgKHx8xJocxwHvu9D13U1VtjzPIyOjsKyLGxsbKDdbqs2UHkvCUN2Oh3ouo5erwfP81RjYyqVUvtLwmIyhl7CeO12G77vq/W6Xtvk9UiwUQJ/hmHg6NGjeN3rXof19XUsLy9f05YoQeBsNouZmRm13d1uF4ZhYGFhAQ8++CB2dnZw+PBhZLNZzM3NDYXWdF1XY5snJydV66qu63jqqacAAPV6Hc1mE1/4whfQaDSwvb2ttvN6stmsCjA++eSTyOVymJycxOtf/3qMjhRfslCoBNgkrJbJZFQjpoSFbdseOhYSEAyCQIWUE4mEChDL+SUNioOhUGkVlfP8eo2iQpYjv/9qC2I1TcORI0eQSCTQbDaxurqKzc1NFcjc3d39qpYThqFaV2CvEfbGG2/EyZMnkU6nYVnWNaOzpRGy3+8jk8mocK2ERSXsKf/K+h46dAjr6+uoVquq1VJGuCf14fP/4MGDuPnmm+F5Hg4ePIhKpYJKpYIDBw7gzJkzqqXzesc6kUjgwIEDuPHGG1UQXkKNlmWh1+shnU4jn88PHRtpjR08VvK4BIXlfJCQoJDHTNNEqVSC4zio1+twHEe1qhaLRczNzaFcLuPcuXOqHVhaZW3bVtdVr9eDbdtIJpOoVqsqYCyj5cfGxtRocwnDy7rvDy5LkLXdbsPzPLWu8nkxMTGB2dlZ1TI6eG4OtqpK0FOCorZt4+jRo4iiCEePHkUQBMjn80OvGQyDplIpZDIZFItF9Ds13HrrLSiWyjh//jyq1SrS6TSy2SxKpRJarRYAqLbNdruNm266CYZhIJVKqWMnx8N1Xdx7773QNA3b29vwPE8FVDVNw+joKFzXxdmzZ9Hr9XD48GHcdNNNAPbuqbu7u+pzUe7R2WxWjZoPggCFQgF33nknwjBEtVrFwsICHnnkEWxtbeGOO+7AwYMHVUPvzs6OuqbkHjD4OUpERERERERERAyFEhERERERERFdY3V1VbUETk9P4/LlyyrMOdhiODjSWUYvFwoFRFGETCaDarWKXC6HIAhQr9eRz+dRLBZRr9dVwLHf7wPYC88kk0lMT0/j6NGj6PV6+NznPofNzU0cOHAAR44cwcrKimrYGxw17/u+CvrcdNNNqrlusFEul8upoJLruigUCrjtttvwzDPPoFZ1cL1UqIR+DMNAt9tVASsZ0yzbL2ElTdPg+74aFy8ht3K5jImJCSwvL6tg1+LiogoJyRjmOI7R7XYRBAFs20YQBEMjt/c3qg6KokjtmzAMVdhufxPr4LEbpOs6jhw5okZR5/N53H333SrA+Za3vAUPP/zwi54zMvK40+mg2+0imUxifHwcQRBgdXUVExMTapy9jMOW0GahUEAY7rX7GYaBSqWi1l+CZmNjY+j3++j3+zh79iympqZQKBReNKAozYJ/9Vd/hfX1dRiGgUKhgPHxcdx049HrHu+vh6ZpsCzrmoZY3/dVuC2ZTKpG28EQWzabVdeUBKIHx0APtioOjocfDN9Jo6G89+A5D7wQDN3f9PvlZDIZzM3N4fHHH1fXlWyrHLuvhVzXt912G8bGxlRQNplMIgxDaJqmmn7L5TIajQZs24au62o0PQB0Oh1sb28jDEOEYahCo9J+efjwYaRSKVQqFTiOg1qtBsdxMDFWvGb7ZJ8/99xzCMMQ/X4fyWQSIyMjaDabQ8+XkKPcV44fP45isajuB3JvcRwHYRiqwJ/sJ7km5ZrzPE+1pgrf91WQVYLCMmLeMAwV+kskEigWi+h0Oio4PDU1pcKZMj7+0qW90LME1NPpNIC9IGSz2cTm5qZq9pSR6tJmmclkMDY2ht3dXbWuQva3BEWBvXMsk8mo47e0tIQ4jlVj8WDwV54/uG+FPEe2K5VK4fTp0+re0mw2VRBf1lWuNQnG27aNZs3HoUOHoBtJZDIZPPfcc2i32wiCALfddhtGR0dx+fJltayNjQ3VQp1Op5FOpzE9Pa2CsjfffDOKxSIWFhbU+TU5OQnLslSb65133gld13HlyhXYto1ut6v+cEKWc/ToUYRhiEajgXq9rj4ndV3Hbbfdhnw+j42NDVy8eBFPPPEEHMfB61//ekxNTUHXdXieB8Mw0Ov1kEql4Pu+uhbk84eIiIiIiIiIiPYwFEpEREREREREtM9jjz2GVquFubk5zM3N4fLly2g0GirwJsE2CTtJa1k6nVYj1tPpNGq1GnRdR7FYRK1WU6PXgb0AUC6XQ7vdhqZpyOfzKBQKmJ+fRxAEePTRR1Gv13Hy5Encf//9GBkZQRRF2NnZUaOWJTQm4cF6vY6jR4/C8zzV9gbsBSZTqZRqCe31eigUCrj11ltRLpfRbNQA4JpAnZBQlAT3LMtSITDZJ8lkUm2XYRgqzBaGISqVCnK5HHK5HHZ2duD7vhpdLcuRZkDHcZDJZNQ+lHHHhmGo50iAFNgLmLVaLbTbbRUM9H1fhcEGw6EvRkZYHzt2DKVSCVeuXFHv0263cfLkSWiahomJCSwtLV3zegnmbm9vw/d9jIyMYHp6GoZhIJfLqbDV4D4SV65cgWEYqu1QQlbb29vodrvo9XrQNA2lUgmpVArNZhP9fh+e5yGbzV53lLlpmpiamkI6nVbnh+/72N3dRbVaRa/bQipp4qVgGIZqyJXx2tJsKc2MEiq0LAuO4wyF/mSfSMBTvt/fALo/EDw4dnvwsf3juKMoUm2WX+0Yedd1Ua1W4TjO0OODo82/FtlsFvfccw/K5bJqVZWR5JZlIZfLYXR0FKlUCq1WSwX+ut2u2o8Soj18+DAqlYoKXEpbp4RkpTG31Wqh1WrtHf/ohe2O4xitVguNRkONcbdtG47jqLbbK1euqH0mJicn8ba3vQ22bWN9fX0o+CtNnCMjI7AsS421l3ZMCWvK/VJC5RJqH2wOlee7rotUKoVkMqkCoWEYqnvP2NiYOrckXNvr9WCaJo4ePYrZ2VkkYg+1WlO9Ttan1WqhXq+j2+2qe4wE2uU8Hh0dha7r2NjYUPshiiIUCgUcO3YMmqYhk8nAdV3s7Ozg4MGD6HQ6WFlZQRRFal8kEgkVLpWR64ONqdcLrkvgXu6Z0pLZaDRUwDWKImxtbaHVaqlG5ptvvhmpVAqu6yCXy+PYsQxmZ2eRz+fxyCOPoN/v4/z58zh58iROnjyJMAyxurqKqakptFot2LaNQqGgzo1MJgPLsnDzzTdja2tLtdM2m03ccsstcBwHhUIBV65cwfz8vGoT3djYQDKZVE3GN9xwAwzDwM7ODs6ePYsgCJBOp1UD9cmTJ3H06FGsra3h/PnzePLJJ2GaJl772tdidnYWnU4HnU4Hs7OzOHz4sPrMaDQaqkFammGJiIiIiIiIiGgPQ6FERERERERERPt0Oh08//zzqNfrGBkZwQ033IBarYZEIqGaKwGoMIo0bxYKBXQ6HRSLRTW+W9M0zM3N4bHHHsPU1JQKgTqOg1wupwKBIyMjajT6+vo6AOA7vuM78OY3vxnlchlxHGNsbEy9r4RxJAQp7Zybm5vwPE8Fmfr9PrLZrAodSljTdV3Mzc1hbGwMmxvrAIZHG0tYS5YvzX4ywtp1XRVWk3CWvC6RSKjQjzRjSvhMwli6rmNqagpRFKHT6aigUxiGcBwH/X4f6XQamUwG3W4XruvCsqxrwn2O46hWusHmVs/zUKvVhlodXywUKGOYZR0ty0K1WsX6+jr6/T4+8pGP4Bd+4RcwMzNzNXTlXvN6aYo9fPgwZmZmkM/nVZDVtm31PGkBlObFqakpZLNZFZiT/RUEgdouOQaFQgHFYhGWZaFWq2FtbQ26rl8TCpX37na76Ha716yr7/svSShUAnmZTEaF+STYGQSBep78Ttd19dzB5ldp+5Sv/UHQwQCdnNdyzAAMjTCX0N1gKHRwhPyXIwHEMAxV4PEbZds2br/9dhU+lJCzBBgl/BzHMZrNpnpfabSU49hut9UY8FwuB9M0sbu7qwK2URSpps2xsTGMjIzAMAzVFjpoY2MDjUYD6XQa9Xod5XJZ3UPGx8dhWRb6/b7a5+l0Gj/xEz+Bd73rXfjEJz6BlZUV1c4oI+zl51wup65FaTiV4y3ntdwvJMheq9Xgui7GxsZQKpWQTqdVIFSeK23BEoDM5/NqX0oIVp4ThiFe97rXYXqijN/+3T/YO9+v3qeCIECj0VDh20ajAV3X0e/3VYBagruZTAamaarrPZlM4v7778eJEyewurqqjqnrunjmmWfw1FNPqe2rVqswTVN9JiwvL6uR6vsbQ+V8HQyIynmez+dVoH90dBTVahW+76NSqWB1dRXb29uqqfSWW2652lDaxcbGOnQjqQKxr3rVq/Dwww8jCAIsLy+jXC4jDEMsLCzAcRzk83k0Gg1MTU0BAMbHx5FMJtXo+kqlotZZrrUoinDw4EE8++yzWFtbw4033oi3v/3teOaZZ7C7u4v5+Xk4joPl5WVcuXJFHSPbttU9q1Qq4ciRI1hdXcXS0hKeeeYZZLNZ3Hnnneh2u9jc3EQul0Mcx+j1epibm1P7QP5IYPAaJyIiIiIiIiKiPQyFEhERERERERHtUyqVEIYhlpeX0Ww2kc/nMTc3h263i06noxrnpJ0umUzCtm1ks1mcP38eb3nLWxCGITqdDjzPw5EjR/DEE08AgGrWy+fziKII5XJZNdVJiE1GTd9zzz2qmW16ehozMzMquCbhMQkUAXutgR/60IdUkCeTyWBnZ0c1chYKBayuriKfz6PX66FYLOLAgQNYWrwEp9e+bghOQkoScBwcBW2a5tDo8MHmVAn/DI4Ol7Hqk5OT2N7eVkFBGVG/sbEx1OgnQVfZx4OBJNnmdDqtxku7rotGowHTNIdGbX+lcF8QBCrQ9sY3vhG/+Zu/iQsXLgyNqO52u5iZmVHtgPslEgnk83kVbLMsa+h3EkiTllfZdll/adWUbZLXDY5XP3DggHp+oVBAvV6/Znx8IpHAxMQEEokENjY2vukNepZloVAoDAU8pVFW13UV3PJ9X40oHzyX5PmDx3RwWwYDdBLYlP0hjYqD14EEReV3EhbbC46++HkgjYPFYhG5XE6NqP9GZDIZnDhxArOzs+oakbZFCW7LCPV2e+/6k2ZQGYMOALquI45jFfJNJBLI5XIYHx/H6uoqLMsaWldp802n01hbW0Po94fWq1qtYm1tDbfeeiuOHj2Kfr+PVquFG264QQV9B8PEuq5jYmICyWQSnU4HmqapgDjwQqgxDEN4njc0Wn3wvibXoWma6h6kaRrGx8fx3HPPQdM0Fa73PE81DWuaNjRWXsi9x3VddT1JCPzChQsYKd6pgqTSfNnv99HtdlW7cRiGap/L+eb7vgrTDgYgR0dHcfDgQTiOo4Kv0sa7sLCgjlcikYBpmiosbhgGnnvuORw6dEjdxwaDoLLvBhty5X1HRkZUgDKVSiGVSmFhYQGbm5tot9vY2tqCpmmYnZ2FaZrY2NhAt9vB5cuL6HR7Q2HsG264AWfPnlXb2+l0MD09jVqthvn5ebz5zW/GxsYGlpaWMD8/j0qlglQqhY2NDbTbbbz+9a9HKpXC8vKyCk7Pzc3hwoULOH36tLr35HI59Ho9fPzjH8fy8jJc11XngOyfdDqNiYkJvPrVr0Y6ncbi4iKee+45uK6L2dlZLC8vq4bY6elpJBIJWJaF2dlZjI6OotfrIY5jOI6j7jVy/yQiIiIiIiIiIoZCiYiIiIiIiIiuEUURxsbGsLu7i62tLdWqNzk5iX6/j06ngzAMVTBGgjzb29tIpVK488478Q//8A/Y2NhArVbDbbfdhsnJSXQ6HQB77ZZzc3M4cuQIAGBxcRG5XA5zc3MAoEZJSxjRcRy02220Wi3kcjm0Wi3V9La9vY0gCJDL5VAsFlGv13H+/HncfvvtOHToEJrNplrPbDarQlYy6ntubm6v8bTfBoChpkbZFxJg6/f7iKIIuVzumobQwXbHXC6Hdrut2vcktBXHMWZnZ3Hy5Ek88sgj+NKXvoTp6WlEUYRarYZ2u42ZmRlEUaRaWPv9PoIgQDabha7rKngl+0faCqXps9/vQ9M01Go1NBqNawKh+7dvkO/7+Mu//Es8+uij1zRdbmxs4OjRoxgZGVH7dP9rJQQp4SRpBJUGUwncAVCPSXhMgmRBECCVSqFYLCIIAhXCGx8fV82Eg2HL/dsmx+bgwYNot9vf9PY80zRVUFnX9aH103V9qKFxcMT8YCPj/pbQwXCoBOgGj5nsK9M01bkp+1fX9aHw2f6vFyNj1YMgQLPZRKvV+rqbQqUB9vjx4xgdHVVtwLJesq8k+NdsNodG3Us4FNhrvLVtW12Hvu+rBmPZ11EUIZlMwnEcFTCUVsY4jlEqlYbWLQxDrKys4L777kOhUMClS5cQRRFOnDiBnZ2doZBuFEXodrt4+OGHcfLkSXUPi+NYneepVEoFm+W8Hjxucu1LQFHuDXI+ZLNZTE9PI5PJwPd97O7uQtd1tFotZDKZoXNIwvBy7xlcFxlLLw2km1tb0LS9kKeE0aXRt9/vq8ZRz/MQx7Fq9O33+2g2m+j1eirgKvtR13XUajXYto18Pg9d17G1tYVmswkA6pgGQaDC9HJPPnLkCO688061vBc75+U8DsMQmUxGrUej0cCXvvQl1dRcr9fRarWQTCZVEH1nZwe+H6CysoJe31HXmryH7/u4dOkS8vk8RkdHAQC1Wg2PPvoopqam8F3f9V343u/9XqTTafzt3/6tOmanTp3CgQMH1L08l8up0fO33HIL/uEf/gHT09OwLAvj4+N46KGHcPbsWRXWlHNJ0zSMjo6qz7+5uTksLy/j7//+79FqtXDo0CF1bMIwRDKZxObmJoIgwM7ODnq9HoC9z1AJ+0q4+std30RERERERERE/69hKJSIiIiIiIiIaB8ZAT8/Pw/TNLG+vo4gCFQotNlsqsCd67owTRPZbBau6+LQoUPI5/N4/vnnUavV0O/3USwWccstt+C5556DZVkqALq4uIharYY777wTb3/727G5uYkzZ87g3LlzqFQqKjgl4+Or1Spc18X4+DgAqCbIbDarRh1nMhm02208+eSTuP/++9Fut1XwyLIsFdiTUclzc3NXWy2HQ0kAVJhIGvNarRaazSY8z0O5XFZjryXMJiExafDzPE+Fd1KpFOI4xuLiIi5evIidnR20221sbm6iUCjAsixkMhkUi0UAe8GswbHPwAutg8LzPBVSk1CQHLvNzU04jnNNmPDFRFGET3/606qRcL9KpYLXvva1KsC2vr5+TeAyCAL1JW2g0qo4uJ/k53q9jiAIMD4+rh6TkNPIyAhyuRw6nQ4sy8LIyIjalsFW1MF1zWazqk301KlT+NM//dOXZAT6i5HQmzQiSih3f1BYzoXBgKBhGKo1cTDQCWAoxCbLGAzRScOo/DsYOhscLy/LlPCprmvX35CrpI3zeuR4Du7vVCoFy7KGwre2bePgwYOYn5/H2NiY2l4Zpy6hYGk+7PV6Kggs545lWUMha1mGjEuXoCSwd625rqv24WBQVEKS+tVrJpVK4b777oPneTh48KAKRUqAsV6vq8ZSwzCGwpwPPfQQ7rnnHtWqK8dGwntynKXlVNZb7gtyrGzbRiKRQK/XU8HmbrerGoZ7vZ4KccpxG2wZlfeWsPXg/UDClhIMbTYaCMO9+5bjODh27BguXLigGkVlvefm5tBut9Hr9dR5KsH5wXCsbduI4xi5XE4FP3u9Hi5duqT+OEDOo8GGUWke/cQnPoFsNosbbrjhmnUfbLzdfx30ej04joNnn30WzWZTBcY3NjbUPhodHUWj0cDm5iZMLcT4+BgKxTJs21b3o06ng8nJSZw/fx7PP/887rjjDhw8eFBdx4899hharRYmJydx9OhR+L6ParWK7e1tNcK9UqkgmUxC0zRUq1WcPXsW8/PzqnV6ZmYGhmHgwIEDWF5eVoFWaXCdn5/HHXfcgZGRERw7dgw7Ozv43Oc+h2QyiTe/+c0YHx9Xx6bf7yOVSsF1XWxubqLRaGBpaQmFQgFTU1NIJpOqKRUADINNoUREREREREREgqFQIiIiIiIiIqJ9er0e+v0+xsbGMDMzg1arBdu2ceONN2J8fBytVks1WwZBgEKhgLvuugvnz5/HsWPH8NRTT2FnZwe6rmNlZQULCws4ceIEnnvuOdi2jVKphE6ng0QigQceeADf//3fj9OnT+PRRx/dG/d8tdlTAqWrq6tot9vY3d1Fr9dTATxpSdQ0DSMjIypQNDo6irW1NVy+fBmzs7NYX1/H5OQkoihCJpNRrYP9fh9TU1PIZnNDgSbghQBlFEUqqBVFESqVCqampobGRDuOg263i2w2q1oNZaxvJpNRoS/TNOE4Dur1OkZHRzE2NgbTNFWYbDDo5XkeDMNAJpNRwc/BRjhpLm02m6qRsl6vI4oi5PN51X64PxT55UKSX27U+traGsbGxpBOp1Eul1VAdnC57XZbtTnKcRkMN0rYSxpQNzY2kEgkMD4+fk2bZiqVQiaTQSaTGQrG6bquXttsNlUYMZ1OY2pqCsBe8Gp6ehpXrlz5ms77r5U0nw62VVqWhWazORSak/0z2ODp+746xvLY4L+D7zEYTtwbAx+ptk0JL0rwzHXda1pBZdT8N9IkKEFECYUmk0n8yI/8CKIowmc+8xk0m03Yto2xsTGMj48jl8updZUmzcER8pZlqccGGyM9z1Mhc9/3YRgGbNuG53lotVrQdR3pdBqO46gQuOzjwWtWwrDSzAoApVIJ//Sf/tOrIfC981Cel06n8eyzz8K2bdi2rRo95Zrd2NjA448/jsnJSbXe+4OaEhCWtlK5puW+JPtDgqvS9CjbKed3NptVo9kHmy4BqOdJoFPexzAMpFIpFereu4f48H1fBX2l6dP39x6XptlerwfXdeH7vgqSS4gxCAK1vbLf5L6bSCTQ7XaxurqqQqRyfOR+B0C1m1YqFXzsYx/Dd3/3d+PIkSOqUXUwBL0/kC8Nmb7vo1gsYmJiQjUrSyAyn8+rVuhqtYpiLoXZg0eg6QbS6bRaL13XkcvlMDo6igsXLmBhYQHT09N44IEHsLW1hS984Qu4ePEinnvuOXz6058easSWALuE2B9//HGsrq6iUqlgc3NTtdPKeh87dgzHjh3Dn/7pn2J3dxcAMDIygptuugnz8/PI5/PY2dnBZz/7WRQKBZw4cQLA3mfv/hCuZVnI5/OIogg7OztwXRczMzOwbRudTge1Wk390QEREREREREREe1hKJSIiIiIiIiI6Dp6vR46nQ56vR7S6TQ0TUOhUECpVEKj0cDY2BharRYWFxfRbDaxvr6OVquFVquFpaUlFfKpVqv41Kc+hQceeABzc3Oo1WrI5XK4ePEiZmZm8D3f8z1YX19X4+Zd18X8/LwKsYVhCM/zcPr0abiui1qthkqlAtM0h0JdmUxGhRrz+Ty2t7exsLCAI0eOoN/vIwxDuK6LXC4Hx3Gg6zocx0GxWEQ+n3vR/RDHMVzXRavVQqFQQK/XU+1t0kIqwaHB4JQEnkzTHBqLbVkWSqWSCnVJ0Mg0TTVyXEJU0nIn7YgSGB0cSw3shdLa7TY2NjZw+PBh9Pt9dLvdFw0JfbkR8i9mZ2cH+Xwex44dw8MPP4zx8XEVmJXQooSyxsbG4DgO8vm8CnZJQGxwzLq090m7poQXJfg22DQqTZC+76PRaGBxcVEFc0dGRjA6OoqRkREEQYDv+Z7vged5WFtb+5q28Wsl66xpGlKpFGzbVm2W0topzbISeJPj6Hne0HEfHAM92KA4+F4SBpTXAi+ETQfbGQebSuUckXPr6yXHbHDU+PT0NObn5zEzM4OPf/zjKsScz+dVc3A6nVZBVcMwVCCy3++jXC4PtUkmk0nVchkEATzPg+d50DRNtVhaloVEIqGafhOJBNLpNFqtljo/JEgaRdFe6Dbauy90u12sr6/j+PHjqNfrePbZZ9Hr9ZDL5dQ1NDExgbGxMVy4cEGFLSVc+swzz+Duu+8GALUecgzlPN0f4pWg9+AxkPNawuAA1PGX52QyGWSzWbVv4jhWwT95TM6FwQZZ+dJ1HZ63F/TsdDpqP0o7a7/fH7o3BUGAZrOpjtX+FmAJBA+G2BOJBK5cuaKCjLquw7Ztde82DAO9Xk+NQQ/DEGtra/jIRz6Ct7/97Th8+LA6hwdJO2iv18P29jZSqRQKhYIKqm5tbWFxcRHAXuD0+PHjAIDLly+j3W4jZcTQtL1t6HQ6at/K/jVNE7feeivOnj2LZ599FhMTEygWi/B9H1euXFEhfLnuoijC448/jgsXLuDkyZOYmprCo48+imazCU3TVOhzfX0dhUJBfU7ecsstmJmZQbVaRTKZRLFYxOjoKBKJBJrNJh577DGYpok777xTrZ98lkhLtASK5VrxfR9bW1uoVquwbVsFUS3LUvdYIiIiIiIiIiJiKJSIiIiIiIiI6BoSoqnX66rxc3NzE1NTU3jnO9+Jer2Ov/mbv1EhsDAMsbW1ha2tLdXYKQE1Xdexvr6OT3/600gkEmi1WtA0Da7rolwuY3d3F5/+9KdV6+jMzAxGR0cRBIEKWvb7fTXeGIBqCpQA5fb2NhKJBGZmZq6GoTxsbGyosca1Wg0jIyOqfbJWq2F0dBS+7yOfz2NkZOSafSCBM+CFttCZmRm0223VzikBrFQqhUQiocJsg+OPNU1DMplU7XrSoieB0cH2RmkYlQCXaZrqvQaDkhLIsiwLhUIBjuOoNtfx8XEsLi4OtX5ebxT516rZbGJzcxP/5J/8Ezz11FOI4xhzc3NotVrY3t6G4zhqX/f7fXVeSCjOdd2h0Jyu6ygWi2pct4RrZb9Ks6JhGOpxaT2sVquo1+sA9oJ2xWIRs7OzaDabOH78OE6dOoVf+7VfGwp3fTPEcayOlzSEyjpLAK3b7aLVamFiYgLJZBLlchm+76PZbKrgo5wzMv58cPkSPN0f+JTwmLRPDj5/sH0RGG4b/XpZloWTJ0/ioYceguM4cBwH58+fxz/7Z/8M6XQaTz/9NNrttmralDHw0hQqrZhBEKiAo+d5mJycRDqdRq1Ww/z8PL70pS+ptkrZdrk3yLbK+SPtrBIkHjzfJKhoWRb0xN5/AbfbbfzP//k/cfToUbRaLaytreHtb3873v72t6NYLGJnZweWZeHw4cNYWFhQ+zKbzap7ysbGBnK5nAqkm6aprn9Zl8FArlzfEuL1PG/ovJb9Iq2g7XZbPTb4usFguRxrWdbgyHj5ve/7e/vtanhUzsdisYhKpaLG18uYcjmmg/sU2GtTlf3dbrdhGAYKhQKCIEC1WsW5c+eG7nm+7yOdTsOyLHXPMwxDHXdgL9T5V3/1Vzhx4gTuuOMOlEolFfyWe8jKygqCIFDLcl0Xruui0Whgd3cXy8vL6vjeeeedAPaC641GA6W8Bdf1EIQvBKIHw7TyhwSHDx/G6uoqnnrqKWSzWWxsbKigv5x7g9dTo9HAY489hle96lUol8toNBpDnxMybr5Wq2F1dRWLi4sYHx/HgQMH1OfTzTffjE6ngzNnzqBareKNb3wjDMNAv99XDa4Skgeggru6rqNQKGBiYgK5XA71eh3r6+vo9/uYmZnZC+lfDRgTERERERERERFw7Z/dExERERERERF9i/3Kr/wKEokEfu7nfk495jgO3vOe92BkZATZbBbvete7UKlUhl63urqKd7zjHUin0xgfH8cv/MIvqFDR10ICRtvb2/B9X7WU/d3f/R2+9KUv4ZZbblGhIMdxEAQBFhcXsbGxgdOnT6t2xMFRxM1mE+12G+12G+fPn8fFixfRaDTwiU98AvV6HZubmyiVSkgmk6oRLpVKwTRN1Spp2zay2SwmJycxMzODbDYLXdfRaDTUe0qz6cjICCqVCur1OizLQrfbVQ19Egzq9XowTXNv+wa2fzCoKYGgbrerRlbv7u6qkGkul0Mul4NlWSqMJuEnCWamUilYlqWa/rrdrgq5ScBPwmeDrYCyLoVCQYUFPc+D67oIgkCFl3q9Hur1Oubn5xEEAVqtllqOLOMbHS3sOA6+8IUv4L777sP3fd/3IQgC1XwnAbI4jlGtVtVYeWk5lXPQcRz0+301qlpCjWtraypgBUA1Eco2yDnU7/fR6/VQqVRUcHZqagq33HILHMeBpml417vehWq1io9+9KPXtB2+1KIoQqvVQrPZRLFYRBzH6Pf7qi1W2iTb7bZ6rFKpqDHo2WwWxWJRBWLF9QJpEpSV62F/m+hgEHSwIVTW8xs9/qlUCsePH8fs7CyAvWNUrVZRrVYxNTWF8fFxZDIZNS5d2mzl3JY232QyiWQyqbbNMAyUy2XkcjlcuHABvu/Dtm21TwabTpPJJCzLUs2eMi690WgAeKF1V5pa5TpOp9NqO7a3t/HII4/gzJkzaDabOH36NKIowuHDh9W5NTk5ibm5OTXqXhoy8/k8Ll26hG63OxTulFZMaQ6Vc16uWdd10e/3EQQB2u02Op2OCgTruq4Cj3Jty3XR6XTQarXU7zudDjqdDnzfV02p0iQ5GCgXQRAgvLof5Pw6cOAAAKgGUU3T0Gq1VOBexqzLOHrZhiiKsLu7i06no9pwH3vsMWxsbKhjbpombNu+2r6cV8238r2QbX3kkUfwgQ98AB/84AfxkY98BH/zN3+Dv/zLv8QnP/lJXLp0CUtLS7h48SIuX76Mc+fO4dlnn8WZM2ewsbGh1vnIkSMol8u4ePEidnd31bmgaZo6dhJMTaVSKiAqx25+fh5RFKnmUTkvB0fZy7UojbVPP/00er2eCsIOBtklgB0EARqNBlZXV9Hv94f20c7ODhYXF3Hy5EkVnvc8Tx1b+QMD3/fVZ6gcv9nZWbzhDW/AqVOncPPNN6NcLgMAstksLPuF85yIiIiIiIiI6P91bAolIiIiIiIiom8rTzzxBH7v934Pt99++9DjP//zP4+Pfexj+Iu/+AsUCgX8zM/8DL73e78XDz30EIC9ceXveMc7MDk5iYcffhibm5v4kR/5EZimife///1f83pIMFHaNycmJuA4Dj72sY+hXC5jdHQUm5ubKuzTarXQ7/fRbDaRz+fR7/fheR6mp6cBALZtqxCThF2iKML58+fVaPbZ2Vm02230+33kcjm1DtKSJ+2RMj5aQp7AXgBqfX0dQRBgcnJSjZBfX1/HqVOn8Pzzz+PAgQND4S0Zm1wul4F9QdD9wVAZF5/P51UoybZtFXDLZrMqwJXJZFRLpOd5SKfTKpjX7/dh2zaq1SqKxaJqiUsmk9A0DdlsFgBU2FOCcRIUkhbObreLdrutxqRL82an08Hu7u41IUDZnm8kHPi5z30O73nPe3D33Xfj9OnTOH36NA4dOgTf93HmzBm1fdVqFePj46r9cHBktoSm+v2+auZrNBpot9u44YYb1PMGmy4dx0EYhnBdF9VqFVtbW4jjGJlMBseOHUO324XruvihH/oh3HXXXXj/+9+PpaWlr3s7v1pxHKPT6WBlZQUHDx5EoVBAo9FQoUgJ2EnzYyKRUIHAwRZZObcHw56D2z94zCSAKNfR4O8Gny/LH/weQ9Hnr02n08GFCxdw7NgxrKysYGRkBHEc48KFC7jrrrswMjKitt3zPORyOQRBoLYbgApBDj4uAXQAqv13fHwcpmmqsLEES6XFcvAckrA3ANVEKkFLCaz3OsPbPbifVlZWcPnyZUxOTsKyLKyurqJUKuHEiRPo9XrY2NhAt9vF6Ogout0uOp0ODh48qIKOMr598F4EQDWWSrvtYNOrBDHDMFT7SYKgsiy5d5imiW63q34noXnXdWEYhgoRStDa930YhrF3zegRwqvL7nQ6GBsbU82bpmliY2MDR44cUWFUCdrKMizLUk2iwF7TqoRpn3nmGZw9e1ad53LuSltmKpVSYXC5P8r6JRIJ9Pt95PN5dW8AoIK00iJbqVRUsFTun6Zp4sqVKypwf/vtt6PZbOLKlSvY2dm5GpaFeg8Jqsq1GMcxgiBQ7aWapqn2VNu2h5qLB587eGzl+pVjOXheyXGWxx3HAbAXqnZdFwsLC1haWsINN9yAyclJOI4D13XR7XbV+SLNwJ7nqetDPrfiOMbU1BTy+TyCIEC328X6+jo6nQ6mxvJf9/VNRERERERERPRKw6ZQIiIiIiIiIvq20el08O53vxt/8Ad/gFKppB5vNpv4wz/8Q/zar/0a3vCGN+Cuu+7Cgw8+iIcffhiPPvooAOBTn/oUzp49i//zf/4PTpw4gbe97W34j//xP+K3fuu3htrjvhrpdBqlUgkjIyOqKW50dBQTExMYGRnBRz7yEdXmKOErGUUswZ7BwJqEuiQUJc8D9oJGruvi8OHDyOVyKkQnTZiyjMGmNcuyVPPgxMQEDh8+rMbBt1otVCoVNQL53LlzyOVyGB8fV62AEqoMggCO46BUKg+FQIHhUB7wQitkPp9HOp3GwsICWq0WqtUqXNdV2ybLkZZICb9K+54EpCSgFEURXNdVrYeWZUHXddUaJ2OVAaiQ2+BIamnmPHDgABzHwfr6+lDr5n77t/Nrsbi4iD/6oz/CqVOn8LM/+7M4fvw4NjY2VMgM2GsgXFtbw8WLF7G5uanaPWV7JCS3tbWF9fV1rKysYHV1FefOncPi4iI2NzdV+6Y0yFYqFaytrWFpaQlnzpxBq9WCYRjIZrOo1+tYW1vDO9/5Ttx///149NFH8cEPfnCoefObyXEcLC0tYWdnB4VCYajlVsJkcRyj2WyqkePSwCiBOwm7DbaDSghuf+hzsDVUrqX9zYbyelmGChZ/A9spza7z8/MoFosIggDNZhO9Xg8f/OAHsbGxgVQqBdu2YZom+v2+amOM41hdvxJuTCQS2N7eVsFGCXPPzs5idnYWBw8exMzMDA4fPozx8XGMj49jZGREBRWBvXtHs9lEMpkcamuU91LNqV+mMbbb7eKzn/0sbNvGrbfeCtd1sb29Dc/zcPfdd+PYsWMYHx9HPp9HvV5X15gECgGoFs92u41Wq6UaiyXgLmFVGdEuTabdble1CMt9T742NjZUO66EooG9+1Cv11NNo47joNfrod/vq5Cs4ziwLAv+1bZJaQWVceylUglhGMJxHNRqNQB799eRkRHk83l1TAzDUOdrIpGA7/u4cOECPv7xj+P8+fOq6TWbzSKTyajzRJqMBwPBuq4jk8mgUCioYGsYhkgmk8hms8hmsyiXyyiXy8hms0in0ygUCiooOdgsvLS0BM/zMDs7i6mpKWxtbalzAdjL9wdhoML2tm1jZGQE8/PzsG1bNXlKeDOTySCVSg1ds7KvBxtvhbxWzu3BRlzZZmkolQbXXq+HKIrQaDSQTqcxNzcHz/PgeZ4KDVuWhXQ6rT4bpFVZQuMSCpbg86lTp/Da174W4+Pj2NnZ+Ybu7URERERERERErzQMhRIRERERERHRt433vOc9eMc73oE3velNQ48/+eST8H1/6PGbbroJBw8exCOPPAIAeOSRR3DbbbdhYmJCPectb3kLWq0Wnn/++eu+n+u6aLVaQ18AUCgUVJBFgioSOBkMZkm4stPpqFbITCaj2tKKxSKSyaQatZxMJlEoFFRoy3Ec3HTTTfj3//7f461vfSvS6bQam9vpdFCv11VgRkKVyWRSjQPO5XIoFAoolUqwLAvFYhGZTAaVSgWu66JQKGB1dRXnz5/H3Nwcer0ems3mXmDqajCr0+mgXC5B075yoEYCrFNTUyr0ats2UqmUCm5JuE/CVNIqNzhSOo5jTExMoNvtolKpIJ1OI51Ow/d9NUZY13W1bbJPJYwk+/f48eMwDAMjIyMYGRlBrVbD4uKies+XWhiG+KM/+iM88cQTOH78ON797nerVkZpOAWAarWKy5cvY3l5Gaurq9je3sbu7i42NzextbWFxcVFXLhwAZubmyo4V6vVsLS0hCtXruDSpUu4fPkyNjY2sLi4iLNnz+KZZ57BU089hUqlgjiOUSgUcMstt8B1XbzjHe/AG9/4RmSzWfzZn/0ZdnZ2XvJtfzFxHKNer+PKlSvquMt5apqmCtNJKFTTNNXCKE2zMhZdwmCy3OuNsR4c7y2hvcHnSxBNAnTAC+Otv5FUqFwr6XQahw8fRq1WQ6PRwO7urjqPu92uGpMu7Zfy/rKOwAvB5EQigXPnzqHX6yGfzyOZTGJkZAS6rqNWq6mGSwm3WpYFx3HQ6XTQaDTUqHAAQyPjJYgt+yuZTH7Z7Xr66afx0EMP4ejRozhy5Ahc18Xa2hoajQZOnjyJI0eOqAZJTdOwtbWFWq02dKzk2g3DUK2LBP4Gg7DSlCpNx81mU90PoyhSDcnSUinni7TKyrZKE6aMjI+iSIWNE4mECqgGV9en1WohkUhgdHQUIyMjqtF4a2sL2WwWk5OTKJfL6t4RhqE6BvIZEIYhut0uNE2DZVmwLEs1pkrYVYKLEhKXPxZoNBrodrsA9gLz0r4s97T9TcbJZBKTk5OYmZlR15C0h8pI9aNHj6rHpKUZAOIoRqu51+Scy+WGQsjyeSL3Y2mjljZnCYrKvxIKBaDC1bIulmWp4ybns7xWrmVN04YCrq7rYmJiQv1RhBzDTCajWlyl+dVxHBW0lv3aarXw3HPP4emnn1YNxSdPntw7xu321319ExERERERERG90nB8PBERERERERF9W/izP/szPPXUU3jiiSeu+d3W1haSySSKxeLQ4xMTE9ja2lLPGQyEyu/ld9fzy7/8y/gP/+E/XPN4GIawbRthGKqgUavVQjabxcTEBGzbVmEdacwcGxvD7Ows0um0ag6VkfPAXttpKpVS46WTySTa7Tamp6cxMzODK1euoF6vq7CotMlJ+AbAUAPbYPgmkUggnU6r9sIwDNFsNqFpGvr9PhYXF3H48GEEQYBGo4FisaiCPN1uF9lsFonEV/7bYc/zUKvVMD8/j3K5jO3tbaRSKTX6V9d1FaCVEI+E9KQp0LIsFfI8duwYCoUClpeX0ev11PODIEAmk1EBLwBDjXQSAqvX6+h0OrjxxhvRbDaxtLSkgr0viDGYBvxGw6JbW1v4pV/6JfzxH/8xTp06hbe85S348Ic/jHw+j3a7rcKy9XodvV4P1WoV2WxWHU8JSLZaLcRxjNHRUeTzeayurmJzc1MFYiVYOBi2E5qmYWZmBq1WC29+85vxgz/4gzh06BD+x//4H/jbv/3bb0og9suR8y6RSKjrRYKbEgSTYzYY6Bw8r6VFVgwGJ6U9VM53AOp8k3HfEkQc/JL9MDiS/usl7b6e5+HOO+/EM888g263i0984hM4duyYurZl3Leu6ypEJ629ct1LC6WM63700Udx++23Y3p6Wo0Kl/bISqUCAKptVkJ0EkIcPK8Gm4XlOvJ9HynjxUOhANR2HDlyBHfccQd2dnZUsLxYLCKbzapwpjTdXr58WYXeJfQ5eD7Ytq1CikEQqJHoMm5eWo8l9CpBeBl5XiwWVSBR7nESmJfQYL/fV+echHDl+tvY2EDG0lWzaKPRQK/XQy6Xw9GjR7G8vIxOp4NkMol0Oo077rgDTz75pGq0NE1ThY5zuRy63a46T23bVsdQgrv5fF6FY+X8k1CutF3KsiWoKde27CM5x6QZ0zRNjI+PAwCWlpaQSCSwvr4OTdMwOTmJAwcOYHl5WbWkShNtjL19lssXAEAdo3a7rdpV5TNDAty5XA62bavrZPBLriEJjcr5WCgUYBiGOg5yfx48FyzLUi3Wo6OjyOVyCIIAyWRS7QPZr4ZhoNvtwnVd9QcHEhq3bRuO42Bra0t9luzu7qJUKiGdTmN8fBy9bu/rvr6JiIiIiIiIiF5p2BRKRERERERERN9yV65cwb/8l/8Sf/zHf6yCYv8Y3vve96LZbKqvK1euAABM00Q6nVahlFKphPHxcRw8eBDpdBrFYhGGYeD2229HKpUCANi2jbm5OZTLZSSTSZTLZQBApVJBLpdTDZm2bavx71tbW/A8D08//TS63S7K5TKKxSKmpqYwOTmpXiMBKBmPHAQBDMNAKpVSgSkJ9GiahmKxqII/URRhcXFRjS9fX19XATXDMOA4Dmzb/rJNoYMtjNvb2/B9HwcPHkSv18Pu7q4Kz8p2SmBVmvQkHCUBLRn/3Gq1UCqVVBBKxk5Ly6A0PkrzoTQGyvMuXbqEo0ePIpVKqTHrEnZ9Yd1f+vPmsccewwc+8AGUy2U88MADuOWWW1R4bJDruqhUKlheXsbFixexvLyMK1euqPH25XIZr371q3Hs2DHVKFutVrG9vY1arYZWq6XGkANQ+3RmZgapVAqzs7N4zWteg/n5eayvr+NP/uRP0Ov94wej4jhWx0uCcZZlqXCkBFwHQ5kSDpXmTwmUychwCcuJwabJwcConGuDwdHBnwebQ6PoGwuFyrk7NTWFQ4cOIZlMotPp4Nlnn4XrurAsS7U/xnEM0zSHtlvGkA9eT7J/HMdBsVhELpfDxMSEOsZxHMNxHHS7Xezu7uLixYtYX19HvV5X+x2AanUMwxClUgnZbFaFDP2rrYxfzsbGBj70oQ/Btm3ccccdKsi8trYG0zQxMzOjWkyjKMLW1ha2tragaZoKYg4ef9d11f0LgGq3tG1bnReJRAK9Xg9bW1u4cuUK1tbW1LJkJL0EYCVQKueb67rQdR2WZan7hQTwW62WatQFYrRaLXQ6Hayvr8OyLExPT6NUKqFer8OyLFy6dEmFmovFImZnZ3Hrrbeq9tB+v69+H8exatvs9/tot9uIokhtr4RA5VyU4Gc2m1UN1PJHB3JeSrtrp9NRzc4LCwu4cuUKer2euu4l2Nnr9XDDDTfgyJEjKJfL6HQ6ap3kfXO5rDpWyWRSva9cpxJUlsB2KpVCMplUQVy5tgabZqX5U/7YwPd99Xm3/xpMJpM4dOgQbr31VhQKBeTzeUxPT6sR9dIOC0C9XkLXEniW50hgdXCkvDy31WqhXq9jdHQUyaT5dV/fRERERERERESvNGwKJSIiIiIiIqJvuSeffBLb29u488471WNhGOILX/gC/vt//+/45Cc/Cc/zVMulqFQqmJycBABMTk7i8ccfH1qutOzJc/ZLpVIq1DloMEg2OCZXQjamaaLb7cKyLJTLZSQSCWSzWXS7XYyOjsK2bTVSW4KMMmJ9fX0d3W4Xuq6r8FatVlPjdWV5lUpFBd4GA1cy7lcCRjJ+WAJg5XIZvu+jWq2qscBra2vY3NxEJpPB5uYmbr75ZvT7faTTaQC4Oup4uKXxeq2KcRyj3W6jUqlgfn4ehw4dwsbGBkZGRlQASgI+Es6UwJ9hGGobJeQWBAHW1tZUq6HnechkMshkMmo9fN9Hr9dTza1BEKjWxOnpaaTTaayvr2N1dRWe5+1b7xfGWw+2132jHMfB7/3e7+Guu+7C8ePHcerUKdXQKuHbwfUYbPkU+XweR48exdTUFJ566ik1TvnF6LqOyclJ3HjjjYiiCDMzMzh69KgKGD/44IN4/vnnX7Jt/FpIYNJxHNUoKaO55VqRBkUJDA6es4ZhqOX4vo8wDIfCYABUIFRGzbuuq5Y5aDAour/t8BvlOA4ajQamp6dxzz334DOf+Qxc10Wz2VTblEwmhwKfEhKU8eaDzbfSNinNl3L+7+zsqOtDQr6apqHdbqPf76vrX5oq5R4g15+MO4+iCNVqFabxlf8LOIoinD59Gp/73Ofw1re+FWEYYmRkBJ/5zGewtraGG2+8EWNjY3j22WdRq9XgeR6eeeYZeJ6HmZkZFXKU+5Q0XUrD5GCDqRxrCczKvXZqagq33347Ll++rJpW5bkAVIvq4HUu54u8d6fTwdLSErrdLoyr97V+v49qtYrFxUVks1nMzc3hda97HT784Q+j1WpB13Wsra2pfeH7Pur1ugpaNptN+L6vQq7SdiqtuBJcD8NQHRNZZwkLS5OzHHfZviAIVMNwrVZTQdU4jlGtVtFsNmFZFnzfx6VLlxCGIbLZLA4ePAhd11GtVlVY+YX73N55mNAM9ZklQUpZR2lllutDAvzpdFqFWgEgk8nAMAx0Oh11rOT+3m63ceTIEeRyOezu7qLX60HTNIyPj6tzolarwfd9zM/PI5/Po9/vD7XYyjLl3JdzZvDYtlotaJqmtkG2Q5ZjmuZeiFnzv5HLm4iIiIiIiIjoFYWhUCIiIiIiIiL6lnvjG9+I5557buixH/uxH8NNN92Ef/Nv/g0OHDgA0zTx2c9+Fu9617sAABcuXMDq6iruvfdeAMC9996LX/qlX8L29rYaufvpT38a+Xwex48f/5rWp9frqfbLSqWCdrutwluapiGfz6smOwmmVKtVpNNpNQ630Wio4BDwwnhgGbUuYSHLstRo48HRvABUU6m8dnd3V4XkqtWqanuTUI2Eh6RFVBpEW60WFhYW8JrXvAaO46BWq6mWQ1m/wczklwvRBUGA1dVVjI2NYXp6GlEUYWVlBYVCAaVSSbW7SUAwnU5fDZ1Chf8AqJBts9kEANWUKUE6CR9Jg5y0AHY6HbRaLRw5cgQjIyO4cuUKVlZW0Gw2r7PeCUgw9KW2vr6OP/zDP8Rv//Zv47WvfS1WVlbUSOWdnR3U63X0+/3rvjaRSKBcLmN8fBzb29vodDrXjIcfbL20LAuHDh3CkSNHVACt1+the3sbN998M86dO4ePfvSj8P1vTShKzucwDFU7poR7JeDW7XbVuS/HXkLNEraT9Zftl8bRwZCyrutqfLdcewBU46Jco2EYqsDZS6VaraJSqWBsbAxjY2ND126pVML58+dx4403qvNezncJbcq+klCdbJdpmmi1Wmo0eK1WG9o2CR9qmgbLstTP8nvZX7J8TdNg2zYKhcJeADFxbSj5elzXxec//3nccMMNmJubQ6VSQRiGcF0XFy5cwE033YRTp07h9OnTWFtbU48nEgkcOHAAtm2rJkoJ5u4PdEpgMgxDNRpcnud5HlZWVtQ2DY4zl/HxEnCUxkq5P7iui1arheXlZdRqtb22Z9sG4hhBEKBSqQyF+w8fPoxbb70VTz31FMbGxnDx4kVMTEyolko5v/YH8uVxXdcxOjqKIAjU6HYJfcpnRRzHSCaTSKVSKtCYzWZhmqYKUDqOg4sXL6ptkBZnuS4kMLy0tIR+vw/HcVSTaxzHKrwq187evgLS6QwMM6muTc/z1PPS6bQ6X+Q9isUiDh8+rEbMt9tt2LaNcrmsWl7l3JLXep6HMAxx4sSJoTZjOSa7u7vodrsoFAqYnZ1Vn2Vy/EzTVNvrOI66XuRzVNqxB0fYyz0jCAL1BwdBEOydL1f/yIGIiIiIiIiIiBgKJSIiIiIiIqJvA7lcDrfeeuvQY5lMBiMjI+rxH//xH8e/+lf/CuVyGfl8Hj/7sz+Le++9F/fccw8A4M1vfjOOHz+OH/7hH8av/uqvYmtrC7/4i7+I97znPddtA/1yJFA1Pz+PxcVFVCoVFAoFmKaJcrms2uC63a4aXwsAIyMjyGaz6PV6KhwKvBCekVCOBGu63a4KQsoYYhm7nc1moWmaGs/ebrdVc6CEeGQEs+d5Kuwj7Wq2bSOTySCbzcLzPJw9exZ33303SqUStra2MDo6ina7Dcuyrjbvvfj+GAy0AUC328XS0hKSySQmJiZgGAZWVlYQRRFs20YqlUK/31fBqGw2O9SgJ6FbCYymUimEYahGQYdhqMZqA4BlWSpUuLm5qUY7b25uqtHT12vjfKkaIq8niiL8/d//PZ588km87nWvw/PPP48oinDx4kWMjIzANE1cuHAB6+vrqp1vcATyzs4Onn76abWeEpy1bRuTk5MYHx9XY5uLxSLGx8eRy+XwyCOPIJ1O48qVK/iu7/oujI+P43d/93extLT0TdvWr4YExpLJJBqNhjrmMi662+2i3W6rAOgLI92joRHrcq4NNk0OtrxKG2cmk1EjvAfbFweDoYNhPgnLfSP6/T7W1taQSqVw9OhRHDhwAK1WS4XCHcfB1NSUCq9JqM6yLFQqlaEArIzwlhCh53lYWlqCZVkwDANxHKvGVGmR7Ha7aqy7BC8BqECgBCZbrZZq60wmk/Dd7le9jfV6HX/913+Nn/zJn0Q2uzeC3DAM1Ot1LC0t4fjx43jggQfwxBNP4OzZs+j1ejhz5gy63S5uv/12FZiUUe+GYagR6hL4ltCl3A86nQ5c10WtVkMcx5iamlLNwXJtyDky2Ngsx73f72NrawsrKytwHAe6rqNcLmNkdBQLl5bUePaVlRV1nzAMA/fddx+WlpZU6LFQKCCXy6nj5/u+Gl8v5+RgqLXRaODIkSPwPA+9Xg+tVks1lkpDtAQk5f4mI8/luA+2wQJQ4VJ5L/mcqFaralz7vffei0OHDqFer6NWq6n3letE0zSUSiU0mi21/vV6HUEQwLIsAHufSYMNvY7jIJ1O48iRIzAMAzs7O/B9HwcPHsTa2hqq1aq6tuQ9oihSYc5isQjXdVVgu1qtotVqAQBGR0fVHy+Mj4+jWq2qNlLbttWx7vV6SCaT0HVd7atms4ler6eCttIwKoFS3/eRSqX29jleujZoIiIiIiIiIqKXO4ZCiYiIiIiIiOhl4b/9t/8GTdPwrne9C67r4i1veQt++7d/W/1e13V89KMfxU//9E/j3nvvRSaTwY/+6I/ife9739f8XnNzc7jtttvUWNx6va5GmHueh9HRUViWhXPnzqnR0DLmVsZoSyhUxjrLuGsZg51IJNDpdFCv1zE2NgYAKryWTCZV06Dneej3+9B1XYWHstksbNtWQcsoipDNZlWYEoAavT0yMgLLsrC0tIRnnnkGJ06cQBRFalnStvblAnP7A3tRFGFjYwOFQgETExPI5/O4/fbbsb6+jt3dXYyPj6sQUCqVuibY53meGkecz+cxOzuL8+fPq1Hisn8k0GQYBnq9HlZWVnDTTTdhfn4eGxsbWFtbw/nz54fGHe9f5xf7+aVQrVbxwQ9+EPfffz9uu+02fOITn0Acx0in0yiVSrjxxhuxvr6OtbU15PN5JJNJbG1tqVCTtPKVSiXVtDg9PY1yuYyjR4+i0+lgZ2cHxWIRy8vLWFlZUe2ADzzwAL7zO78TTz75JD7ykY98y1pCAai2Pmnsk7C0nMvSSisj1iXMKOf7YMugvEZaRgebCQdfa9u2Cgj2ej0VvJMGQhlVPzjKW66Nr5fv+9jd3UU6nUaz2cTzzz+vgrvtdhtxHKvA9fb2thqpXi6X1bUvx15CdalUSgUeW60W+v0+CoUCUqmUuo9YloVqtQpd11UYdnAku1wvpmmqkLXjOGg2m3ujzqPgq97GKIqwuLiIv/u7v8P3fu/34siRIyrE3Wq1sLS0hJmZGRw4cADb29vY3t5WTZa+72