{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 365,
   "metadata": {},
   "outputs": [],
   "source": [
    "# All imports\n",
    "import numpy as np\n",
    "from scipy.stats import skew\n",
    "from scipy import ndimage\n",
    "import cv2\n",
    "\n",
    "import torch\n",
    "import torchvision.datasets as datasets\n",
    "import torchvision.transforms as transforms\n",
    "import torchvision.models as models\n",
    "from torchvision.models import ResNet50_Weights\n",
    "import torchvision.transforms as transforms\n",
    "from torchinfo import summary\n",
    "\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import hsv_to_rgb\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 366,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using cuda for inference\n"
     ]
    }
   ],
   "source": [
    "# GPU (Nvidia)\n",
    "dev = torch.device(\"cuda\") if torch.cuda.is_available() else torch.device(\"cpu\")\n",
    "print(f'Using {dev} for inference')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Loading Caltech101 dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 367,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_path = \"C:\\Kaushik\\ASU\\CSE 515 - Multimedia and Web Databases\\Project\\Datasets\"\n",
    "\n",
    "dataset = datasets.Caltech101(\n",
    "    root=\"C:\\Kaushik\\ASU\\CSE 515 - Multimedia and Web Databases\\Project\\Datasets\",\n",
    "    download=False,\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Select image by ID"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 368,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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isiRneHzA/u4u8WTM7VvXWRn0UcZm35WG0fEY3wtJk4wkTjk8PGR/f5/VjbPs7OzQW1ljsLqBG4ZoCWWlcV0XRzoYDK4XclIoX/Ptyxv6xnf16lX29vb48Ic/vLyv2+3y9NNP84lPfAKAT3ziE/R6vaVgAnz4wx9GSsmnPvWp+/7cPM+ZTqf33Gre6oh7bjbvfffN3sfJ12JxM7ZPXAqBKx1bwI7B6IqqKFFVhVa2hVJXCmEMaZIQ+iErvRU2V9YZdAd0ml3ytCCNM4pcIYSD47gcHhyyt7tHlqZ02m3a7TbtdgshBK7rEobhYnXpoLXAGLuyVPpO2+VJxNZgIwfmTvzhvjdx1+2e+6jjmg8ib6ho7u3tAbCxsXHP/RsbG8vH9vb2WF9fv+dx13UZDAbLY17Nr/zKr9Dtdpe3c+fOvZGnXfNNIO5ze31HWfehk/z6nZgnGG0WhegCKcAYha4qyrLEqAq0wWiNrhRVUTA6HlHmJZ50Cf0Q3/Hx3YBknlLkFUaDI1waYQOBQCmFIyVRGKKUoixLtDFI6eB63qIcSWK0WYpipTQY+Q0KqV7/8wV8o6qsmrcoD0SI5aMf/SiTyWR5u3nz5pt9SjVfj1evtu7z8D2rteVleOdgCXY5ZhRGVagyp6xy229+cl9VoqqSeDYjjWPyNCXPMrIkQ1WaIiuQSBzhYJSh1WzTaXdoNps0Gg1832c8HpOmKaqqODEL0dpmzK1omoU7kkYIeXqNe81zcZ+laC2cDxRvaMnR5uYmAPv7+2xtbS3v39/f513vetfymIODg3u+r6oqhsPh8vtfTRAEBEHwRp5qzbeQb2Cmfs/95u7WSXOywgRhKoyqqKoCVeYUeUZVZqgyR6sCrQqb+Om0uXTxArs7NxkdH5LGc8oso8xzNtY38QKfJMs4PDwiChs40sFzXDqtFgaX+XTCma0NlKkos5gySzDSxYsaSCGQiwy6MBJ/Yfghvt4/7Gtyby/9nWfqpOaz3qg/KLyhK81Lly6xubnJxz/+8eV90+mUT33qU3zgAx8A4AMf+ADj8ZjPfe5zy2N+//d/H601Tz/99Bt5OjVvMe4nC3cKejQSg4NGSrvC1EVGladURYouM0yZo1SOKlKkqcBUHB3ucXy8TzKfEnguG2urXLh4HrRhOBxy4/oN4jhmc32Tz3zmM4xGI6bTMTdv3eCVKy9x9tw2z331y+TZHCk1jtAIUyIdg+9LXEfgnHQifdPPwN1dT6/ugKp5UDj1SnM+n/Pyyy8vv7569Spf/OIXGQwGnD9/nr/xN/4G//Af/kMeeeSRZcnR9vY2f/Ev/kUAnnjiCX7kR36Ev/bX/hr/6l/9K8qy5Bd+4Rf4yZ/8yTpz/hbiNCMh7uk2XMQA9V33CSFAGPSibcigsI5G4DkSjUGrkqzIMWWJVAZfumTJjDxPwFQ4wuA7GtcxuI5hOj3m9q2rHB7s8snJIVVZoMsK15G0oog0SXjlystEzSbC9SiqCoPmj/9/f0QcZwjHZ9DrcXy4w8XLj/L445fZ2lwFoSizAj/00EWJFCBdB4nGqAKQGGH71AUScfey4+TfrkE6r3qTuGf5be7cHHFn1/71nuPaTeQtw6lF87Of/Szf//3fv/z6Ix/5CAA/8zM/w2/8xm/wt//23yaOY37+53+e8XjMBz/4QT72sY8tazQBfvM3f5Nf+IVf4Ad/8AeRUvITP/ET/Nqv/dob8M+peSN5vYPHTtzQT9zPzauMesXJDlRr60AkrAWcFGaZV1e6RJcZZZahswLlOKTJnCyLF6KpybM5k/EB08kRRhcEgUORJxzcTsEYJArPgSiQFAUUBeBOcQOHIFSMxhrhzEEoVtfWWF8f8Ojjj7OxdZZBr4lWKZPRHkmS02gGixWmg6kqVJ4gQnchbnLxTqFsd6fSizcJYfvahXxVX+lJil3bN4uT52T5JNWC+CAhzAM4ZWo6ndLtdplMJnQ6nTf7dP5McuJ0fsLXM++tinLZBinESYH6HeE8sXbTSoM0CKkAs3Bb1xgUWZ6SJzF5HJPPEjxjmMcT8izBmAopFFky4/bta0wnx1RFxnQ84itf+hLDA43RGkGFI0s8V5MmUFUu43lJ0JBsboa8/PKEwWqE4xl6/R4XL13mg9/zvZQK1ta3aLQ6CMcnKyqefNs7cFwfN2yggXQ+p722vjAQkbYwf7HLrkqF0iwL4V1H3BWmXL5jYIzCCG2L9YVASPuzvhkDkJo3htNoSt17/meIb+X7390/Wwg7PmJpteYsHjO2W3vRG3lXDaPt6nEcbKxSVRgqjKkAhVIFWTInTxOy2Zx4NEVlKaPREUWRIqTGc0CrAnRKM3IppUOw0uFHfuT7uXjuPGVRcHx0xHA4JE1SQNDpdDg4OkYB3W6fre3nefSxJ5gnCQeHRxwc3OJ//v7HuL2zx9Pf+d2sb53BD5sI4dBpBbTbPTora4SNJpEH6AIjnWU40ii7snYdW6qEuFP4btTJatJghH0D0mgw2pZS3fXc1nL5YFGLZs19+XoCfMc42LoQncT1jL7LJZ27TTkWYyuEQFUpWTIny+fkeUyRp2TZnDiZUmU5Oi+hUFRZRjKf4DoQNgJarRDfC9laaxCEDq4jcaRd87XbbcqiQMqH8cOIoNGmmM6ZzmPa22dQ2nB47TrvfOdTXLx4Eek4FFVJnKZMJlPWN7Z48aWXSdMcrWdMZwnPfmmOI302N7fZ2Nik2+3T9YSNyzouwvEQ0gckGI0qKms/t1iJ+kGwWIhqtFbLbTkSjLS+ycIa1X2LXsGabxW1aNZ8Te7egp/UK977uW1tcRxhaxsXxeAYW5juCgnaIIxGVyXJZEacTJhNj0mSKVk2J8/m5PmMsswwpSKUHp2wSRR6dBsDGk2fVrtBsxUCFWUR47igSluj6XsuQehQlBVxmjOdT3DcY6SRdDo9qtmEOEmpVMH5C2dxXIGUmnarRXOlw/Boj/39a1y8sEFVKeI4ZT6PCMImo+GUg91rHO3dIAwbbJw5z/qZizS6PfxmG8/3ljFOaazPJ1IgXH/xpNlCfaM1RhiEI+10zOWQN/Acx841+gaZoFc7zte8edSi+WeIb9X2/NVzdO4WTYFBCgdlFGVVUlUVqtIIrcEYTKUxWlEWGZPJEWkyJUkmlGWCUhnoAsdUeL6DG7g0vJBu2CJwXITU+L5DGHkEnvWzrIoKozSuC64rybIEPS9xXIdWp4k2UOUFk/EU6Tn4QUQQODi9Nr7vUqmSMi/B0XhhQLsdUFaKKJDI0KURuPTaTdtCWeTkeYlSBlTG/s415lmG32gTRE2iZodWq0+r08d3A6T0bFF8VSIcbzlKw5wMMJJi6eykjV2pm2UMo+ZBoRbNmvtyv4Fj9xdluxrVuqIocrIsp8hzdFFSlRWqLNGqpMxTppMhZRFTVSlSVjiOxvcEnhcQBi6h5xE6Pg0nJHR9lC5s3FOX6KpCmwKjSzQVrushHUE5z8iL1Hb5RCGO65FhqHRJUeV4vo+U9tg4nuMFLkqXFLleZuA9T+C5Bt91iAKXstCMRlN8R9PsNvDcgEppbu0fcXS4i5HHOF5II2qysrqFMCA7AzzfQRiNUnYVqU98OaVgmTcydyzxhKhXjw8itWh+G/F61jN3JyVOSonuefye2Tp2tWkw5GVhfSnjmDRJKLOMPM2oigxVFlRlRpmnoHM81xB4DlHkEzVcwsihEXpEfoCjBOSa0HdIc0OWZZSloqrA8UDKkzEZdh6660myrGQ2n6GBMIww0uCGHn7gY4AkTRhPxsynUy5eumBrMFVFHE9J8znNMCLwJYHvopUhT2L2924g8Fg9e5719Q0wguF4TKwUeZmR5wV5kqIV+H4ARtBoKhw/RCOpihLHdXE8D0c4IKFQCoNaDnhzHGdpMff1rOZOwxu1Zq2TU1+bWjS/LTkxyrjjZHk/TkTT2rMJkIs/cOHcNZDMkKQpaaJIEusqlKUJKkvQRYIpM0SV4+mSMFAIKgLfodmQRKGLHzggNFQFpdFkeUU2y+h3u7AoLHdclzD08EIXpQvKqiDNUowybJx/FKTH7es3mSY586wgDCNw2hTKo9VfRxQV5TgjaHk0OmuEjQZSGpJ4ys3dQ7JUs7pxDiMdsiyhMIbBYIUoatDptal0ydHRES++9FVWti/gBk1c10PrnL3bL/PSC1/BcQNa7R6D1XXW1jbZPn+JZquD9Jo4TmhLlFRFpRWO6yGFY2cTmUXs+L4vw6JLvy5sf0tRi+YDwP22xff7QzopA/qaf2TGUAF5pRCOg5Qs23ccAa60w8yMVlRlRRieJDTuePOUlSKeJ6RZRlEUFIUiKRTDo2OS+QihM3xH0XBKZDVBp0N0OUeYgiCQhIHDoNsjDCWuK9BUBI0GBsFoNEVIj5XtdcajCZ7nIVwXJSVlJdDzilu3dhiOxszmMdPZnOPjIQiHwcoqSZJxe3eX555/gcCP+OAHv4fd3QPiOKXf6/PYY4+QMyLLdzBGIYUhy1usrHYZpy5alSRxTpaVGOnhuj6ZAFcYKk/SX+uzOmjSbnUR0iGOY4rZhLZXEAQKX2pMnDAq9zm8/SyO38TxG7hBi7DVZ7C6TdDo4EctgtDDCQVliS30lwJHnoyTg7KswNgEkOuKhWmIdbIXQuA4kpPckDJYpyZt8H0XLaxNMif1oAtzlJO9AXd9Lrm3Dv/kvruPq7mXWjT/DHF3hnW5Erw7420fsfMUhUEvOlhYuqNz51itmI7GCCnQylAUJXGSEccJWV6QLZIkZWlotvt0Oz10nnC4t8vw4DpVcsS5zSaPXtqg224TBAIncpHxFKUVghy0wnE8hDEI4eIHEaUy7B+N+B//4/cpihLHc8mLkizL6fR6bG1u4wUBfrTKanODte1H8Ty7kpvPU8L2GQbrD+O6Hp3BGl64gTFYV6NGk8NJhaoMvufjuZK940Neub7L7s5N0mQOaKLI513veBsXL11AZCXojOk85eyF82ysbSKFpMwLqHLakUdKSSMSGAprgHx7nzhTRK0Bnf4G3ZVN+qtWkEvt4AYtomabVqeN49j57VEY0ogioijEEdamDmPFFEBVWG9RVywajAx5bvcLridxXQetDWpRD2qTT+Kea0GKE/G889jdnvonnIhoLZj3pxbNB5S7i8tPuFso777dfZyAxQplEZtczN/RWlNqja4qqrKkyHPSOCHPc5IkJY4TpvOEsqxwHAek7YrRGvIkRqqS8fCQyfCQZDbGFwWNsEO/16Lb9vFcA74A5ROn6UI4Ja5r5wGVlUJryWg05cq1m1y5dhvH9QijBkprlDI0Oz6e3yFqtEBYc2AvCHGky3QeUygX1++wtT3A9TySNMMPA3wvIIoaaF0xnmRICY7jE7ohRkQUVYwhRDiassjY2x/x7HNXOB7NaTQC2+GD4JHLDxEEjYVz/IzpeIyqFM1GRKfdts81hsB3uHHzNgwnNEZTuuMZ01lK2FrBCzt4YUacJAxHIxzPIQhC2s0mrVaTdrtN6Hu4rovrOIupnIs3P7EoihcCrc2y48oY7nRgmbt2IXc3INz1+tdi+M1Ri+YDzDcqQL+fcNoREgs3S1v3gtaaKs8oi4Iiy8nSjCxNMUpxfHzMaDQhjmNKpQiCiFa7TRQE+EGAlJLJcMztazvs71xDmoy1QZvLFx5ie71BoxGgqoIyTRBUuI7A4NoicRyEdkmTkuPRnHlScOPmLl/56os0WyucPXueqNEiDCOazQaD1TWqUpHmJdP5nOlsQpLllEXFLE5IkxyDpNVu0Wq1GI4n6MoQ+hHtdpeyyqmKnEYjROLh+RFh1ONCZ8B73v1+pDCMR0d88Yuf59q1V3jxxeuAJgp91tc3OLN1ick0Y3g04ujokNlkTBT4rKyu0mm3EQLCRoswanNwOGF3f8jRcIbcOaC/dsT2uYc5d+lRXKeJrlKOjw8Rjofn+0zCiGajQavVunNrNghDH89zF0LJcl6SEOB5NiKtlLAtqouaWSnu3XHc+6ZZS+Y3S917/gBwmpfo1cfeUy60yDdUxlAZg6oUVVmSpxlpPGM+m5HME9IkIU1T8tRmhxuNBr1+n9X1NVzXZ//ggNF4ZMfj6gpHVzz3zBdxRMnZrRWeeOQCj17expQT4vERrqzwHFBVQX9tDa0NcZwRpyVxWvLCK9f4n3/0SV566Rrd/hrf/d0/wOWHH6fb6zEcDimKEte1XTif/eznefnKKxSloqwqbt66jdYQNVvWD0Q6tDptVldXKcuKstQUeUWaZhwc7NFohGxtrrOxvkav16XIEx595DJpMiMKA1YGfTY2VomigP3dHb70pS+ws3OLbqfN/+PH/jeOj/bwpSAMPMLAp9WI8F04Ojri6PiA0WiE0fCu97yX//F//yHPv3iF8Syhv7JJf/0sK2tbdAdrBI02xkh6K5sYHDtwc5FVd12XZrNJu9WgsRDSzc11lNIURbl8TV3Xtc8LJ9tr8xqzx68lkq83ufTtIrGn0ZRaNB8AvtFLdPK41vpVJUF3jDdObsposjwnTVN7i+2gsjhJKfPC1lYqhTQwGAxwHBchbGF5XuaMxxNm8zkIgR84+I5i58rzRG7F2554hLWVLqEvCD1DK5Ic7t3CkRAFAcYoEA6FgnlacnA05sWXr/LJT3+JZmfAu9/zAR577Cm6vXU+/enPcXh4yNHxkIODQ46PhwhXUhaK8XSMMQLX8/GjBo8++ghnzp6n2+3R7/fZ3t6m2+2yu39A4Ad4jkdRVNy8eZMrV1/mxRee59atmxwdHpDGMd///d+HQOF7Du12i7Nbm2hT8dgjDyOkYDabcuPGDT72X/4/vPsdb2N7a51+r0271aDbbrCxvoJAkaYx8/kUpSsc6dnYb1kxniW8fOUazzz3Er3BOucvXWZ98wyu38IPuuBGyMU8JCmlrRZYGG/7vo/v+7RaDVZXV1ldXSVYrPBPYpsLxcUI0Ebf9xp59Wrz9XYY1aL5Wurt+QPK63mv01ovZ+Cc3KqqIo7nxHG8vGVpjlIaB7vKiYIQ3/PRGjzPoaoqksTWOqZ5inRdqqpgPJyTTA+ZHV7l4fMbrPZ8+h0fowscFF6jQRg10VWJMhIhHHZ2D/nsF77CK9duMYkzWu0B7/mODzJY3cIP2ty8fcQXvnyNz33uy4tVm01gSa+J53lEkcv22Ydotmwipdvv8fDlR+mvrOA4DtKReL5PkuaMJjPWVxsEURsvhK1tQdhos75xhvFoyOj4mJdefhGDz/D4kDRN8FyHJK5oNiPC8Jgg8PA8j0uX385f/PEON6++yCtXdxj0O7ztySfY2L7IzRtXKbI5YeDRbERUWczu/j6r62usdro0my2Oj48JPUkUCAJH4ZocKslwXuB4DRu7XNjKeb5Ps9VctFoaqqpkODwiTVPKsqTf79FqtWx1gdCLEIvBGPtmucx8f63V5LeLEn6LqEXzQcDc54v7ONfKk9Wl1iitKcuKPM/Jsow8zymKnLIqSZOYNE3Ispw8L0AbXOHgOg6+5+P7Ab4f2DIWpW1SKE3J8wyMRqDI85Tp+JjpcI9eKBj0fHynROgErUqKsiSeYQeUCYcsr5hM53zpmRd55doOeSXpr55h68xFVtbPgfCYJ4qjoxHXru2S5yBkiONKmq0WnV4X3/MoytIaaPR7NFstokaDlZUNWt0OBkNZlmR5QZpkuF5InOQYMydqNGh3+0TNJu1OhyxLiWdzvCAiSxKKQuF6EVIIkkwxjUfESWlDE90uW9tbDFbPADAdH5NnCS++fJ04Sel1W1SVIMtT5vOUfq/FyqodHpilKZVSbKyt8MjDl0izjCwZMx0LGq0VomAN4bgYIxYJLwVGk7v29TDG4Lr243g8Js9zhsMj2u023W6HTqdFFIQIIRcGKdbPdPHp16BWzW+GWjQfAF5t+n1y36sXmyeWbVppiqIgTVPiOCZZxCizLKMoM7SqKCsriK6UeL6HK30bUxMOUjhLr8gsTUnSlLLIbSG8MBR5SprMyLMYB8XFsxucP7OCMBl5WmIwqFJRjXJc6TKPU46OR1y7dpuvvnAV6UU8+uhjnD1/mUarz42dQ/b298hzw2g05+BwTLezQn91A0c6dHpdVlZX8X2f6WzK+sYGnW7HGlsLgTKCvKiWoplmOUobBv0VZrM58yTB8Tw67QZB6IMQtNodBoNVirJieHSEHzYWLk2a0WjEbHjM8fFtwiCk050ynqZcfugCW2ceYmPzDLu3b/LsM1/k5Veu8n3f892Evmuf3zyh1+uytbXB7t4O8/kMYzQrgy6PPXKJl15+idn0mDSZs7Jm2Dy3DU6A1oaqUtZhXitUVZDnEqVKXM+j3W4TxzHD4TGOI2k2G6yvrXLmzDYrgz6+HyAdDynl60r21LL5J+eBFs3XG+u7mz+N7opvSZj4ayR47v5aCDue9kQwZ7MZk8mE+XxOkiRkWUpR5jQCHykFvucRBiGNqIXjeGRZQZ6XZFmGUor5fE6WpYBGOoIgcJjO5hweHmCMYtBtsn15lfc8vsbZc30OdnbIsgTX9Wk0muR5xWSe8MUvPcvnP/8VDo8mnL/8OO9+73exsr5FqQSvXL3NM8+9xM3b+xwcDpEyYGN9mzgvOHPhIt1uF9/3bdig1WR9Y4Mgimi2mkSNCCEleZ4TJwknlaiu6xFFNonS7w8oy4qiKJjOZggBqlI0GhHNXoOyqmi3OwxW19Bak2UZlXqZza1tdnZ2mM1mHI0m7B0M2T57jms3dmk2Agar23z/D27zwvPP8t9+7w+4/NA5HnvkEo9cuMTR0R5ZvoPnSpqNFkqX1likymk2fJJEMZ0cMhpN0HQJmyv4QYTjuraywXGQGMp8sRMQkCQJYFePxkiSNOboyJp+ZMmcVqtNs9mm2e5xz/wR7ryZnlwzUsrXH9N8A/9eTjVC5S3cBfVAJ4LG4zHdbvdrHvegiOb9zDHusWXTmqqs0FrfWV1V1TLbihDMplOEEEuhHI/Htg88TSmKAsAmFBohRlcEgY/n2r7oqtIUeYlSGqVAK4NSiqOjQ5qtBnE8Yz6fkBcJUcPjeHiA5zhcOLfBu99+ibV2xvToBqsb2/h+RJ4V7O0ecv3GLl/+ynPs7Q9xgxbf+V3fy8XLb2PvYMxLV27w/Euv8MILVyi0w6XLDxPHGe1On0cffoIwiFhdHaC0Wiax8qLg8cceodlq4gc+2mhG4zFVZUUxjmPyIkc4gjAMKQu16J5xcF2X0WjMhQvnkUg7aVJKtNbcunlzeZxAUBYFQgg+85nPLEd47O8f8NVnv8L3fPC7aDUC2i270lsZdNnfvcHB3k0wJYN+h8sXz3J0eBtXatrtBq4v2d+/zdraAOkIPvOZT/Pc8y+iCeiuPsqFS2+j0WgDkJcl0vfx/ADhuHi+jx8EgJ2E6chF2ZEAV0g83yXwXJs8ajQYrGwQhHdKl6IowvO8RfdWsUwivbp77NU2gCf3vZGWdG9l0awTQQ8Ir/ciktLB9YTdPi4upqIolr3hBhZTFqeMRiPG4zGTyQSwZSknGfQ4jpmODZ12A1VZ0XSli9bCtuhpFjcrmt1ul/HExu8wFVJojg92cX3Y2lxhY62DIypUWbD+5JPkh0PmR8eUlSEIW7xy9Sa39kacv/AIjz7+FNJp8rkvPsdwkvDMcy9ya2cfP+xw+dLD7O0fsra2ztraBp7n0u11KFWF53lUec48npPnGa9cvcKlixfxywClKqqqIk1T+zFLmcUz0jTFcRyKokAgaTSa9Pt9fN+j0+ngLrawBmOPkZLpZILrustR0b7n8cijjwOQ5xlCOiRZzM7OHo4jaTRChqMJjz78EL3BBkmSsLd7k1u3n+eVl1/m4cvnWVlpo3AQCgaDNTzPpSwzzmxtYzTc2jlGFSmj432EUbS7PdrdHhqH0WSK0oYgimxpkefieR5SgFLWUWqWJGhl3wCDMKDRbKG0JGq0lm+W/X6fbreL53mUZcl8Psd13Xtmdt2TWf96bbhf59p9K68M32geeNE87Yt3v06abwV/kgX8yQV73+811sx2UYyIIyVaKcrFCmvn9m1u3brFdDpd/sH4vr9cWZz8bOlKjLFu4kotWvK0HVCrAaUNVVlRliWuKynLHKUKtC7QVYYqE9bXVtneGDDoNcGUGK2Jj4Ykoyl5WjKeJHziU18gzhQXH3qcje2L4DS5vTvkys1dbt4+YJbktDortNs9wrDBE0+8DT8IcByHrMwpqsIW3asSIQRBGJBkMdPZ1I6NwFquNZsNyrIgzzPm8xl7u7vcuHmDPEtJkpRms8Xm5hYXL16g0+lSFjnFIit9soqSjmQymxAEAa5n/yRG4xGtts1ga6OJGiFnz57l6OCQIs+ZzRO01riey+bGKs3OgAthRH+wwsHuTY7HM1qdFs5iFlur2UbrHK1hbW0D1wuZJ4rnX9ohLwxGVyA0UoIWDlorhJAopciyjFA49nyluFM+tgjFaFVSFQXJPGVn94B2p0+73WLQH5DEMVop2q32cua7jXsurilj7hqEd+cj2LbNr5NN+hNd338WeOBFE+7dTrx6e/vq2TavPv5P8ntez3HfzFbk1TEoIewWXSu1GLTD8qKvqor5fM7hwQG3bt4kTdOlIEghkHdtT4MwIIpCXNex5TmLFZeQEoSdsKgqhTGaqiop8gKjFZgKowp0mdGMPM5sDNhY6dBseKgyplKKeOeIsoLRaM7Lr9zgE5/6Ah/44A9w5tzDSK/JwfGcqzf2uXZzj6PRnJW1DVZW1/DDiCiMeOjyw0wmEyaTCWma0mhEaK2RUtJsNmm2m8TpnKqqEFLiuA5CC3zfJctSkiQmTVJm0xm7t3c5Pj5kPB7T6/Uo8px2q0kUhqiqXJhb6GVsryhy8jwnCAI8367Ijo6POHs2oqxKsjwFAZubmxRFSZ5nqLKiqEqu39pBG80jly+xPhjQX1lBa00SH3M8nKG6TTqdiEoLykIjpYfjeDRbmvX1DZ5/8RZZOmM+H1sTD0eCGyAdH8d10Fh7POm4aK3xXNuTLhDWaamynqVVUVkzlawgSXLGo4Dh8ZCjoyPGozFbW1v0ej2ixcr1pGvI3C2cmJOSz8VjXzul9LVc/U97rb+aNytaeJrf+8CL5qvHMHy97cWrV5lfb9X5p/Hivfq87+eQDq8yq7WZAPKiIF+UEpVliVI29uc4VhB93ycMwzuCGQQ0Gg3a7SaC0m5RhUTgIHAw0ho+CFOiK7vt3z/Yo9UMEGh0VSBMycWLmzx06QytRoDRBUqXpHlBoSRGuDz/8nX+8A8/ycOPPcXT3/WDPP/SDY5vHzCZpewcjLlyfZ8nnnyKcxcu0Ol20cawurpKVVVMp1OGwyFlWdJut8nzHN/3aTYbNJsN1tbW2N3dXcYfwSZIrl27QVnaTplms8XKyip5bs1FkiRlMpmQZRkgCYIQ3w8XK21FHCccHR0RRRGrq6usrKwwHA4ZDof0un17TqMRqqo4d+4cs3lCq9lAqYrd3V1uXLtGr9vheDylrCpcaVjfPMt45PDKlZfY3lwlCM8Sx2N8zzAYdLl96zpxPOfSpYvkORwcjUFCVaUUZYojBH7g2ZW+MpRlQZalCFHgOS6+Z29Bo0XpOMwmE+ZJDFKwsbFJpQ2TyYSdnR2qqiIIAs6cOcN3fMd38OhjjxFG0asvxNesKG2959cWwz/pqvEBTKG8hgdaNO/3Dvet2n7/SVenX4+T4uVXB+Rf3dUjhN2OO54HQJGmDI+Pl1lugG63S7fbJU3T5ehdKaV19/F9pLRbvfF4TOALHEcgpLMQTRcpba1gkRfkeU5eJChVMhnPEBSEvmB7c53HHr7ASi8EU1AVOdoFCFjfXOP/+r/+v4wnKR/+4b/IQ4+8neNJye7BnC995QX2j8ZcvvwET7zt3Tzx5NutKHgu7XaLdrvFH/zP/5ud3R3m8xjHcVlZX6PKbYihKErieUK71eFqeo0szQn8EMd1WFlZ44nHn2R3d5fbt29zdHDE0cER7WaXy9/5CJPJhCgKCbyQeBYTz2IazSZh2EBKQVXaJNjm5iatZps8KxgejxBIZrMZ169f59bt2yAFjzz+GI88/ghHBwcU84L1jQ1W1lZ48fkX2Nnfp9dtc2Z7k7V+h/Wti2R5xeHhHnsHX+Lc2U0efvgc12/uMp3EeK6D4wZ859Pv5WP/7X9we/c2jh+yLQSdvsPwKAXp4fqhLYcyBmMUSgiUkmhpUEZRVRV5XpClGXlZMp7FhI0WQRDQ6/WW2/vd3V2uXbvGxsYGge/fcy0vQzcnWfVlva81mH51zPNPyls5EXQaHnjR/Eb332+7/rUyhXd//bU+vp5s4uvdrrz6Z71aLO0PA7QtMM/z3M7JKW2cz1uI6HQ65fr16+zv72OMwff95TbsZOVp+5QdHAccaRYTJIWNZyor4FVl6zvzIqMocjrtFjeu3abZcNlaW+eJRx6i1/Epszmeq3Edg/EkaWb41Ge/jOu3OHP+DIPVLW7vjbm9N+aPPvE5jPA5c+5h3KDF93zP93H9+nU63Radbps0TfjUpz7FO97xFMYonn32q+ztH+IGPu9917tJkoQoivB9n8lkwtbWGdrtri2RSlP29w7Z29tjOp2ilaDV7LG+vs3BwQG3bu5SVSWmJ8jSkiKvKHKFMSl5XuF5Lo7jsb6+SbfbI8sKjo6OuHVrh8FgQBynHB8P2d/fRwPz+RyAbr9Po9liNreVChtbm4yHQ8pKM57MOLN9hnmc87an3sMLz32Frz77JcTOAZubmzhuyCOPvo0w9Bge7dte980V8jInLxVVmYLR9HsdhBtihIvBQSmF74e4ro8QkrJUpGVBmaVI4dBudel5LlGnQ7yIaVtBzRelYxn7+/scHh4SRRGtVus116NSVoSX16M8mc1+7zX6av6kyaOvxdeM638L+bbZnt/P+uzux1799deLad5PJL/WSvb1ntc34uT3nwT2X/191roN8jQliRPSNMEYcF0HEHiui9E2DjmdTMmzbJFhlbiOgyor5rMZnucRBCGNRkTgByA0Qhowtl/ZAEorKqWptEItBn4VeUYYBPQ6DQb9Dp12E99TFFmOQtkOJA2zacYrV29z/vzDGDx29oekhcMnPv1FWp0VBqtb9AcbCOlTKvDDJmHURDouSWLt58IwZHNz084jPxxyfDzCdT1cV+P7IVHUoChKVlf7NBpNXMfFKIOqxrRbXfKsZK6tdZ2qNLPJHCkk0pEIJIEX0O32WV1dR0qBNiejhSsaYYMwaKA1OI6H63p0u32uXfsyk8kUELZ4XDpMZ1MajQZBGLDWXCMIAg6MQQhJVRZUquJLX3mGC2e26HQ6rK1v8bhW3Lpxhes3bvHw5Qu4bohSGj9oMJlM2N7aREjJ4dGI0WxGpfdY3/aRGvLSkBeKdqdvr5OFm5FRJ2VoBsfx8DxJpRX7e/soo20s23UJfB/RauE6DgJI45gkjgl8f3mMdBzrzn9Sy7QIAZllbPPeRcirRe2NXhW+kSvS0+QhXi8PvGiecD8BvN/x932S7z5+GRhfCJixtq3LsM83fG7Nndvy2Pu/sHqREV/2h1fWLMMsBBQhkMZY16Ekpczz5aoRIZflRJ7r0Ww0mc/mCAFaaZI4ZVrNqMpyGdNsNu0oXDdYiImQYIRdaSpQSlMWJUWekacJ09ERK/0OG+tdup0WAo3nCowUlGWBwqC0y2g8YzJNKSpBqRSHxxOGk5L9gyGPP/luVlY2aLT7RFGbeZLiuD5KW2NjIQRhEHJwcIAQkpXBChsb6wjHpaoUvV5vsSoS9PsDlLIC5boenheglaHZaDHz5zjSxXN9et0+G+sZrVYLIQS9Xpdut4/n+cuVt1mYXUhh/SyFdPD9gFarRbPZwnU9rly5ynA4RDoOzUYLjCCOY6QjbYlP1LBvaoskUhYnTKcT9nZ36bZadLszuu0GZ85eIM9SRuMhu3tHpGmLRuTh+y6z2YhBv2cbE7RhPJuTpXNUmSMWqXdhNMIY63WqF6NHtO38Mmbh6m5sHetsOsULfIIgxBHSrhRdQ+VWqEoxm80ZHg8piwrXdQjDkHCRAPM8z4qolAu/1JNFyasub/sHd6eV93XqjVi4yX/DvyD9elekfMPffb/Oufv/0tf1K4EHXDS1rjBGg5AYbZCOXMzefu0N7hXWE1cZc/LC3/VCaa3QRiGwWxYh3MXPEAixKHe5y/16sYc++e5FSY9eJGjsC3dipGBXC/ZjUS5chbSiKErKokCfjHVd/A4pbGeIUQqB3ZLHszmzJLUlJL6HEFZQptMZWZqRJClpmhHHc1RRLoXW8zykB91BC8d3cYSDwLrluNIFhP3DLHKKPGV8uMe7nvxOtrcGNCOHIk9xOg18PyBNJqRZRl5KDo+nuH6TV67dxAifJFVcu3aLwcoa7W5/Mc5WMFhZYTqdobRhMp0vZgW1GfRXeeWlK7Q7bXq9Pk8+8SSTqd36nj9/njCMmM8THn/8cZ577jmyLMP3AoSQZFmO74UIJJ7n0+l0WVtbZ2N9g3Pnz5NnGQZoNCOSNGU8nhKG4cI9yENKhyAIKHJb93pizTabzbl27RpCOGxubjHor9ga1sqOnKhKRZbmgGR1ZZ0kjhkzIk1Tms0Os3nCZPEm1ox8nnjyKb78pc/wuc9/kXNnNrl44SyDXoOqrIhCH3odsjxnMp0QJyWmTHECn3YYQhhSqoKiKEFLwK6eHbkwjy5yirKgrCqklPbf5gUIIahKRZ6XdiU+izk+GlEWGtc9wPddut0urVaLRiMiaoQ0m03CMLSVFVLcCeMYYw2rpX2jPVlYCCEX16tZHicXq9VXV7Uope5Y2JnFaDz7bQgpkYjFpABtf7c4GdVhTn78nT+35V+IuaPj3DnmRCjFXcpqF0Gv+jliUSHw7SKa0/mEsBES+CHT2ZRBf2BHty4Kv40xHB0NieN4GegWQqAqQ7fbpdlsYrRdXbkIyionDAPm8ylplhCGAUeHxwwGKxS5Io4z5vMEVZllpwUYlC7tlldoyjLDGEOSJHz+85/n8PAYKR077MvAzs4+R0fHHB4ecXx8TFlWNJstms2IXq/H5uYmGxsbrK2t0e/36HXbCKUwi9XoeDLh6tXrvPTSKxwvMs1hs8nh4SGrK+usrq6yvrbK5sY657fP04giwjDA93w7EkFUpCbD8RyqsrKiohQrnR6qKphNRkzHMVJVPPXkQzzx2AUG3SZh4OD6sHv7FQQlcVrwzDPP88lPf4mn3vtDXLz8Nv7XH3+a6Syl1eqztrHNhUuPs7K+hTIOlQKD5tFHH+WlF18kTWPyVDGfGrrtAT/1k9/D/v4OSRJT6Yrf/M3fZDaZsr+7x2Aw4Pz58zz80CUaYUS72UIKSNOYsszJi4y8yEjSmP39fW7evMmzzz7LxQuXEEKwtb3Ne977Hnq9HhcuXlyYmKQkmZ2eqUzF3v4+X/7yl3nhhRcAuHTpEn/lL/8kFy8+xOrqKkVRMJvNePTyoxwNhxwfH7E7OcB1Xc6fP89Kv0mn2WWlt8J49Yg8nfPSi1co84R2M+Ttb3+Md73rvVw4fw5pNGHg4noeLg2m4yme57I+6OG7l/jc57/Ilz7zh3h+A9dtINyIqNGnKCAvbSkQ0sFxPUCT5DbEIYSk3ekSBAHtdndRqC9snDormQc5hwcj8kwvneyltO2zQkAQ+Gyf2aTf71szY3lyk6RJgpQSL4iQUlIVNmHY6nTI0gQpBL7vk6U5jWYThKAqS9Ti+tRlydUrL5MVNi6vipI4SzGVwg+tWPc6HaJWkyovaLbbRI0I1/VsR1xR4AU+AoHWarkTE1Iud4dCSliMCTHKNoKIhd8oQlCmOVrpZS5BKUWwKPI36v6WevfjgRbN69eu0wgjglUfgbZu5EahFk43eZZxdLCP47o0Gw0c16EsSkbDIcdHB0gpybOcNElAa4ZHR8TJjDy3fdrz+ZyDgwO+7/t+kOFwwrWrN7l1c5dOu8fFiw9x5swWvX6XZjMiCB2EtO4/t27d5Nlnv8rnPvdZRqMp7XaX9bUN2u0OcZyiygq0IfIjmqHDYDCw7/CNgG6rS6/TY3WwYuvqAheJNZKoKrsSiuOUyWSGF4YorWk2WzSabbrtDv1+n8FgQLc3oNVqEXh2ReUtkkJGOPbCdyWVKgmDALSi2Qgpc4OpAlzRQpqQxx+5gOMoRqMDVJUhpeHsmS3GwwOOj8ZMJwmd3ipnzl9mmkhWVjbJykOSsuKRh86zecY6Aw1HUw72D5nO5lSlZmNjg4ODA0bDIQ6GKGpy5coVVlYGRI0Gt27fYjgc8uSTT3L9+nXa7Tbtdps//uM/5nu/9/vZ398HIAxDnnjiCWazOXt7ezSbTdbX15c95O9///vZ2NymsxCSJJkvy49832MwGDAY9Pj85/f5z//5d/F9n4cffohXXrlKEAT8p//0u3zwgx/kqafewWw256mnnmJ39zbXrl1jNpvRbrf57u/+ILu7u9ZsoygoyhLXC+j1uuRZQppM8Rw4Ojym3QxwHI/R8SHCKFrRNme3zjGdHtomgjJHmopL57YR2uA6IY4b4nhNOt0NskJQlILKSBAOjucjfQfxqr9iVRnKUhHHMcdHQ27evM3169epKk2j0cBxbHjjbW97G08//X4Ojw64du0K+/s7tDstLl48T7/fQ1UlQkCv11vszKzXp6oq4jjGdX2eePwJDg4O0FrTbDbR2vqwntQPZ3lGv9e3K1BXLkKmAulI3EWhfVVVZEnCeDhcdi71ej0c16VcLIBO/Ac838NzPYwx7Ny6TafbJgojHMfuBouiIM0yXMel0WjS6/UIwoDADxAGm/zzvTtP1mLl6XivXwofaNEcHh5wq9Fgb+c2zz///MLSzCMKo4Xri0OWZpRlwe08Z3g85ObNm7z00ku4rstgpb98AQSC/f09RqNj/MDBdSXj8YTpdMqf++EfQpuK2XzM8fDIvovqAiQ4rkS4BqULsnTObD6hUgW9fov+oIPjuPR6fdbX12i12kzGU46OhhgUlSpwcLFvkAKtKqqqRKkKFvGksixw7Ugem7yRGteTOL7AC1w8IYiaIY2igRHarrSrnKzMyArfXqSLrQ6L7ValDJgKrRRKGaRWpMmcPJmRpzG6ygkCh/X1AY7UtlZQV2SZrQm9ubPLzVs7FJVmY/MsL758hXnmcDwZEzYiOr0ViqokKwpu3rqJwSEIQ/LZnP/23/4bP/gDP8C5c+c4f+4cw8MDoigiXQiaMTbG+6EPfYjr16/T7/cRQnLt2nXe8573kqYpvV5vGZ92XZerV68xnY4RwqHdbi9jvUEQ4HkeWuvFz1bLjLIQLExJpnzqU5+i3ba932VZ8dhjjxHHMZcvX+bKlSscHBzy1FPvwHEchsMhQeDT759jbW2dNE2Yz+fs7+8hJAz6PS5dOseVKy8RNSKSeMJoNEaVGRtrfbIspiwqpNFMJ3Pilst8OqesCrRRSOFw5swZlJakSUGpJAgbRvB9F+k6lBoqDQiD1goH6yOqVEU8n2O0TXRVVYExCumA57u4LkRRSKvVot/vcebMJt1uiziZ0O21EXKD9fVVK/h5hue6tFot2u0OZVla05fJjNFoxM7uLmVRkmc5X/nKMyRJQr9v48ZnzpwhSVJGozFpmrCyskqr1cD17Hme1BFHUYQxhvwuU+yiKHjqqXcwGKyQJAk7OzsURcHKygpSCrrdHoNB3+7ytOZg/2BhcZijlCKKGssYfhQlZFlGo9HEGMiyHGPA8+wMJiklrVYLPwgWoZbXxwMtmp/79Gc43LOrjs997nP4nsfa+jpbW1usDFZoNpsLF5yM6WTC3u2bvPzi8zz7zDO02y2q4hztThvX9VDaMJuPGY2PaTZDgtAnSWek2RzPkwhhW/oqXWBQCLmYAujZEatg0KaiUgUIhe+7hKFPVSlarQatdoNmFJGmKUIYlCoxRiGEswi426C+NvqubLpCG6gWTuraaEpVoKkoVYkyJQLXxkGFTQaUqqJUFZWubBbc+k3AoulHOhKjbBZWG40wLEIWBWWZI1AEgUu7HRFFAapKwXcR2Kz7/v4B165eZzSa4vkRK+tbXD+quL13SKE0rXZEs92m1VmhrCqKUhEEDaJGZOf3tFpMpzYDHYUBjiMX7Z59VFVRljnNZoPv+q7v4oUXXkBrzXw+J01tZcDt27e5fPkyjuNQliUAxmiiKKIobJF/EAScPXsWx3HI84yqstu5TsfWLxZFgbPwqIzjmN3dXdbX1xcdSWN6vT5Xr17l7JkL3Lp1CyEEly5dYjqdLMZP2Lif57kcHR2xs3MbIaDT7tDtdhBS4Hku0pH4gU+RuYwnY46Ojmk2AsqyoioyphOHUUNQZLmNoUvwfY9Ws8XqyoB9NaRMSrRR9rVxHHve2iaCikpRVQph7MrNGOujirH+AdooDBqxGBGMFHi+Q7MZ0u/3aHeaeL63eA1cms3GwuC4QVkVSEcuQ1pVZfv8lbY7nizNmM/njMdj9vf3ieOEqlI0Gg0GgwHz+ZzpdEqSJPh+QBgGKGO9BJZhskXIKY5jJpMJw+GQ8XjM2toGRVFycHDAs88+S5pmXLxwASEl29vbGG1otloYVbG3t8fe3i7D4RClFFtbZ+j1evi+j+d5i8qRiKIomM8TjDaEYUijYV2wtra26Pa66FMENR9o0fxff/BHPPLIw3iexxc++zmiKOLhhx8mcFwiP8Bf1CZKo5BohFEYVYIq8V1Jp9mg3+vi+T5ZUZBmLfIiJgwDPM8ly0KyLKWsCkqVo3WJMRXGKGzix5buSGkD2K7n4HkOQhgqZctPjKkwVAsBrNC6WiaapGMvdq0VlSpxPXcReDcoZRNEfuCjykWCCE1RZVSmIi8zirJAOpq8ylG6AumgjR1pobGJMena1YlcuJpLx4XFjGwEOELarU2R4zjg+R6tyGdl0MFxNUZppCvxvQZB6PHlL36JGzduIaVDt9+j1RngTaccjcasbWwRNlsY6bC1fYabt/ZxXGvfJqWk1+vyoe/5EHu7u1y7dpUw8Fnt93CcHiuDHnmekSQxpQo4f/4c/X5/YTwi6HS6S/emixcvLleTxhjabTsKd29vn+l0iut6nDlzhvl8TlFWGMOiU2iFRqOx6JyStvRIa4IgIAxDxuMx83nM8fExaZoipeDcuXNsbm7x9re/nc9//rOsr6/Z1suyYDabsre3z/HxMQ8/cpmtrXWiMOToaJ92u8V8OqLT6eA5cP3aiP39fS5fvgRCkhcF09mcUQityO5spCPxPBejNZ1Om6OjEVpXVBrSLCEIPVw3wHNc0Hb1fzKeREg7UM3xXExlry9tFEqXy92LEAJtKgwapH3utLZv9EVhY8NFmaNNuEiSGsqFIUqSJFRVhes4hFFEFEVkWW7bUR0Hb+FzEIQh/X4fkBRFheO6tvRqbZ1KF0RRSLPZIAzDhdlKhkBQlRXzeYxSitlshhSS3d1dXnrpZZI4xXV8BBD4IVubZ2g0YDyecOPGdV586SV2d3bQxvDoPGFjY2OxXdeL19qzkwdGk0Wpl+2OazWbXLh4kdW11aVRy+vhgRbNfq/PxtoGQRCwsbaBlIJWo7lIfDhIYajKAiEMrhSEgU+7aee6dFoNWs2IZhTguC6VqghDn1arhTEl2hSEkUeY+ezu7TAZj0izhPncrpLiZEqWzynKiEBLPNfgeZIg9HESiTIVpcqI0znOzMUPAipVkZc5XuDS7fWYzeaL6YoJytgXEyHsHJ+iIC9K2u0miBIprWhKV+KHHo4rcD2QrkA6Ai/wMBqMvNP+JsQiGwlUWmGUQZ44GSmNFCA9iecIlDQ0Io9W02el12J1tYMQFZWyUyqDRTnOc8+/SF5oLpy/QKu7wv7xmE9+5otMU8U7zp4jCBpMxjP2Dva5cu0qnc4KjuMjHY9eu8f73vc+pIA8yxai2bd+mHG8FM2TBM173vM+fu/3fo/BYMD73vc+sizj0qVL9Pv9ZV3rSefL5uYmjUbDlghJyfr6OnGc2qFsnk+326PRCBdbc4FclB51Oh2+93u/l9/+7d8miiIuXDjPV7/6PH/pL/0l/o//96/zIz/yI7z//e/n8PCQjY0Njo+PaHdahKFPmkq+8MXP8r//73+ZosgXRs/23FdXupw9d4bJ8JhjXbKxsUGRJLYYfmMdubHG3u0bGC1YXVnH6qCiqHKGwyEra6uL+J2L1A5pFuM4DRzfIF2B5zoo4dvOIFyEI+z2fGb788uyJE0z5smctEipTEngh3iBB46gqAoKVaBtqS1ZWTCeTnD2HCptu8xWBysM+gM8zxocn2yB3SxDOJK8LDk4OibLCrS2YZ88L9HGlk+pxQiOstJoY0jjBM+VCCIEhjSJied2hIcAHOGgSo3vBgR+SOhHNMIGDh7dtu12892AKIjwvYDeYMDm9hnysqLRbGGM4czZ84uQzp3sfbfb5/DwkCwvOT4+Zv/wgN3dPa5fv35XZYnzunXngRbNeJoyOp7g+x6T0ZQw9CnzEmEEvhvQaXUJAo8kmVNktmynyNPFlsFjPpsSBB5Rs0m/36VUOWWZM54Mmc9nFIWdYPiZT3+KyXjOaDTFD/xFvCS0g68WWWmw7/hlkSOEodGwW4AsLRZ1gbbbJknmzGZ2O2Jn8xiyrMDzMoIgJM9taUmW5fZWZLgOi9pMg3QcwjCwWzXPwwtCvMAnNILhcIzSGiFtj3WraUMPWmsq6eCUEtc1CDx0adBUoDQ6L0jjEYGvaAQRxjhUpWReKKQUFHlCWeQYY9jdO+Ls2fMMVjYptOT2zh5GuiAlN3Z26fdWCPyIyXTOhUuXiOc5SZIjRYXs9vnCF75Aq9lkdXWFZiPCVDaumGcJ3W6XlZVV+hiGwyM+8IEP0Ov10FqztrZmn88s48qVK8stVrPZZLKwddvc3GRrawspJUmS2KqHskJKlyhqUJZWnH3fRytFHFuHqO3tbX7hF36B8XjM1atXeeWVq/y7f/fveMc7nmIwGDCdTuj3bbKu1Wqyu7fD4eEBSZLwQz/052wiMHCZTEbsHxxwfHzI+kaf8WSOG/hsbG2SpDP2dnfY2FynqDSB59AbrLC3d4uVXofV1T6BJzCptfFrRg06rTZlqUlzRZKWlGWCyRwoCxSS0ihKo0EKJHa1t7q+RpFZAQdJkmSLbPGdAXuu69BoNJZZZGvW3EdKYa3zXG+5ncXIe2zk8jwnSZKlR+tsNkMbs6x/PfFAKAo7j8p+bs9nOpsC2l5TRcFwOCSe2219ltnt/nw+59d//dfp9XrkWcHh4RErKytobRZx3YAoigiDkMl0vBjjUiw7oObz+XJbbgXRW3ozeAsH/CAIlokju30P8HyXW/u3XpfuPNCiOU9yOwMG28cbRk0QLnmuiJMMfxYjY+uHmGYFRgiCMLLdKNKxpQ/KUBYV0/iY4+NjW4JSKqSQ+K5PM2rSaXVQpWE+S0jjhDKvKAtrbGG0jQu60sHzPHzPx/N8XMfewjCi1bL1h1HUAhzKQjKdxBS5NY1wHNvO50gX3wuIwiatZocwaIBxOCkiOykLFeLEHgyMttlSENaMwgvwXB/X8XBdH8/1bebcdRbnGCBwwWjs31uJ0SXCVAS+pBm5NCMXz1HMZxPWVtYocsl4PGVndx/HC+j01klyw9Fwwv7BGNyARieg0epSKs3B7R0ODoZUFVy8+BD9/gq+G3B0dMijjz5K4AfE8Zw8S9lYXWN7e5tbN29SlAWO5yziXAlaw/b2WZRShGFIr9fj6OhgWdKllFoUo0c4jiDLUrRWhGGEEIZut0Oel5SVLSexf0i2DrOqbGJjPp8vY3aNRoOHHrqMMYIrV67wnne/jwsXLtJstuzYjPmUbqdF6HtsbqwjpI1lx/GM69evMZtPEQJWV1e4ffsWYeDb0E6WsrqyxvDomFeuXqEsz7K+ukKR5UymMTdu7uB6Ls1WSJJmiwy3Q6vVJM1yiiKhEQUYx0EsYudGLK4LCYg7XWVFZut9i8J2RmEWfqyuvRajqIlSmuPjY1ZXV/H9ANf1MVqQZxWZV9JotAl8F98Pl0bNJwm1oijIsoyytKV9e3t7xHFKa7HSO7mdCKb9XJHnOY1GRBj6i9CIpN1u4TgOSZwtRxOfrP5tSZ9tGW02mwCLltCYyWSOUjZb73neImFqRVosSp9O/BYcx1n+vZRlaX0V7ko8GWNnMHnm22SlWVWaNCsRclFELj0QLgaJwUE6Lp7r2KJfx8VxfFw3sDZbCLQRC5sxF1FWYASOcKwZhCPJ0hRjBJ7roypNWSg8x8NxXCS2yFcYW4ArhMBzXDwvwJWZ3ZaUFUmc4bpWtB2nsma/ylBVmrKoqJTBda3bkPXZsO+OQWD7jKtS4bnCjtKVBoGd6rjsfzTCbsuNIAob+J5P4Ie4rmeTTMY6sQs02pEYqVGqoCoL0AXIEnSJFIpGGNBtR/Q6DYJAkMwVQeTDTCzqQ2/T7vTp9dcZj2N29o/ZP5wwFz4PP/kog8EqVaWYTBO+/MyzrK6sI4TDcDhm0Bvw8EM2/hyFIf4iJplmtsav2W7Z1TTgOA6NRtNaoi0ufM/z7ApxUdpyUoJSFMU9Fm9KqUV23SfLMlwvAGHIspwTL4osy2zWO54txbJcdE51Om0uXbpkV5Xt9rIQ3hi96OWXdtAZNo7o+R7PfOUrpFm6qGmEOJlx++YN1tfX8ByJJ6Hf67K2vs6tm9dR2uB4PqutDbLpiDjJyPICxxPM53PaHRt3jaKARiMkTjLSrMLoCk1pu5kcENLBQaCwgomxK84T5yoh7LVy4j6vtVn4cNqbLVIXVJWmqgxaCxzp4TrBMkkJgrIsl4YvJyvJk2TOeDxGVYposRq9M0rDhodOLAjt6ypRC+GVUi7jiGVRAtaO0BibqLF11QLPt9dEnudUVQnG4Dj2e/Mytf+Oxe+1v+tOIf2dhKpYrkRPxlyfnNfJtXXi4/B6eKBFUxtJWWrKUqE0VArKStuVp+Pj+xF+4KIFVjhdH41EGUNZGYTj4rg+rhcQKoEjXUI/pNIOZSnRhbJimZekcUZVVER+E4FEGomULo486awxuMLFd30ENjajNcQL0cyzksBTlLldAZSloqoMRmO7PIxdNQokUrgLYZRoVSGEuxjxanAdDykVJ38ESml8T+I6EukuLgDXQ0r70p60ZapKol2DNLbjoipyMFY0HVHhCE0j8mm1IlrNCMdRuK7E9W1oYTabc3tnl3PnniAIW4zGh+wfjJnOM0w7ZGNziyC0/eFBGDGZTGk02ly5cgXX8Th39jzvffd70Npu+YNGhFaKJIkRQKvVXK5SAj9AtAVFUdqeaGcxMG6xWnAcZ2l7N5vNluI6m80AFv3mkKYZjmvLrsqytAm6Sixq+eyguZO410lW13GcZfY1ie2KyvNs4ixaWKqdJOsqpQikz2g8pNWyBd3z+Yzh6IivPvsss/lZVvp9Br0uru8zWFlhPB4hHRfpePRX1piPjpgc71NUGn9xXbiujR86jkMUhYShz2SSoEwJRtp9x6LW0SBRi5ZQo8GR9loUwgrniTBqZT0KVKXAB9dxwQhUpagKha4MEhfPDfGcgLLKbe++kJTqZPzzYjUo5VJk0iRZhp/MwiDb+rhakbQCZZ9XjKYqS3Js15Dn2gWIELYLT1UVGIPn2ooQtRgyZ4wmTWOqcnHtBLZcaTIdoqoSFj/PSLEsw1KKpWdoUdhyImfx+uqTzq9FSMGe3+vvn3+gRdMg0Uik6+MGEWlWMJ0lZHmFRoL0yIoKP2jgRxUIhyQtyPIKx7GGCa5vY3ie65MlGa1GRD7LyZKMRtgCJdjfOyRLcjzHruKyOKMqNL4TEAVNAjckK6xBROCGoCV5XtFt99iTxzSCJv3OgG63TxqXRGGJgxVoY2zWU1Ua1/EIvBBHuJR5iUPOYOVkpIS9eIIgJMtLJJCnme1uavfxg5D5LMYo2yomAKHtNskG2aXtX5YOge+iS9CVQpoKKW1pSuALAk8ihSbPEtuiVlWoqlqY7yqefPs7ePnlXXZ2jxiPU/ygzYVHn6BSUMU5cZyQ5SXvf/938MxXvspkPKURRjTCiNu3bnH27FliWHp/nrTtxfGcsiytD2gQAXbwm5SSSlXLLWFZlkynU2az2SLZkRLHdmDaZDrB81zCyPaYb25sU5UlRWlLjqzhiV7+IUdRRJ6ny61qGIaLqZCaqqpot9u2C2s8pihypAwYjsaEoUcUhSitmExGPP74Y4zHQ1586UWefe5ZlK545eoVhATPdej3e2gDrmMHvhVlxWg8oRlGhI02hwdWNB3Hp9dfwfc9xuPR4g3QodtpMRnHpBUoKrQWICSOsQLpCGxCxxjyvEAVVhx1pdGVxlSLKgjsbsh3PRwhqYqKKq9sghAHV3qgBRIP3xH4rkfgO3ieXW2qqsSR4PsuriNQZYHAEIUBriNJ05ggCFDKrhxdR4AjkQI8V1IVi64bbTt2ssQa0FRFiakUtkHU4Lt2MZRXJVWRs9LvkyWxFf+qAqUWu4oSjLbNLGlizaWrcvn7bKlTyGwW0+91KIsMVRUk8Yw0ju1OUmskxlbVvE4eaNHMy5KsyAnKgEopmq0u0nXRaLIiJ04TLl48T1nllKrCDyP8MKAoS0QlmMcJUSOhEYb0Wh36nQHHR4eMxkPKqsB3PaIgxJMuzUYTVcWMhxO2zpyl3+sRBgEC0ErRCCOMKUlGc3RV4UqH8WhKMos5wqHbHuAIj9lsxnQ0oSpt7AkDIgiIfH/xLlhZw4wsIPR8fFcShQEI222UzROkNkR+SL/TtXEfrRgdHiKlgxMAusBFEYUu/W4P15FLizkwRIHEEZ41G9YarVPbIVRkTMZH5KmkKDN83+fg4JDDwyF5rmi1ewgZcnA8Ja8EUatLM2pz4fxljOsxHI3ptHucP3uRzbUzPHL5UW5cvUGz0WRjfd2u2qTD4eEhvu+ztrbGmTNnuHHjBqPRiEceeQQpJNevXV9slTvs7Owseuv7i7hYCylZFEh7tFoNVlcHPPvVr/D8889xfHzMF77wBdbX13nyibczWFknDJucNBzf6Ydm2Wfu+z7z+ZzRaLSo/ZScO3cOYyTj0Zgsy+h0umxvb7C7Y+z1VOaMRiP+0+/+Dj/3cz/HJz75R3zhi1/gaHiM77s0GiGVLql0hVlkqOdpxnA0wZEOUdSi0+uTSkHQaDOaxjieZH21SxD6+GmMMZqyLCirnHYnYrJ7jJEBri9xXIMyFWBjjlLYsjKtBF7o2aaOoiRLU4o8XzR9hEs3/9APaLfbhL5ttVRKoyuF6/qgYD6P0crFGB/XA3exXXaEwF30t7caIe12gzxLSROHVrNBa7EydoXEaIU2htBzCT2XAg/f96xJSBguwjE2njybzVC6XIYCjFE4jiAMfYypCIJFYscTKF3QCF2EVkgJvufQbkW4fpeHLlzEC3xm0xnj4RDhOPQ7XQ6PjxgeHTKfx0gp6bQaHPgOjjC4ize318sDLZq29lJjVEWexZSRT5baJv5Wo0Gv2+Hg4IAsjW2h7XyOIwRaKaJFrVln0Wo4nYxpt5pk8RRBD4Sh1Wyy47moqkCVJWiFt9j6CW3wHQ/f8ZBY4ZTC0Ihsb3QzauC7Lp7roUtr/hF4Pq2ogegLsjxHYuNrqszJlEJXOZIKzzWEgUCKiiyNkUgaDZ9uq4kuCsazOfOprSlsNlt0Wy362xvkmd2GeC6YKqPMplSRixsEeI6DdAAMo9E+rtRIqZAUOI5mY7VHrxvQiFw8116IRhtmccbO7V1m0zmPPPIEV6/eYDKNGU9jKuOy1u4xm8U4QYgqNbdu3OaV7BXWBmtcvnCZRx96lKooyRfZ0X/2z/4pKyurfM/3fIjNrU2u37zB8eiYC+cvkKQpeZahlObzn/8s3/3d30W73VlsnyRHR0cMBgNms+kiduYSxzOiKKIRWWd3G/i32+2T0pOTKYyu65Lnd9U13mUVaZsOBM1mk06nx+7uLvE8o9frsbKygjGCZ555hiQZsba2wv7+Pv/9v/93sjTlD//of/Loo48SRgFf+NIXCAKPd7z9KcCwMhiwubHJoNen1+6gtWZ/d4+Dw2Oefe5Fzm6uEURNjsdHaCrWNwbWyGKx0vMD1664ScjSG3iBRAbgAGmaIL2AsiptmMmxM+zzvMQRhlYzpCzb5EnMdDohi2eEgUfhSBLpMJ9NSOZTVFkijcERjv2drkszCggDSei7+IEEDVmeUBYZSTxnPp0ym0yYjMdEQYDvOjhSINAUWUKeJ+SpnaPkSUGWp8s3KmMM8/l8GV+MF0PzlKrwPIe9/b2lkY4QgrzwcD2B60qUzknSKUXZJQg9tKqYjEbs3LyFEYKNwSrtbgdVKTzHlvY1GhGIFZLZjCxNmE3nJPM5UeAT+gFh4CPFt0lxe5bOqIoEYQI8x9AMPQLXwXcFvmu3mt12l9lMILQii5u0Gg2E1mRxQjyZMm80MI0I33UWW+AKFg5Huiqoigy0oswzqiLH9wL8RQwk8Bx8V4Kwxe5lkVGVOUYrXEfSDENORpZJNOiKssjwPIEqU8oioVpMQ/QaLp5rgBKtMnSVIiMPz7EXnS8NngRXGgJXELhQugLfBa0yssS2B7qugytDHOEhTIEq5hQ6owTQCq0ru230XFzHsJgUw6DXIQwFrrRvRK5wUEKTpTnzWYLWgrX1Tb70zHXmcUalDF4Y0u70aYRtcqVZ7a8S+RGz6Yxmo8nurdu2OHx9Hd/zmEynqO/7Pq5cucKXv/xlrly9Srff4/z58yAgyVKyJEMveojzvLArpCgiDEOmO3ZbfhIrO8ngaqOolHX4iSKbuKmqkjSNCSOJ7y+SdxLyHGu0u+iS0bpadqbs7OwQxzGPP/6kFeJGtCzNGQ7HALRbbV555WVeeOE5jodHvPe972Z9fY0wDOl02pw/f5at7U2aYcRsZidjjkYjsjSj1+myfeYsWhlGwyFxkmKkQ391nXk6pagUpTZMZrbcTcpgsbqy5tFGlUhh8BZmGlVZ0AgbuFrhSIHEUJW53cLqCmEqpKkwukSXKRUeuspwncha07kghaYReoS+RyYTdFXY3y1YLkiEsUklB3AEuAJ8R9i6ZNdBCuyOpSrRys4sch1J4Fu/19C3UzTn85ltTltk5E+SSdYg27UrWU8SLFz9q0pZQxmjbOuwA37gEDV8ms2Ao6PSrjYFuI61wfNcCdpa6XmuQyP0mc8mzGZz8ixBookCjyIVpPMZpZOiqgaNRngfhbk/D7RoOqJCmhJhSjypCT1BFEgCT+BKhWMq2o0OpvSpQo8ocAldiWMMeZGh8gxdFkgCQt9nfDwnz2KKLLHviqJCVzmuA1qVFFmCdux9qsoQpsKRGiGtQ8xcJWSqRJU5uizwXIeiSGn73sLGqySZTWg0mlRFhqrspEcqgwokghIhShyp8DxDEIAjK3xX4jngoEBXdvstlRVUR+MIe7GW+RxJgAwlnlMhKVBVjNDW/koYA0IvLlKB5xqEVihd2eSPqDCmXJSp2ATDbJqgFHh+hOuFpFnBPE5x/ZBWp0ezZUujRFXR7/TotXuk3RRhYHI8xBGCZsPO4cYYPvTBD9JsRDz/wgu2K+jAzuZZllEZW2d6Upwspc3gWou+O0vDk+yo53mLTiu9HJjWaDQYjUbESYznN5YZXSHMMrMKBuOw7BpxXZfhcMjVq9dotTo89thjeJ6ziIVmzGYzXFcwPB7y5S99iYODPc6c2aLf77G+vs5wdIQfeFy8dJF2u0FVlDiuBGFFeh7PaTXbtFptokaT8XhCkuXkZUWv3cX1QyqTk+YFqkzwFqVEdnUGYhEj9KS0852kwKgK33OtRZt0bGa8LJAINCWqyijymKKYI6hwHRdHKqSocByFIxVQ4bngSI3RBUblqCrH92wsEqNAL0w2gEU3JhKDFAZHLOzZtHXiwhi0qnClwHMkWljxEtpQ5gUqsuV8Qgpc16FcmIJIaY2PWQhksxGRFzl5FiMdg+cJjK5wpMH3bM2AKjK7QFk0rnieZ0uapLDxXF2hVUmeJpRZZpNGRuNKkMKgVWm75yoPrb9NsueDTkjkG6ROQSXoak7g+gRS4VEhdUE2H1OkMSpPFreYwDEYoWlFLivdJr1eB1XmjEb7xLMRWZZYd2zdQKDwPYGgJI0nJElOsxExnRySZTOMbhH4PqsrHRynQFUpRuWk8RRdFcSzEauDHoEv0FXGaHiA56xhdI7n2nG50+mUspySbw9wnYp222V1pUkj8qmqxA7R8uwFJU1BkU7J0yl5GuO5Cr8f4XshWVzgCPAcD88pMSqmKjKk5xIFPo0oJGo0GE+mnExnFaIAnRP6Np6qFzWfDg65MgyPxwR+Ay/oMpvGOI7PdJrQX91mdXWDMIhwpEunGeFJlygIWe0NyJKUjfev4UibfEhmc4ZHx1y61OX7vvd7eejyQzz3/HM8+9xzJMmcsBGQlYEti5EGOwTNtrulacrRkXUV2tzcZHf39nLo2mAwoCgzjo+PF8PUYjY2NmxDQ1EsawWtUOqlZaBBgxbLLeOJuUdVlRwdHXHx4kWytFxu220Gt+C//tf/wpUrL3L5kUv80A/9OT7xiT/m7Plt5vMZzWbE+bWzfOUrX+LChQs0Wk0rlI0WeZotwgMlcZwym9mWwePhhFargXQ9qjJnOpvjexW9bovAWyTvlHXwajYai52Ejc8KrezKSnioSqNVBbrE9z2MUZTlnCybkOczPE/TaDgEAWidMp8fo6o1qiqhLGKybEqez5ByBdfRuK7AlQJnseIEtQyHaVVS5KkVoyKzY6KFTUj5rsRU1WKXZq3YTKOBrqpFki8k8O3Meikls3RqDa2rEqVK8iylyDKaUYgwCqUKK+qOISsyyjKlLBPG42PQ1WLgn8J1BIHv4kphz7EqyKuSmesQ+i5up818OmE+nRLPZ+RZSqfVsF1Svo/zOsbYnPBAi+bkaI/IqTB5RDw+ZC+f03AvI8qYyNWsdEKajQZND3yTMz7UqCymE/jEk2OK6ZR0MiJcLPtdafBdzbycM5mMuREnDEcVDpKqUrRbAWe2NnBcmI2PyNMJVdGhFAVxDFUR024HDPothsMm/X6D0JOEviCZjxge7vHSS8+yv9Pi4HhIqxEhkHY7BGgd45AR+ppux2dtpYeqMkLPtmliBINeyN7ejOHRbV65coOirNjcXFk6xjSbDbrdDvOetayLAo92s0mn3cIRHTy/xUMPbeG4AoxClznxHFrtiGRWUFa2rjMvC/K0IE0KfK9JELaYTBP2948pKoOQLkZIlIaNtU2eeeYZxqMxgeezurLCmbNb9Lo9PM+1rXeNJo898ihf/OIXqY4qWp0WH/iu7+Kd7343SZZyc+c20cKrcZ7M2N7eXtYFRlG06LoJODo6sjV6uW03TNI5oBdGGi2yzJov37hxg3e/+30opRbuObY05cRoGHEy41vj+z7PPPMMu7u7SCkpy3JhAKIWruwhW1vbvPTS8xwcHNBqN+l2O8TxjI3NdebxlE6nhee7GKN4+OGHFyGCijAMlokPU8Lh7IiiKnE9j0ajycFwRLPTAMfFVIKj4TEPXVxnfX2ddD4mS2KUKun3OmxvrXN4HNuVnGu3vCrPKStFludUZYkjBcdHB9bgw2iakUOzIdnfOyaeH6PVGisrq7SbbdZW27SbPmk8pirnlPkc3zVgMpJ5SeGC50t83yHyI1sf6boEroPrSBq+9Q5QSuEJcIRBKMVkPGQyPCZJUhzPpRlssrY6YGf/AKWqRTeRbYHV2nbqNJsNGo2I42OFMYo0i0nThCSdMZ25jMdHC4+HCtc1+L5kc2Odw4N9K655RqoqkumETq9Hp9WwJYRhyNrKCvMk5XBvhyJLGA+PmE9nlFohtKHIUszr18wHWzSlipGqiWMkrUBAldLwoMrmjA922XPt1hAhKJOEKp2hi5jz2+vk6ZjA0ZgiYTosOBodUFU5ukppRB5hMECrLu98Zx9VwtraJr4fMTqaUGlBmkx47rkv8vLLz5LMZ3QGTYbHu8yTBNfzCcMWWsOli2fo9Tv0ey16F87ynve8g363S1YUyw4fpeyK4Xh0xPVrV/nYf/0q2igunD/PubNbHOzcRhU5zWaTc2fPsbK2yv/2Iz/I/tGhNTeQcOP2LY6PjwGBlLZGtd2MaDVcfF+h1JSjwxE7eyXXb7yEBgLPJfJdhKm4fGELVIXnOAR+QFUZdnaGJElG2IhsgXCuuHVrhyDoYoxYFBYLhkdDzm2d49zWOQ7297l5/TqjwwMef/xxHn74MiUlk/GYg/1d2u0mQSMizW0JUbvTYbC6wtFoSKfbRRpJFmcMh0POnDlDu20tz+bzhFarRRiGFEVOr9ej0+kwmYwoFm5HQRAShsFyxXni2m07QYpFgshdjP81i2yt9WtcWVnB8zzyvCAIQv7jf/yP3Lyxw5NPPsm73/2epTvST/7UXyaKPBCGSlW8+93vxgtc4jRGqQrHlWxubjIcDpnNZhweHnIjvkmWZQglmU5ndp5TmuG6HucvXgApWdvYIJ457O9d44JaIc0yDg8PyRdlPNvrZxhMEm5c30M3BI1Wm5X+gDCKCAwEvkdRZJRVjlIJRZHgui5RJOj3Igb9wI7z9Q2OU6JUwmi0h+cKqsruphoNjyiU+L7EazWJAh8/sKGc0G9QlAV5ElNkGaOjQ46PD1EasiQhdlyKwoalEIZ8kbUXhWA0PKIyFd2VNRqNJt7Cu7LVanFweGIOLsnznBs3btDrdxmPR1RVjucJZrMxR0f7rK6ukucp48kxjUbIfDgnjWe4jqTbbuN4LlVR2BCF66NNwXyWowpbtTAeDfEcydbGOmPf46WXXybBdhxFrcbr1p0HWjT/Xz///2Q2GbO7v0+ajonjhDAUlMWcg8ObzGZHzGczmq0WjnDY3d3lcP8WgR9idEmazBmPJN1uh+/94HezutZlODwgiHyiRkhV2prOX/8//h0vHBzRbndZXdngnU+9DYGhKDNG4wOm0xEXL7yN2VDzygsvUyrN6toam1tnGQy6zOZjpKwYDFp86IPvo9lskmWpdbQxhjiZk8Qx5pWEG9cL4mRMkiQEgYsUiqPdHYTWiLU1ut02jzx8iSeeeIx5ElNUFa1Bl+nxAWmaLEaAKDAVQlhz4VYzIvCtVZmqDEZ6pGluA+gS8jShudqmms0Q2san0jxnFs85Ho7ZDFcQwmcynRCELbQMabZ6dDorNBsdsrSwLWla02432X7Pu8mzlJWVvu34kZJ2p0XLNNGLkp/ZbEaSpXS0ot3p8NJLL/LC88/Tb/dZ7a3Qbrcoy5JXXnmZosjxPJdz584RRjY5YvuNbT98mmQ89/xXeeWVl0nTlK2tTYwRJElCt2uNVKy3pCEI/EVnSrVIFqXL9rtr165x48YN3vnOd7G6umo7wDyPvb1d9vf3Wd9YIQp69Ppt8jxl/2Cf1dV18iIlyTLC0M5on8dzWKzA9UAvRuzm6NLOIx8PR4xHY6bTKXEcMxpLms0VpOsxn8cUpbV80wYazRYrg8GyHTCeT3E8j2bk0+528MMmjudRqYqiSEmzGWc3WxwPbVvwfF6xsdblkcvfSxBYW7rAD2g120jHJYvHKCWYTQ65duUaezu3mM4Lup0mrWa4uH4abG2u02i1mE0nlGWM68DaYEC702F1ZZV2p0Wz2WBlZYWtrc1FSOWQw8Mj0jTj9s0rfOkrXyIvS5Syu6aHH7mAqire+c53cPmpx3j7E5d577uf5OMf/zhJ5rK5/TBPPP4ozVaDfreNHwS29lOlDPdv8txXnufGjVsMj0bM44RKaV5+6Tk6nY71yfTta/3kE0/y1Nsf58z2CleuXOH555/HmILv//4Pcf7cBfwgJK8KPvn8y69Ldx5o0Xz/+97GtStXmM6O0CbH86HVCQmbDoaM49GIvZ1dVgYDoiBiNNpnNNyn3e7iugLhgEbjupKHL57noUvbjCYrNJoBUSMkSROKQvN/mpLjg31UVnJ+6yzrgx5ZNuPwaIYpZzQDQ9MHkyeUacw8tRnxqNkhDH3Gk5yiELiu4qFHzlBmKUL6i+2JZjyC4+Mc6ZQUZUKSxMSx7Y11HNd2PP3/yfuzWFu39CwTfMYYf//Pbs3Vr903p48TJzpH2NgG2wF2mMKCtFUlJC4SkEjlBakspZRIoCqpEJRQFdwAF3CHrCpQZUOalBNkIA3GxhlEOE50J+Ls05/dr372fz+auhhzTduFq+q4lFYRYkpb+6y911lr7rn++f3j+773fd6upWs7+v0BeZbRH/bZZgRS0N8a0B1tAYZO117uURdU9YI0DenlCVGk1sutCBH1WC0KnNYIDMu5IU4MtvSFxSBo2oplWdAZhwoSHCGXkyVCJmT5iCQdEEU5SiWI2HI5mVAWS6wd0OslJFmEDBxNWxKsXUrgLXMqigiDkCR2hCpgMZ/z4QfvU5cVRwfXyF5KPTxXSr95rit6vXwjbO/3+2v/cI2UgrKsefvtB3z44YcIAVHkT4WLxYLBYEWe4e13Uq6F134RpKRcpzJC17VUlQ9GC5Qg3xphjWU07COFYzq94O69G4ShX7oI5QPZ2k5T1x2mc0jhA+q6RqNbSzryXY4SNRiBFmajC42iCIe/efR6qdfYqhBjoG0NZdUQRAlZEpEkGW3ZoE1HXRcERUjXrtjZ6mHpSNPQk4VixTBPUDImCTviwNAMM8I45mD/kCzN6DrttZoozs4uqKuaKIiJlEM3BR8/f8Zs2bCzs8141KeXJUwjxXgrJc0lQaAJlMHZmjQJGQ56vPzyfba2hgjpGI8HHB7usFwuyTJDHHc8eVxQl1POT58xXSzpOk0SxWyPJKFSZKHmaG/gs4lcya/amlAa9raHfOrVFxiO+vTSGK0bqrKgKla05YLF9Cm2myMowZXrMYyh0yUq2EWqDOugaSbcvbtLmnScHBua6pKqnLO//wYvv3KfIIyZr+OZP8njB7poJrEljDTGlJTViryfkw0iRts5SgqqZkarl0CKVApcRV3NfBZQGhPnKUnuAbmhcKQBuCwgDC3Clph2wXiwwzCPOZeKUCp6aYJCU60uWc1PkbZhPOhh6jnLy1N6kaNroVzVnF9ccvPG4RpU7Ihi6I8Szp4eM97dIooFunM0tW+ZunZFVS0pioLVqqNtDeOtXU4eP6NaFVR16+19ZY0KJGkSEaqAdjnF0BJGEKgWEft2S0pDlFjC0J8+m7YljjKSOCIIahxeliLkCtde0nYLhFNYQjpXUzQVSZYTZz20U5xfLGlbyc7BNkGQoY3EGMdgOORycslyOeF8ckbdLTk82CUt135xNG1X07UGox2DKGK0NfZe7UDy4L0HnJ+cEIYBXVuzWi588QokWne+7bN+3nl+fr5JpzTGolRA07ScnpxzeeHjEmbTBUVRMpvO6PUmCBxZ7pcode3b9jiKSNbebg9vKBkO+ty4fo3xeIuyqIhCxWjkozaiSJEkflM/WywwuiOMUh9Uth4PdNaw6AqwirY2FKuapmmZz2cUqxUCwXwxp10T8I3WVNYSqgAlFXINbGmajuWqYtjPiJPIZ5xX1Xob7JeLs8kpO7tDOt2QJp4fEAhNrxdSFkvSoOX6wYgo8q4jKQICEZClKUp4rkIxvSQwiiRN2Bv12R71OT+/JE0UWRYzHA7I04i2WXHj+i5xFlKVgtVSUFdTonCIbiv6eUKehayKqc+dagxlOUGIhkHfkkYdUdgyGARoo9Dasbfd4+bBkKpc0osNkahoVkuefvyA5ezU5/3oklBodL3AiISmXhA4wyAxFLqml3bE+wlZ6khmDhloEBlxknLt+i6j0QBrGqQs2N1RnDyb0pTHNNUpVbVkNjuhrBeENqGui09cd36gi2aeRezujNjeGWEsHJ8VPHn2mP4wZbw1Iu9HNO0Ca/oMemPanQG7O0PKBlZVx3wxX2O4YnTbYbqWKPABYqwlTHW5RAlJL09J4pCmarl+dI3D/T7WLHn69GOOjyf0exFJGOI6zXxasGo7Rtt7ZFmOOe1oG025nHL66CN6/YhomCOtha5BCE1TrdBdTRyGpGlM07Q0dcvlZEpZVeu0wYaqKoliD6p11p/G4ihAjgaQSuziAr2oqboKnEY6CAK54QZKAc30El213luuBEpo6nLOcjVBiZggyBHSoQLJYDhABSFN7XPRHYK6aomSljDyWspVWXJw7YD7L94izyKSJEBgKMsVuu2wXUeSZFy7dZPJZEFrLF3jA7akkgRC8unXP8Xu3h6D3hDd+FiK8/NTnj176slTxnB07RAh4e23315j2noUxZIgCHjhhRfJspyiWHmLZWsAD/WNEy9FaduW+XzqwRvDIUplGGM4OztDa83W1tYGbvzxw48oy5Kd3TE7u7e4dv2QIAyZziZYB0IFBOskS7jyfvvtfNvWBEHMd7/7PZ4+ecJsOl0TlO76GOKuZSIEFxcXhEGMMX4z37YaIQOqsiE62CEMfKKksf712NnZZrTV9+ME16LbFbduHZLnGU3t5XJCN3TlnOnlBZ0WJGmf8diSZwOKqmJ5OfVOqizjzrVrlEXNZLrA1DXSOba3hlwuSi4vLlE4xPaQwSDi9p3rVM0MIRpUYOh0RZ4OicKAtqmpK4E1NXEUEkeaLLNIaTHaEMcQRQLdlTRN662dpiIOHckgo58qAteyWs2ZT84Y9lIcMOrnjAY5z549IdzuEwWQpzFZHFClirdMwWI25/JyyXxZo61PWGhbKMoFcSJIk4BXX75DElkC2RKFhl4vIAi86kJ3LSrwrqhP+viBLpqzyZS6bJB4kXecePGtM4aqKDg7OePs+ITJ6TnPnz6nLGqOn596r3ra5/j5M05VgO4aOutYVS1RgvffSkmQ5iznDUc3b7G1e4tevsX29j5Fo1ktF5StZrooePLkIQ+fPqNcdMyXHQhBv+/fVM+fPuf4yQn7+1u0leGd779PfxBz/utfZTQcMhoOCcIQSUgWDxn0RoRywmwyYzV/QhqGPH96TLWquDhbsDX6F+iuYmc84vDwgED2mV6cUX6wpOsqFosJ2jQMhznj7T7ShkibevqL7ehaTRr3UYlBKIFQljSuCWVMFCRA4BcozvL08SPi7IDp9ILJrGO+uAQ1oOoWDOSAILSowBKEoHXLbFawWFjCSJAnEVmWMBjkns/YGN763lsMB9skmfeb2zWEYzAYcO36dcDrJrMs5dbtm9y5cwdtfEue5zmz2Yyqqnjxxfu0bUtRrEiSiPF4xPXrRxjTcXrqmC+mBKHko48/4OjaAVprnj59irXWxxsMhxhjuLi44IMPPuDx48cbBifg7YVJspEhXek/L54+ZWs8Is9669fIrZMta4TwoIk4ismGYwSK27fv8tKLLzMaDhiNhptIh+Nnz6jrNQxZKtq2WxPModcbUJY1UeQtum3TYHVLEARkqZ8vFkWB7hpWs0tWg4Tl9IKyXHrxtnWMx2NefmEf7SRCRkRRRhxnYBQSaKuacuXnrpPJnMvpnOWqRncenxSFGeOtHnu7W6SJZLm45PLijLwX0stS0iSiqUoaVTC42WPY7zMa5hgbMh7l6K5am+EFtrOUq4rnT54hrCIOFNo5nBGsVgWRUnStI4pSblwf8Yd/TPBrv/6/sCxLptMFVdlhWksvH2F1TVM1rCYzTo6fIm3AqD9GtwF1OWE6nVM3Bbfu3KWfD+ilfQQd77/3Pp//zBtYLaiKjudPL9Eart14hYO9I5Ksx8nZ+SeuOz/QRfPy4hKhJEdHh3zxi58jH/QZbm0x6A/RrR++X79+nWKxBGcJQ8XOzhbaSm7efYGTsxlxknGwt89vfvVrfONNy6o+p9MFSN/SCZHy6NkJ+3s36Sx8/c1v8VvffJNeDq++dpev/ImfY3s8YrS9TTWruJgsqRqoNVxeznnw4C1u37zN1qhPXXb80n//PxIEnuqyXDTUjUZISVUZ0lxw4+YtfuIP/xh/7I/mHB4c8cL925i2ANsRKkGahhwfH/Pf/jf/HbNZASjqRtPLDEliyXsJ168f8rnPvcEgHfDB4ycY6727g3WuuK6bNbxCI6WlbSpGgwGD/miNtAPnCqbTKTcG19Gd/3wpLUkeESeKfj9lMMyI4hihHF3dUFcrcB1RJJEuJ04COu0ReQLF9RvXCWRC3XYeANK2FMWSy+k5nek8n9KCsL4Nf+GFF5BSbCx21hr29/c4PT1eI8Ri4jijaRr6gx5RHK7jR7xV7+nTpzx+/JgoisjznN3dXZxzfO973+Ojjz7i5OSEXq/H66+/vsm6udJ/Xgnir77WlZC+rhriNF6zOYONxtO5de6StVRVxXg89vNhrSkKD76eTqdYa+g6TRQlXDu6ztnFHKN9jnocS/Jej+XFdO2a0Zh1B5QEAcVygQLSKGTYy7h2dIASXnOaZwn9LPYa3TBhtiwpyhZHSK8nScI+QRiBdSSJJApi2romkDOc8bPmqqiYzxYsKg0O4khSFZbp5IzvfPebXLu2RxAGrFYLgtA7lUbDAW3TsJgbnGzJVg5jC59HJRRJnDLoDxlvbfPk5JKqsjS1IaBkejljezigWK64OD3DGMfHjx6hZMhosMWgNyBSEbu7e0gUy2VBICxREJJnPSQS5UARIFxAV1suLiGKThHWMel7xOEPffZ1+v0Rw8GI7dEWe+Mx82XLeLRNFMbo1tDWf4DAjl//9V/nb/7Nv8mbb77J8fExv/RLv8Sf+lN/avP3f/bP/ll+8Rd/8Xf9Pz/zMz/Dr/zKr2w+nkwm/Bf/xX/BL//yLyOl5Bd+4Rf423/7b69nVZ/88b/85m+R5SmtMUwu5hRVR1k1DPsDDg8OOTzY93Da+RyjDcWq5PTsku89eM+3YRjyPGVnb9cnE1Y108WSqpnjMCRFyWLZ8fj5GdplRGHBk+fH5L2E8e4hN+/c4+WX77G7PaI3GGBqx2SypKwNi2XDd9/6Ph99+IxAtWyPRoz6W7hOEwYeYza9POX07AKtDasV3Lg15JWXX+P+nbvs7u1z+9ZdDg93cXqFUpZgDeityhVnJ8c8fnyMkAGj0Zi7N+8QRb6QDPvbDHvb9If76A6M0wShP6mEMl1bLBtM12Gc9nlBThCpiE5brxooK9qmJo4C6s6gdYMQFqWct41KgxOaVtdUqxatu7WFtKXrLKaraNqKPM2Iw5goSgnDhLqp6LQjCMP1zaLk/PyC6WKK1prxaItrB9cpihV1Xa3pQoIoCrm8PGc4HKKU54uGkceKlVWxlhJ5sZ1Ya7nquubhw4cIIbh58yZSSp48ebJJODw4OOD27dscHBwQBAHlOtu71+vx8OHDtTSJze9xHK+ZjB7JZzqLdYYkiXHWUXc1q2VBVRU456EXy8WSqip9RK8xDAY9mrbDWUiSDGtna6yhJXaSMAgpy2qd4eQQQCAlaRyzmJdEoVwL2TuyJOTi4hSUt4RKIWlQSNlxOVkwX5YYI0mzitWyRskAZ9Zhetah25bJ5ZTVckXbtEip2BqNCVOfT9XUFTKGfi/B6Jamrmhqz2a9fnRIpEakabKmp5dYVxOFDWFk6XRLUzcs5xWL+ZLRcMy80EiVAZJRFiGF4vJiwnvvvsdiPicIYxZFwb27d9HW4qzjnXfeIY4D6mVO16wYDTLSKKGpW5QMmM+XdI0miVKO9o+QqkXS0jUd9ATD3hCB5OLkjPOTMwKpeOWll5jOG0aDIYvpjGVRc7KOhf4kj9930SyKgjfeeIM//+f/PD//8z//e37OV77yFf7BP/gHm4//X0OL/syf+TMcHx/zL//lv6TrOv7cn/tz/Gf/2X/GP/pH/+j39Vy+/u/eJE4CRBAwXTZEaczWeMD9O3e5fv0m9+/fIevlUJeUq4LJxYQPPviYd9//kPl8ynIxZ3d3j+3xFhI/c7GqJmoUxnaoMOD56XMup0ukuiCOUoqq5ujGITdv3+XazVuMt3eRAXTaEEYZceqjeSUNRne89+7HpJHmcHeXwf0hB7v79HsZH3zwAZdnE5bzOZ0UmFCQxRlb/SFbwxGj/oDxaEgYSDrrQIEIQCHZHo8YDnMG/Yg4Trh375Cf+skfx1qHc4bhoM/B/g1G23sM0oGfWVx5ibXfXlsEba0wnZdqOOOlQLpdB2kVBdb4ZMrG+PwahMO6zidX6oa69RZLzwwNEGg63VLXBSerBUoJdsZjxlvbDIdjnJPoDlSY+BY9UD7IyzouLydUVQkWDnYPsVZTFCvKcoWUeCnPakm4JghdSXC6rmO5nG/CwzwseK3DXLfgV5Gtl5eXfPjhh4RhyJ07d3jttdc4Ojri8vKSLMs2EOQkSSjLckMrv0pOvIIgCyFxzp/OmqYG562Si/mci4sLZrPpuuWumE2nLOZzjNEkabJJzfTtuVpbRwXGA6cQSMpyDddVEK7za+IoBGdJ44hiNadYzpBYlospUaKQQuJH5JYo6lGXNVVRU1Qd5+cLPv74CV3tPdnCefdOHHoFh9FroEwcs72/Q5T1mc6mKNnRyyS7OxnXj/bJ8oiiWJGlCbdv32R+6SODi1VJ29ZoU1HXGfsHW8xmE85PLzk/m7FatFy78SIyzBBB4OM18ozFfMKzxw+ZTKZrLGCCCBTb4z0a3TCfzXj65Anb20N2tweMegnD/Bb9vIeSit3tXZ48OWG1aBAq4cb1A27fyVislmRpws7OFtev7ZKEkkcffMSD7z+gLEoO9w9RQUGxLHnwvbeZLQsuptNPXHd+30XzZ3/2Z/nZn/3Z/4+fE8cxBwcHv+ffPXjwgF/5lV/ht37rt/jCF74AwN/9u3+XP/7H/zh/62/9LY6Ojj7xc9nZHjCbz3HOcfPGHtdv3yPNMnZ29nDWMZ/NCRGEwhIID26IYp9/cnb5lKb1xOnR1ojZ5ZSma/3crF0ipCNKEoQKGA0z9vZ2CIKM+bzCWJjMZsznC8rdLfr9BBkogjgmqDqMLdC65ua1A64fZpydLplczDl5duydOQf7XJ5PKRY1wigGvZzd7ZgbN28yGowQ1rFaLjC6oast0agHXUkzm7BaFfTymBdeuL3mXrYIB5PLmc9A6eX0e0OG/S2P+Jqt0NqTssMwJM1i6A/Jk4S8LbDNkrpaoNsObTRV3dBU9Ua76IuTwxNnPEhDxtaHxDU1xsLWeIS1mrpaUcyXHD9/wsOPPmS1WnD92jVuXL/Fndv3eOnFIcPhEIuiriqMtYRhxA994UvcunuLpmkI10miaZogJZRlQVXV5HnGF7/0eQ4PD/n617+OtXYDLm7bluNjH+PadR29Xm8DJb558ybD4ZDJZEKapvzQD/0QOzs7G7nXRx995OeVFxc8efKEyWTC3bt3CYJgE7NQliVN07C9s+NjFqKEOI5oZM18Pufi4pLp9JKL83POz8+pqoper0+WpYxGW/Ty3sYOGkYKo62PbViWHprtfhsobbShbjVWa0SoiCOPB1zOZ+AMaRx5hF+1IA4kRwe7jLeH6wiQhsWsZri1x3UVM5mtOD4+5/0PHvHmt77D8ZMVwjriSDDohdy+dYuf/umfJk5zDA+4mCwYDPr8zB//k4x3RuBqlGgYDkK0XWBty7Pnzzg/u+TifME3v/51vv2t77FYVFSVHzO9/HLOH/6JL/H08SM+/OCU588WJJHiR370j/HG3h5xlpKlKVv9HKcbdFMjcEwmU9555x2++/YDfvOr73FwNEJIw2q1omn2OXn+iJtHe7zy4l0+9fpr3L19i+V0xfe//z7Hz45puoDXsiH/2//dn2EwGNB1LW1bYUzJIAk5P3vK9996m7Ozc3r9Pm997zmLAtI8IYwTUP9/tlH+2q/9Gnt7e2xtbfFTP/VT/PW//tfZ3t4G4Ktf/Sqj0WhTMAH+6B/9o0gp+drXvsZ/8p/8J//e17vK9bh6LBYLwN+V4ygmSnO2R3tMzmcIteBgd5+7t26zt71HWxZMF1O6pmE6m3rJSpbw4L1jesOUTjesVgvqul5vmCW9KCOMAxAet2+cZ1xaI7Bm3YYaTb/fY3tnmzgJuDw5RVHhrPfAJknAB++/w9npkn4ueeXFO7z26it8+P4HzCczFJKd8TaBVMwXc84mJ0ghuXnzBmkWMZIjlHTMJuekhcOYmrIoKFYFi+WC50+fcXZyihSCg719ennKYjYji0KcNnRNRSQMw8EAQuVhCKYFKaiePUZhsa7FmAZja6xxqCAgDgJ6WUo38k6JIIhJYkGW9cjSitaGbI3GbI93SLIeRVnx/vvvIqVYg00asixhZ2dMHHsA7/Z4TJblXFycEx1myEAymU4pioLhcMj+4T6rckUQhJTFiqdPz4iTkMVyRpxESCXodMc777zDxx9/zO7uzjqk7rfb6SdPHjGfT9dk75DxeEwQ+HhkIQSHh4fs7OzQ6/V+O0wr9IT02Wy2ic+w1tI0DTs7OwyHQ8IwxBhDv9/n8PBwc8J8+vQZ3/7mt/iX//KfM51OyfOcne1tDg8OuXf/Dq+88grf//73+f73vsfzZ88Zj30c8b179xgOBhwcHlE3LR8/fIpDIKSfj6JCsixDrGMmFKCcwllNnqQEgaSpGhaLGRdnJ4jAUawWVGUFTnF0eJ3lsmU+XVGtxfl7ezvcunWDPL4gjSK2hkMGvZznT59xcvKc0fYuq9WcsloilcPYlu9891vs7wzY3elxdjahqM7oDzL6vR5xkJBGA8bjD9DdHIliPIL+IOGFu0e89vJrdHXHbLKirlZYHbO9vc1ssSCzmjhUWBuxmE+Rzq11sg1CQJaEvPTiNmHqubdRLLh7+wZ5FhAqRxip9X4ioK5KkihgbzejrC2z6YSHH324zpMa0u/7Aj27PGU4GPCp115kefOQKMrQWnJ+uSLNxxinaK2D48knqm//qxfNr3zlK/z8z/88d+7c4cMPP+Sv/JW/ws/+7M/y1a9+dZ1NfcLe3t7vfhJBwHg85uTk5Pf8mn/jb/wN/upf/av/3p9XtWY6rYkqxda2RgUhea9PkuQIEWCMINndR+uOJEqo13OQg/1D2u4hed5fOwdClBQEgfDgAFdhrKDtNNVqSVs16K4ljXPGW0MCKTk/O+Xk+DlHh9sc7I3JsxSslyQFCvq9lFu3j/jUq9d5+PCEVVGxWi1ZLpckcczTx495/PiM6axAG0uSWITypzkhQAWK/vaIPFM4XUM0oH8UYZqWj956y7dinUEgqeuaR48eEYYBw1EfqXybXlcrhLOEwjsjUA6XJyRBDrbFaodoO5xWBMoQJSGus9CadbKmpiprqlquXT8NZesYtV6LqgKHs5Jr124Anp7T1AUIn7c9nU1J45St0Ta7u4bRaIwxhqyXsLe3S9uOAPj+99/mf/7Xv0oYSa4dHnL31m2Kcokxhr29Pe9dDwKOjo5YLheb6F6A8/Nzn7EkfJKi5zMWbO+MOTo6pCgqzs7OWCwWKKW4cePGJtXy8vISIQTXr1/nvffeYzQakSQJ165dW/uhvawpy3xO99OnT2kajXU+AjlNU1588SW2t8ccHh4yGg7p9/qMRkMWiwUPHjzg29/9Dmenp1w7vMbHj7yM6VPrsYCQiq7Tm/dAFIeIUDMYDFGB8i1v09IFoIxBRgrhIA4Vvcx72rOe96AL69bC+AoH/maPYFkUzGaXPHr0kGLecrA3pusaqlqyNR7yyqsvYlG8/a6grmt6vZSja/s8efaxZ8r2cvK8x6oQnJ49p21aTOeo6pYg8M6ysih9TEqvRxwnWAPGOPJ8wN6uYjapubyc0GLoD3N6vZTx9ginKzAasHQ6ZjDM2d3dhiDgo0ePOL+YY4yiKFbs7R2xml+wXMwoy5WXwinBfDpjPlvgRMhgpNjb2Wa2mFNVK8LAokSEo6OqG3RXee5up1EKhLDESUhnBG3dfuIa97960fzTf/pPb/779ddf59Of/jT37t3j137t1/jyl7/8/9PX/Mt/+S/zX/1X/9Xm48ViwY0bN8h7PeqmwwmBQ/DxR8+5eeuI6XTGfLHCGCgvJgjtfEpjGBFFMXfvv8CN6x+yu7tNlmbg/OxISUtbV1xOL6jbBqSlrgwK5324gfLm/jRkNV/x6KMPyRPBfLLjrX2l5fz8kqbx2+HHT57wpR/5Av3B+8SJ4uT0mNOzY1bLOZ1uyXsRQeQxWVkWcHCwS9fVzOdToiTgg/feJlIgnfOb5SAgEILpbOkD3MKIYlXy8aNjHj4qSBLFa69OsLYl60VsjUcE0uPQrAgQocR1SwQWR0fbVdTViiAWhFkCeFxXFEcIUW4ye3ACH3sYkEQ90mRAFOaEQYq1kiD0QIW2WWGMjyw+OrxGv99nZ7zD0eGRl1YFAYP+kNlsQas1SgXrOIIlURiS93xxcs4yGo1o25bnz59TVRX9fp979+4BfjFzFZrlW+8LksTPC40xzGYzLi8v6OUDzs8vcA4OD48YDocAzGazzQlVa01ZlhsA8dUJdDqdslwuNyzPIAgo1w6tOIrYco5r164BsLMzJssydNcxmUw4Ozvj7r3bGGM2yYdd11FX3hNfliVN3eCEWDu+OrQ24IINbcfaK8K8WM8bE4xuCFSwTqv0nVaoQuqm8kFhStK0DYjQb68VRFFIf9CjP8hZTCp/7QSKPIsJ44CyWmGcADRJEmBtx3R6AcJT/n2XV5GkPuzOaEtTNz7ls9O0TQPOz2PbVtN2BmM9KauqW2azJUVhiKKEIPDLzLarOT09pilXZHG0VmcUlOWK6eySy8sp2rSEkSBCIJTD2o4wVOv3iyd+dbpddyKSzkAch8hAoK1GqpgoXkefyB4fffguF5dnzOcLhIqomxWLZY1TM6I093nwn/DxBy45unv3Ljs7O3zwwQd8+ctf5uDggLOzs9/1OVprJpPJ/9s5aBzH/94yCfzdNE0jtBOEUczlZM7htX2mswXPnh2zM37E08cfMuzlbA0HTCYTTk7PUFHKaJQShiFF6TNielHC9miL60eHBIFkVZUkaYCzEtue089ThFBEgeJofx8hPRrr4w8/4MmjD5BSUa1anj09oyhbOmNYFXN+9A/9KNs7p2hTs1w59g52iZOUvcM9j2ZbRzdIAUGkmM6nfPTxitOLSx49fsxwmBIIiXSCMAzY2d6maTuu37xNnGQslys6Lbk461ChpDOWeTHn9Pw5ceZPJMZqLy8iwNYlXatBWMpqSVmt6EcpIlTopoOr2IR19Kq3iksEAYKAJMmRIkKKCCVjglAALV2nqesGpRx5ljMeDrHOsDUYsb29R783omv8EqUoS0AikwBrffb09evXSfOEfp4TBL6Y1nXNxcWFT5UMArTW68jVgLquqet6U1ivTqNyHcXQNC1tc8l8vthoLofDIdZaVqsVWZYxGo02edue3Sk3cb7z+Xzjcb+6Rj20wxCsEwy9w8g/R+ccq+WSi/MLVqslt27f2MR5SCHY39/HOa8TvRoLyPXz7Tq9jrWQIM3mewZBgMKhpCfRryp/SnJOIKV3QmkTU9cNYRQSBBKMQ4UK13U0be25sdagVIQ2sFpVJHHAYJAyHGSU5RInJEEA/WGKVI5VsSBNY6I4pNOa5XzK/uGQNE2pqgZtKopyHUyHDzhsGs1svmK2yJjO5hRVzXJVMlsswcREUYxRGqGgNS1N2SAxtMpRFiuWqwVFuWK+nDOZXeIQJInCAauy5PLygmHfz5LD0I8r2q6hP8jJ8pS6deT9jCBSRHFInEY+FFAYVCiYTC9YrOYsyyVCBDRtSVW32MWMHo4g/uTKnT/wovn0qafvHB4eAvAjP/IjzGYz3nzzTT7/+c8D8K/+1b/CWsuXvvSl39fX9mJkQZrm9Icjbt065ObN2yAE77z7AW9/7wHf+Nq/5frRITeuHbEqVnz40Ufk/RHH5+cEswVnl1NOjs/4kc99js+88Yf4Qz/6OoYapKM3GDCfVvzf/2+/zMcfHVNWHS+9+CI/9ye+QhxrprNTPvroXb731rc5Pz/HdoLzi5plYTBOsLvvU/O+/9YDBv0+X/qhL/AX/sJfYOfGDWgaD20VAgLF8vKcb3zzt/jlf/pP+dZ33uHsvCQMJdeupbRlQxRG7O/t8SM/8sP88A//MPfuv0Cvl9Pr5aR5RrmckGQJlxcnHB8/5fzshOhMcXS46x1BVhAaH8N6fnlJGHl+Y6tbUhPRtQ110+JcQNtB3foi6POzfS62tT76ajKZ0RvsIoMYoQLCSLK1NWa81V/Pc0Mk/pQ16o/Y2d4lSXJOnk948uQJvcGIwXALh2+vd3Z2MFjatiFNU3Z39zg7P0EIyXAwZG9vj1u3bq01k2xytc/Ozvja177GRx99tMmQieOY3d1dwjDk4cOH9Ps9tra26ff7m6J7lSteluUGWnxxcUFRFFRVtfZNZ+R57lF1qxXGGK7fuMHDh4+om4aLywnf+c53+R//x1+iqkvyzHNVlZQI6T3lb7zxBgf7+5ydntLv94njmLyXM5tMWCyW6zhdD+H18BBH4yrquiIKQ8+G1A6sRltD1xlOzs45v5ygFMznC8IkoukMxkHkFGGcEkQJs0XF2fkZj5485+Gj53zwwTl1JdkeC1pd8/TpKYNXbzEY9LEI+sM+w9GQrfGQwaiHDCDv5chA0FmHNl5/2jYdZVlzfn5JVTf0e0POz5fUtV8k5n3BO++8z/HxGU3TkmU5SbTFarWidDUusCRJyHBriDAt04tzZtMJy9WSIFT0Bn2GdceyKtGNo+0073/wjOVM8unXXkJIgXGGpnNUdUXay9ga92k6GO9sk2YZYwFSOlbliovLBVJ4+nuSxmtnnUUoST4IEVJQ1gXtqvzEdef3XTRXqxUffPDbNJCPP/6Yb3/724zHY8bjMX/1r/5VfuEXfoGDgwM+/PBD/tJf+kvcv3+fn/mZnwHglVde4Stf+Qp/4S/8Bf7+3//7dF3HX/yLf5E//af/9O9rcw7wf/6//l8oFwXvfviQX/213yAII6aLJa+98iqDfo+T58+4e+9lpNPUjebisuDx0zlCzjm6fYN4Pavq9waMhv75R7ml0wXGdkRhQhAYJpczvvfWu1xcLDk82OOVl14kCBvKckpZlBwdHfGFz32ettR87Rvf4cnxKZ1zXL95h15/RG/UY1UUHF+cESYR7WJOlMXeU200ITEdGiNBJSG9UYyMHUdHR3zqlU/x5PETJJLr167x0qtvcOP2fcpiSdMa7LJEKIGMYoqqpNWaOEu5duMa9+7fJExDZpML6q7CqYj+cMiNwRAZRlTlimI+IQihqlu08fCSMIroDYbkgyFp3sdWISrQJLHXWupGo5sOpx2B9JEGo+EOYeCJQkkS0MsSgkBSLApOTs6QIuC1V99gOilwImAymTJfLD0YZLXg0aNHJEmENRqFII5T9vdGvP39B6xWJXu7B3Rdt8nmefz4MU3TcOfObf7z//w/5/79+/y7f/fv+OpXv8rHHz9Ea83u7i7D4YidnR22t7cxxtsRB4PBpi2/Er4vFouNsP0qaO3q5Hmlz2zblhs3brIsCqwzfP7zn+WLX/wC165d84Wva9cMzYRvf/vba+yc3owNyrJkMOwhlY/ZqJuOIJCkiZ+pW9PRdRXWWuIkQbkGQ4cwlihK2NnbJ+v12d07oN/v0R/uEoQJ2jq0MxSLkun0GVmvx2ReslgsiKKIO/duc/PWLbI0Z393h1F/QKQCprNLFqu5V31EASpUvP3gAf/269/k6dOnHB0esDMesVpe8NnPvkwQ+gNKsWq4nCzY2t7n5S+9ztbWNgiL1hXbuxm9XsBsNqNYlayWNZOLhrcfvMu/+dpXWZYrohAGuWRnq48Crh8dcvvWLa7fvIVKU+7clyzKgsFwyPUb19G6Jgugl8c05ZL/x3/z3/KNr/0W461dwjBja2ebZdHwzrvv8i//9W8wW3Yc7A85Ohxz4/oe/5uv/ARHP/6j3H3hHg8/fsiHH35Mf2uPn/qZ19k7vM1sUXJ6PuPbf/cffqK68/sumt/4xjf4yZ/8yc3HV7PG//Q//U/5e3/v7/Hd736XX/zFX2Q2m3F0dMRP//RP89f+2l/7Xe31P/yH/5C/+Bf/Il/+8pc34va/83f+zu/3qXD63Bv7i7Lire+/TacdVee4f/9lojhHqpjRcJuL8zOkStje3eX+Cx2X0zlxkjOfFyyXDVGQECYx5+cT1LxFBJooCQjClKL0s6csz+g1FhXE9Acj4sTihKasVnStpawalvOG88slxiqGoxHaKhrtGI33yPOa0dYYKwUPnz4m73lYcJomaNMxWyyZzRcURUvTWrSBujHMFhVR2kcAdWs4v5zRWcj7I59aGIeAZrGYMBjvEmYZyTJntZxSNppECsI4JUoTnwGPomwciZBoLemsIo5SuqbCCYu2Cm0c2jq2xtsMBiNa3aGUJIliOtOR9YYbLaRjLYyPYqIAnNMUq5rFdEoUh/TSnL29fQQBjx49IUsHdLpbY/xiPvWpV/ju977LyfkpW1tDxltbhFLxrW99i5s3b7K3t8/29pj9/QO++53v8d3vfpdOt7z66qu88sorvPzyyzx79ozHjx9zeHjIl7/8ZR48eMD/9D/9T7z22mtr7epvZ5Y3jWdxXrl8pJRorTeZ51cUIu9Tn28gyFcLprZtyXo9Dg8P2N/do1oL6z0Z3uerl2XBpz/9uocaC4mSik43nJ6ekqQBTV1jrc+MytbQkCyLiQKLVQ29LAEJujU443Da8ujxE7aGQ6azAkFIlo/orEBbSZj0iaUgzQxZPiDvDxjtNNTr67U3GJGlfaQQpGmKApqy5PjkOV3dgFIk0yXaWh4+ecrZZIm1juWy8lv8tiGKc4xt6DrL5eWUB++8jxJDXrz/GfrDEUEg6XTJnTtHqEAzHG1RrCoW84JQzfnWW9/3ZoRKrc0NCTdv32NnOOTundvcuHGD/nDE6WTBf/8//Ap1V/PpN15l/+CIIIypmsJDtbM+N27eZXf3kA/f+4ii1Jw9f8bDx6fMFhojDC+8co+jwz2G/ZQsixhs7XDn1hH7+4fM5is++NXf4Omx5WTS8JU/cYOj6zcZjn/v0eDv9fh9F82f+Imf2MSg/l6Pf/7P//n/168xHo9/30L23+vh43g1DsfO3h7HJ5ds7+wRBBFtZzFW0LSW+WJFmnqpSxSnOLfEoRAyJEkz+sNt4qTvqeXKg2qFjOg0TOcls0VJUXcYpwjjnM5KhDY4ESJUDCqi6ZwnmquAqimpLleIMEeoFOMCRBATRAkiCNja2fF6Seco6xrjLLU2dEZs3gjaBmgToJ2ibjVhoFBRTJikOBkwXSwJSh8kFichYdLHWYnWgqaFZdFiEIzlgDj2EioVKtqqJd7aQSmJa0GbFZYY4zpEIFEyQoYBeR6gjaXT3r4IDqlgcnbBtf4WjhZHi1QBUoUcH5+h25IoWlsse6nPhhEBSoYEKsLFwTpX3JDnOSoIuLz0LftivqAsV5hOc/P6Tba3d4iihKY54/JyShSlHB4eoZSPcjg8PODw8JCu1Wxv7yCE74KCIGBnZ4eXX36Zoig2Hu8r3elVdjr4mWEYhpRlSb/f5/z8nPl8TlVVbG1tbTznXdcRrq2VvthqjJE46yN2tenWAWgBPZVjbUwYBvR6OVEYYIym6xrSNCHPU87NOSwszlmUEkjpT/hRLLEyotfLadsO2zYI4+Og+4MhUZyhjX/eQZiCiJAqJU5jpBIY06HtCqViEA5jG3RnkXWHcQ0YS113YH1WeJL0iMOM2XLJYlkxmS5YFRVO+Ez4vD9iNBqg1Bb3X3iFopzTdR0XlyvKuiUKDEIqkjQjDBWydeT9PloX6KKgrBuWRYU2Fm0sad730h5r6PWH9Hpj8mxAnm+R97bo9bfI8hEIR9t6ypc2PjAtTQb0elvotqIqa9rOMZmukCohCFPy/gBCR2cd4+090qyPE1A1HcYJTs4uWC7mTBdL6lazvTsgiBPCKAGp6Mx/JGmUcZpSNT7FbzAYcnq+JE4yWm1pWu1nO/MVVd3Rae9ZlSrytOlG02lHZIUfZGtHrR1pEqDCABX5YiiCiCjtkeZDhLT0htsgI7QzWBGgnWBZNsyXFXXRUVYdVW3RtKTLlqq2FGXnEyiRzJcF/SzFOnDW+SJiLa02aCewBFgXoo2jrCyzRcXF+YQkDojTjLrrcEKind+eGqHoDGAgiiTWBVhCrIjRNqDVEhEECBshRYwIY4Koj9WGupWUDeQ2xBIRSIUKIoQISbOQtvOBYNr6vGmpHNP5Jfv6Bl1XYm2GkimrVUGxqjC6ARdhMlAyREqFtfhNq3RYLej1eszml0RJsuZlzlitVn4+JRLarqMoCno9D82wFlarktVqxauvvsJ4vIMx3ZriHjOdTtc5QY1PTFQBed5jd3ePJ0+erOMq4o0mVEpJ27abU6VSfplzpcdcLpe0bbthdiql/JLJWgDSNMFaR11XWG3WAWHBupUH4SSg1hG1migKCYIEYxKf7xMoVkmMCiTtcr1IMR1SOn8j0448Tz1gue1QwhIGIXlviO288D1yEuOUv1YIMM4L5rV2GKfoNDStoWktSEugQSm87dN2CGtxa4eTEA7jSjoNWnvqfxgJgighihKSNCdNA3b3DokWHpIcRglShUgZYB2owGtptbF+Bm6N54yumadN12IBIUKCIELgUCrF2gDrFNpIuk6gtUCpZPMzzPIBQZjhrAahEDLGodFG0rYOS4AUIcgQoSJUaDHaIWQIMlorCAzWSerOoi044d/bURKjwhihIoQKsfxHkhG0KkouJ1Mmk6l3qqiA2XzJdDYny3oMR2PaTtPrjxiMfJxB24JUEWXR0GgDsmE6W3F2MWW41afvFI0NSTpDEFkIYsa7h+wfWcqiI+uN6IzwGDCnaI1gvqo4PzvHdZK6kyTZCBnENK3g4nLJbFYwHOXUreW99z9iezzwkIzRkCRJqeqG84sJq7JFyIgk7YMwWBsxn1dcXC6IY0map1xMp9RNi0WiogRUxHSx4OL0lBs3DwFHaxQyyAmjiKYTlHVNHBv6/QCZZjTnK5qm4eJswWxWsbW9i5ApQkqcl1OjAp8BNJlekiTbvn2MCspyTlUvqJs+xvQQwnJ5fkHW65EkQ8LAi9ybpkNKhTaWpiroOoOziqPDG7z/4UNSa8nyDGMt4/GYoiq4cfM6SRRzfn5OGIZrGEbitYHGkmU9wrDDrpF4basxxp8EZ9M5QRAyHGyhtfYJkOu5ZLeWAm1vb69tjC1hGBKG4eYUenUC9d5yu/k7T//+bYnTYNhnVRRUVbsm1ffXM0sfJ9w17Vr2NKWqK/IsJYr6hGHEbNZinZd0JUlEUa6IkoROtwgJQji6riVNE7quWQu/xUb8PlvMWCxLksRRtwbrlNcYrhqatsZaTZKEVLWmLH3eU5Im5PmIXq9PW7ebuF3XaXRX03UWIUKiOCfL+2RFR1e3GCuoW0NV+9whbcAY0NqBUGR5j1j10NbhhKTVhsVixcnZGWkmMdbgAGMdddthLKxWDXVnCZRkVXRcXC4IiZjNStJsSaslda0xNmB7Z4/dvetk6YjFfEJpO2bzEkyLMRJEzHjnkOWqoqw7ZvOCojVYK5nNC+IkI+ynxGlOo2Fnb5ss67G9d8hwa5vZssE4ibGeBBWE0SeuOz/QRfO//kv/NWGcoIKE1gp2969zeXnJ+daY3d0D7t9/kf/D//H/5JFZUnJxcc6Dd97FqoiiaRmNd9jdP2A02uL4bMrHjz/mwbtv8ujxcy4mS6yD3f2c0+MKXArOk7W/8/bbZDl86Utv8OorL/GHf+In2d/fJ40GzBcVi2XLyemUX/+N3+Txo4+QUU7W20Ibwb/59d/k5PQJ7zz4HstlRdc5rIMoVNy7/xI7O9f40R//o7z08qe4dnST4SjH2gJocbZlPl/wtd/6Ov/kn/wTzs8vfbtoDDiLUoo0SxkM+uzv7/K5z3yavb1t2ramaRu6rqWoOlZFs05ebEgTyY2bt4njhK5rWdUlTdOhteP+/fs8fT6hPzogHwyZLEpGWynaFtT1lLJM6A36fOpTn6KsO6aTCyaTGcbUHOyNOTo6QiJYzBfgNIeH13n33ff9RvxgH7HeTH/2s5/lx/7IjzKfz5lPZ8RhwmK+oCprlosVq9UKrTWnp6fkeU6/30dKSdN4yK/WliTJ1htqr1gYDrYQKHZ3d0nThLOzM/b29rh27RpN02ykS13XEYYhFxcXWGs3hfWjjz7auIeu5E9t2/Ls2TNG4xH7B3uEykeonJ2dMBwO19KmiIvLc46uHTKdTgiU8vKdKKKuaxbLORIf6qaU9HPpKCCJQ6BjVSwY7Q7XSoAQif/5zmYLzs4v0QakClFhRJT1kFGEtcZH6RoNTlCUmsvJkqoxRFFL3QjCcE5RVAjnc8jTOKKuSg897iyrZc3Z6ZRHT57REZBmOYIZxXJFFFi+9/23adoS5yzaOq5du0Ge7JGkOZ22dF3Dqqy4mEwYi9zn1nctVV0zmU5ZFT6np+k6rHU8fXzOyfMT7t+6xWJVMZmu2NoaM5mXvPLKZxiMRvTyMc+fXzKZnrLVT1ktVuimpFjNmFxcUFcds8WKy8slnRak6YBWw/vvP+K99z9CCE2WKLI05N7dG+A0Zd3xymufYVl07OzfpKg6np28x9n5xSeuOz/QRXNROFZnJUJZrt/aYTJfslzWuI8fE6d9bt+9x7Jp0J1GYKm1BiWRUcjTh49YNRotJFYqBr0+QaK4ff9Vtg+PqJqSpu3QGlbFQ7yLMyIPM45u3uLgYMjdF19lvL9LbSQfPXpOli0RMsS4gChLuXH7DkGkmM0viGKJdorJvKI32OXmnVc4O79gMV/SthrnJCLoI8MeIsgwNmS2bFiVDTs76ZqIEyJkR5KP2T24RX90QBL7FrZrO4xu6PV6m9Z1trSUzQwVKPI8Z2vnGodJwqo2NHXDbHaO1RVN5+VH0oEgIk9T+vmAOOhxevKvSWNJ1o9IU8Hh0Q4aQ9kUXM4naEK0Dnnv3YfM51PSNGRvdwzOZ+5kScagP6DfG7JaFUgpeffdd/nHv/RLKCX5o3/sj60lLGeMt8fEUcJy+ZS6qXjl1Vc4ONxHCEkv7zHaGnJxccF0Ot1oL7e3d/2prSg222JjvPLg/v37VFXFk6ePef+D95nP5yRpStO2aGPotPaLntyfPoMwpJd7P/vZ+fnGn95pTVEUpFlGUZecnp5zcX7pfeFRyHAt3G+amqosmEwuWCxm9Hs9uq5hOq3ZGg558f49fvM3/y3nZ2cYY9jf20EFEf28Rz/LaZsFbVkSRlukcUgv82qCqqhAQWsMTkiWZc3jZ6dMFn7+GMReahWFEYGSNG3L+x+f8PjxM84vJiyXJctljRSO8WhEqBTCObbH29y5c4ckz5guGw6v3+ULP/Zlrt+6h9aGOApxTjOfnnP7zgs8evwRk8kl83nLfNlwdvKEhw9P+KV/8ssUxQKE4dXX7nDrzhHWaE9jspI4G/GlH36B1z//w+zs7fkQO+lwtsO2LWenJzx9+pRf/+qbvPfBB0RJTpblfiZZ1ywXC44OR+xsD3jlpXt87jOv88d+5uf45je/w4N3PqLoYoJcc+36LW7efXFt0FBEoURJg27m/Oq/+Rrfe+vtNUYw4+nzC5TKqTuHUt748kkfP9BFc7i3R1hp6s5SGMtoOOJgK2E8HtPf3vEFUSkIlXfpWANhgIojhjtjhuMtBjtb5KP+Om8moGgMjRYYIiyQ9Xqo6BmxlEgZoaTCWM3FdE7dWgwhoQoZ9AeEkaKqPQGoMTWdq5mtZpxNLtjb26WX5MyWBUm+TWvm1G20zvr2hO58cEiUbCFVDycSirIjThTLlabVPuPHiYymK7DktAboPOlICUNnSpzsE8Qj+lsjkjzzsadAayTTpUUWNWGaYwQMRodEgeD0eMkrL9zC6YpQOiIFptNEThCYjmrpPblKGeI0ZD4rCPsDZBThlKTVDbduHqDUEb2+145WxQqpYG/vgKIsefj4MZPJnF/7tX9DUVTkeY+dnV0+/OhDXn31VeI4R3ceWtHv+6K/tTUiivw2u9/3EIYsS6hrnzKpdUcUBZuW2mfEtMRxzP37LyCEYL5YYAHtHL/1jTd5/TOfQThHGIVI5WMfojQiSiLswrKqSt9aCmi7ziPKECAU2jp+/df/LcfHxwRKcXSwz8svv7xRQUgJ1njx+3Ix57vf+iZd1zIajnjllZeZXE6QwnF0uE9dVTz8+CEvvPASCgemQzpDGgXkaYyUxs+NdYdzHUIIzi/P2d7dQQYxQdJDi4inz04ZbY+pm5Kma4niyBcbExL2d8hMSG2n2GrqF2HEDAZjDvb2uXb9Grdu3aasK5btI3ThUEGfJBkwm83J84x+L6OfD5kvHUqNCAJHkjpG27CQBc+fn6KR5KNtev2MON/l6MarPH/6lNliSlN39HLDta1dYm0JoxTjJEkU0dSODk3cHzI+sFRWEOZDnjw9RkWxx//FPcIo4fa9uwwGKYe37rN97RaVVRzceIm3PzqjMSHzVY15fsHrn/1DVFVJvzck68U429FUMeO9gt2jFXVdE8cJwWVHVWq0Ub5LGQyAx5+o7vxAF82sP6B1K3RbsCgbor5mK0+I8x5pv0+Yetams5bOGgwWJ8EpiYoCCCROCpwUHpdmDY3GF02rMDYAEeKEQCq5du4IkBJjBcZKtJHUrSVMHDiLdgaNwQqNUBYr/J+hFCKIaY1A24C6k7Q6wLgIJ6S3KoqEzijaDjoNCEhlhJAR2vgo2rruKGuDVBlhJAnDyM9oqxWdCehMgHYRyAwZ9giUL7ZCODrjsMYisxACSRQo0lBRFAVR0MNaQSQMCoPuapSzZHGAsC1GV6RxgAzwNKSmJe00uYC2rdnf3kNIgZSCuq6YTqdkWUpRljx79px3332P4+MTrLO88MILPgMGwXKxJAwjtDYYbZHC2/WE8IzIrmux1hIEAVVVruG/cp2J7ggCn06Z5zla/7aPu98fUNc1aZoyGI4YLhcslktOz04Z9PrkSmKc//lI5efFFkNZlFgc12/c8GFwUmLW4u7Z+SXT6ZyqrHHO0jUtk8mUIFAc7O+xszNmazT0RKOiIE0TAiWRUrBaLpjPJpTFCiUkbdPgrCVSAVkS01QlXbMiDCXDfkagLEZ7vKB