{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generative Models with PyTorch — **Student Version** (MNIST)\n",
    "Autoencoder → VAE (conv) → CVAE (conv)\n",
    "\n",
    "**Read this first**\n",
    "- Follow the **consignes** before each code cell marked `# TODO:`.\n",
    "- Only edit where a `# TODO:` appears. Everywhere else, just run.\n",
    "- When we say \"**use my architecture**\", we mean the conv backbone defined in the instructions here.\n",
    "\n",
    "**Latent sizes**\n",
    "- First tiny loop: latent_dim=16\n",
    "- LR/L1-vs-L2 experiments: latent_dim=32\n",
    "- Rest (AE/VAE/CVAE): latent_dim=64\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0) Setup\n",
    "\n",
    "Just run these cells. If you don't have `scikit-learn`, install it with:\n",
    "\n",
    "```\n",
    "pip install scikit-learn\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lamsade/averine/miniconda3/envs/edm/lib/python3.9/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: '/home/lamsade/averine/miniconda3/envs/edm/lib/python3.9/site-packages/torchvision/image.so: undefined symbol: _ZN3c1017RegisterOperatorsD1Ev'If you don't plan on using image functionality from `torchvision.io`, you can ignore this warning. Otherwise, there might be something wrong with your environment. Did you have `libjpeg` or `libpng` installed before building `torchvision` from source?\n",
      "  warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using device: cuda\n"
     ]
    }
   ],
   "source": [
    "import os, math, random, numpy as np\n",
    "from pathlib import Path\n",
    "import torch, torch.nn as nn, torch.optim as optim\n",
    "from torch.utils.data import DataLoader\n",
    "import torchvision, torchvision.transforms as T\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "SEED = 123\n",
    "random.seed(SEED)\n",
    "np.random.seed(SEED)\n",
    "torch.manual_seed(SEED)\n",
    "torch.cuda.manual_seed_all(SEED)\n",
    "if torch.cuda.is_available():\n",
    "    device = torch.device(\"cuda\")\n",
    "elif torch.backends.mps.is_available():\n",
    "    device = torch.device(\"mps\")\n",
    "else:\n",
    "    device = torch.device(\"cpu\")\n",
    "print(\"Using device:\", device)\n",
    "\n",
    "\n",
    "def denorm(x):\n",
    "    return x  # images are 0..1 in this version\n",
    "\n",
    "\n",
    "def show_grid(imgs, nrow=8, title=None):\n",
    "    import torchvision\n",
    "\n",
    "    grid = torchvision.utils.make_grid(imgs, nrow=nrow)\n",
    "    plt.figure(figsize=(min(12, nrow + 4), 4))\n",
    "    plt.imshow(grid.permute(1, 2, 0).cpu(), cmap=\"gray\")\n",
    "    plt.axis(\"off\")\n",
    "    if title:\n",
    "        plt.title(title)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1) DataLoader (MNIST)\n",
    "\n",
    "**Consignes**\n",
    "1. Run the next cell to load MNIST.\n",
    "2. Observe tensor shapes:\n",
    "   - One image: `[1, 28, 28]`\n",
    "   - Batch: `[B, 1, 28, 28]`\n",
    "3. Plot a small grid to visually confirm the data.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Batch images: torch.Size([64, 1, 28, 28])\n",
      "Batch labels: torch.Size([64])\n"
     ]
    },
    {
     "data": {
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cW304PDx3BXyNHQ8PD8824DOf+Qy6u7vx13/911t9KIw//dM/xW/8xm/wRh0Pzx2Ej9jx8PDw8PDw8GwT+IgdDw8PDw8PD882gTfseHh4eHh4eHi2Cbxhx8PDw8PDw8OzTeANOx4eHh4eHh6ebQJv2PHw8PDw8PDwbBOuW6CYF5fk4eHh4eHh4dk6rkfIhI/Y8fDw8PDw8PBsE3jDjoeHh4eHh4dnm8Abdjw8PDw8PDw82wTesOPh4eHh4eHh2Sbwhh0PDw8PDw8PzzaBN+x4eHh4eHh4eLYJvGHHw8PDw8PDw7NN4A07Hh4eHh4eHp5twnULFLcrAoEAAoEAMpkMEokEYrEYcrkcQuF7Nmu5XEYqlUK1Wt3CI+Xh4eHh4eHhub10tGEnFAqZMdfT0wOn0wm9Xo+BgQEolUqm0Oz1evHjH/8YoVBoi4+Yh4eHh4eHh+f20dGGnUAggEgkglQqhV6vh91uh8ViwejoKDQaDZrNJprNJovi8fDw8NxJaBRjs9lk/147npE7Ioj7/I1+z8PDc+uhzB/R6fdfxxl2AoEACoUCMpkMNpsNO3fuhE6nQ19fH5xOJ9RqNbq6uiAWi7G4uIjl5WX4/X6Uy+WtPnQeHp5tjlQqhUqlglQqhd1uh16vR6VSQbFYhEgkQn9/PxwOB3t+s9lEPp9HqVSCRCKBWq2GQCBALBZDKpVCsVhELBZDqVRCIpFAMpncwm/Hw7N9EIvFkEqlMBqNuOeee2C325lxVywW4fF4kEqlEI1G4fP5UK/Xt/iIr5+ONOw0Gg10Oh0mJibw2c9+Fk6nExaLBUajkUXxqtUqZmZmMD09jVAohFKptNWHzsPDs81RKBSwWCzQaDQ4cOAA+vv7kcvlEIvFIJPJ8OSTT+LgwYPs+fV6HeFwGIlEAiqVCk6nEyKRCFNTU1hYWEAsFsOlS5eQTCYxOzuLVCrVkREEHp52g5ywvr4+/Oqv/ioOHDgAAMyxeuGFF7C4uIjz588jFArxht3tQCAQsJo6rVYLi8UCs9kMo9EIvV4PhUIBkUiESqWCRCKBQqGAaDSKZDKJbDbbUX8UHh6ezkMgEECpVMLpdEKn08HhcMBms0GtVkMqlUIqlcJkMkGj0bDXNBoNlMtlNJtNqFQqaLVaiEQiGI1GWCwWiEQiJBIJKJVKpNNppNNpVKtVFItF1Ot19sPDsxESiQRKpRJisZhlurjp/lKphHK5jGq1ilwud1ddSzKZDFqtlv1oNBp2biqVCntcLpevK59odzrGsJNKpVCr1VCpVDhw4AAmJyfR3d2Nnp4eaLVaFAoFRCIRLC8v4/nnn0c4HMbc3Bw8Hg/K5TIKhcJWfwUeHp5tikgkglAoxOjoKH7xF38RFouFNXPV63VUKhUIhUJYrdZ1ETetVsscU5FIBIFAAJfLBb1ej3K5jImJCZRKJUxNTWF6ehqJRAIXLlxAMplEKpVCKpXami/N0/ZYrVbs378fJpMJO3fuxPDwMIArTkitVsP09DQWFhYQDAbx9ttvI5FIbPER3xmEQiHsdjvGx8fR29sLlUoF4L16OrFYDKvVilqthsXFRd6wu10IhULI5XKoVCq4XC4MDQ3BZrNBp9NBoVAgl8shl8shFArh1KlT8Hq9iEajd82FysPDs3UIhUKIRCK2gXLXprWsNexkMhlkMlnLYxqNhjWAOZ1OVKtVVmYSDAbh9/tRq9VQLBYhEAj49CzPhqhUKvT29sLhcOCee+7B/v37mZFSrVah0WggFoshkUhw+vTpLT7aOwM1Smg0GtZwKZVKW54jFAqhVCr5iN3txmKx4ODBgzCZTJiYmEBvby8UCgUKhQLy+TxOnjyJS5cuwefzIRAIIJVK8Q0TPDx3ELFYDIFAAK1WC71ez5oBZDIZNBoNTCYTGo0GYrEYcrkc0uk0wuEwqtUqyuUyarUams0mGo3GVn+VG4aOORaL4cKFCzCZTDAYDCzLYDKZAACBQADxeJylxrh6m1wobSaVSqHValkEoV6vw2q1QiqVIplM4tixY0gmk6jVah153m4UgUAAsVgMoVAIrVYLk8nECuAVCgVUKhV0Ol3Lea1UKigUCiiVSpidnUUoFEK1WkWpVNpWBjE33bpjxw643W44nU7s27cPer0eFosFwHsd2gKBACaTCQMDAxAKhRgZGYFarUY8Hkc8Ht/ib3N7kMlkMJvNUKlUmJiYwKFDh2A2m6HValueV61WEQ6Hsbq6ikQi0XH3VscYdi6XCx/60IfgcrkwMDAAh8OBYrGIZDKJdDqNF154Ac8++yzK5TJyuRzbJHh4eG4/XE1Jh8OBoaEhqNVquN1u6HQ69PT0YHx8HLVaDefPn0cgEMDCwgJOnDiBfD6PVCqFQqGAer3ecYsocMWwazabCAQCeOONN1gdsFarhdPpxOTkJAQCAd59911cunQJSqUSZrMZYvH6JVgoFMJsNsNgMECv12N4eBgymQxdXV1wOp2o1WrYv38/q7M7deoUk3ba7mseV4ze7XZjfHwcWq0WY2NjLP3d398PiUTCXpPJZBAOhxGLxfCd73wHx48fRz6fR6VS2VY1ZTKZDAaDAQaDAR/5yEfwyCOPQKVSsYgU95yQcedwOKBWq6HT6eDz+eBwOFiavxPvw2uhUCgwODgIi8WC++67D08++STkcnnLuQGuDDVYXV3F5cuXEQwGO+5ctLVhJxAIoFKpIJPJYDKZmBdM9Si1Wg2xWAyJRALxeBzpdBq1Wg3VanXbL3CbQSFjiUQCiUTCNlyhUMjau9dCG0KpVEKtVms5h41Go+WiJo9ZJBJBIpFALpez+iKul9xsNpHJZJDP59e9R6dBURORSMQeq1QqyGQy22pjeD9Q6kIul8NkMsHpdEKlUsFutzMjx2QyoVarwWKxoF6vI5/Po6urC/l8HgqFAvl8nhl5tVptq7/SDUP3UDweR7lcRqPRYLW9BoMBABAMBhEOh6FUKlGtVtdtKMCVe4yiTIVCATqdDhqNBiqVCiqVit1vEokEOp0Oer0e+XweuVxu207XoXQhNzrndDrhcDig1WphtVphNpthMplgNBpbDGbaK8iQ6erqQjwebzHuOnl9orVXpVLBZrOxxhuTyQS5XM6aJ4D1eooSiQQKhQJqtRo2mw2NRgM+nw9KpRK1Wg2VSqWjzw1BzZcymYydH71eD6VSuemeWCqVUCgUOtKeaGvDTi6X495778Xo6ChGRkYwNjbGwuz5fB6Li4t45plnEAwGcfHiRdZd1ml/hFsF3agikQhOpxNutxsqlQputxtarRZ2ux3d3d0tBlij0UC9XkehUMDly5cRiUQQjUaxvLzMop/clLZYLGb6XC6XC3v27GEeHxWgAkCpVMKzzz6L119/HeVyuSM7k4VCIQQCAfr6+vChD30IJpOJXV8ejwfPPfccIpHIVh9mW6BUKjE5OQm73Y49e/bgvvvug0KhgFKpZJ15Wq0WzWYTu3btwsjICPbt24dHHnkEpVIJfr8fqVQKFy9exI9//GNmNHfKpkJrTiwWw+nTpyEWiyGTyVh6TKfTsd+n02mIRKKWDkUu3KiUwWDAyMgIDAYDjhw5gkOHDkEsFrP3HR4exmOPPYZwOIyTJ08iGo3e0e99p7BarXC73TAajTh8+DCTuOrq6oJUKoVGo4FMJtswva1QKGC1WqHT6fDJT34SDz30EM6ePYt/+qd/QjweRyKRQC6X26Jv9v6glLRSqcTExAQ+/OEPw2q1YmxsDEajkTXkrIWuV7pGe3p68MEPfhC5XA46nQ4CgQCpVAqLi4sde2640Frkdrtx9OhRDAwMYGBgYMNzAwC1Wo1p2GWz2Y6zKdrasBOLxejt7cXevXvhdrthtVqhVCqRz+dRLBYRj8dx4cIFrK6uIhqNdpzhcKuhaJpYLIbBYIDb7YZer8fY2BirpRgfH2/xZuv1OqrVKjKZDFQqFTweD1ZXV5HNZlEoFFo8POBKJNBsNsNms2FkZARHjx6FwWBgxeJELpfD9PQ0Tp06BYFAgHw+35F/H6FQCKPRiP3798PlcrHoo0qlwquvvrrVh9c2SCQSOBwO9Pb2YseOHdizZ8+m016USmXL/1cqFaysrCAej6NareKVV15BLpfrGKOOC0UdbxV6vR7JZBJGoxFutxt79+5lDpxAIIDFYsHQ0BDkcjkuXrx4yz63naDMjcPhgMPhwP79+zEwMACdTgeTycQMuc2mBYjFYqjVaqjVami1WtTrdTSbTbz55ptM5qNTEQgEkMvlUKvVcLlc2L9/P3O8FQrFpkX/azM7MpmMiWl7PB7Mzs5CIpHA6/Xeya9z26DIJA0zIGdpsykwjUYDpVKJBTZ4w+4WQGkGhULRYjSIRCLU63XWIDE/P49YLIZMJnNXN0rI5XKmyTM2NgaDwYDu7m709/dDqVTC5XJBrVYzAWcu1Gknl8vR3d0NpVIJu90Oh8OBSqWCfD6/LmJntVqh1WrhcDhYIeralBJJO4yMjCAWiyGbzXZUmog2E4VCwUL3ZrMZHo8Hfr8fPp/vqtecQqGAXC5nKcdONGqvB51OB4PBwKQDBgcH4XK5NvWEN0IoFDINqZGREXzgAx9APB7H7OwsAoEAarXatit0v14qlQqi0ShKpRJmZmbgcDhgMBiwY8cO1pQxODgIkUgEvV6PaDTKyik6HbFYDL1eD7lcjvHxcdx7770wGo1wOBzQaDQt3YrUPMLN2FCDAHUsA2BGoF6vx9DQEDQaDUqlEjKZTEeVjNCYTKVSid27d6O/vx87duyA0WhkUfKbgVK6FosF1Wp1wxrQTkMoFKK3txeTk5Nwu90sfb82Yt5sNlGv11Gr1VAul1EqlVAqlTpq3yLa8q8mFouhVCqh0WhYFIBqS2iixKlTp+DxeODz+bZtoef1Qgt8T08PfuEXfgEDAwMwm82wWq2sto4Wt7VpCqrPEIvFmJycZIKntDHQYkmQIUg/FDlY+74ikQh9fX04fPgwlpaW4PF4bmkk43bD7bpzuVzo7e2F1WrF2bNnceLECQQCARSLxQ1fS630FosF5XIZfr9/0+d2MgKBADabDWNjY3C73XjwwQexY8cOlt65XkQiEauPoshDPB7HP/zDP+Dtt99GPp9HtVrdFsbKjVIsFrG6usrS2ZlMBv39/bDb7dBoNGyMokajgdVqRSgUQqFQ2BbnipxNk8mEo0eP4uMf/zhztmhNEwgETOSZjDvaC7i1iNx1DgBsNhsOHjzImioCgQDTG+wEB4JqWU0mEx5//HHcf//9rFGH1uSrsTYTA7xXh6bX69Hd3Y1Go7Fh/VmnIRKJsHv3bnzqU5+CwWDA4OAgNBrNhh3pJP5NkXeqw+yEa4JLWxp2UqmURQJUKhXkcjmEQiGKxSLK5TISiQSbKrHdOpuuBRloFGUTiUSwWq2wWCyw2+3s33q9vuXipUYI8j7W1iI2m02Uy2XU63VWH0SL4mbRF640BWlpcRcLMvxIBqOToIidwWBgWk8AWCf2RirtVJxLkwMcDgfy+TzS6TSrZdwOGy4Xrno7FfivvV7oWqNrZaNFkq5ritLTJAapVIpyudxx18+totlssg7/QqGAdDrNuv6BK2ulUqlkjSsymQyVSmVbaNsJhUImYaLRaFqEnAUCASsjqVarSCQSKJVK7B6jOkVKw641UCj1SFpuCoUClUqlYwrlqaHQbDYzp4gM3uuJlm9k1BFyuRxarZadN5FItM7B7wSoZIHWKJPJxCJ1mzme5XKZTXgpFouoVCoduWa3pWHndrvx6KOPsiJQg8GAWCyGqakpJBIJvPHGG6xlfTtGQjZDIBCwLjiTycQUxZ1OJ1wuFzQaDQYHB6HVaiGVStfdvJlMBvF4nC2IZGzU63UUi0XMzMwgGo22yFV0d3fDaDSy9+DKKpD+WLPZhEKhaFk8aSPq1JFuYrEY4+PjOHToEJxOJ8rlMqLRKBYWFnDu3Dmmi8VFq9VifHwcBoMB+/fvx/79+xEKhfDDH/4Qq6uriEQiCAaDHbdAboZAIGAesN1uh1qt3tSIp0Ycut64EXZKxVJqTalUolwuM+eu2WwiFovdya/WdjSbTeZUcO8nqVTKoiwOhwPxeBzBYLAjC77XIpFIYLPZ0NXVBaPRyJxMur7i8Tj8fj8SiQTeeustrKysoFKpoFQqMdkdrVaLXbt24fHHH4darWbvbTQasWvXLqRSKSwvLyOfzyMWi2FhYaEj5or39fXhE5/4BGw2G3bu3MkaJdYqE9yoQyQUCtm8YqVSibfeeguFQoENAOgklEolenp6oNPpMDAwAJfLtaG0CdFsNrGwsIB33nkHwWAQ8/PziEajbK/sJNrSsDMajdi5cyer9aLW6+XlZYTDYczPz2N+fn6rD3NLUCqVMBgMcLlcOHDgALq6uuB2u9Hd3Q2RSLThxkoLPEkxUA0BV9okk8ng9OnTWFlZYbpZBoOBiVpyIe+NW/u01iNuNpstwqCddmNQZ/HExARUKhVT+Y9EIvD5fBvO6KTUkcPhwIEDB/DII49geXkZly5dQqVSQbFYRCgU6vgNl4tSqWyRVqCNZe01WK1Wkc/n2fXGvR5EIlGLzhZ52dTJls/n79qIHZdqtcruJ7r2KHpPheEGgwGpVGpbnC+xWAytVguj0cgiwVQ312w2kc/nEQgE2DisixcvolQqIZ/PQyqVMr0yhUKBhx56qOW9Kcqp0+nQ1dUFl8vFut07AbPZjP3798PhcMBut7OGJO7f/WauAQoeSKVSZLNZlrGg+7eT1i6pVMpqoymLRWl5YGPDNxqN4sKFC4hGo4hEIh1nzBJtadgpFIoWow4A617KZrOoVCpbfIR3FqlUyoqId+zYwcapdXd3w2KxsJQr1ZsAQCqVYnpa8XgcpVIJ0WiUFaNTCpsbsVtaWkI0GmWbtdlsRn9/f8uxVCoVXL58GX6/HwqFAnq9nm3K3PFJzWYTyWSSjXbrlHC2XC6HwWBoGeJOXZvZbJapkHMNE5oQYLFYmOK7RCKBx+PB8vIy/H4/gsEgMplMRy2MNwN3oazVakin0yiVSlhZWcHly5dRqVRYyp8gsVmKyigUCpRKJSgUCnR3d7PRXJVKhaWaKNLSCdGVW0Gz2UQul0M0GmWSKZlMZsNxZNsFith1d3dDr9ez9a1YLKJarWJpaQnHjx9HNBpFOBxGuVyGSCSCwWCAUqlEf38/M9rWpt7Iuc3lckgmk4hGo6xkol2hBhlqcNPpdFCr1cwhonuPDBYqfyBnyuv1IhQKsTS0VCqFyWRi55agUhyNRoPu7m623yaTyY5Yv2g/slgsGB8fZ3qHtEcS9G8qUarVashms2zoQSc2TRBtadjp9Xrs2LEDTqeT3ZDlchmxWIx1iN1NqFQqDA8Pw2Aw4MEHH8S9997L2v+5w8Opq6der2N5eRnnz59HIpHA2bNnEYlEkEqlEIvFWCqWNldKrZKxR8Xqdrsdu3btajmWQqGA559/Hi+//DJ6e3tx3333wWg0sq5bol6vw+/348KFCxumLdsVnU6HsbExmM1mjI2NYXh4GIuLi3j11VcRCoWwurrK5BKAK4uDWq2GXq9Hf38/HnzwQQwODmJpaQknTpzA8vIyLl68CI/H0/K6u4FKpYLV1VXE43G89dZb+Kd/+ifkcjkmhE3I5XJMTEzA5XLBarVicHAQEokEer0ee/bsYZEqqruTyWSYnp7GP/7jP3bMdfV+aTabSCQSSKfTUKlUCAQCMBqNMBgM26LAfSNIp2/37t0wm80QCoWo1WpIJBLI5/M4ceIEvvWtbyGTyaBYLKJWq7HaVtK727FjB9O641KpVJBMJhGPx+H1erG4uMjWvXZFIpGgt7cXTqcTIyMjrEN6bWqRK0Bcq9WYePWrr76KN998EwaDAaOjo+z+It067ueQYbR7927WIevxeNra8AXASjm0Wi36+/vx2GOPYXBwkE152SiKSULipVIJsViMaWp28trSNoYdFTqS8CbNvCOPo1wusy6Vm7n5KIxPVjt1d1IRLm269N922oBJYd5oNLJiWa74K6VEa7UaU8omL5ZqbiKRCDKZDOsgvlrdAClu02IJgNXT0XvE43GYzeZ178FtF6fuok7qKpJKpTAYDDCZTFCpVBCLxWg0GswoLhaLGw5xpwYCKjqu1WqIRqNM4f5ukeOhc0Op+nQ6jUgkwn4oHVuv11scEipSbjQa7D6lSQvVahUKhQLNZpMJ915tzup2hTsJplNn6l4P3OYwlUrF5g1TxI70xTKZDDPyKJJLo9qoY5ScTqFQyK7Jer2ObDbLZqJms1lWKN+O6xR181JjkcViYenSzUpvqI61WCwilUohm80iGo0iGAyiXC7DaDSiUqmwDBi3jIfej5oYC4VCSzam3SEpGMoo0bQqrsHLrRWnhsxcLodUKsWaNDv5/mobw04qlWJiYoLNVZTJZGwsVbFYxPLyMk6dOoVAIHDDhdTUQSSTyZhQpVwuh81mg0wmQygUYhc8pS8pZbSV0AJnsVhwzz33wO12M60iWsiazSa8Xi9WVlaQSCRw7tw5xONxhEIhBAIBFumkhYsWrxu5aJvNJlZXV/Huu+8ikUggFovBaDTC6XSyGY00MimbzbLBycFgkG3knXKTWCwWHD16FA6HAyaTCel0Gn6/H2fOnGHRJy4ikQj9/f3Yv38/uru7oVAoUK1WMTc3h5deeolFWe4myLiPx+N45ZVXcPbsWQQCAVajY7PZoFKpYDQaWdPP3r170dPTA41Gs26Gai6XQyQSQblcRigUYgZzp6T3bwUCgQBarRY6nQ5OpxNms5mN1toO9XSEQCCA1WplM8FdLhebdSoUClGpVLC8vMxq6xqNBhPH1mg02LdvHx5//HEm2UGbulgsRrVaxcLCAhvufvr0aSSTSVy4cAGpVKptJ52YTCbWxPboo4+ybJZSqVyXXgSu3H/hcBipVIqtXYlEAqdPn8bCwgLkcjkCgQBL45Izarfbmag4NcRRtOvChQsd4UhRjaDT6YTdbmdlNbSecM9VsVhEoVCA3+/HP/7jP2J+fh6rq6vw+/2oVqsdXfLVNoadRCJBd3c3RkdHWY0SzWvLZDKIRqNYXFxEMBi84fcWi8Vs5BV5clqtFgMDA1CpVJibm2NjysiYI22krYS8KK1Wi6GhIQwMDDD9KqLRaCAej2Nubg5+vx/PP/88vF4vi5bdKuLxOE6dOsWkPmhj7urqgsViaZED8fv9iEajSCQSzPNpR094I7RaLUZHR1ldTj6fRyKRYPVyaxEKhbDZbBgfH4fZbIZMJkO9XkcoFML58+fZ4nE3QRHhbDaLS5cu4a233mJ1nVTfYzab0dXVhfHxcej1euzbtw+9vb2QSqXrjBVqBsjlcggEAqwztB034duJUqlk87I1Gg3rQt5u6HQ6dHd3s25Y7npHkXCufqlYLGbZjPHxcTz88MPQarUthfL02lAohIWFBUxPT+PVV19FKpVCJpNp63uU1AmoA3bnzp2Qy+Utygfc+6XRaCCdTiMYDGJxcRHvvPMOotEoVldXEQqFIBQKEQgEoFQqMTY2hvHxcXb+CJKLcTgcTImhExwIgUDAIpt6vR5qtZpFG9cef6VSQS6XQzAYxKuvvoqTJ09uxSHfFrZ8VaBCTZ1OB7fbjeHhYTgcDuZheTweLC0tYWFh4bosaO6QeqfTyaYk9PX1MSFP0i0iD4XSb8ViEb29vcjn81hZWcH8/DxLQW6FXAc3pEzeOnlU9XqdjTuhwnQqAH6/2jvFYhGxWAyNRgNnz55Fo9HA6uoqgCv1fi6XC0qlEkNDQ8xrpGHR0WgU09PTLA3cCQYdd94iXS8KhQKJRAKZTAaRSGRd+p9mfdIcSrfbDZlMhmg0yuQ5yuVyR7bK3wgk6sr9npQ6UqvVGB0dRaFQYCUVMpkMg4ODTIOL5hlTMTdFoRuNBqvH8/v9OHv2LFKpFDweD0KhEMLhcEd71DcK6SpaLBYYjUamM0myQ9SB3mmlD2shg2IzTcRqtcrqoMrlMtNvm5iYgNvtRl9fH4vuEeRUZDIZLC4u4ty5c/D5fMhms1u2tt8IpCcqkUgglUqZZAc3bQq8FykvFotsT/B6vay+mmrG6P7iitFvl/pfgUAAo9GIvr4+OJ3OdbJf3FKReDyOxcVFeDyedYa9QCBg69FGAvxcKKVL11k7nMctN+wUCgVMJhNsNhsOHDiAhx56iBlb2WwW77zzDl5++WVWn3MtqM5CoVDg6NGjeOCBB2A0GjEyMsK6R+mHbg4SuaxUKojH4ygWi3j++edRKBSQzWZZKvNOQgucWq2GwWCA0+lEV1cXu9BookE6nca7776LH//4xygUCshkMu/74iIPVi6Xo1Qq4bXXXoNarWa1Kw8//DDGx8chlUqhUqnYa7LZLGZnZ/HjH/8Yfr+fGYftjkgkgtvthsvlYkXJOp0O09PTuHTpEmZnZ9cV0kokEphMJmg0GgwPD2Pfvn1IJpM4efIkIpEIG55N4rLbFfJ6NRpNiwSHUCiE2WzGE088gb1797Lny2QyDAwMwGQyMQFrEnYWi8UtQto+nw/hcBgXLlzAM888w0bT0WSFTi5uvlG4c2F7enpYGo3KKyiyHIvFOk6WYi1qtRo2mw1ms3ldY0CpVMLCwgLOnj3LpttYrVZ8+MMfxs6dO6HVatcZhOVyGclkEuFwGG+88QZeeOEFNmGgE2oVuePDKDix1qgDrhiwVCd27NgxvPTSS8hkMswIJmefjBDa8zpJmPla0Piwe++9F2azuUW7kEuj0YDH48HLL7+MYDCIZDLZ8nuRSAStVsuGAFwtMk5GMXVYt4OjsOWGnVAohFQqZUYMzYQF3pNLoEjUZieMG6WTy+WsJdxms8HlcsFgMMDhcECtVm94I0ulUua50GJptVrZkOBUKnW7T8OGUJE4GbrcRY4kSnK5HNLpNJLJJKsNfL8LFVdENpFIsMeprsNgMMBqtQIA8/zWFjSTEnwnIBQKoVarWYqeioiLxSISicSGaT+KSFGKX6FQIJPJIJVKIRqNIp/Pd1QK+magaFGhUEChUGARSpoiQcYv3c/krNjt9quKXlPxcjweZ00XNPqpVCrdVZE6ghvJUiqVzMGjCA2dM+4G3qlwm9yA9ZNK6PqisZOkU2a1WlvSr7ThklB6IpFAPB5vWdM6BW5AYrPJErQOFwoF1uxFIv4bXRPciTDt1jB4o9A1I5FIoFKpmBTMRlNwSL+VGmgymQybckIGM0mMUX3mZmPauA2XIpGISfHQ/rlV57QtDDsKMdMPCeam02mkUimkUim2UXIhg04ikWB4eBg9PT2sRVuv16O3txddXV2QyWQshUmdtdxQdCQSQSgUglKpxI4dO2AwGLBv3z5Wi/DMM88gm83e0fMiEongcDgwODiI/v5+dvwENZSEQiFWWH6r035CoZCJeDqdTjZVgaYBcI26mZkZzMzMYHZ2lnWqdcIGIxQKIZfLMTk5iaNHj8JsNrOO3rm5OZw6dYrpAHIxGo24//774XA40NXVxeq/jh07hsXFRfh8vraPBLxfqKnmZz/7GZxOJ0wmE7LZLCwWC5tZSQXMBG3IXBqNBkshLi0t4dixY0ilUlhaWmIGHRl1nXBN3WpojaSInc1mg1wuR6PRgNfrxezsLJaXl7G6uspKADp5k85mswgEApBIJOvqnA0GA5566ins37+fpSVVKhVbI8kgrNVqCIfDyGazmJqaws9+9jPEYjHMzc1t0be6/aRSKUxNTSEajWJlZQWxWIylWa8XrgZeJ6FQKGCz2aDRaOB2u+FwOJiqARfaNzOZDGZmZuDxeNBsNrFr1y6WgaJSra6uLmg0GhZ42sywo3O8uLiI48ePI5PJwOfzIZFIsMjonT6fbWHYicVi9iMSiZhKP40xoVqyjTw3qtHr7e3F3r170dvbi8cffxxms7lFawx4bx4qRf+oFm1xcRGzs7Mwm80YGhpi6TWDwcA0zO40AoEAJpMJfX19cDgc61ISlUoF4XCYFRFzdelu5THQwmkymdDb28vm95KHV6/XUS6X4fV6ceHCBfh8PmQymS1vPLkeuN5ZX18f9u/fz1LzuVwOPp8P8/PzzAvjotVqsXPnTvT29sJisaBYLCIej+Py5cuYnp7eNqmNaxEOh5nA6+TkJBv7ZLfbIRaLW4y6zaAmqXw+j6WlJbz00kuIRCJYWVlBNBq9A9+ifaFIBInTdnV1Me26ZrPJalpJCLzTO7ApwhaPx6HT6dbdd2q1GocPH0atVmN7Bu0D3Dqoer3OZopfvHgRzz33HMtqbFfy+TybzkTyVjfKRs0YnQAJxBuNxpY61LWGHZUwRSIRJtis0Wiwe/du2O12mEwmWK1W5izo9XpWS72ZYUd77+nTp1kHP41ho/3kTrPlhp1cLofFYoHFYmEK6vl8nnVWUs0Yt1aJ/mAajQZOpxMajQYjIyOsdoc2WZKaoMhSo9FALBZrmZdaq9UQCATg8/mQz+eRTCaZUUhjZ65nqPKthiY3+Hw+NlaJlNUp56/T6ZDP51kDw/sN/ZK3q9PpYLVaoVarMTk5CZfLhZ6eHqYJRbVQ6XQaPp8P6XQaS0tL8Pl8HTdlgubu6vV6qFQqZLNZhEIhNrljrb4VDVrX6/VMIDafzyOVSmF1dRXFYnHbFCLfKGKxmBUcAxtvDtzi5XK5zPQSp6enEQwGMT093dIEdLcjk8nYvUgpbI1Gw5pMEokEFhcXEQ6HO6b04Vrk83lEIhHodDp2/9G6R1ka0iHljhkDwOqccrkcpqenEQgEsLKywqK92y2Kzo12B4NBFuW+moHPTVtStmwz8d5OQS6Xw+FwwGq1wmg0bvqdRCIRNBoNarUaBgYGUCgUoFKpMDIyArPZDI1Gw6Y8kU7s2mtsLeRQGI1G7NixAxaLBZlMBrVajQU57vSeuOWGncFgwNjYGBuRAgCxWAynTp1COByG1+tFLpdjESLqYNRqtejt7cXDDz8Mi8WCiYkJDA4OMvVon8+HkydP4sKFC6wOqFqtMlFKithRoXalUsHg4CAOHz7MdH0sFgtSqdSWKLvT9IhEIoFisYgPfOADrHNTqVSyuaQqlQqXLl1i8jA3a1RwBaKHhobw8MMPw2QyYffu3XC73UzskVvb4/P58JOf/ASRSATHjh3DzMwMqtVqx2wwer0eExMTsFqt6O3thdVqRSKRwPHjxxEKhTA/P88kFRqNBoRCIQwGA8xmM/r6+jA0NASXy4U333wTx48fh9/vRzwev2uidQTdl7QYru1E24xMJsOict/73vdw8uRJ5HI5plHXKQ7C7USn02Hv3r2w2WzYvXs3hoaGmAFdq9WwtLSEl19+Gfl8/o6Xi9wOKAqZSqWYlFM+n2fqAFRrSCnDtddZMBjE6dOn2bSTpaUl1t2+3e5LSgOGQiHEYjGcPXuWRbuvZthRsxLdr1QjvBUBjFsF3Sfd3d3o6+uDSqViNYlcZDIZurq6WEf+Aw88wKJ9JHpOzV9Ur3mttYwCHf39/bDZbEin08z5J33Zu86wk0qlzFAjA4q6mKgAn7ws8jTkcjnrFiUr3WQyMcV/qs+jEVDUNUaiqdS5srYmjWr5isUiFAoFM3S2wpOh9FSj0WDK6OVymUU1RSIRVCoVKpUKK/DkqtLfKHReSfqFRFBpXiptJgBYPR+d43A4zBbPToD+nnK5nOkaUtSTjP9oNMq6WrmvUyqV0Ov1TBJFJpOhWCyyc7DdNo/N4KrTk7NBM3OvtUFQ9LxQKLBOTr/fj9XVVTa15G44h9cDjVajxh7uxI1ms4lisYhkMolisbhtolGkUkAlENw1bSNjjjvrkyadxGIxhEIhhEIh1kW93a4pqoWjZolUKoVEIsFKczaDDDtav7ZDxI4yeDRXmoyztdA+R5NtKI3PtT9uBG7qmjsxi2atJ5NJZiDeyftzyw07vV6PkZER2Gw2aLVaAFc8+bm5OZYSA64scCRjsnv3boyMjMDlcmF0dBQajQb5fB4XLlzA6uoq81oCgQDC4XCLEUdddRt1x1Ld2srKCpMX2MqLnY45nU5jdXUVYrGYSR2Q52EwGNDb24uenh6WRryRiBl5NRqNBvfccw96enowMjKCgwcPsqgl6UIJBAKUSiWcPn0aHo8H8/PzOHHiBJLJ5A1PA9kq6IaWy+XYsWMHnnjiCZjNZqhUKqyurmJhYQHnzp1DMBhk34nSPnK5HHv27MF9990Hi8UC4Ipw89LSEs6dO4dcLtfWQqe3CmqAkEql2Lt3L+655x6YzWYcOHCAFS1vpvtE82NTqRQuXryIV199FYlEAvPz8x0nZn07ocgBCal3d3fDZDKx9Wi76Y/dKJSdoEa7d999Fz6fDx6PBxcvXmQ1sul0etsZdRStBK7cT3Nzczh37hzm5+eRy+WuWW9tMplw4MABWCwW7NmzB93d3Uwbb7tDARGuaDHda9zzeqNwXyuVSrFz506WFl5aWkIsFmNTtO4EW27YaTQalgYjzZl8Po/V1VUEg0HkcjkA78lLUGPDoUOHYDab0d/fD6lUisuXL2NpaQmXL1/GT3/6U/j9fgDrW+WvBkX0gsEgTCbTli8GlI7K5XIIhUKQyWRMJkIqlcJqtaJarbLxKTKZ7IZlRqhmRa1WY8+ePdizZw/cbjfGx8dZdJBLtVrF9PQ0jh8/jtXVVVy6dOmWTri43VDUTaPRoKenB/feey+MRiOCwSBCoRDrMgyFQi2RYhIkHhkZwcMPP8wMF9KJmp2dvWtSh9QtrVQqsWvXLnziE5+AVqtlM4w3g1JHwWAQXq8Xp06dwo9//GNkMpktv9faDdpsSBC8t7cXer0ewHtGzVqD5W47h1ROk0qlcPz4cZw9e5ZNWyDjZjueE67xUavVsLKygnPnzrVEJ6+GTqfD7t270dXVxQYCdHK07kYgWZONeD/ngPtaiUSCwcFB9Pb2olQq4dVXX2VNhneNYScWi9kmQR0sNMyeK5mhVCqZJp3T6WSRJNqA5+bmMDs7i5WVlQ0HtV8PFKKmosl2gYw7UkoH3ruQhEIh7HY7JicnEYlEkEwm2VD1zTrAuIKwer2eNa90dXWxyQvc4ez1eh2pVAqBQADpdBrz8/MIBAJIJBJtIcZ4I3AlXEjklcbJRaNRFItF6HQ6NiWBRlxR0Xpvby9zQKrVKmtkoTqLTjsfNwJ3xN3IyAiMRiOLIJOQ59UWR+4Qd9K9266b741ATQDU5AWAyQqRjAwVdAsEAuTzeXi9XqTTaaTTaXYdk6HXqXMuKXpis9lgt9sxMDAAg8HACtjXQhNyKPUaj8eRzWa3XEPsTkJrdKFQ2FCYnqsJSKVFNH1Jo9Ew532zRifaR7ZL1PNOGLAUCACudHG7XC4IhUImHn0n2HLDTi6Xw2w2w2w2s5NRLBYRiURaOiytVivuv/9+2Gw2HDp0CGNjY/D7/Th+/DhisRjeeustnDt3DqVS6aZb/mnmIOnhtIsXQ8PPBQIBhoaGWm4wkUjE5mx6PB7k83nMzc2xBW+jm1EsFsNms0GtVmN8fBxHjhyB0WjE3r174XQ6mexMo9FAKpVCLpfD6dOn8f3vfx/xeBxer5c1CXSafIBIJGJGrM1mYzVLfr8fFy5cQDweR19fH7q6ulidoc1mw549e6DVamG322E2m1kKqNFoQKFQQKVSMY9suxp3CoUCarUaPT09+OQnP4nh4WF2HumauRZUWkByDNths3g/cGtzaIqHUCjE0NAQJicnMTAwgNHR0RbJo1gshh/96EdYWVlBIBBAV1cXm8RRr9dZfXInnVuuJumRI0fw4Q9/mMlPqdXqdUXsAoEA0WgUFy5cQCAQwNTUFIuab/c6V27aj0bvkVG7tryInHiRSASDwQCtVsvm8DqdTqjV6k33OQooZDKZjmmI2yrWpnHJWXM6nbjvvvsQDoeZvt2dYMsNOype5Hr7FPngevMymQwmkwkWi4UVEQNXFrlgMIhAIMDSrzcKFeRy53+KRKJ1x7BV1Ot11vVWKpVY7R1FOHU6HZRKJSqVCsxmM9PRIeNs7c1OKR69Xg+bzYbu7m4YDAYWleJq1JGeYDQaxeLiIms+6aT0KxfyXBUKRUvtIHdElU6nQ7PZhM1mg9VqhcvlwuDgIHQ6HYviUSqMOqs36sDaTpDen1qthl6vb0kP0txSYH06kO4fOj+Ujt1OUYC10LnYSBNs7XVCM2Dp/q3X66z72m63w2KxQK1Wt4g6V6tVVtdar9eh1+vZ9Uv/vRXyR3cSMuykUikrsSEJos0cBtKbzGazTHj+bmCjUWKUeqYIHf2IxWLWXKfVaqHX61um5azVeeNeL41Gg0kSbYUW2+2EO3WD+/8bPUaQjUCZB+6+Sr9bO8NXJpPBYDCgWq1uWNp0u9hywy6fz8Pn86FSqcBoNLJxIOSpUQOFUqlk0YFEIoEzZ85gZmYGb731FsLhMAKBwE0fg06ng16vR09PD3p6euB2u1EulzE/P7/hgOA7TTabxcWLF7G8vAylUolmswmj0YjR0VGWNhUIBLDZbPjQhz6EAwcO4N1338Ubb7zBxD5psadN45FHHsHo6Ci6urowNDTEojHAlYhpJpNBLpfDmTNnsLq6isuXLyMajSKbzXZkmudqSCQSjI+Pw2w2I5/PM8V2mUwGiUTCBCtlMhnrsPb5fHjttdcQDodx9uxZVjawXToTCfL4pVIp9u/fjyNHjsBms2FoaAgmk4mlB7lwhatXVlaQTqdhtVrR3d3dUcbGzaBSqZiOFl0zXN0wt9vNGm+A98bZUcSOJEtGRkZajBsuOp0OBw8eZPXFEomEpbir1SreeustvPLKKyiVSpuOk2o3VCoVhoeHmRaYy+W6aklMs9lkkhK5XK6tSmfuJORw0X1I11p3dzesVisrI5HJZCwDYTAYMDw8zGrW10LGTTqdxtmzZ1nH+nZb2+LxOJvUkkqlUC6XWaaL1nmuQSuTydDf3w+DwcAE1BuNBms8GRsbw0MPPdQyn5arF3gnHf8tN+wKhQKrkyNNHbVajb6+Psjlcib+KpfLmQdLo7QuX76MU6dObZpyvB4EAgE0Gg1cLhe6urrgcrngcrmwuLgIj8eD1dXVLTfscrkcZmZmIJFImDhpd3c3uru7odVqmcFmNpvxyCOPsNovj8eDZDLJIn3kFet0Otx77704evQoFApFS9qZhGNJ4Pn8+fOYmppCIBBAPB7vuNTr9UAj6YaGhpghXKlUkMlkUCgUYDAYWISPZvMuLy/jhRdeYDpsW32N3C64+nQ7d+7ERz/6UWg0GpbG3giqFSsUCmy82o4dO+BwOLbd5rAWpVIJh8MBhULBBE+5kZMDBw5geHiYPZ9qPuVyOarVKht3SBswZRG4kFJ+qVSC0WiE0Whk9225XGad6+SEdYJhp1QqmS7kwMAAbDbbNY01qVQKnU6HTCZz1SHt2x2aviSRSJgTtnv3buzYsQNarRYOhwNKpRLd3d2w2WzMANwsBUvRqGw2i8uXL2NhYaGjRyRyx6Rx9zkaW0g1q9lsFgsLC5ienkahUEAsFmtZ17VaLY4ePYqenh7MzMzg+PHjqFarTGLlqaeewuHDh1sMO9pz105Gud1s+d1QKpWQSCRa5gKq1Wp0d3dDJpPB5/MhGAyyFClNgiCv4v1EACgPTuOyurq62EzWbDbLPrsd6gsoCpLJZBAKhSCRSOD3+9FoNFghLAC2wFmtVoyOjiKZTEIsFjOhZblczmRSuCNXarUaUqkU02Qjo9Dv9yMWi21Yv9GJkFJ7KpViIsRarZbpBJZKJaRSKZYSo02ZrrVYLIbV1VUm2UHyAtsV6r7W6XRMK5JKFTbbGLhD18k50mq1yGaz7FyR3l271LFuBnfsHDWIyOXyFkOCRHPFYjGsViubW0rRNm6ZB1fWiV5L00xqtRpLV1OabDMtLvob0LVJupKFQgGFQqHtGwjovOr1euj1etjtdvT398PpdLIxdJVKhU0gIUFdkUjErh0a+E4yWDKZjJVI3C1QvfTQ0BCL1slkMgwMDMDpdLIIMvf8Xe2eazabyGazSKfTCAQCrDGlUCi07bV0LbglEVReVK1W4ff7MTMzg3w+j3A4jEKhwGrhyEniru2lUgnRaBQikYg5/1RjTeVQ7bKebblhl0wmMTU1hVgsxgo6u7q68OSTTyIajbLpEzqdjnVvrq6uvu/PJS0umUyGyclJfPjDH2ZitY1GAx6PB6+88gpisRgSicQt+Kbvn0ajgdXVVeTzeaysrEAqlbKO2ImJCWaoikQi1giRTqdx+fJlJJNJqNVqaLValuqmTYeMnTNnzsDr9WJhYQGnTp1ig+1JC2o7LJi1Wg1+vx/pdBqZTIZ5+zRjkVKIYrEYExMT6Ovrw8DAAEZGRiASiXD27Fm8/PLLCIVC8Hg87NxsR2jjPXjwIFwuFyYnJ1kk5WoREr/fj7NnzyIcDuO5557D/Pw8MpkMBgYGWA0K1cm2y0K4EeRtC4VCWCwWuN1u1p3PNc4kEgkz2KxWKwYGBlgEhTuOiKR2yHkkqM6TW9/DbUZZe44kEgmMRiOrgcpkMshms5ibm0MymcTy8nKLXme7wU1N7969G4cOHYLdbsd9993H0ocUUTl16hSi0SgcDgdcLhcUCgXsdjvL7jgcDtRqNTYftFAobPumHG7kSS6X48iRI+jt7WUzvcngpaYJuueuR4C30WhgcXGRlf6cPn0aXq9324iGl0ol+P1+ZDIZvPLKK3jmmWdQLpeZkUbOfaPRWFdak8/ncf78eUxPT7PnKRQKuN1uVsLVLiUBW27YUX5bLpezi4duXlJdVygULI/N9WJvdlPgCs4qFAqYTCa2WIvFYtRqtZaZoe2Sfmw2m6xAWCKRIBgMotlswu12o1KpsLl/tCHL5XI2tUKn00Gr1bK0olqtZg0ipPIei8UQCATg9XpZiJrSuNuFRqPBVPqj0SiWl5chEAgwOzvLIqD1eh0ymQxmsxkWi4V1ujYaDSQSCayuriKRSLD5vdsRilbSebDb7axRYiOjjhtBp0HY3KameDyOQqHAVN/J8Gl3w47WHLVaDZPJBJVK1RJVAq5EH10uF/R6PaxWK/r6+loac4DWGbn03mvTYWTcceFK6Kwt5hYKhajVauw+pXGJNDGlnSN2ZHAYDAb09PTAZrPB5XLBbDajUqmgUqmgWCwiGo0iGAwymQ7acAGw9DYZyzKZDNVqdcPzuJ1Y231pNptZmQ7tm+8HSkPG43GkUqmOmSjEbYCg/wdazxdNdKKSG7/f32K0rtWF5L620Wiwc0E6kxKJBFqtlmUz2qWBbssNu1wuh5WVFeZ5UjqCmgIeeughmM1mOJ1OrKysIBQKIZvNsmjbjW4M1BVkNBqxf/9+WCwWFt2q1+u4fPkycrkcLl68iEAgwAYstwvkhYdCIZw4cQIajYalXwwGA8bHx9lMVzo/FJbnhuNJm87j8WBqagrJZBKnT59mqddUKtUx9Tk3AlebLxaLMY+MOw6MHrPZbBgdHYXFYmGj5kKhEHw+37rC2u0ENeLYbDb09vbi4MGD6O3thdPp3HThKhaL8Hg8SKVSOHnyJF577TWWqiadSpVKBZVKhf7+flQqFUSjUZhMJgiFwrbqvCOjVqvVYs+ePbDZbOjp6cHo6ChLsXLrC2mwuFwuZ/cmgBajjhwGGluo1+vR29vLxviRsUxGCaWBstksvF4visUi6/7kbkLBYBDBYJCVUBSLRXi93rZu5lEqlXC73dBqtZicnMTu3buhVqshlUpRqVQwMzPDmrXeffddRCIRuN1uLC8vM51NrVbLphGR4LhOp2OdoXcLNDVIKpUyZ+L9Qo0/nTQ/loIxVI5QqVRY9mqteLDVaoVGo8GBAwfYNIhkMskid9Sxf7U1yW63o6+vD3q9HocOHUJvby/sdvuWzJXfiC037LLZLJvnSoYd1xO7//77MTk5iWQyiZWVFVSrVfY7rszC9SAQCKDT6dDV1YWenh489dRT6OvrYzIq0WgU09PTWFlZwaVLlxAMBtvKqAPAvNlCoYBoNAqxWMzCwtRQodfrWSpHJpNBrVa3eB+1Wo1JlkxNTeEHP/gBG+sUj8c3HLe2naC/abFYRDweB7Cxar/NZsOOHTsgkUhQKBRQKpUQCoXg9/vZPMvtiFAohNVqxdjYGAYGBrBv3z709fVdteC6VCphdnYWXq8Xx44dw+uvv85a/GnzVSgUTAtQIpFgeXkZRqOR1UW1y/mkNCF1n9J5mJycZAv3Rp3AABCNRuHxeFrWDYoyVatV1mzT09MDnU4HnU7H6ji5Rd7UlReJRHD27FkkEgmEQiFEIpGW952fn8f8/HxLTV27378KhYJNGxofH8fk5CREIhGTwZmdncVPf/pTRKNRnDt3DolEAl1dXVhZWUFvby8OHDiA3t5eVpSuUqmYYVcoFO4qw46a/zbTo7vWmKyNfk+pXO5c4naHNPe4ht1GNapUM9xoNLB//34oFApks1msrKwgm80y3T5qINyoKU4gEGB8fBwPPPAAjEYj9uzZg66uLlZi0A5suWFH3XPZbBaBQABLS0vQ6XRwOBysI0+j0aBWq0Gn06FarbLQu9lsRldXF0ufbiYMS+8jFouZOKPL5YLRaIRarUa1WkU4HEY4HIbf74fP50MqlWrrxZGrNUc6YWtv0I10tAgyDovFIorFIpNK2K7iupux1qAjb5UkcDQaDarVKhMA5aa5tjNKpRIGgwE6nY4VqxNcA6RYLLKpHT6fDysrK0gkEizybrFYoNFo2LgxiUTSkmqrVCpMl7FdIGdIr9fDbDaz5hGSLOB69DTpgL4Dpfe5Riq3yaterzNdOkrz0v1Zr9fZfRgKhRCNRpmsQjKZZJ3q3Pelztd2TruuhTrzDQYDa4ar1+tsIw2Hw4hGoyyKQvW9V2sIudpat93gGmM3+r3XGnIblQqQyH8ul+uY/aBUKiEYDKLRaMBqtbLGJbvdvi7qSAaYSqWCxWKBSqViZU408YpG1W1WakOd29QR225d2Vt+NNShUigU8OKLL2JpaQm7du3C008/DY1GA61W2xJqJ1kUWnwzmQwTzSUNqLWoVCp0dXVBpVLB7Xajq6uLjYdSKpWYmZnB1NQU/H4/nn/+eaysrCCfz3fMRX2jofNarYZEIoFEIsFqcqiT7m6H0tkWiwVjY2Po6enB8vIyTp48ybqFaRPvlI30RqGxTpOTk7Db7S1px7U1KD6fD5cvX0YgEMBzzz2HhYUF1kFHsjoDAwPYuXMnk1rweDyIx+NYWVlBPB5nnY/tgslkQn9/P9xuN3bv3o3JyUlWwlCtVhEMBtlovdOnTzMDjzqqg8Fgi2FHqV2VSsV0JknOhHvPUlNUJpPBsWPHcObMGaTTaSwtLbG0EPd9aRPutPtWpVKxWZpWqxUCgQDpdBonTpxAMBjE22+/jbNnzzJxXJ5WbsR43czZ3wgqFwiFQpiamkIoFLpjs03fL7FYDK+88goUCgWrEXe73Xjsscdgt9tbnkuZB4fDAb1ezxrmyHGg/17NgSebhCLG7caWG3Y03UEgELDJEVarFeVymXlzFFKlKAEZdhaLBd3d3dBoNFCpVEilUuu0aoAr+jP9/f3QaDQsWkeGoUgkQi6Xg8/ng9/vRyAQQDAY3LLzcb2Q10Fq7aRfdD03Pc2TpOjA2qLsuxlSvrdYLEyhncYXBYPBjvJibxbq3jQajayhiPs77vVCUgHBYBA+nw9er5fVtpC8R29vLywWC+RyOYtKUUSA25HWDpB0iV6vZ9NYjEYj+z11kKfTaYRCIczNzbEZkNSRGYlEWq4RGpWl1+vRaDRgMBhYXRSlYKkjL51Oswad2dlZlsnYLg1M1JBCdc7UGV2tVhGJRODz+djMa25977W013iunXbd6PkEt1wgn88jkUiw0qhOgMZuikQiFrGj7ECj0dgwskmj/G413PWRDMU7PcFqyw07olarIRgMIp/Ps048k8mEoaEh2O121klHEgRULzcxMcHSQeRdrDXs5HI50/JRKpVMaPbChQvIZDI4d+4c847bvQOIur9MJhP27t0Lk8mE8fFxjI2NQavVtogjboZEIoHdbmfadzKZDNFoFD/5yU/a/vvfbkjOwmazQSgUIplMIhgMYmZmBl6vF7FYbKsP8bYhlUqh1WpZZLuvrw9arXbTUTiNRgPJZBIejweRSIRpOlF03eFwYMeOHRgfH4fJZIJIJGIpjnA4zKRi2i36qVQqYbFYYDKZ1hVDl0olzM/PY3FxEcvLy4jFYiiVSixyRsYsACY5YbfbMTY2Br1ej3vuuQcOhwMymYylsj0eDwKBAEKhEM6cOYNkMon5+XlEIhGWiux0BAIBzGYzjEYjRkZGMDIywuqbBQIBa1i7fPkyvF7vunFNJCJvt9uZXMzdlH69Hjaq+7zWuaEyHIpAp1IpvPvuu5ibm0M+n+84h6LZbCKTySAQCECpVLZ0VF9rb7xRw3gzKOpJAsjvvPMOYrEYa6q6E7SVYUfRskKhgHK5DLPZjA996EOs+JqaAoArfwS9Xo9du3YBANscNru4qaiRLuRQKISf/exnWF5exuzsLGZmZtq+dorETCkC+clPfhIDAwMswkQRvGshkUjgdDrRbDZhtVoxNDQEr9eLc+fOYW5u7g58k/aFOvaoNiORSCAQCODy5ctYXl5u6+vj/cIVI+7p6cHAwACLBq+FvNJkMomFhQVWk6pUKmE2m9kkl7GxMUxOTrJoCw2pp4WvHefFKpVK2Gw2mM3mFsOOUp+zs7M4ffo0EokEotFoizculUphMBhY951Wq2UTO6imjIR0SWaIJuisrq7ijTfeQDKZZF4+fW6nQ+n9gYEBjI6OYnR0FL29vey6yOVyOHfuHE6dOrXhfGuNRgO32w2Hw9GiA8hH8jbnWuek2WyiUCgglUphdXUVr7zyCgKBAC5duoSZmZkN/w7tTrPZZOLKCoUCfr+f7YmUfdmMW3UN1Wo1eL1erK6uYnp6Gq+//jqSyWRL49Ptpm0MO+C9zYK6FRuNBpaXl6FSqaDVamGz2Vght0gkYt1rFMqnhXBtxK7RaDCJCxLz9Pv9rECZFPHb9SImw1QkEsFisbCuXpPJxIRehUIhk1OgwnSuWjiJwhqNRpa+JRV3tVrNNvPh4WFkMhk2YHw7bCrXA3URkwOh1WqZJAed07vlfNBGSbVhV1vwlEolrFYrlEolxGIxCoUCLBYLnE4nbDYbK3cgSMqDnLd2PJ/lchnJZBJKpZLV3tA5EYvFrGlLq9VCo9G0pF2lUilrEqHmLIfDAbVaDZlMhnw+j2QyiUqlwmpbV1dXEQwGEYvFWENJO56X9wu323JtxyI1lqxNv1K6mgTqaQ4v8F5TSqVSYVHTdumsvpVQow51fSYSCXadcY3aa3W/EpRurVarbLoEdz+kcpNOvQbp+3GVNGq1GtvvVCpVi9bf+zHoqISCnLR0Oo1isYilpSX4/X4Eg0Fks1kUCoU7GnlvK8OOSKVSmJqaglQqhd/vh9FohN1ux8TEBFQqFfR6PRttZDQaIRKJrto8kc/nEQgEUCgUEAwGmRbe4uIicrkcE6xtV0QiEfu+Dz/8MD7wgQ/AaDRieHiYzXklXbY333wToVCIzbyjTUcoFOLo0aN48sknodVqWQMJCT/LZDJ85jOfwUMPPYR33nkH3/ve91jHX6fe4NeLUCiETqeDWq1GT08PxsfHYTQaWQRzfn6+RT9su8LdXNfKZ6yFDL/h4WE8/fTTLcYNORA035kLRewCgUBbdp43m034/X4cO3YMPT09OHjwIJxOJ4tc6nQ6PP7447j33ntRq9XWGWHkgHHFjZVKJbRaLWq1GrumKEqSy+XYPN1yubxtrzPSBXQ4HDCZTNeVWZBKpbDZbFCpVJicnMR9993HutUBtHRkB4NB+P1+Nmt3O8GV4zh//jwqlQqsVisGBwfZdInrkdmgezmRSODixYtIJpM4d+4cpqen2fxr6gzt1GuQInY01jAej0OtVmP//v3Yt28fzGYzdu/ezUoA1ooXb2bkbfa7arUKr9eLZDKJmZkZvPnmm8hkMmw0GYm1k3F5p2hLw47kEAQCAau5c7vdkMlk0Gq1MJvNrJ252WxCLBaz9viNyGQyWFpaYmKfPp8PpVKJec7tjlAoZB4ajXZSqVQwGAxM1JM6i71eL5aXl3HhwgWcPHmyJYppMplw6NAhAGBNE6SeLRKJMDw8DLvdjmAwyMQu263+6XZABfPU6WQ0GqHX61EqlRAIBBCPx7dFndO14E6PWKvivhFU59rX1wcALBJDEfaNpBRoViM1TrTjtZXP5xEKhaBQKNhxcqNHXV1d616zmYYY/Zc676LRKBYXFxGPxzE/P49cLodgMMj0FLczEomEzXTdbAYu93GJRMLGIJpMJjgcDqhUKkil0pZriQy8XC63LaOd1WoVmUwGQqEQ0WiUpfpJhJfO2WaTFgi6r0loPRqNYmFhAVNTU2wSQyfsh9eCK6eUz+chlUqh0+lgtVpRq9VQKpVYBI9mM69dq9b+m/5/7WMkjByLxbCysoKzZ8+yaR00sYj22jtJWxp2BAl1NhoNRCIRXLp0iXWzUhOBRqOBUChkkbeNTiCJDZIcAXX7dEp3o1KpRH9/P4xGIxt9Rp5ao9HA7OwspqamEIlEcPLkSYRCITZujIvP58Prr7/OGicofUapDQpV08BzKvDebh7wWoRCIRsrZzabWWqfuh5jsdi2TPGshYSrq9Uq64ojY20jGR2BQACFQgGDwcAiVOSEUPcslUjQbN1oNIqLFy9iaWkJqVSqLe9BSpMGg0G8+OKLWFxchM1mQ3d3NxPF5RogpP4vl8uZYUzds7TBUBfwO++8g0uXLiGfzyMWi6FcLneMpMT7hSslsXZtslgs+NjHPoa9e/e21CuaTCYolUpMTk6y6RR0LWYyGayursLn8zFR2e2YYSiVSkgkEigWizh58iQ8Hg9sNhump6eh0+mwd+9e9Pb2tsyFJWq1Gkvv0+SmQCCAY8eOIZFIYGVlBalUaltqmNL602w24fF40Gw22YhI0tekvdRsNjNJI7FYjEqlglAoxBpISA6M7IZisciuuWAwyK7FaDTKyky2sjGsrQ074D3ru1QqIRKJrKsp4FraVzuBZJxwT3SnLABqtRojIyNwOBxssgTVPtVqNVy8eBHf+973kEgkMDMzg3Q6va7wlS7uQqGA7u5uTExMsEJkSotwpVNoPu92nrBAUIv8wMAA7HY7BAIByuUyfD4fLl68iHK5vG1nwnKpVCqIx+PI5/NMG7JWq7ENdSNoogQX7j1Jcibz8/N48cUXEY1GcfLkSaysrLRtcTZFwEulEp599lmoVCrs2LEDBw4cYA4PN5XInRVbr9fZKL5IJIJMJoNkMgmv14tsNoszZ85gcXGxxWFqx3NwOyBJjY0MCLvdjs9+9rMtETdSQuDO9eYaLaTx5/f7kUwmO66D83qhhj+SBKPSEbvdDovFAplMBqvVuuEc52q1ypyKEydO4MyZMwgGgzh16hTS6TQztIHO2Q+vFzLsqtUqZmdnsbCwAJ1OB6/XC4PBwBq8dDodRkdHWf0mzVg/f/48wuEwEokEIpFIy5ixaDQKr9eLarXKauwoGtgO8mFtb9gR7boJ3AkoGkLe6trRJVQQWqvVWCH7RhiNRlgsFlit1nXjYkhfLJfLsVA196bfzgiFQtY0QVI4pERON+1W36h3Ckpx5XI5RKNR1Go1WCyWludcTfS02Wyy2jPSlsrlclhdXUUoFGKRh3ZPbdN5IE89Ho8jEAhAJpMxY4OQSCSoVqvQarXMq6/VamxaSTqdRjgcRj6f39Yzhq8GdWAmEgno9XpkMhnmMNC6plKp2LxdAC1R4LUTOmggO8nEbFejjiBjgdbjQqGAdDoNqVTKZLqoMaXRaLAoHdUgZrNZNsmE7sHtkHa9XqjLnObC1ut1tpdmMhnI5XLWlEJNTl6vF9FoFOl0GrFYjEU/KbNBmT+KdraTjdIxht3dDHXjUS0cF6FQiMHBQTz++OMol8ts5NVGhojVaoXL5YJKpcLAwABTzCajjkL1y8vLrBllu4XnN0IsFsPtdmPXrl1oNpuYmppiNzZNIGmXG/ZOUK/XWYStp6cHNpuNNelsVMezlkQiAZ/Ph3g8jpdeeglLS0uIRCJYXV1FuVzuGK1ESqcWi0XMzMwgEAiwupy1Y5ko8s2tTaTIHUX/aJ7l3Ui9Xsfi4iISiQT8fj/cbjdisRibBCQSiaBQKFqyKVwpE65RRynuixcv4gc/+MEdl5JoB4rFIqLRKCqVCqanp2EwGOB0Otk0hIWFBayuriKdTrNo8cmTJ3H58uW7Kv2/llKphKWlJUgkEiwsLLD7ljplqc6TaufIsadIMqX6KYtIxna7Of68YdcBUIRuo6JYgUAAg8GAvr6+FoXrjS40u90Ot9sNsVjcUqNHUYZ0Os3kPbardMBGUI2U1WpFKpWC1+tltZh3k1dLUOecx+OBRCJhC9ja52z2WpIrCgQCuHjxIi5dusQiDO22AF4NSuUAV+p0uXNaeW6MZrOJVCqFbDYLuVzOmlMMBgMz4jbrlF1b0E6bajQaxfz8/KZqCNsZiiaT1mYoFIJSqWSRcHKukskklpeXkc1m4fP57qhIbjtC+9x2hzfsOoBCoYClpSVkMhlWFyCXy1l3lEajgcPhWCdPsXYT1Wq1LO3BFWxOpVKIx+M4c+YMpqen1w0x366QwUyaY06nk4XZSVPsboQMu6WlJRSLRfzwhz+Ew+GAw+GA0+kEgHW6j5T+qVarWFhYYHIKFPW8Gw1knlYo4pFMJnHixAl4PB74fD6srq5CoVDAZDKxdc1gMLSUiiQSCcRiMWQyGczMzCAWi+Hs2bN3xTp1NSqVCmZmZlAsFjE9PY3p6WmIRCJ4PB6Ew2HW7Voul5FKpbb6cHnuELxh1wFks1lMTU0xsVMq1FYqlWwGpVar3fC13Mje2to8em+v1wu/34/XX38dx48fZy3a2x2BQMA6ga1WK3p7e5FKpRCLxRAIBO7atFmz2UQkEkEsFoPH48Hy8jLUajUOHz6Me+65BwDWCW5WKhXEYjEUCgVMTU3h5MmTKJVKrDuskyJ1PLcHcgQikQhefvllSKVSDA0NYWBgAAaDAePj4zAYDBgeHmZadcCV6zEcDuPChQsIhUJ4/vnn4fF4kE6n73qHoVwu4+zZs7hw4ULL5CFu9obO+91QVsNzBd6w6wAajQbriorFYvD5fMjlclCpVNBoNEwIldstzJVloCJR0rrjTuKg4e2hUAjpdHrbFyFvBHVvrlX9v5vHFNHGQHMkK5UKwuEw/H4/gPWGHUmkFItFJBIJpil2N9Um8lwfVMRerVZZfVylUoFer2e6pdx64maziZWVFfj9flb8Twr/vMOAu0K5gOfG4A27DqBWqyGTySCfz+ONN97A7OwstFotBgYGWBqWZDqAKwaJzWaD0+mETCaDwWCATCZDKBTC0tIS8vk8VldXkclk4PP5MDc3x9TN7yaog7NYLGJxcREnTpxAMBhkEwY2k/i4myCDTSQS4dixY5idnQWAdVE4rrOQzWa3pVAsz62h0WgweQifz4dEIgGJRIKLFy8yUWK1Wt3iWGWzWaYbFolE2IQJ/hrj4VkPb9h1ADSPDgCWl5fh9Xqh0WgQj8eh0WjQ39+PfD7P0qzUvUhzLLVaLZrNJnK5HPx+P9LpNC5fvoxYLAav14uZmRmmF3g3QfWItVqNFRtnMhmIRKJ1khZ3KxQtBsA6hXl43i8Uyc1kMh3TJc3D0ynwhl2HQTUT1BWWzWZZVIUbsfN4PLh06RIbpyKVShEMBrG6uopischqyBKJBJNluFu9XxKwpPOaSqVYSpGHh4eHh6eTEDSvcze/m+uN2hGuBIpIJNpQ345q6+iH6qZI4oSMxO04hudG4M4B5eoSddLYOR4eHh6e7c/17NW8YcfDw8PDw8PD0wFcj8kmvOYzeHh4eHh4eHh4OgLesOPh4eHh4eHh2Sbwhh0PDw8PDw8PzzaBN+x4eHh4eHh4eLYJvGHHw8PDw8PDw7NN4A07Hh4eHh4eHp5tAm/Y8fDw8PDw8PBsE3jDjoeHh4eHh4dnm8Abdjw8PDw8PDw82wTesOPh4eHh4eHh2Sbwhh0PDw8PDw8PzzaBN+x4eHh4eHh4eLYJ4q0+gFuFXC6HVCqFXC6HwWCAVCqFXq+HRqNBoVCA1+tFoVBANptFLpfb6sPl4eHh4eHh4bnlbAvDTigUQqfTwWg0wmq1Yu/evTAajZicnMTIyAhWVlbwgx/8AF6vF/Pz81hcXESz2dzqw+bh4eHh4eHhuaVsC8NOIBBAoVAw487hcMBkMsHtdqOnpwfVahUqlQoymQxi8bb4yjw8PDw8PDw86+h4K0coFEIqlWJiYgIHDx6ExWLBzp07odVqYTAYUKvVkM/n4ff7sby8jFQqtdWHzMPDw8PDw8NzW+how04gEEAoFEIikaC/vx/33HMPjEYjhoaGoFQqUS6XUalUUCwWEYlEEAwGkcvl+DQsDw8PDw8Pz7akow07tVoNl8sFvV4Pt9sNk8kEjUbD0q2lUgnZbBaZTAalUgnlchn1en2Lj7q9kEgkkMvlkEgkMBqNUCqVUCgU0Gg0EAgE7HmNRgPVahX1eh3xeBy5XA7FYhGpVIo/pzw8PDw8PG1CRxt2DocDTz/9NBwOBw4fPoyhoSGIRCJIpVI0m00kk0n4/X74/X4kk0lks1k0Go2tPuy2Qq1Ww263Q6fT4ciRI+ju7obT6cTIyAikUil7HhnJuVwO77zzDubm5uD3+3H27FkUCoUt/AY8PDw8PDw8REcbdnK5HDabDU6nEwaDAUqlkv2u0WigVCohnU4jl8uhUqnwkaUNkEqlUKvV0Ov1sNvt6O7uhtvtxvDwcIthVywW2blcXV1FOp1GsViEQqFArVZDrVbjjWYeHh4enm2LUCiEQCBgP/QY/Zf+3Ww22U+j0UCz2US9Xr9je2RHGnYSiQQikQgGgwEDAwPo7u6GwWAA8F7KsFKpYHZ2Fm+//Tb8fj+vXbcJNpsNBw8ehNlsxq5du9DT0wOtVguRSNTyPIlEAo1GA5lMhgMHDqCvrw8ejwd6vR6JRAKXLl3CysrKFn0LHh4eHh6e24dEIoHNZoNarYZCoYBarYZYLIZarYZcLoder4fD4YBQKEQul2OBpWAwiEKhgKWlJYRCoTtyrB1n2AkEApZu1Wq1cLvd6O3thUKhAHDFUq5WqygWi/B4PDhx4gRSqRTy+fwWH3l7YjKZMDk5CavVih07dsDlcm34PJFIBKVSCaVSCa1Wi2aziZ6eHojFYoTDYcTjcd6w4+Hh4eHZlojFYlitVlgsFuh0OlgsFsjlclitVmg0GrjdbkxMTEAsFiMSiSCTySAQCODixYtIJBJIpVK8YbcW6oAVi8Xo6uqCxWJBb28vVCoVxGIxC4GWy2WEw2FkMhlEo1Gk02nk8/m7Pk1IWn9qtRpSqRQmkwlKpRLj4+NwOBwwGAyQyWQtDRNrXw9cMZyFQiGazSaUSiXsdjskEgl6e3sRi8WQz+cRjUZRq9Xu5NfjuUugVAjw3jVJqQ6+252H5wpisRgikQh6vR69vb2Qy+Xsd41Gg5XPhMNhxGIx1Ot1VCoV/h76/yMSiaBSqVpKlVQqFYaHh2EymdhjUqmUlYGZTCbI5XKIRCJoNBoIhULUajX09fVBp9PhwoULd+z4O8awE4lEkMlkUKvVePDBB3H48GG4XC5YrVYolUq2yCeTSZw4cQLhcBjnz5/H0tISarUaKpXKFn+DrUMkEkEgEMDhcGB4eBgWiwUPPvggenp6YDKZ4HA4IJFIWI0i3dybGXn0O7PZjIMHDyKfz0MoFKK3txeLi4t46aWXeL1AntuCWCyGRCJhkXsAqFQqqFarrI6Fh+duRiAQMHWDQ4cO4d/8m38Dp9PJfl+pVJDJZJDP5/HDH/4Qr7zyCgqFAuLxOKrV6hYeefsgk8kwMDAAk8mE0dFR7N+/HxqNBj09PdDr9SzIJBAImBEtkUhYcESpVKLRaKC7uxtjY2OIx+M4d+4cjh8/fkeOv2MMOzqBUqmURetMJhNkMhmEQiEajQZrmIjFYgiHw0ilUigUCne1F0I6fyKRCFqtFlarFXa7HYODgxgcHIRcLodarWYRT6A1OrcZAoGAzeOVy+VwOBzIZDLIZrOQyWQQiUQsktJpUGEsNzpE54dbAMtHiW4v3EJl+rdcLmf3PBl2dI/TGsD/TXhuBLq26JoSCAQtUeB6vd5R9zo5PRKJBHq9HsPDw+jt7WW/L5fLSKVSyGazcDqd0Gg0AIB0Oo1ardYx3/NWwr0GhEIhFAoFDAYDLBYLXC4XBgcHodVq4XK5oNPp1p0jgUDQ8hgZfc1mEzqdDmKxGEqlkmW7bvc57hjDjowIg8EAl8uFvr4+KJVKSCQSNBoN+Hw+RCIRLC4u4u2330YwGITP57srL1LgvQ4drVaL3bt3w2q1Ynh4GLt27YJWq0V3dzcr/twsMtdsNlGpVFrSqmTQkVYg/X9vby80Gg2USiU8Hg/C4TC8Xi8ikcgd+b63CoVCAaPRCJlMBpvNxpwHnU4HgUCAxcVF+Hw+lMtlZDIZVKtV9sNz6xCLxXC73bBYLFCr1bBarZDJZDAajdBqtZBIJFAoFKjX6zh79ixmZmaQzWbh8/lQKpW2+vB52hwy4sRiMWw2G/R6PZxOJ/bs2QO5XI5wOIxEIoFYLIbLly8z3c5yubzVh35TcPdBSjOKxWLs3bsXABAIBPD222+zcpq7qSZdLpejq6sLGo0GNpsNLpcLWq0Wo6OjMJlMsNlscLvdkEqlLKXNNeS4pSHcx9aWL2k0GpjNZpTL5dsuvdYxhp1EImmZBdvT08NOXLVaRSAQwPT0NObm5nDy5EkEg8G7us6LQsU6nQ4HDx7E8PAwRkZGsHv3bkgkkpZoFLBxdI4MO+5ixl0QgfciqSSTIpFIMDs7i0AgwCZ+dBIkoaPRaDAxMYH+/n5oNBp0dXVBIBDg9ddfx8mTJ5HNZtFsNlEsFlnDDs+tgwy74eFhWK1WjI6OQq1Wo6urixl5Go0G1WoVzzzzDBqNBsLhMCKRCG/Y8VwTgUDAxNm7urrgdruxe/dufOYzn4FOp8Ply5fh8XgwNzeHRCKBSCSCRqPRsYYdF6FQCKVSCblcjp07d8Jms2Fubg6rq6ss8n23GXa9vb2w2WwYHx/Hvn37oNVqMTAwwNQ21tb1rv332sfW/lcoFEKtVsNoNCKXy6FQKPCGHXAlkuJwOJgHv9YiJp21bDbLNOvutmgdhZDFYjEMBgPzNrq6umCz2aDValk9wEZQmrFWq7EoVCgUQiaTYY9T84rBYGALI4Wwm80m61iWSqUt6d12RiAQQKvVQqFQsMimVqtFb28vnE4nVCoVjEYjBAIBenp6kM/nkUqlIJVKkcvlEAwGUSwWt/pr3DFoSolMJmtJV+XzeVSr1XVSABKJpEXHqVAotBjCQqEQKpUKMpkMAFjKdWxsDD09PTAajayWlv5OEokEEokEAKDVamGxWFAul5nDwdMZSCQSiMViyGQyVoyez+eRy+VQr9dRLBbfd90k1T5x1yO1Ws0ayIaGhuB2u+FyudgUHrqmkskkTCYTarUaSqUSMpnM+/3KWw7X6JDL5dBqtdBoNFCpVCwLtja1uB1Rq9XQarUwGo3o7e2F3W5nmrjUOMHVpVvL2ohdpVJhjZq1Wg31ep3VrheLRRSLRZRKpTvSpNL2qyAZcHa7Hffffz8cDge6urpantNsNhGLxbCwsAC/349SqXRXGnZyuZzp0O3duxeHDx+GXq/HyMgIDAYD69jZCNpwy+Uycrkc4vE4stksjh8/Do/Hg1KphFwuB4VCgcceewyTk5NslBttsBS9UygUzMDsBKRSKUZGRtDX14f+/n48+OCDLO2v0WiYsQoATqcTDz30ECKRCE6dOoVYLIbXX38d0Wj0rum81ul0OHr0KBwOB1vEcrkcpqenkUgkMDAwgImJCWi1WoyNjbH0Ay1uS0tLiMfj7P1kMhlGR0eZBpRIJIJIJILZbIZGo2EbM9UN0cZDz3W73di/fz9UKhVOnDixhWeG50YQCATQaDQwGAywWq04evQoLBYLZmZmMDU1hWw2i5WVlfetQUoRd7puyEHbt28fDAYDduzYga6uLuaQiEQiuFwuWCwWKBQKeDweBINBVKtVRKPRjt5Xms1mi2Gn1+uhVquRz+dht9tZgGS7IxAI0N/fjz179sBqteL++++H0+lkWUFyNoBWo47O30aPJRIJLCwsoFgsIpFIIJ/Pw2KxYHBwEKVSCaFQCKFQCPV6/bY3ebX9zku1YiSt4XA41nVvNhoNFItF1ulzNxaAUmqBPJCuri7s2LGDjQxTq9XsuWvPDUVTSqUSGx2WTCaRSqXg9XqxtLSEQqGAdDoNlUqFnTt3ore3FzKZDI1GY114mlK1nRCxo5Q1iUt2dXWhv78fer0eSqVynQQMFRqr1WqEw2GWEuS+H7B9Giu4kXH6N92LPT09TDYhk8kgHA6jVqvBYrGgu7sbRqMRY2NjcDgczDGg8XMqlYp9hkKhwI4dO9Dd3c2MOtJNpMV1LdxmCfobKJXKTR2X2w33PHEfux6418p2uGauB26RularhclkQm9vLxwOB7LZLEKhEIRCIaRS6YbnFnhPAutaKJVKGAwGFoGhQEF/fz8MBgP6+vrgdDpbMkByuRxyuRwajQZarRbZbJY5sJ3M2rWasisKhYJ9505xyG8Wcgj1ej1cLhfLajmdTsjl8haVjY3gTpUA3jun5XKZGXQUGBEKhbDZbMyxvVNlIm39FxSLxXC5XDAYDBgbG8PQ0BBsNht0Oh2AKye4VquhXC4jGo3C4/EglUrddfVOBoMBer0eNpsNjz76KOvisdvtkMlkLaPBgCsp13Q6jXK5zC7OfD6Pc+fOIRAIIJFIwO/3o1AowOPxIBaLoVqtolQqoVwuI5/Po1QqMYmJToVubJ1Oh0OHDmHXrl2wWq3Q6XTXjDhSzWetVoNarYZMJoNMJoPD4YBMJkMikUA8Hmf6UJ0WzaPuU5lMBrPZzBoXjEYjLBYLi55zu9F37NiBXC4Hq9UKl8sFhULBoh4UddNqtUwah5BIJHA4HKw7mzbfq53/XC6HQCCAXC6HU6dOYWpqCj6f745OmOFGEK1WK7RaLXNs6PivZXg0Gg3mkFYqFWSz2ZZSiO2IVqvF0NAQtFotBgcHMTAwAKPRiPHxcXbvdXV1IRQKQSQSwefzQSaTQaFQtGy4JNUkFouveq5NJhPLLJCRaDKZ0NPTA4VC0eKYAVf+JvF4HOl0GvPz85iamkIgEEA8Hu/o9Y7nimM+PDwMg8GAw4cP495774VWq4XNZoNSqWxpJlzbFEHrHKXlc7kcBAIBW//9fj/OnTuHcrkMh8MBt9uNSqWC48ePI5vNIhAI3LHv2daGHYXE+/v7MTo6iuHhYZjN5hZh0mq12mLYUQ77boHC6b29vejr68Ojjz6KoaEhKJVKqFSqDRe7Wq2GRCKBTCbDPI9EIoHXXnsNU1NTiEaj8Hq9qFar6+QjKO1WLpfXGXadtujpdDqMjo7CYrHg8OHD2L9/P6RS6abnjQtF+ZrNJhN91ul02LFjB7RaLRYWFlAul1lXcScZdgKBgBlhOp0Ow8PD0Ol06O/vZ5vwrl27YDab10WbKC1B52+jaIvVat3wM28k4pXL5TA/P49YLIZjx47h5MmTd7ybTyQSMQ9/YGAADoeDGXtCofC6oh/1ep119OfzeQSDQVYOsZ0Nu927d8PlcmHv3r3YvXs3i45R08yePXuwvLyMQCAAkUgEnU7H9MOAK9fG8PAwey33XK9dh8jp5TZ8rf3h0mg0EI1G4fP5mGEXDAb5sZTbAI1Ggz179qC7u5sZdmubCbnpaoKMOyonSaVSiEQiLCKn0Wjg8/lw7tw51Go1OJ1OdHd3Y25uDsePH0cikeANO4KKqo1GI7vpuRtusVhEKBRCMplEMplkm+hGBgbdwNslRUYbh0Qigd1uR19fH9xuN7RaLXuce64o3Vqr1ZDNZrG8vIxwOMzOB6XSaFIHNaCsZe0mzuV6U09bCVeuxWg0wu12sygdpV0pXF4sFlm0jVLOarUaSqUSzWYTCoWC3cSDg4PQ6/Xo6+uDRqNBKpVicjudkJIG3quRFIlEsNvt6OrqglarRX9/P9Nwslgs7BoTiUQ3dC9t1Fm2lnq9zhwKaraoVCooFouo1WpMciIajWJ+fh6pVArRaJRFkW+XAU0amqQqL5PJoFKpoNVqoVQqMTg4CKvV2lKGwJUFutr3lclkMBgMKBQKMJvNKJVKSCQSSCaTKJfLSCaTHR8d5947DocDLpcLLpcLRqMRCoWCnVvS3Ww2m9BoNOju7kaj0WCF7txriArdpVIpZDLZpoadUqlk7889nrXPJYO6WCxidXUVi4uL8Hq9bD3sJOdsM7hGC6keVKtV5PN5ZrRsR4dCrVZDpVLBbreza4/05dYqRACt54nWpGKxiOXlZSQSCRQKBWSzWbYuAEAmk0E6nWYBJyqPUqlUKJfLdzSV39aGHXlvk5OT6OnpWZdSDAaD+OEPf4hgMIjz58+z7s21NyCdYKFQyDYLCq12KgqFgjVKPPLII3j00Ueh1WrR09OzLuLETbem02n4fD5861vfwtmzZ9lzarUa4vE4u7FvprizEzYekUgEi8UCvV6PvXv34iMf+QgsFgtLGebzecRiMTZrOBAIoFqtIpfLQSgUYu/evRgdHYVYLIbT6USz2cQHP/hBJosyNDQEuVwOqVQKn8+HbDaLXC7XEVFkEjRVKpV45JFH8MEPfhAqlQpWq5VFRSgyQjVy19s9t7a2Z7PXFItFxGIxpo5fKBRYY1Q2m8Xc3Bx8Ph8qlQpyuRyr76MuyttVlEwaV1qtFvv374fL5YLZbEZ3dzfkcjnrpONGgDbaMNbC3VyprKRSqWBmZoYZFq+++iob+9Spa5ZIJMLw8DDrdH7iiSdY7S+tV2R40Wbrcrnw8Y9/HIVCoaVphlAoFOycU/obWL8OkcFIbPY3icViOH/+POLxOF599VWcPn2ajUjczNHtNLjfnVLOsVgMy8vL8Hq98Pv9yGazW3iEtx6hUIjBwUFMTk7C7XbjAx/4ANxud4sw/9WaIkgFIRwO4zvf+Q4uXLjAGm1UKhX27t2Lrq4uLC4uYmFhAQKBgEV3dTodxsbGkEwm4fV64fF47sh3blvDjtI51JZOs9e4FAoFrK6uwuv1IpFIrPM0aJGlrkaa3UYds1xF8U4wSrhwdf26urowODjIFrq1UQIyYskjTSaTWFhYwKVLl27pMXVKxE6pVLIhzj09PTCbzS2Gfy6XYzImKysrzIgQi8Xo7e1FuVxmDT3UlSkSiaBWq9HX1weJRMIGRJfL5Y44L8CVDZAWrK6uLoyNjbUUnhObpSmul42aBei/dI2WSiVWgBwKhbCwsIBUKoVz585hcXHx/X7VG4ZEqkkaob+/Hw6HA/39/ZDJZEwmYqPvdC242QTy9rlGIdX+dLIzKhAIoNPp0NXVxX7sdnvL77n/JkOvt7e3Jb2/mfG22eMbPWcjms0m61wMh8NYWlrC7OxsR5/zzVgbpcxkMsw5IimiTtsPrwbJWTmdTrhcLjidTjgcjk2fz/3ulDHI5XJIpVJYWFjAhQsXoNfrWfaCjMR0Oo1cLgeRSIRarQahUMhkfABs2gh2O2hLw06tVsNsNsNoNKK/vx+9vb0sbMqlVCohGAzC7/czC5lC+WKxGH19fayNnURNc7kc65yl6JTX68Xq6irr8GvnG5m8BJfLhQcffBAulwtjY2NQqVQbpl+LxSK8Xi8ymQzm5+dx8eJFRKPRO5rvbydkMhnGxsYwPj6O0dFR5vH7/X6kUikEAgGcOXOGRTYjkQjcbjeOHj0Kk8nEBjrTmDaSbHA6nZBKpes2905AJpNBIpHA6XTigQcegM1mw65du1q+J5e1NShrvyulUWlT5HaP1et1ZLNZ1iVG/w6Hw2yDCYVCbDGl5wSDQZRKpS2bQTw0NISnn34aBoMBg4ODzNkk455EqqmrvFKpsO+0EWKxmEU/SXKC6vMAwGw2M0mhZDKJUCiEmZkZzM3NddS1RdB9YrfbYTKZrrvz8mrp+2KxyNZ9uk6r1SqLjlP6lSYGbGbYUSQ0HA7j2LFjCAQC8Pl8bb0PvF8osJFOpxEMBtmkjVQqta0FvsvlMpMc0Wg0LGBE1yM1LtHzcrkclpeXcfnyZcTjcSwvL7eI0icSCTQaDUxPTyOVSrERbT09PXC5XFAqlajVaqxu+U7RloadRqNBX18frFYrm2lKnU9cisUi/H4/VldXWfiYWuhJVfvIkSMwGAwYGRmBSqVCNBplqZ5kMolSqYS33noL8Xgc5XL5titCvx/I87DZbBgeHsbjjz+OwcFBZuyt3WybzSYKhQKmp6fh9/vx9ttv4/nnn2edPXcjMpkMO3fuxCOPPAKz2Qy1Wo1GowGv14v5+XnMzc3h+eefRyKRQDabRaFQwCOPPIIjR45gcHCwZX4podPpWP2PQCDoqBoVWnDUajV6e3vx1FNPob+/H2azGXq9ftPNcKPUBT1OncC0+NXrdfY+1WoVwWAQmUwG8XicpavPnTsHr9eLbDaLaDSKWq3WIjRO9+RW3JsCgQA7duzAZz/72Za6HABMmLtcLrONkhzNCxcuwOv1bvielL4l1Xun08lkW6jLlhxTiUTCdBLn5+c71rDT6XRwOp2wWCzrymqu9rrNrsFCocAm21DElGqfuN2KXPHrjaDa42AwiDfeeAMrKyvbfuYw3VOpVAp+vx/BYBCxWAyJRGJbf+9yuczWHJI3obpigUDAAj6ZTAZTU1MIhUI4e/Ys3njjDVbKVCqVWAMFACwtLbGaz9HRUVitVvT396O7uxtKpZJNK6FxZHeCtjTsSGLBYrGw1CJtqLSI1mo1FAoFVp9CQ3ZJY4uiWlQXQ0XOFGauVCqQSCQol8twuVzo7u5mEgr5fL4t07PUTELRTLVazaQk1i5+xWKR1SeRB8qtobvbIK9MLpdDpVJBo9GwG61eryOZTCIQCCASiTCDjq6zRqMBsVi8afHrZhpbnQIVAMvlcqjVatYccLVNFWiN1FG3NKmvZ7NZpo1ITgQZvdFolKU2QqEQ032ixh1qlGin6DlthNw6PorQ0XeniCLJsPh8PoRCoQ3fTyaToVAoQCqVotlsIp/PQ6VSwWaztUw/oG7rarXKjBcqJ+kUKI0qkUhYVPta19ZayuUyM57pnEciEfh8PgDrDTtqANJoNEw5gBt55v4t6bqjZpXt7vRy1SRo3aM6wnbb824FZDPQGEiKxJGtwHVQi8UiotEoM3jp3ND9TdcGVwGA6j8NBgOb8sSt3yPpoju5lrWlYWez2XDfffexDhau4VKv1xEOhxGLxbCysoJMJoNyuQyTycRqOB544AFYLBYMDw+jv7+fjfWgOiiHw9ESTbDZbNixYwf8fj/++Z//GR6PpyWk3w5QmmZgYABHjhxBV1cXM3zXpl+bzSa8Xi+mp6cRCATwwx/+EB6PB+l0etsvWpuhUChgMplgtVrhcDjgcDhY912hUMC5c+fw05/+FOl0+rqKpTdqie