diff --git "a/src/model_dev.ipynb" "b/src/model_dev.ipynb" new file mode 100644--- /dev/null +++ "b/src/model_dev.ipynb" @@ -0,0 +1,744 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "fea593d2", + "metadata": {}, + "source": [ + "# **Bone Break Image Classification**\n", + "\n", + "This notebook will serve as a development environment for the development of [Bone Break Image Classification](https://www.kaggle.com/datasets/pkdarabi/bone-break-classification-image-dataset) dataset for my CCS 229 - Intelligent Systems Course.\n", + "\n", + "In this notebook, we will have the following objectives:\n", + "- Load the dataset with the `Dataset` object\n", + "- Plot images from the dataset for a glance of the dataset\n", + "- Define preprocessing and augmentation steps\n", + "- Define PyTorch CNN class architecture using `nn.Module`\n", + "- Define and prepare necessary hyperparameters for model training\n", + "- Train the model with *n* epochs\n", + "- Evaluate the model and plot its performance with accuracy and loss\n", + "- Save the model with `torch.save` as a `.pth` file\n", + "- Load the model once again to perform a sample prediction\n", + "\n", + "https://chatgpt.com/share/682becfc-2a60-8006-bc9f-a34971da149e" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "366123e4", + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "from torchvision import datasets, models\n", + "from torch.utils.data import DataLoader, random_split\n", + "from torch.optim.lr_scheduler import ReduceLROnPlateau\n", + "from torch import nn, optim\n", + "from torchvision.transforms import v2\n", + "from pathlib import Path\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "from tqdm import tqdm\n", + "from datetime import datetime" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "19f4ce3c", + "metadata": {}, + "outputs": [], + "source": [ + "dataset_path = Path('../data/')\n", + "full_dataset = datasets.ImageFolder(root=dataset_path)\n", + "idx_labels = full_dataset.class_to_idx" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "12695bf1", + "metadata": {}, + "outputs": [], + "source": [ + "train_size = int(0.8 * len(full_dataset))\n", + "test_size = len(full_dataset) - train_size\n", + "train_dataset, test_dataset = random_split(full_dataset, [train_size, test_size])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ceac0616", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "figure = plt.figure(figsize=(8, 8))\n", + "cols, rows = 3, 3\n", + "for i in range(1, cols * rows + 1):\n", + " sample_idx = torch.randint(len(train_dataset), size=(1,)).item()\n", + " img, label = train_dataset[sample_idx]\n", + " figure.add_subplot(rows, cols, i)\n", + " plt.title(list(idx_labels.keys())[list(idx_labels.values()).index(label)])\n", + " plt.axis(\"off\")\n", + " plt.imshow(img)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "12b09ce8", + "metadata": {}, + "outputs": [], + "source": [ + "# defining transformation pipeline\n", + "transform = v2.Compose([\n", + " v2.Grayscale(num_output_channels=3), # Convert to 3-channel for model compatibility\n", + " v2.Resize((224, 224)),\n", + " v2.RandomAffine(degrees=15, translate=(0.1, 0.1)), # Better than just rotation\n", + " v2.ColorJitter(brightness=0.2, contrast=0.2), \n", + " v2.RandomHorizontalFlip(),\n", + " v2.RandomRotation(15),\n", + " v2.ToImage(),\n", + " v2.ToDtype(torch.float32, scale=True),\n", + " v2.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) # ImageNet stats\n", + "])\n", + "\n", + "# Apply transforms\n", + "train_dataset.dataset.transform = transform\n", + "test_dataset.dataset.transform = transform" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e25a8579", + "metadata": {}, + "outputs": [], + "source": [ + "# --- DataLoaders ---\n", + "BATCH_SIZE = 16 # Reduced for CPU training\n", + "train_dataloader = DataLoader(train_dataset, batch_size=BATCH_SIZE, shuffle=True)\n", + "test_dataloader = DataLoader(test_dataset, batch_size=BATCH_SIZE)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "4ce957e3", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-2.117904..2.4482791].\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feature batch shape: torch.Size([32, 3, 224, 224])\n", + "Labels batch shape: torch.Size([32])\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAakAAAGzCAYAAACVYeimAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs/Qm0LFlVJo5/MeQ83OHN79WrVxNVFAVVTFrQIoNMAk0vBLVRbEFYiP0TB3Asl4qAq4t2atsRu/8KrhaWNt2K3djiQlCxFVCwSxQBKawBqKo33ynnjIz/+vY5O/JkvLzDe3Xvu9P53oqXNzMjIiMjI84+e+9vfztI0zSFh4eHh4fHDkS43Qfg4eHh4eGxGryR8vDw8PDYsfBGysPDw8Njx8IbKQ8PDw+PHQtvpDw8PDw8diy8kfLw8PDw2LHwRsrDw8PDY8fCGykPDw8Pjx0Lb6Q8PDw8PHYsvJHy2FK85jWvQRAEsjz+8Y/f1uO47rrrNrTu/fffL8f77ne/O3vtp37qp+Q1j52He+65J7vGuPyP//E/tvuQPDYR3kh5bDkOHjyI//bf/hve8Y53TLxOo8HBX/Hnf/7naw4yNDT1eh37DTxP7iDsLt1u96odx//5P/9n4vfaLjz72c+Wa0Fx6tQpub5+7Md+bFuPy2NrEG/Rfj08MtRqNXzbt33bth7Df/2v/xWj0eiKt//xH/9x/OiP/ii2C0984hPxAz/wA5e8XiwWr6qR+tVf/dUdYahczM3NyfXFSc5/+A//YbsPx2OT4Y2Ux75AoVBYd53hcLiqIYvjWJbtwokTJy7L0LfbbVSrVewGtFotmch4eEyDD/d57Gr84R/+IV7ykpfg+PHjKJVKuPHGG/H2t78dSZKsmZPSvNPP/dzP4Rd/8RdlO27/T//0T1M/Z1pOis/f+MY34v3vf7/k27j9bbfdhg9+8IOXbP+Vr3wFr33ta3HkyJFsvd/6rd/atPAXP/9Tn/oUnvnMZ4px0tDXRs8P8YlPfAIvfvGLxTOh0bj99tvxn//zf87OH70o/d66uGFaPq6X29OQ7Re/+EX5rEajgVe96lXyHicI/C14bsrlspyrN7zhDbh48eKmnCeP3QnvSXnsOCwvL+PcuXOXvN7r9S55jQMgB703v/nN8viRj3wEP/mTP4mlpSX87M/+7Lqf9a53vUvyOt/5nd8pg/j8/PxlhQX/7//9v/j93/99/H//3/8nA+4v/dIv4RWveAUefPBBHDhwQNY5ffo0nva0p2VG7dChQ/jjP/5jvO51r5Pj/P7v//51P2cwGFxyTmiM1Fs6f/48XvSiF+GVr3yleFwc4C/n/HzoQx/Cv/7X/xrHjh3D933f9+Ho0aP47Gc/iw984APynMbioYcekvWY/3k0oMf6whe+EM94xjNkkqDfgZ/B4/2O7/gOfO/3fi/uu+8+/Mqv/Ar+3//7f/irv/qrDXnDHnsQ7Cfl4bFVePWrX52eOnVqQ+v+2Z/9GXubrbnUarWJbdrt9iX7ecMb3pBWq9W02+2uehz33Xef7K/ZbKZnzpyZ2F7fe9e73pW99pa3vEVec8HnxWIxvffee7PX/v7v/15e/+Vf/uXstde97nXpsWPH0nPnzk1s/8pXvjKdmZmZ+h1c8LinnQseE/GsZz1Lnr/zne+8ZNuNnJ/hcJhef/318jkXL16cWHc0GmV/f/d3f/cl58D93fi43nnk78DXfvRHf3Ri3b/8y7+U19/znvdMvP7BD35w6uvToMfxvve9b911PXYPfLjPY8eBM33O2PPLC17wgkvWrVQql3hgX/u1Xys5mc997nPrfha9Hno2V4rnPe95EkJTMETWbDbxL//yL/Kctux//s//iZe+9KXyN49PF3oTi4uL+Lu/+7t1P+fOO++85Hx8+7d/e/Y+vUB6IFdyfuip0GuhRzc7Ozux/VbR7v/9v//3E8/f9773YWZmBs9//vMnztFTnvIU8QD/7M/+bEuOw2Pnw4f7PHYcnvCEJ8jgn8fv/M7vXPLaZz7zGWHeMYzFEJYLGoD1cP311z+qY7322msveY05Hc2jnD17FgsLC/gv/+W/yDINZ86c2RCNf9o5cYkV05h+Gzk/zA8RV6uOjQSUa665ZuK1L3zhC3I8hw8fvuJz5LE34Y2Ux64FB/9nPetZ4rm87W1vE4+GCXd6Jj/yIz+yodyS62lcCaIomvq6iQYaMgDBPNGrX/3qqevS+3q0mPY9NuP8bASreVvTyBnq9YXhZBCHx0ID9Z73vGfqNo/G2/XY3fBGymPXgmwyEgZIXCCrTcHQ1U4BB1cSKjhgr+UJbef50XDlP/7jP655jKsZI3qOahRdPPDAAxs+Vh7Dn/7pn+JrvuZrHvXEwWNvweekPHYt1ItRr4Xo9/v4tV/7NeykY2Tei3kpGoE8GA7cys/eyPl58pOfLGFP0r/zhsbdVmuZ8utQ8YGf9dGPfnTi9cv5Hb75m79ZDDnp8dPYgPnP9Ng/8J6Ux67Fv/pX/0pm8QyjkbLMmT7p0e7AuhNAOSgm/kl+eP3rX4/HPe5xuHDhgoTd6D3w7+08Pwy9/fqv/7qQO6hsQQIGqegkVjCn9Sd/8ieyHkkMBPdF0gcNEynvJDx80zd9E375l39ZPoNeEanrl5NHYliSFPS7775btPhIkiHlnLkqkipYr/WN3/iNm3yGPHYDvJHy2LVgHRIHQ8oFkRyg8jjPfe5zZRDdKWDN0t/8zd9IXoihN3oYPHYWrf7H//gfd8T54XMa0re+9a34+Z//eckR0djQqCpe/vKX43u+53vwu7/7u0JiobGjkSJooFjL9c53vlNyTvSMWId1OWQMbktD+Bu/8RtSjEyCBQuwecwMA3rsTwTkoW/3QXjsXVBhgMwyeg0cdPIUZw+PRwuGCcmmZMHvy172MvG8vNe1d+A9KY8tx5e+9CUhENBzmJaX8fB4NPiHf/gHPOlJT9ruw/DYInhPymNLQS08yukQLMqkPJCHx2ZiZWUFH//4xyco/avVW3nsPngj5eHh4eGxY+Ep6B4eHh4eOxbbZqQo+0/mDivgSc0l+8nDw8PDw2PbjdTv/d7vSeuAt7zlLcL6uuOOO4QC6/W5PDw8PDy2PSdFz+mrvuqrpFcMwZqMkydPSg3GRlp0c30m4yk3s1UqzR4eHh4eWweaHirzsyFnXstxWynolGVhB9G77rore40HSM2wj33sY1O3YbM7t+Edu5yyat/Dw8PDY/eXqORV8bc13MceMSy+086hCj5/5JFHpm5DqRRKr+iiBopfjppeL3nJa9isgI7hVfkOHh4eHh6bA0bEdj27j14Xe83oQuNEsAUBl0KhA4D6Z55N7+Hh4bGbsF7K5qqH+9i8jcKUp0+fnnidz48ePTp1G2qBcVkdDAXSUHl4eHh47CVcdU+K3UMpIvnhD394ggjB509/+tOv9uF4eHh4eOxgbIt2H+nnbB/w1Kc+FV/91V8tfWxarZa0CPDw8PDw8NhWI/Vv/+2/lWZvP/mTPylkCfaw+eAHP3gJmWI9+AyUh4eHx97Gtqmgv/GNb5Tl0WAIYNk+enh4eHjsPezqVh2DFBiMgKF3qTw8PDz2JHa1kVoeAIsrQNe7Uh4eHh57ErvaSLVppNrAwBspDw8Pjz2J3W2k+ikuLlBqabuPxMPDw8NjK7ArFCdWw9mlHh76yjl0u2NdPw8PDw+PvYNd7UktrfRx/nwH/f5guw/Fw8PDw2MLsKuN1P33L+IfPv05LC0ubfeheHh4eHhsAXZ1uO/c2Qt44P770W63t/tQPDw8PDy2ALvaSJ09cwH333cf2u3Wdh+Kh4eHh8cWYFeH+1rnzmDxs/+AUc+H+zw8PDz2Ina1kep320ja7CPlOegeHh4eexG7OtzXaZ8HwG6+noLu4eHhsRexu41Uh7kokiaS7T4UDw8PD48twK4O93W7NFJdtk3c7kPx8PDw8NgC7GpPanmZhAlvoDw8PDz2Kna1kep2Ott9CB4eHh4eW4hdbaQuXCCzz8PDw8Njr2JXG6n+gjdSHh4eHnsZu9pIjVYWtvsQPDw8PDy2ELvaSAEPb/cBeHh4eHhsIXa5kfL1UR4eHh57GbvcSHl4eHh47GV4I+Xh4eHhsWPhjZSHh4eHx46FN1IeHh4eHjsW3kh5eHh4eOxYeCPl4eHh4bFj4Y2Uh4eHh8eOhTdSHh4eHh47Ft5IeXh4eHjsHyN1991346u+6qvQaDRw+PBhvOxlL8PnP//5iXWe/exnIwiCieW7vuu7NvtQPDw8PDx2OTbdSP3FX/wFvvu7vxsf//jH8aEPfQiDwQAveMEL0Gqxi+4Yr3/96/Hwww9ny8/8zM9s9qF4eHh4eOxybHr7+A9+8IMTz9/97neLR/WpT30Kz3zmM7PXq9Uqjh49utkf7+Hh4eGxh7DlOanFxUV5nJ+fn3j9Pe95Dw4ePIjHP/7xuOuuu9But1fdR6/Xw9LS0sTi4eHh4bEPkG4hkiRJX/KSl6Rf8zVfM/H6b/zGb6Qf/OAH009/+tPp7/zO76QnTpxIv+EbvmHV/bzlLW9Jeah+8Ytf/OIX7KllcXFxTTuypUbqu77ru9JTp06lX/rSl9Zc78Mf/rAc7L333jv1/W63K19EF+5vu0+sX/ziF7/4BVtupDY9J6V44xvfiA984AP46Ec/imuuuWbNde+88055vPfee3HjjTde8n6pVJLFw8PDw2N/YdONFL2z7/me78Ef/MEf4M///M9x/fXXr7vNPffcI4/Hjh3b7MPx8PDw8NjF2HQjRfr5e9/7XvzhH/6h1Eo98sgj8vrMzAwqlQq++MUvyvsvfvGLceDAAXz605/Gm970JmH+3X777Zt9OB4eHh4euxnpJmO1uOO73vUuef/BBx9Mn/nMZ6bz8/NpqVRKb7rppvSHfuiH1o1LuuC62x1H9Ytf/OIXv+BRL+uN/YE1LLsKpKDTM/Pw8PDw2N1gmVKz2Vz1fa/d5+Hh4eGxY+GNlIeHh4fHjoU3Uh4eHh4eOxbeSHl4eHh47FhsWTGvh4eHx85AkJuPh/Y1LgS5YwP76LHT4I2Uh4fHHkfoDHU0TJFd1FglAEZ2cQ2VN1o7Ad5IeXh47CKocVntvdQaG1gDVGFjIAAN57UYiEtAoQxUykAQAP0u0O8DgwEw6ljPij3wVgC0VzFY6o3xc0t2OC3a4wvtcSR2H0O7T4/LhTdSHh4eOwjBlCWcNDBiFIJLtwli+/LIGB7ZrmwNVd0YmtS+HpeBYhVBqQqEARAOgGiAoDBAiAECDJCmLSSjRaTJCjDoAKl6XNZQ8vP4gWkIhBUgLABRZfx+OjRLEgFpD0jV+OU9No+14I2Uh4fHDkLseCYF+7zkhOgKUwyVNQqFEhBFQEgjFAFBzuNKEmBkjUOpCJTKiKpVBNymxs1CRFEoDVmDIESSDNFeWUG3tQI88kVgSM+qY72yKlCghxaY/ZZp9IoIKDJgPzcdWM+MPfW47fAigLPWM/Ne1UbhjZSHh8dVgBqWon2MnZyQzRmFMVBrIigUEBcqWdgsDAsIgghhGDmvuUNXiCAIEJVKsg6NTlyIEYTcJkQYhYjCCL1uByMaFG5RKCAsFhEXSwjCAKPRyBqpSNQPCsUiyqUy2u0WOq0Wlg/PIRgNUa4UUCzWEMcVjIIIw2GCfreDJAgwCgIMwwijUYLBgAZuGf1OB8OlZXucmv8yx+CxMXgj5eGxL+GGy9It3L8+Ws8oqNq/S0CgYTF6P2UEUQloHkJULqNUrWabx1GMMAwQRfH4tThGICE++1IQSDsfGiMapWKxhDiOZBuuWyjEWF5ewXA4kHXNawW7zxTD4VBep5Gbm5tFuVLB3NycdAzvdDo4PTsrRoyvVWs1lMpFDAcJBv0+Vlor6PcHso9et4t+vy/bcH/8N4oijBjyo4clpzq9Cud/78AbKQ+PPQt6HTQEcBL86tG44bK+XXrOgOnSsy8H3K5mc0HzQFgC4gpQqdKyAMUy4kJJPBh6LUSSjMSoFEslzB06JAai3mg4ewzE2+H6hbiAKI6MQeJzMTTGY+Jr6g2pkeI+xVgEAQYDY6Dq9TrK5TLKlbLsm6+fPXsWy0tLWFlZES+K+63VaigWi7LQu6Je6GNvfSzm5kJUawFWVoDhMMVgMMKgz8cE58+dl31cuHABp0+fxuLCAh5oNrGyeBFL588Ci1Wgv2zJFMoo7NrwH8+/Rx7eSHl4bAs0zOXkWjjTZhKfeZNLGgokuceRQyzQ0Bk9Es3JFBBGBQmVMc/CHAtDZGFYRBiY9/ia8AtkgCRRoIc0HSEdjTAYJkiSREJkknNhbiVjzTnfQT/PGhxj06pAwDDaAYSFMoJCFWGlgqAQi5dEw1EolTJvKBklxmiUyjh4+JC09MkLjoZBKMaJBiMuFGSdghihWB6jmJ5UMcsrFYuxrB+FBYxG/Ax+hUS+c6NRRblckoWgF8TzwH2L0YtjMXQ8Jp4L+fwwRK1eR6lMIxvYr5wipAdXjJBUQjFYo1Eq34/rEzzOTqeLcrUq57wbAkm7hkH/IpCQVDEwnmSWo9Lfm2xA72ER3kh5eGwLIutxWK8jPAzERUm+CxV6yCT/0KEud6y307Kv9R2vaMZ6LlWg1BRCQDA3h1KlIiQALhzYS8WiDLIcjOklcCDmgCxIUzFKw2SIfq+PhYUFrCwv46EvfQnJ8gpw8QIw6luGG8ZGsVJn62ygWjOGdWTfD0PE4omUUCqXUKJnU4hRq9ZQtM+N52M8tkq1KgP6oUOH5Hhn5+YmzpbknKJI1hHPZqaJYjFEhU5aBSgUzGHQZtJe8jTS8LRbQLcLtNtm4SEyksj1Y3IweHb7PAeHUS5X5LyI8QwDCTPSUFXabQnl8XV6ShfOm/3wfDGMWK83xLiFNGyVsqxXqVbkOzD8Nz8/L+fzzJkz+MqXvize1YVHHkba7pgDpGdF9h+WsgmD+dsbKsIbKQ+PbUFiDQ8HohUgJfuLVGVOtUfWkxo5iw5YBbso+40eWFPo1CjXUWzMoMBw2YGDMmBykCXYkafX76M/GMgsn3+rseLAT4NBw5GCYauBGLNqtYZOu4NOqYQuDVoUIAoD2c6QEiIUqlVEHPG5iBOQGg+GA3ytarwTGsdiSQbyesOE2viZDOtF6nGIkSrj0CE2Ry2i3ighHRmnUpwZOpcIxWspFCNUqyHiODDGhpwLpntSYDgA+j0z9nM72nsuvW6KxcWWfP8AQ4QRjRC9S7L4+F4fvV4P/V5PjoWGJixGYhy5426nI+eQOSoaHp4jWkF+DzZv5fnjNjRcbo6M3/nwaCT75HOeD4YVa5WKsAY7S8tonz+NpLME9BZyExj+5l3He94LcIgygvVDnN5IeXhsC1InF8SnS5N1qFMRWq+JDDlSp8sIwhKiwiyCWg1ho4HqLJP+VcwfmM/CV91uT5L57VZbBlEy2chKY7iL3onmd2r1mgyufF/JBRcvXhBvaxSGKBSK8lq1VhUDxbAaB2nxPEzcUB4lnCfr1eTzuegA3Ww2xDjRINFjEjZeYMJifG3+AAdz4yHRyHAR5rh9pFEi14EMco0y0njQQA0GJECk1jDRM2TOyETVBkMywVvodrtijIT1R2+P3200EuPDRy70OulJcafcN1/jNoPhUNiBy8vLsh85Z9YjpeHlvgiTEytmRmp2dlZCkfybrzNnRa9reWkZi4sLss9eFGA4fNiWUOkgrp40cozA3WywNDzNCVa4ISPlmx56eOwqxDY0eAMO3/JYzB45gsfe+jgcOHQIh44cQRCGMqgyVLe8siKz9gvnz8sgfO7cOXQ7XXR7XcmliIEql603VcXc/JwMoq731Wq1xGvgIM38DF/jZ1iTJINvHBckvMVB2RgbE5KjkaIh4v7pQZVKMZrNEDE9sth4QhzXy6yDZT4uCNDvMX8UiEek4AhlwmvmOY0a/5bo4ohhPBqegRiPXrcn37XfG2CYJEiGJg/FY5bv0u9PGCkaVILekRopMvg0TNlutYSpt7LSks/luVFDN+gPUCgWJH+mRpqTACF0FItinPj9OVaVSjxH/KwRkuEQZ84syD55zI985Ss4d/YM/uZj/xe9ixcxvHiRMUgWWsGE/ZzJjFixvkO22E0oO6ocSug5u27TQ+9JeXjsGrBgdR7lxnE0DlyPUzffgkPHj+Fxt9+MAwdncejQHDodoNMd4JGHDWutRYMiA7KZ3TOxT0hYSgZ70qgZAuxKSGuUGC+KAzhJDTRmzM2gyECgYdpxYOZATM9BvQUaIlNbZFh6Etqr19FolDEzU8X8TBXlUoR61TgKFH7o2TGWTosd48U7Ug+q30/E4+MxGkNljocrJ0N6SqkQPForHfEWlxYXxXi0Ox0xBDL/tt+FYUUaKHpDwwHDfYYFaNajxzW0XqYJd5oDSmV/XEhd5364T64npJJ+T3J45rjDjASi3mmRbh+H5nJZjDKNZblclF3zN5kf1NDv1zE/X8L583NYXF5B+/wFdC6cR6+1gmG/i07nPPp9ThTaQJ+STXQraaAK1gsZWsO1GwyWkkIurwGHN1IeHrsFpHM3n4yDN92C257yFNzxxCfixInDeMLth9BoBKjVgS89CJw/38PFC4uyCUkQHFgZmqPR4MyeAyxDfxxgxQAgFY+DLDTNqRik4o2Y/BjECHHgnZufl3wVZ7/0oMRrEpWGce2PFsUeOFjA4cMxTs4DNZIbbCaOmgsPPgSQO7C8bIwTFzo26jUtLnSxtNyVYzXfwRhaPtKo0Jh0u8bLoXdDI8Ui2sGgb0ghNhyXnb4wQhylSCRnZunrcZwx+PQ78xwEjBMyF9WloejI54lRSxJTB9VuS0RHj4vnRin13G+lXJHvwe0lH9irS44tPtBApRrjxIkaymV6mvMYJtegtTLEtaduxsKFBVy8eBGnHzmNxaVFPHj/Azh//jwuXriAlOSVXg/o8Oy1nTNJo7WwXqx4B4AeYJrTOFwf3kh5eOxoUHPuMI5KaO84Tt70VThy/ARO3XADTl1/GLOzzOsEaLe5pFhYGKLdIuusgObMjAyQZNUxBDa8QFkeGiEatLooI9ADYciOgz9rk+g1kfiQjlKM0hGilIy5UIyTYQaWhLXWbDRw4OABHD5cRaMR48BsjJghRDsUUX1BqOLlELUKQ4tAPwWWBsByG1hqpzh7digkRtLFTbHu2KMa20bjCRFSD2WND3NG+jq9LRpI8ZxsOFJzZUpmoBdFD4+eIr2drArM5p24T/mbw6f1gNRga+0VQUPOkCCNG88vw5SScysb71HzcUKksDVcegwMN/KQ250i+v2y5N46HdZ3me/2uMfNIkiqQHIQ55euwUqrj6985YlYXGjJsnD2DNpLSzj90ENYWryAlZUFLFw4i1F3BVg+B+Cirb/S0OB2kyPcgmU4dXqFdYSCJ+GNlIfHjkSAICoiikmAuAHHb7oTx268AY9/wm2Yn6dxOCxeSrkcCQOu3yMDjTmkBL0eQ04xqlVKC41n80sRvSuGwGgYClJEy/CWhKZsPkkMAAdo5p+sVBAHXaWIc92ZGRa2NjF/YA7Hj5cxNxvj6DxQYDRSOYsMoaVARHUIKwwxSIyRWmwDCwvASsvM/GkTaJyUocdjYjhPIpNidEhiMKQMXSKqVURGeYLGgYZDwmrW22o06kL0IHo9443FEjY0XqHmn0woMZVtsuQ8Q3qWXEKDp8QQXV9yWazXigumYNjm8ehN1Szdn+fX7MvqS1AyaThEt9sX8mYclSRcKVHXgB5kiGPHqqgVuQCLdJi6wHWngOWlHlaW+zh95jQuXlzAF794H06fPoPz5y9gUPgS+kuLSPqs6QpsiR3FcG3MNGMGXi3qQbABIzWWt9oIvJHy8NhxiBDENVRveCFuftwdeM7XvQCPf+I1OHqsiaNHWI9DkkEE6p4yB3X6EaDV6qK10pIBnosJd8WIo/EgytCX0KxJfwM9lxC1WlU8JBqfmsPGE4/FeiQ0UCQT8H0yAucPcF8RmjMhrpkJMFMCZmhk7NFryfFyMOanMWNCT4rRKo6dJEzU6yy+BZgzFy8qZIgP6HZGWFjoyHGKNyOGi0ZjaAyFZdFp6E3CcxzM7Hc1hA2TIyP4fWhQlNmYh+aZhgMrbdTvI+Q+halYNCw/rdWi0ZL9cRJgqOoSgpTCYWX5hUKTN/vmBCIRr5RenFDbI2P4rCMobESC50ZeKwD1IjBbBG6sAVFaRDgqYHF0Csv9a/Hghcfh4Ud6OHumh3/+/D/jwrmzeOBf7sP582ewtLSATqeFIckj584DvQeA5IKtr7sahiqdUmzusvrcgvSNwRspD48dA86+66jOH0Zl5hBOPu6JeMytt+Kmx57ENdfM4sB8Gc0aMBwBvWGKTmeElZUUy0t9IQt02sZj0hm/sNJaLQkzkdWn2nQ0XsLSC0jnjjOygyFBFGVgpvfEwZjGieSHQ4cbmKuVUS3FmK2TUh6I0tFMEahEk8MPx9zEGqjEelQ6LNFrKpZodEh+MHVQHJw5qPGYKHDR6xsCAz09MRq9ntC0lbBA74XfQ0N1EvaTwd/kmYwhMDVO3I4GQj0oN2+myM6ZPW9mmzQzSuJN2VCjGiV+Do2UhvNo8BmyNHkuelqq5pGiXAplf/RMdT1yUVh3JpR6K9pBvoah0gNJEShHxliVaCwZ9kSICqn3URGzcRHHGxUcrFyDi4szOHaijnPnlrC02Ea700N3eQXLp89g4cwBtJYfwdLiaQnvygfwhFPpQvJZWofnymCpcdkML0y9KqXV68Jr/dLfYhq8kfLw2DFgkv96HL7pX+HoTbfgGc/8Wlx3/SHc9vgjODQXQBjMZMX1IbpxZ84MsbAwkKQ6SQRc1Fsga43UXibhz509J20naIg445fQUzKUmT9DgupJkViheRWRKSqXcc3JkzgwX8DJa0McrwLNAo9SpF0NVODVekuawncJ09odg+MUyR1UelBhDRol8gEoWUSDRGhuiM/pKZFGL3TyJJF8kbIKNT+l9UmagxJP0NY5yXnpD6z3OB1q0LkuvSnNRak8Eo21KlFI0bNV7WAuT42eGhr9m9/PvEaavhosHq+t74qttBJrt1nPlZgCZBoonoZGE6iXgeqBMc2AwdtKDMwxTVmPgJMRksdfj+URcH/3dlHCIAmFNmhpqYWHvvwI7rnnHjxw//34zD9+RgqV5cPOnQVYPIwvOfR2NQUmZ2lCcj37fPAoZb/cAnT9NqSj+3Cfh8cuqXsqoXz8KTh89Hrc9vin4frHPQ6Hjx8TA0V6cr0eYKUDLCylOH9+gFarj6XlDi5e7KLb5SDcz+a6QpnudqUmigaKBoxGi6EvsvJUjJVsPhFlLZcknFe2RsrkUwxbr1It48iRGAdnaKACNFnTZPNLeQ1vbQdov5FAhrc+0OpBQpMcfHUQZtGthPR6Cbq9gbAQaSSycFgUy3eh8eh0DetQvCbmpKSwuGCFaOtg+scU9YZI7eBIv0MY6OK1kAzCol0TOuT+DTEklYFbPTTx1ljITMq+9aLESNliXWPAGTolvZzHGUjqZzikwOzQhvQMtZ8GiJJJ9PrqdRrOsToGj1V4GJbFyOOMbNhTnEIjvYhCNO4PTPNN2yRBRDn5gZx3DvO1ELiuBBw/CAxnjGDJcFBG5/qjeNrj78S55Sfgn77wTLTaQ3RaAzz4hS/