DIGITS-CNN/cars/data-aug-investigations/data-aug.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "3c568ab9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "fig_dpi = 200"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ecc547f",
   "metadata": {},
   "source": [
    "# Rotations\n",
    "\n",
    "80/10/10 Split, 30 epochs\n",
    "\n",
    "Expansion Factor: 2\n",
    "\n",
    "## Index\n",
    "0. degrees\n",
    "1. top-1 accuracy\n",
    "2. top-5 accuracy\n",
    "3. last val loss\n",
    "4. last val accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "1b2471d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "standard_res = [20.88, 48.24, 3.34, 25.25]\n",
    "\n",
    "flipped_res = [44.84, 72.45, 2.84, 49.02]\n",
    "flipped_batch256_res = [31.5, 60.59, 3.44, 36.33]\n",
    "\n",
    "# default batch size (128)\n",
    "rot_results = np.array([\n",
    "    [1, 44.6, 71.34, 2.84, 48.71],\n",
    "    [5, 46.45, 73.5, 2.85, 47.61],\n",
    "    [10, 45.71, 72.64, 2.93, 45.89],\n",
    "    [20, 42.12, 70.41, 2.95, 40.99],\n",
    "    [30, 28.17, 56.52, 3.44, 30.58],\n",
    "    [40, 25.08, 51.33, 3.46, 28.37]\n",
    "])\n",
    "\n",
    "rot_batch256_results = np.array([\n",
    "    [1, 34.22, 62.08, 3.45, 38.23],\n",
    "    [5, 32.43, 60.90, 3.35, 34.77],\n",
    "    [10, 30.27, 58.62, 3.47, 30.86],\n",
    "    [20, 26.87, 53.80, 3.36, 28.96],\n",
    "    [30, 18.47, 41.2, 3.79, 21.82],\n",
    "    [40, 15.19, 37.37, 3.87, 18.19],\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "c664a31c",
   "metadata": {},
   "outputs": [
    {
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omcs7qrY72I7UhhcNh8zs7imriIiI9FsKqKVrnX6zD6KfvNVvP3lry3pnWCaMPik0gNhCX/sm0h00J3hbuQP8UjK143R1R0ODqMWo7Y7UhiczkGAiXJO/buVeP3hhu8zXZrfXtzu8npXbPWUVERGRPkcBtXS9M26GF37sv+AmKisfxs5v6f88dgHkFnVfGUVa05zgyckp8PO1D5nccbqG2ugm5VHroYC8qrSbCup83lWlsG9Nx0nzB3dc2x15zCnoprKmiW3Lknt/J3ueiIhIL6SAWrrHCe+AF3/a/vG8Yh84R5pwj5rjpxwSkb4pKxcGjfdLRxrroXJ/m9ruhsO7KHtzLXn1hynOrMaqSn3tdHeoPuSX/a93nC63OAiuWwfcrUY6zx3QPeXsTk99s/PdIKBlrIyzvuhbfoiIiPRxCqilexw9GHv/8RfBOV+GYTM0gq+ItJWZDcVj/BJSX13NC8EUZueffz75uTm+trmj2u7IsWRmDUhEbblfyt7oOF1OUce13ZHa8Lzi9BhYcdsyH0xD50axDw88+fS3kutGISIi0sv0y4DazJYAZ3XytLOdc0vaye9C4OPAAmAYUAqsAH7qnHsk+ZL2Us/+ANb+qWU7r9iPLAyw4WE/N3RHIxGLiMSTkdlSE9yRpiaoPtgq4G4n+G6s656y1lXCwUo4uLnjdFl5HQfckVrvgiHdG3hPWORrpjszNVysqecUTIuISD/QLwPqJDQBG1vvNLMM4KfANa0OjQmWd5nZPcAnnOuutolppr35fMP7u3PeXhGRsIwMPxhZYQmMnNl+Oud8M++OarsjNd71R7unrA01cHibXzqSmeMD7KjB1GIE3wUlybcEam8qxJM/2TZte5/7IiIi/UB/Dag/AhTGSXMC8Ptg/Unn3K4YaW6jJZh+BfgOsBmYAvwnMBe4Fl9j/V/HWOb019GXqkTmqRYR6Slmvua3YAgMn9F+OueCKcViTSMWGtW8Yh/UVXRPWRvroHyHXzpimUFw3U5tdyQQLxwGmTG+DsT43M6qrwdCU64pmBYRkX6uXwbUzrk346Uxsw+HNn8Z4/g04HPB5kvAmc656mB7hZn9DXgamA983sx+7pzbdGwlT2OJfKlSUC0ivZ0Z5A30y7BpHaetq4pf212xF2oOd09ZXSNU7PZLh8wH1bGmERt6HCy4FlbcA0D207cxdfRlbBpxMVnL74Snb2vJRsG0iIj0Q/0yoI4naMr9wWCzEvhLjGQ30fL63RgKpgFwzh01sxuBZUG6m4Hru6XAPa0zNRQKqkWkv8gphKFT/NKR+uoguO6gtrtyLxw90E0FdVC13y97V8dNfeLuPzBjz5/JcI0tOxVMi4hIP6WAOrZz8X2gAf7knIvqMGdmBrwz2FzvnFseKxPn3HIz24BvH/dOM7vBOee6q9A9Ytuyzjf3ixVUj1uoAWxEpH/KzofBE/3SkYY6H2Q3B9wxarsrInN5d++/mqhg+vTPKJgWEZF+SwF1bFeG1ts09wYmAaOD9afj5PU0PqAeA0wE4jY371UmLPLzjXZ2vtJwUH3WFxVMi4jEk5UDg8b5pSONDT6obhNwh2q7K4LAPBwYJ+vFn/pB3075ROy+2CIiIn2Y/vO1YmZFwLuDzW3AkhjJTgitr4+TZfj4DPpaQA1w9peSm2/09JtVMy0i0tUys2DgKL90pKnRNyOPGXC3qvluqm8/n7pK+Nd/wau/hYu/76dGFBER6ScUULf1XlpGAH+gnSbaY0PrO+PkFx6GNU61QltmNjZOkuZJWKurq6muru4obYdqampiridk+EmQzLWTPa8PO6b7IF1K9yJ96F50k8wBMGgADDqu/TTOkfXsd8h+/gctu4A2M2HvWwP3vpWGOR+m/qz/gvzB3VFiCehvIj3oPqQP3Yv0ka734ljipI5YX+vSe6zM7EngnGDzeOfcGzHSfB4/RRbAhc65RzvI70Lg4WDzc86573WyPAnfoHvuuYeSkpLOZC8iItKhqfv+wYm7/9C8/droy9g+9CwWbv5/DD4au9FVbdYAXhv9fnYMOd2PjC4iItLDysrKuPbaayOb45xz8SpGE5LRFZn0FUFt8OJgc3msYDqQF1qvi5NtbWg9P8miiYiIpFysYHrTiIupyxrA0uO/zptDz4l5Xm5DBfO2/4zTNn2TAdW7UlVcERGRlFOT72gfouVHhvs7SBduu5ATJ8/c0Hoy7QziNRMfCawAOPPMMxk7Nl4L8fbV1NSwdOlSInnl5eXFOUO6g+5D+tC9SB+6F6mXtfxOsl9pCabrz7qF0Sd9jE1R9+F86p+/g+xnvhkzj5LK9Zz9xldoOOU6Gt5yM2QXpKTs/YH+JtKD7kP60L1IH+l6L3bu7JIK6TYUUEf7cPBYC/y+g3QVofWiOHkWhtYrO1ugeE0RLNSULj8/n/z8rqkEz8vL67K8JHm6D+lD9yJ96F6kwLM/gKdva9k+71ayT7+ZvFD/s+b7cO4XITc3egrFEGtqIHv5nWSvfwgu/C4cf0E3F77/0d9EetB9SB+6F+kjne5Fd5VDTb4DZjafltG7/+GcO9RB8nCQG69KOFzDvKPdVCIiIulg27Lo4DiRKRFPv9mn68jh7fDby+F3H4TD+ncoIiJ9gwLqFuG5pztq7g3wemh9epy04ePrOlUiERGRVJuwCM76ol9PJJiOCAfVp3/Gb2fEaAi3/h9w16nw3P9BYwfTcYmIiPQCavINmFk28P5gsxR4JM4pbwK7gdHAWXHSnhk87gK2JllEERGR1Dn7SzB5sQ+uO+P0m2HcwpbzZl8O//wsbHsuOl19FTz+FVj1Oz939fiFXVJsERGRVFMNtXchMCxY/41zrqGjxMHc1A8Fm9PNLOY3gWB/pIb6oXbmtBYREUk/nQ2mY503fAZc/U94191QMLRt2v2vwc/fBg/dAEcPJnc9ERGRHqSA2gs39/5lgufcDjQG63eaWVQv92D7zmCzIUgvIiLSv5jBSVfADS/BvKtip3nlV3DnyfDKA9DUlNryiYiIHIN+H1Cb2WDg4mBzrXNuZSLnBXNUfzfYnA88Z2aXm9l8M7sceC7YD/Bd59zGriy3iIhIr1IwBN7xf3DN4zBiZtvj1Qfhoevhvotg3+ttj4uIiKShfh9QA5fTMld0orXTEbcAPw/W5wK/w88J/btgG+Be4MvHWEYREZG+Ydwp8PGn4fzbILuw7fHty+AnZ8DjX4W6qtSXT0REpBMUULfMPd0I/LozJzrnmpxz1wBvx/ep3g3UBY8PARc55651zqn9moiISERmFrzlBrhhBcx4R9vjTQ3w3B1+NPD1D6e+fCIiIgnq96N8O+dO64I8Hgb0H19ERKQzisfA5b+CNx6Dhz8Hh7dFHy/fAb/7ABx/EVz4bRg0vmfKKSIi0g7VUIuIiEjPmnY+fGo5nPFZyMhue3zDw762+tnbNXe1iIikFQXUIiIi0vNyCuDcr8J1z8HEM9oerz8KT3wNfnwGbHs+9eUTERGJQQG1iIiIpI9hx8NVf4d3/wQKStoeL10Hv7gQ/no9VB1IfflERERCFFCLiIhIejGDOe+HG1+C+R8FrG2aVx+AH54ML9+vuatFRKTHKKAWERGR9JQ/GC7+AVz7BIyc1fZ49SH4+3/ALy6Afa+lvnwiItLvKaAWERGR9DZ2PnxsCVzwLcgZ0Pb4jhd83+p/3QK1lSkvnoiI9F8KqEVERCT9ZWbBwuvghhfhhHe1Pe4aYdkP4a5TYN3fwbmUF1FERPofBdQiIiLSewwcDZfdDx/8Mwye1Pb4kV3w+w/Bby6HQ1tTXjwREelfFFCLiIhI73PcefCpZXDmf0JmTtvjG/8Fdy2EZ74HDXWpL5+IiPQLCqhFRESkd8rOh3Nugeueh0lntT3eUA1P/jf8+HTY+mzqyyciIn2eAmoRERHp3UqOgysfgvfcA4XD2x4v2wD3vR0e/CRUlqa+fCIi0mcpoBYREZHezwxmXwo3rIAFHyPm3NWrfgs/nA8v/UJzV4uISJdQQC0iIiJ9R/4gePv/g489CaPmtD1ecxj+cRP8/HzYuybFhRMRkb5GAbWIiIj0PWNOho89BRd+B3IHtj2+cwX85Cx49L+gtiL15RMRkT5BAbWIiIj0TRmZcOonfDPwme9te9w1wvK74IenwOsPae5qERHpNAXUIiIi0rcNGAnv+zl8+EEYMrnt8Yrd8Icr4deXwsE3U18+ERHptRRQi4iISP8w5Ry4bhks/lLsuas3PQ4/WghLvwsNtakvn4iI9DoKqEVERKT/yM6DxV+ETy2HyWe3Pd5QA//+Btx9Gry5NPXlExGRXkUBtYiIiPQ/Q6f4JuDv+zkUjWh7/MBGuP8S+PPHoHJ/6ssnIiK9ggJqERER6Z/M/GBlN6yAUz4BFuNr0Zo/wJ3zYcU90NSY+jKKiEhaU0AtIiIi/VteMVz0HfjYv2H0vLbHa8vhn5+Fe98Ku19NefFERCR9KaAWERERARg9F659Ai76f5Bb3Pb4rpfhZ2fDI1+AmiOpL5+IiKQdBdQiIiIiERmZcMrHfDPwWZe1Pe6a4IUfww8XwNq/aO5qEZF+TgG1iIiISGsDRsB7fwZXPgRDp7Y9XrkX/vQReOA9cGBz6ssnIiJpQQG1iIiISHsmL4brnoezb4HM3LbHN/8bfrQIlnxbc1eLiPRDCqhFREREOpKVC2f9J1y/HKae1/Z4Yy0s+V8fWG9+KvXlExGRHqOAWkRERCQRQybDB/8El94HA0a1PX5wM/zqXfCna6BiX6pLJyIiPUABtYiIiEiizODEd8P1L8LCT8Weu3rtn+CH8+HFn2nuahGRPk4BtYiIiEhn5Q2EC74JH18CY+a3PV57BB7+HNxzLuxamfLiiYhIaiigFhEREUnWqDlwzeNw8Q8gL8bc1btfgZ+dAw9/HmrKU18+ERHpVgqoRURERI5FRgbM/yjc8BLMfn+MBA5e/Kmfu3rNnzR3tYhIH6KAWkRERKQrFA2H9/wErvo7lExre7xyH/z5Gj9wmeauFhHpExRQi4iIiHSlSWfCJ5+Dc74CWXltj29ZAj9aCE/9L9TXpLx4IiLSdRRQi4iIiHS1rBw483PwqeVw3PltjzfWwdPfhrsXwaYnU18+ERHpEgqoRURERLrLkElwxR/gsl/BwDFtjx/cAg+8B/54NRzZk/LiiYjIsVFALSIiItKdzOCEd8D1L8CiG8Ay26Z57UE/aNnyH2vuahGRXkQBtYiIiEgq5A6At90Gn1gKY09pe7yuAh79AvzsbNj1curLJyIinaaAWkRERCSVRs6Ej/4LLrkD8ga1Pb5nFfzsXPjHZ6D6cKpLJyIinaCAWkRERCTVMjLg5KvhxpfhpA/GSODgpXt9M/DVf9Dc1SIiaUoBtYiIiEhPKSyBd/0Irn4Yhk1ve7xqP/zlY/DLd0DZxtSXT0REOqSAWkRERKSnTTwNPvEMnHcrZOW3Pf7mUrj7LfDvb0B9dcqLJyIisSmgFhEREUkHWTlw+s1+NPBpF7Y93lgHS78LP1pIxpZ/p758IiLShgJqERERkXQyeAJc8Tt4/29g4Ni2xw9tJfePVzD/zTvJqzuY+vKJiEgzBdQiIiIi6Wj6231t9Vv+AzKy2hwec3gF5677IpkrfgqNDT1QQBERUUAtIiIikq5yi+D8//FzV49b2OZwVlMNOf/+KvxsMexYkfryiYj0cwqoRURERNLdiBPhI4/AO34I+UPaHt+7Bu59K/z9Jqg+lPLiiYj0VwqoRURERHqDjAyY92G44SUaZn0gRgIHL/8C7pwPr/5Wc1eLiKSAAmoRERGR3qRwKPUX/YBnjruFI3kxBi07WgZ//STcfwmUbkh9+URE+hEF1CIiIiK90MGi41ky/b+pX/wVyC5om2DrM3D3afDE16HuaOoLKCLSDyigFhEREemlnGXRcOr1cP2LMP3itgma6uHZ78OPToU3/pX6AoqI9HEKqEVERER6u0Hj4P2/hg/8DorHtz1+eDv85jL4/YegfGfqyyci0kcpoBYRERHpK46/EK5fDqffHHPuatb9HX54Cjx/JzTWp758IiJ9jAJqERERkb4kpxDOuxU++SxMOK3t8foqeOzL8NPFsP2FVJdORKRPUUAtIiIi0hcNnwFX/xPedTcUDG17fN9a+Pn58Lcb4ejB1JdPRKQPUEAtIiIi0leZwUlXwA0vwbyrYqdZ+Uv44Xx45deau1pEpJMUUIuIiIj0dQVD4B3/Bx99DEbMbHv86AF46FPwi4tg/7rUl09EpJdSQC0iIiLSX4w/FT7+NJx/G2QXtj2+/Xn48enw+Negrir15RMR6WUUUIuIiIj0J5lZ8JYb4IYXYcYlbY83NcBzt8NdC2HDIykvnohIb6KAWkRERKQ/Kh4Llz8AV/wRBk1oe7x8O/z2/fDbK+DwjtSXT0SkF1BALSIiItKfTTsfPrUczvgsZGS3Pb7hn3DXKfDcHZq7WkSkFQXUIiIiIv1dTgGc+1W47jmYeEbb4/VH4fGvwk/OhG3LUl8+EZE0pYBaRERERLxhx8NVf4d3/wQKStoe3/86/OICeOh6qDqQ+vKJiKQZBdQiIiIi0sIM5rwfbnwJTv4IYG3TvPKAn7