9EqObQaDTCZDLBbDbDbDbfsEhpLpdjM5pXV1cxNzfHvFoatyYQCFjNCjflQXWNNDGGnK92MeoAIJvNwuv1Qq1Ws0U6FAphaWkJ+Xwey8vLrCaQMgIkC7QR5GhQhkEqlcLhcGD//v0wmUw4cuQIzGYzFAoFuru7odfrYbfbodVqmZZkJxh3ZNCRQ8VNO18PFDkLhUJYXl5GLpfD4uIiK0ZfWFhAs9lcZ9ipVCocPXoUAwMD6O/vh9VqbSmTIM3AQqGACxcuwOPxYGpqiglob1do30smk8hmszh58iT++Z//GYVCYVuMS9sIun7Onz8PiUSCixcvQiKR4AMf+ACcTie7doRCIZaXl3Hs2DFEIhG8+eabLLqXSqWYM8BFIpGgt7cXZrMZe/fuxYc//GFW9w5cKReLRqOIRCJ39NpqS8NOqVSyAkeu5Qtc+SPRyKtMJsPa0Cm1YbfbMTo6yuQaHA4Hs8gFAsG6cCj9sahwXKvVQiKRtNWmQh4v1ePQIHSK1hFk1JHoqd/vh8/ng8fjueUF5zfqcW81FNFVqVTsh64LiiItLy+jXC4zA4PO+2bdjVfzbjvJ86XxOdwfYq26+mZUq1VEIhF4vV7Mzs7izJkzLGK8HTZL6tKlFHGtVkMgEMDCwgLS6TRmZmYQDoeRz+eRSCRuyuiKx+NM7oRKS8RiMYs6UUpx7bSXdoYb0aBra7NZpGs7EmktazQayGaziEQiSCaTmJubQyQSwcrKCmZnZ9FoNNhaSHV3Wq0WfX190Ov1sFqt61KrFPkj7UCPx4NQKLRtHN+1zSbAe85ovV5nZUfUKNJO+93tgNQO6HyIxWLmwEulUnZ9ZDIZeL1e5rRtVkpB+x8pCVitVrjdboyMjLDaZNpbCoUCq+u/U7SNYUeRA6lUCovFAofDwdSgAbC6nUKhgKmpKZw7dw4rKyuo1WqQy+UYGRnB7t27mTAgyQ9w33+zz9VoNHC5XKjVaujr62PF3IFAoC0ueIPBgPHxcRiNRhw4cICJ4K41UqlRgjyxN998kxXEvl9o89doNNDr9SwVvJGsSjtChjE11lCXIf1QWo1qgSQSCUZHR9HT04OJiYl16vTA5kYP933b+ZwAV46VRt8sLCzg5ZdfxvT0NPr6+tDT08P+7teS7qCIk0AgQDgcbmmg6HSazSYWFxfx7LPPQiKRsGL7RCLBmjrC4TBrBLmVawbpVTYaDahUKjYakKRe2h2Hw8Eacg4dOsSkcygiTOnQQqHApt0kEgkkEgkm/0L1bz6fD4VCgaW6SQmBOlqr1Sq7Ds1mM0ZHR7F79+4WcWIimUxiamoKyWQS58+fx+XLl5FIJDaNsHYS1Knf3d2N/v5+Vs/YKc7ArYaaCJPJJCQSCdPEpakj1HUOgBn60WiUXQuULROLxaxu0+VyYXh4GGq1Gj09PaxbnsaRhcNh5HI5XL58GW+88QZisRji8TgUCkVLVuJ20TaGnVAoZLVwdrsd3d3dTPATuFLDQ3oyp0+fxk9+8hN2M6tUKuzatQtPP/00tFoturq6NuyC2ix9ptfrWVH06Ogo28RCoVBbGHYmkwmPPvoouru7sXPnToyOjrJ5mlzy+TwuXbqEQCCAN954Ay+++OItqxmhG0Kn08FkMsFisUCj0Wwo+tmOkGAs94crhlupVFAqlVhaUqfT4UMf+hAeeeQRaLVaGAyGde9J18ZaGQbuTztcP1ej2WyyNv1CoYBmswmj0YjHH38cer2+pbj4ashkMpYyXFxcZHU87f79r5epqSnMz8+3PEbRpLXdv7dywaaZubQ+0jjFRCJxyz7jdtLd3Y3Pf/7zGB4ehkajWaf1RxHQeDyOM2fOIBwOY25uDjMzM6wuihx6qpFae94BMEFYmmHsdDqxd+9e3HPPPS3dxvS3oc8LhUI4duwYpqenN0y1dSJUsnPgwAH09/ezAMB2KR+5GfL5PAqFApRKJZsURLJX5LhSpmt1dRWJRIJ1B1Mpl1wuZ6Lt9957L37u534OOp2O1WvTnkwNGqurqzh16hR+8pOfIJlMMlkk0qy8aww7rgVN7etcAUEqQqQfsVjMonpms5k1SFCnGs02bTQa7ERS1IZSr9zZcGTF0x++XaBCaoPB0FIPALynv1QsFhGPxxEKhdi811vZ/UrHoNPpoFKpWIH3WoOmUqkglUqxjuN2odlssrquSqXSMieXplC4XC4myKvVamG1WqHX66FQKFoKYamwn9reKbVL12ilUmGf0QnGDR1fuVxmtSSBQAAejwcqlYpp8pFBTEbyWtFXuVyOer0Oo9EIh8OxbhFr9/NwNer1OqsVvNVQrZ1SqYRer2fdssD665aaxTolEioSiVizEncDpRrWVCrFpof4/X5EIhFEo1E2SYhGq5VKpauuJ3QONRoNHA4Ha5yQSqVsjWo0GqyWk+qeaGrJdmooo+zX2npGOg+VSgXRaJRNULhb2CiDQilr7nMo0yCVSqFQKJhmnUKhgNvthk6ng91uh16vZ82dtA/TXhwIBOD1elltXblcvmoD3q2mbQw7mjLR29sLt9u9buMg9f9cLodGowGpVIru7m7cf//9MJvN2LVrF5xOJwCwEUSLi4tYXV1FsVhEJBJBpVKB1WplG/bExAR0Oh274KVSKWw2GyqVClZXV9tmFBRNmRgcHITRaFxXN+HxeDAzMwOfz4fnnnuOCTbfSu/TaDRi586dsFqt6O3thc1mY+OTADBjJxgM4q233sLKykpbRRXK5TISiQREIhECgQBWV1dZh7FWq8Vjjz2Grq4u9phCocDAwAAsFgvzxLhK7ZlMhjXZ7NmzB5OTkyzyQOLGoVCoI7qQKfpBhekSiQTJZBLHjx9nZQDU8dXV1cVqYKlMArhi+FMD05EjR6DVahEKhfDss89iZmaG3ZOdYpDcKYRCIZPLGRoawtGjR9HV1QW32w2BQMA6F2mIuNfrZdMpOgFyoMnhBt7TH83n8zh58iROnz6NdDqN+fl5ZDIZNvOXHPKNpgmt/QxywPbs2YOPfexjbCoIOfmNRgOFQgGnTp2Cx+PB9PQ0XnvtNWZYbidoxvrExMQ6cXEACIVC+NGPfoTV1VVcvnz5rr8nuZFMOhdSqZRNFpqYmMA999wDjUbDDDsqR2o2m6xrlubVp9NpvPPOO5ibm2PTc+40bWPYkbdFas5ra3ootUMLmlgshsFgwMTEBBwOB5xOJ+tYo1oXGpWSzWaxurqKUqmEnp4e1jo/PDzc8hkkJ6LVau+omOC14E6ZUCgU6wy7VCrFRsLMz89jdXX1lh+DXC6HzWaDzWZjY6e4x0CLcC6Xg9frxcrKyi0/hvcDRdio+yudTrONRiqVoq+vDyqVikV/pVIpNBoNFAoFe49Go8FkEeLxODweD8rlMlPHp82DRLDz+fwtr7m6XVC0kTa5XC6HlZUVmM1mAIDFYmHdh7VaDRaLpeW13MYkt9sNsVgMn8+Ht956ixX887RCKUm5XA6NRgOTycRqo6iWrtFooFgsIp/PI5fLIZvNtpUMzLWgyT/cVD6NgUulUlhcXMTp06eRzWbh8/luKipK2R5SPBgdHYXBYIBWq2XPof0jGAxibm4Oi4uLWFlZYQLH2wnuXqpSqdaVUeRyOczNzWFpaQmxWOyuNuy45RO0jtE1S7V3vb292L17N3Q6HTPs6PnUoR6PxxEIBDA/P49EIoGpqSnMzs6yz1mb2brdtJVhp1QqW9KpXCgVKBKJcPDgQRgMBrhcLnaiJRIJC7GfPn0ayWQSs7OzWFpaYkO1a7UaRCIRSyO2YySFatkkEglsNhvMZjPGxsZgMplaio5pRFilUkEgEMDs7CzC4fAtTRdRNEGhUGBwcBB79+6F1WqFyWRqeV6tVsPy8jK7sNuxAJm64NLpNM6ePYtisYju7m7s27cPCoWC6V5RFLLZbCKRSDBvLBAIoFgsMm0y6iyj8TEEtxut0zqHuVDhOkVSSJ1+bm6ORbtNJhNsNhtcLldLiYNcLmfXyNGjR+FwOLCwsIAzZ86wa7ZTDJObhTYHGotosVhYCQVXj5I0O/V6PXp7e1nKh1I2lMoEgNHRUTz00EMolUpMESCVSjH1e0r7t9NGHYvF8Prrr2NpaYk9ls/nmYjzzMwMYrHYTZWNkIyKVqvF4cOH0d3djV27djHHk9ZKmhiQSCRw7tw5XLp0CeFwuC3X//cDNbdRYxsV/K+FygpofNjdBEkrUUAklUoxh14kEmFwcBAf/vCHUavVWHq/v78fdrudyRIBV+bU0/zq6elphEIhpglIvQBcyHHmpnpvJ21l2JHXurbbErhy0RqNRpbvfvjhhyGVSpmOW6lUQqFQwPLyMp599lmsrKzA5/MhGAyyUD6pS5Nh147pDIqMqdVqHDx4EJOTk0x3Ta1WtxQdZ7NZFItFLC0t4fTp02ze362CahjNZjN27tyJhx9+GCaTCTKZrOXCrFQquHz5Mk6fPo3FxcW2rNsgUddyuYxXX30VJ06cwM6dOyEUCmGxWLBjxw50dXUxgd1KpYJQKIRYLMYiTzTaKRaLwWAwsMgAd0OijZv704lQbVypVEIymWwxVEwmEw4fPgy73Y6DBw8yoWxqpqGF0mAwQKFQIJPJ4Pnnn8fy8jLS6TSrsdqucAV5JRIJ7HY79uzZw8b+icViOBwO7Nq1C2q1GjqdDmq1mkk2cWtXxWIxtFotFAoFDh48CK1WyzIQ2WyWNRpQg0G7aQAGg0F8//vfb+kqp1rOcrnM6tyulW7dCDpfTqcTH/rQh3DgwAFotVqYzWa21gNAIBDAz372M4TDYbz22muYmZlh0ya2E0qlEi6XCyaTCXq9vkVahgtlVkgD9m6CNPwKhULLFCq6L3fv3o2xsbF10Tuqxaf1fHl5Gf/8z//MAkler7fFaNvo2iKn9q6K2AHvLYgbbYYCgYBFUui/9PxGo4F0Os2U7GOxGKtL4UawyLijDheqvyDq9Try+fyWXvB0fOR5Wa1WttjTd6W0ItV6JRIJNlfzVizo3PmKdAxGo3HD80bHk8lkEI1GkU6n27azjG48Ok+JRAKBQACVSoVFg0m4lCKhNLmD1MiTySQymQzrql2rvUXdtduhYWCzzl6JRMI0oUKhEPx+P1QqFWq1GvNqaVMhY89sNsPhcEAmk7FuZPqM7QR3I6AmHBo8To1P5DCRE6tWq1t+t7YphWbRUuRPoVCgWq1Co9GgUCiwgm1qWKJygHaAoorc9ZTKZaju8kYNLO6MZrvdDofDwTrZKfpOem1UPhGNRln0fbsaM9wGN2oMvJoGZyevTdcDNXmJRCKmoUh7m1QqZWs+9xxtNO+7WCwinU6zphSxWIxcLodkMslGT+bz+es6pju13rWVYXc1uIN66eRUq1Wk02kUCgUWhQmHw5iammIz3bgIBAJ0d3fjnnvuYXIdwHuyBZlMBufPn8fU1BQ8Hs+WGChKpZLNyZ2cnMTevXshl8uhVCqZHg/p1f3oRz+Cz+fD5cuXmbjmrQitGwwG9PT0QK/X47777sPg4CB6enrWpcir1SqbLjA9PY133nkH2Wy2rbph10LnsFwuY2ZmBplMBnK5nG0OFKWq1WotzkEsFmOTEiqVCpsxy6VUKsHr9SIWiyESibDGie22gObzeUxNTUEmk8Hr9eLMmTMwGAzYu3cvkyoaHh5mqXyVSoUDBw5AJBIhHA7jhz/8IaamppjUxXaCpBEMBgM+/elP48iRI6yzjuv1y+VyJrFEcjIbObXk0AqFQrjdbnaNFgoFFrWn8WwXL15EPB7HuXPncPLkybaISBWLRSwvL7fUeVFa6mYityKRiNVAHz58GE888QRMJhPGxsbY2DAy6igyMzc3h7fffpvdl9sVg8GAXbt2wWazoaurizlVnZo1eL8olUr09/dDo9Fgx44d2LFjBxufKBaLsWPHDjidThZZB9ASsKB94MKFC3jrrbcgFouxZ88eOBwOLC4uYmlpiQVV2o22NOw2smrJc+VC0ZFcLof5+XkcP34c2WwW4XB4Q6+MZgb29PRAp9O1dAtRIWQgEGD1GFuxIUulUhiNRibS7HK52I3JjdbF43FcvHgRCwsLiEQirG7gVqBQKGC1WmE2mzE8PIyxsTFWx8iF6vyo65gEo9thQ7kadHyUBhKJREzQmqJJVIuxWc3iRpITtVoN6XSadcbS+2w3qtUqwuEwALCh92azGSqVCqVSiRm9XE/Z7XZDKBQiEAjg2LFjTJl9owkEnQxFCTQaDfbs2YMPfvCD1z1vd7PHaO0jnc+NiMfjkEqlCAQCCIVCbbOZcxtybgVkFCuVSnR3d+PgwYNMW1OhULREmYvFIrLZLKLRKFZWVhCPx7fl/UgoFApWtkOp2LXdnncTUqkUZrMZJpOJdbaSEScSiWA0GqHRaFqkwwhKp1YqFfj9fpw8eRJSqRQmkwlSqRTxeBzxeBypVKotndO2MezIsCoUCtedh45Go3jjjTcQiUQwNTWFRCKBYrF41Zt3ozFRlH4l/STufMt2o1AoIB6PM3X2ZDJ5y2UkTCYTdu3aBbPZjK6uLqafRzcApSCj0SguX76MWCyGcDjM6tg6bREh74w2BErhXM1ApQgyhfppwH0ikUAkErnu0Hw7wG0Y4W6M1+PYkNaYVCpFNBplRhwVH9M9xk1R0sYMoEVP8G5gI5HYYrHIajsjkQira0yn0y3PIyNZrVbD7XazEXmkht/d3Q2NRgO/3w+Px8NGL9L6QD+3Wxz1dkDNOXq9HocOHYLL5dqwUYK6FLPZLE6cOIGVlRWcP3+elV902ve+Hmj9IaOFq3NK1Ot1+Hw+RCIRXL58maXt290Jv17kcjnMZjNr3DIYDC1STQMDA6z2ktYl7hCDtQYwOQbFYpFNmGk2m3j77bexsLCA2dlZpFIpFAqFtnQW2sawoxNJui/XcwOurKzgm9/8JjweD6t9ulrtABVDclMe1B1DEh2BQICNRGq3RYCmBAQCAfj9fgQCAdYccitxuVx45JFHYLFY4HQ6mdYf1dZRVM7r9eLFF19EKBTC4uLiHSsMvZXQZkcSJfQY978bIRQKIZPJWKcyaY7RbN5kMtkx54LqKblG7fWmkEkEvF6vY2VlBeVyGT09PczIp02HmgnIMKHIUzumMW4na406moOaSqUQCARw4sQJJpdAA+7pdUajkakBPP7443A6nUxUW6VSYWxsjJUSZLNZxONxnD17ljUn0N/2ZurathqpVAq1Wo2uri589KMfxd69e2EwGJjO5P+Pvfd8juvM8vu/nXPODaCRAwmABClGxdVopN2ZnZ3xbtleu1zl2hcu/1N+YVe5tlyuXe/Mb2tmtBMljUYScwSRY+ecc/y9YJ3DCxBgEgh0N+6nCkWJBMm+l/c+z3nO+Z7voYM6jRyLRqP4//6//w83b95k/9Nu3IC/L1Sqp9F/arWapyAIaTabePz4MW7duoWdnR0egdcvMhGDwYCzZ8+y3yqV5icmJqDX6/keCZ0KDnIuoAoCaTPz+TwikQjW19dRKpWwvLwMqVTKrgHdqlXsmsCOtE+kaaKN4UW2EcJpFPT9B0EWDJQpoFQs/Zm1Wo07SskR/aSg5gnqoNsPZZLoer/vZ93v26NQKGC1WmE0GtktXtgyT15t5XIZmUyGZ+BRxqtXeV1/of3/ThTwkudYN6bnD4JE6FarlS1hSLv1KnpNYRaIFkLKmrfbbd5whV2ilH3plnLhUUP3hN5P4fpF5Xkq+TebTcTjcaTTacRiMcRiMc76JhIJfialUin/HoVCweVW8sCjqTlyuZyd8akjl8y1ad42Zdd7AXp+NBrNHmNYauba3yhRKBQQj8cRj8eRSqV4gkU3br5HBTUr0XokzGACz55HGtFG+sxuTF68LrSX6/V62O122O12OJ1O9sM1mUxcHRC+l/Tj/rGQQtN9emf2T37pBbomsGs0GlhfX+dBvdevX+cX+rDxXkajEbOzszAajVhaWkKhUNjz60J7hvPnz8Nms+HcuXNwu93ctdfpdBCNRvHgwQMEg8ETzyCYzWZcvHgRIyMj8Hq9b90HjSxjjEYjPvjgA4yMjGBmZgZut3tP0CIcR/PgwQNOR9+7d+/AslG/YzAYMDc3h5GREdjtdu6cCgQC2Nra6pmMnVKpxEcffYRPP/0UxWIR29vbKBQKuH//Ph49evTK11CtVrG5uYlwOIwzZ86gUqmw6J88KinAoMW2XC73rM/fYVC2kzwAE4kEz6Vst9sIBALcYb27u4tSqcQlMqFJbzabfa6cT3q1ZDKJbDbLWQryFLx48SJsNhvGx8dhNBpRLpdx/fp1zlY1Gg3E43H83//7f7G0tHRCd+jVkclkPBZscnKSzejJu5SyUo1GA6lUCuVyGbdv38bnn3+OVCqF1dVVlMvlvghgDkMul8Pr9cLpdGJ2dhYLCwtwOBw8Uxh4loUiS5xqtbonqOlVpFIpvF4vXC4XxsbG8OMf/xhut5stuqj7FXhWfanVauz3WigUkM/n+YBE3eoDAwM9/7x0TWDXbDaRSCRQKBQwOTmJUqn00pmt1M3Y6XQOnLZAEbher8f4+Di8Xi8P8aVONOqGDQQChzZdHCckCqZunrcNnfTNZjPOnTu3Z2Gg7IpQ4N5sNhEMBrG4uIitrS34/f4TD4ZPArVaDa/Xi+HhYeh0Op5nmU6neZPphcVBJpNhcnISn3zyCTKZDEwmE1KpFILB4Gs1NjSbTbZASafTqNfrrOUS6n9oYDZ1pvVbYEeZAMreFotFPpy2Wi2kUikEAgFEIhE8fPgQ+Xweu7u7iEajnFE5LAtP2QIK7pRKJWvHBgcHMT09DZvNBofDAZfLhWazifHxcdRqNc467Ozs4Pe///1x3pI3hjZcjUYDt9uNqakptn+iRgngqX6sUCggl8tha2sLN27cQDabZUuVfoY6z10uFzweDwYHB3laDLBXTiLMEvd6UAc8u/aBgQGMjIxgdnaWbYWE+jnhPaDDUT6f5/GQZCJOkhQaTdrLdE1gRycK0jtlMhlOMQvHOgmhjJ3H4wHwtN1baCxIMxip7m6xWOB0OiGTybizr1wuc+tyNwyuFy5m+9Pp3weJRML3UqgxGBoa4g1hfHwcLpdrT+BLmzvpdrLZLILBIPx+PxKJRF/qVl4EBbtqtZqzvkJ/QfIU6xVHd5IzUHbI6/XCaDTC6XRywPoqpSyFQsGdsU6n89DAjcY/kdFuvwV2lLErFou4d+8ems3mnoxdMBjkjB3NsaZ156BO64MQGqDGYjGsrKwglUpxADQ8PIzx8XEugSuVSmSzWYRCIQQCga40ED8ImtdM03cmJyd5JqzQM5JcEaLRKGdBSfd5mqF7RJY4VKLOZrN9cW+kUincbjfOnj3LjUPkVSeRSNhOp9VqIRqNIhqNIpfLYXV1Fblcjkf0yeVy7qrW6/WYnp7mfbjZbLKGlaQMvXDvuiqwo9IMuf23Wi0YjUaYzeYDf4/L5cKnn36Ker2OmZkZ7Ozs8K/JZDKMjIzw3EoSlCoUCiiVShQKBSwuLiIej+PmzZu4desWz5A9SeRyOQwGA4xG43OizjeF9ANGoxFut5u1TRKJBNevX8dPfvITHmlkNpshlUr3aBABoFAo8GzBxcVFPHjwgDuYTwvUSUWla61WC41Gs0dMS5mDXsjWAc+0rTRah1zXHz16BKvVinK5jGw2+9LATqPR4MyZM3C73RgfH4dOp+NFVgidsh0OB5dB+gkqcaVSKfzLv/wLfvWrX+3R2JE2lgJAodbnVXWetGHV63Wsr69je3sbWq0W9+7dg8FgwE9/+lP8/d//PTQaDVQqFZRKJZLJJG7duoVIJIJMJvO2b8ORYDAYcO3aNUxOTmJmZgbz8/N7ymvlchnJZBKJRALffPMNVldXsbu7i0wmc+q6rQ+Cmkn8fj/S6TQnMHpJA/wiZDIZpqam8IMf/IAbaWj8HvBsOlO1WsWNGzfw9ddfI5VK4dGjR8hkMtz5r1aruZJnNpvx3nvvcbOOQqGAxWLhGKSbDfiFdE1gBzwTN1K7v0qlYqHnfosS4GkQpNfr0Ww2YbfbWcBPJViqtwtHgVBWpVQqsU0HtS2/6on5bUIZlHq9zlkzIRScUoCqVCpfqCERum9bLBa4XK49fyYJTUn3pFQqn7O8oCwqLaLUudyLXbDfF5VKBZ1Ox/M8haXq17EJ6SaoREOLnFQq5WelWCxCIpEcaPYtHPBO5SC3273H0Z0Q2ghQ80C/ap8oWCsUCs/pfo/y7wDAAV6z2YRCoUC5XObMDJWkZDIZl50ymUzXZ5NpXSN/OofDAbPZ/NxAe/LzpAYu8o/sRTuXo0R47WRmXSqVUC6X2Zy9H+4PVaFopKGwQkBZbWqKTCQSiMVi/LwINeGU1aR1jtYl4V4rXOt7ga4K7IhgMIhf//rXsNvtkEgkUCqV0Gg0sFqtBw41lkqlPF+VoG4/YTDY6XQQDAYRCAQQCATwy1/+En6/H+FwuGsWg3w+jydPnqBUKsHn83GZmQJWs9mMoaEh1Go1jI+PQyaToVKpHFpC1mg0GB4e5rL15cuX98wPdDqdGBoaYn0B8MwLiiZ7VCoVPHnyBL/73e+QSqWwsrKCYrHYk0HM90Emk/FUhenpae68qtVqXb9ZvoharYZiscgZNq1Wi08++QQjIyPIZrM8oYOCMplMxgupw+GA2+1mHymtVguXy7WnJAI8O1Dlcjns7OxgeXm57w1jjxMyxy6VSvjjH/+IcDjMPotkDL27u8u+XN0IVQpmZmYwNzcHr9eLq1ev8volNGpvt9tYWlrCv/7rvyKVSmFpaQmJRKJrfcWOG+GBPBAIIB6P86D6FzlI9DL7baqSyST+7d/+jTXhS0tLLJURQhZAMpmMrXE6nQ4nT6jbmBqieoGuDOzIf8lqtWJhYQHj4+Mwm82HlmSpvCPsBDqITqfDKent7W3cu3cP29vbr2118TapVCosXDebzRzY0Qap1Wpht9uRy+XgdrtZ+1YoFA68BqPRiImJCTidTly9ehWffPLJHkdy4HmrDxoSTR1ENGz8xo0byGQyfT1v8UVIpVLY7XaMj49jaGiIh7NTWa0XoZMtabxoWsTc3Bzm5uaQSqXgcrk4CGu1WiwXUKlUGB0dxeTk5HOZ5f20Wi0+MCQSCYRCoSObbSzyzIYIAJ48eYLNzc09kopKpdLVDT3CDPDAwAAuXboEl8uFyclJuN3uPesVHTCCwSD+/Oc/s+1St5rKnwRUPahWq0ilUjzHu98b3YTPdz6fx4MHD7C2tsbJnIOef6qSkRSrVquxvp/8AUnS0CvSka4M7GgTKBQKWF5ehlKphMPhwNTUFIuzzWbzgRo00jpRKYSEtOS1tr6+jo2NDcRiMZRKpa5b6Ch9nMlkOGtGCzQA1gvabDZcuHABAwMDfAo56Fq0Wi1GRka4VHbYg0ndwWSyu7S0xKWOUqmE9fV19vk7rZsx2e9YLBaew9jrkAXH3bt3MTAwALPZDLvdDoPBwFYTLpeLxf80KowydgaD4YXlCcocxONxFrgnk8k9XbMiRwsdNChQIp+3br7XNFVCq9ViaGgIo6OjsFqt3N1Ih89KpYLd3V3kcjm25hGzdM9D/q6ZTAbr6+sIh8Ndm6l9U+hQSl3fwDNrF+CpRnN+fp41ciqViie80LiwWq22p7JADRIkTTnMQ7fb6crArtFo8Av7+eef45tvvsHIyAiuX78Ou92ODz744NDsHY11qlQq2NzcxO7uLhKJBO7evYtMJsPjuBqNBk+q6Caq1SrC4TDa7TbGx8fZD4y0T9SNSSUv2hwPyzqSMaxMJuNOxYOo1+s8wP7GjRv4+c9/vkdLRx5Ip638KkQikcBisWBoaAhOp/NAA+leo9ls4t69e1hbW8PExAQUCgWGhoYwOTnJZqczMzPP/ZsLDT0PW/iEJr1ra2v4+c9/jkQigc3NTd6Mu+396weEpbZemRWqVqsxNjbGfnzvvfcer3XAM2P2dDqNP/7xj1hfX8eTJ08QjUZP9WHzIEinXi6Xsbu7iy+++AJ+v78vqywUqKnV6j1+q51OBy6XCz/72c9QLpe5QZLshch5I51O75FrNRoNlMtltmbqVboysAOenfRJ46XRaBCNRtnvLpVKHbihlMtlJBIJVKtV1hUkEgk+seTzeR6l0o3u61QGpbQ5aZ8oDUwnCEoPvylCXzoK2tLpNBKJBN+3fD7fV/MEjwJhgEynQ7qH3dB887p0Oh3OapvNZiQSCajVarjdbtTrdS7NvqxDW3iwoMko7Xab9YepVIrFy8LJFCJvh1cZi9ctkM+h2WyGzWaD2Wze42FKpTIylU0kEohEIshmszzJQ+QZwkYuagx4W008JwllcPP5PDQazXPPgVwuh8Vi4Sqfy+WCRqNBuVxmNwOajkPzloV2YML72E1yrVehawM74JkPj1BPoVar8fjxY9hstgM3GDIGJTExjTii4drCElA3/kNls1ncv38fOp0OnU4HqVQKbrcbV65cgcVi2TPn9k2hYKTdbmNnZwdLS0vIZrO4c+cOgsEgwuEwcrlcz3j2nCQ0uWRrawsbGxs9qfOhzFksFsPvf/97WCwWnpyh1+vh9Xp5ITwsOyecQUpD6GmqQj6fx/r6Oh4/foxyucyWAd34/okcL9Rx6PF48Mknn2BiYgITExN7ZA6dTgeBQADLy8sIh8O4c+cONjY2uKFH5HTSbDZx//595PN5zM3NYXR0dE+WjSpcSqUSs7OzsNvtHOjW6/U9BsUkOxkfH4fH44FCoeB5sfTVSyX/rg7sgGen/1qthmQyCQC4c+fOCX+qt0epVMLGxgYUCgW0Wi27x9PotKOo91Ng12w2EYlEcPfuXSQSCXz77bfY3d3l+y3yctrtNtLpNLa3txEOh3vyvlHJNJPJ4N69e6zh9Pl8PHiessOH6QopO1er1RAKhXD//n1ks1k8efKEM+zhcLhnFkaR44HE6dQod/78eZadCEkkEnj8+DHC4TDW1tb2eJaKnE5arRY2NjYQCoXQarW4m5Ugqy8AGB4ehs/nA/BMh0cVKppOpVAooNFouCGuXC6jVquhWq1yUqhX1q+uD+xOK+12G5lMBn6/H51OB7du3YLT6YTNZoPVaoVKpYLJZHrhyDXgWTMGdf3QQxqJRFAsFrGxsYGNjQ3kcjkUCoW+bYU/CqgMLhTUdjodJJNJXmB6MbAjKMAjveXdu3dhMpmQSCSg1+v3ZIv3d1W3Wi02Pt3e3uZmG/KMOqy5R+T0ImxGookSpAcGnq5d9ExFIhFsb28jkUj0ZFb8bUAaV/JyEzaakFtCP793wvUqlUrh4cOHyOVysNvtsNlsPC5TJpPt0d/Rj0qlkpu/aFYsaYabzSZPqojH4zxjt1cyxGJg16W0Wi1sb28jFArBaDRidXUVRqMR77zzDs6dOwebzYZz5869NLCrVqvY3t5GOp1GMplENBpFOp3G119/jUAggFqtxpon0tP160Lwfdgf1Am7qNbX1/Hb3/6WR9T0KpR1q9fruHHjBh49esRGseR9+KJSLHWSlUol1rHSKVfU1InsRyKRwGq1YmxsDD6fj03S6Rmr1+sIhULI5XK4f/8+vvzyS5RKJeTz+RP+5CcPme7L5XKe5GIymTiIyefze3zr+hVarzY2NvC///f/hs1mwwcffIArV65Ar9djYGCAGwb3B3c6nY6DYaHMhCZ2PHr0CDs7O1hcXGQ7nV5Zw8TArouh0lar1WLdm8fjgdvtRqfTQTabfWlptlAoIJlMIp1OIx6PIxKJIJVKwe/3Y3d395iupLehF18mk0Eulz/nQl6tVlnL2evZTtKeUuOOTCZDLpd7Yfcr/T7SzVF2WETkMCgo0el0sFgsXH0QlvpbrRbK5TIKhQLy+Txnfvs5UHlVhGuSRqOBwWDYk7GjpgJyMuhXaL0ql8uIRCIol8uIxWJIp9NotVqwWq3PBW6UuKCmHeG6RlN4yMib/P96rUlHDOx6gHq9ziWtmzdvYnt7GxqNBp9//jlPi3jR7yUPv3K5jGKxiGq12neeRm8TGl1nMBgwODiIqakpaDQaKJVKtFot6HQ62O12Ln3008ZDWbxX0XYKu8hERA6DppTodDp88MEH+MEPfgCr1Qqbzbbn+2q1Gvx+P0KhENuaiBWFp5B+zGAw4Ny5c/jkk09gsVigVqtRr9fx6NEjrsqQcXU/U61WEQqFkEwmIZFIsLm5CYfDgYsXL8JqtcLpdMLpdPL82GazCYfDAafTyUEfNelsbGwgGo3iyy+/xObmJhKJRM+t6WJg1wNQhy8AfnDfBHFBfDMos2A0GuFyueDz+faMN1Kr1TCZTDxfsJ+gznQRkaOCDOctFgsWFhbwwx/+cI+2jqjX64hGo9jZ2UEqleq5rMnbhAI7rVaLyclJXLlyhX+tXC5jfX0df/7zn1EqlQ4dN9lP1Ot1JBIJSCQSZDIZLC4uwuv1ol6vw+VyYXp6GnK5HPV6HbFYDNVqFTKZDA6HA8CzQ2ksFsP9+/cRDodx9+5dbG5unvCVvRliYNeDiAHa8UJt8zRtAXjmrUWZUNEBX0Tk1aD3SavVsj+nMGtCDV7USR0MBpHNZsVMsADh1IV4PI7t7W3odDrOegpN60/TfiH0FS0UCvD7/TwCM51Os8k1eWuGQqE9HdgrKytYX19HKpXq6UynGNiJiLwEpVIJi8UCm83GBpaNRoNNpCORCDu7i9ktEZEXo1AoYLPZ4HQ6odfrIZPJeHMlGwryQrxx4waWlpb6Xiv2utDYzXw+j3v37kEikWBsbAzvvffeSX+0E4dK9rVaDdlslk3llUola4Hb7Tb/nLACVqlUWE7Ty3N1xcBOROQlkK0ANRDQEHLK1lUqFVSr1Z6cPCEictzQ+ySXy58zvaaMXTabRSaT4S9y/xd5CmlZm80mMpkMIpEIDAYDCoUCVxNOW7aOEI4yPK1NXGJgJyLyEig7J5VKkclkkM1mkU6nsbi4iFQqhUAgwPqf07iQioi8DjTPWyqVolgs8ntDY/mWl5fx1VdfIRqNIplMiu/VAVBgV61WsbS0hHg8jocPH+L27dvodDq4c+cO6xLFTOfpQwzsREReAnVSSSQS5HI55HI5xGIxPH78GLFYDOFwWOzWExF5RZrNJls1UYmVRtJVq1VsbGzg66+/Rj6fF7V1L4A61slkfn/mU1yPTi9iYCci8hIopV8ul7G9vY07d+4gmUxid3cX6XS6p02JRUSOG5ooIZVKsb6+jm+//RbAU8uKWq2Gra0t9mATm5FeDgVwYiAnQkg6r/g0HMWMUhGRXkQikbAeyGKxwGg0sri22WzyuBkREZGXQ1YdMpkMZrMZZrMZADhzR1lxMosVAxYRkWe8yvsgBnYiIiIiIiIiIj3Aq4Rs0pd+h4iIiIiIiIiISE8gBnYiIiIiIiIiIn2CGNiJiIiIiIiIiPQJYmAnIiIiIiIiItIniIGdiIiIiIiIiEifIAZ2IiIiIiIiIiJ9ghjYiYiIiIiIiIj0CWJgJyIiIiIiIiLSJ4iBnYiIiIiIiIhInyDOihUREXlrSCQSnlqzf3pNp9MRB7yLiJwg9H4K303h7FlxnFtvIgZ2IiIiR4JMJoNUKoVcLodSqYRarcbY2BjMZjOsVivcbjdkMhl///r6Om7evIlyuYxyuYx6vX6Cn15E5PQgkUigUCgwOzuLqakpqNVqmM1myOVyhMNhRCIR5HI5bGxsoFAonPTHFXlNxMBORETkeyORSCCXyyGTyaDRaKDX62G1WvHBBx9gbGwMk5OTuHDhApRKJf+eX/7ylwiFQkgkEmg2m2JgJyJyDEgkEshkMiiVSly+fBk//elPYbFYMDY2BrVajVu3buHOnTvw+/2Ix+NiYNeDiIGdiIjI90YqlUKj0UCpVMJut8Pj8cBiscDr9cLpdMJisUCn00GhUPDvsdlsGB4ehkajQaVSQbFYPMErEDlppFIppFIp1Go1NBoN5HI5dDod5HI5l+3b7Tbq9TparRbq9Tqq1Sr/d6vVOulL6AmUSiVMJhP0ej3sdjusViuMRiO0Wi0UCgXkcjmkUulz0gmR3kEM7ERERL43KpUKQ0NDsFgsuHbtGv7yL/+Ss3YajQZarRZSqXSPpm56ehr//b//d0SjUfyP//E/EI1GT/AKRE4SyvQqlUpMTk5iZmYGNpsNFy5cgMPhQK1WQ7VaRbVaRSgUQqFQQCAQwPr6OkqlEgKBAHK53ElfRldDwZrT6cT169fhdDpx5coVTExMQCaTod1uo1QqoVgsIp/Po1QqicFyjyIGdiJ7OEzoToiCWpGDkMlkMBgMsFqtGBsbw+XLl6HVag/9/k6nA4vFgrm5OdhsNpjN5uP7sCJdh1QqZV2mw+HA2NgY3G43rl27hoGBAVQqFZTLZZRKJWxubiKTyUAulyOTyUChUCAWi530JfQEUqkUWq0WQ0NDGBgYgNvthtlsRqvVQrlcRqPRQK1WQ61WQ6PROJVr/Yv2vl5BDOxEADzNuExMTMBms8FqtcLj8UAuf/7xKJfL+POf/4zV1dUT+JQi3YZMJuOSmcvlwsDAACwWC6RS0UlJ5OVQNtfhcOD69etwuVzw+XwYGRmB0WiEyWSCTCaDSqViwf/w8DAcDgcMBgMcDgcymQxMJhOCwSDS6TTC4bCYaToAhUIBpVIJm82G2dlZDA8Pw+l0QiKRoFQqYWNjA9lsFo8ePcKDBw+QzWZRLpdP+mMfOdQFTEkKCuSkUinGxsZw5swZPmTIZDJks1kkk0lUq1VEIhEUCgUOgLs12BMDOxEAgFarxaVLl3D27FlMTU3h2rVrUKvVz31fIpFAoVAQAzsRAIBcLodGo4HBYMDg4CDGxsZgt9ufC+yEC6iICPB0gyWd15kzZ/AP//APvKlSICeXy/lHtVqNTqcDq9WKTqeD6elplMtlpFIp6PV6rK+vY2VlBfF4XAzs9iGRSKBUKqHRaOByuXDp0iUuwQJAoVDA48ePEQ6H8d133+Hbb79Fs9nsy/tIJWnSbUokEtZ3zs/P4z//5/8Mg8EAi8UCtVqNzc1NPH78GOl0Grdu3UIwGESpVOL7043BXdcHdkILBZVKBalUygLPZrPJ4llKHYu8GXQaVqvV0Gq10Ov10Gg0z31ftVrlk3Sj0UClUunKB1vkeBC+m2RrotVqn/PFEp5wm80mOp0OqtUqSqUScrncqXh3hZ3DFBBLJBI0m03+qlarp8rbT6FQQKvV8ppjMBggk8kgk8n4GaINmDZR+qKyYr1eh9PpRKlUQiKRgF6vh0QiQaPR6MvA5E2gINpqtXLAIuxQbzabyOfzyGQyKBaLqNfrffUcUvCmUqlgtVqhVCr5nRPGFF6vF3a7HXq9HmazGSqVCna7HW63G2q1GsPDw1AoFMjlckgmk6jX6ygWi7y2dcte2NWBnVQqhdlshk6nY+2OTqeD1+uF1WpFKpXC8vIy8vk8Njc3EQwGT/oj9zzChfOgh1ShUGB6ehrvv/8+otEonjx5gmq1egKfVKQbUKvVMJlMcLlcuHDhAhYWFqDX6/f41QFPM70bGxuoVqvIZrOoVqtoNBqoVqvI5XJ93ThBm4pMJoPD4YDJZILT6cTs7CzUajVisRjS6TSSySSePHmCUql00h/5WJBIJDCbzfD5fPB6vdwBe1Bmt1wuI5fLodVqoVqtotlswmw2w263w2az4f3338eFCxdgs9mQTCaRTqcRCASQzWaP/8K6EIVCgfn5eVy8eBETExMwGAx7fr1UKmFlZQWbm5uIxWJdE6AcFdRpPTQ0hJ/97GcYGhpCPp9HLpeDQqGA3W6HVqvF6OgopqamoFAooFAouEt7YGAA9XodH374IarVKvx+P5aWlpDJZHDjxg3s7OzwetYN966rAzuJRAKVSgWdTge73Y6RkRGYTCZMTEzA6/UiFAqhVCohlUohFotxelXk7SGVSmG1WuHz+dBqtQ7U4YmcDoQlMr1eD7fbjaGhIf514btYKpUQiURQKpUQj8dRLBbRbDbRaDRQLBb73uqEvMN0Oh3bwMzOzkKr1cJgMCASiXDW/LQgkUj4YKDX69lmgxBOQKjX6yiVSmg0GvyjWq3mpgufz4dOpwO/3w+HwwEAYkOFAKlUCqfTienpaXg8HiiVyj3vZ71e5320VCr13T5K65TVasXCwgJmZmaQSqWQTCahUqkwMDAAvV4Po9H4nEZYq9XCbrfz/3c6Hayvr0MmkyEej2NtbQ3hcLir7lnX78rC+jdF0TqdDmazmW9+Pp9HrVbjH3O5HJrN5gl/8t6ANhaHw4HR0VFMTk7C5XI9l3EhJBIJDAYDn4z7TSRvMBjg8XigVqvhdDphNpuRTCaxvLzMJYrTUDZ8ETqdDhMTEzCZTLBYLLDZbPB6vTAajQCAYrGIXC6HWq2GRCKBUqmEnZ0dPHnyBJVKBalUCqVSictr9M72K7R26XQ6XLx4EQsLC7BarZiYmIBSqWRz2K2tLaRSKcTjcaTT6b7PNnU6HeRyOQSDQahUKkSjUeh0OqjVaqjVahQKBSwtLSGdTnPQ0Ww2UavV0Gq1MDo6ijNnzkCv12N0dBQmkwlWqxWzs7OIRqMIh8OIx+MnfZknilKp5BL38PAwJicnYTKZOLCjQxVljSmb3k9IpVIMDg5iamoKIyMj3AmsUCj4QEFlV7Va/UpaYEowmc1mTE1NoVarIZ1Ow+/3swTgJAO9ngnsZDIZFAoFVCoVTCYTm6CeP38e1WoVhUIByWQSmUwG5XJZDOxeEXrhvV4v5ubmsLCwALVafWgmTiaTwWw2w+v1IpFIHBoA9ipWqxXvvPMObDYbLl68iKmpKTx69Aj/83/+T4TD4VOjB3sRJpMJH374IcbGxqDX62EymWA0GmGz2QAAmUwGm5ubyGazuH//PiKRCKLRKLa2trj0KixZkO6uX6GuTpPJhI8//hj//t//e9bZAWDj3aWlJaRSKQQCATx58qTvA7t2u41UKoVms4l2u43d3V0oFApYrVZYrVaEw2H8/Oc/x8rKCmKxGHe7ttttdDodzM3N4dq1a3C73XzYJ4uUcDiMR48eYX19/aQv80RRq9Vwu92w2WyYmZnBhQsXWMNI9z8SiWB3dxfRaBSJRKLvdIlSqRQTExP49NNP4Xa7uavabrdz88RBM3NfhN1uh9lsRi6XQygUgkKh4INZuVzmw8dJ0fWBXavV2qPFkUqlqNVqAJ653dPCScJksfvu1aFSBjVOqNXqF5aD2u02KpUKcrkcZ136CSqXGQwGmM1m9ljTaDRQqVQHBrL03HU6necE3v2ERqOBRqOB3W6Hw+GAw+Hge6XVarkhIp/PIx6PI5PJIB6PI5FIIJ1Oo1AooF6vo1Kp8Dt8WqADKnUQH7RGUSdeqVTixop+e4b2Qw0jxWIR0WgUGo2GN8VEIoFkMsmaOdLY0T2hbFO5XOZNlDKjWq227w6dbwJZEVEznFKp3NOUUq/XUSgU2MOOAud+gd47pVIJnU4HjUYDhULx0meDJpy0220+hAmDPwqOqbzrcrlQLBZhs9mgUqmQzWZPVCvb1YFdu91GJpNBqVRCOp1GKBTidLvX64XBYGAR6OtG3CJPEWZCVSoVNBrNc+NkhFYVtVoN3333HT7//HPkcrm+8zmiLiiXy/XcV61W46CWkEgksNlssNlsaDQayGQyqNfrbPLZL0ilUszOzuLy5ctwu9346KOP4PF42Bur1Wohl8shHo/jxo0b+N3vfod8Po9AIMASiXK5jHa7feoznodhNptx4cIFDA4OIhwO4/Hjxyf9kd461AixubmJ//N//g8MBgMGBgYwNDSETCaDBw8eIBwOH2iYW6/XUS6XUalUOLCjrsdyuQyVSnVSl9U16PV6TExMcNaOpDN08EwkElhfX0cgEOCO7H45TFBAR3sbdb4eFCPst2Oq1WrY2dlBLpfjwI26/4XVLI1Gg8uXL2N6ehrb29vw+XxIpVL48ssvsbKycmIH/K4O7CgDIMwCGAwGxONxVKtVqFSqvnkITwrh6YM0jAd9D9FoNOD3+/Hw4cPj/JjHhvCESwcHg8EAvV4PvV6/xyIAeHpvSFxbqVRYn9JvpUWJRAK3243z58/D6XRidHSUzU2lUinK5TJLIfx+Px4/foxCoYBMJtN3mp23BXXfaTQaGI3GU5OxI91cNpuFTCbD8PAwi/jD4TAymcyBv5cOCVTKBZ6+v2SfImbsnh1UHQ7HgTZExWIRiUQCmUym7yZNUDMSBXRknUbsv1bh/zebTaTTaSQSCe7eBp5mhIXfJ5fLuWFMr9ej0WggFovh0aNHezKjx01XB3avitDostVqiS/0a2Cz2TA/Pw+3283i98Pop5deiNCGYnp6GlNTU3C5XDAYDHs8xoQbCCGVSuHz+XD16lU0Gg2kUilUq1UEg0EEg0HUajXO4vUKNE+SNgO32w2tVosLFy5gfHwcRqORS4XCjaLZbPJg9lKptCeTIiLyIiiz0W63kc/nOUu3P+tNRrtyuRwDAwNYWFiAy+WCyWQ6oU/efZBNmF6vx9jYGM6ePQu32w2LxYJ2u41iscgTFFZWVrCxsYF4PN4XFQaJRAKLxcK6X5pgcunSJYyMjMBgMHBCSJhNox9pJnEqlcKjR4+wu7sLi8WCpaUlqFQqlp+YzWa4XC4oFApoNBpOCPh8PqjValgsFqhUKrRaLdTr9WPfO/sisKMHeWhoCJ1O51RZBnxfBgcH8fHHH/Op7kX0a5lbLpdjfHwck5OTmJ+fx7Vr12Cz2VhnQZ2wjUbjucBOJpNhfn4ef/d3f4dOp8PC2Vu3buHWrVvIZDJYWlrqqcBOKpVifHwcly5dgsvlwrvvvgun08nZS9K0Ck+/7XabS9XFYhHZbBaVSqWv9DoibxdqIiFNHWlWhZAGVqPRYGZmBn/5l3/JWliRp8hkMgwMDGBwcBDnz5/HBx98AJfLBbVajVarhVQqhRs3biAej+PmzZt48OABKpUKKpXKSX/0741UKsXAwAAmJycxODiITz75hKU0TqdzT9OS8PmiEjSNDwsGg/jDH/6AR48ecdZPo9FgcnISdrsdMzMzuHbtGvR6PY+3s1qtMBqNiMfjcLvd0Ov17NcpBnZvAPkhkUC03yw43gZUftVqtTCbzTAajc8FxMJTNIne0+l0X5zsCPJiIwsXs9kMrVYLlUrFIn/h1/6NhrwWSRCv0WhQr9dhMpmg1WpRqVR67nmkrIhOp4PRaOSgX6VSQalUsv2QEFokhZlNMah7PYQOAHK5HAqFgu/paaLVah2Y6aV31Wg0cnOT0WhkywrgadaYgpTTlC0mSQ3ppUkXRlMUNBoNWq0WT3qJx+OIxWKsYe/1SRNkKaRUKmEymbjrlb6MRuNzIzLpIErvGHUJx+Nxbv6ihk1qlDCZTGi1WrDZbMhkMmi321ymFTZUaLVa6HQ6AGBt8XHSF4GdVCqF2+3G7OwsOp2OKJp9CeS0Taljn88Hk8n0nIdPp9NBqVRCrVbD6uoqvvrqKyQSCSwvL5/gpz86yLTSaDTyCczj8UClUqHdbiORSCCRSGBzcxObm5sIhUIvbBYhTzIAcLlcsFgsqNfrPWniLJPJWHhMixQtcEIogKvX6zySqFwu923Z/m3R6XQ4G9VsNuF0OuHz+VAqlXh00WmGgl2bzYaPP/4Yo6OjWFhY4PFY9I4lEgncu3cP4XAY6XT6hD/18UBdnjabjf38/uIv/gLnzp3jw6pEIsHOzg6CwSDW19fxm9/8BtFolLuNyVOyVzEYDBgfH4fJZMK1a9fwzjvvwGKxYHh4GAaDYY82mjp/19bWsLi4yN6alLhIJBLI5/NYX19HoVAA8OxQQdp++n6Hw4HPPvsMVquV/3yFQoHx8XFcuXIFwWAQDx48OHZfu97bcQ5AIpHAZDLB4/EgEomIpdiXIJVKYTAYuMPYYrHAYDA818HT6XRQq9VQKpXg9/vxpz/9CYlEom/GP1HXFA3GHhsbg8lkYoEsCYvJdiGVSr3wz6NsgkwmYwsQcsfvNSgDIJfLoVQqD2waEWZ0ybaCTv9iYPdyhJ14wlmWZIlisVggk8kObR44TdBMYr1ej5mZGczPz8Pn80Gr1XKnY6fTQaFQYE+2fuvYPwjhe2o0GuHz+eBwOHDu3DlcuXKFOzlJ/7u5uYn19XU8efKkryZzqNVqnvM6OTmJM2fO8ChSlUrF7xmVXFutFuLxOBYXF1EoFBAMBlEsFjmwazQayOVyzx2oKNADnhq1Z7NZXLt2bc/3kGZ7dHQU9XodCoXi2Bsp+iKwE3k9VCoVRkZGMDAwAK/Xy1mY/Q9dq9XiGZZ0ustms32TPdBoNGwDQIaTWq0WUqkUjUYDgUAA9+/f5xmnr4pEIoHH48HCwgJMJhPu3LnzFq/i+BB2aVJQl81mOfAlsXEwGOzpss5xsT87Th2dAOBwODA4OIhEIoFwONwX+qfvg0aj4dmwLpcLHo8HRqORD01USkyn09jZ2eGu2n6H9OUmkwljY2O4cOEC3yO5XM4H1Eqlgt3dXSwtLSEQCPSVnAZ4eqimRAU1TpDvqPA9q1arCIVC3DiyurqKcrmMdDrNfoqVSuXARrnX+Sw04q5er+PmzZv8Zx5XVlQM7E4hWq0W77zzDs6dO4exsTF2Id8f2NXrdfj9fmxvb2NtbQ1+v59NQvsB6oIl+w6v18vlxnK5jAcPHuAXv/gF8vn8a20SUqkUMzMzGB0dxcOHD/GrX/3qLV7F8SDMLFGWrt1uIxQK4eHDhwiFQvj1r3+NjY0NcezaG0DWDBaLBTqdDmNjY0ilUtjZ2cHq6iry+fxJf8QTxWg0Ynh4GCMjI5iamsL09DTbV7TbbVSrVdTrdQQCAdy+fRupVOpUlGKpO9jn8+HChQv42c9+BpvNxkbz5XIZqVQK2WwW9+7dw+9+9zuUSqW+C3pVKhVcLhcGBwfh8XjgcDieszcBnmbcbt++jVAohG+//RZfffUV6vU6l0qF2uA3DexUKhUWFhYwOzsLiUSCzz///NhdAvoisKMyBgmOybdGFHDvhVL2Go2GTzc6ne65zAFBnY7lcpkXzn4QctP1ktCWJkvQM0Mt7+TDJnS2F/4ZJFQmjQstItTMQ/o9csKnztpuRijcP2ySC92jZrPJQuxEIoFsNnvqA5DDoE2DsgJUIhNuPMJ1TKlUQq1W75kUcBoRTuygzBRJHAjKjFQqFZTLZRSLRZRKpb5Yqw6DSrBKpZLL9mTzIbR+aTabKBQKyOVyyOfzXF7sl32R1imdTsdfZCIsNGOmWKBarSKTybDnZrFYPPLnhJ5XjUYDrVbL+8Nxvsd9E9jRUN9kMomRkREA4H88kac4nU6eCzs1NYXR0dE95QyCymw0oJ0aKPpBN0VdrAqFAgMDA3jnnXfgcrnY6iWXy/HMv93dXTbu3L8QkljXYrFgdHQUFosFSqXyueYCg8GAK1euwGQyYXNzEysrK127qCqVSi5He71eDA0NweFwPKevK5VKWFlZQTqdxnfffYcvvvgC+XweiUTihD55d9NqtXgk4q1btyCTyTA4OIjLly/z5Jz9zvciz6xNlEolzp49i08++QROp/M5a5N6vY7d3V0kEgns7u4in8/3/bxwg8EAp9MJk8mEy5cvY25uDkNDQ891fiaTSXzzzTeIRqPY2NhAsVjsi7FhFNhOTk5iZGQEPp+PzdPtdvtz35/P55HP57G9vY379+9jc3MTgUDgrd8HhULBZveNRuPYSuB9E9jpdDqo1WrY7XY4nU6USiWUy2UxsBNgMpm45Oj1euF0OqFQKA4U91OXlNDHrR8QZtosFgvGxsb2mDNTowg1TdA83P0LgEaj4cDH6XRCp9Nxhmv/901MTECpVKJUKmFtba1rF1USYOv1elitVthsNphMpue6emu1GgKBAILBIB4/fozbt2/3zfPxNqAyT7lcxubmJpf6z507t2ckoshepFIpW0cMDAzg3LlzbLwrpNlsIplMIhAIIJFIsJdkP6NWq+FwOGCz2TA+Po4zZ85wckNIoVDA6uoqgsEgotFoX02Bkclk8Hg8OHv2LJejbTbbc7OYO50Od7zG43Hs7OxgY2MDhULhrScryP5ErVYf6+CEvgjsgGcpe9JIHVRfP63Q/TAYDJydotLjQfdIOJg7EAhgdXUVkUikL07AcrkcIyMjcLvdmJqaYo8jykq1Wi1UKhWUSiU2lqQsHz1jdJCgL/J2O2i+bqPRYAF8Pp/v6qwnBXZk+OpwOPZ4hNE11Wo1+P1+bGxsIJFIdPU1dQuUBafJHGLn8MtRKBRwOBzs8k/d+8Ku9Ww2yybgW1tbCAaDfaMBfhHUQa1Wq9nTjyyJKJCp1+tIp9OIxWKIx+N90yUslCx4PB7Mzs7u8SCl4JYSE81mE+FwGGtra9jd3WXz9Gaz+dbfQb1ej/HxcWg0GtRqNeRyuWN57/smsNs/75QyUadh3uKLoAVAoVDA7XbjzJkz3AF6WLaO5jbGYjHcuXMHv//97481jfw20Wg0uH79Oq5evYqhoSGMj4/vmStZr9eRyWSQTqdZ7KpQKGAwGCCXy/mLDDBtNhv//v16KQCoVCpYX1/H4uIiYrFY12brgGeWAU6nkydxCOcH0zUVCgXcunULd+/e7atmmrcJSRsqlQqXCrv5WegGyOl/YGAAMzMzGBkZ2TOEPRaL4cmTJ4hEIvj1r3+NJ0+esKl4v6NQKKDT6WAymbhpgIKdVqvFAS813wSDwb4J7IBn+9r8/Dx+8pOfcBVGuA43m00O4h4+fMg+rIFAgL373jYulwsffvghYrEYcrkc/H4/gLdve9IXgZ3QI0aYuRPLG8+EnHSyI9f2w4I64OkLUSwWUSgUWJvQ69BzQToyygCQQJ2gxoBarbbn3pG/nVKp5O5Fg8EAvV7P2byDnrdWq4VyuYxCodD1Gw5NnFCpVJwNOMhcudVqoVgsIpfLoVKpnOqD0+tCnn8HdaGLPIXWb5VKxdljsq+gbB29VySZoC7Y4zaCPSmoYYAaSfavYZVKBblcDoVCgTsy+6HiIkQikfDkpP1lTuEzQpndRCKBTCZz4ASht4VKpYLNZkOr1WJP0+N49/sisCPEQO55DAYDPvjgAx6Yfe7cOWi12ud0KkLC4TD+9Kc/IRqN9o2JJc30I+NIGgi9f0Eol8us1RkZGcHw8DDMZjNGR0d5AoNWq4VGo4HT6YRarYbb7T702Ws2m8hkMjxk+zRsOiIi3wcK5nw+Hz766CNMTU3B4/FAJpOh1Wohn8+jVqvh4cOH+Nd//Vek02mEQqFjKa11Cy6XC++//z7cbjdcLheAZ4eGcrmMxcVFPH78GBsbG8jn82g0Gqcms04Jnlwuhzt37iAajeLOnTtYWVlBtVo9Vp2hyWTCmTNneO+hjOr+YQBHTV8FdiLPo9VqMTc3h7Nnz2JiYgKjo6MvHXGVSqXw8OFDnpfXD9B0CafTCY/HA7fbzW3oQqrVKuLxONLpNM6ePYvR0VE4HA7Mz89Dr9fDbDazOPdVDhKtVovtBkRERF6MRCKBXq+H2+2Gz+fDuXPnMDc3x1m8er2OUqmEYrGIra0tfPfddygUCt/LULYXsVgsmJubg8fjgdVqZUuPRqOBarWK3d1d3L9/n42a+y1b9yJoXaZmNfJhPY4u2P2QDluv1+9pRHvb/x49F9i1221kMhkEAgHU63V4PJ6T/khdCZUNjUYjLBYLe9btL1FTgEIeP81mk2d+9vqUCalUCq1WC6VSieHhYbzzzjvcxUr+R/uDM4vFgoWFBRQKBfh8PrhcLg7mNBrNnhL2cY+J6Ra0Wi1mZ2chlUrZ8+9NEHZe7+7u9r2hbLvdRqlUYh8tGs1H4+dOc8VBaG0yNjaG+fl5DA0NwWAw8PtGM4kTiQRPwTlNZW2pVMrD7Knpi7rxgafa10AggEwmA7/fj1gshkwmc2CmjnzV1Go1a9PIV7HZbKLZbKLRaCCfz3dtUCj0LxTq6vd/j/DHo4L8YA+TqxBCY3caX0lOE2LGTkCz2cTm5iZ0Oh2mp6cxPT39wrLiaYXm5Hk8HoyMjGB8fJznmB4W2OVyORSLRYRCIWxtbSGdTve0Qzl1TVksFnz44Yf4r//1v8JqtfLieFDWbWxsDP/wD/+Adru9x6SXOl+FQd1hxs79jsPhwH/4D/8B2Wz2ew0Ppw7RVCqFf/zHf8SNGzeO+JN2F+12my10tFot7t+/D4/Hg5mZGQwPD5/0xztR1Go1hoaGYDab8YMf/AB//dd/DYPBAI/HA6lUyt5rxWIRKysr2N3dxfb2NhtlnwYUCgV39M/MzMDr9fI8YeCphOY3v/kNotEovv32WywtLaHZbD53OCetsVwuh9vthtPphEajYc/KfD7PGtqVlZWu1FhThpIszch0/7icMNRqNaxWK6xW63M+n/s/J+m79Xo9bDYbisXiW2+e6rnAjlq5c7kce4wJoQ33VUtl/QY9RDT1QDj54GUPIA1xJw/AXhfcSiQSHqhutVrh9XphNptf+HvUajU0Gg2AZxYVtIjQCbHVarE/0WELSavVQqvVYsuUXqDT6aDRaLBvIZ0q93f8KpVKOJ1OGI3G75UtoakmarUaOp3uqC6ja6HnRyKRoFQqoVAoQK/XH5gVP21rl1wuZ9sOu90Oj8cDjUbDaxaVGaljP5lMolgsnqryq1QqhU6n4woCNXIRtVoNqVQKyWSS90chtCcqFAq+t6Rn1Ol0cLlcPPGE1ja1Ws1BSLfda2HGjpoShNC1HiS5+b5IpdJDs4T7PwOhUCigVqtRq9Xe+vvdk4FduVxGNptFqVR6LlsgXCBUKtUJfcqTgXzIVCoVLl68iGvXrvG0if1+ZPup1Wrs87O6uopsNvtWxq0cJwqFAkNDQxgbG8PAwMArvdwH3ZtSqYRoNIpyuYylpSVsbGxgeHgYP/rRj3hihZB2u43t7W3WdnTjifcgisUilpeXEQwG2cbFYrFgampqj+mnTCaD2Wz+3mJ1mmrS6XS4HEkloF4Jhl8H4cGAOqXJkf60HkjJd9RiseDKlSvw+XyYmZmBXq/fsyGnUikEg0GEw2F8++23WF1dRTwePzUNAcCzCsTU1BTcbvdzJUAqndLYMCESiQQmkwkGgwF2ux1zc3MwmUwYHx+Hz+eDQqFg26Z6vY5arYZwOAyNRoNQKIRwOIxwONwV7yV1vDYaDYTDYSwuLsLpdMJgMOzZ8/V6PWZmZmCxWBCJRPDgwYMj+wwkczIajc+ZQh+EVCqFxWLB4OAgFAoFYrHYW5U59WRgV6vVUCgUDkxnklZDr9e/MEPVjwgnB9AIHqPRCLfbzVmo/dCLWqvVsLu7i8XFRR7L0+su5XK5HC6XC2NjYzwU+lXYv3hVq1WEw2Gk02l88cUX+Prrr3Hp0iVcv379wPE17XYb4XAYd+/eRSAQ6JlydqVSwfb2NpRKJdxuNywWCwYGBjA4OAij0chlBZlMdiTyh1qtBqVSiVqtxjMeydS5XyH9Es01pdFX+wO70xLoUWBnNBoxOzuLmZkZDA4OQqPR7Jn1mc1msbW1Bb/fj0ePHuHJkyddEWQcJ3K5HHa7HT6fD3a7/bn1jGyqisXic++QRCKBwWCAw+HAyMgI3n//fbhcLkxPT2NsbOzAZ2x7exvhcBh6vR6NRgORSKRr7jkFd4lEAhsbG2g0GpiZmdnzPRqNBqOjozCbzbh169aRvkdyuRx6vX6PxvFFkD7S5XKhVqu99SkUPRfYAU83oEKhwMOeS6USawZUKhWcTieazeap095RHd9kMrFfnU6nO3QAMb0ctNFQCa7XT8Fk1EmDw+12+x4R9mHQoYHsAcj/KZVKYXV1FblcDtFoFKVSCdVq9YWlCWoKOGjObLciLDsLv2gxFwqBj+LvonKGVqvF2NgYLl68iGQyiZ2dHdRqtb54Fl+GUNx9WDNOt2ymRw0FG2azGW63G1arFWazGRqNBhKJhDvK6/U6gsEgNjc3EYlEOMt7WlCr1azPcrvd8Hg8MJvNrD1MJBLI5/PY3d1FKpVCNptlz0ydTscH++HhYXg8Hng8HtbnKZVKlgfQ+kjSC4VCwaXabmzuEUplDnoeSEtIDQ5H8flJc01jF+keHka1WmU/2Gg0img0emhDy1HSc4Fdu91GOp1GvV6Hy+VCJBKBXC5nUbzRaMTCwgJ8Ph/W1tZO1eQJlUoFj8cDl8uFoaEheL1eNvU8jGq1yi7lxWIR1Wq150thSqWSF8Lx8XHMz8/DbDa/0skqk8ng4cOHyOVy2NjYQDAYRDabxe7uLhuiZjKZl05cqNfrKBaLqFQqPRPYAXguqNv/2Y9yWL1cLufyz9/8zd/g0qVLuHfvHv7lX/6Fux57Jdv5JgiDOgqoaSTUizasfkEikWBoaAizs7MYGxvDzMwM2zFJJBJUKhVsbGwgnU7jz3/+M373u98hn88jkUic9Ec/VqxWK6anp+FyuXDp0iVcvnwZKpUKSqUS5XIZt27dwuLiItbX17G0tIR8Po9KpQIAGBgYwF//9V/D5XLh7NmzGBkZgVqt5vWwVqshk8lwIEe6OtIak3/nzs5O1wV2L4PGaAI4ElkWaRxVKhW8Xi9PcaI54wdB4+4SiQRu3bqFGzducNPY26TnAjsSeFcqFVSrVZ4SQJsslSPJ6bnXHsbvA50kTCYT9Hr9c47ktCkLmwGq1SpPl6CsXS/r6oBnwlYK8IRdsEIOuh+VSgXJZBLpdBqBQAA7OzvI5/MIBoOoVqsol8uciXvRpkvZ0F50wqf7QZ2I9P/f513aHxBSiZECGTJ7jkajMBqN7Fd22ixl3pY9Q7dB//Y6nQ52ux1WqxV6vR5arZa/p9VqoVQqIZfLIZVKsSdbL1swvQlKpRIGgwEmkwkmkwlms3mPm0E2m0UkEuGGkkqlwlYmJpMJAwMD8Hq98Pl8GB4e5u7+TqeDUqmEfD7PzWA0MhF4tp9UKpWu3EuFa8hha7tMJuMs21H8fZQB1Gq1PHnoRYkToe4xm80im83yevo26cnAjgI56twk/7XTjslkwgcffIAzZ85geHj4uYeZHv56vY5oNIpisYjFxUV88803yOfz2NnZQTqdRi6X6+n7uT+wo3Fg++1J6P9brRYikQgymQyWl5fx+eefI5lMcndZvV5nP6devi+vCi34sVgMKpUKmUwGWq2Wx4y9CS/aFKRSKUwmE9RqNc6ePYsf//jHSKVSuH37NjY2Nvjw0e9l2dMCZWpVKhWGh4cxNzcHl8sFrVb73HtJthv5fB6FQoHnN58mJBIJB1wUxAi1l81mk6ULwNPS7bvvvouzZ89icHAQV65cYXlOo9FAOp3G8vIy8vk8tre3EQgEYDAYeBrP+fPnMTc3xxUgGtvVTYGd0ELEbrfDZDLt2e/exmdVqVQYHx+H2+3GxMQELBYLNyUeVsmgSSClUollOcdxaOu5wA54GgVT1q5Wq3Gn2WnHYDDg0qVLuHbt2gu/j4Sw8Xgc33zzDf7xH/9xj3VMr2cLSGOnVCqh0+kOTJVTpo60PLFYDLu7u3j48CG+/PJLJBKJU5M92Q8FdslkEjqdDrlcju/hmwZ2L4IWaL1ez/Yq6XQa+Xwe2WyWfbXEd7w/oAY3nU6HwcFBTE9Pw2w2P5cVIp8yCuqKxeKpy9YBzxpMSPu2v7GGvOqoS12lUuHdd9/FT3/6UxgMBp6yQ9rgWCyGb775hjtFl5eX4XA4cPnyZTidTlgsFszOzrJenWaMd2Ngp9PpYLFY2KP1baJQKODz+TA5OYmRkRGYTCbOMB92b1qtFqrVKiqVyrFKnHoysBNy2jbdg6DTGHk/CbvJDqLVaiGdTiMSiSCbzfadSJ1mJtJ4nXK5zIFep9Nht3oStpbLZWxsbGBzcxOBQAC1Wu2VU+VCDSd5bdXrdWQyGS6P9GKXJwV2arUafr8frVYLXq8XarV6zyZzFAgXRbIRaLfbsFqt3HUci8V68j4eBj2H9O6Rvk5oKUNZGrrX/aK5k8lkPK+aSozU5CW8vmaziUKhgGw2i0ql0hfXftTQCDar1Ypms4nR0VEoFAo4HA7o9XpoNBq+r+l0GvF4HH6/H5FIhBvB6DBFjSzCw9tRNkwdFcISrE6ng81mg8FgeCUN9Zug1WphNBphtVoxNDQEn88Hm832wqbERqOBZrOJXC6HSCSCWCyGcrn8Vj7fQfR8YHfakUqlmJycxMWLFzE8PAyLxfLS31OpVPDkyRMeEt1v5UU6JZVKJSQSCYTDYW71J3PYSqXCHkjpdBpffvklFhcX2V/sZewvh9BGTYL/paUlfP3116hUKigWi2/7ko8UsmtJpVIIBALodDpwuVy4evUqi4f1ev1bcXnX6XTw+XywWq2YnZ1Fs9nExsYGdnd3e95+R4iwREMNSzKZjPU6SqUSWq2WxxapVCreLHodMri22Wzw+XwYGRmBUqlkPTBpkCqVCgKBANbX15FIJHqqCeltQ0GuTCaDz+fjCtbZs2ehUChw/vx5uN1uzvbVajU8evQIt27dQjAYxDfffINMJoNmswmVSgWLxYKZmRkeo0j6vW6tWpDcxuv1Ym5uDkql8q351g4MDOD8+fNwuVz49NNP9/gsHgRNcSqVStjY2MDXX3+NWCyGSCTyVj7fQfR0YCcUeQstGQ766rYH86ggfxyv1wun0wmlUnno9dLP0UkilUr1pXWAMGNH4mC6TxKJhP3DMpkMwuEwkskk/H4/dnd33/jvpIWwVquhUqkgn8/3bLYOeNotXa1WIZVKEQ6H0Wg0MDExwadOjUbz3An5KJorKEvV6XRgNBphNpt5xnE/QXNPSRtFARtpQWmMHdk4yeXyvsmqU+elRqOBVquFVquFQqHYE0TQO0wau6MO6oWHMsqUfp/xeG8ToQURNWQJmwZofGS9XodOp4NCoYDFYmFfSODp81YoFBCLxbizP5/PcwcsTbSwWCycsds/dafboAYRsrLav/7sP3y/7vpEf6Zer4fb7d7zJRwvuR/qA6DGn0QigWQyyZ3Kx0FPB3alUglbW1uo1WpciqSuWODpTEu3280jyPrhtEtQOYMErmTCSy/lQV1C1GZdKBR4bNjbHkZ8EpAvXyqVwhdffIHt7W1euChjV6vVkEwmsbW1hVKphHg8/kZ/l3AzajQabB1TLpf74r5Wq1Vsb28jHo9DrVaj2WzC4XDg6tWrcDqdXJYVZi5ftoAe9D3dVOo5DjKZDB48eACLxQKfz4ehoSHuEJXJZBgYGODRTw8ePIBCoUA8Hu8Lqw+pVAqVSsWHA+HG2+l0kM/nkU6nsbu7i83NTWxubvJc4u/zd9KPtFnTeun1emG1WhEKhXDv3j0Ui8WueneLxSL8fj/K5TKePHnC9l5DQ0M871Wr1fI0BplMBqvVuufPkMlkcDqdPEWGPGBHRkYwODgIj8eDhYUF7lCWSCSo1+uIRCLI5XLI5XJddU/IdaBQKPDaZDQa9xw2aaQYdRVbrVZUKhWUSqWXxgJqtZrNjd955x18/PHHsFgsvOYd1oULPNWwb2xsYGtrC0tLS0in0ygUCsd6yO+LwK5cLmN8fBydTodHikmlUtjtdrhcLuTzeXZ47xeoFV2r1cLtdmN0dJQ7C/d3fwJgR38yS6SO4n4UI7daLb62r776Cjdv3uQ2dVqwKPgjP7rXXbSEeif6sdFoIJPJIJVKHaue4m1SqVSws7MDqVTKpeaRkRGMj49z2X9/N9rLgrvDdCmnKbjLZrN4+PAh9Ho9Lly4gLm5Oc6YKBQK9qOUyWQYHR1la6JkMtlVG+ybQIEd2WsIocAuFArB7/dje3sbm5ub3+uahdkt2pTNZjMmJiZgMplw4cIFjI2N4e7du1hbW+OJRt1yn4vFIgKBAAqFApaWliCRSDA2NsaaarfbDZfLBeDZWrQ/mySVSuFwODAxMQGj0YhKpYJKpYJr165hYWEBBoMBPp9vjxFxvV7nDF83BnaUhUwkEjySUNihSoGdSqXiJgu5XP5KLhpqtRqTk5Pw+Xy4du0aPvroI56ve1CmTrh2NRoNbG1t4datW9je3kY6nT52OU5PB3b7W4mBZ63hNKCXjBz7bdOgANZoNLJvHZm9AnsDD4LMiLPZLGft+jFjR1C5i/Rv9DI3m02eDEHC9TdFeO/ISiAej/dViZsW0XK5jFQqBZPJhHq9fujm12/v2tuCyo3ZbBbhcBitVgtDQ0N8AJHJZFCpVLDb7TyvWCaT9aQ3opD9jSP71yrhtdPkmBc1jghLblS2FgZx1IhCJWAqVfp8Pva5VCqVUCgU/PtpjegGaK2qVCpIJBLw+/1QKBQYGBhgOyea1nEYwpItAIyMjKBer8PtdsNoNPJoLIlEwl3IVNGIx+NIpVJd88zRs0BuBisrK3A4HNDpdGi32/zvKPy3N5vN8Hg8nPSpVCrcTUwTKqhJiTKe5Ptnt9tZEiEs7QJg2zXyNqXJReFwGLFYDNls9kSeo54O7Gq1GmKxGBtZAmCjRQCs0Wm1Wm+9Ffq40Wq1mJiYgNPpxMTEBIaGhnjKxEGu9Z1OB8lkEouLiwiHwzx3kTpE+xHKcuwfmSPUjhzltRcKBTx48ADb29vw+/1dsxAeBZ1OB/F4nP3kaOzam3SiiaXYZzSbTSwvL6PT6eDs2bNcKiPMZjMuXboEn8+HQqHAczF7eToMldBUKhWP5hM+EyqVCgaDAU6nExcuXIDNZuMg+CBISE8zZ61WK+RyOQdxCoWCzdrJvkNoEkt/v1KphEajgUaj6Sq/PDK5rVaruHHjBpaWljA2NoZYLAabzYZ3330XU1NTL/wzZDIZvF4v7HY7Go0GFhYW0G63ed4paTpbrRaWl5dx//59hMNhfPXVV4hGoycWoBwGuRp8+eWXWF1dxZkzZ/Bf/st/wdDQEI+mo1hAoVDgzJkz+Oyzz1AoFBAMBlEsFpFKpZBMJnk2Nuk9qcv4448/hs/nY4P7g3R8VHaNxWJIp9MIhULI5XL485//jNXVVR6icNz0dGBHJTfyiAGwJ0qn8ls/ZuyE7en7T1z7Azr6UTg+jGw++p2jDt4OgzSM/ZixI6ihIpfL8TtH79pBUyUAHCpqPgzhoWR/Y1Q/QpMDwuEwXC7XczocpVIJu93OXn+UsevlhjChLRA1jlCmRNg4otFo4HA4OLN3WGBHInqZTMY6KOoqpgYUKqPRjFSSYdTrde5gJNuPw2wsTgrheD+aC6tQKOByubjrnt6Zg7Rf9JxQowSA5zR49L3NZpP1jaFQCJubm4jFYm//It8Aytjlcjmo1Wpks1k2DQaeVe+o9D44OIhCocAlXJKXqFQquFwuniRhNBq5Y9vn83GjxEHPRKvVQi6XQzweRzwex9bWFmfsyAv1JN7Tng7sDoOyMzQrVKlUYmVl5aQ/1olBm6TQ1Llfs3QnAdmnpFIppFIppNPpvg6aM5kMfvOb32BlZYXFycJFj4aV63Q6jI2NHbiJHESn00GxWEQikUA2m8WjR49w584dxGKxEzn1HgftdhvJZBLNZhNut/u5wI6ao/R6PWuEuilz8iZUq1WEQiFks1ncvn2bm0ZoprNGo4HVaoVKpcL169d5Mz5szaJgUCqVQqPRcABMWbz9Uxvy+Ty2trbw3XffseaY7I+oe7Eb9dh0eKRJOQ8ePOCSIY24Il0m2eiUy+U93fnCJich5CBQq9Xw3Xff4fbt2xzwdjOUuU4kEnjw4AGSySQuXbrE1lbA02t2Op3crUplaBr1Rc0oKpWKtZ8ajQZms/nQgI6o1+tYXV3F/fv3kU6nEQwGUalUkMlkTvTg1ZeBHfD0H9Nut2NiYgLA0QwB7lUo8yGcsSsGdkcDTWlIp9M8hiyVSvW1oWoqlcIvf/lLLk8IxcQSiQRTU1O4cOECu9gflh04KJNXKBSwtbWFRCKB+/fv4+bNm2wL0o9QFiaZTGJkZOS5wE6tVmNgYACVSgUWi2XP9IFepVqtIhAIQC6XQ6fToVQqYXx8HENDQzCbzezfZ7PZMDg4+Nyz8iJd534NlJBms8ldnsvLy/inf/onzq7TYbebM8QUmABP72E8HofJZMLk5CRbXlFHa7FYRDabRSKRwMrKyksPmpVKhU10Hz58iMXFRbZW6WZIlkDrRSgUgsfjwfz8PH+PRCKBy+WCw+EA8CyLSTpPYSmfvh84uNqw/1ms1WpYXl7G119/jXw+j0QisWfG9knR04Gd0AuKfiSndolEwloNrVbbdz5Yr0qz2WR9RjweRywWQzKZ7NuN8iRotVqo1Wp7vrrxxH9UkHlss9nco10kUqkUQqEQqtUqlpeXX6sjLJFIYGNjA5lMBplMhst13brZHgUv8gsTuuzv9+XqZfbbVeh0OoRCIW54o9KqSqV6qT6a9HcUmNFoLSrhUvNBvV5HIBBAOp2G3+/n2bO0f/QSdM2kM9/e3ub3TKlU8ki+TCYDv9//Ug+1arWKVCrFdlh0P3vlvaOSukwmY+0cGalTOZamt5CMQVj+p4zui6C9tFarcTY0kUjw4YC6bbshadLTgR1pmlqtFhKJBBKJxJ4UKnU+ZbNZdjU/bZTLZTx48ACxWAw3btzA7373Oz7Nibw5wg2WUu+ZTAbpdJod3fsV2pAPCzIqlQp37v3+979/rfmy9Xod5XKZT+HdZj0hcnS0220Eg0FkMhkEAgEW+A8PD2N0dJSnkJBm6jBarRZ7RxYKBT4QkCQin89zNmptbQ3RaBT5fB7RaLSnxylSp/qXX36J+/fv82xsqVTKlk6NRoPfoZf9WdTpXiqVeu6elEolrK2tQavVwuv1QqvVwm63Y2FhASaT6UCTYuFYxFc5LJXLZdy6dQu7u7vY3d3F48ePUSwWsbW1hVQq1TVBHdDjgR11xiiVSvZlk0qlaLfbfNrbbwPSTwiF5oeJZxuNBpLJJEKhEILBIPx+f8+dTrsZiUTCGTvqgOr3bChlQw6jVqshk8kc4ycS6VVKpRJKpRLa7Ta2trZQLBa5u5UyUi87GJDtFR1Y4/E4VygKhQJSqRT8fj+KxSJWVlaOdbTT24bKy/10TW9Co9Hgpq5oNIpQKMQNg9RlflBw96IS//4mxHq9jmg0iu3tbSwvL+PmzZt8CO22g3xPB3bNZpPFnbu7u1hcXITT6WQH6n4+5ddqNYRCIZ6nGIvFoNFoYDKZ9sywq1ar2NrawsrKCsLhcNecKPqFg6xlREREXo9KpYLNzU3uLlxdXYVarYbD4YBGo3nh76UMcq1W4wCv0WigWCzyaKdsNsv/LdJ/kGau0+lgY2MDrVYLFosFW1tbMJlMcLlccLlc0Gg0cDqd3CCh0Wg4ABR6KtZqNUSjUZ7QQY0W33zzDXZ3dxGLxdgZgLKb3bQH9HxgVywWUa/Xsbm5CbPZjLGxMUxNTUGn0530x3ur0ESARCKBM2fOIBwOs1Hl/sBubW0Nd+/eRSaTEQO7I2J/plREROTNKZVKWF1dZS3U62oKD3ofD/o5cf3rT6iK0Gg0sLS0hNXVVR4lplarcfHiRVy4cAFWqxXz8/OwWq2w2WzQaDRc0qaOY/LpvHPnDqLRKGKxGGsyV1ZWkEwmu77RpqcDO+CZlQfpKIxGIwqFAjQaDaf5+7ELlAbOS6VSJBIJbG9vQ6/Xo1wuQ6vV8mLm9/tZa9LPUyZOEjJApS+VSvVC3y0RkYMgyw3yXFMqldxkQDMuv++klG6m13RdIt0JTRkiv8d6vc5ypHK5DL1ej3Q6jVQqhUQiwfEDaQxbrRaKxSKCwSDPZ04mkz01hrPnAzvg6T/k6uoqwuEwotEopqen4fV6eRSK3+9HtVo96Y95pFCHTqlUwh/+8Ac8evSI3daFesJyuYzt7W3k83lOVYscHWR+SbYnPp+PhdvpdPqkP55ID+H3+/G//tf/gt1ux+joKIaGhni+c6VSwfLyMncj92twJyJyVNC4r2q1isXFRezu7kKhUMBgMPBEEqpuNRoNfqeorEsdsKSfpj+vF+iLwK7T6XBXotlsRjweh0qlYsNYGoPUT5CYE3i6Ifj9/hP+RKcPCpKVSiWMRiOMRiMMBgMMBgNKpVJPTwcQOX7y+TwWFxdhMBj43aZGlEqlwkazYpewiMjLoQANAHuMnhb6IrATkkql8NVXX8FsNrPwMZVKiaJZkSMll8vh3r17yGazsNlssFqtkEql7MH1JjNURU43tVoNyWQSxWIREokEiUSCOz7r9TpisdixjcgTERHpXfpu94lEIvjFL37B2RLhOC0RkaOCDhCrq6u4fv06B3YajQZarXZPA4uIyKtQrVYRiUQgkUgQCATYY4vWsV6YBCAiInLy9F1gR674IiJvk0ajgVQqBYlEgmAwCIfDgXA4zFM+xMYJkTeBsnFiACciIvKmSDqvKNbohzE2IiJHhUqlgs1mg1KphNVqhcViQblc5iHQ5XK5Z4S2IiIiIiK9wauEbGJgJyIiIiIiIiLSA7xKyPbiqbciIiIiIiIiIiI9gxjYiYiIiIiIiIj0CWJgJyIiIiIiIiLSJ4iBnYiIiIiIiIhInyAGdiIiIiIiIiIifYIY2ImIiIiIiIiI9AliYCciIiIiIiIi0ieIgZ2IiIiIiIiISJ8gBnYiIiIiIiIiIn2CGNiJiIiIiIiIiPQJYmAnIiIiIiIiItIniIGdiIiIiIiIiEifIAZ2IiIiIiIiIiJ9ghjYiYiIiIiIiIj0CWJgJyIiIiIiIiLSJ4iBnYiIiIiIiIhInyAGdiIiIiIiIiIifYL8pD+ASP8gkUggkUgglT49L8hkMshkMkgkEsjlTx+1VquFZrOJdruNRqOBTqdzkh9Z5IiQSCRQKpWQyWRot9tot9vodDpoNpviv/ELoHeD3hP6UfgedToddDodNBoN1Ot1dDodtNvtE/7kIiIi3YoY2IkcCUqlEnK5HBqNBhaLBSqVCgMDA3A4HDCZTBgdHYVSqcTW1hb8fj+SySQePnyIfD5/0h9d5AgwGo24dOkS3G43crkc0uk0yuUydnZ2kM1mT/rjdQ3CoE0mk0Eul2NiYgKDg4PQ6XRwu91Qq9WwWCwwmUxot9uo1+uo1+u4desW7t69i2q1inQ6jUajcdKXIyIi0oWIgZ3I94ayDiqVCgaDAR6PB3q9HvPz8xgfH4fX68XVq1eh1Wrx3Xff4e7du9je3sb6+roY2PUJWq0W58+fx/T0NCKRCHZ3d5HNZpFIJMTAToBUKuXMHB2ERkZGcP78edjtdszMzMBgMGBoaAgejwfNZhPlchnlchlSqRSBQAC5XA6FQkEM7ERERA5EDOxOITKZDHq9HkqlEkajEXa7HVKplMtm1WoVxWJxT7lHLpdDoVBAIpGgXq+j2WxCLpdDrVZDJpPBYrFAr9fDYDDA6/VCq9ViZGQEXq8XVqsVSqWSS0tUpusWpFIp9Ho91Go11Go1jEYjFAoF9Ho9NBoNGo0GyuUyWq0WSqUSqtUqKpUK0uk06vX6SX/8E0Wj0UCr1cLhcMDlcsHtdqPZbCKfz6PdbnMJ/jQik8kglUqh0WhgNpv5mVKr1XwI0mg0OHv2LEZGRqDRaNBut1GtVpHL5fh9oy+73Y7p6WnEYjEkk0mUy+WTvkQRkb5FIpEAeHYYk8vlsFqtUKvV/HOUfRce1jqdDkqlEmq1GiqVCrLZLFqt1rHuead31T3FKJVKjIyMwGq1Yn5+Hu+//z6USiXK5TIajQYikQjW1tY4IyCRSKDT6WC1WgEA6XQaxWIRBoMBbrcbGo0GPp8PTqcTWq0WNpsNCoUCKpWKdVdqtRqtVgutVguNRqNr9HVSqRQKhYIzJG63G/Pz8zCZTFwiy+fz8Pv9KJVK2NnZQSgUQiQSwTfffINMJtMV13FS2Gw2DA8Pw+fz4fz58zh79ixMJhOAp1k8rVZ7wp/wZJBIJPz8Dw0N4eLFizAajRgaGoLD4YDFYsHo6CjUajVr7PL5PHZ3d1EoFFAqlRCJRKDT6eDxeKBUKnH27FkYjUasra1hc3MT6XT6pC9TRKRvkUqlkEqlnNQwGAy4fPkyBgYGIJfLIZfLIZVKWYakVqthMBjQarWwvb2NeDyOYDCI+/fvo1wuH2tCQwzsTiGURTAajXA4HBgZGYFKpUKpVEKj0YBMJkOhUOBslEQigV6vh91u5w2rUCjAaDRiYGAAWq0Ww8PDe/RBMpmMRd/UKFGr1VCtVlGtVlGv109MAE4nMblcDqVSyZ/Z4XDA7XZjaGgIZrMZY2NjGB4eRjabhVQqRbFY3NP4odFoUCqV0Gw20Wq1TuRaThJ6FkwmE0wmE4xGIwwGA2dx6SR7mqATvFQqhVarZc2p2+2G2WzG4OAgXC4XrFYrB3blcpmz5OVymbPCcrkc1WqVs3xSqRQGgwFarRYymeykL1VEpK8Qvrt04JfJZLxHGI1GOJ1OeL1eDvakUilUKhXLKkwmE5rNJmq1GqRSKcrlMtRqNZrNJur1+rHtE2JgdwqRSqXQ6XQwGo28KavVapjNZgBPszBDQ0N7HkKlUgmNRgMAqFQqqNfrUKlU0Ov1kMvlMJlM0Ol0fIrpdDrI5/MolUpIpVJYWlpCNpvF/fv3sbi4yL923FD2UaVSYXh4GFeuXIHJZMLY2Bjcbjf0ej3cbjeUSiW0Wi2XpM1mM3Q6HfR6PSYnJ7G9vY1CoYBIJMIZvHa7faq6QCUSCZxOJ+bn5+HxeGCxWKBUKhGLxfDnP/8ZiUQCqVTqpD/msUBBrF6vh9VqhcFgwLVr1zA+Pg673Y6RkRGo1WrodDqo1WooFAoUi0V+J1ZXV5FOp7G2toZKpcKbi1qtZikDHSDi8TgymcxJX7KISF8gDM7cbjcGBgag0WjgdDq5UuVyuaDRaDA4OAij0bing50OsaQzb7fb8Hg8KJVKWFtbg0KhQCqVwurqKkKh0LFckxjYnUJow9Dr9fyl1Wp5wwHwysHJYRmZdruNYrGIZDKJ7e1t/OEPf0AsFsPq6iq2trZOLFtH2Uq9Xo+pqSn89Kc/hdPpxMDAAOx2O4Cn19Rut1Eul1GpVACAX+ahoSGoVCo4nU4EAgHY7Xa0Wi2kUineeE9TYGe1WjE1NQWHw8HaxGQyiXv37iGTySCXy530xzwWKBDT6/Xwer1wOBz44Q9/iHfffZdLNBKJBLVajW1LisUiCoUCbt26hS+++ALZbBY7Ozv8zAHYo2PVaDRQq9Wo1Wpi05GIyBFB+6FSqcTg4CAuXLgAo9GIyclJWK1WDA4OYmJiAnK5/ND9bv/P0x7gcDhQKBQQjUaRSqXEwG4/wgiZILGi8OcocqYNnDQsWq2WtSxUJmw0Gmi323zartfrSCaTqFarKJVKKJVKPbdJk6DTYDDwZkK1fdpIms0m0uk05HI51tfXYbfbodFooNPpWBun0+l4M1EoFHuaJ/ZDfmWtVgv1ep2Fo9vb2wiFQgiHw4hEImyBcZIlWIVCgYGBAXg8HoyMjMBiscBgMEClUvHGS2XoUCiERCKxx2vM7XbDbrejVqvB6/VyWbpSqaBYLCIUCqFarZ7I9R0X5FmnUChgMpngdDphsVgAANVqFbVaDfV6nd+vg36vsFQvfBd7DXqmnE4nd4RPT0/DZrPB6XRyCbVWq6HVau15D1KpFIrFIncQU6lfuOaQJpUaUeRy+aks+xNU4qbsCGVaqBmM5BXCdYpkIPV6HYlEAvl8Hs1ms2t0viLHB63l9ByRzMHj8UCn02F8fBzj4+PQ6XRwuVwwGo3Q6/UcNwBP9zvyY202m0gmk4dWn7a3t5FKpZDL5Y610a5nAjsKzujmkr7HbDbv6bwjkaNKpcLQ0BAGBgZgNBoxNjbGpTSdTodGo4FMJoN6vQ6FQgGlUolkMok//OEPCAQC2Nrawurqak8torTJyGQyjI+PY35+njeVZrOJ9fV1PH78GJVKBYuLi1AoFHjy5Am+/vpr7pBVq9Vwu92YmJiATqfD0NAQLBYLdDoda+f20263kc/nebNaW1tDLpfD7du3sbS0hGq1yvf6pLpIST+h1+vx4Ycf4vr16/B4PJiYmODgFQCy2SweP36MdDqNL7/8Evfv3+fmD7VajXfffRcXLlyAXq/H9evXIZfLMTIygvHxcQQCAXz++eeIRqMnco3HBZXetVotxsbG8M4770CpVKJSqSCRSCCTyaBYLKJSqTz3/shkMi5r0+LYarWQy+X2ZKp6AfKi0+v1uHr1KqampjA+Po6rV69Cr9fDbDZDq9XuCeL++Mc/4uHDh0in09jc3ES5XEY+n+eS/34Lk3a7zXodOsiepnL/fiirYjKZ4HA44PV6YTAYMD09DYfDAYPBAJvNxh34AJDL5RCNRpHJZPD555/j4cOHLBHppfVd5PsjdISYmJjA1NQUrFYrLl26BKfTCavVCofDwQcEOkzt3/dqtRpyuRzy+Ty++OILrK+vH/j35fN5RCIRlEqlY61eHHlgRy8UZY6ECN3UXxfScwkF2UIbAeH3mUwmNsj1+XywWCyYmpqCwWBggTdl52q1GpRKJVQqFaLRKJaXl1Gr1RCPx3tO+E2BHW28Ho8HUqkUlUoFjUYD0WiUM3iFQgEAWLRN2Re1Wo1qtQqNRsN2DMDTUy895Ptpt9vI5XK8WIbDYWQyGezs7GBra4uzDie9GVHW12q1culVp9OxfonKY4lEAslkEjs7O1hbW+PMJXX/Dg4Osp6KTnaZTAa1Wg0qlYo1hid9vW8L0qRQSdtkMrFQmDJ11AG9/x6QvtNkMu3pkKYGgl64Z8LmG8puO51ODA4OYmhoCMPDw9BqtXumb5CeLhKJYGdnB8lkEuvr66+U3aW/TyaTQaFQoNPp9Nza9H2hvYPWd8qI0sF9fHwcbrebM8jCjTidTsNgMCCZTLJdRb1e78l7SIJ9akoT/ihyOCSVIO20RqOB1WqFx+OBw+HYo7Gm9exFNJtN3jsjkQi2t7cP/D6yLqKM8XFxpIGdUqlkywsSCgtfHqvVCrfbvadV+FWhBVQY2FE3ozDYoOwKeatRsGKz2dh+gL5P2GEmk8