N0dBTlchmZTAbA3rUux2mw4RHYa1Dd2dnB8vKyamb2PE+dMxJIlRCpXFsA1D1hfX0dlUoFu7u7KpReKpVw5MgRFPJ5tV1xHKPX62F5eRmu68I0Tbzuda/D3XffjU996lOYnp7G2toaXv/61+Pmm2/G5cuXsby8jH6/jyAIkEqlMDo6OnRuS7hb7ndjY2Podrvo9/swTRPVanVo1Ly0S8tngFw3cjwlMCznrJzHi4uLME0T/X4fr3nNa3D06FGEYYiFhQX1RwmD99coilCrVdF3PHiep5pn0+m0CuAPfj5JuzOwF+AcGRmB4zh47LHHUKvVUCwWsbOzg263O9S8q+s6CoWCaqyWIHAYhlhfX0e1WsX4+Diy2az6YwfTNDE6Oord3V11HCQQL+sl+yKZTKpAsewnadkdbHE1TXPvGmAolIiIiIiIiIhIYSiUiIiIiIiIiL4t/f3f//3Qz5Zl4bd+67fwW7/1Wy/6mrm5OXz84x//ht+70+ng7NmzyGQyKBaLME1TNadtbW2pgFC1WkWn01FthdL+JmE0CfXI+GgJuA02ZjYaDeRyORXOkRY8CVPJ+7daLRWUTKVSyGQy0DQNqVQKMzMz6Ha7Kmgj6yHBy9HRUeRyOSwvL2N0dBSHDx9GrVaDYRi4fPkyAt9FGH7lMdsyxhnYC8gtLCxA13Wk02lMTU3hxhtvxNmzZ7GwsIByuazaTgGoFjjTNFEqlZDL5dBut7G2toZXvepV2NzcRK/XU+ExwzBgmiYajQbW1tbQ7/cxPz+PqakpbGxsYHNzE88//7waSb5/PQcNjh8f/P4bFccxHnroIVy8eBE333wz5ufnYds2dF3HQw89BMMwcPfdd+PEiRPodrtIJBK4/fbb1Xbruo7d3V0cOHAAR44cgaZpmJqawvr6OlqtFi5cuIB6vY7d3V1YloVkMolqtYo3vvGNeO9734tEIoEHH3wQFy9efEm25xshwT0JvyaTSZRKJfR6PaTTaXQ6naGWXGlBBF44XtI0mk6nYVmWCs7tl0gkVHhYAm1hGKrgmIQQ5bnynqaZ/Ia3U4KNzzzzDHzfVy2Gcv1XKhW84Q1vQBAEWFlZgWmasCxrKNDq+74amy73hsF201qthlQqpQJy3W5XhSzjOFatm/KzBOhyuRzq9TrW19fh+74KM0oj5Jcz2Abs+z4ef/xx3HXXXbjjjjuwubkJ13URhiGazSaCIMD09DRe/epX49lnn8XGxoYKiq+vr8M0TdVsKy23ElyVQF8YhqhUKrh8+bIKUY6MjGBkZATPP/88JiYmMD4+PnSOSNtyr9fD9vY2KpUKms2mCgem02lMTk5ibm4O+Xwe4dUA4+A55Ps+NjY2kEwmMTY2hltuuQULCwtYW1vD2NgYnnrqKYyOjmJlZQXNZlOFJ+V4pdNp1e4ZhiFqtRps28bExIS698o1sLOzo5pTdV0fCkXLOSzLbTQaSKVS6p4przl//jx0XUe9Xsett96Ke++9F57n4dlnn8XKygpWVlbU589gMFTO03q9Ds/zkM1mkc1mkU6nVWBamlilrTWfz6PX62FqagoLCwuqqXNychLT09NYXFxUf3gQhiGKxSIOHToE0zRh27baJjk2sj/kunddF/V6XYWeZR3lDwhkneS5cm3I+TsYSJVQqJwTtm3DML/uy5qIiIiIiIiI6BWHoVAiIiIiIiIioutwHAeu66rxzfl8Hv1+H/1+X7XUyUheaSIcDLJI6E3aAQeDSTIGGQBqtRoOHDiAXC4HACoMJGEu+V6CX+12G/1+X42kr1armJiYQLVaxe7uLhqNhlp33/dRr9dhWRZGRkZQrVaxubmJkZERtNttFItFPPHEEygW8tC+htnasi2O4+Ds2bM4evQo0uk0dF3HkSNHcObMGVy8eBFjY2NqFLCMt8/lcmqM9sjIiGoIzGQycBxHtU36vo+dnR1cvnwZAFRDaKVSQavVwrPPPotOp3Pd9dsf/Hyx718KKysr+NCHPoT3vve9+Pmf/3l88IMfRKvVwr333ovPfOYzWFpaQqlUUmHhZDKJVqulglqJRAJLS0sqbJfNZuE4DhqNhgoCz87OYmxsDJ7n4Ud+5Efwtre9DYZh4Ld/+7fxF3/xFwiCr74J8ptBWhNbrRamp6eRTCZRqVQwNjamjq2MFB8cvy3BLgnKSYBS2jcHr5P9JEiZSqXUY9KAK+O7ZcS0BK4lWPmN8DwPjUZjaJ/HcQzLslRL8N/93d/h5MmTmJmZUU2Tsh6D4dDBMeESmJbQnTS/DgY6JfQ3GEIdbLC8fPmyGiHv+75qKtXNr9yQKoFNUa1W8bGPfQw//uM/jttuuw3tdlu1C3e7XaysrOCWW27B/fffj42NDSwuLqJSqagw6urqqtqucrmMQqGgwrEyQr1Wq8E0TczNzanzo1KpoNfrYWlpCcvLyypAaZqmaoz0PE81NEuAMp/P4/Dhw5iamlLj0LVYv2YbZb+vra3h+eefR7FYxJvf/Gb86Z/+KVqtFmzbxqc+9SkcPHgQlmWp+3scx3AcR923ZHS63GvlDwcAqD8IkKZTuZ/JPVzCkhIYlVZUaYWWUHWtVoPruuj3+xgZGcGpU6eQSCTwzDPPYHFxEefOnUOlUlHbtj9A2+/30ev1VEuqBK4zmczQZ5Xsv/n5efi+j9OnT+Mzn/kM+v2+ChofP34ciUQCa2trcF0XpVIJt956K4rFoto3uq6j2+2i3W6rr2aziVQqhWPHjiEMQzQaDWQyGXX9yPGTsLDneep7aRiVbZL7R7PZVAFquZ6CIECgvfRt0EREREREREREL1cMhRIRERERERER7dPr9a4Z8WsYhgqgpVIp7OzsqLY44IXAkYywlqBLv98f+j0A1eSpaRo6nQ40TYNt2ygUCkPv02w24bou0um0ap8rlUqqmU+aAJvNphpFnUwmkUql0O/3EYYhXNfF8vIyjh49Ct/3sbm5ibGxMWxubuLo0aOqRTHGlw/UJK4TGpUw0IULF7Czs4PZ2VmMjo5ifn4euq5je3sbzWYTxWIRmUwGk5OTSCaTKrwnY64ff/xxbG9vq0Bcv9/H+vo6arUaxsfHccstt8CyLFQqFVSrVZw+fRqNRkOtw7eS53l48MEHceLECXznd34nfviHfxgf/vCH8dhjj+HYsWNYW1vDxsaGGuUtQTFp/0ulUmg0Giro63keTNNEsVjE4cOH8ZrXvAZ33nknLl26hLe97W2Ynp5Gq9XCr/3ar+E3fuM3XjQY+49NjtmxY8cwPj6Ora0tdS7atg3LstBut7G9vT0U2pTgppz30hAqAUppGpRQnfwOgLpGU6kUNE1T153jOCowJk2ie/v8+gHTr4U0XO5/LJPJqHDs1tYWzp8/j5tuugn5fB6dTmco/CfX9+D4dwmIyjYPNqpKMFKCdPJ9MpnE6OgowjDE7u6uahb1PE+Fym3bRlL/ytfI/usoiiKcOXMGjz76KF7/+tejWq3i7NmzKtAL7J374+PjGBkZwcGDB3H+/HlcvnxZjRmXdalUKtjZ2VGhV2lQNgwDmUwGvV5PBT7lHAjDUDVZAnsNn9KIaZqmapBMpVKYnJzEzMwM5ufnkc1msbKyglarBR3Wi26v4zhYWlpCPp/HPffcg9e//vX40Ic+hEwmg4MHD+LSpUs4fPiwOofkXqrrOkqlkrpWwzBEu91GrVbDxsYGHMdRYWXTNJHL5dDr9VQQXsK8ANT2DoZ9dV2HaZpYXl5GvV5X7ZkPPPAAbrjhBpw5cwaXL1/GuXPnsL29fc2xe2F/BWg2m+q8C4IAjUYDyWRShZgnJyfhui56vZ5qO7VtG8vLy0gmk+q4pFIpjIyMYGxsDEePHkWlUsH09DQmJydh2zba7bZqPB38Ywhptu52u5ibm0MikVDt0rZtq/NbzmU518MwRDqdRrFYVC3avu/DdV3VXipts3KOmaYJJL9y+JmIiIiIiIiI6P8VDIUSEREREREREe0zGD6SQBkAFdgpFos4ffr00Fh4adnbH4wZHFsO7IWtZLlxHKsRxdlsFgcOHMDo6KhqHJQQjDSWSsvc6Ogo1tfXoWkacrmcCscMNqfJ8mWss7TBra2tYXp6WoXTer0eTEP7iuPjX2x7gL3A1vb2Nur1OiYmJjA3N4eDBw9ibGxMPb67u4tqtYpsNquCUJ1OB67r4tlnn1XhV/ldOp3G0aNHMTExAd/3UalUcOXKFVy6dAndblet01ezruKlHB0/aG1tDe9973uh6zre+ta34kd/9Edxww034G/+5m9QrVZV2+fBgwdV06u0DErT3vj4OIrFImzbxuzsrBrNPD8/j1Qqhde85jVot9t4/PHH8YEPfAB/8id/8m0TCAX2zoGtrS20Wi3k83ns7u4ik8lgYmICvV4P+Xwe7XYbOzs7qj0ymUzCsiwVoJOw3+AY+EQigW63iyAIVLh0MBQKvDB2vlgsIp1OqxHjEpL8ZkulUkin05iamsKFCxcQRRGSySS63a4KfEtQVULBruuqRlRpDpVwm+/7uP/++9Fut7GwsHBNoLxcLqPT6aim2UqlolpW+/0+MpkMLMuCbdsIwxC+73zFbbjedeG6Lj7+8Y/j4MGDOHHiBGq1Gq5cuYJEIoFsNotisYiJiQk4joMwDHHs2DHk83lUKhUVCJeWZPmSMLwEYCWAn0gkYNu2GjUuv5fmSM/z1L4eGxtDGIYwDAP5fB6jo6NqBPnu7i5qtRr6/T7y2dQ12zQ4Zr3ZbOLcuXMwTRN33HEHXve61+Hzn/88giBAOp3GuXPncOzYMZRKJTSbTbRaLdXkmclksLOzA03T0G63sbq6qj4nZJvlvizbKGHYwbCv/PFAMplENpuFrutYX19Hq9VSnwH33Xcf7rjjDly+fBkXLlzAwsICtre3r3vM9u5xQKvdgq7rGB0dRS6Xg+d5qFarKtgKANlsVrWI5vN5dS3Oz8/jyJEj2NraQr/fx+TkJIC9z65cLoeZmRl4nofd3V3Ytq32qwS90+m0Os6pVAo33ngjcrkcut0uEokEWq2Weo7sl8GAqLTkSpB2amoKBw4cUGFYuX7k/DBNc++eEX7F05yIiIiIiIiI6P8ZDIUSEREREREREe1j27ZqH5Rx7hJUlLY/CeXIKN79jaESzpRWQAmoDQY2paWt1+vBMAwcPXoUU1NTqFarOH/+vAp8yjhoeZ2u6yiXyypAIy1qnU4H7XZ7aLSyYRhIJpPY3NxU61Gr1XDvvfei1+vhoYcewoHZGeArNIUC1zbS7Q+r+b6P9fV1tNttHDlyBAcPHsT09DQ6nQ7q9TqazabaXmmwGxsbU+2QIyMjME0Ttm0jCAIVLNve3sbS0hJ2d3evGZV+vZDq/nVNJIA4fvEQ6UsRFl1YWMB73vMe/MRP/AT++T//57j//vtx11134eGHH8b29jbuuecezMzMqPa8fr+PWq2GsbEx6LoOy7JUWHhwnHKtVsOZM2fw2GOP4Ytf/CKeffZZ7OzsqPPt28XgCPlMJqPCzKOjo9jd3UWhUFDjsD3PU+2gEqj2PG+o6VJCc/J7uQ4Hm0LlfYU0NCaTSeRyOXVdBEGAOI5VCPOlFgQB2u02pqencdddd+Gpp57ClStXUCgUUCwWkc1mVfOiNA/LeG/f95FKpZDJZNDpdNT94rnnnlNj6mWbAKBQKCCOY+Tzedi2rYKX0hQsYTvDMNDtdtHtdmFqX38wdnd3Fx/4wAfwEz/xE7jnnntUI2y/31ftwLOzs2i1WqoVdnx8XK1bpVJBt9sdaoSUUeMS2JV1l++lHVMaU+V5pmliZmYGJ0+exPb2NlqtFqanp+E4DoIgQK1WAwD189WLHsD1r/04jrG7u4szZ84giiKcPHkSlmXhU5/6FCzLwsTEBM6dO4e5uTlMT08DALrdLjKZzFAwPY5jtFotdR9Jp9OYnJzE+vq6CvjLiHPZRrmPSxt1Pp+H67qoVCqI4xidTgdBEOANb3gDXvva12JrawtnzpzBxYsXsbW1NbQd196/YsRRjEKhgGw2q66jbDarGomTySQ8z0Or1UI2m0WhUEAikVB/WPCqV70Ky8vLWFxcxKFDh1SAF4AKlsrnkVwDyWQSIyMjKBQKOHPmDJLJJA4cOIDjx4+jWCxidHQUjuPg/PnzKBQKKgwqDcByXUhDqeM42N3dRSKRQKlUwu7urlq/wW1X59K3uDWaiIiIiIiIiOjbCUOhRERERERERET7SONZHMdD433DMEQymcTW1ha63e5QAFNa4iTgIm1mtm3DNE0V2LRtW4VzJBTm+z6OHTuGc+fOwXEcHDlyBIuLiyiXy0in09jZ2VGBO9/3YRgG5ufnsbS0NBQwrFar6PV6Qy2hwF4ToWVZaDabKizW6XSwuLh4dWS9/jWFIq83Sl5I++nzzz+Pra0tjI+Po1wuo1QqYWxsTI0Ul2ZIYC9QJOsG7DX4OY6DRqOB5eVlNRr7q1nHb+U4+fX1dfzKr/wKPve5z+HHfuzH8Pa3vx1vfOMbrwky2raNYrGogmZyDtTrdTQaDWxtbWFhYQGnT5/G008/jYWFBXXsv505joOdnR3Mz8+jUCig1WqhXC5jZGQEzWYTuVwOjuOg1WrthRWvjhMfDLXtD30NNvUOBqrl/JbXSnhagoRyzqdSKdXYmDK/8fHx15NKpXDo0CHccccdmJiYQDqdxuc//3k899xzSCaTyOfzKmTueR46nY4KQOu6jm63i0ajoe4bd9xxB8rlMubn5/E7v/M7qvEzCAJUq1WEYahafiVEB0CFACWEadv2Xstw/I2dNxsbG/jzP/9zvOc978G9996LL37xi2i1WtjZ2cHnP/953HXXXZifn0ev10O5XEa9XketVkM+n8fExAQ2NzextbWlQpEShDRNE4ZhqODr/qZNGXUeBAGy2SzK5TI0TcPzzz+PQqGAsbExFXx1XReO4+Dee++FaZpYXFzci7lfPZXkPNkfKIzjWAX8E4kE7rzzTjzwwAP44he/iCtXrqj1393dxfj4OGZmZjA3N4cwDJHNZlVbtG3b6Pf7KiwqIUrTNFUjpwS55bNF2k0lNC+h5o2NDRiGge/8zu/ELbfcgosXL+LSpUs4f/48rly5ck377fWakSVonkqlVAhVli/Xh1wz4+PjyGazKmC8s7OD9fV1LCwsoNfroVarqfNN2jlLpZIKIxuGgU6no0bJX7p0SQVep6en4fs+ms0mRkZGMDIyAsuyVIsuAKTTaRUUl2tCGlll/ywtLaHRaKg/dhgMk8q2hP8IrcBERERERERERC8XDIUSEREREREREe2j6zoMXUfi6vhqQ9fRvRrwyeVyWF9fR61WQ6vVgud5yOdziOO98c+apiGTycAwDBWckcbPMAwxPjaGTDaL7e1tJBIJzMzMYGtrC7qu49ChQ7hy5YoKU0m7ZrvdVmEYGZ8tY4nrtRq6vR52d3dVW106bcP3A1iWpQKH6XRahVhXV1cxNTWFQ4cO7QWTQh+725tD+yCBa7tDXywMKoGkwdCV67rY3NzEzs4OLMtCJpOBbdsqILrXFGoijqGCR+12WzUo9vt99Hq9oWbQxNXKz3jw5y+zjoPrs/fSeP+T1fNeKq7r4otf/CKeeeYZPPjgg7jnnntw6623YmRkRDVGSgtgLptFZXsbp0+fxsLCAhYXF7G5uYlOp6Ma/b4Z488TUFm5l5TrOKpZcGZmBisrK2g0GigUCrBtW43h7na72N7ehmHoyGSyQ4E2CYdJM6YcPwlMAlAtu0EQqCCZjJoPgmAofKhpCfV709TwZfLMXxdN05DL5ZBOp+E4DjzPw6lTp7C2tqaCfMViEeVyWQVUDcNAr9fDoUPzuOmmm2HbNq5cuYIwDJHL5aDrOm6++SbkcnvtkXfffTd2d3extLSEKArhuh5s20I2m0UUReh2u6o1uFarodlswjRNlMvlvXuAG3zVx3vwWMj3URRhYWEBf/7nf44f+IEfwF133YULFy6g0+mg1WrhoYcewokTJ3Dq1CmcPHkSq6ureOqpJ5HP5+H7ewHCmZkZ9Pt9VKtVJBIJuK6LbDaDdDqDtbU1eJ6Ho0ePIo5jrK2tqaZYAKolWQKOmqapoO3eOjQRRXth4CeeeEI1q4ZBgMEz/XptwnvbGGFnZwdnzpxBv9/DHXecwA/8wA/gk5/8JKrVKkqlErLZLDY3N+F5HlZWVnDgwAEUi0VUq1Ukk0lUKhUsLy8jlUohm81iYWEBy8vLyOVyGB8fRz6fB/BCIFbCvRIAlXv16uoKJiYm8Y53vANjY2M4c+YMFhYWcOHCBezu7l4TbJXtGGrMxV5IVa4XaR2W95frYXCU/M7ODur1OkzTxPLyMnZ2dgDs/SHE+fPn1eeOLHN5eQmJhKb2q/wRRL1eV/vBMAycPn1atZFKCHZiYgJra2solUqqQXWwHViudfnsCoLg6uj5ve2T61veQ0Ki2kt9cRMRERERERERvYwl4m9lfQIRERERERER0beRVquFQqGA//T/vReGYahQVBAE6PV6sCwbKSuFWrWGSqUCz3OvjgvOQNc1JDQNqWQKyeReC2YMwPd8hGGIbq+Lfr+PxNW4pTR6mmYS/X4f09NTGB8fRxCEqj0xCHx4ng/f9/YmISPeC/Ql9mJ93W4Xvr+3fM9zASRUYCiOo6ujl2OEYXA1ZBMgjEIYuo7R0TEkU0kEvo9kMgnf7aLRbL9k+1JCpfsDTNL8KCG+OI4R+D7Cq212ykD485slaZpIpZJotTvflOUnEgkVZrMtC8lUSm2jjDx2XVcdxziKvunbDAC2lYKu6+h0ey/pciUcViwWUSgUVHOndbVl0HFcdHtdFea0LQtmMjkUQI6jCImrTYZCSySg6ToM3bh6YsUIwlA9V9c0YKAxVIJzcn7JsjQtgeruLrq9/ku3zQCSqRTy+fxeoE3TYF1tjdze3gYAFItFFRSPogi+5yFxtd2wWCyiVCqpVkRgLyQ9PjaGIAz3xpcfPAjHddFsNBBcbT1NJpNq+5x+H8HVsKncrxKJxAvBWsTYqlTgOO5X3p6BoPTgcUkA0A0DBw4cQCGfR71eh+t5e02kmoZkMolCvoBcPgfP81TzZRxFiK4eFwmzA0AUhrDTaaRtG1tbW3A9TzXndjod6FfHxvcdR10byautzYZhwDAMhGEIp98Hrl5nEgo2DAOIY5imgVa7Dc+7flPq/u1LXA3dp9NplMtldLtdbG1tIZlMvhCkdBwkEgkUiyXkC3l0Oh3kczl0ul30ut29VmBNU62bpmnCtmxEcTR0Tsr93zAMdS/o9/qIEWN6ahrFYgGdq43O3W5XtcFi4HNA7L9nlIp55PNFJLQXQpuDbaFyPUmY1Lj6vXc1fNtutRBdDQMHfrDXyKsl1P0McYzwajhXLTuKoOn63udREKh7XRDs/XHC6OgoMpmM2tZer6eOoQSPw6thT+9qU6w0dct+ks8613X3jm8yOXSfCH0Pv/47/wvNZlOFcImIiIiIiIiI/l/FUCgRERERERER0VUSCn3wwf+5F8KMY3S7HdTrDVSre02cvW4PjusCiGGaSaRSSaTTaaTTaUxOTqFUKmF0ZASzBw5cHY8doNlsqSa51ZUVbG5toVKpoNFowHWcvbG3cXy11G4vSBUPNWJe/ebqA9FAuCcGrgatYqiY09V1R+LqYgcWkEBCledJ8CaXzeCffdebYJocKkNERC8/ruvhv/zmgwyFEhERERERERGB4+OJiIiIiIiIiK7x5JNPIZlMwnEc1Go11Ot1dLvdvTazq01lYRjCNE0AgGEYyGQyWF29gmKxiNHRUSwuLaFUKqnR0YcPH8b8/Dwcx8HGxgYuX76MixcvYnV1FbVaDf1+H0Gw18oWA6qpTQKd0ogWDTRqRteMP4/Vc/YbGqMexUMjh78ZI8qJiIiIiIiIiIiIiOgfH0OhRERERERERET7XLx4EVEUwXEcBFdH2uq6jnQ6rcY2u+7eKOYwDFVQdGtrCzs7O1heXkY2m0WhUEChUECxWMTIyAimp6cxNTWF48eP46abbsLW1hYuXbqEc+fO4dKlS9ja2kKn00EYhioEKsFNCXEOhjkBXPM8AGpE8f6f949yFxwjQ0RERERERERERET0ysBQKBERERERERHRPs1mE5ZlwbZt6LoOwzAQxzFM04Su6wCAZDKJMAxV0NL3ffi+jziO0Wq10Gw2sbW1hVQqhVKphEKhgMuXL2NsbEy1iU5PT+Pee+/F7bffjosXL+Kpp57CuXPnUKlU4LruC82h+wKeiYGG0P0hUXmOPLY/CHq9xxO4fliUiIiIiIiIiIiIiIheXhgKJSIiIiIiIiLaR0KVEsyUlk0JisZxDMdx4HkeDMOArusIwxCO4wDYaw+V57TbbXS7Xezs7MCyLORyOWSzWYyOjmJsbAylUglzc3O4/fbbMT8/jzNnzuDpp5/GwsICdnd34XneUOhTQqASDh0MeQ4GRAdDn6ptFPFQLeiLNYcSEREREREREREREdHLE0OhRERERERERET79Pt9BEEAXdcRRREAIIoi9Ho96LqOOI7heR5834dhGKpJVNM0mKYJy7LUY67rwnEc+L6PKIrQbrehaRo2NjZQLBZRKpWwtraG2dlZzM7O4vbbb8fBgwfxzDPP4Mknn8TS0hJ6vR7CMFTrJ4HQRCKhmkSv1xY6KI7ja+bE738NERERERERERERERG9vDEUSkRERERERES0z/j4ODKZDAzDgO/76Ha7KgTa6XTg+z6y2SzS6TT6/T4SiQTS6TQymQwymQxSqRRs24ZhGOj1etje3ka1WoXneSrIWa/XUa1WYds2KpUKKpWKCocePnwYb3jDGzAxMYGHH34Yzz//PBqNBoIgUOu4f6T8IHmP6z33xcbKExERERERERERERHRyx9DoURERERERERE+zIJu1AAAC9ISURBVMzOziKTyUDTNMRxjFarhfX1dei6jmw2iyiKkMvlEMcxarWa+jmdTqsR8+l0GoZhIJPJIJ/PY2xsDLVaDa1WSwVJE4kEer0elpeXUalUMD4+jmq1it3dXczNzeHIkSMolUoolUp4/PHHsbu7C9/3VbBTgp+D4+SFfH+9BlE1Tv5quykREREREREREREREb0yMBRKRERERERERLRPKpWCYez9t4lhGBgZGUGv18POzg4Mw0AqlYJlWXBdV7WCplIp1dCZSCRUoFTTNNUgWiqV0Ol00G630e120el04DgOgiCA67q4cuUKqtWqCo/Ozs5ifn4eb37zm5HJZPDQQw9hY2NDNYYOhkMHA6ESFpWg6IuNlt8fJCUiIiIiIiIiIiIiopc3hkKJiIiIiIiIiPYxTRO6riMMQ4RhiCiKUC6XEYYhut2uCn0GQYBMJoOpqSkAgO/76jVBEMA0TbVMTdNg2zYsy0KhUEC321Uj5IMgUK9zXReXL19Gr9eD4zjo9/u49dZb8R3f8R1IJBJ4+OGHsb6+rtYrDMOhVtD9AVAA1wRDB4Oge49f+xoiIiIiIiIiIiIiInr5YSiUiIiIiIiIiGgfCX1K6BIAbNvG+Pg4Njc30e/3Aey1iJbLZeRyOQRBgHQ6Dd/31Yj3OI5VMDQIAiQSCei6jiiKkEqlkMlkVEuoBEqTySR830elUkG73Ua73UYURTh06BBOnjypgqFra2tDDaGD6xxF0XVDoINj468XHiUiIiIiIiIiIiIiopc3hkKJiIiIiIiIiPYJwxCmaULTNBXwjKJItXxubW2h3W6jUCggnU6r3+u6Dk3TYJqmGs0uj0m4FHghpCntoZqmQdd1+L6PKIqQTCYBAJ1OBxcuXIDjOOh0Ojh48CBOnjwJAPjCF76Azc1NBEEwFAKVf19sLHwcA/Irjo4nIiIiIiIiIiIiInplYSiUiIiIiIiIiGifRCIB0zRhWRY8z1NNngCQzWbV+HcZMx/HMTRNQyqVQhAE8H1/KBAK7LWKRlGEIAgQBAHiOEYymVThUWn4TCaTcF0XYRjCsiyEYYilpSUVTk2lUjh58iSCIMDDDz+MjY0N1fwZRZFa/2tHxMu2vbCNcRxffR7DoURERERERERERERErwQMhRIRERERERER7TMYqDRNU414BwBd15HL5RBFETRNGxoTn8vlEIYher2eWk4cxwjDEFEUqSbQOI5hGAYMw0AymYRlWTBNE+12G8Beg2gikYDv+2qc/MrKihoPPz8/j1e96lUIwxCf//znUa1W1XJlpLwETYGv3B7KwlAiIiIiIiIiIiIiolcGhkKJiIiIiIiIiPYxTROmaSKKIjX2XRo/ZdS7NIECL4ybl8el4VNeH0URPM+D7/tqvLw8V56j6zpM00Sz2US320U+n0e/34fjOEin03AcB6urq2rd8vk8Tp06hWaziS996UtoNptqXSUUOhgMHQywDtr/MxERERERERERERERvXwxFEpEREREREREtI+MdQf2Ap8yZl1CnfKzaZowDEM1f0pT52D4MgxDNX4+kUjAMAw1Vl7XdYRhqAKncRzD9324rgtN05DL5aBpGvr9PkzTRBzHWFxcRCKRgG3buO222/Da174WrVYLZ86cGWoolX8H11cCovJeL9YcSkREREREREREREREL08MhRIRERERERER7WMYe/9lEkURgiBQDZxCQp0SAh1s/wSAIAgQBAHiOFavj6IIyWQSyWRyaBnAXnDUMAwkEgk1qj6OY2iaptal3W6rUfYrKyuwbRvlchk33ngj7rvvPtTrdSwuLg4FUqUtdPCxrzRKnoiIiIiIiIiIiIiIXr4YCiUiIiIiIiIi2sc0TaRSKQRBcM3jIpFIDI1rl+cahqFCnfKl6/pQGFPaQgGoMfKe56nnmKapAqMAYNs2PM9Dr9eDaZpwXReXLl1CPp9HqVTC8ePHsbGxgUajgZ2dHYRh+GVDn9f+jgFRIiIiIiIiIiIiIqJXAoZCiYiIiIiIiIj2kdZOTdOQSqXgui4AqBHsmqap0GYURSr0KYFPy7IQBAF831fLSiaTiONYtYVGUaSWJSPnZVR9KpWCYRhqxLzneTBNE6ZpwvM8AECr1cKlS5eQy+Xwqle9CrfeeiuuXLmCTqeDTqczFPyUcOr+MOgLDaLxP86OJSIiIiIiIiIiIiKibyqGQomIiIiIiIiI9pEwpq7rCIJgaAw7AKRSKei6jjAM4bquCoMGQQDbtlWgs9vtqkCppmlIJpOwLAtRFKmWUWkK9X0fQRCosfLyHoOj7DVNg+u6aLfbAIDNzU1ks1mUy2UcPnwYJ06cwM7ODi5dujTUciqB0P0j5AGOkSciIiIiIiIiIiIieiVhKJSIiIiIiIiIaJ/BMe6+76vW0DAMEQTBULOnNH5GUQTP8+B5ngp/SlhUGkPT6TQ8z0On01GPSYBUWkijKBpaB13XkclkYFkWXNdFq9VCHMdoNBpwHAeLi4vIZrMoFou46aabsLa2ht3dXdTrddU8Kusv6yxB0BfCoQyGEhERERERERERERG9EjAUSkRERERERES0j4Q/4zhWo+F93wcAFa6U5k/btlW7pzR+StOoaZrq9bquAwB6vR5c11VNnjJ+XoKmlmUNvUcikVBtovl8HrlcDpZlIZlMYmdnB41GA5cuXcLY2Bhe/epX48SJE1hdXUW/30ev1xvarv2NpwA4Pp6IiIiIiIiIiIiI6BWEoVAiIiIiIiIion00TVMtoTLqfTDY6fs+bNuGZVmwbRuJRALJZBLJZBKGYagg6OBYeWnnlDZQae0MgkC9n2maMAwDiURCjZeX5UjbZyaTgWmayOfz0HUda2tr2N7exuXLl1EqlXD48GHcdNNN2Nraguu6at2lgRSACoZydDwRERERERERERER0SsLQ6FERERERERERPtImDMMQziOo4KbvV4P/X4fQRDAtm1omqbGxUuQU9M0uK6rwqES/AzDEKZpqubPKIoQBAEcx0EikVDh0iAIoOs6DMOA53lqfTRNQxRFat3y+Tymp6fR6/Wwvb2NlZUVlEol5PN5HDp0CEtLS2rEvIRQ97eEyrI5Pp6IiIiIiIiIiIiI6JVB+1avABERERERERHRtxtN0xAEgRrzHscxgiCA7/totVqI4xjpdFqNd5dx7/1+H81mE47jQNO0oTHwQRCocKmMmwf2mkNd1wUA5HI5pNNpNXbeMAwkk0n1/MEvXddRKBSQz+dRKBTQ6/WwubmJ9fV1pNNpHD58GMVicWi7JBA62D4KgJlQIiIiIiIiIiIiIqJXCDaFEhERERERERHtk0gk4Lou+v2+CnVK02c6nVaj4iVYGUWRavyM41i1jA62hcqXPF/G0stjnufBsixkMhn4vg/P86DrOhKJhBpjLyHUMAzVOPh8Po9EIoFarYZqtYqNjQ1MTU3h6NGjOH/+POr1+tC6DQZDlX3toURERERERERERERE9PLEplAiIiIiIiIion2k4TOKIui6rr5kzLtpmvB9X7V/BkGATqeDbrcLYK/9U4KcAOD7Pvr9Pvr9PhKJBCzLUmFQXdcBAK7rotPpqMcNw4BlWbBtG+l0GqlUSrWGyrqFYYh8Po+JiQlMT08jjmNsbGxgfX0dyWQSc3NzSKfTKpwqoVLVEAoJh7IqlIiIiIiIiIiIiIjolYBNoURERERERERE1xGGITzPg+/7qmFT0zSYpqmCoKZpqt8NBjWlyTMMQ8RxDMdx4Ps+EokEHMeBaZqwbRtBEKjmTwDo9/vQNA22bavgpmEYKsjpeR6CIEAURQiCAKlUCrZtIwxDWJaFbreLer2Ozc1NlMtljIyMoFAooN1uI4oiNTYegGoO3fv+W7OPiYiIiIiIiIiIiIjopcWmUCIiIiIiIiKifSQQ6nkeAKgwqGVZanS8pu39t4oENKVdVF4jgU/TNNXPYRjCdV2EYagaR4G9JlFpFnUcR4VEE4kENE2DYRiq7XMwoKppGnRdRzKZhG3bmJiYQCKRQLVaxc7OjnpM3mcwFPpCIJSJUCIiIiIiIiIiIiKiVwo2hRIRERERERER7SNhS2nTlFCmjJPfT8Kb0g4aBIF6XMa2y2Pyenm+jIofDGwCQDKZVO2j8vxMJoNEIoFutzvURCrPzWQysCwLtVoNtVoN5XIZExMTyGQycF1XLU/eS7ZPAqJERERERERERERERPTyxlAoEREREREREdE+pmlC0zQkk0nV7JlIJIYClZ7nDbVuSvhT0zSEYQjf94faQk3ThOu6KuSp67oKhZqmCc/zEEURoiiC7/swDAO9Xg++76vlSltoJpMBsNc+KsuM41i9X7vdRr1eR6fTQblcRj6fR61WU+s2OEJe1oeIiIiIiIiIiIiIiF7+GAolIiIiIiIiItonmUwiDEPouj4U9gT2gpjS0mkYBkzTHApWSvPnYCNoOp1Gt9tFGIbo9/vwfR+WZakmUXmdBEI9z4Ou6+j1egiCALquIwxDFVTVNA2WZcE0TTV6XtY3mUzCNE0EQYB2u43x8XEUCgWYpqkCodIMuv9fIiIiIiIiIiIiIiJ6eWMolIiIiIiIiIhoH2n+TKfTKkQp49YlnBkEAcIwVCFNAEMj503ThGEYqr1zsHXUcRw1ol6WHYYhoihSQU9p89Q0DXEco9vtIggCWJYFy7IQxzEsy1LvbZqmCpnKcl3XRRAEKJVKME0TjuMMjagHoLaLiIiIiIiIiIiIiIhe/rRv9QoQEREREREREX278TwPpmkil8vBNE0AUIFLCV9Kq6eMgJeQp7SEyr+apg2NmbcsC6VSCalUSoU3JUQq7yPNnel0GoZhwDAMaJqGWq2GZrM5FCSV9k9d12FZFlKpFPr9PtrtNnzfR7/fR6lUQiaTGXq/OI7V2HmGQomIiIiIiIiIiIiIXhkYCiUiIiIiIiIi2kfGwcsoeGnkjKJIBSkNw1DBTgAqaAlAhUKlLVSWJV8S9EwmkzAMYyioOTiePo7joQZR27ZVUDWZTKrGUCHB1EQigSAIAACO48CyLBQKhaGQ6uAXwFAoEREREREREREREdErAcfHExERERERERFdRxiGKvjZ7/dV+FJaQWVsuzR7+r4/FAoFANd1VTuntIxK+FPCmdIo6nkekskkPM8bCp5qmoYwDKHrOsbHx2HbtnqtLDeKIjiOo1pLZZnAXutpKpVCoVCAYRgqZDq47oPBUiIiIiIiIiIiIiIievliUygRERERERERfVtYX1/HD/3QD2FkZAS2beO2227Dl770JfX7OI7x7/7dv8PU1BRs28ab3vQmXLx4cWgZtVoN7373u5HP51EsFvHjP/7j6HQ6X/O6DI6Ely8JdUrYUh6Tdk8Z4y4tnhLclHZOaQe1bRvlchmFQgHpdBq5XA65XA6pVEo1i7quq4Kh8q9pmqqx1DAMJBIJOI6DMAzV+gBQ7yHPAfbaQrPZLGzbHtq2F/79ug4ZERERERERERERERF9m2EolIiIiIiIiIi+5er1Ou677z6Ypon/+3//L86ePYv/+l//K0qlknrOr/7qr+I3fuM38Lu/+7t47LHHkMlk8Ja3vAWO46jnvPvd78bzzz+PT3/60/joRz+KL3zhC/ipn/qpr3l9ksnk0M/SpCmj3QfHsGuapoKgEgKVsfDS2GlZFmzbRjabRSaTgWmacF0X/X4frusikUioBtBkMgnbtgHstXxK2DQMQ/i+r36W72WkvQRA5V9pAzUMA57nwbZtFRaVAKnY/zMREREREREREREREb08cXw8EREREREREX3L/ef//J9x4MABPPjgg+qxQ4cOqe/jOMav//qv4xd/8Rfx3d/93QCA//2//zcmJibw13/91/jBH/xBnDt3Dp/4xCfwxBNP4O677wYA/OZv/ibe/va347/8l/+C6enpr3p9pAEUgGoHTSQSCIIAQRCo8OdgEDOZTML3fbWMRCKhwpyyTMuy0O12sbu7C8/zoOs6fN9HNpuFruvQdR1hGMI0TbVsTdPUiPfBUfVhGKpQqDwehiGCIAAApNNp1RbqeR5M00SxWEStVkMYhkNj4zk+noiIiIiIiIiIiIjolYE1EERERERERET0LfeRj3wEd999N77v+74P4+PjOHnyJP7gD/5A/X5paQlbW1t405vepB4rFAo4deoUHnnkEQDAI488gmKxqAKhAPCmN70Jmqbhscceu+77uq6LVqs19AVAhT51XVdtn4ZhqAZQaQc1jL2/t5UR8gBUWFS+NE1TrZ3AXtuo53nwfV+1fHa7XXS7XTV+XkbTCwl/SqOn7/uI41j9LGPmpU1Ugqye58HzPBUwLZfLsG0biURiaJ2YCSUiIiIiIiIiIiIiemVgKJSIiIiIiIiIvuUWFxfxO7/zO7jhhhvwyU9+Ej/90z+Nf/Ev/gX+1//6XwCAra0tAMDExMTQ6yYmJtTvtra2MD4+PvR7wzBQLpfVc/b75V/+ZRQKBfV14MABABhq0JRApvwrYU0JgRqGAcuyYJqm+jIMQ71WWjnldXEcI5VKqWCmruuIokiNkw/DUD03DEN4nodutwvf91UgVUKg0hgqP3e7XfR6PQB7o+eDIICu67BtG2EYIpvNIpfLqeW80HT69R45IiIiIiIiIiIiIiL6dsJQKBERERERERF9y0VRhDvvvBPvf//7cfLkSfzUT/0UfvInfxK/+7u/+0193/e+971oNpvq68qVKwD2ApVRFKlwqKZp8H0fQRAgiqKhfyUcOhgKBfZCoxL0lNHvg+PngyBAr9dTTZ4ysl5GwMv7eZ6Hfr+PIAjUcgDAcRy0220VGPV9X72XYRiIokgFQ6WxNJlMIp/PQ9M09QVALZOIiIiIiIiIiIiIiF7eGAolIiIiIiIiom+5qakpHD9+fOixm2++GaurqwCAyclJAEClUhl6TqVSUb+bnJzE9vb20O+DIECtVlPP2S+VSiGfzw99AVDBTNd11Th2GQMvY+RN00QikYDv+3BdF8ALY+c1TVMB0MHGUPlyXVeNjpfQp+M4agy94zgqCGpZllovaRZNJpNIpVLqX2krHRxvH0XRUNjUNE3EcYx8Po9MJqOCoHvBUIZCiYiIiIiIiIiIiIheCRgKJSIiIiIiIqJvufvuuw8XLlwYemxhYQFzc3MAgEOHDmFychKf/exn1e9brRYee+wx3HvvvQCAe++9F41GA08++aR6zuc+9zlEUYRTp059Tevjui48z4PneSqgKaPcXdcdCnZKOFQCoIZhwDRNRFGEfr+v2jyltdPzPABANptFqVRCOp1Wo+TDMISmaWrkezqdhmEYSKfTsCxLBUg9z4OmabAsS42Ez+fzSKfTcF0XruuqkfKyPpqmqRHy0hYqzaMsCiUiIiIiIiIiIiIiemUwvtUrQERERERERET08z//83jNa16D97///fj+7/9+PP744/j93/99/P7v/z6AvQbOn/u5n8N/+k//CTfccAMOHTqEf/tv/y2mp6fxPd/zPQD2mkXf+ta3qrHzvu/jZ37mZ/CDP/iDmJ6e/prWJwxDNXIdgBoRr+u6Gscu4U7DMFQoNJlMQtd11TTa7XYRhiFyuRxs21btnDKWPo5jFQCVkKYsE4Bq/IzjGMlkEmEYwvd9tS4SVI3jGMViEbOzs+j1elhZWYHv+/A8D2EYqrZQeb9sNotkMqm2gYiIiIiIiIiIiIiIXhkYCiUiIiIiIiKib7lXvepV+PCHP4z3vve9eN/73odDhw7h13/91/Hud79bPedf/+t/jW63i5/6qZ9Co9HAa1/7WnziE5+AZVnqOX/8x3+Mn/mZn8Eb3/hGaJqGd73rXfiN3/iNr3l9pPFTwqEyEl7Xdfi+D9/30e/3YZqmCoDqug7TNJFMJhEEAfr9Pnq93lCLqIQzAajlDY5xj6IImqap9lEJpTqOgzAMYRgGDMNAFEUA9sKr3W4XzWYT7XYb5XIZBw4cQLvdRqVSQa/Xg+u6sCwLmqZB0zR4ngfbtpFKpdDtdlWjKBERERERERERERERvfwxFEpERERERERE3xbe+c534p3vfOeL/j6RSOB973sf3ve+973oc8rlMv7kT/7kG14X13XhOM7QKHjHceC6rhr17rougiBANpu9OoJ9L9wpIVHf91Xg0nEcAEAqlYJpmgD22kB1XR8KikqwNJVKQdd1RFGkQqmdTkeNex8cNZ/L5VRQdWtrCwBQLBZVWLTRaKh1NAwDvu/DNE1kMhk0m03VNEpERERERERERERERC9/DIUSEREREREREe0TRZEarR7HMTzPU22diUQCcRwjl8upZlAJbspYeRnZLiPewzBEv99XDZ3ymKZpSKfTqv1TRshLUFPTNKRSKdi2DWAvrOq6rgqHAoBt20in0yrI2mw20Wq1kMlk0Ov1UKlUUCgUVKOqNJSWSiXs7u4iiiLoOv+LiIiIiIiIiIiIiIjolYD/409EREREREREtI+0fSaTSXieB9/3VRuo53nodrtIpVKwLAuJRAKWZakAaBRFQyPZgyBAEASwLEs1hUoLqARHJeAZBAE8z0O/34fv+9B1HalUSr1XOp2G7/vwPE+NhpdwqQRR0+k0dnd3EQQBCoUCarUadnd3cfDgQQB7DaWWZaFQKCCbzcLzPFx9eyIiIiIiIiIiIiIiepljKJSIiIiIiIiIaB8JckpIE9gLU7qui2aziXq9jlwuB13XoWmaem4ikUAqlUIURej1evA8T4VDZdy8jI2XltHB9/M8D57nIQgC1Rzqui48z4PrurBtG5qmQdM0mKapXiehUc/zoGkaRkZGVGjUMAzs7OyoEKiMr/d9H/l8Hq1WC5weT0RERERERERERET0ysBQKBERERERERHRPolEQoU5E4kEXNdVAVBd15FMJhHHMcIwHAp+apoG27bVmHlN0xBFkRoP7/s+UqkUisWiCpPKcoIggOM4iOMYcRzDdV31WmkHlYBqFEWqkVR+lnWW0fDFYhHNZhNhGKJWq2FjYwPz8/MwDEOFTjOZDEzTRCLBVCgRERERERERERER0SsBQ6FERERERERERPtIA6eENX3fRxAEME0TY2NjME1TBTATiQQMw0Acx0gkEgjDEL7vI4oihGEIANB1HQAQx/HQ9wDU82T0vARQPc9Du91GPp9XjaKyvDiOEQSBahwdDIwahqHCqLlcDr7vo9PpoNvtot/vI5PJqPeT8fS+5/yj7l8iIiIiIiIiIiIiIvrm0L7VK0BERERERERE9O1GRsEnEomhEfFxHKvWz1QqhUwmA2AvpClj3SWwKU2eEtKU5UgYNJFIwPd9OI6jGkeBvbZRz/OQSCTgeR4ajQZc1wUAFRyVMKe0iLbbbXieB8MwYNs2DMNAIpGAaZpIp9MoFArQNA3dbldtYxzHSKVSyOVyKqhKREREREREREREREQvb2wKJSIiIiIiIiLaR0a6S9hT/pUW0CAIkEwmVdATgAp+xnEM3/eh6zoMw1DLA6BeL8+T1/m+r9o7pQ3UsixomgbHcVCv1wFABUGloTQIAvR6PSSTSWSzWaRSKcRxjCiK1HqbpgnLstBut7G9vQ1d15HNZmGaJuI4RjabhdPv7t8FRERERERERERERET0MsRQKBERERERERHRPjJ+vdfrQdM0mKapAp2O46hWTmn0jKIIiUQC6XRajY6PokgtC9gLhHa7XURRBNu21Xh6z/Pg+75qCPV9X7WLplIpAFCj5FutFjRNUyPrJZRqWZYaYT/43vI8WQfXdVGpVBCGIdLpNACo1lEiIiIiIiIiIiIiInr5YyiUiIiIiIiIiGgfCX0mEgnVzhkEAXRdh2maaqz84Eh4aQoNggCGYaDX68HzPGSzWTXmXRpBgRcaQj3PQxiG/3979x9bVX3/cfx17u9bSosF++MqIGKGMIE51EpUYgKhIPuB6CbIhiDDX0VTUYJuU/FHJpHEuB9G3aJAIi7ORIlj2UxFhDkKYklRiTaAlGpo0eH6i9Lec+/57I9yTji0X9xXW67c+3wkDTfn8zn3fs47794/yKufjxcuDQQCvoBnOBxWJBLxQqju+0hSPB5XPB73gqK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},
"metadata": {}
}
],
"source": [
"def imshow(inp, title=None):\n",
" \"\"\"Display image for Tensor.\"\"\"\n",
" inp = inp.numpy().transpose((1, 2, 0))\n",
" mean = np.array([0.485, 0.456, 0.406])\n",
" std = np.array([0.229, 0.224, 0.225])\n",
" inp = std * inp + mean\n",
" inp = np.clip(inp, 0, 1)\n",
" plt.imshow(inp)\n",
" if title is not None:\n",
" plt.title(title)\n",
" plt.pause(0.001) # pause a bit so that plots are updated\n",
"\n",
"\n",
"# Get a batch of training data\n",
"inputs, classes = next(iter(dataloaders['train']))\n",
"\n",
"# Make a grid from batch\n",
"out = torchvision.utils.make_grid(inputs)\n",
"\n",
"imshow(out, title=[class_names[x] for x in classes])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "EtqiyYuNzhFf"
},
"source": [
"## Training the model\n",
"\n",
"Now, let's write a general function to train a model. Here, we will\n",
"illustrate:\n",
"\n",
"- Scheduling the learning rate\n",
"- Saving the best model\n",
"\n",
"In the following, parameter ``scheduler`` is an LR scheduler object from\n",
"``torch.optim.lr_scheduler``.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"id": "9ORJI2wpzhFg"
},
"outputs": [],
"source": [
"def train_model(model, criterion, optimizer, scheduler, num_epochs=10):\n",
" since = time.time()\n",
"\n",
" # Create a temporary directory to save training checkpoints\n",
" with TemporaryDirectory() as tempdir:\n",
" best_model_params_path = os.path.join(tempdir, 'best_model_params.pt')\n",
"\n",
" torch.save(model.state_dict(), best_model_params_path)\n",
" best_acc = 0.0\n",
"\n",
" for epoch in range(num_epochs):\n",
" print(f'Epoch {epoch}/{num_epochs - 1}')\n",
" print('-' * 10)\n",
"\n",
" # Each epoch has a training and validation phase\n",
" for phase in ['train', 'val']:\n",
" if phase == 'train':\n",
" model.train() # Set model to training mode\n",
" else:\n",
" model.eval() # Set model to evaluate mode\n",
"\n",
" running_loss = 0.0\n",
" running_corrects = 0\n",
"\n",
" # Iterate over data.\n",
" for inputs, labels in dataloaders[phase]:\n",
" inputs = inputs.to(device)\n",
" labels = labels.to(device)\n",
"\n",
" # zero the parameter gradients\n",
" optimizer.zero_grad()\n",
"\n",
" # forward\n",
" # track history if only in train\n",
" with torch.set_grad_enabled(phase == 'train'):\n",