gwplHcN+/fAbt5QW0WJfVXgCSrv00/TXdAK5Cc01a57QW8kaqMjZSgalP24iT5o2Uh8e2wAymcbGBuDyDuRNPwImbbsHtX/M0XHfdKSElsF6dITUKmS4vp1hZGeErD/XRarexsrwiA7jLQONCg8VBXQ0UH0WMVUVZLePMtKYgs2wsjUTGHwdWtqGo16qo1kqYn4kwVwswQ/p4YIYahWYeJESlQ5vNTekQRrtAUsfSEmnYJHGQkEESAj2HYRbO01wZw4z0kGgo+ZwLvxONB5HQk6KxknXo4ZDQYQwAjZ8qU5hQIkkXNACmgNjQ7fk8kv0J08/WR6nxExUKYQ+avJHm6DTEVyzwkd6VVXBnKJG0dfFejfahDrzJkAxHY6x4jqQGzNEO1mJkJY2U2DfRqmnoFTJy/BhTYj3Zp5hLkUQYjaJl4JM6TpyqY2UIHD3BvCXVMgb4/MEmHnroYQxLBSxQi/ChMxhc+DJG3WUMk4tIR32MZGH8kXVZA8eaqHq+tbITyD9fw5MKuNg48DrwRsrDY1vAG/YwTj3xeTjx2Cfh6c94Jq659iBue/wh1KocBMfex5mzwENf6WBxoYOHH3okG7wZAnNVurlQwYCyO2fPnBFDRlYbFQ8ajaaIt3LwJUhJl6MgE67ZlJom0yspxtxchAMHAjTrAa5jHS8H0XHrpgmQ9Mw9tQbGAyjF4965XFpSKAvx+paXGbpbEe+CRAZRFbfhM9YdkYXI41evRpQdqBAhahBmABTdQBvaM16OEZiV+ip6HAMjKJvE1kMRz5EhzsKYyED93oGRSuLns8CXnpKGSrXGSouSTX7OMPz4j16PglqGYSkSTUFTbzYeqmkERfyqZ86BMdK2Y0nRPNK4UnGD3mC1bJiQ7kQgsI/0pBbtOaU/oud4PVDHoREBh6+lgaR3WULypMejO3wcPrfyLJw+M8AD9/fwuX/6DM6cPo377/sXLK8sY3lxEQtnz2LQahkqphgsyTI6eSzXf1YljNUkkOKx4kRIIeWCsWHmMlwT3kh5eFw1cKSPUJw5hfrMEVxz8jY89qvuxMmbb8HNtxzFgYMskI0xSoJMGFVDZOIZjCYT/QxVmbyNaTVBiCBsx6h280WqQ0gOhW0sLJmAI7V4C0zI235J9KhY79RsxDg+F2CmGpjiW2ug7NFnEMZeCrSHAJnkra4JWfUjoMyQltXVG0g4zITESISQgV57PhUMKYFjm9Y5aV6NEKq3CNcaggShrTqMiC1ZjmPZJPVMxo9jg0KSAr26ZMQQ3xB9aVhoKegMh9IYFQtihOglUXyWbUCUFJEkJnxowoQBAstQZMiPh8ivYejxeoaoI0iJKqMraH43Xc+G9ayxKmsY0G5LoolUElmDFeSWkc0Wqeqd2/AlH4STry8EGfcXLKCcAtcVS5grJDhYrOJo7TosLs7jzM3zWKIn3m7jKw8uYWWhhaWHH0a3TfJNCysrSxgMeui0W0iHfaS09nJhkvLu5K5UDd/8akAQG++JBxJLYdiGOxR7I+XhcdXAQbmM6smvwambn4AX/+t/jdsef1SYexRGUEIB89qcwHLWreErKoBzYGZuSVQger1MDYHKB8b74KA7FM/AsOBMR1oN542NTDBuLWGb/1HcdW4+xqFmiBsPmtyTjTpNDebQQDH1vsScE5eWGXxpFNgKg9+F3k03M7IM86VZXoceTJksAEoJkQJoCQyqoUcvRvoyUU2cfZ3sSF+x/agYdtM2I4YJaMVkk3H7K+aLxChYQ0XPiYaJKhbU+GOIUXNgqtIuLU1K9PT4W2iBMcOVJo/GQmANeZXtd6zXx54RnxtDxYlGkHlQfKSqkVwFUqdGuSRzrio0UuHYQPHcFq2BajhVRdp4Xg2U+i3qXZU3mCmSbQLgmhKXCDgYAbfekL1H4su5FPjMZ0nO6QjN/dzZs+KdP/DAg6Ls8cgjjyBZWUHCH15nUGR/6JVC95E/AI84ZCEcjVNkXEe6vvJDbYw16I2Uh8dWI6AFuh6PeeKTceqxt+L2pz0HJ08exFOeeASHGyU0KkAvsl2iEnMPc5Bv2HpMjou1WhHdboxKpYCV5TYWFpak7YRIA5FcYBfSy0WSaGYGVeknVcPR48fQaDSkAFjDZEblPES1yvYZzEvFuOZwYCjlqwx2GuBhiG+pC5xfBJY7ZvBV48Dj5UDN42ctsY5bJGcEwVDo8CLBlFBvry2GlQKxZCJSFJfv89iEwCDnzipJ5GqaFqMI3W4RvV4FrRV6PMbToadEgyiTewrWDkzTR3pGnU5PwoeUjNI8mBIjeHziVUpdVA2jovHUyM6j0eFxashx4pzYdiB8FOeAxsV6SBWbRGpSRIKTDXp4dhcyXkcAbQS91cAaHpmUcJ9WfaPvhE6VKFG1wWIlhyvBe6MGaiMcUymGOAn0DxfxNddfj37/uJBbVjodLHcH+OdzPZx9pIXzZ1bEgPEapPHiNSgSVRcvyoSjRQ1CmTwlrN4eu+VSuR1tj5H6qZ/6Kbz1rW+deO2WW27B5z73OfmbX+AHfuAH8Lu/+7tykbzwhS/Er/3ar+HIkSObfSgeHjsAEaJCHZX5m3Dqlifj9ju/Cnc+9XYcPVzBDdcAFQ5qdvASb4Czbao02NiNeT1AOaFhYfFthFFCTTlLMiBTzxa6chApVxhKK6BRb6DRbIhxmqMad62WtUNnfoXJ/0KB+wtRY2ivDMxWgBonvKtUsEgNVAosDoGFTopziyPx9uglmL5Mpl0GB216FVZ7VWDCfGPVBimeFY+PMk5GB4+5NObaRKxV5SdyDe1F9lV6VmnvJtZbWd08hv6kmNmwEYQMIYth67U7XTlHHEg1ryckEqmBMuKxxKDIlvOsVeK2qXiHRlHdCNYGwcjk/K1aRLfLWi3TcJEHMSoFJgxIFp8N62XdweyXUSUOpRTA8YwkXOl4ToHze7ihvTw2VnW0PuSYAqDWsAmtg80JFifzj8cXgIcfbuPM6TYeeeRhmVxcvHBR6vKY7zx9jrJNbVy4sCg1ev1eFz2cMcXmlN1i6JSMzO3ypG677Tb86Z/+6fhDtPsngDe96U34oz/6I7zvfe+ThO4b3/hGvPzlL8df/dVfbcWheHhsIzhsHMaBY7fhef/udfj6F9yKp33VKZxg2I6hMZsMX0yBsy1T/0QFCRW7JjTcx4GfBoDFmq12RyZ4HCFJQGDoTPs4sQEfqeRHjh41NHI2F7T0aWWrMf80O2dCTQcOAnMx0GThqKMaMQ0S3kuAB74MXFzo48yZtm2FEQgxQ4gDyQid9lAGn8VFSiyRKp2i3TLHTLahNhccWkNF0gQJE0LmINkhjlC1tHM1akJYsJ1vaWh7M2yOWMnyWNyGtHUlkEgRrrT+MI0eOasXdQqqoA+HJozI85ZJFvF7jHMqPE/DYcVYIWlZMha5VWHanoRjE/QHffG0ePDstVWtknzC3lmGFMHzTKNEJ4K/uxoat6R1pK+xbsq2I3FzT4GzDW3HdoHHwFKEJx0A7pirIL21jNFo1uYEU3Tt8i8LKc5dHOK+f2njy1/+Ms6cPoPP/MOnRRWFhowiwMN+Bwunt8lI8WY4evToJa/Tpf/N3/xNvPe978XXfd3XyWvvete7cOutt+LjH/84nva0p23F4Xh4bAM4wFUxc/xWHLvpNtz2+Jtw7dF5HCzHEqrRmbDOTpkvod3hOL2ywn5FbClBEgET8IkYKBqAdtvmoqRnEhXOR1LjpPp1ZOnRY5JHto4XKSOjMUdqOT0o5loYUmQ4juSIagiU6QmsU14p3oBl6xmPiYkf60XZXlNk5ZECz3YYSoLQXBONBUN6or5AvTwO9rb9BexAXK4a/UD5PMk10YMxdHl6Yro/7W3F0VEFYLUGzPWqaJhoFBmO4ueL0oY1TNpTy1WUUAKHMY5Gu1DqsshGs99Vw6U8BvEMRIPPsFqGg1HmTXKhhyXqTNb90Ton0whkkjpgFZGMMbPPU6X5O+tstue0UbgF3PQCTehOi3YNpOg4BU4FwIFSgoNxjJsOHsPScg23X1vEcreHc90elpcStJZW8P6///9tj5H6whe+gOPHj8sM7ulPfzruvvtuXHvttfjUpz4lF+7znve8bN3HPvax8t7HPvaxVY2Uxo8VDA14eOxsNBCGR3H4lq/G9U98Ap781Jtx3cEQc7m1dKBimI+XOBUDzp1tS6iEIRRVXXCVJIzR6mevM5+iHgQb7dFIzczOoF6rm/YcNdP6Xduscwyv1oBayURzqmzmdxnfzHh3HIwHpteUkLlMsS2JBQzfMaR24cKFrLhYjQsNqxInVPuOHpQYmTiW46cB4GvcvxbYqpqDhvPcMJHxborG0FgjIuHEdJgZKNaWqcafeFBO00M1cIqsgeEosX2njIahfdceSIqhVAs7L1uNQXNuzO9pxGOBlNwB20dLD16J3Lp5Jr/K38jp3TyybEq36bpeO9hGo7VWqPBaJs6qlpSBY3a5BYsJ8KUhcPo0cOaRJbz/F19z9Y3UnXfeiXe/+92Sh3r44YclP/W1X/u1+Md//EdhhNBV54XogvkovrcaaOTyeS4Pjx2JgNS2m3D0xltx7IbH4hnPfyFufcxxPOlYgEaeLucMPBwDqclnNFGNMVIvgF6TGClVXBAPIEa5bLyQTM6oWEJzpikD6twsNfcKaDRDNBpWwJWhJpsnmakZiZ3qZQwCDDMxV3b4EPdTwqB/UIyfycdE6DG01upLxGRxYUHCPDS07G6bqThEMep1dupt4JD1XoSt1+9nXXGVos7vRG+NeSs5V2yLUTTFtWqQ5GxJYW5imQvubxFkxo/rcztt6KghQfW+CPWgaBxNji3BoDCU3B8n3DRYpuX8WOEiSQrol6hobox0IWYoMMgYhjzn7JlVUKUNy+Tj9lp0TC+aqJQskYK1Xzldh9D5nfqXqfuwkyDqGAXg+GFgwS0Iu5pG6kUvelH29+233y5G69SpU/jv//2/O7ORy8Ndd92FN7/5zROe1MmTJzfleD08NhNhXELt4A04ceOtuOmOx+O2W6/HjSdmMF8Z18G4sC2TZJbtdqhVQVJR/7ZeiLStcMJTQWAKTA1t2ujt0WCZv0nxpgdAYoSt6bGzdI7JUgNlW2tstEcq16UnUKsA7SrzQxzgs7RN1s6CChEMSdJAybLSsr2gWPfEuqyCGIJMytRpwSGGROWIRMqItVX2XNnQnoTaxKsai8IaI05CA9tVMAtmBZKsQaIx1G1dQoZ4ZTb8qPkvo8ZhQouSm7LHxHNO0gkLePljGYOHLBcmvbtsryvT7dcy9Kj8bpmPygKksRdDJrR4e4Ijh6LuFFCHueYXrmiRWz+l53Mng2FC5j7puse1DW6z1QdFr+nmm2/Gvffei+c///kyO1xYWJjwpk6fPj01h6WQqnT6zB4eOxwzBw7gmf/23+IZz3oC7rzzFtw+H6IWm2aA08BJdM8KU+tiWGNGc66QJHLtq5HSwVu65EpPI9MyQltqkBQh+aeSDenVgNm6KbB1a24Y3str8K0HzZk0ykCnbMJYSjs3XoHJIRmFdbadpxJDCag5/DyqozNHZUP4CT0wW7OkCw0CH93C3qydhhWhVe+S69JYScv3icaIptBXPTI9h1xX6szsfhlWpBdGajpzgNyPtOoIAjmvWjvF/B7PuRJRaGjpFaoBNF4Za9nG55S/JfNS2oJDNfv0b7UsyhIkXb9XBDoMD1IiiV4VzCDtTiS0YTzPquY3pzjpewZbbqRIK/3iF7+If/fv/h2e8pSnyI/+4Q9/GK94xSvk/c9//vN48MEHJXfl4bGrERxCtX4t7njSrbjl1GGcasYThZoulGLclWJYCsdSV22IC+c7lulmVLnpFShTTYwUlbjtYEmjxPupVqugWGIDxAJKRYajAmGV1WuGHNEkMYK5kSmz8sv6epZ1RgPHkBRDk1QxZw6GlHiRMbKCrdpIUEJucTRBoODC78KQINcR4VfT5hELC4tSm8TJbL73E8N9Rk1ibJRa9HiGw3HvKCpsFFkEXMzyTgSNG42QNjtU74kGi8w8YZsNkwkdP557MYRSb2VIF67BlO67VjIpLjDnZ4p/zTqmllVyjtYmMu9II0YPyabyzLXg6PeJx0WGIwt6eY4j43XR5iqpQic8rhe1l7HpRuoHf/AH8dKXvlRCfA899BDe8pa3yGzmW77lW4Ry/rrXvU5Cd/Pz88JA+p7v+R4xUJ7Z57G7wTjaCdSbN+GpT70Njzsa49op4YzUeeQw2yFZogWcOT3E0hLrSi5IiMxtLSGhKlVCs/kR5nSoAC4CsVW2KjfyPFJIGxsPimG+Ons+OeKkjxY2UoMKDV/Z6uQlqcgxqZGiQRAjJa1BaFRL6PVJO+9jZWC0+Whk+F35XTRKwjDZxYsXbKHxmE4u79FwSLx0bDiMsWJ9WE+MNSG5o4CNCWPE7MBkw3BD6yGp4dM8lhJSjLEyf0snXk4MnJAgDaEhhhgDpx16NbdFxqSqnEtRsVPcbIRvjSpGzBBgGCDOKQIJ5dx6pPpI41SyhdEsECYLkzV1Qha0xsptwj7NWLnkit1qzDbdSDFZSoN0/vx5EbR8xjOeIfRy/k38p//0n+SHpSflFvN6eOxOxEDlJIL6dXjMbV+FJz3xsXjatYGExNaCynH2KJfTV+258QDsss0ITfJTlJVhKIrCkhjBXkWsw6HBYMqXKgcsIuWAxiR1fZNDQRzoSLaYqwLHj5mZ/UKY4vy5vinovHhR7n2K2woLV/JsrFcy4Tve88rAIwNQzqA1SBqSk+9Zq01tUGgKgE1HXkW/bzT2tEW7kiOSWMOKXVuMO8w806wPle1d5T5Kaw/bIl5zWdK/ynq0otoRR5idbaBUZisOY0w01Ec2OvNMIgdl5ZrMb2uqoUJLCpQ8pLIWrWHTcC+/XqbxVzBGqmHDtk1KKjlFvRvNKe5WbLqRopLEWuBM51d/9Vdl8fDY3eAQUUe5fhTVo4/Bdbc8FtfdeB3mKuOwjwvNI4j8EUVZE6A7sEYKk+QA5nO0tYRlJWR9lLLCXLYpL3AwNaE3pn84WIrcjs1XbHYmVxllDPfNhECrxsHYtKLXwloxDH2TX5IutFGUeTCuh0TPRcJwTrNDQ5QwtUquHBI/mfvS191Ou7q4+1Bvzhg189kS/hM6uzE24o0pacLmqAiuk1pGiGHzmW68pmbKGKmC1J2xqzENmIrN2t/Qqv6oaIZhAo5JK1Nsrz32sTiu5qlGGvGkph8JjOzgy/OYGhLCYB1PKh8S3I3elNfu8/C4YnD6/FicuulpeMLXfi2e+/yvxU0n50xX2CkQz0nbWwyA8xdNFwR22XXTLxL+StNMOFY60loyAkEWmwk/hZd0hVWopM5wi25yKYOhl3YQaNZDnDs3K3kpOOExQx03NUicnNJIuIQprbUy5AXmitiPiTmhMPOyFKKabvNO+lwVNMholG7CzBHZfln0tMR74XEwhGc1+hQ0XvLZLPLt9SQPaAp9jXIHhXlN40dDStH8kzSErLFrMXOBZnIgBBIaFksl199SDRIN2GhEtqD7+dPPKw9ROWIi2Btb42bqk+U3bdNgkdput1EFi2nF2NokQwkWu42yTngj5eFxhShVq7jujqfhpic8AaeuO4XHnqjg5EFKAU2fserNxlANdcsYJtLBatCP0bcsNE3uqxgsYZQjSpibbxhR2HqMudlAwntNelBU4KZoqc1VcHAqbmEoSPI1gTFUHHvn5yJ0exUsL88LMYIDO49Z1rUhMkP+IIttaERmybqwIU7Tpj2WY5auTY7XRJDMoGE3GiIaJA0bimHKER24vojTOt6V0tulZ5T1eCIn/KifZ/pdGYPEzxFZqWLB+T2YDzONG0XlnAKzNpc0DdrGww3treZNaQ2WnuRIWs2b/BQNVbYP65mrpJK+lq5iuK6EKLNT4I2Uh8cVIUCpWsetT7sTp264EdeeOonHHCviyGSd+gRc+jefJDU7+w6AlWVDlebAKO3gOVhyUOWqcSQko2q1gvn5hojCskD3APX3qBqRC+25RZ5bPTBJ0WkYYH4+QG9ARfJ58aBI6qDyhHiC1pMhTCdeFilTS6+XERH4Pj0Y1hwZDUBt6W4632puiAaD3o3mrMS7sIXOUlemUkMMK2o40NadKT1dw4vCcrRqEyorpZMD02OLtWYV29F4rGhB66w1T5I/snkkjU6KB2R/AM0ruUZpLSPlesVZTioyeSl5T+vocr9z3j4qgzNvpDbWHGM6tsvIeSPl4XFZ0DnqCTSbj8fXv+Q5OHa8jsOHimjW4jXDKX27LJN6npg2F0vLJtzXapEdZ+jbHFAJrYPiYMkkfb1RxtGjgRTTNqpGFJaGif7Kerp7WwV+30oE3D4HnGyUcOraGGfONtBqjbBwcYR+n+SFMfWbYThtK7Jw8WJGdNBaSBJDhGjRZxdfUvFNMTAlirT/k+rvaX2S5rhoULSgudGgqC7zemQg9rCy0skMH8HQYsLPZa7JWgxVxZAmkexY3GjIMRnxWlOMvO75cOqg1DjJ4pAk4OSpXO9LVUEI8ZpsqDCynpTUWXHf1lvOyyTpa1qCJd/TCf2udY24+oDTfuPthDdSHh6XfctUUagdRn3+KG46MYsDBylHBBSdQk4XqUuYSI2BImFCi3dJnGB+RkkTmnsx+QxSzkuo1ZgDiYRSTu+JihH0yIrOTbxdgqMcNHk8acEo1YajAlpVk6/pddkG3ugN8jvSYJXLRTEmHKXZoFFrqrjQwMg+o0g8yuFwgEHRGDl6VOLZlMuo1WuOpFGQGRfTxLGCWr2EYtEYqUh6TRnDx+MgDIU8ER1BaQuSkTDYALEodVeids7P0K6JDEMybGcNhobmVBORRkf/1nVoaMRz0gJep0PvyDFSprxgLD6bGbvQMPuEjm5VSUTfz1FTd9t45A2RK2Sr1+E0EoUaKbctiruP/POrCW+kPDwuC+ytcxzzNz8Rp25/HP7V9SHK63C8dZAgFWCFnlTH1BcZD4rqCcoCiyRZz3YURp+OVGcz2M/Pm+Lcg3XTg0ob3+0k+nFNl1mg3QTqM2w9EqLdLooh1i61vR6NVSJhNKMqMUQYWqp32dDQWdckShHlcpYL4vqzc3NiyA4dnsvydd1OH4OBIV2Q8EBDRVq+8iyoDsGWJvTq2MZearmsugTrzGi4+JrUSaWp8Z5sGFAXZR1GIo5LuSlIyFW7KTMnJb+hivhao6RKEqKk5Ejfu01sXZJEtq1VpY8c8oMqTygJIm+kpl1zfedRMc0LS3JCtlHuPf387YA3Uh4eG75VDiOoHELYOIGbbr0NN99ys5nJ29nvatDCXdLO6UVxoKaRYlsODtaDoc2DlBjaI6GCjyHqkvAJZPAgB4HGUIgRUz5vJyTFlUzBwxYRVSpShAG6JaDDeqEE6LCFxSCUOqJarSHGpdcjsYFECaWrp1IAzIJlKkFwz1RzYFfi2bkS6vUCDs4at4ID6MpyjF6PUko0ZiRXmFYkwqoTr4Xbp2i3Q2npno4KRh6JfaVCkiSCCeKEelBSECwThUg0B9n9t1xmDRclkwzxhV4Oa5fI7hPquQ3viSqT/Z0C1eSj96RNDaPJzrriPdlQnrbqcAt2o5yo7DTauZtz0pxUcUq+ytX8y2+rr+mx5fe3HZMib6Q8PNYFb1Eyw44hrh1B8fAJXP+Yx+D6G683EjrrbO3WRvUzb8JICg0GRvmAjDKqmjdnQsw0A5EzmqubluM0bAwlMpomg9cqn7FTDJXIJlE+qQD0C4Z2Ty9ywNow6UUVYDA0XiM9LLLNaYuEz2DDY3yPeSO25qCRKIiRohboWI+Q6zJ8SsPR7URi9GkICta74d9CaCDzsWSMYBim6PciDAZmuM1UI6xXpoXU+prmvSg7xZo0bWJIXUQuDMHRs01sk0LZZ+43ynssOvBrqw7XK9JHpwUVXOOw3mTIxbTQ30a20+Ny81TKJvRGysNjR+IowtJBzN78JNxw8y247Y478Lzn344bTs6uWhPlQjus0otodYwHJW3XEw6o9JqoXmAG4ZmZAEeLps9T0Q5+feOsjZmBuUFkuxPbq0FyJ/aYyUDkd2kXgE4MdFm4artrMGRGXTsaKc3FGIkhI9hapYpGaPpeSb2QPS8aMWvWzRJqfkdVxPW8U3qqrWrtRq+PoPHTBoZad6VqElqTVhBNPmPkzKMJ89FQKnGl4oTLptG/3ZBc3iBMyxFtZ/FtnDtG15Py7D4Pjx0H24auMIuoegBzR47g2MkTuPGma3HiSAMHZ9i2fWNejKnXMX8oRdnM+Kn5FojXpDVPtch0yp2mzab1PYqd4D1NQ36Qle9ivQ35/ixILRoDLN5WzDCgVVqwTLhiKUC5BMxSTYPPnf0zfEovU0RXreFyz41LGGBXeFVzMMy6ECmZCHAIKgUaKWOo+D4nH0JSKIw9My20LbGA1xooGkP1bl1iQj48dyXnbrMQXOb7O+2a8kbKw2NV0AeYA2ZPonjwBG66+RY8/gm34MlPuRk3HQHm2CH+MvYmSXHmMCpU6zZ6e42m6c90jLp77LWT32aK9t5ubHanx02vQ7vKzdbGlPyVAdXggbNngMSG/nieaBCOWEOw6k4dqGFasV6U0K+1lYiQG0xua1QsyOv6u9D4uO00uFBmSkVjlclHY1Xjb2hzb1o0rRju4t9np8IbKQ+PVcEhqIm5A4cxf+IEjh8/jrm5GfF+hiHQs7N33kTTBlGN4zMXtcBBmLkoqoZTcNTSjJm3qXHgsyGqnTqb3Qy434kEC7fhoip+hwcN2YEEkVmG1pzWFPl9rHaS3P5KXebHGD5tGI+J+TD1qtw6JQ0z0isr0jBFlqjCYlp6cVrvxK65bHvitD7Jf/YGDnFLEGBvwhspD49VUQDCGhoz8zhw8BAOHjqEZrMmg9iI1GKHsrsaRpYwsEKCQC9Fl+oEtmMrZ+eFKECJLTacm9FlVenz7axT2QrkQ2I0DhTGDay1p5Eh2b92Bft1cytisGInl2UnCArmBaWOSUVhrXGikarSg7LGVNU8Evu30sJ3eqhsL8AbKQ+PS8Chhq1tTajv0DUncc3Ja3DNyZO49ngFp44Ah2xOYj1NNIazOkPg4kVgcTFFa8X0LiLtmQW6wlLLYeAk4RP7XAfFvdiBVQd76fprX1OiyJVCPRoaOoL5pXbFlgLQOLFWybbHUAUIekw0SiRoaF2QGlLXSOU75XpsLbyR8vCYCmt+2A1Wu7FSUZvtVi2pYSM3DwfEdkJF8wQLC12sLPeNckKJqguFTO9N5WtUMFSZa8rg20521VbCVUvAGsWpV7JfzedpvRL/G9rXEmukTH9fq+xA42TDeHlx1jyVey/+FjsV3kh5eKwGJiz6PXRaLdGRYyfZxSMBVgZVJIX1R6rUkgIu9hI88nAH586dxeLikigaNJt1zMzUJf+SWmOmM3fVWlO4qgN7FZtJNnALT91z5nqhQuEPgJ4tqt3oOfaEiKuPvXzde3hcITi8HUJYOIC42URsG96ZduMjoy6wETlpJuad0B2leag7x6668/MVHDsOHK4CB5y2GjbQOKESsB/YYlebdi3KEDnl+I0UvnpcfXgj5eFxCVg920RYbKJYrUnLDDFS0g4CsqwHJT8I9VnWN8oJbEdRr9fQbBYxN2tagVOHz0W+OZ0fMDcfGrLzuaWdD2+kPDzyIM+4fhCV2UM4ePiw9C6iWra2Pt8ImPtgvmNhEVhaZBvzBIW4gEI9xvETVRyZjXFd2dTbTHz0o+z54+Gx1+AnEh4el4C0rwGSQR/dbgftNpe2LK1WX9TLrbLOtC3FOFH2ZyVVGaRUFLcJipbW6iFq1QAlyvGoCKmzPaGveS/KY7/De1IeHnkwntdeRnexjEGlKqrYaTrCubNnMTtTw+nTKW6pBUiLlxqRkRVTXeIyAi4skno+kiZ/FE0tFQuYnQnQrFnm2TZ9RQ+P3QJvpDw8LgHdpC9j1G4j/UofF2A8oaPHjmFmpolzZ5dw4WQNRcRSh7OWoSmVKUYaY35+HrV6AXX+XQpEQNbDw2N9eCPl4XEJ6A8tSdwuHcToLDYQxDGWFheFQr6wsIzFbhm1QYwGu/FOySvpwn5DVDmv1Suo10PUayEqbGQ4JdDuvSoPj0vhjZSHx1Qwh3SB1AckZ9roLJ/GvzSb0qGVbR0OHqyh1Srh2A2T1kVpzeIoUYS0omKl7J8E6RPFwlEPD4+NwRspD49VYTW1R4sY9QOsPPwlnC0WUKlWce2pE6Ltll4/O2GlNCc1YJHuyKieR4lpjEiPS+tzvNfk4bExeCPl4bEuFjAatLF8fx1Jt4uVfoIjR46gEg6R3jkzYXKYzVpgmwi2hxgZEdlxmwizjtsjysPDY214I+XhsWEk6HZaSM6cxpcf/BIOzZD1d+vEGqoOUWTrBy16Sk1vojo77zLkl2vg5+HhsTq8kfLwWBdjidFRv4/e8gounDuHc+dmsNgeoVIJEUeBkCEC7dRKsdIQSCIgYcsH5qVs/yjV6PPw8Fgf3kh5eKwLdjWieFEJ6AyA7hl87h8+jVanjfd/8iU4cU0Fx44WcHMdqEZU/TOgE3WOOakRsMTWHqHZiw/1eXhsHN5IeXhsiOnXpskxJiYNkCwmWPjKCB/+8J/jpsccx2NuPoYDtx9C0Chm7dHVq6KHxbbjbOo3rVGeh4fH6tj0Sd11112HIAguWb77u79b3n/2s599yXvf9V3ftdmH4eGxiejaphtfAfAlAA8AS/di8f6/x+//j/fhg3/8UXzsr7+IR5a7WNG+5Bako5dDoFwGSuw+u63fw8Nj92HTPam//du/ReIIm/3jP/4jnv/85+Obvumbstde//rX421ve1v2nHIxHh47H6706xLSwQDDL/8/3Bd0sby8jJtuPIaLN0d4/uOqWYFvmTcZPSkrJruBNlQeHh5baaQOHdKIvME73vEO3HjjjXjWs541YZSOHj262R/t4XEVMQTSDtLOBSxfOI1haQ73P3AOB5oNpI+rSoiCJo2P7PjKgt58h1cPD4/1saX3TL/fx+/8zu/gta99rYT1FO95z3tw8OBBPP7xj8ddd90l6tJrodfrYWlpaWLx8Nh+sHS3jcHKRaw89DD+399+Ep++5++l1fw0Wrr3oDw8dhhx4v3vfz8WFhbwmte8JnvtW7/1W3Hq1CkcP34cn/70p/EjP/Ij+PznP4/f//3fX3U/d999N9761rdu5aF6eFwGAnvr2GU4wqjbxZfuvx+HDpRwup+iUQQqOaKEdun1HWA9PDaOIM1P+zYRL3zhC1EsFvG///f/XnWdj3zkI3juc5+Le++9V8KCq3lSXBT0pE6ePLklx+zhsTZU1Ih5VGaYSkAwB4TzjHXjtiffit/8nbfiWDXGwWIgOSkp6rVqFKPczNAbqZ2P9QZI/xteGTiOz8zMYHFxEc0m+wlcZU/qgQcewJ/+6Z+u6SERd955pzyuZaRKpZIsHh7bCw3c0ThpSW4EpG1pkojzCS7cW8fvv+/vcOst1+IxNxzDE48ANSsv4XNSe9eIeUO1ddgyI/Wud70Lhw8fxkte8pI117vnnnvk8dixY1t1KB4eV4BgyqM032DlkyWXs09H2VLOE2A4RLfVxhf++csolSooVmq4bqaGIIwk9Jdv6eGxszyldI1ffys+b633RrnnwZTl0XxWsM46wV43UmxnQCP16le/GjEVNi2++MUv4r3vfS9e/OIX48CBA5KTetOb3oRnPvOZuP3227fiUDw8rhDqKYU5SdiSDfU1gKAEFGvAsA8kPaBcR2uQ4G//5m9w4eIFfOUrZ1Gv34nrjtbxhLlt/joea2Lo5AzdX30j2IwB3U5zsmPo2eeJ44HbadG+033cEiPFMN+DDz4orD4XzE/xvV/8xV9Eq9WSvNIrXvEK/PiP//hWHIaHxzoI7RCjhPHUea5GKnaGhxIQlYFCFYi4FBFWqgjTFAGHlriIsFQSturZM2cQRxH+6bMn0G8fwOEnHkQzDERc1mP7od6DGgZ9rgZhK8gta3lQwZSrMbFaJwp9/2og3UGe1ZYYqRe84AWX0HAJGqW/+Iu/2IqP9PC4Auh8OXKGhShnpIrWc+JjE4grQLkKlIpAXEBUrSKMIoQh1WXNXjudDs6fO4/hcIjPf/bLGCUj3HTrAYRFFvSOe0t5bD/USMExTlezXMD9HPXcdKqU5I4xuIKcZnAF62wZk+4K4bX7PPYAQisCG9u/NWgycG5xnYf2ndtQDZRLK58Gy+IrcKGMeQSMUmDQx3B5aJpGxQUEtuVumozMIJMk+MI//zNarWUUihU87uYDuOHaJm6gjfNGakcgL1O1U34Wd6o0tMt+dcK9kfLYhdDUsYbjaCTmEEQlxMUy6NSEYYAoShAEaTYPpXM/GnUlZ8olTSOkFItN+PeIb5pOhaK/R8+IxIgiENWAsIygWBGl2IBLEEqBunhQUYg0ihDRUPFzgxDVWg3VOg1ngF5vgDOnl3Bgvopqo4IjJe43EN/Me1Tbg60kRqz3mZezXpDLjaW5ZSvCkjvtkvRGymMXIrZz4AaAullmTyCuNzF35IjIbpUrFdSqVURxhCiKxasZjRK0Wm0M+n0JyVERhSE55keTfl+67qLTAQYDYJgYj4meU6Uqj3G5hDDk/kIUiyXEcYRiqYR0lIrRK5aKUioxOzuHublZNGdmhDgURRHOnzuHL36xiJVWiJnZORyuxTix00YDjx2JyC7jSlETH0httnSvX0beSHnsPgRHEBSaKB44hmptFrXaLI5cdxOa8/O45tQpNJsV1OslzM7FKBRCFAoB+oMUw0GKVmuAXi/ByvIQrXYXvW4PFy9eRK/TRae1gmG3i9FwiHSYIKCBKxQQ0nOKYsTFgvGe6AWVSoijWIzSKB1J3onGKC7EaDQaqNXrYizpaXEbvjc3N4datYbBIER/sA9pWvsE6rsrlJihQejL3U/qBK9hjZLuq+LEEzREmA8L7nYj5o2Uxw5CsHpoj3ExeQgRFY4hrh1G/ZobMX9gXpbH3vpYETdmQfjcfAkzzSIOHTRt29nLiU5Svw9QJpJ/Ly4Cy0sttNtdnD13Fu1WWyrg+/2BeFf0vGhYisWCeGM0NmTr6THSazJGqoiReFKJDCYRa6KqVTFeZLNm3yIAGvU6arUKJLLIJIM3Urse00gGI4f04FLLk3TsAW2kAFi3Tez2w9xnqAGLA+NRaYl5vo7KrbW60u/0aPBojaQ3Uh47ALy9yo7UkENmKB0AChWAA3yjgcbsLL76zmfiyLHjOHXjjajVSqjVijh4qIRaPcLBAwU04hC1CJihdp61byPW3JaAAcuaUqB3HOiMKuiNylgZ1NHpplhaGqHfT5EkqaSlGOkrlwPUavw7YOrJ5LVSNjIMEAcBSkFgE9spVnpMawWSl9JeaZHtyDsbA7UwNO06CpLG8thDUKNBWs7QoeykuRosXnu8htjNKJDc6eR+KKEVWoOW0eRHJl3KSRavPYJcHV5bcWGytiuPR8NUVEO7Wr2YS93Pjn8LPDdvpDyuMqR5hRAREMZSVxRFZURxFYW4iSAkKSESj4TU7ubBa1GsNVE5MIPmbA1zBxr46jsei8MHD+LYsaMolWOUihHqDcpnAeQqVGjbAhMK0Rs3tXcOu+OOrEmsIMQgBRpphF4FmKMRG5pBQdelM8SUFNNTUWBDLzRgHExsfyiZ7aZAmzW9zl0rlOEQKIRAMzL9pLzztDeh3pEaI/WAeD3wGuOjelNipEZAmFI8dTzSG8KPuc7UAKT2ehMvzOmnKQ/B6rVfLqaFAKd5Sy4hA47n5nqFrjqHfictqXDL3l1vbjWVjI16bN5IeVxlMDBxACieQFCaRenYcVRqNTSaDczOzkqYjESHcrkkDLknPflJOHLkEE5dN4f5+QAHDgDXhsYAPZokNI1Lto/AHlZpPPvVl6fOIlebKnoL5OEgsQN9x058nF6w2fvyyJU4sWKFA19g7zE7IUqckZyekxop8aI4ccoZIPXc3CKL0E7K1jtWNa6ukZ3298RrqYlWaEWhhhxdwzLttcuBN1IeWwhennUgIIW7AszMoFSpo14/iGrzMErVBpqHDqFcLotBohKyERMuo1ol+aGOx912CEcO1nDDbIByKZBW7FdC3Q428Eae0rvmdhv+AI+9jku8J+c18YISG7LLuzgWkp+iV5IAIzdedgXJocAO6m6YMc0pV4ymGLM091p+mfh+I6BnCbD8bmIwQ2BUBJLAhtidr+HKMbu3ydpdBMfwRspji8BLsgSEswiiA0DcRDh7FKVGE82DBzA3N49arSakBxomUsabjYb8XavXhBnXaNRw7bV1HJkr4FpTWrSltuByhDs99jfcwd0lMeTDfmqomFPisioY4nPCefalK77zRlOMj0KNjUtp13Wz0F7OQLrfR0KYQ7MMWcseAUkMhLRGNlTpIlnFSOU/fzV4I+WxBeDleAvC2gEUT1yLcqmKQrEkpIcSw3jVKuqNBir0oKo11Os16Stz8NAh+Xt2ropaLUSjEeB4I8QMDdR2fyUPj02A5DtT431MgB4Iw3zWlc/eDoBhcGme6bI/d4rHN81ITOTVHPKGa2SFxWpphBp2JAmEXpUYw9x342dNu3+XN3js3kh5bB2o7NDpYzjinTZEtxAjoZTQcCjFr/1eH4ViUdQh6ElR75F/12oFNOoBZhpAmWIS3NzZrZuY9cbLY7sRrLVwILeGR65Ve8E6Uo8mQkDChM1Fyft23dQy/oRZSjEU5zOneW6qmo4pShX5KKIK2bqvud9JPyQjTLhhPEsc4oeGkfMZ9pj1Bdl2lbClEpTWgzdSHlsAXpXLGHVG6H9piD6v4jDCwkxTCpeCCvNNNVQqVbTbLczNz4s0EcN9lUoBtVoDs80AB2cNKZ0XacfZeymnuufhsV1wyTX6t3gazutkiK6Vk6JXIoYoWIXKHRqjJmpddsCnUXO9FFeMVo+jmAvj6f6SKbqFLiEiM5AMU9KLSx0Pzwm5u6SNfEgx+1ybk6OBzUMK2jcAb6Q8tgC8Is/b1OjAFCnRtPTLiJl/qtVw+MgRzMzO4tprr5XeYsePH8c1Jw9hdq6CSjWQ+HY/BZY4Y0uBfmJv5Miw8qzkaxbr9vC4mpjmlaxmpFiuQGIByyBcxfVsX9Y9yTyjETCwxmDoeDKhy+6j4QpWr49yi4jztVpaw5VfP99gkcfNF12SUl7B31W/0FzYBDs2sMc95SALG7Q+3kh5bBL00tZLlBFv3mk9IGBdlAnlFQsFIUbMz1Mp4gCOHDmCAwcP4MjRI5g/UEOjUZBiV246IG1XbtoU3b4xUIUoEAZU0YZILglDOEfj4bHVyF9nbj8qMVg0UE6dnlsgm1eF0LoqV1Zp5O7bucil6NfWJk0jA6rRcdUqlMTBv91Sizz0+NUguUZirVqnLH+l666j4ntJXm4VeCPlsQnQfqE1p6foESBuALVDiOpNxNUqDhw6LN7TseMncPLak+JBXXPypGjtzc2TLBGgwNBIAnTaQGvFLN1eioWFvsgUFQrMVwHVCnD4MFCJIa3Z1bu60vopD49HC9eT0oE1ypEW1DhN09nLDIkd1MXIBGurR+i00JZaiZfkllKoseo7hAkWF9ND432WZx1SycItKo6mGF89hrzXpI1yXNuU/56u1NNGySDeSHlsAgrWSDEAB3vLVBHENYRUi5iZRaVex6EjR3Dw4EFce+oUTp48itm5Jg4erCKOC0JlXVzsSofbQpEtMKiXF6HdTtHvj9BuDcTDGo0ikSoaJIF4WtFonIRmiERj6u5N4+YMPDy2GqI0Yq8/VWTQfE++yDbOERtolFy6d+Dsc5r35VLf858/rcOwvKfeUXhp+E5yTsHq94tLbXfJGu7+9fNV+DZvpNSQewq6x1VEKRMaytK4YQ1hqYnS3BzmDh4Uivn119+AYyeO47GPfSxOnKij0SxK0ri1MsL58wnOn19Ev9ezihOkp1cxZIuNJEGv1xP2H1tfmD5QJhE9sAnlPm+udGwyC9pP18ojeXhsJdxAt2skXA9JvSodqPMqDEMnr+MO4GFusuViOMUr6TvEiWK+27D1jhh+TMJLjUy+R3XeUNEDy6tQIBcWVE9SlV1Wy5vliRarwRspj03AwLkc9TEwxoV9m3o9DAYDaWPBcB3DdsOEzQCBYYtq5D1cOL+Ei+cvoNvriTCrGikuxVIBR440RUC2wbqpJlAqALWSqdDnDSfim7ZnId8rWuq6Dhy8Wf3F7rHVUMKEO2Ari86ljKu373oYIixrB2+9ixLHSKnCeZjzovJGSo9BDZQir63nHqNCmYKuGoUQOGj8qE85sH1BLZGDS56VqMbNzYm5HmF4mYQnf996bALsbUGChGAkU6sUKZJhkrW+oPFJWR/V76PVCjEcDtDvAcvLpk1Gu9ORhoT0mBK7DT2nQpHtL0qo1wM0mjCq5JHTWptsKOqjWZkWCVeEQF+JFXqj5xQrfPjPYzOxVt3eaiSFtUgPOriHOQOj3pZLGQ9X0aecdhy6H5EXm7KOqri7hgqazxqZ+40gYzFcJdTnfi83RKjHfzmMXG+kPB4leKVeD0R107xJwSs5iqVx4HCYoNvtiiGi4VlYWLDt280twEc+P3DwIErFInq2c+7y8rIYNvZqajZnpF0GRTjJCuIisz6b/KVXpglgPrK5bs+2MygVgXpgwn/s5eu7ZHjsRLgekFu3hCl5LDUe8SokBN2PG7JzZY82MklzmzTqI4lNkdLgLcNQ806lKUbIbVsydIxnPqS5FryR8ngUoGsSozh3EGlQwaDHXhWMB9CtGSBEjLhQFCkkhu8KsWnjzk64K8sr6PV7GA6GptutLcunqKwxYHyWihdGZYrl5RWkaYzhMEJxSRlI7NkUySLkCVuTwbtBDRdfa1FbrAwkRdsR3rbMcKvwPTy2EutdZ64hyatWpKsorLiECdfjcUOIuu9porH5MN809l1+vwyhZ6w+bV2TKyh2j9EldkzzCDcCb6Q8HgVoGQqoHDuG0aiEwUMPAb0W0Kc+RA9hWhDjVKvVRauP0kfMT104fx5f+cpXsLS4hFarhShii/eitGVn7RRFZpm74sJcFvNUF85fQGulhIWLxluThoJxZFXTQzSbyDwtEiqYPO51bZ6KBIt5oN8AogpQ9X2dPHY50imK64owR37AlBYbeYWItdbL1rHWR1TOnD5Xqk6RIac1qG+5WWvef5444bGFUB7QDJDOotsdIh2uACufBZKW5RfVJ6qWWJDbWllBp9OVcN/SwgKWFxeRXFwwIYEwwEPNhhgtKqTTo2rONMVwxdYY8WOZz2q321mOi+09Go0GZmZKQl1n80M6cqS0s8Zq0DfyK9Uqu+zaXovbeu48PB49Qsd7mRbqm2D0bQBq5NxtlOnnwv08VTViPjhQtmCu+BdOnkpbdugE0ddJeWwhAnupMctTRdLtIB0uA0NKIXXt5VdDEIbi7YjoZDrCSquFTquN1tIyeq0Whu020O0KOy+NIvQ6XTFi9cYAiRU6M23YQ2EEMgwowrQ2TMgbqFQqolwpI03piZkcFDdlnmswYI1Vil6ff4dIhuHUkIl+Iw+PnYR8iC+Y8v60Cde0wtv8dtNC3W4t1mr3g36mW8hrI/OXtC3JH6P7ffL5trXgjZTHFYAG6phRmEhLGH7lc1Z4f3lMbi1eg0L1BObn5hHFsdQ5/fPnPo/OyjKWz55Durxs2A3FAqJ6A8X5ecwconbfrEgmVSoV8Z7CMDShvYh5p9B4UCBzkB7TEP3+QPY9HFbFY2q3ANq+Tge4cIH0d67Tl5BjrUql9UtDHf4m8NhpiDZ4bRY3sK/89e5S2t3Py+eJpkknaTiwpIaG0Y140sNyBW11f6p6oUQKgjGXjcDfnx5XAJ0z0WvqA+lFR6e8CgR1hPVZBOUqBsOBGBaho8tjgMiG7oLRCMVqDaVGHbX5eTSaTenQa/JMJRSLRWnlUbQLQU+K6xQGZr9CyCgUkKasyzJ2b6Q9e8JIZF7oypFcwdc7FMzkYgsQ8/TdfFJ52mxUabze+/LYbFzONZVuYHv1mFxG4DS47W/c16btP1ONsCSKwhQRWzVwq5GTVvMCp8EbKY8rQGrnQz17aZ535lFNIDiIaHZeBPZ6XUM0pZGSflGFGMUGieAN8YyYd6KXQw9qdmZWQndqpFxjxUd6VIphMpQaLLOOqfgQgoRl9vEuYPFwGMamtUcUShFiixXz9s5RqqxbEe8KcubZSMjJ1Xj1dY+dbtAC+zitZkqxltBsfj+rXfNqmLS+Sinn/TX27Y2UxxZBa8UT24qjay9RWx4Y1ICogTAyUuakmY8SUxNFo0TaeLVaQWyVJxjWUy+p3WlL6G5pcdF4PwgwNz8nbeaPHT8uJAkuhWIBlSLDgTEqlRDlcoh6gwQLI5ApIb0Ri36NfJLWdxjtP1Mxn7Ba3t6grVwlf2r9Qp0FKispr7fm4bHXkDh/r5bTmgZXTFbLOxJ7H2mOyg0p8p7yOSmPLYIO1xpd1rkSXytlHB4aJGIoYTkaqZEYJZNbIpnCiMga7ygVCSWqTQwopzRKxKiJYYuoTDEUQ8VtGd6jCkUQB5ambqjnLLOSHju2XooGjqCREl0xW9jLOg+VrdFv4oYmNJA5XKVX0LR6FQ+P/Yg093zafaHGyK2TmiZ+uxa8kfLYIPQSrNtH29AwUycj3fyQeRSWXYRRmqLd7iBlssjG4AIW4NLY0IMqFDFKasLUY65JP4eUc5ItaIRiS5igCkW30xGKOo1XaVgSY0XTMRqZUB+f0imj4ZKWA1SlsIy/WsUoT9SsFO5MTiLJDVcMcjH8osNl9MbJYy8j2qT9qJdUygnRKoaXoThx2SUjH/3oR/HSl75UOqlyFvz+979/4n0OID/5kz+JY8eOSSjnec97Hr7whS9MrHPhwgW86lWvktDN7OwsXve612FlZeVyD8XjqiK2w7sSSLVDDZwgWMm04CRNvNvFoNNG2qKC7AoF+qgki3RpGaOlZQyWltFdXkartSIt5CmDRCIEQRV0qlNw0bAgLcZgOJT1WCfF62V5aRkrK220Wj10uyNRmOBClh9zU9pVlB4WPSgqTUiX1JyBQi4MoZruuqh/mFcC8PDYCwg2sFzJPl0WYSG35BXgN9VIcSZ7xx134Fd/9Venvv8zP/Mz+KVf+iW8853vxCc+8QkJ07zwhS8U7TYFDdRnPvMZfOhDH8IHPvABMXzf+Z3febmH4nFVod6S8njob7jNsB0jNkqMkSIXnJOP5SVgaXIZLC2hu7yE1koLrXY7M1ISmivE4iWxz5R5NH4NQ4dcj0XBYqSWl7Cy3EZrpY9eN82MFAt4hwMb6rNqzayW15tjtdmiFhyW7DfVpeRQfddiSHl47CcEaywuKWmakdJlQ5+TqsrnlRxkEOAP/uAP8LKXvUyec1f0sH7gB34AP/iDPyivLS4uSovwd7/73XjlK1+Jz372s3jc4x6Hv/3bv8VTn/pUWeeDH/wgXvziF+PLX/6ybL8eKFTK/kQeVwNKYC3ZpaXa484680A4A5ROWYsQAdWasRYXLwJpF0gtX45K6VEJmJ1FUK2hMTcnjD5OZrSNBx9ZwMvQ4NzsLMrlChrNhrTt4HpFMv7YobfRQKVaFY+92awiLhjKORnuXKgywdBfpSLlWKKcroZIjY9bAQ+Hr+jSabXNR+EyNcc8PDzWH8dpIxhVWw2bqhBz33334ZFHHpEQn4IHceedd+JjH/uYPOcjQ3xqoAiuz7wDPa9pEMbX0tLE4nG1oXQCJZgqcnModjGM7RxJelMPgVSU9ByCKhBEMaJCLPTxUtHQzOkx0UiJgbIxBjY9ZK2Vtvtg7ko+iUW+ttCXIDljOEikeLfXY5PEkShODJ0WHoME6CVANwHaXFg3NRo/ukuXArVspqiLk69SHzIv0unh4bH52FTiBA0UQc/JBZ/re3w8fPjw5EHEsagM6Dp53H333XjrW9+6mYfqcdk1UUOHbp5/n8SIAdBpG+aCrVsaE1F7dtvYJoliFMplFGs1NBrNTCVdVSWYkyKrLxKGIEkRycTCPBVberBGitsIjbzVNX2o5H1DupifL0qr+WFidPvoVcEeGbUxpN3HGgF3UVpnqw+npko9qYZDTffw8Ng67Ap231133YU3v/nN2XN6UidPntzWY9p/WM1vcFKkgSFNZBW1g7z/Qa8qloRRSvUJruMYCWOgIjFafOTkhSroND7MRdGLokfF5+1yWYgUokpRKGTySXwsoywGTgPZpq2HWfSrsKCXxot/09vK6OaBVaIg2cKyBN1E77QCXw8Pj11ipI4ePSqPp0+fFnafgs+f+MQnZuucOXNmYjsOPGT86fZ5qPKAx06F9TM4stPwkLVACzBUtS4nh5WaflOkpY9oKTK7NxaSFcMTF6RolwaJ10ev27VafX0xVvS8+FyvDVLWxcCVDDWdhkv2ag0OF9uyyihO2BCg9J1iykxVKOzXYN+pyCFcaAM5t6mbN1IeHluPTb3Prr/+ejE0H/7whye8Huaanv70p8tzPrJVw6c+9alsnY985CMy8DB35bHb5jikIMxa4kTZjOwZtF8na6uYGG0CoengG8aWWi6eSyi1USRKSJ0UyRPFghgcadnRaIheH2ur+JpROB8IFZ0L2YGSq7JCtGZbhgMDiT7S4Egxr11EmYLGyPHi6ATKenZd8j4qjFw6XpSy/Lxun4fHDvakSP299957J8gS99xzj+SUrr32Wnz/938/fvqnfxqPecxjxGj9xE/8hDD2lAF466234uu//uvx+te/XmjqHGze+MY3CvNvI8w+j50E9SuYa9JR3w7fIvtAI2SbRafqopQlb8WCXtNZlyE6FvlSMimUXJQSIrjQIxox70Q6eWjCeYQJ/SWIogRRbAgVWhAsgkqyD2N8xJOil2QPTZw3dusdAWFqw4DqcakH5YQHNbOm4k/eg/Lw2MFG6pOf/CSe85znZM81V/TqV79aaOY//MM/LLVUrHuix/SMZzxDKOYMzyje8573iGF67nOfK4POK17xCqmt8thtWI2QbeNmRLEKJCzyTYFyyYjoVcoIS0UhSKhUEr0nKlBojZQaI5IkpO7C8dC06DehyGwSIRlGEgaUJnDlsihdZEdiCYfF0BAgiJFt0Cb7tYJ9ugmp6uJt2fcTS/kI7d9KxPfw8Lg6eFR1UtsFXyd1NaGBrWmXiWoynADCKlBqGGVXXlIc6cWVGSeFwmoFEWuhWOdEDb5iEU3L7mOtE+ugmI9iq3ltH29qpoJMy0/Dehra05wUt+Eja6eazTpq9SoOHQpQrQUsyULRhvIU9IrI72DqjPyOTALJhgdL1jF08095oVmtINPXPDw8Nr9Oalew+zy2C6v1sc2vY4dsJU3Q05H+GLGtoqWgXoyoVjOkhmJRej3R0PSFAWhCdCIcaxsbsm0835fX7N86nxpT1Q0DkN6WtvOgwSsWSZwIjfiszUHRVo5yX0OnZwwJ6rfMmIA5ooQaJS3w1W/uitDqax4eHpsHb6Q81oBSBFYT1Vc6wZShWZVeaZDKZYQFGhHWQpk6KDPCp+j3eqb+icrnoLRRT1h7WtA7Nz+f1UNlR2X/VoPH91kgXqtXcOBAFdVqICoT9ca4NsqFKJ2nJiclxb5D6/A57pDq+OnidhhVIdqRrQBTAVpSSLxH5eGxufBGymMd5HvVKlShS6uHbGjPUueCUhkB65eKRTFQbHao7D0aoxDjuiapcZIWHSMxWGwJr6E9duvVOqhxZNpsp/kslVIqlQqo1kLUqoEU79KJEy8q1wk084RsJJKauCpEK3VSzjd3z4K+Pk2r7HJ673h4eGwc3kh5rAH1oKYZKK0esqTswPK6C0baIW7OSP5JGxoqRBWCrLyiCdUxPKcGRw0RSRCDQV+8qkOHDk5sS8NFNiC3NfVUhnzBv8vlGLMzhj5OI0W1c4Vb1yQv24QSnbLEaelBBqCSJAJHoVDzTwrXQeM39GQKD4+tgTdSHlOgcqqBE9RyDZXbApCv9233jlisQ1CuoFKrIqQOH7vz9noYUmWCOSu7GzY5ZKiOhAlVOpeOulSD0ELfVcBmiaYeqihLscjCXxqqUNJfJD2U1SOyuSgJ03HfTqhPPi/vJunXcxog5t/OQ9fz1HQPj82HN1Iea+SaYH0K7b6bN1T6GvtikNc9NPVOYjhKEs4bCk18KF13U9UfkvolGx60xbzSJNG2mU/FQKWZeKx8miVPhIFpQU8DmBEnZGFBcGiKcUPTN0qPTnNQIpFLzVu2j09yXpU1kPwa0ofKvj4OMK5toNTzyp8dDw+PRwdvpDxyQ2vZ9qCtOxQBbWCRrtFf0wzLYjBKRfGGktFIuukO2E23a5s9MQlULGAQhjK4t1ttFEvU4ytnrTqIKKZnZAwlDRfp6Zq/kvUkj8UIo9LQWfg7qdceuUQHqjRR+bxtyBL9viEdSojP1hnzkXksbsiaqoI9GwznaQhQocW9Kvw0sGfMEyc8PDYX3kh5WBSdTksFp7mhdlaaBtvsMKwAUQUoV4UswRCfaa1hiBDkeIckP5CZIPpDRp9IKehBlmMyunsM5/HzlSdBz0rqotRryqjnhn5eYBFwzLqpS8Nv6kkpSYKUdP4tpVwOUSIjQJD74ZwNhxYyQR9RI6WGy3tOHh5bA2+kPCxmrIGqWY2Fjm1wOO4BdSmsUYsPAOUagoMHxD0he4+dmJlXopGKSkWEVndv3P8pQZqORDiWnhI9KBbianEuVSOYt5J1R7atfGgIEmKkCgVUmPuqcCmjVDJ1UZqD0vCbGhUaJC7Fugn9scW8CMyqUrolTtCDYj6r5hTy5sN66qmpl6YZOoU3WB4emwdvpDwsdAjW9hp9J5jlQll9TWvQKpk5YPuNqBSKIQmsEKwxRqmsoUw/1dgbSQLItOgg6H2Rfq4FvEaA1hTxUuNRclAJGyWaJokUnK3WSqjViyjacJ96R4pIvSLrIekFP4qBbmS+YUfXZYjPbp+RLRxCRJLT8JNjd86Ip6F7eGw+vJHysFAtBc2wqAeVrML8Y7aGOaOClWwwtU4s1tUOu2qkxCil1OGL5VE9o4BGigKvdlsjEmuYfdwPw36ahzI1UoY4Qdp5UVUmRPGcun82imjp5G5Nk6tgLqXH/Fjmoux7aoZVPFbLl4PcTaIGapRTodCCX2+gPDw2H95I7XvYvNJEB96OXaYpTehQH43roxoNRJUqqjNNlMsVaZWhHhTB3lDMR1WrNZE7Yjhw0B9Y5l+CmEKzsckzafsObX44OzOLcqUsyhO1Wk1ad9CTInmCz6u1CLUa0GgC5SJQLUwaEDUcLpkC9pu5Jtj1nDQbp0ZLKeg9x0ipukR9iniUh4fH5sEbqX0PDVhpBkeH7tXIElYwKLBkibiMuFJBoVpFpVLNGHqkkwute5QiDUgtNxRyoajTlSlQhiiUwl4hTZQMbZ2PJa1/KvDR0eWzYT4xZnEkNHTT7mN8dKMpVPDUeXRJEPq+3gTqFamR0yV2zLMaMyVW+BCfh8fWwhupfQ9eAtpGxfWmVium5dBcAsImUKmCInnl5gzK1SqaM0bJWFQjBn3xmLSthpoGk2tiXVQxy0PRsLGVS61eEwNFjT+GBvk6jRKXSrmceVDShVcKek3NFCHatuxYz3CiVY1wMXQ4i26Dkch+eyU/aFNDt1W8nhnXq9L1PDw8thbeSO176PCsPsJa4DBdNm05KhVE9Qbieh2N2Rlh2TEUxzDeYDiQHJPmpJQYIXsISazQQuHUGqKS1EFpKK9SrQqDjx4ZXyNBgq8ZhfOipaJzP5hcqGdrDVSY+0bK1FMDVHLeG03R4JvmHWndlQ/veXhcPXgjte+hQ/M0NYlp67EuyrTfYOPCWAyHhuFMLioYui1w6T0ZhQn1ogokUNh98r1iqYRymYvxlsqlklGUoEFjmI/hP9ZDxQWrLhEhikmgsHq2BSsbyDooy9LT4lv9Vlrz5BqqR3OWvJHy8Lg68EbKY0pbjmmECS1xZaivDLIVwlJJPB4y8gaDIXq9rlDFSYgQpfMolNAdiQ9GANYYoWqtJuE6huoiy9Sjt0SvibkoMQhWdFbCf3Y77RdVYmPCAlCtymGgxker19fItdZQuGy/R3OGPDw8ri68kdr3ULKE1kkNVjFSSiGwtALR2BthmCSSVxKyxMho78na0gOD5L8gyy0xJEjPSEJ2VvWczD7mn3T74YCfb9h9wraz+2cIkUYvHJh+VCRgSB5qaJd0rI+hnlLeIHnvx8Nj98EbqX0NVTlXfT71oqblprQNYGRUWKnNx/7r4cAU2obRBO1cekQxvAejrSc5K9sWPm+kxPiEoeyHS9bQcEQCxkC8rR61/6wuET+LoP4e+yeStd6l3KAVllViRP7iXi+g6eHhsfPgjdS+hrL5lHKeb26oHDa3dxRb2XaB5WURwwtsLokLvSTttEuIEYoLGSuPtPQkTLL3M4OWjvtJ6aKeFwkVSsoolcn8M8RvbipGygrE9qldS2Zf0XwjVxHCJVGogsQ0T8vDw2PnwRupfQ8tT50GNVBWWcKtpxIVibEKhGjyOfaN7D4lSphuvJCQHXNVoi4Rj4QYka1vu/SabYxwrKmPMjVSlQprqChCG9OJs9uM1SXyvt+0XsJqpNzn0wzVWhxHb9g8PK4uvJHyWAWhoy5RHfPjSD8vVoBmE2G5Ih5Qp9sxeSMbqhOpI4bwKJdE7YpOB92uUcjTLrpalEsShZIqxq9VxYOi4Ozs3BxqtQoOHSqZlhqWB66d6slmL5eAGkXYKRBr1SDKU76Nqka4tVLrNTNMNrCeh4fH1sEbqX0PrfpxvalCTp+v7JC3DSGCEuKjQR/DMMCwREaeYeqZAttQKOfK0BPQ+UpH4zbwJF6IsTFCslLQS6V0W7hLxp96Z+nEuqbdhvR/isc1UrHTdsNt1aHGRUuUqe+u/pvo+DlnYRq8ooSHx/bCG6l9DxUGGjg+RsF6T1XHk3KGcxqbwQAJAukZVSyXxbUpjCiJFIoXZfpCjY0UjQw79GqrDu18y5Af1xXFiVpN6qVIW9cCYBGdlb5UQKGQIgoDdqjXllSmVop6fZYwkXXizdU19a2BajtUcuUqTjsj7qOHh8f2wRupfQsV99Gl6+h7a3de25c2VIUIaZlr3BhajXAoxonhvOFoJAaJzDuhnZPBJ9JFY2p6sVjIDBffp/dEJQmSIhjaazYaQr7gOko9b7VaGA4HiAvsN2WaHvLjaZgqJWOcuKROY5Ge075RDU3bfsNhTqFQw3keHh47E95I7Wu4PWl1ONdsjSVxU+Wchknfl8SQXV/clhTJcGgo5FQ2Lw5RSE13XhbrGm09SiSx+65h8DEsyHYbsbtYYVpXQknqpuy+e70ElYqpjdIjdzvrjtRbs9uSJa/6e3D4i6ockdf28/Dw2JnwRmrfIrW+hdZIWdKDm5+isgSVzintMCEtTvdFLx3DBR8kCZaSkTFCYYRy2fgs0qZdBGVNES4NlXhZbGBo28CrYSLxgrkq2etohITLcIhhGAq1fdAPMEyKGCZAPIWQKKky6U811s5wmXoa3lMvy4vEenjsfHgjte+hnZbcJhc2L1UoAoUSUCpNN1LMTdEKSNuM2Ibwxt4RjZLxjkhHDzNlCc1DjQ1UIK3ipXB3NDKtPDR3ZWnphsIOkCTYZRQytQQKe9RUQDcb2Ks6to0LTVeQCUaf0kI8KcLDY+fDG6l9D7d6yDVSsTVQRbPwvYxRECCgbBFjb6MRAunvZNq601Bpmw0xUlR+tZRxhvhMDyh6UWrIInmPob1Bv4/EhgONR2YMlJFYSjEcAJ12KjaTredJntBjSmhnGeKzfPEgAkb2PTVSjv3akxd+vr7LG2CPvYC9eK96XBEqlw7hA1IRlOtdQBCbJoTy1oBMPTIYQlGEcJUlaHxIhmDdE42WaQs/1vUjlAGoKufcVr0nIU3Y0J+QHGz9lVDRkSKKyxgMTKBOVNAjSAhQtrW1VEJJpzq6Detp+E8+21Ge8AO5h8fOxmXnjz/60Y/ipS99KY4fPy6z3Pe///3Ze8wp/MiP/Aie8IQnCJ2Y63z7t387HnrooYl9XHfddaZLq7O84x3v2Jxv5HGFUDqBU2lEBh9HfxuCE8VyCsSKMTLeE72icVjPeD40XgWrXk4DprJJEuKTPlGG4SdGii04aNiscYud/dB7onGj0VJdP3byTRKSNUQ+0IheWBKFSiQJHZ0RySlddtcyTEpfn6ZW4eHhsUs8KVKC77jjDrz2ta/Fy1/+8on32u02/u7v/g4/8RM/IetcvHgR3/d934d/82/+DT75yU9OrPu2t70Nr3/967PnpCB77IS5iiqh94BhL3uvUCiiVKui2WhKoW6v15OFjD4TtnMljtgTsSITFXpUNDIkQbRbrcybMoW7JTSaTdMrqmA8NJqH4dAqnw8GYhzpUfHaovGi4bNqTKawt2AjkuwgYo0UW3aUAkOg170q1Gh5woSHxx41Ui960YtkmYaZmRl86EMfmnjtV37lV/DVX/3VePDBB3HttddOGKWjR49eyTF7bCq0T23V6dDLABkrZBkvI4EiRoF9oCpV1Op1IULQaDGv1It7Jq9k/RN6UdIHynbYbc7MiJEiMcL0nhqJ0WFjQ/G2bIiQNVSjEdmA7NZr1CUIfpYWAlMqiVp+hQI/3xgm1kqV2N7KelAM84kH5ahPDB0ZXZds73pU6jmpF7UbKeo+dOmxF7HlOanFxUUZcGZnZydeZ3jv7W9/uxiub/3Wb8Wb3vQmmZFPg87aFUtLS1t92PsIPOdlR/oosUaK1DlbI8UwHPX1KmVUqxVDfIjjrOMuIa3ih4l4PvR4aMQY4uNkRI0USRPiVQ2HRqfPishq+w5t9aHMP/WuaNRIQdemiYUC9290+9RQ1aYQIlwjNdygDt9qUrseHh570Eh1u13JUX3Lt3wLms1m9vr3fu/34slPfjLm5+fx13/917jrrrvw8MMP4xd+4Rem7ufuu+/GW9/61q081H2MUa6BBcbDOJM+VnKcunsMw6khYTiOCw0TDYwYKSRZDonmIXR0+Qj+zRBet9fLPCWua/Jb4wCciNCWTKsOSiJxX81mFXHEvFgoskg0UNxEclGOp9RzjJUaJA3xqcLEWl6SDwN6eOwTI8XB6Ju/+Ztl8Pr1X//1iffe/OY3Z3/ffvvtMsi94Q1vEGMkLK8caMTcbehJnTx5cqsOfZ9BA2BTqAUjUYU1XXgZc8vYecZbUiFZ1jJJzZT1epTNN9mpNzD0c1LWrYHST6dLJorpZKunqSFf2GMwrT1ILiThgkZqzOiz3ArQjpENb9rOG7UJPtF8lKupsRpxYq+HytxeWm5rEzf86bF/kK4R6nbD4TtBxzLeSgP1wAMP4CMf+ciEFzUNd955p8zK77//ftxyyy2XvE/DNc14eWwG6DuUHN/Dycik9KTYm52PLHbCRKiPnlU6IiWcYTy7iUgZJej3+1mY1nTine6/cFvmtkRBXXaQYpgMxcPq9/ryGEY0cGQAGqIEVc+VZzEgCXFgmh7y+IREEQMlkiourfySQOZuzDc9WoysfmHJnoO+o97osX8xcmIpWtbvCqPtBJJRvFUG6gtf+AL+7M/+DAcOHFh3m3vuuUdm5YcPH97sw/FYEyoQ1AAisisj03VX51CsiLU9oTJYMQh6RTRWI7bUsHkp1j5JUe6gL6FeYf8NBqZYN4kwtKKxzE8pshYc1jMzcoBmbpeMDPU8HBnNPqfMKgOjkdxdX1tZjYyaEz0tlyixHhliGuV8r3kYbj7OF0juT6ROl4C+Y5zc3txwCt+1q1zeq3LvpXCL75vLvlZXVlZw7733Zs/vu+8+MTLMLx07dgzf+I3fKDT0D3zgAzILfuSRR2Q9vs8Z9cc+9jF84hOfwHOe8xxJqvM5SRPf9m3fhrm5uc39dh5rQOfRltkXkd1HdXOnSmjCSLltd4Ms30R1Ce35RM0+zV1RPYIGhoW4XDeNbB7L0tHlonfq5EQuybb1oBGTst2RCR3yA1gbZQyVkUiS6KN9FOEL1kzZw5PwnzNLHDqzwsu5gdI9ZLDyoc71Zser1Ynt9vOwH5HmnqtR6uaNVG5FMVJWR1rvHzh5XheuAVtrwjctzLjpRor1TjQwCs0VvfrVr8ZP/dRP4X/9r/8lz5/4xCdObEev6tnPfraE7X73d39X1uVM+/rrrxcj5eacPK4GeMlVrSdVMhJI0vbWagxxEcVzGi5Wzl56SRntPfaUSsRwlUpGFJaeE9t3sKau1WrLxcii3R4NV994Wax3kuJgYQ2WUK2xW29gw4gkWIzQ740yWaV2u49kGCNJzCU7LI6bHgrDr5IJVqBIxYncgMrnbvhvNahhUwLGXgkyB7kmjxsBf7cV+6gNXLwHtjuRONe2trRpOQbKFWhWFG1BPHLkI92PZrDdsGD+tc0IrV/2NUdD48rb5LHWewRZfR//+Mcv92M9Nh3q9NtH5oykBKAEDCNgEI6NFENxolrOFhsF0eATYkRoXBZTG0U92gLiUTomU1hWIEFviXVSKZUlWDM1ITBLb4jkDOOhmRYftJkBIutRcUm4GAEMw+ewZAlVmsjyT3b2p+G+jYQj8jPAvdDOI+8JbsRAZd6oXawkojdOuxwD5zeVLtUpMCDpyC46wWMUQiMUqn/J+0keuY0aNnYbsPeahpHV89K2qWqs8s2A4JSGbAT+2tu34GXSGafR6bGwKpYLlVwpOU4Pit5VsYQCJY6qFVGQYLsNekUSuksSK4vE2iUjIMuwHYt1te6Nhoh/03vi+nxPwnv2/WQ4QqfN+V1R9m3AEKAJLIwC07OKRomH5M6DhBRoC3ndkILejKrtnifZrwY1Tvv9xuhabzKxA85+JZzsBYysR5zklraVFqNhkkmeRDHG4fPElnmMCuP7oq+GzQ4N2v5N7lRrsELrtedlyeLcMXH02Qj2+724D6E+Q2qHof64dTxzQ6UiRgMSGITtYF6n+2I9IpIj6CUxb6ShOxbu0kgJ60+9l1wDQ3pSVIxQ+rlq/dH7Eu+MwrUp96vOG40UPShLphhR9dwU8TK0xxBfuQKUC0YGyeS4zGdpSMKFhjVWm72px5UPE+63HIyGgzQkpAPNekXQHjsXgQ3VDuzv6t4b6eTtLURerTYhY3ZoGhBk9/XAEn3lNTbm1s8IHN1MZghsQ1JVf3FDgG6R/UbgjdS+gxvY0mHb+BwyG2KSB4GE1tjMcMxMMEwFvSi1vbuw70QQNrYXt2l0KGG7IBy7+UFgVCZsew6RUmJYkB4TGyFar0qOzF7o0tVXvCkTUuSsTmnoGR09BAo5L8q9Cd0wg94Y01pahE7uZSfUhjwaPBpxXOnbNUWhY7eeCw/Ib6c1g+pF6TUv94qWQ8p9Pb6AWN4hDUSdC0AiGdM+g7eqzRqIkaJgjb198zkrjXp4I+UxBeorWM9JwLnVEtBdQRAUUTowL7TypFySJoQjhv6SIYaklfe6IvRKT4qECBoowrDyKDrbtermRgKJxkfqn5w28ZFjpKIwQLHE9Y0Wn8L0lzKLHHVgFCZo/BiO4GwvstneIFfhZZuLZK8XLD0kmOJVRatQbD0mw6Y6lfHe1O5FyV7nVRtm453LiR6NSVI2+Sk2DqX3pMXxnKPyb0b+NzQDCsZGSiaawURa2yjEMHvA1wITx9kIvJHa97D+BVl5KY1ByXTDRYDlbheDXs+0x5D6p4HkoSRBKuE4GhijYM4wXpKQ8GAMkCpSaMhPZJP4GVZWSYp0RfwvlpBeELD5oaMDyHYcyci2med+zNHyUaSQQmPMRHXCodD2GEu3