ngcDhw7do1TExMoF6v4+HDh2g2m0d0d94+Op0O09PTsFgsuHr1Kj744AN0Oh3E43GUSiXE4/Hn7nmj0UChUIBMJuNOvEKhgEQiAaVSCYvFAo1Gwy/EQf9m5H1HZdhEIoFKpYJQKMQB3UkvPLQA7v8Cnp6+Hjx4gK2tLYRCIdy7dw/ZbBYbGxuoVquQSqUcfNy5cweRSARutxuxWIyfsQsXLsBgMODevXtQKBRIp9N9a0ehVqsxNjYGp9PJhwehj5Mwq75/89Tr9fjhD3+I8+fPc8auUCjgt7/9LZ48ecL3+aSfl8OQyWSc2fb5fJidnYXVasWVK1cwMjICk8nEPlbRaBS5XA67u7u4ffs2stkslpeXEQgEUC6XX7i2UCCj0WhYuD0yMgKfz4d4PI6vvvoKiUTiGK/8ZKAN2eFwwOPxwG634y/+4i8wNDQEg8HADTsWi4VlN9VqlYNgmUwGrVYLt9vNh1eNRoNqtdpzgZ1Op8N7772H8fFxZLNZhMNhnu5yGp6FN0UikWBwcBCDg4Mwm804c+YMd6j7fD7odDoMDAxwJu9Vnot0Oo3FxUUkEgk8efIEy8vLB34fdci2Wq1j9Z080sBOoVDA7XbDZrPBZDKx8S0xNjaG+fn5PdqIV0UYWNCNp9Pb/jSp8B+G/nv/PxaV5fb/He+88w6q1SpWV1d7zlJAo9Fgenoag4ODuHr1Kt5//300Gg1sb28jk8lgaWnpwMBuf/knGo3uSS2/zgJIG3I3BHP7abfbnEkSBnb1eh0PHjzAn/70J4TDYTx8+JC1gPt1X9lsFg8ePMDAwAAqlQpcLhc+++wzfq7Hxsb4z+9Xjzu1Wo2RkREMDw/D6XRyAEeB3YtsTnQ6HT766CP85Cc/4S5i8nsKBoNs9dGtJTKZTMbWLufOncNPfvIT2Gw2jI2NweFwcGNEpVKB3+9HMBjEo0eP8Itf/AKZTIY7yl/2XFBAI5RDXLhwAefOncP6+joePHjQ95s5PVMymQwulwtzc3MYGBjAX/3VX2FmZob11NToROtYvV7fU7qmbDsd5kko32uBnVarxfvvv4+PP/4Yfr8fDx48QDqdRj6f7/tn4fsglUrh9XrxzjvvwO1248MPP+TsrtlsPnC9ellWPJPJYHl5GdFoFCsrK4eWYunPOm6ONLCTy+XsB0b6B2Fp1uv1wmKxsKbtdQInhUIBtVq9JwtANXBhsNJsNlGpVPZsyK1Wi/U+9LLL5XLu4iNIWPm6n+2kUalUnJUUlp/p9ErNC8lk8pUesm4Myo4KyqZkMhl2+u90OqhUKlxOflF3K92barWKeDyOTqeDQqGATqcDuVwOs9kMu93Opfx+vI8KhYItALRaLZ9Kd3Z2kE6nEY1GWfB/0PXTpkvBCx3y6Oe6FfqsQ0ND8Hq9GB4ehs1m43WEJA6RSATFYhEbGxsIBAIIhUJcpn5R17TQO4skIzRtwmw2w2az9Vww8ibQGi8UtU9OTmJiYoIrQtQMViwWUa/XkUqlUKlUWGOnVCq5wYfe7WQyiWw2y81dvfJuko+a2WzmQ4VSqUS9Xu/qQ9BJQ/s5rVeDg4M8u1yr1e7Z52mtIq9ViUQCjUbD8cX+4I/222azCb1eD5VKxdKSbuBIAzu1Wo3p6WlMTU1hbGwMMzMze7JypMsRjuN4Vfbr84TjPIBnG26pVEIgENijXSkWi9je3kalUmF7D4vFgoWFBZ6mADxrez6os6pbkUgkcDgcGBgYwNjYGD799FNMTk7CYDBAKpUim83id7/7HR48eMCl0dNMo9FAKBTCkydP0G63cebMGbYr2d3dRbFYfCU9YC6Xw71796DX67GwsIBKpQK5XI6pqSkYjUak0+lD0/O9irABZW5uDgsLCzAYDCgWi4hGo/h//+//YWlpCbu7u2x2fdh9FGZjNBoNyyQO67w+aehAaLPZ8JOf/ARXr16FzWZjs1LgqZ5mbW0N//Zv/4ZkMonFxUUEg0GUy+VXGiukVCphtVqh0WgwPz+P6elpuN1uvPvuuzCbzYjFYkgkEj3bQfyq0L12uVz4m7/5G4yNjfF+QkEOVVXu3r2LbDaLlZUVpFIpXLhwAT/84Q9hNpt5vwmFQrh58ybi8TgeP36MQCBwrGax3xeTyYSRkRG43W6MjIxgYGAAgUAAyWQSsVis55qOjgthk9f8/Dw+++wzNtonuRbwNKij5yEUCsHv9/N0JpPJtMfDlXC5XLhy5QpisRgWFxcRi8U4YdAN7+aRBnYymYyNby0WC5xO556F+lUX7FfJGAmnGghtE2g2m7CencvlEAqFUCwWYbFY2Ij3II3LQdF5t0Pu9jabDW63G16vl3+tVquxYJvmd55m6KRPJQw68VYqFS4Dvso9ajQayGazqNfrPEeWJgNQ80m/QaUv0rZS92Gj0UCxWITf78f6+jqy2eyhnZvCA50wuKOvbn3vhOJ9r9eLiYkJaLVaGAwGAE+DOmqSCIfDiMfjCAQCCAaDB/5ZwPMlGgpyqRnD5/PB6/VidHQUJpMJ5XIZ4XC4r7tiKctCTv9DQ0MYHx/H8PAwBgYGADw9qFerVaTTafj9fu4wTiQScLlcKJfL0Gg0PCWGxrPFYjHeG0gu0c3s15JbLBbONAFPjeIrlUpP6cCPE3LSINNwGn+5f3JLp9Phpi/Sl6tUKs78UvZYCGXsWq0WjEYjdDodms1m16xfRxrYFYtF3Lx5E9vb23C73fjuu+/YOZ0eSMrYvQgShr6onLMfCuyKxSKCwSBqtRr/WrVaRSKRQLPZ5JQ+2S0IISF3pVLh8lo3Q4ugz+fDtWvXuENMIpGwZx0tZsVicc89Oa3U63VsbGwgm80iGAwiFAqh0+ng3r17yOVyr5wNoVK+wWBg/z+hT2K3vOBHhUQiwfj4OKampjA6OsrPWi6XQzqd5sH0qVTqwO5WErPTSbkX7w8FotQNTIfWTqfDB0Kr1YqzZ8/C5XKh3W7v0fHSwZNKaLlcbs8aRFNNbDYbzp8/j4sXL/Jkl1qtxk0YoVDoRKa2vE0oaFYoFLh06RKuXLkCm82GhYUFOBwO5PN5fP311yiVStjc3EQ2m0UoFMLW1hakUikmJiZw4cIFzM/PY2xsDCqVColEAuFwGPfu3cN3332HVCqFWCzWE4ExZYe1Wi1mZ2fx0UcfwWg0olQq4fbt23j8+DG2traQTqf77ln4vqjVaqhUKrjdbnz00Udwu904f/48tFotdxUDYA11JpPBzZs3EY1Gsbu7i/X1dahUKjYonpmZwaVLl/j5JMmEwWBAs9nE2bNn0Wg0sLW1xTrak+ZIA7tCoYAbN25ALpezpYFWq+UbRF1ML9Ov7ezs4N69e691shJqn1Kp1HOtxZ1OZ0/3K9ktCGk2m8hkMuwr1e0vP2mVfD4frl+/DovFwoEddeVFo1Fks1kUCoVTNRXhMBqNBjY2NrC5uQmtVovvvvsOEomEg99XRaFQsOaFNnmhTux1pQbdjlQqxfj4OD799FO43W4erZNKpRCPxzmwS6fTBz5jJGInqQPwek05J41wjiQFdgf9OgV22WyW5wkTtIkUi0XkcjkUi8XnArupqSl4vV4sLCzg4sWLnE2oVqt7umv7bTOn7lWNRoN3330X/+2//TducgCA27dv4+uvv0YikcC3337LmctGowGn04kPPvgACwsL8Pl8GBsbQ6PRwJ07d+D3+3Hv3j18++23yOfzbMXT7cjlcjgcDtjtdiwsLOCzzz6DTCbDw4cPsbKygkePHmFra6snEhDHCWXXDAYDhoeH8Vd/9VeYmJiAw+F4zqWDfCNTqRS++uorPHnyBIFAAJubm1AqlRgbG4PFYsFf/uVfYnp6GgB4fVcoFBzknT17lhs7Hzx40H+BHQBOf1MQ1Ww2kUgkUK/XUSgUUCwWX5qxi8ViyOVyXBZ7ncCOTHCF6en9izJNG9gfYLZaLeTzeY66u/mFUSgUMBqNfD0UYEgkErRaLR5PRMJt0evoGcJnpVwuQyKRvJb2kMyxHQ4HrFYr33cq+xQKhZ4SZ78Isg9SqVRs3kmNOUJbD/KEPOyalUrlHuF3r8kdSPbRaDSQSCQQCAT2aHFpwaeuWZlMhqGhoT1rDBkxl0ol5PN5LtuTmbPD4YDL5eIGAYlEgkqlgmg0inw+z+tiisLERgAAM5dJREFUqVTq+jLi66JUKuHxeGA2m+FwOHijzOfzqNVqiMViCIfDSKfTKBQKnBWmbCk1TahUKvZEzGQyfMg3m82QyWTI5XLHajvxulBmm0bTeb1eztS1221Eo1EEAgEeYfi21xihAwU967R/UxMkraXtdhvVavXE7YroEEllWGpuEK43nU4H6XSaJROxWAzpdJo11sDTRJVEIkEkEsHm5ibMZjOGhoZgMpn2aPzJjJzs2LqBIw3saNQGZdnIAyyTyXC316tYnNRqNZRKJT5Zvc5DQpYWQkj7p1arMTo6igsXLvA0BSHVahWbm5sIBoMIh8NdvXjq9XqcP38edrsd58+fx/j4ON/jarWKR48e4Z//+Z+RSqUQiUR6ovxw3JCmgoLhV4EOCHa7HdevX8fAwABGR0e5XLazs4Pd3d1X7kDudjQaDcbGxmA2m3Hu3DlcvHgROp2Ou2G3t7fxxz/+EYlE4oW+fTabDbOzsxgYGODAsJcCOxqXl8lk8Kc//QmxWIyDEI1Gg4GBARbsT09Po9PpYGpqao/8gUqxtVqNtcCVSgUPHz7E+vo6JiYm8P7778PlcsFsNnOjzy9/+UsEg0Hcv38f29vbPCKrn7Db7fjxj3/ME3P0ej3y+Tzu37+PSCSCmzdv4ssvv2SZTL1eZ2N5g8GA0dFRzM7OIp/PY3NzE7lcDg8fPsTW1hYA4MqVK6hUKrh//z52d3c5UO82tFotd5x/9tlnOH/+PAqFApaWlrgRbmVlhTt73ybCA4vL5cLAwABkMhl3k9rtdjidTrYsIk+9lZWVE9P90ThNl8sFt9sNt9sNl8u1J+6gGOXu3bv4t3/7NyQSCdy9exfxeJwD1EajgUgkgkQigXa7jUQiAY/Hg//4H/8j5ufnOQCnEZV6vR5bW1td46Zx5Bk72sxojhqAE09NkuM0CXLtdjsMBgNnHYhms4lsNsuz37p5YxZaTlCZWyqVcncPCYrz+XzXX8tJQVMBXgfKRJPp6cDAAAvom80mZ3z7ZV4sdZbZbDbY7XbY7XbOuFGGmyaNvGijUalUnFmm6Ry9BB1aqRlJoVCw3YFOp+MxhpQhoNFp+7MEVE2o1WooFosol8soFosolUrweDxwu91wOByQyWTsz+b3+7G9vY1YLMajx/oNlUoFn8/HZTOyj0kmkwiFQjxzWphZJ3kN6Z0sFgvK5TIKhQJyuRx/mUwmuFwu1Go1rK2tQSqVduU9pDnKBoMBJpMJg4ODGB0dxdbWFtbX15FIJLhrE3h7/mjCbBQlCygjSrPEZTIZvF4vBgcH0Wg0oFAouCntpA9sCoWCvQvVavVzcgihf+bKygrS6TTPEBZ+H8UtkUgEMpkMxWIR+XwerVZrTwMYZdcPM/A/CXpmVuz3wWQy4cqVK3A4HDh79iwcDgfUajV72JVKJRSLRQQCATx69Airq6vw+/1d+fITpPEiewR60MjNv1QqsbBW7Jr6flCXHs0X9Pl88Pl8OH/+PBwOBwBgc3MT6+vrWF1dxdbWFhKJRE8H01RWdDgc+OijjzgjolarUavVsLGxgVwuh6WlJQQCgWPJIJw05HNFonVyACChtsFggNPpZPE+zSAmc3VquKGSDUlDzp07B4fDAZvNBovFApVKxRsQlXrITJUyeaQ/7hcUCgV7oKpUKu56ffToEZ48eXLgerxf6wQ8O0CoVCq8//77mJ+f5/GIhUKBy5jkbdcNazz5FiqVSpw5cwaXLl3iCSZbW1tYXFzEt99+i0wmg2QyCeDogzpKflDA5na7odVq4fV6uUvb5XIBABts2+12uN1utNttTExM8ISF+/fvd5WtltBsuFgsYm1tDZlMBouLi/D7/S9du8rlMmKxGJRKJc9EF+o/6c8m1wA6lJ1oOfrE/uZjxGw2491338XY2Bh3rAk1PoVCAdFoFDs7O7h79y4ePXrU9SJbMsMVikIpA0X2E7SA9XKA0Q3I5XLufr18+TLef/99OJ1O7rTa2NjA2toaVlZWsLi4iO3t7RN/sb8vlAlxOp349NNPsbCwwKavhUIBi4uLCAQCePz4MXZ3d19pmkI/UK1Wsb6+zlkNymxQ1//o6Cjeeecd9srU6XTsnaXRaDA1NcVjsCiTYLPZOIijUk6tVkOz2WT9GNld2Gy2PWbH/YKwAiGRSLgJ7t69e7h58+aBWmthOUwY2FmtVu5mJG2VVCpFKpXCw4cPsbu7y81S3RDYkbG/0WjEhQsX8O/+3b+DTCbD9vY21tbW8ODBA3z11VfcbPM23jOhn+T09DQuXLgAh8PBXq+UiaZmg1qtBpPJBKvVyv8OABAMBl9rotRxIMwgFgoF3L17F36/H/fv38fOzs5LfUtLpRLK5TLkcjk3LtG8XmHmjgI7uVzOJvcnRXf9CxwxdJOpQ9dsNkOtVvMiQI0emUwGfr8f4XCYncy74YV/EVQOpPl2wDO7Firx9HpwcZJIJBLodDrugPR6vTAYDBgcHITdbmfjSplMhk6ng0ajwfKDfthw6bpptqZKpeLnK5vNIh6P84QF0t3Q/aAslXBBdbvdsFqtMJlMvAn06jD7/WsDBXjNZhO5XA6xWAyFQgHlchlarRZarRaFQoGd7Gu1Gg8hp1LXfgsYyuip1WrOCjebTcjlclQqFVgsFhaqkx6Zpuv0KnTNhHASkBC6V3a7HR6PB16vl4NkehapwUmlUqFWqyGfz++ZOvEqJuTHhVCAT5ld2pcikQjS6TQH+kcNNUXQvFSdTgefzweXy8UOC41GA5lMBplMhnWm9XodEokEFosFrVaLDclP2k2C/t2Fc+CFPre1Wo1tb17HKYKSJvl8HqlUChKJhKUWQisng8GASqXyXMf7cdO3gR09dBaLBcPDwxgfH8f4+DgsFgsvwtRddePGDfzqV79COp1GJBLpCVsQtVrN5p1Wq5UtThYXFxGNRru+lNztKBQKzM7OYnJyEl6vF5cvX4bZbIbH42ENkEqlAgAeJdMvDSpSqRSDg4OYmprC5OQkjEYjpFIpkskkgsEgdnd38cc//hEbGxvccUjGvXq9Hk6nE16vd4+Q2G63s/cdTXvpxaDuIIQGp4FAANlslhvF6EfaQIeHh+FyuXDmzBn87Gc/g81m4+8TQqOMvF4vPvvsM24oIxPtZDKJSqWCxcVFPH78GNlsFmtra3t0Qr2KcKTYwMAAUqkU/xo1wikUCpw9exaXLl2CzWbD0NAQgGelWODZPYxGo7hz5w5isRhbWnTTAUylUvHsZZfLhXq9jnw+jxs3buDRo0dIp9PP2XcdBfR8eb1e+Hw+/NVf/RXcbjc3R1Wr1T3ebmtra6wP7XQ6+Oyzz2Cz2VCpVHDr1i1EIhHcvXv3RMuwEokELpcLZ8+exfDwMBsL0wznRCKBO3fu8DvzOntktVrF4uIi2u025ubm4HK5oFarOQEwMDCAubk5RKNRrK2tIRqNvq3LfCl9Hdip1WqYTCbO1plMJv6HFrZmRyIRLC8v8+zBXticZTIZZ1QowGg2m3waIU+2F22evXCdJwGdwmw2Gy+4CwsLsFgsbP1B0CGAvmhT6uV7S+U/t9sNu93OzQ6VSgXJZBLxeByhUAiBQAAGgwFGoxFarRZOpxNmsxmDg4MYHx/nYIU61Ww2Gwuageefv16+Z7RB0BoiRChEz+VycDqdUKlUe+ZXA8+un36kEq9WqwWAPW4DJLOgzUoul2N3d5dLRL14L4XvEJW1qAxNkE5RpVJheHgYZ8+ehdFoZF9Byn4KoTGTZMvzOn6VxwFZ5Njtdu42J5sb6oJ+G4d0qko4HA4MDQ3h/PnzGBwc5KCXGvBSqRS2trZw//59/jWpVIq5uTnUajVu8Nna2kIsFjvRhIJUKoVOp4PNZoPJZOKyMHW1l8tlXr9e9yDebDaRTqcRDocxMDDA10l/h06ng9VqRb1e37NHnAR9F9jRpqxUKnH27FlcuXKFh//ShkKTKL7++mtEo1E8ePAA2Wy2JwcqCx9MGlCu1Wr3uKwf9HuoDE3DsXshS3kcmM1mDA8Pw2w24+rVq6yXonu1ubmJTCbDpXDaRMbGxiCVSnHx4kU4HA6Ew2GEw+GeuqdKpZLHFs3Pz+ODDz6Aw+GAwWBg3ydy/Z+cnITT6eTOYI1GA7fbzSUlGjcGPCuPUKZFrVZzlyktttVqlTtGe+mevQpkrSGVSjEwMIDp6WmMjo7y/aCDQCwWw8OHD1EoFLgsSZoxlUoFu90Om83GXYpqtRpzc3PQ6XTI5XKYmJhANptFJBLhedmJROLEXQleBaEjgdFoZP3wxx9/jDNnzvD3Ced5k79bs9nkrkWtVguTyQQA/DzF43Gsra0hFot1ZUZTpVJhdHQU8/PzbHFDXZqkpXwbzRIqlQozMzP4i7/4C2i1Wg5+g8EgIpEIKpUK4vE4qtUqarUapqamuMmFytx/+MMfkM/ncffuXYTD4RML7ChTq9VqMTo6iqmpKX5v2u021tfXsbi4iK2tLfYAPKrPSXr8XC7Ho+tO2iuxLwM7and+55138Pd///fc1aNUKlGtVlGpVBAKhfCv//qvWF5eRjKZRDKZ7HlNmkajwfj4ODweD2cjD0qL06mffMhyudyeubunGfKnc7lc+MEPfoBLly5xV1Q+n8edO3fw6NEjqNVqNpK9dOkSzp8/D7PZjEgkgmAwiBs3biASifTU/aTSl8ViwdWrV/GjH/2IvcI6nQ4SiQSWlpYgl8sxPz8PnU6HqakpzM7OstXHfhNTQjiJg36t0WhwebFSqaBarXaV9ukoISPdkZERXLp0CT6fj+8XZeKCwSD+6Z/+CcFgEEqlkhukJicnYTabsbCwwEa7JpOJ/RTfeecdzvAUi0XcuHEDX3/9NVKpFMrlck8Edo1GA8lkkq1kyIfspz/96YGaRgDY3d3F2toa+9rRO6nX6znDTPY0jx49QiKRQCaTOYnLeyFqtRrT09O4fPkylpaWcPPmTTbMfRu2SZQNValUOHfuHP72b/8WsViM/Rlv3LiBO3fusIWHUqnEuXPneI2bmZmB0WjEd999h1/84hfI5XI8pvFVBwocNWq1GoODg7BYLJiZmeFuaI1Gg3a7jcePH+Of/umfXpjweB2ElZlarYZarcazi+Px+IlPhum7wI7ExgaDgf3dhPMpa7Ua+xvl8/k9g+B7CRJqp1IpNrXsdDosNLZYLBgYGDjwAW632yzGpWkJZJrabDZRr9dRqVTY7LkfN9rDaLVaHBSTJ10ul4Pf70ehUEAoFEI8HodKpUKr1YJWq+UuKXI81+l0zzUP9AJKpZKnSxiNRs6MkGedVqtlLyvaQOkdo+8jj6j9ARp1gdJiSJM66vU6arUaa9T60ZqHrCTIdoO6ZckYO5PJoFAoIBwO81g2GlHXaDSg1+tRKpW4+UulUsFoNPKEAjJaNxqNkMvlsNvt3F1Ka1+3GvIStVoN0WiUrWCoEYfWbfr8ZB7barWQSqV4ktFBzUzJZBKZTAaxWIwPD924zpN/nVqt5mkjb3NPIpsd4TpFZUaaqa7T6bhbl3RkdF+z2Szq9TpSqRQ/u5QoOCmE9l/CPZ/2OVrL8/n8kX1OWt+E3ngU5J30u9Y3gR2VLrxeL/76r/8aHo8Hly9f5nZs8pYJhUJYWVnB1tYWQqEQkslkV3nuvCrZbBbfffcddnd3cf36de42JHuFCxcuYHR09MCgTLhIplIphMNhlEolbG9vI5PJIBgMYnl5mb2e+sVs91VIp9O4e/cuDAYDisUiVlZWEIvFcP/+fe6so1IZeZUNDAzgypUrkEgkMJlM3PXYK9Dp02az4b333sPw8DAmJiY4WAPAmhq73c46FoVCAa1WC51Oh3q9ziWIRCLBTUiEz+fDmTNnoFKpeBg3lXqi0ShSqdSJnvjfJnq9Hh6PB1arFWfOnMHc3BwHuYVCAV988QVu3bqFUCiEx48fI5fL7dGZra6uQqFQ4Pe//z2MRiMsFgvOnz8Pm82GhYUFXLhwAVKpFGazGUajEefOnYPRaITf70coFOKD20mXh15EPB7HP//zP0Ov12N8fByTk5NQqVQwm817Ki3VahWRSASlUontNiwWC6anpzEyMsIdpel0Gr/61a940kQ4HEalUunKtZ4CLYPBwKbMNKLvbaDT6XiajEKhQDwex/b2Nm7evIlAIIDR0VH87d/+LYxGI0ZGRqDT6RAMBhEIBBAOh/Htt9+iUqnwmLdGo3Hie4TZbMbFixcxODiIsbEx6PV6VCoVBAIB5PN5bGxsYHt7m5+h74tQD0vNc5VKhZNFJ31A7ZvAjhZCg8GA6elpDA8Pw+PxPGdvUigUEIlEEI/HUSgUeqJMcRC1Wg3BYBC1Wg0TExP8sJLxskajYUPJF5HP5zEyMoJisQiDwYBoNAqJRIJgMMidtgRloPo5g0edYNlsFlqtFvV6HaFQCDdv3jxQn6PRaJBKpTiIERrT9krGjt4djUaDoaEhjI6OwmKxPGc/QbNxScdKWTfKvJHjfyQSwcbGxp7ATqlUYmRkhLNIANhIm7Ip/WpwTHNyrVYr7HY7HA4HNznU63Xs7Ozgzp07yGQyiMfjL12TKBtHVh/NZnNPxkfo00kNY+SW363vbrlcxsrKCiQSCXK5HOvlyP+PTOTL5TK2traQy+UwOjqKs2fPslzAbDbvqThsbGzgzp07yOVybG3RjQhtXTqdDsrl8ls1oCadHCU9SqUSv7fhcBgzMzOYnp6G1WrF9PQ09Ho9T+1Ip9N48uQJW7CcdEBHqFQqeDweDA0NwWKx8MExl8uxVQtlGo/yvlKShAYDUPXhpOmbwI7EnFSCHBoaYh8eIRRZd0O69PtQrVYRCoWQy+Wg0+lQLBah0Whgt9s5uKPRTyqVao9pJGlYaBQKZV/Gx8fhdDp5dFShUMDq6iqi0Sj0ej1sNhs6nQ6CwSB35WUyma5dMN8E8gNrNpsIhUIol8u8ILwIYWes8Oe6HalUCo/HA6fTiZmZGfh8Png8HhgMhufeHQoAqXzfarUQDAaxs7ODQqHAjSXkkE/PBQVzc3NznO07DVBg7HK5cPXqVdaNSSQS5PN5RCIRZLNZbG1tcRbqVU76FNyk02lotVq0223W4tGaZzab4XK5MDc3B6VSia2tLaysrHRlxmo/JH1QKBSIxWJQKBRcsqcOa7PZjLNnz+LatWuwWCwcfASDQW6U2NraQiaT6XqTdtI80+hH8kI7aqNfyswbjUZMTk7C5XLB5/Nx9//HH3+MeDwOt9vNOvRAIIBWq4WNjQ2sr6+jVCqxprEb1n2VSsWBqsfj4RGPQqkHdY+TlvUon4VuPbz3RWAnkUg4le1wODAxMYHx8fED57bV63V2ku6GB/NNoROpVCqF3+/Hn/70JzaXJJdwg8HAnY7C9muDwYB33nkHHo+HtQnA04xMp9NBtVpFoVBAPp/HF198gbW1Nfboabfb+OMf/4gnT54gkUh09Un4TaAsEgAuuZJ+4lXp5k1kPyToX1hYwPj4OKampuD1eg98dyhTRzNiK5UKbt68id/85jfIZrNYXV1FOp3m8oTw9xkMBnz44Ycs/D8NkEE6eYR5PB7YbDYAQCqVws2bNxGPx/Ho0SOeVvIqh81isYjHjx9DJpMhkUhgfX0dQ0ND+Lu/+zvutrXb7ZDL5XjvvfcwOjqKL7/8EhsbG13fddzpdFhnKJzuQYcms9mM69evY2BgANeuXcOPfvQjqNVqHrO2vLyMn//850gkEnjy5Ani8XjX27/QTGCqCFgsFjQajeeMmb8vNNnEarViYWEBw8PDGB4e5m52nU6HUqmEnZ0d+P1+xGIxfPPNN0gkEpydo2e0G5IitO/r9Xo4HA6Mjo5ifHx8j6VZpVJhKcJRehcKm8G6kb4J7KiBgES05G4PPN2syU6BauCUcehVhAPsKRCp1+vQarWoVCrcDadQKFCtVvcEdoVCAU6nE7Vajb3wyDOKPMsoO+N0OlEoFOByuWC329FoNKDRaCCTyfaMZesnaBN4WTAn3Hh6FWEZiN4bYaaAxOrUcEMLPHV+kTcYNSMd1g1Gf0Y3b7BHBQXA5O9H65Jer+dSWz6fRyKRQDweR7FYfO2DAzWa5PN5JJNJaLVaZDIZ7po1GAx8aKvX69Dr9XsaEbqZgwIHCpKpwcflcrG9hVQq5akSqVSKA0NqAOt2KAOey+XQbDah1+tRLpe54vImgSmtS3TPyNhZrVbzVAmNRsOHNPJfLBaLyOVySKfT3GxAg+9PWjd2EHRvhOVQof7toErKmyK8n902Nm0/3f3pXgGyN5mZmcHFixdZOCmkUCjgyZMnyGQy+O6771gvddItyUcFdSQVi0WUSiVeBEn8LpylCDwtxf72t7+FWq3G8PAwZmZmYLPZ8P7772NkZITnBioUCly7dg1zc3M8pqVQKECpVPat59irIrQMoPvcqwGe8BS+v5RMdhHlchmrq6tYXl5GuVxmUT5NoiA/utMOvW86nQ7vvfcepqenucSt1Wqxs7PDExB+//vfI5FI8GD314WyW+VyGZlMBm63G7u7uzh//jwfcKempuDz+bC6ugqVSoVGo/HWDG/fJhaLBW63G4ODg/j0008xOzvLHdr5fB7fffcdtra28PjxYzx+/JhLhr1ApVLBkydP0Ol0oNVqMTs7C5fLhQcPHiAUCqHRaPC0h1eBpA8UBE9MTMBgMGBmZgYjIyMwmUzw+XxQKpXY3t5GJBJBMpnEw4cPkc1m2QmAjLC71YKo0+lwp3MymWSD7sHBwbfSvCaXy+FwOODz+WC1Wg+sanQLPR/YAU+du51OJyYmJuD1elmEStRqNTZP3N3dhd/v5+xDP9BqtTj7+Lqb65kzZ1Cv1+HxeHDu3DkAz7RBCoWCR/XQqUhYjuvljOf3hU5vwsylMLDrxoXwMIRd0vT/RKPR4G7gjY0N3L59G4VCAcFgkA8SvTKt5TigchcdmsjNnzJppVKJDYQ3NjbeOKgjqPmk0+nwQPOBgQG0Wi0olUqWV1gslp49gFBFxuFwwOPxYHJyErOzs/zO1et1+P1+PHnyBJubm4hGoz21tjcaDcRiMeh0Oi4nCisodMB6VWhtUqlUHMTZbDZcunQJc3NzAJ6NwUun01hdXUUkEsGtW7e4KaIbGgBeBSqvlkolZDIZmEwm1oIfNaQPNpvNe6ybupGeDuw0Gg1sNhsMBgNGR0cxMTEBi8XC2gS66eVymdu1yYm9W08hR4VcLt9TjqYmCaPRyJM5ZDIZJicnMTU1Bbvd/lymE3h2DxOJBLa3t5FKpbC5ublniPJpRKlUwul08sg6yorS6bpX7ku73UY8Hsfy8jLrmkhzCTzNBpONycbGBk80yOfz33uYOhmbRqPRnsmuvAzStNpsNgwODmJ0dBQmk4lL2dQxHIlEjrS0RT5kNLaMypBk81Sv14+0LHUcCIObs2fP4vr163C73axTTKfTiMfjiMViWF9fx9bW1p6mnV6hXq8jGAyi0Wiw7VCj0cDZs2dhMpm4TEulRmG2lQ7aMpmMTcLlcjm0Wi136JOtSTAYRDqdZmPwer2Ora0t+P1+7kTutWyu0EuOkg30czSdpNFosGcfgD3f8zqQPtHj8cBsNosZu7eFXq/noOTChQu4fPkyD90GnmUiCoUClpeXsbGxwUaz/ar3EQ7QFnYfSiQSnuFJBqfCeYs0Cmo/dJ/8fj9+/etfIxaL4e7du9ja2npOJH+aoNE1drudZ3+SISYtmr1Aq9XC9vY2gsEg5HI5/vjHP+6ZtUlBAf1IAcJRGFfTQO5YLPa9M1fdglarhdvthtvtxpkzZ7CwsMA2COSndffuXRakHxX1eh3RaJT9xWiTpu5ACvR6ac1TKpW8iX744Yf4T//pP0Gn03HXYyQSwc2bNxGJRHD79m2srKyg2Wx2pRbsRVSrVSwvL2NnZwe1Wo39CD/44AMYjUbkcjkkEgluEKHOZlrrNRoNlEolzGYzfD4fVCoVl2LT6TS2traQz+dx7949rKysoFgsIhqN8qgwer9JWtNLzwh9Xgp6hYGvUqmE3W7nwxbZAb2p+bNCoYDH48H4+DgbaXfrverJwI7KXzTAmDInKpVqj9caNRFks1nk83l2yO61Be4wSAxN1iaUgic/P6Hdi0Qigdfrhdvt3hPY2e12FnnL5fI9ZRrazKkcl0gkkEgkXtmWoR+hphK1Wg2bzQaHw8GWE3QSJjuAXoGE+FKplC0lCGEQd9TvDU35oHeyH6B3kDLmpEclPy1ai8rl8pFcM62FarUaer2eJ4bQpkOBAFl+9MK6R+Vssm+iGbmkG6SseDqdRjQa5QaUXrWwomxup9NBPp9nXZvRaIRSqeR3k+4JZZ4osCMxv1wu5/eUNNClUgn5fJ6fv3Q6jWKxiHQ6vccCpNeheygcSyic6EGNYW+yb9G9pwYz0lVTKZaex26qAvZcYCeVSmGxWGAwGDA7O4uf/vSn8Hq9GBsb4w2JTh8PHz7E48ePsbu7i+XlZR5s3C03//ugUCi4TDE2NsaZOLI2cbvdz9lW0FQKGtkjlUqh1Wq5PLtfcNpoNLCzs4NEIoF79+7h1q1bSKVSSKfTx325XQFpfdRqNcbGxvDjH/8YPp8PbrebT8F37tzB1tYWdnd3e2rBpA2BsjzCnxd2mR01BzVt9BvBYBC//e1vEYvFcPPmTWxubvKB6ftCxscejwc/+tGP4PP5MDExAavVikKhgMePHyMSiWB1dZX9Gbv9uTQajTCbzRgYGMDf/d3fYXx8HMPDw1CpVKhUKjzf+9atW/j973/PnoC9Wj0gi6l6vY6VlRUuqVOQTqP7VCrVnlm4NGWDplTUajUUCgU0Gg3kcjm2+aCDJnWvUwa5n8ZFlkolbG5uolwuw+VyYWJiAjKZDDabDXq9Hna7HSaTiasqr/OsGAwG2O12DA4OcgKJDOibzSbC4TCbO3dLwqPnAjvaXOnFP3/+PAYGBti7hjYiMpi9f/8+IpEIIpFIXwUkFJRpNBr4fD6cP3+ey0DkZzc2NsazEwlhRvMwETV9P81jDAQC8Pv92N7eRi6Xe/sX18XQGC273Y65uTmMjY3xQknGqpubm8jlcj23aB53Rueo7Qi6lUwmg0ePHiEcDmNnZ+fIys5UhrNarfB6vVhYWMDU1BRMJhOblofDYTbs7QX9FMlIzGYzPB4PFhYWMD8/zzY8zWaTO7GXlpbw+PHjrpl+8KZQ1gcAYrEYYrEYgGfZWK/Xi6mpKRgMBl7zhUkMysolk0lsbm6iVCohHA4jlUqd2DUdN/V6HYlEgsf0tVotyOVy6HQ61h5qtVrOfr4OarUaFouFy7mkpyaZQzabRTQaRS6X65r3q2cCOxKJqlQqPpVSrVto51GtVpFIJFAsFrG1tcXu473UJXUYJGw3m80wmUyYmZmByWTC1NQUpqam2JJEqVTyVAmhRorKQy/yXqMSNo2HWlxcxMrKCjY3N3vCtX4/B13n6wYRlOFUKBQ4c+YMJiYmMDExAbVajWazie3tbQQCARZvl0qlnrxXIm8HYXn2KDpSlUolbDYbNBoNzpw5g9nZWdb16XQ6dgEIh8PY3NzExsYGEolE12w6ByGTyaDVaqFUKjEzM8MHdhp7RU0SqVQK9+7dQzAYRCgU6tks3atAWXTyi8xms1yiFWbsyCy8UCjsyd6dJqrVKoLBIAe1yWQSGo0GJpMJEokEPp8P7733HmKxGG7dusUz4l+0TlNg7XA4cObMGXg8Hs76kal0LpfjiqCYsXsDaDSWXq/HwsICPvroIzapFGrryLMukUjg9u3buHnzJs8P7HWkUimGhoYwMzODgYEBfPbZZ3C73XyaAMB1fhKKks6iXq9Dp9O90uZCIu94/P9v79yemjq7MP4kZEOyk5AQCGeIh6IilE5HrE7tgdrOtM6040XHaa/7//Wi3tjijUVL1Q4HC6LIIRgSTHZOm5wTSPJddNYy8EnFetqJ6zeTcYZRwe3e+13vep/1PBp+++033Llzh7VQ9caz7B1e9AjCYrFwksfExAQuXbrEE8aFQgEzMzOYnJxEPB7HxsYGUqlUQ3eghBejVp9TO5jyX7Hb7Th16hQ6Ojrw5Zdf4quvvuJFzGKxIBAIsBzg7t27uH//vmEioA6CrFlaW1sxMTGBK1eusLWEoihYXV3F5OQkNE3D3bt3OXy+kTdQVIgnEgmkUimYTCYsLS1xE4M0XiRloMnQd3GoLZVKYWFhATabDadOncLw8DDbkqiqig8//BDd3d1sMUS+rwfdP7Wb+aNHj+KLL76A1+tFd3c3FEXhoo5kStPT00gmk4apM+qmsFMUhcXBZCfQ2tr6f4UKubHruo50Ol037uOHxel0oqurC11dXfB6vfB6vRwHQz5z5XJ5T7uZJob+7WGn42uaIo7FYtA0jc0q61FkS6Ly5uZmfunVCoufB+3Y6LjL5XLtCXGnibJEIoFoNIrt7W3ujgr/UJtiQtezkSGdIg2k7O7u7sk3pW57uVzme+XfIpropIJ+NZvNaG1tRUdHB78DPB7PHjd8msClRIFXNajxOiDPTKvVCo/Hg7a2Nh6WoIzYfD6PRCLB09O6riOTybztH/2NQe8sAO9cJ+6w0PAE8I/hM2kWSXJE8hld19HR0cHRh/Rs7H8+SBJAg4Yejwdut5sTnEqlEp9q0SeXyxlmQ183hV1XVxfOnz8Pr9eL8fFxDA0N8Xl3LZlMhv22YrGYYS70q8BisWBsbAxXrlyB0+lEX18fbDbbHnsXKlqow1kul5HL5ZDL5aAoyoHXY2dnB1tbW9je3sbc3ByuXbvGo/JGmvZ5EaxWK86cOYP+/n6k02n2MNzc3Hyu3tJsNnMx5/P5eMc2OjqK9vb2PS19GpioJ2PPN0FTUxMcDgcP9bS2tnLUVaOSy+XYoy4YDCIYDMJms+Hrr79GLpfDyMgINjc3EYlEsLS0hEwmg3g8zjmh+6EIKJrCprDziYkJdHd3Y2BgADabDZVKBZlMBqVSCZubmzwsZmSvSQqkd7lc6O/vx+XLl1lmo6oqtre3cfv2bYTDYczMzOCvv/7ak6kqCPshKVEymdwzBVt7WnXlyhVomoZbt27hxo0bKBQK/+f0YLVaMTQ0BK/Xiw8++ADDw8NwOp3s9RoKhXDz5k32UKSjXaNsoOqmsHO5XDh9+jRPwPb09Dzz95EJaDAYbBjTU8JsNmNwcBDnz5/n0XYquKgtv9/Ekoo9GgM/iN3dXcTjcWiahuXlZUxPT2N7e7tuLQSAf453jh49ipGREUSjUVitVu5GPg+TycTTVMeOHcNnn33GGguHw4GtrS0sLy/zsASFjQtPIXG/qqqw2+08UfwqjiONSqlUQjKZhNlsRjweRzweh9PpxNjYGKrVKjweD2vfdF1HPB7/12JFURR4PB44nU4MDAygr68P/f39OHv2LHp6elg3S894LpdDPB5HKBSCpmkoFAqGvi9tNhva2trQ39+P8+fP4+TJk9wpKZVKePDgAZaXl/Hw4UOsr68bRsMkGBeKNyQbJbI9oc+5c+eQzWZ5Uw48jeUkyLNucHAQPp+PmyhEIpHA/fv3EYlEDGmwbvjCjnQpbW1t8Pl86OnpgdPpBLB3wpPMFpPJJAttKWqnUahUKohGo1heXuaio1ZfaDKZ2CiXuiLUNbFYLDxNRXYwlUoFyWSSUyQWFxcRDoexsrLCN3q9FnXA3mgdt9sNn8+HdDqNQCCAcDjMupRampub4XQ6YbPZMDo6iqGhIfh8PraEoQ2D3+/H+vo6wuGwdBAOgHQqNpuNF2uy2WlUaHNF3o/xeBwmkwldXV1QFIW1sCaTiT0PNU07sINst9vR19fHkVp0TEkGqdlsloXzKysr0HUdi4uLPMFuRF1srR/biRMnMDIygoGBAbS1tUFRFM7PpQJ4c3MTyWSyrt9FwpuhUqlwOtLOzg5GR0d52IQ+qqrCbDbjvffew6effop0Oo2trS1ks1lYrVbWq5Iur6enB01NTRz9RqeCjx8/RiKRMGRGtqELO/pPUFUVg4ODOHv2LPr6+vicm6hUKmzAGAgEeHfXaMLaSqWCR48e4fr16+jp6cGFCxfQ0dHBkTJNTU170iaAf3YelBdJeic6ni2VSlhYWMDvv//O02ahUAj5fB6ZTKbu/cWo0FVVFW1tbTh16hTHWG1sbLDOqfbf6HA4cPz4cXg8Hnz33Xf4/PPP2eJkZ2cHc3Nz+OOPPxCJRDA7O8u6unq+Tq+LWp/E1tZWthxo5MKO9DqFQgHhcBhra2uoVqsYGhqCqqrw+Xzo7+/HyZMncebMGezu7iKfzz9TO1WtVllbTBsU0tLRcNTm5ibW1tbw5MkTTE5OIhgMIhqNsq+bETVZLS0t6OrqgtPpxMWLF3H58mU4HA4ufm/fvo3r169D0zRMT0/XjVWL8PapVCrw+/0olUo4ffo0PvroI7jdbu7WKYoCt9uNSqWCiYkJDA8PY3t7G0tLS0gkEujs7ERPTw9UVUV/fz+cTic7b6TTaczMzMDv97OvK3kFGg1DF3a1nnW0MFDhsj9GZHt7G7FYDMlkEtls1pA71ZelWq0ik8kgEomgqamJdQRkpUACdTqWpWKDFlIaoKDrVSgUEIvFEA6H+Rg2Go0+s5NVz1SrVTQ3N8PlcrF2zuPx7HHkp6LX4/GwIL29vR0ejwflcplTTGKxGJ48eYJ4PI50Om3I3ZqRIGud2k+tTyINGTRaYUw2FbVpE9VqlQcgyGOrWq2ipaUFOzs7PD1bexJhNpvZzonu0Wq1imw2i3K5zHmpdEoRiUSg67phTysoKcflcqGtrY2TgxRF4fshmUwiHA4jGo3KMya8EKSx03Uduq5je3sbqVSKtb212bqUzKSqKhKJBG84ent7eZiHEploKErXdUQiESQSCWSzWcPem4Ys7GiKzm634+OPP8bY2BhOnDjBwkUqUBKJBB49eoRUKoX5+Xk24kwmk2/5X/B6KJfLWFlZQSqVgtvtxurqKpuR2u122Gw2dHd3w2q1olQqoVgs8nW0WCw8WVYoFLC1tYVMJoNQKITV1VUWnNZ7l66WcrnMD6LD4YDP5wMA/Pjjj7hw4QIfg1UqFbjdbrY0qX2wY7EYNjc3cfPmTcRiMe4GH9RlEZ5CXk8WiwXpdBrZbJajrqrVKqLRKNbW1ngBbySKxSLu3buHUCiE7u5u3L9/Hw6HA729vWhvb99jSUHT2h0dHRgZGdnTdc/lcgiFQigUCshkMvwJBALIZDI8oJHNZvH48WNOGTDiM0xdk4GBAXz77bcYGBjA6Ogo7HY7kskkZ+jeuXMHs7OzyOVy79T0q/DyUCxbqVSCyWTC1atX0dvbi7Nnz2J8fHyPn2RLSwu7HiiKgmKxCJvNxuslDSYWCgWkUimEw2HMzc1hZmYGkUjE0INyhi7sWlpaMDw8jImJCXg8Hj5+qN3ZPXjwAJqmYWpqCjMzM5wC0IhUq1WEQiGEQiGoqopAIMAdTZo6PHHiBFpbW5HL5ZDNZmGxWNjrLxAIYGVlBdlsFn6/H7qus3DbiAvBy0KTgrquo1qtorOzE6qqwuPxoFAoIB6Pw+/3o1KpoK+vj01f3W43TCYTQqEQYrEY1tfX8euvv/LUsCw2h4NsGnK5HFsQKIrCmwdd1/HkyRPEYjFDvyT/Czs7O1hbW4Pf74fb7cb6+jrsdjtGRkZ4g/GsP/P++++zSJvsGCgKijrqsVgMs7OzSCQSiMVibD5s9C47HSd3dnbi3LlznJJhtVpRLBYxPz+P1dVVLC0tYXV11bDTvIKxIReISqWC27dvo729He3t7RgbG9tjH6QoCsts3G73gX9fuVxGOp1GIpHA2toaFhcXDe8LacjCjrxj6Cisra0NDoeDHZ+pzUqFiqZpiMfjz/VqayTIeJgGHMi7CgBUVWVD4aamJjidTlgsFtbeFAoFpNPp507K1ju7u7vQNA0WiwVOpxOLi4ucs2g2m1EoFDhQm3Zx2WyWdXMrKyucKKHrOmdtCoeDhpoAwO/348aNG7DZbNyxW1xcRD6fr0uPxMNAkgaKmyuVSggEAgfKRHRdZ887Ip1O4/Hjx8hms3ykS0MZ9AwbOZKNFlCLxYJjx45hcHAQQ0NDnH1KdhHBYBB+vx9bW1sNu9EU3izU/Nnd3cXi4iJcLhdcLheOHj0Kh8PBk+TPYnd3F7qu87NLkodoNMp6TyPfo6bqIX+6VxGFc1g6OzsxNDSEzs5O/PTTT7h48SJrTUqlEmZnZ7G6uoqHDx/i559/RjQa5alY4PWElRuNWsPS2g/pcWhRoe4npVDQTUkFodFv0JeBjqGbm5sxNDSEc+fO8YPt9XqhKArbb7jdbqiqinA4jL///huJRALT09OcRanrOl+zRr1erwPaHVNSB+k9qRul63pDhZE/C9LUke0C+U7uR1EU2Gy2PcMltZGA5XKZi2CyIaKvGRVFUTjj9Pvvv8c333wDt9uNY8eOobm5GdeuXcPk5CRisRju3buHRCKBnZ2dhuvgCm8eWg/JVYOcNX744QccOXKETfiftanMZDJYWFiApmncrSsWi4hGo8hmswDeXp1xmO9ryI4dvQxaW1uhquoeS49qtYpisciuzyROftegpAjhYEjjlc/neeghm81y99dqtaJSqUBRFGQyGZTLZbZ/icfjnLdJC6jw4tB1I3f2d5F3OTmAhkScTie8Xi/6+/tZUkOef8FgkN/jtGgKwstSm0ZRLpeRSqVgNpuhaRocDgc0TWPbq/2kUik2Ek+n07wBNap+dT+GLOwo4J5yUPdDMTP1cpGFtwd1LWOxGObn59HS0oJHjx7xtBP5qtFxUSaTQTgcRqFQ4JBxuccE4b/R1dWFS5cuoaenB+Pj4/B6vdB1HVNTU0gkEvjzzz95eOtdK3qFNwdN3m9tbeHq1atwuVzI5/MHTo+XSiVomsa2YMVisa7cIgxZ2DmdThw5cgTd3d179CbA005VsVis26gr4c1B+iPSZRL/Ji2Qe0oQXg3t7e345JNPcPz4cfT29sLtdiMej2Nubg4bGxtYWFhAIBComwVTqE9IshCLxTA1NbXnBLARMWRhl0qlsLq6ilQqhc7OTtjtdvbAyufzCIVC2NjYQCQSkeNI4T/RqA+0IBgBq9WK5uZmzoJ1Op1Ip9PIZDLw+/0IBoOcZSvPovCmafR7zpCFXSAQwC+//AK3283O7GS+m8vlcOvWLUxNTbFprCAIgmAMyAS8o6MDR44cgc/nQ29vL+7evYv5+XkEAgFMT08jHA6LnEYQXgOGLOzy+TwHWNOIMU2Wka/Tu2ZvIgiCUC+QfnW/a//W1habyDeaKbUgGAVD2p3UGhSfPHkSvb29/LWdnR0sLy9jc3NTphUFQRAMBnnxqaqKrq4ujI+Pw263IxAIIBgMIp1OIxAIIJ/Pv+0fVRDqjsOUbIYs7PZ/39rvbWQzTkEQBOEpz3p/1/4qCMKL0RCFnSAIgiAIgnC4ws783N8hCIIgCIIg1AVS2AmCIAiCIDQIUtgJgiAIgiA0CFLYCYIgCIIgNAhS2AmCIAiCIDQIhzYolvF0QRAEQRAEYyMdO0EQBEEQhAZBCjtBEARBEIQGQQo7QRAEQRCEBkEKO0EQBEEQhAZBCjtBEARBEIQGQQo7QRAEQRCEBkEKO0EQBEEQhAZBCjtBEARBEIQGQQo7QRAEQRCEBuF/h2HOmvjkMXoAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DATA_DIR = \"./data\"\n",
    "BATCH_SIZE = 64\n",
    "\n",
    "transform = T.Compose(\n",
    "    [\n",
    "        T.ToTensor(),  # keep in [0,1]\n",
    "    ]\n",
    ")\n",
    "\n",
    "train_ds = torchvision.datasets.MNIST(\n",
    "    DATA_DIR, train=True, download=True, transform=transform\n",
    ")\n",
    "test_ds = torchvision.datasets.MNIST(\n",
    "    DATA_DIR, train=False, download=True, transform=transform\n",
    ")\n",
    "\n",
    "train_loader = DataLoader(\n",
    "    train_ds, batch_size=BATCH_SIZE, shuffle=True, num_workers=2, pin_memory=True\n",
    ")\n",
    "test_loader = DataLoader(\n",
    "    test_ds, batch_size=BATCH_SIZE, shuffle=False, num_workers=2, pin_memory=True\n",
    ")\n",
    "\n",
    "xb, yb = next(iter(train_loader))\n",
    "print(\"Batch images:\", xb.shape)  # [B, 1, 28, 28]\n",
    "print(\"Batch labels:\", yb.shape)  # [B]\n",
    "show_grid(xb[:32], nrow=8, title=\"MNIST mini-batch (0..1)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2) One consistent training loop\n",
    "\n",
    "We will reuse the same training utilities for **all models**.  \n",
    "You will **implement the core steps in the training loop**.\n",
    "\n",
    "**Consignes (implement inside `train_one_epoch_steps`)**\n",
    "- Put the model in train mode.\n",
    "- For each batch:\n",
    "  1. Move tensors to `device`.\n",
    "  2. Compute `loss, metrics = loss_fn(model, (x, y))`.\n",
    "  3. **Zero grads**, **backward**, **optimizer step**.\n",
    "  4. Log `'loss'` and any values from `metrics`.\n",
    "- Return a list of dicts (per-step metrics).\n",
    "\n",
    "`evaluate_epoch` is provided and should not be modified.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict\n",
    "\n",
    "\n",
    "def train_one_epoch_steps(model, loader, optimizer, loss_fn):\n",
    "    model.train()\n",
    "    step_metrics = []\n",
    "    for x, y in loader:\n",
    "        x, y = x.to(device), y.to(device)\n",
    "        loss, metrics = loss_fn(model, (x, y))\n",
    "        optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        row = {\"loss\": float(loss.item())}\n",
    "        for k, v in metrics.items():\n",
    "            row[k] = float(v) if torch.is_tensor(v) else float(v)\n",
    "        step_metrics.append(row)\n",
    "    return step_metrics\n",
    "\n",
    "\n",
    "@torch.no_grad()\n",
    "def evaluate_epoch(model, loader, loss_fn):\n",
    "    model.eval()\n",
    "    meter = defaultdict(float)\n",
    "    n = 0\n",
    "    for x, y in loader:\n",
    "        x, y = x.to(device), y.to(device)\n",
    "        loss, metrics = loss_fn(model, (x, y))\n",
    "        meter[\"loss\"] += float(loss.item())\n",
    "        for k, v in metrics.items():\n",
    "            meter[k] += float(v) if torch.is_tensor(v) else float(v)\n",
    "        n += 1\n",
    "    for k in meter:\n",
    "        meter[k] /= max(n, 1)\n",
    "    return dict(meter)\n",
    "\n",
    "\n",
    "def fit(model, train_loader, val_loader, optimizer, loss_fn, epochs=5, ckpt_path=None):\n",
    "    history = {\"train_steps\": [], \"val_epoch\": []}\n",
    "    best = math.inf\n",
    "    for ep in range(1, epochs + 1):\n",
    "        steps = train_one_epoch_steps(model, train_loader, optimizer, loss_fn)\n",
    "        val = evaluate_epoch(model, val_loader, loss_fn)\n",
    "        history[\"train_steps\"].append(steps)\n",
    "        history[\"val_epoch\"].append(val)\n",
    "        if ckpt_path and val[\"loss\"] < best:\n",
    "            best = val[\"loss\"]\n",
    "            torch.save(\n",
    "                {\"model\": model.state_dict(), \"epoch\": ep, \"val_loss\": best}, ckpt_path\n",
    "            )\n",
    "        print(f\"Epoch {ep:02d} | val:\", {k: round(v, 4) for k, v in val.items()})\n",
    "    return history\n",
    "\n",
    "\n",
    "def plot_trainsteps_vs_val(\n",
    "    history, key=\"loss\", title=\"Train (per step) vs Eval (per epoch)\"\n",
    "):\n",
    "    plt.figure(figsize=(7, 4))\n",
    "    x_step, y_step = [], []\n",
    "    t = 0\n",
    "    for ep, steps in enumerate(history[\"train_steps\"], start=1):\n",
    "        for s in steps:\n",
    "            x_step.append(t)\n",
    "            y_step.append(s.get(key, np.nan))\n",
    "            t += 1\n",
    "        x_step.append(t)\n",
    "        y_step.append(np.nan)\n",
    "        t += 1  # gap\n",
    "    plt.plot(x_step, y_step, label=f\"train/{key}\")\n",
    "    y_val = [v.get(key, np.nan) for v in history[\"val_epoch\"]]\n",
    "    x_val = len(x_step) / ep * np.arange(1, ep + 1) - 1\n",
    "    plt.scatter(\n",
    "        x_val, y_val, marker=\"o\", label=f\"val/{key}\", color=\"orange\", zorder=100\n",
    "    )\n",
    "    plt.xlabel(\"training steps (gaps per epoch)\")\n",
    "    plt.ylabel(key)\n",
    "    plt.title(title)\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize reconstructions\n",
    "@torch.no_grad()\n",
    "def show_recon(model, loader, n=16, title=\"Top: input, Bottom: reconstruction\"):\n",
    "    model.eval()\n",
    "    x, _ = next(iter(loader))\n",
    "    x = x.to(device)[:n]\n",
    "    x_hat, _ = model(x)\n",
    "    show_grid(torch.cat([x, x_hat], dim=0), nrow=n, title=title)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3) Autoencoders\n",
    "\n",
    "### 3.1 Linear AE (learn `nn.Module` anatomy)\n",
    "\n",
    "**Architecture**  \n",
    "Encoder: Flatten → Linear(784→256) → ReLU → Linear(256→latent)  \n",
    "Decoder: Linear(latent→256) → ReLU → Linear(256→784) → Sigmoid\n",
    "\n",
    "**Consignes**\n",
    "- In `__init__`, **implement both encoder and decoder** using `nn.Sequential`.\n",
    "- Use **latent_dim=16**.\n",
    "- Loss is **MSE**; we provide helper code.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "class LinearAE(nn.Module):\n",
    "    def __init__(self, latent_dim=16):\n",
    "        super().__init__()\n",
    "        self.enc = nn.Sequential(\n",
    "            nn.Flatten(), nn.Linear(28 * 28, 256), nn.ReLU(), nn.Linear(256, latent_dim)\n",
    "        )\n",
    "        self.dec = nn.Sequential(\n",
    "            nn.Linear(latent_dim, 256), nn.ReLU(), nn.Linear(256, 28 * 28), nn.Sigmoid()\n",
    "        )\n",
    "\n",
    "    def forward(self, x):\n",
    "        z = self.enc(x)\n",
    "        x_hat = self.dec(z).view(-1, 1, 28, 28)\n",
    "        return x_hat, z\n",
    "\n",
    "\n",
    "lin_ae = LinearAE(latent_dim=16).to(device)\n",
    "mse = nn.MSELoss()\n",
    "\n",
    "\n",
    "def lin_ae_loss_fn(model, batch):\n",
    "    x, y = batch\n",
    "    x_hat, z = model(x)\n",
    "    recon = mse(x_hat, x)\n",
    "    return recon, {\"recon\": recon}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Train the Linear AE**  \n",
    "Just run the following cell **after** you implemented `LinearAE`. It uses the generic trainer you completed.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 01 | val: {'loss': 0.2291, 'recon': 0.2291}\n",
      "Epoch 02 | val: {'loss': 0.2272, 'recon': 0.2272}\n",
      "Epoch 03 | val: {'loss': 0.2247, 'recon': 0.2247}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lin_ae = LinearAE(latent_dim=16).to(device)\n",
    "opt = optim.SGD(lin_ae.parameters(), lr=1e-2)\n",
    "hist_lin = fit(\n",
    "    lin_ae,\n",
    "    train_loader,\n",
    "    test_loader,\n",
    "    opt,\n",
    "    lin_ae_loss_fn,\n",
    "    epochs=3,\n",
    "    ckpt_path=\"best_linearAE.pt\",\n",
    ")\n",
    "plot_trainsteps_vs_val(\n",
    "    hist_lin, key=\"recon\", title=\"LinearAE: train steps vs val (recon)\"\n",
    ")\n",
    "show_recon(lin_ae, test_loader, n=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 01 | val: {'loss': 0.0723, 'recon': 0.0723}\n",
      "Epoch 02 | val: {'loss': 0.0699, 'recon': 0.0699}\n",
      "Epoch 03 | val: {'loss': 0.0693, 'recon': 0.0693}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lin_ae = LinearAE(latent_dim=16).to(device)\n",
    "opt = optim.SGD(lin_ae.parameters(), lr=1e-1)\n",
    "hist_lin = fit(\n",
    "    lin_ae,\n",
    "    train_loader,\n",
    "    test_loader,\n",
    "    opt,\n",
    "    lin_ae_loss_fn,\n",
    "    epochs=3,\n",
    "    ckpt_path=\"best_linearAE.pt\",\n",
    ")\n",
    "plot_trainsteps_vs_val(\n",
    "    hist_lin, key=\"recon\", title=\"LinearAE: train steps vs val (recon)\"\n",
    ")\n",
    "show_recon(lin_ae, test_loader, n=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 01 | val: {'loss': 0.0395, 'recon': 0.0395}\n",
      "Epoch 02 | val: {'loss': 0.0283, 'recon': 0.0283}\n",
      "Epoch 03 | val: {'loss': 0.0232, 'recon': 0.0232}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lin_ae = LinearAE(latent_dim=16).to(device)\n",
    "opt = optim.Adam(lin_ae.parameters(), lr=1e-4)\n",
    "hist_lin = fit(\n",
    "    lin_ae,\n",
    "    train_loader,\n",
    "    test_loader,\n",
    "    opt,\n",
    "    lin_ae_loss_fn,\n",
    "    epochs=3,\n",
    "    ckpt_path=\"best_linearAE.pt\",\n",
    ")\n",
    "plot_trainsteps_vs_val(\n",
    "    hist_lin, key=\"recon\", title=\"LinearAE: train steps vs val (recon)\"\n",
    ")\n",
    "show_recon(lin_ae, test_loader, n=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Conv Autoencoder (use the prescribed conv architecture)\n",
    "\n",
    "**Encoder**  \n",
    "`Conv(1→32, 4,2,1)` → ReLU → `Conv(32→64, 4,2,1)` → ReLU → **Flatten** → `Linear(64·7·7→latent)`  \n",
    "\n",
    "**Decoder**  \n",
    "`Linear(latent→64·7·7)` → reshape `[B,64,7,7]` → `ConvTranspose(64→32, 4,2,1)` → ReLU → `ConvTranspose(32→1, 4,2,1)` → Sigmoid\n",
    "\n",
    "**Consignes**\n",
    "- Implement encoder/decoder in `__init__` using `nn.Sequential` + `nn.Linear`.\n",
    "- Use **latent_dim=64** here and later.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ConvEncoder(nn.Module):\n",
    "    def __init__(self, latent_dim=64):\n",
    "        super().__init__()\n",
    "        self.features = nn.Sequential(\n",
    "            nn.Conv2d(1, 32, 4, 2, 1),\n",
    "            nn.ReLU(True),\n",
    "            nn.Conv2d(32, 64, 4, 2, 1),\n",
    "            nn.ReLU(True),\n",
    "        )\n",
    "        self.fc = nn.Linear(64 * 7 * 7, latent_dim)\n",
    "\n",
    "    def forward(self, x):\n",
    "        h = self.features(x).view(x.size(0), -1)\n",
    "        return self.fc(h)\n",
    "\n",
    "\n",
    "class ConvDecoder(nn.Module):\n",
    "    def __init__(self, latent_dim=64):\n",
    "        super().__init__()\n",
    "        self.fc = nn.Linear(latent_dim, 64 * 7 * 7)\n",
    "        self.deconv = nn.Sequential(\n",
    "            nn.ConvTranspose2d(64, 32, 4, 2, 1),\n",
    "            nn.ReLU(True),\n",
    "            nn.ConvTranspose2d(32, 1, 4, 2, 1),\n",
    "            nn.Sigmoid(),\n",
    "        )\n",
    "\n",
    "    def forward(self, z):\n",
    "        h = self.fc(z).view(-1, 64, 7, 7)\n",
    "        return self.deconv(h)\n",
    "\n",
    "\n",
    "class ConvAE(nn.Module):\n",
    "    def __init__(self, latent_dim=64):\n",
    "        super().__init__()\n",
    "        self.enc = ConvEncoder(latent_dim)\n",
    "        self.dec = ConvDecoder(latent_dim)\n",
    "\n",
    "    def forward(self, x):\n",
    "        z = self.enc(x)\n",
    "        x_hat = self.dec(z)\n",
    "        return x_hat, z\n",
    "\n",
    "\n",
    "ae = ConvAE(latent_dim=64).to(device)\n",
    "\n",
    "\n",
    "def ae_loss_fn(model, batch):\n",
    "    x, y = batch\n",
    "    x_hat, z = model(x)\n",
    "    recon = mse(x_hat, x)\n",
    "    return recon, {\"recon\": recon}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Train the Conv AE**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 01 | val: {'loss': 0.0038, 'recon': 0.0038}\n",
      "Epoch 02 | val: {'loss': 0.0027, 'recon': 0.0027}\n",
      "Epoch 03 | val: {'loss': 0.0023, 'recon': 0.0023}\n",
      "Epoch 04 | val: {'loss': 0.0021, 'recon': 0.0021}\n",
      "Epoch 05 | val: {'loss': 0.002, 'recon': 0.002}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "opt = optim.Adam(ae.parameters(), lr=1e-3)\n",
    "hist_ae = fit(\n",
    "    ae, train_loader, test_loader, opt, ae_loss_fn, epochs=5, ckpt_path=\"best_convae.pt\"\n",
    ")\n",
    "plot_trainsteps_vs_val(hist_ae, key=\"recon\", title=\"ConvAE: train steps vs val (recon)\")\n",
    "show_recon(ae, test_loader, n=16, title=\"ConvAE reconstructions\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Experiments: LR / optimizer / L1 vs L2\n",
    "\n",
    "**Consignes**\n",
    "- Copy the Conv AE but with **latent_dim=32**.\n",
    "- Implement **L1 loss** by creating `nn.L1Loss()` and using it in the loss function.\n",
    "- Try at least two learning rates (e.g., `1e-3`, `3e-4`) and compare curves.\n",
    "- Optional: try `SGD` vs `Adam/AdamW`.\n",
    "\n",
    "Summarize your observations (2–3 bullet points) in a short Markdown cell after training.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 01 | val: {'loss': 0.1332, 'recon': 0.1332}\n",
      "Epoch 02 | val: {'loss': 0.1331, 'recon': 0.1331}\n",
      "Epoch 03 | val: {'loss': 0.1331, 'recon': 0.1331}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ae32 = ConvAE(latent_dim=32).to(device)\n",
    "l1 = nn.L1Loss()\n",
    "\n",
    "\n",
    "def ae32_loss_fn(model, batch):\n",
    "    x, y = batch\n",
    "    x_hat, z = model(x)\n",
    "    recon = l1(x_hat, x)\n",
    "    return recon, {\"recon\": recon}\n",
    "\n",
    "\n",
    "opt32 = optim.Adam(ae32.parameters(), lr=1e-3)\n",
    "hist_ae32 = fit(ae32, train_loader, test_loader, opt32, ae32_loss_fn, epochs=3)\n",
    "plot_trainsteps_vs_val(hist_ae32, key=\"recon\", title=\"ConvAE(32): L1 vs L2, optimizers\")\n",
    "show_recon(ae32, test_loader, n=16, title=\"ConvAE(32) reconstructions\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4) Latent size exploration\n",
    "\n",
    "**Consignes**\n",
    "- Train a **latent_dim=2** Conv AE and plot a scatter of the 2D codes for a test batch.\n",
    "- Color points by digit label (different color per label).\n",
    "- Train a **latent_dim=64** Conv AE and run t‑SNE on a subset of test latents.\n",
    "\n",
    "> Expect the AE 2D latent to be **not very separable** — that’s normal.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 01 | val: {'loss': 0.0505, 'recon': 0.0505}\n",
      "Epoch 02 | val: {'loss': 0.0475, 'recon': 0.0475}\n",
      "Epoch 03 | val: {'loss': 0.0458, 'recon': 0.0458}\n",
      "Epoch 04 | val: {'loss': 0.0451, 'recon': 0.0451}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2D latent AE\n",
    "ae2d = ConvAE(latent_dim=2).to(device)\n",
    "opt2d = optim.Adam(ae2d.parameters(), lr=1e-3)\n",
    "_ = fit(ae2d, train_loader, test_loader, opt2d, ae_loss_fn, epochs=4)\n",
    "\n",
    "with torch.no_grad():\n",
    "    x, y = next(iter(test_loader))\n",
    "    Z = ae2d.enc(x.to(device)).cpu().numpy()\n",
    "    Y = y.numpy()\n",
    "\n",
    "plt.figure(figsize=(5, 4))\n",
    "plt.scatter(Z[:, 0], Z[:, 1], c=Y, cmap=\"tab10\", s=8)\n",
    "plt.colorbar()\n",
    "plt.title(\"ConvAE latent=2 (one batch)\")\n",
    "plt.xlabel(\"z1\")\n",
    "plt.ylabel(\"z2\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 01 | val: {'loss': 0.0039, 'recon': 0.0039}\n",
      "Epoch 02 | val: {'loss': 0.0027, 'recon': 0.0027}\n",
      "Epoch 03 | val: {'loss': 0.0024, 'recon': 0.0024}\n",
      "Epoch 04 | val: {'loss': 0.0022, 'recon': 0.0022}\n"
     ]
    },
    {
     "data": {