" outputs = model(inputs)\n",
" _, preds = torch.max(outputs, 1)\n",
" loss = criterion(outputs, labels)\n",
"\n",
" # backward + optimize only if in training phase\n",
" if phase == 'train':\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
" # statistics\n",
" running_loss += loss.item() * inputs.size(0)\n",
" running_corrects += torch.sum(preds == labels.data)\n",
" if phase == 'train':\n",
" scheduler.step()\n",
"\n",
" epoch_loss = running_loss / dataset_sizes[phase]\n",
" epoch_acc = running_corrects.double() / dataset_sizes[phase]\n",
"\n",
" print(f'{phase} Loss: {epoch_loss:.4f} Acc: {epoch_acc:.4f}')\n",
"\n",
" # deep copy the model\n",
" if phase == 'val' and epoch_acc > best_acc:\n",
" best_acc = epoch_acc\n",
" torch.save(model.state_dict(), best_model_params_path)\n",
"\n",
" print()\n",
"\n",
" time_elapsed = time.time() - since\n",
" print(f'Training complete in {time_elapsed // 60:.0f}m {time_elapsed % 60:.0f}s')\n",
" print(f'Best val Acc: {best_acc:4f}')\n",
"\n",
" # load best model weights\n",
" model.load_state_dict(torch.load(best_model_params_path))\n",
" return model"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6YCmfkSizhFg"
},
"source": [
"### Visualizing the model predictions\n",
"\n",
"Generic function to display predictions for a few images\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"id": "JtYakW-kzhFg"
},
"outputs": [],
"source": [
"def visualize_model(model, num_images=6):\n",
" was_training = model.training\n",
" model.eval()\n",
" images_so_far = 0\n",
" fig = plt.figure()\n",
"\n",
" with torch.no_grad():\n",
" for i, (inputs, labels) in enumerate(dataloaders['val']):\n",
" inputs = inputs.to(device)\n",
" labels = labels.to(device)\n",
"\n",
" outputs = model(inputs)\n",
" _, preds = torch.max(outputs, 1)\n",
"\n",
" for j in range(inputs.size()[0]):\n",
" images_so_far += 1\n",
" ax = plt.subplot(num_images//2, 2, images_so_far)\n",
" ax.axis('off')\n",
" ax.set_title(f'predicted: {class_names[preds[j]]}')\n",
" imshow(inputs.cpu().data[j])\n",
"\n",
" if images_so_far == num_images:\n",
" model.train(mode=was_training)\n",
" return\n",
" model.train(mode=was_training)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "b9bKXGG7zhFh"
},
"source": [
"## Finetuning the ConvNet\n",
"\n",
"Load a pretrained model and reset final fully connected layer.\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 0
},
"id": "QqkwG_MmzhFh",
"outputId": "9a4c9dcd-e5f3-4f24-839e-bc2b798ffdc8"
},
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"Downloading: \"https://download.pytorch.org/models/resnet50-0676ba61.pth\" to /root/.cache/torch/hub/checkpoints/resnet50-0676ba61.pth\n",
"100%|██████████| 97.8M/97.8M [00:00<00:00, 137MB/s]\n"
]
}
],
"source": [
"model_ft = models.resnet50(weights='IMAGENET1K_V1')\n",
"num_ftrs = model_ft.fc.in_features\n",
"# Here the size of each output sample is set to 2.\n",
"# Alternatively, it can be generalized to ``nn.Linear(num_ftrs, len(class_names))``.\n",
"model_ft.fc = nn.Linear(num_ftrs, 44)\n",
"\n",
"model_ft = model_ft.to(device)\n",
"\n",
"criterion = nn.CrossEntropyLoss()\n",
"\n",
"# Observe that all parameters are being optimized\n",
"optimizer_ft = optim.SGD(model_ft.parameters(), lr=0.001, momentum=0.9)\n",
"\n",
"# Decay LR by a factor of 0.1 every 7 epochs\n",
"exp_lr_scheduler = lr_scheduler.StepLR(optimizer_ft, step_size=7, gamma=0.1)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "IJBze7TnzhFh"
},
"source": [
"### Train and evaluate\n",
"\n",
"It should take around 15-25 min on CPU. On GPU though, it takes less than a\n",
"minute.\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 0
},
"id": "ycl4sxdzzhFh",
"outputId": "d763ef82-3151-4cd2-83bc-e3ebdcc56ad1"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch 0/9\n",
"----------\n",
"train Loss: 2.9693 Acc: 0.2355\n",
"val Loss: 2.0842 Acc: 0.4536\n",
"\n",
"Epoch 1/9\n",
"----------\n",
"train Loss: 1.9620 Acc: 0.4606\n",
"val Loss: 1.4341 Acc: 0.6002\n",
"\n",
"Epoch 2/9\n",
"----------\n",
"train Loss: 1.5304 Acc: 0.5679\n",
"val Loss: 1.1645 Acc: 0.6637\n",
"\n",
"Epoch 3/9\n",
"----------\n",
"train Loss: 1.2758 Acc: 0.6345\n",
"val Loss: 0.9869 Acc: 0.7163\n",
"\n",
"Epoch 4/9\n",
"----------\n",
"train Loss: 1.1201 Acc: 0.6751\n",
"val Loss: 0.8131 Acc: 0.7558\n",
"\n",
"Epoch 5/9\n",
"----------\n",
"train Loss: 0.9703 Acc: 0.7278\n",
"val Loss: 0.7719 Acc: 0.7726\n",
"\n",
"Epoch 6/9\n",
"----------\n",
"train Loss: 0.8462 Acc: 0.7528\n",
"val Loss: 0.6557 Acc: 0.7971\n",
"\n",
"Epoch 7/9\n",
"----------\n",
"train Loss: 0.7088 Acc: 0.8058\n",
"val Loss: 0.5509 Acc: 0.8342\n",
"\n",
"Epoch 8/9\n",
"----------\n",
"train Loss: 0.6460 Acc: 0.8336\n",
"val Loss: 0.5269 Acc: 0.8366\n",
"\n",
"Epoch 9/9\n",
"----------\n",
"train Loss: 0.6193 Acc: 0.8379\n",
"val Loss: 0.5238 Acc: 0.8420\n",
"\n",
"Training complete in 5m 53s\n",
"Best val Acc: 0.842011\n"
]
}
],
"source": [
"model_ft = train_model(model_ft, criterion, optimizer_ft, exp_lr_scheduler,\n",
" num_epochs=10)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 923
},
"id": "c80qeSpIzhFi",
"outputId": "572fd357-b0af-46fa-f26f-5bc66f6980ce"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"visualize_model(model_ft)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "vJTTbA44zhFi"
},
"source": [
"## ConvNet as fixed feature extractor\n",
"\n",
"Here, we need to freeze all the network except the final layer. We need\n",
"to set ``requires_grad = False`` to freeze the parameters so that the\n",
"gradients are not computed in ``backward()``.\n",
"\n",
"You can read more about this in the documentation\n",
"[here](https://pytorch.org/docs/notes/autograd.html#excluding-subgraphs-from-backward)_.\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"id": "EJnsmCCozhFi"
},
"outputs": [],
"source": [
"model_conv = torchvision.models.resnet50(weights='IMAGENET1K_V1')\n",
"for param in model_conv.parameters():\n",
" param.requires_grad = False\n",
"\n",
"# Parameters of newly constructed modules have requires_grad=True by default\n",
"num_ftrs = model_conv.fc.in_features\n",
"model_conv.fc = nn.Linear(num_ftrs, 44)\n",
"\n",
"model_conv = model_conv.to(device)\n",
"\n",
"criterion = nn.CrossEntropyLoss()\n",
"\n",
"# Observe that only parameters of final layer are being optimized as\n",
"# opposed to before.\n",
"optimizer_conv = optim.SGD(model_conv.fc.parameters(), lr=0.001, momentum=0.9)\n",
"\n",
"# Decay LR by a factor of 0.1 every 7 epochs\n",
"exp_lr_scheduler = lr_scheduler.StepLR(optimizer_conv, step_size=7, gamma=0.1)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "dUP9Jp1EzhFi"
},
"source": [
"### Train and evaluate\n",
"\n",
"On CPU this will take about half the time compared to previous scenario.\n",
"This is expected as gradients don't need to be computed for most of the\n",
"network. However, forward does need to be computed.\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 0
},
"id": "E3W00L61zhFi",
"outputId": "1bbb985a-528b-4d1d-f070-f52fbff73b27"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch 0/9\n",
"----------\n",
"train Loss: 3.2838 Acc: 0.1639\n",
"val Loss: 2.8723 Acc: 0.2729\n",
"\n",
"Epoch 1/9\n",
"----------\n",
"train Loss: 2.8245 Acc: 0.2946\n",
"val Loss: 2.4983 Acc: 0.3704\n",
"\n",
"Epoch 2/9\n",
"----------\n",
"train Loss: 2.5335 Acc: 0.3677\n",
"val Loss: 2.2705 Acc: 0.4225\n",
"\n",
"Epoch 3/9\n",
"----------\n",
"train Loss: 2.3705 Acc: 0.4072\n",
"val Loss: 2.0986 Acc: 0.4865\n",
"\n",
"Epoch 4/9\n",
"----------\n",
"train Loss: 2.2559 Acc: 0.4175\n",
"val Loss: 1.9542 Acc: 0.5117\n",
"\n",
"Epoch 5/9\n",
"----------\n",
"train Loss: 2.1479 Acc: 0.4403\n",
"val Loss: 1.8635 Acc: 0.5171\n",
"\n",
"Epoch 6/9\n",
"----------\n",
"train Loss: 2.0608 Acc: 0.4599\n",