s0Jh0Ac2H6UhwZyuhkuQ2O0DsNti5HK/i3qgzkT6khCNx85Emvs7P+HK/y2DPid+/M05IZTIh53oUdyZE0G77sgJB+qkUT5nirHSkB/vUaPrOSY18TVuT29LHgOgv0FXyhupfQ0N/VmtvTCU9hrlckW084h2awWtixfFOHU7HQwHQym8pYK5MPbiRDT2+DfX4XviOdkeU1yM0RlmnXcJ1QAs9UqGhj4o2y69AYZD1lrRexsIWaNUIrvQXvChyUfR8xIHLnSCliNguWclBzkzrJmYOsOBBcfj2glV9FsFHUfc77dRA+OG+bQWxj1vHjsbI7vE69ztWqSbTWpoMMjco3EpAn3moawkCY0Re58yaMIoBqERjYl9267YSqZg9F4mlO5r9lENV2uDrpQ3UvsKGtzSn11T4hzxY2kDzz5PNFQkOdBQUHk8TUbSqoMhvDQdyYVdIVOPYcHRSKjlUuBLySTbOp6K6dyW9VGqXs7wn2j0Wcaf0eWbHEJpuGjMGGqk8rnpNWUUKQqxaRkvArMkUPDCt99AKLZ6Q1nWEg+U9VRxJasGy6ix2CfewUa+o5Ikes5ApxNl9a64jjdWOwupE7h3VSPcKIFbhKtGyaWjZ/uykQZZ3+nVJqF3G5mgB9Tp0ECN0O1SJDo00RBLjKL4M0P3jHywhlH3wbAi/5aSESVYsMqFF9UG4I3UvoJ76brZHBqZCIFVLKdBEWNVr8vFx6JcVxGCr9H7yURkdfdyUdpOu3Ehyz9pvyiSIwxZYgwhK0hY0BTyyixNcmCmEy+9s9HI3mo2hBA66udyAzIkYWs8JGdlZ30aduhVgDjNOBj7wjhdzvdUur5S9t3tkxyF36Wh75fzuBOR2kdXc08nGIQaHFeb0Z1w5NmvbphYap2sxyP3VmwmfSyf5ONgkKLXHVqBaUP/45gQDkmACjGMU8SWoj4amX5wo8jc37zPNd88ketaA95I7StoaE971pbGRqtYRlAyjQyZl6I3xQu2Umb/qFDyQ/RyGAqkZ1StsYOTAXNW9IoUXH80Mj2kCIYOafAOHayiUDQkCYlzO2EDXuScWfVFacKI05LeXmxTFjVBu9VAYWCFZa2HxNmaJGUZluwCvT57j41DExJyiIDewCRrC9HYI8h37N0ruBJPR70o9aSQG+hclYFkD6lw7AUk9vdTHT7X2Lhy0a78kbuewiUbjUKzT94/yuzTUGFH7l1GNGKJooys1BmFpRnCN46V1fK0eWsp8o8j6cStKjE0gB1KXmwA3kjtK4zsfLngeFN6eVITj63aSUU3F1epVJaZUq9XM0ZnNBKDQ89IvSrC0M5tOw+Xom6LfdkTihcxFSRY68SckgrGqrGSmdVABWfHun4Z+cJO27WGQ7ZxQxuc+cVUvbChhRSos54qBuohUKVCei78sddwJWQJnbZQgaDP38SSUTTs4/jankCxAxFMKbMINrBM288EB5hhPkfFRYgTqQm1mxBghOEglNCf9JCz97y25zE95cx9bCIrMSqVBHGB25DpG6Lb3ViLUW+k9mWpZr5kVZFmTQZphEhaKAwL8hoVyXkBsoU88055IzVudmjuFIbqYs0tWbFZrkdj4tLNCVExl/i0EZFlbouGyQjYMnzIzxsX604twmX83B6S0GAjoGkLfes27OHzKZf2D8oMFFUmbGxPizJVry9f50J4Y7UzEDn1fertXlKXZNfNl2GsBin54H5tJCJk0a4NAfL+JJEpjosStej1xv3jpGtBfyC5bEZCRnaiyrw072NGZ4xWZ0XC/3254NaHN1L7Epoq5yPDdjMyso+CAJ1uJ6t/Uo9pWGWOiG790KqcDw3hQXJIqYTlpLC3P0CpbNh69MJ4YZL80Gm3ZeaUprPZEYgnZQ2KSabai93SzvnZ3DcvZl7kUl9RNIsyhyROTq/KVreLASzZCnfrObk+o8el05UlK4FEdhcHJFfexh3c/ECxMxE6nq6b4tFwX5QLb4+5vKvHWYZa9M7yDS6WQCEafiNDWqJHpbmlbreEwaCIdruCdmuITifB0tKikCtaKyvSCJWyZhSdJhj6FwHqJV5968Nfe/sSrtSkUWULQqO7J60xnLbvwraTnlCBpRKZsB5nTdnebCt5rkejQgYfH8n6k/5S9j23tiJr9GuNlKOgNPaihMqudVdmEFUDJapNVpiP+2F4QmiuDqHCh6hWhyTbU1vY6YiMZiEhDa86bD9XUIvw5/Xqe76rIf9buDWA+ZIL9brycH9bGqgs3sJ7zDQjGJd+ZB/KgvxYyEpyz8cjFAoM8/clJ8VJqu6bERXe0wz9M+/Mye1G4I3UvkSauwRqqNQaqDRn0JyZwezsrOn/VSrJBUWWXq/bQ79vOu2OW8KbfFGlWkUxSYS9V280xK3nfngNM9ynNNXVIDUW0haeYQRjrbQgmDFsJ7I48RVEeYLGjsbL5lK0BsTVCFNmmscYfSVL2Lwg8w1uSFWZfpJAz3VsJVxPy+Pqds9NnGtcWX3qHbkelHpR+d9pNYX/fOcAV7qI0Qq5663yi+xHlSSoWpEYLc16PcBgEGNu/oB4VOfPz2NpcQErKy2cO3cOva5RpaHBonrNRuCN1H6H8LnLKFWqUhtVq5pHsvekRsrmmoyhMY0LTSNCY0iMIkQsYUB6XlRJp5Figa/kqkhPddwkITw4hAnOzAxV3NRAReSKk2ceSJMOkU7KNwcW2PCDKlCwYFfDGq4nNU0cdT96ABOzZPbnYj+hIbDUtu3DRuNiS/ax1IGKjEieX2okCkPSDlb5NgxwBkgvMbU5cOuaBo5BQs5IqbfrvqcGaiPXfZ4RqL+9Gr5MeDkY//7ymYxmYFybSG+KW3OyU6uZx0G/iG7HtOTh2MHaSopRN5o1lIsbU5n0Rmq/g5S4Ug2Veh2NZkM8oYZdaKxMQpSNDFnvkMoMiJRzgq675q1U0ki3o6GiygRDgSqNFKiRYi7JttxwlSREMLZIxQndH4sCx5JIl9Rz0IPiwMmv4DQp3EjieL9BZ8kEB5blFFgaABcvWI02eqX2tyD7UsHOLZw8MBdYKwEllZlycld6Xt0ScWzSOV+ry+tehfudE+v1dij5ZV9z21/k80tZJaRVWVltv3njpe8VHIOn3rT2jZKJoDVSifXCeyzwZflHz+j+8XqRa6XGR5aihFhaGhspTnrZNeHgwSaQjstY1oI3UvsdHOkpgRSEE9TRTAQ2ijJjRa+I+SUaHkKppdKig9XnUShhPnpTc3Nzsi+hsZOGWiRbkO06TFiAtpFXe5WFtqSOs26iYQZJDpr9vlFR581B8LBkxs8B0whkoESjZplIaqSUxTcm1nvka2qkLmpgBhXD0DL0f9VC1JAfH1WCiolyykzxUhmU7aTCOde2fE0GNfc38Hh0v1dHiS2W3KL90fK5Q+2oK3p79p7ABlmteaOYVx1RMWaVyYIj5ExIfSONVN8eD3PEtgyEwtCzc00EYVkMFUlVTCc0mxFGycYkJ7yR2u8Q1sK4ICK1xsiteaIihHhNsWHaUX+P72vbDekd5ZAthGZaLkm3XQ0NMrdUKlGpwtpEexPQ4Ig3RPZewRTpmk+m50Y5JNtp10qz6GFpZXyUy0Pl21a79SP7PeGfhWlc4or+zYaS9gRnP7097yzelFCP1ZRiRLZgRUkVGmrSvIirIeeGA6cl+D3GyMtRDRw9Rf390ikUdHnfvqmRBzEkDhlmI5+txkl/x6nHZ42lsvtWWwje29Uqe8VFSEczCEUsgHRB9orzFHSPywQND+sayMhpWykkcdOZkwpDoZcnSdUU6drcFP8mSF+XmLOqTBSN8aLEEkHPpzlDBQugwg719iKuWTae1OSwmp2zMNs+oJaMc1eE3nzMn7BzvcflQXMU0jmVHtEIqNas9xobxY7hkNqJ5uRy3R47I0vtmvGq5LcZWk/YYVL2cwNbpgOXKwZWjRPvZa2NljVQPYfMwHBbHm64jwEOjTZQWDmknNGUMoxpIssuKUNLDnTfJUeVRPRfWFfHz3HuT9Xk0/wxX5cgTcl4U/MHAhw6PAsS+paXApw908bCBU9B99gILD2HquZk85VLZWnzzoUekQjBWm0uI13UN8ncwUAMEhd5zd4p1Vpbtut2Ld2UeSV285Vwoplh0UBpTmpQNLUY2vVT64FlBmgVlJXJJzN0q1SRT1asxVjSR00C71e4dt0lnSi9XyC/kVEJoUcdDjn5CJGOWBLA35CMS5tPtP2D+MO4M/28B5s/hsvxnlbbz15D1m4mR5ZIHKXyfDlFlmdU78W2gmcUjYW4zNWS/artbPIe1bQwoN4feQ1AV50kI1Dwszi5ZPiXhtEqxvAYGEKWocVGSqg2Q4Olepqmi/fGBLa8kdrvsBIQhaIxUFSZqFYqkociu08JEUo3p5clml22M69Wl6ek7AVAZaUiIb92uyvGSryxwMSJ5CaypAnGr7mJKEXYQ+nbvJNSobUfDe+O1GaNVd08g7371quH0lDGfjdS7oAnRc9Ovx8TgjWqIywd0NyjFHQPiggjqo+wLoaDkWFdqnqIS5MmtD+R/bjst8mXA7hGLW+I9hMj01Und4tqR846l1zjnLzptW0NlJCSlDlLz9dOAPXaX4t9qa/nKe0Zu4+TSvtaScRjgUHAcJ65r0U7s2vubeapeE0V6YXTiDGcz/wmw/2MktRKKBXZgnF9eCO1z0Hl86hEL4oqEVxKYqDI0tNiXipNZNp8Ts2TFt2KIZKcUwlNywyUNh1UPi9GKDMXVRqHAggapzxIomBeSrvV27pigRItROjCSRbTC1PtDBVDnaYw4dtMGLh1Y2RqSdjPCIxMQBiZUWQmJKORTESWl1L0erEoiQyrxhB17ERCPGBV/QjWJrHo4OsWm+53uB6La1DcyYWG4hSpLchO3HC41a9kjpdMzJLDeNVtTfn+JPSz4fxWIo3k6NPARjv4WpW/OQ0Ve1HJRMaE9sKm9dxszpOGU/NYpKlrxEUiKl4F3WOj4AxJjI22dtdW71SMYMgnYLhOmRWUobXuOr0rUZWgJp9p32EUjw3llGE+9oIqloyrrzN2rXGSz9ZjUP29cHJWqBc4QwZqoFT93IWbVHY9pv00G18LMqDp+bGDh+YUkiHr38ahVBH2tTIgyupkkrvXY5uFFO22CfvxN+f+2EOI2/H3laJsLfycctJdYoDrPU0L562WvN9LcK/bacSIVMs2HNJQ9p41UNLvyQQyxv2abHcAlzgxjcAy7fzmDZiuLzZQj4WvWVITP08nlhUyQdW7tu04+MjrbYFhSEum6DuTzfXgjdQ+R8q+TdTWIzGC4TlrYAhh7VkWn/R2srL8vLroLcn2TKg6KhRkAHJ9I61k6iW4GBffGqcgR4hQUUvmOuwVqRd2tp4lVEiM296A+c6x7uIaKe9BmVn4snNeFtpAqwOcPwe02iP0uuNmK2xOyd8vsCFdhnYHg75I2ZjOyTUR/WUes143rE39jRn64RScs2zkCqxVwWAvt0q5Emhor7dGC44RDVLOE1H9y2lQ8oMbZsWUYt/Vto0s/d11drj+gdgc73kbVGE4MS6ZHNSZc8DBGeCawlhaSX9oknQ+uWA6/zZYIsX9+1YdHhsN94XFohifHlXLbR8nCs0y3CfSRLZoV0OBnF1rW3gukTPjpndl2nqwx5TJY0kdVMGEgTTkx0chMuRnVM4UT2ZvpqeaQJsdqlFzQxjqQUVrxPD3+qx8PbhhN/VoTaPIEQa5DnTadkEV7Clnw99X39P6uFFSQanMsHAho6pLPoQjC5mA9IwtC9AN9w1XYZm53nBWmDpFhX0v/J4ZK88JgbpeS96QJHpurMc7EZ7T+8qRK9LPGG2QvJInqWie0S3oFe/XEiNqMUB2OcOC3QhYqdpuvro/50NkgmIvMSketx7WRuCN1D6HyUmVMBgmos+nzQY77Y6oRmjtk+nAm6KW1IxhYr7CDmSmKaJh+pmGh7Zjr23NIX2e6AU5YT7p2ukeyJQpoYQUtMBUE/3a6yhnhKbdeHtpQHu00IHP7b8lfYEk3Gc8JvcnGNnfk9cD2ZuctGjjS67LUC5bqvCaqAwqCILYUtVN5+WRnUFLV9fchCJPS7+ECu2qWjiF2vmw1V6Bek2uJp9LWEgtO49QhuwElGVp/9bfFjm5JEy5V9YKqbpNErUWUbYZGUPTZBucAlC1RupizU5OVtufDd+TVCF/b5Cy6Y3UPgfzSLVmA63WigxMrIVqLi1heXkZMzMzEtapVCOUK2WkaQmD2TpGCZXRzSybi+SuRhzoEpOXohJFFIuHpXATvxqec2m3WTFo6uSk7IvSdoPECzVwU0J7eUFNn4y/FPmwp+b3KD2lk46NjBuynkxUgHarLS1a+Fq3U0SvW0G9YaRxGPpjeFYmKI54rcz0NVdicxqKbLbuqFjs1VYr+eJZNQj6/bMiXWwMYpxsJwANrboGLx/6Wy/nV7b3U8f+FvSYWNnUCy1Tj9eOThx4j1IJZpUd8pieetwaUapRVIHFDVofb6T2OUTYNYoNlZwq592ueFJ8NIMRtbZInKCenhl8mDzv9eg12ZlzEFgvapAVAPNi1NCELkzyhsrQ0893I3zO60SmiJBb11WXmJaL2ouz7c2AqwqhpAkJHY3GCiMmdGRirMYTNuSYKGJdizFOJFXIQGrbuIj6SNf4OvSouD5DfxyMiqPAdHW1PYmEj0GShYZx7XMFB7q8cki+5Uqwh42UviFkCGWwYizK7Ko5EA6faWr9oBvu0/tCX0tWuV9cxQn33LuUdIoN88nQyjZRx48sUXrO05LAnHw03LIoRlJUu2kdeCPlIWBtDAccelBclpaXxUtKU1LJTaxZaeO8Sfq9CN0uJffLYrCY02BzQ+kzJTdUIu2l+/1IdL04KDE3xbYaEWdcU45B4968KlNb0Z6RMwamNoPt4NVj0jCQb2y4PjgoaWMEns92F+i0AXZL6HZNPlJ7d7EcgaE9rYXLJh7WMGmYV8OB2jNIc1fDYUPyVKMRFUeMFyz0ZCsILL2JLBFAJi/2d5Yi0RmgGJtuyq5KxV5sDaKMS5ckkbo1g7qMxvVPeSM0wXQ1nCYEtj5Kco7OJmr0tai9s8r9o8fjtmXRJpkVGih7j/K1i6oxOABOnwUaM8ABw6naNHgjtc8hTQltoQzzCzo4yWI75boDiWk6aCjlpnKcYZ9QesgEqBqVdHpgI9ZXcd9mhsXteKMxia4zRndmrGECSbrbkIB0AnVqQPKUVVcE0xMk1oYUYDqhVZYdZFpvLBVQoeA8t99622qk9HnmZVlFEpHIsplxYXuCrFDKaNHLZs7SXANSiqACpOpB2B+Svy8nI/ybgy8HWh08lcmZJ1loeExn+PpddwNUmNcVa5Vid1sYmxXmjsYtblRnMYN1ceQc2RIPZdAOLGVcWZZu+w43J5W3fW5Rtj7XbWQ/tv6q77zHcF69Zrr4MiRYm/Jbubic3+iyQ/cf/ehH8dKXvhTHjx+Xi/X973//xPuvec1rMgkdXb7+679+Yp0LFy7gVa96FZrNpijivu51r8PKysrlHorHJsB0ziW93FDMlfSgi1GXMMycrL0Gw34lI4dSqQSoVEJUKrHkrTgLFzkkDlyJqb/RRWaEKk6ZMzBZaMfSWqUYkYrn0gxxHG/X9d1QyX7DerU10yAhmksGerOlMjhNndyUIUEmDWG2xAVj0NxF+47xGpJcpXReTdDppOh2UvPYtSEhey3ogbvF23y/NxyHkKj8LY85mSAdXF2VBrfmaqPnZTvghtMycWT7Io2UdAGgOr19HAzM/SOTPOdepAHLwukaOlUjZQt99byEq+Rs9T5ShqF6drpd/l7VfWhBcPY9REjWhPvYBobSZ1rDpcZVSkr0t7bHtiWeVKvVwh133IHXvva1ePnLXz51HRqld73rXdlzFRlV0EA9/PDD+NCHPiSz+O/4ju/Ad37nd+K9733v5R6Ox6MEmVvJ4hKKFUrpU5/NFvVK+w1TpMmbxQoQZJJFDL1JczzOfu2NZIxJjE5ACaREBrSNID8LdmTkRFFCZ3bTCBHS12afKRe4OYV0FZbctG10EGK7eA5wZtZOseAkEwo2OajxmWTNVEBqeW7uOwpMjzEtRTChYcP863Q6mXfe78fo96h8XUTRKqSKEv5oLL4vhdq6X2uoWrYhJicrvAbCVQZYHSS5VFfJYe1UaFhN66RoVETX0hoqqRFEDk5kQbTxeE/afl9KUMnU560n6jIk3fq0JEfYINRzdVNL7nFqSLLnGDQ5LEvCWe4CF/rAw4n5/VhOKV0MEuDefzHjx/w8MFubrMHaVCP1ohe9SJa1QKN09OjRqe999rOfxQc/+EH87d/+LZ761KfKa7/8y7+MF7/4xfi5n/s58dA8riKSIUakF7PmpZhcEt6hkaIyNi8u6rVpczxl6UgC3N40MsD0TWiHYpNRxP04OnwuqysX7nONVJbMdZhebkgnuMz2AnsVq4U7p65rvRIOhDRSJgybYjgwBdr0gsy5Zq2bLXYSyr8tTMtBoyRuuYEu5ljGhosGLoxGQrigB0CFCh6P/JZ29i9kGg3z2gHYDUm5YSm9JrJj0TqcderkthvpGhON7D3nQpbzEeR24ryurdsjNU58ntNMtOVqE+Qi9/PzXqfeY65XqsivrxPDrJbK/hA6ueRxZrVdnGxyUstuvVZKidfhtuWk/vzP/xyHDx+Wxndf93Vfh5/+6Z/GgQMH5L2PfexjEuJTA0U873nPk0HxE5/4BL7hG77hkv0xxs1FsbS0MYl3jw2AbtLCAoZRjL5VC1VNvnE3XjL3mFQ3Ld5dKrE0HywZN55/c0ji7LvXM2zAUjEwpAsyvaymmN40bt1M3pNyvYONCMO6M8G9Dj1HrqbaejczQy8LDLXZ/OLyCrCynKDdadu840gmKiRPjL0m4ymRrZeHhvdoiJREkREqSMBgrwjyAYXWnso1wUlKkpjWH4TK92jyP/vb9glzrwG3Hg657+22C9H1VTdwpybd1XtZraOS3Ir2vplWNqCQHF847sSrRklRdEhGrretnnUeq6nZI3f+NXTMffe0i6/c72PvjgazqrnmELjuujGjc2S7DW8Em/4bMtTHMOD111+PL37xi/ixH/sx8bxonHjBP/LII2LAJg4ijjE/Py/vTcPdd9+Nt771rZt9qB7EiFPqNgqFCJVKWdrHVypGyVxmxiPNWRgDJQbHXjUqWaQsLcbLSapQZWxRQS4yb2UWyvsz4lOYMuhMHFJu1pafGWscv+jMovcTuy8/892IeC5/HwnLMpcxYH4oRa9viTE2E88Qbd8y9vibuwr4DP+aDzchPWnRMhxI7kl6iFkihYb/qE7Rbrez4nAWirPZ3WhUF5HabjeWXlbZgGa9AWlXzzCgzfAzjJQnRrjnYYJWb/9Wr8r1DMIdTJzQ35L3BhU6BjwPtjdTlKshE2OkaizcRvXzeB3YR/f+coknrmfqqta7Hh0cMkReX9FVUNe/3VYiLkRAlixS53UaKl3PJWNddSP1yle+Mvv7CU94Am6//XbceOON4l0997nPvaJ93nXXXXjzm9884UmdPHlyU45334PB4qSLOGJr5xKqlaqEa00vqLHsUWy9KBogDioqfyMUWZsYFcUBYfyNwziSf7AU5Hw4YpqR0htW6kKc11UEXfbvzA6xz4yTPrqDykaKl/n7SAsFy7ZkY0PKIUl9lNajWXo5vSNl7qnQMBddR1u0aDE3jRt/cIbzTI3UWK2Cr/Uilir0TeuWMEa/X7JitWZCE8WB6DZSjFgHZbnG1iE/ZNfKFCUF3VYH042GRa8GXEq4DvhZvk1VVdS7jMbb8f5xvUS9F9yJm+afVmO7ugbKJUe45zkfSlW4ahga4cgTDbPJJyetUzxebS+vbXs2gi33hm+44QYcPHgQ9957rxgp5qrOnDkzsQ4veDL+VstjcdDMky88NgtmHhVZ1pYaKCKyRArtrslHikPSpa9Uxzc/Bz/moDYqvT/tCPIDMAUpe27nTxsCYbEna2i0BcF+g5vE1ntcadgbCXVqiLZYosI9DUU1C/fRkChEJskW+GZtWuzfUhvV75uaqEx9gmFCI9DGPlRkhXI9yVeNRpmxo7IJrzFOiMrlorRzqdfrqNVjVKsUrbVq6s5kJN+G3p3xu56ASySR7+psu1M8KR3Y3VtFCS1kMZLZSI830ponjKHEpWFxfH70t3cllWTdDYj45j0j1xtFzhvLe6N5+5IZLuaomXPqjUWiBdq2w1HfX1naIUbqy1/+Ms6fP49jx47J86c//elYWFjApz71KTzlKU+R1z7ykY/IxXznnXdu9eF4TIVbk24T4DYZLlkmlf+3xZiixccEt17kdtbLGXqmx2X1xCSxa2uepuUYXOQT5LzYla5KsL7GDXW5DfRWm/3thJnzo4U7KKtxcplVG5WBGqsSjM+K8PbckhGrIKKLelTjMJ5h9TGs6xauZa1czBMTjmJOU7xi46GZCc1AQsiqF8iwMr/BSARqKWJcQDIMTZmDlfhhKYJ4GOaAx96AU86g50eIBc7vPnRCV9tpqPL0ePc193X9jSQC62j2EQz/BXawnxCUtQQFhRvq1HXynuc0D0rhHt/l3D8TZCjnSdZbypYeKJ3emRNtrpFiPRO9IsV9992He+65R3JKXJg7esUrXiFeEXNSP/zDP4ybbroJL3zhC2X9W2+9VfJWr3/96/HOd75TqKpvfOMbJUzomX3bgUmOkYZqssVmuScMFcN4TqKWs9++kCaAmF6V7bCbhfuKpt5Jk7gartDcgUJnw6JmbpPB4p3Zu8aNhWsFvB6D643t1BzEo4Gem+6UpPtGvKgsNDuxjI0HIYZIHpOMOMMQHb0gPur1IIw9MvvsNFlV8V3ItjSqrntNY2XzWd1ezyhcxAz/9dFqlcXD6vXmpO6uNWvq8Oi9N5tmUiRKB84ERa5c59ogoyw/8GvBaepcd7sZqS0fkHNgmbP5olklkOQDG3lP6ZJ9TynsVVuzVtg1DzGczkw0y107Xbl56UxrtrkpRuqTn/wknvOc52TPNVf06le/Gr/+67+OT3/60/jt3/5t8ZZodF7wghfg7W9/+0S47j3veY8YJob/OEujUfulX/qlyz0Uj00BL+UWRqOBUTSPGOIzvYJM/iFBt8vkOunDhhdcKZuaDMrbkNHTTUxCnurGmpyXOLm9urRI16XB6sVPEUuFO7vTm0nyW2rcwktJF2rDHFuWhYj2mqFCzii5oZ11Kegjyh+NjRPzUVQXEeq59Z7EY7KhOyFOkATDPJJl+FGNIrLhOwnfyLZG9V6aJNrRbGhfkzCgVaPQ43a9LxqwRFX0qR3Z7ZrcVSnG0lIR1QpDggV0DsRSNN6sW1ks68XnxVJJaRZKtHMy3DDWWqy1qwVXB8/Np8m9oJJGrA1zekWFgSMca4vdNXdVWEN/L6N/55bVMMH402JbG2pX0oYeq+aI3aiGhOk5FlijpFEVYSjamjgaWOmAQIPlNtDaTCP17Gc/O4tPT8Of/MmfrLsPely+cHenwEhEjkZsbmcGGw5KnOVKuGFkFM/ZG4oKEqaNeyDMLLnZWPdA193OkjQxrxIt2aDgdA51bya3MRvBG8OlqPMCF/02y2qa1sgtP0N0e+DsNWgIJp/QXm/Q5S0rag+ZsKwJ6YoXxOIVCe8ZcdnJMJ951PCfECQskcJ4TzRCfJ+foqOYoZ5LnzG7n7FasM1tSYneEKMgQN8aKa4nGoJxjF63ik41RaVqShqGQxrMcX1Q/hyod60U52lstu2EGiaXqTjRP0pZr5blyNyUKwkWhtNb1eQnKPlwYpKbxK3HVXA9KSFEKWFJVTHssSqzVpGFXnOsPfH0VNKMx2/f4zqMsmwEO7WMwOMqe1Ld1hLilRVzI9FQxTFKxZLMpAm2GJdwz8VIhEl5MZJWzpCMhiDoRan6BMF0A2+uHgcXWzfh3gTqEeRzKspQkip2+7zh3NDarbTnbKsyLdP2txegXmO+Hsxldj06XBrqzSjoOXZfr9eV9hykliv93HR0pnEz6+k1pPlNYQFaA6WakAljwpakodsUSdyJIgwHxrNnDqxUKmYGtj9jOjxXVDvS5qry3z8/kdlpYT4NUSdWtFUnZ3pv9KyAK6bIf7nGIT85cxmNCvd+W23AnzbRYYt3NwTPQnAaymnGTt93JwMa7uc2YqysAZMiX/6W3kh5XM7wlyZDpEMmtU3Ij63kK5UCymWG/igiOha6TJSBpKEXOwJk3UCtWKjS0LN2ArnZnOakJAflvEcjJBXp0kRvHHefRqVVuPUwe4EskUdeVcOdhee9itXg5qPoSY1clQgy/VJjFFw2n6igO8+1TkpqpZQBKOUIXMcaNet56X74OZHtM6GKFGZmPXnU5hobYRSEwhrUXmWtlTYGg0gIFewALH/XbX7U6jtKTdEq3ztPHNgp14des/p3NmZbw+uGvpMcgYbI59/ccN4EiSG3TAsPun2nlFuj96fco9arypOf9FrMyDxuY9Pg0qal3FhLVDQdsB68kdr3sMGAQR/pwDSvY3+pWr2O2bmqGCleTKSYM9dk6luATmdMpCjZgkKhD9s4s0q2cCYljEB7ReeNVMe56PVCX7IGihPscEojtTzlWD5vSjuHnTIYbQZcZWodiDT0uRHP0UhWjTX7yK5zuynLOpaKTqiyOYlNErpzPCl6UVIjNaARiU0+yoGoqTshQzVYNFQ0PsY+GeYfMUG6kNeNVyc9zYZDOQaWQiwWS1heaaBarYj+G734OusRqoac4+YrFe65UcMebXPIz30erTIYl91yDEwKv+rELh/Wc+n4eQ3DaINqHOrhcek5EQslhKrn6oYcRXHCqkgIBd1+KWUg6peVY7FFyj7c53FFYP6p2+nKLIe1K2RZlcumiDcpjuug6FG5lHQOFurC847hxcfXGO4jyaJMynqOgq5wK99loadmw4dkAbEtNW8Q3rQ6FurNozUiyN2Ye8k4KdzaKJdC7BZvrjX40uCsrFCnj6E2Kk70hLig+noamiN53O0fRVafhvu05slVqBAB2mCcx9JclftcldJF0YJhPIclSGjTTNODbCDvUfjYkDfYRqQgn0PvvrZYFyPV7TRRrRUxO1tCMhegVgWKvObstaKDc2GKB7Gd2Mjn58PhgdPSw9UvFEZjzgjpdeFeD3kjtdYxuJ2yL5FtWmND9ZSogMEn9LwkAuKGY60AgLyPjcMbKQ8DzR3QoxJaeUE68rLRoXAobPKWDDGyp7IEtvWYNLk7ss3tpHU4ldKVieXIAehNJnVQziFMsI+0tsKKojI+rveIzirzTK2NUmR3I1zadT6ss5HvzfBev2eMFBtTSlsWW4gr7LyRqX8Spp89o3zOfJDxiEheGBo1+jBCEibZ65q7mqiVsmE/feQiXpqSKqa0qpfrj32pBgNRUtd9quHrlUriiRnZpkhknThtj0l7SwPUqIoSBRMMuLx3NS1X42K7jZh7DOmUkGCg7zmkhmy7KYLMuh8XE3VlG7jWptZzTaGli6EKx/dtlnN27l31yBgW3OjJ9kbKw4BtwG2XVWnfMeQAZtwYt4Oq9pTKa47KwGBbQmseSZKjg/G1KEw9K/WixZkaorN6mqbuifVRRWBQMAaRN8Ky81nKNipYL6LiCGjuVbghUZfZtVG6vSpFDBLjDZEQQy+pbN1gGVBi25m3QO9pHLKlfJGECm0uKlOc6PUQDYfi7TAcxwaHhCH6BWMvqmDqrIzHRlKEk9OyxycEDPuof08Dr08asXarJYXAFQn9zaLeqOKaEw3U6wFmZ4EZ9juLDOFGa+mmYVrIeCdh6Cxtp12GGBG3ftAZ8PU75GsQp3lXullexHeCMOFcc3nPTV9zQ9BqmKYRmTTnzOuL6jEbgTdSHgac2dpBSMI6zhxJK93VwNBIZd6TelXWUBVt7ZTSz2VWpt1FeXHapmdZ2w5r0LKktnNxa1ggzybSQZmGSQuEL2NitmuRZ2e5A8D6FHRLeLBdk0X6KorGQsKiLMKwnamPUq/IyNhQ5894X2pEpDOvNheT343eEvX7wozFd4liBVIURoWJ6beG/NRbYodgScarZ5ftIzIKFo6+IHNVpm9VgG63L7V7K60Y7U6MVq2AajFEn+LGMVArjBmg2WfnCCnqOeTLIq423ONJrGFiDZj0cOJjMqnEoh6M/L1GXNMND+o9p9CSDfXEpoUcp3l0erxwz20utB+tQrm/pA3JKvBGysOAs1re+H2TKL+kzkGe2BYCll6ukkdSqMtZNyZHAXH5I6DbGSfshYWlOS3tG8TwgL1g9bp1acW8Cdy6P20TUHW8r/2AfPFzvjh6LUjLlQG7L5t2GjRONDIM67qEiWx9O6lg0eVgmKBjC225aO+pYoFSRiZsR0PCfXIZkilqR1AxUDQwqu1XGPei0tbzeny60BhK4bDWWDnQdiDSot5uS/UK5qt6vb54hrVaDTOzddRqBVCNbbYKHIwDzDoMOulvlKsjUtS2MX/lMvjU6+jZx65tiqit5fUnc9XSxcjQOV7jM8TLsXRxjdCOpniSbrG4i9Xyn/l2O66RyoelL8dr9UbKY9yyY8QBaOjMbMcECbrnsUND11wVnNBbeRWjIgXAwVjbT22gemSMU+epwe7MLe9Jacgr2UcXsA5aLgngckBPhGQY5qaIaq2MYiFEpUpCBBd6KEZvj78tocr2oiqRFCWHpUy9vJGhcXI9J/nMyBgohvjIGDWvjdUsTEh57HVF6tnZImNdV703CUVbb39aCJBGWNRSCgXUalVUKiVcOD+D2ZkKDs3XcHgeqJaBKhmnuTYZGkLOewjb5VEl05bEKSGwRkp0/Kz4rB6skBbsfjRvLJ6WMwOU3JCTK9JrS6MU6xFxpgnM5sh8E7ktOKzEvPTSetgv97jHuuCAYUN9dhDKahyc5qxiVGx+SSimTnhOL6bUzvyyeLfdWPNZYuhsryCZDZKSOmWmtZrqslzoSnmdQqDYi3DDP+54s9GbnaE4kiDkfJMBVy4YI1XRuilT/yahGmd0MvaAklgRCkO2bwEK1lhl1HEaNoeibl7jNRJPGCoNM6nWDkODrnqN2aepyTPHbAye5sLcWi0aMBFB1uJgS5dXQ0n6eon5NrABZ4pBYnrR10cBmghQjgKUNeTsDNZar+ee9+3yqFY7jsBdx95LgcOkYbmIGiDJLTphQX1dejvxqfMhWTNTh+ww7bvnr7lgjRBgugEyxnrwRsrDogukHQnVjJPa49Eqm5FZa5K1rNZwX85I6c0uKhNaG2FVkDkL1BVFy4uGi3plVvNLPs+2EnfXy0BKvJVIyhvIvQpNYGsSOzu/G9zeMPVKWR5DenyVgebMuM0KFxUSVvA1EiKKhQjFYg2DfopuqZQZFOcTTLfekSU+yDViqOeFAtt06CBIKnoJiVVC19znQMgUgwnvSqnsQk0fDqUZJ1UupMjXUtpFrLbbzeq51GBxfb5OD+vihRIeeeQszp87jHq9goOHqmg0gGYDaNSMDqWGkF2vfbtJFOrNFNQA2MJlerqMSshvwxxxznBJWN16V+pxSc2hvaem0VJUxizrjHwZ5Rx6Da7VqUfP65UwcPf6ve1xBXM3vcmpYy1hPmtklMFnchB2luYQJNymc3Jh5SjmmZafJWEorV2JFy4l3fXe+LrMeFXjzBoo0+Rhb7P68uEUt0bqcmekJtRnaObq0eog5gqCZo92wKNuHgu5lVAjen70nmK277BhQf4XBohg2s9rnorrmXYglhSjj7I6W3QwD2U8MONp0ZMiA9EqWdjWMXIOnNorhvQSO/WPmSDl3/SknJAkr2FS2bUejD2s+BiE1KMsIhkZz1K6R3Pwp4CxvS55jbmdn/W6zKua5L2Hjf4e6w3+WvMUOiQiMVY819Z6ZQQIJwxvu+