      "image/png": 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6y3upc8krpqpu4jfffLPcH0Zl0/cL8fX1JTY2ttyGaWXMnTuX4cOH8/HHH9de2GoIDAzE3d2do0ePVjh35MgRVCpVnRTLhAkT+Oabb1i0aBGzZ8+utu45w5CjR48ycuTIcueOHj3qOF9bhg4dSmhoKN999x2DBw9m7dq1PPfcc+XqLFu2jNLSUj788MMKf9BHjx7lX//6F//8849Ty1e1JTc3lzVr1jBv3jxeeOEFx/Fzb9EXUtX9FhsbixCC6Ohol/mrVaeE33jjDadmM5GRkZw6dQqw/w2EhIRw5syZCvVSUlJwc3PDy8uLpKQkCgsLHasKFxMdHc3EiROrNR2Pi4tj8eLF5OfnV/Ar8/DwYNq0aUybNg2z2cyUKVOYP38+s2fPxs3NDV9f30odmM/N6C+msv+nY8eO4e7uXm5GHxoayv3338/9999PRkYGPXv2ZP78+YwbN47Y2FjAvsJQ0yy8ppejhIQEwK6EFSrnkldM55z+Lr6RL1xzvpC9e/fSqlWrCg+/xMREDh06VOky1oUMGzaM4cOH8+qrrzr9dusMarWa0aNH8/PPP3Pq1CmioqIASE9PZ8mSJQwePLjW+0sA1157LS+//DLz589n+PDhDBgwoNz5goICXnnlFebPn0/v3r0JCgrio48+YubMmY69thUrVnD48OFyD+3aoFKpuPbaa/n888/p27cvVqu10mW8mJiYSmeiZWVlvPLKKyxevLhBFNO52cvF/5+VWTtWdb9NmTKF2bNnM2/ePBYtWlTu4SWEICcnB39//1rJVdVYULc9JoBp06bxzjvvsGrVKkeooKysLH7++WdGjhyJSqUiKCiIn376qUJf7777Lps3b+abb74hNDS02nEHDBiAEIKdO3eWe8nJzs4u9zvodDo6duzIihUrsFgsuLm5ERsbS35+Pvv27aNr164ApKamVioTwObNm9m1axc9e/YEIDk5mZ9//pmxY8eiVqux2WwUFhaWU5BBQUGEhYVRVlYG2J8XsbGxvPHGG9x0000VZkeZmZkOJVfd/wvAzp07kSSpwt+awnkuecV0TgE999xz3HDDDWi1WiZMmFCll/qqVauYM2cO11xzDf3798fT05OTJ0/y+eefU1ZWxty5c2scc86cOdV6sx87doxFixZVOB4cHFxt3LCXXnqJVatWMXjwYO6//340Gg0ff/wxZWVllb65OoNWq2XZsmWMGjWKoUOHcv311zNo0CC0Wq0j2oWvry/z589Hq9Xy6quvMmPGDIYNG8aNN95Ieno677zzDlFRUdXuq9XEtGnT+M9//sOcOXPo0qVLubfJlJQU1q1bx0MPPVRpW71ez5gxY/j+++959913Hfs1+fn5lf7OQK0cb41GI0OHDuW1117DYrHQqlUrVq5c6XjzvZCq7rfY2FheeuklZs+ezalTp5g0aRJeXl4kJCTw008/cffdd1cw9qiJ2NhYfHx8+Oijj/Dy8sLDw4N+/foRHR1dpz0mgNmzZ7N06VKmTp3KY489hre3Nx999BEWi8Wxh+fu7s6kSZMqtF2+fDnbtm2r9NzFDB48GH9/f1avXl1OMY0ePZqQkBAGDRpEcHAwhw8f5r333mP8+PEOI50bbriBp59+msmTJ/PQQw9RXFzMhx9+SLt27di1a1eFsTp37syYMWN46KGH0Ov1jlh152aUBQUFtG7dmmuvvdYRkmv16tVs376dN998E7C/PH366aeMGzeOTp06MWPGDFq1asWZM2dYt24dRqORX3/9Faj5mbNq1SoGDRpU6xeRy4qmMgdsTP7v//5PtGrVSqhUqhpNx0+ePCleeOEF0b9/fxEUFCQ0Go0IDAwU48ePF2vXri1X90Jz8Ys5Z/JbG3PxYcOG1Xgtu3btEmPGjBGenp7C3d1djBgxQmzatKlcndqYi58jNzdXvPDCC6JLly7C3d1duLm5ic6dO4vZs2eL1NTUcnW/++470aNHD6HX64Wfn1+1DrYXU5lJrxB2c9zw8HABiJdeeqncuTfffFMAYs2aNVXK/+WXXwpA/Pzzz0KI6s3Fa7rtKzMXP336tJg8ebLw8fER3t7e4rrrrnOY/c6ZM6dc++rutx9//FEMHjxYeHh4CA8PDxEXFydmzZoljh496qhTlXNwZWbSP//8s+jYsaPQaDQucbAVQogTJ06IyZMnO5xIR44cKbZt21Zju9qYiwshxEMPPSTatGlT7tjHH38shg4dKvz9/YVerxexsbHiySefFPn5+eXqrVy5UnTu3FnodDrRvn17sWjRohodbNu2bSv0er3o0aOHWLdunaNOWVmZePLJJ0W3bt0cjuvdunUTH3zwQQWZd+/eLaZMmeKQLzIyUlx//fUV7s2q7oG8vDyh0+nEp59+6vTvdDkiCeHC9SYFBQUFJzl58iRxcXGsWLGCK664oqnFaRQWLFjAa6+9xokTJ5wKX3a5oigmBQWFJuO+++7j+PHjrFq1qqlFaXAsFguxsbE888wz3H///U0tTrNGUUwKCgoKCs2KSzpWnoKCgoJCy0NRTAoKCgoKLqOgoIBHHnmEyMhIDAYDAwcOZPv27bXqQ1FMCgoKCgou484772TVqlUsXLiQ/fv3M3r0aEaNGlWp43ZVKHtMCgoKCgouoaSkBC8vL37++WfGjx/vON6rVy/GjRtXZTi3i2nxDrayLJOSkoKXl5cSFFFBQeGSQAhBQUEBYWFhTkUsr4mqsm/XRp6Ln696vb5CpgWr1YrNZiuXfQDsEUYuDvJc04AtmuTkZKfyzigf5aN8lE9L+1SWnbm2lJSUCJVfQL3k8PT0rHDsYsfycwwYMEAMGzZMnDlzRlitVrFw4UKhUqlEu3btnJa5xc+YzoUpSU5OrlOsOAUFBYXmhslkIjw83OlcadVhNpuRc7II+O4PJPfKQ7FVhyguImva2ArP2Mry0gEsXLiQmTNn0qpVK9RqNT179uTGG29k586dTo/Z4hXTueml0WhUFJOCgsIlhSu3JyR3D1QezqXmuJBzSV2cfcbGxsayYcMGioqKMJlMhIaGMm3atFrFblSs8hQUFBQUXI6HhwehoaHk5uby559/MnHiRKfbtvgZk4KCgoJC8+HPP/9ECEH79u05fvw4Tz75JHFxccyYMcPpPpQZk4KCgoKCy8jPz2fWrFnExcU58oL9+eefjnQ0zqDMmBQUFBQUXMb111/P9ddfX68+lBmTgoKCgkKzQlFMCgoKCgrNCkUxKSgoKCg0KxTFpKCgoKDQrFAUk4KCgoJCs0KxylNQaCFsPZnNGyuP4q7T8PzVHWkTVHsvfgWFloAyY1JQaAEUlVmZ8eV2diTm8ld8Jnd+VbvEawoKLQlFMSkotAByiswUm20IAbKA07klrDmczuYT2QglpZrCJYaimBQUWgCtfQ0MbhPgKPt76rjjqx3c+MkW7l7ofNRmBYWWgKKYFBRaAJIk8fntffhsem/euLYr6aYyx7lVh9L5ZW9KE0qnoOBaFMWkoNBC0GlUXNEhmCs7haC+KBvCpuNZTSOUgkIDoCgmBYUWhrdBy5Nj4sodGxDr30TSKCi4HsVcXEGhBXLv8Fjah3qx4WgmvaN8ubprmNNt9yTlkpxbzJC2gfi46xpQSgWFuqEoJgWFFsqI9kGMaB9UqzbvronnrVXHAJAk+Or2vgxtH9gQ4iko1BllKU9B4TLivxtPOr4LAfN+O9iE0igoVI6imBQULiP8Pcsv3Rl06iaSREGhahTFpNDo2ArNFG1Lo+RoTr2dQ625pViyShQnUyf5fHpvQr3dAPA2aHh5ctcmlkhBoSLKHpNCvRGyPRyBpKn5PUcutZLxn93Y8s0AGEdHYhwZUbFPIbDlm1EZ1Kj0ld+mpvXJmP44BYDHgFB8J7ap+0VcPL4sk5N6Bg8fX9w8Lp2YdLFBXmyefQU2WaCS7P5RCgrNDUUxKdSLskQT2V8dRC624jEwFJ8JsdhySsn66hDW7BI8egXjM6kNksr+ADQnFTiUEkDxzvQKiknIguzFhyk9mA0aiYBbO+LW3q9CHdOqREe5aHMqxisiUHs6b2Umm23k/nCMshP5uLXzxXdqWySNCqvZzPcv/YuUo4fQ6HRMfnoOEZ271eXnabaoVYpCUmi+KEt5CvUi75cTyCVWAIo2pWJOLiDvfwlYM4vBJijalkbpsVxHfU2AAc49FCXQhnpU6NOcaLIrJQCrIG9FQsWBJZAu3B9RSU7N2C6k8O8zlOzPQi6yULw7g8ItqQAk7N1JytFD9uEtFjb/sKRW/SooKNQPRTEp1A9ZwIXbOwKE2VauyoVljZ8bAbd3wi3OD49+ofhOaVuhy3IKRqJShSNJEv43xaH20aPy1OI3rT0qt9otAMhFFjg3cZBALrYAoHMzlBtHZ3CvVb8KCgr1Q1FMCvXCe3yMY+bi3jMIXYQXxlGRSFr7raWLMmLocFFUApWEsMrIxRZki1yhT21rT7yGtwaVhNpbj+/kisoLwK2tL6HP9CXsX/1x71Z7XxyPfqFIZ/evVO5aPHqHABDRuRu9xk9Co9fj3yqcEdPvrnXfdeXPg2lc9c5f3PjfLZzILGy0cRUUmhOSaOHmTCaTCW9vb/Lz8zEajU0tzmWJsMoIsw2Vu9ZxTC6zIReaUfu6OfaXwG6Rl/ryNvtMC9BFeBF0X/fK+xWiwTfn5WILlswStMHutZ5xuZrMgjIGvLwGmyyQJGgf4sWKh4fa5ZQFxzML8XHXEuTl1qRyKjQ8rnyunesr8Ne/UNXBkEcuKiRzwpBGfcYqMyaFeiNpVOWUEoBKr0bjbyinlAC74YPt7PKfAGtmSdX9NoLFmMpdiz7S2GhKSQhBidlWqXl7VmEZVlkgsOvtlLxSAGyyYOZX2xn99kYG/Hstv+1TIokrNE9sNhvPP/880dHRGAwGYmNj+b//+79au3MoVnkKjYo22B1tqAeW1CIAPPqENLFEjYep1MJtn21jT3Ie7UO8WHRHPwK99I7z7YK96Bftx9aEHADuGhINwO6kXNYfzQTAJgRvrjxWZWy8/GILj3y3m72n87mqcwjzJnZWLPAUAPhU3IqHqP1cpEjITHSy7quvvsqHH37IV199RadOndixYwczZszA29ubhx56yOkxFcWk0KhIGhWB93aj9Eg2KoMWfVufphap0Vi8JYm9p/MAiE8v4NO/TzJ7XAfHebVKYuEd/diakI23QUvX1j4AeLmdn42qJPB2Kz87vZB318az4VgmsoBFW5PoFeXL5B6tG+R6FBQuZtOmTUycOJHx48cDEBUVxTfffMO2bdtq1Y+ylKfQ6Kj0aty7BeHWzhdJkuzLWweyKPj7DNb8spo7aKHIQlxgBChR2eqGTqNiSNtAh1IC+17T7HFxGN00xAR68sq1XaocI7fIzDlTQwnIKbK4TH4FhZoYOHAga9as4dgxe6DgvXv38vfffzNu3Lha9aPMmBSanIK1yQ5n2YJ1yQQ/1gu1R9WzgpbKzf0i+H1fKodSTUT4u3PH4Ohq68tnjSAkSeKeYbHcMyy2xjFuHxTFHwfTKDbbCPVxY2J359NhKChUh8lkKlfW6/Xo9fpyx5555hlMJhNxcXGo1WpsNhvz58/n5ptvrtVYimJSaHKK92Y6vstFFsxJpoom5hdQcjib3B/jQYDPxFjcuzbftA2FZVYWbUnEYpW5qV8Evz80mLxiC94GLapq9n4+2nCCN1cexUOn4f2bezKoTYBT43Vt7cM/T48kMaeY9sFeSpBWBZcRHh5erjxnzhzmzp1b7tjSpUtZvHgxS5YsoVOnTuzZs4dHHnmEsLAwpk+f7vRYimJSaHJ0rT3tkSIAJAltUNUOrUIW5HxzBGG2+z/lfHcUQwc/JG3zfADf+dV2tp01Zli+5wwrHx2Gr0f1YZOSc4p5ZcURAPJLLDz5w142PXOF02P6euhqHENBobYkJyeXMxe/eLYE8OSTT/LMM89www03ANClSxcSExN5+eWXFcWk0HyRiy0Iq4zaeP6m9pnYBpWXDltuKR59Q9H4G6rpQCAudMq1CYRNIDXDlT+bLNhyMsdRPpFZRGZBGSHe1fshWWznr08AFqsgNb+Ex5fuJTmnmBmDoplZwzJgTeQUmXl++QESsoq4bUAkN/StGEhXQeFCjEZjjX5MxcXFqFTlTRfUajWyXNGRvjoUxaTQaBTtziD3+2MgCzz6h+IzMRZJklDp1fiMO/+gtRWYsRWY0YZ4VPCDkjQqjFdGYlpp35PyHN66yR1jq0Ktkuge7sO+03lIkkSotxsBTgSZjQ7wYPqASL7anIhGJfH8hI48v/wAW0/mYBOCF387RK9IX7qF+9RZtrm/HOCPA2nYhOCZZfvpFOZNl9bede5PQQFgwoQJzJ8/n4iICDp16sTu3bt56623mDlzZq36aZ5/0QqXJPm/nXREfCjakorX4Fb2oK4XUHI4m+yFh0EW6CK8CLy7a4VYecaREbj3DALZHnuvOfPF7X345K+TWGwyMwZFo1HXbAgrSRLzJnbmwSva4qZV46nX8MnGk9guMOPLLKif9WJSdkm5/k7nFiuKSaHe/Oc//+H555/n/vvvJyMjg7CwMO655x5eeOGFWvXToObiL7/8Mn369MHLy4ugoCAmTZrE0aNHy9UpLS1l1qxZ+Pv74+npydSpU0lPT29IsRSaiArBWCsJzmpak+RQXuakAkqP51Xal8bHrdkrJbDv9zw1No7nxnckzKeaJcpKCPDU43k2lt89w2IcQdk7hHg5bQxRFbcNjHR8j/BzZ1Db+vWnoADg5eXFggULSExMpKSkhBMnTvDSSy+h09Vuz7NBFdOGDRuYNWsWW7ZsYdWqVVgsFkaPHk1RUZGjzqOPPsqvv/7K999/z4YNG0hJSWHKlCkNKZZCE+F7XTtUHhrQqPAeH4PGp+Lmqcpdcz7iN6AyKJN6gKu7hrHuieF8e3d/fpo1qN7WdlN6tub1a7vStbU33cO9KbkoIryCQlPSqEFcMzMzCQoKYsOGDQwdOpT8/HwCAwNZsmQJ1157LQBHjhyhQ4cObN68mf79+9fYpxLEtWVx7narKg6eNbuErEWHsOaWYRzcCuOoyErrKdSP3CIzA15ZQ5lVRgX0iPDlh/sGNrVYCmdpiCCuP/8ShYdHHUISFclMvObUpRvENT8/HwA/P3s20p07d2KxWBg1apSjTlxcHBEREWzevLnSPsrKyjCZTOU+Ci0HSZKqDc5qTirAmlECZbZmawLuSg6nmnhr5VF+3nOm1oEu60NKfgmlFhkh7DF1j6UXNNrYCgo10WjrJLIs88gjjzBo0CA6d+4MQFpaGjqdDh8fn3J1g4ODSUtLq7Sfl19+mXnz5jW0uAqNQOmxXHKWHkVYZXwmxOLeM4jcn+LtT0ogf0UC7r2DL8koEACJ2UVMev8fLDYZWUBqfin3OhHdwRW0DfKifbAnR9PtOZ+u7aXE01NoPjSaYpo1axYHDhzg77//rlc/s2fP5rHHHnOUTSZTBY9kheaPEILsb44gzqZlz/3hGG4d/JpYqsZlW0IOZdbz/h3rjmQ0mmLSaVT8cN9A/jyYjrdBy6gOQY0yroKCMzSKYnrggQf47bff2LhxI61bn38zCwkJwWw2k5eXV27WlJ6eTkhI5ekQKovPpNBysBVZsOWWoglyR1gu2HAXgE3gO6UtOWd9nbzHRV+ysyWAbuE+9pQUwh7gtW905Yp5y8lstiXkMCDWnz5RrlPeXm5aZaak0CxpUMUkhODBBx/kp59+Yv369URHl/dW79WrF1qtljVr1jB16lQAjh49SlJSEgMGDGhI0RSagLJEE1mf7kdYZDQBBoxXRGD686yj7OAw1F463LsHYegcAEJc8ntM7YK9WHxnP37ek0JsoAe3D4yqUGfDsUymf74NlQRvr4LFd/ZjYD1NxRUUmjsNqphmzZrFkiVL+Pnnn/Hy8nLsG3l7e2MwGPD29uaOO+7gsccew8/PD6PRyIMPPsiAAQOcsshTaFkU/HUacXbpyppVgspDS+hz/RA2GY3PeZ+kCv5OLQhZFny44QR/HctkQGwAD4xsU22ivv4x/vSPqTpg7bojGahVEjZZoJYk1h/LVBSTwiVPgz4BPvzwQ/Lz8xk+fDihoaGOz3fffeeo8/bbb3P11VczdepUhg4dSkhICMuWLWtIsRSaCLXhovTrBi1qL105pdQc+OPUHwz9digjl45k4+mNtWr7w67TvP7nUbYk5PD26mMs2ZZUL1l6RPhgkwUqyZ69tvvZMERWm8yBM/lkFJTWq38FheZIgy/l1YSbmxvvv/8+77//fkOKotCICCEqNQk3jonEkl2CNa0IQ/dADJ2qnik0Brb8Mqy5pWjDPFGddVgtthTz7F/PYpEtSEg8tfEpNt24CZXk3DvciYxC1JKETQjUKok9SbmsOZxOXpGFB69owxUdgmsl4zXdwiizymw5mc3gNgFc1SWUUouNaR9vZu/pfDQqif/e1ouRcbXrV0GhOaO41Su4jLST+fzx8X5Kiiz0HhdFn/Hl9xTVnjqC7u7aRNKVp/R4HllfHACbQO3nRvAD3VG5a7HIFiyyPeurQFBiLcEmbE4rpqu7hvH5PwnYbPYAFnuT80jIKkIWcM/CnWyaPZIgL+dniJIkcX3vcK7vfd7y9K/4LPaetvsE2mTBf9YeVxSTwiVFy13MV2h2rFt0hCKTGdkq2PZrAjkpRTU3aiIK/z7j8Jey5ZRScjAbAG+9NzM6zXDUe7DHg2hVzlsGdmntzZ+PDOX1a7vyxyNDyS4yYxN2o0OrLMgw1T91vI/7eXlUkoSvu5J7SeHSQpkxKbgMq9lmfwKfK1uab/w1tZfOPqU5K6/K6/zD/bHejzEtbhpqSU2IR+VuC9URE+hJTKAnADMGRfPWqmMA9Aj3IS7Eq96y94705ZFRbflq0yki/TyYd02nevepoNCcUBSTgssYNLUtf356ANkmaNc3mMCI+j+EGwrjmEis+WVY0orw6BWMW3vfcudbebZyyTgPXdGWQW38ySu2MKhNgFNpL2pCkiQeGdWOR0a1c4GECgrND0UxKbiMmB6BzHxjCOYSK17NPCWF2lNH4MzOLu0zPr2AJ3/YR26RmUeubMvkHnbn1V6RtXOKNVtl/jmehYdeQ58o32pjCyooXIooiknBpegNGvSXaaqKR77bw+FUE7KAx5bupW+0P618DJzILCQpp5jekb54uVW/XyXLgls/28rWBHtK9vuHx/LU2LjGEF9BodlweT5BFBQagAxT6bkchwhhTy2x/3Qe9y/ehSygta+B3x8cgrd71crpZFaRQykBfLnplEMxCSH478aTbDiWSb9o/xqddxUUWiqKVZ6CgouYNaKN4/ugWH86hBr5alOiQ1mdzi1h3dGMCu1MpRZOZhYiy4IATx06jQoJUEl2ZXaO5XvO8PKKI2w6kc3bq4+xaEtiQ1+SgkKToMyYFBRcxO2DohncNoC8YgvdzwZoDfNxQyU5ssUT6l1+723LyWxu/2IbpRaZ3lG+LLqjH5/e1pu3Vx/DS69h7gUWd/HphY6+1CqJ4xmFjXl5CgqNhqKYFBRcSJug8paI/xrfkWKzjfiMQm7sG0G/i+LiLVgdT5nFHj9wx6lc1h/NZGznEIa2C6zQ91VdQvnkr5PIZ/2vru4a2kBXoaDQtCiKSUGhAfH10PHhLb2qPO+hVyNJ9j2pc+WLScwuIqOgjG6tffjjkaHsPJVLt3Af2rvAJ0pBoTmiKCYFhSbk+fEdSc4pJjG7mJv6RjD4osjhy3ef4dGlexACurX2Zum9A4g967zbHBCyjCgpQeXh0dSiKNTA5k031CmXXVlZGfCK6wWqBkUxKSg0IVEBHqx8dFiV599fd9wxm9p7Op/tCbkMbts80l6UJSSQNHMm1tQ0PIYOJfy9/yDpXBMe6XhGAcczCukb7Y+fhxJy6XJDscpTUGhEyqw2/orP5GBKvlP1g7z0qC9wsA3waj4P6az33seabrcyLNq4EdMff7ik37VH0hn99kbuXbSLK9/aQLpJSe3RkoiKikKSpAqfWbNmOd2HMmNSUGhANhzL5Iedp4n2d+fuoTHc+tk2difnAfD81R25Y3B0te1fmdqVx5fu4UxeKfcMiyEuxNgIUjtHhbQ2TqS5cYZvtyU7usouMrPyUDq39o90Sd8KDc/27dux2c7HyTxw4ABXXnkl1113ndN9KIpJQaGBOJZewIwvtgH2WLEnMgsdSgngk40nGdMpmC/+OYVeo+LuoTH4XBQpPNzPnaX3DmxEqZ0n8IFZlOzYgTUjA4+BA/EaN84l/Yb7uZczCAm/wJdLofkTGFjeovSVV14hNjaWYcOqXrK+GEUxKSg0EOfCE53jVHbxeT8kCUK89Vz30WYyTGUIBFsTcvjxvuaphCpDHxNDm3VrkYuKUHl5uSym32NXtqOg1MLBFBOTe7RiePsgl/Sr0PiYzWYWLVrEY489Vqv7Q1FMCgoNRL9ofzz1GorKrAhgco9W3DMslvfXHifAU8dDV7Rl2n+3OOrvTsqtMvtvXTFbZR7+djcrD6bTIdSLz2/vQ5DRdQF2JbUatdG1y4seeg2vXdvNpX0q1B+TyVSurNfra7TyW758OXl5edx+++21GktRTAoKDUSItxsrHh7CHwfSiArwYFSHICRJ4ppuYQBYbTLR/u4k5hQjBAxqE+DySOLL95xhxYE0AA6nFvDOmnjmT+5S5/5SClP4777/IhDc2flOwo3hNTdSuCQIDy//fz1nzhzmzp1bbZvPPvuMcePGERYWVquxFMWkoNCAhPu5c9fQmErPadQqvr9vIN9sTUKvVXFLA2zwl1lsjnyIAkHp2SgTdUEIwZ0r7ySlMAWBYHPKZv6Y+ofTaecVWjbJyckYL5gd1zRbSkxMZPXq1SxbtqzWYymKSUGhkcgpMnMkzUSHECO+Z31zAjz13DYwCotNxl3n+j/HiT1asWRrEofTCvA2aLlnWOVKsjqKbTKZZgv+aivJBcmO46lFqRSYC/DWe7tSZIVmitFoLKeYauKLL74gKCiI8ePH13osRTEpKDQC8ekFTP5gE4VlVrwNGpbPGkx0gAc/7DzN0z/swyYEdw+N4dmrOrh0XKOblt8eGsKZ3BKCjHrctBVDHlXHHlMx1+05ToFNprfRnd4hg9iR9g8APYJ6YNQ1H/N1heaDLMt88cUXTJ8+HY2m9mpGUUwKCo3At9uTKbHYfTsKS218vyOZp8bGMe/Xg9jO2kX/d+NJbh8YRZiPa82j1SqJCH/3OrV9+1QaRbazQWZNxSzoMo9xURsAuDrmaiW7rkKlrF69mqSkJGbOnFmn9opiUmiWCCEwrUqkaEc62mB3/Ka1R+3ZfKIe1JZALz3yWQUkC0Ggl319XqdWOfaAJECjbl4Pevez8p3DS6tnfPvrm0wehZbB6NGjKzpg1wJl11KhWVIWn0fB2mRkk5my43nkr0hoapHqxe0Do5jaszWh3m5M6xPOzf3shg5vXN8No0GLTqPihQkdCfJynSm3K3gmJpQ2Hm6oJZgW4svYAGU/SaHhUWZMCs0SW4H5fEGArcDSdMLUk73Jeaw8lMawdoG8fm3XcstfI9oHseeFKxECVM0wTXqkQc+GvnEu969SUKgORTEpNEsMnfwpWOuGNbsU1BJeQ1o1tUhVkpu7lYKCA/j5DcHTs125c0fSTEz9cBOyEMgCcovN3DYgqlwde5DLRhS4DjRXpfTbyd9YdGgRYZ5hPNvvWQIMzSPyukL9UBSTQrNE5aYhaFZ3yk4XoAv2QO1d+zwyjUF6xgoOHHgAAEnS0rfPz3h6tnec35aQg/WCuEQbj2VWUEwKdeN47nGe/etZBILDOYeRhcyCEQuaWiwFF6AoJoVmSfG+THK+Owo2gdcVEXhf2TyjS2dm/ol9q1ZGCCvZ2evLKaYe4b6oJJCQsAlBnyi/JpP1UiOlyO7oCyALmURTYhNLpOAqFMWk0CzJW34cbPaHTsGaJDz6hqC5YNZkPlOIJbUIfRtvND7nDQZKDmRhWpuEylOH76Q2aPwa1pjAy7Mj6em/wVnbOk+vTuXOd2ntzcI7+rHiQCrtQ4zc3DeiQeW5nOgd3Jsg9yAyiu05oayyFYvNglatbWLJFOqLopgUWgQXbnGUHMom++tD9uN6NcEP9UDjb8CaV0b24sNnba+LyPnuCEH3dW9QuSIi7kAgKCg4QGDAKPz9BleoM6hNAIPaNN7eR2HhMc6kfIteF0B4+EzU6uZl6ecq3LXuBBnOK6ZTplNsSd3CkNZDmlgyhfqiKCaFZonv1LbkfHsUYZUxjo5CbTw/WyrenXFugoIos1FyKAevIa2wmcrg3HaOAGtOGSVHcrCkFWHo4Ic22MPlckqSmqjIe1zeb12xWHLZsfM6ZLkEIWQKi47TudNbTS1Wg+Gp80QlqZCF3QnYXVs3R2KF5oWimBSaDQV/naZoWxraYHd8JrclbO5AEAJJU97dThNU/uGjDbJHStC18kTb2hPL6UIA9JFGsr88CBKYVicS/HBPtIGX9oOrsDAem63QUc7L3VJN7ZbP7H6zeWTtI6QWpXJj3I30DOrZ1CIpuABFMSk0C0pP5JH/u92J1ppVguSmwe/adkBFM2XjiHCExYbldCGGrgG4tbcbFEhqFUH3dKP0RB5qDy2mNWc3wwVgFZQdz0Mb6E7ZqXzMyYW4tfVBG+L6WVRT4ukZh1bri8ViAmz4+zufNbQlEuMdwy+Tf2lqMRRcjKKYFJoFtvyy8wUBttzSKutKGhU+V1UeJVvSqjDE2RWVLtxI6ZFcx7KftpVnuf2pfJVE0Kzu6Fp5uuw6mhqt1kif3stISf0BnS6AVmE3NLVICgq1RlFMCs0CQ5wfJh89tjy7gnLvFYKwCaR6xI7zGh6OpJGwpBZh6BqIPsJIzvfHOJ+gSFB6JKfZKaaM4gze3vk2eWV5zOw8kz4hfWrV3mCIIDbmMafr26xWEnbvQKVRE92tF5Lq0otU9t7u9/j+2PcEGAJ4/4r3CfEIaWqRFKpBUUwKzQKVu5bgR3pSejKPwg1nyF16lPz/nSTwzi51Xm6T1BJew8pn3dSGecDOswVxttzMeHLDk+zJ3IMQgm1p21h17Sr83Orn/2SzWkjctwedm4FWHTo5IjkIIfj5jZdI2L0DgI7DRjLufueVWktgw+kNfLzvYwBySnOY8ccMVkxd0cRSKVSHopgUmg0qNw1YBOZEEwBykYX8VYkE3NrRZWN4DggDm8CcZMItzg9DB3+X9e0qTuSdcFiZmW1m0orS6qWYhCzzw/znOX3oAAB9J17LkJtuB6A4P8+hlAAObVjL6LsfQl2HHDrNlV3pu8qVM0oymkgSBWe59ObsCi2bi1fuXByiTVJJeA1tjf8tHfHo3TyXcya2mej43tanLW192tarv5zUMw6lBLD7j98c3/Uenug9PO0zKElCUqn4+Y2XKM7PK9eHJSODlGdmk3zvfRRv314veRqbKW2mIF1wIw0MHdiE0ig4w6XzWqRwSWDo5I9bJ39KD2ajNurxHh1VoY6QBZITkbiL92SQv+IUkl6N77Vt0Ue0jGyrT/R+gn6h/cgvy2dkxMh6RzJw9/ZBrdFis1mRJAljULDjnEarZeqz81j96YdkJBxHCMGpvbtY//WnXPXgE456Zx5/nJKdu0AIijZvps26tWj8WkZ4pUjvSL6/+nu+OPgFsT6x3NnlzqYWSaEGFMWk0KyQ1CoCbu2IsNhAoyoX1VoutpD11SHMiSZ0Md4E3NbRvvxXCbYiiz3W3tkMfDlLjhD6TN9Guor6IUkSvXzDMJkykSwZoI2uV38GTy8mPfU8m75fgs5gYOSMe8udD23Tnj4TJvP7u68D9qW/gpyscnXK4o+DbF9eFGVlWFJSW4xiAmjv355Xhr7S1GIoOImimBQaHSEEWGUkrbrKOpWdK/gnBXOSff/JnJBP4eYUjCMiKDuZhy3fjFucHyqD/ZYWpdZyUSDk4paTzyk/fxc7d92IEFYkSUvvXt9jNHapV59R3XoS1a1q59PoHr3xCQkjLy0FSaWi11WTyp33mTyJnC++BEDXJhZ9u/otLyooVIeimBQaBfPpAnK+O4qtyK4gRLEVtw5++N/coUJkhyqxyuWKwioo2Hia/P/ZHXPVfm4EP9wTlV6N2s8NQ7cASvba3/yNo5pndPLKSEv/1ZGWWgiZjIz/1UsxWc1mDv+zHiHLdBg0HK1bxdh5encPbnv1XVKPH8UYGIxPcPn9t6CnnsK9Tx9sefl4jb4Sla7lprm/XLmtdBheovZWqAVlRbxC4842FcWk0CjkfHcUa1bJ+VkMUHo4h5IDWbh3D3KqD4+BYRTvy8SWW4bazw3P/qFkfrzPcd6WU4o50YRbO18kScLvhjgsw4pQ6dRoAgyuvqQGw8M9FrCdLdlwd6/cmdhZfn5zPqf22G3kD21Yy7R5r1aa+E/r5kZE526V9iFJEl4jR9ZLDgUFZ1EUk0KjIBdbyymlc4hKjlWFxltPyBO9sRWYUXvpkdQSmiB3rNkljr2kC9NcSJKELqx5Oc86Q6tWN2K25JCbuxl/vyGEhk6tc19Ws9mhlADOHD3E5h+/obSwgE7DRhEcHesKkRUUXIqimBQaBePoSPJ+Om4vaCSwCvSxPrh3dj4dhJAFSFK5/Eu+U9uS/7saW34ZngNbtaiZUVVIkpqY6Icg+qF696XWavEJCSM/I81R3vz9EiSViv1rVjJzwcd4+SvpyBWaF4piUmgUPPuF4tbeF1FqQx1gALMNyaCpdEmpMkoOZJGz9CjCJvCZEINn/zAA1B5a/K5vX0PryxdJkrj2uf9j84/fIGSZM0cPkZ+ehpBlrOYyMk6dVBSTQrNDcbBVaDQ0Pm5oQzxQaVSo3LVOKyUhBDnfH0OYZbAJ8n4+0aKs7BqSnJTTpMYfRZZtVdbxDgpm7H2PMG7WY7Tp3R8ASaVC6+ZGcEybxhJV4TLhzJkz3HLLLfj7+2MwGOjSpQs7duyoueEFKDMmheaPAGET5cu12Ju6VNn1v59Z99UnAER178WUp+fUGIB16C0z8A1thSkrg45DRuLpWz9fpJJ9+0h5+hlshYUEPfooPlMm16s/hZZNbm4ugwYNYsSIEaxYsYLAwEDi4+Px9fWtVT+KYlJo9kgqCZ9rYux7VAKMoyJQe9QvGsKlwJZl3zm+n9qzk6zTSQRGRFXbRqVS0+3KcS6T4czjT2A5cwZkmdTnnsNj8CC0Qc5ZWSpcerz66quEh4fzxRdfOI5FR9feQbxBl/I2btzIhAkTCAsLQ5Ikli9fXu68EIIXXniB0NBQDAYDo0aNIj4+viFFUmihePYNJWzOAMJe6N+ifJIaEndvHyTJ/icsSRJuno1vgWjLz3dEhEAI5MLC6hsoXNL88ssv9O7dm+uuu46goCB69OjBJ598Uut+GlQxFRUV0a1bN95///1Kz7/22mu8++67fPTRR2zduhUPDw/GjBlDaWnVSeIULl9UbhpU7spM6RzjH36KoOgY+x7SrMfw8gugaNs2Mt5eQMG6dTW2L87Po7Sofook8OHzloNe48aiq8PbsULLwGQylfuUlZVVqHPy5Ek+/PBD2rZty59//sl9993HQw89xFdffVWrsSQhGme1XpIkfvrpJyZNmgTYZ0thYWE8/vjjPPGEPVhkfn4+wcHBfPnll9xwg3OZN00mE97e3uTn52M0towgnQoKDUHx9u0k3jYdJAlkmVYL3sY4dmyldTcs+pwdvy5DUqkYffeDdB5xZZ3HNZ8+g1xUhL5dW6cNWhSqx5XPtXN9HXpkBV76ukV+6Lig4vLvnDlzmDt3brljOp2O3r17s2nTJsexhx56iO3bt7N582anx2wyq7yEhATS0tIYNWqU45i3tzf9+vWr9gLKysoqaG4FhZaMubSEdV99wk+vvsiJnVvr3E/R5s0OpYRaTeHff1daryA7ix2/LgPsAVvPGVDUFV3rVri1b9filFKxpZi/z/zNqfxTTS1KiyA5OZn8/HzHZ/bs2RXqhIaG0rFj+fxpHTp0ICkpqVZjNZnxQ1qa3eEvODi43PHg4GDHucp4+eWXmTdvXoPKpqDgCopN+STs3oGXfyARnbtWWW/dl//l4PrVCCFI2L2d215/j4Dw2u+jGXr0dCglbDbce/aqtJ5KfWGAXAm19vJbHi0wF3D9r9dzuvA0KlS8MfwNroys+6zxcsBoNNY4exs0aBBHjx4td+zYsWNERtbufm5xfkyzZ88up7WTk5ObWiQFhQqUFRex8JmH+eODt/n+/55l5+/Lq6ybcerkBUFbBTkpp+s0pueQwbR+/z18rr2W0FdexnvypErrefj4MuL2e1Brtejd3Rl3/6N1Gq8l8/eZvzldaP+dZWQWHVrUxBJdGjz66KNs2bKFf//73xw/fpwlS5bw3//+l1mzZtWqnyabMYWE2KMXp6enExoa6jienp5O9+7dq2yn1+vR6/UNLZ6CQr04ffgghdnncxrtX7uSXuMnVVq345CRZCScAMBg9KZ1h851HtfriivwuuKKGuv1HDeBHmOvBmhxS3CuIMTjfPR0laQizDOsCaW5dOjTpw8//fQTs2fP5sUXXyQ6OpoFCxZw880316qfJlNM0dHRhISEsGbNGociMplMbN26lfvuu6+pxFJQcAm+oXYXCSEEkkpV7dJcr/ET8Q+PID89ldje/XE3ejeKjA2lkEr27CHn669R+/oR+OADqH18GmSc+tAjqAdP9XmK7499T7Qxmif7POnyMY7nHmfR4UV4aj25q+tdeOsb5/+1qbn66qu5+uqr69VHgyqmwsJCjh8/7ignJCSwZ88e/Pz8iIiI4JFHHuGll16ibdu2REdH8/zzzxMWFuaw3FNQaCys1iKKi0/g7h6NRuNV7/78wlpzzePPsWfl7xgDgxh604wq6x7+ax2H/lqHf+tw9O7u9R67KbHm5JB4+wyE2QyAOTmJiP/+t4mlqpxbO97KrR1vbZC+iyxF3LbiNoqsRQAczjnMZ2M+a5CxLkUaVDHt2LGDESNGOMqPPfYYANOnT+fLL7/kqaeeoqioiLvvvpu8vDwGDx7MH3/8gVslicwUFBqKkpIz7Ng5FbM5E43Ghz69f8Ddvf7+OG369KdNn/7V1kk5dpj/vfcmAIn7diMEjJh+V73HbiosSUmIC/wQSw8eakJpnCPRlMjTG58mrSiNGZ1nML3T9Hr3+cPRHyiwFDjK+7P217vPy4kGVUzDhw+nOjcpSZJ48cUXefHFFxtSDAWFaklJXYrZnA2AzVbA6TOLadf2X40ydvaZ88Y7QgiykhMbZdyGQt++PdpWrbCkpIAQGK+6CtMff1C0eQvuffvgPX58U4tYgXmb5nE45zCykHljxxv0C+1HnF9cvfpcFr+sXLlrQNVWmQoVUWLlKVz2aDXenMtiKIQ4W24corr1RO/hSdnZCAwdh9hXGJIO7OPopo34tQqnx7irUanU1XXTbFAZDER9vxTTihVofH1Bo+XMQw+BWk3ed98hqdVVOv02FblluchCdpTzyvLq3aevwRfJJCHO3lcP93q43n1eTiiKSeGyp1WrmzGZ9pGdsxFfn35ERNzRaGN7+QUw/fX3SNizE/9W4bSK60hm0il+mG+fsQlZpqy4kIHX1c6qqSnR+Pnhd9YKK/3V1xx+VajVFO/c1ewU0z3d7uHpjU8jC5meQT3pFVS5/1dtmDNgDk9ueJKM4gxmdJ5Bl4AuLpD08kFRTAqXPWq1ns6dF9S7HyEEQlhRqWrnsOrlH0DXK8Y4ymnHjyHk82/wp480/32aqpBLS+1KCcBmw2PQwKYVqBLGRo2le2B3skuzae/bHo2q/o/FaO9ofrjmBxdId3nS4hxsFRSaI/n5u/jr776sW9+BY/Hzq91brYnWHTqh1mgduZVievSuc18l+/eTcO21nLzmGgr/qjxEUUNhycgg79tvHWWV0YjX8OGNNr5NtvHp/k95cM2DfH/se8fx/LJ8XvjnBWb+OZPViasBu19TJ/9O9VJKQgj2Zu5le9p2bNUkblSoGWXGpKBQCQUFh8jJ/QejsTu+Pn1qrH/06FwsljxAkJz8OSHBEzAa67bh7Rvaipvmv0n8tk34twqn/cChdepHCEHyffdjy8kBWSZ51izab9mMqrFM0i2WJs3o+M2Rb3hn1zsArD+9Hj83P66IuIIXN7/I6qTVyEJmZ9pOfpr0EzHeMfUe740db/D1oa8BGBUxireGv3VZOi+7AmXGpKBwESbTfrbvmMTx46+ya9cNZGatqbGNLKycM6AAEMJaqzGFLLPrfz/zx4cLOLlrO0FRMQy6/hbiBg2r+8NNlrHl5p7Pl2Q2k/vjj3XqSthsyCUltWqjbdUK39vO+gmpVQQ/80ydxq4rx3KPoTqbr0olqTiWewyAk/knHcYOMjKnC+oWAupCZCGz+PBiR3l10moyijPq3e/liqKYFBQuIit73dmlOAGoyMxcWWObtm2fRaWy+9+FBE/GaOxeqzG3/7qMdV99wqGNa/np1XmkHDsM2Gc9CXt2sn/dSkoKahdJX1Kr8b3ppnLHMt94E2Gr3TJT8a7dHBs4iKM9epI6Z26tlilDnn2WNhs30G7TpkZPu35l5JUOWVWSihHhIyi2FBPmcT78UKhHKD2DetZ7LJWkIsAQgEpSISHhpnbDS1d/R+3LFWUpT0HhIry8OgEyIAEyXl6dMJn2UVJ6Bj/fQWi1FSMs+/sNZuiQndhsReh0frUeMzXeHpH5nNFD2ol4wtp1YMuyb9m01P4mviXgW6a/+T46N4PT/QY8+AC5ixadX1Krw9Ja+r//jXw2vUzed9/hPXEi7j17ON2+qVKtD2k9hEVXLeJA1gH6hvSljW8bHlz7IH+d+QuVpMJd487X477GU+eazL/vjnyXf2/9N2W2Mh7t9Sju2pYdxaMpURSTgsJFBAZcQccOr5GVvR5vYw8k1GzfYX/bd3NrTb++v1Uatkit1qNW1y3AcHSP3hzfvhlJkpBUaiI62fenDq5f7ahjysogNf4okV26O92vxmgk6KmnyHj9dVCpCJnzApK6lj5RFyuzC3x+mjtdA7vSNfD8Xt+21G0IBEIICi2F5JfllwvoWh86+ndk0VVKlHJXoCgmBYVKCA2dSmjoVAC2bjsfraC09DS5uVsJDBxVVdM60fWKMbh7+5B56iQxvfoSEBEFQEBEFKasTIQQqFQqfENqHwXbf8bt+E67HlQqVHUI9xX8zNMk3z8LuaAA7ymTMfSs/9JXUzEgbABrk9YiSRL+bv5EGCOaWiSFSlAU00UUm8xs/z0BS5mNHldG4N/KNdN8hZaLuyGGwsJjnFveMxjCG2ScNr370aZ3v3LHxtz7MH9/8zUFudn0HDsBY2DdlsXqY4nn3qcP7Tb9g1xaitqrZe+bvDzkZb458g0F5gKua3cdBo3zy6IKjYeimC5ixUf7SEswgYATOzO4+cUBePoq+Z8uZ2JjHwNJorQ0hfDWt+Lp2b7RxjZ4Gbny7gcabbyqkLTaSyLTrUFjYGbnmU0tRpOwLPFt3Orwf1hqsTSANNWjWOVdRGZSocPq12qRWf7WLmRb46+ppxw7womd27CeTR+g4Bpk2YzZnOWUZZkQgiNH/sXmLaPIylpDdPQDhIRMbAQpmxa5uLhc5AkFhcZGUUwXEdsjsFw5P7MEU1ZpFbUbhq0/LeWb559g+Wsv8t3cp7FZa+cTo1A5JtM+/vq7P3/93Y89e+9AlqtX+oWFhzmT8g0AslzGsWPOR8EXwlav6A9NgbBYSH7gQY727MXxESMpuyCXmoJCY6IoposYeXsHjP5uIIEkgd5Dg0cjL+XtWvGL43vaiXgyT51s1PEvVU6cfAur1Z4jJydnA1nZ66qtL0nqastVkXDqfdat78DGv3qRk7OpbsI2AnJxMVmffELGggVY0tIoWLOWwtV2K0BrZiYZCxYAULx9OyfGX82JsWMp3LixCSV2PbKQeWfXO0z6eRIvbXkJs01ZoWgOKHtMF6FWq5j6dG+2/5aAxWw3gNDqGjflgHdgMCUFJoQsI6nUePjV3i9GoSKSpKm2fDGenu2JjLiHxKT/otEYiWv/Uo1jFBcncvLkWwBYrSYOH3mWQQPX11nmhuT0o49StPEvkCTyl/9M0OOPla8g282qkx940OHHdPrBh2i3dUudrPuaI7+c+IVP938KwMm8kwS7B3NX15abqPFSQVFMleBu1DHspsbb4L6Y8Q8/yZrPP6LYlE//ydPw8gtoMlkuJdq0eZrCwqOUlaUQEjyJAP/hTrR5ipiYR5AkDZJU8wKDEBduFIuLys2L4s1b7D5KQmBNS0Pfti0ew4ZRtGEDaj9fAh9+GKxW5IIChy+TKCtDLim5ZBRTamEqKkmFLGRUkoqUopSmFkkBRTE1S7yDQpjyzNymFuOSw9OjLYMGbqx1agqVSud0XXf3WFq3upXTZxYiSVratX2+LqI2Cu59+1K0aRNIEhp/f3TR0UR8/BE2kwmVh4fDEdf/jjvI/uQTAHyuu86eAPAS4aqYq/jq0FcUWYpQS2omt2ncsEkKlSOJlrZDexEmkwlvb2/y8/MxGiuGilG4/BBCYLZko9UYa6VUXInZnI1K5YZG49Ek45/DkppK8Y4duHXogL5Nm3LnbIVF5Hz9FXJREX433YS2Vasq+yk9egxsVvQdOlQIKitkGSSp3HEhBAUrVlCybz+ew4fh0b+/ay/MhWSVZLE/cz/t/doT5ll7B+aGwJXPtXN9vTR5dJ3Nxf/108pGfcYqM6bLkK15hWzILaCP0YMR/peWMrfZyti7dya5eVvQav3o2WORU35HmVlriD/2EpJKQ1zcv51KdVEdOp1/vdq7grKEBBKmTEWUlIBKRcRnn+IxYIDjvNrTg8D773eqL7f27So9nvH2ArI//RS1ry/h7/0HQ/fuAOQv+4nU554DtZqcr74icvHiWsXXa0wCDAGMiBjR1GIoXIBilVcP4nek8/3L21nx8X6K8suaWhyn2JJXyKTdx1lwKp0b953k98y8phbJpWRm/kFu3hYALJY8Tia8U2Mbm62Y/fsfoKQ0meLiBPbvv6/FmXpXRsHKVYjS864O+T//Uk3t2lN65AjZH38MNhu27GxS5851nCvaugVUKkf22uJt21w6tsKljaKY6kheejErPztIRmIBCXszWbfwSJ37OvRPCv99eAOfPf4Xp/ZnuVDKimzIKTgbMxvUwLrsggYdr7GpreUdgM1WghBm7J7VAovFhP0XatnoIiPLRRXXRUW6tH9xkfO3KDtf9ujb154H6uw+lXufumfhVWhZzJ071x6M+IJPXFxcrfpQlvLqSEF2qSNChJAhP6O4Tv2UFllYv+gIQoClzMbqLw5xx5tDGizzZS9vD4dSsgG9vC+t0PyBgaMJChxLRuYfuLm1IjbmsRrb6HT+hIVeT0rqUgCiou512mepOeM1ZjRBTz5Bweo1GLp3x3+mPRRP2cmTZH/8X9BqCLz/frRhddtXcevcGeOECZh+/RVJpyPo6acc57ynTkXS6ynZvx/PYcNw79XLJdek0DLo1KkTq1efj4yv0dRO1SiKqY6EtPHGN8Sd3DS7Quoyom6BPWWbKJdVwGpp2Df1Uf5GPukUxbocE729PbghpOX7SNlsJcTH/5uCggMEB0+gc+f3EMKCJGmdVvBxcf+mdetbkSQNnp6V76fUFqu1iLT0n1FJGoKDJ9Y5JUZdkSQJ/zvuwP+OOxzHhMVC4m3T7enWJYmSXbuJ/d/vdetfpaLV668R9OQTqD08UHmcN/SQJAnvCRPwnjCh3tdRV/489SfLjy8nyhjFgz0eVPIjNSIajYaQkLqnE1EUUx3R6tRc+0xvTh/JxcNHT3BU3YwI3I06eoyOYPfKJAAGTW3TYLOlc0wI8mFCkE+DjtGYJCT8hzMp3wIypoJ9uLtHExDg/GZ2dvZGcvO24uvTH3//IS6RSQjB7j23YjLtBSAjcyXdu33qkr7rgzU3F1vW+eVi88mTCKsVqZZvtBfSVIkAq+NQ9iGe3PAkAsGmlE1YZAv/6v+vpharRWMylc+grNfr0esrf9mKj48nLCwMNzc3BgwYwMsvv0xEhPMpRhTFVA90bhpiugfWXPEsQohKlc7AKW3oNjIclVrC4NU05s0tmZKSJBzrqkBJSaLTbbOy1rF3352AisTEj+jW7TOnHG9roqws06GUALKz1yHLllr5TzUEmsBA3Lp1o3SvXTbPkSPqpZSaKyfzTyLO3hOykDmWe6yJJWr5hIeXXxWaM2cOcy8weDlHv379+PLLL2nfvj2pqanMmzePIUOGcODAAbycTJty6d2RTURpoYV9608D0HV4a9w8yz+Atv5ykl1/JmLw0jHu3i4VZlgePkpqjboSGjqVjMw/AYFGYyQwcLTTbXNy/+H8jpuanJx/nFZMWVnrzma57UZIyORyLx05OeVjyun1oU2ulMC+xBb5+Wfk//Y7kkaDccLVTS1Sg9A/tD8+eh/yyvIAmBDr3JJiibWEeZvnsTN9J8NbD+fpvk+jUTn3mLTKVn47+RuF5kLGx4zH1+3ScUQGSE5OLufHVNVsady4cY7vXbt2pV+/fkRGRrJ06VLuuGBZuToUxeQChBAsf3sXOSlFACTsyeT65/o4HlSZyQXs+N8pAIryy1i/+AjTnuvbVOJecgQEjKBfv/9RVHgMH5++6PXOz2J9vPuQnPwF55STj7dz1mO5uVvOzrTUnDmzCFlYaBU2zXE+P38ndqNX+55hbZRlQ6Py8LBntL2ECTAE8OM1P7Lx9EYijZH0CXHOL+3Lg1/yv5P/QyD49ui3tPNrx3XtrnOq7bxN81h+YjkSEkuOLGH5xOXo1JfOCojRaKyTg62Pjw/t2rXjeC2i1Svm4i7AXGIl+0zRubBjZJ0uxFJqc5y3XWjQIC4qK7gET4+2BAePr5VSAggKGkPnTu/SqtUNdO78H4KCxjjVLi9vB/Y/HxugIi9ve7nzvn4DOW+ULxHUTBSTEIKsjz7i+JixnH74YWz5+U0tUoMR5B7Ete2udVopAWQVZ6E6GxNRJanIKnHefWNV0ioABILkgmQS8hNqJ/AlSmFhISdOnCA0NNTpNopicgE6gwa/MA8klT1Vhn8rD7Ru582Ng6OMtOlt3yBWayQGTmlTVVcKTUBw8Hji2r9IcNBVTrfx9RuAfV/LPivy8xtc7nxI8AS6dvmQiIiZ9Oj+Fb6+dQ/JI2SZw3+tY9vPP2DKzKhzPwBFf/1F5oJ3sCQmUrBqtSO1hYKd69pf55jlGHVGrom9xum2nfw7oZJUqCQVnlrPZhPeqLF54okn2LBhA6dOnWLTpk1MnjwZtVrNjTfe6HQfylKeC5AkiUmP9mDv2mQkSaLriNbl9hsklcToOzoxaGobdG4adIbqf/aCnFKyThcSFOmFh7ey99Qc8fHuRc8eS8jO2YDR2JWgwIozrcDA0S5Zwvv726/Z9vMPSJLE9l+XMfPtjzB41c0K1JKefr4gBNbUtHrJJqxWirZsRdJqce/bp8EtShsSIQRGnZGlVy8loziD9n7t8dZ7O93+zWFv8vG+jzGZTdza8Va8dM5t9F9qnD59mhtvvJHs7GwCAwMZPHgwW7ZsITDQ+dUMRTHVgpICM398coCspAJiewUx/OY4VCr7H6LBS0f/ibFVts1KLmTnH6fQ6tX0uyYGT9/K0wZkJhXw4+s7sVlktG5qrnumN74hTRsIVKFyfH374uvb8HuFx7bakw0KISgtMJF2Ip7o7nVzWPUaNYqsDz6wKyS1Gt+bb660npBl8n9ajjk5Ce/x49G3bVuxjhCcfvgRCtesAcDnxhsInTMHAEt6BvnLl6P28cFnymSkOgQPbUxkIfPE+idYlbQKrUrL28PfrpVSAvBx8+Hpvk83kIQth2+//bbefSiKqRZs/y2B1ON5CBkO/5OKVq/GXGwlMNJIl2GtkFSVvy1aymwsf3s3llIrSPY9qKqMHw5vSkW22c1crWYbR7emVavwFC59DJ5e5F1Q1ujqPovW+PoS8+uvlOzZiy4qEl3r1pXWy3rvfbI++ABUKnK++prY33+rECHClpXlUEoAed9+R8hzzyHMZk5dfz3WzEyQZUr27SNsfs1JFl2JTbYRnxePj96HEI+aHT33Ze5z7BFZZStv7XyLYeHD6jz2a9tfY3XSaroHdufFQS/ioVVeLmuDophqQVmJ9UJ3GfatPY0kwZEtaQhZ0O2KyqM/FOWXYS6x2gsCh/VeZXj66R0BRIUMXn6XRkI2hbqjNRjKlXNTThPesXOd+1N7euI5eFC1dQo3bLB/kWVESQkle/dWUEySwYCk1SIsFntOp6AgUKspi4/HesGSYeHatXWW1VmEELy9621+Pv4zsd6xyEJmZ8ZOVJKKfw/+N+NjxlfbXn9BVA4JCYPGUE3t6vnt5G8sObIEgNVJq4kwRvBwz4fr3N/liGL8UAu6j4pAq7cbNbh52HW6EIAE6QlVWzcZAwwEhHs6ym37BFdZt9vIcDoPbYVvqDvdR4XTYdDluYGqcJ6wdnHA+XxHQdENP4N279fXbsmjViNptbh16lShTs6XX9mVEoAQBD35JJIkoYuKQuXpaQ/gqlJh6NHw6S7+OvMXXxz4gpzSHHak72Bnxk7AvkT3wZ4Pamzfwb8D93S9B61KS7BHMM8PqHuCx1OmU47vspDJLM6sc1+XK8qMqRYERnhx28uDKMguwWaR+fH1XSDsse4iu1Sd/lylkpj8eE+O78xAq1cT27PqEC5qjYphN9acP0gIgdUsOxSlwqVL/yk3oNHqyD6dRPuBQwmJrbjf42qCHn0UTWAQ5qREfCZORFdJOJmSPbvLleUi+0qA2tubyMWLyV28GLWvL/533dng8uaW5jq+iwuWNVSSCh83H6f6eKDHAzzQ44F6y3KxmXhbn4b//7rUUBRTLdEbNOhb261trn26F4kHsgmM8CKqGsUE9vBFHV00+ynIKeXnBbvJzyghrK0PVz/QTVFQlzBqjYZ+kxvXIVbSavGfcXu1dTxHjqTo739ApULSavHod37f1K19O0JfnOcSWQrWr8d8MgGvK0baU3lUwsiIkUQfiCYhPwGdWseUNlNYmbiSQEMgLw580SVyOItNtiEhORSkn6HlB0pubBTFVA+CIo0ERTZcBlghBJt+PM6BDWcwBhgYd28XfILd2fVHIqasEgBS4vM4vCmVriMq38RWUGgofG+8EW1QEGXx8XhecQW6qCiXj5GzeDHp//cSSBKZ771H7K+/VJoC3kvnxfcTvudozlHCPMMIMATwXP/nnBrDJtvILMnE3+CPtpKwUafyT7E7YzfdArsR4xNTY393dLmDrWlbKbGWEOcXxxURVzglh8J5FMXUjDlzLI89q5MByE0r4q/vjzHhge72dHYXGGGknchTFNMljpBlTu7egbmkmDa9+6N1a3qjGEmS8Bo1Cq9RoxpsjII/V9q/CIEoLqZo6zZ8pkyutK5eradrYNda9Z9bmsuMP2ZwIv8EoR6hfDn2y3KOsQezD3Lr/27FIlvQSBq+GPsF3YO6V9tn96DurLluDelF6UR5Rzkda0/hPIrxQwNTbDJzfGcGuWlVW+JVhaXsfFgjAVhK7OVuI1uXsw48sStTCXN0ibP2q/+y/LUX+d9/3uDbuU8j22w1N7oEcOvS2W6EobKHVXGLq3n/tTb8GP+jY08ooziDhYcWljv/56k/sQn7by0QrEhY4VS/Xjov2vi2UZRSHVF+tQbElF3C0vnbKSu2IqkkJjzQjfCOzq83R3TwI6ytDynxeag1KvpOiAbsJuSSym5ODucSgouqO1Jo8Rxcfz4baEbCCXJTz+Df2vn8Ni2VoIcfRuXujvnESYwTrsatY0eX9q9VaR1/OwJRYSkvxjsG+ewfmk3YiPGueSlPof4oiqkBObk7k7Lic/5LgsObUmqlmNRaFZMe7UFeRjHuRh16d/sfjUanZsj17fhrqT3HzNBpbdFoG8f4odhk5u/v4ynMLaX7qIha5aNyNSaziUJzIaEeoc0mFE5W0ilS4o/Sqn1H/FvXLatxZfiFhZNx6gRCCDQ6HR6+9vvIZrWQlZyEMTAIg6drQ+CYExMxnzqFoUcP1HWIKu0KJJ2OwFmzGqz/KyOuZEPyBranb6eDXwdmdJ5R7vw1sdeQVZLFppRN9Anpw7Xtrm0wWRTOoyimBsQYYKi27AySSqo0JFGX4a2JG2iP1qvVNZ5F3pqvDpF8OAchQ9rJ/dzy4oA6XVd9WZu0lsc3PI5VtjI6cjSvD3vdERW6qTh95CBL581GyDIqtYYbX3yNkDYV07QnH9rPiR1bCY6OJW7wcKeU6jWPP8vGxV9gLi6m7+TrcPPwpKy4iCX/eoKcM8lo9Hqufe4lWrXv4JJrKdy4keR77wNZRhMURPRPy9D4+7uk7+aALGT+9fe/+PXkrxg0Bj4a9RGDWlV0OlZJKu7scid3dml4k/eGRu/zAG662kegEOYiYKXrBaoGRTE1INHdAhgwOZb4HekERxnpfVWUS/uvr0I6vjODvWuS8PJzY8i0dk5lz81NKz6/hCiDKbu0SRTT2zvfxibb1/5XJq7ktqzb6BbYrdHluJBjm/92fBdC5uiWvysoptTjR1n64rNIkoSQZcylpXS7ctzFXVXAGBDI1Q8/VX68rf+Qc8ZuHGMzm9nx64+0au+a9OG533zjsLCxZmRQsGYNvtdfOjmc9mXu49eTvwJQai3lzR1vVqqY6kpGcQYW2UIrz4oWhAo1oxg/NBDHd2bww6s7SU/I5+pZ3Rh+cxyaRpzZ1MSmZcf585MDpJ00Eb8jg3WLjjjVrvPQ839oPsHuBEdXXOIRQpB2Mp/kwznItoYxynDTuCFxfqbhpm56KzX/1uEI2X69QpYJCK/oc3P68EG7hZksgySRdHBfpX3ZrNYax3PzOB9NBEnCzYVLedrQULvRwYVlJ7EVFpF8730c7dOXM08+iTCbXSaXq7h4L8mVRgqLDi3iiu+vYOyPY3ll2ysu6/dyQpkxNQB5GcX8+ekBEJCpAqtFZsKD3ZtaLAfpp0zsXplU7lheerFTbXuOiSQkxpui/DIiO/lXOmvbsvwEu/609x/RyY+rH+jm8j2guQPm8uj6R8kuzebOznfS3s+11lp1oesVYyktLCTp4D6iuvag49CRFeq0jusEkuSYMYV37FLuvLm0hOWvvUjywf0ERkYz9dkX8fCpPEV3m9796TF2Aoc2riUgIorBN9zmsmsJfOQRbHn5lB45gvekSXgMHlxzo7Nkf/YphRs3gixj+vU3DN2741dFFPOmoqN/R27tcCuLDi/CR+/Ds/2eLXfeJtv44uAX7M7YzdBWQ7m+/fVO3cPnYvadY/HhxdzZ5U4CDNU74CuUR1FMDUBhTqnDnFvIkJdR0rQCXUSJqeIbbOdhzi85hLX1qfb83jXJju9JB3MwZZXiHeja5b5OAZ1YeW3jrnvXhKRS0W/y9dVGaQht257r/vUSJ3ZuIzg6lg5DRpQ7v3/NnyQfOgBAVnIi23/5keG3Vb6/IalUjJxxDyNn3OO6iziL2mik1Vtv1qmtnG86P9tSqZBNJhdK5hokSeKpvk/xaO9H0UiaCkrn26Pf8s6udwDYeHojfgY/roy80qm+DRoDFpsFgUAlqS6p9OqNhbKU1wCExHjjG+ruKHcd3rycX1vF+RLQ+uwykAT9JsbQdYTrLMg8fd0czyW1RoWbZ/POxdPYRHTuxojpd9Fx6MgKD8SLl/BkueX5K/nefJM9iCugCQzEe8qUJpaoarQqbaUzofjc+HIp1o/lHnOqP0mSeG3oawQYAjDqjLw48EWMuqaxaGzJKDOmOnDo7xT++j4etUZi1O0dK8TJ0+jUXPt0b04fycXdW0dIdO0SjjU02rPypSea8PTRu9x4Ydy9Xdj47TEsZTb6T4pBX0PGXoXzdL1iLEf+2UBmYgJe/gH0Hl95lIPmjD42ljZrVmM+lYg+NgaVofGNY+rL6MjRLItfBtgV08jwisuyVTEwbCBrr2/4VB+XMpIQokV7ZppMJry9vcnPz8fYCL4WpUUWPn/iL0dIIL27hjveHOKSPZS9a5PZ+stJ3Nw1jL6zMyExFRWaEILjOzPISy8mtmcQfqHNJwGZ1Wwj+UguBi9ts1PGLQkhyxSb8jEYjahUzcdgxhnKTpygZM9eDD16oI+Jbmpx6sXBrIPsy9pH35C+xPo0brJOVz7XzvX1+oxfMNTBXLzEXMSTX1zTaM9YaCZLee+//z5RUVG4ubnRr18/tm3b1tQiVYlsE+Xi1FldFArIlFXC30vjsZTaKMgtY/WXhyqtt3tVEis/Pcj23xL4/uXtjmCuTY3NKvPj6zv53wf7+PHVnez6M7GpRWqxSCoVHj6+LU4plezZw8mJk0h97jlOXnMNJfsPNLVIWGUrC3Yu4Jb/3cJHez9yRHFwhk4Bnbgx7sZGV0oKzUAxfffddzz22GPMmTOHXbt20a1bN8aMGUNGRkZTi1Yp7kYdPUafDQUjwaCpbVwyW7owLh4CLKWV7y2c2ptlryLAapZJPZ5X77FdQUZiAVnJhY7yvnWnm1AahaYg/3//Ox9dWAhMK5yLK9eQfHPkGz478Bl7M/fy/p73+eXEL00tkoITNPni/1tvvcVdd93FjBn2UCAfffQRv//+O59//jnPPPNME0tXOQOntKHbyHBUGgmDZ+UWN/E70tn4zTEkCYbfEldt6B6rxUZ2SqEjLp4kwcAplb+lhbbxIfVEPueCHAREOO+7sjIrn/87kYJBreK1duF0N7rX3MhJPH31jvh9kgqMAU3vV9ScSDsRz69vv0yJyUT/qTfQd+KlFdqmZP9+yo7Fw7ngsjYb+timjyuXaEpELamxCRsqSUWSKanmRgpNTpMqJrPZzM6dO5k9e7bjmEqlYtSoUWzevLnSNmVlZZSVlTnKpiYyRfXw0Vd5zmq2sfrLQ8hW+9vjqs8PcteCYahUFWdWQgh+eXcPqfH21OwxPQIZdmN73I3lFZ4pu4SjW9Lw9NPTf2IM+ZkltOsXgn+YZ4U+K8NktXHngVNYhEACZh5IYNfAiumyAVJP5LF//RkKc0po3cGf3ldFVSr7hXj5uTH2ri7s/OMU7kYdQ53IwtuSEbJMZtIp3Dw9MQZUnZH4HH9+9A4FWZkIIfhryZfE9u6HfyvXWUI2JWUJCZy68SY461ysadUK3+uuw3ty0xtuXB1zNT/G/wjCboE3JmpMU4uk4ARNqpiysrKw2WwEBweXOx4cHMyRI5VHInj55ZeZN881mTEbClkWDqUEYLPICJuASh7uBTmlDqUEkLAnk7F3dy5Xp6zEyg+v7KC00IIQ0GlIGCNvqxgTrazYwpEtaWi0Ktr3DykX2NVktWEW56IoQ5bZihCiwjLkgY1n2LDkqKOcesKEwVNLFydM3mN6BBLTo+mCujYWQpZZ/vpLnNxl3wsdfc9DdBk5uto2ltISLrQzspSWNqiMjUnJ3r1wgZm7NjSEgHtd71tVF7oHdWf5xOUczDpIt6BuSoigFkKT7zHVltmzZ5Ofn+/4JCcn19yokdG5acrFxet7TQxqbeU/tcFLh86gRpLsPoneQe4VlEX26UJKCiyO5fuEfVkV+pFlwU9v7ubvpfGsX3yUPz8pv/HcSq9lQuB5S7lZEUGV7o0d3Him/AEJclNrn0vqQqxmG/vXn2b3qiRKiyz16qs5kJGY4FBKAJuWLqqxzZCbZiCdNWZo138wwdGXzoa6e/fuSFotqO3X5zFgQBNLVJ5IYyRXxVylKKUm4JVXXkGSJB555JFatWvSGVNAQABqtZr09PRyx9PT0wkJCam0jV6vR6+vehmtudDvmhg6Dg5DkiQ8fauWV6tTc81DPdj2+0k0WjUDJld8YPmGuKN1U2M120BAWBufCnWK8srIPnPe+ODU/myELJDOztIkSeLjTlHcYyrGTSXR2avy/SWfEHeyzxSWszxs0ye40rrO8scnB0jcnw0SHN6Uwg3/6otK3eLeiRy4eZw3uZUkFW5eNZvQth8wmIjOXSkrKsI7OKTZpOlwBbqoKCKXLMb0+//QRUfjc92ltX+mUDe2b9/Oxx9/TNeutcsqDE08Y9LpdPTq1Ys1a9Y4jsmyzJo1axjQzN666oKXn1u1SukcwdFGJjzQnXH3dMEnqKLCMHjpmPJETzoObkXvq6IqXcZz99LhbtQhqezGBwGtPR1K6RwqSaK3t0eVSglg2I3tadcvhMBwLzoNCeOG5/tWqgidRQhB4oHsswXITS2mMLes+kbNHO+gEEbdOQt3bx/8WoczbtZjTrUzeBnxCQklcd9u/vzoHXb89lOLjOxQGYYuXfAaM5r8n5aReMstlOyrPDitwuVBYWEhN998M5988gm+vpXHeqyOJrfKe+yxx5g+fTq9e/emb9++LFiwgKKiIoeVXmNgNmdz8OCjFBYdIzRkCrGxTza7N9qA1l4Mv6lqgwK1VsXkx3uya2UiGo2KXnVMseHmoWXU7a7LEipJEkERXmQmFwBg8NTh4d38Z7w10e3KcZWmq8hJOc0vb84nNzWFuEHDGHPfw+X8kdJPHufHl+c4grgWZGVRbMpDtlnpP/VGAiOiGvEqXIewWEi++x7kwkKQJJLvuYe2//yDpGoZM+OUwhQWHV6Em9qN6Z2m461XHMQv5mJDs+pWr2bNmsX48eMZNWoUL730Uq3HanLFNG3aNDIzM3nhhRdIS0uje/fu/PHHHxUMIhqSEyfeICd3MyCTmPQx3j69CAy4otHGdwU2m4ylzMaASbFO5VVqSDblFrI9v4jBvp708vZg/Kxu7PojEatVpvuo8Cr321o6p/buYtkrcx2pLw5tXEtMzz60HzDEUSftRLw97cXZtdJ9a/7AZrXvuyUfOsA9H36JWtPyYgvKpaXIBfaXD4TAlpuHKCtDagHhiCw2C7etuI2skiwEgp3pO/lq3FdNLVazIzy8vBXpnDlzmDt3boV63377Lbt27WL79u11HqvJFRPAAw88wAMPPNBk45st2TjCgQMWc06TyVIXLGU2lr2+k6zThag1EuMf6EZ4nPMp3F3J6mwTt+w7iQp4JQF+6tGG/j6eDL6+bZPI05is++oTh1I6h6Ws/LJleKeuqDVaZJvdKtJqPn++xJRPSUEBnr5N839XH9ReXhgnTMD0qz35nveUyS0mRl5acRrpxef3ufdk7qnUYvVyJzk5uVxIospmS8nJyTz88MOsWrUKN7e6+zI2C8XU1ESEzyQ7+y+EMGMwRBEYWL3pb3Pj1P4ssk7bDR9sNsGuFYlNpphWZuWjBmyAGlibbaK/j3O+Vi0dlbp8CCH/1uG0618+K6pfWCtu/vdbHN++hYDwSA79vZ7j2zYB0LpDpypzL7UEwl59BZ+pU0GScO/Tu6nFcZoQjxAivCI4XXgaIQT9Q/srSqkSjEZjjbHydu7cSUZGBj179nQcs9lsbNy4kffee4+ysjLU6ppDbSmKCfD17c+ggRspLU3G07Mj6maQDbU2uLmfX/qRJCpNM5GamsrevXvx9vamb9++Tt0cdaGH0Z2vU7JRYVdOrowuYbPJ7F2dTG56MW17BRHaxgetvvnEkxt1x/0sf+MlSgtMdB4xmlF33Y9aXfFPLDAymsBIe4DTmF59Obb1H2SrlXYDBrfoB6KkUuHRv19Ti1EjSaYklh5dilFv5JYOt+CudeercV/xw7EfcFO7cX37SyeFfGNzxRVXsH///nLHZsyYQVxcHE8//bTTzx1FMZ1Frw9Er28a59BMs4W/cgtp666nSzUWc1XRuoMvPcdEcvDvM/gGuzNwapty5/Pz8/n888+xWu3LR7m5uVx11VWuEr8cN4T4YRWCrXlFDPfz4qpAH5f1ve3XBHb9kQgSHNmUCkCP0REMnNKmhpYNjykrE7VGw70ffQ2AWuPcn5Zao6HDoGENKVqzpGjzZsyJSXiOGIE2uObIGS4b11LELf+7BZPZhCxkDmQd4N2R7xJgCODebvc2mhyXKl5eXnTuXD5AgIeHB/7+/hWOV4eimBqR00dyyDpdSGRnf3xD7L4w6WUWRmw/Qo7FhgR83CmKa4J8nOovscS+PxFp0DNgcmylPlAAaWlpWCznHVsTEhLqdR3nyLFYuefgKfYVlDAxyIeX27VGLUncGhbArWGuTyWdduJshIwLfKx2r0yiw8BQx+/ZFBzd/De/v/MqQgjC2nfg+hf+7XRbWbZhM1vQ1mM9vqWRs2gx6WcttdTvvEPMb7+i8fdvlLETTYnkluU6ytvT6r5Br9BwXJrmUQ2IudTKb+/t5b8Pb+B/H+7DYnbOD+Xo1jR+XrCHf344znfzt5OXXgzYjQVyLPY+BPBNarZT/b18MpV+Ww7Tb8thXj2ZWm3d0NBQdDqdY5koNtY1UQfeSEhjU24h+VYbX6dkszw9t+ZG9SCqq+uVnSvYsuxbh5VdytHDjtToNZF6/Cgf3n0r706/lj8+eLuC4cSlSv4vPzu+23JzKW7ENDdRxigCDAGoJBUSEgPDBjba2Jcr69evZ8GCBbVqo8yYasm+tckkHcxGCHtooP3rTtNzTGSN7U7sOp/Gw2aRSTqUjU+wO9GG85YtKqCNe80+PkU2G+8mnrciWpCYzkORwRiqiKZgNBq58847HXtMvXr1qnEMZ8iz2hyTF+ls2RUU5Zexe1USyND9ynA8fe2zie6jwvH01XNqXxYndmdis8j0GB3RpLMlsDvOSiqVQ7EYnIgEAbD+688oK7SbWB/csIaOQ68gonPtveRbGm7t4yg9cNCRIkMX03jhmdy17iy+ajE/HPsBb703N8Td0GhjKziPopguoMhqo1iWCdRV7UdSVmKzP4WF/R9zqbXKuhcSGOFFwt4sR9uA1vZ0FQN9PXm9fWuWpubQ0dPAM9GhNfallST0KolS2R4p3E0loalh0zwoKIgrr7zSKVmd5e7WgfyZlU+RTSbSoGNy8HmLsrQyC88eO01qmYX7I4KY4OTypBCCXxbsITfdHp8vYX8Wt8zrj6SSkCSJtr2Dads7mJE2GdkqmoXxw5V3P8D//vMGpswM+kyYUos4eBcnj27RyaSdJviZp1G5GzAnJeEzdSpu7ds16vhhnmE81POhRh1ToXYoiuksK7PyufPAKcxCMC3EjwVx4ZVaSHUZ1oqjW9MoMZlxN+roNMS5wJA9x0YiSZB1upDYnkGEtfVxnKvtnoxOpeKjjlE8fcwewPb19uFoa0hL0RB0N7qzc0BHkkrNBOu0/JqRh5dGzTWBPjxyJIm/cgqwAfccPEUXrw5EGWqeDVotMjkXBI01ZZZQVmytYGmoVqtoIMPCWuMbEsbN89+qdbtht9zBslfmUlZUSIfBwwnv2KUBpGt+qDw8CL4g1Y2CwsUoiuksz8efwXJ2aeG7tBzubB1QqYWcMcDArS8NwJRZgnegAY3OuaejWq2i91XRLpN3bKA3YwObPmyKj1aDh1rNyO1HiC+2G2P8FVJAQnEZ5xb2ZOB0qdkpxaTVqQmJ9SbtpN3QITDcC71H3W7TfNNecrI3YjR2x99/SIXzVmsRScmfY7WaaN3qZtzdo+o0Tl0JaxfH/Z8sxlJWht699taYQgiwykjaZqKhFRRchKKYzqKi/EJKdTMQrU6NfyvXOI1+m5rNiydS8FCr+U+HiBbpjHqipNShlAB+zsjjmZgQXjieAkA7dzd6GZ3fB5rwQDcO/p2CEIJOZyO015Z801527DgX5Vqmc+f/EBxU3kT+wMFHyM5eD0ikpS1n4ID1aDTOy1laVMjf33yNKSuD7qPHE9OzT63lVKnVdVJKtgIzmZ/ux5pejC7KiP9tHVEZNC3aD0pB4RyKYgL2FhRzpuy8OfWMMH/iPBo+nEqW2cpjR5KRgVyLjfsOJrJ7UOVZZRuKtDIL9xw8xdGiUm4M9eOF2NorglZ6HV5qFUU2GQno5Gng7vAgehs9SDNbGObrVaVhRmXoDBp6XBlRyyspT072xrPfZEBNdta6CoopL2/b2fNgseRQUpKEl1fFyO1VsfrTDzi25W+ELHNq7y5mvPUhvqGNk/OnYMNprBl2y07zKROpL25BZdQRcHsndE5mNa4MYbUibDZUDZxaJqski4fWPsTRnKNcGXUlLw16CY1KeRwp2FHMxYHFKdnYzi7jqQD/aowfquNwYQkrs/IpcNI6rdhm45yBsAAKbK5LgbAm28TwbUcYs+Moe0zFVdb7vxMp7MgvIs9q48PkTFZn1z5VvZdGzY892jAxyIebw/z5vEsUAD29Pbgq0AcPTeMvNRmN3TmnlMB2tlwef78h2K1RVOh0wbVeystMTHBY4glZJjc1pV4y1wpR0VBCLjCT9+vJOndZsH49R/v242j3HmT+5736SFcjH+z5gIPZBzHLZn4/+TsrElY06HgKLQvlFQUI1Wsdy3gyEKavvWL6KT2X+w8lIoBwNx2re7fDW1v9zxvupuOmUD+WpNqDxs6OOW+RV2KTSTdbCHfTob5gBpNQXMYP6Tm00uuYFupX7tw5Cq02Zh5IwHzWam/GgQR2D6x8JpZnsXKh90xdTb67ernzYaeoOrVtCPz9h9C583/IzlqH0didVq1uqlCnY8c38D7TA4vVRKuwaajVtZsldxp2BX8t+RIATz9/wto7P9uqL55DW1NyOAdbzkUp2m1194VKmzMXUVICQpD1/vt4T56ErnXrekpaOcXW8i9LRZb6ZUlWqJlhfz2OZx0shgpd+MLsLIpiAu4LDyK51MymvELG+HszLbT2AVA/O53pUG7JpWbW5xYwMaj6gJySJPFm+3BmRQRhUKkIc7OnqzhcWMKU3cfJtdro6OHG8p5tMWrUZJotjNl5jEKrfaYVX1zKnDYVl44KbDbKZLs0AnvIo6qiJc+KCObvvELKZEGchxvjApreoMJVBAddVWH57kLUajciIu6oc/99rplKUFQMpqxM2vTpj5tH4+0Parz1hDzRG1uhmbzlxyk9lIOkU+NdHwMbIZefiTWgw++MTjP46/RfmMwm2vi04aqYhgmRpdAyURQT4KZW8VZc/fY0Igx6dpuKHZZo4XrnciJJkkSse/lwNO8nZZB/duZyqKiUZem53N4qgL0FJZgumNGszDJVqphCdFomBHrza6bdsu3+8KAq940G+nqyc0AnzpSZ6eDhhq6FJHZrDkiSRFS3njVXbKjxVRIaox7/WzsiF1pQuWmQ6pHrKuSFFzjz+BOIsjL87rwTXUT9/iaqo71fe1Zdu4r04nTCvcKV/SWFcih3Qx0RQrDDVEyJTWagjyf/16YVFllworiU6a0C6Old92gEBrWKC9WI4ayy6OjhhptKwiILZKC/T+VjSJLEx52iuCu/CL1aRbcaAsMG6DQE6MrfCn9k5vP40WRkBK+2C3c6fp9C4yNJEmoXJIf0GjWKdtu3Icxm1J4NP/tz17oT7e06FwqFSwdFMdWCYpvMkcISotz1vJ+UwftJ9jBDI/28WNw1hk86R1XZNtNsYUteEe093GjnUX3AzsejQthbUMyhwhLGB/ow5WxEhTA3Hct7tGVJajat9DruCa86GrpKksi32njqUCJCwCvtWjvt92SVBfcdOkXJ2eXABw4lMtrfiFstLOsUWiYqnQ50TZsBWUFBUUxOkmW2Mm7nMZJLzbirVJgvWH9fm1NAUqmZyCocSM+Umhm1/Si5VhsqYFHXGEb6Vx1PLUSvZWXv9pWe6250dyrHkVUW3HMwkZKzct576BRHh3RBr1JRYpP5T1I6SSVmbgr1Z6Bv+bdjG4JS+fxeg1kIrJVYgSkoKCg0BMorsJMsz8jldKkZgFJZRq9SocJubKxXSfhVY4G3IiufXOv5COKLq4kgviIzj67/HKDbPwdYmZVfZ3mtQlAiy4izY5bJAstZZTP3+BkWnEpnWXou1+89TkJx+fTfepWK4ItM5lMv8PNScA2W0lJS449ScjaQq4KCgh1FMV3E6wmptNm4j2HbjhBfdN4U10+rKRdJe0yAkX7eHnT1MvB1lxi8NGoSS8r4vxMpvHMqnaILjBQi3c4vjUhQZWieMlnmvkOJZJitZJit3Hsw0aFMAAoLCzl+/DiFhYU1XoebWsUjkcGO8qyIIDzP+hNtzy9Cxm4abxVwuKikQnv9RZEvTC6KHK5gpzAnm88fvYcl/3qcTx+4g8xE1+TIUlC4FFCW8i5gV34Rb56yp5OILyrlmWOn+bGHPTvqxCAftuUV8ktmHt283JnfrjW+F8ySim0yE3bFk222IoAdpiIWdo0BYJS/kTmxYfyUnks3L3cejwqpdHyrLMqZeZfIMlYh0CKRkZHBp59+itlsRq/Xc8cddxAUVH3mz6djQpkW6ocQEH1BOo2rg3w4lJCGhN05tncl4YKejgnlgUOJyMAoPy+XpkhXgIMb11KUa/dfs5SVsvvP3xh994NNLJWCQvNAUUwXUHCBc6Kg/CxBLUm80j6cV9qHV9o2saSMDPP5FBib8s7PaiRJ4r6IIO6LqF6ReGjUPBwZzIKzuZYeizqfY2n37t2OLLRms5k9e/YwevToGq+pstnZo5HBxLrrSS4xMyHIh6BKHIqnBPsyyMeTHIuV9h5uqJQYbC7F4GV0JBc8V1ZQULCjKKYLGOjjyWAfT/7OK0QjSTwZXfnMpjIiDXqCdRqyzPZICoPrGIz1mZhQbgz1Q8LuG3UOo/H8g0wIgdFY9weZJEk1Ov8CBOu1BNchCoZCzXQePorU+COc2LGV0HZx9J14XVOLpKDQbFAU0wVoVRJLu8cSX1xGgFaDv875n8ddreK3Xu1YeCYLL42ama3rnga8Muu+Pn36kJWVxcmTJ4mNjaVPn6ojWZtlmc15RRg1anooS3DNEpVazZh7H25qMRQUmiWKYroIlSTRvgY/o6oId9PxbGxYvWXYkV/EZ6cz8ddpeCIqBB+tBo1Gw4QJE2psaxOCaXtOsDnfHnvsmegQHqliT0tBQUGhOaIopmZGptnCtXuOOwKwJpWY+fqsEYUzHC0qdSglgA+TMxXF1Eywms2kJ5zAOygYT9/ax2NUULhcUBRTMyOhuKycc+vegqpTVlRGoE6DRgKbsJumt3ZTvPibA2XFRSx+7jFyU86g0miY8sxcIrt0b2qxXEr8jnS2/ZqAm6eWEbfE4Rda97BcCpc3ih9TM6OTl4FWeq0jVt7EWsaoC9Rp+bRTNB09DQzw8eTjTpEul1HBeYQQHP5nA7+8/TK5KWcAkG02dvz2U7l6u1b8yqLZj7Dy43cxl1b0K2vuFOaWseqzg+SlF5N+Mp9Vnx1sapEUWjDKjKkZkWux8k9uIe90iOBIUSkBWk2dgqeODfR2Oi5eS0MIQWZSAWqNymXp7RuSQxvX8scHb8MF5vaSJOHhfd4qMnHfHtZ9+TEAGQkn0LoZGDH9rkaXtT6UFJodGTOEgMK8suobKFyyfPjhh3z44YecOnUKgE6dOvHCCy8wbtw4p/u4LBXTucjgZbLMAB/PSpPtNTbZZitXbD9CmtmKBHzYMZJJwTWbdLcUhMWCpK2/6fmqzw8Rv93u59Xn6mj6Xt28o1MnH9yPpFI5Mt1q3dwIbdueITdNd9TJS091fBdCkJfWiJlwXYR/K09atfflzNFcAHqNVWbqlyutW7fmlVdeoW3btggh+Oqrr5g4cSK7d++mU6fKE5ZezGWpmOYeT+Hj05kAjA0w8kXn6CrzFTUWa3NMpJ110BXA1ynZl4RisqRnkHTHHZiPH8dj4EBaf/A+Kre6WT0W5pY6lBLAzhWn6DM+qsn/76ojoks3Dm5Y7VBOU56eS+uOncvVie3dj3++W0hJgQkkiS4jxzSRtHVHpZK45qFupJ7Ix81D2yJmswoNw8XWw/Pnz+fDDz9ky5YtimKqClkIPj2rlAD+yDKRWmZxZI9tKi6Mp6cCog2XhtFC9scfY06wx4Er2rSJvGXL8LupYppzZ9C5aVCpJeSzlh0GT22zVkoAHYeMQKPVkhJ/lOjuvSooJQBPXz9uf+tDkg/ux79VawIiohpfUBegUqto1a7lv0wpuA6bzcb3339PUVERAwYMcLrdZaeYVJJEsF5LWpkFAbipJLy16qYWi74+nrzWrjWLU7Np5+7GCy7wh2oOCOv5ME1IEtQjGKzOoGHMXZ3Z9ONx1FoVI26Nc4GEDU+7/oNp139wtXXcjd60H1B9nUsSczGseBJO74BOk2HY0+X24xSaDyaTqVxZr9ej11cekHr//v0MGDCA0tJSPD09+emnn+jYsaPTY0lCtOxEOyaTCW9vb/Lz850O03OgoJhn489QKss8HxPGED+vBpayeWCz2SgrK8Pd3XXRIIQsk/fdd5QdP4HxqnG49+pV7rw5OZnEW2/DmpaGW6dORHz1ZaNkR23upJ2IZ9PSRai1WobcdDt+Ya2bWqSGRwhYNx/2fgshXWHS+/DPu/DPAhBn41Re9xV0mtSUUjYL6vJcq6mvbW3a4qmu/Ut4oc1G3+PxFY7PmTOHuXPnVtrGbDaTlJREfn4+P/zwA59++ikbNmxwWjldloqpISkttLB+yRFy04rpNKQVXUc0jwdOamoqCxcupLi4mLZt23LDDTegrsNNejFZH31E5oJ34Gxf0T8tw61du3J1hNWKLTcXtb8/kkrxULCazXx0z62YS4pBkjAGBHHnfz5tarEaniO/w7dnl3ElNfSeCaV5cODHs4pJgtH/BwMbIcp6TgJ8eyNkn4Cu00C2QdJmaH+VXQZV066iNEfFlJycXE6W6mZMFzNq1ChiY2P5+OOPnaqvPCVczN/fx3NyTyY5KUX89d0xUk/UPdmfK1m7di0lJXb/mPj4eI4dO1ar9h8nZxD3136GbD3MocLzfjbF27bbv9hsYLNRsndvhbaSRoMmMFBRSmcpLSygrLgIIQRClsnPSEOWL4F8V3u/g+9ugb/etD/oL6Yg7fx3IaAgFXpOB+nsfWHwhY6T7N9tViirOe9YlZTkgq2a5Jar50DmMbCZYfdC2PsN5CbAlvdhz5K6j3sJYzQay32cVUoAsixTVua8C4HypHAxpuwSx6oEQGFOadWVG5GLjQRqYzRwrKiUOcdTyLPaOFFcxiNHkhznPAYNtH9Rq0GjqbCUp1ARD18/Ijp3c5Q7Dh2JqpHf0K0WC6nxRyk8mxOq3hxfAz/dDYd/gzX/B5vfq1in40TwPruCoNZAv3sgegg8sANu/BYe2A4+4XDqb3gtGl5uBb8+ArVZ1LFZ7crx1Sh4ox2c2VV5PXMRcEG/5/4eJBWYWp65fnNi9uzZbNy4kVOnTrF//35mz57N+vXrufnmm53u47Izfmhouo4It8+SBHj5uxHesXnERBs1ahSpqakUFBQQGhpKZKTzfiYFFxgsyEC+5XzZb+ZM1P7+mI8fx2vMWPQxzsf1u1yRJInJz8zl5M6tqDRaYnr2btTxzSXFLPnXE2SfTkKl1jD56ReI6tazfp2m7cceBEvYH+6p+yrW8QiA+7dAym7wiwXvVvbjftH2zzn+eAbKzqab3/kF9LgFWjv5G51YA4d/tX8vzYPVc2H6L7D/B/tMKDAORv7LbmSRtAXMhRDUCXJOgrUE3Lyh6/U1DiOE4Nu0HHabihnlb2R0wKXp0F4XMjIyuO2220hNTcXb25uuXbvy559/cuWVVzrdh6KYXEybXkH4hfXDlFVCWBsfdIbm8RMHBQXRunVrDh8+TGpqKl9//TV33XUXKieW17ob3Rnl58XqnAJU2HNGnUOSJHwmTWo4wS9RNFptjZZ6DcWJXdvJPm2f9cqyje2/Lqu/Ymo7Gtb9G2xl9v2iDlVEwtd7QfTQ+o1VHZKqYvnMTvjxDnv55DoQNhj3Kjx+FIoywCcKCtMh4yCE9gAP/xqHWZyawxNHk1Fj9zn8oXssg30vDyOqmvjss8/q3UfzeGpeYviFejS7AJZCCI4cOeIop6amYjKZ8PHxqbGtWpL4umsMR4tK8dNqlOSBLZwLs+VKkoS70QVv+8Ed4Z6NcGIthHaDqEE1tynNh+OrwSsMIi/wcRn7KnxzA5SZ7AYSrWqxPBw7ErpcB/u/B49AuyFD2v7z54UM6Qfs3/We9g+AMdT+AbCU2vedzIXQ41b7TO8ituUXogZs2PdDtuUXKYrJhSiKyUWcOZpLyvE8WrX3JayNT1OLUwFJkggKCiIjIwMAg8GAh4fzylMlSXTwNDSUeAqNSGSX7vSfegP7Vv+BX6twht0y0zUdB8XZPwDJ2+3LY22uqPTBTlkh/He4vQ7AmJdhwP3271GD4KkEsJaeVxzOolLD1E9hwrugcQOVyq6gDL52gwiAbjdW38eyu+DwL/bZ1s6vYNY20JR3eB/uZ2RpWi5q7MvbQxWl5FIUc3EXkHQwm1//s9exxD7xke60jmsee0sXYjKZWL9+PVarlcGDBxMUFNTUIrmcjIwMtm3bhsFgYPDgwbWyHFJwEbsWwi8P2L97BsN9mysujx1fA4umnC/7t7EbQZgLQefpeidbUwrEr4KAthA5sPq6LwWB9QILsgd22NtdxJ9Z+ew2FTPcz4v+Pq71zWuO5uKN+YxVZkwu4NSBbCSVfZVAUkHiwZxmqZiMRiPXXHNNU4vRYJSUlPD55587zFLT09O5qY7hjxTqwa6vz38vTLfv63S5tnwd3yjO/9Go7cYQX11tt8jzjYLbfgFfFwaCNYZBr+lVn5dtcOxP+x5ZWE9I3mY/bvAFY6tKm4wJ8GaMYvTQICiKyQUERxnZv87+kidke1mh8cnJyaG09Lx5fnJychNKcxkTGGc3OBBnrTf9YyvW8Y+1R3nY8gF4h0NIF1j1vP1cXjL89QZc85/Gk/nnWXZfJoCIAdD/frAU2f/VuS5SSlMy/XENakPtZ0y2EgnuawCBqkFRTC6gXd9gbFaZlPg8wuN8adPr0lsiawkEBgbi5eVFQYHd1NhsNrNw4UKmTp3q0jBMCjUwZr59NpQdD71ut4cfyjoOXiHl94w6XmP/AGyvpyWX1Qw/3QNHf7fPeKYtdsq6DgBZhn3fnS8nbYapn503Z1dodBQHWxcgSRIdB4Ux6vaOtO8fWnODy5Ti4mISEhIoKipqkP51Oh133XUXHTp0AOyxAU+ePMmGDRsaZDyFKnAzwjXvwIz/QftxdiOH93rBWx0gZU/lbbrdcH7vx7sVDHm8dmPuXQIHl9n3hpK3wcbXnW+rUp1dWlTbFaqbN7g7qdQUGgRlxnSZIcsyf/zxB3v27CEwMJBp06Y1yoZmdnY2n3zyCaWlpej1embOnElwcLDLxzEajURGRnL48GHHseLiYpePc9kjhH3duqaIFQd/grSzzrbmQnvA1uu+rFhP5wG3/89uIq7zsisLczGseAqSt0CHiTDiOfvxyjAX4bA+OjdWbbjpe3uYImsZjJgN2rrlDFNwDcqM6TLj2LFjbNu2DbPZTEpKCqtXr26Ucffs2eMwSjCbzezaVUWoGBfQpUsXh3+WVqulf//+DTbWZcmJdfaQPy8FwV9vQUE6LLoW3u0Bm98vX1d74RKqBNpqXBQkyT5bOad8/n4b9iyGrHj7ntOBH6tu2+3G83tZbka7onopCD4cBLmJNV9TwP+3d+bxUVV3/3/fyb5OErKRhbCvQUA2wyb7Uh/qBmpbFVxQIbZaqT+XpwWt9cGi1fr4WMGnVbSPFSpKVaQoOypBZAmQhATCFrKvk40kk8yc3x+HTDJkIctMZkLO+/Wa12vuveee+73JzP3OOef7/XwHwj0fwb2b25c3pbALasTUCaorajm24yJ1tWZGzYzGP9j583yuFlKsF3a1N76+vtRnJggh8POzX96Hj48P8fHx5OfnExgYqNaXbM0Xj8vkWATselFK+5zdLYMdvn4eIsdBn4my7YjbpUzQyc0QOhxm/mfT/vJPyfMjxliHcpdmIkdByCm20ivBLMZKOVVnyJAisP1vBu8gKXdUfF4qOHyytKHvnaubH6UpnBblmDrBV385Tt4FWTzr7NEC7vtDHC6uzj0IHTp0KGFhYeTl5eHq6srUqVNt0m91dTW7du3CYDAwbtw4hgwZYnV83Lhx5Ofnk56eTt++fZk4caJNrtsSbm5uREaqxWu7YKrFSgC1PLchAg+kang9Ohe47R35ao68ZLkGZTLK7bv+3hAQMXYJJG2WyvWeeoi9U+7/9zNyJAWQ8rlMgO01AFzcIGRww9QhSDs7o1KucAh2c0wvv/wyX331FYmJibi7u2MwGJq0ycjIYPny5ezZswdfX1+WLFnCmjVrcHV1fn8phCD3fJnl+1lpqKHSUGOXUVNBwQ5KyxLpFXQzgYETOtWXh4cHjzzyCAUFBej1ery8bGPvtm3bOHnyJEII0tPTWbFiBSEhIZbjLi4uLFzYgn6awiEYjYXU1VXg5RXTvhL181+Bzx4Bcy1MeARiJsPmB+SaU69BUu2hOcqy5RpOY8HWM980lKfQdFKAtd4x9bkJfnlEjnoixzYoSGQdaSgsKMxQkGodkj7kJ7J91hFw9YJpT1/7nqoMcPGA7CdkyDWbK+yL3TyA0Whk8eLFxMXFNSvqZzKZuOWWWwgPD+fAgQPk5ORw//334+bmxn/913/ZyyyboWka0cOCuJRSjKaBPsQL30Dbqwzk5n5BcsqvAR0XL65n7I0bCQjonBq1i4sL4eHhtjHwCnl5eVZTdUVFRVaOSeFc5OZ+TnLK04CJ0NBbiB3xZtudU+wdMGiO1JTzvfI/7n2DnFqLmtB83k/CX+Dr5+T7CY/CT9bK9+E3IH/daTKgInyk9XkBfeTr6uvvTpHneAVA9FWjb3dveGiHnNbzDZVrTq1RWQTrp0jHqWmw+MMG56hwCHZzTC+++CIAGzZsaPb4N998Q0pKCjt37iQsLIzRo0fz0ksv8cwzz/DCCy/g7u7e7HnOxIJHR5L8bRZ1tWZGTIlA52L7abzi4m+RMSpmQEdJSUKnHZM9GD16NF9//TUg15P69OlDamoqP/74IwEBAcyePdtmo7P2IIQgOTkZg8HA8OHDCQpyPkWO9lBcW8cfz+VQXGvikegQxus7JhacfnYtUoIU8vO/oiJmOX5+w9regYeffNVz4XtI3wG5STIpVaeTU2glF+QoZOcLDW0PrYepT8m8poGz4Pb1srptxBiIi7/2taf+RibxGjJkjafmtPh0LjKgoS2c+aahBpMQ8ONflWNyMA6bM0tISGDkyJFWIcPz5s1j+fLlJCcnM2bMmGbPq6mpsVrALysrs7utzXHq1CkOHDiAn58fCxYswMvPPo40IGA8ObmfwRUtY73e9hFDRqOR5ORkXF1dGT58eIdKrsfFxREaGorBYGDIkCFUVlayadMmhBBomkZNTQ2LFi26dkc2Zv/+/ezZswdN0/juu++Ij4+3a+CFvVmRcpFvi8sRwI6iUn6MG06Ie/vV3l1cfGj4wQMuLs2McjJ+gOyj0O9mqR7eEqlfXdHG0+Saj6uHPOe9uVI4VR8Fbl5X1pGEzBdy9ZTRdic3y+KAiz9oORQ89Sv4aqWc6lv4phyttVRWoyMERDe8167kNCkcisMcU25ubpM8lvrt3Nzc5k4BYM2aNZbRmKMoKSnhn//8p9VD97777rP5dfLyt1FYuIfg4Fm4u4cQEjyLoKBrCFC2E7PZzIcffkhmZiYAaWlpHXYgAwY0zPNnZmZaTe3Vq5pfTWlpKd9++y1ms5kpU6bYfESTkpJisaG6uppLly4xfHgrD1knJ6m8ivowg2qzIKPK2CHHNHz4qyQl/YraWgP9+z2Bt/dVunRp22XpCQTo3GDZLlnOojlyTljr3uUcl+s+1Vd+NJZly3Dus7vlGtP8NVI5/H9nyAg7YYaiszB7ddO+62pg84MNoqqfLIFnL7WcPyUEHH4PTm+X04pTn7p2rlXfKbLUxrEPIWQYzHHs80XRzjymZ599Fk3TWn01rvljD5577jlKS0stL0fooRkMhibrKbamtPQoSUm/pKBwB4WFu3FzCyQ4eKbNr3Py5EmLUwJITk7GFoLzMTExViOT5kbAQgj+/ve/c+TIEY4dO8aGDRswmUxN2nWG6Ohoy2dTp9PZJam3K7kjLMDyPsbTvcOlSPT+o5g8aR/Tbz5Onz7NlL2oL/sAMuLu9NctdzZ4XqO2V4oEevhhiQwSQk7TrUyFZ85LlYesI7JKbX0Qw+ntzfdtMkonhpCv2ssNwRLNkfoVfPWUnJ7b8zIcbCEa8GpuegyWH4BFf5PCrQqH0q4R08qVK1m6dGmrbfq3sbR2eHg4hw4dstqXl5dnOdYSHh4eDi9lEBUVRXBwMIWFhQCMHz/e5tcor6h38PLLXVGeYvNrpKamsmXLFsu2pmkEBwe3L0KrBby8vHjsscc4ffo0AQEB9OvXr0kbk8lk+RuCnJatqqrC19c2JQTq6uqYM2cOPj4+GAwGRo8eTa9e7ZeauXTpEidOnCAoKIgJEyZ0aKrTVrwwMJJxel+Ka+v4aWgA3nZY1wRkEELiR8igBHPToITGRN4Iy/bA+f2yBHqfm2RAQs5xKQ80aC7ceL/1OWGx4OIB5jrZf0ulKDz8YNITcOBNuT316dZVGfJTsJL6z7f990Zhf9rlmEJCQmwWaRUXF8fLL79Mfn6+pS7Qjh078Pf3d/qpFjc3N5YtW0Z6ejq+vr7ExNhQnv8KvYKm4uLijckk5XRCQ39i82ucOXMGTdMsI6SQkBCblonw8fFpca0QwNXVlf79+3PunCwWFxkZ2a7iha2xb98+9u7di5ubG4sWLWLGjBkd6qeoqIj3338fIQRCCCoqKpgzZ45NbGxMVVUVpaWlBAcHt5ouodM0fhoaYPPrN2HCI3L6LOswDJonNe8aY8iAw+/LiLcJj8qovN43NBx394HZL8r1Je9mpmcDY6SW3rH/k1F3rQU9zP29zGnSNAi6xg/fIT+B/a81lHgfcXvb71nhNNhtjSkjI4Pi4mIyMjIwmUwkJiYCMHDgQHx9fZk7dy7Dhw/nvvvuY+3ateTm5vLb3/6W+Ph4h4+I2oKHhwcjRoywW/9eXtFMGL+VoqI9+PgMtvnaEshpriNHjlic06xZs9pUat2W/OxnPyMxMRGz2czo0aNtMlorKSlhz549gAzs+PLLL1m5sp2ioFfIzs7GbDZbti9cuNBp+5q7xoYNGzAajQQFBfHwww87Xq1C5wJTnoTKQpnjI0RD8T7jZfjrHKgsAISsVvuzfzScW1MOf5snFRjcvODeLdal00FWrvXUw3+80baigM2VzmiO8Fh47Du4sF9OHyp5oW6J3RzTqlWr+OCDDyzb9b+c9+zZw/Tp03FxcWHr1q0sX76cuLg4fHx8WLJkCb///e/tZVK3w9s7Bm/vpXbrf9SoUQghyMjIYMCAAU3UGroCNze3Dk2FFhYWkpKSQmBgILGxsVYO7eo1ss6smUVFReHq6orJZEIIwaBBTSuZdpYDBw5QWyvXTYqLi0lKSmLChM4lUtuEpM9kmXFzHQz9D6nKoNNJp1LRKEDp/FXq7ae2SqcEctT13Z+tHdO+V2HPH+T7xjlN1aWw80U5Ghv3AAy9pWN2hwyWL0W3xW6OacOGDS3mMNUTExPDtm3b7GVCt0QIE2ZzHS4u9h81aprGmDFjWp1uc0bKysp49913qa2tRQhBSUkJ06ZNsxwPCgpi0qRJHDhwABcXF37yk45PgwYGBrJs2TKSkpIICgpi1KgWItM6gaenZ6vbDmPXi9IpAaRuhexjEDVWKjf4hMLlIkBA36tkrTwbV3XVwDugYdNUB/teadg+tB5ufkbWTtr2tAwfF2apr7fioFJh6KE4v/ZPD6K4+AAnTq7AZKqgT59lDBr4jN2vWVdXR0lJCXq9vlskNYOcJjYajZbt1NRUK8cEMHfuXKZNm4aLiwtubu0Pp25MWFiYXaP5ZsyYQWFhITk5OYwYMYLY2Fi7XatdePg1BBJAQ5E/dx94eIcs7ueph5uuKm86eD5MXC6DJ0KHwawXGo7pXMDdt0EE1sW9IZghL7lBc08ImeekHFOPRDkmJyItbRUmUwUgyMh4l97ht+Hra78v5uXLl/nb3/5GUVERXl5ePPDAA5ZAFEchhGD79u0cO3aM4OBg7rrrribrXuHh4eh0OssUXXR0dDM9OdHI4xr4+PhcM9rVIfz0f6QGXmXBFbWFRp/FwL4w96Xmz9PpYMEr8nU1miaVvr/4ldTaW/BH6egARv+iQbbIN7zlSD2F07JmzRo+++wzUlNT8fLyYtKkSfzxj39s9zKBckxOhMB81Xbn84la4/jx45YcrOrqahISErj11ltt0veJghO8efRNXDQXVo5byZCgtn0wz5w5ww8//ABATk4OO3bsYPHixVZtgoODuf/++0lMTLRM2ynsQMRo+NUx2/c7YAb8+mTT/XErpMKEIQMGL2g+mk/h1Ozbt4/4+HjGjx9PXV0dzz//PHPnziUlJaVdEbfKMTkRQwav5sTJFZjN1URF3oevj32nMa6eurPVVF6tqZblO5dTYawADVbsXMHOxTvbFHHXWG6qXq2hOfr27Uvfvn1bt6O2ltzcXPR6fZdU6VU0w5ENMqDBww/u+N+GOk0t0X96V1ilsBPbt1snSm/YsIHQ0FCOHDnSZLq9NZRjciJ69bqZm6cdxWSqwc3N/g/SUaNGcf78eVJTU4mIiGjXB6c1ymvLKTNekaMRkF+VT525DjeXa6/1DBkyhN69e5OTk4Obm1uH60VVV1fz17/+lcLCQnQ6Hb/4xS/w8/Ojrq7OMhVob+rMdRRXF9PLsxcuV2RxzGYzhw8fJjs7myFDhjBsWDuEU5uhpqaA6pps/HyHotN1QZqF2STXndoS4l2WA1uflOtF1QYZ4ffkiWud1aXUFRaS99qfMBUUEPTgA/hOnuxok64rSktLAdotNaYck5Oh03l0zQMGmeBqD2HVQI9AZkTPYM8lmUt064Bb2+SUQI7aHn74YQoLC/H39++wInlaWppFVcJsNrN161ZKSkoAiI2N5c4777RJzlRLZFdks3T7UnIqcxgYMJAN8zeg99Bz6NAhtm/fjqZpJCYmsmTJkmZVMdpCUfF3HD/+MELU4uMzhHFjP8HV1TYJys2y+w+y3LmnHu7+qGlu0tUYK6VTAhlAUV1qP9s6SPYzz1J5MAHMgsoffmDgrp24dXPZKntxtWD2tVR4zGYzTz75JJMnT253QI9zl1tVdEs0TeP16a/z9qy3WTd7Hb+f3L7cNBcXF8LCwjpVJqPxfLamaVaFKpOSkiy/5OzFhykfkn9ZCteeM5xj8+nNgBS3bay2kZWV1eFrXLy4HiFkOHdlZRqFRbs7aXUr5J+S5czNdVIxfOsT1z6n1wC44e4rG1rzIq0OpubMGTCZpQOtq6O2E/+P653o6Gj0er3ltWbNmlbbx8fHk5SUxMaNG9t9LTViUtgFV50r06LaPjVYVFTE6dOnCQkJYeDAluvo1NXVkZSUhBCC2NjYFkPBBwwYwLRp0zh69CghISHk5+dz+fJlhBDodDq7q4u4aq6W4BWBwE0n7Rw8eDBJSUkWYdm2aks2h5tbIKBRr6fo7mbHYAFTQ3i+fIgbW25bj6bJWkvT/p8s3ucfYT/7OkjAokUU/uUvALj364enk8uhOZJLly5ZrdW29h16/PHH2bp1K/v37ycqKqrd11KOSeFwSkpKWLdunUX9YOHChYwd27yUzMaNG0lPTwcgMTGRpUuXNjslp2kaM2fOZOZMqciemZnJF198QW1tLXPmzLF70cIHYh/gUO4hThWfYnz4eBYNllOmN9xwA56enmRnZzNo0CAiIjr+sB406HmMxgIqK88SGXkPgYF2jE4MvwHG3Cu17VzcZemKtqBpbS/Y5wCCf/k4XjfeiKmoEN+ZM9F1kxQDR+Dv73/NICIhBL/85S/ZsmULe/fu7fA0tXJMCodz7tw5i1MCWUOpOcdkNBotTgng4sWLVFVVtUlXLioqihUrVtjG4DbQy6sX/1z4T+rMdbjqrL9mgwcPZvDgzkvmeHqEM/bGjzvdT5vQNLj1bZks6+7dkHvUzdE0Dd8pKuDBVsTHx/OPf/yDzz//HD8/P0ttPb1e364fg2qNSdGlVFdXk5KSYlVHq7GqgqZp9O7d27JdWFjIp59+yubNmzEYDAQEBFimwfz8/Jw+ifZqp+Rwzu2DXb+H9J1NjxWmy9IVtc2H6APgG9K6Uyo6C/9cCh//XJa9uJqaCpmnJATkp8I7k2Btf0h4u923onA+3nnnHUpLS5k+fTq9e/e2vDZt2tSufpzsW6O4njEajbz77rsUFxcDsGDBAiZOnEhUVBR33303J0+eJCQkxBIiXl9IsD4a6OLFiyxdupT9+/cjhGDatGldEvZ93XBuL3x4mxz9fPsnuOdjGHpFRzDxY/jXckDIabuHdrRe9wisFcfr+WgRlFyU/WQcgJVpstQ6wIXv4KPFsthf/xlQUyaDKoQZvn5e7muthLvC6bFFkVFQjknRhdSXQqnn0KFDTJwoEy6HDRvWJKentrbWKnquvLwcb29vbr9d1djpEGd3X9G+M8kS6Gd3NTim79/EUnE29wRc/A4Gzm6+n5zj8PHPoCJPauLNfUk6KLMJis839FNVApeLwf/KCHj3H65UowXO7ZGyQ6KR2kkbwsnPGc7xp8N/osZUw+NjHmd06Oj2/hUU3QDlmBRdRv00nBACTdOuWU3W3d2dgQMHWtaV+vfv7/RTd05N9E0g3pROSZigT6M8JP8IKDzdIKLq23IVabY9DeU50qkkvAXDfwrRE6RAa+ydkCRD4+k7Bfwa9ePmhYwivMKYe+G712U//adD1LXLn8Tviie7MhsEPLbzMfbetRdPV/WZaAsHL2bi79H+3L2yGoH+2s1sinJMijZRdfw4mU88iclgIHjFCoIfWdbuPoKDg7nzzjs5ePAger2eBQsWXPOce+65h+RkWdtn+PDhdk2Kve4Z+hNY/IGc0ouZBCMbJVcvfBM+j4fSSxD3uCy41xJ11Q2JsyBrLtVz+3rpqEy1soZT4//XvDWw8WdX6i09CDN/C+MfkuUzQkdI8ddWMAsz2ZXZmK+MsiprKzHUGAh3bcWJKrolmrDVpKCDKCsrQ6/XU1paqvTQ7MjZ/1iI8exZywOp/7ZtePRvPhQ0NzeXkpIS+vXrZ5MRjtls5uTJkxQVFTFixAi7lqBQtIGzu+VUXl21LOZ319/laKmtNLc21UZWf7+az9I/AyCudxzr56y/Ln+s2PK5ZunrWb+Oj5heKe/SZ6waMSnahLh82epXsqiuarbd8ePH2bJlCyCn7h599NFmw0SFEBgMBjw8PK4Z7v3dd9+xe/duNE0jISGBFStWEBgY2Im7UXSKATPh6bNS/84/sv1OphOOZPWk1czpO4caUw3TIqddl05JoRyToo2E/r+nyVr5GzCZ8L/lFjxaEB89dOiQ5b3BYODcuXOMGDHCqo0Qgk8//ZSkpCR0Oh233347I0eObPHap0+ftpxXW1vLpUuXlGOqKYeMH2RdJEcksHr4NhQO7EJ0mo4pkVO6/LqKrkU5JkWb8J8/H5+bbsJUUYlbZESLv1SDgoLIzs62hI1eXeQP5FRfUlISIKfpdu7c2apjiomJsWjMaZrWKbWE64KqElh/Mxguyii7uz6EYQubtrt6ysxsllVlC1JhxB2yTHpLZB2B4xshsB9MWAZtFOFVKGyBckyKNuMSEIBLM46mMQsWLEAIQVFREePHjycyMrJJm8Z1nzRNu2YdqJkzZ+Lj40NxcTE33HADwcHBHbLfkVTWmXjlfA4XqozcG9GLecGdiHM6s0M6JZARbT+st3ZMVQbY+HPISICYKXDPR+DpD9//GXa9KKPyflgPyw9ASDMKFCUX4L0FUrBVmKEsG+b9oeP2KhTtRDkmhU3x9va+ZimNXr16MWfOHPbu3Yu3tzc//elPW23v4uLS7avU/i49i405xQhgV1EZuycMYahPB/X6/Bs5e80F9FeJZP6wTjolYZb5SIfehWm/kdF4IEPChQkuHWzeMWUfA1OjSLsL33bMToWigyjHpHAIkydPZnIPKsqWVFFFfSqpAM5U1nTcMfWdDPP+S1aHDRkCc1+GinzpUMJHQm0VDflCWkM4d79pcH6fdGaaBlETmu8/chy4ecvzhAkGzemYnQpFB1GOSaHoAhaHBXGiXNb66eXmSlyAL5dNZqpMZnq5d+BrGBcvXwCFZ+B/Z8iACFcvGb6d9KnMSQqIlrlCAFOeAu9eUJAGsXdA6FC5v6YCjv1drkmNuVee8/BOOLlZBleMua9ZE6orakn6NgudTiN2WiTuXupxorAN6pOkaDdGo5HNmzdz4cIFIiMjCQgIwMvLi6lTp9q9nIQtEULw/fffc+rUKaKjo5k9ezaurvb5SiyLDmGwjycXq2qYF6zncGkljyRfwCgESyN6sWZwVMdDn49vBONl+d5khDNfw6+OybUh/4iGwAWdDsY9YH2uEFLfLuOg3E7aDA/vgrAR8tUCwiz41xtHKc6uRADnTxRy59OtBFMoFO1AOSZFuzl48CBnzpxBCMH58+cBGcSQnZ3N0qVLOXXqFMnJyYSGhjJ58mRcXNqRfGljqqur+frrr8nPz2fMmDGMGzfOciw5OZmdO6XKdnZ2Nt7e3kyb1vbihu3l5iA/wA+A357JpPZK5OKG7CKWRgV3fGpPH9UgJSTMctvFDQJjrn1u7WW5HlVP1hGZn+TVejh+VUUtRVmVlu3cs6XU1ZpwdXPc/1px/aAck6Ld1NTUNNknhCArK4tLly6xadMmNE0jKSkJs9nM9OnTu97IK+zcuZPExESLfSEhIcTEyAd2cXGxVZnzoqKiLrPLVWc9OnLtTKLojfdDUbocKfWdCjctb75dbRWc2CSd1w13y/IVbt7QaxAUn5P7NWDjfXDXB+DTspahp68b/iFelBfJROugCF/llBQ2Q9UMULSbcePG4eMja/I0nn4aPHgwOTk5QIP8fXZ2dpv7PVFwgld/fJVPT39q0UPrLEVFRVZS/I3VzYcPH24pza5pGqNHj7bJNdvCa0Oi8Xd1wQVY2TeMgd6dkG7SucC8l+Hxw/AfbzSUmbiaf9wNXz4BW38N/3dnQ57Tki+g382AkPsyDsDe1ivU6nQatz91I6NmRjN6dh9ufWJ0x+23A8JsZs9bf+Ldn93GZ/fdTeWpU442SdEO1IhJ0W4CAwP51a9+RUlJCe7u7iQnJ+Ph4cGYMWMwGAy4urpSV1cHwNChQ9vU5znDOZb8ewkCgUmYKKkp4eGRD3fa1rFjx1qmGwGOHj3K4MGD8fHxITg4mPj4eDIyMggPDyckJASQTjUhIYEzZ84QExNjl7pPUwL9SJ0Si0k0HT3ZBWOljMirJyOhYcrOP0IKvJ7bg4wZFPLYNfAN9GDyokF2MrhzpOzbxdHv9gBQXlPLnt88wS1bv1YSRt0E5ZgUHcLd3d0ipjplSoNETHBwMI8++iinT58mNDSUQYPa9uBKLEikTtRZtg9kHeDB2AfRaZ1zCLGxsRgMBstaUmZmJrt372bhQpmQqtfrm6hOJCUl8c033wBw/vx5PD09uemmmzplR3NomoZrVz0n3bxlhJ3hSuVg/97g0UiQM/ZOOPgXOaXn5gU3dV0ZentQmp1lpXxRWVONqK1Fu0Yyt8I5UI5JYXNCQkIso4+2MjpkNK6aq2XE9GPej8z850zWz1nPkKAhnbLHw8N6aqu6upXS4UBBQYFV3aiCgoI2XUcIwWd5JSSWX2ZuLz1Tg/w6bLPN0TS4/wvY/6p8YE9baa0I7h0EyxOgMA0C+lwz+MHZGTZrHoe/+JRaBDohGDo0Fp1ySt0GtcakcAr6B/Rnw4INTItqiIorqSnhjSNvdLrv2NhYS1FCV1dX4uLiWm0/bNgwq6m72NhWahM14v9yiog/lcF7mYXcdfwsP5ZWXvskW2OqhZQv5MtUZ30sMAZu/R+47W0I6t/0XDdP6D2q2zslgMDw3jz0P39j7uyF3P2LZdzw5luONknRDtSISeE0jAoZxR2D7mDPJbk2gACBaP2kNuDl5cXy5cvJz88nICDgmmU2evfuzfLly7l48SKRkZGEh7dciK7WLPhNWgb/LijFU6dDB5iQwW0/GCoYr/fptP3t4p/3Qdq/5fthC+Hu/5PvzWY5arp6jaXOCDVlMvH2Olt/8QkJZeSyRx1thqIDqBGTwqmYEjmFWX1mAaD30PPEjU/YpF9XV1ciIiKu6ZTqCQ4OZuzYsa06JYBPcovZlFtCmclMQW0dZqB+giwuoIvLQlSXNjglgFNfSlWHfa/CH0JgbX8430j3Luso/GkwvDpARuyZarvWXoWiBdSISeFUuOpc+fOMP1NmLMPb1RtXXdd+RM1mGabe1ig8Q50JDRnLpgFxAT6M9PNmTi9/xnb1aMndF3xCZKlyAJ9QKM+FPVeUwatK4ItfwhOJcnvXS9KZgcyBOvONrEirUDgY5ZgUTom/e9eUcG7Mjz/+yPbt29HpdNx2221NChw2x+LwQN7LLCCzphYfFx1/GBTFcF8HyTLpXOC+f8HulwANZq2SpSssCClZVI/LVV9/rXMJsjWmGl5KeIkfc39katRUnp3wbJf/sFBcH6hPjUIBVFVVsW3bNoQQmEwmPv/88yZBEM0R4u7GtxOHkX65mhgvD/xdHax+EB4LP9/UsC0EjHsQDr8HLu4wv1Hi7OwXIS9JauqNvKvTKuJ/T/k7X5z9AoFgU9omBgUM4u6hd1u1EWZByvfZFGdXMuDGUCIGBXTqmorrE+WYFApkqHdjhYj6Kb224OWiY6Rf29auuhxNk2oQ05+X+UmNy6GHDYdfp8i1JdfOh1IXXC5Ap+kwCRM6TUd+VX6TNsd2ZJCw5SyaTuPkvkzuen48wVFOFFav6DT79+/n1Vdf5ciRI+Tk5LBlyxZuu+22dvWhgh8UPYaKigr+/e9/8+WXXzbRxfP29mbGjBmATHydP3++zdUeHIpviLVTqkfTbOKUAO4YdAceLjJnzNfNl1sH3NqkTdbpEkCOnIRZir8qri8qKysZNWoUb7/9dof7UCMmRY/hH//4h0XLLy0tjSeffNKqzMXNN9/M+PHj0el0eHp2QruuhzIkaAhf3fEV6YZ0hgYOJcAzoEmb6GFBZCQXIwU9NHoPbNpG0b1ZsGABCxYs6FQfyjEpegRCCHJycizTdRUVFVRUVBAQEGDVrq3h5E5PnVEWCzQZYeQiqSTeBQR7BRPsFdzi8VGzovH0daM4q5L+Y0LoFdnFIfWKDlNWVma17eHh0URVxVYox6ToEWiaxsCBAzlz5gyaphEcHIy/f0Pkn9lsJj09HZPJxKBBg+xWMLDL2LwUUr+S7499CA/tdIoEWk3TGHpTb0eboegA0dHRVturV6/mhRdesMu1uvm3T6FoO3fddRfHjh2jrq6OMWPGWK0hff755xw/flxu9I5i8c9/zghnDWi4FmZTg1MCyDws85n8lUNQdJxLly5Z/Ziz12gJlGNS9CDc3NyYMGFCk/0mk6nBKQHkZLIo4SQ7p40h0rMbCn/qXCB4iCweCFKg1bvlon8KRVvw9/e3ckz2RDkmRY9Hp9Oh1+sxlJYigFoXN0pdXEksv9w9HRPAvZ/C3lfkGtPUlTaLvFN0X2Kr/4ZOtH8WwFxzGbjL9ga1gnJMih6Ppmnce++9vP2vL8i8XM2RvsNxd3VlVHedygMIiJYq4gpFF1NRUUF6erpl+/z58yQmJhIUFESfPn3a1IdyTAoFsobUbx96kA3ZhURVGVkUHkhUdx0tKRQO5PDhw5acQICnnnoKgCVLlrBhw4Y29aEck0JxBVedxsNR7StwqFAorJk+fbqVikpHuI5S2xUKhUJxPaBGTApFMxQVf0fGxf/Fzb0XgwY+i4dHqKNNUih6DHYbMV24cIGHHnqIfv364eXlxYABA1i9ejVGo9Gq3YkTJ5g6dSqenp5ER0ezdu1ae5mkULSJmpp8jh9/mOKS78nL+5Lk5F872iSFokdhtxFTamoqZrOZ9evXM3DgQJKSkli2bBmVlZW89tprgJS4mDt3LrNnz2bdunWcPHmSBx98kICAAB555BF7maZQtEp1dSZC1FdzFVRePutQexSKnobdHNP8+fOZP3++Zbt///6kpaXxzjvvWBzTRx99hNFo5L333sPd3Z0RI0aQmJjI66+/rhyTwmH4+o7A23sgly/LkNeIiK7N4VAoejpdusZUWlpKUFCQZTshIYFp06bh7t4Qljtv3jz++Mc/UlJSQmBgYFeap1AA4OLiwfhxmyks3I2bWxBBQVMcbZJC0aPoMseUnp7OW2+9ZRktAeTm5tKvXz+rdmFhYZZjzTmmmpoaampqLNtXK94qFLbA1dWP8PCm9YTsTXVdNR+nfkxJTQmLBi2ij3/bEhIViuuJdgc/PPvss2ia1uorNTXV6pysrCzmz5/P4sWLWbZsWacMXrNmDXq93vK6WvFWoejOrPp+FW8ceYMPkz/kF9t+QYWxwtEmKRRdTrtHTCtXrmTp0qWttunfv7/lfXZ2NjNmzGDSpEm8++67Vu3Cw8PJy8uz2le/HR4e3mzfzz33nCWTGOSISTknxfXCwZyDCAQmYcJQY+B86XlGhox0tFkKRZfSbscUEhJCSEjbsuOzsrKYMWMGY8eO5f33329SqjouLo7//M//pLa2Fjc3NwB27NjBkCFDWlxfsmdxKoXC0UzsPZGvL3yNTtPh5+5HX31fR5ukUHQ5dltjysrKYvr06cTExPDaa69RUFBgOVY/Gvr5z3/Oiy++yEMPPcQzzzxDUlISb775Jm+88Ya9zFIonJqXJr/EsF7DMNQYWDRoEX7ufl12bSEExqrLuHt6oemUKIzCcdjNMe3YsYP09HTS09OJioqyOlavo6TX6/nmm2+Ij49n7NixBAcHs2rVKhUqruixeLp68mDsg11+3VpjDZv/8Duy01LQubpy870PcuOCn3a5HQoF2NExLV269JprUQA33HAD3377rb3MUCgUbSD1u31kp6UAYK6rY8+Gd+k7aixBEZEOtkzRE1HjdYVCAVrTXWUFeU13KhRdgHJMCoWCoZNvJrB3w+jIPzSMyKHDHWiRoiej1MUVCgVu7h48+Of1ZCQdp7qigr6jxuDm4elosxQ9FOWYFAqFhT6xoxxtgkKhpvIUCoVC4Vwox6RQKBQKp0I5JoVCoVA4FcoxKRQKhcKpUI5JoVAoFE6FckwKhUKhcCqUY1IoFAqFTXn77bfp27cvnp6eTJw4kUOHDrXrfOWYFAqFQmEzNm3axFNPPcXq1as5evQoo0aNYt68eeTn57e5D+WYFAqFQmEzXn/9dZYtW8YDDzzA8OHDWbduHd7e3rz33ntt7qPbKz/Ul9AoKytzsCUKhUJhG+qfZ/XPN1tgrrncqfOufsY2V7TVaDRy5MgRnnvuOcs+nU7H7NmzSUhIaPM1u71jKi8vB1Dl1RUKxXVHeXk5er2+U324u7sTHh5O1jtLO9yHr69vk2fs6tWreeGFF6z2FRYWYjKZCAsLs9ofFhZGampqm6/X7R1TREQEly5dws/PD01rRrvfSSgrKyM6OppLly7h7+/vaHO6FHXvPe/ee+p9g23uXQhBeXk5ERERnbbH09OT8+fPYzQaO9yHEKLJ8/Xq0ZIt6faOSafTNamQ68z4+/v3uC9qPeree96999T7hs7fe2dHSo3x9PTE09P+avHBwcG4uLiQl2ddyysvL4/w8PA296OCHxQKhUJhE9zd3Rk7diy7du2y7DObzezatYu4uLg299PtR0wKhUKhcB6eeuoplixZwrhx45gwYQJ//vOfqays5IEHHmhzH8oxdREeHh6sXr3arvOyzoq695537z31vqFn3zvA3XffTUFBAatWrSI3N5fRo0ezffv2JgERraEJW8YjKhQKhULRSdQak0KhUCicCuWYFAqFQuFUKMekUCgUCqdCOSaFQqFQOBXKMdmZCxcu8NBDD9GvXz+8vLwYMGAAq1evbpKFfeLECaZOnYqnpyfR0dGsXbvWQRbblpdffplJkybh7e1NQEBAs20yMjK45ZZb8Pb2JjQ0lKeffpq6urquNdQOdFb6vzuwf/9+Fi5cSEREBJqm8a9//cvquBCCVatW0bt3b7y8vJg9ezZnzpxxjLE2ZM2aNYwfPx4/Pz9CQ0O57bbbSEtLs2pTXV1NfHw8vXr1wtfXlzvvvLNJ4qmieZRjsjOpqamYzWbWr19PcnIyb7zxBuvWreP555+3tCkrK2Pu3LnExMRw5MgRXn31VV544QXeffddB1puG4xGI4sXL2b58uXNHjeZTNxyyy0YjUYOHDjABx98wIYNG1i1alUXW2pbbCH93x2orKxk1KhRvP32280eX7t2Lf/93//NunXr+OGHH/Dx8WHevHlUV1d3saW2Zd++fcTHx3Pw4EF27NhBbW0tc+fOpbKy0tLm17/+NV9++SWffPIJ+/btIzs7mzvuuMOBVncjhKLLWbt2rejXr59l+y9/+YsIDAwUNTU1ln3PPPOMGDJkiCPMswvvv/++0Ov1TfZv27ZN6HQ6kZuba9n3zjvvCH9/f6u/R3djwoQJIj4+3rJtMplERESEWLNmjQOtsi+A2LJli2XbbDaL8PBw8eqrr1r2GQwG4eHhIT7++GMHWGg/8vPzBSD27dsnhJD36ebmJj755BNLm1OnTglAJCQkOMrMboMaMTmA0tJSgoKCLNsJCQlMmzYNd3d3y7558+aRlpZGSUmJI0zsMhISEhg5cqRV8t28efMoKysjOTnZgZZ1nHrp/9mzZ1v2dUT6v7tz/vx5cnNzrf4Oer2eiRMnXnd/h9LSUgDL9/rIkSPU1tZa3fvQoUPp06fPdXfv9kA5pi4mPT2dt956i0cffdSyLzc3t1mZ+Ppj1zPX4723Jv3fXe+pI9Tf6/X+dzCbzTz55JNMnjyZ2NhYQN67u7t7k3XV6+3e7YVyTB3k2WefRdO0Vl9X1x/Jyspi/vz5LF68mGXLljnI8s7TkXtXKK5X4uPjSUpKYuPGjY425bpBaeV1kJUrV7J06dJW2/Tv39/yPjs7mxkzZjBp0qQmQQ3h4eHNysTXH3M22nvvrREeHt4kWs2Z770t2Er6v7tTf695eXn07t3bsj8vL4/Ro0c7yCrb8vjjj7N161b2799vVX4nPDwco9GIwWCwGjX1tM9Ah3H0IldPIDMzUwwaNEjcc889oq6ursnx+uAHo9Fo2ffcc8/1qOCHvLw8y77169cLf39/UV1d3YUW2pYJEyaIxx9/3LJtMplEZGRkjwx+eO211yz7SktLr4vgB7PZLOLj40VERIQ4ffp0k+P1wQ+bN2+27EtNTVXBD21EOSY7k5mZKQYOHChmzZolMjMzRU5OjuVVj8FgEGFhYeK+++4TSUlJYuPGjcLb21usX7/egZbbhosXL4pjx46JF198Ufj6+opjx46JY8eOifLyciGEEHV1dSI2NlbMnTtXJCYmiu3bt4uQkBDx3HPPOdjyzrFx40bh4eEhNmzYIFJSUsQjjzwiAgICrKIPrwfKy8st/1NAvP766+LYsWPi4sWLQgghXnnlFREQECA+//xzceLECXHrrbeKfv36iaqqKgdb3jmWL18u9Hq92Lt3r9V3+vLly5Y2jz32mOjTp4/YvXu3OHz4sIiLixNxcXEOtLr7oByTnXn//fcF0OyrMcePHxdTpkwRHh4eIjIyUrzyyisOsti2LFmypNl737Nnj6XNhQsXxIIFC4SXl5cIDg4WK1euFLW1tY4z2ka89dZbok+fPsLd3V1MmDBBHDx40NEm2Zw9e/Y0+/9dsmSJEEKOLH73u9+JsLAw4eHhIWbNmiXS0tIca7QNaOk7/f7771vaVFVViRUrVojAwEDh7e0tbr/9dqsfpIqWUWUvFAqFQuFUqKg8hUKhUDgVyjEpFAqFwqlQjkmhUCgUToVyTAqFQqFwKpRjUigUCoVToRyTQqFQKJwK5ZgUCoVC4VQox6RQKBQKp0I5JoVCoVA4FcoxKRQKhcKpUI5JoVAoFE6FckwKhUKhcCr+P/2IX8bt5dZ3AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# t‑SNE on latent=64\n",
    "try:\n",
    "    from sklearn.manifold import TSNE\n",
    "\n",
    "    have_tsne = True\n",
    "except Exception as e:\n",
    "    print(\"Install scikit-learn for TSNE:\", e)\n",
    "    have_tsne = False\n",
    "\n",
    "ae64 = ConvAE(latent_dim=64).to(device)\n",
    "opt64 = optim.Adam(ae64.parameters(), lr=1e-3)\n",
    "_ = fit(ae64, train_loader, test_loader, opt64, ae_loss_fn, epochs=4)\n",
    "\n",
    "Zs, Ys = [], []\n",
    "with torch.no_grad():\n",
    "    for i, (x, y) in enumerate(test_loader):\n",
    "        if i >= 6:\n",
    "            break\n",
    "        Zs.append(ae64.enc(x.to(device)).cpu().numpy())\n",
    "        Ys.append(y.numpy())\n",
    "Z = np.concatenate(Zs)\n",
    "Y = np.concatenate(Ys)\n",
    "\n",
    "if have_tsne:\n",
    "    Z2 = TSNE(\n",
    "        n_components=2, init=\"random\", perplexity=30, learning_rate=\"auto\"\n",
    "    ).fit_transform(Z)\n",
    "    plt.figure(figsize=(5, 4))\n",
    "    plt.scatter(Z2[:, 0], Z2[:, 1], c=Y, cmap=\"tab10\", s=4)\n",
    "    plt.colorbar()\n",
    "    plt.title(\"t‑SNE of ConvAE latent=64 (subset)\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5) VAE (conv): Gaussian latent with MSE + KL\n",
    "\n",
    "**Objective (we minimize its value):**\n",
    "$$\n",
    "\\mathcal{L}(x) \\;=\\; \\mathrm{MSE}(x,\\hat x) \\;+\\; \\beta \\cdot \\mathrm{KL}\\big(q_\\phi(z|x)\\,\\|\\,\\mathcal{N}(0,I)\\big).\n",
    "$$\n",
    "\n",
    "**Consignes**\n",
    "- Implement in `__init__` the **same conv encoder/decoder** as Conv AE (decoder ends with **Sigmoid**).\n",
    "- Implement the **reparameterization trick**:\n",
    "  $$z = \\mu + \\sigma \\odot \\epsilon, \\quad \\epsilon \\sim \\mathcal{N}(0,I)$$\n",
    "- Implement the **KL term**:\n",
    "  $$\\mathrm{KL} = -\\\\tfrac{1}{2} \\; \\mathbb{E}\\\\left[1 + \\log\\\\sigma^2 - \\mu^2 - \\sigma^2\\\\right]$$\n",
    "- Use **MSE** for the reconstruction term; set `beta=1.0`.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ConvVAE(nn.Module):\n",
    "    def __init__(self, latent_dim=64):\n",
    "        super().__init__()\n",
    "        self.enc_feat = nn.Sequential(\n",
    "            nn.Conv2d(1, 32, 4, 2, 1),\n",
    "            nn.ReLU(True),\n",
    "            nn.Conv2d(32, 64, 4, 2, 1),\n",
    "            nn.ReLU(True),\n",
    "        )\n",
    "        self.enc_fc = nn.Linear(64 * 7 * 7, 128)\n",
    "        self.mu = nn.Linear(128, latent_dim)\n",
    "        self.logvar = nn.Linear(128, latent_dim)\n",
    "        self.dec_fc = nn.Linear(latent_dim, 64 * 7 * 7)\n",
    "        self.dec_deconv = nn.Sequential(\n",
    "            nn.ConvTranspose2d(64, 32, 4, 2, 1),\n",
    "            nn.ReLU(True),\n",
    "            nn.ConvTranspose2d(32, 1, 4, 2, 1),\n",
    "            nn.Sigmoid(),\n",
    "        )\n",
    "\n",
    "    def encode(self, x):\n",
    "        h = self.enc_feat(x).view(x.size(0), -1)\n",
    "        h = torch.relu(self.enc_fc(h))\n",
    "        return self.mu(h), self.logvar(h)\n",
    "\n",
    "    def reparameterize(self, mu, logvar):\n",
    "        std = torch.exp(0.5 * logvar)\n",
    "        eps = torch.randn_like(std)\n",
    "        return mu + std * eps\n",
    "\n",
    "    def decode(self, z):\n",
    "        h = self.dec_fc(z).view(-1, 64, 7, 7)\n",
    "        return self.dec_deconv(h)\n",
    "\n",
    "    def forward(self, x):\n",
    "        mu, logvar = self.encode(x)\n",
    "        z = self.reparameterize(mu, logvar)\n",
    "        x_hat = self.decode(z)\n",
    "        return x_hat, (mu, logvar, z)\n",
    "\n",
    "\n",
    "def vae_loss_fn(beta=1.0):\n",
    "    def _fn(model, batch):\n",
    "        x, y = batch\n",
    "        x_hat, (mu, logvar, z) = model(x)\n",
    "        recon = mse(x_hat, x)\n",
    "        kl = -0.5 * torch.mean(1 + logvar - mu.pow(2) - logvar.exp())\n",
    "        loss = recon + beta * kl\n",
    "        return loss, {\"recon\": recon, \"kl\": kl}\n",
    "\n",
    "    return _fn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Train VAE**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 01 | val: {'loss': 0.037, 'recon': 0.025, 'kl': 0.2402}\n",
      "Epoch 02 | val: {'loss': 0.0335, 'recon': 0.0205, 'kl': 0.2593}\n",
      "Epoch 03 | val: {'loss': 0.0324, 'recon': 0.0186, 'kl': 0.2752}\n",
      "Epoch 04 | val: {'loss': 0.0317, 'recon': 0.018, 'kl': 0.2743}\n",
      "Epoch 05 | val: {'loss': 0.0314, 'recon': 0.0181, 'kl': 0.265}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vae = ConvVAE(latent_dim=64).to(device)\n",
    "opt_vae = optim.Adam(vae.parameters(), lr=1e-3)\n",
    "hist_vae = fit(\n",
    "    vae,\n",
    "    train_loader,\n",
    "    test_loader,\n",
    "    opt_vae,\n",
    "    vae_loss_fn(beta=0.05),\n",
    "    epochs=5,\n",
    "    ckpt_path=\"best_convvae.pt\",\n",
    ")\n",
    "plot_trainsteps_vs_val(\n",
    "    hist_vae, key=\"loss\", title=\"ConvVAE: total loss (train steps vs val)\"\n",
    ")\n",
    "plot_trainsteps_vs_val(\n",
    "    hist_vae, key=\"recon\", title=\"ConvVAE: recon (train steps vs val)\"\n",
    ")\n",
    "plot_trainsteps_vs_val(hist_vae, key=\"kl\", title=\"ConvVAE: KL (train steps vs val)\")\n",
    "show_recon(vae, test_loader, n=16, title=\"ConvVAE reconstructions\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# t-SNE on VAE latent=64 (already trained)\n",
    "\n",
    "\n",
    "Zs, Ys = [], []\n",
    "with torch.no_grad():\n",
    "    for i, (x, y) in enumerate(test_loader):\n",
    "        if i >= 10:\n",
    "            break\n",
    "        mu, logvar = vae.encode(x.to(device))\n",
    "        Zs.append(vae.reparameterize(mu, logvar).cpu().numpy())\n",
    "        Ys.append(y.numpy())\n",
    "Z = np.concatenate(Zs)\n",
    "Y = np.concatenate(Ys)\n",
    "\n",
    "if have_tsne:\n",
    "    Z2 = TSNE(\n",
    "        n_components=2, init=\"random\", perplexity=30, learning_rate=\"auto\"\n",
    "    ).fit_transform(Z)\n",
    "    plt.figure(figsize=(5, 4))\n",
    "    plt.scatter(Z2[:, 0], Z2[:, 1], c=Y, cmap=\"tab10\", s=4)\n",
    "    plt.colorbar()\n",
    "    plt.axis(\"equal\")\n",
    "    plt.title(\"t‑SNE of ConvVAE latent=64 (subset)\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1 Sampling & interpolation\n",
    "\n",
    "**Consignes**\n",
    "- Implement `sample_vae(model, n, latent_dim)`:\n",
    "  1. Sample `z ~ N(0, I)`\n",
    "  2. Decode to images in `[0,1]`\n",
    "- Implement `interpolate_vae(model, xA, xB, steps)`:\n",
    "  1. Encode `xA, xB` → `muA, logvarA`, `muB, logvarB`\n",
    "  2. Reparameterize to `zA, zB`\n",
    "  3. Linearly interpolate between `zA` and `zB`\n",
    "  4. Decode all points\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uyWprddxxV8rRzmCP4kYbS//dxjXcaj1utpZHgRt9Pj4+7u/3+7PeTEFOk/I0Hzb36z3u5rVvu3zQ3ti3xu1YjjasjZvJ+e3sAfveTwdu5x7ZytGGjduAlv9xFq2tEKcLt3O/jvWYhFspdFugbYyDWW7oETgcDszMzFynHAeDAQaDgW01HjMcG+VojgONO+nNGCfM9zOgbsP6oAIEIIrQ6XTC5XJhZmYGXq8XHo8Hw+EQ/X4fw+EQzWYT7XZ75DFbUU4/jo1yBK4pQQr3OAuAGCe4tjA/uNCHqrYSZ2Zm4HQ64fF44HQ64fP54PP5MBgM0O/35Xuv1xMLUsOWqenFVCpHreT0KT8zMwOXy4VAIACn0wm32w2X69olDodDdLtddLtdDAYDtFotEWiO8qR7xOfbOL4YJ0cejweBQAAulwuRSASGYcDn8yEcDsPtdiMYDCIQCKDX66HRaKDb7WJnZwcHBwfodDqoVqvo9XoPpOxo48RsmDidzpHHHQ4Her2erJUVLe2pVo50ebTr4/f7kUgk4PV64ff7R0acDodD1Ot11Ot1dDodVCoVdDod9Hq9kbS/ffo/ODBbiT6fD7FYDD6fD6urq5idnUUoFMLc3Bx8Ph8ikQiCwSDa7TaKxSKazSa+/OUvo9froV6vo91ui/z0+/2potfcKcxKkda2/pvb7YbH4xmxzFutFhqNxojFbaW1mirlyEXlKUR3h0Lt9XoRCASQSqXg9XrlMeCaRUhrstPpoN/vw+VyyYB0bTXqn20cX5hlyuv1IhQKIRAIIJFIIJ1OwzAMOXDD4TAMw0Cr1UKv1xNPxePxoNPpjHBdjyv0NXIfzszMwO/3w+l0wuv1wuv1jiSw3G63PEbUajUUi0X0ej00m010u12J2wKTV5RToxz1TaCrQwH2er1YWFhAKpWCYRiYnZ2F1+uFy+WC0+lEv98XYS6Xy6hUKqjX69je3ka9XkepVEKxWES320W9Xkev1xsJrB/30/9ONvO0r4fZYvT7/fB6vZifn8djjz2GaDSKRx99FGtra/B4PDAMQw5jt9uNZrMJwzBEjmKxGBwOx3VhnOMEvWZMUAUCARiGAcMwsLGxgUgkgnQ6jfn5ebhcrhHjxTAMABDDZHt7Gy+++CKq1SouXryIbDaLTqczYk2avbijxNQoR22u00IMhUJIJBIIBAJYWVnB0tISDMPA/Py8nFKMbdRqNfR6PYRCIZTLZVSrVTSbTXg8HvT7fTSbTczMzIhbNBgMJl6hcT8xTiHeqsKHMJfPTdv6mJMvMzMz4vYFg0Gk02kkEgksLy9jbW1NlKIO43g8HnS7XTidThiGAb/fj2azeSytxnHJKipHn8+HYDCIaDSK5eVlpFIpLC8v4+TJk2ItOp1O2a/D4RCtVgvdbhexWAytVgvFYhG5XA61Wg0Oh2PEk5skLK8caZYzKO7z+bC+vo75+XmEQiEsLCzA5/MhnU4jFovB4/EgFArB5XLJpmUmkd+pYJvNprymx+MRBdloNNBqtSRhYxUz/06gBdvlcok17fP55GSnOxQIBOB2u9HtduWQYEZWr1+32xXrutPpSKLLysF1De0N8IvWEK1ErgUTNYxL83objQaq1arEr8e9x3GDDkFwz6RSKczPzyMajWJ9fR2pVEr2IuWN4QruSWb+4/E41tbWEIvFUKlU4PV6kc/n0el00Ol0bMvxZuCNcDqdCAaDohCfeOIJnD17FuFwGAsLC7LwXHwdECfNYmZmBr1eT6yDVqsl7lE0GkU0GkW1WsVgMBDLkv/POMi0uddm4jJDER6PB/F4HH6/H+FwGMlkEl6vF7OzszAMQ2JBOhzR6XTk51qthlarhXa7LRY5H5uWw8SsIGk98hCORCLw+XxwOp0YDoei+Nvttrh+xWIRjUYD7Xb7tq3uaYa2soPBIPx+PxYXF/HQQw8hHo/j0UcfRTqdRjAYRDgcHkuLAgCXy4XBYIDZ2Vk4HA7UajX0+30kEglsbm4il8vJmnP/TQKWVY5md8cwDMTjcYTDYcRiMUSjUaFVkJRLxUiqDheXtIt+vy8WTrfbBYCRTdHtduHz+dBut9FutzEzMyObaJoUoxZGXp/T6UQoFBLrmuEIrRwZs/X5fJiZmUG/30e73Zb1onL0+XxiWdO95Ppr69HqSa1xBQCUHyrASqUyIlOtVgudTgfNZhPlchnNZlOSCQ8KhUezQxjiCgQCkgClxc09QznQGWkdz9cHuP7S7zeJdbWkcqSL43K5xGRfXV3FG9/4RkSjUaytrWFubk42f7fblSSLTqrwlO90OiiXy+h2uyMLrzNu0WgUXq8XjUZD3HLy2OhaAta3ChgT8/v9MAxDlF4gEMDa2hpOnz4tdCdaksFgUEINLpdLklS6JE672LQSW62WxG6ff/55XL16FY1GA/l8XpRFr9eb9JLcFFqpU06uXr2KfD6Pw8NDGIaBdrst/MV2uy0ywYMjk8kgl8uh0WiI+30cY4/AtYOXVLloNIq5uTnhhDIBQ5eYe1HH8ZlYLRaLyGQyqNVqyGazyOVyqFQq11mLtuWooK1GJl0WFhZw+vRpxONxJBIJhMNh9Ho9tFotSaiUy2W0221RhNzA7XYbhUIB3W53JO5Gsq/b7Ybf74fD4UA4HIbT6USlUoHb7b7OcrSyBalPXZKZA4EA0uk0wuEwNjY28JrXvEaUo9/vh8fjgc/nG9nM9Xod4XAYg8HgOuIulWO73Uar1ZJDqVAooFwuY2ZmBuVyWZSplddLgyEUJggoTy6XC81mUxQ+v4BrirVarcqaTDqJcBRg/Jr7JhgMwjAM8VAoJzxAGG7hwUEF2mg0UKvV5EvzRK0Qt7aUcuQm9Hq9chJtbGxgbW0NS0tLiMViCAQC6Pf7IpAHBwdoNpvY29tDNpsdsRw7nY4IM2NjrI31eDyIRCISg2Tg2DAMzMzMIBQKwTAM4UQy7mgmjFsBXDePx4NwOAyv14uVlRWcOHECgUAAi4uLCAaDWFxcRCqVEsVJIaVlyCA4ifJUjmQJ8LBwu93CXfP7/Wi1WlhfX0e/30c2m5X/txJn7XYwGAyE3M1QDQA5cGkBUekzhsYDWltG/HkarvtuoDP4DEUwLNFut7G/vy8xRR4qLpdLYo35fB7NZhO7u7vI5/Mol8tSmDHptbOccqSCojv9+te/Hq9+9asRDAYxOzuLmZkZVCoVlEolHB4e4stf/jJKpRIuX76M3d3dkQyqjnXwxuj4SDqdht/vx9zcnChIknxrtRpisdhIUwG6U1azILluPp8PCwsLCIfDeOKJJ/CWt7xFeJ/MvpKSQouQCp9JlXa7PRJro+B7vV5xv2ltUjkytptIJHDlyhXk83kh95KWYZW1MoMHC92+RqOBg4MDsWzoOjebTVF4VAhcS15bv9+XyhAeClaSkzuFLqc1W3Q8NB0Oh4QVCoWCuMsvvfSSeG3cR1xzKtNer4dSqSTxW33YTBKWUo60Umg5RqNRRCIRodtQ0BgTKxQKyOfzQuJmnMxMKdEWjI4HtdttIYnzbx6PB4PBQFj+FPhx9aJWAD8zKzvi8Tii0SgSiYQkXZh51Z+fgtdut9FsNtHr9VCpVNBqtdBsNlGr1UQ5Mobk9XoxGAxGOH+kZRiGgXA4jGAwKIF5TYi2opLQ4QKdQGBsmi4hvRAdZtBWtTkry+y3Fa/5XkC71WSTMIHHZFWtVkO1WkW5XEapVBqrHBn6YjiDFqPtVpugSwDX1tbwtV/7tUgkEtjY2EAikUC325Xs4Be/+EWcP38euVwO58+fR71el9iXzooB17cg4w1st9vwer3odruIx+Oy6XUyplKpoFqtolKpiNVoFYHXRNzV1VWsra0hkUjg8ccfRzKZxOrqKlZWVkaIuLzufr8v/LzDw0NcvXoVrVZLXBwtmHwPkqK9Xq+EN9xut1ijqVRKQhCkV5ESZOWsNRUcQw0AJDOtrRhm5M3KkQcED1W61FSy05LIu13wME4mk/IVDAbhcDgknHVwcIArV66gWq1id3dXqs/o0RE6yUfFaOY3TnLdLKMctQWUSCRw6tQpJJNJ4d7RWqxUKrh69Sqee+45lEolXLlyRQSYFuC41+Z3WpHD4VAqGrTgMxYXCoUQDocBvBzLYxLHKtBlXIlEAidOnMDs7Cxe9apXCQk3Ho+PKHNNY2LGeX9/Hy+99BKazabEC0mGZlyRipWB90AgAK/Xi+FwKMozGAwCgNCsut3uSJWSFaGtPV4zD08qRB1vBkarg8xutrYWW63W1FHAbgVet8vlQigUQjQaFUbEYDAQz6NcLiOfz6NWq6FUKkm8lms5LhOt47lWKSSYuHLUrvTc3Bzi8TgWFxcRjUYRCoVGqDrb29solUo4ODhAoVCQJMutLBMz4ZenFR93u93C72PtrDkeZ+axTerG6bjsysoKgsEgHn30UTzyyCOIRqOIx+MIBoNwu91ynQySs0yr1Wohk8mgXq9jd3cXW1tbQlchv1NbVKyIaLfbcLvdIy6ltp78fr9QiBqNhqyjVaH5oIyjMozCTCstmXFKTtOcKBu6osjKB8OdQLvTwWBQkpZcN3bAMt93HYLRik9bjlZRiBqWUI4M9p8+fRonT57EyZMnsbi4iEAgIKdwJpPBV77yFeTzebz00kvY2tqSgP/tuG3arSavDXj5xgUCAcTjcdngmj/JyhDWg076BpJ8m0wm8Za3vAXz8/N49NFH8eijj8Lr9UqGnRuV1mG9XsfW1hYuXbqEWq2Gq1evolwuo1wuI5fLjVjdOiPLxIvL5cL6+rq4jVSK/DzkuFFBkyxuZQWhycykpDB5p5Xjrfia/BvlSitHxmv592kGky+kgs3OziIej8MwDDkgeMjo9mVUqh6PBwBGwg7NZlMe04rSCrCEcmTcSpvqdOdYfVCv1yW422g0xPW508XUG4PvzxNPWwNa2Cd90xh68Pl8wv9MpVJSOcRrmZmZkfhio9GQcEQ+n0c+nxdeImOqjNXqeBopS0wwmMnw4xIRVJZWTmCZQTmgDOjkHK+Fa6ObkWjL2cwF1YpBW53T7GKb7zNDYAw3UQH2ej353exd6Ew+ZYyYtNExDhNTjlxskpRjsRjW1tZw6tQpRKNRAECz2cTly5dxeHiIS5cuCW2HfMY7WVDGl/x+P2ZnZ6VnXzwel0w4uW6Hh4dSATLJGk+tyDc2NnDy5EksLS3hiSeewNzcnFS7aMW2s7ODq1evolAo4JlnnkE2m0WlUkGxWESn00GpVBLLiHQbvcmpEPr9vtSl8/m68YBWBOT96W7rVgXXlGMP4vE45ubm0Ol0UKvV5BqcTqeEGrgWlCEWEWglqilBLFnV1BSrKYBXAiat2IWHIRzWSjPG7PP54Pf70e/3R+L2jE1Wq1UxbrS86XijFTBR5QhcI3zHYjGk02nMzc1JsJ/Z1EuXLmFzcxNXr16V7t03Sr7czvvy5ItEIkJ9CQaDQmdpt9tiqXKjTNJ61EmDubk5nD17FouLizh16hTS6bRU/WhrN5/P49KlS8hkMnj66aext7cnsVNmBymMmrysrUHgGv9P16XT2jdTdXQHG1rcVoS2/nSrslgsJgqN9KThcCgJKVpF/D+tHHntmlur49VmruA0QSed2ETaMAwEg0F4vd6RhhLD4VC8MIap+v2+1GBTjpjZBzByqJjXZpLW9kSVI7PDqVQKiUQCoVAIfr8fw+HLLaGYQd3f30ehUJDg+J0ulg4o833n5uYQCoXgdDoli8uuPPV6XTiAk1SMXq8XyWQShmFgdXUVJ06cQDKZlM1Ji7HT6aBYLKLVaiGbzSKTyQg9h26xtoB1Yw2+l/lLhx5YXUQlqnGjgLqVlYGu/NG0JGbqqfjY+GQ4HCIcDku2XrfGY7yRvEhaQqzt1+swje61Dj+QoTAurDIYDOD3+xGPx+Hz+dDpdKQ9HqleTHaa+YzairQCJqIcteDF43GcOnVKAryRSATVahXZbBblchkXL17Ec889h0qlIrHGu7FImJnm+66uriISicDtdqPRaCCbzeLw8BD7+/vI5/NCBJ6EW02hC4fDePjhh5FIJPDEE0/grW99q8w6cbvdYqE0m01sbW2hVCrhpZdewksvvSSutO6urN1gs3CaFSUVBq0FxoM1TYWvaz5A+DerCLuGtoTYRIH19aSd8HBkwsnpdGJtbU16iLJnIev3m80mDg8PpR0eACE3A9dcR/48LaBM0KhgKzfzQUpPgn0aW62W0PC4po1GA/v7+1Laq+PYVotRTzzmyAUnX4qmNrPEzWYT9XpditfvxmrU7cnYkYZkZp78+v3MDVyPGprmxBhPLBZDOBwW7iUVFGOCrEqg5cvyLK28aC1qRXij7zqYbq4IAUYtRvN7WF0BaMvY/DUYDMSaZEjD7XbLffD5fIhGo1Iw0Gw2pWGJdi0ZhtBKxOrrMg5mK9F8iALXLHHGJkk5AyAHBKuPpgETsxwpcKz9ZZeYmZmXRxXkcjnJqFJR8X+BV3by6hjZwsKCdBInDaHT6YgbeunSJezs7ODw8FCqSY46dkaBI+F6ZWUFTz75JBYXF3Hy5EkRPG60UqmEXC6Hw8ND/P3f/z0ODg6wt7eHvb29ka4ouvLArNx48murkgkLfYDoA0r/TutJd1GfZBLrZuDakZLCPpfRaHSkMMDlcskkQra0W1pakjgvLU1m/T0ej/A76/U6qtWqJCi4VuO6hk8DxjE4NE+YXFENJrLYfadcLgOAJPO63a54L3yPcWGZSWFiliM3oN/vRywWQywWk+AuEyMsF9RdOjQtAri9xdMVEIlEAqurq0ilUgiFQtLDkbXa+/v72NnZQalUmniskV2p0+k0zp49i9XVVWlWqxMm9XodmUwGe3t7eOmll7C9vS0WpE4IaOWouXd6PbVi5JqxgSmfT/A1AUjtLDPadJmsCB4AuhKK1T9Op1MUAGvr2YXe7/cLs4JrZI7Z0lLiwK5+vw+PxyNu5bRajsC1sICOF3Jv0btg/FtXGtEN5z6mVc3YpVkWrYKJWo46y8fsNN3aSqUimWN9I/T3caeMFlS+PsnJPp9PZlxEIhEMh0Pp9bi9vY1MJoNKpTIyJvKob5a2chOJBObn56VrEAPbAKS7eafTwc7ODs6fP49MJiOVQzxUKKjmyo1xypGWnhZyrr2uFtL/y581WZ5WpI6vWUXozVw9xlH1iA1+Vh5CJDWT76nHIjB5SNeaXZyYjWUii/I9je415YOhG8ZXmazUB6p5b+tkFf/XqnFoM45cOergrc589vt9oc1kMhns7OygUChIB2ZzRxQd5zInFPg8BttDoRBWV1cRCoXw8MMP4+zZs7IZKpUKLl68iKeffhqlUgk7OzsjvfuOcl0ASGmWz+fD6dOn8eijj2JlZQWzs7MS4xoOX64L39nZQbVaxec//3l89rOfRbValXGzmms4Lm6qrXD+TMWph5PpOTytVkusIf4flS5r31l1Yz7YrAAte1xnNgLmden6XipOfViwogO4RnMqFArScotsgW63K8o1Go2K1cTehlY6MG4Hg8FgJKZdLBZl/TSjweFwSMZfV6OxMXKtVhvJ3puTOoB1klWWshx1sT/dM12xcKP4hNkt5Osy8WIYhrQ+owvFuBItsGKxKLXFkyQwMwFDlzoej0tTXnMChnGcQqGAbDYr1gs34s3qVseto67mMNMsbvS/VBB03/V4BCvyHG9ETwKu8TN1Db3mbpL/OO5gYGablrOu/uD76QzvNEEfnlqudPz6Rok6Hqz0LNgf0yxfVsSRKkdt2VFpsdWTLicaDAYjY0MDgYD8/UaWIoO8Xq8X4XBYLAMqxpMnT8ooV57kFOZqtYpisShtvPSNP4o1Aa4lCTjOIBqN4pFHHpEB80zCMJ53eHiIL3zhCzg4OMC5c+eEdkRXR3cpGnct4xTfuMNG80JjsRgikYiMcgWuDWhvNpviXjJLziSaFaCVYiQSkSoPusy5XE4O5VqtBuDauIhutyvkcII12IPBQFr8647zulyOa80Qj3mqnpUVhBm8hkQiIbNjmJDh3mR5arVaxebmJvL5vLQxIweXjYRvtd8mGX6YiFtN68jv949kQXUBv04I+Hy+EeXI5/BGzczMyFgFwzCQTqfh8/kQiUQQCoUQiURw4sQJmVYYCARE2HXna8Yaj8oV1BYE1yUQCMhwdDbhoAXMuE+j0UChUMALL7yAq1evYnd3F6VSaSQIruOB+lpu5LqMU5bawmd4IhQKjQxRoqXFrLj+slK2WjMkWA2jr4UJOXLx6Fm0Wi00Go0R5ck1ZlxVb3JanTyYOaGPcTm6nndb0DAJ6AMzGo1KYYKOg7NckuGV3d1dHB4e4uDgAFevXhWjRHsa4zwVK2AilqOmi2g32Ny0QPMS9Wani8LSQ7fbLeMNWCer+Yy8gTqoTsGnG2quHjmKtRj3M+kzzHayAQevv16vI5/PjzSO4CYdV3XwSq7HfH+4xrTeefiw4QBdJlJUaImbQyKTBK+HXohW8uQoOhwOCUmwdJT/y2vi0DZa7rxmWpBmLmmn0xmpOaZBEAqFZG34XRsFVoReQ65dIBCQAW3AtYRqt9tFPp/H1tYWyuUyDg4OkMvlUCqVJNxgDvlYMfwCTEA56s4tdNl02Za5/TrbIem4Da3EeDyOjY0NBAIBuWH6dOYm5emt44x0pUul0pHHGscpRi2AsVhMJizShaVVsr+/j4sXL2JrawtbW1vY29u7LhwwzmK8nc9kJn273W5EIhEkk0mk02nMz88L9YX9HSnw1WpVlLZOyLzSz3EvoRkLoVAIqVRKBtGz+/vBwQH6/T5yuRyq1aokDnRcTc8lMm/qcYcQXcFutyut0GhtRSIRtNttmWpIdobVXWyHw4FIJILFxUUsLi5idnYW6XRauqf3ej2h3p07dw5//dd/LWNuOTSLYxJ0ss880uRG7z2JdTky5TjOhTRbjuagLoWb1BYqz2AwKMkKdgqny6xpEgyUMxCubwKDxOa5FZOE5t/p7uO0eAeDgWxehgGYGb0Ti9EsdOMUJMMa+ksnF3RTCm01HmV44mbQ7iytHb/fD5/PN/J5NQWJIQFeB5WiWSHqg9R8yOkGHXycBzytSL7HNNB6eHAzXMAYP+OqzGY3Gg2Uy2VkMhlUq1UxPsYVIFjRldY4UstRk4uZKCFthURRncEGIO4xKxIYUI9Go0LBoGnPBACVCU9lCqZW0Kw1NtN/tJDfr5umEx6azkDFSGVPKoi2XnK5HLa3t3FwcCAWozn7d7uK0fydSs/v90tWf35+HsvLy9cNbtf0q3q9joODA2xtbeHg4ECC7ZNyq3lN9DzYuGNxcXFkiiK7o3N+TrValQasmh8KXE+a5898P3M2XzMvWHXDztkejwedTkcOc7bEs2LdtcPhEO9uaWkJr33tazE/Py9FG/Rq6vU6XnzxRRwcHOD555/H1tYWms2meGV63cwZbXMicFw2X6/xUa3PkShHvQGpIAOBgMQJqeCoFLVypMXImBHji2wzxvgX3RhtOTJ7q5URodvfH6ViJMyCohMGjO/pqhS6JcViEXt7e8jlcpJAultqhL4vPIzoPqfTaSwuLgofcBwRnY1COHtYx3EnBS1nDMHMzs5K/I/WXblclgRXtVodiT3f7nqOew5fw+VySRkd5Z0xN8qnjilTVq2iIHV12dzcHB555BEJ+XDswWDwcv/KCxcu4NKlS7hw4QL29vauGy2icaNr1Ht1nJI8ynWZWLaaHDPSAGghadqDtvY0p44CTIqFjltQyQ0GAyGdasuRp6AeqMT6YVJljnpTm3mD5qC1tkKYPdXZ4FcqMObTmb+z6QIz/Xo8LsnQtMppyXIEZ7VaRa1WExbAJIPs+qDhTBserKzd7/V6QjnSLd20UryTjWhWbvq16JZSfnkQ6ZCS1eB0OhEMBuH3+0UmKAv60GanecZuxyUHgVfWG8G8HlpHHAWOPCFDxUiemc4k6044LEzXLg7jP8wyU5hnZmbk/4BrAsmAt3bJSaqmQvX7/UilUpifnx/J/PI97ze4mfhevGa6plSK1WoVjUYD+Xweh4eHkvB4JQqS68+f9Zfuip1Op3Hq1CnEYjGcOnUK6+vrYuFzrfv9PsrlslQybW9vY2dnRxT3JEjg2p2m4kmlUkilUjK7ezAYSCIul8shk8nIBtc823sBHnaUp1AohOXlZfm51WqhVqthe3sbAGQ0hVWsRofj5dLJpaUlRKNRnDhxAuvr63LQ9Pt9FItFZLNZbG1t4bnnnsO5c+ekIfW4Q2acF2d+T/2z9iaZKzgquZpo+SAtOB2g5YWPm0XChdbKstlsijVg5kyxllPTYahM9cAfUmf0/At+1qMUVH1tmprDrJ62HnVfyzu1HM3UHd4TxhzJE9Udn3l6M6FVq9Uk7qjriicVaDcnlegVMD5Ga4dKXNOO7vfnZS9RJi/oyZjDOlaCToDqmCnlgFYjeY0cv3Ez2RxnSZoxTj5vpVjvNY7cciTMWU5uKHLrGDTn6UVQ6PkarVYLACRzy56MmoqheWa0ekjvGA6HmJubw/LysowuZZZSNym9n9AnLHlzzPzpJIG2brgW/LodK9d8Ems2gNfrlYYcKysrOHHihChIZiXpTrNXJKseCoWCJDYmSW6mfDE0wHkn3NiRSETmwugqlVea5b8ZuK4MUXCyZSgUQjKZRCKRkBk+vGdmpoaZWTEJ8PNHo1E89NBDmJ+fx/z8vMTBWQl04cIFfOlLX8Lh4SFyudyIjL6Sz857p8Np9Ch1ByTKIHDvLPwbYSJUHgDXWX8sGSR9hLOXefrzuVw0nlytVgvD4VDiXUxacBMw+0oFS+XodDplPEI6ncbS0hJ8Ph82NzeFBKzL345KQZqznBRCXbPLz2LeVLcK5ptPYmBUkaTTaaRSKSwvL0ujDnN5GJVjqVTC4eGhDPEqFosTrZs1Z93pDZiVY7vdhtPpHJt4udvPq9dXl7+yV2QikUAikUCj0ZADjfdMH3TmzzEJBcnPH4lEcPr0aayurmJubk4a+NZqNbRaLVy6dAmf//znUSqVpIT1lTIm9O/0YBh+o/eok670EO+3Z3eklqNWAK1WS1wxKjK9KHo8q1aOwLVeedraotDrk0aTzfl1o0QEM+b6huh60aNaHyYK2HZMV78AkNrxmZkZlMtl+Xx6o48TOgAjna35xQoiWjiJREJiwcxM68qiTqcjwfdSqSSH0t2Oyr2XGOdW80t7HvfKRTNTsZjE4OB7js71er0SHiGf0kr154TDcY3TyMMlEonInut2u9JtnjxGjkK4ndfWP2tL29xFXB94pAxp7+TYWI7cuKzDZSDc4/FgaWlJmoK6XC6ZwUwX09xKysw5IyVnMBiMNGegQjRnLPXmpYKgVUGiMKkWOh7K97xf6wO8zL/klEUKpbYMk8kkzpw5IyNWWULIz6jpIMCoK03+JDexy+WSLtihUAivetWrMD8/j9nZWczNzYnl43Q6hXxer9dx/vx5bG5uYmtrC9vb25KxvlEQ/qiglRRDBeyJSbe2Xq+PtCEz/z9w+/fYHN9k31B2DF9cXEQwGMTKyooUKdRqNZRKJWQyGSFKT/ow0eC1xONxzM/PY319HRsbG1hdXRWrsVKp4MUXX8Th4SHOnTuHnZ0did+aD+hxB5AO6VApshqM9LGZmRnxBIFrhgONpKMo952Y5cgsMq0OnWAgSVxbRDrrp2kXAEYUK7/4OjrxQyuIn0Vnas1VKZq2cpRgZxen0ykztClEAIRS0e/3YRjGSJJGHyDmU5fWAJUdSfehUEgI9bQc2XmHVjSz6eTl0YUqlUoj1r9VKh60wtK14ezupGNZWsHdimc4zusYZ/VwrEIymUQwGEQ8HpcyO2bGyUjggaJfd1Lrp6+JcX/WUodCITl8aTmyvl8PvhtHEzO/h/bu6M3Qe4lEIkgkEuJKa7ZKr9cTmTyKjPWRKEfebB1nZBPb/f19XLhwAcFgEM1mU8YAGIYxEnfQFokem0AFyriiw+GQE4YKUbvLmivFz6MTE9xIuusKgLFW6/1Yo1arhYODA1SrVczOzkq8bHl5GV6vF7Ozs/B4PEilUvD5fKjVajg4OMDBwYFY5ToZRQXIOul4PC6JAhLquXlXVlZkUDtJ+cxK53I5XLx4EeVyGefPn8fly5dRKBRGqmGsoBg1zAknznxZWVlBu91GNpsVChndNfI3x3Fu6WWQn8u4OLP6fr8fyWRSGkzw7+Qy5vN5OVQ4bljPYdeW/yQscM0iicfjWF5exuzsrBykwMtySuOFxRjxeHwksco9p/evPoQoez6fT2QtkUiIgozFYhgMBtja2kI+n5d+q1pJHgXN7sgtR26iarUq1iMFjfE2uia05kgd4Klqpu1o5cibqJWjues4/49fWijogjMJoq1UPvd+BYOHw5e5mXt7e/D5fNISam5uTrLHHo8H8Xgc7XYbs7OzaLfbuHz5MjY3N8XqZNCa3ajZICAejyOVSsHtdku7LrrVfF0KLqsfqDSy2SzOnTuHQqGAl156CZubmxI3Njc/nSS05aITIxwq7/F4sLKyIsOzhsOh1APTAqrVaiOUKsakmb3l7GoqjqWlJczNzQln1uPxiMLVr1MsFnHhwgVUKhXs7e0JV1WPs5ikYqQyoyysrKzIdekqHsZUW62WJJp053myBFihxEYwtAZjsZi40DxMdPszr9eLdrst940HCvWHuR/m/cJE3GrGDwBILKvX6yGXy4ny00FhTiVkQoWWI19Td/egSzAcDkdcbSpHHWsyx+i0cIxzvY6CY6Uz1ty0hmGg2WyK5UNCO60cxtK63a4cMgz8UznSHeesZVo1DLqPG1vB+BLbpGWzWUnC6C5GVrIYuYF1lZH+Gg6HCAQCiEajchiz4THjZlT42gNhcor9AAKBgGxsltPpFnM8POmCtttt5PN5FItFyfTquvhJW4xmriu70bOblTmMEAqF0O/3MTc3J12MdGEF47qUVf36XCvDMGT2OmOOvG4ezJpDq8M3R4EjV46aoN3tdpHNZlGv1+F2u3FwcCCmNa1HVjfoLC1Bt4mWKE+bZDIpViAXnGa4VpAUTP6NN46nILPBN6JY3A8w897v97G/vy91q8vLy2g2m5ibm0MqlYLD4UAqlcJgMEAymcTKyoooBV1mSReJm1t3hdFdd/RB0O/3pbTu+eefx97eHi5duoTPfe5zqNVqyOVyMgvFKu60OexSr9fh9XqltNHtdqNWq8HlcsnQsm63i9e97nUj60aCOMMqvV5PknpsZKEboVD+AMhhpbv85PN5fOlLX0Iul8P+/r7UHOuy11faNOReg/ee4Sy/3y8WIalcOo4bDAZx5swZdDodnD59Gm9+85sl/ABAZEpzFc00Mq0steFRq9Wk7d3ly5fx3HPPoVqt4vDwUO7rUcnckVfIaEHSAV52SeGJVS6X4fF45CQPBALSB09TUZio0PFBDtai1UmFQ7eYn8O8yLRWfT7fCOXlqKxGfi5uVg6tCoVCqFarci1UbAwhULD1JuPPHESvqU8Ox7XKDFoKVIq8J9zg+Xwe+/v72N/fl05AbCxhBaWowWvj+ul5RHRfAUgpJHB9nbkeicADXCtCbU2REM1qG74XS1mpaBkT5ix2M+Vp0muokyRMkHAf6oYwfC5lajgcIh6PixdHRUfvy2xx0prW+47rQCuabBM2GM7n8zIDXHMcj2LNJjJgS8fsaCLTQtKnLrNVjBUFAgEJsDNAzo3NRfb7/SiVShIUNwxDBJ3BYipYWkzcSIwRAaOZO35mM14p9eOVrA9jYcDLQvf8889jf39faA885XULOGC0oxGAkbiP3pBaWJkQqFQqaLVaQvCuVqv4yle+ImNr2SLtKOI9dwqGbFjW9sILL6BYLCIej2NxcVE6xdMCZCEArUFtAfE7LWkAqFQqADAS3+X0QdbAU8GyZRepWTo+a5WDxay8+Bi/MzTAg0UzPLjvWIbLx7TRog8e7nfG8Wn4dDod7O/vo1wuI5vN4tKlS6hWqzh//rwQy8082mOrHIHrO9EA1wrvgWs3YX9/f8RKpEtIy4cnG+OEPp9PEgycOEjq0GAwGOkdye886djpRpv/ZmUzDmar8l7cuMFgMFL1A0CmJy4sLIwkTjS520zy1m6MDi9QyHgat9ttHBwcyNwPNhB49tlnsbu7K4Ks42NWAz8TXeRut4svf/nLeOGFF5BMJrG8vAy/34+FhQWJv7LHYyQSGTl89foxOUc5Ypx8a2sL9XodOzs7ODg4kGQOlYl5HIKWdSvAvNfGUZUAyPVoips5Jg9cO0zGeVk6AUoecqVSQTabRa1Ww1e+8hXs7u5iZ2cHzz33nBwsbDk4CSt7YspxHMwuLh/TsTDtNtHqczheHn9AkioFnJtfu9V0ucmB091otNU6bvDPUSsEfdKy5KxQKODw8BCGYcDhcIxMXdR8SLOw6wy9XhdmnFutFjKZDIrFIjKZjDR/JdfSKp29bxe8Xt73Wq2GYrGIZrMJt9st95mJu1KpJK4zM/V6zC2VI5M2tVoNmUxGaCaVSgXdblesw3FdxK26dtrFpRfF2N9gMBDrTXOAdXNqWtzaC6Ss8KDi6/b7fZldXa1WkcvlUK/Xsb+/j0wmg0KhIPJ4N81V7gUcw9t816OKud3offVmH5dF1sRSZl1JA9I3TnPW9ORCtjFjYofDy8nJpHIYd/KPU+j38vrZ4t/j8eDEiRNYW1tDOBzG+vo6gsGgzPXwer1iNY+zeimgrI1lQmx3dxeVSgXPPfecWI/ZbBadTkcUCgXcqht8HMyxNG5oeh5M2pktId3Ml64cr51JqHEKk8pg0ofqK4E5C814+9raGlZWVkYmd+o+qJQzzQvWIQWyJ5ipr9frwkrhY5z6yefxwOJYBa79/cDt3BNLWY7jMM6c1gTQcXESxj7M1B39PO2C6gQDs4gUfO0OTUrI6c51Oh0cHByg2+0iEolgZmZGunOTs8fsqtkV4d9o0TCJUCgUsL+/j1KphM3NTezt7QmFyOwSWnmTj4NWZmxwAow/cAkqCWDUAhqn6KZtPW4ELR9MbObzeQAvh3KYodbJmmazKSRu0sfYmYmGRbvdlo71lUoFhUIB3W5XJhHSaxnH8bQCLK8cb4VxC0n3e1yMR28Muua6Q4qmdOimD+YbN86Svh83ldegyfPD4VCEyu/3I5/PY3t7G36/X4jJ7ErDa+n3+yMnOrvosHluo9HA3t6eJBZ0cb+VBPZuMO4azI9RLvi346wUgevn4FDOyF1kkk4zJDRPliEdJlRpWHA2NRMu7GDPloLazbaqlW15t/pucbPPTbdTd+zhY9qst9p0QnP4gLWvTDaQJxqNRjEYDKREjdQIuss8vUldMVcDAcdLEdi4fZjrzoHRvaQfo2I1eyrAjQeTTSLBonEs3Oq7xc0WgbxHuuk6szvOpZo0zLEs4NpnJiXH5/Oh0WhIhnEwGEgsqFKpSK9LXbrGxISm6Fjhem1MDlbKqk8Kx95yvB2M43nd6KSzAswxs3FZRF0fzWQSY450tXUlja0UbTxIuB05t5XjMcG4xILOnptvs60EbTzIsN3qBwg3u9m2IrRh45XDVo7HFFYLBdiwMW24dW2cDRs2bDyAsJXjPYYdm713sNfSxiRhK8d7iFtt5qNsfXZcYK/X7cNeq1Hc7XrY2WobNmw8cLgdtWdbjjZs2LAxBrZytGHDho0xsJWjDRs2bIyBrRxt2LBhYwxs5WjDhg0bY3DXytHOYt8+7oTKc5zpP8f52iYBez1HcbdrYVuONmzYsDEGNs/Rhg0bDxxsnqMNGzZs3CFs5WjDhg0bY2C3LLNhYwzMUy2JW7ljdpu44wNbOdqwYYJ5DMWtssDmOUO2gjwesJXjMYMejWDj9qHnmXPWOWfzuFwu+P1++RuHsDmdTgBArVYbGTtqhUmVNu4etnI8JhjnBtob9JWBkxxdLhdmZmbg8Xjgcrng8/kQDodlhC+HmbndbgBALpcDAJnmaE/uOx6wleMxgHlyImErx9uDXjNahE6nE4ZhIBAIIBQKYWFhAV6vF4FAAF6vV6zI4XCI/f19ZDIZVKtVbG5uotfrAbDX/1YYNxSO328nlDFuJva9xFQqR7MwA6OC+KAIpXYFzcLEmdwPylrcLfQAe461nZubQzqdxtzcHF7zmtcgHA4jnU4jFovJ//X7fVy8eBFXrlzB9vY2CoUCWq3WyLjb447b5UDfbEKmVogMazCEAeC6eO5gMEC32xUlaZ7nfi8wVcrxdgLlNwqOHydBNa/DzMzMdUJknsFt4/ag19Tn88EwDITDYSSTSUSjUczNzSGRSAB4ea37/T6q1SoajQZqtRo8Ho9YlMfZvb6R1Tfubzf7H8otFaIOa/D7uP3c7/fhcDhkHjv/di/jvVOhHHmKuN1uGVxPIeQC8qvX68nJ3e12RwbaU5j7/T6A6VKYZiuRFo7D4YDb7Ybb7ZbrGwwG6HQ66HQ617kfNq7HcDgcu3FDoRBmZ2eRSqUQi8UQDofFrSYGgwESiQS63S6azSYSiQTq9bp8Hac1H2ecmOVR/67/h6EKAKLAXC4X3G43XC4XgsEgfD4ffD4fQqHQyH7v9/sjsjwcDtHpdNBoNNDtdpHNZlEul+UemBXknd4DyytHvbg+nw8ul0uElMFyKkmn04lOp4NqtYput4tGoyGKst1ujyjFabQoKXQUNK/XK989Ho8IDZUhDwTgeFrQ9xMzMzMIBoNIJBKIx+MIhUIIhULw+/1yKNEqp5tdLpcRiUQQCoXQ6/XQaDQAHK81N7u+Wh65P2n1ARAl6XK54PF4AEAMFq/XK+uZTqcRDAYRCoWQSqXk+S6XS/byYDCQw7/dbqNcLqPdbotRxITYvZJ1SytHHXcIBAJIJBLwer2IxWIIhULwer0IBoMjWcRut4tarSbCydPF/BgtzF6vJzELwJqCrE9qnrZutxvBYBButxuGYcAwDPT7fbmmWq2GmZkZsSIpVDo2c6NrHZfg0dQVxtOOo+vILLXX6xWrRse+xsHj8SAQCCAajWJ5eVnWr1qtyrpbUa5uF9pr4RcPZsZn3W43QqHQiEen/1c/Rvlh2MLj8SCRSCAYDCIQCCAWi41QprrdrrjQXEsaA+12Wz4Ln3+vYFnlyFOJVtHs7CweeeQRBINBzM/PIx6PwzAMzM7OygnjcrlEQfT7fdRqNdTrdTSbTRweHqLZbCKTySCTyaBer2Nvbw+NRgOdTgftdvuexyzuBfRJzUOCX7Ozs/D5fEilUkgmk+j1eiiXy+h0Osjn88jlcuh0OvIYv3gC3+g6NddPx4HoTrbbbfR6vRF3x0prdqdwOBzweDyIRCIIBoPi6nk8HlEK5tga3e9AIACn04l3vvOdyGaz+MxnPoPDw8OR8Ma0gtfMPebxeBCNRsU4CYVC8Pl8WFhYgGEYcoAD11zocQduMBhELBaD2+1GJBKBz+eD2+2Gz+cDALRaLXS7XXGheRA7HA50Oh3U63W0Wi0cHBzg4OBA4pD3Ks5uaeXIeJrX64VhGBL3SSaTSCaTCAaDmJubg9frHVGOVAAMlNfrdTgcDolHdLtduFwuFItFURI682UV3CiT5/F44PF4hGoSiUQQj8fR6/XgcDjEvajX65iZmZHrpvDQogRGLeUbEaFpTfn9fnleu92Gw+EQy9v8WtMKxs7GWY06M2q+Jy6XC4ZhIJ1OS+iH8jjNHa20DPKQdLvd8Pv98Pl8CAaDEuZKJBIIhULynOFwOBLa4evoQyUej4sXRKuT/0u5GgwGI4c1lZ/H4xn7t3sFSypH3gSPx4OlpSWk02ksLS3hkUceQSgUQjKZRCQSEQXBoG232wVwLfjLU4wZx16vh7m5OeTzeZTLZcRiMVQqFWSzWWQyGXQ6HVQqFctYQzxx9WdhjDEUCmFxcRGRSEQsx36/j1AohE6nA6fTiXa7jWaziVarBQDiYg8GA8kC8n2Aa8kecvs8Hg9SqZRsgHQ6DQDY399HqVRCsVjE9va2WEdc/0mv251Ahy0Mw5CQBeNZjG+1Wi1Uq9WReLfP5xvxcAKBABYXF7GwsIBarYbDw0O0Wq2pWxdzfJFyEQwGsba2JpZfIpGAz+eTa6ci7ff7sp/GJXG8Xq+4y9VqVQ7der0+4kLX63Xkcjk5/Hkot1otdDodHB4ejuQX7hWtz3LK0ezGLS4u4sSJE1haWsKZM2cQDAYRiUQQCATkfwaDAZrNJnq9nvyvdsspwA6HA+VyGZVKBaVSCT6fD8ViEVevXpXX0HFIKwozDw2GF5gwSCQSohyZpS+Xy3C73ahUKnJ4aAEFRpNTXDdaAYFAAKdOnUIqlUIqlcKJEycAAOfOncP+/j52d3dRLpdFmHUscpqgN67b7ZawhcfjkY1YqVTQbDbRbDbFcg+FQqJA+VgymUQoFML8/Dzm5uZQLBZRLBblgJoWmJUZQzqxWAyRSASrq6uIRqNIJpNIp9PweDyIx+Pwer0iA1SK9GB0Jlsr3cFgIPuuVCphf38fvV5PwmXlchk7Ozty+AIQee71eshms2g2m+h2uxLjBY5ZQkaf3j6fD4FAAOFwGPF4XGISVHYApJaVi1qpVMSy0lQCmu3MZtNyMgwDg8EA0WgUiUQCtVoNpVJJFtmKlhDXxu/3IxAIiGvt9/vR7/fldKU7TDdjnNIad116Q9CFZ2VIOByGw+FAKpWSUEQikYDH45FwxrRCu8eklFDOut0uqtWquNxOpxOBQEC4kDyoue48pFKplMQxaalbKWxzM5jDOE6nE8FgENFodCQmq5Mhmj7X7XbRbrdRKpVQq9Wuc8+18h0MBhL7r1QqyGQy6Pf7EtqoVqsoFouyHx0Oh8i6TkLea+K9pZSjPqHS6TTC4TA2NjZw9uxZxGIxJJNJOc1pim9tbaFer+PSpUvY2dmRrBljlYyVpdNpMePpqs7PzyOVSsEwDESjURQKBeGmtVotS2WxKVTBYBCpVArpdFo+fyQSQSQSQa/Xg9PpRKvVEksZwIggaVda/2wWXmYhDcNAJBJBMpnE0tIS3G43wuEwarUarly5gsFggEKhgOeee+46d2gaYGYB0GoOh8Pw+XwYDAbiGvd6PfmKx+M4c+YMwuEw/H4/otGoWJBOpxPr6+t44oknsLW1hc3NTVSr1ZH4rJVhPhwjkQi8Xi9WVlawsbGBYDCIlZUVCT2Q9E7XuFKpoFgsotlsYnd3V66dZG0qx16vh06nI8ZNs9kccavNLvS4w50Wqs4ZHDsSuLZYKKSMdUWjUQnYulyukRODbvLh4SF2d3flZuqgMV0kZsOoYL1eL7xeL8LhsMQr+Bztglppo2vLxu/3yzX6fD50u1243W70+31xWYDxVUO34/5qa4p0FQbBfT4fqtUq4vG40DKmOfHAg5nhHHoftJBrtZqwGjqdjiS6vF6vbHq+DgAYhoFEIoFKpSKvNQ3rYz4kqSCZfIlGoxKT9fv9Iwk+8hfpgTWbTRSLReEd07PgWnQ6HbH6CoXCCMVOy6Y2UsbhduhpdwJLKEcusN/vl5rWRx55BLFYTJIObrdbrLnd3V3kcjnkcjmcO3cOtVoNe3t7yGazI+Ro8q+0wgyHw0K9WFxcFPcoHA6j0+kgGAwKZ7DZbIqwTNKC1AkqWnLkeeqsKg8NCmKr1UK73ZbYjObcjRMk/q3ZbCKfz6PVaiGTyQjVotPpiPJwu91IJBJYXl5GIBDAiy++eM+zhUcBTTNhIo8HC6ki7XZ7pLCg2WzC7XajWq3KQapfh+42LfpIJIJoNCpcWysdtmbwGqgQDcPA/Pw8DMPAwsIC5ufn4ff7EYvF5GCgC725uSlWYy6XQ7vdRi6XQ7PZFO9Fg//b7/eFj6yr2YhbKb37FeeeuHLUgklLyKwco9GonCjNZhMXLlzAhQsXkM1m8fzzz6NWq6FWq6HZbMprApBYCJWL0+lEOp2W7C4Vo9PpFOVIQnW73R4pd5qEBalPcdJLSN0ZpxwZi6GwjlOO2vXQQqXfq9FoiMBms1m43W6kUil0Oh2xqlwu14hyDIVCIxShaYNOPGjlyPgZrZpqtYp6vQ6v14tarQav1zvCbqBV5Pf7R5Qjwx61Wg3A5MM046CVu44zz83NIRKJSAae3pbb7Uaj0RDr+vLly9jb20OxWEQ2m5WiCyo9c3MIrQitEr7SsIRy1DyxcDiMSCQiFp7L5ZJMcjabRb1ex+HhIbLZrJjiJIuyPJCvy8QLNy3pLbrMyJyR09U2VrCEzAkSXSqpOXjMFrdaLbFumH2ncrxZhcw4oWXCq16vC0keGK