t65S+hqSnlRRQRSRcKqEVERESkrfzBcMntcO0TMHJW2+PVB+FvN8IvLoR9r6W8eCIi6UABtYiIiIi0b+x8+NgSeNs3Iaeo7fEdy+HHZ8BjX4baypQXT0SkJymgDpjZeDP7upm9ZGalZlZjZjvM7Bkz+28zmxnn/AvN7EEz22lmtcHjg2Z2Yaqeg4iIiEi3yMyCRZ+CG1bACe9qe9w1wvN3wl2nwrp/gHMpL6KISE9QQA2Y2Y3A68BXgZOBEiAXGAucDnwFuLadczPM7B7gYeBdwBggJ3h8F/Cwmf3MzPRai4iISO82cDRcdj988M8weGLb40d2wu8/6OevPrQt5cUTEUm1fh/kmdmXgf8DCoE3gM8Di4G5wHnB9vNAeyNu3AZcE6y/AnwAOCV4fCXYfy3wja4vvYiIiEgPOO48P3f1mf8JmTltj7/xqK+tfub70FCX+vKJiKRIVk8XoCeZ2bnA/wSbvwSudc7Vt0r2JPD/zKzNfwszmwZ8Lth8CTjTOVcdbK8ws78BTwPzgc+b2c+dc5u6+nmIiIiIpFx2PpxzC8y+DP75GXhzafTxhmp48uuw+vfw9u/DxNN6ppwiIt2o39ZQB02w7w42VwHXxAimmznnYv28ehMtP0rcGAqmI+ccBW4MNrOAm4+lzCIiIiJpp+Q4uPJv8J57oHB42+Ol6+G+i+DB66CqLPXlExHpRv02oAbOB44L1r/tnGvozMlmZsA7g831zrnlsdIF+zcEm+8MzhMRERHpO8xg9qV+0LIF1xJz7upVv4E7T4aX79Pc1SLSZ/TngPrS4NEB/4jsNLMhZnacmQ2Jc/4kYHSw/nSctJHjY4CJnSyniIiISO+QPwje/j342JMwak7b4zWH4e+fhp+/DfauSXXpRES6XH8OqBcGj1udcxVmdoWZrQEO4AcnO2BmG8zsc2aWG+P8E0Lr6+NcK3x8RvJFFhEREekFxpwMH3sKLvwO5Axoe3zni/CTs+Bft0BtRerLJyLSRfrloGRB/+npwWaZmd0B/EeMpNOA7wLvNrO3O+cOh46NDa3vjHPJHaH1cZ0s69g4SUZGVqqrq6muru4obYdqampirktq6T6kD92L9KF7kR50H9JHr7kXs6+ESeeT/e+vkbX+oehjrhGW/RC35s/Unfc/NE17u2863ov0mvvQD+hepI90vRfHEid1xJxz3ZJxOjOzwcDBYLMGyAP24KfIejjYtwD4Ni012Q86594TyuPzwHeCzQudc492cL0Lg3wBPuec+14nyprwDbrnnnsoKSlJNLmIiIhIygw7spbZO++nqHZfzON7B85hzdgrOZo7LMUlE5H+oKysjGuvvTayOc45F69SNCH9tcl3YWg9DzgKnO2c+7Vz7pBzrto5txQ4Bz8COPha6lNbnRcRb4LF2tB6frKFFhEREemtSgfO5Knpt7F+5LtotLaNJEceWcU5677IcXv/hjV1aqxYEZEe0y+bfONroMPucc5taJ3IOVdtZrfQMmjZ5cALMfJoM0d1K+E+2J1taxCvifhIYAXAmWeeydix8VqIt6+mpoalS/0ckmeeeSZ5eXlxzpDuoPuQPnQv0ofuRXrQfUgfvfteXEz9wS3w+JfI3Bo9rmumq+eEPX9ieu0q6t/2LZrGp/fc1b37PvQtuhfpI13vxc6dXVIh3UZ/Dahbj37xWAdpnwQa8K/VgnbyKIpzvXCNeGXc0oXEa4oQnoUrPz+f/PyuqQDPy8vrsrwkeboP6UP3In3oXqQH3Yf00SvvxZgT4aqHYO2f4V//BZXRzcAzDm4k97fvhdnvh/O/AUXp3wy8V96HPkr3In2k073ornL0yybfzrlaoDS0a0cHaWuAsmAz/GkeDnTjVQuHa5nbvZaIiIhIv2EGs97n564+5RNgMb6Wrv4d/PBkeOnnmrtaRNJSvwyoA6+F1jPjpI0cD3foeT20Pp2OhY+vi5NWREREpP/IK4aLvgMf+zeMntv2eE05/ONmuPetsGdV2+MiIj2oPwfUS0Prk9tLZGYDgcjQ2btCh94EdgfrZ8W51pmh87cmXkQRERGRfmL0XLj2Sbjo/0HuwLbHd70EP10Mj35Jc1eLSNrozwH1n0Pr7+4g3buBSEflZyI7nZ9vLDKh4nQzW9j6RIBgf6SG+iHXH+cpExEREUlERiac8jG44SWYdWnb464Jlv8IfrgAXnsQ9LVKRHpYvw2onXOrgUeCzQ+Y2bmt05jZSOAbwWYd8ItWSW4HGoP1O80sqqd7sH1nsNkQpBcRERGRjgwYAe+9B658CIZObXu8Yg/88Wr49fvg4JaUF09EJKLfBtSBm4DD+NfhH2b2TTM7w8zmm9mn8NNRRQYc+4pzLtzkG+fcG8B3g835wHNmdnlw/uXAc8F+gO865zZ279MRERER6UMmL4brnoezb4HM3LbHNz0BP1oET38HGmpTXjwRkX4dUAcB8SXAPiAP+CK+b/UK4C58MO2AbzjnvtNONrcAPw/W5wK/C87/XbANcC/w5W54CiIiIiJ9W1YunPWfcP1ymHpe2+MNNfDUbXD3W2DL022Pi4h0o34dUAM4554FTgS+DqwCjgA1+EHHfgGc7Jz7SgfnNznnrgHeju9TvRvfPHx3sH2Rc+5a55zmehARERFJ1pDJ8ME/waX3wYBRbY8f2AS/fAf8+Vqo2Nf2uIhIN8jq6QKkA+fcAeDWYEk2j4eBh7uoSCIiIiLSmhmc+G6Yci489b/w4k/8QGVha/4IbzwG534F5n/UD3QmItJN+n0NtYiIiIj0MnkD4cJvwceXwJiT2x6vLYeHPwf3nAe7X0l58USk/1BALSIiIiK906g5cM3j8PbvQ15x2+O7V8LPzoGH/xNqylNfPhHp8xRQi4iIiEjvlZEJC67xc1fPfn/b467JNw3/4Smw9s+au1pEupQCahERERHp/YqGw3t+Alf9HUqmtT1euRf+9FH41bvhwObUl09E+iQF1CIiIiLSd0w6Ez75HJzzFcjKa3t8y1N+7uol34L6mtSXT0T6FAXUIiIiItK3ZOXAmZ+DTy2H485ve7yxFpZ8E+5eBJv/nfryiUifoYBaRERERPqmIZPgij/AZb+CAaPbHj+4xTcB/9NHoWJv6ssnIr2eAmoRERER6bvM4IR3wA0vwqIbwGLMS732z/DDBfDCT6GpMfVlFJFeSwG1iIiIiPR9uQPgbbfBJ56GsQvaHq89Ao983k+ztWtl6ssnIr2SAmoRERER6T9GzoKPPgaX3AF5g9oe3/OqD6r/+TmoPpziwolIb6OAWkRERET6l4wMOPlquPFlmHNFjAQOVvzMNwNf/Uc/d/W2ZcldK9nzRKRXUEAtIiIiIv1TYQm8+264+mEYNr3t8ar98Jdr4Y458IsL4NkfdC7/Z3/gz3vqm11TXhFJOwqoRURERKR/m3gafOIZOPdrkJXf9vjhbf7xiVvh6e8kluezP/DpAZ7+lmqqRfooBdQiIiIiIlk5cMZn4PoXYNoF7ad76jZ46PqO8woH0wDn3QoTFnVFKUUkzSigFhERERGJGDwBPvA7uPzXMHBs7DSvPAA/WgQVe9oeixVMn35zd5RURNKAAmoRERERkTAzmHGxr61+y3/Enrt6/+vk/eRUJu//F+aCuasVTIv0O1k9XQARERERkbSUWwTn/w/MeT/84zOwY3nUYWusY9auXzPu4LNk1/4N1j3YclDBtEi/oBpqEREREZGOjDgRPvIIvOOHkD+4zeFB1dvICgfTI2ZCThHsWQVNjSksqIikmmqoRURERETiyciAeR+G4y+CJ77q+1G3Z99aePhzfj2nCMbOh3ELYdwpMHYB5A1MTZlFpNspoBYRERERSVThUHjnXXDSh3D3XYS5po7T11XCliV+AbAMGH4ijD/VB9njT4Xicb7ftoj0OgqoRUREREQ6a8fy+MF0LK4J9q3xy4p7/L4Bo2DcqTB+oX8cOQsys7u2vCLSLRRQi4iIiIh0RqvRvOsyC8lprGo5PmoO1ByBQ28mll/FHnj9r34ByC6AMSe3BNljF0D+oC4qvIh0JQXUIiIiIiKJahVMvzb6MjaNuJiLBm4g++nb/M49q/wo33OugJ0vwvblsOMF2P0qNNXHv0b9Udj6jF8AMBg2PbqZ+OBJaiYukgYUUIuIiIiIJKJVMF1/1i1sOnI8AA0LbyQ7O7vleOTx9JthxiXBCdWw+xUfXG9/wT9WH0zgwg5K1/nl5fv8rsLhfpCz8Qt9kD1qDmTldMGTFJHOUEAtIiIiIhJPq2Ca826l4eRPwmOPteyLzDsdK6gGyM6HCW/xC4BzULbRB9Y7lvsg+8DGxMpTtR/W/8MvAJm5MGZedF/sgiFJPFER6QwF1CIiIiIiHYkRTHP6zVBd3TZtvKA6zAyGTfPLvA/7fVUHggA7WHathMba+GVsrIXty/zyXLCvZJqvxR630AfZQ6eqmbhIF1NALSIiIiLSnm3LYgfTHYkVVI9bCBMWxb9e4VCYfpFfABpqfZ/sSD/sHS9AVWliZS97wy+RObMLhvqa60iQPXouZOcllpeIxKSAWkRERESkPRMWwVlfhKe/lVgwHREOqs/6YmLBdCxZuUEAfIrfdg4ObmkJrre/4PtWJ+LoAdjwsF8AMnNg1EnRfbGLhiVXTpF+SgG1iIiIiEhHzv4STF7c+aD49JsTr5lOlBkMneKXk67w+6oPwY4Vvh/2jhdh50vQEKM5emuNdX4U8p0vwrIf+n1DJvsyR4LskuMhI6Pryi/SxyigFhERERGJJ9mguCuD6fbkD4Zp5/sFoLEe9q4ORhIPBjur3JtYXge3+GXVb/x23qCghvxUv4w5GXIKuuVpiPRGCqhFRERERPqSzGwf+I45GRZ9yjcTP7w9aCIe9MXe9xrg4udVcxg2PuYXgIwsGDm7ZSTxcafCwFHd+WxE0poCahERERGRvswMBk/wy+zL/L6aI7BzRUuQvfMlqK+Kn1dTA+xe6ZflP/L7Bo0PRhIPAuzhJ0BGZvc9H5E0ooBaRERERKS/yRsIU8/1C0BjA+x/LbqZ+JGdieV1eLtf1vzBb+cOhLHzW4LsMSdD7oDueR4iPUwBtYiIiIhIf5eZBaPm+OXUj/t95TtbRhLfsRz2rgXXGD+v2iOw+d9+AbAMGDEzupn4oHHd91xEUkgBtYiIiIiItFU81i8z3+u3ayth18uhZuIrfPAcj2vyg6TtXQ0v/tTvGzjGB9aRIHvETB/Ui/QyeteKiIiIiEh8uUUw+Sy/ADQ1wv51oTmxl8PhbYnldWQXvPYXvwBkF8LYk1uaiY9dAHnF3fM8RLqQAmoREREREem8jEwYOdMvC67x+yr2RjcT37PKD2QWT30VvLnULwCYH9xs/KktQfagCX6ANZE0ooBaRERERES6xoCRcMI7/QJQd9SPCN4cZL/gp+KKy/lB0va/Bi/93O8qGunnxB6/0AfZo2b7KcJEepACahERERER6R45BTDxdL8ANDVB2Ru+9nrHi76Z+MHNieVVuRfW/c0vAFn5MGYejDuVjJFzyW6opD6rqHueh0g7UhJQm1mOc64uFdcSEREREZE0lZEBw6f75eSr/b7K0qAfdhBk734FGhMIHRqqYdtzsO05coGLgCN5Y8hu/BdMOs3XZA+ZrGbi0q1SVUO928x+DfzCOfdqiq4pIiIiIiLprmgYzLjYLwD1NbDnVV97veNFH2gfPZBQVgNrdsHqX/sFoHBYMFXXKb6Z+OiTICu3W56G9E+pCqiHADcAN5jZKuBe4DfOuUMpur6IiIiIiPQG2Xm+dnn8Qr/tHBzY7APrSJBdtiGxvKpKYf0//AKQmQuj5waDnQVLYUn3PA/pF1IVUD8IXAxkAycB/wf8PzP7K77W+rEUlUNERERERHoTMyiZ6pe5H/L7jh5sqb3e8SJu18tYQ038vBprg3OWt+wbOtXXXkcGPCuZpmbikrCUBNTOufea2VDgQ8DVwBwgF7gMuMzMdgL3Afc5595MRZlERERERKSXKhgCx1/gF6CmspwVf7uXIVVvMKPwCJm7VkDV/sTyOrDJL68+4LfzB0c3Ex8zD7Lzu+mJSG+XslG+nXMHgDuAO8xsLvBR4AP45uDjgC8Dt5jZUnyT8D875xL4mUlERERERPq1zBwOFU7hUOEUppx/Pvl5eXBoazBd13L/uH8d4OLnVX0I3njULwAZ2TBqTjBdV9BMfMCI7nw20ov0yLRZzrlXgBvN7LPAO4GPAOcDGcBZwfJDM/sdvkn4iz1RThERERER6YXMYMgkv8x5v99XfRh2vtTSF3vXy1B/NH5eTfWw6yW/LPuh3zd4oq+9jvTFHjbDj2Au/U6PzkMdTKX1R+CPZjYa3xz8KuA4oBj4OPBxM3sdX2t9vwYyExERERGRTssfBMed5xeAxnrYtxa2B1N2bX8BKnYnltehrX5Z/Tu/nVsM4xa0BNljToacwm54EpJuejSgDnPO7Taz24G9wDeASDsKA04EvgfcZmY/Ab7unCvvkYKKiIiIiEjvl5ntR/wePRcWftKPJl6+M9RMfDnsew1cU/y8asth0xN+AbBMGDkrupl48ZjufT7SI9IioDazM/DNvt8HRH7KMeAQvgZ7JvAWIB/4NPBuMzvDObezB4orIiIiIiJ9jRkMGueXWe/z+2qO+KbeO170QfbOl6CuIn5ertHPpb3nVXjhx35f8TgfWEeC7BEnQkZmdz0bSZEeC6jNbCy+effVwOTIbvxIAUuAe4C/OOdqg/TTgC8G54zH12Jfncoyi4iIiIhIP5I3EKac4xeApkZfa73jhaAm+wUo355YXuU7/LL2T347pwjGzm9pJj52AeQO6J7nId0mpQG1meUC78bXRp+DH4QsMsnbHvzUWfc657a0Ptc59wbwUTPbCtwKnNv9JRYREREREQlkZMKo2X455WN+35HdQRPxYF7sPat9DXU8dZWwZYlfACwDhp8YDHQWBNnF4zQndppLSUBtZqfga5Pfjx9sDHwg3Qg8jK+N/qdziXRQ4EF8QD2qywsqIiIiIiLSGQNHw8z3+AWgrsqPIB6pwd7xou9jHY9rgn1r/LLiHr9vwGg/H3akmfjIWb7vt6SNVNVQL8c35Y78vLIZ+Dlwn3NuTyfzioxtr59qREREREQkveQUwqQz/QLQ1ASl633tdaQv9qE3E8urYje8/le/AGQX+BHEI32xxy7wo5dLj0llk+864C/APc65p44hn13A2V1TJBERERERkW6UkQEjTvDL/I/6fRX7Wvph73gBdr/q57uOp/4obH3GLwAYDJ/ha7EjzcQHT1Iz8RRKVUD9aeCBrphD2jlXAzx97EUSERERERHpAQNGwAnv8AtAfTXsfiXoix0E2dWJhE4O9r/ul5fv87sKhwf9sIO+2KPmQFZOdz2Tfi8lAbVz7s5UXEdERERERKTXyc6HCW/xC/g5scs2+mbi24MA+8DGxPKq2g/r/u4XgKw8GD0vFGSfCgVDuqbc25bBhEWpOy8NpcU81CIiIiIiIhIwg2HT/DLvSr+v6kBQex0E2btfgcba+Hk11MD25/0SUTKtJbgevxCGTu18M/GnvglPfwvOuxVOvznx8579ATxxK5z1RTj7S527ZhpK1Sjfk4B78QOTXemc2xUn/Rjgl8Fm3PQiIiIiIiJ9WuFQmH6RXwAaamHPqpZm4tuXw9GyxPIqe8Mvr/zKbxcMbQmwx50Ko+dCdl77529b5oNp8MExJBZUR4Jp8OdPXtzra6pTVUN9JbAYeC6R4Ng5t8vMsoDTgQ8D3+re4omIiIiIiPQiWbnBYGSn+G3n4OCWluB6xwt+dPFEHD0AGx72C0BmDow6KbovdtGwlvQTFvma6UhwnEhQHQ6mwZ/fy4NpSF1AfS6+dvovnTjnL8AZwPkooBYREREREWmfGQyd4peTrvD7jh6EnS+1NBPf9TI0VMfPq7EOdr7oF4LhsIZMbhlJfNyp8JZP+/2tg+qTP9k2v1jBdGeaiaexVAXUM4LHlZ0459Xg8YSuLYqIiIiIiEg/UDAEpp3vF4DGeti7OhjoLAiyK/cmltfBLX5Z9Ru/nTfI145POQc2/9vve+JWsurrgeNbzuvDwTSkLqAuDh4Pd+KcSNrBXVoSERERERGR/igzG8ac7JdFn/LNxA9vgx0vtjQT3/cavnFxHDWHYeNjbXZnP30b8wYv4rUxHyBr+Z3w9G0tB/tYMA2pC6iP4APjoZ04J5L2aNcXR0REREREpJ8zg8ET/TL7Mr+vphx2rmgJsne+BPVVncp23KFljDu0LHpnHwymIXUB9VZ8QL0Y+HeC55wdPG7vhvKIiIiIiIhIa3nFMPU8vwA0NsC+tT7AjjQTP7Kzc3n20WAaUhdQPwHMA643s7udc3s6ShxMm3U9vq3BEykon4iIiIiIiLSWmQWjT/LLqR/3+8p3Bk3EgyB77xpwTbHPzx/cZ4NpgIwUXeduoB4YBDxpZrPbS2hmc/BB9CCgAfhRdxTIzFyCy5IE8rrQzB40s51mVhs8PmhmF3ZH2UVERERERHpM8ViY9T646DvwiaXwxR1w5UMw+ey2aasP+YHJ+qiU1FA757aZ2S3Ad/BDvq0MAtVngEht9SjgTOAswPC1019zzm1ORRmTYWYZwE+Ba1odGhMs7zKze4BPONfeTzYiIiIiIiK9WG4R7H4FtjzVvKs+I5/spmCKrkTmqe6lUtXkG+fc/zOzfOBr+Jrxs2npJx1mQBM+mE7F/NN303EteEc98G+jJZh+Bf+DwWZgCvCfwFzgWqAU+K9jLqmIiIiIiEi6aTU11mujL2PTiIu5aOAGsiOjfPfRoDplATWAc+5/zOzv+GDzAnyz7rDDwD+B/+ecW5WiYu13zq3t7ElmNg34XLD5EnCmcy4yS/oKM/sb8DQwH/i8mf3cObepS0osIiIiIiKSDloF0/Vn3cKmI34e6oaFN5Kdnd1yvA8G1anqQ93MOfeqc+4K/LRYU4GFwTIVGOqc+3AKg+ljcRMtP0jcGAqmAXDOHQVuDDazgL7zrhEREREREWkVTHPerTQsvDE6zek3+1G+I564tU/1qU55QB3hvC3OuReDZYtzLoEZxHuemRnwzmBzvXNueax0wf4NweY7g/NERERERER6txjBdLs1z304qO6xgLqXmwSMDtafjpM2cnwMMLG7CiQiIiIiIpIS25YlHkxHxAqqty3r+rKlmAJquNTMXjezo2ZWYWYbzex+M4s1YFrECaH19XHyDx+fkXwxRURERERE0sCERXDWF/16IsF0RDioPuuLPp9eLqWDkgGY2RTgHcAcoATIx4/s3R7nnDu3G4t0QqvtqcFypZn9FbjaOVfeKs3Y0PrOOPnvCK2P62zhzGxsnCQjIyvV1dVUV1d3lLZDNTU1MdcltXQf0ofuRfrQvUgPug/pQ/ciPeg+pA/dix6w8CYyxi6iaeypEIpB4t6Lkz9Jxoi5bc7rbscSJ3XEUtVt2cwKgLuAD9M2gI7MO916H/iAOrMbylMF/A14El+LXAkMw8+D/Un8oGngm2y/1TlXHzr38/gpsgAudM492sF1LgQeDjY/55z7XifLmfANuueeeygpKelM9iIiIiIiIn1eWVkZ1157bWRznHMuXsVoQlJSQx0MxvUgcB4+UC7D1+yehA+knwGGAMcHZXL4wbz2dmOxxjjnDsfY/7iZ3Qk8gp9H+izgOuD/QmnyQut1ca5TG1rPT6KcIiIiIiIikoZS1eT7UuCt+ED568D/4JtarwZwzp0FYGaFwMeA/8YH2B9zzj3bHQVqJ5iOHNtnZu/D11xn46e/CgfU4bYLOXEulRtaT6adQbxm4iOBFQBnnnkmY8fGayHevpqaGpYuXUokr7y8vDhnSHfQfUgfuhfpQ/ciPeg+pA/di/Sg+5A+dC/SR7rei507u6RCuo1UBdRXBI/LnHNfh9hNmZ1zVcDtZvYcvqn1X8zsJOfc7hSVM1yWLWb2OHARMNXMRofKURFKWhQnq8LQemUS5ejwzodn4srPzyc/v2sqwfPy8rosL0me7kP60L1IH7oX6UH3IX3oXqQH3Yf0oXuRPtLpXnRXOVI1yvd8fO30zxJJ7JxbAdyNH7TsP7qxXPG8HlofE1oPB7nxqoTDNcw72k3Vy63ctzKl54mIiIiIiPS0VAXUkZGytoT2hQf5ivVzwT+Dx4u7q1AJaG9AsHCgPT1OHuHj646tOOnpR6/+iKsevYp719zbqfPuXXMvVz16FT969UfdVDIREREREZHuk6qAuiF4DDeVDq+PpK3IVFWdnmqqC4Wn1Ao3O38ztH1WnDzODB53AVu7pljpY+W+ldy96m4Abl95e8JB9b1r7uX2lbcDcPequ1VTLSIiIiIivU6qAupI8DkstG8vLYN0zYtxznHBY8rnygYws0n4gdQANjvndkWOOT/X2EPB5nQzW9hOHgtpqaF+yKVqjrIUmjdiHjfNu6l5O5GgOhxMA9w07ybmjYj1FhAREREREUlfqQqoVwWPsyI7guDyhWDzU+HEZpYNfCbY3NjVhTGzS8ys3UDdzEYAf6ZlBO9YbZJvBxqD9TtbN1sPtu8MNhuC9H3SNbOuSTiojhVMXzPrmm4uoYiIiIiISNdLVUD9b/z80xe02v/zYP9iM1tiZteb2X8CL9IykNkfuqE8dwLbzOz/zOwDZrbIzE4ys/PM7BvAWvwc1ADPAne1zsA59wbw3WBzPvCcmV1uZvPN7HLguWA/wHedc13+w0A6SSSoVjAtIiIiIiJ9SaqaUz8I/BA428wmO+e2ADjnHjCzK/CB9hnBEvYq8P1uKtNo/PzSN3aQ5s/Atc652naO3wIMBz6KD8B/FyPNvcCXj6GcvUYkOI4EzbevvJ1X97/K+6a9j+V7lvPAugea0yqYFhERERGR3i4lAbVzbm/QjNucc42tDr8bH3BeQ8vgZIeBXwO3OOdquqFIV+EHE1sETMaPQj4QP0/0DuB54H7n3LKOMnHONQHXmNmfgY8DC4K8yoAVwE+cc490Q/nTVuugesnOJSzZuSQqTUl+Ca