data_checking.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import torchvision.transforms as transforms\n",
    "from torchvision.datasets import ImageFolder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AzeMKIvlkor5SUbkByMfnWqnj5SaBGuOy+SsibQJyMU9m58TIyqJAkddt+oC8P8xbTiQgZwt2xts8JZMvGwgCFWNn5G93OBxIS0uTblPBCr1Nwdsae+3atWjRogUKFy6s+iIXL15s2GZukh9kukyeuzPedAgZmS46bn2ZJ3KbQNvbFMySBaLjVnQtLpvXJLL2CCT5IZdZQWRuFs2xAeTGoxVryEDBepu5ehuPcXNyI8y2jcnmtSqYFfsfKPJTTKWCkW4gE1MJyNWVMjsuIFB4072McJcPsrFJe/fuRbdu3VCoUCHExMSgcePGWLduncd5ovHnMnmlVvjbAbkaOIEgkGPcSMdp06aNep4V8bYKvtSO02tTtm8EirzuN1PuUWSMu5ObNWhk2ty1axeeeeYZ1KlTB/Hx8ShRogQ6duyoGYMoo29wnD73t9zsb87IxNLmJvmhv1mh3wLm25dl68sEgvywTpG1U5ldf0fBSvtGbsI53HJ5Wt78FFu3bkX79u2RkJCA+Ph4tG3bFr///rvXdnMTM+2N7gSixpYz3mIqZca4SJsc36c/j8vWo5LJoROpscj1lhb5dG1ujXHRNZeMj0+mJjnXR/0P9/4im7cjUp8u0PYnK/pmIAmUXHfH29pdJDdDZp0NmB9HALCN2Yx8GBnbrWzsBu9fIYdWf7GiBqZMzJdMPSxfa1QbzRW+5mrlJmbLdRkbmd579OZbze16LFbsuxNIAqWvi+YyWJUfLSuDRdZ9XFfNnH2JZPf7EYm7ksnBsiqWIFAEUl8XqXMou9Y1O19Wpm8257gvU3KpA70mt6JesoyMAeRqB4ju7RIoAl3zyeyYcBl/iuj6UKRN3j/jJnaqzwrI+YsDQSDnFBm9WjQG1Wi+d45dBMRje6xoM5AEk0y3oq4D4JvfXaRuQSDID/khvsYzeetvga7jGijyel19mRxgWf07r8Rh5iZmz+Oy/jPRGkWy9mCR/B0rcntl6iwGivyQ2yuqq8usxwHz8/dlZUygMFOuyz5zUZ1Iz5amt5+Ylb5Vs/IArPAdytY4DgTNg2zPXCtqMgLisaUybQYCs/UIGXuwqO/Ql9oSCmbE8/Leiv9hxvpQwcwcGitqEojmpNqt7pMVtZVlY73N3qdexh7BMfvm7MlkRewIYM0+H85w3W19zIgjAKyru+0M5+VYn18LiMl/2TbNtvkpiO7lEAjyQ/1GQMxuINum2Xtwyfa3QBFo351CIOIBRX13vux7k598d2+++abP64kwmZMffvhh9OzZE5GRkT59WV5jwYIFGDhwIO699148+eST2LBhA4YNG4Zr165h1KhRgb69XKdr165CC/9ff/0VTZo0wSOPPIKoqChs27YNr7zyCtauXYv169cjJCTE5fxhw4ahfv36LscqVKjg8vfTTz+N1157DQ899BAGDRqECxcuYMGCBWjWrBk2btyIBg0aALip7Ddo0AAFChTAkCFDkJiYiJ9//hnjxo3D1q1bsWrVKrXN33//Ha1atULVqlXx2muv4ejRo5g+fTr27NmDr776yuX7V69ejc6dO+OWW27B2LFjERcXh3379nkUdVyyZAmWLl2KunXromTJkl6flTvp6ekIC5MadnmKLVu2YNGiRZqbEVStWlVTEC1evBirV69G27ZtXY4vXLgQ/fr1Q5s2bTBp0iSEhobin3/+wZEjR3xqMycnBx07dsT27dvx9NNPo3DhwnjjjTfQvHlzbN26VS0emJ2djXbt2mHLli0YPHgwKlasiG+++QaDBg3C+fPn8dxzz6lt7t69GyEhIRg4cCCKFy+O8+fP43//+x+aNm2KL774wqvh7q233kJOTo7hOXmN9PR0/P333+jQoQPKli2LkJAQ/PTTTxgxYgQ2bdqEJUuWeFwzYcIEpKamuhwrWLCgy98PPvggPv30U/Tv3x9169bF8ePHMXfuXDRs2BB//vknUlJSAACff/457rrrLtStWxevvPIKLl26hNdffx2NGzfGtm3bUKRIEbXNr776Cl27dkXz5s0xe/Zs/Pnnn3j55Zdx+vRpl2Ifsu8xOTkZkydPdjkmMt5TUlKQnp6eZ4LEfeHjjz/Gzz//rPmZTN8QfeZFihTRHONff/010tLSPORGnz59sHz5cjzxxBOoWLEiFi1ahA4dOmDdunVo3Lix5n2/8MILugrfoUOHcPnyZfTu3RslS5bEtWvXsGLFCnTp0gULFizAgAEDDJ/XmDFjMHr0aMNz8jojRoxAWFgYMjIyPD4TfY/79+/H0KFD0apVKzz55JNISEhQ5eovv/yC9957T/O7r1y5gmeeeQaxsbGanx89ehRNmzZFgQIFMGnSJFy5cgXTp0/Hn3/+ic2bNyMiIkI99/nnn8crr7yC/v37o379+li1ahUeeOABOBwO9OzZE8DNheAjjzyC22+/HQMHDkTRokVVHeLbb7/Fd999Z2j8AG4GAbnrOXkd2X7et29fpKWloVevXhgyZAiuXr2Kbdu24fTp0y7n/f7772jevDlKlSqFkSNHIikpCYcPH3aZx2XbFHmPsm2OGTMGxYsXxy233IJvvvlG6tkFw9rHLBn45Zdf4u2330atWrVQrlw5oWDHnJwcDB06FLGxsZrJLz///DNmzZqFatWqoWrVqobBtaJz/qhRo/Dvv/+ie/fuqFixIvbv3485c+bg888/x++//47ixYsb3nN+1N2c8fbM//zzTxQqVAjDhw9H4cKFcfLkSbz77rto0KABfv75Z9SuXVs99+LFi2jWrBmOHj2KAQMGoEKFCjhz5gw2bNiAjIwMxMTEALhp3LvjjjtQsWJFjBo1CjExMfjqq68wfPhw7Nu3D6+//rraptnv0df5x5lgXp8B4mv3xx57DK1bt3a5logwcOBAlC1bFqVKlQIg/8xF5frs2bMxbNgwdOzYEa+88gquX7+ORYsWoVOnTlixYgXuuecel3bvv/9+dOjQweVYw4YNvT6vYNfdZGTgQw89hGXLlqFv37649dZb8csvv2Ds2LE4fPgw3nzzTfU8K+YKmXXFP//8gylTpqBixYqoWbOm7lpFj/wo161ak4vK4Oeffx6PPvqoy7VXr17FwIEDPdZnvCY3H6M1OXDTLtqoUSMAwMCBA1GqVCkcP34cmzdv9jh3/PjxmDBhArp164Y+ffogMzMTf/31l0ty1KVLl9C4cWOcOnUKw4cPR/HixfHRRx+hR48eSEtLwwMPPKCeK6q7/fzzz3j++efRoUMHjBkzBmFhYVixYgV69uyJHTt24MUXX1TPnTJlCjZu3Iju3bujVq1aOHnyJObMmYO6devil19+0d2cRyHY5broeJSxdVoxxmXmH1EfgBb5dYwPGDAAJUuWxEMPPYQyZcrgzz//xJw5c/Dll1/it99+Q3R0NAC596ggIv9F9XqZOXfr1q2oU6cOevbsifj4eOzcuRNvvfUWvvjiC/z++++adh5vNiAtgn2MW2F3u3LlCho2bIirV69i0KBBKF26NLZv3445c+Zg3bp12Lp1q7oGMNvuphAZGYm3337b5ViBAgWEnlewr8+cMeobCmbqeKL+M0DclyMzp2ixevVqr+fkZbzJtW3btiE1NRVdunRBoUKFcODAAbz11lv4/PPPsX37dhf9VjReYebMmR6BMIcOHcKYMWM8nvmUKVNw+fJlNGjQQLcwpjsifbhOnToYOXKky7FKlSp5bbtp06ZIT093kS35jdmzZ+Pw4cOan509exZHjx5Ft27dUKZMGWRmZmLNmjXo06cP/vnnH0yaNEnzOrN8cjJj3ArdQIv8uB5ftWoVpkyZgq5du6J3797IysrC+++/jzZt2uDdd9/FI488op4r6s+2ItYBuBkAvXXrVtSvX98jkNoZmTWXjG6ghR3mcREZaMV7BMR85FbZbrUIdl3dmUD0DVEdT8Y/Iyr/tciP87hMXICMfQwQs7kptGnTBr169XI5dsstt7j8feXKFbRo0QIXL17Ec889h/DwcMyYMQPNmjXD77//jqSkJPVcUdugTJta5MeYCGeOHj2KSZMm6erqmZmZ6NixI3766Sf0798ftWrVwvnz57Fp0yZcvHgRycnJAHyPJzLSGwFx+Svqc5HRYWR0PFE/kkwsrxb5UW90xpt/HhCTGzk5OWjTpg127NiBQYMGoVKlSti7dy/eeOMNfPPNN9i5cyfi4+Ol2gTk4+PnzZvnkgAYGhrq1293J9hjcGT071GjRmHq1Kno1q0bhg8fjh07dmD27Nn4+++/dWObvNkiZOJ6rLIbuBPs9h9APH5NtE0Zm5Loe7TCNqhFftQb3TGax++55x6P3BcAeO6553DlyhU1T0Y2RlVUVluhN86bNw+DBg1Cq1at1Dyb119/HVu2bMGmTZu8jnfWG2/qjaIxV4B4btPZs2cxYcIElClTBrVr1zYsACAqN2T1DXeCfR4HxPPJRH2lonIDkJvHrdTxnAnmMS6bvyLSpoJozJPZOTEyskiL/Lg2s8KmryDqDxPJiQTkbMEK3vqbTL6sO/k1/sYZIx9b06ZNNcf4jBkzsH37drRq1Uq6TcAavU3B2xr7008/RdeuXdGwYUO14MVHH32EXr164ezZsxgxYoTufQMs090RyXN3xpsOISrTZcatL/OEQn6U6c7I2JzMkgUy41Z0LS4TUym69tAi2GW6bEy96NwsUx9DdDxasYbUIj+OcbvrbTzGzcmNsMI2JpPX6owZsf96BLtNXcb+reBNN5CJqZSxqZgdF6BFfrS3ycQmHTlyBA0bNkRoaCiefvppxMbGYuHChWjbti2+/fZbNG3a1KVtmfhzkbxSK/ztsvOUO8E+xrX07y1btuD11193GY9WxNsCvtWOM2pTpm9owX4z13W3bI5JbtegkWnz7bffxjvvvIN7770XgwYNwsWLF7FgwQLcfvvt+Prrr130fVl9g+P0ub/lZn9TEI2lVeD+9l9/s0K/tcK+LFNfRotg12FE36OMncqK+juAtfYNhfxqiwjGHG5njPwUv/32Gxo3bozSpUtj3LhxyMnJwRtvvIFmzZph8+bNqFy5smHb+dHe6Ewgamw54y2mUmaMi7bJ8X3GcfqAmN1ARscTrbHI9ZbMx2w9R2TNJePjk6lJzvVR9ZHJ2xGtTxdo+5MVfVMLu8h1wLteL5qbIbPOtiKOgG3M5uTDyNhuZeQ6719hDlbUwFQQifmSqYflS41qb3OFL7laCvlVrsvayGR9q4Gox2LFvjtaBLu+ruAtl8Gq/GgZGSxTW5/rqvm/L5FMTVrRuCuZHCwrdA4t8qtcd8ZIXxetcyi71jU7X1amb3Lclzm51IFek1tRL1lGxsjUDpCZf9yxQ80ns2PCZfwpoutD0TZ5/wz71WeV8RdrYYc5RUSvlolBFY1dBMRje6xoUwuW6f9h9l46gPky3R1vOYfu5NeYDGfMyg/xNZ7JqL8Fuo6rFsE+xq3Yl1RG/85LcZgK+XEel3k+sjWKRO3Bovk7VuT2yvoqnAl2uW7Fflky63HA/Px9GRmjRX6U6zLPXFYnEq2tY6Vv1cw8ALN9h7I1jt3Jj3mH7gRiz1wrajKKxpbKtKlFftQjfLEHe/Md+jL/AObF8/LeiuJ4Wx8qmJlDY0VNAlH/gx3rPllZW1l072Gz96mXsUdwzL65ezKZGTtixT4fznDdbWPMiCMArKm77Qzn5RhjVn6tqPyXadMKmx8gVz/Gnfw4jztjVv1GUbuBbE1Is/fgkq1J4E5+tP+4Y8YeXFbFA4ra8Xzd9yY/+e569OgB4KYNSBoKMAsXLiQAdODAgVz93mvXrlFSUhJ17NjR5fiDDz5IsbGx9O+///rULgAaN26c9HXKc/j11199+l4txo0bRyKv2Ogd9O7dm5o1a+a1jenTpxMA+vnnn9Vj69atIwC0bNkyw2szMzMpOjqaunXr5nJ8//79BICGDRumHps4cSIBoL/++svl3F69ehEAl/d25513UokSJejixYvqsbfeeosA0DfffKMeu3jxIhUrVozuvvtuys7ONrzXY8eO0Y0bN4iIqGPHjpSSkmJ4fiBQ3qcvHDhwgADQunXrPD7Lycmhhg0bUt++fSklJcVj7OhRoUIFqlixosf3REdHu7xbGbTaXLp0qUd/O336NBUsWJDuv/9+9dhHH31EAOidd95xuf7ee++lqKgoOnXqlOF3X716lYoVK0bt2rXz6d6tAAAtXLjQp2ubNWtGvXv39nrekCFDCACdOHFCPSYqt44ePUoA6KmnnnI5/t133xEAeu2119Rj1apVowoVKlBGRoZ67Pfff6eQkBB68sknXa6vVq0a1a5dmzIzM9Vjzz//PDkcDtq5c6fhPem9x2bNmlH16tUNrw0048aN81n2KHJZS96np6dT2bJlacKECQSABg8eLNSmVt/QQmbstGrVihISEig9PV09tmnTJgJA06ZNc7nn8uXLU8OGDTXb+fPPPyksLEz9Td7mIyKirKwsql27NlWuXNnrublFSkqKT7oFkfE8/vXXX1NERASNGTNGWAfReo9nzpzxmJeJiB555BECQHv27NFsa9SoUVS5cmVV93Ln8ccfp+joaDp06JB6bM2aNQSAFixYoB47evQohYeHu/TZnJwcatKkCSUnJ1NWVhYREWVkZNDGjRs9vufFF18kALRmzRqvvz83MBqnIojMCXr9XJlLP/74Y8Prs7OzqUaNGnTbbbfRtWvXDM8VbVP0Pcq0SUTqczxz5ozPerrViM7FWhjNCWbKwJMnT6rvevDgwUK65rx58ygpKYmGDx9OAOjMmTMun587d44uXbpERETTpk0z7Peic/4PP/zgoc//8MMPBICef/55r/ecW1ilu3l75lqcPHmSwsLC6LHHHnM5/vjjj1PBggVp//79htf379+fIiIi6Ny5cy7HmzZtSgkJCS7HzH6Pvs4/uU1eW59prd212LBhAwGgiRMnqsdknrmMXK9YsSLVr1+fcnJy1GMXL16kuLg46tKli3pMeR7O+mBeJFC6m+jY2bx5MwGgsWPHupw7cuRIcjgctH37dsN7NHOucEZrXXHp0iVVvixbtkx3PASavL4mJ/Jv/bx48WICQGlpaaa1yWvyAx6fiazJ77zzTkpNTaWzZ88afs/PP/9MDofDxd6ixdSpUwkAffvtt+qx7Oxsql+/PhUvXtzFNiOqu+3fv58OHjzociwnJ4datmxJkZGRdOXKFfX4xo0bXb6DiGj37t0UGRlJDz74oOG95yZ5aU2uNR79tXX6O8ZF5x8ZH0AgMXuMa81b7733HgGgt956Sz0m8x5l5L+oXu/vnLt8+XICQB988IHm595sQIEkL41xf+1uaWlpBIA+//xzl3NfeOEFAkC//fabesxsu5vyPPLa+3UnL6zPvPUNK3Q8Uf+ZjC9HC705JVAYvTMRjOSDL3Jty5YtBIAmT56sHvM3XuGll14iAB5274MHD6pr7NjYWK9rDpE+LGN7CBSicQ1aGMmHU6dOUYECBVRdXdQu0alTJ4qNjXWRlQpm+uRExzhR7ukGuYWZ6/G//vrLw556/fp1qlKlCiUnJ7scl/Fna+FPrAMR0eHDh1UdvHr16rr9XmbNJaobBJJAzuOiMtCK9yjqI7fKdhtIAq2rB6pviOp4Mv4ZUfkfSMycx2XiAmTsY6I2NyISnt+nTJlCAGjz5s3qsZ07d1JoaCg9++yzLueK2gZl2gwUVsZE3HfffdSyZUtdW/OUKVMoPDycNm3aJP293uKJvOmNMvJX1Ocio8OI6ngyfiSZWN5AEij/vKjc2LhxIwGgOXPmuBx/9913PWJjRNuUWW8qceYi8QUKvsQm5BaBisER1b+PHz9OYWFh9PDDD7ucO3v2bAJAn376qeb3e7NFyPhqrbAbBIpA2n9k4tdE29RCy6ZEJP4ec8s2mFvkJfvP4cOHyeFwUP/+/dVjMrqojKw2W2/MyMigggULUtOmTV1idT777DMCQLNmzfL6+3OD/Ko3asVcEYnnNl2/fl21//3666/SuoyW3JDRNwJJoOZxmXwyLbz5ShW05AaR+DxutY6X2wRyjGuhlb8i06bod+VWToyeLAok+cGmL6rvyuREitqCnfHW30TnlECSl/Lerl27RvHx8dSmTRvNz721aZXepuBtjd2mTRsqWbIkXb9+XT2WmZlJ5cuXp1q1ann9/blBfpDponnuzniTvzIyXXTc+jJPBIJA2dsUzJQFMuNWdC0uk9fkz9ojt8hLMp1IO27C33oFWjk2MuPRijVkIGG9zTy9jce4ObkRVvhUZfJaFcyK/Q8k+SGm0hlf/FFaMZUyOr0VcQGBxEx7m0xs0qBBgygsLIx27dqlHrt69SqVLl2a6tat63K9aPy5TF6pFf52f2MGc4O8Nsb79etHDoeDjhw54vVcf+JtfYnF9tamTN8IJHndb6bco2yOSW7XoJFpc8uWLXT58mWX+zl79iwVKVKEGjVq5HJcRt/Ia354Lbi/BU9/U/BFv80t8kN/08Jf/dYK+7IWevVlAkVe02G8vUdntOxUVtTfsdq+kdtwDrd4npY3P0WHDh2oUKFCLnaQ48ePU1xcHN1zzz1e7z23CLRPwRl/a2wpiMRUytZi8dYmx/cZz+MydgNRfUymxiLXW1ro07W5NcZF11wyPj7RmuRcH9UVkf6il7cjWp9Oj9y2Pznjb98MJHlhfWak18vkZsiss62II2Abszn5MDK2Wxm5zvtXyKPVX6yogelLzJczejHesjWqRfzfsrlagcAque6Mnm1F1rcaqHosWviz706gCZS+LprLYEV+NJG4DJZZ93FdNXP2JdJCryataNyVTA6WFTpHIAmUvi5a51B2rWt2vqweon2T477+w5dcamdya01uRb1kURkjsz6VmX8CSaBqPlkREy7jTxFdH4q2yftn2K8+q4y/OFAEck4R1atlYlC10Ipd9LfmnhVt5hbBJNO18Leugy9+d19yvnOL/JAfooW3eCZv/S3QdVwDSaBrdTrj776kMmv8vBKHmduYPY+LPh/ZGkWiNl2Z/B2zc3v93a8rt8gPub2iurrMetyK/H1/aznlFmbKdZlnLqMTidZ8sNq3alYeAJH5vkOZGseBJNj2zLXCxiwaW+qv3To3sNIe4IyWPdjfOmha84+CFfG8zvDeigc8PpPRI8zMoTG7JoGM/8GOdZ+sqK0sE+udW/vUa9kjOGbfvD2ZrIgdsWKfDwWuu22ce2dWHIEe/tbdVuC8nNzJr/W1tr5Rm0TW2Pxk7E+BIj/Ub/Q3h1GrTSv24NJCJkc8twi0XT9Q8YCidjxf9r3Jr7472dhqIqIQSLBo0SI4HA4cPHhQPVa2bFl06tQJP/74Ixo0aICoqCiUK1cO77//vsf1f//9N1q2bIno6GgkJyfj5ZdfRk5OjuZ3ffXVV2jSpAliY2MRHx+Pjh074u+//1Y//+677xASEoIXXnjB5bolS5bA4XBg3rx56rGzZ89i165duHbtmnps3bp1OHfuHAYNGuRy/eDBg3H16lV88cUXMo9Gl0OHDmHQoEGoXLkyoqOjkZSUhO7du7s8Q2euXbuGxx57DElJSUhISECvXr1w/vx5j/O8PR89tJ6FGZQtWxYAcOHCBc3PL1++jKysLM3PMjMzkZ6ejmLFirkcL1q0KEJCQhAdHa0eu3TpEgB4nFuiRAmEhIQgIiJCPW/NmjV46KGHkJCQoJ7Xq1cvxMXF4aOPPlKPLVmyBKdOncLEiRMREhKCq1ev6vbLkiVLIjw8XPMzERwOB8aPH6/+PX78eDgcDuzatQs9evRAQkICkpKSMHz4cFy/ft3l2vT0dAwbNgyFCxdGfHw8unTpgmPHjnm0aRWLFy/GX3/9hYkTJwpfs3nzZuzduxcPPvigy/H58+cjOzsbEyZMAABcuXIFN2WY720uX74cxYoVwz333KMeK1KkCHr06IFVq1YhIyMDALBhwwYAQM+ePV2u79mzJ65fv45Vq1YZfn9MTAyKFCmi29ed6dOnjzo2AODgwYNwOByYPn06ZsyYgZSUFERHR6NZs2b466+/PK5ftmwZqlWrhqioKNSoUQMrV670aDO3EBnj2dnZup8B2uMWgDrG//33X+zYsQN33323OpYBoHbt2qhatSo+/PBD9diOHTuwY8cODBgwAGFhYerxQYMGgYiwfPlyw9/j7T1mZWXhypUrhm24o7zfRYsWqcf69OmDuLg47N+/H+3atUNsbCxKliyJCRMmePT5c+fO4eGHH0ZCQgIKFiyI3r17Y/v27R5tWsXUqVORk5ODp556Suo6b31DQXTsnDhxAuvWrcM999yDqKgo9fjy5csRGhqKAQMGqMeioqLQr18//Pzzzzhy5IhHW8OHD8fdd9+NJk2aCP+e0NBQlC5dWmiMKzLcGYfDgSFDhiAtLQ2VK1dGVFQU6tWrh/Xr13tc//333+PWW29FVFQUypcvjwULFmi2aQWZmZkYPnw4hg8fjvLlywtfp/UeCxcujOrVq3uce/fddwMAdu7c6fHZnj17MGPGDLz22msuY9iZFStWoFOnTihTpox6rHXr1qhUqZLLPL5q1SpkZma66HQOhwOPP/44jh49ip9//hkAEBERgTvuuEPqPt0pW7Ys+vTpo/6t6Mbr16/3qr/l5ORg/PjxKFmyJGJiYtCiRQvs2LHDo83cQK+fv/baa2jQoAHuvvtu5OTk4OrVq5rXr169Gn/99RfGjRuH6OhoXLt2TXcOEG1T9D3KtAnArznTaO2zevVq1KlTB1FRUahWrRo+/vhjj+v/+OMPNGvWzGXts3DhQo82rcJMGVisWDEXndwb//77L8aMGYMJEyagYMGCmuckJiYiPj7ea1syc37Tpk0REuK6xG3atCkSExOFxnh+1t1EnrkWRYsWRUxMjMs7v3DhAhYuXIgBAwYgNTUVN27cUHVpdy5duoSoqCiP7yxRooRLn7HiPfoy/7hjt/UZIK67KbaVBx54QD0m88xl5PqlS5dQtGhRFx0oISEBcXFxurLn6tWruHHjhuFvcCfYdTfRsWO0JiYiLF261PBezJor3NHqm/Hx8UhMTPS5zfws193xZ03u7/p5yZIliI2NxV133WVam7wm98TbmnzXrl346quv8PTTTyMpKQnXr19HZmam5rkzZ85E8eLFMXz4cBCR7rPcsGEDihQpgpYtW6rHQkJC0KNHD5w8eRI//PCDelxUd0tNTUVKSorLMYfDga5duyIjIwP79+9Xj99xxx0u9h8AqFixIqpXry40jwe7XNdCazz6a+v0d4yLzj8yPgAt8usYb968uccxLd3J1/doJP9l9Hp/51yjeUrEBqSFHce4v3Y3I/8ZAJdxZrbdzZns7Gz1XmSww/pMtm+YpeOJ+s9EfTl6aM0pejRv3txFRn7//fdwOBxYunQpnnvuORQvXhyxsbHo0qWLpu1/7ty5KFeuHKKjo9GgQQNs2LDBo02r8FWuaclKf+MVlixZgtTUVA+7d0pKipS8k7Ex3Lhxw9Aeq4Xyfr///nv1WPPmzVGjRg1s3boVd9xxB6Kjo5Gamor58+d7XH/o0CF06dIFsbGxKFq0KEaMGIFvvvnGo02rGD16NCpXroyHHnpI6rqyZcvi2rVrmvYLM31yomM8N3WD/Lger169OgoXLuxyLDIyEh06dMDRo0dVGSnjz9bC31gHAChdurSHDq6FzJpLVDfQww7zOOBdBlrxHkV95FbZbrWwi64eiL4ho+OJ+mdk5L8W+XEel4kLkLGPidrcnElPT/eQe84sX74c9evXR/369dVjVapUQatWrVzkr4xtULRNPfJzTMT69euxfPlyzJw5U/PznJwcvP7667j77rvRoEEDZGVlScXQeosn8qY3yshfUZ+LqA4DiOt4Mn4k0VhePfKj3qgg4p8XlRsyNh3RNn1ZbxIRLl265DWO19fYhGCPwRHVv3/++WdkZWVpjjEAmmsKEVuEjK/WSruBM8Fu/5GJXxNtUws9+7voe8wt22B+1Bud8cX+88EHH4CIXNb4MrqojKw2W2/866+/cOHCBdx3330u/ahTp06Ii4vzat8AWG80QivmSia3KTIyEsWLF5f/Yf+PltyQ0Te0CPZ5XCafTAvReDwtuQGIz+NW6njuBPMY10Ivf8WXNr3FPOVWToyWLNIjP67NrLbpe7P3yeREitqCFbz1N5k5RYv8Gn+j4IuP7bPPPsPly5c95K9om1bobQoia+xLly6hUKFCiIyMVI+FhYWhcOHCQvMHy3RPjPLcnfEmf0Vlusy49WWecCY/ynQFGZuTmbJAZtyKrsVFYyr9XXvYUaYD2vq3P/UK9NoUHY9WrCH1yI9j3M56G49x83IjrPCpiuZGKJgZ+69HsNvUtTCyqfjqj9KKqZTR6a2IC9AiP9rbZGKTNmzYgFtuuQWVK1dWj8XExKBLly747bffsGfPHo92ZOLPveWVmu1v9zdmELDfGM/IyMCKFSvQrFkzJCcnez3fn3hbX+ym3tqUicXQgv1mnoiO8UDUoJFps169eoiLi3O5n6SkJDRp0sQjLldW3wA4Tl8U7m/+9zdf9Vvub8b4q99aYV/WQqu+jB5202EAcd+v3rlW1N+x0r7hTH61RQRzDrc3P8WGDRvQunVrJCUlqcdKlCiBZs2a4fPPP/e6ps2P9kaFQNXYUvAWU+lLLRZvbXJ8n/g87s1uIKqPydRY5HpL5mKVnuNtzSVTu1C0JjnXR5VHL2/Hl/p0zuS2/ckZf/umFnaR6970epncDJl1ttlxBGxjNi8fRsZ2KyrXef8K87C6BqZozJczeut8WZ1GJMZFNlfLmfwu153xZlsR9a0Goh6LTJvO+NI37aKve8tlsCI/GhCXwTLrPgWuqyaGXl0dLbRq7snEXcnkYFmhc2iR3+W6N31dNEdNdq1rdr6sFjJ9k+O+/kM2l9qd3FqTW1EvWVTGyKxPfZl/nAn2mk9WxISL+lNk1oeibfL+GfarzyrqL9Yj2OcUBW96tS8xqAp6sYv+1Nyzok2AZbo3/NlLxwqZ7owvOd/5NSZDwcz8EC2MfCki/S3QdVy1CPYxroW/+5LKrPHzQhymO/lxHhd9Pr7WKPJmD5bJ3zE7t9ff/bqCXa7r4c9+WTLrcSvy9/2t5ZQf5brMM/dFJ/JWW8dK36qZeQCA+b5DmRrHWuTHvENnArVnrtk2ZpnYUn/9kflRj9DDyB7sTx00QHv+sSKe1xneW9ETUT3CzBwaK2oSyPgf7Fj3ycrayoD3WO/c2qdeyx7BMfvm78lkZuyIFft8KHDdbWO7vllxBHr4W3dbgfNyjDErv9ZX+W/UJmCNzc+X+jHO5Md5XMHM+o3+5DDqtWnFHlxayOSI50f7j4JVe3Ap+BsPKGPH82XfGzv57nzLHndj79696NatG9q0aYNXX30VhQoVQp8+ffD333+r55w8eRItWrTA77//jtGjR+OJJ57A+++/j9dff92jvcWLF6Njx46Ii4vDlClTMHbsWOzYsQONGzdWjVEtW7bEoEGDMHnyZPz2228AbgqIoUOHonXr1hg4cKDa3pw5c1C1alVs3rxZPbZt2zYAwK233ury3fXq1UNISIj6ub/8+uuv+Omnn9CzZ0/MmjULAwcOxLfffovmzZtrBrEOGTIEO3fuxPjx49GrVy+kpaWha9euLh1G5PnoofUsfCErKwtnz57F8ePHsXr1aowZMwbx8fFo0KCBx7mPPPIIEhISEBUVhRYtWmDLli0un0dHR+O2227DokWLkJaWhsOHD+OPP/5Anz59UKhQIRfBrii