"val Loss: 1.7873 Acc: 0.5398\n",
"\n",
"Epoch 7/9\n",
"----------\n",
"train Loss: 1.9653 Acc: 0.4916\n",
"val Loss: 1.7561 Acc: 0.5446\n",
"\n",
"Epoch 8/9\n",
"----------\n",
"train Loss: 1.9610 Acc: 0.4931\n",
"val Loss: 1.7462 Acc: 0.5566\n",
"\n",
"Epoch 9/9\n",
"----------\n",
"train Loss: 1.9481 Acc: 0.4888\n",
"val Loss: 1.7380 Acc: 0.5554\n",
"\n",
"Training complete in 1m 29s\n",
"Best val Acc: 0.556553\n"
]
}
],
"source": [
"model_conv = train_model(model_conv, criterion, optimizer_conv,\n",
" exp_lr_scheduler, num_epochs=10)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 923
},
"id": "xI_eFV3rzhFj",
"outputId": "f2c121e4-2d00-4755-c97e-0fe7e46381ee"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"visualize_model(model_conv)\n",
"\n",
"plt.ioff()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "oGyX6XpFzhFj"
},
"source": [
"## Inference on custom images\n",
"\n",
"Use the trained model to make predictions on custom images and visualize\n",
"the predicted class labels along with the images.\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"id": "PSVIq1DLzhFj"
},
"outputs": [],
"source": [
"def visualize_model_predictions(model,img_path):\n",
" was_training = model.training\n",
" model.eval()\n",
"\n",
" img = Image.open(img_path)\n",
" img = data_transforms['val'](img)\n",
" img = img.unsqueeze(0)\n",
" img = img.to(device)\n",
"\n",
" with torch.no_grad():\n",
" outputs = model(img)\n",
" _, preds = torch.max(outputs, 1)\n",
"\n",
" ax = plt.subplot(2,2,1)\n",
" ax.axis('off')\n",
" ax.set_title(f'Predicted: {class_names[preds[0]]}')\n",
" imshow(img.cpu().data[0])\n",
"\n",
" model.train(mode=was_training)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 426
},
"id": "5vggKlbTzhFj",
"outputId": "cb82e9de-dc31-4dad-a4df-107939d71581"
},
"outputs": [
{
"output_type": "error",
"ename": "RuntimeError",
"evalue": "ignored",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-15-112b4a2928b3>\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m visualize_model_predictions(\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mmodel_conv\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mimg_path\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'/content/drive/MyDrive/Colab Notebooks/data/44 Class 4478 Brain Tumor Images Split 0.627 Shuffle Rename/val/Astrocitoma T1C+/150 - IMG-0007-00014_big_gallery.jpeg'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m )\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m<ipython-input-14-1b5d11e5c94d>\u001b[0m in \u001b[0;36mvisualize_model_predictions\u001b[0;34m(model, img_path)\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mImage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata_transforms\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'val'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munsqueeze\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torchvision/transforms/transforms.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, img)\u001b[0m\n\u001b[1;32m 93\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 94\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mt\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransforms\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 95\u001b[0;31m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 96\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 97\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1499\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_pre_hooks\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_hooks\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1500\u001b[0m or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1502\u001b[0m \u001b[0;31m# Do not call functions when jit is used\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1503\u001b[0m \u001b[0mfull_backward_hooks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnon_full_backward_hooks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torchvision/transforms/transforms.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, tensor)\u001b[0m\n\u001b[1;32m 275\u001b[0m \u001b[0mTensor\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mNormalized\u001b[0m \u001b[0mTensor\u001b[0m \u001b[0mimage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 276\u001b[0m \"\"\"\n\u001b[0;32m--> 277\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mF\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnormalize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtensor\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstd\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minplace\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 278\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 279\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torchvision/transforms/functional.py\u001b[0m in \u001b[0;36mnormalize\u001b[0;34m(tensor, mean, std, inplace)\u001b[0m\n\u001b[1;32m 361\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"img should be Tensor Image. Got {type(tensor)}\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 362\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 363\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mF_t\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnormalize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtensor\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmean\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstd\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstd\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minplace\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minplace\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 364\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 365\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torchvision/transforms/_functional_tensor.py\u001b[0m in \u001b[0;36mnormalize\u001b[0;34m(tensor, mean, std, inplace)\u001b[0m\n\u001b[1;32m 926\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mstd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 927\u001b[0m \u001b[0mstd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mview\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 928\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mtensor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msub_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdiv_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstd\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 929\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 930\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mRuntimeError\u001b[0m: output with shape [1, 224, 224] doesn't match the broadcast shape [3, 224, 224]"
]
}
],
"source": [
"visualize_model_predictions(\n",
" model_conv,\n",
" img_path='/content/drive/MyDrive/Colab Notebooks/data/44 Class 4478 Brain Tumor Images Split 0.627 Shuffle Rename/val/Astrocitoma T1C+/150 - IMG-0007-00014_big_gallery.jpeg'\n",
")\n",
"\n",
"plt.ioff()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "HtpVRKGBzhFj"
},
"source": [
"## Further Learning\n",
"\n",
"If you would like to learn more about the applications of transfer learning,\n",
"checkout our [Quantized Transfer Learning for Computer Vision Tutorial](https://pytorch.org/tutorials/intermediate/quantized_transfer_learning_tutorial.html).\n",
"\n",
"\n",
"\n"
]
}
],
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"name": "python3"
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"name": "ipython",
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
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"colab": {
"provenance": [],
"machine_shape": "hm",
"gpuType": "A100"
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