2U0JaWlQT7TsBNyvWiZaPdP8bItKxx7YFrbrW29pn9ZkzOyutkTooy8RcIBIQQr4suaECQ08j4H3sY8GvcoXy/uuncK0xcOZJm4/f7sba2hoWFBWxsbODEiRMwDEPc6e3tbfzt3/4tCoUCLl68iJ2dHamj1i6jBhWb3sg89Q3DAHCNvkLrjMLA7CStxkmCoQLGFvnFsAEAIX0fHBwgn89jd3cX+/v7aDabqNVqI1Ut4xQjDxP+zvXMZDLodrtYXl4Wy4ibnsH4aYmn3QzcrFqmuF6NRgP5fF6sSCoBHuwMwVChcI0YAllYWJDXpkVlxaSV9rDC4bA03JifnxfaTiQSgcvlkoogFgMwidloNETW9L7USpA/W1kxAhZQjhQwZpnj8Tii0ahkASmMjCvmcjns7+8jm82KhXMzk1yTqHm68TXNtAIqUKtbjtpq1JYj3RiWTVJQNf/rRvFGcwCca8X4Gi1Hs6VtXiOrCvqtoDcuK6goW91uVwjH3Og688+11wcMrS9ajoZhjLAlrAqdhNF0McMwJCdAq5HPNVcQmUM14xKBVleMwISVo970TJawAwqL1CuVimSjM5kM8vm8xMT0jbidzCsFllYYs258rZmZGaESmLlTk7yJFCZ+TrOVTNeFiZRMJoNisSjxHu1W3yqwrd0+0iTompsVI99bB9CtvPFvBn14MltK66der6NWq6Hb7cqB0Gq1UCqV4HQ65TAnC4KyS1mLRqNotVpSg8yYsFUa4mrPiUqcHlwsFsP6+rqU7UYiEdmvZm/joYceQjgcHpuQYaafFvTt7ttJYmLKUbu8PGFZCsdgr8PhQKlUwsHBAfb29nBwcIBisShZP+D2MlnmxAZPRBJZWf5Geka1WhVqz71k3N8JzPEZcxwHuKYcmUDZ398X5UgX8HavQf+dxG5WH5gtRq1ApjkRQ2hrmdfe7XZHlCMtJx5ELCKgp6Pbx9HNjsVi6PV68pyZmRmx5q0Qg9QUOjI5lpaW8PDDDyMSieDkyZNSNmgYhjwfwEihwNmzZzE/P4/Dw0Ps7e2hXq/D5XKhUqmgXq+jUqmMuNtWx8QtR02h0JlCLh7rg82Di7RQ3UjAzAqYwsrWSIyZAdcsIH3zJm0xaoxzRXSyiY+blac5tvhKoEMeuqmwdpd0Q+FphTkhR2YA11ErUN2YQjeo0Na0fl3g2gE3LhxhBfnS+5DUNyp5MiK4V8zhJs2DpRfGJJZhGOh2uwgGg6hWq5LZLxQKUtlmpT1mxsRjjvrk4ak8HA5Rq9XQ7/eRy+VwcHCAcrksz+cXlYHZHSQoiDwRvV4vlpeXcfr0aamB9Xg8qNVqqFarqFQqqFarqNVqI0Xsk7yBVIqsftHXS6GkkuJ63CgQfrvQmyUUCkk9LS0jKgG2QyuVShKTtKqgj4NWVoyxsbGJx+ORunG606xQCofDSCQSSCaTsjYspaOi1EkHJir6/b7EMs2HzCTXQDdPjkajCIVCwhgxDGMk+WdWjjqUsLKygna7jUajgZMnT6Lb7UrjCeYKKpUKnn32WRwcHKDZbErdvxXlZqJutTnRwJ+52Rn/Yd2lFmZzJlm7z/o9+JqMM+rNzppXdhbWPQ+tohip9MeV5Y2z5O4lPcLhcIxM3NOJKgDSYZ3ZSSsK+K1AGaHFSPKz1+uVcjad/GK/QXJyeWBoC1LLoaZFaWqZFSxHHW4y19JTGZpbt+meBcA1rwyAxFTJe+33+9JnlKGyYrGIra0tUYpa0VpNfiZuOWqXVwsYNzlpAyzkp0tMhVmv10dOHp5iDodDhNzv9yOVSiEQCGB1dRXr6+syZoGlS5ubm8hms6hWq5LhtYIlpN1lKqBxiRGdadXK6m5cacMwsLy8jJWVFSwsLIwcXABQr9dRKBRk4p4V1uuVQCtFWkvBYHCkSQT5seFwGIPBALFYTJov0Lry+/0jTSoY5yUR32zJWyVTqylcjLGWy2VpNVar1aS7vo5583/NMWd+Z4UNAPh8PgyHQ4n1V6tVdDodLCws4PDwEJcvX0ar1ZKuR5R1K8ASlqOO87BwnzeDJXO9Xg/z8/OykKSqUCFQ0MibpEvIpMvi4iKCwSBOnz6Nhx56CA6HQ2IjmUwGL730krSX0kN6Ji3AwDXeIQ8BbT2bSeDclOZSrdsBT3CXyyUu5smTJ/HII49gZWVF7gs3e7VaRSaTkX56t6qBtRpoCXL0BpuQaOVIVzgWi8HhcCCRSEgXJ3aL8vv9Yj0xE8tqLh7iXLNxfNxJg5+n1WqhWCyi3W6jWCyiXC6LcjTHsrVC1JQnGjT0yrifE4kElpaWJGufz+dx4cIFOBwOaSBjLnGdNCZuOWohpHXETQhco0NwRgfre0mEJm8RuGb1UDkyu8Yu4mzvxWA7T3aWHzIuNGl32gz9eXQfO3PWGrgWIDfHhm7lwtHiZl0wY2tcQ3L0gGvJKx4uDENMGxhuoXxxLAKJ9TrUw76NulpEJ/TM7AlziOZGRQqTljEz95CeR7ValWw8x22wNR6vT1cTaeVI15wNp8k84WFOYyeRSGBubg6BQECMEh4kk14XwALKkcRlNrUsFovSgcfhcEisIp1OY319HYPBQHiIjUZDOgQzmaP7OTJu4vP5pFtxKpWC1+tFpVLB1atXUSwWcenSJWxtbUnZnVVOLkK71bTW3G436vU6AoGAHA4ulwuhUAjRaFSaItBtupW14nK5pDVVMpnE8vIyotGoVC1x6NFwOJQ4I7uvcEaN1QnOBD8jW9kZhoH19XUsLi7KBtZ9ApmJZbMNUnfYpci8oZlQrNVqKJfLUvdPhaJDQFZYLypGutX1el2SJpFIBJubmwiFQgiHwwiHw+j3+6jX6yMFFTQ22MuSFvXCwoJ4b+FwGDMzM0ilUpLQWl9fR7FYhM/nw7lz56TZrRXCWhNXjjxxdLMEPRuC5jmtRQBSM9xsNhEMBtHr9SS+SKWoSwY9Hg9isdjIWIXBYIBKpYJ8Pi8uxJ26o0cBLcBU4tyUVHxsGMBKBiqzm1mPOrzBsspoNIp0Oo1oNIpYLCYWFf+f7rvu/GM1V/FW0KRnHijxeFy8GHIamaAhyZtxRt3LkDFG4Jolxtp23ie6plZTjMC1RAitW86CrtfrCIVCACDtysjZrFQqIzXo+jBhqSHj+lSaTFxx4mAwGEQ8HkexWBRlrIn2kzZQJqYceeG9Xk/S/9lsFoZhyEAsdlXu9/sjG56LTIU4GAwkmQNcP5hK93J0OBxy4rVaLbmh5syv1UDlWK/Xkc/nEQgEUKlUpMaVh0A8HhdBZcMIxpEI7ULTnfR6vZidnUUoFBIrPRgMIplMimvE05yUJ3Z5ZiXOpIX5dkB5YFeh06dPIxwOy0RLVkg5HA7E43Epn+MoAMqcntFMmTHHY9nLkBVGOplm/kyTXjszM6Lb7UqCZG9vDz6fD4VCQbiMtBx1aIdudblcRqFQgMfjQTabRSAQQDKZlBaBa2tr4olwHtKJEycwGAxw6dIlHB4ewuFwyOE/KUxMOTKrZb4J/X5fTnA9PJ0nNrPXumGE/qJi0JYMW32xw48e98ibPK5WeNICS1BggZcHx+/t7cHtdiOfz4tw0bpjvz0Aokzp5gHX4rJcj1QqJUK7vLw80vXb5/OJggAgFlCxWJTRr2w2rNt2WWXdzKCFTAW3sLCA1772tSNuMtkPvV5PRmuEw2EsLS3B4/GItaRL6LRypCJkZZdOypipK/xM/K7XbRIyqMMCZGywcQk9Mnp1mu6m68mBa1xkWuczMzNYWFjA+vo6YrGYvAcz/h6PB4899hgWFhbg9/vx4osvigX/QCpHYLQ0jkqtVqvB7XajVCrJwnLRmRggD4sb3awcdTsyKj0tZOYNbK5csDJ0RppuG8MNTEZxCFkikZC+gzoozmQVpwum02n4/X7E43GJK9H1oeuoa7p5uOiGFlZ3qykfLpdLZi1rWg65nOwGr+PYTERQHsdxGTVbgCWXjI3rvpp6rax8kHBf6jCApjfxWvQ16IQd15tlp2yCCwClUgnRaFQKGGZmXm50ze7i5m5Pk1ojS8QcGcw+ODhApVLB/v4+dnZ2RoinhmFI5QIFmVQMbnpNDaLLyEVnzEzzzOia8wvASDcWK7g7hK62YKz06tWraLVaWFtbk8TV4uIier0e0uk0Tp48iUajgd3dXdRqtRE+KWNCHK9JJUA+GoPnulcjQxF0qckJ1YkGq6yXGQw7BINBvP71r8fJkyexvr6ORx99VMaJAi/TWTh4jQk+xhydTqcoP1pPuglzs9lEJpNBs9nE1tYWtre30Wq1kM/n0W63US6XhRExrhGIlQ5m3kvee+4dJv/MfEdg9PObQ1uZTEZoPH6/H/v7+3j44YcxOzsLj8eDaDQKv98v8+iZf+BrTEKuJq4c9QnFsj2Xy4VSqTTSEsnv98uoUbZPoqmvlSM3N7OvbCWlm73y/Uh70V/j2nBZCVRQjUYDxWIRbrcbs7OzcgKHw2EAkDK4VqsFv98vjADSLObm5qQ0jNw+XjvpU8DofA5ualpGmr9ndeWok3pLS0t46KGHsLi4iLm5OWn33+/3Ja5NfqOuitHVIUwg8nBncoqdwjnXm917aEHqtmdWXSsNrSTNFWn6OTcCn8+eoo1GAzs7O3KA08pkToHeIa30SWLiyhEYTc5o011nUunCcZwCLUfNRdPZaafTKWWCdJ96vZ6QzR0Ox0hgXStpqypGzXOs1WrY3d1Fo9GQTCJdYx1yIAFXd1PRySy6juYDgZtCz/golUqo1+ti2dNK0vEnq4HXxNZb8XgcJ0+exMrKisxZ1kPbtNLiWunGErpKiJSmQqGAfD6ParWKq1evyhrl83l0Oh3p6GMuSwWsE9e+U9zq8+vr5L7Ws2N0SIzrqw2VScISyhG41uGFAVhdFsff8/m8WIvmhIwmPlOQk8kk4vG4jC9ttVoSBOZpxTGu03Ka0wIulUo4f/68WMkkyZNmomOw2jJiMkHPoKEy1U0tuB50m0ulEvb29lCtVnHx4kVcvnwZuVxOsrFWIe6awXVYWFjAW97yFiSTSbzuda/D+vq6hGgASJcYreRpaXPD0jNxOBziSvOQ2t7eRqlUwsWLF6WJCeuHddjhdmOzVltL7WLz91f6/2YrWzecJpmexg3peJOEZZQjcH03av0YF3dc0JcbWydnZmZmrguG36gjtjn4bDXBNIMWJGMytVoNlUoFbrdbEiXc0ABG1om/83VutAY6xsQEUKPRkC82ZbBSuZcZtJ4Zf47H42JF02LU16nnxGg30px80dY7OzqxmxPLWvVco5u1j7Oql3I/oK9ZJ7XMa2CV8IyllKPGOEHSj/HU4cLqeCEtR9Io+MUuKjo+xIqAcYkFK9wgM/i52KG63W5jZ2dHqoji8bjEGQOBgLjEuqUZ14ontOap9ft9idv2+30UCgUpJdvZ2UG1WsXh4aFYjVbtyUdrhJUaa2treO1rX4t4PI50Oi0xVSrDw8NDHBwcAIDEoxl60YcJm7bu7+/jS1/6EorFInZ3d3F4eChD4BhbJGviZoeH1dZtHMYlWoA76w/Kg4oMAa6zzvbX63VpFTfJ9bGUcrzZwo9TjMCo+62TKTqzSGtKJxB0llEPn7I6JYWgy9vr9aT8ajAYCPl2MBhIdyNzY1EmHgidqeUauN1uUcCVSkVKO+kyMnlmxXCElgGyFThGNhaLSShC1/OXy2XkcrmRuGw8Hr+OysKyyWKxiO3tbWSzWWSzWak/5nxrcwebaYTZohv3+yu9Nh7K7BGp6Tra7bZCvf7ElaPZtL6RmzFOWWqagc6qMRFBSgqHqkej0ZFCeD0Swdz92+oCrRUdM9czMzPY2tpCs9lELBZDIpGQDU1B09xQlsgxzmvm4HW7XUk25HI55HI51Ov1kfgcX9NKtCdajT6fD8vLy5idncXi4qK40roChJlkFgP4fD6pMScFjDxZVr7kcjnk83kUCgWhNHGUhGZFANOnGM0UHHNIxuzF3S5LQQ/tmp+fx/r6OlKplGSlaazoyYWTXruJK0fgmvU3zny/GWXA/Df+zuqFSCSC2dlZzM7OYn5+HolEQlzJcrmMcrmMbDYrFR7TNguFcddSqYRGo4FyuQyv1yvjQJeWlkbWVFN1ut2uZKupAEi+bbfbqFQqMhL38PBQeJXNZlMaTVhBgMeBdeLhcBivetWr8PDDD8scFF3lks/ncfnyZelI3W63EQqFMD8/j0AggFgshlAoNGLN5HI5XLlyBTs7O9jZ2UGhUJBYIxWoFdfkdjAuc6wPU51Q0gyTm1nIfD2GaqLRKB566CG89rWvleIDACM0qHFz6CcBS8yQuR2rcZyyNP+vdol4M9hyi9QVc3yDN8JqruHtghuSSROWejFBYO7iTAXJrLUevaAtSpJwGf+hxagF16oHiW4zxmohHd8CRhMrXAtWX1FWmLABILLCTkQ8PPTo22nwOG6FcfuJ62BO4AGjpa38Xb8WZY9Eev1FrjLlV9PCJq0YAYs0u9UUHH0TAFwndNp90/9LblQgEEA6nUYgEMCZM2dkghofK5VKKBQKyGQyyGQy0v1b99ybNiGncLbbbWSzWdRqNfn8ul2b5oDy/3jwaCpPuVzG4eEh6vU6Ll++LJVLmUzmOiG22noxicIuO/Qa4vH4SCkkQwlUgqwvp8VIeRoMBqhWq9jc3ES5XMbTTz+NL37xi6hWq5J8sUJ7rbuF3o+09MjxNPcyAK7JDg9OXfWj6XWxWAw+nw+rq6t4+OGHkUwm8fDDD2NxcVEoZN1uF7u7u1JVpGvRJ4mJj2bVN4SnjM7w3Ywbpk1+3kiOwgyFQlhYWMDa2hoCgYCU1zH7qrloVhmmdafgGnGgUavVGpnNTXcSuNYUAMB11rKOYVLJcl44qz64CaxoKVGm2GiEViMbHWsLiCEJKoF0Oo1kMinllTwsSJnizPTLly/j3LlzMrJ1Wj2OG0Ens7gWVI70QihvmgtLj0wnRjl+IhgMYmVlBa9+9asRj8exuLgoDSgACCtib28PhUJhpA59kpiIctTuNEvVdMyLG5BCrE8Qbc7rG8c66mg0ihMnTiAcDmN2dlYaLDDBwCzjwcGBlDSZi+inVdhpEVFQ6RJxBo+5SQf/7vV6MRwOJalQKpVEOVYqFeHtmVv9W5EXSplivTxdZd1Bhy435QWANNrgcwaDgWTnt7e38dxzzyGXy+Hw8HAk3mqla79TjEuKatlgSzs2rQWuJe/YnLrb7cqcdMax/X4/lpeXEQ6Hsb6+jtnZWemLCUDCNqVSCdvb27h8+TIODw8tE+aamOXI+BcXnQLNvoHsyK1jW2byMgvVvV4vUqkUYrEYkskkHn30URmfyROKJUtbW1v44he/iGKxKC61OTs26ZtyJ+BprmOCFG6Snxk301xQPaOHLch2d3dx4cIF1Ot1HB4eSvkba4nHBeatsGZUbExKRSIRsVwYb3Y4HEIhYZ2+w+GQ5/CA6fV62NrawpUrV/DSSy/hT//0T5HL5aR/5XFRjGbouD33ZjqdRjAYxMLCAhYXF0dCX5lMBvv7+yN9Q9ns1jAMbGxsIBaLYX5+HmtrayJvg8HLzaa3t7eRyWQkXMHYthUSW0euHLXVopsB8Ls5JkblyP/h48PhEIZhIBwOC/2CdB0GfLkher2e8BlJ/K7VatfFzQBrbPI7BZUWLR9zgw09L1nHj4BrvEkzcZ4cUd1FxrxWVlozs1toHinK55jXgVZ1v9+XDjulUmmEtlMsFqeO0XAn0PF9Hc9nglNXt+hu8KSNxWIxxONxGIaBeDwuYS49n4frXCqVJMFF1ogVrEbgiJWjVoxUhMlkEqurq9IthsOv9BhSAOIGMYDb6/UQCoWwuLgoPQxZFcL4Yr1el2asly5dQrVaxbPPPiuUFLoBVrkZ9wJUkM1mE8ViEQ6HA/V6HcFgUEIRuqFCp9NBNptFs9nElStXkM1msbu7K+NWqSC1sr0ZvWpSMB+47EUJYMT7ADBCTdEDsnq9Hvb29vDlL38ZxWIRzzzzDM6fPy9jNI6rYtRcYVpsXA96DOw/QIsyEonITJ2VlRWJd3e73RGjZXZ2dqSLVr/fl0PmxRdfxGc/+1nk83lp72YFi5GYiOWoWfLRaBQLCwsSG2KHHE3o1rw11kx3u11EIhGsrKyI5albTAEQKzGbzeK5554Trt7BwcF1DQGOA3TMlFayx+ORuCqtKSoQ8h2ZcWQJneZ+6hneN6JsWAWa/aDHZmjFrq1GYHRaYK/XQyaTwZe//GUcHh7i6aefxvnz50eqXY4rNKmb32mksC8BcG1iIyuNuLZM5PV6PZljxLaBeqZTr9eTgWPb29tyEGWzWbE+rSJbE0vIaBqOdv9o2fBv7PNGy5GNb3u9nkx/Y5kcY2JMGnCjFwoFHB4eSh21bgZwHMGTny212IBjXMiC5HGWxBWLRYkxjnOl+fpWBRUde3/mcjlkMpmRskEqRpK7u92uELovXbqEzc1NYTUcp8PzVtAWJNfG6XQK1Y0JqXA4jGg0OuKF6G7xuoM8rVHWm7daLVy9ehWlUglXrlyROURWHGw3EbeacQwuLpUVs89sJcWO1boFF3BtnjBfczAYSDeUZrOJXC6HZrOJCxcuYHNzU/rrMTaiGwIcN3Ajs/M0R94yY82O51zzQqGAK1euoFKp4PLly9KjkYfINJXC8Z5WKhXs7OygVqvh3Llz6PV6WF5elqQLrWf2qCyXy/iLv/gLfOUrX0E2m8WFCxdGug49SGDMmmV8NDhYr99sNmW0qm48DUBmWuu9ShkqFAo4ODhAqVTC5z73OWxtbSGbzWJra0s8FKvtx4mXD5KfR8KtdqepQH0+34j1wkA7XWMGd5lJZDkd64JJGZjGEsE7hXaJaD2yr6NOULDqg2tnJnhPi+WkQzG0VGgVFwoFhEIhlMtlCcE4nU6xlkulEg4PD7G7uzsyh3sarvt+QBsOVJSDwUDmcHu9XjFGyIjQxRnm1xkOhzKNkS50JpNBqVQSJWzFPXmkylGTulutlhBGgZcrFZrNJkKhkGS5NB/KnBAgOz+TyaDdbgsNpdVqiXDncjkUi0VREFbuPXivwLUhHapcLuPKlSsol8uIRqNIJBJwuVzSgGN/fx9bW1uSvCKfcRrXiS4cY1edTgfPPPMMLl++jEQigaefflrikMPhUBp2tFotGQlq5ca9Rwnu016vh0ajAafTiYODA4lNM+afTCaRTqdHQmL8XzbqaLfbyGQyUv1Cd9rqpbtHbjly4bSyYncYCiwTL16vF06nUxaQm5Y8vkKhgMuXL8sNy+fz0mZL181OO7n7lYDXSCXhcDiwv78vbcfq9To8Ho+UFOZyOezv74vlTcUyLa60Bj8zPQSGBziKNhQKyciNwWAgluW0TFA8SmhDRpensj1etVqVDjuLi4sjBRlcz06ng0wmg0ajgcPDQ2xvb0v5qU7yWVXGjtxy5HeWb3U6HclikS7BE4XdcwKBwIjlSOXI9lHm1mPj5oFY9QbcL+iTn3PBdYeUTqcDj8eDfD4/El8bx2OcNuhr4DW1221J8vGQfVC8ibuFmepDhgNnMjEMxvp9vU/pOtOCnKbWgI7hbX66G3XMecVvqJIq5lI2zoYhT01nwjS4uJ1OR0Zd6pKu41AKeLfQ60yhZb21prM0Gg3JRt6q/dS0QScGdJxV01ZsxfjKoBOqujbdTKwHrhlB9Pa0VzLpNb+d9z9y5cjX4pdm4+tqBnMvOXM1B78YONdE30kvvJWg53hrQdaxSbPQ2utn43ah67HH/UxYjfVwO59hItnqcW6bPs3p+owrczM/90YlbTZehq564M/mv9mWto07xbg9bLYe+X3aZGsiluO9fJ9pWnCzwBzl+95sXe2DxcaDhiOxHMfxm+4GD8IGvddrdjvQp/q4xx+Edbdh45XgrpTjOPPZxniYuwpNCuPcoEniZgeFLVuvDJM4dI8zJl4h8yBikpveSpvnqEI1Nh5M3O1hcdcxR/u0un3oNbTXzIaNyeFIYo72Jr992Gtlw8b0YObWT7Fhw4aNBw+2crRhw4aNMbCVow0bNmyMga0cbdiwcc9wnBgId81zJOxkw63Xw+btvTLY6zUKK6+HrqsGrPEZ75ZJY1uO9wFWEAwbNo4a2ji4VcnqNOCuLEdbCYziVuthr9crg71eo7DqepiVImCNz3q3n8GukLFhw8Ydw9ymbJy1aAVFeSewlaMNGzZuC+P6NTqdTum5yhkynB/DfqvT2kDZVo42bNi4LZg79+tO4Ow473K5ZOqlee65rRxt2DiGMGdjgVFLyJwZnTZFcDugUtTD7zweD7xer3Sc5zqwWfU0w1aONmyMgd7YVAjaYgKubz2npzYet5ETvHbOkZ+bm4Pf74dhGAgGg+j1eqhWq+h0OqjVauh0OlOfsZ5a5Xini35chNXG/cG4zKt5vpGezTzOWtTT+o5T1yrOdvJ4PAiFQggGgwgGgwiHwzIRFIBYkNOOiStH8yKaf+dwKJfLJVP0gsEgfD6fzMp1Op1ySnPK3szMzMjks0ajgW63i3K5jFKpJHOdzeNIbRx/aKWnLULzz16vV2QslUrB4/FIjI0jSpl04EjgZrOJXq+HWq2GWq0mz7PK1L07AdfFMAxEIhGEw2Gsr68jGo0iGAwiFAqh3W7D4/GgVqvB6XSi2WyOHCqcDTVN1z8x5XijSWXmx71eL1wuFwKBAOLxOLxeL+bn5xGPx2EYBtLpNNxutwiex+NBJBKB0+lEt9tFt9tFs9nE4eEhGo0GLl26hM3NTbTbbZmpO61Ca+OVw5xUoJXj8Xgk8+pyueB0OhEOh2EYBlKpFM6ePQvDMOD3++H1etHr9dBoNNDr9VCv19FoNGTofbvdxv7+Pg4ODkZmPAOw1AS+24Feq1AohLm5OSQSCZw5cwbJZFKsx2azCbfbjXK5jOFwiGKxCIfDgXq9LofDtGGilqM580UrUQtoKBSC3+9HIBBAIpGA1+vF7Ows4vE4AoEAksmkKMfBYACPx4NwODyiHFutFgCg2Wyi2WzKvGuHw4Fms4lWqyWD76fxJtoYD3MShd+1nOn56Ppxp9MJv98Pn88nX5RDn8+HXq8Hl8uFfr8Pt9sNr9eLTqcDl8sl9BV6Jw6HA+12G91uV0YJT4uc0fqjx5ZMJhGPxxGNRhGJRGRt+v2+jAEBrsVp+b/A9B0MR64czZYhBcvlciESicDv9yMcDiOVSiEQCGBjYwNzc3MwDAPxeBwejweGYQhtwOfzSQwIePmmeDweOBwOUZh0d7rdLnK5HHK5HAqFAr7yla8gn8/j8uXLuHjxogy2n5abZ2MU2irUPDx9COuwjNfrRSgUGpntzdeZmZlBMBiE3+9HNBoVpWgYBgKBwMihbo47DgYDZLNZ5HI5FItFPPvssygUCigUCsjn8yJnVvdYqBgDgQC8Xi/Onj2Lt771rQiFQlhbW4NhGGKA9Pt9dDodsRT1/7pcLrTbbQAY4UBaHRN1q7Vr4/F4xERPJBJYWVlBKBTCo48+itXVVbEcGfOhO2QWUD3ISvOrKIyzs7OoVqvIZDKoVqsIBAIoFApwuVzHLoD+oMGsHLlBtWLkhuUXQzA60TIcDjEzMyOHsN/vF5lzuVzyM2Pb2ur0eDwAgFgshmQyiUwmg4ODAwyHQ7RaLZTLZQAYmR9uZWgDJplM4sSJEzAMA7Ozs/D5fKjX66hWq3C5XNeRvukNAhixLKfl2i2RkKGCjEajSCaTmJ2dxYkTJxAMBpFOpxGJRODxeEZOdwoxTyBtkY5TctwAfr9frMqTJ08iGo0im83i/PnzI/HH464guV5UGoRe10mvw+0eVJQhehNmkrLZxfP7/fB4PBgOh6jX6/I+/Or3+xKHdLvd8Pv9KBQKkqU1DEN+drvdiEajCIfD8Hq9iMfjcLvdCIVC8lkWFhbgcrnQbDaRzWanwmrimhmGgZWVFUQiESwtLSGZTIorTYOi3W6j0Wggn88jk8mgUCigWq1KaIGypJNdhJVHAx+5cuQiEZo/lUqlsLKygqWlJTz22GMS4wiHw2IF8H+0IAPXMmpaOfK5+u/BYFBco5mZGdRqNezt7eFLX/oS6vW6ZB6PswVpjvO63e6R62WFg1YYk1qLW90HbSHSDdabkIkWnXxhPLvT6aBSqUhGmd6FObSi4+HBYFCszlQqBb/fj5WVFSwuLiISiSAWi8Hj8cDn8yGRSCAQCCCTySAUCqFcLuPKlSuSubUyeJiEQiE89NBDmJ2dxenTp7G4uHidkdJsNlGtVnFwcICdnR1UKhVJzOhstdPplO96DwOwZIhh4pYjrRTGYbSQ8uRhDKPb7cr/ABiJEWrlqK0GbgTGIbUy9vv9GAwGCAQCMAwDg8EAlUrlWChGHXczZ2i10vB6vRJD47rTEuDaW7k21nzPzb9r0CLkz51OR+hcvE4tUzpUw9dkiKbb7cLtdqPdbiMSiYilSEuJhw4VJaln0wLuGb/fj3g8LplpWuLctwwVlMtlNBoNSXgyOw9c2+M6L6D3mFUV5ESUo3aHmb3r9Xq4evUqarUaGo2GMO/L5TLC4fDIAtdqNbRaLbTbbTn5dVaMluPCwgLS6TQMw8D8/Lwkb2hFBINBuFwuLC4u4syZM8jn86jX6+JeT0tshNDKgZuTBwHdTlJR5ufnJWyxvLyM4XCIQqGARqOBTCaDK1euiBtIvt6kklXjDittMfIAHA6H6Ha7Yq0wzgdgLN9QJ0b4pWVz3Ps1Gg15z2w2C7fbjUKhgP39fSwuLmJ2dlbi4lq5AIBhGCMK20qKQGNmZgbhcBixWAwnT57Em970JqyuriKdTktmmlUw58+fx2c/+1lJbOZyOUnSAOMPaZYe0jodDAbitWlvcNKYmOWorT+e0sViEf1+H36/H9lsFq1WCzMzMyLUPNlLpRKq1SqazSby+bzQKrhBqCz5vdfrIZlMCm2Dm4rWZCQSQTqdFp6kzn5PG7Ry5LVorihjZisrK4jFYlheXsZDDz2E4XCIvb09SVKRxMx1ttJ66A3HDaa7wZhDBEwUtFotcZvNCvFmsa9xLjBDMjyQu92uxBUpr06nU0jk7XZbLEcrraUZXFufz4dwOIx4PI7V1VWcOHFiJM7Y6/XQbreRy+Vw6dIllEoliTUC11+jOe5Lz4U0PFqbVorHWsKtpkKr1+sYDAbi8vLUDQaDctMGgwFKpRJqtRra7TbK5TJ6vd51FQ7MJno8HnS7XSwvLyMQCIxsBO1+ezweUSbTAJ2J5ednRtHn8yEUCiEcDgvdid9JyyA9Kp1OI5VKSWii0WhgZmYGzWZTqokqlYqlhBYYLdHTSSRat1R6vV5vJDxDWRvXLeZGSku71/oxWjitVgvValVCEXyuWSFQfied6LoRKFNutxsLCwt45JFHsLa2JskmABKnffHFF5HP53H+/HkcHByI5QeMX0d9j2ixM6kFAG63G51OR+TOCnQfSyhHLkSpVEK5XEaxWMTOzg5cLhfC4TD8fr9YQgBQKpWET9VsNkfMcCoBj8cjm6LVauHhhx++Tig1ETgQCMDv94sQWxk6bspKjlAohGg0ile96lWIxWKYnZ3F/Pw83G43DMMQN5v/w5M7GAwiEokAANLpNLrdriQScrkctre3sb+/f51FdpQwJ0fGPU5F6HA4RjYpqSXjkkuv9FrM70fZZWY2lUrJOvGA1vQfKkd+HquBsWifz4czZ87gne98J5LJJNLpNAKBAFqtFlqtFg4PD/E3f/M3uHLlCi5cuIBLly5J+eTNDhgeDJ1OB4PBAOFwGIlEQlzrwWCAXC4ncUvg+uYeR4mJK0dCUyja7ba4JQCk8sDr9WI4HMop3ev1xFXia2jXha83jhysQYvDHIi3IvTGY5Cf7g+pUPF4HIlEQmglJOIy9KBdUdYPA5A1p9XOWnYrHRZmtoM54znOmrwd1/luPot20cfJmiY+T9oauhl0XDoUCiEWiyEcDotiZ8edarWKYrGIfD6ParUqyaxbrau29s0JGsYhm82m0KxuFP89KlhGOQKjgs6WRwCkBIsxxU6nI0X/5sYRFFCn04lUKoWNjQ3Mzs7CMAxJTGjKz2AwQLFYxObmpiRkrGDSm6FjiS6XC6FQCCdPnkQoFML6+jrW19cRCoWwurqKYDAIr9crCSiSlbWwjcvsaiKz1+sVgeXzrQK9CdlYRF/POOVo/r97CR42bOdFHiXltVKpIJ/Po1arCRvDSgcw1420nVgshrNnz+LUqVNSSTQYDLC9vY3nn38eOzs7+OpXv4rt7W1J1t3u9fB+sSa9VCrBMAw8/PDDmJubw/b2tijhTCaDSqVyn6/+xrCUciQ0abTdbgstQCvAm2UWAQgnLZ1OIx6PS9wNGB0CNBy+TATO5/MoFoti8ltReAGMBPnn5uYQj8dx+vRpPPLIIwgEAlK5oC0ZKj1mEc1uqk5S6Uy35rNNArdzD/S9MitHvsb9vpdcQ94bvXbD4cs8QMbItexaCUzCzM3NIZVKYX5+Hul0Wq6j3++jUCjg0qVL2N3dxe7uLg4ODu7oWujRsccBifTLy8vodrvY3t6Gy+VCqVS6Pxd7m7CkcgRGs9lmjLshVB68wZFIRG4wExNaKXY6HaGpkNVfqVQs1UFEW3a0RLT7fOrUKSQSCSwtLSEajY5k2pvNJhqNxogL0+120W63MTMzg0AgIJvY/H4ARqobrA7trvF3/f1+QR9YrKahZa8tdfIp6e1YRb4IKvRYLIaNjQ0sLCwglUpJLLDdbqPT6WBvbw/nz59HLpcT2bpT6OTMcDiE1+uVDkgnT56U3EOxWJyYe21Z5QiMJmsAjLDyCTOHKhwO46GHHkIqlcLDDz+MjY0NCTLrDdRsNnHp0iVks1lcuHABW1tbEnCetPCaCdtMqni9Xpw4cQInTpzA7OwsnnzySakgCofDACDrValUcHh4KC2zqBhbrRY8Ho/wHF0uF1Kp1EhZF5Mb0zADRCvCcQryfoNsARK9GY7gWrK1GS1HnSm3AmgxGoaBxcVFvPnNb8ba2hpSqZQ0jCiXy6jVajh37hz+5m/+Rizhu1VYdLH7/T4Mw0AikRCGSrFYxN7eHnZ2diYWq7W0cgSuzxCaQUXCLCz7PiYSCYm9md1DWlGVSgXFYlEE1wpWo47tmS1HNueIRqPSMorZfJ7y5Is1m02hV9AipgXj9Xrlu9kyp4Kh5WhVpWgVaOVIWdMkdMoa42yAtXiODKN4vV5JxGjqDgna1WoV1Wp1RMnfC3AtdMyWFiXXc1LlvJZXjsD1beepQEjvcblcmJubQzKZxPr6Or7+678ec3NzWFlZgdfrHfkfCmo+n8czzzyDy5cv4/Lly5YioWqlyKx0LBaDYRhYX1/Ho48+ilgshlQqhVAoJHSlWq2Gzc1NUfr5fH6kqS9f0zAMxGIxadqqs4bczCwJ03EyG9eg44zpdBqnT5+W7tgsx+RhVSwWkc1mhcdrFfDzJxIJLC4uYmlpCfF4XJSjw+FAtVrFl770JRwcHGBzc1P2yd0qKnOCTx8woVAIPp9PmBfNZhOlUmmkJPEoMBXKERivIHVmNZ1OY2VlBRsbG3jsscdkAJCOqQHXamqr1So2Nzdx7tw5ZLNZyyhG4PqOObQYQ6GQlPvxhPf7/ajX62Ip7uzsIJ/PS/F/u90WJcm1YrWIrpvWa9vv99FoNGS0hJXcQKthZmYGkUhkpFSVhw7JzvV6HZVKRShqVlhLLWPBYBCpVEq662u+b7PZxObmJq5evYpMJnNf+lDqJCAtSAAIh8MIBoMje/4o125qlKPZmmJt9NzcHAKBAE6fPo2TJ09icXFxhLZDMKiby+Wwv78v1J1qtWrJVmX6ZGXckbFTVrnQOqnX69LAN5PJIJfLCR+NZV6sSODr0PXTlCadYNBtqcY1cbA67udG0nLodrsRj8exsrKC2dlZKVTgIUyrh3XrVpEv4Np1BAIBRKNRaZ6hY8/dbhfVahWlUumexeMpTyy+CAQC4gFq9zqdTmN1dRWZTAalUknCPUe1hlOlHHVPRjZPeN3rXod4PI7Xv/71QmfRddTAtcROt9vF+fPn8fnPfx67u7vY3NyUpIUVrCOzAuKBQGVlGIY0BGDQfzAYIJ/P4+LFi8jlcjh37pxUGXDIEddCt2vjKa1L2vie7EfYbDZFQWqC9bTgfnxes9fi9/uxvr6Or/mar5GZMw7Hyx2karUaisUitre3JdxhlfXTYQEq97m5OSH+88BstVo4ODjA9va2tCG7F+/rcDjg9/uRSCSQSCTE4mZj3ZmZGZw5cwYejwfnz5/H3t6eeDlH5V5PjXIERpMvVBZMvrAihNaRtnY0HaFSqSCbzaJQKEiTAKuUc5mrP/TjhOYjUunTQuE8HHYsIjlaW3/jmo3yy0xNMVuYxxk3qp4yy4XmhHIjBwIBhMNh6RFKqhgHb/G+WJX8zYQMK2GAa1U99Dw03/huoTtjMc6ox1lwfRkbDwaDIodHialRjvpGplIpzM7OYmNjA29605uQTCaxuLgoi2i2iMrlMs6fP49isYjPf/7z+MIXviDZNyty+aisdDklKwVYOsnxoABk47GPIF07bmQKnx4vQQIuhV5XDpFg7nA4pC6bLaisDk3tAm7eZUdbgaxq0bEtHpy6fR1DOlyjcDiM+fl56VbvcLzcF/PChQt45plnsLOzI40ZrLaGVEJswab7VTIznc1mpfkI58DcCagQmRB0u91IJBJSyKDnzNC4SafT8Hg8yOfz4sEc5RpOjXIErt3MaDSKhYUFrK6u4uGHH0YqlZITiM8DrrnTtVoNly9fxsHBAc6dO4fz58+LtWUFd1rDXBrHcEC9XpduOaRScMPq5go6oA1caybAk5pKkBaBnpTHQ8Xr9SIWi6HT6YiLMw3Wo1np8WezRa6TEXQt9eAs/r3Vasn6kOZFCysSiWBubg7RaFQSGVy/Xq+H3d1dPPPMM8hmsygWi5bgz2po95YKUhPXG40GisWidMBico7/S9zuNen30VlpFjVwWihdeofDgWg0KrxH7cUcFaZGOequ1XNzczhx4gQWFhZk+JGegwJcIzLT6trd3cXe3h6KxeJIfauVBJbQmXk2xWg2m5iZmUE+n8fe3p60JXM6nWi1WqIoA4GAbOZOpzNS1M8xAqyV1ZaRtp6pYBlT8/v9I008rLZm2hXTCk+HFHTzX/LnmBBwu91IJpPSPgt4+WCq1WoSeuFByg0eDoelnRc3t7lDdqVSkVp9K8JcPuv3+1Gr1eB2u1GtVoX8DeA6/ib//1byYA6FaVfa7XbLerFIgf1Xdb0/930gEJCeC0chg1OhHHWSIBKJ4NWvfjW+7uu+Tk5tVr9oi3E4HKLRaIhi/OIXv4jLly8jk8mIMrGaO62hy/5arZY0Ljh//jwMw0AoFMLKygp8Ph8qlYoITSKRQDgcFsK3LhWkkDGRw1gYT2zgWmac78E1BiDNiK0E7Rpz8+mMfCgUkuuORqOSXQ4EAojFYnLALi8vI5FIiLfR6/WQy+VQKpXQbDZRKBQkcTcYDBAKhYQZsbKyIhudFJ5yuYzd3V1hQ1jxIOa1ZjIZnD9/Ht1uFw8//DD6/T729/exu7uLTCYDACNzuXXW+EZ7SN8XhmpisZj0BSDzgoqRVUS0znXXKM6SYu6g0WjI57+fsLxyNNNLKOTMcGnKjj5RGBQn/4+9Itn/0YrCagY/HwUIAGq1GgqFAnq9HmKxmBDAGXPUmcZerzcyRkC3H2N5IK1onSwwx6J0ZtuK0NQaJpJomYRCIfj9fgSDQXHPWD0Vj8exuLiIQCAgk/XMzVj9fr/EePWcGSYD2QeUB465npqt/60G8z4hr5XJPCb29AxqTf0ixllx5sQKE3y8JzppqkNHnU5H+rACGJkkqROERwXLK0fekGQyide97nVIpVJYX19HIpGQxeIN0kqh2+1ia2sLL730EjY3N5HNZlEulyX2Y0WBNcOsHNk2qtvtwjAMHB4eypAwfZIPh0NJOOmETCAQEFKt5nZyQNTa2pokc7SA6wy3VdxqKmoqb6/Xi4WFBRkDEYlE4Pf7sba2hlgsJhllJlPY0i0cDsPj8cAwjOviquxAT2K0tppZwUHLRnNO6/U6arWakPOtwobQ0Ak/FgXU63UUCgU4HI6RcADHa9AT0YrVrCgBjCjEVColLnEoFBrx8Hq9nshwKBSSA5/Kk4dyv98XS5NhkqPIFVheOeokzJkzZzA3NyddaLhx+TzeLMYa9/f38eKLL2J3dxfFYhH1et1ydIpbQSv8fr+Pw8NDlMtlmaXMprS0XlgRxPJB4Fr2j12/B4OBNCkNBAJYXFyU7uHsCq6VozkDbCUFqafkscqDXYuCwaBUS5H6pZMPOtGke17ytVkp0uv1ZDol/9fj8UgjWG0F0VNhyIIt8KwIhgh6vZ4oyEqlIk1nqTz9fj8Mw5DJnHqvjbMaNU0nnU5LxyifzwcAwpBgorFeryMWi8lrkMfb7/dloqMOldyIdnWvYWnlyCwiZwDPz8/L7BPzxtVtuZhdY32wOShulc39SsDPS0F2OBwSz/J6vTL7hcJTqVRGgukzMzMj86g574RzYqgECO1CmTvJWGHttNumK4dCoZCUWpKG5HC8XBLZbDYBXBu6RYvb4XBIhYbu2s2myrpzOudWM1ShE2ftdluy05VKRQ40K6yXGTqZ0m63xdqlctRx0pv1oNRKSrMdqFB1zFrLkh7FTEuV95ATI7UlT7ea6w7c/1GullWOPH1mZ2eRSqXwyCOP4A1veANmZ2cRDoeva1/GBa/Vatjd3UWlUsHVq1dx9epVlEolmUlhNevndqBPaB4AtFC4cakE9DQ88sbMlA196gcCAaTTaTQaDTz22GNy8vO5uvzQKuEI7e6TEhIOhzE7Oyv0mlQqJa4zM7KMobG8kpbScDiUTUdSvV6jUCiEhYUFBAIBCenoOC69lVKphK9+9avY39/H1atXLdPp6UagRcuBVgBw9epVVKtVab2mFdm4xsL6Z1rQnA0TDoelEz+bbzBERBYA70kmk0G9XsdwOJSZNfq1DcNAp9MRPupRHDyWVI56gwaDQcRiMUSjUcRisRGyrVYYOqjLU5DVCYyv6de3qsDeCrwOCqw5WM7v/DtwvSDr77qyxjxCge+n25dZBTq+pacvmr8YC2RGlF2KSLMplUrivrHjNZUj36PdbiMUComcaddcW46dTkeatNIttRqP1gwq9larJQcu487MTI+LK5rDLjRmdKkrLfhgMCilrMC1RsqaMUIaD5NYLHIwk+81V/d+U8ssqRwZ5A6Hw3jiiSfwmte8BisrK1IYb+YA9no9ZDIZ5PN5lMtlXL58GdVqFQcHB2g0Guh0OiPkaK0ErCy4twI/O4VsXJiB0O6PWbDNQsfXZoKB8dpJb3S9MTWhmBuQUydpzbH1Wq1WQ6lUwsHBAVqtFvb29qSRQqVSGeF66moYJgQ47jYajWJ9fV1ilVQcdL+r1Sqy2SwODg5QrVYtY2nfDPz8w+HLc+MvXrwoDV1SqRQajYYkrhqNhoSo+D90nzkp1OPxYHFxEWtra/D5fJKQIb+YpYi6kEErV3p/PLAAjDAH9KGnmQD3Y50tpxxpnofDYSSTSbz2ta/FO97xDsm0csE0ebTT6eDg4ABXr15FuVzG5uYmarUacrncCB2Bi29VSsqd4E42oLYwgWvZRXOgm5US5XLZUu6hDiWwvb7u7EJrUWflM5kMNjc3Ua/Xsbu7Kz0umaSjnADX4nGce95sNpFIJNDv98XCMXdNZ7Y3l8uN9G60yprdDLoR75UrV4QBwUaztCR11p7NlUmr48x0v9+PEydO4MyZMxKm0K+lmy5rdgXvKQ/kfr8vTTB6vZ4wEvjFe/TAWI7csKFQCMvLy0gmk4jFYjKC1JwlYwv3VquFcrksrhLjI9rC4MJTsHWLrmkQ4HsJrh8PIioX3ftSW1I3C8gfFcwHmtmt0gRhJlhoXbA/JV023WuRX2YrRitgUn1oIfH9+N7NZhOVSgXValXCFFY6TG4XNDaokIbDoYS2dAmlHokciUSEfsP+oh6PR7wzvdbaleba6LW+0SGtrUN9sN9vI8cyylG7d6urq/jGb/xG6bAcjUZH4jsk4xaLRVy+fFk6YO/u7kqwl6eb3++Hw+GQMaU6hsabNO3u9d3AMAxp1Mq1Aq7FNNk5fZKVMeM2gVkxdjod5PN5tFothMNhsYQ4KkJ3NtdUEv5sbtxBpgRre3lYh0IhkRvKUCaTwd7enjSEZcenaZEpzYTgPHha0T6fT+afLy4uiuJnr1AeGm63G8FgUNxf8onpPtfr9esOJ11kwAy3edQEwQN6XBjofhk5llGOwDX3zjAMzM3NYXZ2FqFQaKSRAoWS1S/lchnValWoK9rK0TW1pGno+tD7bZZPA0iKZtd0s3WuXR8rrhPlgZVC3DzMdjIhR86hblFnvjZtzYzbuIFA4LpsP9+3Wq2OKACrlVneCrwe1jXT8mPHItZDB4NBdLtdeL1edLtdqb13uVxiWdNL4/rcKNOtG1frkbY3azBhpvDpPXyv97JllKPT6UQkEkEwGMTCwoJMQAsGgwAglJJut4udnR3kcjnkcjm89NJLkjQgBSEWi8nJYhgGms0mXC4XWq2W0A14w3Sc6UGCpl9QOZIGpBUON8kk10dnjvk7FRzjfG63G81mE16vF9FoVKo5aBlWq1Upu2RZpR7oRGuG60FLiDxbWqfsB8rN3e/3kc1mkclkUC6XxVthXE0nL6wOrcwYa9ahFyowroW2/nRtuw7FsLS1Xq9jdnYWrVYLPp9PvnMI3uLiIqLRqMSQqSC5PxkH1d15dGLsfsASypGxQSZh5ufnsbKyIuVZAEbmmly+fBmXLl1CPp/H+fPn0Wg05GZEo1GZH8PBVLQoGY+iua/pFg9i/JFWFk9/TWq2Gn1HK0ht4dRqNYmTsaMMeydqC4ZDx/QGc7vdkmCgctSdeoLBoGTBeZBWq1VZJ75+Pp+/TjlyBK522a0O3neHwyFxVNZDBwIBRCIRqUwj9P5hazx9MDSbTekqxcmFXq8XrVZL6tt9Pp9UvenPwpAO8LJyHA6H8h66uulGHuDdWpKWUI4ApHsMW82bx6nSfaF7RGHm//I0IbUgEAiIUM7MzIww/xkPYfYawFQI772CFigqiXEzd8zu5qShPwddYiYKeJ9JBWE5IDcyKV18DWZSdbWMuWpGu4atVktcR1qllB/KIj+D5kBq988q63gj6FBDu91GrVaD3+9HpVIZSUzpSiytpHTdc7/fl595YLDElRUwZAOQMqXpUcD1rAr92O0kZe52vSeuHHmxHo8HCwsLOHnyJObn56+bAcO2XazF1M1HHQ6HlHXFYjEsLy8jEAiIcJOrxe+0ONj6iPWv95MzZTVQwFhhojOx3CCTzlDfCFRYAEQ5OhwOKaGk68v2a7rSB7gW29bXSCtZk45JD6rVajg8PJRGHvpQYT01s7uMUZJdYY6RWXE9Cb0ObNFWrVZlX62vr49Y3Czd5Bpzz+rKIVp8dLFJhWo0GtJwgrFG/RmAa/eJsXAqYI/HI57B/aTmTVw5AtcUpN/vRyQSkZ6DBBdMZxrpZnFRyYPkVyAQkJtCl4snv8/nQ7fblZPOTH5+UMB1p+Wo18BKFuM46IPMXNnDJgo8dHXNtMPhEKuG/68TMw6HQzLdtAbJgHA4HOK56MSMZj6YraqjoJzcS2jLkfurVCoBAJLJpPRC5b6jtayTLLqLE7+zggnAdcmXcZ21ANzQAh9nOd4PWZ24ctRZK9ZksgOKPhVIyu33+4jFYhgOh4jH40gmkwCAaDQqQ47S6TTcbrfEe8hxY+t3dstmvGk4HE5N0Pxew3w4MNheq9UknmdVC9IM/Rl1MomHqc7A3kxh8ZobjYZsXsa/qHg1JYzzVXQ5J5MNzF7TSjV/TiuC8T4AqFQq2N7eRqFQkNJLNoLxer3SCZ0H0czMDOr1usxnIjuAjac7nY7UUTMh5vF4MD8/j3A4LJ+ByVQqVFqMdL11g5Bjm5DRyjEUCkkjUgbdtXL0eDyiFBlTokkfj8cRDofFvNenvN/vR7fbhc/nQy6Xu0450i2bFvfnXmDcScyT26wcrW5Fapg/6zhKjTmGBYx2IaKCY9jF7XZLI1Ym8tj9iSWKN1KOLpcLtVptxBq1cvyRn4tVM/zudrtRKBSws7Mjbe4CgQBSqRTS6bS42zMzMygUCshms1LProdidTodHB4eolaryb4nLSiRSIgbrV1qAGLsMBas48P3Sz4nrhw1SKngDSFVgILLVvQchMQbwkaujCdqk56CyAya7nxtpqs8SDC7feZD4bg06rjZ59bXZaYL8e/aXaTLTXqKHmxmXktubHP3nmlaS819ZOyeEwAZw6eS0uGEUqkktCnGY7kujGMyPky6VbFYBHDNQqRVyXixzoprnUDcj3W1hHLkaVCr1UYG/ejFYMv7wWCAcDgssUSeVlxQbW7zddvtNjKZDEqlknQEp2XECgorZmfvF7jZdcmWOQbHn/lc4Phk9McpRPO952Gs63lJE2L1i5YTNnLlWurxuExKUBHoGKdVwc+mh7vRSnY6ndjb25OCDc1F5n5jTbtWnvROeLhoOSwWi1IhQ+7j6urqiDVJ+lYgEJA+m/dTQU5cOeqLYzxHty3SwXa61fo0ZyKBi2+u5mBAnQN8GH+kFakrJh4kjOOJEWYlMW1JhVeCcRYjwYNZHyCUFzPNxLxR6TLq/9f0lmkJ32jOK5UTAGmkzC70mhg+jiNLJaiZEHof03UPBAJot9vSBYlNbsk15aHFgoX7iYkrR1p67XYbe3t7kllcXFxEt9uVxRkOh9ctiBZGxg5porfbbRmoXiwW8eKLL6JcLktlDbuokDM5LcHyewF9YjN7q2M3mhnAU3/aXMJXAnOWlG4k44vsc8jEAnl6OonF57ODERUAD2FzA49pWkf9Wc37RHtdOvFl9jL0+poPX11JQwXIWnngZQUciURG8hDjwkLmNb1beZ24cuQFt1otbG9vC5dsY2MDvV5PSrh4EnMxtQUJXAsgVyoV7O3toVar4dlnn8VLL72ESqWCK1euCEeS7aR0FnGahPVeQK+nOfZKV4ruo661Pa4wb9yZmRlxJ71eryRfSqUSqtWqPBfASIyc860BSIxNzwc3hy2mCeOUOveRfvxG13Uza5nWOA8SWoudTkfcdlqY42LBZs/nXng6llCOAOT0YJ303t4eGo0GhsMharWaxBe5mXUcA4Cc0NVqFbu7u6jX6zg4OJB5z4wVMav4oCpFYNRdNJdiAaMzs/nc464cCR17pDfSarVQq9Uki1+v1+W5AEYSfHqgFhM4upnucZO3V2IF3+x5/Bvdd4fDIdVsZAswrKFHJNzP9Zy4cgSuWY9sHlGv17G/vw+v1yukcLZCYu0mKRo0nfW0t0qlgm63Kz32aAmZW5VNm3tzL6CpJhyZyY4rOilDAWTtNYX1uK+XPhhYcsgRAix9Y6WNPth1pY2GpptMo0t9VNCuebPZRKfTQalUEm4pE6/FYvG2OLj3Yo0toRwBSBkW+YmciMcMlsfjkfnAbD1FUJAZt2DROwWTr/+gw0w1YZWCnqQHjFpPdL9vRZw+TuC1c/PpKXmMUZufO85VtpXgKwcTqPQkKX/8WfdXuN+WuGWUI8ETlmY0A90ul0uUp246QVBhUpjtU/p66Kw+h1Ixnkjeno7FUjnqZgoPksVNS3A4HMo4XHOHHbNSfBDW5X5CW+Oa9kTZ1R3dx3mAx4rKo2GO4QAYyQzeLKBrn9i3hs5Ss9ZVd5Zhs1hmqXXMUfPUpq2R652CSpDrA9iydRSgQmSorF6vo1wui/wB48MV9xqWUo7jYJ/I9wZml1hb6Iyn0bXW41o1X+1mtInjjgfteicNs0Vo5tuO8wzv9T2yvHK0cffQddRUbGQCcCofk10OhwMHBwe4dOmSDC3TJXLazbEVho37CV3lpvsfADfmTd5L2MrxAYGZB8YYWq1WQ6FQkIy0w+FAPp9HPp9HtVqVDjSaV/qgJGZsTB5UfOMO+PvtVdrK8QGETrrs7u7imWeeGekEXiqVcHBwICNvyQ01u9iA7W7aOHocVX7BMbzNV7ethbvHpBSKriZgCSYVIZsE83fSVWgxklM6rvRNuzZ389lsBXtv8CCspdkDup3n3ikP0rYcHzDoSgQAQmgeV6c+rh7YTpDZmCToYt+LqpxbwbYcHyCMixeaSweB0SoR/q6/6+fZsDGNuB3ZtZWjDRs2HjjcjtqbueUzbNiwYeMBhK0cbdiwYWMMbOVow4YNG2NwrLPV5jjp7WS57jbJ8CDQKWzYeBBw18rRKsrgZnNAbvZ3QpOb7/R69HuNew2bOD2KW62HFdZrXE36pGCF9Zgm3K1uOnbZ6nHW4q1wLxn3VjksbNiwcWM8kNnq27noGzHm74VSsxWjDRvHA8cu5qiJzprcbO5ybf7Zhg0bNjSOjXKk8mMjVw5T52wUl+vlS+10OtLqXo+DZDmdrSxt3G58+kHGuDUaV/c8zWt1bJQjcK3TNWejGIaBUCiEmZkZeDweOBwONBoNGZzEObsA7ls3YRvThRsl1bTnYceVX4ZeB3MjZP23aV2rY6Mc6UL7fD6kUin4fD7Mzc0hmUzC6XTKjOZcLodcLodmszkypEu3/p/Wm2njzqGV4rhhYuZQzHHY/K8Ueoyvz+eTDk9UivTYms2mzIbXbe6mDcdCOVKgXS4XIpEIHnroIUSjUZw9exanT58WYR8MBrhw4QIuXLiAUqmEdrst1iQV5bTeyHuNB4U2Ym6iSs/DbEGyNZvuUPSgHKhcC5fLBbfbDa/Xi2QyCZ/PJ+vmcrkQDofhdruxt7eHra0tdLvd67o5TROmXjnqUaMulws+nw+RSATxeBzJZBKpVEqe0+/3cXh4CMMw0Gq1ZCQpexk+6NDrMM51nEYBvxm0dWiWI21B6s2te1sC17frP07QBwatRb/fD7/fj1gsJt3jaZhQOdZqNbjdbgCQJsnTGIqYauWoG7gmEglEo1Gsrq7i8ccfRzqdxuLiItLpNPr9PtrtNrrdLnw+n0ze83g88Hg8aLfbMqL0QbGYCC38fr8fbrd7xB1is9txFsA0rtE4hajj1DxcXS7XSEKPLiRnJrfbbRk6r+coT7MbCVw7ICkTXq8X8XgcPp8PGxsb2NjYQDAYxNLSEgKBwMghwv/9whe+gHa7jWq1ioODgxH5mSYcG+UYDocxNzeHpaUlnDlzBnNzcwiFQggGg+h2u6jVarIJzF+cujctRPd7Ba0YXS4XAoEAvF6vNLvVG11bS8B0JiZupBiZsPN4PDAMA7FYDF6vF5FIBMFgUBgQAFCr1SSmNhwOZXQwraNptiJ1UsXpdMLpdMLv9yOZTCIUCuHVr3413vSmNyEcDmN1dRXBYFCez67x3W4XjUYD58+fh9frRbFYRKPRuOuO8ZPAVCpH3hC32w2/3w+fz4fFxUVsbGxgaWkJhmGIBcQRo/l8Hs1mE8ViEdVqFfV6fepP+TsFhX9mZkYy+l6vF4uLiwiFQmi32zI8fX9/H5VKBb1eD51OB8B0bvwbQSsDt9sNn88HwzDg8/kQDocRDAbFinQ4HPD7/TJLud/vo9lsygHb7XblcfNhYmVoGpzP5xO58Pv9iEQi2NjYQCQSwdLSEhKJhByiDD+Y47LhcBjz8/Nwu93Y3d1FtVqVNZkm2ZlK5ajdwLm5OYTDYbzxjW/Em970JhiGgVQqBY/Hg2aziUqlgkqlgitXrqBarWJzcxPb29uy+YkHxXKktUQXmodKJBLB6173OiwsLKBcLiObzaJSqeD//t//i8uXL8tMGQo5MP1KUnseXq8XgUAA4XAYs7OzCAQCSCQSiEQi8Hg8CIVCcDqdYh3V63WkUik0Gg3s7+/j8PAQzWYTmUwGrVYL3W53apJ8XAefz4d4PA6v14u5uTmk02mk02m88Y1vRDKZxMLCAhYXF+FyueD1ekey1QxJ9ft9LC0t4fHHH8fBwYEoRw5pA6y/HsRUKkfeTK/Xi1AohHA4jEQigXQ6La4y8DLhu16vo1aroVQqoVqtitXYbren8jS7G2gryefzSXwtmUwiFothfn4ei4uLEktyu90IBAKSuBp3gEyba30jUEkyG8v18fl88Hq98Pv98vderweHw4FQKASXyyUyRToL5WpalIFOqvCaw+GwJDXT6bTISCAQkLUyV59RPrgva7UaPB7P1CY9p045zszMIBwOwzAMLC8v48knn0QikcDp06cRjUbR6/VQqVTQ6XRw+fJlbG1toVKpYHNzE7VaDcViUQLppPC02+3rAsbHZdMT5ID6/X6Ew2G85jWvwezsLJaWlnDq1CkYhoHFxUWEw+ERehMTWHqo+rRy/G7Ueckce6WCIKVnOByOVFINBgM4nU5EIhEEAgF4PB6kUilUKhV4vV5Uq1UUCgUUCgVRklY9hKnQvV6vJDTD4TAeeugh8SiWl5cRCoVEMZrvP2lN3W4XvV5P4tWDwUDi/N1uV5Ke/D+rY6qUI4XYMAzE43EsLy/j9a9/PWZnZzE7OyunVa1WQ7VaxeXLl/Hcc8+hWq3i6tWrqNfr4u4MBgP5ftwtSE3SDYfDSKVSeN3rXoeNjQ3Mz8/jxIkTcLvdcsr3ej0Ui0W0Wi14vV7J5B7nsIOm8Xi9XnEbec3m8bROpxPBYBDD4RDhcBiDwUC4s+VyGf1+H7Va7TrFaCUZ07F7n8+HUCiEhYUFJBIJPPTQQ3j00UcRCASE08gDhGCckWtD5cgvKkczZU7zQ62MqVGOmnKRSqWwurqK5eVlxGIxiQf1ej3U63Xs7u6iVCphf38fuVxOSgYZ92DZIBMy0xI4vxMwE+t0OjE3N4cTJ04gkUhgfn4eiURCsrEOh0PWptlsSgiCa2am81hpk98pzNcyrhSO8bRmsznyP/rvVABerxeGYaDf78Pv90vJqlUtR352j8cjiahoNIpYLIZwOIxAICCVMFyHfr+PXq+HRqMhssIkFGXl4OAA2WwWpVJJ4tu0HKeJ5TA1ypGK0TAMPP7443jzm9+MVCqFjY0N+P1+tNttUYx/8zd/g/39fWxtbWFvbw+9Xg/tdnvsUHp+P64KklVDfr8fb3jDG/Dud78bkUgEKysrCIfDYi0NBgOxrA8PD3H16lUUCgUUi0U0m83rYrTTINw3Ajcof9bXo2ks/CJnT9fis3afFqRhGHA4HJidnYVhGKjX6yiXy5KcoXxZxWpi3NDlciEYDCKZTGJ+fh4bGxtIp9NYXl5GKpWSOKvD4UCr1RJluLm5iWq1it3dXWxtbQmbod/vCw+01+thZmYGqVQKAFCtVkfoTlbH1ClHr9cryYNoNArDMODxeNBqtdBut1Gr1ZDNZnF4eIhCoYBKpSLKz7yhzYTvG8WkphE6+RIIBBAMBpFKpbCysoJQKIR4PA6/349+vy9Kj0LdbDZRq9UkcTXOcjxOMMcfdQySssB10LLS7/dHYpV0T/v9voQjqCCsGJLQbjWTTsFgEKFQaMTyBSAFAY1GA9VqFfl8HqVSSUoFqRzNIYThcChhGa6DFddiHCyvHLmY4XAYKysriMfjWFtbw+Liopj8vV4Pm5ubuHjxIq5cuYKtrS1ks1nhV41Lttzo5+Oy+Zl8SSaTeNvb3oalpSU8/PDDmJ2dhcfjgdvtFoGnEtza2kK5XMbm5iZeeOEFVCoV5HI5sSintdJhHLSi164xieDkytIVbLfb6HQ6I6R4v98vcTS61Zr64/f7MRwO4XK5pM7YSu61Zn1QKUajUUQiEXi9XnGjm80mOp0OXnjhBbzwwgsSz69WqygWi8jn8yPVQS6XS5Qhv/d6PQQCAZEjZvKtDMsrR542oVAI6+vrYv3Mz8/Lc1qtFra2tvDFL34R+/v72NnZQblclhiahpl+YP5Zu1z8fdrAzHQkEsHCwgLe9ra34ezZs4hGo4jH4+LaDIdDqR6q1WrY2tpCJpPB5cuXcf78edTrdYnZ6p6XxxGayhMIBITOxAOz0+mg1WqNHA69Xk/iceRKhsNhUbA+n0+e43Q6xZ20gmeiY6aMlQaDQYTDYUQiESmi6HQ6KJfLaDQa+OpXv4q/+qu/QrVaxc7OzkiCU4NWKEMPbrcb/X4fPp8PLpcLjUbDEmtwK0yFcmRcZ3FxEbOzsxIrYxCYZG9Wv9xuAFyb+LxZ03DTbgZmBWlhLy0tIRaLIRgMSgmcji8WCgVkMhnUajVkMhlkMhmUSiUJUxwna3EceP/pFrOMkMpBJyEYXqA7za5O5lgkX4NfvCdWcie15UyXmAR39jrldTPW2Gw20Wg0xJLkc8wxRK6Ztsj1XqO1bfW9ZmnlyHiIx+PBysoK3vnOd2J+fl5KkzqdDgqFAsrlMq5cuYJz586hVqtJJu1mcUbgmiLRrtI08x3pIrndbrzqVa/CN3/zNyORSODMmTNIJpNybbS0y+Uydnd3cfHiRdRqNVy6dEnitIVCQTbKcbYYgWtlc6FQSIoKDMOQbH2n0xHFwCYTzWZTao8jkYgQw1laRwuMlhnX0SrypGk49XodxWIR0WgUxWJRSgO9Xq+U3FImWCutm21oixiAJEABiMvOQ6XT6aBYLFpmHW4GyytHujqGYWB2dhbz8/MwDEMIpcyeVatVVCoVNJvNkZPcDDMNY5x7bU7UTAt00iqRSGB1dRXRaBThcBher1cI751OR+JFuVwOh4eHqNVqyOfz12Wnj3P9ub7/zNyyworWjtly5BqylJAxb8oV3Wz9Ola0HAGMWI7tdlu8BWbYSezmY1SImuStZUN7XpoPytpzytK0VMtYVjlS0JLJJBKJBObm5hAMBoWM2uv1UCqV8MILLyCbzWJvb0/GH9xoM5uzkOPMfH0S8nErBdHHgdcVCoVw9uxZJBIJnD17VtpKMfmSzWaxvb2NUqmEZ555BgcHByiXy8jlckJX0TN2jrNiBEZpO1om+DOVhtnl5He2uqPy0AoAwEjXJ7OCnPS6UoH1ej1Uq1UMh0N4vV5cuHBBrENWkTG5WavVrhsvoqH3E5vCsPSQirbRaCCTyQiLxMpeiaWVo8vlQjKZxPLy8ohy5E0tFot44YUXsL+/j/39fTSbzRtWu2irUG8EvSH0zTJnM/mYFaHbtj322GNYXl7GI488gqWlpRELKJfL4fnnn0c2m8X/+3//Dzs7OyMhBQ4cY6XDNHWWuRPoqhjzoUnlSGvKrCBdLhc6nQ5mZmbEqtKtzUhh0crRapYj90m1WkWr1cLMzAzOnz+PXC4n1S3NZhO5XE6SdpSNm+0F3eEonU5jYWFB4pqVSkWy/FaXLUsqR83RC4fDSKfT0oCUQkvOValUkgTCuM1sdpX1JjBvBv3ewPXK0IpxEofj5bJA1kyzUUAwGBTLl0qvVCrh8PAQ+Xxe6DvmgPk08dDuFfQaspbcXFdNS5GWk45p6y8+pr8D1pUlHXtk6aPD4RjpQUCDgYew3jfjOKI8JBjHjcViku0fDAYjFCkrw5LKUTdfPXPmDN74xjcKr5EnXaVSwc7ODl566SXs7e2hWCzKiWam4+hYkOZg6dOcQjLuplsVVPAsB1xbW8PrX/96nDhxArFYDDMzM+h0Ojg8PES9Xsezzz6Lz372s6hWq8hms2g0GqIQAIi1MA0ctHsFykYsFsPi4iLm5uYQjUYlXkjrsVAooFariWficDjQ6XQkZAFAqC/8TkvT6lVFrIuuVCp46aWXpOKs1WpJvJ+JUc6NYcUZ/x+4ZngEAgFEo1GkUimcOnUKGxsbUpKaz+dlnAKAW1qhk4QllaN2dyKRiAgs+8fRamSJFsu0bkT21taidnF0BYT+Pk3QnMZYLCZzc7xeL4CXy9UajYZkGw8ODoSOQcHkujqdzpGE1XGH9hZYW8zRCLqemApSy5g+iLXM0QrTlUdWj1nzs5HTyAx1oVBAIBAQzqJu2cY9pavK+BjjjYZhiFxy3ES73RZ6k5XjjYBFlSM7L3Nxo9EoAoEAgJdPmkKhgK2tLdnozKwCGHETddZRW4487XVcTTehGOcuWU249bWwO9HCwgKi0Sg8Ho9QdiqVCi5evIjDw0Np8sukFakosVgMDodD3G+HwyF0KKsHze8U3MzM7geDQSlH5UFJ/iw5oVwbeh2sQqKbqKtJyuUyisUiarXaSPbXihhn+ZZKJRwcHCAYDEr80OVyIZ1OS7cmGimNRgNOpxOhUAgejwcbGxuSGGRVG8sRB4OBjJ/g3rXq4WE55chNz/b9nCTo9XrhcDjQ7XaRzWZx5coV7O/vo1arjZj45Ppx4+vxkVqhsIOPVpD6y4oKUUNv7LW1NTz55JNSAcOhYe12G8ViEefOncOVK1dw5coV6aDC8IJhGEgmk3A4HDLLm5uD8V2rbuo7hfYo6CqyYTJjtbS42SSZA9roDlI5sp8jrcx6vY5ms4lSqYRCoTDCCbRy9p+HIGOqhUJBGBA0VNxuN+bm5tDpdBAIBES+hsMhPB4P0uk0DMPAo48+iq/7uq9DKBSSXpDNZlPKKUkvY4jMqnvNUsqRQss4B7PT+mRmi/pyuSxDjswmvWEYsvFpcepYpOa2TevEQVrGLNWiS8gkDDODbD1WqVQkIE6umZm+wnVmZcdwOJQqkGlam9uFDq3ofoNUEJr4TcVm5t4Gg8GRkQFM3Ggu4I26QVkR46pmGFvl+FWWC3Y6HZEfr9eL+fl5hEIhSaDq+nQtQ36/H6FQSA4bh8NhycYmllOODodDhvqk02mkUikEAgHpIVer1bC9vY0XX3xRKAeabMuxkaxcCIVCYgWwGkDXhFLp3ig29Epv1FEoEmZX4/E4gsEg0uk0ZmdnR0arZrNZXLx4EQcHB7hw4YJUxNA1pAXtcrlEWbIvZr/fR7VaFUtyWmahvBJQMep1oEeRzWbRarWws7ODq1evypC2fr8vMbhYLIaTJ0+Kpe52u9FqtSQGTtqLuc2blRWkzrgzJDMcDlEqldDr9bC4uIilpaWRRr48QAzDwMMPPywds5aXl0eoTCzY6Pf7WFhYQLfblfpsejn04tikY9KwpHL0eDzSdJPBYC4aycrFYhH1eh3ANReTGW7Gjti0k6MT6DLSDefrTpNlpF1CWo3csCTIA0Cj0UA+n0ehUECpVJJAO1v8644pfF2WHvK1GJecRsv6dqA9Dn5RPtiai8R4bTnq+dbRaHQkKcFaf11aZyVr6Fbg59R9GdvttmSr4/G4dCTS1mUoFMLJkyeRSCRGSif1ocAYNjv5VyqVEaYEADm8rbBellGOmmbDMZDk69HsZsaQVBOv14t0Oo3hcIhEIiFKcXZ2VupDXS6X8PmAa5QdZiF5Wt0sO2uFG6XBtQoGg4hEIiNKkZZKs9lEuVyWtm08QPTME8MwMDc3h7W1Nekk43a7JQGmR2pyeL3Vibu3Ax1/ZgceunfdbhelUkk8DFo0VKTBYBDxeFzmx/j9frEsNVlcu4nTlPmnrLM6yOVyoVKpiNdFRRmLxUaGrvn9fqRSKYTDYTFoAFwXXnA4HIhGo/IejOfSS6lUKjg4OBjZm5OCpZQjY13xeBwnTpxAOp2WgU/c8MyiAhDX2e124+TJk1haWoLb7ZagOptQALhOObJeVndpNgvxnbjURwUeIrSu+d7clPV6XRqSUjlqy3B+fl46gp8+fVraVrndbpRKJaRSKXERmZFklttqh8WdgrLCjkXkhebz+ZFafeDagRQKhaSklUOndE0yfzbz93RSUFPHrIjhcDiyL4rFonhsrVYLLpdLDle/3y+Z6FgsJgc1XWltQZNHy8QXDyQ28uh2uzLKtdlsjpDoJwFLKEd9knO4EUdikkulXRRSL7QlFIvFEIlEJFhOmKehARjhOo5TaHerAI5C8Omm6C9zcwO2z2JmkdfLyoVgMChzQrjmXFN2UmGnGgCo1Woj1R/TCp2E0kUBuiKGcS9zp2+ujXYH6V7y0Navb3bZ+Xerr5+OP+qSUt3QlsYM5YZ7iplvVt2wOoZrxD3KzuPdbldG2larVUmi6qa4k1iviStHrRhjsRii0ShmZ2dlTi67KPPGOBwOLC4uSuwinU5LB+ZgMCgcM3a4zmazEkPqdrtwOp0y+4MVD9qq1AFzKwqwJuwWCgX0+33k83mUy2UpgaMVnkqlZBRCrVYT6onb7ZZuz/F4XPhp7N7Dr1gshmw2i0AggJ2dHeHsTXMbM620PB6PdMDmQUwPhS3JOIYjHA7D5/NhbW0N6+vrMnmQ4QvWH5NFQMUBQF5bZ701rChnVOTdbldi1fV6HY1GQw7TYDAoMW/d/k93f8pms1IdUyqVAEBoevq9qFhDoZAULVy9enWkwuioMXHlCFwTWJ/PJ8OKdIJBZ/wcjpdHJrDpLcsKKYz1eh21Wg0AREEy48rYEU8pTWfR0DfCioILXGsU4Xa7JebFBAoFld2sScJlp2dy9Ogm0t2m9aipTslkEq1WC7VaTXpoTlMMbRz0gWxuSAtALHHKCuXS7/dLotDr9YqVyZgZexiaB3Qx8TdNyS0dfiKrQzckMTcH1iED3QKNDSsYwyWjRPcDACA5glqthng8jpmZGRwcHEy0WmviypG8MZ7OzHZxw+rMKk9iLihdQk3lASDCSqVBigV5VayZNdM5SHrWrqMVXSAKYK1Ww2AwwN7eHs6fPy/JKJ/PJ67KcDiU9aRLqBsI0FLq9XoSSB8Oh1IVEY/HpWkF2/6PGz8xDeBG070bfT6fWEJMSiWTSbG4mbDhYwsLC7J5mSik+8eYmnbT+TstKlpXVqb03Ah63XQ3I+4RJuyy2SwODg7QarVweHgoXNF6vS7djDjCttvtjvBNfT4f5ufnEQgEsL+/Lz0TdKHHUWHiylFXesTjcfz/7Z3ZT1tXF8WXmQwGD2CcQKAVUqVU6UP+/3+hL1UfGlWqCmEqg4fY1xM2BvM9oN9m+9Z8oUmwfcNZkhWHJI7vuefus4e1197e3tbGxoZ5gxg9WgrJJ66trVm10XtLhDqcVhRlyuWy+v2+5drifD+IvPEJc7O6eW9ubqxYsr+/b8ORbm5ulM/ndX19bQcHRp92N+mhcDMcDs0rzGQytuFZD8SFG42GrVt82FRS4Fv/MIwM0yJSYe5Or9ezav7a2pq2tra0vLysYrFo68tIDp/XZq+yH/1oU9I6n1PsmRXEC0rUBPwoCd+D7ge1ffjwweTOKLZAJm+1Wspms/bc+bxvJpPR3t6ems2mDg8PdXl5aftt0pi6cYy39vmFindwxKXGJFkukj+Pe41xLT6fv/QJeUQX/Ob90rzaJDY73y+Vuu+D9vlHn8Qmoc4pjXcd7ysn/8ZhsbKyMiI9Rd6M0DNp8KGZL5LEtRYJpaX7yITc9rgCoZ/P7Ist8VSN3+PTDBO/FL4g+hhvk/0IMZyKc7PZNIbJYDAwJ4eBW0QpvqYAh5I1n5Za1kwYRzYpeQhCah9WY8i89hxEVc9TrFar2t/fV7PZ1NnZmcrlsq6vr43RzwKTd8Nz9V4jm957V0+5KZO8cYTWw+FQR0dHajabWl1d1enpqeUW19fXJT0k10lN0BZIf3kURVpeXtYvv/xiys27u7tGxodY71MdScmdebDPfEjtW0x7vZ7ltCE64+1kMhk7fCnw0UkDD5AqLntaGhVNjq9VEmg9HAJEZJ1Ox5gM3lDSwcbEypOTE7XbbdM/wDjOz8/r4uLCUjbb29uW5767u+/R3tzc1Orqqra3t21uDZzbSWKqxtGfpH7j+rAk7i2SJ4M+QcWZm8Qc3WazaSRoqme3t7eWcyS/hLHwRGlu9ixvWr4zIhFUo/v9vjKZjF6/fm2bEUOGUfB5xkajoUqlYjOuOdnJzRGaU8CZRUXrp+CxveZneEOHgqbj5bnwuOl+4VCh8OB71vkVPMUw+jWdpT3HswYf0WtUSqPGn9C52+3as1etVi39QM612+1qaWlJg8HAZlkjTAHflmJhNps1lfJJH8hTNY4+7MPQcUqg+4Yx88N+/MZsNpsjxQHycF51mA04HA5HqBv0xbbbbS0sLFjSeJZzjXHE17DZbKrf75sH7A8YqovkhzjtaZHzc0K8AcFQJtEoAp9CgbicyWQs5wgJ3BtCDkzW0qvukEcjHPTFAp+fo8rrmQR89mOYtUOZ/VWv13V0dKTr62uVy2WjOmHA2u22Wq2WoigyceBOp2PPImEzB3MURbq8vLT7IN3fp1KpZF0429vbGg6HOj4+HtHIlJ7fSE49rPY907VaTel0WqVSSZ1Oxx5muI5Unuv1usrlsr33BOgoiizPMRwO7d/TzrSxsWEFH0Rhoygy76tWqyWO5Ozbs6rVqubm5lSr1XR6emoPaiqVMqoOvEcvKLG2tqZarabl5WW9fv3avGjpwbA8Rn2adXhGhO+KKRQKKhQKymazWl5eHqHeSA8zVvBsaC0kGqGV1efLeJHD9cUrz6hISrXfRyjn5+dmJH/66Sfd3t5qY2PDKtWNRkPNZlPlctkG3nFYAyr8HBq9Xs86bGBYsN+2trbsO/z1118jkmqToNtN3TjipZFHhA81zjj6vlXfAugXi43ojQIbU5JVbD2FA7HOpBYbpFEP0ocffh18oQlZLcJMT9GJezXjimJJgS+0+Oqxr7bG77tfP8/1w1P03qJ/+X/Le///JxU8W0wPbLfbJuZLAwZr4qlNfs6OB2kwQm1SPdKoh5/JZGyGOPeLz/ff67kwE8aRE+Hi4sJoJYxG2NvbM0+yUqmYgeSkke5P+FarZUKucY4knsPc3Jx5C+l02maFMGicz3psguGsw9NDJFmhCs8aD8gXc/CWEPZ4bLwt4sFwIZNSkPHcxqWlJaXTaeVyOZN782EuxRff80tYCE+W35PGQP2bHn7WxQ988/fFr1vS0jdEY8PhUL/++qv+/vtvvX//3qrPj3nDPk0Qr3yzR3O5nEqlkkqlkl69emXptK2tLQ2HQ3348EHpdFrVavVfxaDnwkwYRx5WBFkLhYJVu2DTdzodkx1DydpzrKAN0BbGr4htwtvL5/PK5XJaWlpSNpu1pDw30N+8JG1e4I3jUxP+vsj1mJw/YfY48dIkwHuNdAt5lXiu3+dWMYC+/dQL2fLi73h4r2lcMUbSiMHwP59VcN13d3f6+PGjarWaSqWSHQxxknacthS/Xn9g0IXEi3xtNpvV5eWl8vm8iV/QpvncmLpxBHiQg8FArVbLchaoCrP5eEh5QAm/oaYg5cWDgAdJtRX1Zn6GV+FvWNxrTJIR8PDX5ENjv7E8tYWcJO105IcIKXklxauOcws9hQe5MaIMnw/kGjmQaSogtUN4jQeJ4rr3EH2aAp4f+TLfX52kfcb1IS12c3Oj4+Nj/fHHH7Z32F/wEzlwOEj8NdKNVCgU9ObNG+3s7Ghzc9Puid+rfs9Niis6U8aRzVOpVPTnn38qn8+bRhygxE+1kR5j6BPLy8va3NwcKcSQv/CqP95D9Al43wqWRM8RxB86qqXxPJg3ivAjWav5+XnLMzGxEPGEpGF+ft6uM5fL2RwTDKQ3jhg9Cn+eFeEJ9fTte2k49k48NeOpLvx50vYW+6jf71u1GvpcoVDQ+/fvbSQwDQXsIbxrf83r6+va29tTsVjUu3fv9O7dO3NeJI2kb7zT4g+85+SJzoxxlEZPpm63q4WFBVNj9mRt6cHjYQQpxhJir6cBQd/gPQlg+jXZ7HGjmLTN+xh8WD3uV98p4gsUPmkeL0QkaX24Ru4/XT/xPYKH4w/JeCGGA5xKK6E2ewmv01NXWOtxueykrKGHz1l3Oh3L13c6Ha2srGg4HNpzKckKgJ4DmkqlbIAe82Y4qHz/+TRTXDNnHKX7k7tWq6nT6ej3339XpVJRPp/XDz/8YGV/jN36+rq1Im1ublr/K8l3phby4gHv9XqqVqvqdDq6uLgwSS5CoCSe7HGMy2Xx3nMffaHFy07d3t5ahwJkXrylpKwN10tVFUWnN2/eKJ/Pq1gsjtCU8I7RIGR8KDlH1gBOKV1G3W7XUkP+wfZrn+Rctoen9zQaDQ0GA9XrdZutc3t7qx9//HGEH8taSrK9tru7q59//lm5XE67u7s2wwjjSxsiRTDfqhn3yp8DM2UcpYfwg8U5OjpSFEXa2trS6uqqcrmcndK475Jsji5tSRhQ+jeh+/jNz+JDWkV2Kk7qTSJ8uDGuIODzcONoLawBhHt6ZX1YnZQHnOskZGOELSIkpFU4PD2p3r8Gg4Ha7bYajYaF2j4PGY84krI+XwKu05Pi8/m82u22isWitra2bM2R1aOQQhPGzs6O3r59q0wmY9xjPpvIjj0XF9udxAEzc8ZRGi0kdLtdC/sODg60urpqfa0MOvJth3TBwN3DA8IjpNoVRZEODw8tr4SH8D14jHHECxOes+g9RxRXOL3xsBG5jW/OpMDvJ//d/Tp45Wq8FTzmfr9vBRlGAmMUfaHhpRjGOHA+oigacSx8gYae6YWFBRMOLhaLlgobl19kbjhdW75aPol1nknjKD0sOKz7SqWi09NTLSwsaHNz05LpxWLRZubyc1Sa+RxC6F6vp0qlokqlolqtpt9++021Wk31el31et1yj0n3GkGcwuOr1eTYEJWAQoFSODk3VK7xlpK6Phh7f/j5dcA7bLfbKpfLpkR9eHhoxpEKNUUVopGkHRbfElx7r9fT2dmZGb9qtWqyZIgm7+zsmMI8tYF8Pj/SaskBdnNzY11el5eXarValtqYVGpiZo0joOODjU3RgKZ1aAOZTMbyiyh48ICjnEKLEy9aDWkNeymb3HtMXg3bc0d9ccznepK6RvEii5eww0Omtx71aj9YzBO/2SuT6vFNAnye+urqyrjGhNw8u7AjqB2M61DyYbWP6CZdLJ154yiNVrFvb2/VaDTU7Xa1uLioer2uhYUFXVxc2DQ4eqYRFej3+zZB7dOnT/r06ZO63a7Oz8/tNEpiuPil4ECBCL+xsWHSXV6Ytd/vK4oim8aXNI/RF0UQPEYcGOHjSqWiVCqlcrls17q/v28dWVEUjShRJ7FaPwn4Ig2iJoxFyGazajabWlxctGeUqjaeIF1cRG9EeScnJyYNN+nnNBHGURoNi1h4PB82Nx5QLpfT4uKi9WVCWkU4gNyIH3j0PW90H17znhM8k8nYhoXvR2GC9jmKMUkhf3v4sI/UwPn5ueWmUWE6OTlRtVpVvV63UNp7iXGF+IB/g8NzOBxawRMmCa2Ag8FAu7u79vco7kEW95Qpn9LxE0SDcfw/8JVYr/CBp4DRpOLtuxQIob8XWsXn4B9o38/qQ8x+v6/5+XmbSdzpdNRoNKyaT0EmyevFA5tKpaw/d2VlRVEU6e7uTpVKxTpdMIzjhBOSeO2Thi+A0adfq9V0cHCgtbU1DYdDFYtFra6uqlAojAjc0o7ZarVUr9fVaDRMM2HSh3MijaM02rjPg4531Gq1JD3I4WMYpk0qnRYILSElSw/CCHiGNzc3JiDAqX91daWzszNdXl6q0WiMjANICrjHnrXAoCdYED5fFu+Qin9OwNOAtw195+rqSicnJ8ZNXllZ0atXr2zM7du3b1UqlSysbrfbOjg40PHxseUdfQFsEkiscQTjQh3f3pYU9Zjnhj9M8By9gPDc3P1cZYwFGzq+MZMK33p2dXX1r97cl0rDeW5wmMIhhhmA6HImk1G329XGxoZ1KGEciVjI907aoUm8cfwcwkZ/SEP4nl7k/qlOLy0tmT4f1IrBYKCzszOr6Cfd4+a7P9aLm9TrSgJ89Iah5H06ndY///yjbDY7ku75+PGjiVlPQ/AkdffE/23W5ZQCPo84CTyVSllBBmEG6DxMYazX61bRx0DyCgj4GvgpkBRt/P7yqt/f2ig+5fO+e88xYBTx0BGaCgRcP0cFxSNat1464Tng28KneXxB1dcHprnXguf4QuE9SJSO/Jxw4IsTSQ+rA2YTcQky8Jx77SmfG4zjC8W4WSfj7rH3NEPBIuB7QQirAx4FmyM+02RcsSIYxYCXiK8yjoEm898xa7NXpmkIP7d/Zm2tZh1hvb4tvmoWabgR/x2zuGaPGchpY1a+R1IQ1uvb4qvD6nBDvg9M4z6GvRMwy0juFPuAgICAZ0QwjgEBAQFjEIxjQEBAwBgE4xgQEBAwBk8uyITkeUBAwEtC8BwDAgICxiAYx4CAgIAxCMYxICAgYAyCcQwICAgYg2AcAwICAsYgGMeAgICAMQjGMSAgIGAMgnEMCAgIGINgHAMCAgLG4H9cjiN64TxSqwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@torch.no_grad()\n",
    "def sample_vae(model, n=16, latent_dim=64):\n",
    "    model.eval()\n",
    "    z = torch.randn(n, latent_dim, device=device)\n",
    "    return model.decode(z)\n",
    "\n",
    "\n",
    "samples = sample_vae(vae, n=16, latent_dim=64)\n",
    "show_grid(samples, nrow=4, title=\"VAE prior samples\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@torch.no_grad()\n",
    "def interpolate_vae(model, xA, xB, steps=9):\n",
    "    model.eval()\n",
    "    muA, logvarA = model.encode(xA)\n",
    "    zA = model.reparameterize(muA, logvarA)\n",
    "    muB, logvarB = model.encode(xB)\n",
    "    zB = model.reparameterize(muB, logvarB)\n",
    "    alphas = torch.linspace(0, 1, steps, device=device).view(-1, 1)\n",
    "    Z = (1 - alphas) * zA + alphas * zB\n",
    "    return model.decode(Z)\n",
    "\n",
    "\n",
    "xb, _ = next(iter(test_loader))\n",
    "xA, xB = xb[:1].to(device), xb[1:2].to(device)\n",
    "interp_imgs = interpolate_vae(vae, xA, xB, steps=12)\n",
    "show_grid(torch.cat([xA, interp_imgs, xB], 0), nrow=12, title=\"VAE interpolation\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6) Conditional VAE (CVAE)\n",
    "\n",
    "We condition on the class label $y$ by concatenating a learned one‑hot embedding to $z$ before decoding:\n",
    "$$\n",
    "\\text{decoder input} = [z;\\; e(y)].\n",
    "$$\n",
    "\n",
    "**Consignes**\n",
    "- Reuse the same encoder as VAE (same convs and FCs).\n",
    "- Add a small linear layer to embed one‑hot labels to size `emb_dim` (e.g., 16).\n",
    "- In the decoder, **concatenate** `z` and `e(y)` and then decode.\n",
    "- Loss is the same: **MSE + KL**.\n",
    "- Implement a **class-conditional sampler** `sample_cvae(model, labels, latent_dim)`:\n",
    "  - sample `z ~ N(0, I)`\n",
    "  - decode with provided labels\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "def one_hot(y, num_classes=10):\n",
    "    oh = torch.zeros(y.size(0), num_classes, device=y.device)\n",
    "    oh.scatter_(1, y.view(-1, 1), 1.0)\n",
    "    return oh\n",
    "\n",
    "\n",
    "class ConvCVAE(nn.Module):\n",
    "    def __init__(self, latent_dim=64, num_classes=10, emb_dim=16):\n",
    "        super().__init__()\n",
    "        self.num_classes = num_classes\n",
    "        self.emb = nn.Linear(num_classes, emb_dim, bias=False)\n",
    "        self.enc_feat = nn.Sequential(\n",
    "            nn.Conv2d(1, 32, 4, 2, 1),\n",
    "            nn.ReLU(True),\n",
    "            nn.Conv2d(32, 64, 4, 2, 1),\n",
    "            nn.ReLU(True),\n",
    "        )\n",
    "        self.enc_fc = nn.Linear(64 * 7 * 7, 128)\n",
    "        self.mu = nn.Linear(128, latent_dim)\n",
    "        self.logvar = nn.Linear(128, latent_dim)\n",
    "        self.dec_fc = nn.Linear(latent_dim + emb_dim, 64 * 7 * 7)\n",
    "        self.dec_deconv = nn.Sequential(\n",
    "            nn.ConvTranspose2d(64, 32, 4, 2, 1),\n",
    "            nn.ReLU(True),\n",
    "            nn.ConvTranspose2d(32, 1, 4, 2, 1),\n",
    "            nn.Sigmoid(),\n",
    "        )\n",
    "\n",
    "    def encode(self, x):\n",
    "        h = self.enc_feat(x).view(x.size(0), -1)\n",
    "        h = torch.relu(self.enc_fc(h))\n",
    "        return self.mu(h), self.logvar(h)\n",
    "\n",
    "    def reparameterize(self, mu, logvar):\n",
    "        std = torch.exp(0.5 * logvar)\n",
    "        eps = torch.randn_like(std)\n",
    "        return mu + std * eps\n",
    "\n",
    "    def decode(self, z, y):\n",
    "        y_emb = self.emb(one_hot(y, self.num_classes))\n",
    "        h = self.dec_fc(torch.cat([z, y_emb], dim=1)).view(-1, 64, 7, 7)\n",
    "        return self.dec_deconv(h)\n",
    "\n",
    "    def forward(self, x, y):\n",
    "        mu, logvar = self.encode(x)\n",
    "        z = self.reparameterize(mu, logvar)\n",
    "        x_hat = self.decode(z, y)\n",
    "        return x_hat, mu, logvar, z\n",
    "\n",
    "\n",
    "def cvae_loss_fn(beta=1.0):\n",
    "    def _fn(model, batch):\n",
    "        x, y = batch\n",
    "        x_hat, mu, logvar, z = model(x, y)\n",
    "        recon = mse(x_hat, x)\n",
    "        kl = -0.5 * torch.mean(1 + logvar - mu.pow(2) - logvar.exp())\n",
    "        loss = recon + beta * kl\n",
    "        return loss, {\"recon\": recon, \"kl\": kl}\n",
    "\n",
    "    return _fn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Train CVAE**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 01 | val: {'loss': 0.0537, 'recon': 0.0529, 'kl': 0.0016}\n",
      "Epoch 02 | val: {'loss': 0.0532, 'recon': 0.052, 'kl': 0.0025}\n",
      "Epoch 03 | val: {'loss': 0.0529, 'recon': 0.0513, 'kl': 0.0032}\n",
      "Epoch 04 | val: {'loss': 0.0527, 'recon': 0.0508, 'kl': 0.0038}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cvae = ConvCVAE(latent_dim=64).to(device)\n",
    "opt_cvae = optim.Adam(cvae.parameters(), lr=1e-3)\n",
    "hist_cvae = fit(\n",
    "    cvae,\n",
    "    train_loader,\n",
    "    test_loader,\n",
    "    opt_cvae,\n",
    "    cvae_loss_fn(beta=0.1),\n",
    "    epochs=4,\n",
    "    ckpt_path=\"best_convcvae.pt\",\n",
    ")\n",
    "plot_trainsteps_vs_val(hist_cvae, key=\"loss\", title=\"ConvCVAE: total loss\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Class-conditional sampling**\n",
    "\n",
    "**Consignes**\n",
    "- Implement `sample_cvae(model, labels, latent_dim)`:\n",
    "  1. Labels is a CPU LongTensor (length = n).\n",
    "  2. Move labels to device, sample `z ~ N(0,I)` of shape `[n, latent_dim]`.\n",
    "  3. Decode with `(z, labels)`.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FY8aMwT//+U/8/ve/R1FREZYsWYLBgwejuLg47jlj9YqnUhFCiFRDL7ZCiJSmVq1aAH58qQtL/fr1ceGFF+Kvf/0rvv/+ewA/Sl+rVq3qGwTv3bsXc+fORd++fbF27VrvX69evbB48WIUFhaWOHerVq1w/vnnl/gXq2c8YoPsk5HyrVy5Epdffjlq166NWrVqIScnx0teFZs/m5+fj9tuuw3PPvssGjRogAsvvBBPPfWUb37tkCFD0KtXL1x//fVo1KgRrr76akyfPt03CP/66699/2KD3HXr1p2w7ps2bUKrVq1KyCbbtWvn/c4EX/BjA+jYnMfY/vEyv7Zp0yZhXZJl06ZNcc95snUHgM2bN2PEiBGoV68esrOzkZOTg759+wKAr12SoWnTpiWSNbVu3RoASizXEpThxiN2X/HuvW3btiXuu2rVqieUgccYP348vvjiC5x++uk4++yzMW7cuBIvm8nYKDMzs4SUvHbt2mjevHmJ/xyqXbt23LmzQV/Kzs5GkyZNEq4bXVRUhJUrVyInJ8f3L2b3nTt3AgjXvxLh4sxhrV69etx5tLGYdqL/uIjHAw88gOuuuw7jx49H69at0b17d1StWhXXXXcdgB9tEq9eFbXWshBClAa92AohUppatWqhadOm+OKLL5I67tprr8X+/fsxZ84cFBcXY9asWfiXf/kX3+B4xowZOHLkCJ544gm0atXK+xdb47a8kkiFZe/evejbty+WLVuGBx54ALNnz8b8+fPx6KOPAoBv0PzEE09g+fLl+MMf/oDDhw/j5ptvRocOHbBlyxYAPw6CFyxYgLfeegu//OUvsXz5cgwZMgQXXHCBl4iqSZMmvn+vvvpqud0bz31m4g3wU40T1f3YsWO44IIL8Oabb+K3v/0tXn/9dcyfPx9Tp04FgKS/mJ8MJ/PScyIyMjJCL5M0ePBgrF+/Hk8++SSaNm2Kxx57DB06dMDf//53AMnbyLJ5efvR8ePH0alTp7gqjfnz5+Omm24CEK5/xaNevXpIS0uL+yLepEkTbN++vcT22LamTZsmfT/p6el49tlnsW3bNixYsABr1qzBvHnzsG/fPlSpUsVTrsSI1Ss2T10IIVIZJY8SQqQ8F198MaZMmYIPP/wQPXr0CHXMpZdeipo1a2LatGmoVq0avv3227gy5I4dO+K+++4rcfwzzzyDadOm4f777y91/Vu0aAEASb+cv/vuu9i9ezdee+019OnTx9u+YcOGuPt36tQJnTp1wt13341FixahV69emDx5sremb5UqVdC/f3/0798f//7v/44//elPuOuuu/DOO+/g/PPPx/z5833n69ChAwCgoKDghHXPzc3F8uXLcfz4cd/LT0wunZubm9S9x/YvKioq8duaNWtOeHwyX5hyc3PjnvNk675ixQoUFhbi+eefx7Bhw7ztQfsmy7Zt20ossRNTFeTl5SV9vth9rVmzpsRyLmvWrEn6voM0adIEN910E2666Sbs3LkTXbt2xUMPPYSLLrqo3GyUiKKiIpx33nne3wcPHsT27dvjrksdo6CgAMuWLUP//v1P6FMn6l/xqFq1KgoKCuL26S5duuD9998v0ac+/vhj1KhRw/tqfDI0atQIjRo1AvDjfzK8++67+PnPf17ii22sXjH1ghBCpDL6YiuESHnuvPNOZGVl4frrr8eOHTtK/L5u3TpMnDjRt6169eq4/PLLMXfuXDz99NPIysrCZZdd5v3+1VdfYcGCBRg8eDAGDRpU4t/IkSOxdu1aX6bbkyUnJwd9+vTBf//3f2Pz5s2+3xJ9WYp9jeJ9iouLMWnSJN9++/fvx9GjR33bOnXqhCpVqnhSxj179pQ4f5cuXQD8X7bUoLw6trTSlVdeiWXLlsVdaidWtwEDBuDrr7/2feU9evQonnzySWRnZ3sS07A0adIEXbp0wfPPP19iyaLgnNd4xF7+9u7de8J9BwwYgE8++QQffviht+27777DlClTkJeXl/Sc3njt5pwr4aPJcvToUTzzzDPe38XFxXjmmWeQk5ODbt26JX2+7t27o2HDhpg8ebJP8vr3v/8dq1atwsCBA0+qnseOHSshJW7YsCGaNm3qXae8bJSIKVOm4IcffvD+fvrpp3H06FFcdNFF5jGDBw/G1q1b8Z//+Z8lfjt8+DC+++47AOH6l0WPHj2wePHiEtsHDRqEHTt24LXXXvO27dq1CzNmzMAll1zim3+7bt06rFu3znf89u3bsXr1at89x+Pxxx/H9u3bvczwzJIlS1C7dm3vP7mEECKV0RdbIUTKU1BQgGnTpmHIkCFo164dhg0bho4dO6K4uBiLFi3ylpUJcu211+J//ud/MG/ePAwdOtT3pWvatGlwzuHSSy+Ne80BAwagatWqeOmll/Dzn//c2/7ZZ5/hxRdfjFvHRF+T//KXv6B3797o2rUrRo8ejfz8fGzcuBFvvvkmPv/887jH9OzZE3Xr1sXw4cNx8803Iy0tDS+88EKJl+G3334bY8eOxVVXXYXWrVvj6NGjeOGFF3DaaafhyiuvBPDj3LoFCxZg4MCByM3Nxc6dOzFp0iQ0b97clzQpHnfccQdmzpyJq666CqNGjUK3bt2wZ88e/O1vf8PkyZPRuXNnjB49Gs888wxGjBiBJUuWIC8vDzNnzsTChQvx5z//OankXzEefvhhDBw4EL1798aoUaOwZ88ePPnkk+jQoQMOHjyY8NjYi95dd92Fq6++GtWqVcMll1xSYo4qAPzud7/Dyy+/jIsuugg333wz6tWrh+effx4bNmzArFmzQstvY7Rt2xYFBQW4/fbbsXXrVtSqVQuzZs0KtWZqIpo2bYpHH30UGzduROvWrfHqq6/i888/x5QpU3xJkcJSrVo1PProoxg5ciT69u2La665xlvuJy8vD7feeutJ1fPAgQNo3rw5Bg0ahM6dOyM7OxtvvfUWPv30UzzxxBMAys9GiSguLkb//v0xePBgrFmzBpMmTULv3r3NGAAAv/zlLzF9+nTccMMNeOedd9CrVy8cO3YMq1evxvTp0zFv3jx07969VP3rsssuwwsvvIDCwkLfV9hBgwbhnHPOwciRI/Hll1+iQYMGmDRpEo4dO1ZCSdK/f38A/rnWv//97z0/jn3Rf/HFFzFr1iz06dPHa5fp06fj+uuv92IFM3/+fFxyySWaYyuEiAYVnodZCCFOksLCQverX/3K5eXlufT0dFezZk3Xq1cv9+STT3pL3zBHjx51TZo0cQDc3Llzfb916tTJnXHGGQmv169fP9ewYUP3ww8/nHC5H14+xuKLL75wl19+uatTp47LzMx0bdq0cffcc4/3e7zlfhYuXOjOOeccV716dde0aVN35513unnz5vmWbVm/fr0bNWqUKygocJmZma5evXruvPPOc2+99ZZ3nn/+85/usssuc02bNnXp6emuadOm7pprrnGFhYUnrLdzzu3evduNHTvWNWvWzKWnp7vmzZu74cOHu127dnn77Nixw40cOdI1aNDApaenu06dOrnnnnvOd56YHR977LES10BgmRbnnJs1a5Zr166dy8jIcO3bt3evvfaaGz58+AmX+3HOuQcffNA1a9bMValSxWfX4HI/zjm3bt06N2jQIK9tzj77bDdnzhzfPrHlcoLLKsXuie/1yy+/dOeff77Lzs52DRo0cL/61a/csmXLSuyXzHI/HTp0cIsXL3Y9evRwmZmZLjc31/3Hf/xHqDrybzG/ifHqq6+6M88802VkZLh69eq5oUOHui1btvj2GT58uMvKyjphPZ37cRmiO+64w3Xu3NnVrFnTZWVluc6dO7tJkyb59gtrI+vaMZsEyc3NdQMHDvT+jvWr9957z40ePdrVrVvXZWdnu6FDh7rdu3eXOCcv9+Pcj8siPfroo65Dhw4uIyPD1a1b13Xr1s3df//9bt++fc650vWvI0eOuAYNGrgHH3ywxG979uxx1113natfv76rUaOG69u3r/v000/j3nOwT8SWSeJ48vHHH7s+ffq4unXruszMTNe5c2c3efJk37JjMVatWuUA+OKIEEKkMmnORSBThxBCCHEK069fP+zatSvpedoCmDp1KkaOHIlPP/0U3bt3r+zqxOXBBx/Ec889h6KiIjMhVkVzyy23YMGCBViyZIm+2AohIoHm2AohhBBCVCK33norDh48iFdeeaWyqwIA2L17N5599ln88Y9/1EutECIyaI6tEEIIIUQlkp2d7a2JmwrUr1//hPPYhRAi1dAXWyGEEEIIIYQQkUZzbIUQQgghhBBCRBp9sRVCCCGEEEIIEWn0YiuEEEIIIYQQItKETh6lrHhCCCGEEEIIISqSsDNn9cVWCCGEEEIIIUSk0YutEEIIIYQQQohIoxdbIYQQQgghhBCRRi+2QgghhBBCCCEijV5shRBCCCGEEEJEmtBZkS2qVPm/d+Pjx4+X9nRxsTIyc4asMFmbeR+rHDyvtT3MPmHga7Mtjx07Zh5TETZPBdg2ydq1LK9REfWwSDYbeZi+EvbY8vCtML5bXv6dqM8nc+zJ+ECyx5SVn4WNbeVh8zA2DtbnZI6Jd2xF99Nk63Haaad55USxvjTXZirTHuVBss9N3geoPB+39k90nmTblPe37rO0/hAmXqRKfywNyd5D2HhbHvX4Kdg7VQhrS9m87ChLW+qLrRBCCCGEEEKISKMXWyGEEEIIIYQQkSbNhfzmm6x0LxUJKwMqK5lxskjWIMJSVv3xVPUzq6+V1fYT/SZObeQbpw4nIz9mqW+y06xYGszlshzXyH+FEBVN2FijL7ZCCCGEEEIIISKNXmyFEEIIIYQQQkSaUmdFTnWs7ImJMgeeKpklKwJJZpMnjM9a27nMGULZfuWVKTOqBDOmnojSTmkQQr7x0yBMLLDiNmfGzsjI8B3Pf3O5atX4Q7Zq1ap55d27d3vlH374wSsfPnzYKycrVxZCiKigL7ZCCCGEEEIIISKNXmyFEEIIIYQQQkSan4wUmeU+LPEJIwkKynuOHj3qlVmmY20vK34qMiC2bZjsjryd24KltCypYjtFyWaWLwK2RC0zM9MrV69ePe4+6enpXpntZ8nQvv/++7hl3h8oHx+vTNjGLN2z2oV9i+3NccCSewf/jqrPpjrJTnWwpqBUdJbXn0JW2YpYKSHVbWONKbjMUuIaNWp45Vq1asXdBwDq1avnlWvXrh33ejVr1vTKbKdNmzZ55a+//tor79u3zysfOnTIKx85csQrS5YsSsvJZAEPw09tPCLKD32xFUIIIYQQQggRafRiK4QQQgghhBAi0ujFVgghhBBCCCFEpIncHFueQ8hzC3kuYp06dbxy/fr1vXKDBg28Ms9hKS4u9l1jz549Xnnnzp1eedeuXV55//79Xtmac8fbf2pYc4sAe14otx3PL8rOzo5bPnjwoFdm23OZ5wex7VMFa15n0GY8j4rLp59+uldmX87JyfHKPNeKbcBzUtiWa9eu9crWfCzA3y/4XNY1yoqTmX8YZq4bz29r3ry5V+Z5xllZWV6ZfZHbhH2ObcTLbATPe+DAAa/M89t4Hyaq84mseVTJLqkUhP3AmhNtLYXC8xetZU4S+TTH8Z/yXOkw+Sh4Oz9/g1g5A7jM7cW25HwAXE40n72ysOrBsZ7vk32R7cdjEwDIzc31yjxWsWIbxxf2X8v2pfXjVLG/KH+smM7+xP7O4z8ucz/g52yiOMLPx++++y5umZ/BnCfEiu+nEonyusTDes5G7bmnL7ZCCCGEEEIIISKNXmyFEEIIIYQQQkSalJUiW1IoljawfKdVq1Ze+cwzz/TK+fn5Xrlp06ZemaUJLA0EgB07dnjl9evXe+UvvvjCK7OEkyWIlhQiqtJCJqzMkNuIZbIsqeL2aty4sVdm6RlLjlkOyFJQlkVY0tngfuVNsr4L+GXGnTp1irsfy5L5XCyTteRpbFfen88TXHJiy5YtXpklQaVZxqYslzmxlvhiWRTfa5MmTbxys2bNvLIl92YpMkvnWTrFfrl3715f/b766iuvvHTpUq/Mkm+OHWxja2mxVJQBhZGtWkuwJZIo871ay7OxbdiXWepWt25dr8yxw5KKB5e94r6T7JJvqdJeYZbgsGSrLOFn3+ftbHvA33fY5rydj2eb8zQffs5yG1nSwoqQHFryvjASeS5bU04A/1QJ9mVul2+++SZumW3AMYnHOaWdJpWKy1WFWbbN2p/jS2lkl2H3TxWbWViSd3628pQ/9lEeZzdq1Mgrt2vXzitz3+dzBmMqj8V5iuC2bdu88ubNm70yP1s57lhT1sL4Riq2VaJnqDUNhMd3fDyPm/lYjslsMyvGppKd9MVWCCGEEEIIIUSk0YutEEIIIYQQQohIk1JSZOvzOmfWZTlhixYtvPK5557rlVu3bu2VWQrBcimWPASlyHwMSxAtiW1hYaFXZvmsJXlIpU/2yWBJA8NKIVh6xVIrbl+WtLD0jOUSLCFMxWx37MdWtkC+fwBo27atVz7jjDO8Mst9+Hi2B2c8ZrkJ25XbhDMqcz2C/YBlbNz2pbF5aXw/KKfke+L75jLLotq0aeOV8/Ly4u7DEinu4ywh5HbgOnEmU8A/DYLrWlRU5JXXrVvnlb/99luvzHLMVIwdYTLoct9nCSvbNShhZfh4xppywOdiSTn7+L59+7wyyze53TmGA35JltUWXI9ks09WNFa/sXyfn7ksJWYbB+Xb/Ay17MHHWNnF2W82bNjglTk2pWL2U/Zdrh8/33gKDk/TCe7H8CoNLLtkOSaX+dlgTZM6mfhS3v4bRuIdjA+W5JvLYaSZliyZt7O/ssw12A94P2vFjFSM6Xyv3Ad5PMJxlX25Q4cOXpnH4nwstwlfNzgG4djDsmQel1vTkDi+c9zn8WNp+0F5Y03BsaaEAPY0K24jy395zM3245jCsdeaFljZ6IutEEIIIYQQQohIoxdbIYQQQgghhBCRJmWlyPypnWUH/Jmdsx/zJ3fen6UGnFXNkpsEYSkEw7I3lkiw9KcssxCmAmGyPgJ+aQhL16xsedxeLBlhW3JmUkvekyrZYy3bsBSby4D/nnjxcUsCzJIR3oclhCy1Yn/l87MELihpYSlzUCJUUSRaYNySIHLfZr9hmRj3WY41fM8sxWFpMNuY5Zh8bPDanN2apVBcD5Yic5343lIxW6MlP2ZZGPd3lqRxGbAlUmwDq39wW3AmZL5GsN/FYFlnMDs4+z77UCLfTAUs2SbHJJa88tQeluq3b9/eK3P7cJsG4wP3EY7j3KfYx/nZwG3E+3DMs6YSBaWg5U0iaWwMjgsNGzb0yiwNDI4zrPveunWrV167dq1X5ukN3D+ikME0hjX+Y/vxWIHtB/h9mWMS+5OVyZeffeyvvA/Xj9uEpfNr1qzx1Yn34ykO1tiwotvFimEcu3kMx+NvjhEtW7b0yjwlh8/D98/tw2M+ji+ALVnmNuVnq5X1ns/L9rbiRWW2A8cR9n1rLM3T2ACge/fuXplXH+FnIscFtg1Pq+SYwuPH1atXe2WWJfN5Kju+6IutEEIIIYQQQohIoxdbIYQQQgghhBCRptKlyNYneP70zZKnn/3sZ165c+fOXpklPvxJnLN5bdmyJe51gxkIWdJmZZnlfViGwde25CZRkgeFIXg//DfblqUrLB1n27BcnCUqlvwwFTPZWVISzkYctJklT2V/YqmqJbNhuQpnJGTJMe/Dkq+gtIszcLIUN6yMvyxIdH5LRmVlqGW5KduM782SLFk2TiQn5Bhhyeet7IaW9DtVfNzCiqscR9lOLFkF/DJA9nc+b5jpB+zvLF/k87Mska8VtLEliU6VqQ8W1rOVfY4zd3fq1Mkrn3322V6ZZX8sPWOZYfAZasUnth/HRpZzsi352tyO3JcrUwbOdrVk+HwP3MdZGhiUv7PNeNyyfv16r7xp0yavzD7KfmlRmVMarOy7lvyV251jB68eAPhlsrwf93M+V5iMs9bUA55mwmPM4LQsjit8f9x21uoZFY01bmH7seyXJcf8HGS7btu2zSuzFJnLbEu2ffDa/DzluvLYn+MOn5ef8XyNVJGBW9m62d48ZuZpmPxOBPj7AV+Dx5Ucb62pc9ymloTfWqGksqde6outEEIIIYQQQohIoxdbIYQQQgghhBCRptKlyAx/BmeJGi/4zFm+WG5mSTk5c+Dy5cvjXpclIoBf2sAZIVlSZGWTZPmsJR21JGypmPE0jMwruI+1oHeXLl28MsscuL1YurJ9+3avbC2CXhF2CtMuYTJGJ1rIne+bZdcsUUmUPTCG5aPs41xOJCtm2Rzvx/5rbS8rwsoMue4sg2HJDfdBtjHvz/tY2b25HVlOGLQftxf/xhIp3s7XC+NnqRIjGGs6iZWZmOVlgF8qyHHEigUsf+JrWFl22X6coZfPw7K14DGpOPWBCSPz5LjAsrWuXbt6ZfZ3PifHHW4fvhZgZ8tkWS37B0uLOe6wZPGrr77yyhxryiPuJMKyMfs+25gls5zBlKdYBSWYnP2YM5VyP+DpCtbzJ9n4HNank30mMpYEmCWYPP6z4gWP0wC/PXnaDx/Pfm1J5Pl+eH+W53K2Y44XwXhmSeytDNqVSZiM9twu3E/Zf/n5xs9A7r/r1q3zytbKEYA/RljjKm5Hy9+57Xh/rmuYqU1liSVFZrvyOw6/+7Rr184rs1wZ8Nt8xYoVXnnlypVemcefPEWQz8u+zNdgH+D4nErPQ32xFUIIIYQQQggRafRiK4QQQgghhBAi0lS6FNlalLt58+ZemTM3styMJQKcmY7lx4sXL/bKnOWVCcpCWOrGn9dZEs31YFltQUGBV+bMd1YWslSXtjFW/YLbWQ7C9mDpkLVwN0tyWSoYRspdXiR7Da4fS13Y/1guAthy2DDZLq3MnHxtlvRw2ZLSBf+29rMyfJcVYW3P9mM7seSG5ccs4+N74PsMszi6JX8L1p3bm+vE1+b2SvWMuxaWzJAlxhwHgtIzbheeysHZjLnMsi0rQzW3I7cD+wxLC4My/4qe+lBWWBmqWX7M8jaWm/E987OL5YTcVsGpFdzXioqKvDJPO7Ek+Vzm+Gf1j4qQdVoyRUtOyHI9Hsuw7TmmsF0Av2SbZdpsA/ZrhsdRHF8suS23XUXEnTDntbJq8/0Hnz2W7Jdta2W6Zzmx1Vd4zMdxjvtB0Bd5P8t/K5KgPNySi1tTqKz4znZlW3Ks5rEdwzZjGwP+ZwW3izWFz3q2WqsdVPT424od3Gc5LvA0BpYJ8xSooF2XLVvmlT/++GOvzCuO8POYxy1sY64TP6ctH+B2DPp3RT839cVWCCGEEEIIIUSk0YutEEIIIYQQQohIU+FS5KD0wcrExp/aWcrDWcJYPsZZBC0JMEsqWOoSzIrM52LZJmckZAkcZw9jCRzLFFnCZckRmFSRvIWRHwcXJWcpBS8ezfZgmTFnbuMyS3wqcyHtMHCdWIZhSaqCWUTZDyzZNR9jZTzlspVRkGWCXKegL/Jvliw5bNbi8oBtbsnsLF9h32JJH0tuWrZs6ZV5MXrO7h3MgsmwxJ5tzvIslsZynVLRxy2seMZxgGWuXA5Kkdlm3A9Y3sZyM/ZLlm2xhI335zJLPDmLb3Bx+SjJwrlvcpZZtjlPD+Ey3yc/N61pPlaGXsDfXlzmfmD102QzHleErNOqK/sf+zKPAzhG8DQGlhtz5mPAnzWWbctSQZYTcl/jfsNyfksuatmvIuzKdeK+yffMPs3PNLYf4B9fsG+ypJJlydznOQ5bKzlwmduB7yE4xYjraE13qEhZcqL4ZT1Pucz+zu3FtuRxNtuG7crPXI5N3G+Cf7PNeYzPZZbbcj/gurLtKzOeW9O72Db8HmRlnl69erXvvJ9//rlX5mccX4+nSrRp08YrW1M9uT9GYVyuL7ZCCCGEEEIIISKNXmyFEEIIIYQQQkSaSpcis3SSJQm8kDlLfFhewLIDlkhxmaUhLJdggtkFuU4sH+HrcSYxlsewRJnPy7KwoGwr6gRltS1atPDKLN9hKQVLDjmLG0t3UkUykixWxkmWmwTvx8qUbcl+Wf5tST5ZqsZYMiiWtwT3s7IzW9kJK7O9LPk2w32T5YHsu2eddZZXbt26tVfm/s7yqKD9ON6wTI59n9vRal+WglVWNs0gXFdLFs+xkKXBLM0MTmPg+M7TFfi++bynn3563GtwG3EM58zkvN2SzwHRij2W3IwlZiw9C2byjsGSYfY/fhazzJXtB4ST/iU7fcCiorOZchznZxr7JcdhnkrFduKxSVDCyu3IEnv2a44pXD8ep7AP8DW433E/Y8oy1oSZ0mRNi2GbsYSa/S+4H/sWH8Oxl+3B9uZjOR6FydbNtgf8zwDuU8EYU1lY/c6yAd8P3ys/B7kfsO+zrJbhmMI+DfjtxNfesGGDV2a5LU+h4Hbntq4sGXgQaxoX25Jtw32W/ZinLQD+fsHxgmMSTxHkKVf8bGa7ss0s+6XSCi/6YiuEEEIIIYQQItLoxVYIIYQQQgghRKSpcClyEP7snp+f75U5GxpLG1gWwZ/KOTMaS0NYgmDJP4LSYJYasXyEpQ1cJ0uiwvfGEr3KzCSbLFZdeXsws+kll1zilfPy8rwyZ4P95JNPvDJnhAxK2qKOlTE2KNVg/7AkHSxnZ99i+Sz3IZYZsk+zlIQX92aZJuD3d0tybEm4KhMrgzPLBq3Mg82aNfPKVh9n6XeiRclZ1sNxhOVWLJ9l3+fsnWF9qCLherDvsl+y/3E2e75/lqwCft+05OLcXh06dPDKLLHlY1m2FSa+RCk+A3Z92d9btWrllTkTMscU69nF9mb5NtuYYzvgb0eW0HF7p5J07URY0wTY97m/cxZ13s4yQfZLbivA7+98PJe5T7H9eTuv8MCxkMdRHOd4LBSM5xzfShOHwjxLeB8et3GZ7wHwx2Iruzrb34o1LNnk8Qu3CUteOVbz8xTwt0sqTtvhenB78/OK788ax7LkmNuRx/E8vZAlsla7B6/Nbcrb2caW9Nua9lDRhJnCY00/4/cajtU8HgH8z1eO3TyloVu3bl6Znwd8bfZl9ndrmkmqjP8AfbEVQgghhBBCCBFx9GIrhBBCCCGEECLSVLgUmeUigP8zOn82Z3krfx7nTGycQZclCCxT4E/2luwiCH9e5/OyRIUzCQazKsdg6QBLaFJFFhEGSz7D8iWWuQFA165d4x7D0ob333/fK7Nc3MqyVpkkKxvifSzpDksAAX/2SratJYFjmSfbv3Hjxl6Z5W0s/WFJD8tKEmXrtu47FWWyYerKtuT+zrbh/dlOnIWQ41cwAzO3Pduf24glXBwXuE4c8/jeKrOvWO3OmbhZuseSNPbLoASTZVF8XpbFs9SyU6dOXpntypJZtiX7uCULC5Iqfm3B9WM/Yx9nWR7vw883fl7xPhxr+HnKtgyuOGBlT7ZkdqloV8bKisy24WkM3A+scQf7PvcVwC8F5zKPNdiW3NZWXOBrc3tZUvaKbhOuN5c59lrZiAG/JJVjJj9r+Z64HdlfeUoDZ8Pn/XnMYmXlDdY3Fcd9Vj3Y5mxnjiPc/9keHJ+5zP2DfZ9txM9fwD/G5ylrPP5mm3Od+B5SZTUBJkxGan52sf9xfOaxI+Aff/M7C0uUOd5w7GD78TQGtjf7QKr4cRB9sRVCCCGEEEIIEWn0YiuEEEIIIYQQItLoxVYIIYQQQgghRKQp9RzbMPNkEs1lsvT4nKKdNf48X4d13zy/wkpBbdUvWCdrfgfPb2FdO2vUeS4ta9Gtub5MqujVrfqxxp+XHTj//PN9+/FvbP8lS5Z45Y0bN8bdJxWxfDyMnawleoJzqnh+OfsTz+HkMp+L07iz7Xn5Hp6jyLB/B/ex2oXnx7C/W/MumTA+XpZz7/geOKbwvBzeznGE58mx71rz7XgOC+CfLxqcBxODl/vhuGPFEd5emfOG+NrsrxxL2Z/YxtymHKsBv1+3a9fOK1vLzLC/W0tPWfPqeB++By7Hq2Mqw3VlX2YfWrZsmVfmdrFiEPs7xyD2d55jB/jncIZZ6i4V59ta8YzjH/sc+y7PgeMYyz5n7Q/45+7yNXjMY8UL9vEwtrfyfwQp7zay5hxy/ding0t3cYzl++Dj2a/52cxL5rVv394r83Oa+xDnC+Ey7xOsR6oTZjknjuk8H5Pvm4/lNrGW+OExPc+pBfxjGJ43zccEl4yLRyouLWbZ2FrSavPmzV6Z35WCY0lreVQuc7yuU6eOV+b+9dVXX8Xdzs+YVLFlEH2xFUIIIYQQQggRafRiK4QQQgghhBAi0lT4cj9B2S9/judP8Cz3YakHSxNYTmjJjy05kbX0R/BvllLwchIsU2QZRpj6WRLCVPmsb0mWWErCMsHTTz/dtx9LoVg69cknn3hlljakYhp8Joz8mLez/Iv9hKV+LKEE/GnZLckx9x2Wj7BsjevKkhT2UZaksLQoKGlhX2b5ZzAlfwzuv4mWDjoRJ+MDYdqF/YynN7CkjSU61hIwVuzYvn27bz+Wz7LUjduLfYLv25K9cb0t6W1Fw9dmWRjbkm3D9Q4u/8Z/WxJY7lNB+XcMawkJS8qdSKqWajHJ8nXAf09sg/Xr13tlbiOWY/KSTAxv52P52Rh8plnxwrJlqtk4CPustYyXtQQHx3COt2z74FQF7lMsz+Tj2WYcRywporVsTliZZnnIOcPIjzkmWPUG/GMKhsdebHOOKS1btvTKvAQbX5unTxUVFXlljm2JpMhR8nErDnO/Zn/n8QsvkcT7cPvwVAV+TgTHFtYSZNbSk9zWieJkZWEt18d+wjLrDRs2eGUeZ7OfBd9frH7EYzIeP1pjDa5HcKpJjFRc7hHQF1shhBBCCCGEEBFHL7ZCCCGEEEIIISJNuUmRw2ZF5b8t6R/LIliOwLISK6Mbn5OvxedhSQrgl7pxZlOWarJUmiWbW7du9cosRQwjP67MT/lhZNosSevcubNXDkqRWT7C8p21a9d65cqWKpQnVgZNln/k5ub6jmEpD0vX2E5BP43BEjMuswyFfZrbh2V1QSkX9zuWpbAcjPdhf7ek95b8k0k2C3WwHmGyM1v1YPvxPnx+K2YF5cCWJJ3bkSWIXGbJl5U9ldurMmMH+xNLJXfs2OGVP/roI6/Msj++T8DvsxxvrEzhX3/9tVfm++Y4vGrVqrjbWYLFvpvqmUyDPs0xhrEyj7Jfs2+xbTg+tWrVyiuzjfm5x8/iYJ2S7f+pCNvSiu8sieQy24azmXIcDWakZ9ty/2L71a5d2ytzX2G7WtljredEWEl+ZWVI5nKwn1rZna3+wRnp2cctmSaPZVjazzZOVKdU9PcwU/U43vIUKp6ax/Jj3p+lxdaUPZYlBzMc8/OBn6csvbeeAfzMtlZvqMw2sbIfc705MzHbkscBbBfA/6zkOMTbOaawRJnbhZ/fVt9KVam9vtgKIYQQQgghhIg0erEVQgghhBBCCBFpyk2KbMlWLLkxYGevY7kUyxZYisPSBJYzWBIilv1xFjzAzvDGGTj5XJy5jGURvKB0Kn6yt9qFpRAsK8nPz/fKnBU5KPVhGyxZssQrW/KqVLFHGJLNkGxlFEwkJ2Sb8zGWD7E8jWUpVmZiS8YSlIWyJIt/4/pxFj2W07Dshft1siSKHZZknmMH+7KVMZHjhZVR3ZIyse15H8BuIz6e24Lby5LPMamS9ZHvkyWVlkybfYZjO+CXanIc4ZjMfsbbOXPjunXrvDJLbPmcvL8lryovkpXDsS2Dsl9Lzs6+xbJX3ofPy32In6fsi2wzfv4G+zg/p63sn1GK+3wPHC9YXsnPNPZRbmv2d26HYDZdlhByG7HNeWoU9wP2d+6PLGW0JMphpbNh2i7Z9rX2Z9snmvrBPm7FRo4vbdq08cosq+VnxsqVK73yp59+6pU5jnC7l+ZZV9lYYxW2B/sljwc5RrBv8RiYs0ez/bgfBGMb+6a1WgTD9QjKmlMBS1bPfmOttMC2Yd8PZlTnMR3HCJ66xPGJx+Ussef9LSlyeWRKLwv0xVYIIYQQQgghRKTRi60QQgghhBBCiEhTailyspKUoHzEWgSYM3KxHLhZs2ZemeVOnNWSJZT8iZ8lFSzp6dq1q69OnGGQJSr8iX/Tpk1eubCw0CuzDIilhWHkbZWZCZltwzIPlmm3bdvWK7P9gpIPzuS2fPlyr8zyB6seTCpJG5KB/YRlJeyjLJsKHsNyGpafsD34vCwxY1kUy7a4zOfn8wQX+mYJmCWPYamRdWxZEfQH9hu2kyX1ZRkV+zjfA7dRmKzNlnwL8GfdtLJeMxwjLJmsJW+u6L5iXZsllVxvjtVWhmPAL51kOSzLrTi+cIzlZwnLq3g778/yqvLw10Qk215hpciccZpjCh/PNuA+YWXx5v25TXbv3u2Vg7Gd255jXZRiutXX+HnHcj1LWshxwZoGkij2cnvn5OR4ZSvr9ebNm70ySwu/+eYbr8xtYmWwLy3Jyu2tfcJIlINYU1N4PMdSWm4Lfp6uWLHCK3Pc4Xa3MuknqnuqYElJOTZyn+cVMKws4BwL2Gbsl9bYIiir5f7CdeLnhjW9MVl/qkzYHhxv+d6s8XPw3YJjN/dzHvfxOIdhG/OxwWlWqY6+2AohhBBCCCGEiDR6sRVCCCGEEEIIEWnKLSuyRfCzOX9eZ6kMS2O5zJmJWcLA8mOWkliZlllSwecE/JnzWBbAEsxly5Z5ZZZbsISaJSqpIn8IsyA3S6fOOOMMr8zSSpZIsPwVANauXeuVuU25LaIkE7GwMiRbcg72B5aOAX4/40XQ2c58Pd5uSf34nNZC50xwO7edlWmcJTTcT7mfl5VkNlEWYI4jHAtYlsN2ZYkT93eWzFrSQr43KzM7AJx55plemadTsBSZbczSTpZHc/9KxWzi1lQT9j8rngefB9zG3F489YMzPbJkm+3H2622s/pvqtiV4Tqx7wJ+eSqX2TctaTD7LMcI7hP83OT+sWXLFq/Mtg/uFzbTbirDMYz7IN/30qVL4x7L44tWrVp5ZW4rnqoA2Fm6Oc6xzPjLL7/0yh999JFXttqIz1PRMvzSwLYISlCtPsLxoqCgwCtz/2B78CoXLEUOY7+o+jdgryDCz6ugZD4GS7N5Oool1bek9olWi7BkuTxuscYdUfJxy5+s8Xrw3vj5ao1L2U48bcdaySVqPq4vtkIIIYQQQgghIo1ebIUQQgghhBBCRJoKlyIHP2NbWS1Xr17tlVmyw1ISlk6xTNZaQJ0ztwVlgwxLtXgh6U8++cQr88LdvE8w220qwHKEMJlyWaLDsk6WpFhZAQG/FJx/Y8kIt52VoS1VCJMdl2HZBksi+Z7ZLwF/xkC2M8tK+BiWWlnyY5ZO8f4sJ+J7CPou+wfLOVk+y32WpS6WbIYJI0e35EuJrsH1YJ9juR/LXNnfOSsvS3HYZnxOjikcpwB/rGLYziyxZV/h/sV1SlYGFLR9KsiIrBgE+H3fymZqyTStBeytLJNc5v1La7PykDUn6qccYzmOs2+yJJ/vm32f+zhLkVnOyn3fWpUAsLNjp4L/nQxWHGLf2rhxY9x9OHZw2/GKA8Gso3xetjk/W1n6zJJZfpawZLO8sh9XJNZYBvD7O2fNZTvzM4DjOD8reSqVJd+s6Cyx5TVVwjov2yZMtnRrehOvMMJtwuNKHovz+QG/v7NkNsxUk6j6uIX17AquxsDPUCvuW9Ob2H78XOEYlmgqUaqgL7ZCCCGEEEIIISKNXmyFEEIIIYQQQkSaSpcis1SGMwqvWrXKK7NUgT99szyNJQ98Tv4Uz9fmz+ycCQzwy6BZfsyZkFmCmeoZ8iz5jiUN5kWyWdpmyU5ZKgUAW7du9cosE+F6pKqE4WSxpLB8/2y/oG+w33AbsbyNpZYs9WP/5WtbEkWWBHH9gguA8zW47ixdYUmQJWkpr35gyaisLKJsG5YNWwvQc0xh23O/YVlOUBrH9ueM6iwVLCoq8sos+eTpDSz5Sja+pEoMsuTlieD7Zh9nqRX7KEtj2d95f8tHmeDUCiYV7BmsN0vV2U48/YClfyw/Zl/m++ZM/yyXZzkgSzY5DgTPVd42q4iM1pYUmduC/Y/9kvv+8uXLvTLLvYOxg9uUy3xefs5yX2HbV2Zm2PLIgG+t3gD4/Z1jOvs+xwXuK1zetm2bV2Z/Z/slytD/U8CS2/MUGY6rbPu8vDyvbGXv5bZjP+HzA/YYxKoTS/1/alJktiWPR1iCD9grYFhT0LhsjRmtbNjJTjOrKPTFVgghhBBCCCFEpNGLrRBCCCGEEEKISFPhUuSgPMCSarIUmaUGLOPLz8/3yiwbZIkPf05nySzLq/hagH+xc5aosPyBZY2pLnmw6sfyAr4flj6xPJwzX/L+wYyYbDNLPsKSkcqWLZwslvzVylLM9xyU3LD0lKXwQZlJDG477kMsCbKyFLM0i6WZ3FbB4/k++F7DyI/Lqn0Tybct+TfXj6V7vL1169ZemWVULMvhdrDumaWIgD+jI8eUwsJCr8xSN0vu/VPLKpvoHrgd2QaWxIz3Ydk5297KeFyZMs1ksfoc4PcbnrrAzz4+3sq6znHckrxymTPJ8jMjeL3y9tmK7hN8PStrLvsix3qWJXMMD/pfmMzw1rSEqMYIC7YT+3QwEy8/13iVDM6EbD2b2X85jrON+blS0VSExN7KiMuxdM2aNV6Z24KnBVpjDYZtz/bm6TgA8MUXX3hlHrOzXJz7F/fHqPYJSyYcZkohYGfGtyTb1tjJijVhVhaobPTFVgghhBBCCCFEpNGLrRBCCCGEEEKISFPhUuQgltSDpRAsi+JMjPyZnTOBcdZX/uTOZZZCcBmw5UVRkjNYsL0tOQLLqFg6Zcn1gpnRLImotcD5T8GujCXh4PsPyprYhkFJazwsSaUlXWF5yvr16+Mem6gdUlH2FiYTMkvpWbLJ2dI5Ayxn02zWrJlXrl+/vldmqT3HpmAc4d94GgTXw+qDqWLj8oB9KZiJm6XZLKtnmSzHffZrtjef14r77DOJ4nyy9i+P9rLkr4A/XvBzk23GUkGWdvJ9syyZ5Ycs0+Tsx1bG8WB9f8ok208TPQNEfCzZJa/eAPjjBccIbheO3dwWYcY5VltzOTgWilI/4LpaU2E4vnAsZQkxj7+tFRg4BnGs4akOgH+KFscea2pKlOzNhJEcs814OglnSAb8/YBtHuZ5Z02hiNp4XV9shRBCCCGEEEJEGr3YCiGEEEIIIYSINHqxFUIIIYQQQggRadJcSMF0cO5AKmDVKdm6JjJBFPTkZYGl8S8tP+W5glGC52qcTDtUZNtxXctyGRZr7op1bS7z/EPrPMF097wfz006FZfssOIL2zWIZXOea8TwvCvGWi7F2l4R8P2Utq35XDwHkecfs80s/2Uf5bI1NytKc9uiPPcxqpTGxy2f5nm1OTk5vmN4PmejRo28Mudf4bmJ7L+8dNWGDRu8Ms9T5/m53D+iNv8wWax4HWYuKNuDj+WytcQMYC+reao8K9lObFeeQ855QQD/8lbWuI+3B5ePi8F9guc38/7cDyqiHcJeQ19shRBCCCGEEEJEGr3YCiGEEEIIIYSINJGWIpeGspSCCSHKjlTpm5ZcOewUiDDLQ1j7nyqEfa6E8YlT0X5BLCk9Yy1PIn8VqYjl0ywrBuzlfng7H2MtA8TyY5ZdWkun/JRlsSdDslMEE8X2U922YZYBCi73w39b9rPk89aSnExlSsIlRRZCCCGEEEIIcUqgF1shhBBCCCGEEJGm1FLk8spgWt6kityRCWvLVKx7VAlj86j6eCoSVXuHkcyWNvNqefTlYNbhYObmGIopZUdl+rglXSurNk1F32Aft/w7KMtOlbgSVZK1eVnZO1FGdcv3OatymNUBLDlmmGz25UUqPhN/yoSNnRX53DyZaTvJEuYeyus+w/i4pMhCCCGEEEIIIU4J9GIrhBBCCCGEECLSnLJZkYUQQgghhBBCpDaSIgshhBBCCCGEOCXQi60QQgghhBBCiEijF1shhBBCCCGEEJFGL7ZCCCGEEEIIISKNXmyFEEIIIYQQQkSaqmF3TMWF2YUQQgghhBBCCH2xFUIIIYQQQggRafRiK4QQQgghhBAi0ujFVgghhBBCCCFEpNGLrRBCCCGEEEKISKMXWyGEEEIIIYQQkUYvtkIIIYQQQgghIo1ebIUQQgghhBBCRBq92AohhBBCCCGEiDR6sRVCCCGEEEIIEWn+P+i30ibpBm++AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@torch.no_grad()\n",
    "def sample_cvae(model, labels, latent_dim=64):\n",
    "    model.eval()\n",
    "    y = labels.to(device)\n",
    "    z = torch.randn(len(labels), latent_dim, device=device)\n",
    "    return model.decode(z, y)\n",
    "\n",
    "\n",
    "labels = torch.arange(10)\n",
    "cvae_samples = sample_cvae(cvae, labels, latent_dim=64)\n",
    "show_grid(cvae_samples, nrow=10, title=\"CVAE class-conditional prior samples (0..9)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ftI0Y3ki/pG0ZvspQfoa9paFOHAM4ztKWvDZDGNNrl3yt1EbD6Zu5OaFkS7Y3Q4DTNCMMN+XYx1A0tj+PpyF4TPF1+OGH18oMm+V8zBB3pkdJx/hSarletS3HOrYv5y2Gq9K2bNN0PGP7cVylLXlvhhs///nP73wuhV5SntAkRV5E3b5tkgyk/sVxlNI5vlOyzHcgXi+1J+ctvh8xxeGznvWsWpnjciqP4xzJenA+YB9vy5zKMYP+Q19L24FjMufM+++/v1bm+xR9j6TvoIcddljt2KGHHlor77777rUyfZFjTjr/U67A+YJlyiiHY5z1F1sRERERERFpNS5sRUREREREpNW4sBUREREREZFW0xMaW2pjqI1k/H5appaI8d6MkacO5Mgjj6yVU90HNQlHHXVUrZxqfSO69UGl7bxT/VAv6yxzlHRMtCX1W2xj6gpSe1KjQH0K9Q/U4fB4qktgv2BaBNqS1+Zz8blT/VAv60ty9qRv0VbU05XSYVHPlepkOSZQR0lNyHOe85xamb6Z6r2o5aKOj/Zpon/vFd1ef7BN2f6pDod+SS0efYm+OXv27FqZ+qG0jTm+03b0zZIWL+dffGbavpd0mOm9aTuWOf5QU8V5MqfFo26MtuReEhwb0+McE3gt1rtp2pBUx5ZLh9Hfd7cnTcZVzh2lfSjYp9mmqRav9E5DfVxJ35uWS2lBqOsj/D7t2ZZ0Trl3II6D1EdTw8w+zL09OO4eccQRnc8c29iPqMPkOEt7pe3PZ2S/4XOyLr3kmzlYT77D8D0kLZf2KuDeEfR72oPfT8c+jqv0U/Yb2ot64PQ5aUtqbjkfcz4Zjvddf7EVERERERGRVuPCVkRERERERFqNC1sRERERERFpNT2hsS3lPmV8eAr1KYzVZ4w8Y8+pV1mzZk3nM3Vl1D9Qs0AdATUhubxuPLekl+sVmuaFpDaPWrBcfD77BbVg1DuwTdmPUvvy2iyzX/FePE69RNpPWa9e0lfn7El9CbUX1JSUNFW0dXp95jJl/j5qxejX1Iyk9qR+mrYmTftGr1LSa6V9lP2Afbakp6NOlnr4VDPN9uSYwHrz/FyfpW04HvHavQqfkfXmPMh5jb5JjVUKdXv8bskf0jGeYzTLJa1eyX7pcbbB9mQw8zXbj3MH/TQ3t/RHOk4z3zf1ccwtS3tR95fOoeyjtB3H3ZI2j+3SlneinC6zlM+Ve0lQ48zv5/JTc08Xzt/0c47ptGdqP86v7JOl9yE+d3qvXtnXIKL7OfhOw/EqfU9hf+e8NnXq1FqZ75SsS27M5rX5bsYxYsWKFVu9Fu/F73I8YpvQr4dj34p2zOoiIiIiIiIiW8GFrYiIiIiIiLQaF7YiIiIiIiLSanpCY1vKe8QY7lSrunz58tqxlStX1sqMDy/Fd+dyjlHvQN0Z73333XfXysz/lGpycznDInpLh5mDtivl8l24cGGtTA1J2kbU51KPUtJm057p+awXbckybZnTfkXU26Ettoyo15XPxPZftmxZrUwdLHU5OX0d70U/pi2pMeH3H3jggc7nX/ziF7VjtC1zaZa0YL1iz5LevaTnWr16dedz2l4R3RrZUh5n7idA3VmqP6K2i2XWm3pr2i/15ZJWuFdtWYL1Zh+l/e6///6tnl/Kwc024fGcbpA+z3GWfZD15piS03Nxjwv20V61bUm/zud6+OGHa2XqYDnvpb5XyifKfkRdH+uW2pNz4tKlS7P1Zl/gvdjHU3v2Ur5pwn6XPgc1zOzvzBHNuYg6zEcffbRWTn2RmlrOx+wntD3HjMWLF3c+0y/px7xWrk0iest+KfRNPme6J09EXbvKPXp4LdqS/pCbMyPq4zbHZPoH50yOo+ncH1HvV+xj/C7r3Qvjrr/YioiIiIiISKtxYSsiIiIiIiKtxoWtiIiIiIiItJqe0NgyHryUW23RokWdz9RlUNNTyovHOPhUR8scYaVYc2oSfvjDH9bK1AOnepeSJqGtUCNCTUJJt5nqapn3q5TLkZpcahzSvkG9AzUJaZ+L6LYXKekO2gj1WatWraqVS1pI+lou12zOLyO6c0qzLqxrquX+yU9+UjvGnG4ljW1bbFnStuR0NvQtnlvKdVrKZZfaevbs2bVjDz74YK1Me3AcpmY6tSf7Aa/Vlr0MSvkV2SZswx//+Me1MsfhlJxGM6KcdzjNdcp68rvUYn/ve9+rlflcfBdI54te0u2V9O65vJ0cy7ifAPs73yuog03nRbY/50x+d+7cubUytZWprpa2+a//+q9ame9H9E3OF72a67RETt9ILSQ1trQP81FzzqR/pRpdaq9L+dqp4eT+J+meMbQVx3u+x7VlnCWsJ5+L42zqT9St7rbbbrUyNc9sQ9qD4/A+++zT+Uzb8lzOe6U9GFI9PLXztH0v2tZfbEVERERERKTVuLAVERERERGRVuPCVkRERERERFpNT2hsqRNgrDn1QKn2oqRlZKx5SQuW5v6i1oX6Bmpbbr/99lqZ8feMTc/lW2wrfI5S7kzC46kmhe1N7RFtm2oQIrptvf/++3c+U+vFnHvUD9G2Dz30UK2cy5fZJlundaXOsqmtqVOmBjrVE1HXQe0XNSK0Le3zne98p/OZfs168jl7IS/bUED7UOOWPhd1YtQ6lmzJcZdjZzrOljSc9E36Gm2dapv4XfplW/TShPXmPEh9F7WUqaYqZ5uI7v0HqMHlOJv2K/oW6816cq6nbTkup37PMWB7+mnpXjnNbcmWHOuoveO8yH1F0nmRvsY5lHsZ5PLKR9TH5TTPaUS3bWk75p8u5bFty7ibyzHNd0D6JbWQvBZ9kfr29D0l1bpHdNuO9mG/WrBgQa2czpucD3Lv6BG9qcMcCKwnxxj24dSv6be0Hcddlgnfb1N78VgpJ25uvx9em32yDe9H/mIrIiIiIiIircaFrYiIiIiIiLQaF7YiIiIiIiLSanpCY1vS6uXySpb0WYw9Zxw7NSZpfsZcnseIiB/96Ee1MnNBUbOQy4fZC3HpQ8FgbBnRre1L7UvtF3UezNvGvsHy0qVLO5+pVaGOr6QzYL8bKfbM9VHqMqiRoi2pk+XxFOZ8oxaJmh3qgX7+85/Xyqk92eeoR+FzjkRbRnQ/V9rHaUv275JtqcNkPsb0+/QtavGY+5H6a47Lab+kn7ZV60VKtuTcw7kptRfbl77HOZT5xHmcfSGlpLGlJrdkn7Sftslv07rR19hG1C+W8lvy++k7D/2S59J29E1qCtN7p/NpRLdtOc6W9O69bL8crHf6nLQd349y+b4jut9xOAencxv9mnMox1mOlTyePkcp53Bb9y4gpfdZ2jPN81yaM0trFb6TMu9tOk7TVlznsJ9wnxHaM30ujk9twF9sRUREREREpNW4sBUREREREZFW0xOhyIQ//zOsIf1pvPTzPq/FUBumqUjDW3ns3nvvrZUXLlxYK69YsaJWHi0hjk3I2TKi255p+AzDohhqw2uzzHCMNAydIXCl1CjsZ6WQ6pFAqf+yvUttxDZPQ80pEWA/YSgNw/UYmpOGr7IeZLT4Ze452d4MGyyNs+z/DHNL/auU7o1hUrR9LhyP9SqFbbbV9qWQuZzv0rYMWWSblcLU0+uV0vExHRPPL8kdegX298H0o9IcyXJJcpNC27KfcE4t3TsNn6Tt6McjJdVWU3K+Vgorpz1K77vpvEl7MGUhw1XZF/j9tMx6tTU102Dhc6b+UQozL/kt+wbfiXIpJGlr9hP6Me+V2roUZt6LtvYXWxEREREREWk1LmxFRERERESk1biwFRERERERkVbTkxrbEmlMN2PHGadOTe3ee+9dK0+ZMqVWTnW16dbdEd3aLmoQGItOPQWPSzfUIaRl6oOoEWE6IF6L9kjL1IyUtHjsd0yjQM1Cev5g9ShDqefalpT0QvTNdHt7phThuUw7Qb0u7ZP2lZKum/VWG99NKc0afTWXdq00jvJe1F1ST5TTHo1W2+W0xhxHactJkybVytOmTauVc3rsUpouQj8uzecpwzku9lK/ys2htCXLJZ0lx/A0pQ919EzHx2uzb/D70g3HUe4Ds+eee3Y+sz1LKQqpieY7zfLly7d6rVyfG000GQdyaaEiusc6np/uT8B0ejyXfst9K0g67rZRC+8vtiIiIiIiItJqXNiKiIiIiIhIq3FhKyIiIiIiIq2mlRrbNH6/pI/bdddda2VqSnJ59XiMcek5bVd/5HQIvaTRGU5y7cD2o96klP+Pmp9Un8JrM2duSR9EqI9INSml/K9t7QslnQ3LzMuW+iZ9jXogthltm+at5b2pS6K2pVTvttqnCU1z7pX07vSX1D94jH5LTS19kfdOKT1HKdfgSLE1/Sc3h+622261cqrbi+geGznWpb5Y0mjm8qJG5PMfR9T7TsmWpFdtW8oJXYJ9PN27gH6Zy8MZ0Z0fnKRtXhpHS/tWlHxzJFCybSlPbakN03fS1O4R3ft+lPaA4bVTX2vaJ9vqi03JvdOX/IGaZtqHGujUV1Ote0T3nFjKD55r/1ye8l7FX2xFRERERESk1biwFRERERERkVbjwlZERERERERaTSs0tjndQSnnHvU/jGOnjiDVDzEOPRfjHtEdx96EkartGixpO9BWtA+PUwtArViqR6Femu1PXRm1R7R9SUebo6054Er1pu/Rd1P9F9uPGlrqhUq2T7/PY01tNVJ9tcneBRxXWS7lhU7HUtqWUG9dyieeUtKv8znbmLNvILD9U9gGuby0/ZXZ/nvttVfnM+dM2o735rXSPS8iuu2Ty1lMRqKf9gfH1VSnTNuyTXJ5giO69y5I7UM/pT6afaGpJno0UtJAc5xN31N4jNdi+9N+fMdJ/Z71ICN1jmxC6Znpp7RHKS90+j7FdU+acziie9zktXPzXhvfh/zFVkRERERERFqNC1sRERERERFpNS5sRUREREREpNX0VQMMiB5O/UMuh2JJ68U8tiznvk8N54YNG2pl6jKpw6SmJKf36oW49F4gp6emrZj/kjkQWc7lL2X7U/9A21L7VdIP5XLyjRTbl3Lw0R7UPDOvbQptx/amZoS+mfoe/ZrlkgZ3pNiL5DS29DXmySvlW+T5qSaI/YL3ou9Ra8Ry2jdoy5GSM7oE2z/nm2xv5rGlNp625PFUf8f2Lu1FUMq1yb6Qu9dIsW0p1yltTV9Mx07amjpMXptzbk6PzTGYti69D5XyqI4ESu/RtGXpHYf2S8s8tscee9TKbG/6Fu2ZzpM8l7YqablHim/mKPlpU99jOd2TpJQTl8dpW65tcrnI2W+2py0Hei9/sRUREREREZFW48JWREREREREWo0LWxEREREREWk1rdDY5mLVqSdhmXHs1Acx9jzV9FDfU8oz1TT2fDToDJqS62clrVFJs0C9SnqcGpGS/qepDnM02LqksS2VaZ/ctUt6LNond25JmzcabBeR9z3aqunxnO/lcqxGlPXrOfuNRJ3eQCiNlSklPW5J95ezH32nNG6Skq+m5dHqpyX/yWnn+T7UNO9z6ouDHVdHi/1yNNVTl3wzpTRGl/YFye1JQkbruJujZNvS+yrbPD1e6gelfMg5jXQv7V2gxlZERERERERGBS5sRUREREREpNW4sBUREREREZFW0wqNLclpRpqWm+g8mmpC1IxsX5r20fT8wdpKW3fTROfXlKbtrX2asa3H+ybXd5xtzvacr3Nzamm+JSVNp7buZjC2Ln13MPbQVtueobS942xv0cS2pXOb2rpXNdJqbEVERERERGRU4MJWREREREREWs2QhSK3JWSoaejNSIBbgZfCDNpiy9FKE3tqy96mqW+m5/dquNBoxXF2ZNHE17Rlb+OcOXJoah/t2bs0nTMNRRYREREREZFRgQtbERERERERaTUubEVERERERKTVtDLdj4iIiIiIiIx81NiKiIiIiIjIqMCFrYiIiIiIiLQaF7YiIiIiIiLSalzYioiIiIiISKtxYSsiIiIiIiKtxoWtiIiIiIiItBoXtiIiIiIiItJqdhzoiQPNHyQiIiIiIiKyPfEXWxEREREREWk1LmxFRERERESk1biwFRERERERkVbjwlZERERERERajQtbERERERERaTUubEVERERERKTVuLAVERERERGRVuPCVkRERERERFqNC1sRERERERFpNf8fFwqmM26RJ2cAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OnTvt29/+tk2YMKH0X8Mct211E6nm2rJlix1zzDH21FNP2VVXXWULFiyw+++/377xjW+YmQUXpd/+9rdt4cKFdvnll9vrr79uF198sU2ZMsVWr15tZm/9mvfII4/YAw88YB/96Edt4cKFNmfOHHv/+99fuhHVsGHDgv/+8z//s82+m88+e1kzbj5UaanPvmfPHnv/+99v99xzj33+85+3X/7yl3b//ffbTTfdZGaW+xdzs3R9ly5dascee6xt3LjRvvOd79g999xj999/v11yySWNvmdT36Et69LwGc4666xGRz3cf//9NmPGDDN760L0hRdesP/4j/+wmTNn2vz5823mzJlva2qetvboo4/aypUr+bUWABK4eRSATu8DH/iA3XDDDfbHP/4xGD4Zc9JJJ1nv3r3ttttus65du9orr7zS6DDkqVOnNnqyfP3119ttt91mX/7yl1v8+Rt+2cp7cf7www/bpk2b7K677gpuSLN8+fJGHz9t2jSbNm2affGLX7THHnvMZsyYYT/+8Y9Lc/p26dLFjj32WDv22GPtO9/5jn3ta1+zL3zhC/bQQw/ZcccdZ/fff3/welOmTDEzs/Hjxyc/+5gxY2zhwoW2d+/e4NeyhuHSY8aMyfXdGx6/ePHismUvvPBC8vmpId76Xo295tv97E8//bQtWrTIbr75Zjv77LNL/67rN69YfRcsWGA7d+60u+++O/g19qGHHmrRezZl7969tmzZstKvtGZWGuFQX1/f6HMGDRpkvXv3tj179thxxx2XfI+ePXvanDlzbM6cObZr1y479dRT7atf/ar9v//3/5qc3qm1t8PmuPXWW62mpiZ6UysAAL/YAoBddtll1rNnTzvvvPNs/fr1ZcuXLl1q3/ve94J/6969u51yyil277332o9+9CPr2bOnnXzyyaXlL774oj3yyCN2xhln2Ac/+MGy/8455xxbsmRJcKfbt2vQoEF29NFH209/+lNbtWpVsCz2S1jDr2f+Mbt27bIf/vCHweO2bdtmu3fvDv5t2rRp1qVLF9u5c6eZmW3evLns9adPn25mVnqMDq9umFrptNNOs6eeeqrRqXYaPtsJJ5xg69atC37l3b17t1133XXWq1ev0jDc5ho2bJhNnz7dbr755rIpizTz2piePXua2Vu/eqeccMIJ9uc//9n++Mc/lv7ttddesxtuuMHq6+tzZ3obq1uWZWXbaHM1p76NvefWrVvtxhtvfFvv2Rzf//73S39nWWbf//73rWvXrnbsscc2+vh99tnHTjvtNJs/f36j/6Nkw4YNpb83bdoULOvWrZtNnjzZsiyzN998s8nP1NrbYcqbb75pd9xxh82cObNseDcAIMQvtgA6vfHjx9ttt91mc+bMsUmTJtnZZ59tU6dOtV27dtljjz1Wms5DnXXWWfbv//7vdt9999lHPvKR0sWO2VuZ2yzL7KSTTmr0PU844QTbd9997dZbby3dQMfM7PHHH7ef/exnjX7G2K/J//Iv/2IzZ860Qw45xM4//3wbO3asrVixwu655x578sknG33OkUceaf369bO5c+faxRdfbDU1NXbLLbeUXQw/+OCDdtFFF9npp59uBxxwgO3evdtuueWW0oWEmdlVV11ljzzyiM2ePdvGjBljL7/8sv3whz+0kSNHBjdNasyll15qd955p51++ul27rnn2qGHHmqbN2+2u+++23784x/bwQcfbOeff75df/31Nm/ePPvrX/9q9fX1duedd9qjjz5q3/3ud3Pd/KvB1VdfbbNnz7aZM2faueeea5s3by7Nbbp9+/bocw899FAzM/vCF75gZ555pnXt2tVOPPHEYBto8I//+I92++2329///d/bxRdfbP3797ebb77Zli9fbvPnzy/La6YceOCBNn78ePvc5z5na9assT59+tj8+fPLcqrN1Zz6Hn/88datWzc78cQT7YILLrDt27fbT37yExs8eLCtXbv2bb1vTF1dnf32t7+1uXPn2rvf/W77zW9+Y/fcc49dfvnl0Wlzvv71r9tDDz1k7373u+3jH/+4TZ482TZv3myPP/64PfDAA6X/AXP88cfb0KFDbcaMGTZkyBB77rnn7Pvf/77Nnj07ui21xXYYc99999mmTZsYhgwAzdHu92EGgCq1aNGi7OMf/3hWX1+fdevWLevdu3c2Y8aM7LrrritNfePt3r07GzZsWGZm2b333hssmzZtWjZ69Ojo+73nPe/JBg8enL355pvJ6X789DFNeeaZZ7JTTjkl69u3b1ZXV5dNnDgx+9KXvlRa3th0P48++mh2+OGHZ927d8+GDx+eXXbZZaWpWRqmYFm2bFl27rnnZuPHj8/q6uqy/v37Z+9973uzBx54oPQ6//Vf/5WdfPLJ2fDhw7Nu3bplw4cPzz70oQ9lixYtSn7uLMuyTZs2ZRdddFE2YsSIrFu3btnIkSOzuXPnBtO2rF+/PjvnnHOygQMHZt26dcumTZuW3XjjjcHrNKzHb37zm2XvYTI1TJZl2fz587NJkyZltbW12eTJk7O77rormzt3bnK6nyzLsq985SvZiBEjsi5dugTrVaf7ybIsW7p0afbBD36wVJt3vetd2a9//evgMQ3T/ei0Ow3fyX/Xv/3tb9lxxx2X9erVKxs4cGD28Y9/PHvqqafKHtec6X6aU98sy7K77747O+igg7K6urqsvr4++8Y3vpH99Kc/LdummprmxsyyCy+8sNHv5us1d+7crGfPntnSpUuz448/PuvRo0c2ZMiQ7IorrihNjeRfU+uyfv367MILL8xGjRqVde3aNRs6dGh27LHHZjfccEPpMddff3129NFHZwMGDMhqa2uz8ePHZ5deemm2devW6LpqeP3UdhhbD3mceeaZWdeuXbNNmza16HUAoDOoybIC3EkDAAB0CvPmzbM777wz+as5AAAeGVsAAAAAQKFxYQsAAAAAKDQubAEAAAAAhUbGFgAAAABQaPxiCwAAAAAoNC5sAQAAAACFxoUtAAAAAKDQ9m3uA2tqatrycwAAAAAAEGjuLaH4xRYAAAAAUGhc2AIAAAAACo0LWwAAAABAoXFhCwAAAAAoNC5sAQAAAACFxoUtAAAAAKDQmj3dT0qXLuE18t69e1vrpTus2BRKzb2tdXPkrQ21rG663cS2lfasZWpKsNbcpttSnvWrj8/7HfO+l68n/TIt7/ptibx9rT0/W3sda/J+jjx9K/V8fa2Wrt88fa2StSzKfrWSqvWYqYpa22re/qvlHKitzw2KqK1qwy+2AAAAAIBC48IWAAAAAFBoXNgCAAAAAAqtJmvmwO1Ufg4AkE9nyNEAAAC0RHPPj/jFFgAAAABQaFzYAgAAAAAKjQtbAAAAAEChcWELAAAAACg0LmwBAAAAAIXGhS0AAAAAoND2rfQHAIDOiul9AAAAWge/2AIAAAAACo0LWwAAAABAoXFhCwAAAAAoNDK2QAdWU1MTtMl0oqPJs43rYxX9A29HR93PdtTvVVSpeqT2b7HndlTVug3nrWW1fO4i4BdbAAAAAEChcWELAAAAACg0LmwBAAAAAIXW4TO2eTIHeR+fGvPemnkuxtebdekS//8wefMmlVqnnaWWqfUfW563b+njY89PbUcped6rs8jb1/zjW/JcM7N99tmnycfnrc3evXuj710Uqf4R6wMt3Y/6x+ddf0Vd35WUqk9b1tq3W/LcalLJbGNqHcb2dXlfq5L7umqtfV6xdazLtK39MlWPPOdLRTkXbiv8YgsAAAAAKDQubAEAAAAAhcaFLQAAAACg0AqRsdWx6H68+L777ht9rC7Xsea6XDMMsceq1Dh3HUO/c+fO0t9vvPFG9LF79uyJvna1yJsRSdXLL+/WrVuu14rV0sxs9+7dTT72zTffbPZzzcx27doVXe7rWclatmYWMtWXunbtGl0eq7Wuo9ra2qDt+05jba1nrO/qa2vtX3/99eh7+c+q/baoUnmgVN/TdarbVV1dXelv7Tt+WWPP7dmzZ3S5/+yvvvpqsCzVT2O1bey9KiVVn9RxzffNVP5W2/p47S/+vXSZ7hN0/Wo9dLn2r1h/q5ZapeTN4sVqmWqnap33vMO/tj5W29q3UrVWRd23+nqm+pae4+jy7t27B+1YP0/VVuuh253Wx9Pz1VQ/Tp0LV2tfTfVF7WueHgP1uKZS6yC2TnX9x66ZGnut2Plq3lpWA36xBQAAAAAUGhe2AAAAAIBC48IWAAAAAFBoVZGxTWVIdGx6//79S38PHTo0WNarV6+greO/ddz7sGHDgnbv3r1Lf/fo0SNYtm3btqC93377Be1UXmvDhg1Be/ny5aW/161bFyzbuHFj0E5lGlozo5BnHrdUBkHX94ABA4K21lbr6Wut+RNfK7Pyemi+S9/L10tfW7N527dvD9ovv/xy0H7xxReD9muvvRa0N23aVPpbaxnLsrS1VL7LZ0h0fes60/6itdT1H3v+kCFDgmW6Hb3yyitBW2s9aNCgoO2zSFpLrZX2vZdeeilor169Omhv2bKl9Hc15k2aEsvqaV/q06dPtK316du3b9DWevr9gPYHzY3pdhfLNZmZLVu2rPS373eNtbWWqf2uV8lcWOoYqfXT/jB48ODS36nMbGr9b926NWj7HKCuP30tPV5oX9u8eXPQ1vr4Y6xm4VOZzfYU289qLXW/OHDgwKCtfW3UqFHR5f69NJ+u/Vgz6LpP1+X++XrM1NqtXbs2aK9ZsyZo6/mVbjv+vduy76XOf1LnPLHcrG7/mpkdPnx40Nb9aGrf6OuRWke6fnXb8Mc1fb3U+Y8eY/W12rOv5tlWtLbaF3UdaX18W/ul1nrHjh1BW/utXsto//KfTfupfk6tl+5zYvXUfqz7e90nVMM5EL/YAgAAAAAKjQtbAAAAAEChcWELAAAAACi0imRsU3NB6fhwzcFOnjy5yWWpMfCa++vXr1/Q9lml1FxbsSyLWflYdB3H7j/bokWLLEbzKZWcByw2L5tmvXTsv65vzZRoPceMGVP62+dtzcrzQbodxfKiZmGWLDUHseZRfD7arPx7aXbP10u3g2rJS5uVZy98/fQ7ar5H+9qIESOCttZW6+lzl7pM31uzdrodasbQ116zKpq71L6o6ySWF6rm+fpScyb6emomU/eb48ePD9qaA9TH77///k2+t+axdL+amg9Q6+m3O62ltjVPqnnr2FybbV3bWA5T81q6/rX/HHHEEUHbZ/U0/6zZsFQGVz+L3850/6P7Os3Ka+7siSeeCNq6X/V5an0v3a4qOV94bM7vVC11v5laPmHChKDt94W6H9Vjon4W3f5juXzNTWqG9oUXXgjaWls9x9H9st/nt+V9KVo6h7eeg/p9qfZLbR9wwAFBW2ubJ4Obmrs0Na+qPt73Ve2HCxcuDNqaldf9rt5Txu9LK3mM1HWm5696j5jRo0cH7ZEjR5b+1vOf1PmTHudS+V7/WXU70G1Sc7J6nNO++te//rX09+LFi4NlqX14NeAXWwAAAABAoXFhCwAAAAAotHYZipx3aIcOh9HbXvuf5FNTvqSGfujt0/1wGr2NtQ7NiE1N09hn0+/tv5cOddXhXrqO8gzFyTscVR+v/PdI1TI23LSx5TqkIk+tdViVDmvT5f6z6zambR1WrsMfU1PG+O1Mt7nYcMeWSk1VkBpW5enQmNQULzr0RmtfX1/f5ON1Hen61b6pj9fv5bcd/Vz6nbW2K1euDNp5hl6m5O2brUm/t1+H2rf89DBm5cNX/RAsszBCYFY+7M3XU6dF01rrdqPrXz+rnzYkFV/Qvpban8X6ZmvvZ2ORD93edR2NGzcuaOs274eG675Ov7MOgdN1EJveQT+n7jN0KJ9O+ZLq934/q/vo9uxbeY6Z2tZ1outM+04qJqDbuO+7Wks9JupwYl3fsXiPfi7tp9rP9RiptdbIh98u2zK+o2LDyM3K16H2J18f7ae6n9QYQOqYqkNl/WdLDSPXfpsaGuu3Ha2lHg90qLG+Vuw8o7XF+mZqv6q11fWttfZDx3UYufbj1Pmsfm7ti74PaF/SfcLYsWODtvZz3Vb8MGo9/9G+l4pdVGJoOb/YAgAAAAAKjQtbAAAAAEChcWELAAAAACi0ikz3o3RMto7f19tJ+1tXa25Ac5Wal0tNq+PHqmvuVcfTT5o0KWhPnDgxaOuYeh0H78e563fW927J1BJ5x7jnyYbp+td2avoT/d6aI/C112Wpsf+a0dHtzGeRNIOgWZbUtBWa1YhNH5Qno9ba8k5H47MXuv61rdus0m1DM3G+1pq32rBhQ5OPNSvPq+h0ND4Dqhk0zZukpiDRbdavo7z9tJJTkMSmcdH9ptZWa6fZI32+bit+ag/NVWpWT/um1lr7qn8v/dyxnJJZ+bag9YxNS5E3X52qvd+npKaaS+UTtR5+yjHdnvW9dLnSx/tcmm4X+rk1V6bLNSu2YsWKJp+vU1akjkXt2fdi753ar+o2qfsjbet68NMepWqpU+zoZ9FzIJ+t1Klq9Dun8oyp88BKybPfbKzt16muA81haq1jx+PGHu+X63ahnyuV3db8r18Pmj3V/ai2df9USXn20/o99Lin5/R+ua4j3bfpcU+n1dHPqe/la633P9HaTZ8+PfrasW1at5tKTsfUXPxiCwAAAAAoNC5sAQAAAACFxoUtAAAAAKDQ2iVjq2Oyddy65jhS2QyfrdSMgWZAUvkUzR755fpcnVNM80F+7iez8jyEzzWZmb344oulv3W8va4jHefenrnM2Jxj+jk116TZCs3wKF1nvh6prKPm6XwWu7HlPh+k6/PAAw8M2ppH0W1Dv5dm3Pxn1+9YyaxXajvy61gzHro+NU+nWS/dVnSd+nX03HPPBcu0lrp+tW/OmDEjaPtcrX4O3a5WrVoVbes27ftmNedP9LPpftfT7Vszzppz1ddav3590H7ppZeCtt/vaj/WOXP1tQ877LDoct+/fJbXzGzZsmXRz6XbdJ75MvPWPpVziuV5U9lh/d6aZ/TrXGup+zJ9L90PaJbM58y0lhMmTAjaU6dODdq6D9HjXmwfn5pPsS3lrb3/Xlob3R9p30vdz0G/tz+30O1Zzzu032vf1HlYjzzyyNLfAwcODJbpuZjWUt87liHUdlvuZ1NZ7DzHTLP4fSqWL18etHWdaN/SbUOPRX6/quvPZ63Nyu81oTlM7Yu+9qn7aejnSt1XpJLnQJ6uM62lzs2s5yG+nqmMuD5X+55eL2j/8Y/X8x9d35qf1vtSxM5nNVec6h/VcA7EL7YAAAAAgELjwhYAAAAAUGhc2AIAAAAACq0i89imMreaEYnNM6mP1XHp+lxta+7AZyA036CZA83GaL40Np+ZWZin0M+hWQpdR21J16nmIfxyfax+D32urqPUe/l1pLXTsf+pzILO9RWbS1Brq23NwqTmN/PZl/asZd55VGP10MyI9g+d/zWVo9H14POP69atC5Zpf9B66GfRrIyfQ06f67PuZuWZtlgtzcLvUQ35kqbkmXdVM826znROvlQ+KLZ/S+V1e/bsGf0s+j38tqO1W716ddDWfqzbTSXFtiXti7r/0XWix57+/fuX/ta5YbUf6zpMrTOfAdXHaq117vfUvMKx47Ueb6vpXgaxvqfbu+YTU/tNbev39q+n60/ro+tQ+5ru030/1uyvfg7drlL3wNBtvD3vK+Kl5pJNzb/rv7d+Rz0f0nWo/VaPPbqt+HpqLfW9NGc5fPjw6Gfx3zt1jxHdH8Xm221vvp6p+/nEcq1m5fszXx89Z9HzjNR9LFJzwfvPqn1D178uT937xm9Hus1qu1L9MoZfbAEAAAAAhcaFLQAAAACg0LiwBQAAAAAUWkUytimpbJ4fn6/5ktTcppox0eX+vTS3N2bMmKA9duzYoK1ZMM0Jap7FfxYd8x7LternbG155qlKfS5ta31S8+r5XLPOzaivlcpxaF7Iz7s3cuTIYJnPoJmVZwY1d6afTTMO7ZmrbYk8c5LpNqp9SfMquk40M+L7Q6qW+to6j5vOQ+znnE5l8fRz6feqphxmHqk8u2/rY3X/pHkgXUf6eN3v+u1K+4ZmvQ444ICgrdkwzS75ec6LlKnNI7U/0X6rxzI/f6/uR7W2qftUKJ/l032uzgOpx0z9XprL1Nfzjy/KPlaljqGa1dP5vzWrqvsvf+8JrbU+NjX3r85N6+fH1HlR9Z4XWsvUPTEqdb+CvPelSC33+1U99uh5ha4jPWbqflTrqa/vpfqint/qMTX2OVLz61Yyh5lnO4odE83Kzzv0e/v9rJ7/6zFS97Na+9Q5j2/rMVFrqfcH0tfSPK//rKljZHtemzQXv9gCAAAAAAqNC1sAAAAAQKFxYQsAAAAAKLSqyNimcn06xtuPe0/Nc6dj/TVnoGPNfT7I50fMzKZPnx60NZepY83Xr18ftDXv5bMxmo1I5YzbUkveS5+byjNqPXSuWb8ONQegc2mmsgCaMxs1alSjf5uVfw/NMWn2RZdr3qsacgdvh98OU1nU1JxwmjHRjJVfrn1JtxPNQB900EFBe9y4cUHbZ0y0X2peWrMuWstqnLetOVLz2Pp6af5KMzqpeZy1XrGMj85lesQRRwRtzdxqxlA/y9KlS0t/6z43tZ9tTy3ZJ+jn1uOgrn/dpn3mXI+RqfmoU9kvn8P09zEwK89h6nNT5wKxuR1T96VoyyxY3tfyj9fPnZp/NHX/Ac39+XMi3S6UriOtl+bdR4wY0eRr6TFRM4Xab3U96H7Xf7ZqPh+K3VckdY6i31lrqcfQ2H0TdJme/0yYMCFojx8/Pmhr7X39NNurx9TUXMtFpX1P17E/Num+KpU5z8vnavWeInp+pMdfzf9qX43NvVzJa5Pm4hdbAAAAAEChcWELAAAAACg0LmwBAAAAAIVWFRlblZpLLZZZ0GxY7969o6+l87L5HIKOW9d8ieaHdE4ynV9Rx7X7ceyxPEmR6PdI5bE03xXL0Wo+SDMjms/V99IMyWGHHVb6W/PSmv9Zs2ZN0PbzQJqVZ7uLmsNUsflGY/PQmpVnSlK5Wd8Xdf1pnlpzmQcffHDQ1sy0zyql+qXWPtU3K5X9aqlYvlEzVKn8ou5HNReofdPPkThlypRg2f777x+0dR+uc0Y/+eSTTS7XjFpRs16xuTHNyvezmnnW3Kbvu9qP9bV0rlml25Gvl24nmn3X7UZrq9kv3Q/7+uaZf72apO7HoOswtU1r3/Pt2D1FzMqzeDofZuxeBrqNaaZWz480r6jbYaW0NFMbu/eEnrNoLVPrQOsX2y/rPlfvGaP72alTpwZt/az+fPXZZ58NlsXul2FWvo50u6vW86VUVli/pz9/1fMhfa6uX6XXMnpvidGjR5f+1vPX+vr6oK37EN2vakbaHz8qee+Ct4tfbAEAAAAAhcaFLQAAAACg0KpiKHJq2K0OW4gNj9TX0iGM+lo6HMBPLaFDM/TnfX3v559/PmgvXrw4aOvQHD/crwi30G4O/dypoX869Ebr54c3pYayaluH0E2bNi1o+6kK9HMuWbIkaC9fvjxo69ANHZISmyKmSLX161yHQelQJx1apvTxseFJOvzUD101M3vnO98ZtHXqAn1tP+3L3/72t2CZ1jY1jDM1LLQttWTYc2o/6/uPDpHT/WYq4qF90U9NYGY2bNiw0t86JE6Hkev6X7hwYdB++umng7aPCWjUoaPsZ/NMjWJWPrw41le1n+pr6X5Vl/u+qsMf9bWV7kdXrVoVtPV4kafvteWQudZ87dRraX9Qsf209kvtx34aKLPy/aoOefSfTWulEQ8dRq59MzUVV7UOV1Wxc6DUME6VGjqu/d7XWoeuarRO97va9zZt2hS0Fy1aVPpbo1g6tDW1jVbLVE4pefue36ZT0y1pX9Ta6n5WYxtjx44t/a3HTKW11Prp+az/HqnznWqqVwN+sQUAAAAAFBoXtgAAAACAQuPCFgAAAABQaFWRsU2N4Y7dclvHrWtOQJdr5lbbPkOiU4jomHe9ff3KlSujbX+7dLNwvL5moCo5bj1PXig1NUHqVuH6fM2UxDIomnfQ+mgmWjO2gwcPLv2teZ/nnnsuaGsOU6cl0s+Sygu1l5Zmv/zz9TvolDApqdvb+76oU2npVFuaf9cMrt5q3+e/NOul/Vifm8pPF5XW0+cXNe+j+yetpbY1DzRgwICg7eun+1ndZn22y6x8qgnND/m+nJquoaNIfS/dr/ptXLNeqe1ds3uam/X5aZ1iTTOcGzduDNrLli0L2j4bb1Y+FZf/rEXJYKbknf4ndcz0fVlrpfXQeum9DDQz7T+rZmyXLl0atPXeBVqv1L0MOoJU9j0vPX/1fXPo0KHBMp/JNAvvMWJWvr61L/q25qd1m23LWlZyepnUPWRi94RJ9Vs9f9Xpfvz5qlk41VbqvhQrVqwI2nptovf/8c/X+zG05n62rWrJL7YAAAAAgELjwhYAAAAAUGhc2AIAAAAACq0qMrYpmkPwmRHN+em4dV2uY7hjOQQd8665Sp3r9C9/+UvQ1nHrOgefH8deTXmSlnyW1HM1k6D10uf72utjNRvWv3//oK3ztGlu038WzZPoXKc6z5fO86nbWbXM9dXS9409P+931KyG1s/nMjWTOX369KCttdRcoGZKfN/U+aa3bNkS/ZypzFtR5ZmPVx+r27/2Tc0HaZbP72c1Z6P5rWeeeSZoP/7440Fb51DsiLnLlDzZL12emhtTa6vHY93v+tfT2mpGVvPuuh/WXKbeC8F/1o7SL1XqPhVK6+Mfr/lo3QePGTMmaGuuT7cNn3/X+1Joflprp22tX1HrGfsesXNZs3St9V4GPXr0CNp9+vQp/e0zmGbl9xzRfYJmpPVeBn659mO9L4V+z9QxtCi1Tu1n/fJU9j11zxE9hmr9/L0M9Pxn7dq1QVuvVfTeBdoXfT1T53lteb3wdvGLLQAAAACg0LiwBQAAAAAUGhe2AAAAAIBCq4qMbd4x27Fx7DrWXDMk+vghQ4YEbT8fpmZiNWf5xBNPBG3Nhunzq2mu2raSqmVq3irNnPh1qPkgze1NmjQpaE+cODH62j7f9dRTTwXLNB+t25XWtloyta0t9j10e9a+pW1dR9o3fa5W80G9e/cO2rr+dY7oJ598Mmj7jIlmaLW2HbWf6vqP5dtT/VL7seaB9N4FOu+wz2XqflOzepqp1Ux0Z5j/Mq9UFsxvC7FMpln5+tU5o2NzFusy7Wua9dL5FTW7l6fWRdkOWvo5U8ce38+1tnr+o3lp3Udrds9novWYqflo3WdXa+6ypXNrxvperDaNLU/dI0DnJR49enTpb52TWOcg1vrofOHaN/1+N3a/GLPqrW1eec9nfVtrl8pX6zFU7xGj8xD78+GXX345WJbK1Op9KfT+Qb6+RTy35RdbAAAAAEChcWELAAAAACg0LmwBAAAAAIXWahnbluYSYvKMz9dMiM4VpfNfjho1Kmj7TJDO1ahzmz799NNBWzMLmifqLHMqxuTNWvgcgmZsNR+kc+5pZkGzlcuXLy/9rXObbtq0KWjrtlCU3EFb9su8r53KSPu+qRlNfa7OkajZL83Y+vyX9tOOOk+tSs1/GVuu+1HtW7pfnTJlStDWzLRf5zrnsPZFndu0JbnLzio2P6bWXXN/Wntdrjk/fwxO3WdCc5m6n9V9NsfQ9Pat9fT10H2uzheutdZ7F2g2z9+n4qWXXgqW6VynWnuUH3tSfVHvNTFy5Mig7Y+bmm/fuXNn0NZzHK2f1trPdaqv1Z6Z2mrev/v9k2ZotZY9e/YM2nrOo31T97N+36r9VDO3en8gvU9F7J4x1by+m8IvtgAAAACAQuPCFgAAAABQaFzYAgAAAAAKrSrmsW0JzdRqFq9fv35Be8SIEUFbcwg+B6IZA816af4n71xe7aUtc5atTXMIvr6aSdBcX21tbZPPNSvP/Lz44oulv7VW2q6mHF971jOWu9RlminRTIjWT+dMnDBhQulvnStTv6PPdpmVzymtfddngjQfVMncXiX7Zqx+WkvN5ml9dA7pAw44IGhr7X0maPHixcEynYNP71VQLftVVc372dh8i6n5pzV3qbXUbcH3a62d7kd1DmPN/aWyeu217ytKLc3K+64/Lupcplo73WdrLlazez53qcdb3c+qStWyrd8rj1Tt9HxW17HW0993RM+HfK3MymupfU/vZeDbqbneq2X9tjdfT61V6nyoT58+0bZuG/5+BJqxjdXOrHze2o527wJ+sQUAAAAAFBoXtgAAAACAQuPCFgAAAABQaIXI2Mbm9krlf3QuKG1rxtbPcbl69epgmc6VqePUNfulqjXnUUma59IcQY8ePUp/a6Z2zJgxQVszm5o70PrF5uBLzVtbFG05b21svkSzsHZm5Xl3rZefo0/7ktbHz0FsFualzcrzQj4PX021zFufttxn+L6YunfB5MmTg7Zm9XQ/rPPmPffcc6W/NVOrtdNsGPLLk7HVY6rmq7W2egz1z9ftSI+Zuj2n5lpuT3n6WnvmQ1OZaM3y+aye7pO1trpv1BymZqJ9v9ZjZjWplnMt/Ryx853G2jrXqdbP52o1z645S62lzu+u9yRJZaYRP4ZqLTVDq+dHuh/WcyJfL62dtvPOfV10/GILAAAAACg0LmwBAAAAAIVWlUORU0Nv/HALHQalP/frEDlt68/7fqiU/pyvQ+J02I6+ln6PSg2BrJZhOGblQ29iUxOYhUNt/K3szcprqUNltH4bNmwI2uvXry/9rVM3Kd0GKzmctT3rGXuvVO1Sw9506i3/XjqsTYcib9y4MWjrsCnti356gs46NUHqe/qhT1ob7Xs6zcTw4cODtg6D0+mZfFunZtL9rH5u7XuVinhU8/Ct1Gfzy1P9ODUFiQ599X1Ra6H9ODUdkL53Z+mrXt5p1XS/6yMeeszctWtX0NbjoA5fjQ1xTA1VraYISKVo7fLuu3SaHT3/9ecpWlutnT//MSs/puq24F+7M/bDxsRiHN27d29ymVl5P9X9rtZaz4n8tYrG7PQYqv24o+MXWwAAAABAoXFhCwAAAAAoNC5sAQAAAACF1moZ2/aahsIsHIuumQWdisDnSxp7Lc3m+cyPZjI1s6A5Pv0smhfqjFL5IM0VaC7Bt3V6GK2HTimi9dF6+vpobkxfi0xJOe1Lent7rW0qc+6fr/1Sp27SKWF0W9DtzOdbNLuCt2g9Pc1yKa2P7vt0agmf50rl21NTwnDvgnKp/a6vtU47oVl4PYZqO9bPU1PAaO21ltpXO+OUealp1TS7p8dQXy/dDjR7p+tf8++6X/a5Tf2cuk/uLBnb2NRaukzPO7Qv6XI9B9J16uuj+XWduklrqX1R9+G+3VlqqfKcz2ot9RiqbT1fjWVqzcL6pZ6rx/bUfSuKjl9sAQAAAACFxoUtAAAAAKDQuLAFAAAAABRaVc5jq2I5mtQcbpo30eykjnP32S/NKOSdpzaWtTDrnPmg1HfW/JB/vOaBli9fHrS11poR0YyCX6611mxXZ6hVXpqh0nkMtT/o47UeK1asaPK5mqnVPJD2TRXLkHTGftkY3x80k6O10vWvOT+dV0+zej7vrv001fc6a31ak8/uxeZ8Niuvjz5e+3WsPrqd6PE7dczsjFJ5uFR/8PtlnctUM4J6fqT9XvfxvvaxOW47k9j31mXal7Q/aH/Reuh9Q3yuUzO02tYcptY2th/mmNk4X8/UPUh0/Wp9lJ6j+mOw9lvt1/pc1dHqyS+2AAAAAIBC48IWAAAAAFBoXNgCAAAAAAqtJmvmYOr2zLroe+lYdT9+XHOVOo+ttjWz0Ldv36Dtcwc6N2Nszluz9LxtRR+3/nbkqaVZeX38nIqan07VUrNhmkfx9UzlRTUL0xlrqVLzK6bm5NP5M/3ztbapPFCedqqWnaW2Wj+f79LaDRw4MGin5qNO5WR9Jkj3o9pvU9ntzlKvPFJZVd+/Uvtg3e/qPLaDBw8O2v6+FXrM1Fr6XL1Z+X0UUvnfzkCPmXnnhvf9Wuco1tqm7jWh9fOZz7zHzM7Yb2PzSZulM+haW62f73t6zNT7Imi99PG6H47dp6Kz1jZ2Pqu10trrtYve70f7qvYn31dfe+21YJnuR7X22q9jx9RqqmVzPwu/2AIAAAAACo0LWwAAAABAoXFhCwAAAAAotFbL2OpY89h4/Ja+l1+u49ZT8zGl5pbKkyPQMe/63GrJguWtTWvWMiWVBfPtVKZTt4XU+vfL8+aBKpk7yFOfStZS66Fi+aLUnNH6XM2MxOpZTbVtSd9saS1j+1ntW5r9SmVo8/TF1HzgefejRdnPVnLuQP9ZU8dbraVm5WN9U5elMpvabyt5b4M8fa2ajpmxx6fucaGfWx+vfD3z7lerdT/blrXMc77TnHaqPjGp89nY4/PWrjVrXZTz2VQ2PlXLPNtCaq7rvG2vLftp3tqQsQUAAAAAdApc2AIAAAAACo0LWwAAAABAoVXlPLYAAAAAAJCxBQAAAAB0ClzYAgAAAAAKjQtbAAAAAEChcWELAAAAACg0LmwBAAAAAIXGhS0AAAAAoND2ba0X0umAmntb5tZ4r/Z636Lq0iX8/xd79+5t1cejfeWpT3vWMjUlWKX2CW393i3Rkr7Znv2yPffvRVVN+1mtV6x+Raple26HefpaUY+ZeddnUc+98nzPajmXbYx+ljzPr+b65JG3PpU6B+oo67sttVVt+MUWAAAAAFBoXNgCAAAAAAqNC1sAAAAAQKHVZM0cCJ43C4DqQT4OAAAAQBE199qFX2wBAAAAAIXGhS0AAAAAoNC4sAUAAAAAFFqrzWOL6kWmFgAAAEBHxi+2AAAAAIBC48IWAAAAAFBoXNgCAAAAAAqNC1sAAAAAQKFxYQsAAAAAKDQubAEAAAAAhcaFLQAAAACg0JjHNqKmpiZod5b5YKv1e+vnSqmWz43myVtfj1pXVktqpzpLLYu6n83zuavlO6F5UrWnnpXFfja/at3PtpT/Xnm/U0ddJw34xRYAAAAAUGhc2AIAAAAACo0LWwAAAABAobVaxrYtx2znyRXoY9szk6DLO9q49daQN7/l7bPPPkFb1+/evXuDdpcu4f+3aUl9Wrp9V2pbqJZ+2djjY239nHlrqdtCHp2l3+bZV6ZqrX1T17+2Y6/HfjY/XZ/aX/Ks/9Rrpfqmf69Uv6R2aal9eKpv+vqk1nfejK1vd5RaVvKYmdon5zkH0n6pUn0xz/fuKLVvS3n3q6n9bEzefUTq+XkeWw3bAr/YAgAAAAAKjQtbAAAAAEChVcV0P/oTu7a7du0atP1P3XV1ddHX7tatW673fuONN0p/67CPN998M2jre/vnmpnt3r07+vw9e/aU/m7J0Mm2lmfYYGoozb77hpucrv/a2tqg7Wuv61vfW197x44dQduv78ae72k9dFvQ2mp7165dTb5XJYfj5R2S4uuTGhaltezRo0fQ1vrkGXb++uuvR99LX0vX8c6dO0t/a62Ubiepx1fD0JvG5O2Lvq/p+u/evXvQTg2J03Wo7+3XaWofou+lfUv3q76t20GefUA10+1f15HWNrY81Zf0+Ktt37d0ufZbfW1drvVJ7Stjw547Sm1Tx0ytrbb9MTXVt7SW+t66L/SfRZ+r/TRvbVVR6hk7n031Sz1f1fMhfb6uQ/98Pf/R2ms9tF/rcl9fra1uF6n9bFFq2ZKh46n9ptYy1Y6tw9ix3Kx8O0ud4/htJ3Vdo+1qqC2/2AIAAAAACo0LWwAAAABAoXFhCwAAAAAotDab7ie2TNuandQ8V+/evYN23759S38PGjQoWJY3n+JfyywcL65jx1NZFs0LbdiwIWivXr06aL/88sulv2M5MbPKZnBjGbhURqRXr15BW2upOcxx48YFbZ8x0XrodrLffvsF7VTG1m8bPXv2DJZprkAzJbrc19IsXuvU52pNqWk/Uvk6v451/fbv3z9oa61HjBgRtFM5G1/rYcOGBct0/Wq/TmV6fD5o69atwbL169cH7Zdeeiloa621n8fyoq2tJVOf6X5W++KQIUNKf2tttfaa/dL+kcoT6Tr1dJ+g/Vz7j9Zz+fLlpb+1tq+99lrQjt33oK2lphXxfVP7qdZy4MCB0bbul7W+nq4TfS3dFrZv3x60Y/ts3U60dlrbzZs3B23dr/rtSDOe7Zn9yjtFTOwYqrXt06dP0O7Xr1/Q1nMYfb4/tulxTtu6DpXWx/dV7VvaXrVqVdDWvpk65vq+WckcX+p8Vvd9vn7al3T96/ms7mdT90nw60W3K12/+tq63eh+4JVXXin9ree2K1euDNq6HaWy9NUyHaKK5dXNyo9Nfrme/+h+U/fpqfMrrY9v6/rVfYTWUvtW7BxI97nr1q0L2trPqyFPzS+2AAAAAIBC48IWAAAAAFBoXNgCAAAAAAqt1TK2ecZRp8ataw7BZ7/MzIYOHVr6e/jw4cEyHVuu49Q1vxXLLKTmTdXv8eqrrwbtNWvWBO1HH300aPuMm+b6dNy6jqGv5NynsXnZNDOi9dDspGZqfW3Nwvpp7XS70M+ij9ecgX+8PlZzY5r1Wrt2bdDWjEJsDuTYHLdmrZunTmVodbnWb8CAAaW/Nf+jtR09enTQ1vpoVkzb/r1Uap+Rmt/PZ3Q1//P8888H7SVLlgTt5557Lmhrv9ZtpS3FMkGp+S01Z6l90ddLa6n70TFjxgRtzRrpe2m+yy/XTJp+x1QOUOvltw3NLfn8rVn5PlszhO2Zy4zNNavrV/eT2jc1P637Wb9eNBuvr6W1T9XLf+5U9tTn9szK+9LChQuD9tKlS4P24sWLS39rDn/btm1WKansXuw8Q2urGdrY+ZBZebbP11P7g/ZTPUam5sP0xzL9zprNe+aZZ4K25jI3btzY7Lbu39vyHiSpY6auEz2u+fWvtRo5cmTQ1tqm7nUQu9eE7jdTtdXvpTlYf47z5JNPBsv0O2vt9fxI97uVkspL63mG1kPPgXytx48fHyzTY2Zqn631i80znPfcd8uWLUFbj6F+n6THRN1Hp+YqJ2MLAAAAAEBOXNgCAAAAAAqNC1sAAAAAQKG1yzy2qflflY4X19f2OQMdS67t1Lh1fW2fBdOMgb62ZmM0I6htzQBt2rSp9LdmXXRce2o+0vbMgvnPkpqDTzMhug41Y6Jtn3EYPHhwsExrqetAcxya8/OfXTNsmj/U907NYazZjFguWedbTGUUWpJh0JyGtrVevh6pvI/WNpV31+f7GqTyPtqOZTjNwryL5te1HppH0UytzuHntwWtZWuL7Wf1e2g7Nr+lWZi11H1Xak49fXxqnfr9W2p+Ra2l5rn0e/j6aM5SP7fmhSq5n9V9iu9PqflHtT66/nWd+iyfrk/NdOq+UcXmqtXPoa81atSoJp9rVr4P10xu7FxCl7Xn3JmpXGbseKD7Ue1bus70PiOx8xB9bX1vzbWmtn9/fpXql7r+dR3pOU8sc67bSVvS2qWOoZpZ99lKXf96XqG5S32t2DHTLKyX3osg9T30XFm3Db9f0NfWtmZqVWw/29r9Mnb+lLoHSer8VteR7wOx46tZee11ub63zvnt11kqP53ap+s5jV8vqXWix+c857NtlcflF1sAAAAAQKFxYQsAAAAAKDQubAEAAAAAhdZqGVvlx0qn5unUtuYVdcy2H7+vz9Wx/prR0bHo+tn8OPbUnFWaZdE5yGKZKbMw91QNcz81RT+Lb+v611ppfk7p43W+WJ870IyO5q30tXRu4FgOc+LEicGyyZMnB23NqGmGQd87lrVM1bY1a6+vpetQMyaaXfIZRd1+9bmaP9Faap5RX8/3Ve07+lzNdWjWRftifX19k4+N5WTMyvMo+r299uzHefer+j010+b7h+aQ9Tvr9q35H81Y6Xbna62vrftZzRRqW7eV2NzXKjWPYVtKbSu+L+o60n2f5rN0Hepxz/drraX2NW2n5kT0fVNze5oH1TnrU/lF7Yu6TXuVPIbGjplmYe1Tc8nq+te+pPXTbcOfT+lj9XzJ3/ejMZob9PlR/dxKt2Gtpb52ar73tpLaB6Rqq21fP10Hus703FdrrftlXUe+vpqb1H2Erm/ti9pX/WfX2mk7dR+dSu5nPT1Gpo5z2hdj91rRx2rt9N4dejzW2q5duzZo+21DP/f+++8ftPV8NnUPDL/OUvcm0OWKeWwBAAAAAMiJC1sAAAAAQKFxYQsAAAAAKLRWy9jqWHUvNQeljoHXbJ7mQPzYc32u5n1SeRUdQ+8fr5lMnWPsmGOOCdqaYdDvqWPofRZGl6Xmj6tkfig2f5auM80VaP5nyZIlQVszWX7eNs3t6RyVWnudk0/roXN7eZqf1vyJ5h/0vTXb7R+v21ys7zQmT+3zzsOp38PnZrWvaUZH3yuVR9H38tuO9odUrm/o0KFB+x3veEfQ9hkg7ac6v/TixYuDtmaVYpmStu6Xee5dkCf3bRb2TV0Huv0rzYZpVk8/q9+n6/rUfYDSex9oDtNL5Y5Ve+5XU8dBv83r/iaVe9K+F7v3hGbKdZ+9evXqoK19T1/bf27djx5xxBFBW+9toH1T30uPAf6z5s0+tqdYflqPmbrv0/1sao5Q3Y78cVK3G+2nqQyungP5fq99S/cZmgNM5Xv1s7blXKcxqf2sHpti9x/Q565YsSJo63mDvpYu123F9xddf5qr1Bz+9OnTg7b2RZ8FT80vrfufSp7Ptub5kh7ndJv255y6X126dGnQTtVS16m2/XantdTM84gRI4K27lO0Xv6cR5fpOtDtP8/5bFvVnV9sAQAAAACFxoUtAAAAAKDQuLAFAAAAABRam81j66XGUafmK9O2H8eeylBpjkPbmuHxz9c5EDXLlZpPTsfMa5bPPz71WnlzmK0pzzh4zQvp+PzUPIW6zpYvX176WzOzmlHQuTS11joXbWyuNa19Ksutn01r7T9rKuvYmvLmznQ7XLduXelvzXhoFlKzF7oOtZ/r6/m8XCoLr7WM5cp0ub6WPlaX6/fS79GefTPWF1P7Qv2e+lq+L2o2MlUP3f51P6Dr0NPs18iRI4O2ru/UXJD+Hg26T4jN+2iWP5PeEqm+GLuXhOZgtd/qOollcletWhUs06yjtnU70tf221Eqj6hzuOp2o/t43Q79OqrUvKeNyTOPrfYNPS7pOtL5wnUd6zbvtxVdn3o/E93O9LPo8dnPF546RurnSt2XQrcFv51VMpMZy/6alR/X/D4mdr5pVr6OdH1rW+vnl+v30O1I70uh7XHjxgVtfz6ltdL9kZ57VdP5rJeqdWx+18ae7+uh61uPc7ofTZ3Pan/w50D6Xnp+pO+t9dHz1dgxNHUuUMn9bgN+sQUAAAAAFBoXtgAAAACAQmuXocgtFbsFvQ7N0GE9OkRChxboT/J+6I3+9D98+PCgrdNOpKYt0qFS/vHVPIwqz/LYcDqz8mEMelvy2FC01O3Q9b2Ubkd+OoLx48cHy/w0Q2bltY0N3Wjss+h257XnsKrUUBrlH69DQLVv6ZAV/c76eF2HfoiXPleHxGm/1ambBg8eHLR1O/N0neh2lppqRZ9fKXlrrd/TDx3XWun2nZraSWm9/NAo/Vy6X9UpRnQ71H2GHzobmyrOLF3LahhWZZaurX4PPQ5q2/c9XUdr164N2qkpYLRv+r6r+1Ft65QYOlQzNcTRb8PtGfFQLdlOdHvWWuoQRR1WGBuebRbWWpfFzkkaey8d4ujrp/02NdWiHr+1trqP8Z+tLftp3tdKTQfk17H2Fa2tDk/VdaL7YV3Hvh2LWpmVx8C0b8bWv/bL2Hc2i0+RV01Stdd9jK5jv59NTTeZiutoWz+b75saHRo7dmzQ1vhCaupM304NPa5G/GILAAAAACg0LmwBAAAAAIXGhS0AAAAAoNCqImOr4/NTtwb3uRod465j/7WtuYJYPkKnK9EMidK8g58qxcxsw4YNQduPXU9lRoqS/dJapaah0PH7+no+h6D5q1S2UbNLmsMcPXp06W+trT5X86D6uTVPEcugVHN+WvmsjNY2dft6XQepPLy+nqfvrXkgzWFqxtZPTZSaQiSV9apkXqgl205qqhv/vXRZKmepy7WWsSkBevbsGSzT2qXy7rqf9dtZKgtWLfvRvFLZYN3PxqaoSmW79Bib2uf369ev9LefDkaXmZVnv/Leo8EvL1It/WfVWqUy5JpN1dyr1s/vl1NTFup2pFO66VRco0aNavJzpKbE02mk9Pig66Va6ps6N4tNEZPKaKam9dK2Pj42jY6ez+r0PnofCn283470WJ86j6uW2uWV+h6xY6ieZ6SmEUxlomPns5MmTQqWaeZW+732zdWrVwdtf78U3Z6rZaqmGH6xBQAAAAAUGhe2AAAAAIBC48IWAAAAAFBoVZGxVakclM9ixOZHNCsft67j1DW/5Zf7DKZZ+Ty22k7luTRD4h9fhHHrzZHKS6eyX5o78PXQPJbmg3S55grGjBkTtA844IDS31rL1FyBq1atCtqpeT6LIpaf09rp+tfvrG2th/ZF31dT8yeOGDEi2ta+619Pa6lZL80PxebzM6ve/JB+Lq1XLD+U2n7zLtf9sK+n5tu1L2oWTL+H1svng3SZ1q5a5iDOK9XXNJepmSq/X9Z+qNuFLtd+3K1bt6Dts1/Dhg0Llmk/1dfWY+SaNWuCtu5n88ypXq3yzgGqtdW+Fcttpu6ToG29L4X2xf3337/J99VMrdZSl8fmejcL61lNtU3tZ309dZluz6n5qVN8f9J+qplZfS+9T4Uu9+dmukz3s7HPZRY/flRTbVPHfl3u15Eu0/1k6lik9dK+OW7cuNLfhx12WLBM97Pa155//vmgrbl9f7wowry1il9sAQAAAACFxoUtAAAAAKDQuLAFAAAAABRaVWZsVWxcuy5L5YE0h6lzd/nlmtPTOfk0U+KzXWbpub7y5CeqKXeQRyoLputE6+mzeFrL2GPNyufgq6+vD9p+Dj6l89a++OKLQVvn/dJsmGa/fa2LVMvYZ9X1r1kMzZQo7T8+Q6LP1X6r82HqvG26nfm+qPNJr1+/PmhrzjuVJS5SPZtLv3OsVmbpXKY+3ueHNFOr89pqPfReBrqf9Zlp3SZj87k21i6KVJ5d90ee1k5rlTqGahbMHzd13tPUPJ1aS80gqmrNXeaRymimHp9a7vuurn/ta1prfx8KszBTaxZudzpvp54PaY5P+2Zqv1qU+sY+ty7TXHHqnjAqtp/VfpnKu+vj9bV9ffWYmZrrvTPU1iyeE08dU1P3iNEM9KGHHlr62+dtG/Pcc88F7cWLFwft2Pls6hhZjbXjF1sAAAAAQKFxYQsAAAAAKDQubAEAAAAAhVaVGdvUOPZYDkrHsWteSHMDvXr1CtoDBw4s/a3j1jUvpK+l+SDN8mkO039WzX5Vctx6S+bp1MdqjiY1B1/svbVWqayXZkrGjh0btP0cfZr1Wr58edDWeb/Wrl0btLV+qfxQEaXmKE5lblO19v1Bl/Xp0ydoa9ZLa639ft26daW/X3rppWBZqpap+amLKraf1VqlnpuaD1OzfH4/m6pl6l4Gmt3zucxU9r2j1DJv3/RtrZXS19Lsl84F7+9doPlp3YfrvQu0L+oxNbafrcasV2tIbaOpHKZfL3ofCm3rvLUTJkwI2jqPrZe6L4XWMjbfq1nHqWesfqnapTK3sTml9f4xOl+4ns9qP9bMtL8fih4Tdb+q53mqJeeYlZxHPnUt4pen5khP3ctAz3m0Lx544IGlv7XW/nzHrPz8VeeU1nvd+Kyw7v+L0C/5xRYAAAAAUGhc2AIAAAAACo0LWwAAAABAoVVlxlbpOHafM9CcRipDpZkFzQr4edtSc2NqhnbFihVBW8e56zh2n0Oopnm9WvLeqeemsqexeYl1/aXmV9T6+VyfflbNXWotNZOg200qh1mEXEJjYnNGx/qlWfmcbqmsmM97af5E563Vts5ZrPkgX79ly5YFyzSzqXNnFjFj0hyxvFBq+01lw3QeYt3v+vpptku3M61lak5pP+9t6nhQ1IxtahvU42KsXqnMmtZS25rLHDx4cOlvzX5pX1u5cmXQ1vkVNT+t20JR5wePSX2PVJ461ld1v6qZ59R9RfQY63OzixYtCpZpbTVjq8fMajoHak3+e+Q9L0idL8XuW6G11f2s1lJzsbpf9fXUPLX2644y93veOaNjdJ1obZWev9bX1wdtf98KXf86b622t2zZErRj9y4o4jGSX2wBAAAAAIXGhS0AAAAAoNC4sAUAAAAAFFohMrYqlvvTces6rl0fr1k9n/PT/IJm77S9cePGoK15oFjeqyiZg5RUTiY1t5dmwXw9Y/lbs3D+RDOz8ePHB23NYfr8luYudd4vzZto3rejzsHn5c1+pbJ7sXyQ9kud21Tbuv61761atar0t+aDdK7TjpqpTfHfU/ebscc2RvumzqHo58PU7Ltms7Wv6b0NNIfptwX9Hqn9UUepdWq+Rf+9U3Peaj00NztkyJCg7ecT1yyXSs1jq8fMztg38+apY3NM63agucvU3Kaaw/Tzvet9KbRf6nOpZXwud7P0fSz09XzuUuccHjFiRNDWjK2/N4GZ2fr164O2P27qMTN1P42OUtvUftXXJ3VPEl2u9yqYPHly0NY5wf09ZrTvPfvss0F706ZNQTu1Xy1irtbjF1sAAAAAQKFxYQsAAAAAKLRCDkX2UkM7tK23u9cpY/xP8joETodb6M//OnRDb2+fd/qTSmnP4Xmp+vnhqn6YjVl6eGqfPn2Ctg6/8MPetJY69FiHVelrddSpCvJIfefUUHIfA9B+qbXUYW36eJ1qyw+j0mkmtJapYeWdodapYVOxfmpWvp/VKWL8MDh9L62tDleNDT3W56e+R7Xug1tbbBtN9ctUbbUdm95Eh5GnYgG6LaSGyHcGeeM9vn7aD3WosS5PTWvnIzx6/qPRrNTUW51R3vNX7Ytar1iUTttaD+2LOnzVxwpaOr1hW04pWUn+s2nt9BxFo3GjR48O2qmh436KH50mTaf30dik7lc7Wl/kF1sAAAAAQKFxYQsAAAAAKDQubAEAAAAAhVb4jG3eTIKOU9dbbPuMgkrdMlvzP5rRrVQ2IG9mtjU/Z6o+qRyCn1pCpwzRTIJOG6KvrfmtPLlLfW415zyqRSq7p9k8P02I1lrz1bqdaL5LMyW+nqla5s3Q+u+Zd7uo1ulm8k7LpVkvrZdO3+Qfr++lU8Ro39SpCbSv+n1+bPqwxt67Jeu/WmuZl64z3y/Nyo+Z2u7Vq1fpb62lZt+1n+rjK5lvb0m/bk+p/azfV2otdeom7bepKWD8OU4qj5vKYbZXLdv6vVpT6vxV7z0xaNCg0t86DZdmOnVKPL13gd4jRuvptef61e27mvKhfj3o+Y1eW+j5amzaNLPyY6w/f12zZk2wLLVOOvq9CvjFFgAAAABQaFzYAgAAAAAKjQtbAAAAAEChFTJjG8t/pTK2mknQLJ+f101zfErHqWtmoZrG/lerVA7B57d0nlrNB2kGQeujcyj6DInWLu88tUXJ7LQlzb6k5sPUWvu+mJpfUedhS80R7dt5a1nUfFZL5M1Hay01z6Vt3691P6vbSSpTG9vO9LV0n9Catazm7SJ2bwNdR1oPzUdrNkz3w75v6hzDqTmLkdaSeYcHDx4cLNN+qfXS+xFoDtMfU7VfprTnfrVa+2aqdrF5as3MBgwYELR9ffUYqv06dY+YWD31c6bundJRjql58uyah9a+p5labet+VeeFXrVqVelv7Zd6r4K8fbPo+MUWAAAAAFBoXNgCAAAAAAqNC1sAAAAAQKEVPmMbG+NuVj4XlGYDdGy/z3PpuHVta/5Es2D62fJkg4uSOchL17/Wx8+BaBZmTDRvos/V/JbWR+dl8zkEzXpp1ig1r2dnlMrUal9MzW3qM7aaJdLapuZX1Dn3/HyL2k9b2tc6Sl/Ns1/V/JD2Ra215oX8e+n84JoP0vnANS+k+Wr/2VPbqObKOsp+OM/87rH5pM3K70uhuUx9bb8v1X6ptU0dI/V4ofzzW3pPi2rdx6dyfXpc1L7m96taS12/ug61f+gx1Nda98n62qn5RztK34vJ0y/N0rXV/azfL2u/1v2o3nNEM5yxeYj1tVWqli2pbSW3i1S9/L5Tz280Dz18+PCgnZpD2s9baxYeN/XaJHWPmGrZ17VVn+cXWwAAAABAoXFhCwAAAAAoNC5sAQAAAACFVoiMbSyHo2PcdZy6Zkp0uWbHfKZEc5ea2dTleceHt2Y+KKaasiq6vvO0dZlmJTdv3hy0dZ1qDsHPXau1TWWNqmmdVkoqb6L9NpXd87kdXf+6vnXeYa2fbgv+s2ktNaOp3yv1WVqiWvNCqeyj1lKzX6mMtN936jrQfFDqXgZaP1/fVEZTdZR+ncpl+rbWUud21zyd9p9YbbVW+ly9l4F+Tn2+6ih9MSa1n9X6aAbaz2eqj9XvrOtf8++x42BqbtOOMpdpXrF7F6TmkNbz1dQc0r4vat9K5aX1mBrLQKfmRW3NTG3qtdtS3ny7v0eM9kM9JupzNdO8devWoB2rV2q+cF1nbXlOk0dbvS+/2AIAAAAACo0LWwAAAABAoXFhCwAAAAAotEJkbFUss6B5q9S8tTpu3b+eZjI176PP1XHuqfkyfbsz5EvM0vlGXYd+uWZAdF4vzTS89NJLQVszDL5+qXlsVWoesI5Yz7xzn8Xy62bl69zXV+d8076oGRGdH1Nr7bNiOj+cfq5Urq+jiOVuUvO/pvJbWlutn3++vrY+VvezmvvTevrX1lpWS7ao0nzWMpV11Fpr39L5MP1ra05M26njQao+naF+qb6oWT3dxn22LzW/5bp164K25tu11r5v5s35tWUOsyUqmf3VY6auQ+0fsX2f1lK/ly7X19b9rn8v/Vyddb8a24a1X+q9DLS/6Pms1lbr4fel2k/1tVt6P6Ci4RdbAAAAAEChcWELAAAAACg0LmwBAAAAAIVWkzVzsHXefF1r0vf2bV2m87SlxrnrPGG+rVmWVI5Px7GnxrX7XEJHHfOeqo+u49g8tjpnW6qW27dvj36WWMZW23ny0p1Fao43zbdrX9S2r2/fvn2DZX5+OLPy/Ilm97ReflvQ56byQm05x3Q1ie1X8/RTM7O6urqgrX3TbxvadzQvlMoPaTbMq9b5+9pbLKeptdP9rN67QPPvOj+j38drXlr3q6ljqtY2Vr+OWsu8GVvdV/q+p8df3c/qa2l9NN/u+6L201ReujMeQ2Pnsmbl9dH9aOyYaRb2Re232vf0/EiPmdoXfa1Tc1l3lP1sS85xdP1rrbS2+tq6X43dp0JrFctemxW37zX3c/KLLQAAAACg0LiwBQAAAAAUWqsNRdaf0dtr+F7qc+Ud+pGHDsdQLRl605pDA/LWpjVvd593u9F27HPoY1OfW2vtl+cdalzJoTZ56lmpfmmWHsaj68wP69EhPir1WrGhUXmHGrdlbVvSN9tzm0vtR1OPT9Uzpi2nDankfrZa+maqtjpUWWup7dhr635Wj6GpdmwdtXZ/8PWpplqm9quxemot9Zion1vXv65jv5xjZsvFzn/M8tU+9VoqVluVt5YdZT+bOu75fWHe9Z/qx1qP2LlAqt+qSg1NzlsbhiIDAAAAADoFLmwBAAAAAIXGhS0AAAAAoNAKMd0PAAAAAKDzIWMLAAAAAOgUuLAFAAAAABQaF7YAAAAAgELjwhYAAAAAUGhc2AIAAAAACo0LWwAAAABAoXFhCwAAAAAotH2b+8Dmzh8EAAAAAEB74hdbAAAAAEChcWELAAAAACg0LmwBAAAAAIXGhS0AAAAAoNC4sAUAAAAAFBoXtgAAAACAQuPCFgAAAABQaFzYAgAAAAAKjQtbAAAAAECh/X8v/Z5pcXkQSgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OPPDAGD58eIwcOTLe8IY3RES0LTJL9MW+ERH33HNPnHbaaTFs2LAYMWJEjBw5sqWh5rl8h22L5wkTJvT69/TdIiL22muvmDx5cva36dOnR0RsV6v6xBNPxMaNG+Oaa66JkSNHZv8uuOCCiPiNPjYi4g//8A9j+PDhcfzxx8e0adPikksu6VPYfKft8JVyzz33xFvf+ta46qqr4iMf+Uj8zu/8Tnzxi1+MT3/60/GlL32p7T9DRETEha2I7OHst99+MXbs2HjooYc6+t55550Xmzdvjh/+8IexdevWmDt3brz5zW/OdHQ33nhjPP/88/HFL34xpk2b1vq3LcftrtpEqq9s3Lgx3vCGN8SDDz4YV155Zdx6661xxx13xF/8xV9ERGSL0i9+8Ysxb968+OQnPxnPPvtsXHbZZTFr1qxYs2ZNRPzm17yf/vSn8eMf/zh+7/d+L+bNmxfnnHNOvOlNb2ptRDVmzJjs3//+3/97l71bqn1Oqfqw+dDupvTsL730UrzpTW+K2267Lf7wD/8w/v7v/z7uuOOO+Pa3vx0R0fEv5hFl+y5btixOPfXUWL9+fXzpS1+K2267Le6444746Ec/2us9t/cOu9Iu257hvPPO6zXq4Y477oiTTjopIn6zEF20aFH8r//1v+Lkk0+OuXPnxsknn/yKUvPsCq6++uoYNWpUHHfccdnfzzrrrKiqKu69997d9GQiIt2Lm0eJyB7PW9/61rjmmmviZz/7WRY+WcdZZ50V++67b1x//fUxcODA+PWvf91rGPIRRxzR62T56quvjuuvvz7+9E//dIeff9svW50uzu++++7YsGFD3HzzzXHKKae0/r5ixYpez589e3bMnj07Pv3pT8e9994bJ510Unzzm99s5fTda6+94tRTT41TTz01vvSlL8Wf//mfx6c+9am466674rTTTos77rgju96sWbMiImLKlCnFZ584cWLMmzcvXn755ezXsm3h0hMnTuzo3bedv2TJkrZjixYtKn6/FOLNe/V2zVf67L/61a9i8eLFcd1118X73ve+1t9Zv51SZ99bb701nn/++bjllluyX2PvuuuuHbrn9nj55Zdj+fLlrV9pI6IV4dDT09Prd0aOHBn77rtvvPTSS3HaaacV7zFs2LA455xz4pxzzomtW7fGO97xjrjqqqviv/7X/7rd9E47ux1uj3Xr1rXtTB4R8cILL0RExIsvvrhT7iMi0p/wF1sR2eP5xCc+EcOGDYsPfOADsW7durbjy5Yti69+9avZ34YOHRpvf/vb4/bbb49vfOMbMWzYsHjb297WOv7II4/ET3/603j3u98d73rXu9r+XXDBBbF06dJsp9tXysiRI+OUU06Jb33rW7F69ersWN0vYdt+PUvP2bp1a/z1X/91dt7mzZvbJtKzZ8+OvfbaK55//vmIiHjyySfbrn/00UdHRLTOYXj1ttQl73znO+PBBx/sNdXOtmd7y1veEo899lj2K++LL74YX/va12L48OGtMNy+MmbMmDj66KPjuuuua0tZ1Jcwz2HDhkXEb371LvGWt7wlfv7zn8fPfvaz1t+eeeaZuOaaa6Knp6djTW9vdquqqq2N9pW+2Le3e27atCmuvfbaV3TPvvD1r3+99bmqqvj6178eAwcOjFNPPbXX81/zmtfEO9/5zpg7d26v/1HyxBNPtD5v2LAhOzZo0KCYOXNmVFXVWjz2xs5uh9tj+vTpsW7dulaKpG3ccMMNERHmsBUR6QV/sRWRPZ4pU6bE9ddfH+ecc07MmDEj3ve+98URRxwRW7dujXvvvbeVzoOcd9558T//5/+MH/3oR/He9763tdiJ+I3mtqqqOOuss3q951ve8pbYe++947vf/W5rA52IiPvvvz/+7u/+rtdnrPs1+b//9/8eJ598chxzzDFx0UUXxaRJk2LlypVx2223xS9/+ctev3PiiSfGAQccEHPmzInLLrssBgwYEN/5znfaFsN33nlnXHrppXH22WfH9OnT48UXX4zvfOc7rYVERMSVV14ZP/3pT+OMM86IiRMnxuOPPx5//dd/HePHj882TeqNj3/843HTTTfF2WefHRdeeGEce+yx8eSTT8Ytt9wS3/zmN+Ooo46Kiy66KK6++uo4//zz47777ouenp646aab4p577omvfOUrHW3+tY3PfvazccYZZ8TJJ58cF154YTz55JOt3KZPP/107XePPfbYiIj41Kc+Feeee24MHDgwzjzzzKwNbOOP/uiP4oYbboj//J//c1x22WVx4IEHxnXXXRcrVqyIuXPntuk1Sxx++OExZcqU+NjHPhZr166N/fbbL+bOndumU+0rfbHvm9/85hg0aFCceeaZcfHFF8fTTz8df/M3fxOHHHJIPProo6/ovnUMGTIk/vEf/zHmzJkTr33ta+Mf/uEf4rbbbotPfvKTtWlzPve5z8Vdd90Vr33ta+ODH/xgzJw5M5588sm4//7748c//nHrP2De/OY3x+jRo+Okk06KUaNGxYIFC+LrX/96nHHGGbVtaVe0w9649NJL49prr40zzzwzPvzhD8fEiRPjJz/5Sdxwww3xpje9KeszRETk/+dV34dZRKRLWbx4cfXBD36w6unpqQYNGlTtu+++1UknnVR97Wtfa6W+SXnxxRerMWPGVBFR3X777dmx2bNnV4ceemjt/d74xjdWhxxySPXCCy8U0/2k6WO2x0MPPVS9/e1vr0aMGFENGTKkOuyww6o//uM/bh3vLd3PPffcU51wwgnV0KFDq7Fjx1af+MQnWqlZtqVgWb58eXXhhRdWU6ZMqYYMGVIdeOCB1W/91m9VP/7xj1vX+T//5/9Ub3vb26qxY8dWgwYNqsaOHVu95z3vqRYvXlx87qqqqg0bNlSXXnppNW7cuGrQoEHV+PHjqzlz5mRpW9atW1ddcMEF1cEHH1wNGjSomj17dnXttddm19lWj1/4whfa7hFIDVNVVTV37txqxowZ1eDBg6uZM2dWN998czVnzpxiup+qqqo/+7M/q8aNG1fttddeWb0y3U9VVdWyZcuqd73rXS3bHH/88dUPf/jD7Jxt6X6YdmfbO6Xv+vDDD1ennXZaNXz48Orggw+uPvjBD1YPPvhg23l9SffTF/tWVVXdcsst1ZFHHlkNGTKk6unpqf7iL/6i+ta3vtXWpraX5iYiqksuuaTXd0vtNWfOnGrYsGHVsmXLqje/+c3VPvvsU40aNaq64oorWqmR0mvSLuvWrasuueSSasKECdXAgQOr0aNHV6eeemp1zTXXtM65+uqrq1NOOaU66KCDqsGDB1dTpkypPv7xj1ebNm2qratt1y+1w7p66CsLFy6s3vWud7XeY+LEidXHPvax6plnnnnF1xQR6c8MqKoG7KQhIiIiewTnn39+3HTTTcVfzUVERFLU2IqIiIiIiEijcWErIiIiIiIijcaFrYiIiIiIiDQaNbYiIiIiIiLSaPzFVkRERERERBqNC1sRERERERFpNC5sRUREREREpNHs3dcTBwwYsCufQ0RERERERCSjr1tC+YutiIiIiIiINBoXtiIiIiIiItJoXNiKiIiIiIhIo3FhKyIiIiIiIo3Gha2IiIiIiIg0Ghe2IiIiIiIi0mj6nO6nBNMB9XVb5m4jfQ++Q1PfsdPnbup7SjvasrvZEd/Uls1G3+xuOvE1bdl/0Jb9C+3Zvewq2/iLrYiIiIiIiDQaF7YiIiIiIiLSaFzYioiIiIiISKMZUPUxqJmx0CIiIiIiIiK7kr5qcP3FVkRERERERBqNC1sRERERERFpNC5sRUREREREpNG4sBUREREREZFG48JWREREREREGo0LWxEREREREWk0e+/uB9jd7Mw0Rn3dilpeHWjbUrmOkm1ffvnlvj+YdIx+2mzqfI/2KNma52vP3UudbffaK/+/8x3tR7X1rsV+tv+yo7bVnq8uncxXd3TM7G+29RdbERERERERaTQubEVERERERKTRuLAVERERERGRRtN4jS01PCzvvXf+iq95zWuy8r777puV01j1oUOHdnTvX//611n5ueeey8ovvPBCVk71RC+99FLtvfpbDPwroaQ5GDhwYFYePHhwVh42bFhWPvDAA1uf2U5ojxdffDErP/PMM1mZtn/++ee3e709VY9Le9EX0zJ9j+cOGTKktkx7pfagX27durX2u2wL9MU9wZ4l36P/DBo0KCsPHz58u9+n7ein7Ddpn2effXa7x+mndX4ZsWf2s6UxlGX2qzye9qu0Jf2YvkffpP1o67Rt1I2vEXuObev6WdY/7UNo63322Scrp75LW7H+S7amb9Keqa/2V1vSdvQt2q/ON3mMc9399tsvK7Mv3Lx5c1ZO7cP6L9mSbcExs92WPE77cAzdf//9+3ztJ598MiuX7JUep982Ycz0F1sRERERERFpNC5sRUREREREpNG4sBUREREREZFG05Ua21JseqodoAbkgAMOyMppHHpExLhx42qPT506tfV55MiR2bGStm7RokVZefny5Vn53//937PyE0880fpcpx2KaNeVdRLXzvrrxpj4bdTZnhpaakZGjBiRlY844oisPH78+Kx80EEHtT5TO0RdAZ/rF7/4RVZesGBBVt6wYUNWTu1JLVITNAt9oaTzoG6WdZ76Jn1v4sSJWfnggw/Oymwb9JdUA71x48bs2OrVq7PyypUrszK1RnX63U7zxXWTb6b9asmW1NSmusqIiAkTJmRl9ruTJ09ufaaWqOSLW7ZsqT2+ZMmS1mf2yWvXrq39LrVHTdVplvIapvajHpr2oN/StpMmTcrKaT/L8ZX199RTT2Xlp59+OivTXqltIyIeffTR1meOoXXa696epc43u8nupfkR7ZnaYMyYMdmxsWPHZuWjjjoqK3M+xbaQ3vvxxx/PjrHfXLduXVZmv7tq1aqsTN/ctGlT6zPnR03pZzvV0HJ+y3GPc57UNzlmpn1uRHsfzr6O9knty7nsmjVrsjJt3cl+MyXbdIstIzrL4c29JGjLQw45JCv39PRk5eOOO2671ytpnjnnYb9Ke6XH0z62t2uXxkySPuuusqW/2IqIiIiIiEijcWErIiIiIiIijcaFrYiIiIiIiDSartDYlnQH1AKkejpqQKgjoM6Aces8P9WjUOtFLSQ1PNQmjRo1KisvXbo0K6eaklRvG9Ged4q6TOqF6uLau0kfRGhrtoVUY0J9z4wZM7Ly7NmzszK1X6NHj87KtG8Kbc36p86Pz0199fr161ufaSu2o6Zobks6zJL+nZrnY445pvV5ypQp2THaivkXWabuI61j6p+p1eZ7UH9CvUqqEyzlxG2KPoiaZdY/NdC05ZFHHpmV2Q+n2j5qAmlL+gfrmH1lmu+vpL3jd+l7vFe3+iLpRO9eGrdmzZqVladNm5aVqdtM9dbUlbHvY/5E+ho1hKz/1NbU+TG3eGkMLemSdxclTS37Wea7TH3z2GOPzY5xzKTmlm2jLjctdfbsZ9muSrnK2Rbq9qmgLUm39LOcy7Jcp5mNaK/DdMyMiDj00EO3ey36Ivtd6t2pj0/9i+2ilHOVet26fStK+xp0cx+c2pPjGMdMjpH0Ra5N2M+mYxU1y6V5CPW8y5Yty8qp/dhGOf+htr6U9zZlV9nSX2xFRERERESk0biwFRERERERkUbjwlZEREREREQaTVdobAk1JNRipLHq06dPz46leWgj2nV91HpRO5ZqNx555JHsGGPNqRPg8TRPakS7LjONPafWqJSrkXHr3aTdq4OaWpZp61TnwVyY1NgyBx81DdSYpPo62pL1SfswBxnbYZ3GgXqIupxuvdEtOfioiaIvlfKy1eU6pUan0zxtdTplaovYR1CLzTZKvUp6r5IeqJv9NrUn9VXU3lFTy/ZPHSb1Rql/0B7MkZjmr4zorM7Yxuq01xHteVTrcp92ax8b0e6b1JGnbZy2pe04ptL2dXtksF+lLUu5Zdk2aM90nGSbZT9K3+skZ3G35JeOaNe/s/+i/dL9Cqjj4xyF4xbtV2fPkl+yfnlv+h6fJS3Tb1lH3TSGps9GPTTHyMMPPzwrz5w5Mytz3sG9KNI5Dm3F+uUck2XWadqHc27Fsb80n6V90mct2a6bqMtVy3kE/bK0HxB1y3X7QbB+aWvCuTDnW6l9eV/OVzlnL+0R82rsB+QvtiIiIiIiItJoXNiKiIiIiIhIo3FhKyIiIiIiIo2mKzS2JQ0J479TLR5zOzH2n/HfjEVn/tiVK1e2PjO2nBpa6gqoGaGujMdTfQp1MtRHMG8bNVTdqkso5eBjnVJTldYZ9SRpzraI9hxvrLM0b3BEnmuWtqbtqCujVoawDafvWcrbXNIL7S69F5+LdUBNCNt0Scua+hNz6jGnIbV61JRQQ5I+G/2QfQSfi/pd6hXTdka7UydGdqd2j76XvhdtyRyV1LuzTtjGmVM01cilOZ4j2m1LPR3HA7ar9FnYn7AN8zjtwfPrcvLtTuq0XhHtbTytI2psWaa/sD+ibR999NHWZ+qlWX91eyr0du86fXxJd8/vUgdIunUvA/Yx9D2Og6mv8rvsN5l79rHHHsvKtHXaFvgcpT0uaA8e5/iSth22927KdVpnP/ZV7EdZpqac/TDbcOpvHDNpS/ox2wbnQKm+l3NfauX53GxnnN+m8/JSH9tNtmUbTX2AemjuVcBxjLZkXm6Ok+keQLQl2wl9jc9G3039i9pfthPakhrcUo7pXYG/2IqIiIiIiEijcWErIiIiIiIijWa3hCKXQm34szl/sk9DJHgur82f6NMwqYiI1atXZ+XHH3+89Xnt2rXZMYYdlEJtGOpXFy7Dd+S9WC6FUXUrnaaMSUMkSqFODHlgKNqCBQuy8tKlS1uf2U4YzsVt+RmqyRB3hmuk7ZTtotPw1W5JEcPnoC8yrJB1yOPp9RhGTr9dsWJFVqbtaZ80NIq+xjJDGmmvuhCuki1YZ2RX2rIkC0jDj0aMGJEdo+/xOOub4cQspyFzDLli/dM/KEFgeF/ah7APKPkO23DJF7sFvhfrjL6W2rPuWES7b1G2wXDjtJ9l6CpDSJkCjCFyfA+2jbrwVI7H/G7JF9Pjr2YfW5Lr0Nc4DvJ4al+GozJskPOhhQsXZmW2hbStMIyWYeR8LspNSrKATmQAu7Of5ZwmbYcMvS/NM/geHBc570jlVgwRXbZsWe1zsv7Zz6a+yTbJ9+J8laGxqQyMdDqG7k7frFur8BjbL+cd9C36IudAaT9LW7Jd0Za0B+Un6b0Ykk5pUElOyH43ZVdJCPzFVkRERERERBqNC1sRERERERFpNC5sRUREREREpNF0RbqfUpw1Y9Prto+mZoTx4NRMUauaasF4LvWfjJGnVonHqY9I9UN8J8bMk5KGpFso2bZk6zS+n/orfpd6rnQ79Ih2jULaNmgrakao46N9qENgGqm0TL0h2yw1nCx3i+35XGzDpRRU1MSl9UD9Vap957kR7ZoeapXSFD70U+qUqBFhH8Jy2oew/XZT6oKSNim1F5+btmK/yb6SZaZ7SHWavBdtW9KAsl9I2yFtVZd2iN+N6Mw+r6b2q6SX7kS7xL6M9uC4RZ0m9XJp/0Y/pg6TWi/qMkvtMH02tjFqu9iueO1u2augRF0qud5I2zz7SaYQod6dfs6+MfVF9rmlPTBoD6anYeqh9Fnq+q7eju/KMbOUvi+1V91+ABHtunDWEe/FOkp1tRwz2SfzOflsnBOl96bvlObZ7Afq2my37CESUbYtny21NTXlPJd7FXDOyX6Xvpm2jVLqJvoi+13aM7Uf2xGfm/tY0Pam+xERERERERHpEBe2IiIiIiIi0mhc2IqIiIiIiEij2S0a25KukmVqZVItDc8txcRTn8V8T6nejnof6lOY+4k6S96LecVS7Qv1JdQklPRCTaWkc0p1Nay/Uj4t6lVIqs2jLSdOnJiVqT+hVo85j5mDLLUndUud6vp2l+akdF++B32PbZpavVRvxDyp48ePz8r0RepTqPdKNSW8Nn2P2mzqmOh7aZ9Ryi9d0n7tStuWdJepTod1Qr0Qda0l/SL9J9Wcs2+jDpO2Z04+anBTLRL1QdQDUZtUeo+U3akF63SvAvpeepxtlufW5eTurZyeP2XKlOzY5MmTs/LUqVOzMv02zTUe0e6LqT2pF+VeBtTSl3SZrxa8L/tNtjP6C8dBvlfdHgAl/TqfjX48adKk1udp06bVnst8xxxDeZy+mrZL+unuHDNLvpc+K21FfXtJi8rvs22kYxv9utRfsd8dM2ZMVk41t3zO0t4F1IvyeFpnu1NTS0pa7ro8w5wP8VzOWdjPUn9NnWzarjh/ZX7w1E97uzZ9L50DUdvLfpW27NQ3dwX+YisiIiIiIiKNxoWtiIiIiIiINBoXtiIiIiIiItJoujKPbSe5aBnvTe0dtWCMRafGNo1jL2k0J0yYkJVLefSoD0o1hsyxWtKTdos+aEehnoikdVjSl1CzwLZADUmqoaZuj5pCambnz5+flR944IGsTFvX6cKbSkkbT80bNSS0feqL1LfT1tRA0/b067TtMMfwypUrszJtTb0p/Ty9dqe23Z26TPYhqQaRtmGdUT9X0jhT0zNz5sxe7xvRnmOPfXapna1atar1mTlW6ZfUijEHXyf5YHcndbrKiPa+M23T1FmyfqnP4l4S1HOlfSf7VWpq2UeX9i5YsWJFVk5tTU0mdX3dkre2RCk/OMt8b/ZX6TyGtqKGs1ONbTpf4rXoawsXLszKv/rVr7Iy+13OgVLf7FbbRdTnoefclm2U9c/+if0sfTHV2NL32IczTy3HzLrc5NRkcr8M+i3vTdt2q8a2BOf4dXvC0E/Z744ePTorsy1w/lQ3f6Wf817sIxYsWJCV582b1/pM25by1rL97w78xVZEREREREQajQtbERERERERaTQubEVERERERKTRdIXGljDGnnHsaV6lkgaKseXUGlF3mWqAGCtObR3vxVhzakaoH0qvz++Wcps2SYeQwufme9LW6XHWP8vU/zD/JTUMqe15X+ouf/azn2VlahKefPLJrEztTDfoDnaUkkaT9mCd0BfZ5lMdLfUl1JAQtiOybNmy1udFixZlx1KdXkS7Noa2pH6xv/hiqnOi7pV7GVDXSt8r6YeYzzSF2i+2E+YZpj3TMjVqbKP9xZak1K+m9qSGivXPOuPeEsxVm+a1pV6aWnnmGaYOk2W2u9RX+Y79BWqDOYdhmXWU6mDp19Q8M3cp7cVymoeVtuT8h2Mqxwe2s27Ih/lKYB2l9qPu+KGHHsrKPF63L0hEu3+l2kr2uRzHmEOXfQb3fUn7DI6RHB+o4aQuk226qfMjvkdax7RlaR+Q0l4TRx11VFZO9yfguaW5GX2RexekfUqd1j2iO/3SX2xFRERERESk0biwFRERERERkUbjwlZEREREREQaTVdobOu0XhH12hnqg0q5MhmLnuqBInINQylPKmPoqW1hri9qStLj1MmUNLZNpfQe1NWkdUa9HM9lrkzm0mRe4vT7tN0vfvGLrLxkyZKszDxt1Oo1JWfijlDKY0u/ZR3TXqkOhBpb5qOmX7P+qQ9KNSW0ZSmHNN+jv9i2rt9l38c6Yd9He1CrRw1uepzfZV9IfRB1l9S7pxpcfreUc6+/7GVA2GbTeuC4RA0zNbWpZjOifS+DdJxkH812Q30084FT+8Xvp22lv+xLUdrLgLYs7T2Ral+5V0Gpn2Vu2rp9FGjL++67LytT10dNbmmfhKaSvldJ58r5aylvLfcySPtZajjZjqh7LeWaTcdJ2o7lur1SIjrP994tlHwznYdQd8z5DuuM+dppa+qtU99k/fLa8+fPz8oPP/xwVq7LVcsxswm28xdbERERERERaTQubEVERERERKTRuLAVERERERGRRtMVGltSimNPY76praM+i/Hh1GkyNj29F3Vm1PcwLp36CeoMeG8pa9xSzQn1KLQP9dNpnq+Idr1Qmtv0/vvvz45R20UdWn/RjOxMWAeso1L+s1SPR90ly7Q9tV/Ut6e+Sluyz2Cf0tQce53COk1h/VM7Sf06fY+5UVPYbpgDkdo96tuZHzx9Nj5nKS9nUynpSev08KwDasF4LWq/aOsUjpmLFy+uLZfG1JKuP6UpmtpOKY017K/SMZR1UrfvRG/nUze4fPny1udSnlpqNvvrPiJ14wXHQNYn5zj0Rfoer5faurQXBMe5Us7vtExb8txO50dNsX0n/Wxpbsu+jeX99tsvK9fNZ9mOOP9hmfud1OnbOfazjXbjXgb+YisiIiIiIiKNxoWtiIiIiIiINJquDEUmDJVKfxovhadyu3SG3tSFwTGUhiFyPM57814MK0mfndu8MySoqaGunYb6MVw4TceUpmLqrcx71aUOisi3t2coBsPIGY7BMBPeuxvCMXY1pbDOUogjUxWk6QmYhothUlu2bMnKDI2qS9nD56DvsUxb18kXmkSdvdjeWScMk2IqAqaAoT3rwtoYWlxKhcZ+Nu1DeKyUOqWp1I2RvZVTOEaOGDEiKzMNBe9VF8K4evXq7NiaNWuyMkOVOZ7T1nXvVQr9awqlfrRkW/pamtKHkgCGsjJEkb7HFDGpr/Lc0tyMfcqe2K+yjmg7hp9SbsV+OG3znK+W0kLR9pwDpc9SCpkuzZ9IWkfd7Lel+Wx6vJTKiam1mJ6SYxN9Ly0zZSH7Wfom0+/VtQ3OyUtyhW7AX2xFRERERESk0biwFRERERERkUbjwlZEREREREQaTSM0tnUaklQ/EtEeO87Yf5ap71q1alXrM/VB1ANRI0htUp32KyLXLFBbQY1Cf9Fw0pbUd9F+o0ePbn2m1ov1XdKM1KV1oZ6hLoVFb8dpr27cAn1nU9IHlfxjwoQJWTnVfz3++OPZMfoe7VXS3KZapDodd0R5O/s6DVWndu4mv059k30X/XLkyJFZeerUqVmZ/Sz1Xql9qKml7o+aHj4L0ySkbaETjWZv5aboNku6TLbx1H7sV2fMmJGV6cfcq4BpXlJ7pfsYRLSnpSil8WJ6E34/Pb9UB91qO8LnZn/FMZNaPerde3p6Wp9pS6YBoY6PvsdxLu0racvSmMo+u7+m4kphHXFMpM6SY2Rqy4j2tpFqKzlm0rb8Lu3FPiN99k77TY6ppfObQt3ahO29bm4b0a5/57hWt8cP+1n6KfW9hM+ans93LM2HuqGf9RdbERERERERaTQubEVERERERKTRuLAVERERERGRRtOVGtuS1iLVBjB2n3m9qD9h3Dq1fCtWrOj1c0R7HDo1CSU9FmPoUx0aNWnUi5bi3Lshrr03OtULUXOSaveoPyFLlizJytSY0D7ps1DLxeeglrukA+wv+TFTSroa1iH1XNQHMSdf2oapb1+7dm1Wpj6LOY3rnpXPRd0efa+Ux21H6BZNbUT+nqXcvhMnTszK7BtZh9Typfr3unyJEe1631K+8LRdlXLg0k95vBv1Q32BtmWdpv0Z9dHUgrGvoy05hqZ1xvplf89xj36c7oPQ27OkZdqOdKst+VylHKGc40yePDkrT58+PSun/R19jXpp7kvB+ua9036Bz80xk77IuVhpn4qmUpfblH5KW3POw+/T91Id7WOPPZYdY31zbszxmG0jfQ/Oj5jLmu/BfoBtoVvp1DfT/o19Gec/9A+OmbQf1yOpPemnpfkQ52rsl1M61bp3Qz/rL7YiIiIiIiLSaFzYioiIiIiISKNxYSsiIiIiIiKNpis1tqROC0adQCm2n1Bft3Tp0tZn6vgI71XSglHnlL4Hc4ZR11fShjUVvveYMWOycqrloA6AubsWLlyYlanPooYktR81CrxXSeO8J8I2Su0qdZjMfUp/SfVBjz76aHaMZeqlSznj0nbG5+ZzsFzSYTaVunx0rAP6JW3N+q/LDx6R25N6nzo/jWjX+dEeqQaatmaZ2mFeqxNbd4O2aBvUgnF/h9Q36Sv0LdqSeWt5PPU1ar3Y39OW1OqxH+a90vcsacGa0meX8oNTq0ffpP+k32f9US+d5kGNaPdN1nHap/O+HJ85hpLS8abAdlaXo5X1y7y19A/C/R5S3+S+FPQl9oXUfLLPSMdBjonMRc52RnbE1ruzny1pbtP+btKkSdmxUj/Lvo+a2mXLlmXlVJPLfpbrItqS8906P6etS3sgdUNO4v7Rk4iIiIiIiMgeiwtbERERERERaTQubEVERERERKTRNEJjW6cFo8aAOgLGf/N85gFL48l5X+buok6AGoVO8uqVzu2GuPVdAWP7WU41DKXcmDzOtkAdYKrdY/0y5xuPlzQineb+agJ8J9YB9Yo8n8eZyy69HvXtzHHIdkLbUvuS+hevRdvyualHaYpWr0RdG6Wt2LdRn0WNFeuY5bqcubw2bUt71OliqRVmm6N+iOVObN1NWi++96hRo7Z7nPVN36NertQ31rUr6kVpu1Id8ln53k2k1K9yHKNtWaesk9Se9EPWP+/Na1Orl96Lcyu2i7o88v2Z1L6l/R1KYyh9k3Oe1DfZZ5dy5rIt8FnStsA9L9hvlp5zR8bUbupnac/UP7inCO1BXyQ8Xjc2sR2V9uhhW+B+NKkvl/y4G9cm/mIrIiIiIiIijcaFrYiIiIiIiDQaF7YiIiIiIiLSaBohcmCsfxofzvhuxoqX8o8yDj7NG8ZzDznkkKzM3FF8lnXr1mVlapVSnQH1KTtTo9lN+RXrdBsR7drJutxpPHfy5Mm196rLf1nKW1tqR9ReUEOS2qCpGk0+d6mOSppa2iOtQ/olcyTW6aUjOtNzsc/gd3dEd9nN1OXZpm/Rlmzf1A/x/HHjxmXltA6Z36/UR5R0sqmei7Yq6ZZKOfrqbL87+1n2P8wzzP6N+0WklPrksWPHZmX6T3pvXot+y+OsM2rD6rTzdXtx9Ha8Wyi1OfoD9XS0LUnrjN8dP358Vuachr5J0jrlHIZl2pL9LM/vVnt1SmpPtn/alnVQ6p/oP9OnT+/zvdhHUD/NPUzSPPPU2dO2pTG1KbblnIbzCM47Ul8svTN9bdOmTVl59OjRWZm+W6fnpW259mCO3A0bNmTl1L5N9Et/sRUREREREZFG48JWREREREREGo0LWxEREREREWk0jdDYMqY7jXMv5UukJmfGjBlZ+ZhjjsnKdfosXov3euyxx7IyczuynMbUUzfGazchrr0vUHdArR61Gel7U18yZcqUrEw9CvUnPJ7qCh555JHs2JNPPpmVmZeN1yrlIU7ZUe3Xq6kdS+9V0oKxDlhH1KtQAzRhwoTtnss8eKX81Myzl9o61QpFtPse9UOl/IxNodRu0uP0HWpo2RdSL01NNO+VlqlbKuUaL9mrLm9nSWPbFEq2ZLkuVzD9lppa7i1B3+SzpNem365ZsyYrcx8K6sz4/bp9Kkp10F8oadD53qkWj2NmSdNJ36R90jlPyS+feuqp2nJ/JR0vSnupsA45H6ImmuVUh1nSp3NOwzL7gbQf5rVpy5K+ur9Af0k1tyW/pB8fdthhWZn9LOsw1fPy2pxXr1q1KisvW7YsK3O+m/a7TdxjxF9sRUREREREpNG4sBUREREREZFG05WhyPypmz+FpyG9DAvkT+yE22JzS+20zHCK9evXZ2WGX3DLbIZDMhQ5/fmfISilrfE7CQfYnaEDJVuyDpcvX56V0zAqhjcytIbhkiX7pG2F92VYDsOqGCJHe9XV+Y7a49W0Z3qvUhg562j16tVZmfZiKon0+0xHwnMZkkh7MeRx7dq1rc8liQDfo6mpCkgpVDMN02UdpPUX0Z5ipC6dUkTEwQcfnJXTOqWfMvR44cKFtccpI0j7XbYLhvaxP2pKP1tKScXQMvZ96VjGMHJem/0q04JwnEztSXnO4sWLszLHyJKcp26cbKqflsbIuvDfiPaQ0Z6enqycphVh6CvH1FI7Yjm138qVK7NjTBfD75ZSwvQXUvtSCsE64hjJfpXyHR5PQ5PZLtgHcAxlu+L4nYazMrSVc2OOH02VCZTmPBxf0rGIocicI/I4UwdRAkLbp/0sbUlfvOeee7Iy57tsG6lvlvrVbrSlv9iKiIiIiIhIo3FhKyIiIiIiIo3Gha2IiIiIiIg0mgFVHwOkqc14NeG212mZWi/qgagzOPTQQ7MyNSapFoyx5dSIUBtG3SU1C/x+qkOgTqkJceyvBNqSW56n29VHRIwbN671mbajbo/XooaH+qxUh0AtFzUH/G4Tt0DfUdgHlNL30BepGaG+fcyYMa3PqS4sol1nxvqmHoi+l6YVKaXWaqpWr1Noz1TfRb0PNc+jRo3KyvRF7mVAHWfqm7TH0qVLs3JJE03dU3q9nblXQTdTl3Inol0Xm9qP+vWxY8dm5f333z8rc8ykviv1VWq56Jf8LvvsTuzXX2zJfpW25JyGfSX72bRfpa6P3+UcpaQJTX2xLmVIRLuf9ldfrIO2Lc1f6Xu0bTo/isj9mrbjHJO25JyH30/1pPRbzoVp6/4yn61bi0TkcyCOgeyDOSayTK08+8Z0/VDSs7Pf5Zhb8s2UbtqzZ3v4i62IiIiIiIg0Ghe2IiIiIiIi0mhc2IqIiIiIiEijaYTGlqTPwhh3vk5JF1iXf7EUT8+cY9RdUh/Ecnp+f83hVqJO58fj1NDyXNYhbct7pbqCTvU/TdWI7EpK/lLyvbRc8jXWP+1H0uM7M3dpfyL1j078MqLelhGd+U9pvwHaqxM90J5i25L96F913+W5PM5yWsel/N6d2LI39gR7luq/zpYRue07sV1v167zzZJt91RfrKNT36Ifc06U9rsl25Z8b0dszTG2v1K3LqJtWEed9rN19y75WsnWTfFNNbYiIiIiIiKyR+DCVkRERERERBqNC1sRERERERFpNI3U2O5MOnmvkv6BlKp2T9XVvlJK9V/SlJD+mAOxm+nE10q6sdK16zQj+t2O0+l40Mn5nfqivlumzj9KvrOj/Wwn19aWZXakznamLUtoy51PJ7rLTuernew10cl4uyexI+Pc7lxjNcVeamxFRERERERkj8CFrYiIiIiIiDQaF7YiIiIiIiLSaHaaxlatTPfSqW20ZXejfdppap3siG825R33FJraBqV3OvE1bd/ddGKfPcWWTX1P57P9hx3ZF6cOf7EVERERERGRRuPCVkRERERERBqNC1sRERERERFpNHt8HlsRERERERHpTtTYioiIiIiIyB6BC1sRERERERFpNC5sRUREREREpNG4sBUREREREZFG48JWREREREREGo0LWxEREREREWk0e++sCzEdUF+3ZZZdT6e20ZbdTSf20ZbdzY74prZsNvpm/2F32rKUirGT8aGT7zYJx8x2mvqezmelhL/YioiIiIiISKNxYSsiIiIiIiKNxoWtiIiIiIiINJoBVR8DzktaDBEREREREZGdSV/10f5iKyIiIiIiIo3Gha2IiIiIiIg0Ghe2IiIiIiIi0mhc2IqIiIiIiEijcWErIiIiIiIijcaFrYiIiIiIiDQaF7YiIiIiIiLSaPbe3Q/QbdTl6y3l8mWOpb7mXJLdQ2rPTm3b6XHZtXSSZ1tbdRe0XalMXn755e0e09a7l078si/fd4ztnE7mNNZvs+i0r6zDOU530YktS35M+rst/cVWREREREREGo0LWxEREREREWk0LmxFRERERESk0TReY1uKQ3/Na16TlffaK1/LDxw4cLvX22effbJjw4cPr73W1q1ba8svvvhiVt6yZUvr8wsvvJAde+mll7JynY5sT6FTW++9d968hwwZkpX33Xff1udBgwbV3ou2fvbZZ7Py5s2bszLt99xzz233WH/XO2yPOn0QbUfb0paDBw+uLafQL+l7qa0i2n2P56d+vafaktC2db653377ZccOOOCArEzfo+3TfjQi4umnn2593rRpU3aMvse2wONS1vHV2afkl+x3S9T1s88880x2jONtU9nROc7QoUNbn+k76bHevkv/YF+Y9nccE+v6yd6uVSrvCX0r659l+gvnr6l9hw0bVnsubc/63bBhQ1ZO/YtjJG1bmuPsCbYs9ZOc49A+HBdZZ+n6hNfivZ9//vmszL6SY2jquyW/7UZb+outiIiIiIiINBoXtiIiIiIiItJoXNiKiIiIiIhIo2mExrZOY1KKW6em58ADD8zKo0aNysrjx49vfR45cmTtd0uaED73ypUrs/JDDz3U+vzYY49lx6htoX6lv+o063QJJc0sNdFTpkzJyuPGjcvKY8eObX3ef//9s2MlHQFtuWbNmqy8fPnyrJzq/p566qnsGDUMndqyKbYv+Wqq+aH+p6enJytPmzYtK9OPqUVK9dT0Jdpq1apVWfnRRx/NyvTNVItU0ueWaIotSxpa2o96r1mzZrU+T506NTtGP6Vfs0557wULFrQ+L1q0KDu2YsWKrEwd4K9//eva4ym0Vae5BLuFkoaWfkrfoiZ6xowZrc/peBoRMWHChNprsc7oe0uWLMnKqe/yWtRX05Y70z470/YlbR7bO/3joIMOysqpf02aNCk7NmLEiKw8evTorEzdH7V4qeaZY+ITTzyRlWnLdevWZWXq/qgLrNvLoFTfu9M303vTlnwu1jf3daF96E9p+dBDD82OsV2U9hdg35nOcWjLtWvXZmXOcUr36mSc7KZ+tpP5Kv2U6wnalv3qzJkzt3uc92JfR700y5wDpbbmuZyvluY8u8M+/mIrIiIiIiIijcaFrYiIiIiIiDSaRoQikzQUhz/BM+SNIaZHHnlkVk7DpiLycACGCvDaDAlimA5Dobh9dxp2smzZsuzY448/npUZDsBwSoZ6NCUMrpR+KbVvGk4a0R4qfvjhh2flNNwxoj3UIw3NYegkw6BY/zy/LvQ1Ig+BZBgP2w1DO5piy1IIHeuIoTlpaDjDblim7elb9Pu0Dp988snsGP2a12I/wHDWNPSGoaw7GprcLZT8lHU4ceLErMx+NrUnQ+YYgsV70R82btyYldN2RSkKQ/soIWCIXF1IXTeFxHVK+uylVFoHH3xwVmaoOMMhjz322Nbn6dOnZ8fo8xy3WN+lMTi1L/2SIXO89s6U8+zK0ONSeOohhxySlelraSjyYYcdlh3jmMhxrZSyJw0fZjvgnIZh6Qx/pP3Yl6bjZKfynd0VehyR25NjYKl/4pyG4cRHHHFEVk4lOxzH6Ncl36OvpWNuKU0Uw8xpS85fU/t0ky1L1Pkq+zrOWdL5TkTE0UcfnZUppaPt07ZD2zItGn2P9qlbN9FPKTEopdAzFFlERERERESkQ1zYioiIiIiISKNxYSsiIiIiIiKNpis1tp1sd8+4c+qzGFtOrV7d9veMkadmlnHs1GVSu8Q49jRlCePQqcXgtbi9et326Z1ujb8rKaWSoHYj1VgxNQH1QtRPsy2wraSaHer0qAFJ0/VEtL8H9SzUVqb6CuosqT/hs1Cz0A3bqUd0nhaEumPqYFNN9Gtf+9rsGHV+tC3rjDqQVAtGfRb1KdTC0JbU6KbH2U7q0sVEdK/mtqTzoy8y3RL1Qqnukt+nLdnPMg0Iy+z70jqnRpP9KN+zk1QGPLebNbd1qbbY59Ie1PmdfPLJWXny5MlZOW0LbN/cT4Bp7ugv7PvYh6dabp7LdsJ7l3zv1bJfp6mzSjpL+lo6NrEf5ZyFfRt1l3VzM9YvNbellCS8F8fg1N+62fd477SOOOaV9Or0Pc5JmfYu1V1yfsp9W2j7kv+k12b/z362Li1URH0Kz26m5KupRpp7R3DfCe4/wLbA9QLnFql/0FdY/yV/4LOxz0lhu2E/SlvTV1+NOY+/2IqIiIiIiEijcWErIiIiIiIijcaFrYiIiIiIiDSaRmhsGcee6r2oHWJeNup/qE+h5iHVOy5dujQ7xnxOjDWnDo26M+abS2PNqVlgPP369euzMnWBpVxS3UKdXjqiXVeQllmf1AtR50HdwQMPPJCVU10m64saA7YT5pujxpb2SO/FY6U8nd1KnW4vov29qA9inrY0rxv9lLb893//96xM36R+K9UHsd2wXbFNssz+ifZMKWk4u4n0WfnOtB19jTmjqRdi35dq+VavXp0dW7JkSVamXoi+SV9M901gP0nNLL9basNpn8920E166U5ySrPvKmnD0ryoEe11lu7/8PDDD2fHuJ8Ax1D6JvfIoP+k4wPbBccSPmenuVB3FSU9O9sw5zTMW8s9AtLrce8BznGYr516OeZdTftp+hL3VOB7sI8vjamp7+5KTe2OXrsuLzT16+wXx4wZk5VpS9Yh54Wpfalfp+1Z37QtnzUdA0pzLWq1eW326Wmdd9P8p9SP1rVZ9j/s2/hdXptrgEcffTQrp/bkuaSU+5r2TN+DfsxyydZ1evhdZWt/sRUREREREZFG48JWREREREREGo0LWxEREREREWk0XamxrcsDFpHHcFOnwTh2alcZ/01twKpVq1qfFyxYkB1bs2ZNVmaeTup7qRGh7i99L+p/qD3ivQj1Xem1uyXvaURZw0ZdQl0eW+r+qDN45JFHsjK1e6neixoE2pIaW+q5mEeVOflSe/Je1Jt0K9SblLRIJa0qSeu0pNmhXjr124h2HUiqVaKehBpZ+h7zqtLWdbrZOv1tt5Has5STmPor9nXsl6lhX7duXevzgw8+mB1buXJlVi71EbNnz87KaZ1z7GCbZbuiLXnvuvyL3ZRLs+SrdRpbjqFHHXVUVma/m9oyIuJf/uVfWp/nz5+fHeNYxHbEfpXPzXvX5admH1LSytfZdmfbMr0X22inWlSOTfTddCyizpK+x+Ps+/hsaZ5VarM5XvO52Y9yrwOOoen5tGWn9tkRe5ZysNbtT8D2yzqiL7JNs86oiU7nOJyvMi8t7cH6J2k741yW78V5NtsN22hTxsnSHjGpPUtzRo4t1EtzPss8xIsXL259Zv2x/pkfmRrbOnuwz+b8iHXAfreOXTVm+outiIiIiIiINBoXtiIiIiIiItJoXNiKiIiIiIhIo+lKjS1h/Hga585Yf8aD1+UhjGjP05bqEhjTzntRi8Q4der8SBpfTi0LdZfUUlCzxvfuFs1CKednSQOX2o/1Te0R9SjM48Y6TKEmgTpM5pMraQGoD0rvTU0atRS0bTfldUvhc5W0R4SakzRPIfUmtCW1kbx3XT5k6vqoEaGf81nom6lWm7Zje6efdlpnrxYlvTT9hX0d34t9aZqHmMcIbclcj7Rn2i8w3zH7APop2xX1Qmkf061+GVH2zbTfpdaOeWtpe+ZTXLFiRVZONdLs26g7o225twG13RyvU3tyDOW96deso91lT9qG8wj2k9TL0ReZqzntn+bNm5cdq8uNGdFu+zoNKPsA6i75XDxepwOPyHWanDfsTErtoLQHTN2ch+eW6qw0N+B+BGkO6ZItS3lsqf9N52Ksg7rxNqK9DdO26Xt1014FhM/C8T2dG3CtwfbPsaiUH5bl9FnqtL4R7X7LMttl2leyHXH+w/cq7emTlnfV/MdfbEVERERERKTRuLAVERERERGRRuPCVkRERERERBpNIzS2jNFO4/EZ417KZTp27NisXJcjsZSrcfz48VmZecCY140aoDRmnnk4U61ERHs8fidx7btTx1fSR1AXW5czi9eiPo7fZa4u6jRTHUKajy8iYtq0aVmZ2jDmxGXOOGpfUp1mqnmKKOulu4WSLUv6aVKnK6f+p5QHj5oS2jP1Vfr16tWrOyrTF9PnZh10qtfqFvhcpTzb1D6y/6JmPfUnarvoaz09PVl50qRJWZm6zFQXSz07c5NTg8v34Ht2q2+Skk4tHffY/7B/oi2pj6Ofp3XGfRCOPPLIrEzbsp1QF0ud2fLly7f7nCV9YsmWu9I302tzDOQ7l3K2co7DOk/zl/IY+2BqIXkv6tvTcZLjLftstivOeTinYRum/TphZ9qy5Ft1+nbON6nhZ3/D8YRljnvpHJQ6V36X9po6dWpW5nw3fS/air7HuVldrvcSu1Nzy3uV+oy0Xngu64B+TftwPVG3f0dJh88yx0zOjVPf5Ny2NEaW9jLo67EdwV9sRUREREREpNG4sBUREREREZFG48JWREREREREGk1Xamw70aVRo8C8bNR5UPdap+Xjd5ljjHHqpXxy1Oo9/PDDrc+LFy/OjlHHxzj2TmLTu0nHV8q3y/j9VBNEW7P+qSmhpmHy5MnbLU+fPj07Rk0hNbXz58+vLddp99guusk+nUBb1mntItrtwfdOdSLUjNBPqaGlHoX691SnQz+k7pK2ZB43ave6JWf0jpLag7Zhm2V548aNWZm+SN1NmrOPvkc9ELVgvDbvnfalv/rVr7Jj1L5Ts7kj/Ww3Q99MfZH9aqrJjKjX50a0519MfZN+OXv27KxM/Ry1ecyRm46ZEbnv0k+bkg+c/WjJtxYtWpSVuW8I/SOdl7BfZJl9NPO389ppbvm6PJsR7Xp35gen/ajJTfvd0l4GO2LrTjW0hM+W9im0JeuMvkXNOXWv3I9gypQprc+0JW3HMZX3Yn7xtF/gPI22oi2p5a6bC3Srn/YG+850jcD2zfUE+03q16nB5d4gaT/Ba5fWJrQXdfpLly5tfeZ7dJoffHfgL7YiIiIiIiLSaFzYioiIiIiISKPpylBkUheqw5AIhleU0gExjCcNnZo5c2ZH12boxn333ZeVGW6cbpHO0OOmhFF1Ct+DISkM7UhDdRi2w7QfTGXAMsM10tAPPhdt+cADD2RlhoMxtIPhfKk9+4stSWl7+1Lochqaw3BUhtIcdthhWZm+yXulIah33nlndoxhOPRF2rIpKV92hLq0WxH1fhrRbr9x48Zl5TQsbsaMGdkx2pLthOF8999/f1ZOw1WZhoLf7cYwqp1BqZ9NU1QxnJEhowwnZr9LiU6aNoTfZZgnQxYZavzLX/4yK9el3ipJHboV1gl9j2MR34vzEMpo0nBh+hZDkWlbzkPSdhOR+w/HV6bzYZ9BGK7Kfji9V116wx1lZ7eb9Hqcr3IeQVuWJB08nvazEydOzI4xxJ3jGu1DW6fjJPsI2q6UJq2pvlrqV9P1Becs9CWm2GH4MMfFuvRNHCMZ0k5fYj/Kdpiez3bRBOmVv9iKiIiIiIhIo3FhKyIiIiIiIo3Gha2IiIiIiIg0mkZobBnXnsaTM3af6QKoI+AW2tQApRoFakYYa86ULtQDPfjgg1mZce2p3qu/ar1Iaet81kNqT2o+GOtPrdiIESOyMjUPaTvilubURy9fvjwrr1mzJiuzbfTXtCEpnaY9oMaE2rLUfkzxwq3uaUvW/7Jly7Lyv/3bv7U+U29Sl9YgYuemkuhm6lIu0C/pi6x/fp+pJFLfpHaIWjCmcGMKGJZT29OWpTQhewrpe5f6Kuoy6Zvcy4D6rhRqaumnDz30UFZeuHBhVqZGMdW4NVX73um+Exyr6D9MI5Iepx6a6WNSPW5Eex9NLWXad5b6Ub4H2wJty3aZPgufq5uosyf34mBaO84pOYcp+WY6hrLPpQ6T4yDtQful9uBeNdy7gH14ac+YbrZnHRxP0vdmnXC/B46ppfkR7Zkep2/RtpyvMsUh9xlJfbm0NunGMdRfbEVERERERKTRuLAVERERERGRRuPCVkRERERERBpNV2psGVvOchrXzmODBg3KytQw8Dh1mdTupdTpSyLa9RGMc6cuYU/IbUpoL743c/Cl9qhrBxHt2iJqpGn7VO/CPF4sU9dEmpDba2dT0sVQz17nWxG5ToS2oj6Iug/qMKlvTzXStGUpp15JD9RffLfOnqx/Qq0XtWHUB6XaPvo8c+Iy3x/3MqDtUy0YdXp7op/2Ruqb1MTSVtRdcszk91M/p+2WLl2alX/+859nZWrBSlq9pupqU9h/8J1YZt9HLV+aszsi799oO16LWr1SDuk0nyn9dvHixVmZ+58Q9j8cP9J66tTur2afXbc/AeuTZfZXHKvqchTz++zraFvuG0L7kbTO6Zd1fUBE+54MpTberZTaTeprnFew72Id0facv7KtpM9C32K/y30o6MfUtzfFHtvDX2xFRERERESk0biwFRERERERkUbjwlZEREREREQaTVdqbEmd5paaA2q7mKeWZX4/1cGW8q6V4tQJNQ91mrb+otsjJR0NtZWphmTMmDHZsYkTJ9bei5oG2mfVqlWtz9SyULfH56Y2ie2IGoX+qO3r1JbUd40fPz4rp7lqWZ/0RerdqW+n/9BX66CWhbbsL75Z16+WbJnm+46IOOyww7LylClTsjL1QmmdUtvFvQuY+7Fky1TbVLJl07VE2yjtS1G39wRtdfjhh2dl5qnltam3S+3H3I2pJpPnRrT32dSdkf7ii3WwvtmmaVtq99I5EedHvBbtwX6WWsl0HxG2A+bMpW25Jwbfk7rN9Pud5j3tlnbC+mY/y3lCSf9eV4elPWCYu5S2Zp2lz8axvNTPMiduXc7WbrFVb5T62dSetC33+xk5cmRtmXXK+Ws6LnI/H46Z1PvSN9mH1L1HE8ZMf7EVERERERGRRuPCVkRERERERBqNC1sRERERERFpNF2hsS3FrVNvN2zYsNbnQw45JDs2duzYrDxt2rSsTG1Ane6AWhXGqVP3R90ly4xVr9OJ9JdcmdQJ0JbUHdCekydPbn0++uija79LDTS1e2m7icjtxzxg1ARS+0JNArVH/VFTW7Il65favAkTJmRlavvS71MfRNvy3vQ16r3StkLdEm1JP+8mdkSLVNJEp3Wa5pmNiJg0aVJWZr86c+bMrMzv056pv9F3aEvqsagTZG7UtN8u+WFT+9mS7pL+kerXI3LfGz16dHbs0EMPzcpsJ+neBBHtfWfqP6W8s9QIUovHe7NtpDTFdiVK+tHSGEp7pntRMO9pnT46ImLJkiVZmXWc+jn7f/azdXlpI9rHXPbDO7PvezXbSt29aDtqH0tjKPc6SP3jF7/4RXZswYIFWZl+y7kzfTOdO9M2nGux36Xt2V+l9unmPrmkA0/tST0094hhP0tbUyfLHN/p/gO0Jeu3NOdhn5KOobQ1bduNe5D4i62IiIiIiIg0Ghe2IiIiIiIi0mhc2IqIiIiIiEij6QqNLSnlaUtj/5mXllowahiYC4r5n9K8e/wu9SmMLWecOmPmee9Oc7E1gZLWi3VCXQ5z06a6Wur2mOOQOROpy+S9Ut1HSU/NNkh9NXUFpXJTSNsobUtNFPXRzFM7ffr0rEytZGrPhx9+ODtGvcnw4cOzMuuX9kptTx0T9UHdbKsdeTbaj+VUh1mndY9o10dTw8M80LRfms+U70RtV0kDTb+uy3Nb6nO7Wd9VB23JNk6Nbar/mjp1anaM9ct+lftSsO9MfZOaWPbZad743p6b+us6PVdTbVeitDcHx1j6btpP1+XCjIhYuHBhVl65cmVW5hwo1WWyHfBcwmfhfIv636bYs5PnLGk2Oedh+6fePc1FS9vdd999WZnthtpJam7TPqSkz+W16Oe8d7fua1Hal4L2Sn2N+/lwDOVx9nXsZ+fPn5+V0/0LOJeivpdtku/BMTS1r3lsRURERERERF5lXNiKiIiIiIhIo3FhKyIiIiIiIo2mERpbavlS7QZ1fNRwMo8e8+RRh5DqPkaOHJkdoz6I+iFqwRiLXpfXraQ5aIq+hNTlyoxo19QyH2aq62D9L1++PCsz5x41O2xXqZaP7YJaLz439T/9xV51lGxJPRBtS00JdcqpL65YsSI7Rt9h/j72EfT79Nmp/ylp8/qjFj6i3T9S+1APxNyY1OSU8mGuXr06K6d1TD0Qod+zX63TZ+0ptixpbFnHqW+W+jbajr7Ja/f09Gz3uThmlnIkdpKHuAnar77ANlvKCVrSwKXXo22phS/lKGZbobYvhc/NtlDag4R7ZOxIHtvdOR6n9qBtWEesX2qgOSflXhOpPe+///7sGMdb9hGkTk/KsYP6araL9evXZ+X+0g/zPdL3Zp5azo/oD9wbgmsT9sNpnZd09qW9b7h2qet3ea1u7Hf9xVZEREREREQajQtbERERERERaTRdGYpM+LN5GkLBUACGIBKm9uAW2+m9+PM8QzP4cz1D5gh/wk+v163bnXdKKRUBQ2cY4si0FGm9MCyKYTrcUp6hH7Rfem1+N902P6K9nZD+ElpD0vfiOzL8qJSaoJQCIA3F4b3oO7w3Q5XpT+m9eKwU2lcKh+xWWIelNpqGIjPkjaHHDCmlrembrPO0H6DPl6Av1vWrnaaAaYqEoJSGgqGCTIuXyjBou1LfV0oVkdqj5PPs00uh4/01pU9Kqe/jvIT9Lo/XpWxj+CPDVTmnYfhq2g+zjbFPXrZsWVYutQ32MWm5v9id70h70JbsVymhSlPE0NaEEgLOzRhOnI4PlJqUxuNS+Gpqz26ybWnMrPNNvgfP5ZjItQv7XbaFtI+nrerSEPV2nM+aHqefNiENl7/YioiIiIiISKNxYSsiIiIiIiKNxoWtiIiIiIiINJqu1Ngyrp2x5WmsP/U9dbH7vV1r6tSpWTnVPKQ6pIj2mHjqR0lJN5u+ZydpDSK6M649ov0561IcRbTH61MLkJZLGtqjjz669lokbSulFFOkv2iiO4F1VNJpUI/FNk5fTTU+3K6+pCGs08rz3tQ1lXR9u3I7+1fTr0sa6bTOqPdhfZb0QtT8UEeb2o+2pJ8/8sgjWZm2rksRw+fme3VrP9optCXtU5fugd+lrpK2ZBoL2i/1F6aPoW0J7cN21V/3MqiDfR/txTkNtZLpcWoy6ZdMt8drpakWI/K2QV+jrdmPMgUM9z/pjyn0OtX4r1u3LivT1pynpGnwaDuO10y3RNty/E59s6TfpS05z+vGFDF9obSHTAptRUrpsJhyj/tepOsTroNYXrt2bVYu+WYKx1ue241rE3+xFRERERERkUbjwlZEREREREQajQtbERERERERaTRdqbEtxWhv3ry59bmUt5Y6g/Hjx2dlxshTh5Dy2GOPZWXGrW/YsCErU89CnUGq9Stpg7shbr03Os2VSV0BNSLMo5fqi1JtdUR7HjZqcqgZ4bUXLVrU+kwtC23L/HK8V0kP1K32I53aM6WkQWcdUCPd09Oz3WvRj+n3S5cuzcrMs5fquagh5LWowd2VvJqaWpbpi+l7l3TGJVuOGTOm9l512nna7oknnqg9Tt9M7dlfNbUlW5I6zS39lBraUo5o+maaa3PFihXZsUcffTQr05Yl7VdTc0rXUepjS5o25gJm/5ZqcqdMmZIdmzVrVlZO51YR7X5N3WU6p1m9enV2jDlXOX+idr70Hv3Bd0v7VNC3mFN67NixWXn06NFZ+fjjj299LuX7pgaUfSX71XR+y2un+XMj2jW2pX0ROrFtN2o6t5H6KvceYP1z7wKOmdTW180p2W7oa+xX6ee0derX7H9K+uhusI+/2IqIiIiIiEijcWErIiIiIiIijcaFrYiIiIiIiDSartDYMgab8feMB0+1G9S1MtdTSSNCjWeqBWCetYcffjgrUz/EOHXqIxjnnsbFN1WTWbIdda2sE+Y5pL1STQltRw0t8/tRZ7B8+fKsPH/+/NbnlStXZsfYrur00RHNzctG6toh35m6GdqW/jF9+vSszFxrqS9St0edJfVcDz30UFau00jTD9lGm6p3JyV9Itt02t+x76Oenfog2ou+SNLrp1r3iHa99Jo1a7IyfZNavNSepdzJTYXvRV+kXrEufyz7XO5lQK0X65D2SfvV9HNEu1/yuanz668a6ZRS/0Jb0zep3Zs3b15WTv2DfssxdNKkSVmZ+4RQy5faj/rpBx98MCtzrOe+FvTjHdFhdhN1WkjqkEt1UDc/4nEeY5/Me9PWbGepJppzYfo1r1XKT91Jv/xqtoOSL9JeaZ0uWbKk9trsZ7nOoeaWeyGkcxr6EsdQljk35r1T+5X2HOlGv/QXWxEREREREWk0LmxFRERERESk0biwFRERERERkUYzoOpjgHQn+Sx3FN6LGp9Um3fQQQdlx6grGDduXFYuaWxTXQF1Ssy7xlxdneY6TenGOPWdAW3JvG3M9UV7HXDAAa3P1BxQb0INAjUi1BWkZepDqTnor1q9TqAtWd/0LeoyqeeaMGFC7fEUamzpa9Tc0n5pmX7YH3Nj9kapX019s2Qr+iL10qX8jKkuk/rPTvQ/vV1b32yvf46TU6dObX2mrnLffffNytTm0V8WLFiQlVMNNMdMamqp8+4vusqdCTW07Hfpe4ccckhWTvth5j1lu2Bu0zpdH+E+B9T90W9ZLtm+P7SFUm7x0vyIcx72y+keM5wL89olX+T8Kc1Vyz66lIO4tG9FU6C96nyT+06wX03nthHt+cN5PsfrVLfM+Q/zg9PWpXKqq+0mP+zrvf3FVkRERERERBqNC1sRERERERFpNC5sRUREREREpNF0pca2dO80rp1x56SUT5HU6bOYi6vTfJdN1RXsTEoaBepA0jqmLfld5tvi8TotXklDq+3aKdmSvlmydVru1JalcmpPbfkb6uxXZ5veyiXtGHMFp9AetP2eoL3b2ZS0e6mWkseoqyzZss4+pXzfe6Ieekcp9bskPV6ybWmeV7fPAvtczpeI2vh2Oq3/ujGX86XSXJhtg7rL1M9Lc+G6/WT6E3X2KvlWab7Eca3uep3uTdDJ2qWbxlc1tiIiIiIiIrJH4MJWREREREREGo0LWxEREREREWk0jdDYkp35LIxz7yS2vJtiz5vKzrQlr9WJfbTlrqcTW5fO1Td3PjuiFyrpgXZEF6std5xOtZR152rL5tLpeFtqN3XXK2lm1dTufFJ7lDSdnfbpdftUuO/BzmdH5sadjsdNQY2tiIiIiIiI7BG4sBUREREREZFG08hQZOmMTsMQ+kvYQn+lE/toy+5mR3zz1bSl7agMQ/0MtWw2nfjanuIfO3Me2K39l7bs/LuvpjTI+Wz/YVe1I3+xFRERERERkUbjwlZEREREREQajQtbERERERERaTRqbEVERERERKQrUWMrIiIiIiIiewQubEVERERERKTRuLAVERERERGRRuPCVkRERERERBqNC1sRERERERFpNC5sRUREREREpNG4sBUREREREZFGs3dfT+xr/iARERERERGRVxN/sRUREREREZFG48JWREREREREGo0LWxEREREREWk0LmxFRERERESk0biwFRERERERkUbjwlZEREREREQajQtbERERERERaTQubEVERERERKTRuLAVERERERGRRvP/Afbbm2UVLbg6AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for label in range(10):\n",
    "    samples = sample_cvae(cvae, torch.full((16,), label), latent_dim=64)\n",
    "    show_grid(samples, nrow=8, title=f\"CVAE class-conditional samples of '{label}'\")"
   ]
  },
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    "## 7) Wrap‑up\n",
    "\n",
    "- You implemented: training loop core, AE/VAE/CVAE modules, VAE KL + reparam, CVAE conditioning, and samplers.\n",
    "- You ran LR/L1-vs-L2 experiments and visualized latent spaces.\n",
    "- Reflect: what does the VAE's KL do to the latent structure vs plain AE?\n"
   ]
  },
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   "metadata": {},
   "source": []
  }
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