1/fr1w++//44jR45g6dKlmDdvHoYNG4bY2FgAwJ9//omsrCyP9xsREYE6deq4vN+1a9ciISEBx44dQ+XKlREXF4eEhAQ8/vjj0gXgfKVHjx64fv06Jk+ejA4dOmDWrFkuvxu4KVBmz56NDh06YMqUKYiOjkbHjh1z5f4uX76MUaNGqQsSUdLS0gDAQ9ivXbsWVapUwZdffonk5GTEx8cjKSkJY8eO9bqBg16b27ZtQ926dT2ceg0aNMC1a9ewe/duADcDdkJDQz2Ef0xMDABg69atHt956dIlnD17Frt27cJzzz2Hv/76C61atfL283V5//33MWvWLAwePBjPPvss/vrrL7Rs2RKnTp1Sz/niiy9w3333ITw8HJMnT8Y999yDfv36ad6fFdy4cQNnz57FkSNHsHLlSkyfPh0pKSmoUKGCx7ktWrRAQkKCGojlHoRVvnx5JCcn49VXX8Vnn32Go0ePYvPmzRg4cCBSU1NVpV9ZgGstomJiYnD8+HGcPHkSgL4ML1myJJKTkzVluOh73L17N2JjYxEfH4/ixYtj7NixUsEq7mRnZ6N9+/YoVqwYpk6dinr16mHcuHEYN26cek5OTg46d+6MDz74AL1798bEiRNx4sQJ9O7d2+fvleHw4cN45ZVXVNlihEzf8GXsfPjhh8jJydEc45UqVXJR/ACo887vv//ucnzZsmX46aefMHXqVMPvA24aFs+ePYt9+/ZhxowZ+Oqrr/wa4z/88AOeeOIJPPTQQ5gwYQLOnTuH9u3buyRybdu2De3bt8e5c+fw4osvol+/fpgwYQI++eQTn79XhpkzZ+L8+fMYM2aM13N9lYHKeHU30gHAE088gRYtWqBDhw6a1x47dgynT5/2GOPAzXfuPMa3bduG2NhYVK1a1eM85XNf71MUEf3t2WefxYsvvohbb70V06ZNQ8WKFdGuXTvpJApf8dbPL126hM2bN6N+/fp47rnnUKBAAcTFxaFcuXIejvC1a9cCuGlwvfXWWxEbG4uYmBj07NkT//77r09tir5HmTatYs+ePbjvvvtw5513YvLkyQgLC0P37t2xZs0a9Zxjx46hRYsW+Pvvv/Hss89ixIgRSEtL01z7WEEgZSAAjB07FsWLF8djjz3mVzuAb3O+M1euXMGVK1f8GuP5QXeTeeYXLlzAmTNn8Oeff+LRRx/FpUuXXN75jz/+iOvXr6NChQro1q0bYmJiEB0djUaNGnnMt82bN8elS5fw2GOPYefOnTh06BDmz5+Pjz/+GM8++6x6Xm6+RzPkejCtz2TW7gqZmZn46KOPcMcddwg5TbWeucz83Lx5c3z99deYPXs2Dh48iF27dmHw4MG4ePEihg8f7vF9L774IuLi4hAVFYX69etj9erVXu/RiGDT3ZzRGjt66y6jNbEVc4XMusJs8oNcN3NN7o8MPnPmDNasWYOuXbuqNjdf2+Q1uT4ia3JFBy9WrBhatWqF6OhoREdH48477/SwB3/77beoX78+Zs2ahSJFiiA+Ph4lSpTAnDlzXM7LyMjQtcEA2vLAV0TnZyLCqVOn/JrHg1Wu641HX2yd3tq0QneT8QHIkB/GuDta48GX9+hN/svo9bIQEc6ePYuTJ09iw4YNGDZsGEJDQzWDkrzZgGQJtjFupt1NSXoaPnw4fvnlFxw9ehRffvklJk6ciK5du6JKlSoArLW7Xbt2DQkJCShQoAASExMxePBg6YAad4JpfSbTN8zU8UT9Z6K+HC305hRZJk6ciC+++AKjRo3CsGHDsGbNGrRu3Rrp6enqOfPmzcOQIUOQnJyMqVOnokmTJujatSuOHj3q8/fKICPXzp07h9OnT2PLli145JFHAMBljPsTr7Bt2zbs3LlTaFNKI2T68HfffYeYmBjExcWhbNmyfts6z58/jw4dOqBevXqYOnUqkpOT8fjjj+Pdd99Vz7l69SpatmyJtWvXYtiwYXj++efx008/YdSoUX59tyibN2/Ge++9h5kzZ3oN1EpPT8fZs2dx8OBBvPfee1i4cCEaNmzooXOb7ZMTHeNW6gai5If1uDsnT55ETEyMqpfJ+LO18DfWwV+01lwyuoEswTSPi8hAK96jrI/cHX9ttzIEk64eqL4ho+OJ+meskv/5YR53R289LmofE7W5KSxatAixsbGIjo5GtWrVsGTJEpfPc3Jy8Mcff+jK33379qlJKqK2QZk2ZcnrMRHZ2dkYOnQoHn30UdSsWVPznB07duD48eOoVasWBgwYgNjYWMTGxqJWrVpYt26d5jWi/hERvdEq+auFuw4jg4wfSTSWV5b8oDeK+OdF5YYSdzN27Fh89913OHbsGH744Qc888wzqF+/Plq3bi3dpi/rzXLlyqFAgQKIj4/HQw895PK8ZX+7DMEWg+OMlv7ti6/WbBurDL7GjhsRDPYfX+LXzLQpyZAbtkEj8oPeKGP/cSYtLQ2lS5dG06ZNvZ6rtzYDvMtqK/RGI/tGdHQ0tm3b5jWfQw+76o0KejFXMrlNvuBNbsjoGzIEyzwum08m4yt1RkZuaGGljidKMIxxLfTyV2TbFIl5sjInRkE2/lOP/LA2c8cMm76Ivc+fnEgjRPqbVXNKfoi/kfGxOZOWlobo6GiXYkIybVqhtymIrLGbN2+Ov//+G2PHjsXevXuxb98+vPTSS9iyZQueeeYZ4x9vgB1lOuA9z11BRP6KynSZceuvX0iP/CDTRW1OZsoCK23q7mjFVPqz9jAi2GS6SNyE7NwskmMjOh6tWEPKkh/GuDt20Nt4jJuTG2GFbcwXzIz9lyUYbOrOiNq/ffFH6cVUythUzI4LkCU/2Nvc8TcWA5CLPzc7r1QLs2MGjQi2Ma7w5Zdf4sKFC7prMzPjbWXtpr6uKQD/YjEA+/rNZMZ4IGrQmBFDe/LkSb9yIQGO0+f+lrv9zdeaBXrYtb8B5um3VtmXFbzVl5El2HQY0fcoYqeyov6OVfYNUfKDLcKdYMjhFvFTGK29bty44ZLHIUN+sDcGqsYWIBZTKVunQaRNju8Tm8e92Q1k9DHRGou+wPWWjLFCz/F1zeVv7UKujyqGSN6ObH26QNqfAOv7ph7BJte96fW+5Ga4477OtiKOgG3M1ufDiNputeQ6719hLWbVwBSN+fI1xtsIf/wK/pIf5DogblsR9a0Gqh6Lgpn77sgSbPq6r7kM/vrkRJFd93FdNf/3JVLwVnPPqrgrf2F/8U1E6xzq4e9a15+6Pt76pgLHff2HL7nUgV6T+4o/fVNGx7XK7hgsNZ+siAkX9afIrA/99dHw/hmuBFN9VlF/sSzBMKcoiOjV/tTL14td9Mdeb0WbRrBM938vHStluq/1h/TIDzEZZu+doSDqSxHpb4Gs4ypLsIxxBTP3JRUlr8RhipIf5nF33J+PLzWKROzBsvk7vmKWr0KEYJHrCmbul6WHXk0us/P3rSI/yHV3ZPPAtHQikdo6VvpWzcwDkEVkDFm1B1h+yDsM9J65Ilixl4NV+mh+0CNE7cGAuO9QdP6xIp4X4L0VjZDRI8zMobGiJoGM/8GudZ/cMau2srdYb6v3qfdmj+CYfXP3ZALMjR2xYp8PgOtue7PrWxVHYGbdbYDzcrxhZn6tv3YVrTatsvlZZX/K6/O42fUb/fGP67VpxR5cWvhbAxrIH/YfK/bgcsbfeEAZO57svje2892RBAsXLiQAdODAAfVYSkoKAaD169erx06fPk2RkZE0cuRI9dgTTzxBAGjTpk0u5xUoUMClzcuXL1PBggWpf//+Lt998uRJKlCggMvxq1evUoUKFah69ep0/fp16tixIyUkJNChQ4dcrh03bhwBoHXr1qnHBg8eTKGhoZq/s0iRItSzZ0/h5+IMABo3bpz697Vr1zzO+fnnnwkAvf/+++ox5dnWq1ePbty4oR6fOnUqAaBVq1YRkdzzUX63M1rPQuu9ekP5Dcq/ypUru7RJRLRx40a699576Z133qFVq1bR5MmTKSkpiaKioui3335zOXfPnj1Ut25dlzbLlStHu3bt8vjul156iaKjo13Off75513OWbZsmUe/VOjevTsVL15c/btWrVoUExNDMTExNHToUFqxYgUNHTqUABj2g44dO1JKSorA0/oP9/6hvI8uXbq4nDdo0CACQNu3bycioq1btxIAeuKJJ1zO69Onj0ebVvDUU09RamoqXb9+nYhujvuOHTsaXpOVlUXFihWjBg0aeHyWkJBAhQoVosjISBo7diwtX76cHnjgAQJAo0eP9qnN2NhY6tu3r8fxL774ggDQ119/TUREr776KgGgDRs2uJw3evRoAkCdOnXyaKNdu3ZqX4uIiKDHHnuM0tPTDX8/EVHv3r1d+siBAwcIAEVHR9PRo0fV45s2bSIANGLECPVYzZo1KTk5mS5fvqwe+/777wmAdL/zhQ8++MBljN166630xx9/uJyzdOlS6tOnD7333nu0cuVKGjNmDMXExFDhwoXp8OHDLudu2rSJypcv79JmvXr16MSJE+o52dnZVLBgQWrVqpXLtWfPnqXY2FgCQFu2bCEiomnTphEAj+8hIqpfvz7dfvvtHsdF3mPfvn1p/PjxtGLFCnr//fepS5cuBIB69Ojh9Zkp73fhwoXqsd69exMAGjp0qHosJyeHOnbsSBEREXTmzBkiIlqxYgUBoJkzZ7o8j5YtW3q0aQXdunWjO+64Q/0bAA0ePFjzXJG+oeDL2KlXrx6VKFGCsrOzXY5Xr16dWrZs6XH+33//TQBo/vz56rFr165RmTJl6NlnnyUionXr1hEAWrZsmeZ3PvbYY+p9hoSEULdu3ejff/81vE8i7XlWaUfpq0REhw4doqioKLr77rvVY507d6aYmBg6duyYemzPnj0UFhbm0abZnDhxguLj42nBggVE9J8e8Ouvv2qe78t7zMjIoGrVqlFqaiplZma6fPb5559TWFgY/f3330R0c5zExsa6nPPrr7966EoKTz/9NAFQ56SOHTtSuXLlPM67evWq13mFiKh169aUkJBA58+fNzyP6Ob817t3b/VvUf3t5MmTFBYWRl27dnVpb/z48QTApU2r8NbPf/vtNwJASUlJVKxYMXrjjTcoLS2NGjRoQA6Hg7766iv1XEU2JiUl0YMPPkjLly+nsWPHUlhYGN1xxx2Uk5Mj3aboe5Rp05kzZ85I60xGa58VK1aoxy5evEglSpSgW265RT02dOhQcjgctG3bNvXYuXPnKDExUVrvlsVqGTh48GBDObV9+3YKDQ2lb775hoj+k5XKnKeFMq9rPRdf5nxnXnrpJQJA3377reF5RPlXd5N95pUrV1bfeVxcHI0ZM8Zl3n3ttdfUcdagQQNKS0ujN954g4oVK0aFChWi48ePq+dmZWXRkCFDKDw8XG0zNDSU5s2b5/KdufUejeYfLeywPhNZu7vz2WefEQB64403vN6L3jOXmZ9PnTpFrVq1crnPwoUL008//eRy7aFDh6ht27Y0b948+vTTT2nmzJlUpkwZCgkJoc8//9zrvdpFd3NGa+woa4/Fixe7nDt//nwCQDVq1PBox+y5gkhuXUH0n53HW/91Jr/KdSJz1+T+yODZs2cTAPryyy9djvOa3FxE1uTDhg1T5+f27dvT0qVLadq0aRQXF0fly5enq1evEhHRv//+q54XFxdH06ZNo6VLl1L79u091s5Dhw6lkJAQOnjwoMt39ezZkwDQkCFDNO/XSHfT4ty5c1S0aFFq0qSJ13MXL15MAOidd97xeq7d5LreePTF1umtTat0NxkfgDv5eYy7069fPwoNDaXdu3erx2Teo6j8l9HrnRGZc0+cOOHyHpOTk2np0qUe54nYgPSwyxg32+729ttvU8GCBV3eT+/evV3Os8ruNnr0aBo1ahQtXbqUPvjgA3WMNmrUiNdnJN43rNDxRP1nRGK+HC305hQ9mjVrRs2aNVP/VuxXpUqVokuXLqnHP/roIwJAr7/+OhHd7P9JSUlUv359l361aNEiAuDSphXIyrXIyEj1OSYlJdGsWbNcPvcnXmHkyJEEgHbs2GF4z7GxsYb2Z9E+3LlzZ5oyZQp98skn9M4771CTJk0IAD3zzDOG30/03/t1nluaNWtGAOjVV19Vj2VkZFCdOnWoaNGiqr1dmSM/+eQT9bz09HSqUqWK9BpRlpycHGrQoAHdf//9RPSfPjJt2jTN8ydPnuwydlq1aqU5Rs32yYmOcSt1A3fy83rcmT179lBUVBQ9/PDD6jEZf7Y7ZsQ6uFO9enUp2ae15pLRDfQI9nlcVAZa8R5lfOTumGG71cIOunqg+oaMjifqn/FV/ivk13lcC624AFH7mIzNjYjojjvuoJkzZ9KqVato3rx5VKNGDQJc/S6K/3rChAke9zp37lwCoNpMRG2DMm3qkV9jIubMmUMFChSg06dPE9HNflq9enWXcz7++GP1OVasWJEWLlxICxcupIoVK1JERIQ6Pzkj4h8R1Rt9lb8iPhdntHQYd4x0PFk/kkgsrx75VW8U8c/Lyo3PP/+cSpQo4fIc27Vr5/L7ZNqUWW/OnDmThgwZQmlpabR8+XIaPnw4hYWFUcWKFenixYvSv10Pu8TgOKOlfys68EsvveRy7tdff03AzRgOZ3yxscrIDbPsBloEs/1HNn7NbJuSO0bvMTdsg0T5V2+Utf8o/PXXX8K2MSJtXVRUVlulNzocDurXr59Le7t27VLf/dmzZw1/E+uN2ujFXMnkNjmj2G28+TNF5IaIvqFHsM/jsvlkor5SZ0TlhtE8bpWOp0Uwj3Et9PJXZNoUjXmyMidGQSb+kyj/rs3cMcOmL2rv8zUn0ptNX6S/+TqnKOTn+BsZH5vCuXPnKCIiQjf+UKRNK/Q2IvE19pUrV6hHjx7kcDjUuScmJsZFfzaCZfpNZPLcReWvqEyXGbf++IWI8q9Ml7E5mSkL/LGpe7OpuKMVU+nP2oPIPjJdJG5Cdm4WybERHY9WrCH1yK9j3B276G08