tkUQolPcnvz2UVSyJhQ/4u1phJFwLNRa/2HexvKcezxorZNaI57skuL+vCGymPSzAOnXBAMkoSGUjOshe9EB9ssa268noTK0NK7hkNIzhTMzVwyvLjwhDEBHHCSUrR06JXpoOH0s/VUO03I6V5Cjdvt+Z9L/klw1yJUuaYjGdrNPGMiojRVRsPs/zLCAYH6ImCupE4Yn4riij4Go0llobGOAQRBWjH0wYaRB26s/CTHfppwKQDMwdOYYuGCIemnoosRHpK/Fs9JCIzUlbVgscj7UQsMSNh0bEWBtswoW7D9dvtqijAd7sNDAYF8TDKJaBHj4oRwThAapmAJOboBMr1rtyWH3mjlGzSwJufeIU6CbRhcnNuzaK/nUQonIkGiUuuQdhoy3a9L7UD93rrDW2ngtWg4WSC69MbjC7Donsj5WHBWXIyIZejs9uJmqhxt/FM9kQHy+EqTDvdnF6YFOI6N4oYKbci3b7uSq/Iernc134wTC5KTojP9Vo3eh4Yhmu3O6Y/WMrOymVUKhEq1TgL9ZGFKS0irKIErGdDGPKMo2au4rOqzZiatvF5UkMapiaUa2fqcULShNlOQ7gm6W9UKyRdZfc9EFdv+vcZ974aC9oWbWGyXr9iPLPYMuT7c/LFdbqdDlaWWzh3tiDGtlYto1Yn4aKA3pwRsE3K45CXEgtooIY5xpqrAqKThbxgsovA6fmkpKP8IK/eWrLK70njroxZzSdKKD13vuzPnf2t4fZ8Iwv1pvU3zX7XVajsocPO1Vb3OSJmRrxxmYj8uahewxBr3xspj8sDr9LEiIzauL6pnzHQGZWMWW4idpXq8zw0NDHRwNV5PRO2tO9NMIxy9PQ89gNxQr1TOEbqcr+z8TDM78ocUByTEEFPic9T9PqpGVDYfddm2DXUazq3mF9sgoUpM/tADBEFZifqb1IN1/EzrfyRzXfIb+382GOijlW9GFnlC6dL8Pgzx+u4DEP1ljQsKB2Bh2OhW8NcTSUEKOHAJEGnU5TQYaczQq9fFs+RChaDoVGviBnCpLdivSr5Wk7LGCWz5FVA3KLZafeFGjJ3yf+Wa47hqX3QsK01CM78Yvy+/v52HW3jrqF3QvPBErV1KO3TICozXNcaJg3/Z9toeFG78dq6LvmNnJwA6fQbgTdSHhYDpKDShCFNsJ7GCJGai2zaTGmzEa0jGOtWwu9lg7QW8jUnGz0P2jqD+RiCXkavl+DCBSUt8Hc3TQyLxYJl1nGbSz/DssknIMoUhRCFYmk8u7flDGtCw31TQM8t+yiuJN2ezUUoYTzLKhRjYY0YFdvl0TI1zLVsRGo1bNhut4X9t2z7pnFdkkqoXlGpVHHxwixqtSKOHCmi3jAtaUTx34a2VMHCVe53jVSemTrtN3KLXJUMM20wTlc5bdpfShmzeWMw9VTbcN/49xlPFNzX1rrXtSRFGYJKbhK2oHpO9kTQGPZ7k69xWxGrLgKdFjYEb6Q8LHi1s9hzKPUmpqKfuYHJO2UiLHAFliJwwwn2RnDDV9MS0jrr1Mf9GO5TT9Otlcq6F2/AWGkrePOEnpMJ53Y6VBq3/aPCAHFAiSMuZO8xb2QHwWkzdCuPpcohehQmP8LiYdvixc72pWGikmUsNZoECc110eOarJ0KTVhJ3jM1U25uyvhpJodq9m2zXSJKS4McYmhrrcYhLydSYL1LHjebLbZaLTHkS0tLqFZLWF6uod4oolotoFoto1iMUCmHqJYCo7puGYv5jrfiSTmDvPZ81PAXctez5o0mQoRKj8cYrhK65KVcgotjgPT30d5N2jIn//vRWEgLDvGsGRo1Ry+eqKMGk93nOeanu1/9bm7IUcN8LjFHwqGUSmMeewNzGMIbKQ8LDg5GZkZ12Xjh5i8kN6RAWf58AlSTuqvCYQ5lF7hVp8ilvibuULeafT8aKR3Qek44SWvRqF24GjLPNAjFWzADDwf9vmjoddqdbNAulUuGPRnTI6KRMtsKySIfmrGDkshj2b5OanyM1mOAsKfECvOaySE5nWYtHToZUJndeDksgciU2GWEjSSvpW3ttRmjelQaRjSGwaimi/4g1dupKRhF6FuChbS9lzCUVbfIcleGzaoLWYCsKTt7dk4KoKlgMTc/L7VljUYRM7NAvWYo/JPh6+BSBQgNb1qjoRJhLqYRFKhrF03xuEZK5XZD7va3kNxiMn7OLgJ6rvX3cY2MMDbtb9vv0UgZbcWsZkzp6I6V0B5Qad5IWUPp5p/UcCrEaNrknSVjbgjeSHlMFPP2+z0bGnGKJzVUoDeaZYWpEkW1ApR4QRcn6yHy1eVST2UHqaw63jkCyRi4dVI5AVqXOeg+7ge4gp4uA3KjyEeBOKCnDHXFcRYiY/FtEEQy0I26Ti7QmY1n+o2W8qaNB7M6GxsK0tmzkjIUdObc4lnzuVFGkmDhrwlNahzJDoiWu873lJyh8kzcaeSy/xiytLVcNOR8j0K45UpFDJXRLzSGWdXWs/OUso1JR7oPMywYx5R6iqVGi7mrUrmIZrOKWq2MmZmmCPXS+JdKrAmLJDQolPaq7UwdmJAXDQIf2UXA1J45TRutKDMhnkdq+mPJZC4y72uXa835qcdiPE0r7mwL7YXEae81/e30XpX8mhN6k3Cr7McQWjQHqZ+l26qnpB2S5fwz/MpxQAlUjuek38U1UleaLvBGysOCoRMyo0xrbzO7Hl90yvSRmVcyvlh54enNSPFLFZo1e5ysdM9CHLbfTPbJ1hujEdQZmtKkNMyVhUYuM9G8F3JX7nfIN8nbaF2OITDYGjUJ5TCUlqKgxsBKFtEYMFSXONMH5qakHYYze3aT7K4Bk3Yt2qbBGdy0W7PbjdXy8kzobxRiFBo2KT0oGprxF09NLY5MlswO1KNirZS5ZgxBwm20OG3hAeq6WT2giuk62oGqD8ioAvfHwmCtz+q066hUq+h2TYF0pZKgXKaqPNuZ0KDRm+Pn2DwWm4X2gU6b4VXu39w7DKkWCob+r+dNzj3vLxopEjdi4x2V6LXa+0zuQyei4XpVWd1UrubNfd+ddDAaIufbGqwwN9nQEJ8annzY0i19cMcLdz33GPTacUOT68EbKQ8LxiEY/qDStUmi9/tMrpsbTMNz/JuxbL5O6MAjA5blh1NU1lUqV28q6/ppe0RlnWZdFQrLKNMr3w15aMLazcFoPmCvNjtcCxudmI613xJE3IqECMoVRZRFGhcNGC/ZDM7SlNCORFSNqFTKYqzgGB/znk2mazhJPQI1KnagUk+LShcTn2d/d1N7pXRy29bF5ruGCcN87IdFwzRurKh080xxwnHZ8oK5E7m5UikTry05PaqoTkESCaMJkpu150Hak3R7mTrG8vKybLe8tCT7opfF8CIFdw8dPoRGo4Q0raA+MhM43it02JaW+GhISUSxEKNUpkivOTaG5xhiHw5Gtm2KVQYpAcUSpLGjnmsXvHfE+9XJnkOCUMjkwIlkqPGblq9SI+WI3GfGJ1dh4JxXs0/Ng7mkDHdb3TfPSXsFG4I3Uh4WRk88TdgV1TSd63X591ghghch6xv4nJ6U3gjt9vh5ULUxeZe27oT/BgnQHZglYxKxYNgOdu5MXWR6+Lm22l6Vq11li3WK3Sc8jd1uxK70+LW9d7li/E8ZqB2XzBgSk5PIiAWOxJAO+KNRjFHBFPLSYHEAVlUKJVEENr8iRab2mnBzV27IKiNfyIw+kBBiJo7q/MBZ6IlqFpTXkjDl2Eip1uRA3QjzrbKdGIX22Mow6fVoyBoMdyrhImE4TwwWa8eGWQ6Mn0OPyi0s7luiBY0bmYKmbxYV4BMsLZXR7tRQr5fEuwrDohifbndMWDGCu/RaVWsvFckpEdAdJKaYniK8CY+BIrsmV6STAkUWVtV2OGwQKr2/6LEZnrm2XomTsdKI/Oa58FzmZeWuH9dDmnYduuG9/JIPAbpelfekPC4THHHYZZCdUfvGSPWoPGHeleQ423NYxQkNAXChkTLN8Yyx4ToU75yoo0rHRmqla9t3DM12nCmKkbKMJoKeFteVvBZn4JmUziQF/XIk/3cjphnZyzW8YqTCAJVyYGbc1mho2EW9WBmErf6eq4E3bkRYwSilSjqJCeOZc1aj48zCRSHBGaA09MXrSCctNErqgbPPmPQamzJwmZm+YRsaxl6KaDg2UgxPm0Lg1Bx/bvQTAkVcMLJQdrQ0BnJkvDdbX6XnlgZH+1SxGJghcNUQpFHK2IGjVAyAenYSFux0JPe1vNwU0gU9LhIvxChayXKSWAIqWyAQDUNNxtKAsS0KPToNZ45EuonHbsOHMWn35kj193MHfv5NL2U4SNFn5+LM+MQoxMrgM8gbEFdA2gReHdaeVRbRi858ppltGIbgJL3d3dbU3tlNcwoYG4E3Uh4W7KNBH7yNoRioHoJgJAZHjIjtH6WJb70YRTZHZm7mopT36f1Uxx4Qb3feh/0h0OFHtEz4g/tgm3ntUaUGh5XoTDTzZpMBjq8x5MHP53HYdYvOspcN1WbADHBjgyJwBxYJ9VFxxIR61WPQwZJjjEoMJUO2j790UCKGjpfkvqd2w/UCNppPc5GxAnPGTItz9ZglnCchzXGBr5BFrCFT4gS7UJui33EcS3JS9Hak27AtQk7MUEkDRiPCzxLvShpCmtINaS8iBpFhvHIWBqSRYi6Lf1drNXlsNBpZWxFjten5GA+K+5J+X1YBPhmWkAyLSBK+ZjiE4vXaIunJE0FyBlvujKWlaCDZCJLfPyJz0+7beFXmfMg1YrszGxkpk6dS53TsGdkQMPUblQSV/QaTj3o86ZSwILdLnNDvWvBGysOCU7I+0G9j1O9KyE9VJ0zhv9J8gZGNi/Nic+PQhCgY9IFe0SRlSUkfurUkNi7O7fSCzWjJDiEiC+OpWKY1dJSWS3PsP7fAd7Xw324O9bnhzdVeWy/kKdX/YlRMYl72MbL1MVKnZAVkHTHXTPlB6mYs8cCeYFOflCtJUMaZG9rJzfIvGVQvE5r81+/lNktUw6OdhsctZ6xWhrWQo8Eg21YNlg7UPEARy+W2HKy1EJoyTCknVOPzQyMgf4v2oSFccBCncaQB63YYBoywsrIiBkkNFr0relySx2J+zGlzIl4r92NfH1AZPtMhZAmB9XBsaDb7fmK8zGSix3vXer862eD9bOj5IcolQzXXa8DUipkTW0jYBsV0Qo4njBTP1dgblJArOzHTu7XbTkRb7bm85PcWZXbjFW4U3kh5WLDdZwCsnEZ/+QKWlpfQ7bJmijdNJPRWCVVYUgQpslJTUwSKvfFApTkqNUZZ00Q7A2aLH04eGTfnuEBxT94MEiZUsgXHwniy7QCb1UnozyYV1DjRS5NZfo6WnicV7FZihX5HPf4499pGwp2y/ghYXmLuggO5qk6wkSCTjgZZqQBp6XYKPIzoSRkFh1habpiEvnrTUhPl0DhVy+1qnGuG64bOYCzUcjsqGvkn4/kojKExgSwaIt1WvK8cI0ByOPbiVc+wUOAVWJ7wMs22CVqtFekQ3G61sn13OotWucV4WVxomOjJNJszqNbYMqQhTEEWH9N4mRkh7y9T56WsS6XV5zsV8/tldWG2tkyIL/a70VOU72lZjFy3Vq9nhd3muKyxtbV0KshrVDuMh21CwaYFi6qXjL1Vk9ejd0Vjr9eXFme74D6HQ+ol8jixIXgj5eGAFxdnblSbGNikcB/dXiWrnSDEODFKoSwgm/CWUhdN3vasx2S7KAhV3Vavc2Ein9tIjsJKvKgXJMaGiX6Gp2xuSw2PNHhzjJAyB/VWcD0x3UYH+N1aU6VGGDkJnmktv6ehbBsVthlrpQY5SQa2DTx/ZxofJvI5UKp1kZk6Nfy0wSHrl+yb4/AeVSWM3h/p1CQ/mG3H+SmBUqYt4cadRbuipnKtOBq2bnJfDWCmaDDFI5MQFgdJ9aocqro0SRRdSus9TYjoBllnYTc35e6Lxb1KW6eXwcc4Nl6bIWBEqNjOwOL1WLYhC+RZMN0fmAL5QLy7EBdqF6TVfbValdwV660YHhQCRhxLXkto+Bgrv/M1DREqzd4UPAcTf7vepRJL9HuKx9haQadjvoOuJ58TBPIZ3D8XMfD0juw5o8eVUfzF+7L7lRpLeqShk880HlomR2XPN68jGshKpYhhf2PVvN5IeVwyHI5GpvJelCf69KZ4c9jwnh3xZbasyhGWRCH1HcxPJQCvP2mQ6FSp0xDR+EgeidvkVJ41vCdhRU2wTrEsbkgvL0njQpUpirmaot3gUeXH4NUaxm0keiatTdJUWGhRVJBZ8Hi2bfJMPFGiNmCtRMKBxxobE2Ib1xKZiTcHW/7e9Ch4LURGfcQasQlqMz0yp7h3Glzl7UxXjgOdLRp163VcZW+FegkS9rWSR1wxtYO5mcGbAnXp6Ou0WFevSQZgy6HnZ9MD4WAskwGbz5LXAg7EqvthjoUGXg2CCfV1RHKK6PV78pxswEGvLwN6oVQSw1QulVCvN1AsUX6pKp4MPSb+Lfk0mNYn4gHZ3BbfE69JVTdyZBHRaLQhTvsFjVeo6vL9vo1SWNZFpmhvPCF6caNyeVxDZg0VjY96o3otUA3E/OjCj5xor8KFdP5+3xgqOTbr9aVpDYnQGteHN1IeDoxPkrJeSlldQ7rsVsDSDjB68eus1sjgjBPpriitCbkYY8YO3uZSnj646uskTtDQZdewU9/BpWjDfRsJ56VTOtruFqjXRLgG3W3xsJHvkxfqzSCDd5x10KU3JYMs64J6Ji9JY6a5Hc78C2SugAOoyW/0eiZ3WSpXszIF03rDfASNkjL2lExxCbvMqZFTEo3ZlkbBhoxsyDHbjyUqEOpZuLVTyrZzH2k8lFpucjwDRMPJgXriTuA9YMN0YoCsWoUQJ+z9oe1AdOCm58C/eU7LtraM6/L8co0WDR3rsXp9DGnMWi0snb9gPH3mlWiYolhCgHGxgEq5ImFBPq/xNdLkbb5KjRTzRIYin1jCh/XGSuUsROuqyKsxNa+b31HOYRRJuFJDfUrPV4kp9dTMpaOP/F2MUdQfx5ow47XyPDv9wCTPJr3qAoyGG4v3eSPlkYMJhbg1MhPKE3aWnKlCWAqqa6SymbCdVXMciEiosI14JrqOKyxFnfuiFyYyMjZdEuTzW8xX2eZvWRV9rnYq/7gbvKc8pgmXusu03Ns0jD2GSSUGDjqZwoc9iTJzt0l43VBn02Ybuw/LnlA5Hbf/kAqT8rfOyBJBXo3A6EIK4UASjePP4qZ8TejYQxNm0s/MBkOHsZdRyO2M36WEq3cox27ZiWNVCg68I2k14g7iBF9XJXWlt4+0IF2OR1shWoKGPV8c7GnMGNYyj6GlsxvWoBTJhxGSgam7kkXkW2y1q1V0HbaWhDbfr1TRp7pFtYZ2tSITCRogQ24wJ94QG8YxUG4nRqpcEqOm54K/nfxeTjsTbXJpPOQEiVDhBxPraL5Lw4/ZNZHz3CauOT1nTugxu+aUILLBQqnLNlIf/ehH8bM/+7P41Kc+hYcffhh/8Ad/gJe97GVTD97Fz/zMz+CHfuiH5O/rrrsODzzwwMT7d999N370R3/0cg/HYws8KYb79CIyi6MOYHNKWvWu5AYOOMzBaw5BIwlDqlRIV1czeNGbogzFtLbvA1sbtbxidc5U1cKGDKWYmKVcrLy3z5Xl56pQ5LsDu6oVuwmux+nm1xSXY3g15CUECFsMS/cyP1CQJcZBicZDmxAS3E7064qcyXPgN0dQjYvyN3P+WVhX85eWxalqA3xkslzGZJmEJKauyUmuG6o3DdiYjq2fr7klaSGiKsXWMxBx1KEhOej6KjA7sgMwhWannhuneWIGIYoUHOHbsbfEsKkRYQ6ze2RsFGMbGmOoqyrfgYbLaP8ZnT96p/RYej3uo4tUTkrfSFJYBdoBehggQCeqYoFKtmQqKbFCwxQ0OOItFaTNiOSShIBRzkKE5rhMKxK2YGHOiTkwelk8JnmfYVJLu1cmoeaSpPDYelTcj7mWcoQUGqnJiy0Ln+r+lZqvoVUzSRlujZFiXPWOO+7Aa1/7Wrz85S+/5H0aLhd//Md/jNe97nV4xSteMfH62972Nrz+9a/PnpPl4rHd4E3YRpJ0RGrGLH0RxaRxoDQLyQ+RGgt6NrbSnUQI0SSzoT7Zm02Uay6CgxSjRXxNVJ5zdRY0cnyPRk3kmJxoAG8MEpL0/pSi4pE1VjR+TpGgqzmwW6EKHXBYfWpwpxX1rgVDRGG4jhRmCrBaurIza+bAKjRzS34YDAx5hgl/riv5CDswaa2OHJvdn0t04O+YL+TW64Jj8WDIgnEOiCQm2BodUUUwyg9Cl3dCaMZbm+zQpCoRhOtFqGFiwbHIOKUhUg1dW6IAB3PV4Zug3E+xYYYsYc6TSzCQomJnkBUjao+JAa+JSZ7NkZkQKT0SM3Bz0Gax7qBgxZw11pl1A6Tr2bUSEgHQteGLdNyDgyLBSRihQ68rZHsSGiaSQGjUCwjKZYSFIgrNBsrlijD7KPHEUKSEIUmasYaV/7RomZMEKtLzdRb2m+Jl/a3GtVZidByD5b5Go8ZJTZGfb8OORhx3hMAawi0xUi960YtkWQ1Hjx6deP6Hf/iHeM5znoMbbrhh4nUapfy6HtsNXkLsL9Qz4poisEnihBHFZLJYlQN0hsx8qXpNwtRzaiXcHERWDGhbNkB1+JyBQUN87pIH989woHyeDS9ZgewsDOYO8Glu0fdlX9iZ0OPT7+C2a8i3LV8Pek4YqiFDzYTtKMRqQn3K8COE4SYDO/OBQ1OjIwOxMVJmJkzl67Enxe61thZ1IuQr3yEngSPF31RFZydg5jod5VkJIzrKtTQM4xCRzYe4oU5Hv8ftFazeFgVx+R0TSgGJ4ZvUItTQ5kahShPyu1hj18vCXMazU+FaZQFOyEo54rfi5TAcKOzAWOSYJCzGeg616NowKuUJ04ykNusYTgkLRxhMxBCs2mWlJnUfcW9evKhBv4PRsC9e1Ijdmel9FekNmwmKGCzxPK3yCFU2mMtjHs0aZdP2ZRwCNJ6U+T1UhV4o6pIjLGUh+aKyLumtyTWxRZ7U5eD06dP4oz/6I/z2b//2Je+94x3vwNvf/nZce+21+NZv/Va86U1vmrDILoQK7Uyr2ZTMY+so6N1uCxcvXMTi4iIazSZarR7KJbKKGAs3DL+S5hyUlk4VAKdXjCvX4npMeg/SAOX7zdCD4usaEuI94dZY6ZLluZymbsoG1AHdJWjoMnDUKXY6HV2KMqcYKBeXE77krTU3N/Zs+r2KDDJCK7aDJkNYpsCV9TUm1GaUFMaK4aKmUOpl23CAo+dCEVgJw1mGmJINxMDYpoMcoBjiymjntmiUYSg1GDwGDUEqMUDDTSZ0ZHIrWrNDSPGthYSq+n2p1VPqvBKl6T1k6vo2P2PeMaHQadDPU6IEPUuGQ5knonqEfp5o7g3Zn6udKaln6h0OyUN0BOOCkCHEECSJhOdI4uiUS0hoDEWRtm0u8oSLjY9iwV7FfSdjqcarO10wq0s11wjD5TpaQRGdsIJzYRVBWEIYN4FyFUGjjkqziVK5gpnZWTG4rpq8ySG59VSscaIHNqapZ+FkMcIRSsWSCSmLhJoJOXLSKwoYNNgkUDg1emteu9hC0DjRY8qHBb/3e78XT37ykzE/P4+//uu/xl133SVhwl/4hV+Yuh/mq9761rdu5aF6ONCbkYWe0qG3z1kU4+/xOCYtf1gFcobbbIpA1SRcqJq1SvMofZ1wJf1dGZ1M621KK4hsEq2SK66qgeMxufVE6n2ocdrJRiqdctyPFjxv7HGk57tUZpfbGD1bHzSOleZ0bPQIbF6Hw6FhqhmygGjb2YGLdVLGs55sYJi1xrB5iCxpb0kaEn50mDhq0PTjXRWJKI0wCo1unsKlPbtJetlWuuwpxXrc0I9eA42P/G2LU/Pf2gjlav2R6fQrR8HQqB3AlS0Y9nqyXt+K0gqDUJowmsFbWHdSb2WZeQPeTzxm651E9nkYSTdhaVsjzbgGFF60uSjbWVmgXpVe7Xk+qHMxiXIv5ZFiJGghkd4ETOguAL0S0K9g1J1Dv1RF2jqAkKG8uIiITTAlr2XyhG5o1ExYzKQlO4d2XUNWCRDbtipGKJe5LtaRMadp8nSDvqHob6uR+q3f+i286lWvEuqqize/+c3Z37fffrvMTN7whjeIMTJV15OgEXO3oSd18uTJrTz0fQ3OUmmgOt2OzAzbnTbqXc60S5IHUt08nceJh2NFZ6XINyf/rxpfnFjxetcu5gpO0BjCk5yW7a2j+l4K15PK57IUbggs33CRt7QoqWvdEHYuhna+rN9lNcr+5YDnbGZm7El1OpwpU0i1YgswLcvLGiu30FMZdy4rS4yASNxoMVWAQJvhOd1uXaFaQunRJuzFQY0e0jhUzPynfo7CmEH9HmOCgg7NmuSXuh4xemadyTyW7dw7LfEkA+zkuhMdacVuKyuOnmMs54wDLQ0x75VuHJvwuA2durR1KcLloB5RGqkk25rWIMzL9I1Hmpg8mXltgHahgGQwNKQKWWKgw9ncUCWD7ZWifxNs4DjNO+FV35n+Mu0Ec8AX59BDDSs4BJRqQKWBeG4OcZk1WzXrXSlxwjSlNKG9yddMEbBlONJg9SIZQ6QVi32foUZpQLndFPS//Mu/xOc//3n83u/93rrr3nnnnXKB3X///bjlllsued90vtygGqHHowZnu/1uR7THJBbvJLizpmjOHI43NMkLDKkrqUHlcqSXkNvC2hoZQggVtmUHDZXJV4xbWmszOHeSL9JhdtSWoctp8ua2BpH1ne+UkrZuJZ02KL68bVADq8ZJh6C8eoZ+j43cGcrCNN1ZjXioERE1M//EESOVJPoaIntuC3cm3qVZouaDrHHQBoQ6WE/MuDnARUYdQkK/kmg06g6tVlvyoEzWq7ci313zHBKejKRWTkOE047VLczVsFqPxbzOOqY2SY93lNHr5T2eo9FYwYL1glmRquRqRplx5KPbv0rzYpx8K6GCxod/S9qCYWyqVoTG+JrWKKpYrr2+Immbk7hfio3aRLzSvfvUU1T9EU7BetO9qjXRstux7w5vlgKSYQ2jqIRRPIcA7HRsG1txkkESDicKDP8ytOfII/HckWAnBJtc00kTLi6JkQrYy2U7jdRv/uZv4ilPeYowAdfDPffcI1/u8OHDW3U4HpeBlLNShvgY6lNZExm4sjKOce2RpYCrpyTv07gETu5IQ3VakOuw8MSQuZL+tn32NDHSTI15XCpjdHHdGF+eEGGPVUOR7m3rBkp2EtwwpRYjpzltQtUu3PDx23Mkv49TGG1CWM7M31ETIDKpIMcDyWR3hA1mCApiMhgaU4abirTmapCMXJJhF7qCtuMGhqYbrumEa/JBhAz6/ER6Sbb+SPertTjZB2THrd6R9eYsW82FemY0Rlp7lIUoR1FmkFy9PtdTzIxUTn7IGHBVGydz0uh7jQtpQwxFaJXEDvNPdfGEJaieYODEHi1b0SSCle+pZqzo8D/deMJG0bdL22zWp950CSlK6IPdCStGYKts2xawfQHLD+g1iadlisL1WLtxd1xr55xyVZyQQucNUX+uwEhR0ffee+/Nnt93331iZJhfIglCw3Hve9/78PM///OXbP+xj30Mn/jEJ4Txx3wVn5M08W3f9m2YY2bXY/vBKXevi267LTMiLt1O1fapASQ1tcqVo4Of2Y9Z1PAIlHg0BdrxVWsa87lsZQdKESnvVd4P9jofWlX1/DGIQgV7H1nvTwf5nQwN4vz/2/vSWNuyqup1+nvfe9UISN9YGhURRERUQjREKjQhRoQfSoyCIRKxMAGUGIwKahTFRBMN4p8vlP4QlB9IRCTSE5oCQY0ChohBEaVJFbz3bnf6/WWMOcdac++77333vnrNedaelVPnvtPsvc/ae6+55pxjjiGWDCKhGhD0CBA5iXEctjzl2kinimA1QqrFG9BkK8DfWAmL1Rt9OYbkssm9TMTab0i7idQVPVDrQJUDAUNHkzEN1tI/g2OEA9OxmJRMibIKA4LLyGNl7wchAEh0NNEU3Skyy78ZCy0CBmyyN5ofZ3aQFIaPnbjtlB4FmITxjfcHUX5jYUADoindIZGCyjnxapB2R/8t2e/hyynJDVAPBdtg23PAPCpPQMEbzNaXEVFFm/l29so+AIOfDVLaO8cYvupN0n7vASkN4MC2XUZ4nPqTscPhgfAr6eTopAYnPK5TO6lPfOITdDAy1Ype8IIXpDvvvJN/v/nNb+bJev7zn3/o+7jA8f5rXvMaXmi33XYbnVSsOXV2nc3zapg0Sr9HYJ7w2roYIvJzSLllBdDooNzQ4GsfKs9RNC1wV5okvVtjQZ9DoaaiqP7NRl+k+JzAVii5TYyeoimd1/JTM8g4cLeearsZql/j1iusADG6iQi7GlNFaNA09Jun3TwaMIfj0Ydgxx5ZlSisSLxXIKkNrOK23xyr+yGW7xrlTpGpyI2+7qxY2F8sCbBAdKdtRhaFmsQHHugkD/sq8hyKLAs6j++TcKJIXOi5ODiLiOSta6nLXj/NxtMsFTJ2mP947AsFioFaSm89GdPR4VFhhbZEugIrRdwwGFPx4nPL/jcqrlVI/d2bBHdLswOjueTbHuEovUsfjYzjlObjtJqdTb3+MFX9kc8BuOCGqQKSE+WB0TBVBLVcBSf11Kc+9dh8NezFL34xH20GVN9dd9112t12di3NoXZRk0Y6RPmBZl4FSwGdh1U6pcO9rsTPurMa4mJtueLkoCiguAAMuXQykafPHVVbdCWSW1cVqAM1nDMQMiDYThv8fBNTfsNjePmU6ru3efo28Mkh2Yo46arO45pE9cZURAFlZRGBDJG9wPZrn1fBXQ3FWe3WpTT0viyCNuQwjHeuUCBhYpdTVd0sRkg6ftjh1J1FN0ITxu2yOXdphLpqBNb3Ciox6E5h240LFWMqLjzyCKJJWhBvsGW49AXIaMWXKLTccrlIi8UyLfFZHCeg2zPnBSOllCqYhDGFqzq+fiVb2wXEEBjjntIzMdPVeT+mClfpjF/NuAnPpvWZM2kOJnf0Zp2wh6Lj7uvssLXoUueXLmMzclJacAKuHk2OTw4Kste24gV09RD3Z30fcIS5DlGexSeXU1rhdtV6U9HKJjqqK206F4wAXFVXtX7R4QBpRhh0cFJMW4XJXc5CSK8208Ru9UJt2xyRiudZlbaRUpTzQPOo9tvUUMqME40Lg9G+I2vy9wLAQrQ8EeRw9HjZcSvy0rHyPYdj4zU7XhM7NACE6zhpDD1asvqtpfewTWMCN5CKsY27I1s5uWuODgdGZTVcEZq+Xi3ZX7SeTVJFihbIVzvySEVdouYAStjyWtLc/70OkD5VOq+0rX1fXw9LKr/TkJPfG6ZqMUnTe25Js97JMLadk+rssOVcXd1JcQHb6Elq/q2+JUGd9b1MUIsoqzFHFGlqPQxpxemA76HOcBhMkfeFNCPmo8B04ajoWvoRgItm71REAm6Ko2pOHTq2egLsMrarMQxjzhScmm9JhVOIP3NkGgABMFHkqKupnBNXwIWDcNLVqGsk5gWZeN0icak+Cyg3G0O9psP0WTymhuPKEhxh25nGxxE+EvGLUVstjZivn5J+lKMDfLxGcOtpO/ucsa8LTNF3pU77qUbpr1Qj9+sOMyMfkfoCutD58QTt5i/uWw/VYG0QbqroQhYE0RxAC4hcIPBI3ilRyqO4ixUCGCyA1BMoIkZVirSOEOe6bBOKqaUHSjfeopeW6VZPR17aOifV2WHDjcRO+cNMxfgnZTTCpS0IuX/VXgsSDXHVXqtJ6d9ItTu3G9IqVAIFC3VljY3cBu41QdqP6JPK6D6Hra9wr/pDtZhmJLWJJuIbldGd4ObKEeUGKXkg3iRZnlVuQyTFj3ttRSkoOrO+y7kgauIBGYKNsG+MPVJfmOQDP1t2Vv5M/rx+jzIfVsNapvVFSJ3PCdbJ7AVBLVbP0XSNRpJURS6FHBWyItOsl1W1pDhLknnmUuuD9mNw1GEm7EU+2b+s3rCYSozPQPwx/ensHYqY5kP0XHn/mbv73PbRE2uHO3yS7wJ5C4aLvcy1R75D3rt+M4G+ZXpQGH25SFiFfqqL7kwOgsb1tbDK2TNOZp2T6uyw4UJeTdMSNwIEy4SMooQHbp5ebf3VBmjIcg2OLBPbRISgwwQ3N+odPUpRfL3upzWeg6+Mab28nUIsYFGZ4O8O5oDCLyKpSJPUQK5vlHMSmk+/A54pI6pbppOT/oYImqhJb0Sl14bkeoZDi3XCWSPmXpfKGkOuesgomDVBo02K6DgR2mYeO5+A7UeVJlw5B0HNdWyRrke/OYMycKyNMD1HfLyW0LtVmpObgBA5YshVQEE3jrVSf7lZODT7ZXCFc1GKkUJ9YryOFZ0GsAeclHrIxI1IiXky0BcAR89h/tYGgnqXOfjhyBYTcO6sWcHJo2ZH9mewOU8MbbdcMdIiUhHOajHh/U3ZgdqSRywW18JO7hA7J9XZYUOT3WIvzWcHXH0i9WIQXk9twIfVUi+He5piPUhznmDPuZzhrNlizzZwhjMa5AI4VprI6+PjtsdGuczqDqF2JYeEBeQ6yNNn2SJ9bsNugpWva7HGXQJmj/Ut1L4hgTJxxHG6d16VoAR3Usb0oIjAnjmBxs8GZgf1DGFglSIDu0CEf9NnYSLvDdIoGXEpti0YduTgzOJ67uhIe+QACDg3pfuyHlLUiQp1LDE7iH6I6bYAeW9aLRJzR5CRjQJExGHme1ikWRqOzOFOR6HILW6bPVfBSQleHtk7lMYUzx/uhTEoqlBv66EGZtsfkENM0e/hKE3jCtYLRFcGYGka9mEqzORn3N01ag9C2ZFyK9pYm9jqvin3Z2cbZUIMHb/ayRSXngJUWg9ZCqYEg2wHLEdWbQg9KroaRQ6PADdjmAB6CTd1OaSmU1SEoO3FKIupLaUAvflYh8XVb9oM8x7KTHQDpzpH1mbmDdF43zg7a8wZJyk/ZwSlo4eNyNekzg1RZqq1TeQui/6KYDDBSl69chaHKVjzl3R2Q8prmOCfnFMvjTxaKpx2qt+oRgOWbQIO8JoTsG5vFwFEOD07/uJATGjPjlESH/Z3nSzWaqPBkbhUdEbvbW3l93M/laf+cpRlWz40psouHBLvq/WIecoUjg69Zc6VCOcGcIiiKRjVeKE/tRg62a/1kAncs1pKeVh9WXBSBt5YbhvFUtTmgmVi3PksLRYAIiESGzLqLDjRiQMsYp1qc2xT7s/ONspUEi/MAfZyfQJjBKSUncAREj30mlTMvhA40YDTcVXJlT0mQukKFUJSE98z+HuvX6V+1aM6ML8bIou8bUf8iVIp92qtNz/lJ3YJtcAgmqrB/vvWJqM+KU1HJ+UhZLTq0a1pf9kqHj1FrKUE1oRoWScJk3rm8TMAghzbkP06Tto6dMaFkMoj04Q7JSHgFI1Rjt1rYSSLJUODSWzwQVoudzR+fKh3KZKKUuqHxlQRUoaLF4g504oOUW+iBQuDRR2NI0QeaqZZisMpjXLaU+PmasIVrltGVi4jAmSgpxciiMIiKSc5cmDHoBb12f3BnALGkvuD47LPYR+roaVipX6sYmwfLPUcs7iiiw85LP37WtWnLm2dk+rsyOoIVmyYPPjwwnoVeA4YRblDYiTlkZPokPh6vQZPE1WSIiiBIdC/CLBDYSCwCS1PFFzZWigBh1OzyN3n9xm2TQYLh16zWd+ZJzbR1mo1QcTj0SlEAhmVrlzl2D8bndSJtu2quAPnUjTeUkhnzMiTB6VYpsbaePBwcpB+88mbEycjCIvEmM5aLdNwBfG8NXWDEOkgbacaDo/BqfAJL6fcwyyv8iHEh4iKPUKqYWXUYUhzucOpk9QWFd42U41rwIjPj4Xbxu81QAQ/50ALpQ/FKFGQjBYdQWeL33FHQBRgoHCKvxlmYn9wlhiTdXayQiSCcBWAChjSdv0+kr4Ole81z6MtEhAR9Xy11kfTsteFbR8WceHcLKFGqu8ytbgiKMpuTFU/Y9ZEx32aq+vqWuekOmsxXKDzNJti8tpPe7u7nMTAZjw9AKFkn5MoEwMN3j3NcXJQSCtFXSmJJUq+Q9LilnoCaadBoSNkOffdJOtzqSrroYoWIzau8t1pkZndaZQwOStFGfnwmo/rGVVxmgsQeul3kc5IqdBAJ3qaY2VdD0CvXpWFBxFFafIHqk7aTIyYAuuCzgWYDwrwQVpDOFeGMBONUBZIdGAGnQIdm+1PTb54gKevSLKbuKBAAqrZFFZx47lTNISohOAF599rRkJ0YIH1QdujE/I6a4aGM7LD6wXxJ15AODdFfqo3qXcqRlewHqL9xplp4z/IHH8eVeW+q/Uop/PWPgYxs2Cf8Wg0E+BaqlW/wVKxszSdTQl+mvlzRv7VACbxSpI73hzrnFRnLYYV5jTt7++m8c5FEz+86SYKIO7vnyMX3tRaQSxX7mi6mPaXg8KKHSvuLPU+RN3dC+xOR4bPAuRwMEXqyXpkpBGkwrPdrNi6EX8i9UeEbsssjdWmqJVUx8L+kOqC86IUhvdMWTeWrR9F0Sm7Vs4q4jk0XRjrgsHnMReCYV4AFFUMxaBxon1kcIqNwXyBBYGh7VS3iOqzEayQ2R7CxCoHFslW8TpX7w6vNgqlwi6Bz0lMEfulY4Isxf5+zUkJGKAfS9Ra4NxTWk4Og6CLpryH/w3oeEbfOVCBztE/B3kNWBNgkbcn5WCk0ghQmNWit5hClLU1GkcHKmM/GRyt/yY5KT1WhPmvbAGQ1X5tQaEUbQRTRMP7iJAhtyMntdaNlovH8aqTXem+qXtvnZPqrMVQvt9JezsXUn9yPp3/+tfppG6+5ZY0nX4jr3MYkcaiKkL9ZFjAEiY3b5/D6o8FW0ZNkC2wPLmg0JE4ttW4D0OZqYcHi9ZmvZoTJyeIwywVahZGnYfKEHBcAUQhTAZ69K9HOlD6qtLnGsOp+niASqqNdeMIH91qBqP2KYhjYWivTHsVCFj1eRC0EkQQ0mgYY8GxDS1mlEexARgRGVK21EoCswS0W3zil1Okk5qhmL/gxI9UH5/lKL3mxegrRFKKYlD8R7Sy7C95nFVL/xT2B8en4z6Ygpm7vFdojepyH+QlDNBvpvgWluKDI5k48hDbFpQ8MmNkxJ7OrY9N1OcSOjGev4h21G9ZhYtc8H8KkS7qyslRil19UwDEKFK2hneT1K7i6g1w9IWU1nD806BVtRnWOanOjkz3rZblZtBE1kzrZWLXoJar9/N970Vn64kKb7iDU5Pu0eu3IrpHeYhQNC8fQdE+M8+0slNk9gtH+el1P5TMenYtTftjhQBzhtM8aT1bG0I8AvDjNE4qn5c8DkU3SikjreBhTIEpQghyG+r5QdEe7QHF2dUjBYIf+os0ajA5NB1iltmoEcjaD5O2FY/NHxoIOq/1KvUdCSKQgGECDD1HhCiPqzrkJKKTal5LjAJVxxLJbHCQOu4s/hiQgHE/+ruNhin3pDk7R0wjqn9M6cMqbFPpPgE2YuRlaWJbWJg+WEkXmiRIgNJyFTK0FIi49bJEwebUo2Cdk+rsGP4t3Di9NJ5MjFjT9WJ4z3rkAwBDBkm0wM5hmYWAefN670pUZTiSuNi/k/t1Wm4irNyRVsLzpaIJHtNwc+TkMdoXIKywTOnr+6UPjItp9cg4qk/oPCkMn9QygKQ1yixSHVmh1+swQyH+4qokw68tUtFqv51n72hTtLDOgqb1qIYLpJ5daOsMMy/7Z3PwfGFQd6/tqIeKabIqqAOvACSY8Zhjr5WECZtRmCQ0ckrRj5cpP6af61RRbRb1udpMjjCOB4lmqVVTPrd2yqpLEXtnaqYQEcdtq1aV88j1OC44qs2JomCdk+rsaMNNhnRBXPk6nFvOhQqxXpNSY27TuBpmwdvrLQH0YAVyFcnDdxrpGERPtqIE2qqsVA2yLgYC68q3Y8Tf7TyBRPkpDJHqwHUysqpVKe0tU9qbpbS3VyDxmLuVUuUYK03pzAanBU7ot9eZOhxFGVfkAY2pWpNW46q30IG5U4iTp53fIt+B82EwdTu/rEuFfiTuO0c4cHQ2mercc/ssYOL7osOv14BMOsMiBkU6FoE5OIKchKX/iU3CTmskaiKCIIKUhh1LYbvgbpXOa4yX6qa8PhvjGI9R13TzffVkiWEjy6DUHr3cv5F5Fom4baFhEvDDlQy4LwJDrFmZxWLIYKMBbylePz2uJevEyaxzUp0dbbipKRNgKT9e8GCFWKK2gA8YO0EkYK63lyjNV1Ielucvq0cUgnnzerpIBDOxEK4JMt6Mmhi1IuaKVKkoFvTdSTU8kDFX+MSAwLDBQhHtWvRPzeCgEEUtUtqdQlRUTBAuNYIPGeKbTgqf500bnNRxx1nShRjjAsVXH40mspgeMrMtqhYjNF0cc7AisFYYwAP1ydlolJrnLKeQI2ovn0+k6qxQGWs8fHbaJZhYGrhfTKqiI3JZ+qpZA5tbIZWNwR7dwzGZ9AYkzcc17y3hwjZjFCUHIKeoNOQxTio6EtEkRctSKD6+cn4D6kl5Uy93bSrDgMJnpKLOn4NYavcKmTS8SIz9gm1CqCY2NaAONYtt5GmTrHNSnR1t6Hqfzdi7AZgwUFjnz++wuRbd8VS8dcQe5hOs/A8OLMri8wIpFoPx5gmlj04reTKnegk9UezvIMWLOUetppGWEUdZnNQk+8C/BenrTegMcV/iuPBy3yM/ZTuozxZYKBYB53TaVNq9MUwPO6uULu5YFHXxYkpbk4Lmk1YW/+3gFDga9EyduIkXU88qpR3syKPOnZ29tLu7x3OqB+DKxQlhoVC0l6gsO4KAu4FXKp/ct7a2MspP50R/R1CGUH+4jtAnZedxeYglXdGLKIMY+QT4d3QA2l92EvE3B2b3tprQaU3pTVyjmVPQe7nYOxbAE3WkoYGGDkc7yyxFgm0Zcazg+RYlqRVj6XU/g8Yf70BYk6LDWqYlIOdC8wnJhO/z5pTi7jLwnERJj82xzkl1drRxBVa/wTC5wPE4aIqRivG1lRU6Ofi8RmVpvuKksE3rlLdlYS7eB3kEoZZIZKrcPSfCw5FUlEAovS4mH6EeLjopP754nEqhiZUdGRWJcStjHx9XwwCSAM+nIPxkhIcjIiOE3aEMKOrEB6fbB0EZiCoEt/BoRo8wIdpvNZaEWPzXM8EILawR8VzE86nvKXowB6VHoWFSii9Cu3OqjU5KzaolUonSHLiO2k6SpTdLX52IdOvmrOgtji6Poe8v0iuxtuqLKESgSiHKmdmWC51Tjlg98iFhLn6bpwrFQq+xMELndXDMGudADoxzlX9sgOfnn6ZGxpZHOuqxWdY5qc6ONs3wYVo0R7VO+17gn6xt5a/bfqlUNwu9BmiAc5GaqlaMbSYHBRgye2amUyskI7UE6piWgldMFxm0d5g7/yWYiKzG2h1BrtFjol4WpwC8BZ4VRUnKQ/1TVwuWHhWNlQUlMS6UjIdEDKetLXEb2vv9QGBzEpMYQyEJtsUGakOCgUuyIwVmBTInBCJXpcoQ6QqNxwgL56gBwz7+N1tkBiBDoR+yJyHmVCeKchZKN4r1wiLwqK5brqumCm9OrwX5jmht12R8JS6M8NRH6tF7unQ8uQ7X6Nnid5pKwO6kMnhkXVkvU/hcrtst7d8mgIjrwpqaMSaHfnOvUCMxmwBHpwS3YK2ieaFM9uY5paZ1Tqqzoy34BEkqcNLAjB7f6zcac71cYFGQ0xj5ZCG5g5qpYI0bPUCga4Vj3J3hPdtvKX4jHchjE0daUOallDxSZp4+02sCrdFReKKDr4u9/fAwXDGTUjDpjxrzY178+vqA4MhLeKTj6lJxfWzQ7dAw2oAwZ4Z4h3hTgNJ7heLeCICAMCH6mlYrQs1jzxBMaVgNNM6NNJNqcO4AqYazhBEEMyjRFZwg+pP0W9krFZgr8N14XdhusU8p3BaJDzk+LmjoAC/tWOvwchwrEIcIvU3Wnem7Ngi6OygxRuhvg9GX9KXVz1BLstpSTguuvYGX6EQgKe33ZrJdAIdwwQanaONaOAsN1RTJNXGDLkI/VFyIbhZvH6xzUp0dY7YCU2N6dlKSD2g4KVIladJ1Xh+mWVTboIa8JpFQpMYU6pOY0e4UtFN0VGV//UOrbU6OEqQbHHZS8HFZz8ofRCOKUikgrAW2QE/S1YqgmN5xHkNiAMK8oOMhyMMpne5NujE6KaLeMlCiDppgD5pg4JlEFU7FRiGnPV2bSY2lmEjF+oDzLadQj8JsoQEnJWAAIgNsX45mmZapWlh6eNVbUUp93V/bOXa4uAzbMN4/yzuDnaE5SHQWA5ASO4R8WKDnEXBTT//1Wv80IENVr6PRueBdr2i2nSSlBY/IAlgEaCm+ApcvIIh1eEiKQ3Vc6VYxixDdDOuOdm6J5iPViOSv8YwLTtx9TTRfpEfaDOucVGdHGBprpmk92yd/3/RgauSfDhUWDx+L+y1XUcndD0yHyIvYbZND5XpDWVRuAJJPm6m1HbFtS+5B+4gicoePod7YS0SiHzvmOwC6lEbLWlRiIXfapKtlmDaReRy5A73qMMIIZPDJXT1OVpy3tJIgZHASPegNOaecRUlAw1lqT/Wp6WyWekh7gQqJqrOj3HskSiL2sDkaEOdZ9TBcT0sdi7NORDkOmV0DcHxGSSTWCwIMwm+qjW9L7ekotvTagkgksbxO6iSx6gtThKIoZwnC2ZDuaxt7ObXm67ZtOJrS/8Xr2dPsK8hqeNTFxWE+Hqu7wpFnOQ5P3UJ2ZS3dKDhxRKdajdFpKYKaBYLZXuiT0mubYZ2T6uxoq5D7XrgWzdwmBHc4tqrENQ8uvcYk6/0wggGrQ1/sBZk5wlefKv5m1LrSIgxpsKIvNQFODo0mSvKejV3mILwemS+s6G6v07kie4goJSqRON1ScjAFM/bO8HBNjISsATYewBQaXx2vIBB6tPVMVQ3gRA1dFuoemV6HEySYDhC6Oewfqae+s4GjzyZEUxpUpXJZN4EDcUeSe524PR69JfI8UsY10fP9rqIKb+vgOONE0KFinfMSDa6HOPQiCCQ8xAChSJCOQoKPvgiqOSe/HpHy4z4cidjW3CvpDLGmNN+T6rFAGDlSY89YyvI1gNFbqtziphxBUdrEwBdM8yH9GTn6ch9G5DDxCy5bZLHcrDpV56Q6O8awsp2mnZ0dQpSxUkPRfDadp/39iav09tL0XCnqy+KqPRr54CRzADj6EEqmWGWCPcAIRlXM13e1gs3bpiBcgaCTTw3oAp9MhIbjV/yexESvY4Sg3rmbCnMGHmSLAV+eBxMAUZDcdWhycFfaiPoSOa+XBMiDOCwRII/fI7+tbSi3eiOyoxC1HXwMcPS2ykol4ERV5chFKT6MseDnYLiHsfbnUYQiFvwb342pJcKwgyYSn4PzIzx7aNFXrk35+YrpW6nWgmWhLRqGKTUIs9pZgaxrG7AIImiDnTcbgGPdiGzqboqqFPHnGpc7UQk0sjYmGLxD1KUy3DTUWm1RF5CpuScKNEy2OmG6GryAOFcObFkC5IL632Dg9wiiOQdgDABlN9kTRnL4XeoDscEpvoj6NlhY4OIWRIhSmuFIxyEZvRnWOanOjrF5qtYmo4C0Dqj/cZMQPjxHk6fVBpbGoESTvIS413Lnu9jMfSWM9BJW7UNXGwXSDBNlJs9UnxRu4sBIjYkAr4tVeu11Cnwex4J0E9gm2BTKEpgDNSifUJjYQTCgWrJqai46W7NrnZmPgI5cRkA0tbBjHE9awBc+1TT7ptgBAxDasmhHWU1jFc6p9S0pFZXBB07WG3WSmkgycyoWGS2INrOJl6g/pASZKhQyraTfIh9kzZl4JJH34RM2HFRTmsXqpCXygGWevTgGXudpjWAcHWf6WFUGVKhHIcZ0jHZiWrnXs3SmGDOoGXUYxh7PlSKtUjtSqrqMjSLJ0jA9svd6lnbVZ6z3apVZMPAe6MsYbJ47Z7UzX5DwXhFfGVBNrEnhIhu1ACXw+2Kb+PW3zkl1dowtUlWhdjHzmsEsU9rY6neQFgMU0J2BPAATCtmsocBYS0LURAobz/v7ahu1EHwG0gLqoaGTQp2jJlJnaRbVBZSKqbFU04GV2gNrXLjxPEsiB0XJEKTr4cjcSR2Stb8GpaK4M7HCt7W25IbkkLlRlhUvj1oOdCkugQUeHklR8wkM2aUOhHE2iDbUXjVucg5FAt3OpdUGhbjE+bEJNkTMmPA9mlJqOIIoTA3YrokoYWGTczkJGeSgSVx525By7Pn1of6saJYeLj1abVPuEPXPgdWBFF3JEQF8oAEfenpToBAdX27c9XTfUe0VOp5DKQcuog6rAketqcpT5ThWOk+vWa3W6sky/S44Ki4QzmxThZfHJVAM+jDE0rEA8AkRqaZ/JY0ZG3ZOqrMbyfZStRqlxcWLab63b6k4CNRtbZFxYohVOXo2KkxARZjPkHTDQ4VipAqXfXNCMkPxltQTIrW9/f2MPrMivF2mmADkJIkG1MRXJX6Xkx4mbEf7RdkDwtDRdxTYHBgBukG2Y9IIRfDPq41pkKjhKgBRMkmvOyv8G47VGkNtMSzwynGeVOKOu3sp7VxcEQAD/SY4iIsXLvDfOb1K2Qmk4gK8n+m6MkVYUd+ECxVBjcbjDAdXFIHtYVtnzq7sXBCBWZwUowBnUqjRWwFmPhnn6ArbphNEzVJsD55+I9JPfUkekSGSyL/dX8O5N6cInsDjSVrVv4Q8q8mBFAeIbdfqTUcwXByJ5AsNvk3jeApE1GhKX3la1qJP9LM5i7yagxkpFoJfODIcq8HYHTXZA8dfaeEoJt5/9UtV4fWJpwGvv75U56Q6O8a8n2I2TytEU0HHptb5X1mqgxGURyXjMVaZgzSblkK03XRY3Qbv4CtrCd6piVc3qog7EbVlIcQgfmfkpHWobi6Ie7HdUo6YSJFmNOekhSUjKSw40czrNEqmKHvp3qR7a5EpwGRMSjSlBbdSkFlmJCCJ4eDEjnFUPQojdTAFEw6UeE20zxYbFhnX025YAJi4n5CYNYLVwAJhL3kNROwPokViStcmUOoyOYUQAQAUrfQUWWCMKLB1OEoXXmQU58fAGmZJ/2Wnh2sAqTadex8sAEVgNWb0IKRpJCgFNGFfc9kSdzTZpeDYnKLrKNZzgYMUUdXOQ6MfSoCiJtBH24kSIKsmHF1Nvp7uK6CXwlJhLC7lfNg4qRfDGYu5/Qg3j9HUNc8jHGudk+rsGAP1wSylg/0039tLuw6g2NretokM0RLTCsNUrU1tF9c/HjffPCJF2MG+5DOMlJYpo8aKUhLikKnHBLq3t1dg5Wi+lEyHR02xxjC8BC8bJh1EcFU1SssljjclUNSBb1SNvagjC8AgPkJEVVFm/kqbHIgQjUg9IkKCARrfNKX8xKJBrkSkLXsG7Gi7kQkyrlI6fx6Pig5qd3eX43tx5yIdFaNbX3gw3Yfa4cCkKMbLca23SBBurNbxGfUttUUnigLoZJQeq/DddnAEt4s/xqND+DNryLXfKFADnU+DhYKqvoF+iBEQIz0cuzUSM9XpwopNYI9Sk22/6YDNuhZdnsoyia+acutKxk1IvJxRbLNYensAjh/p1v39g9zgC5YKCRxK9RjpeYwDWwp8FJEWNXqyicPScTHxAENlU9D0Dt3X2Q1juKgReuyn6d5OOn/+fLp48SKJRs+cOeMruq20tzfmJHLmrE2eozEmB9xwfULDcZNB0C+DKBpOqvACGiBD6cAcgXnKSDQ4mFQxiUicDo8Mr8Z2GGGtU3/pshLOrWbHiwm3l+YzAwXgb9WocMzbZwqKDovP9VXq5l2rXoTs0qIQU+OhaC7F1hanSWLaz3Hgc29QxjFie81DNVqn0nSLhQAecE6KUre2JjaBe3SckXLO4jAeI1VnfVK5mD8e5XpVvlLCpK5mXaHjSvOuM4d4BAQnk0tsXnsZupwGX/PFiJwct+3bEaAgRyKufxXZS8jSH/YLJiM6veAoxdYfX7Oep8NKv/n9wBfZPFZx/EUKJUX6kXdSzijKn8RxjICSvgNYCIMfoE/QrnexU5AR3e8b6yc0wFB04L6+c8twvwC/iam+XgOWfn17pjon1dklDLMkVmkHBlU+OEjT6QGfRdwJ5Nh4DJSeTeyaTEcjyB0ULj31mWQ5CL8vIvkmHZo37rK9kDURg/0qtVFWiC5ERx63Aq3mpgm3LcV30vywFmKTFiIXOCgqak+wHyCmvLEXC/pJ6ZG6WrRI5JwWldTCHuy79IgUtly5LEqoT1kBP6XVyPq5kKo8ypcS0kBiV3NUfCyA2sTkDweNaMh43kjoywyeUfT0egZvtlStkGXF4SiNl9OyPlA1glj/nCZ2YyDxdJMQccGi4yrEqvX3m2wWKRwD020hQhHTuOlS2dmMiEBLLTZQheqXamv8jb1NGEM/2pxWdtb1yFYe60tNRCOxfPStTfRicCm9BkWYs7KwJyqCQxyWHtOxkmSJW66hbw7VnJTmE4Cic1Kd3RAGEMKYkFsUwm2V2m7oK7Ib+dJbNSCARVCZ6NRJNXO04Ei+rDQVZLuB2lPqBCg1TQZWqDfghCakAepm6IT13ha7VUWZYw5WyDr1JoENYnKVVHvXUvAhPLyAJeh/A8PPcrX2NM4gDefgnQM9UErVlgFAcIxwVm0JmpX2Mfd06t5emh4ccKwP107Ue6RmXxvzMwC1jAHrLxB1HAsnVe/daRKdKjLReRITg3gZo/Opy1pY6FFngLBerdMuFGJjMFV7CcAAk0gvDZZ2XCLbjeANOd42Uwpa79dSf9hX/n224DlOoTdfw8gCtMhvWJpSRMnmePAb1k7mO5KCJT87Stvb21x8SOAx9x4qlTvzwicusHwsUY1X0dRsY1B9slPdf6997WvTk570pHTTTTelBz7wgek5z3lO+uxnP1v7DG6GO+64I93//vdP586dS8973vPSV77yldpnvvCFL6RnP/vZTBlhO6985SsbF3lnm2O2quIKGh3wntpQwR03kBB9sR6rqEAr8QInFqFnQTPxBg5FefXF4L8YBWgyUypJnH24aZnmE4O6AzAiKKAUzAtPEtOHS9DJgFUDSKgiu6PfEkvLV+LW1XYwXywQGaE04GzsAJVk4lc4JzRxzhesN1gEZBIpirrk2JprYe2D9Td+zlJ5HC/004ycjFfpIAcQ1BJCzgSSFwcNAIDqgvHfph1VmCyYvtWz/y15EC1MMF+gP25/b48PpiR1DgNEPl9vLXIuOcL2cy1Ye456lF5UCtJpmuDwI1WSiF8z8CaqePogiKJI0G9F8Pb30WNjxxVkTRi9WkTWjJIiGW48F2r+HZGeapzGOJdj/3sy4SJyPLFzi/QgTNe4cfj5laLO9T7y2oiQEU3jmVU/HzldVdffYZ0qkvrABz5ABwRHhYviV37lV9LTn/709JnPfCadPXuWn3n5y1+e/vZv/za95S1vSbfcckt66Utfmp773OemD3/4w3wfFxIc1IMf/OD0kY98JH3pS19KP/3TP80c8+/8zu9cnV/Z2b006/jHTa5eGaT7hs7HNplUJiehkgDUZvcQBdnKUw+sDiMHX9bncTh5ZDQn/RJvMNCOmkCebkQ8xIotgtks8+GNjZiMzwImr2ZIn4Twb5kmbxSkxwvQKp1Ls21LVSrZcbUMTurAgJO5FkUdrqxGjAhrSieFscaYmJIsINqWxkFKkpHUEVMJal27B9iO/U4sGjFW84khKQn7X+3n82BrhXLOWNMJUP6YsiKYYWB1mVTTTFqngfep4bUhnBK4/xxlx2jA9wfmBJxXAhlcFRjnVui9fPUFhJ4xQFh6txauUzakMRJiIPHPIQuQna0DGeJvilFdbmoO35egoPYXI6RINxVfizWmjEp1vj7ppDVTlzBB/5davLPZHOF9Sttogh8OCQSyequDiOYGt4+LBi3aKujnuPo10x1KG4BaZSm+EokeSgAxcvgpDbjebCf1zne+s/bvO++8k5HQJz/5yfRDP/RD6cKFC+n//b//l/7iL/4i/fAP/zA/88Y3vjF9x3d8R7rrrrvSD/zAD6S///u/p1N797vfnR70oAel7/7u706/9Vu/lX75l385veY1r6kxHXe2CYYb4CAtl1aLMhj6nH016LmZz/GwugkBQyr0a+F2JY+EfIEFuXUpIxTaP38SnaNDdpUQuJGVXHBzAk0geV85rRMnqq0098naokY4eqT8fI5x5QUQ4qJ+Fo3Ti6mc0xlhojo4mDoP44KpIQOqlIjTxlU1JZM8wcRYGzvsyyc7azuw+kibxQUKnVpToiWYmq5rAIswNapPSvtln22Q5sj8jaEJtlYb87RhdjLiQvQWh0P6TzENqXpXADSYuCccU70epEVYbIUQw7zqZmKyGKjPi9vUQsq+h/sM1/sSjOfu4CTlgUWV1I2JaMyRq51LZhE8Cje+TDadMWiCw4VqL8RMraMdK6WpFUf500ahVqUxuYFrUnBKsPvd7358hrPChX/77bfnzzz60Y9Oj3zkI9NHP/pROik8P+5xj6ODkj3jGc9IL3nJS9KnP/3p9IQnPOHQftRwKAPCrLNrZbhgcfHPa7LuJcWCGlJxUJw0cb2LuPUKZQu0AlaR+BC7QCwHh34X1CC0sozknepXgQUOg8ybejWt1pHiKELMF5XnGAu6T3RE0lTC5OuZGvVPHZGU4cTr54NqylxQGEx5gaZQpt3qaTKT5VAaSqmyMjZFokIRSx2hF4bxcF+VABjajh+lTmNJ9QZpllqqzQlmNbHrJOl7igAzAtGY2COhbI5sGsSyRy145Gy4Gz+ew/x/dWh5fNaJoEaW/+aafMm6kPBq8CISUECMFbMKxvpuvVGqNeGcog6FmqzzXUp63h0XiZzxG+m0LZUOpI0cpwVHKIbCFbgUNJ3SIDT7rm9MJ4UBfNnLXpae8pSnpMc+9rF87ctf/jIjoVtvvbX2WTgkvKfPRAel9/XeUbWw3/iN37jcQ+3sXhkuWDAT7KTq4oV08cJFTgRMu21tuVyCRVJYR4CnFM+kR+rZSlCM0nzjMowTzNJSTE3T6rWZZoF8BI4N0QfVY5kqs1RfSWeZaXKLkQ36j/SJqNJ7JSxHOZi7fKEL0luWCrwkIABkv49bFMdrfWhAIqoGiHQfEw+NObZSj9QCadcq7ezscWGHc4cIKqIkY38NFhyELrM3ynqLNMascZAceJkGqyFRmwQG+iRox2oRmOZcjH9GwoUUmq36bX+IRCKrRYy+2tB9qvtIZDDWlJBKJD2QOyiYapOUBvG6phjfBSG/FAtFOYb6QNfTdHB2tu3W7agGGiI2RLcYLLKqYLwx7o6ezOnVoTskjwSl4GuLRfRM7Vn0xNSpOTRs1/q9KgOMoIUAzc+uOrCY95hCx9ku1naF67VlgyqpujGcFGpTn/rUp9KHPvShdLXtVa96VXrFK16R/40b7hGPeMRV329nJZJar+ZpOXMev8i75roRTG8LALC0CZQTsN904kSLz+qBaV3JcuVszZWFPcI76jOLRKlLqOPfZLVtv7hhySYR6HRibwotr8jtKRO6ri07j7lZNJxXykkh2z/D9j1FKko3UTeJCUPsEjrMOE6ZPKB/TLTm6T6uxhX1OrghKsRGIIlB4OJpwFjbIsHSXgZ8oSih157q0UiJUsSkTS7CQdlodhSBxTw/gtAl04mN35VTaB5V2dMiE8QSiBCav3WdCLRhbQ4OdghRTDNCsq9HthT8+/DkHBk4dF3F6E1Rva7hOL+LHYNo1r73TbkKssa176lLQyrCKSOFZzyLVT4fSoMG3Zm80CmRZqnHrVKlvodlW9qjCUHXlX99GCguy0kBDPH2t789ffCDH0wPf/jD8+sAQ2DlgqbPGE0B3Yf39JmPf/zjte0J/afPNE3F8s6uh+EinaZqMU3L6UGaQfxwannwuALFPU7WBGdOuOlmFeGNnzuSwEYTVLlpmIS0MjRdqbr8B7YNZwnZciAdYppFk50+Z4X+PiVCLlXPwr3L5lrMe+6dDLpscPR7O5Ks8IFrcA2qIpsnMHZqKEZ0Ygg+1CXQVNsUerSIik4tpP2a+2FFIbNUqJHUn1sgz5YejEXyYlgYIAKDwN5ggPH1Pq1wXFKuraqCsGPE2DdRwNr2AogAkywQaRmtiZW/GNbhZJq0QQ2AA/6PSRtOiIAKn2zXa9OCyvUa9oiZk7IIzsZCUVy8Bpso0pPUP2XRSUUAw3GxB449mvXpTXhsE4CEssaMHRvAP+BdRHSL34Tfi9Qt62Ls+TKevlWjliQHtUIdazpLaXpQ8vQ2kuEIlO6DjRvvb7CTwo/8hV/4hfTWt741vf/970+33XZb7f0nPvGJTKm85z3vIfQcBog6IOdPfvKT+W88//Zv/3b66le/StAF7F3vele6+eab02Me85gr9/7K8gMAADTaSURBVMs6u0LmzXyrBWfPheDQDg2mE2n5lqXNJBZ3+ekBpXfanJQgwYI9R3SViuFCZiHdKMXYiCQUk/dwBHYMcxQ4dr/36aiGnv7zFqrLNpLPVCldnKe0OzNnpGAU+6ODxHu7lhnd24PirYhYt8juPpkU+D78P45t3LiRtQ7G++bQjBOPv3td6jRiJcBvNIkNk0PX4uIoxoVoRbLD9hOJZGNtRUeGz2COIBw8RAtEEYaoOvcRBZJXRsJB9kWmiAXAnv5ikOYznF9EHwgULIo0QENRe24eW47QQj0pUkENBoi6GufTe8nkNCNYIh43oyVPS4s3UAwSJMBl6hNIvGmO+KjDNRqmc2fPpq2t7TTZmuTfLJXj9Xqczp47m0YzYx9GSk/ACf6GuWpxQvyt0gpMIri4sJpkFCUnhQZHHCtQ2nCauAFGAeEnJ3UQ3t9AJ4UUH5B7b3vb29grpRoSoOZoJsPzi170IqbmAKaA44FTg2MCaAIGyDqc0U/91E+l173uddzGr/7qr3LbXbS0wU6KxVWhwJzQEsVXpeN4g3vmgE6pDg+uARZiaiGkm0pviaej2FHvCqyO7hN4QtvIxevw/SzrEMARkX9OvTKYBIQ8U7pNExFTfoiiBoV26N6a1qtzzB+eGpWTIvjEP8c+qDkiKaMmyj1IlBn3D0XO0BbnqWSNSae4LhQmRvyYIPhn42K/e7UcZjiz6kvRIojCO3cOCRjK4eBTBgkX16Kly+R4KEmf01ilkVapMTgX07Oy5lnpW+lAhjFd5qlnRupS+XX5DWMJrw4xQJRepnItKvIh80ZwXIqOmhFVDWLuEPpmk3SvBczDu8N+tKcSje7LSJatPYBj5OOTtGhw6igdC8YGvVLY5wwyHa52bW0dFsUqE2EUSnBSaq4rqXqX//UDlRCizv3SH4PA8VdtrpN6wxvewOenPvWptdcBM3/hC1/Iv//wD/+QJxWRFAYbyL0/+ZM/yZ/F4CNVCDQfnBf6q17wghek3/zN37wyv6izqwJBT6spl/e4yLWC1Lvz+SpNp7jp+1z9L+bLdGbvTFos1mlvb5qjH/XmULTQnQjhtJ6SQT/QwT7ol/Zy42ZcXdeOin0xVjxvphBrDilMoOzBmoA5Y5zOnd3mAtIk2qGqivoFJk+bQLYmTuQKZwIC2is8qpgjsKAlVN9rUgGw5irBNtlYysnUjAm2QMTnEh8EeVyip6vvEx6bPUlXURmIgJNxz5FiAEwss9JsBiTU6mBOsOpoPTXFKmqI415qhXJU9lvqYn8ltUdHjL6tgwOvn61yD5z1TpU0mtJhzQgGk3ydTd2Rh8cCIwIaz5nRs/OBZhr7Awvw46joMqLxjIJrVSO+teudr5Sx8XpUifZsAagH0qRr/z7YQkjOqwyC158U+RpAqJwrvdZDW0OWV8kXBCSyUxr64pN5UdwMJCILgAmhOBVFyWGtNjvddynb2tpKr3/96/k4yh71qEeld7zjHafZdWfX29aLVC1Ri1rkGws3EeWspzM6g2o9JHuDiRxupzUYFHJHfiGAFUGsVq1iIBCsNk48uEl7/txfLlIfDcKuURGh6GTD8NV4pkPyicBkHEqq0GC6+NtW0lIAxk09n1t/DVL2I19wnhkbP96VZJvAnGBAEzsG8ByyL0n8q16ztsnGU2HkkyvCkoagvPR+xbzA+osmYk879XqY2MWsDmCJRaatx5/HspCoxvRYRFfCMuuE+nVcqTmCZshiT15Cq5kZSs2clCyezwzSCLWpuM0CekDEYrRKh8ZDCxuch+SEr6FulOHZ9qNIlMzvwekdMQc2nZRYLzJ3XoO5ghGrC3cyqBoM0tb2FtN44/HEUYJIG1p0ifsMlEhRLdj2a6nM3BbijOkCEpUosYxN1n1hox0Ppvw7x/urkNab+fP8urCkd9x9nZ3MoAG12EtLJyglXY/T2oB4FjfAYjmhFpRNMpgI66SaYncQOpANinByztAtvapYaBaVEZyKeqRQGMYkAnof3Xi4uZtFA6b+vHYAuO5gMDf2bNZGjKUCnwEND+lmILI3xERkvUpkRl/00rltEzOFkRv1ModQa1JD3Blsfz5HCsgQVMNBlQZEd+HZZi8yfo+NhVwwdMHkKYtywn2z2dUh+DZHNSh/PBKymk37JGSpMdeK6hswBecrovTi+bbFgEGliy3ScGVjz2bVIepsxdmhLiN4fHRmOD/4jKKvyFjSrC3JwSEq7Ad4u49EHQzhhyanzd8fxBFjzMBGWBfgbBp7mRwaXx/WOqJPr0mzyhYKoDoCI/1W/gSAEeZwls7ygnE25Go065my+0etBPh305kqYnS55ICqCc2NNVb0uXj62YJS2CiuvXVOqrMTml28lMoA310AUKAvIxK6gowWzAhUUJ1M+D4mDgkagquNqT80IeLmch63ddAAEuOBuNqQqzcUl92s4CxjzcEjJKSN24hvcWPiWHFzmm6SFaXlWGWStt8nqe0wzaYWWY3GSDdZdqRCL9O9GEHc7juVKeXu7lbpYH+RptRzQrMtaI+GaWs1NgdPTsF5hmSbk8IxIQVmNW/M/bN+Sgf+s8e1poGUpkvrW9s/sIUEtKT0m02NF2rIxiQiaXkYxt32M0jbR6S3WEdxJyWaJHTeCMhiCxLzAIdX/8WpDIHCC9LtEYiRWR4ihZbXsGI9KDYCR+YGgS8y6CKi7UJak0KMY4/yEHHYBlp+dfwdikZ1DCWCb35jaxuADwEnEGk5ys7T3EY51jc8nQN56MCXi3QwBbLWohc4H4FPBFGXXEc03ge1wK1K48oUj7lfXMuMqj1/vPDf5WTLfGbqT7UojpSnAaMjuzbWOanOTmFS/EShN6xivX+pNFfi2XLncdVa6FsK67lNjq4u6r0vtg2blHuZtdnSYiDKXPiKH06v3v9kjaRxkjEodkEHEnk1tBVnL3K6YYLsAdJrKa8VWMfpDPppNuul+aSX1tv3js8PmlpzR/IhgiI7+YE5aZvccZy2f6HYYHDmnFzX/TRegrPNoOhMFwKJCEo3p0ZSuyWrBzmlaOOO8VJhHxFsZC2g+KE382aZC4+eAHioehVrGxhQsnwHCiDJYFh61qIJTcQWBbn+SYt0RZNBva3XyFjA6+UG1ZBgiq4MWZhq6a3INCKtpxpjiWN8skNM69QHN2JzOXJodVJ/Qb15hz5Hzr0+zwcYJoy/KoKEpEkVj9WJmaVo3PNes8xEr326483pWevFMrBFJEeO0WMvrYeezkR9ERuGXAn0YXJa0tN/mSJJz7waG5x+V986J9XZCQ03sWk71c1uAKTezjjJMIUPR70aC4C6/MVULicl+LilSWxqQCqOzAFEMcx4QwHZlJsxfcWPlEiMDIZD69tpWzHzSHs9FuFFYisYtF5T6kq9M0j/bVXrtH8wTtujQZrdZD+/UNSezqSUC1LZg4MlGSAunD9PwMjNt9xSI+KVuCBWyWAHV/+XsWcb+zXGmRpYzg+KSAqPSlUEZHRcWlgRjhpKzXF5Y2+t381TS5WTxdbAEdYfZaAEj+6cJQEOwhYMSAOacGFN1iIsVprnR44uAi9wDjKqsdEbRRMIIaj1QiE6HkM87xx//ta6XIiuu2Or7fzNLSSwIfUX+/miETjhrBeIXAv8PaQFnZlD6shaaeBYlx6Vlu05kwdqaV6TUiSlhaMRnQeQhwArTPdhe95Mz+OnF3UJD9Hye+GUV5Oi063MPnOta1Odk+rshGZ56uXCVt1I0wEwgRoCoNKW9rGbzG4kOCZD7xH8IFmCINuhQnx/7cJ4KnwTFIHaVeV59pILl9Lpao2bGkV5m9SkOxWdFG/6FjywYOpDp3pQM6V9FzexodjgwEj/MzRS10uh6C5pvki1Zn+kIQ1ubKm3eVqjZyYwOJA1vjIQgdSKke5cLNAYPUoYlqVndtomWQE06iSoWsUbDxzl1v2h1J3k5BfDOccMYwC4fkmdWVO2UIeInMHObq85wMEZETS5I4poOikCCMC0gEgpSLrk43caIBu6wNnYVOsNBLDGruDgBUVrlCY0NKgmfEt92W9uAkVKdFNPJea/A8GjXhOYRK0QEaRgIB2rz8lJmcMMn0vo8yrf1bhVfr0LzZqj7ByNluuD0fDSNb6YslM06s5MvWFwzLhXeQ7UN+Kqmnw91qfilaUr7agr7upY56Q6O00cwPrOYGoqvdKvQU0Df8OhMHXSA6x5zIkYefQa/Y2vemOnP5wT2AwyiSgXl6u09r4RMiGEmxnpH/wT0zYnK5/QjbFgGIrYHjm4qTaitIp6UHpA9+FmIHMF3lunUX9MR4VoDjUpQNIRHF6Ok6rf5mAHsHSftJMopwABQY8UpJOlaMLqalYMZ4pugajP+qk4jM4Temi/nNBiE7QaWA32T6XigHpk6pWaVdanQwYHcOsRcWbRXeTpE5ciHIwkNtQEbBISVvdQL1StybeFEYG/3ZtweW20cvfZBM0oJiw6mCbDZHtM0ZB1z5qTUq3z6IiA/WVqY1AqOtSe9Jr62cRa3iSYzfWg4KQymIEAu3WRLFmvCwvHwH+nb4e1Xb8njAuw7E+MGltbk9Qj7Dy1OqkqC6c1WaHRHIi7KjJQlFRi+XfTeV1d65xUZyc08ATtpfnF86i6pp0zZzlxARiB4jsK7ZJZwQ28tW0wWrwniLnk56UjJHCA8akpHWI1K7J2UwtnzhsYKSWBJLR6xQ08nsypj8Q0HVgVPM+OW0iOKBPTwifNbNVrEyo+XyZE7I9Npp5y294ekt7ppnMpnd2+/JFbO07q4kFK5/fBJIFanEVvSj2KvklpUCHx9JqiP05cI6QoC8EsmSW8tK2aFONejv8sfe1rX0/33H03H5ok4dwxSQqhiXGe7u+n9WJJ7SFoQAEZNx9ZvQ5jaFRGrpTr9ScOa6+XtiZb2akjqjKQxzAtPG0bJTik5RT77bK5Q4PZuqT+/io4KTmzvPAJjksbiHUoRVIl5WagGkOaWvRkcPDSm6f0ocAKclJEg0L+guKchiBVGg8LAC7Y8mFYLbeJfJSjUQRL2Q1Xph5RvHBEWLopFPdrTgrML2zl8JpthuDjWEib4gsCNtyvueCDE6L4Ifm23CFlpJ+zHWcdKWlHLxvaUoKjXzvrnFRnJzRr5lvjhorUSNSuKdIdqi8sF1hV4ma0wnzug/K0oJjLkb5STcrkr1WzQhRlsHSskIW+02qZqRAU9T1NNJwO03K4TEPkv3yio1hez4r6VssBB5/1Gymi4IQR5CZY9HehRIA/4CuAbsd9r56Wk1icWnXrg2WCjDRLybOrQdYiDk2kmFiRgjznqEjWiJwnD78Hq3frayosGQBj5XUu+38McIGxRHP03t5+Opge5DogoiNFZpTvQMSLsSZk0AAWiKKWI5uQShOrJn5zUllhFudgbdvkb4YcRE4lWr+PetjkNNRqcLIxLXyBShPLcuQ29NcyJqIAUOSUirMyBwEWePXO5e05tZNAJKX3zloXhLSUTIj93tIUHNOzOpL8XkA+MhJypgku2HAsODZKbFi0N2Da2X+fpyjp4FFTxLnCfgR48IuCrorAw7Wn9tapImjGGYtZd1IUJQE4NenGSEqvyWld+1QfrHNSnZ3Q/MLFzeWTH6IiREdEn3luITdWerpJ2jeqveghYTaAH+a5T8pg0HJOqHmZFo9NHFJljVDf3sLy9rDCUeerXq9H6D0Sb1KGu5cjNn7XU5SiomERng7X6JIAVDxtL68chvr2oYC2D24+CKRiovLxEvWNesi4UgbzrDfG43OAIcNAgUOaIESVMQPqThD7GGsNDKj7wTR97WtfS3fffXf62tfuIWvB/u4uI6ZhTs+B625Khvu0t2+cbvsH2Bnyn2mGFf5oyHNt1jskKRGdh5yAIhtLlxUARYCc5ebcqMJ7lCmKVH9V9GwZ3ZfVg2OKqnFeKHUxO95JrQrsXxlJOWNFiwYGMpFImKWgS+quLd2nNgwtyuQ4lYqzXsA6SGKF19A/V8WxHqb+cJl6q0GqIFhIDq+VnbPA4LFAR/rB1On2l+7EHMWXdwJHBWc0DY27kWEiE4sF4tn15tIidXZfNg/1F7O0hmSH99lQLTSsVkvOv7xW63T3Z6tLhLy8BPAyfYyK4H3Cn/FMaYbGxCNeMlLICLVUWRoPqrwq7FvxuyGqZ1uw6MRXzHrY/p2g9RS1qOa0GDP5UsoVCovO+eCATh4TrFbgBHJ4lCOGDk1sQPr1e9B36qXxxJwFPo7jXHjaLzZCCwhBAAqjKKysjcNt3UcRvW+Eo9Sxd+LRNZ59dY2xWI5yrZATFSZHT7cZE4QDBzzCEbEvtJCijAcneodVZ4O+EQ7cB8v47/wtnTePfks0Z+dSxvTlukrzkMY78vwQMWeciEof6+/8maXV0UpDsS0gRMgL1KX1BSJSt0WPLApr2v4KujJHQqE+SAeGxZKnJZV+W7szmTu0vUDz15a5QNSLlKK4+JSuQ0aDLRXrlLC4wUNU+7qgdWAESUSqI0VSclKiRWq7mq+ddU6qs9M5qfksVf1piYaUrmuwSqsALGmFpok9gqmj3BApDh9ENkKKmdPK/GmN7TDlhJ6hHlbv2pYjrlzlFlM3nRXrCcVJZbSWGmYdnVaQYoV66HJRfbUStDSivLETkSJqdoggATwwiiajiSKaC07FUXcYa0yQiIbsmEdpawvHbP4Ex4i/Y5UnRjaGCkQUbGmeNTSYCGQmosCcFJ5XSAvNvMEKEyW6oNUm7BpNALmM1kbkOrTzk2HQ5WNpgH2FE2Z1xDY6XD9epBID2EVpLhNhLJGb1WjqwIkmOOBIqwEZyjUbG2LL35baZMSFiMXbIxRJtR1XFHCMv9OolzxVl9OPfq4x9nKSfpGsPb23alJUwQGykxvgBzIRF/YIOCycLgw+ok2k+GYHdi51Usjb546KIAlRH7Wl+9qcVPO1q2+dk+rshOarqPU0peUBi+tYAYoYdgssEufOZScVkVRtBmeBGsZkbD1KYFtQPxXlC9hXMnJoud3YinjK5FCK5ymkjvTI/Tz42/t91LeFB9JpRK15ig/vAwAg/bLJxNgmtnuU8jkV20TkkTZt3cyFkOHISDUZkMRIeCOKL4v+uaox3IT6h4g4HOP4gGp0slmPouROJpiPPO0E1CK+w1QZYYwBYrEKNYoW+h6+3vNiGuswanrtpapndFL4gZF4VWhMRB86Zzo/R1lme4gNuz2LXkCjhGilpA/7jNLidwVGUIReOxdcrNjxadGjz+XvuEpw6d+yiKZyBByjTXwfES/YTnDtOcsKaaucNQLnJbPOtzDJl2F16ieOvaIhR9qpTsQm6WH5Hs+Rny8h9Jx53aB87miWVlNMFZxfIITFyeeKSechOin1Pk2PSPfl0e6cVGebbn4BSyLDJ1Y9JCNAdgMYJ6aipqpCepT4sEJ6eC/IcQguTdQZCtp9496TGiqsTi7q72WIuYhRfT/hs6pzsLHXI6nYfyO7lHNqacUq0UzIYGrusTRTAQ/AIQtujjodm5e9riDoNhzVKE+KICN1hN/YHZTXzcjFoToJ6nvTqfU5DYZpjSg46oOso5yyVsiqOwQ3mwlJMZ6SVrEJnFGLp1HLgPi5wDPbdZTyC+fJGbx1iejcaxBZS8THet7rhH2jNlmBSNjPn492hnWjQbYhy4GN89xm8nHr34rp6ezgHEwj5WJLhwlsYFEKz+fKQRP0xVhQ9HLdaDWwSFDRIDOBgfapdq0IAKQUgrRu8v6810nvS2KDi4AWZyGCWCenPRLwkL8bo6eY5osw89qVfM0dFKxzUp1dnmESdaZrcMJZqmPEVSUmU6gzY/UOByDqo7mAE44ORKoDwAuku0Qwq0lb9Eng+bOUyCxNzpxJk3PnLLXiE2isg2nSsqK9r5zhRIkqRITmdS2PVM6cOUOndNO5c55OLDBweyCAGBKEIBWd3uVIxTuQYQpMwn5Ks6mhHe34faL3NJMK+Tg+6QrBENltTSZk9bj1lnGCiPW5m1LaGqd0xiXuJXOv6Wlnb5eq19vbW+mm7e20vPtuo/shVYU7JqSasmFCRDrojP+bnbzt8r90cCvWRhDlCj15lEVYt4hnrc5Tj8K4Vwdl6JA4PtT3cukMm/nz56OTaq4Y4Jzh1OClEFnDyVp6uvQZ4XgAJskpNIoB+opCJjlk6qMMU0/Xl7SvSLGBbWNx0WvQNQ1dvNLQr8Zg4c3R4DyE86MmTAAjCMK+wj5dttkGh/u33omqfqzYUD5mHMMkOJ5pbE7IfY+1c58XKATVh9fTjaPM21lnvFirBSe3pSZzME9MjH3CmMKOlnURCwCcBmokgqbroZtZLOlZh6eNTPoIM7CEJhGrU4nTT3UyK5a7jLmvsGFWCLd0TU5PHbFjlZG1vtRUHtehwMQduFT8bIb6kjWQimhXGlrqA5PzIlDEI458zLXVfzkO7qvGjef4qwDnX8yhB4ajQZFtEKKENpRWcEorkSE6gZyI5Ch7iwZa8DIN0mINnr5Q7/C6olcbWTe0iEksCUUg0FK5gXHCx13nLv8mRO79uiovf79SXqGvKkfS8VyJw9EdlAFuzEnlZlamP4GG84lf2xbeH+dnskyV+hLQP+btEHBOJIsl4APNzAbKide80ops15DA50LRrEdvSgHywNflFwSBxswSkeU2otRGHB/9LZVdXamKlmWiOWo+tM/r46BgnZPq7JSGyQ2UCTM6KUZH8wItryPn2s0QYCbqZg+LnHATRz0cg/Ue4yGi+eLatJg02WFfdQ2gZprH0n9hMyqEe9E+b/sEwIhh43bH61M5qSnq2ABDFDokMk7ASUH2PCC3GEVwaR5QYQ4yITKME2IBS7ZVCSyTtyqRK4T35nBS6CMbBuqb5oq5ce7kDelhQqgmw2Q76Kcldgg4PfkWPaoN0HKl2tQfJEQn94zJGe0DdFTFuSg9zM+47EsFGfdjri+dKnN67c4sqx2rZ0rRSE7tiX3Bn7OjQBQDpBycyDilyRb62klnpaEaDEAZZa0LGC/U1bKTatIiRacoBgg12Ua6iKSFQuO86NzQUek4dZI0EmxPDlfnKrCZ94/CoV43dok265xUZ6cwXKyO/gIE/eAgrUdjwqKR4pufO5dZJ2Ivk1BPSFkRGOG9QVxFO2GsWLrNaZXGyDXTUvVVXERv6fYxCXhHWXktio2jSPWINbrR74LPYQIRco7aTURuDVzBF1pHKY2OkGhXVr+pVxqdFFN9rsILlolmvxiUaDF++bctl2mytcUbMzIjYNxJQurw5Vx2qIEyvNydS01VYShQcykn6mb96RQTkZ00lzR2fSI4A0yuaBCGk8K4I5JYId01SL1BH0fvXweTvah4/Lx6WmzJPjekOg1xWZxZOdOZLT+YqTcXYcIsM68xQUSGQcmRvDVMc/twFrzGPHJhOm/bjs1ZGkrqTz0JFkX1JmMCKMhykq9N9QkGAAh7sFrGl13XHjnhhBFd6YtAfX7l4IhDiMWYWhBwou0cytFEmHl8xJoTRzg2MVx3BwXrnFRnp7Tc+JFVR2NUAsOEY2g961uKkt65AdQZvdWHwpVy5pGz3itSuIidGegv9pgEuHBs3VmvSFRrx2OrZXNCtgrn9Cj9HWdGUBpNUhkEJZCOyNgGtO24q/i31p5RuCACJ2qlZo2Vq7YKwCGQgXG4lUZUySqU3p6KE7eBVfC5gn8oKkohQeMKvCImJdmuUoh5td04p4f+1oFj/KX9EAfEa1g5RRdW75nJ21JRtS3mFFVYbFCB2VOAniIT4i+awc0bfH4BhECAhQIQRWqh905RjWDn1psUEBxZplg9S/i39xipnue6VYJuNEUO2Wscm3Jrv7126HVkTX5P4aqfK9GJ5HRBGH+/Fw/XjPT9iNSLirv6d1tKonnU19c6J9XZZZgVb8lh1uh7EdPA2XPneAvv7uzk/hhEJ1DvRbSFyGvh37Xis6X5WJNCMZ89IF7Elkoq5d0tncSaTTgcTDwimRWSDJ35eEb04R8jrxm2NpqNPD05SEMwMDjIQ5GgOUs8DxiZaPJvTu1iN8PaVyzpk8Z0oVr3Ibh8dNqe3oKD1njByWeqJPWg+dxO+jXPEMXqQkzg6SDJWI8x7Y+tnlhFMbtIe6MtBNPkiBU9daEAOR+UH7W9DV2WArBA5KT3TxOZOUUSjwbfPQELhYwxTq+q9ShFhB+duv6dVZ49mtP1FaHe2Lccl6iDonnPHo45CM3bV7EwQwavAYO/pBmCRPnqlFa4snxEVHvSmaaooWpQMW5vXglNHj6d64PgqPKPCs/rRlqwS/d1dkNZXLcfYapJtL3lsO+2npnc46KeEaWFVDxHRADUk+vl1HboDaVipMbEDgJQc1aFecJE/MDSrvqA9WANQo2Ev5K1NaSOyq0f9yjgrm79uBA+Xbtjr71mlyXDCwGpjhvgCzLdqJTScmw2B3t0SqAAPoyxU2+Mfu+iUVCnuwzH5hpHeA89NwRMSFcMaT6fQjBh0kl5pNPmpAy9UGDUOUoOo6WojNGMT9h6TZ3VzW0jugJqbwFhxp45ubjbhiQGe5OUbmzyS3EAHVQCx47mZqYChYLEagPHA4oPqGCCfWOQjxULqXoHs/+mQ+dY9CPeiY2rDM5ePHxUBXDKIgEjFEJxsaJIaHkMdKcZQcXXdQVz0BvXotLAWpZd+wbeaJ2T6uyUprTOoYRWSe9EWhhNEvyHIf9KKqsO28vEoSLCVCrG0zskygTnHg8jVvCtzoTJcTA1gSXpCcEobx5qZKsluPkKI7Ukw+VYlZ60RzvjRGyBjNYYkfqLhz5b3ohvm6ptkXNAnYqNsSTuRc0OAAtP+VW9w8k7n8dy75kj2Wxi00P7noeJS84nHo3OlSDhzK2WPqqak0K9xs9fI9LNB5ZBCqujod5yMlgh4AQgymHTMN5ridKEgpRzPXI+9WtNTiizf7d8FO+DzWGBOtHMxf5SEAIEQhK/mZ3M9gBLBI8//HAOXWRnD8eufC0dMdQ0w4GA7UO9WgstLPQz5GSa0VC8+qIzajqo+F50TI2FX46krm8KsHNSnZ3SDlJaDyGLm1bjSaomE5tEHTqOlT40ktD/hEub8gNBryiL/HmfjPjLsA1GLk7cafeaF+bXPuG5k7F+J5CsetqGQIBxJuSc962pGCbhOLFMQFqEbA1bkxzRnTmzbX1I29uURmDKzxfuzGg540S0ePtH7FTTFIUJa4ANGzu7M7F7ba+pIkxw3BDMG/aa0n5QeZ2SId4UVuM+aoAOkNnOjXpJFFY2TutL8GMo6SabNCDLvfpKfIYHJuOJT7beS4S/feKuRxIS1wvNsoHcte6w5KQM5k4HwX3AVzWhLABkhO8S8NAAFBD2XrgB+Yf2HXu1FBkhXUxQxTBQ9ypVCtqhA/u9SKPqWOMxiaED7Bhc6QzCb3JxlRzgefSUv+vR3izUrGqIzFpCWW3c4dzp/XheU8sVe5TDulfynlfUOifV2SnNJyesytemZ2PAiSJRADJTTIpKT0VmBWn6MN0R2B+06jcWaPWAxGCpFLXVA4O+FKb91h71BN49RFJwdiKVxY2neplolURbIxn0DD1nj1SZS9pY0ANmI0/xzZSg+pUwN1KkkPIKpSfMpE7sb/UE5X6akY+TM3VEdg7beXs69YigrcUZqfZwqdpP/IWDwytvhqBKz/XLxNyPA+jpXQc3CARTYVImbjvUXZR+4+B5VAeEpphatfemQ4CTUu+QhdKBnUEf8Yk7p4qxEijRjgX4PSL28Fnj+/CUFy9LSVo0o44w+CUt4GMitg6PsJgq7B92sgSMBCBFXwwfqaQ+a+uLRoSbp3KNk96Pqbz4WvxMs9Kq5xa2iutgnZPq7JSG9BAQcKjcG3O2RVJglJin6XDKyR9Nqrj0JfGAiVa6UmKXlgkWjHrTWh3/ytcrHUNBJ5tAsrQ2v2zyBWNwAEJBdlLIUKGRBKeD14QuJDgCMHMHLGTnFEAMxvFnkvETpx1qW1f2QvKnOYVrbToHcGFlzbx7u7O0s7NDMAlYOux5h1En9m8kpJbWw29CBJT7g8J4WV3PPpPC2lnJmfxv8Rb670s9ACeiczrJxCM4CCIGpdoajg2vTbbsHEEuQqNDUsFR6o2cMZytCIMM/8Y5J/u3eoPQ1Ao4vs77keZClrW0n6NNsz6SWBgaqUSlDXWm/DWAPawR144R4w2wCaUwRL7L8HRWGmeR6guOODu/HMEFIwOwUoP9NCRAp378yyVAF6qVhd/f85C+xq+o86AIN54T1RzjZ5eN78RlVvO7isjauPuuvXVOqrPLN6YorAFVwnmzmd3oaFLFMyiJ7KM2iRiDt9jGRV3k0GvVKfb3bEKgoJuna6BZsDZamQUmCZdEUGRFCPrKU4DO1YfoDpESUosSqlssRqwFiQ8PNymaanUrStxOn9Fc2MzKK0nSvL2TTxkqtWNuk2LC3t40Xbx4kRpP579+ntRRRgu1SMNhiKQkCBmE88ajMfunQIu0vT1OozF+9/Gnx6DqDpxgRNFE8mkyahbeZY2iOcsTAcjAVJZPvGgoI22Q6HssOjHm+aiFZFE3o0SXqCiEqf7gwgTpSURaQLq5M8B7EGEcDdMqc9qFy5FsGH4dSZYiAmzkpOgwvdlXciCiKWKE7lF9XiiJkeISrAsRGBIdrRwZj90ojiC+2Webhjl1a4Fwfkt2AYfH2h2XGnvjefLIjBdqNkSC+I4x3ZcrM9aqms286yOiqOtvnZPq7DLML2LePMuaFAQ67rHKJbzb2cztK9YPVaMe8gnC3vZUH/nkJBWhgrHfLJwYB2nFVamvhhFRpKgCK6CApRhFXkpVYAowmuop9jvyJl6mJp1gdkEYO1bS+BBobfz4GiMQe/v95+UIZqCSNnwrfO28Yg0ezbxwiJDb2NvfY5Rp6VBM2k58uqqTngrFiIhoPDaYPHrQVJ9vlLHKGWLmq4yFRWJxgorglyZnRtyiUkP+HX5FaDuPlry51aCQYulA1Ov9cIEMWCSu7FESFZDOtRwVAR7upLKjhJMS4GFoektx9SBIvJqMw/WSjfUj1wyrSbIgMivLkNyjl9nJPc1Xox5qpsCUFoygn+Dgse8AClqPLLLsKfAk+Afj6nXYnPKugvKuA1fi0khtATXABoYMzj3cq+WNBpozHn/TSW2GdU6qs1OaSCkvsmAORPPuhQvM329vbXtD7pJqsFj9IwUHwyRJFV+vxWAiwOQAwALSKkgHgVqH3f9EfTXF2DDLo0HIIy3cnEiZTADeGBPEof2YWfOrWM6tn6tKBwf7aTAfZPohOCE4VFgUlpvNbkkLfA59UpSdL0kSUXTGLhR2oigzCXQynJPPvZyDPf2DNCN+8/b2drr55ptz+hNOyBjlF5ys2MvjgowCfTAyRcrUHX8ExinhI/g5smYHBwZWsXodJuyZz0N9P/qm612dvNVASL3V1JyB+qjoqGzirIbLtOqDGbxva3mcX0oTB2Zx/AAyO4BuSA5KXB1yBo46BGBnij65oS1kvC+rhgK8lNHPmo4Wzml5ufyD16COT44z7YRjw37Ah+REvFTw9asgcyJGuimPwmZRVgPZ8nlaUQLFIz6PhpDSrrbPpDRemfNXKhQRZRMurzqXpxE9XPVoF45dnH/kMGk84nhpQRDHfTOsc1KdndI0TU9TqrZSWqP4D5mOWZov5gZe6PXS9GDKSXeSJpk9AEgzRlykPzKSUZG/SoQwF+DlEjKppq/8kcbAjdeX0p+lmMjiQDE/RB84BgNEUKbCJ3gevafUJC0iDStJZRhfnNKFzlozMHdJlF4E/3r0xBIEmNJ9gYqjjZyhOX1UkxQpyENjhlBKVCAUS/nVlG2dxin3jQm0FqoMXAPnFhyXrcjMUPoVOo/Nonhz9RzG3Y6g/MD8Ef8MfF7G63svUWjwtVQcCnSo6ahm5N3I6EVazxuCe7NGUlURBHqJcEIWHhkhQoHjwn7UMe2PWo62DQBQXqu15AqKqWNkmjQ2w8bxamwv7yuOZfhbq4rePANIkL7k7wAEXcevSLWvXjE46Tawhv+GfF14i4CitpqkRwTBNMeg+ffmWOekOrsMw42267CBcVrMDlL/YMz0lRzS7t5umiwngYNvlfb29snNJ60pY1iwGhJrFuJFQ4QEePVqlNIcVD5K+Xm1h36yb3UqrmIl6GdppZGTxDKSA+zc9aLy0a+M5JU0Q3CeLokxbgAUtMjH4p3zbWiBVI8UnJMiGqT0SF6wDotfBgteG2p5sJ7Hmpk5p6zDhX24Phc5CI9ilffj0PTDadRZKSRRbhOwGAh8os/fjtFT29+qXajgrpRf43OAotPkTCIE3WHp+I6cVGZLUFwKKl799nXDScXt+rbB7MqUFv697b8pgAgisCKn6ZrMGvG1CNRoa16NzA4agMjc0TwrzbH076BOlJt4fWyIzkGUNCmR4Ult5fU37Rd6X7gQczQXWSWxXQGLIjAiRn2bZ52T6uwyTJMIoqmDlKYHaT2c1JzUNv520T5NlmD7xqSMlJbx162JCDQCzlBgJu1Ls4Yi9xAaSZESnFpKBlPxGuqzo3FajEYsSmPyp5NaANFnCryUpHdAgdJ9cAyiQxI0nWnJWS8dTAfpYLtMf2zidcQenjNrkxbR8pt+/yNbNJ+vGVki3cl61O5e2t3ZTRcuXGQEit+P/VOqwzW1JCYpqzs3jKdvW6oSmK8lvOqwd3OONvamlqtemEYq6lTnvWlRaasBT8dCAw+mnXyqyWwJgpYoStFkGs95FOKTk4rQ6+hw8TnpYIWfJ6mNfKzxOtLfipBkEaqttGdMf2rfzQ61+P0mca+uZ3fmAIRwbDz6Y/SDhr4APsFYzWOtrkWvJsvOw/G5Y4YjzCAZjbHOkcZMS5rmfRZ/w2Y4rRvSSR0p39DZNTTdAAA5TNNqvp8W0/3Ur1apt16m6f44VUzjgHHaiuUzChgayKJIFkCiY8HPVuqgh1w5OcsQNYnbQc+rsKJ3uDrkIg76qVqOKKGwgowCJsX1Iq2Q31+N03oxYt0HTkspP6Cp+mmdpvs7adiv0tZkmOZjCCqu0u5F8OdN0vbWFpt5wYCjhA+c0y58YwPhDMeEOWIxMaQyfAy09HZ25mnnwoW0c+FraW/nfNrfPZ8O9nbSwe4FjoUV6id02kBJVl6fmR7spmo94fEPems+pnsX0/7WIO3tTAiNx3w0QYkGC/KeLx1mKe1eTGm6t5uW8/20mk/TGqvr1hXzpZzUpShx2pyUduPwdQIgYqQiJ6URjVFTXN1HVoUmVHoYHIEchdUlc/qL10jcb4yBm2nFOA5yhoLfx+bXRqoPziDvQ/9uY3ZoWBVQePzJA7/e8VpwUksnaYyCiLXthBwznR5+s851dFLRdK7koJppzM2az3vVDTjjf/GLX0yPeMQjrvdhdNZZZ511di/tv//7v9PDH/7w/1tOCivwz372s+kxj3kMfyBQUp1dnqFvBw6/G8d7b91YXhnrxvG+MZZVVbG5/aEPfeixQqk3ZLoPP+hhD3sY/8bAb9rg34jWjeOVs24sr4x143jlbFPH8pZbbrnkZzaHRbCzzjrrrLPOGtY5qc4666yzzjbWblgnha79V7/61Xzu7PKtG8crZ91YXhnrxvHK2eT/wFjekMCJzjrrrLPO7ht2w0ZSnXXWWWed/d+3zkl11llnnXW2sdY5qc4666yzzjbWOifVWWedddbZxlrnpDrrrLPOOttYuyGd1Otf//r0Td/0TWlrayt9//d/f/r4xz9+vQ9p4+01r3lN1ibS49GPfnR+H4qxd9xxR7r//e+fzp07l573vOelr3zlK+m+bh/84AfTj/zIj5C6BWP213/917X3AY799V//9fSQhzyEQoa33357+vd///faZyAX/5M/+ZPs+L/11lvTi170orS7C6mT+5Zdaixf+MIXHrpGn/nMZ9Y+041lSq997WvTk570pHTTTTelBz7wgek5z3kOaeKineR+/sIXvpCe/exnpzNnznA7r3zlK4uS9gbZDeek/vIv/zK94hWvIPb/H//xH9PjH//49IxnPCN99atfvd6HtvH2nd/5nelLX/pSfnzoQx/K77385S9Pf/M3f5Pe8pa3pA984APpf//3f9Nzn/vcdF83SGvgGsPCqM1e97rXpT/6oz9Kf/qnf5o+9rGPpbNnz/J6xCQhw6T66U9/Or3rXe9Kb3/72zlZv/jFL073NbvUWMLglOI1+qY3van2fjeWifcnHNBdd93FcYCszNOf/nSO70nvZ6gAwEFBDuYjH/lI+rM/+7N05513csG1cVbdYPZ93/d91R133JH/vVqtqoc+9KHVa1/72ut6XJtur371q6vHP/7xre+dP3++Go1G1Vve8pb82r/9279RjeejH/3oNTzKzTaMx1vf+tb87/V6XT34wQ+ufv/3f782lpPJpHrTm97Ef3/mM5/h9/7hH/4hf+bv/u7vql6vV/3P//xPdV+15ljCXvCCF1Q/+qM/euR3urFst69+9asclw984AMnvp/f8Y53VP1+v/ryl7+cP/OGN7yhuvnmm6vZbFZtkt1QkRS8/ic/+UmmVCLZLP790Y9+9Loe241gSEMh1fLN3/zNXJEi3IdhTLEai+OKVOAjH/nIblyPsc9//vPpy1/+cm3cQJiJFLTGDc9IS33v935v/gw+j+sWkVdndXv/+9/P1NO3f/u3p5e85CXpnnvuye91Y9luFy5c4PP97ne/E9/PeH7c4x6XHvSgB+XPIAMA1nREqptkN5STuvvuuxmmxoGF4d+YLDo72jBxIpx/5zvfmd7whjdwgv3BH/xBUuVj7KAMiwkgWjeux5vG5rjrEc+YdKNBeBETSje2h1N9f/7nf57e8573pN/7vd9jmupZz3oW73lYN5btskUve9nL0lOe8pT02Mc+lq+d5H7Gc9t1q/c2yW5IqY7OTm+42WXf9V3fRaf1qEc9Kv3VX/0VC/6ddXa97Sd+4ify31jl4zr9lm/5FkZXT3va067rsW2q3XHHHelTn/pUrb78f81uqEjqAQ94QBoMBodQKvj3gx/84Ot2XDeiYZX1bd/2belzn/scxw6p1PPnz9c+043r8aaxOe56xHMT1AMEFVBq3dgeb0hL457HNQrrxrJuL33pSwkeed/73ldTtj3J/YzntutW722S3VBOCiHsE5/4RKYDYriLfz/5yU++rsd2oxlgu//xH/9B6DTGdDQa1cYVkFbUrLpxPdpuu+023tBx3JDTR31E44ZnTBaoE8je+9738rpFNNvZ0fbFL36RNSlco7BuLM2AO4GDeutb38rfj+sw2knuZzz/67/+a83pAykIaD8UzzfKqhvM3vzmNxM9deeddxLt8+IXv7i69dZbayiVzg7bL/7iL1bvf//7q89//vPVhz/84er222+vHvCABxAZBPu5n/u56pGPfGT13ve+t/rEJz5RPfnJT+bjvm47OzvVP/3TP/GB2+UP/uAP+Pd//dd/8f3f/d3f5fX3tre9rfqXf/kXotNuu+226uDgIG/jmc98ZvWEJzyh+tjHPlZ96EMfqr71W7+1ev7zn1/d1+y4scR7v/RLv0T0Ga7Rd7/73dX3fM/3cKym02neRjeWVfWSl7ykuuWWW3g/f+lLX8qP/f39/JlL3c/L5bJ67GMfWz396U+v/vmf/7l65zvfWX3jN35j9apXvaraNLvhnBTsj//4j3kCxuMxIel33XXX9T6kjbcf//Efrx7ykIdwzB72sIfx35/73Ofy+5hUf/7nf776hm/4hurMmTPVj/3Yj/HCv6/b+973Pk6ozQfg0oKh/9qv/Vr1oAc9iIunpz3tadVnP/vZ2jbuueceTqTnzp0jxPdnfuZnOCnf1+y4scQEiwkTEyXg04961KOqn/3Znz20+OzGsmodQzze+MY3nup+/s///M/qWc96VrW9vc0FKxayi8Wi2jTr9KQ666yzzjrbWLuhalKdddZZZ53dt6xzUp111llnnW2sdU6qs84666yzjbXOSXXWWWeddbax1jmpzjrrrLPONtY6J9VZZ5111tnGWuekOuuss84621jrnFRnnXXWWWcba52T6qyzzjrrbGOtc1KdddZZZ51trHVOqrPOOuuss7Sp9v8BVkrKipZOVP8AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Sample display image and label\n", + "train_features, train_labels = next(iter(train_dataloader))\n", + "print(f\"Feature batch shape: {train_features.size()}\")\n", + "print(f\"Labels batch shape: {train_labels.size()}\")\n", + "img = train_features[0].squeeze()\n", + "label = train_labels[0]\n", + "plt.imshow(img.permute(1,2,0))\n", + "plt.title([key for key, val in idx_labels.items() if val == label])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "7e78191d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\admin\\Desktop\\Classes\\2nd sem\\Intelligent Systems\\BreakingBone\\.venv\\Lib\\site-packages\\torchvision\\models\\_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", + " warnings.warn(\n", + "c:\\Users\\admin\\Desktop\\Classes\\2nd sem\\Intelligent Systems\\BreakingBone\\.venv\\Lib\\site-packages\\torchvision\\models\\_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=MobileNet_V2_Weights.IMAGENET1K_V1`. You can also use `weights=MobileNet_V2_Weights.DEFAULT` to get the most up-to-date weights.