1hjBOaTsvd5JBilAJYZQjoyVhMqJxJdpUIEKQApUmxDYk7gRq1SKjikiFRGmfpDeiN9phOD6gN9pDz2ewVnk4ApAhxgmcUygZo9KAVVEgVR8VaIKwJYoaUB1F5RdtcdYj7w1RYY9ef58wXoFsMVQYEa6LpR/7NE1HGAY02tBpg5UKGSfEWU5vaIkuFwTKn/yMbQnjlKw/IsliesNtBuM9L4USLdoFECSoUGOcJI5zVqsK6xSC0L+tgoQ4G9IbjpFhhZIBUdLH2I6YkCzznvlP+viBLpoqSmj1glVVIwLHfFl46ZCxIBVRktJ0DcJprLM4AU4JnHB01lC3NWVVUjcN/XxIVZab7TWsLXXrAbgQ+LmRlMggJI6TtSzJ0bQdho4sC7HO+pha4YksSRaTZZmPL5AK4wSttnQdWKe8bEQqQKLXSYTN2sMbxR5bFacpxrQ0RcliWVLXHUEYk6uYMIwx2lJWM5wVtFrQtI66tSQuIAritfRH4LC0tvNSqcC/uYx16A66zuFaB2gPce3adTvXp3Yg6MjymDiSWGdYFUuipM9wuLPOWRHM5wvm8zmr1ZKuaT1swzoePnzI+x+8z/Nnx/zJP/mn+Mwbn+O7b73Fhx9/RJKm67C4BUEYAGITtds0tY8Gdm6dFlmxs7OzWcrItU/7yi9+pb28OnUaYwjCcO3UUYy2tjg5PkZd98uYtm1RgfLRJmtpUF1XqCDgjTc+7aVOYYTWmqbt+Pijj9ke77C7s0PbNlxeXPDuu+8yubzg7t073Lt3h3t379Dv3yDPcz7zxmdo24ZitaJpanp5zuTigrPLCbrrGPT7BEoyHgyYTp5TrC6JYslo0Ed3C+rW0OluTakPEFKiwhChvNQtTnvs7h8xHO+StC1ZU6Px6tmuaWmNgKDyyz2hCCOvcwyilNY4Wg2Nhlb7A8DV5wmpCMIQhFxHLiukjNZZUylCxFgr6TpD03YEYeTxdg6slQgREYQ5cdLDWP99hZRYB6x/Rs5ZrxwQDu0srdZUdcuqqPyGXShPk68bgsAH+GkDQoUkaQ+lFNPFUzoDQRST9bzwPohiHIJO+/eRdZqmNXQav1UXLZ32/6YkCYnCjCAIsf+xSI7augHn1rSXEb18sPEol2XBcrFgZ5AjEEj8RjQKQ6LA/wqUl5zgBKtViW0toYghBIdFyxbd2U08q5CKIIhpyw7lAtqqw7a+1UvDiEAItPFg2rqscNYQCEEax0RBgBICtd5eKumjnCQ+GTFLe4z6PsY0TxOi9UkwlApjPGBXKR+toFSw3hp74o6QAWEc0XUdTkBnDHXjt7lZmiLDaEM1tzqgaQ1KCayz1F1Ls5ozW8xx7QqpK4StYZ1uuXe4w9OTc4pyRTpIuX7tGt/+/sekvRiMQbctYTpkPl/y7rvvbchB9+7dY3f/ACklO3v7vGQs9++/xM7uLv/if/4XfOPNNymrii9+8Ys8efqIw8NrBIHi7PSc9957h4MDjxbc3t5e/5v90sWftuuNZOhKSxkEwYbYDmx4mG3XslKKUAW8+vIrnDw/5ub1G4RK0VQV/X5OuVwxu5xQlxVRELK3s8OtW7e4vJitXUQG4RyPHz3iM5//zAZT+NnPfY4bN65x/Owp0q+laZuad957l5vXb5BkuZeWUaKCkC984Ye4duMm33zzTZ48eowAlLBsjwacPHufsliyu71HliXMZzOatsEag5Ihy0XBqqwYhl6k7sOnJYPhFiqMiKXEAPWqACGwFpzzV76UAWEY08sHjEZbXiOrFFKx1pz606zDYJ2m0w3G6vVpX66XVgIhPDrRF0+x+XOvNWXT0QSBJI5D0jQBHGEY4JwnCkkpiOKAOInW4X0CITwoxuEwtkNKgbWGMArZyXZJ0pDRaIss9zbV1WqFUr50GaPXIJRqbVTwSgRrO+ra0XYVRbmgKFZchaeVVeED+VRCng2w1lI3f4BxF/9hPQRhEBGFvnWVUuK0JQoi4tAP8bU2ONvQNjVlWVEUPh+5aRqiNEMgwQqKZUWSZKTJAFjRdTXWSIw2hCr280wVYdek8jBM0B0IArI0I89TggC0bnz2cqc31jtj9Lrw+dkUwiKlWD+nAucsSZLQtg1BoOi6lqapCEPFcuXQNiCKJEnqLX5VVVHXJfPFEhVGG02jx4vF/pQgvWe46jQEAaEQ66IiCaPYb2tthwaCMAYZECeJl7k4QSBDFstLbt2+wfsPP+b49JJPH92ktY4sDkjjgABHtVxwUmpu3bzDtWvXuH79OkmSEEUR3/jGN+i6jvF4mxs3b5ElKV//xm/x1lvf59adO7z62mvcuX2bjx8+JM37NE1FoCRf/NIXWS7m6/A0H6165QGP45ibN29ubIn+tag3eT5CiM1mPEkShPTa0P39fcBSVQXL5dJv4Qc5y6VPs+z1ety9e9d3EELwne98h8ODaxuve5qmaK35m3/zb3J0dMALL7zA/fv3mUwuiEOPrevlOWWx4tvf/jYPP3rE4eEBN65fY3//AOcsH3/0iKfPHtPWHft7B9y9fQNdFxhdEyjB1mjI9WtH1IWHHnetJlABQRDx+MkTVquSwfCqfZa0WiPCgPl07k0IOMIgxgmLMyClWlPmBW2rmc3ngDeXJHG8vh4s4EX2nlxv1zciD8QoqwJrDVVZY6xmsZizWCwoyqU3DKwzmYJAEUWBP/VHXo8qlfA6UGtouhpjLFIBIqSuJcZ2dF1D1zW0rf9da02WZSwWyzU4O2I2m/Ps2XPu3L1B07RMp3P6/T69XkaeZ0RR6KEloecPpGni5/wBGOctq13XEkUBXec7krqu0V1Nv7e1yXr6pI8f6KLpjCUIQuLQsSgalFBorX3xCCOcMWv3ktjY2QKpUFKihFxjtwRSBfTylDhKWIUFq+WScuXvtiBQ0gMrdOudMc44elmfKEzAKXRrKRYlSRoRRiFxmJDGCVEQYLTGaE3XtnRBA856iZB1xHGI0bHXwXUtxWqBkmB0D2cNYaAIpPBzSenvqm3rLwAnHTIQKCU9OLf1MIoQEEFAGMeoINy0Ktb5wuNwBM5hnURctWMqoOlawkQSqJBQQRQEdDam388QwqJ1QyAN5XLO3VvXmMxaquWcUCVs7++R5z3quuH8/JyL8wvOLs751re+xWg05NNvfIbeYEgYRMwXK+7ev8/rn36dO3fuEijFnXt3yfOccTD0c+G2QUrJ1tYWbdtuWvE0TVmtVsxms42O8grScRVV4SN0W+q69tbGddEUQvD48UN2dnZ4+vQpSil293Y4Pz/j5s2bvyPqImU0GhEEAWnqQ9uWyxWPnzzlN37zN/n0p99gMOxRtw2/8Zv/lrZp+PJP/RTn3/0uRmuUlOzs7hEFIWVVcDmZYqwjDJS/rqoGpEQJQac1gzzl8uyUOJAMhmO2RgPm83NUoFAyQAiFsY6iaomTnCwfIMOMRoNBIVG02utVhVIEYYQx7YZOJaUiCHwxcdZuXpsrXJ3WGoQjCBTJ2pYrpT/5KSUQ0iFwcHWS9JcMSJDKQ7qFdCAdIvA59giHcQZjDWYdI22txjqDtSANaNdiMThh/O/SIUJJEIeUqxYZBuCkRzQqibYaJyDOMgajEcYYJvMZxlmiNCZ3kPUyGt1Q1iVOGB91LQSDrSHz1RQ6//yiNCLOYmzZoSJFFMUE5j8gNNwf5MOsqdxKhSjZrdP/jE80ROAsCCGRMkRGkMQJaZqRJn7GqGQAQiIQBGGMFMo38gascetEQB/w1LYdSjriON2AY402GG2wNvQzF63X80mPe/MFzXuS3XqOo6RACo95i+PI57MISRT6kDD/5yFRFBLH0fpO7uMmrgTU2nQeKRf4REChPENQd4YoMSAgCENv/VMSC17QDDgh0HWHswKJwbYaawyT2Rw5jBCpQymLcYbBeETdlGyNByyrmsnlGYKA3fGI1fKMVbGiXMTMoz7jrX2WiyXHz4/58MMPObs4pyxLsjxnufLFQ6mAg6Mjojhie3uHXr+HAPpDD9Cwxr/5cT6nRym1EaoH62yZtm03tKKrU+VV8byaaf7Ox++cf/b7feq6ZDLxeURXkb1CiDXH023smFmWcXl5iVKKJIk5PDjgM599g8vpBa1pAB+zMdoakWUZ77zzDk+fPMFozcHBPi/cu4fD+vbc+Rvz5npCoAJFGAbkWcjps4fkeciglxMFAZOmYZjkRFGM1oaq8t1Lkva8oUFG3gppnS+OQiECub72BMY43+l0GmscQvgTW4iPPJFCrF8nh3N2fb3606L/O43DbpZxCOmJ6fjImDDyIXZCgZACiw+Y83NKXyz9x8azCYTb/O5nUhakQ+Iz+q7Yn75wx8ymS6IoRWs/mx5tDYniBK09ib7X63mqmLUg/Zjg6mu3bYuxFm0N0giEsKRZAsIH7TVts4GwWCPXMcoSIT75SfOTf+Z/gA/HFaz1t0k03bqQOcvap8zGXheGEXHkj+5BEPrWxTqM8VAH3WlYuzCUUkRRiHM+WCtYf7z5Pm1L09SbQqmUp/1orX3hhvXsCZQUHiIMGytdHIcESvkUQSmIomA9C4rWiw1/pzdG47iaN/mZk8Xil/jel+svbB/uZtbFUUjPxURILAIrBE74z9fGuzSaVqONxTiYzOesymIjs+mMJhv2WJUr9g92uXbtgLOzY6JQ0ksisihAWk0xnzC9OGe5WFCWJfP5jLOzM2azGTs7O+ztH5IkKZ3WIASvfuo1Do8OSbIUhECFwfq1cTRNvVnO9Hq933UqqteQCx+X68cxV6dQ+O3ieFVEgyDwiaPWF7e2bTnY31/nh/tW+/LigiSOaZoGgb+xNbUnkUdRxGQyYbVaEYYRt27d4md+5qdJkpiyKqibmixPee1Tr5FmGadnp7zz7rt869vf5htvfpP33n+f5WKFNX5UEMcJQRiizVWRCojCkDCULOYTAunIkhCsAefW7W6Mc4KibGg7S5z2cEL5n6cTm5+dCAJUEKGCELk+Bm4yh9axwiDW16m/Lq6uOzb5T3jJlDW0XeNHSs74Bapzm+tNKj/j9DcoswZV283rb8yVq8ozIXxR8oXNYnH4Yi3WmVPudxRcgf93X41XnLWUZelvoFLSNO1aMRFuaFJRGILwz/sKznIVpHf1vrj6N9b1mgFq7eb9ba3/N17NOz/J4wf6pBmqkLIq0Rp6vQFlURNEHvDqrKXX69E0JUYJFJauM+tf/gcrtKZbF0Brhb9erc8fSeIIKR2F1oyGPUajMXGUsVwWTCdzdOcjTY3uiAJFloRY1/lfRmO6DoEgVAE2igmVp3JfjQaiMMIaQ11VhEHkF01r4KzAYnRH1zY0bUmaS8L1yVWFChX4Xsk5i3O+QKs1GFd5jr+3L3aawIEKApQMCCI/Pgg6wDqksAQiwGmo6yWNTnBKIiOFNRprOlrdsre/CyLgnXc+YH9fsFw27Axzukrz7GRGf3iIMR1pGjMYDhiOBnRGc/v2be7df5G9gwPG22O2t7e5/9KLPHr0yCsTrKatG46Pn7M73kHgCEM/k+r3elxeXm6gwlf8zOFwSF3Xm8J4NYvqug5jzKaIhmFIFPnlWNe0tHXNzRs3ubg4Yzwe0zQ1x8+PefXVlylXBcFg4Mc3cUiv1ycKQnpZRtt2LOcL4jDm2sEh//v/8r/kq1//Km8/eJuiKLh56ybTyylN2yKkQK0J7//ua1/ns595gzRJGAy8U2m5WlGUpb8BxyHatHQtdG1BHCmiUNG21WaZqVSIpaEoW+rGEKcDr3IQFuskxq+fUcE6JVNK0iTzr22rCYLKzzMbnzCqhZefJXG8adlZFz/rfPusTUfb+tFGU9eI9en9amdQFKt1SmhB09R0XesBN+vC5e2o7Zr65DbF2Qfg1SAcUlq0iQFL01SU5YqiWPqbUW3W79uW5XJFUZRr8AoEgWQxn29MDKPRiH6/T5J4EPOVGyxJIoJQIoSl7er14shTua7SRLuuRUhJ29UEoTcpfNLHD3TRLMoGaxzD4Ravv/FZPvjwCZ2xFFXNyfkFs9mc8aCHkp6scnU3kTIgjGKyrM9wMKQ/6FPOW5wzqACf7Y2haVvaruKFF+/ww1/6EYQI+Oe/8qs4Z9nZ3aLfzwgC6HRNWbUEoSNNE4zxvus4jknTdIMdu4o/ECjKckUQSPr9HCn9qciYqwvO56akaUyShfT7OU5ayrrYCLlVIIni0L9h8K1Hrz8izVKU9MRxu1r5BMo8I4oj4iQmS3tobdFthxSWUEbYzrKaTmmtwSCxIqAzhsfPnrOzt89qucLhuHPnNscnz+jl+6Q7Q7q64/T4nFA4Hn38Plk+YH9vh/39P4KQit5ggAqCDa1dO8vpxTkvvvgi4MG7YRhycHCABPp5D2s0y/kMgWe1vvTSS5tC+d5773Ht2rWNf9wYs1mAdV23zt/27fvVf4ehd+xcdQi7u7s8ePCA5XJBnud0XUeappuF05Uy4a233uILn//SBkxsjB8FPXn6hC984Qt88Utf5OLigtFoxPRyyo//+I/z8ksv8fDjh3z7299md3eXJE5xzsOy67rizTffxGF58f4L7O3tIm3FYnbhT5mpP3W2jafUL+YrsnyAIMA6iXOKOM2xBF5uFEUoJ3EqIBRQNh4i3TXzDYXs6kYaRRGBiogDf0NSQfDbr1Nb07aNj9uA9bUqN0qNqxvP1et9dZK/ylAaj8frRZAvJVce/isS/lVmfGvatdbZ3wT9OMTPn+Vas/s7n/fp6TNwgjt37nDt2hFSWm7dvkGcpJyfXzIej3jvvQ9ZrpZIqej1+gyHPpWzKAqfoLrOqup0yWg0YrXaIUmu6Pf+9HmVHNDL/wMit/9BPrI8JxOK3nCLNOv5tsVaojhmOBqxs7uPMy2h8qc3bTThuk0SQqK1oSxr4rgh7+fUZc3J2TmrYoFSsL07JMkC+v2cKPGf70RHZ0rmq0uabm8tYnc4NEiJEz4HJYwjJk/mWAeL5YrRKKCXpoRRhLYG43wL3GlNEAASOtN5IUkgiJKQtmsIo8C7lUIAD5dIs4y2bWjajkQECKXo1nQgT64Ra8Fx6vFn69FBXVa0dYc1kCYxxmnqpqSrF6RRymxegGuwdsDdO9d5/HDJYrEiiROuX7tGoGLe/v6v8sKdVzg9mdJLAl6+f4f3Hj/lzguvc3T9kCCO6bSmaTWz1YqyrOkPhuzu7bG9u4sDJtPpeoHj7/BZlvHugwfsbI8ZrAEYbdtycnLCzZs3fdTDakW/3+f09JQw/O1TwdWbc7HwsRZXWeVXLd4Vvcg5x3w+5/DwiIuLi3V2jwf1pmlK0zRYa1kuV3zzm9/i1q1bnJ2dEscJzsHJyQlxGnH79i3yXsZ0PmU5n7I73uZ7332Lu3fvcu/OXfa397h98xaBlBweHZAlMb41LJlNJuzsjPEoUk3XNsxOj/nCFz6LZ6LOGQ57XJyec/vOXc4vppyeX3J+OQMRYKzCCYmSATKICFA0ukOsW2YVSEKhfleBQ7CZ/V69Vlcyorqu6bseg8GAyXS6IdlvEHg4rAChJFkvZ7Fcop1FhgFJntEZzYuvvMzz58/BOX+9xREiUN40IgRWALh12mdCEKl1TpCPYAmjiF5/gDZQli3zxQkQkPf8zb3VHV1n/PZorZO2zrEqC0ZbWxwfnxInMQjFYrWkamqqut7kTSEM1kWcnZ1QViVlXaG1BSmJo4zVqgQxX2+3PtnjB7pozuZzrBNUrSHtPeP07IwoiukPNK02NF1LgEULf9LstPbOE+cw1mHblqKqCKIV0kq06TBrqYVpWpCatmsZDHPCWGHRtF2JQQMGhPXbRemQoR+kC8naGSPX81SBNgZtDMb4eaOUkiRNPTrNefR+HMfESUIY+bbJOktVV7RaYWVI4PyfebEzCKFQyhKEoQc4KIVet6hXdJ40itd3d68RleATsJz1PEjj6T4ISRAqmrZmWVjysqEzEMU9ktiPBkynybOcO7ducn52jHABg36C1i2L6QWX5yfkvYzReEycJDicz3Pf3SXvDUizHGsNq8IHtmVpihRQOsNiPmd3d4feOoZCtx3TyYT33nuPwWDAwcHBJsbCWruJ3PXphzHz+ZwsyzZvdufc2jFkNsXjag7qnN1oOI2JWSwWG3bmbObnsavVit/4jd8gjlLu3r3HaDRiOByyKhfUVcXF5Slt17K1tYUx2gNLioLFfIEUktdeeZWiWNHrZeC8zGkxnzHeHrK/v81wkCOVo6wLdsZDDg/2mC+mGNuBgDCMqCpPvppMFrSNAWIEAc6pdfSIF4YbY5BivWi0Fiv8/PAKeyeFXz5p0+GU3CzNrnSOzl2dSIPNCVApn8F0dfIza+pTFEWb02cURWR5zo0bN1gsFhu83tX3jaKIKI5AsG7VPa0JBDg/c/WSwLUipPX7iLbteOH+fT7/+QNOT855++23qZua4ahHVdVUZYUe9LA23HxNIRRSus37TSq10exa6zDWv286bWialrKsmc1mpImlqTVJ0gP+IymaR9evI2VIkvXZPzhgtmyIk5Tt7W3yXh9j/QZQGM8PNNatC1ZGb9AHFZJkKUEY4nCEsSeuoyxVvcI5i1SCvJeR5ilBqBlu9QmTmO2dMb1BjziJvC4tUn6OIvF3aOcQSvnCiHcNqaqmKGvCIFiDWX0xDTabbX9y8ts/i7QWKSTGOYTzF4V1oI3HbjnEWlrii3Sn3WaRFSpFsG6NhLNg/BZUCC+sd6bDaL/4CkM/A2pbSdMailKzXLU4EXpQiOno1jKW+/fv8ubXv8N4a584TyiKjiwJWC2nLOcXpFlEkvokwDhN6Q1GxEmKNo7T83PqpiVNUuL1EF5rR1PX3Ll9k65p6ZrGi+7rmsViwfHxMVprer0eo9GIXq9HURSbN+eVqP13OoLiOF4T1H2BDtZv4qs2XgBZmmKs4fnz54RhyOXlpddGdh1JHNM2Dd/73veRQvLCCy+yvbNLUS28RXQyQeuOfn/ArLvk06+/zttvv81sOiUKQvLM55NLAU1TUlcl08kl/X7GaNgnDKXX8zYlu6OYOAqJwoC69a1tkmasipL5wrNgIUCqCCECQOGQ62vBbRYxa0EpTtgNQUldLW3WW3K3voYEbLbGVxt3pQKiyIMrfBemcc5rPZ1rAbEpllcFN45jdnZ21trhelOQr9ryq/+++r5t57WkV15+Yx1t5wtl22msdUipGAy3+OxnP897773PN978JstVwdb2kKZtPSXJOaRQ668j1+Fu/iUwa3WCwzuUjHUURUXTtGvVQkgSC4ajLYaDHawR7O7ssz3e/cR15we6aP7ZP/fnGY62yfI+Wzv7PHjvYx8hqjVxGNAb9OmqFcL501ecwlDATanoj3cgCImTjCiMaYuaOInY39+lalZU9ZKmLtFOc/vmTXb2trEWfuiLX6BqO7YGW2zv7nieYhwhAlDSYp31nmbnNhbIME6wDsra47MCKTGWtbUtQagA6xxN11E1DXXboI2hl/XpDXMcBqGEv9xUQFP61ryqarSBOPLZN5IAJfyySeJP18YY7PpiFuubQBiFOGsBg5SCJPZ4sqqM6HTNqtRM5xVOawa9gE53VFVLVdVcOzri+9H3SEL/puzlIZ/+9Et8/OwSY2p0V+FsS5b1UEFCVa2omoqqannv3fc5ODxkNBx4h5JzREHA9aNrDPsDjhfPqKqKNE7WAWu7BEGwOQEqpXj11VfZ29v7XTPMOI43LqE4jr0TqPW2y1AFpGm6/jf7ra4UkigMqWvDOw8ecHJ8zHvvvcf9+/d55ZVXcAZ+7k/8HL/8y/8Ma3wi58vCL2+MMIyGI05PT/jWN7/F9miLF37mJe7cvk2xs4PRhvOTU8Y7W3S1TyxdzKdMLs/YGveRWKpygTMt1rUslxVlsVpvni1FWZL3+0xnSzptQXi3l3UxMohwNsStC8ZVgMLVhlopkAKMuyqSFoRbu3b8DdRai1nLja5Oj0IIpFBIEWCNw2hP1xfriOGr76NUsBbLe0mTlIo872GM3TBPlQrXm3v/NbrOrLftgrKqCSJ/iHAi8l9He9QcUhLGKf3hyM8pA4VQkmWxIk5jjLXIQBFGIVESE8QRQRgTRr4118bHIBdlvZF1CRWgpE+zbLUlzXJGW9v0+0NeeuV1rh3dwmjBYLBFEET84j/6xU9Ud36gi+a9F1+gP9hCBjFRmnHt1k3iOPUtqHWEUpCnCnSLW+slEdA50IAM/IuuZMBqvkQJiEKBUD4XvOtqHJZ0PQe11nHjxm3KqkHir1BnzVo36Tff2hjCqCWKegy39hCfeoO6bej3BuRZTt025GlG9DukM1VVU1cVz54/pygKDxgxhvPJJYtqSZgE6ywgWCxWnJ6cc3Z2znK5QqmQJM5ZLgv2tncwWqObhraqUfgNcxxFJImPQQ5CyWwx28hFAKwJ1iR7731v2wIhTnn5heusKouwIGVMkmRICdevH/LR+x9RFC15f4/XX32db37nLQJliUOBEIa0GXJ48w5nF2cUVYt1gqPDAz7zuc/R6/U4PTnh7PiEoljxyosv8Z1vfYt+r0ccecr6m2++yYMHDzg4OODevXsbS2XbthwfHzMYeMvp+++/z8HBAWo91zXGoJTi+fPnfja6/rMk9UCGK3eP3+haoiji3Xff5cUXX8Q5x4O3H/DSS6/Q6/X4sR/7Mb7zne/wz/7ZP+Xk+IQf/tEvkuYRWRKTpynhWsLzzoO3SZPMz447w907t5ASzpuCulpRV0v6eUw/T0izgK6rEc5wdLiHqGdczC5Jk4QkTny3ISQPHz3j9HRCZyRxokhS70ozVy2JF0n5wiYFTnnLJEDbdlRVRVWVfkssBEkcIp0HoBitCcOIfn/IeGuHpq2I4mSztRdivYVH0TbreBAnvY+7bulav4wUKJqmoa4a2nWESBTG/oZV1hSrkrZryNKe31BbSxAGa4SdVw9Y22AtCBRJnDIaKe7cuY9Asr93wM/9iZ8j72X0egnXrh+ws7NFr++D6sbjkMPDa6RJn6KoaFvNYDBCCEG/n5GmEUEouHX7OnXju5PRaIv9vQPyfMD+3hHLRY0QiqZpP3Hd+YEumlduF6Mbau0Iwpj9g0PyzHu3pXM05Yq6Kuia2ntsrUGtj+9OijX6C0ajHcqywLoWrEPIgCBIiNKQQEjKuqLrDEqEPqtHhH42arwvI4glWRLRaUOvJ3wrJSSBVJR1RaBCpJCsyoJASFQUEq03y9ZBHEYcXLvuZzbaayWrVbF2X6yjEPDU+STJsVZQV41v07Tj2bNjdsfbjLa2GA0G9POcMAiQQiCdQdcVpq7QriXvpQRBjNfz4dMMtUUSIfDLoePjGS+/8ALT2TkKjRI+RqCqKnq9HKWg30+4c+86JoDd7R5pJLC6olj4vPHdgyNu37rOxWTOfFkyHu9yeXHOh++9z+XlJW3bsr21xfXr1wlOPPnn/Pyck5MT6rrm7t273L9/n9u3b28WOk3jY37LsqRtWz772c/SdR0ff/wxH374IdZaPvWpT7FarXjnnXc42D9ga+0gcfgbpw9KA+ssn/3sZzk7O6NpGsbjMWEQ8vbbb7O/v8/BwT7b2z+Fs44wjDk7OeXs8phPv/Epbt24SZ7mPH36lNPjE5RSHOwfcP3aId/77luoAB68/Rbz2QXWdfTyhFs3DxFyLeXBYGxCLOHdd99lb29vE0FbrCqen57iXMRgOKbX32ax7DDGYYy34QrEOtTOIvGjALEWh4eh8iSlrkIqvCmi6wjF2gCwjkC+iiuuqoq6anFObGR5xrA+rfluyDmfmV5WDa02gA80fPjoMcZBnGQ4JynrmouLCauypGr8hj4INfP50p/8VIAUMWmabRxIUejb/jBMCFTE4eEN4sirTn7iJ34Saw3G1qRZRBQrhLA0TcPR0W26xmCtwDmBs44oVuD8XkFIQFiMqdC6XWukQ6QMaRtNHOW4XrS2a/4BRvj+h/TY2d2lN9jCiQAnFVUr6PUzokAhAKsNSZ4TJRG6rTeYLSsCrJBYIXFIJIpEJaRJBqJDSIsQBtCEsXdJJHWN1hYlI6wVxFGyni3Z9ezTt0F+CeFwFi+gB5q2Qa5tm8O29e1h7O/IutMIKRkMBoy2x36ZsxYKr5ZLvy1cs2v8bG+ONY4b126jtaFtOqaXM6Tz7a7ySl+6tkWvxffOGkzX0bUtZbtisZr49sd5slJVd1SNRncdbVNS1yvabkVTrbh/94hbN/bY3sqJpEW6jgCHbmuWy4KuK5nPW/7Ij/8Ij58eczldsFgtyQZjjp8/ZvfgGkpCL8vo5TkffvSQJE65c/s2URgyn834H/7xP2Z3Z7ymmzcURcHBwQE7O378cRW9e7XYuYqgADbC9yzLNhbJX/7lX+bVV1/1HM5eb730MTh8+NjVPDQMQ27evMnBwQFl6Z1CYRjx4gsvsVwu2d7eo9+PWC5XPPz4IT/yh75If5jy+OEjnj95xu7ePmmSkqU5EkG5WvH2+QVd13B+fsl0ckmWxeztHTIYpNy+dYPTs2fk+Ra9LGaQJqiuQmDZ3tkmjGMuJhPOLyd0rabXHyJVQFnVaO0PCNrgHUDOARZjW6xyWOtzx9uuJgpj8l4GjFFCEArJeLzFwfYe+/v79Pt98ixjb2+P/mCE1h37B4e0XeflWVlK09Q+szzz0A2vlfXsBL+N9/KiwWjI5HKCNYYkiXEORuMxWnd0bYc1hjCKPWZPeGNHEK5/Bf60rJSHigTKE7+MkUShD6dTSqC1RSiDte1aEuiBHkopVBL/tsfeequnMX78gHAIYYnjAK39+ObquYdhhJDSF9ENl+GTPX6gi2bey+n1e74IohARSKW81MF6dmQYK6QEKRwuDLw7QEZYIXzhXJNgIgKiIARpEcIXTYde01wcKoj9oFqEm6Lp5zvAxulg1+4IXzSvlhPBZm4kSazZ2NquFg9S+OVUkvglEOsBv4cO+PhXLxzW/vk6yfaWv5jKokI478vGuk2bl0QhWEsgBM5JrBKESiCVJowGa3G8RBtBGHYI2aJDs74TK0QFz48vuHXjECF9iJaxnu+YpAm379xkMV9ycjpl+vSMVz71BS4uLzk5q1ksCoIk4/j4GZ1xxGmfKMo3Wsg8z0jTFGsMZVFwcnLCqN9ncnHJ+cUFi+WS1z71mid8h+HGSglsxOtXlsTlcrlZagwGnnL14YcfcnR0xM7Ojke/CcGVudJZh5LeXCCFIAgVt27e5Pnz5ygpSdOM69eucXJ8jBRrUlLjb3RxGBEEA06Pn1O2BXmWk8ZeM4l1rBYLzk5PEVguz8/AGUbDPkeH++R5RNdWWONPtLvbW4TCIbuQQAn6vT7zxYIPPvyQJ0+fs1g1rEqDsROK0uBcTJKPNhk9QkkfMmZb4kR5G63VSKUYDEb089zreZVkMOyzu7vDy/de4tbt2/TzHlJK8qxHkmX+dXUglSTPc2QYUFUVcRITJ/GaTBRhjd1sxYMgoG1a4jRFdx1Xo4K28cxPIcRmoy+UwmnnB67CQ7GdcOv3ixfBe96XBCGpy3bt6FLrIggqhK4rQFwleCYYLTY2SnG1mL8ivF3VQOG362J9aIG1YiAIN9fR1UHnkz5+oIvmhke13pQhPKEbd/WD8bBa6bwf+8o+xloQbpxEIvznO0EYic1mz7fXnvqCs4SBb7edk+jO/5Dd+ifjxcfe46vNlUNn7WsXPgnw6g4tVbCeJUriOCWO043NzeEtn6zdX2EUE8ch1J4Ug/DSJNNZBHI9brCbQtLr5Qz6fXp5Tp6ma4mRIQglgVIEUuKE5uD6tteKWomxiqYxLFatj0ztOtqupirmzOfPCMKEumqZorHdino5YdTP2NvbZTQcojV8/90nzGYX4PRGg1gXK/6f7b1pkFxXff/9OXft2/vsizbLljch24AxRvDE/zwPjpeYFISkCggPmBQFhSOnCnAoyjwEkrzAQKpSqaQIvIOkKoaE58Gh4gD1N15EsIUJxuANCy+SxlpGM5qZ3vvu53lxbvfMSCNZLQvJY86nqqXpvqdv33P79Peee35bsxPSaHQYHZ+iOjxOo9VhZGSMcqlMrVZjYX6e2uIiW7dcQLVS4blf7+XJJ59ksV5j46aNjI+PAz2XFakineKIJFEJatUaprKsd7txtnbnks971GpLlMslAt/Ht9QFxDDJ0vIZeDkXKW2CwOfCC7ZiChWXPTwyQrUyxMMP/5ilhRrV6hBDw8Ns3bKF2tISpiUZHRnB9wO67Q4jI6PEYUS33cHvdkGmHD16hE67QblcYmS4SrVSxM2ZPPurX1Io2BQ2TzJULRH5HYSQ2NUqMk1ZWFzk2Wf3MnPoCBIbYSzS6cTUGgGmVSSfryoPCaHEQhITJQFuziBKlLtSoVSkUqkyVB1S5Tgsm5zjMD4xxpatW7jowosol8rKwm1Yym/ZtLJcBXZmWAE/8LEcVfaZ7LcVBaGKLjNNdYeVLifNyZZYMY1U1Wo3JEiQ6heWWbxVo1SlF8h+wuqOQS0bpIDK5oXsxaqrSYtMe7kg1N2GYZiZ8BkIKfrHmKYqckiIbOkXlSMWuexp0v99Zi5KaSLVxeg0WdeiGYYpaapC1wQmlqlOiMj+SW0DAzCEAWJFmFR2ftI0Vrc7qdEPowp8lazANAWOo77QOEkwDROBSSbHxFlZVAAVuqpiwB3D7MfirvqCVnx4HGeuUFnihCiKcF1XHfuKW4Wee0ehUKKXXCGfL1JfqvUX5A1DUCoV2LhpmqDr9wdMGEdEoU8SBspnM+eSL3gqdrrj0/bbKPc5ByktgiDC94MshjfBsFXJ4F/tfZ6FhSIXbprgkm0bWZQJ+ZJHmMU9j02M8ba3vpn/757vcdEll3PVlZexsNTi5794Bq88it9usLRg4dg5tm67hK4fUa8tEAYRjm1RqZQYHx/jpz99lKPzs0QyIkxCwjig0apjWCJLA1bEcRxaDZUdSp1XQRhK/G4LL2dx5PAcvt/irTuv4Xvf+x6OBSPVInnPVPlMTVO5ockky/4uOXhwhlwuR6NRo1ytIEx48cCLPPo/jyJT2LRpC1dedRUbN29k5vAhhobKTEyMMmSYNBpNTMfBFQb7XnwRv9PBtgwajTqbN02xceMEec9SARaGw+P/8zC/d+P/yfhwkWopx0K3hR8ENJtNokgV/RoZn2JiwwVEsUEqbRy3SL44hGF45AtVFWCRXVVTGRMnHWzXJIqzbFCWTSLpZ/hSM2SXkeERLNdRhkiZUiioCpme52FYlpoFGtk6qQDXUuOxZyk3UbN1U/RmiZnLkm0SdHw1e7OV+1cQhiAlUayKqJUKBVIEMqbvnylJsB2V8Lj/m81+SyppSoBhCPLFHIYJjUaDQtHDtGzSLPtYHEVYlpOJozonWdrY7Ccusz8EluVkd1dSGVrDEMvMqXh3WxnbTpd1LZqOU8A0nOyKIVVc/orAe1MA0sgWzI+7kgiwhKXWVeSy+4bjWpB5QfZeMzLBXXa9WL3+0UuQIlfcGwhhnvCR/ePK1LbneN3L0NOj54wNZNbMbEKNwLFsRkZGQEq6HZ+FY4vU6zXCOKAbdonTiARVWrY6XCVJE7W+CQRJimNYLDWVJdGy7Sz9VoRhxnh5AzWDtkhTgzAwmZ1dQKYBBc9laLiiFt2tHEHkYzs5JofGKVZ8fu/t1yEMhzCWuJaF3HEZ3//hj5jeeCGJ73DsyEt0Wy3GJjZQrFQol3IkBYdGS/D8ged4+KcP02i1EKZgaHSYyniVnz35OG/buZO8UWD22FFqi0tsv+wyWu0GUip/zPHxIRpLS9TqCxybmyH0u2zffjnVguDAC09y8dYx8m4Vw0gJw4A0jbNkIBG12iJB1GRqeoxNW6d54YUXmTk0w+tf/3qu2Xk183MLhFHEsy88QzNocuUVr6c4NETTj8nnbDZu3spLMzP86umnqS0tUF9apNtpMDU+yoapUUbKHl7OoNVcZPf//t/c9df/D7/85U9pLxzBjtssHltgeGQjzz8/Q73ZJIwSqkOTHDlyjK3btnFk9hjSsMkXSthOnjCJwVQJYEzLwLIckhRVgz1VwRNpdoubL5SypLwxoR8RxAljU1NcePElFPL5fhCENASJUPHYvcmEzBJfGKaBYQoc01bGUanW8OMoIUWCmc1IbbOfkAbDpJcHxHYtJWjZ5NgyyQayqZz0ZarqMa0Y7yqSyyFfyrwdst9EsVyidxtvGFZ2i30aQifg+LxEhmlimMYa7U6PdS2avbUKSZbIJBO7FS1YXt9dPiu9pqtfkcut+v9kay2rTmhvn8e9h7XarHnU/W0rF597Mb2r+9eLlV9+Ty/MzTAM8gVBKqtM+5OEkc/M/v10O12anQZtv0W7WyTv5VWSENMkRtKNQwxpqnNnGAhhYktJQpplxUlIk5goUgkQJiemiYIWR47O47oWV79+O12/gYFap6o1m5TyRaoVj337DuJHKcJ0MI2Y//u9f8T/+517WTx2jA2btpL3cjRrx4hiHyeXw8sXGB0ZJopCrrjqKh57/DH8MKA6XKXjd5icnqQ8VCWMQg4dPkSr2WR6eoqc69BudWg0aqRJwNKxeZI4YmJiFNexmRwf4Xd/9/9A1SkvkiQBCIsw8mm0W8SJKvvbDTrEcUgnaKv1MCEJI59avcb09DT1RpOW3ybpqtIoU9OTeIU8vh+wWF9i/4H9HDl0iFajRhz65PMOo8PTbNu6Cb/bYGjrBEcO7Wdm/3PsuPxiDBnzhiuvoF47RmNpoR8BJQ0DP4gJogTTdHFyBWzXw/WKpNLADyIa7SXlFmRbKqlukJB248wQGavbV9PEdlwM0yYIIjqdNkmckM/n2bh5E+MTE+oWV6b90iL9O5v+VI/sbkr0x2X/gt77XRjZnXNPtMRy+97S0oqnqk4P2e33GhOJlXdXvYNYfpqFgi4vUh7/5uz/U91eC3rCuZYenKgbp2ZdiybZl/vyFwlximdrvfCyG84axwvnWtt6TXoDuCecpmWRz3uMjY8hkaRxzNLSEq1WS1mVg0BZLW0bYRgkaUoYRTiGoUI6ZZy5ZPRSeyUkiUpyHIYRpmlRqVRZWgxptVocPjLH9ssuJgxTcrZJmET47RrNWo3JiRFe2PcC83NHwXDYdukOWu2ELZsmWFhq0ajPY9kmEqg365SqQ0r4vQJpnLBj++uYP3aMWqPG2Ng43W6XsbEJ3JxLt6Wy21eqFZI0pdlqUVtcJAx8SsWCSlgSBEgErXabn/3sZ3SDANM0aXc6OK5LLpcjCGNaLbUs0atZIwzlo2fbDkPVYUzTJopjcjkPQwiKhSL5QoFqpYrt2CwtLgHQajY5fPggnXaTMOhiGZKxsRE2To1jihjHyzNz4EWSuMuWLRu45KItdDptNkyPkYQ+QdcnCiIa7bnMz1El6HVcG8tyiOMU23ZRJSZsUpFgWsqQqb4nFRJqmgYy6aXGkxhmShipnJHFYol8Ps/Y2Bhbt26lUlV9EH1bAOpi0b+NPXE8yvREMTlR5E6P48f36jF+Ovt7Jb/Hs/dbXueiub45fqCsHFQrB5NKFLscU71ytmlnKbIsy8JAsHDsGIuLiywtLWXpxXpuFr1YX4njuCqrdpoqP89U9vMmqjUntTRhCBPHtnBdjzDosrTUYN++GcbHhnGzrEztdodOa4k3XLmDkZEyR2YP02wuMjJc5IUXfsnrX385L+4/yAv7DlKvzZFKSbubqMz0pkUSJHRbHTZt2sJl2y6l1qwxMj6CALUWFqtMOEIYTE1OY9s2cwsLLC3VMk9FgWU7dH2VA3J29ggP//i/mZwap5AvECWQSJNKRZ2DTjcCIhw3h2m5WHaOIAhxHY/R0XFyXoEgCMh7BaqVIXKeR3VoiHK5Suj7zM8dU2GDnQ7tZgPTkDi2oJDPMTE+xIYNY8zPHsR1DZ74xTNsu2gTO3ZcRaXk0agfI0lSlRDYzlFrtNl/8DDtbqKqhFoOjpvDsFR8tGmamJaDZVvYOeXilqTKiVyFKdqYlkngpyRhSBSnJKlPEEaMjY2xZcsWpqenmZycZHx8vJ8RqjfWVs0iV4y7ZbciedIxuVI4j0/8fDJWtjt+Hyf7zFNxJsJ9NljXonmmV7xXGycbJGv1rTewemtSZiacpVKJwoUeExMTNOp1arUatVqNdqtNGATKAi1UTLJXyKMKaqmyuaYpMA1VM0bmVDaoOI5oNZbwuwHFQoWc61JbmuO///sn3HLLTeRcAcKmWK6yYXqIxcWjXPOmq7jkkm3sfe457rnnbt549U7yBQ/TnCaXs9j/0iwv7d9LZXiCxiLUFhbw/YRLL7+Cl148wKUXXYzpmLS6LZycTaVU5NjcHLOzs9TrdTZt2IjrKr88z1O3tkEQslRrsFRvqMw4Kbx44CUWa3UEkGBg5/JYrpf54TpIoZL2OqaJbbl02j65fAHLipFpmzCI2LHjSrZs3qxmpKmk3WrTrDdo1es0Ww3iKEAg6bRbbLvoAsZHq6RxwMyB53jd5dv47j3/ztT4KJ5nM3dsltqiYOOGKRYXa9SXlgiCkHJliKM/fxavOKRCAl0PL1/AanZptls4bh4TQZRCLp8nTRIMU+B5nsqgbtuEoU8UhhjCJE1jOs0GpuWwYcMGrr76ai644AI1y85CTnvx4SvH0lrCeLKxeLzYneo9pxrPawnmoPsbtO3Z2s+6Fs3XCivLNvT+X/UlZotERuaP2Bv0/WJQvZRfrkPJMvHyeYaHh/v1dHpRHypZRdrPLpMkKsO9YVvYlt33WbNSi8S2SMKQAIHrWAhyyCRh/ug8Bw4cpjs2zMhwmfGxKYZGbeb2/5pjx45gWBbbLt5EEFzDzKGXEEZELmczOe4RJ2Uu2LyRx3/xKxqLC5imRyIdfvXEL9iyeRtRIY9IHRxTCUyj0cTvtjENQblYwm93WEpSjs0v4HkexWKZZqtDs9UlSQ1yuSLDI5Ns2nwhrVYdN5fDtDzAQQgXyy5g2QVl6JI2plB17TvdJuVKjurUEBumN5EkCdVqlabZoFar0Wq3VZG3VoP52aMEfgeZxriOyet2XELONUmjFuWSR94b5hePP8x73/uHjI8Nk8ah8moQgn379jE1NYUwHFrtJs88+yJBlGCEMd0gwpECr5hSLldIpUm+UCJOJO2ur7470yaf97KQSkGr3lC+sGGAbTtUKhUu27CRrRduY/v27QwPq4CBJElwsyWKXvYix3GyoXNyweyNh+PH6pkySPGyVzNaNM8zpxLM3v/JCoduIZcHn5QyM2rJfvteQlhTiKw4mEelUqHdbmcJdds06/W+OwgIbKn2tTLqJk1TPM/DdV3a7SZ+1wdhc9nlV/Dr5/bTqLeJNk/h2AZ+R1mCpzdvIkliFubmGBmtIGXKw488ysTkNJu3XASygmHmkVds48CBWer1LvmcSxJ1mT9ygG63Qa7okSvlGBmt0m02GCoVmJ4Yx3Fc/E5Iu62MN2nqIAQ4To7R0XGSJGGpVmPmpRlm5+aI45Bt41MUihVsJ0eSZjXs0xSyNH2WJXDdHIVCiZzrYRqWmmHXGxyaOcDQ0BCOZVLKe9QCnxd+vZecZTI6UqVcKpDPO1SLOQoFi2ZzkWPzCyAjyiWXIGjidywK+Txm3uXQwUPkC0XSBJqtLku1Fs1WgCppZWA5LoZlE2YlW4QhsBwH17JxcqoMc6fj9wMiTEO5qw0NDVHKMkCNT05y4baLmZzakIWKin5S4FKpBNBfrjl+/K18fvz47CFXjLOVzwcZ6ydj0H2dT9a1aL5Wbs9PdhveR/bSe8kVVqEVr6VKPC3DyHIJGqriYZaEt5cHUQmgqjYYhn4mkiodl4HZX3PqFZkSMkEAftdHYGKYLsVink73BRZrbVx3CdsWXLJ1iOGRcfxuCCQUS8oAkcYpb3zjDo4dW+TAvl9RLI3guR4TY0WSaIhivgvkmT/WQCYWtQUfs+VQCsvUF4cIwxjXNpCJTRoLOp0WtmUxPTWp+maZKqgBmflgqgJspVIZy7aoDg2TL5awbDdLqZei8iYaPfc9HNulVFSO1zJR9c3LxQJx2KXdqDM/P8/i4iJ+t4NIYrZdvJVi3sG0BLZtMD5aodtZolGbR4iEsbEqU5NjdNoNSls2ZGnmIjZt3kSrrkql1GotOp2IJDUolqoUy1UMy0Zkhf6a7SaJTLE7bSzbRQoD11L1qpRjt4GbyzFcrTA6OszoyAjFUolCqUSlOqSqkB53Ie29r3fBPX59sT/UVtyuv9zv60x+e2u951QGolcj61o01zvHX7lPahgSmYdAFvWg/lRCuTI9mMz+F6ZyVAZUmrjslt62bXI5Bzfn0Om08f1AFauKE2QvCZQwsqJuJkkYkKZSZTdCECchfhDj5kqEsWBhqYkhYqbHC4yPjrGwMA9ICoUCOdfB73YZnxjlmWee4dfPPU8StWk1EvL5YaYnK5SKedqtlDTxaLfaBH6EDC0wQ+ZmVRmQNFI1613XIwoTvHIVz8shUTHGaZwQxyGObeO4NiMjw2zcuIFSpcJQdYhSuYTtun23mF7+TaHMxliGgXAc0jjED1TdbcswiMKAhfl5Dr00w+LCIpYpuOjCrWyaGsM0VFo9yxKQBoR+i2LeplAoMjExwtBQidnZw0hUwTDbsZmYmOTFzn4ajRatlkrpZzt5cl6BnFfA9TwQJkEYYVhdkljln4yzqBowsG0Lz8uRz+epVits3riBC7ZewFC1mlnWhRLdVrufCLiX07JnPFy5jnk6wnQ2b89PxqtZINdCyPU0L85oNBpUKhXq9Trlcvl8H84Zc7xonmy77PmRHeda1vN7E2Sx2EmS+V5mt09pisxqv5C1QUjq9SWazSaNRpNmo6kyBgWRsuAay7PTNFKZcHKug2UZtFpNnnnmaYaGhmg2G/idBkJ2maia/N7/9VbyBYco7OAHbcrlPLYp2X9gH46j4sf/+0cP88snn+WNb3gLXr5Ct5swP9dieGSaH96/GylsDCdHamXhfZaDl8tTHRpmbHSc6vAYQlg0mk0sx8XL55ESgjACBIVCnlarxZNPPcHGTZsAg1KxguPkEEKV6e3lrlRF7gR+p41MY/xOm6XFRRYWjrG0uMDS0iJeThnYyqUiQ5Uyl126jfnZl8h7LsPDZYolj588+iPGRipc97/egpdXZRXqjcXMsTxhYnyK6elNeG6RJ375DAcPHqHZ6JIk4Hh5WmGMsGy8fAHTVqWg/ShBGKqMSRynRGGMECabNm1iYmIiyyRfZmJslMrwMEgIA5VH0sl5NFutrAKmu8pafvyM8uXWGJfvPM7MSLOeGERTtGieR15ONHtt0izftVxpG1oxzVR2IpFF+fb869LeDtRMVfTKCEuQKrVW4Af4nS7dbpd2u0uz2abT7tBpd/G7XUaHR6jVaiRJjOPY2bpYyuzsLLX6EmHQRaQhMqwzUnZ4wxt3sPGCjeTyDodefJpj84fJ5yxkGmEYUK1W+eEDD3L40ByOW6CQr+K6JaTMIbEIopTZ+SWe3/cSjU7AUHUEDIMkVUEGIyMTlMtqjRLDwDAtCoUyqVT1rlWSWpVQWZ1bgevmMU2HNJUqy1Onhd9V2dT9dodOu5Wt89Yo5D1KpSJR0OXwwYPkPZfpqSkmJiaolIsYImV6YpiDM/s4fHiGZqfBRRdv5aqrLqdQULfslmVQqhQ5dOhINstzQFr43ZgD+w9z5PA8YQSWnaNYKuMUijQ6Hbq+SiwdRDHtboc4hZGRUcbHJ5iYnGJsdIJKtcLw0BClUpliPk/OdVc4p6sZZJwm/Yzu/bEiRP/W3FhxUX05AVxvt82vBC2arxF6X0wqkzVF8/jhu6Zo9tpnPxy1z+VMSjJJSZMU31clU5uNJq1mm1arxZGDhzL3FuUriGFgGBDFEfVGnfrSEo2lY3SW5qiWPV63/RIuuGCakeEC7eYcnc4ihZyBEAkyVck1nJzN0mKDF57fz8zMIRoNn60XXUqpNMTRo0tEqYlTqLDnJz+jtljHtBwkgjBMVOZv02Vq40ZVuz0IyRfy2HYui3MQy+t+piDnFeh0QoLeLBqwTAPIjF1Joko2m4J2q0EU+ICkmM9z6cUXMzk5DjIljiOQkrGxYZ7/1S+pDpUYHx9haKSCH7SpN2qMjQ0zPjHK0MgwSZKw97nnsOwcaWrQaYfMHl3g6GwNpIXnlfDyJZycRyeOiNMkq1NvYdoOhmWRLxYZH5tgbGyc0dFRiuVKv863aZjLSwxp2o8zl6AyfHGiaPZcjdZyGdIMpil6TXOd0gv8WhHA1n+9JyArFjxXxo9l5VqVC5MwLSwTPGEpa7pUCU4syySf8zAtE9/3aTabLB47RipTytUKpcoQ+YKqZHgwSWn5TQ7NLpHLF/C8PPnCCFEUksqIfC6HZUGzUae+WEPGKZMTY7iOy0uHZnnp4IsU8iU8r0KlXMFyTV532QV0Oz6tdpdGo0VtqUG306XbbtFpuJiWjZFIus0uPgLDUsk44ijGD3yEIfHyRVw7j0AQhxEyjolMATJFpgkyUT6qwrGZnqhSLhbIezls01A5Sf06jm3iGJIgCDi4f56xkRKbNm9gdHQIyzY5Ot+mWMxhWUZWl6hLoVCkVBqi0w2pN9osLNSZm18iTkxKpQpevoxtuySoEs7CVjNky3awXRfXzVEqVxgeHqFcqVAoFpCy55+bIlP13fWXZjBU0t1edA8nOoj3ZphaLF85WjTXK/3QymXR7AtmP2/IydZKV28ShoFlqwqZAoFlqgzgKhY9xWy1COMYO8uWnoIq3GZZmIbJ9OYLmTt6iMVGB/YfIowiLrpggkJxGJm0SaWq3+I4Ho1oiTSVFAsFcl4e18sz89JBgiDBMBOCoEmn22Z0KI85UmFhYYmCa1LOO4yOlFhabJDLW1my2lTVfwlDlUcVSJME0hCZSuJujE2MadpYJEhDRSFZpoEhLExDYFsmrm0yPKLWLYuFvKqS2WqTpj5JqGblFuCVbDZvnGJ0rEqh4GGaBnFcodaUhEFAsylAWLhuAcvMEfhdms0ujaZPKk0K5SrlygiuW0CYFomEYqWM7am8lbbj4jgu+XyeSnWIUqlEzvOwbJWFqhfWmApVA4dsndIwzOzCeOJFVA2DE6NvNGeOvj1/FdP7YhKSNdMJHJ/CoP9TkMuxxKvar/jh9Pw7Rf+dAlJJmiTKIp3EHD16lCRWVTOjOCFKlGGo0Woq8UxTLNNkfHiUo7MH2fvsUywdm8W14W1vfj3XXruDqFtnYf4QfqfBpukJ4rBDu9MijCMM06JYquB5HvsOzPDrXz/P7JE5un7Exo2bcR2PhYVF0gTy+RJDw8PMzs7T6qjSI34QcOzYAvVGQ3kJWKo0rWkrA0cUKpcqhIFl2lmuzRwFL4/nubiugwEkkap5bgiB41hUK2XGx8bodtrMzc3R7XQYHqpy7VuuIUlCojjEdR2GhoYwLItfPvkk88eOYVgOleExqtVRFmtNjs4tsFRv4wcprlekOjSB5xWx7ZwKgbQdnJyLW8zhumoZxHYcCoUC1eEhcrlcVg1SzTCFUHlfZeZXKxO1BGMZRuZmJjAM+lVN1/retWCujV7TfI1wuqLZo28LXWO9s/8eoeqprP6g3t7l6g8GSCS+7xPGqnSqHwbUmw2VbCOfJ5fLse/FA8g0ptOqEYcdSHzMNOLwzK9pLh0l5wimxke48nWXM1Qt4uRdSFXCYz8MVHGuSBW2si0L13ZoN1vs3ftrfv74Lzl8+Ajdrk+xUGZsbJyLLr6EjRs3UyqVWaqriKcgCxU1TZN8XqUVW1qqkSTg5jwqlSqlQhFQNbB9v0ujVmP//v08/+tnWVhY4KILL+TN17yJN11zNUUvr4xFfrd/gXAci8XFYwwND5EvFlUsuATTznHkyBwHDx9ldn4By/LohCmWnSNfrFIsj1CpDmPbRSzHoVCqUK0OMzI6QrFczkpuG6RJShiHSMDMsv73isUVC8X+d9y/0PXWaFL6eTDFSbKlabE8NVo0XyP0DUE96/mKbWv9BHqiecosWUCYlWdV80u1J0OmmS+o7M9kkjjOMuKoY4mlSm7c8TPH+CxrfNfv4toWS4vz1Bfn6TZr5G2BZ0IStBAyxDIkrmUwOlzGzlKKGZYgl3MRlkGn6xNFPo4lKHg2rUYdIVUyDivnYdguncUajzyyh8OHj3Bk9ihLtRqGYVKtVpUDdxpjWgbVSpVyuUyj0aDd6hDFMRLotn1arQae5zEyOsL01ATjo2OYpsnIyDAjw0NUyhW8nJsVG2sThUrMXdelOjLE/gP7QBjkvSKFUoV2J+Cpp/fSaAcIM4eTKxFLA9spMjI2RXlojHyhgjBspGFRKJUplsrk8wVMxyIKY0zb6PvZplKleFs5BqRUiaqFEFjC6q9PrrxI9r/0k2ijFs1Tow1Br0lOTIG3RmxFtkGs2a53fbSyTPIrW60UWiFBSIlMYwzb7O/PQGBYAsu1iaKYIAwI44ihkSqGAeWKRzg1QthtE7WazB9+iShWWcBNQ9ButynkJbiqZropTWRqEQUJAptyycOxUkTaJecamMKk6/sEjS6maVMo5Ln6jVdw2SUX0mopNx2kZGi4CqB8R/1uNtv0aLRauG4uc/I2IBVZcTBwXJdioUClUsHI54lbTUgS0qRDEASUigUKFY+w2yHqdonjhDQOGBmp0un6NFs1Dh4+RKsTYhgWlcoQllPAK1QpV8cZHd9IrlDBdvMI0yZOQDgOOS+PZTsglH+p46jCXrL3/UhJnMTKD7d3qZRkhcnAXJHftf/9qYrVgFxOrnsSjTwdNzfNqdGi+RpiRcDQKTFWWtN7rkcr3iuEQAplkRaCfjkBQwgsQ8W1m6aFYZlYcYSTc7AMk5xjEnkOgesQmBbEMUGhAElMGgZ0uwFhrEI4kyTCMATFYh7LtRGmgRUDaUIa+SRxjFfMq9INQYhMIgwBoyOqRHGaqKQjvu9THa5g2zatZoNOW+Xe9DyPVqeN47j9yBjXzmGaQmX8iVR9pZxjUqgUaIQduu2AMFSi6uUcnJwDsUUcCOIkIghDas0mfhDR8UM6YUgQJeS8El5xmGJpmHJ1nOrIJJXRaeWjKUykMEkwEJalZpFCqBmlIbL669l5RyAMAyO7txC9C2XmLtb7kpXxT6XFyzYjpHI3OunYWH83lK9atGiuE04lhr3btJf/WaxlW+3NcLLoIiGUSAqhbill5gMo1I+65+uprNAWiePgR10VemnYJMQgTRw3z+YLthEHHdqNBs3akhIOx6a+dIxGo45ME8qVkKERlZDY9wMsI8Q2QiwktpvHzRUJgpDQD1C1vrNyD8LEEBK/mxAHPo5l4jk2lsgrdyMvTz6nEgqnUmIisU2wHYs4DIiCLp1Olyj0yXu57BzKfsIS3w8xTIswiPCDGL8bkYiA/YfmwLSxnRxeZQynZCIMj8rwJCOjU4yMTOLmq5ArqfUMBMKwMGxVMiVOVMVSIQS2Y2dLIb0ISIGVhXsm/W9q+eKWZrPO3nlYmSW9t9xyDvJm/9ajRfNVTG/8G5w63O0E6/nJ2q3RoBevjrCyWUwvW3dmTRIqy3dvcWC5YoGa55gIXBxkLJGGSc4ukqvmIYmJI5UZqWQXqIxO4RU9OvUlFo7N0WjU6HTbRFHAYkfN+kQaMlzOsWVyI56VIoSdiaSFaZmEYYApVCVJpCSOIyplCAKf+sIxDENF5FjZLDdnW+S9nDozUqgiNUJVrBSU8XIejpPDsHMUizauWyZOVeEyy7Lp+D71RkCz2aXT8QlbEWZxgsSwSS0X4RUZHxlnYnIzxeJQ5mRvEUUg4hQMM4sbB+KofzFCqHlimibYhqqQutrXVnCCPacX8WWemS7q2/GzhxZNzXJ6MLHWbPXUPzYhBSa2emMiSXruThJSaalSrsICAUkiwMqRqwwh3By5oEsQ+HQ6HbqdFpGfcmS+wdHDRynmLBUyWC6Scx1sy8NwHJAJkRT4foeg28U0BFYuj20aqqBXz7kbSZJCu6HWIzEMHMfFsi2iKCEIJVEMCRIzSLEdjziOaHbbNFtqXbMbBARBpHxVzTx2vsyGrdtwixXcXJ6cl8e2PTBsDGEjDRshbGzbyKpG9mzdvXXGdNUpPZ1CLZpXH1o01wG/yZ/W8fk8sxdP/3iECk1MpbLy9tPVAZgGlqEMGIahqgfmbAunkFehoWmqkvT6HdqtFoHfIWg36DYW6LTqHDxWp9AJqZRKlMslcm6OOPaJOj6m6eCW8zi2heM4CBNEmiCTWOXbjNWyglUoYKnpNJZpI4VAypAkDghlSBAJ4k7CsZmXaLbadP0QP4wwDRPbzeHmSpQLRSqVISojI9ilKlaugOWocrKGMOgGCUnsAzGmGava4RiZgWfZSUj248R7OQPWXlDRUvrqRoumZhVnlCPREBgS5f+ZGsogIUEIM8tQl1UXFBLDsDDMXtIIiZQeTs4jly8RRwFx0CXsjOJ3WnQ6qlRHK4poHK0h0xjLBNtWuTStIMG2Yhw7VqsIMlUhkjJRFeoNgyhUfo4SgTBipFSGoK4f4AchiQTHTYljg9TKY3oehbxBzsuTL5TwPI98oUixXMErl8GyMUwbhInAQEqBaVhgqf5LBEmcZinoDDWbzKzjBsaKtZQVyVY06wotmpqT5/FcY9vaO+hZcA2E6BXsAlMYqtxrP0FIZt6QvSTA6o2m42HaOSV6aQzpGFKm+J0WtaUlFpcWWVpapNsN8PI5Km6JII1pdQIEMaQdte+sAJ1AqkJzhiAMs3yhUmQ+pwZRHBNFMVGcIjGw0pSJ8Slsx81CSl1yeRXm6dgutuOo2aPrZCdIFaNLEpnF6dtYGKgidephGOaqkyOQpH3LzWo/By2c6wstmpo+Z2osWOnNIoye0ahnvEr7AimwANnPLtQTOSMTMzCRpt0flY7pMlkaZfICI0uqnL1HSBqLiywdm1eRPfUl2s0GfjckCkPCKCCOYpI0olQs4bpullzZwrJzmK6Bm7fIWxa27eK4ObZuvQivUATDBNNiOfYmOydpigr/6QV4q6UIYdoIYfXbmuaKmB2xfAMuV50RzXpmING86667+M53vsOzzz6L53m89a1v5Utf+hKXXnppv43v+9xxxx1861vfIggCbrzxRv7pn/6JiYmJfpuZmRluu+02HnzwQYrFIrfeeit33XVXP2Gq5rXFygh3sttm0XcIWC0hSZISxLGqOmm5gCSVicpe5AfYlkEu51IemqJUGSdJIpIsWsY0s0qLPQfvNKHTavWjegzDwrAtLNPGtCxMy0ZkApkkKYkEpHKCVxcQE4Shjt/IimRkJXQNoRz9VQeXfS17s+5TcbreDppXJwOp1O7du9m1axfXXHMNcRzzmc98hhtuuIFnnnmGQqEAwCc+8Qn+67/+i29/+9tUKhVuv/123v3ud/Pwww8DkCQJt9xyC5OTkzzyyCMcOXKED37wg9i2zRe+8IWz30PNwAwy4+yJRc9mfZI9IlNJlIVlGsayC5NaF+wZoAwwTGzHwg9TgsDHsgwc28K2PfKmSrobkxCFIXEUA2AIWy0FYCCl0TdSS2mSKw6Tyz5JCEPNDqXIPkuQSkgSiWnmMoHMQkYTVhW6UyIvMISzLP6rvA1OHWkjTsihsiKgQKvnuuIVxZ7Pz88zPj7O7t27ue6666jX64yNjXH33Xfzx3/8xwA8++yzXH755ezZs4e3vOUtfP/73+cd73gHhw8f7s8+v/a1r/HpT3+a+fn5fmnRU/HbEnv+amflreepRZNsHTDNljFXRL1L9T6DLIGuVNEyab+ImHKoFxjESYwpBIYpSJKYNIkxhCpboexKyrgkhFRZf5B9i76i5wDeWw5Qa5NRnGJZTrZMoNYfk5VLDj07twSLnvqJXkme486GWHZW7/ulr5BW2a/uBIAhzDNeFtGcPQbRlFdUiLherwMwPDwMwGOPPUYURVx//fX9NpdddhmbN29mz549AOzZs4crrrhi1e36jTfeSKPR4Omnn34lh6M5D/ST3p4yHikz+JgmhpFVy8yEs688htFXGSlVW9dxVD12YdIPWpISgXJlsi0Xx3axLBfTdDAMK1tftJTl3rCQmYVbyux/DCXRUhmkoDdDVbPOnk3bEMuPfphiz0Og50K0rH2sWv98GXqXDO2nuT4540XENE35+Mc/ztve9jZ27NgBwOzsLI7jUK1WV7WdmJhgdna232alYPa297atRRCo9GE9Go3GmR625jeA7K9Lnp5w9GeoK5r2VzZFtiS5aqaXhU469qqQUSHMLC1a/5VMiGQ/csk01hriy3MFQwjMvlE8myWecCut9LxvA1pxXKs6BCDkijXNZYPQ8n7WjCDQrCPOeKa5a9cunnrqKb71rW+dzeNZk7vuuotKpdJ/bNq06Tf+mZrTQxz39yudO/X2YZzksdbnnupIeuVqVz8S9UizWkrZFFNIMDJBO/5zz0bfNK8Nzkg0b7/9du69914efPBBNm7c2H99cnKSMAyp1Wqr2h89epTJycl+m6NHj56wvbdtLe68807q9Xr/8dJLL53JYWvOMr01SXH8g+Mf8qTRLyfuU2KQIIiXHzJByHTNB6QYpOp9EgypZpuGFH0RNKREyFTlDO3/LxHZe0FtF5mdf62HIfv+6KTZQx7/EL2/0hX/Zw+1trD6DZp1yUCiKaXk9ttv55577uGBBx5g69atq7ZfffXV2LbN/fff339t7969zMzMsHPnTgB27tzJk08+ydzcXL/NfffdR7lcZvv27Wt+ruu6lMvlVQ/Nq4fezHClh+bK2dnKx+nurye0J32I1bPPlVbofm7QnsGnH7648v/esqrAEHJFUubjP2v17FfA2h0TK9WwJ5qniRbQdcVAa5q7du3i7rvv5rvf/S6lUqm/BlmpqDovlUqFD3/4w3zyk59keHiYcrnMn//5n7Nz507e8pa3AHDDDTewfft2PvCBD/DlL3+Z2dlZPvvZz7Jr1y5c1z37PdT8Rlnpgdl/Ra6IeVmR3bhnLMps3GvsbVmsTljUPO5TZRZPvvrtazlJisySvpZL+ctIuez/028nV21e9h9YPuYVU9Lj3nvCDjTrkoFcjk7mGvH1r3+dD33oQ8Cyc/s3v/nNVc7tK2+9Dxw4wG233cZDDz1EoVDg1ltv5Ytf/OJpO7drl6NXCac1ctI1DD4njqOeMceQKcbxoilXvCfz8VGW65UmmbX3KfoidrxoLjumq6ensGX3Pl9kN9uris6r2/yeaK4w+ay4oIjscwQcX5/p5IevOYfoGkGac4M8yd+rBCDtL37KVa+unIWlPU/NngPQGp+z7BQpe+oFy9nKTzKKlV9kb22xN+M8UaVMYZw4KTjBhN5boZRI0RPI3lrostCvlMtl0cxu7qU4cQKqRfO8o2sEac4tp33ZXW4o+nPLHj0xW4s1HH3EcjTSyVieW65ckVyODT/hI9Z67TiBW71audIctHIm21uc0Er4WkSLpuYcsqxCvb9ENgNdZdBZQyB7JpreCyvv2AFSsbyUKFdu6lchE/06OmtV6+zvTx4ndcdPZI97s1ilqiedbmteQ2jR1LxyTqkPy/LYM6Wsvok9TuROuuPVM7e1JGrl3bXIdtoT4ZV2o7WW5gez7Pf+MlaYh1Z+EpzSq/T4bmnWFVo0NWfO8cq1ZpuVYqfmlCt14sRZ5vEfsFooVz45fj+r2om1ten4/9f8yFO8bBzXQJyu1544RTstnOsKLZqaV8ZAP/gT1/nOll6cK9058egH/GQtkOueV5SwQ6PRaH7b0KKp0Wg0A6BFU6PRaAZA/nfDggAADh9JREFUi6ZGo9EMgBZNjUajGQAtmhqNRjMAWjQ1Go1mALRoajQazQBo0dRoNJoB0KKp0Wg0A6BFU6PRaAZAi6ZGo9EMgBZNjUajGQAtmhqNRjMAWjQ1Go1mALRoajQazQBo0dRoNJoB0KKp0Wg0A6BFU6PRaAZAi6ZGo9EMgBZNjUajGQAtmhqNRjMAWjQ1Go1mALRoajQazQBo0dRoNJoB0KKp0Wg0A6BFU6PRaAZAi6ZGo9EMgBZNjUajGQAtmhqNRjMAWjQ1Go1mALRoajQazQBo0dRoNJoB0KKp0Wg0A6BFU6PRaAZAi6ZGo9EMgBZNjUajGQAtmhqNRjMAWjQ1Go1mALRoajQazQBo0dRoNJoB0KKp0Wg0A6BFU6PRaAZAi6ZGo9EMgBZNjUajGQAtmhqNRjMAA4nmXXfdxTXXXEOpVGJ8fJx3vetd7N27d1Wb3/3d30UIserxsY99bFWbmZkZbrnlFvL5POPj43zqU58ijuNX3huNRqP5DWMN0nj37t3s2rWLa665hjiO+cxnPsMNN9zAM888Q6FQ6Lf7yEc+wt/8zd/0n+fz+f7fSZJwyy23MDk5ySOPPMKRI0f44Ac/iG3bfOELXzgLXdJoNJrfHEJKKc/0zfPz84yPj7N7926uu+46QM00X//61/P3f//3a77n+9//Pu94xzs4fPgwExMTAHzta1/j05/+NPPz8ziO87Kf22g0qFQq1Ot1yuXymR6+RqPRAINpyita06zX6wAMDw+vev1f//VfGR0dZceOHdx55510Op3+tj179nDFFVf0BRPgxhtvpNFo8PTTT6/5OUEQ0Gg0Vj00Go3mfDDQ7flK0jTl4x//OG9729vYsWNH//U/+ZM/YcuWLUxPT/PEE0/w6U9/mr179/Kd73wHgNnZ2VWCCfSfz87OrvlZd911F3/91399poeq0Wg0Z40zFs1du3bx1FNP8eMf/3jV6x/96Ef7f19xxRVMTU3x9re/nRdeeIGLLrrojD7rzjvv5JOf/GT/eaPRYNOmTWd24BqNRvMKOKPb89tvv517772XBx98kI0bN56y7bXXXgvA888/D8Dk5CRHjx5d1ab3fHJycs19uK5LuVxe9dBoNJrzwUCiKaXk9ttv55577uGBBx5g69atL/ueX/ziFwBMTU0BsHPnTp588knm5ub6be677z7K5TLbt28f5HA0Go3mnDPQ7fmuXbu4++67+e53v0upVOqvQVYqFTzP44UXXuDuu+/m93//9xkZGeGJJ57gE5/4BNdddx1XXnklADfccAPbt2/nAx/4AF/+8peZnZ3ls5/9LLt27cJ13bPfQ41GozmbyAEA1nx8/etfl1JKOTMzI6+77jo5PDwsXdeV27Ztk5/61KdkvV5ftZ/9+/fLm2++WXqeJ0dHR+Udd9whoyg67eOo1+sSOGG/Go1GcyYMoimvyE/zfKH9NDUazdnknPlpajQazW8bWjQ1Go1mALRoajQazQBo0dRoNJoB0KKp0Wg0A6BFU6PRaAZAi6ZGo9EMgBZNjUajGQAtmhqNRjMAWjQ1Go1mALRoajQazQBo0dRoNJoB0KKp0Wg0A6BFU6PRaAZAi6ZGo9EMgBZNjUajGQAtmhqNRjMAWjQ1Go1mALRoajQazQBo0dRoNJoB0KKp0Wg0A6BFU6PRaAZAi6ZGo9EMgBZNjUajGQAtmhqNRjMAWjQ1Go1mALRoajQazQBo0dRoNJoB0KKp0Wg0A6BFU6PRaAZAi6ZGo9EMgBZNjUajGQAtmhqNRjMAWjQ1Go1mALRoajQazQBo0dRoNJoB0KKp0Wg0A6BFU6PRaAZAi6ZGo9EMgBZNjUajGQAtmhqNRjMAWjQ1Go1mALRoajQazQBo0dRoNJoB0KKp0Wg0A6BFU6PRaAZAi6ZGo9EMgBZNjUajGQAtmhqNRjMAWjQ1Go1mALRoajQazQBo0dRoNJoB0KKp0Wg0A2Cd7wM4E6SUADQajfN8JBqN5rVAT0t62nIq1qVoNptNADZt2nSej0Sj0byWaDabVCqVU7YR8nSk9VVGmqbs3buX7du389JLL1Eul8/3IZ0TGo0GmzZt+q3qM+h+/zb1+3z1WUpJs9lkenoawzj1quW6nGkahsGGDRsAKJfLvzUDqsdvY59B9/u3ifPR55ebYfbQhiCNRqMZAC2aGo1GMwDrVjRd1+Xzn/88ruue70M5Z/w29hl0v3+b+r0e+rwuDUEajUZzvli3M02NRqM5H2jR1Gg0mgHQoqnRaDQDoEVTo9FoBmBdiuZXvvIVLrjgAnK5HNdeey0//elPz/chnVX+6q/+CiHEqsdll13W3+77Prt27WJkZIRiscgf/dEfcfTo0fN4xIPzox/9iD/4gz9genoaIQT/8R//sWq7lJLPfe5zTE1N4Xke119/Pc8999yqNouLi7z//e+nXC5TrVb58Ic/TKvVOoe9GJyX6/eHPvShE777m266aVWb9dbvu+66i2uuuYZSqcT4+Djvete72Lt376o2pzOmZ2ZmuOWWW8jn84yPj/OpT32KOI7PZVeAdSia//Zv/8YnP/lJPv/5z/Pzn/+cq666ihtvvJG5ubnzfWhnlde97nUcOXKk//jxj3/c3/aJT3yC//zP/+Tb3/42u3fv5vDhw7z73e8+j0c7OO12m6uuuoqvfOUra27/8pe/zD/8wz/wta99jUcffZRCocCNN96I7/v9Nu9///t5+umnue+++7j33nv50Y9+xEc/+tFz1YUz4uX6DXDTTTet+u6/+c1vrtq+3vq9e/dudu3axU9+8hPuu+8+oijihhtuoN1u99u83JhOkoRbbrmFMAx55JFH+Od//me+8Y1v8LnPfe7cd0iuM9785jfLXbt29Z8nSSKnp6flXXfddR6P6uzy+c9/Xl511VVrbqvVatK2bfntb3+7/9qvfvUrCcg9e/acoyM8uwDynnvu6T9P01ROTk7Kv/3bv+2/VqvVpOu68pvf/KaUUspnnnlGAvJ//ud/+m2+//3vSyGEPHTo0Dk79lfC8f2WUspbb71VvvOd7zzpe14L/Z6bm5OA3L17t5Ty9Mb09773PWkYhpydne23+epXvyrL5bIMguCcHv+6mmmGYchjjz3G9ddf33/NMAyuv/569uzZcx6P7Ozz3HPPMT09zYUXXsj73/9+ZmZmAHjssceIomjVObjsssvYvHnza+Yc7Nu3j9nZ2VV9rFQqXHvttf0+7tmzh2q1ypve9KZ+m+uvvx7DMHj00UfP+TGfTR566CHGx8e59NJLue2221hYWOhvey30u16vAzA8PAyc3pjes2cPV1xxBRMTE/02N954I41Gg6effvocHv06uz0/duwYSZKsOnEAExMTzM7OnqejOvtce+21fOMb3+AHP/gBX/3qV9m3bx+/8zu/Q7PZZHZ2FsdxqFarq97zWjoHvX6c6nuenZ1lfHx81XbLshgeHl7X5+Gmm27iX/7lX7j//vv50pe+xO7du7n55ptJkgRY//1O05SPf/zjvO1tb2PHjh0ApzWmZ2dn1xwPvW3nknWZ5ei1zs0339z/+8orr+Taa69ly5Yt/Pu//zue553HI9P8pnnve9/b//uKK67gyiuv5KKLLuKhhx7i7W9/+3k8srPDrl27eOqpp1at0a831tVMc3R0FNM0T7CqHT16lMnJyfN0VL95qtUql1xyCc8//zyTk5OEYUitVlvV5rV0Dnr9ONX3PDk5eYLxL45jFhcXXzPnAeDCCy9kdHSU559/Hljf/b799tu59957efDBB9m4cWP/9dMZ05OTk2uOh962c8m6Ek3Hcbj66qu5//77+6+lacr999/Pzp07z+OR/WZptVq88MILTE1NcfXVV2Pb9qpzsHfvXmZmZl4z52Dr1q1MTk6u6mOj0eDRRx/t93Hnzp3UajUee+yxfpsHHniANE259tprz/kx/6Y4ePAgCwsLTE1NAeuz31JKbr/9du655x4eeOABtm7dumr76YzpnTt38uSTT666YNx3332Uy2W2b99+bjrS45yanc4C3/rWt6TruvIb3/iGfOaZZ+RHP/pRWa1WV1nV1jt33HGHfOihh+S+ffvkww8/LK+//no5Ojoq5+bmpJRSfuxjH5ObN2+WDzzwgPzZz34md+7cKXfu3Hmej3owms2mfPzxx+Xjjz8uAfl3f/d38vHHH5cHDhyQUkr5xS9+UVarVfnd735XPvHEE/Kd73yn3Lp1q+x2u/193HTTTfINb3iDfPTRR+WPf/xjefHFF8v3ve9956tLp8Wp+t1sNuVf/MVfyD179sh9+/bJH/7wh/KNb3yjvPjii6Xv+/19rLd+33bbbbJSqciHHnpIHjlypP/odDr9Ni83puM4ljt27JA33HCD/MUvfiF/8IMfyLGxMXnnnXee8/6sO9GUUsp//Md/lJs3b5aO48g3v/nN8ic/+cn5PqSzynve8x45NTUlHceRGzZskO95z3vk888/39/e7Xbln/3Zn8mhoSGZz+flH/7hH8ojR46cxyMenAcffFACJzxuvfVWKaVyO/rLv/xLOTExIV3XlW9/+9vl3r17V+1jYWFBvu9975PFYlGWy2X5p3/6p7LZbJ6H3pw+p+p3p9ORN9xwgxwbG5O2bcstW7bIj3zkIydMCNZbv9fqLyC//vWv99uczpjev3+/vPnmm6XneXJ0dFTecccdMoqic9wbKXVqOI1GoxmAdbWmqdFoNOcbLZoajUYzAFo0NRqNZgC0aGo0Gs0AaNHUaDSaAdCiqdFoNAOgRVOj0WgGQIumRqPRDIAWTY1GoxkALZoajUYzAFo0NRqNZgC0aGo0Gs0A/P91cUwXOkSnigAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_image_id = int(input(\"Enter image ID: \"))\n",
    "sample_image, sample_label = dataset[selected_image_id]\n",
    "plt.imshow(sample_image)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 369,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Class transform to partition image into rows x cols grid\n",
    "class GridPartition:\n",
    "    def __init__(self, rows, cols):\n",
    "        self.rows = rows\n",
    "        self.cols = cols\n",
    "\n",
    "    def __call__(self, img):\n",
    "        img_width, img_height = img.size\n",
    "        cell_width = img_width // self.cols\n",
    "        cell_height = img_height // self.rows\n",
    "\n",
    "        grids = []\n",
    "        for i in range(self.rows):\n",
    "            for j in range(self.cols):\n",
    "                left = j * cell_width\n",
    "                top = i * cell_height\n",
    "                right = left + cell_width\n",
    "                bottom = top + cell_height\n",
    "                grid = img.crop((left, top, right, bottom))\n",
    "                grids.append(grid)\n",
    "\n",
    "        return grids    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Feature model 1: Color moments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 371,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_color_moments(image):\n",
    "    image = np.array(image)  # Convert PIL Image to NumPy array\n",
    "    moments = []\n",
    "\n",
    "    for channel in range(3):  # Iterate over RGB channels\n",
    "        channel_data = image[:, :, channel]\n",
    "        mean = np.mean(channel_data)    # mean\n",
    "        std_dev = np.std(channel_data)  # std. dev.\n",
    "        skewness = skew(channel_data, axis=None)    # skewness\n",
    "        moments.append([mean, std_dev, skewness])\n",
    "\n",
    "    return moments\n",
    "\n",
    "# Iterate over grid cells and return as 1-d array for easier resizing by torch\n",
    "def compute_color_moments_for_grid(grid):\n",
    "    color_moments = [compute_color_moments(grid_cell) for grid_cell in grid]\n",
    "    return np.array(color_moments).flatten()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 372,
   "metadata": {},
   "outputs": [],
   "source": [
    "def combine_color_moments(grid_color_moments):\n",
    "    return torch.Tensor(grid_color_moments).view(10, 10, 3, 3)  # resize as needed\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Composed color moment transform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 358,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]]\n",
      "\n",
      "\n",
      " [[[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]]\n",
      "\n",
      "\n",
      " [[[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.54710007e+02  6.57698035e-01 -2.63368249e+00]\n",
      "   [ 2.54923340e+02  3.42717886e-01 -5.19701481e+00]\n",
      "   [ 2.54750000e+02  5.83809316e-01 -2.20497680e+00]]\n",
      "\n",
      "  [[ 2.54966660e+02  1.79505497e-01 -5.19946957e+00]\n",
      "   [ 2.54970001e+02  1.70587227e-01 -5.51037741e+00]\n",
      "   [ 2.54963333e+02  2.04911903e-01 -6.04352093e+00]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]]\n",
      "\n",
      "\n",
      " [[[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.52203339e+02  1.00154209e+01 -4.72609568e+00]\n",
      "   [ 2.52286667e+02  1.01441851e+01 -4.94595528e+00]\n",
      "   [ 2.52289993e+02  1.03730049e+01 -5.01307106e+00]]\n",
      "\n",
      "  [[ 2.37803329e+02  2.78608093e+01 -1.55498159e+00]\n",
      "   [ 2.34506668e+02  3.20275383e+01 -1.34417689e+00]\n",
      "   [ 2.30300003e+02  3.94261742e+01 -1.39859498e+00]]\n",
      "\n",
      "  [[ 2.06220001e+02  4.53948402e+01 -5.64331174e-01]\n",
      "   [ 1.93993332e+02  5.19916000e+01 -3.60722393e-01]\n",
      "   [ 1.74399994e+02  6.12691345e+01 -6.11884221e-02]]\n",
      "\n",
      "  [[ 2.06830002e+02  4.82941093e+01 -6.08778417e-01]\n",
      "   [ 1.96363327e+02  5.50190086e+01 -4.05773431e-01]\n",
      "   [ 1.81383331e+02  6.40616608e+01 -1.61348820e-01]]\n",
      "\n",
      "  [[ 2.36139999e+02  3.58651237e+01 -1.81053245e+00]\n",
      "   [ 2.34316666e+02  3.99032555e+01 -1.84734416e+00]\n",
      "   [ 2.31520004e+02  4.67114868e+01 -1.98882532e+00]]\n",
      "\n",
      "  [[ 2.54266663e+02  2.14993548e+00 -6.34870005e+00]\n",
      "   [ 2.54509995e+02  2.21883607e+00 -7.93815517e+00]\n",
      "   [ 2.54463333e+02  2.59010720e+00 -8.23780155e+00]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]]\n",
      "\n",
      "\n",
      " [[[ 1.62456665e+02  6.92447433e+01  7.08163455e-02]\n",
      "   [ 1.51743332e+02  7.45378952e+01  1.81094214e-01]\n",
      "   [ 1.40889999e+02  8.08659286e+01  2.60647833e-01]]\n",
      "\n",
      "  [[ 1.54656662e+02  7.03443832e+01  8.01036805e-02]\n",
      "   [ 1.44873337e+02  7.47838516e+01  1.80467248e-01]\n",
      "   [ 1.37339996e+02  7.77658768e+01  2.97032177e-01]]\n",
      "\n",
      "  [[ 1.73463333e+02  4.59732018e+01 -1.25360429e-01]\n",
      "   [ 1.61820007e+02  4.49838600e+01 -8.56622756e-02]\n",
      "   [ 1.48986664e+02  4.59477959e+01  8.01871717e-02]]\n",
      "\n",
      "  [[ 1.66779999e+02  4.14694862e+01  1.46571159e-01]\n",
      "   [ 1.54846664e+02  3.48746796e+01  7.51983840e-03]\n",
      "   [ 1.43669998e+02  2.89604511e+01 -1.51391149e-01]]\n",
      "\n",
      "  [[ 1.53446671e+02  3.60159302e+01 -8.31869781e-01]\n",
      "   [ 1.51183334e+02  3.58542862e+01 -8.55960667e-01]\n",
      "   [ 1.69103333e+02  3.76489830e+01 -8.69700313e-01]]\n",
      "\n",
      "  [[ 1.53279999e+02  3.12257633e+01 -3.19770157e-01]\n",
      "   [ 1.51743332e+02  3.14255333e+01 -3.12740445e-01]\n",
      "   [ 1.67190002e+02  3.31249237e+01 -2.22840086e-01]]\n",
      "\n",
      "  [[ 1.44866669e+02  2.52188206e+01  3.44266109e-02]\n",
      "   [ 1.32013336e+02  2.19881744e+01 -2.03826427e-01]\n",
      "   [ 1.19396667e+02  2.30752239e+01 -3.23609829e-01]]\n",
      "\n",
      "  [[ 1.46020004e+02  5.69442368e+01  4.19411272e-01]\n",
      "   [ 1.36593338e+02  5.91075401e+01  5.88113248e-01]\n",
      "   [ 1.29396667e+02  6.18047409e+01  7.38014936e-01]]\n",
      "\n",
      "  [[ 1.52433334e+02  7.04666748e+01  3.23606700e-01]\n",
      "   [ 1.43600006e+02  7.52337723e+01  4.00436848e-01]\n",