xs3JjbDCNuaOt9wIs2P/9Qhmm7ozInYsX/1RejGVojq9FXEBeuRXe5s7erFJnTt3poIFC7r0XSKihg0bEgCaPn26ekw0/tzXvFIz/O3+xAwq2GWMK9x7770UGRmpW7vDzHhb2VhsX9YURGKxGArsN/sPmRyTQNWg8TeGdv369eRwOGjs2LG653jTNzhOn/ubVptamNHf/KlZwP3NE7P0W6vsywre6svoYRcdRjROR8ROZUX9HavsG+7kZ1uEO/k9h1vUT1GzZk2qVKkSZWVlqccyMjKoTJkyBICWL19u+Jzyq70xkDW2iMRiKmXrNIjGaXJ8n/48Lmo3kNHHRGssusP1lvzDCj3HnzWXSM07o5rkXB9VDJG8HdH6dAqBtD8RWd83g12uE4np9bK5Ge5orbOtiCNgG7N1+TBEcrZbLbnO+1dYi781MGVivojkY7xFalT74leQjSvKr3JdQcS2IuNbDVQ9FgWz993RItj1dX9yGfzNj3bHSAbLrPu4rpo5+xIpeKu552vclWgOFpG1Okd+lesy+rpInUM9RNa6ZuXLOiPSNxU47us/fNkLJNBrciJr6iUbyRiZ9amvdkeFYK/5ZEVMuKg/RWZ96I+PhvfPcCXY6rOK+ov1COY5hUhcr5aJQXVHL3bRH3u9FW0SsUx3x8y9dKyS6f7UH8rPMRlm5oc4I+JLEe1vgazjqkewj3EFM/cldcZI/84LcZha5Nd53B09/5lMjSIRe7Bs/o4zZuT2+rJflzPBLtcVzN7D2h299bgV+fvOyNgRFfKrXHdH75nL6ESitXWs8q2anQfgjFm+Q1/3AFPIr3mHgd4z1xkzbMwysaW+6qMK+VmPELEHy/oOReMrrYjnJeK9FY0Q1SPMzqGxoiaBjP/BrnWf3PG3trJorLfV+9SL2CM4Zt+cPZmsiB2xYp8PIq67TaRv17cyjsDMuttEnJdjhNn5tf7Eb+u1aYXNzx/7k0J+ncfNrt/oj39cr00r9uByR7Z2fH61/1ixB5czZsQDytrxRPe9ye++OyPbrO41MifrGZmqVavmcW6tWrVcOnWlSpU0F81KcIrSphLs+d1339GZM2dc/rVt25YqVKjgcv2PP/5IISEh1KBBA48FhhF9+/al6Ohozc9Kly5Nd911l1A77hgtIm7cuEFnz56lM2fOUMGCBV0CcJRnqww8hcuXL1NYWBg99thjRCT3fLSEkBZa79UbFy9epDVr1tAnn3xCzzzzDNWtW5c+++wzr9ft2bOHoqOjqV27di7HT548SQ8//DANHjyYPv74Y3rjjTeoTJkyVKVKFY+g8sWLF1O7du3ozTffpBUrVlDfvn3J4XDQ7Nmz1XPef/99AkCbNm3yuIeHH36YChQooP5drlw5AkADBw50OU8xNjoXFnDGzKQexeChsHPnTgJAkydPJiKiiRMnat6LokRZGbT1zz//UHh4uMvkLCLsv/nmG5cFizMhISEEgF555RWX4+3bt6fo6GiP4B7RNh9//HGP499++y0BoJUrVxLRzUmuQIECVLFiRVq9ejUdOHCAFixYQAkJCepi1J1t27bR6tWr6Z133qGmTZvSI488IrQBh16Ch6JEO3PbbbdR5cqViYjo2LFjBICee+45j/Nq1qyZK0VeT548SWvWrKFly5bRwIEDqWHDhvTzzz97vW7Dhg3kcDhUmaWwe/duuvfee2n06NH0ySef0PTp0ykpKYkaN27sMsGPGjWKgJtBQLt376YtW7ZQy5Yt1cA5pajHhAkTCACdOnXK4x6aNGlCtWvX9jju63vs378/AfD6+40UgX/++cfl3K+++ooA0AcffKB+R3h4uEcgjKIgWGmk/e6778jhcNDmzZvVY0YKhUzfkH3m//zzDwGuyU4K5cqVozvvvNPj+L59+wgAzZgxQz32wgsvUIkSJdTv8qbQ7dy5k9asWUPvvfcedezYke6++246efKk7n0q6Cn7DRs29Dj3vvvuo5iYGMrKyqKsrCyKjo6mBx54wOO8zp07W67s9+rVi2rXrq0uqLwF8fgydpRx88UXX7gcz8jIoIoVK7o4NrUMSOvXrycAmgmcY8eOJQBq4GXLli2patWqHudlZ2cTABo+fLjufSrzq2jxbr0FvTf9LS0tjQDQ6tWrXc47d+5crhnmvfVz5ZkDoF9++cXltxQuXJgaNWqkHlMWKe3bt3f5DsXAu2bNGp/aFHmPMm06I2rsd0Zv7VOyZEmP5Axl/lKMgRUrVnRxfikowQ1WOtitloHeHOzNmjVzKbYlUvTZKKjOlzlf4YcffqCwsDAhZytR/tXdZJ/5Tz/9RF9//TW98cYbVL9+fRo5cqSLUVJ55oULF3aR90pAtrsxZcaMGdSpUyd67733aOnSpdS1a1cKCwtT9W/nNq1+j3rzjx52WJ/5sna///77KTw83OsGk0T6z1xmfr58+TINGjSIevfuTcuWLaN3332XatasScWLF6c9e/YYfv+5c+eoWLFi6ng0wi66m4Le2ElPT6eUlBQqVqwYrVixgg4ePEhLly6lpKQkCgsLo/Lly3u0ZfZcQSS/5jSzSFpel+tE5q7J/ZHBDRs2pCJFing4TXhNbh6ia/K+ffsSAKpevbqLc0wJiHvrrbeIiOjw4cOqvvzhhx+q52VnZ1O1atUoOTlZPbZ9+3YKDw+nBg0a0MaNG2nv3r00adIk1eHuHuCvIJMQkZ2dTe3bt6eIiAj6/fffDc/duXMnJSQkUMOGDV2ch3rYTa7rjUdfbJ3e2rRKd5PxAbiTX8e4O4p9wN3R7M97JDKW/6J6vYLInJuRkUFr1qyhzz77jCZMmEB16tTx8M2J2oD0sMsYN9PuRnSz/7dt25ZmzpxJK1eupCeffJLCwsJo5MiR6jm5ZXcj+m/tpIxHI4J9fear/CfyX8cT9Z8Rifty3NGbU/TQC45UgjQUcnJyqESJEqpfeePGjQSA3nzzTZfzMjMzqVChQpYGR/oi17777jv68ssv6dVXX6VbbrlF7bcKvsYrZGdnU6lSpVwSfvQwCo701QdMdPPdtGvXjsLCwujIkSOG5+oFR4aFhdGVK1dczp03b56L/t+mTRsqVaqUhz1WCZq0Mjjy3XffpejoaDVg2Ftw5MGDB2nNmjW0ZMkSeuCBB6hVq1YeeooVPjnRMW6lbuBOfl6PK1y9epXq1KlDhQoVcgncIxL3Z7tjRqyDOzLFDPTWXDK6gR7BPo+7oycDrXiPMj5yd8yw3WoR7Lp6IPuG7Hpcxj8jK/8V8us87o5eXICofUzG5qZFRkYG1ahRgwoWLEjXrl1zaXPKlCke57/zzjsEQE3mlrUNirSpR36MiTh79iwlJia6FA3TSnJQ4kkjIiJcksIOHTpE4eHh9OCDD3q0LeIfEdUbfZW/MgnwRjqMM0Y6nqwfSSSWV4/8qjeK+Odl5camTZuoQ4cONHHiRPrkk09o/PjxFBMTQ926dfOpTX/j45Ux7b6O9SUeRMEuMTgKRj6P2267jeLi4ujdd9+lAwcO0JdffkkpKSkUHh7ukpzuq43VrMIZ/uhFRMFt/5GJX7PCpuSO0XvMDdsgUf7VG2XtPwrPPvssAdAtYu+Mni4qKqut0BuJbq7XwsLCaPr06bRv3z5av3491a5dW7VveLP5sd6ojV7MlUxukzOihcxE5IaIvqFHsM/jsvlkIr5Sd0TlhtE8bpWOp0Uwj3F3jPJXfG1TQSvmycqcGAWZ+E+i/Ls2c8YKmz6Rsb0PkM+JNLIFy85TsnOKQn6Nv5H1sSksWLCAgP8KdfjSphV6G5H4GjszM5PGjBlD3bt3pw8++ID+97//UdOmTSkuLk4oppRluj56ee4yOoSITJfNc/fVL0SUf2W66HgwWxb4Y1OXKVytF1Ppz9qDyD4yXTRuQmZuFsmxkR3jZq4h9civY9wZO+ptPMbNyY0w2zbmjLfcCLNj//UIZpu6MyJ2LF/8UUYxlbI6vah/zx2tuAA98qu9zR292KQvv/ySANCdd95Jv/32G/3zzz80fPhwVaa7F5h0RzT+XCSv1Cx/uz/zFJF9xjjRTV3LvYiiO2bG28rYTX1dU4jGYiiw38wYrTEeyBo0/sTQnjp1ipKTk6lcuXKGeUCym1NxnL4+3N/872/+5DZxf/PELP3WKvuygrf6MnrYRYcRjdMRrf1gdv0dK+wbWuRXW4Q7wZDDLeqnUGRt79696e+//6Y///yT7rvvPnWd4r5pojv51d4YyBpbojGVMmNcJk6T4/vE53EibbuBrI4HeK+x6A7XW/KP3NBzRNdcojXvjGqSc31UMUTydmTr0wXK/qRgZd8kCn65LqPXi+ZmuKO3zrYqjoBtzDcxOx9GxnbrLXaD968wHzNrYDqjF/NFJB/j7a1Gta9+BZm4IqL8K9cVZHOgiPR9q4Gsx6Jg9r47WthFX3dGJJfBjPxod7zp676s+xS4rpo2RnV1FLzV3PM17ko0B4vIOp2DKP/KdRk7jEidQy1E17pm5cs6I9I3FTju6z982Qsk0GtyImvqJXuTMaLrU3/nn2Cv+WRFTLioP0VmfeiPj4b3z3AlGOuziviL9QjmOUUPLb3a1xhUo9hFX+31VrSpwDJdXqa7Y0ZdBxmZ7mvON1H+jckwOz/EGRFfikx/C1QdVz2CfYwrmLkvqTNG+ndeiMPUIj/O4+4YPR9/ahQZ1eAE5PN3zMjt9ddXEexyXcHsPaydMVqPW5G/74yMHVEhv8p1Z4yeub+xiHq1dcz2rVqRB+CMWb5DX/cAU8iveYeB3jPXGTNszDKxpb7qowr5WY8QsQdrYeQ7FJl/rIjnVeC9FbWR0SPMzqGxqiaBqP/BjnWf3DGjtrIWRrHeMr4pIvF96kXsERyzb86eTFr4GztixT4fXHf7Jnp2fSvjCMysu815OcZYkV/rq/zXa9MKm5+/9WOI8uc8bkX9Rl/tBkZtWrEHlzuyNQnyq/3H6j24zIwHFLXjie57k999d0a2WT1CYAJlypTxOFaoUCGcP39e/fvQoUOoWLGix3mVK1d2+XvPnj0AgJYtW6JIkSIu/1avXo3Tp0+7nN+oUSM8/vjj2Lx5M9q1a4e+ffsK3XN0dDRu3Lih+dn169cRHR0t1I430tPT8cILL6B06dKIjIxE4cKFUaRIEVy4cAEXL170ON/9GcXFxaFEiRI4ePAgAPnnYxUJCQlo3bo17rrrLkyZMgUjR47EXXfdhe3btxteV6FCBdx1111Yt24dsrOzAQBZWVlo3bo1ChQogDlz5uDuu+/G448/jrVr12Lfvn2YNm2aev2HH36IAQMG4O2330b//v1xzz334J133kHv3r0xatQonDt3DgDU95eRkeFxD+7vV/n//fff73LeAw88AAD4+eefZR+PNO7vvXz58ggJCVHf+6FDhxASEoLU1FSX8ypUqGD5vQ0fPhx33HEH7r33Xqnr0tLSEBoaivvuu8/jM71nfv/99yM9PR3btm3zqU299+38ncWLF8enn36KjIwMtG3bFqmpqXj66acxe/ZsADfHnDt16tRBmzZt0LdvX6xZswabN29Gnz59DH69MVqysFKlSi7vG9B+v7nxzgGgWLFiaN26Nbp164Z58+ahU6dOaNOmDU6ePGl4XePGjXHbbbdh7dq16rGLFy+iSZMmaNiwISZPnoy77roLI0eOxIoVK/Djjz9i4cKF6rkTJkxAv379MHXqVFSqVAm33norwsLC0K9fPwD/vR+ZMa7g63scOXIkALj8JhlCQkJQrlw5l2OVKlUCAJd3XqJECcTExLicZ/X7zsrKwrBhw/Dwww+jfv36QtfI9A3ZZ56WlgYAePDBBz0+Ex3jBw8exLRp0zBx4kTN8axFlSpV0Lp1a/Tq1Quff/45rly5gs6dO+OmbiWP3hi/du0azpw5g9OnTyM9PT0gY/yXX37B4sWLMWPGDISEiKmBsu9x2rRpeOutt/DSSy+hQ4cOLp/NmDEDZ8+exYsvvmj4nd7GuPM5on3DnaVLl2LMmDHo168fHn/8ccP78YY3/U1PricmJqJQoUJ+fbco3vq58pxSU1Nx2223qdfFxcWhc+fO2Lx5M7KyslzO1dOdfvrpJ5/aFH3fom1aRYUKFeBwOFyOacn1QIzxQMvApUuX4qeffsKrr74qfa0evsz5ALBr1y7cfffdqFGjBt5++22/7iEv626+PPOGDRuiXbt2ePzxx/HNN9/gf//7H5599ln1c+WZdu7c2aUf3X777UhNTVXHOAC88sormDJlCj744AP06tULPXr0wMqVK9G4cWMMHjzYQ25Y+R6N5h9Zgml9Jrt2v3LlClatWoV27dohKSnJsG2jZy4zP3fv3h2HDx/GokWL0K1bNzzyyCP4/vvvcePGDTz//POG95CYmIhHHnkE//zzD44ePWp4rh7BprsBxmMnKioKX3zxBZKSknDvvfeibNmy6NWrF1544QUkJiZqzh9m68uA72tOM8jLcl3BzDW5rzJ4//79+Pnnn3HfffchLCzM5TNek5uDzJpceaY9evRwkQfdu3dHWFiYhw4eHh6Obt26qeeFhITgvvvuw9GjR3H48GEAQK1atbBkyRLs27cPjRo1QoUKFTBr1izMnDkTgLaNTJahQ4fi66+/xttvv43atWvrnnfy5El07NgRBQoUwPLlyxEaGurzdwajXDcaj77YOr21aYXuJuMDkCEvj3F3NmzYgH79+qFdu3aYOHGiy2e+vkcFI/kvotfLEhERgdatW6NTp04YO3Ys5s6di379+uHzzz9XzxG1AckSbGPcTLvbxo0b0alTJ0ycOBHDhw9H165d8eqrr2LMmDF47bXXsGPHDgC5Y3dTGDFiBEJCQnyex4HgWJ/5Kv8V/NXxRN+jjC/HGaM5RRb39+1wOFChQgWvunpYWBjKli3r13d7wxe51qJFC9x555148sknsWzZMrz44ouYM2eO+rmv8Qo//PADjh07pulLkcFXHzBw892MGDECWVlZ+P777336/pIlSyI2NtblmNY8Xr58eQ97rNVj/NKlS3j22Wfx9NNPo3Tp0kLXpKSkoHXr1rj//vuRlpaGcuXKoXXr1khPTwdgnU9O1rZuhW4gSn5YjwNAdnY2evbsiR07dmD58uUoWbKky+ei/mx3zIh18BWjNZeMbiBLMMzjWujJQCveo69tmmW7lSFYdPVA9g0ZHU/WP2O2/M/L87g7RnEBovYxGZubFhERERgyZAguXLiArVu3urQp0zdEbYO5McbzUkzEmDFjkJiYiKFDhxqep/z2Ro0aueh4ZcqUQePGjTXHgzf/iIzeaPV8702HEUXGjyQayytLXtYbRf3zMnJj//79aNGiBfr27YvnnnsOd911F8aNG4c33ngDy5cvx1dffSXdpr/x8Q888ACKFy/uYouwIh4ECL4YHMC7z2PFihWoXbs2+vbti9TUVHTu3Bk9evTALbfc4vI9VtlYRfFHLzIiGOw/MvFrVtiUZLDaNuiNvKw3+mL/AQAiwpIlS1CjRg3UqlXL8FwjXVRUVluhNwLAggUL0KFDBzz11FMoX748mjZtipo1a6Jz584AfPcV21VvBIxjrnz1v4riTW6I6huyBMs8LptPJuIrdUZGbni7T7N1PFmCYYy7Y5S/4mubCloxT1bmxABy8Z/eyMtrM2essukDxvY+QD4n0gjZecrsOSUvx9/44mNTSEtLQ2JiIu68806f27RCb5NZYw8ZMgSfffYZPvzwQ/Ts2RMPPvgg1q5dixIlSmD48OFer9fDbjJdC608d1kdwmzbf277cPKCTBcdD1bIAitt6gpGMZW+rj28EWwyXTRuAhCfm0VybGTHuJlrSFny8hh3xq56G49xbazwf8rYxkSxIvZflmCwqTvjzY7lqz/KKKZSVqc3My5Alrxsb3PHKDbpzjvvxOzZs7F+/XrUrVsXlStXxhdffKHmUHjTtUXjz83IK1Wwcp4yItjGOHDTF3r9+nXDtZmZ8baiY9zXNYVZsRgA+80UtMZ4IGvQ+Lo2vHr1Kjp16oTLly9j1apVpuRhKnCcvjbc3/zvb/7mNulh5/5mln5rlX1ZwVt9GVmCTYcRjdMRsVNZUX/HCvuGDHnZFuFOMORwy/gpBg4ciOeeew5LlixB9erVUbNmTezbtw/PPPOM0G/SIy/bGwNdY0s0plJmjIu2yfF94vO4gpbdwBd7o7cai77A9Za0yS09R2TNZVbtQl/9v1wf1bOumWx9ukDYn5yxqm96I1jkuoxeL5qb4YzROtuqOAK2MZuPjO1WJHaD968wF7NrYDqjFfOlIBvjbYQ/sUpmkZflujO+5EBp+VYDXY9Fwcx9d2QJNn3dGW+5DGb65ETxd93HddW0Maqro+Ct5p5VcVe+wP5iT0TrHLpj1lrX17W2SN8EOO7LHZlcaoVAr8llEa2X7A3R9alVdsdgqflkRUy4qD9FZn3oq4+G989wJRjrs4r6i2UJhjlFDy292tcYVKPYRV91CCva9AbLdP/30rFCpvua8+2NvByTYUV+iDPefCmy/S1QdVxlCZYxrmDmvqSiBDoOU5a8PI874+35+FOjyKgGp6/5OyJY6avQI1jkuoKZ+2W5Y7QetyJ/3yryslx3x+iZ+xuLqFdbBzDXt2pFHoAoMmPIqj3A8nLeYaD3zJVBVsaIxJbm1vowL+oR3uzBehj5DkXmHyvieRV4b0VPZGSgFTk0VtUkEPU/2LHukzNm1VbWwijW26p96r3ZIzhm35w9mfTwN3bEirUC193Wx+o4AjPrbnNejj5W5df6Iv+N2rTC5mel/Skvz+NW1G/01W5g1Kav6yhRn7tZNaCBvG3/yY09uMyMBxSZm0X3vbGj7w4ATKkOoefo8sUok5OTAwBYvHgx1qxZ4/Fv1apVLudnZGSoCVP79u3DtWvXhL6nRIkSyM7OxunTp12O37hxA+fOnTMt6Hjo0KGYOHEievTogY8++girV6/GmjVrkJSUpP5WGWSfT25xzz33ALg54LxRunRp3LhxA1evXgUArF+/Hn/99Re6dOnicl7FihVRtWpVbNy4UT32xhtv4JZbbkFycrLLuV26dMG1a9fUoIESJUoAAE6cOOHx/SdOnHB5v8r/ixUr5nJe0aJFAQDnz5/3+pvMxl3BCxTfffcdvv76awwfPhwHDx5U/2VlZSE9PR0HDx7EpUuXPK5LT0/HypUr0bp1a4/nCvj2zL21WaJECd337fydANC0aVPs378f27Ztw48//ohjx47h9ttvB/CfgNYjIiICXbp0wccff+x1wRpMdOvWTQ2q8Ubp0qXx77//qn+vWLECp06d8hjjzZo1Q0JCgssYj4iIwNtvv43jx49j/fr1+Oeff/DNN9/g4sWLCAkJUSdGmTGuhcx7VBY9zr8pWHj//ffxzz//4LHHHnMZ4wBw+fJlHDx40Ou8Kto3RJ75kiVLULlyZdSrV8/jM9Ex/sILL6BUqVJo3ry5+nsUR8CZM2dw8OBBr/Nvt27d8Ouvv2L37t2G5+VHnnnmGTRp0gSpqanq8zl79iyAm8/S24LW23tctGgRRo0ahYEDB2LMmDEun128eBEvv/wy+vfvj0uXLqnff+XKFRARDh48qOpl3sZ4YmIiIiMj1XNPnjzpoXdqyX+FNWvWoFevXujYsSPmz59v+JuDFfd+rjc3Azfn58zMTFV3E53HZdoUfY8ybdqRQMvAp59+Gt27d0dERIT6/RcuXAAAHDlyBMePH5du05c5/8iRI2jbti0KFCiAL7/8EvHx8dLfm1/w95kXKlQILVu2VA1ugPdx5qyrv/HGG2jZsqWHEaVLly44fvy4qldY/R6N5h8zyO/rM2e8rd0/+eQTXLt2zWswrrdnLirX9+/fj6+//tpjrZCYmIjGjRu7rBX0CGZ93RfdTWTsVK9eHX/99Rf++usvbNiwAcePH0f//v1x9uxZr2tiwBp9WWbNaUf8WZP7un5esmQJAG1nDK/JzUFmTa43P4eGhiIpKUmdnxMTExEVFYWkpCQPm72W3a1bt244fvw4Nm/ejJ9//hmHDh1SnRki8sCIF198EW+88QZeeeUVPPzww7rnXbx4EXfeeScuXLiAr7/+OleKgQQKX9fkRuMR8M3WafYY9zb/yPgAgpHt27ejS5cuqFGjBpYvX65ZaMIfmzXgKf9l9Hp/ueOOO1CiRAl1XSFjAwomAml3A24mZxUrVgy33nqry/EuXbqAiNSAWKvtbs5ER0cjKSnJ1Hk8P67P/O0bgH86nqhtXcaX44y3eSoYMEOulS9fHrfccouLDcbXeIW0tDSEhIR4JFXJYIaNIZh19enTp+PGjRu477771GejBKSfP38eBw8e1E0YUOjWrRuOHDmC9evXA7DOJyc6xnNTN8jv9O/fH59//jkWLVqEli1benwu6s92xsxYB1m8rblkdAN/yY/zuB5aMtCK9+hLm2bZboMJUX0s0H1DRscT9c/YXf6LxAWI2MdkbW5auPcNRb76M49r2QZF2wwW9uzZgzfffBPDhg1T+/7Bgwdx/fp1ZGZm4uDBg+ozN2M8uPtHZPRGq+WvNx1GBlE/kmgsbzAh6p+XkRuLFi3C9evX0alTJ5fzlPW5sh6XadOM+Hh3W4QV8SB5HV9icER8HqVKlcKPP/6I3bt3Y/369Th69CimTp2KI0eOqGMs0DZWM/Si/IbMMxeNX7PKpiSD1bbB/Iyv9p+NGzfi0KFDXu2h3nRRUVlthd4IAAUKFMCqVatw6NAh/PDDDzh48CAWL16MEydOoEiRIihYsKDh78tv5IbeaBRz5W+MhQxackNU3wgmZOZxf/PJ3H2l7ojKDW9YoeMFCzJj3B29/BV/2lTwx07kazy4aPxnMGGFTd8Zrfdodh6qTH/LzTklr+Crj+3w4cPYsGEDunfvjvDwcJ/btEJvE11j37hxA++88w46duzoUuwhPDwcd955J7Zs2eLVZ5nfsEKmG+Ge5y4jf62w/VvpM8yriI4HK2SB1TZ1bzGVdvThWBU34e/crJVjY3UsButtwa+38Rg3LzfCCtuYKFbF/gcDVtm/ffVHGcVUyuj0ZscFBCsiubxDhgzBqVOn8NNPP2HLli3YtWsXChQoAMB7boRM/LlZz9zqeSq/4c8YT0tLQ4ECBTzs0Ub4E28rOsZ91UXNjMXIy1jtN3PGfYwHugaNLzG0N27cwD333IM//vgDq1atQo0aNYR/vyjBPKdwfwtcfzMjtym/kZv9zR/91gr7sh5a9WWChdyO09GyU1lRfycv1kfNiwRLDresn3jixIk4deoUNmzYgD/++AO//vqr+rm/dSLyIoGssSUTUyk6xmXa5Pg+3/I73fVqGX0sN+Uv11u6SW7qOUZrLjNrF3J9VN9wz9sxoz5dbtif9DCrb+Z3ROW6rF4vkpvhjLd1tlVxBGxjNj8fRtR2602u5/f1WV7J23cmN2pgusd86eEtxtsIM2Jc7IiMbcV93gt0PRY9/Nl3J5gwI7fUKJchED45f+U611WT35dIC62ae3kp7or9xZ52GNE6h86Yudb1Ra7L9E2O+/Itl9qIQK7JvSFaL1kE0fVpXlxXWI2Mn9qKmHBAzJ8im68l66Ph/TPsUZ9V1F8cLJhhA9LTq32JQTWKXfS15pMVbeZn8oJMVzCzroOITDdjD7D8hhX5IXpo+VJk+lsg67gGE1bX1Qd8ywF2J9BxmMGIyPPxt0aRVg1Of/N3jMgNX0V+Izf3KQaM7cHe1uNW5O/bHREbiD+xiLmR22tVHoAosmPIyj3A8iKB3jNXBivqB9ixRoge7vZgI0TroLnPP1bE8+rBeyveREYGWpFDY0VNAlH/gx3rPjljVm1lI9zHTm7uU69lj+CYfXP2ZDLCn9gRs9cKXHfbWK+2Oo7AGX/qbnNejjFW5df6Iv+N2rTC5me1/SkvYmX9Rl/sBkZtWrEHlzNm1YDO61i9B5dZ8YCye3CJ7HtjR98dAIR4P8UcUlJSsGfPHo/j//zzj8vf5cuXB3BTsLZu3drjX/PmzV3OHzduHHbu3Inp06fjwIEDGD16tND91KlTBwCwZcsWl+NbtmxBTk6O+rm/LF++HL1798arr76Kbt26oU2bNmjcuLG6sHXH/RlduXIFJ06cQNmyZQHIP5/cIiMjAzk5Obh48aLXc/fv34+oqCg1EObUqVMAgOzsbI9zMzMzkZWVpf596tQp3fMAqOfWqFEDYWFhHu/3xo0b+P33313erzKpHDt2zOVcxeBQpEgRr7/JX9zf+969e5GTk6O+95SUFOTk5ODAgQMe51mJIvTvuecepKamqv+OHTuG7777DqmpqXj33Xc9rvv0009x+fJl3UnTl2furc06dergt99+8xDUmzZtQkxMjIdyERoaijp16qBRo0aIi4vD2rVrAQCtW7fWbN+Z9PR0EBEuX77s9VwttGTh7t27Xd43oP1+rX7neigTsOgYd36HemOciJCdne0yxhWKFSuGJk2aoFKlSsjOzsb333+P2267TZUbejL8+PHjOHr0qJAMF32P+/fvB+C7LMjJyVHbUFCcFs7v/MSJEx6O1dwY45mZmWjUqJHLGAduGnBTU1OxevVqwzZk+obRM9+0aRP27t1rOMZ3797toWBu2rRJ/Vz5TXv37kW5cuXU36MUER00aBBSU1O9GmZkfpMWemM8JiYGRYoUQdGiRREVFRWQMX748GGsX7/e5X0//fTTAG4qx7Vq1fLaht57XLVqFR599FHcc889mDt3rsd158+fx5UrVzB16lSX71+xYgWuXbuG1NRUDBgwAMBNA0GRIkU8xjgAbN682WWM16lTB9euXcPOnTtdznPvG87H7777btx666346KOPNIsIyeJNf9OT6+fOnQuYEcG9n5csWRLFixf3mJuBm7I1KipKDZIRncdl2hR9jzJtWsXevXs9Any15HqgxnggZeCRI0ewZMkSlzH++uuvAwDq1q2LDh06SLcpO+efO3cObdu2RUZGBr755hvVeOAPeVl3M+OZp6enu7xvvTEO3Hzu7nqeyPrMyvfobf7xhWBbnznjbe2elpaGuLg4D4eHMyLPXFSuy9gD9PBXXw8m3U1m7DgcDlSvXh2NGzdGYmIi1q1bh5ycHOE1MeC7vpxbbeqRl+W6Hv6syX1dPy9ZsgTly5dXi2k6w2tyc5BZk+vNzzdu3MDZs2fV5xMSEoI6dergzJkzHs5aPbtbREQE6tevj9tvvx0RERFSNjI95s6di/Hjx+OJJ57AqFGjdM+7fv06OnfujN27d+Pzzz9HtWrVfP5OhWCS6wpG41FB1tZp5hgXmX/MmPO1yMtjXGHfvn1o3749ihYtii+//NIjQdgZf2zW7vJfRq83g+vXr6vzlIwNSJZgHOPO+Gp3A8TXZ1ba3dy5fPmyyzzlC8GwPjOjb/ij44n6z3zx5QBi85Qo7u+biLB3716vunpWVpYagG4FZsk1dxuML/EKGRkZWLFiBZo3b+5XMokZNgZ/dfXjx497BG5rzeP79u3zsMfmxhg/f/48qlevrj6bJk2aAAAmTZqE1NRU7Nixw7AN93WcVT450TGe27qBFvlhPf70009j4cKFmDFjhuYmhc5482c7Y3asgygiay4Z3UCWYJjH9dCSgVa8R1EfuYKZtltZgkFXD3TfkNHxRPV/q+R/Xp7HFWTiArzZx3yxubnj3jdCQkJQs2ZNTfm7adMmlCtXzqt/Xss2KNqmLHk1JuLYsWPIycnBsGHDXMbtpk2bsHv3bqSmpmLChAkAgJo1ayI8PNyv8aCl44nqjVbJX0BOhxFFxI8kKotkyct6o6h/XkZunDp1Sl17O+P+HGXa9Dc+XkkEdB4XVsSDAMEVgyPr86hYsSKaNGmC4sWLY8eOHThx4oQ6xqy0sYr+dsA/vUiPYLD/iMavWWVTksFq26A38rLe6Kv9Jy0tDQ6HAw888IBu2yK6qKistkJvdKZMmTJo2rQpUlJScOHCBWzdutUvP7Gd9UajmCuZ3CYzcJcbovqGLMEyj5uRT+bsK3VHRG6IYIWOJ0swjHFnjPJXfG3TGT07kZU5MSLxn6Lk5bWZglU2fWe03qPZeagy/c2qOSUvx9/46mP74IMPQESaY1ymTSv0NtE19rlz55CVlaVrf8nJydH8TAQ7yXQj3PPcZeSvqEyXGbeyfiFR8rJMFx0PVsgCK23qIjGVZtistQhGme6MVtyEv3OzVo6N6Hi0Yg0pS14e4wp21Nt4jJuXG2GlbUzkN1kV+y9KMNjUjXC3Y/nij/IWUymj05sdFyBLXra3Kcjk8sbGxqJhw4aoV68eQkNDsXbtWkRHR6NRo0aG18nEn/v7zIHcmaf0CLYxfuLECaxbtw733nuv1AYN/sTbio5xX3RRs2Mx7Oo3c8d9jAe6Bo1sDG1OTg569eqFb7/9FkuWLEGzZs2Ef7sMHKfP/Q0wv7+ZkdukBfe3//BVv7XCvixzn7IEmw7jjujz0bJTWVF/J9D1UfOyLUIhmHK4ffETFypUCI0bN0bNmjUBAGvXrkVycjKqVKki/f1A3rY3BrLGlkxMpegYl2mT4/t8y+9016tl9LHclL9cb+kmuann6K25zK5dKJtDwvVRb+I+JsyoVZMb9idv3+9P3xQlGOS6r3q9UW6Ggsg628o4AoBtzGblw4jabkXkOu9fYS65VQPTPebLCKMYbyPMiHHxl7ws143wdd4LdD0WPfzZd0eWYNbXjXIZrMiPFsFfuc511eT3JdLDveaeVXFXsrC/WNsOI1tbwOy1ri9yXaZvctyXb7nURgR6Ta6HaL1kWbytT61aVwRDzSfAmphwBW/+FF/ytUR9NLx/hn3qs+ZWDZ78OKfoYaRXy8Sgeotd9KXmkxVtisAy/Sb+7KVjhUw3Yw8wLfJyTIYV+SFGuNuUZPqbv/YfPXjvDPPq6gO+5wC7E+g4TFny6jyuIPt8fK1RpFWD09/8HT1yy1ehRbDIdT382S9LQWQ9bkX+vlXkZbmuIGMD8TUWMTdye63KAxDFlzFk9h5geTnvMNB75sogqjvKxAhbpY/mdT1CC9H3KFMHTcvGDJgbz+vt+3lvRXEZaEUOjRU1CUT9D3as+6RgZm1lI9zHTm7vU69VrxPgmH1/92TSw9/YEdE514p8Dlny6jwuo1dbGUegha/5jpyXY4zV+bUy8t+oTStsflban/LqPG51/UYZu4G3NmVrLcr63M2qAQ3kbfuP1XtwmRUPKGPHE51T7Oi7AwCQBAsXLiQAdODAAfVYSkoKdezY0ePcZs2aUbNmzdS/n3jiCQJAmzZtUo+dPn2aChQo4NLmxYsXKSEhgZo1a0Y3btzwaPf06dPq/3/55RcKDQ2lJ598koiIRo8eTQ6Hg77//nuXa86cOUM7d+6kq1evqseuXbtGiYmJ1KlTJ5dzH3roIYqJiaFz5855fyAaAKBx48apfycmJlKfPn1czpk6dSoBoN69e6vHlGdbr149l9+tnPvJJ58QkdzzGTduHLm/Yq1nofVe9Th//rzm906fPp0A0DvvvKN5Lwq///47hYeHU5cuXdRjW7Zs8XgeRERbt26lkJAQGjhwoHqsU6dOFBERQf/884/LuV27dqWQkBA6duyYeqx9+/ZUokQJunTpknrs7bffJgD01Vdfqcd+++03AkAPPPCAS5v3338/hYWFubTpTMeOHSklJUXzsxs3btDOnTvp+PHjLsfd+4fyjpyfBxHRoEGDCAD9/vvvRPTfM3riiSdczuvTp49Hm2Zy6NAhWrlypce/IkWK0K233korV66kvXv3elzXpUsXiomJocuXL2u2u3LlSgJAzz33nHosOzubGjduTImJiXT9+nXpNj/88EMCQMuWLVOPnTlzhgoWLEj33Xef4e88ffo0lSlThmrVqkXZ2dnq8VOnTnmce/78eSpdujSVLl3a5fihQ4do586dLsd69+7t0kcOHDhAACg6OpqOHj2qHt+0aZPH+61RowYlJye7/N7vv/+eAOj2OzM4c+YM5eTkeBwfMmQIAaBvv/1WPaY1xr/44gsCQMOGDVOPLV++XLOffvLJJwSAXnnlFcN7euWVVwgALV++3OV4lSpVqHbt2pSVlaUeGzNmDDkcDtqxY4d6TPQ9Xrx40aPv5eTk0H333UcAaOvWrerxq1ev0s6dO+nMmTPqMeX9Lly4UD3Wu3dvAkBDhw51abNjx44UHh6uPkPlGc2cOVM9Lzs7m1q2bOnRppns3LlTc4wDoA4dOtDKlStVOSbTN2TGjsKwYcMIgKZMIbo55wOgadOmqceuX79OFSpUoNtuu009tmHDBo/f89JLLxEAeuaZZ2jlypXqPKZ1nzdu3KC6detSdHS0y/g7fvw47dy502UO1JpnAXj0l8OHD1NUVBR17dpVPdapUyeKiYlxmWP27NlDYWFhHm2ayTfffOPxfIYOHUoAaPr06fT555+r58q8xx9++IGioqKoRYsWmjKc6Oa40epvLVq0oKioKFq5ciX98ssv6vkDBw6k6OhoOnz4sHps7dq1BIDmzZunHjty5AiFh4fT4MGD1WM5OTnUpEkTKlWqlIuM2LFjByUlJVH16tXp33//NXxWO3fupEOHDrkcS0lJ8Ul/O3nyJIWFhdHdd9/t0t748eM1dSAzkennw4cPJwC0evVq9diZM2coISGBOnTooB47ceIERUZGUuPGjV3mzWeffZYA0ObNm6XblHmPom06c+bMGUOdSVRHTklJIQC0YsUK9djFixepRIkSVKdOHfXYkCFDyOFw0LZt29Rj586do8TERGG92xeskoHODB48WFdOaY1xZR59//336bvvvtO8btq0aYbPRXTOv3LlCjVo0IDi4+Npy5Ytmm0pBIvuJvPMtd75gQMHKD4+npo0aeJyvHbt2pSQkOCi63zzzTcEgKZOnaoeq1GjBiUmJtLZs2fVY1lZWVSvXj2Kj493kY1WvEeR+YfInuszmbW7wunTpyksLIwefvhh3XsQfeaicv306dMUEhJCzZs3d9E1jxw5QnFxcdS+fXuX+3Pn6NGjVKhQIapVq5bLcTvqbjJjx51r165R3bp1PWwoVswVMusKZ5YtW0YAaN26dZqfB4tct2JNTiQugxUUW9nYsWN175XX5P4jsya/fv06FS1alMqVK0fp6elqGwsWLCAA9NFHH6nHZsyYQQDozTffVI+lp6dTuXLlqFq1aob3tHv3boqPj/ewmTvjTXf78MMPKSQkhB588EHN/qyQlZVFXbp0obCwMPriiy8M78uOcl1BZDy6o2frlGnTbN1NxgcQLGOc6Ob6uVy5clSyZEnpdaDee5SR/6J6vTNGc+6VK1dc1s0KyjNW+pSsDciOY9xsuxvRf/qC+7tT/LNW2t3S09Nd9EiFp59+mgDQxx9/rB6z4/pMpm9YoeOJ+s988eWIzCl79+71sPu7xxGsW7eOAFCpUqVc+tJHH33kIsMzMjIoKSmJ6tevT5mZmep5ixYtIgAubZqJjFzLzMzUtD1v2rSJQkNDXdbcvsQrfPzxx7rrei1iY2M17c8yffjcuXMu/Yzo5lhu1KgRRURE0IkTJ9TjFy5coJ07d9KFCxfUY8r7dZZPzZo1IwD06quvqscyMjKoTp06VKRIEXVOUOwYiq2d6KbMqVKliuEa0V+2bt3q8WwU3btPnz60cuVK9TdqjVsios6dO5PD4aA9e/YQkXU+ORkfudm6AVHwrMeJ/vPtOMcwiKLnz1awKtahevXqurJPZs0lqhvYcR6XkYFWvEdRHzmR+bZbIvvp6nmhb4jqeDL+GVH5HyzzOJFcXIA7evYxUZublm5w6dIlKl++PBUuXJgyMjLU48r88euvv6rHdu3aRaGhoTRq1Cj1mIxtULRNouCIiThz5ozmuK1evTqVKVOGVq5cSX/88Yd6/l133UWhoaEu+suOHTsoNDSUBg0apB4T9Y/I6I0y8tcZI58LkW86jDcdzx09P5JMLG+w6I1a/U3PPy8qNxR56W6nnDlzJgGgDz/8ULpNmfWmltyaO3cuAaDXXnvNp99uxxgcGf3bnezsbOrYsSPFxMSoclnWxuqMN7nhjBl2AyL72X+IxOLXrLIpuaP3HomssQ0Gi94oM48r3Lhxg5KSkjzirJwR1UVlZLUVeqMWAwcOpJCQEJf4TyLWGxW09EYFkZgr0dwmZ3799Vddf6aM3JDRN+w4j4vmk4n6Sp0RkRvOGM3jVuh4RPYc4wpG+SsybcrEPFmRE6MgIouCZW1GZL5NX8bet3KlfE4kkb4tWLYPi84pwRJ/I+Njc6ZWrVpUpkwZTZ+bTJtW6G1a3621xs7KyqKCBQtSpUqVXOyKly9fpuTkZKpSpYrH72KZrp2TKJrnLiN/ZXw4ouNWps1gkemi48EKWUAkZ1N3xmgtLhPTL7r2sKNMl4mbEJ2bZXJsZMajFWvIYBnjRPbW23iM649xK/yfvtrGjHIjrIr9t5tNXcaOJaobOOMtplJGp7ciLiBY7G1E4rFJWmzcuJFCQ0NpyJAh6jGZ+HOZvFJnrPC3K+jFDNptjDvz2muveehqzlgRbys6xmXXFKJ9g/1m+vZv0TGeF2rQiLZJ9F8c7IIFCwyfqTNG+gbH6XN/02uTyPz+JqPfcn/T729W6bdm25eJ5OrL2E2HkXmPMnYqK+rvKDqLWfYN5VkFgy2CKPhyuH3xEzujxIpNnz7d5Xiw2ButkoEi71E2plJkjMu0yfF9xvO4jN1AVB+TqbHoDNdb8h0rxrjMmsvXul1GNcm5Pqoxonk7/tanI8od+5Peb/K3b9pNrvuTR0GknZuhILrOtiKOwOh72Mbsill2fRm5zvtXmIMVNTBFY758ifEmMq5R7WusEpGxPAgWuS5jWxH1rQa6HosV++4Q2VNfl8llsDo/2kgGi677uK6adzuIgre6OjI192Rj8oiMc7DcMUvnCBa5LmOHkalz6GvNDzPyZZ3x1jcVOO7L91xqosCvyZ0xq16yMzIyhkh/fSpjd7RbzScicb+YL/suOKPnT/ElB9hbm7x/hr4eEYz1WWX8xXabU2T0ai20YlCd8Ra76EvNJzPbZJl+E7NkulV1HRS0ZLqMLz9YYjKsyg8R9aXI9LdA13G14xi3Yl9SZ7zp34GMwyQKjnlcwZfno6BVo0gm18bXvXTMyu11R89XYUe5btV+WaLrcSvy953xJmOCRa4T+WYDcb7WXSeSqa1jtm/VqjwAZ6zyHRLp1zgOlrzDQO+Z645ZNmbRGGGZNoNFjxC1B+udq+U7FJ1/rIjnJeK9FY2QkYFa5/mbQ2NFTQJR/4Md6z4RmV9bmUgu1tuKfepF7REcsy8fs0/kn/wnEvfPm73PB9fdNtarrYgjsKLuNuflGGNV3W13jOK3Rdu0wuYnY38KhnncqvqNWuj5x0XbtGIPLgWR/hYs9h8r9uByxsx4QFE7nui+N8HguwPg4msWukbmZD0jU8eOHT3OdVdqjh8/TklJSVSoUCEaP348TZs2jSpWrEi1atXyaDMtLY1CQkKoRo0a9PLLL9OCBQvo+eefpzp16qg/MD09nSpXrkxVqlRRF3YZGRlUvXp1Sk1NpStXrqjtKYPRfXJUlMlu3brRW2+9Rb169SIANHHiRJfzlAlbJDDG/bxevXpRaGgoDR8+nBYsWEB9+vSh5ORkSkpK0pwQatasSU2aNKHZs2fTkCFDKCQkhBo3buxi4BB5Ps6/2xmtZ6H1XvVYuXIllS5dmkaMGEFvvPEGzZw5k+69915yOBx06623uix0W7RoQR06dKCXX36Z3nzzTXriiScoJiaGChQo4GJAISJq06YNAaC7776b5s2bRy+88AIVKlSIYmNjadeuXep5P/zwA4WGhlLRokVpwoQJNHfuXLrzzjsJAD366KMubW7dupUiIyPplltuoXnz5tHzzz9PUVFR1LZtW4/f1bdvXwJAPXr0oLlz51L37t0JAD377LMu523fvp1eeukleumll6hy5cpUsGBB9e9PP/1UPU8RCO4TtHv/UN5HzZo1qXPnzjR37lx66KGHNA3h9957LwGghx9+mObOnUs9evSgOnXqEAAaP3684XtT3rFZhh69cU9003gcHh5OPXv21L0+JyeHWrVqRQ6HgwYMGEBz585V+4CWMibSZlZWFt1+++0UFxdHL774Is2dO5eqV69O8fHxLn2IiKhp06Y0atQoeuutt+ill16i0qVLU6FChTyUmrp161KXLl1o4sSJ9NZbb9HYsWMpOTmZQkJCXBaRRP8p8c7oJXjUrFmTypYtS1OmTKEJEyZQYmIiJSUluTgEPv30U3I4HFSrVi2aMWMGvfDCC5SYmEg1atSgsmXL6j4HBV8XgTNmzKDKlSvTqFGjaMGCBTR9+nT13XTu3Nnl3AoVKlD37t1pypQpNH/+fBowYACFhYVR6dKl6eTJk+p5imx2OBzUp08fmj9/Pj311FMUFRVFJUqUcJlMFy9eTF27dqXXXnuN3nzzTerRo4fm+CYi+uyzz8jhcFDLli3pzTffpGHDhlFISAj179/f5TzR97hu3ToqXrw4jRgxgubOnUvTp0+nRo0aEQAaMGCAS5ta84KeIhAVFUUVK1akXr160dy5c6lTp04eBousrCxq0KCBGsg2Z84catu2rTrGFy1aZPje9OY5X9FSKGT6hszYIbr5+4sVK0a333674X11796dwsLC6Omnn6YFCxbQHXfcQWFhYfTDDz8YXqe8L/fv7tq1K7Vs2ZLGjx+vygNlQe28ICf6T6lzniv1lP0aNWpQ4cKFacKECTRlyhRKSUmhqKgo2r59u3reli1bKCIiQpUFkyZNopIlS6rv3BspKSmmJXspc4SzAZxI/D0ePHiQChQoQNHR0TR37lxavHixyz/n361F7969KTY21uP44cOHKSkpicqXL0+zZs2iSZMmUaFChahmzZoeizglYHTAgAH01ltvUceOHQkApaWlqedcunSJSpcuTSEhIfTKK6943OdPP/3k0qaWHNVb0IvobyNHjlTHy9y5c2