\n", + " warnings.warn(msg)\n" + ] + }, + { + "data": { + "text/plain": [ + "MobileNetV2(\n", + " (features): Sequential(\n", + " (0): Conv2dNormActivation(\n", + " (0): Conv2d(3, 32, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (1): InvertedResidual(\n", + " (conv): Sequential(\n", + " (0): Conv2dNormActivation(\n", + " (0): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=32, bias=False)\n", + " (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (1): Conv2d(32, 16, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (2): BatchNorm2d(16, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (2): InvertedResidual(\n", + " (conv): Sequential(\n", + " (0): Conv2dNormActivation(\n", + " (0): Conv2d(16, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (1): BatchNorm2d(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (1): Conv2dNormActivation(\n", + " (0): Conv2d(96, 96, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=96, bias=False)\n", + " (1): BatchNorm2d(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (2): Conv2d(96, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (3): BatchNorm2d(24, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (3): InvertedResidual(\n", + " (conv): Sequential(\n", + " (0): Conv2dNormActivation(\n", + " (0): Conv2d(24, 144, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (1): BatchNorm2d(144, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (1): Conv2dNormActivation(\n", + " (0): Conv2d(144, 144, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=144, bias=False)\n", + " (1): BatchNorm2d(144, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (2): Conv2d(144, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (3): BatchNorm2d(24, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (4): InvertedResidual(\n", + " (conv): Sequential(\n", + " (0): Conv2dNormActivation(\n", + " (0): Conv2d(24, 144, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (1): BatchNorm2d(144, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (1): Conv2dNormActivation(\n", + " (0): Conv2d(144, 144, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=144, bias=False)\n", + " (1): BatchNorm2d(144, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (2): Conv2d(144, 32, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (3): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (5): InvertedResidual(\n", + " (conv): Sequential(\n", + " (0): Conv2dNormActivation(\n", + " (0): Conv2d(32, 192, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (1): BatchNorm2d(192, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (1): Conv2dNormActivation(\n", + " (0): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=192, bias=False)\n", + " (1): BatchNorm2d(192, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (2): Conv2d(192, 32, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (3): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (6): InvertedResidual(\n", + " (conv): Sequential(\n", + " (0): Conv2dNormActivation(\n", + " (0): Conv2d(32, 192, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (1): BatchNorm2d(192, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (1): Conv2dNormActivation(\n", + " (0): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=192, bias=False)\n", + " (1): BatchNorm2d(192, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (2): Conv2d(192, 32, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (3): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (7): InvertedResidual(\n", + " (conv): Sequential(\n", + " (0): Conv2dNormActivation(\n", + " (0): Conv2d(32, 192, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (1): BatchNorm2d(192, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (1): Conv2dNormActivation(\n", + " (0): Conv2d(192, 192, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=192, bias=False)\n", + " (1): BatchNorm2d(192, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (2): Conv2d(192, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (3): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (8): InvertedResidual(\n", + " (conv): Sequential(\n", + " (0): Conv2dNormActivation(\n", + " (0): Conv2d(64, 384, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (1): Conv2dNormActivation(\n", + " (0): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=384, bias=False)\n", + " (1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (2): Conv2d(384, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (3): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (9): InvertedResidual(\n", + " (conv): Sequential(\n", + " (0): Conv2dNormActivation(\n", + " (0): Conv2d(64, 384, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (1): Conv2dNormActivation(\n", + " (0): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=384, bias=False)\n", + " (1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (2): Conv2d(384, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (3): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (10): InvertedResidual(\n", + " (conv): Sequential(\n", + " (0): Conv2dNormActivation(\n", + " (0): Conv2d(64, 384, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (1): Conv2dNormActivation(\n", + " (0): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=384, bias=False)\n", + " (1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (2): Conv2d(384, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (3): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (11): InvertedResidual(\n", + " (conv): Sequential(\n", + " (0): Conv2dNormActivation(\n", + " (0): Conv2d(64, 384, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (1): Conv2dNormActivation(\n", + " (0): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=384, bias=False)\n", + " (1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (2): Conv2d(384, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (3): BatchNorm2d(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (12): InvertedResidual(\n", + " (conv): Sequential(\n", + " (0): Conv2dNormActivation(\n", + " (0): Conv2d(96, 576, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (1): BatchNorm2d(576, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (1): Conv2dNormActivation(\n", + " (0): Conv2d(576, 576, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=576, bias=False)\n", + " (1): BatchNorm2d(576, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (2): Conv2d(576, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (3): BatchNorm2d(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (13): InvertedResidual(\n", + " (conv): Sequential(\n", + " (0): Conv2dNormActivation(\n", + " (0): Conv2d(96, 576, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (1): BatchNorm2d(576, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (1): Conv2dNormActivation(\n", + " (0): Conv2d(576, 576, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=576, bias=False)\n", + " (1): BatchNorm2d(576, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (2): Conv2d(576, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (3): BatchNorm2d(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (14): InvertedResidual(\n", + " (conv): Sequential(\n", + " (0): Conv2dNormActivation(\n", + " (0): Conv2d(96, 576, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (1): BatchNorm2d(576, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (1): Conv2dNormActivation(\n", + " (0): Conv2d(576, 576, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=576, bias=False)\n", + " (1): BatchNorm2d(576, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (2): Conv2d(576, 160, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (3): BatchNorm2d(160, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (15): InvertedResidual(\n", + " (conv): Sequential(\n", + " (0): Conv2dNormActivation(\n", + " (0): Conv2d(160, 960, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (1): BatchNorm2d(960, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (1): Conv2dNormActivation(\n", + " (0): Conv2d(960, 960, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=960, bias=False)\n", + " (1): BatchNorm2d(960, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (2): Conv2d(960, 160, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (3): BatchNorm2d(160, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (16): InvertedResidual(\n", + " (conv): Sequential(\n", + " (0): Conv2dNormActivation(\n", + " (0): Conv2d(160, 960, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (1): BatchNorm2d(960, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (1): Conv2dNormActivation(\n", + " (0): Conv2d(960, 960, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=960, bias=False)\n", + " (1): BatchNorm2d(960, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (2): Conv2d(960, 160, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (3): BatchNorm2d(160, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (17): InvertedResidual(\n", + " (conv): Sequential(\n", + " (0): Conv2dNormActivation(\n", + " (0): Conv2d(160, 960, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (1): BatchNorm2d(960, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (1): Conv2dNormActivation(\n", + " (0): Conv2d(960, 960, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=960, bias=False)\n", + " (1): BatchNorm2d(960, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " (2): Conv2d(960, 320, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (3): BatchNorm2d(320, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " )\n", + " (18): Conv2dNormActivation(\n", + " (0): Conv2d(320, 1280, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (1): BatchNorm2d(1280, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU6(inplace=True)\n", + " )\n", + " )\n", + " (classifier): Sequential(\n", + " (0): Dropout(p=0.2, inplace=False)\n", + " (1): Linear(in_features=1280, out_features=10, bias=True)\n", + " )\n", + ")" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = models.mobilenet_v2(pretrained=True)\n", + "# Modify classifier head\n", + "model.classifier[1] = nn.Linear(model.classifier[1].in_features, 10)\n", + "device = torch.device(\"cpu\")\n", + "model.to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4356fd58", + "metadata": {}, + "outputs": [], + "source": [ + "optimizer = optim.AdamW(model.parameters(), lr=1e-3, weight_decay=1e-4)\n", + "criterion = nn.CrossEntropyLoss()\n", + "scheduler = ReduceLROnPlateau(optimizer, mode='min', patience=3)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "5b832a8d", + "metadata": {}, + "outputs": [], + "source": [ + "def compute_accuracy(preds, labels):\n", + " _, pred_labels = preds.max(1)\n", + " return (pred_labels == labels).sum().item() / labels.size(0)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "e4fbc6f2", + "metadata": {}, + "outputs": [], + "source": [ + "def train_one_epoch(epoch, model, dataloader, optimizer, criterion, device):\n", + " model.train()\n", + " total_loss = 0.0\n", + " correct = 0\n", + " total = 0\n", + "\n", + " loop = tqdm(dataloader, desc=f\"Epoch {epoch+1} [Train]\", leave=False)\n", + " for inputs, labels in loop:\n", + " inputs, labels = inputs.to(device), labels.to(device)\n", + " \n", + " optimizer.zero_grad()\n", + " outputs = model(inputs)\n", + " loss = criterion(outputs, labels)\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " acc = compute_accuracy(outputs, labels)\n", + " total_loss += loss.item() * inputs.size(0)\n", + " correct += acc * inputs.size(0)\n", + " total += inputs.size(0)\n", + " \n", + " loop.set_postfix(loss=loss.item(), acc=acc)\n", + "\n", + " return total_loss / total, correct / total\n", + "\n", + "def evaluate(model, dataloader, criterion, device):\n", + " model.eval()\n", + " total_loss = 0.0\n", + " correct = 0\n", + " total = 0\n", + "\n", + " with torch.no_grad():\n", + " for inputs, labels in dataloader:\n", + " inputs, labels = inputs.to(device), labels.to(device)\n", + " \n", + " outputs = model(inputs)\n", + " loss = criterion(outputs, labels)\n", + " acc = compute_accuracy(outputs, labels)\n", + "\n", + " total_loss += loss.item() * inputs.size(0)\n", + " correct += acc * inputs.size(0)\n", + " total += inputs.size(0)\n", + "\n", + " return total_loss / total, correct / total" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "ef282128", + "metadata": {}, + "outputs": [], + "source": [ + "MODEL_LOG = Path(f\"./logs/run_{datetime.now():%Y%m%d_%H%M%S}\")\n", + "MODEL_LOG.mkdir(parents=True, exist_ok=True)\n", + "CSV_LOG_PATH = MODEL_LOG / \"training_log.csv\"\n", + "\n", + "log_df = pd.DataFrame(columns=['epoch', 'phase', 'train_loss', 'train_acc', 'val_loss', 'val_acc', 'lr'])" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "886e8b6f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "🔒 Phase 1: Training classifier head only\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "🔓 Phase 2: Fine-tuning full model\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "📑 Training complete. Best validation accuracy: 52.65%\n" + ] + } + ], + "source": [ + "best_val_acc = 0.0\n", + "\n", + "# Freeze feature extractor\n", + "for param in model.features.parameters():\n", + " param.requires_grad = False\n", + "\n", + "EPOCHS_FROZEN = 5\n", + "EPOCHS_TOTAL = 20\n", + "\n", + "print(\"🔒 Phase 1: Training classifier head only\")\n", + "for epoch in range(EPOCHS_FROZEN):\n", + " train_loss, train_acc = train_one_epoch(epoch, model, train_dataloader, optimizer, criterion, device)\n", + " val_loss, val_acc = evaluate(model, test_dataloader, criterion, device)\n", + " scheduler.step(val_loss)\n", + " \n", + " lr = optimizer.param_groups[0]['lr']\n", + " log_df.loc[len(log_df)] = [epoch + 1, 'phase1', train_loss, train_acc, val_loss, val_acc, lr]\n", + " \n", + " if val_acc > best_val_acc:\n", + " best_val_acc = val_acc\n", + " torch.save(model.state_dict(), MODEL_LOG / f\"p1_e{epoch+1}_best_model.pth\")\n", + "\n", + "# Unfreeze all layers\n", + "for param in model.parameters():\n", + " param.requires_grad = True\n", + "\n", + "print(\"\\n🔓 Phase 2: Fine-tuning full model\")\n", + "for epoch in range(EPOCHS_FROZEN, EPOCHS_TOTAL):\n", + " train_loss, train_acc = train_one_epoch(epoch, model, train_dataloader, optimizer, criterion, device)\n", + " val_loss, val_acc = evaluate(model, test_dataloader, criterion, device)\n", + " scheduler.step(val_loss)\n", + " \n", + " lr = optimizer.param_groups[0]['lr']\n", + " log_df.loc[len(log_df)] = [epoch + 1, 'phase2', train_loss, train_acc, val_loss, val_acc, lr]\n", + " \n", + " if val_acc > best_val_acc:\n", + " best_val_acc = val_acc\n", + " torch.save(model.state_dict(), MODEL_LOG / f\"p2_e{epoch+1}_best_model.pth\")\n", + "\n", + "log_df.to_csv(CSV_LOG_PATH, index=False)\n", + "print(f\"\\n📑 Training complete. Best validation accuracy: {best_val_acc:.2%}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "7e2a148b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Assuming log_df contains your training logs\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 5))\n", + "\n", + "# Loss plot\n", + "ax1.plot(log_df['epoch'], log_df['train_loss'], label='Train Loss', marker='o')\n", + "ax1.plot(log_df['epoch'], log_df['val_loss'], label='Val Loss', marker='o')\n", + "ax1.set_title('Loss Curves')\n", + "ax1.set_xlabel('Epochs')\n", + "ax1.set_ylabel('Loss')\n", + "ax1.legend()\n", + "\n", + "# Accuracy plot\n", + "ax2.plot(log_df['epoch'], log_df['train_acc'], label='Train Acc', marker='o')\n", + "ax2.plot(log_df['epoch'], log_df['val_acc'], label='Val Acc', marker='o')\n", + "ax2.set_title('Accuracy Curves')\n", + "ax2.set_xlabel('Epochs')\n", + "ax2.set_ylabel('Accuracy')\n", + "ax2.legend()\n", + "plt.savefig(MODEL_LOG / \"output.jpg\")\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "CCS-229-ALA", + "language": "python", + "name": ".venv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}