      "   [ 1.36683334e+02  7.97173538e+01  4.22783375e-01]]\n",
      "\n",
      "  [[ 1.64559998e+02  6.91445847e+01  3.86838652e-02]\n",
      "   [ 1.55346664e+02  7.42358398e+01  1.28387168e-01]\n",
      "   [ 1.48869995e+02  7.90541534e+01  1.61970302e-01]]]\n",
      "\n",
      "\n",
      " [[[ 1.60363327e+02  6.68925323e+01  6.48481622e-02]\n",
      "   [ 1.48836670e+02  7.21250076e+01  2.05606118e-01]\n",
      "   [ 1.36993332e+02  7.77189789e+01  2.78239518e-01]]\n",
      "\n",
      "  [[ 1.56583328e+02  6.88461761e+01  5.59217818e-02]\n",
      "   [ 1.45600006e+02  7.40602875e+01  1.60494938e-01]\n",
      "   [ 1.36136673e+02  7.68329697e+01  2.91585863e-01]]\n",
      "\n",
      "  [[ 1.74029999e+02  4.62856598e+01 -6.27577752e-02]\n",
      "   [ 1.62903336e+02  4.50085983e+01 -1.01143010e-01]\n",
      "   [ 1.50273331e+02  4.39119415e+01 -7.14720180e-03]]\n",
      "\n",
      "  [[ 1.61990005e+02  4.27014809e+01  2.78086454e-01]\n",
      "   [ 1.50326660e+02  3.74347420e+01  6.16108812e-02]\n",
      "   [ 1.39906662e+02  3.10518589e+01 -2.63566852e-01]]\n",
      "\n",
      "  [[ 1.54066666e+02  3.23888168e+01 -1.07505417e+00]\n",
      "   [ 1.51986664e+02  3.23104706e+01 -1.09906793e+00]\n",
      "   [ 1.69596664e+02  3.46202354e+01 -1.10477662e+00]]\n",
      "\n",
      "  [[ 1.39270004e+02  3.17540092e+01 -4.68760520e-01]\n",
      "   [ 1.37743332e+02  3.15964794e+01 -4.61559206e-01]\n",
      "   [ 1.50236664e+02  3.23626442e+01 -4.08295214e-01]]\n",
      "\n",
      "  [[ 1.42283340e+02  3.18476009e+01 -6.01729043e-02]\n",
      "   [ 1.28633331e+02  2.69245663e+01 -2.58602649e-01]\n",
      "   [ 1.18096664e+02  2.36929092e+01 -5.09195566e-01]]\n",
      "\n",
      "  [[ 1.44053329e+02  5.32151985e+01  3.90238345e-01]\n",
      "   [ 1.32103333e+02  5.43714943e+01  5.82211494e-01]\n",
      "   [ 1.22500000e+02  5.71484337e+01  8.24262619e-01]]\n",
      "\n",
      "  [[ 1.44236664e+02  6.43232498e+01  5.09608328e-01]\n",
      "   [ 1.33880005e+02  6.89022903e+01  5.77082872e-01]\n",
      "   [ 1.25480003e+02  7.35727539e+01  6.49692595e-01]]\n",
      "\n",
      "  [[ 1.55456665e+02  6.78821106e+01  1.75332382e-01]\n",
      "   [ 1.45513336e+02  7.23643799e+01  2.68143505e-01]\n",
      "   [ 1.33446671e+02  7.84251709e+01  3.74798536e-01]]]\n",
      "\n",
      "\n",
      " [[[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.54990005e+02  9.94987413e-02 -9.84937096e+00]\n",
      "   [ 2.54990005e+02  9.94987413e-02 -9.84937096e+00]\n",
      "   [ 2.54990005e+02  9.94987413e-02 -9.84937096e+00]]\n",
      "\n",
      "  [[ 2.52176666e+02  9.82304001e+00 -5.21032906e+00]\n",
      "   [ 2.52350006e+02  1.07418575e+01 -5.18172932e+00]\n",
      "   [ 2.51553329e+02  1.13572512e+01 -5.04050493e+00]]\n",
      "\n",
      "  [[ 2.34343338e+02  3.08486423e+01 -1.39186811e+00]\n",
      "   [ 2.30179993e+02  3.63200722e+01 -1.24187469e+00]\n",
      "   [ 2.23606674e+02  4.62066231e+01 -1.26233923e+00]]\n",
      "\n",
      "  [[ 2.09796661e+02  5.45326996e+01 -1.01019919e+00]\n",
      "   [ 2.00146667e+02  5.89418221e+01 -7.22108185e-01]\n",
      "   [ 1.86076660e+02  6.55873795e+01 -3.15005690e-01]]\n",
      "\n",
      "  [[ 2.13206665e+02  4.94687500e+01 -9.57047522e-01]\n",
      "   [ 2.03076660e+02  5.49594765e+01 -6.23570085e-01]\n",
      "   [ 1.89906662e+02  6.14942093e+01 -2.00811476e-01]]\n",
      "\n",
      "  [[ 2.31356674e+02  3.92177200e+01 -1.46929097e+00]\n",
      "   [ 2.28573334e+02  4.37885590e+01 -1.39060414e+00]\n",
      "   [ 2.24633331e+02  4.99822540e+01 -1.33810270e+00]]\n",
      "\n",
      "  [[ 2.53173340e+02  9.25004292e+00 -7.18825388e+00]\n",
      "   [ 2.53006668e+02  9.65090466e+00 -7.23071098e+00]\n",
      "   [ 2.53039993e+02  9.98457432e+00 -7.30431223e+00]]\n",
      "\n",
      "  [[ 2.54933334e+02  2.49443829e-01 -3.47439623e+00]\n",
      "   [ 2.54933334e+02  2.49443829e-01 -3.47439623e+00]\n",
      "   [ 2.54933334e+02  2.49443829e-01 -3.47439623e+00]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]]\n",
      "\n",
      "\n",
      " [[[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]]\n",
      "\n",
      "\n",
      " [[[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]]\n",
      "\n",
      "\n",
      " [[[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]\n",
      "\n",
      "  [[ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]\n",
      "   [ 2.55000000e+02  0.00000000e+00             nan]]]]\n"
     ]
    }
   ],
   "source": [
    "CM_transform = transforms.Compose(\n",
    "    [\n",
    "        transforms.Resize((100, 300)),  # resize to H:W=100:300\n",
    "        GridPartition(rows=10, cols=10),    # partition into grid of 10 rows, 10 columns as a list\n",
    "        compute_color_moments_for_grid, # compute color moments\n",
    "        combine_color_moments,  # convert to tensor and resize as needed\n",
    "    ]\n",
    ")\n",
    "\n",
    "cm_fd = CM_transform(sample_image)\n",
    "print(np.array(cm_fd))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(note that skewness is NaN when all elements are equal i.e. std. dev. = 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Feature model 2: Histogram Oriented Gradients (HOG)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 376,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_gradient_histogram(grid_cell):\n",
    "    histograms = []\n",
    "\n",
    "    # Convert grid cell to NumPy array\n",
    "    grid_array = np.array(grid_cell, dtype=np.uint8)\n",
    "\n",
    "    # Compute the gradient using first-order central differences\n",
    "    dx = cv2.Sobel(grid_array, cv2.CV_32F, 1, 0, ksize=1)   # first order x derivative = [-1, 0, 1]\n",
    "    dy = cv2.Sobel(grid_array, cv2.CV_32F, 0, 1, ksize=1)   # first order y derivative = [-1, 0, 1]^T\n",
    "\n",
    "    # Compute magnitude and direction of gradients\n",
    "    magnitude = np.sqrt(dx**2 + dy**2)\n",
    "    direction = np.arctan2(dy, dx) * 180 / np.pi  # in degrees\n",
    "    \n",
    "    # Compute histogram\n",
    "    histogram, _ = np.histogram(direction, bins=9, range=(-180, 180), weights=magnitude)\n",
    "\n",
    "    histograms.append(histogram)\n",
    "\n",
    "    return histograms\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 377,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_histograms_for_grid(grid):\n",
    "    histograms = [compute_gradient_histogram(grid_cell) for grid_cell in grid]\n",
    "    return np.array(histograms).flatten()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 378,
   "metadata": {},
   "outputs": [],
   "source": [
    "def combine_histograms(grid_histograms):\n",
    "    return torch.Tensor(grid_histograms).view(10, 10, 9)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 379,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "\n",
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       "          0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00]],\n",
       "\n",
       "        [[0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
       "          0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00],\n",
       "         [0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
       "          0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00],\n",
       "         [0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
       "          0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00],\n",
       "         [0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
       "          0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00],\n",
       "         [0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
       "          0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00],\n",
       "         [0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
       "          0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00],\n",
       "         [0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
       "          0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00],\n",
       "         [0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
       "          0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00],\n",
       "         [0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
       "          0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00],\n",
       "         [0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
       "          0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00]]])"
      ]
     },
     "execution_count": 379,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HOG_transform = transforms.Compose(\n",
    "    [\n",
    "        transforms.Grayscale(num_output_channels=1),\n",
    "        transforms.Resize((100, 300)),  # resize to H:W=100:300\n",
    "        GridPartition(rows=10, cols=10),    # partition into grid of 10 rows, 10 columns as a list\n",
    "        compute_histograms_for_grid,\n",
    "        combine_histograms,\n",
    "    ]\n",
    ")\n",
    "\n",
    "hog_fd = HOG_transform(sample_image)\n",
    "hog_fd\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 381,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAAAAAAAAAAAAANTi/wFpsajzX13LVgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 4800x4800 with 100 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# # The 'hog' should now contain the 10x10x9 feature descriptor\n",
    "# # Reshape it to a 10x10 grid of histograms, each of shape (9,)\n",
    "histograms = np.array(hog_fd.reshape(10, 10, 9))\n",
    "\n",
    "# # Visualize the histograms\n",
    "fig, axes = plt.subplots(10, 10, figsize=(48, 48))\n",
    "for i in range(10):\n",
    "    for j in range(10):\n",
    "        histogram = histograms[i, j]\n",
    "        angles = np.linspace(-180, 180, 9, endpoint=False)\n",
    "\n",
    "        axes[i, j].bar(angles, histogram, width=40, align=\"edge\", color=\"b\", alpha=0.7)\n",
    "        axes[i, j].set_xlim(-180, 180)\n",
    "        axes[i, j].set_ylim(0, np.max(histogram) * 1.1)\n",
    "        axes[i, j].set_xticks([-180, -140, -100, -60, -20, 20, 60, 100, 140])\n",
    "        axes[i, j].set_title(f\"Grid Cell ({i}, {j})\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 382,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a blank canvas to visualize the HOG features\n",
    "block_size = 30\n",
    "canvas = np.zeros((10 * block_size, 10 * block_size, 3), dtype=np.uint8)\n",
    "\n",
    "# Define the arrow properties (e.g., arrow length and color)\n",
    "base_arrow_length = block_size * 3 / 4  # Adjust as needed\n",
    "arrow_color = (0, 255, 0)  # Green arrows for gradient direction\n",
    "\n",
    "# Loop through each block in the HOG feature descriptor\n",
    "for i in range(10):\n",
    "    for j in range(10):\n",
    "        block = hog_fd[i, j]\n",
    "        x, y = j * block_size, i * block_size  # Top-left corner of the block\n",
    "\n",
    "        # Compute the center position of the block\n",
    "        center_x = x + block_size // 2\n",
    "        center_y = y + block_size // 2\n",
    "\n",
    "        # Find n (arbitrary) most dominant directions\n",
    "        num_dir = 1\n",
    "        dominant_directions = [\n",
    "            pair\n",
    "            for pair in sorted(\n",
    "                list(enumerate(block)), key=lambda x: x[1], reverse=True\n",
    "            )[:num_dir]\n",
    "        ]\n",
    "\n",
    "        for idx, (direction, magnitude) in enumerate(dominant_directions):\n",
    "            arrow_thickness = num_dir - idx\n",
    "            # arrow_start_x = int(\n",
    "            #     center_x - ((base_arrow_length * np.cos(np.deg2rad(direction * 40))) / 2)\n",
    "            # )\n",
    "            # arrow_start_y = int(\n",
    "            #     center_y - ((base_arrow_length * np.sin(np.deg2rad(direction * 40))) / 2)\n",
    "            # )\n",
    "            arrow_end_x = int(\n",
    "                center_x\n",
    "                + ((base_arrow_length * np.cos(np.deg2rad(direction * 40))) / 2)\n",
    "            )\n",
    "            arrow_end_y = int(\n",
    "                center_y\n",
    "                + ((base_arrow_length * np.sin(np.deg2rad(direction * 40))) / 2)\n",
    "            )\n",
    "\n",
    "            # Draw the arrow on the canvas\n",
    "            cv2.arrowedLine(\n",
    "                canvas,\n",
    "                (center_x, center_y),\n",
    "                # (arrow_start_x, arrow_start_y),\n",
    "                (arrow_end_x, arrow_end_y),\n",
    "                arrow_color,\n",
    "                thickness=arrow_thickness,\n",
    "                tipLength=0.2,\n",
    "            )\n",
    "\n",
    "# Display the canvas with HOG feature visualization alongside resized image\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 8), sharex=True, sharey=False)\n",
    "\n",
    "ax1.imshow(canvas)\n",
    "ax1.set_title('Histogram of Oriented Gradients (HOG)')\n",
    "\n",
    "ax2.imshow(transforms.Resize((300,300))(sample_image))\n",
    "ax2.imshow(canvas, alpha=0.3) # overlay HOG on image\n",
    "# ax.imshow(transforms.Resize((300, 300))(sample_image))\n",
    "ax2.set_title('HOG Overlay (original resized to 300x300)')\n",
    "\n",
    "ax1.set_xticks(range(0, 300, 30))\n",
    "ax1.set_yticks(range(0, 300, 30))\n",
    "ax2.set_xticks(range(0, 300, 30))\n",
    "ax2.set_yticks(range(0, 300, 30))\n",
    "plt.grid()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}