nAgAFUunRpKly4MPXp08fwGcnoou7I9POTJ09SiRIlKD4+nsaNG0evvfYaVapUiaKjo9VAcoUJEyYQAGrTpo36exwOB91///0+tynyHmXbfP/99+mll15SkypatGih6m4HDx5UzxPVkVNSUqhSpUpUsGBBGj16NM2YMYNq1qxJISEh9PXXX6vnHT58mAoWLEiFCxemF198kaZPn05VqlRRx7jzd2uhpVf4ihky8ODBg+pzu+222wiA+vf7779v+P3Ks3We74luGkqVNtq3b08AaOTIkfTSSy/R7NmzXc4VnfPvuusuAkB9+/b1GOMrV650OTdYdDct9J550aJF6f7776cpU6bQm2++SU8//TQlJiZSVFQUbdy40eXc7777jkJDQ6ly5cr02muv0bhx4yg+Pp4qVarkYtD53//+RwCofPnyNGXKFJo1axY1bNiQANDLL7/s0qbZ71Fm/rHj+kxm7a4we/ZsAuAiz5yRnfNF5fqjjz6qyujZs2fTpEmTKDk5mUJDQ130vD59+lCTJk1o/Pjx9Oabb9Jzzz1HSUlJFBER4aEH21F3k5GB3bt3V+1U06ZNo6pVq1JkZCStXbvW5Twr5gqZdQURqW307NlT/X3KMWeCRa5bsSYnEpfBCoru6m5P8aVNXpPLo2fkf++99wgA1a9fn2bNmkVPPfUUhYeHU5MmTVwCGK5du0bVq1en8PBweuqpp2jWrFlUv359Cg0NpS+//NKlzapVq9ILL7xAb7/9Nj3//POUmJhIKSkpLoVJiMR1t02bNlFERAQVKVKE3n33XQ95tG/fPvVcJYinc+fOHuctXrzY5fvtKNcVRMajqK1Tpk0rdHBRH0AwjfHatWurTkb35+McwEYk/h5l5L+oXk8kNudu27aNkpKSaNCgQTRr1iyaM2cO9enTh8LCwqhs2bIuyc9a6NmA7DjGrbC77dq1i2JjYykuLo6effZZmj9/Pt1///2q/cYZs+1uBw4coIIFC9Ljjz9Or7/+Or3++uvUoUMHAkDt27d3KXxhx/WZ0fe69w0rdDxR/5mML0dBZE7RGlN6wZE1a9ZUdfDRo0dTVFQUVahQwSUpRlm7KvbYkSNHqv25efPmuvdBpN//fEVLrp0/f55iY2Opb9++9Oqrr9L8+fNp8ODBFBMTQ4mJibR7926X80XjFRTuvfdeioyM9AjMc+bTTz9VZXhERATdcsst6t/e7PVafXjhwoVUvnx5GjVqFM2fP58mTZpENWrUIAA0adIkj3Pdx5RecGTJkiWpaNGiNHToUJo9ezY1btyYANeAvMuXL1PZsmUpOjqaRo8eTa+//jo1aNBAHePff/+94e/RmmN8Rek/zkFpRDf12ltvvZXGjBlDb775Jr3yyitUv359AlwDhfTw1ycn4yM3WzcgCp71uLI5YcWKFTXXJ84yWMafTWR+rMMPP/ygvouiRYtS2bJl1b+dbWkyay5R3cCO87iMDLTiPRKJ+citst3aUVfX+97c6huiOp6Mf0ZU/gfLPC4bFyBqHxO1uY0bN45q166t6gYvvvgipaSkkMPhoP/9738e91q+fHkqWrQoTZ06lWbMmEGlS5emkiVLeiROidoGZdrUmjfzY0yEFs2aNaPq1at7HP/7778pLi6OSpQoQZMnT6bJkydTiRIlqEiRIi7vXMY/4o6e3kgkLn9FfS4yOgyRuI4n6keSieUNFr1RCz3/vKjcOHv2LBUvXpwiIiJo2LBhtGDBAnrssccoNDSUqlev7uLXlbH/i643o6OjqU+fPvTqq6/S3Llz6f777yeHw0F16tTRLMgv8tvtGIMjo38PGzaMBgwYQG+88Qa9/vrrdNttt5HD4fAaf0Okb2OViesx226gHLeT/YdILn5NpE1Zm5Loe7TCNhgseqMWRvM40U19HQDNnz9f83NZXVRUVluhN06ePJkefPBBmjVrFr3xxhvUtm1bzfUEEeuNRnqjgreYKyK53KbZs2fTSy+9RI8//jgBoHvuuUcd44ptWEZuyOgbdpzHicTyyXzxlXqTG0Ry87gVOp4dxziReP6KSJsyMU9E5ufEKIjIomBZm1lh05ex98nkRMrYgt3R68Oic0owxd9ooeVjU/jzzz8JAI0ePdqUNq3Q29zRW2O//PLLBIBuueUWmjFjBk2fPp2qVq1KADzsjSzT9WW6TJ67O0byV1Smy+iCom0Gi0zXQm886H2vP7JAZtyKrsVlYipF1x52lOkycROic7Nsjo3oeLRiDRksY9zuehuP8ZvoyWor/J+ibcrktbpjRuy/3WzqsvZvd7zpBiIxlaI6vRVxAcFib5OJTTp48CA1aNCAXn75ZXr77bdpxIgRFB0dTbfccotLgTiZ+HOZvFIr/O0yMYN2G+PO1KtXj0qWLOny7pyxIt6WSD4W21ubMn2D/Wb69m+ZMa5FbtWgkWlTKT7bsGFDzb7hXOtQVN/gOP2bcH/Lnf6mhZ5+y/1Nv79Zpd9aYV+WqS9jNx1G5j3K2KmsqL9jhX0jmGwRwZbDrYWen+KHH36gVq1a0ZQpU+jtt9+mRx99lEJDQ6l9+/Yum1IQBY+9UYvcrLGlhV5MpWx9F29tcnzfTfTmcRm7gYyOJ1pjkestuZKXxrjMmkvGxydak5yI66MaIZO3I1qfLtD2Jyv6ph3lut73aq3dRXMzZNbZVsQRsI35Jv7mw8jYbmXkOu9f8R/+5O1bUQNTNOZLNsZbtEa1Fnpzhag8CBa5LmNbkfGtaqH1zK2ox2LVvjt21NdFcxmsyo+W0ddF1n1cV+0//N2XSGbPEpmYPJEcLCJrdI5gketa6OnronUOZde6ZufLKoj0TQWO+/IvlzrQa3Ir6iUTicsYmdoBonZHO9Z8siImXMafIro+FG2T98/4D7vUZ5XxF9ttTpHRq0VjUJ3xFrtIJB7bY0WbLNPNy/MhMreug8w84Y6eLz+YYjK00NPbRHM5ZHz57uj1t0DXcbXjGLdqX1JR/TvQcZjBMo/LPB/RGkUy9mCZWnpW5PaK+irsKNet2C9Ldj1uRf6+qIwJFrku88xFdSLZ2jpm+1a1MCMPwArfoWiN42DJO9RCT1+2as9cK2zMorGlMm0Gix4hYw8W9R3Kxle64288L++tKI+eDNT7Xn9yaKyoSSDqf7Bj3ScraivLxHpbsU+9qD2CY/ZvYsaeTFbEjlixz4cWXHfb+/f6GkdgVd1tLTgvRx9/82uJ5Gvri7Rphc1Pxv4ULPO4Fv7Wb5T1pYjag63Yg4tIrL8Fi/1HC3/34FIwOx5Qxncnuu+NO/nFd6cguqZyuUbmZD0jk9ZLd1dqiIj++OMPatasGUVFRVGpUqXopZdeonfeeUdzQlq3bh21a9eOChQoQFFRUVS+fHnq06cPbdmyhYiIRowYQaGhobRp0yaX67Zs2UJhYWH0+OOPq8eMFq9vvvkmVa5cmSIiIqh8+fI0Y8YMF+FLJCYEFNw7xvnz5+mRRx6hwoULU1xcHLVr14527dqlOyH88MMPNGDAACpUqBDFxcXRgw8+SOfOnfP4Hm/Px/l3OyNqPNRj79691KtXLypXrhxFR0dTVFQUVa9encaNG+cyYRKRqpwkJiZSWFgYlShRgh566CHas2ePR7vXrl2jCRMmULVq1Sg6OpoKFChAnTp1om3btnmcu2nTJrrzzjupePHiFB4eTpUqVaKJEydqTiAbNmygO+64g6KioqhIkSI0ePBgzSCRGzdu0Pjx4yklJYXCw8OpQoUKNGPGDI/zlGel9c/5fcoGbe3YsYO6detG8fHxVKhQIRoyZAilp6e7XHv16lUaPHgwJSYmUlxcHHXt2pX++ecfAkCvvPKKx706IxIQIYORsJ8/fz4B8GqIv3z5Mg0fPlzd4KJmzZq6iSCibf7777/Ur18/SkpKopiYGGrWrJnm5DVixAgqV64cRUZGUpEiReiBBx7wcCoREc2ZM4caN25MhQsXprCwMCpSpAh17tyZ1q9f73GuTILHtGnT6NVXX6XSpUtTZGQkNWnSRFMB+fDDD6lKlSoUGRlJNWrUoE8//ZTuvfdeqlKliuFzuHz5MgEQCnJ259dff6Xu3btTmTJlKDIykmJjY6lu3br02muveYyx559/nurUqUMFChSg8PBwKlOmDD3++OMegXdEN9/NiBEjqFKlShQZGUmFCxemnj170v79+13O27RpEzVt2pQKFSpEUVFRVLt2bZo/f76HXFZYuXIl1alThyIjIyk5OZnGjBlDN27ccDlH9D3u37+funfvTmXLlqWoqCiKiYmhevXqaX6/jCIQGxtL+/bto7Zt21JMTAwVK1aMxo0b5xE8dubMGXrggQcoPj6eChQoQH369KGNGzcSAPrwww81f7/CyJEjyeFw0M6dOw3PE0VLoZDpGzJjh4jo66+/JgA0a9Ysw/tKT0+np556iooXL06RkZFUv359Ibmmp9B98MEH1Lp1aypWrBiFhYVRoUKFqHXr1rRq1SqPNmSU/cGDB9P//vc/qlixoqqsaukg3377Ld1yyy2qDvL222/TyJEjKSoqyutvKly4sPQmKHroKfui71F5vnr/vC1CjQxIf/31lzp2ChYsSA8++KCmjMnOzqZJkyZRSkoKRUREUPXq1T3mFGWMiszjRHILehH9LSsri8aOHUvFixen6OhoatmyJe3cuZOSkpJo4MCBhs9IRhd1R6afExHt27eP7r77bkpISFDvc/PmzR7n5eTk0OzZs6lSpUoUHh5OpUuX1pTBMm2KvEfZNpX5Weuf87iUcbB37NiRvvnmG6pVqxZFRkZSlSpVNAPbtm3bRk2aNFHnqMmTJ9OsWbMIgGY/dqZevXpUvHhxw3NEMUMGGo1zbwmleg49ozGpZcwQmfNTUlKE2wwW3U0LvWc+btw4uvXWW6lQoUIUFhZGJUuWpJ49e3oUSFNYs2YN3X777RQVFUWJiYn08MMP04kTJzzO+/rrr6lZs2ZUuHBhVa/Xk1dmvkeZ+ceO6zOZtbvC7bffTkWLFnVxlDsjO+eLyvXMzEyaPXs21alTh+Li4iguLo5atGhB3333nct5S5YsoaZNm1KRIkUoLCyMChcuTHfffTdt3brVo0076m4yMnDKlClUpUoVioqKokKFClGXLl007S9WzBUy6woiMuxzzgSLXLdqTU4kJoOJbo7dUqVKUd26db3eL6/Jb5Iba3KFDz74gGrXrk2RkZFUrFgxGjJkiKat89SpU9S7d29KTEykyMhIuu222zTnnZ49e1Lp0qUpIiKCSpYsSQMHDqRTp055nCequxnZTt3fj5GurjWe7SbXicTHo6itU6ZNIvN1cFEfQDCNcaM+7r6WEn2PsvJfVK8XGY9nzpyhAQMGUJUqVSg2NpYiIiKoYsWK9MQTTwhtAqhnA7LjGLfK7rZr1y7q1q0blS5dmsLDwyklJYWeeuopj82licy1u50/f54eeughqlChAsXExFBkZCRVr16dJk2a5CE37Lg+00Kvb1il44n6z0R9OUTic4pMcOQHH3xAzz77LBUtWpSio6OpY8eOdOjQIY82Z82aRSkpKRQZGUkNGjSgjRs3Ur169ah9+/aG9+Lr5sN6aMm1jIwMGj58ONWqVYsSEhLUsdivXz9dX7xIvAIR0cWLFykqKoruuecer/cloo9podWHt2zZQp07d6ZSpUpRREQExcXFUePGjemjjz7yuF4mOLJ69eq0ZcsWatiwIUVFRVFKSgrNmTPHo839+/dTx44dKTo6mooUKUIjR46kFStWEAD65ZdfDH/PvffeS9HR0XT+/HnD80TQC45cvXo1derUiUqWLEnh4eEUHx9PjRo1ooULF+r6N53R0v9l186iY5zIXN2AKHjW48q8o/fPuf/K+rPNjnUwulfnuVRmzUUkphvYcR6XkYFE5r9HIjEfuVW2Wzvq6lrkZt8gEtfxZPwzIvI/WOZx2bgAUfsYkZjNbfXq1dSmTRs1rrFgwYLUtm1b+vbbbzXbPHLkCHXr1o0SEhIoLi6OOnXqpBlbSSRuGxRtU8s+kR9jIrQwSnLYunUrtW7dmmJjYyk+Pp7uuusuj4Qj2TgLZ4ySakTlr6jPRUaHIRLX8UT9SETisbzBojdqoeefJxK31R89epT69u1LqampFBERQSVKlKD+/fv71SaR2Hrz0UcfpWrVqlF8fLwaOz1q1CjdYnwiv92OMTgy+vfChQupdu3aqhxq1aqVh29cDz0bq0xcj9l2A+W4new/CqLxayJtytqUZN6j2bbBYNEbtfCWHNuzZ08KDw/XzO1xvl5UFyUStw2arTd+/vnn1KBBA4qPj6eYmBi6/fbbddczrDfq640K3mKuFERzm4x8sIpMkJUbovqGHedxIrF8Ml98pd7khvN9iczjRObreHYd46L5KyJtysQ8EZmfE6MgIouCZW1mhU1f1t4nmhMpYwt2x6gPi8wpwRR/o4Vil9Zi9OjRBEA3Rt6XNq3Q25wxsi+kpaVRgwYNqGDBghQdHU233XYbLV++XPP+WaZrI5Pn7o6R/JWR6aK6oGibwSLTtTAaD+6YIQtEx63oWlwmppJIbO1hR5kuGzchMjfL5tjIjHGz15DBMsZZb+MxTmROboTZtjHZvFZnzIj9t5tN3ZeYSmeMdAPRmEoicZ3e7LiAYLG3ycQm/fvvv3TXXXepsjc1NVXTNiUTfy6TV2qFv10mZtBuY1xh165dBICefPJJ3eutiLdVEB3jIm3K9A32m+nbv2XGuBa5VYNGpk2jdaG7XBfVNzhO/ybc33Knv2mhp99yf9Pvb1bqt2bbl2Xqy9hNh5F5j7J2KrPr7xCZb98IJluEkazMjzncWuj5Kfbu3Utt27alwoULq2vIyZMna27KGyz2Ri3MkIFE4u/RHaN8YtExLtomx/fpz+MydgMicR1PtMYi11v6j7w2xmXWXDI+PtGa5ERcH9UImbwd0fp0gbY/WdE37SjXtdBbu4vmZsiss4nMjyNgG/NN/M2HkbHdysZu8P4VN/Enb1/mmYvmLorGfMnGeBvlgGnlxTujN1eIyoNgkesythXZnGt3tJ65FfVYrNp3x476umgug1X50TL6usi6j+uq/YeRHUSkro7sniWiMXkiOVhE1ugcwSLXtTDS10XqHMquda3IlyUSr/nEcV/+51IHek1uRb1kInEZI1M7QNTuaNeaT2bHhMv4U4jE1oeibcrE3NlZj3AmGOqzivqL7TanyOjVojGoCiKxi0RysT1mt8ky3bw8HyJz6zrIzhPO6PnygykmQwsjvU0kl0PWl++MUX8LZB1XO45xq/YlFdW/iQIbhxks87jM8xGtUSRrDxatpWdFbq+or8KOct2K/bJk1+NW5O+Lyphgkesyz1xUJ5KtrWO2b1ULM/IArPAditY4Dpa8Qy309GWr9sy1ysYsGlsq2maw6BEy9mBR36GsD9gdf+N5eW9FeYzWh86YlUNjRU0C0ZxUu9V9klkTi/pHZGO9rdinXtQewTH75uzJZFXsiBX7fLijN6cEyzyuhZFe7Yy/cQRW1t12h/Ny9PE3v5ZIvra+SJtE5tv8iMTtT8Eyj2vhb/1GWV+KqD3Yij24iMT6W7DYf7Qw8qW4k9vxgKJ2PNF9b9zJL747BdE1lcs1UmfblKeffpqSk5Pp+vXrgb4VS1AG+W+//UZnzpwRCsxj5MnKyiIA9NJLL6nHjAwcImzbto0A6AaqKHTv3p3q16/v03cwvvPQQw9R+fLl1b9lkh71qF27NrVu3drwnC+++IIcDod08XTGP/bu3UsAaPHixeox0YWxHitXriQA9OOPPxqeV79+ferWrZvP38P4xpgxYyg0NNTlmC/KmDN33XUXVahQwfCcv//+mwDQ559/7vP3ML6RnJxM/fr1U/+WWShpcf78eQJAL7/8suF5wa6L5lXefvttAkBHjhxRj4kGrusxfPhwioqKMgxSvXTpEoWFhWkaAhlrYd3NXvD6zH6w7mY/WK7bC16T2w+W6/aCx7j94DFuL3h9Zj8aN25MrVq1Uv/WC8oQJTs7mxITE+nRRx81PG/u3LkUGxvrNfmFMZe1a9cSANqwYYN6zCjoTIQZM2YQADp69KjheUWLFqWnnnrK5+9hfIPX4/aC53H7wbq6veB53H5wTASTm7DeaC84Bsd+sP3HXrDeaD9Yb7QXPI/bDx7j9oLXZvaC42/sB8t0e8Ey3V6wTLcfPMbtBY9x+8E2dXvB9jb7wWPcXrDfjMlNuL8xuQn3N/vBOoy9YFuE/WB7o73gedx+8Bi3HxwbYC9YrtsPXp/ZC87btx8s1+0H6+v2guW6/WC5bj9YX2dyE675ZC9Yj7AfPKfYC5bp9oJjMuwHj3H7wfO4vWC5bj9YrjO5Cecd2g/WI+wF6xH2g2M77QX7iu0Hz+P2gse4/eB53F6w/cdeBHJtdu7cOTpz5oxP/SsEjFfWrVuHsWPHIjIyMtC3Yil169ZFkSJFcO7cuUDfSlBy4sQJAEDhwoV9uj49Pd3j2MyZMxESEoKmTZvqXkdE+P777/Hyyy/79L2M75w4ccLn952ZmYmsrCyXY99//z22b9+O5s2bG167bt069OzZEzVr1vTpuxnfMHuMZ2dnY/bs2UhISEDdunV1r7t06RK2b9+OCRMm+PS9jO/4M8YBz3e+Z88efPnll0JjvGHDhujYsaPP383Ik5mZiXPnzpk+jwMQeud20EXzGidOnIDD4UBiYqJP17u/83PnzmHx4sVo3LgxQkNDda9bv349SpUqhf79+/v0vYzvsO5mL3h9Zj9Yd7MfLNftBa/J7QfLdXvBY9x+8Bi3F7w+sx/+jPHr16+DiFyOvf/++/j333+FxviwYcNQrFgxn76b8Q2zx/j169exYMECVKxYEaVKldK97u+//0Z6ejpGjRrl0/cyvsPrcXvB87j9YF3dXvA8bi84JoLJbVhvtBccg2M/2P5jL1hvtBesN9oPnsftBY9x+8FrM3vB8Tf2gmW6/WCZbi9YptsPHuP2gse4/WCbur1ge5v94DFuL9hvxuQm3N+Y3IT7m/1gHcZesC3CfrC90V7wPG4/eIzbC44NsB8s1+0Hr8/sBeft2w+W6/aD9XV7wXLdfrBctx+srzO5Cdd8shesR9gPnlPsBct0e8ExGfaDx7j94HncXrBctx8s15nchPMO7QfrEfaC9Qh7wbGd9oN9xfaD53F7wWPcXvA8bj/Y/mMvArU2A4By5cqhSJEiPn1vmE9X2Yxff/010LdgKe3atcOaNWvUvwsUKBDAuwlOli9fjvfffx8OhwMtWrTwqY2pU6di69ataNGiBcLCwvDVV1/hq6++woABA1C6dGnd6xwOB06fPu3rrTM+8Mcff+CTTz7B+vXr8fTTT/vUxrFjx9C6dWs89NBDKFmyJHbt2oX58+ejePHiGDhwoOG106ZN8+k7Gd9599138e677yImJga33367T20MHToU6enpaNiwITIyMvDxxx/jp59+wqRJkxAdHa17XUJCAjIyMny9dcYH9u/fj5UrV2LZsmXo1KmTz+2UK1cOffr0Qbly5XDo0CHMmzcPEREReOaZZwyvGzx4MAYPHuzz9zLyfPPNN/jwww+Rnp6OVq1a+dTG0qVLsWjRInTo0AFxcXH48ccf8cEHH6Bt27Zo1KiR4bXBrovmNU6dOoXly5dj/vz5aNiwIWJiYnxqp2HDhmjevDmqVq2KU6dO4Z133sGlS5cwduxYw+s6duzIi/lchnU3+8HrM3vBupv9YLluP3hNbi9YrtsPHuP2gse4/eD1mb346aef8PHHH2Pfvn0+B6z98ssvGDFiBLp3746kpCT89ttveOedd1CjRg10797d8Nply5b59J2Mb1y9ehVpaWl4/fXXkZycjEqVKvnUzj333IMyZcqgTp06uHjxIv73v/9h165dSEtLM7yuevXquHTpkk/fyfgGr8ftB8/j9oJ1dXvB87j94JgIJjdhvdFecAyO/WD7j71gvdF+sN5oL3getx88xu0Fr83sB8ff2AuW6faCZbr9YJluL3iM2w8e4/aCber2gu1t9oPHuL1gvxmTm3B/Y3IT7m/2g3UY+8G2CHvB9kZ7wfO4/eAxbj84NsBesFy3H7w+sx+ct28vWK7bD9bX7QfLdXvBct1+sL7O5CZc88l+sB5hL3hOsRcs0+0Hx2TYCx7j9oPncfvBct1esFxnchPOO7QfrEfYD9Yj7AXHdtoL9hXbD57H7QWPcfvB87i9YPuP/Qjk2gwAVq1ahczMTAAwjN3QhBiGsZzU1FQqV64cvfvuuy7Hx40bRwDozJkzXttYvXo1NWrUiAoVKkTh4eFUvnx5Gj9+PGVmZlp124yPjBs3jhITE+nhhx+my5cvq8cPHDhAAGjatGle27hw4QL16NGDSpUqRREREVSoUCHq1q0b7d2718pbZ3wkNDSUqlatSl988YXL8d69e1NsbKxQG2lpaVS3bl1KSEigiIgIqlatGs2ePduK22X8ZOHChRQfH0+dO3emkydPunwGgAYPHizUTp8+fSglJYUiIyMpISGB2rVrR1u3brXilhk/ad68OSUnJ9PEiRNdji9cuJAA0K+//uq1ja1bt1KrVq0oKSmJwsPDKTk5mYYPH+4yTzB5g3Xr1lF0dDQ1a9aMdu/e7fJZSkoKdezYUaidZ599lipWrEjR0dEUExNDjRs3pjVr1lhxy4yfsO5mP3h9Zi9Yd7MfLNftB6/J7QXLdfvBY9xe8Bi3H7w+sxd9+vShYsWK0RNPPOHyftatW0cAaNmyZV7bOHDgAHXu3JmKFStG4eHhVKxYMXrkkUfo1KlTVt464wMHDhygiIgIqlevHm3atMnls2bNmlH16tWF2pkxYwZVr16dYmNjKSoqiurWrUsffvihFbfM+Amvx+0Hz+P2gnV1e8HzuP3gmAgmN2G90V5wDI79YPuPvWC90X6w3mgveB63HzzG7QWvzewHx9/YC5bp9oJluv1gmW4veIzbDx7j9oJt6vaC7W32g8e4vWC/GZObcH9jchPub/aDdRj7wbYIe8H2RnvB87j94DFuPzg2wF6wXLcfvD6zH5y3by9YrtsP1tftB8t1e8Fy3X6wvs7kJlzzyX6wHmEveE6xFyzT7QfHZNgLHuP2g+dx+8Fy3V6wXGdyE847tB+sR9gP1iPsBcd22gv2FdsPnsftBY9x+8HzuL1g+4/9yM9rMwcRERiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYZhcISTQN8AwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDGMnQgJ9AwzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMHYiLNA3wDAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAKc+fOxbRp03Dy5EnUrl0bs2fPRoMGDYSuzcnJwfHjxxEfHw+Hw2HxnTIMwzAMwzAMwzAMwzAMwzAMEwiICJcvX0bJkiUREhIS6NthGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGJ9xEBEF+iYYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYZunSpejVqxfmz5+P2267DTNnzsSyZcvwzz//oGjRol6vP3r0KEqXLp0Ld8owDMMwDMMwDMMwDMMwDMMwTKA5cuQIkpOTA30bDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDOMzDiKiQN8EwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAMw9x2222oX78+5syZAwDIyclB6dKlMXToUIwePdrr9RcvXkTBggVRrnJNhIaGenxulF2fk5Oj+1l2jt6FYbrXOBye3//ffTj07wP6N2l0/+Qw+FD/63TbNHoeDoMGQw0+CzH6zOHbdWEh+u8gzBGueZyyMnWvyb6RbvDZNd3PKEv/OmRf1f8o87ruZ1kGbVaumKJ5vFHDOrrX1KldRfez5BJFdT8rWVL/s/P/ntf97MK/F3Q/y8y8ofuZ3tsODdHvB+Fh2u8aACJC9ftIxg3955+RkaH72aUL+r/77Nlzup9d+PdfzeOXL13SvebKlSu6nxUsWED/swL6nxUunGjwWWHdzwoUSND9zKEzhkNCQnSvSc8wev76480Rqt9mVGSU7mehBtdlGPTJG5nafSHjutH9638WEa7fX2NiY3Q/izb4bcYyVJ9Lly9rHr9yRfs4AGSkG8itG/ryNScnW/ezEIf+OA3RmM9FrnOEaF8XERmte01UtP7zDzN4/kbzc7bR3G0wv+UYvNPwCO0+FBWpf/8waO/S5YsGn+nLpxs39MdNpsFnUZGRup/FJ8RqHo+JNnj+Bn0LpP+ZgXoEgykHOQYvPDtbX3/KzNK+l4wM/XGTnqH/HBGiL0scBvpRRKT2MwaAyNg4/esi9PtXjo6kIeiP38xs/YecZaAr3zB43Tey9D/LNBiMWVn67y1L550a6co5Ofo3EhZmMIdF6b+3qOgI3c9i4/XfTVy8/tgJ05EloWH693H1ur5+dO6Cvs578rS+frRv3yHdz/bvP6j72fHDJ/U/O3JC83h2pn4/iIw06v8GMshgLoLRZwaChgxkdma2tlzIzDBYjxisFQsW/D92/pxHlyTNDz3Nl3eJ5cRZc+vqKlZV8zbvHVyBAAkC1PkdKBLUWxhQa4UqVX6Skam0TInSnQE4mLuR3VWVy8mzn4h4N/cRaiGI9OdfzGB2BxPx+wEppD8wf83NH3vMzIET9f4u7f2ePX0eYvVe8/37em/7m9/8avH6q1d1/kxzPd/msAas1vWcGlf1OrUKsVQnx2JfMh9D4Qrn1m5X79W6XT3GV+s6Fz65qteVJ/Vjt3Fa3revwjn4IvTjLMR+9qeflLH/+X/5ZRn74vM6X/fhnL/fLz/DHOr8PIX3NtdrR9qZdGFdnOd6rW0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      "text/plain": [
       "<Figure size 2000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load image dataset\n",
    "# Define how img are transformed\n",
    "transform = transforms.Compose([\n",
    "    transforms.Resize((224,224)),\n",
    "    transforms.ToTensor(),\n",
    "])\n",
    "\n",
    "dataset = ImageFolder(root=\"dataset 2\", transform=transform)\n",
    "\n",
    "# extract a sample image\n",
    "img_index=1\n",
    "img, label = dataset[img_index]\n",
    "img_np = img.numpy()\n",
    "img_np = img_np.transpose((1,2,0)) # (height, width, channels)\n",
    "\n",
    "# Extract file names as labels\n",
    "file_name = os.listdir(\"dataset 2/abigail_williams_(fate)\")\n",
    "\n",
    "plt.figure(figsize=(20,20))\n",
    "plt.imshow(img_np)\n",
    "plt.title(f\"index:{label}, label:{file_name}\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}