+Wvsq3XvwWowpHMbpoNKMLRzOqaBSDcwdHza0tIiIiIiKSrlI24FcQfMbaXwt8BfiKmQ0JylTanQN4OeeeBp7uwvweBh7uqvx6u2tmXcNTO55iVemqmMfLqstYsmNJzGP5WfmMKhzFqKJRjC4czeii0c1B96jCUQzLH0ZmRmb3FV5ERERERCRBKQmozWx8sFrpnDvYXrqOjknvMjh3cFLnVTdUs6V8C1vKt8Q8npWRxciCkW0C7TFFYxhVNIqRBSPJzsw+lqKn1Mp9K5Ma4TzZ80REREREpOukqoZ6K36AsRuJPWK29DGO7mlg0NDUwM7Kneys3BnzuGEMKxjW3IR8TNGYNs3K87PyY56baj969UfcveruTvcnjwzudt2c6/jUSZ+Kf4KIiIiIiHSLVAXU1UAevl+x9HH3rrmXp3e2tKgvzi2mvLa8efu88ecxedBk9lTuYXfVbvZU7mHf0X00tule33kOx/6j+9l/dD+vlr4aM83g3MFtgu3w48Ccgd3ej3vlvpXcvepuoKW/eSJBdXik9LtX3c3CUQtVUy0iIiIi0kNSFVDvAqYA6vzax7U3NVZ4/xPbn+Cmkpv43zP+tzldQ1MD+4/uZ3flbvZU7Wl+3FW5iz1Ve9hTuYe6prouKeOh2kMcqj3E6wdej3m8KLuouQ93c6BdNIoxhb5Z+dC8occccM8bMY+b5t0UNSI6dBxUx3ptFUyLiIiIiPScVAXUjwHXAacDy1N0TUmxjuaZjjWlVnh/VkaWb5ZdNDpm3k2uiYM1B9ldubu5VjsSbEeC76r6qi55HpX1lWw8tJGNh2JPHZ6bmesHTmtVux1pVj6sYBhZGfH/tNp7Ta6YekWbtJrDW0REREQk/aQqoL4DuBr4nJn91jm3K0XXlRRJJOCLF1R3JMMyKMkvoSS/hNnDZrc57pzjSN2RllrtUHPyyOOh2kPJPblWahtr2XpkK1uPbI15PNMyGVEwosNm5TmZOUDs16S+vp5RjGrOT8G0iIiIiEh6StU81BvN7ArgAWC5mX0B+JNzrmva8EqP6kzAdyxBdUfMjOLcYopzi5k+ZHrMNEfrj0bVaIdru3dX7qa0urRLBlNrdI3srvJ5v7zv5ZhpSvJLogZKO3vc2Ty14ykA7lpzF+fnnc+ZeWdy/7r7uWvNXc3nKZgWEREREUkfqZo269/BaikwCfgVcK+ZbQQOAR2NRuWcc+d2cxElSSv3rex07WmsoHru8Lnd3h+4ILuAKYOmMGXQlJjH6xvr2Vu11wfDrfpw767czb6qfTS4hi4pS1l1GWXVZawuXR3z+GM1j/F4zeO4wy0B/gemf4D3T39/l1xfRERERESOXaqafC+GqKo/A3KBmR2c44J03TP/knSJeSPmcd2c6zo9/VM4qL5uznVpMbhWdmY24waOY9zAcTGPNzY1Ulpd2lK7Ha7hDh5rGmu6rDyta8t/u/63/Hb9bxmWP4yJxROZODBYiicyaeAkRheNJjND4/6JiIiIiKRKqgLqpSgw7rM+ddKnkpq+6ZpZ16SkZrqrZGZkMrJwJCMLRzJ3+Nw2x51zHKo91Bxsx2pWXlFfcczlKK0upbS6lBV7o2ehy87IZvyA8S3BdvA4qXgSxbnFx3xdERERERGJlqo+1ItTcR3pOckGxb0lmE6EmTEkbwhD8oYwsyR244uKuoqoYPuV3W/SlNkyevnBmoNJX7++qZ7N5ZvZXL65zbHBuYPbBNoTiycyrmgc2ZnZSV9TRERERKQ/S1UNtYgAA3IGcPyQ4zl+yPH84PE3+OOTxXzhgul87+IpbQZ3yyabeuqbtw1LetC0Q7WHOLT/EK/sfyVqf6ZlMnbAWCYMnNCmVrsr5tsWEREREenLFFCL9IAVWw9yx5N+nutvP7qeleV/YfnhXzYfj4zyvWfcnuZRvh2OOQMuYfm6YjJySsnIKWX6uBpKa3dypO5IUuVodI1sO7KNbUe2sZSlUccGZA/wgXarmu0JAyeQl5WX5DMXEREREek7FFCL9IAFE4fwhQum8+1H15MzdAnLDz/afOz6Wdczaoefh/qqGVeRnZ3dXHO9quLvZORcQN2Bs/nCBdO5bvGU5r7bW8v93Nhby7fy5pE32Vq+lZ0VO5MembyivoK1B9ay9sDaqP2GMapwVMy+2sMLhpNhGUldT0RERESkt0nVtFlnHsv5zrml8VOJ9C7XLZ4S1Ey3BNMLB13JVTOu4rEdjzXvu2bWNSzfcrC5Bjt3+KOcNW041y1+OxDdd7t1n/T6pnp2VexqDrS3HtnKm+VvsvXI1qT7aztc8zzbz+9+PupYflZ+m+bjkcfC7MKkriciIiIikq5SVUO9hORH+XaoJl36oHvX3BvVzLt2/wU8vu4EflawjQmhdHcv2czjy04gZ+gF5A73wffyw7/k3jVD4k5Tlp2R7QPa4onQajawI3VHomq1I8H29iPbqWuqS+o5VTdUs/7getYfXN/m2PD84UwsnhgVcKfTdF8r961MapC8ZM8TERERkd4vlYGqRjcSCazctzJqALKFg67k8XUnAPD9JzdzyXjjvDGOnz27je8/6UftrjuwmLOmDW8Owm9fefsxTTs2MGcgs4fNZvaw2VH7G5sa2VO1h61HtrLtyLbmGu2t5VvZd3RfUtcC2F+9n/3V+3lx74tR+9Nhuq8fvfqjTs+lDjQPJHfdnOv41Emf6sYSioiIiEg6SlVAfXYCaQqBacD7gVOA54CvAY3dWC6RHjFvxDyum3NdVBB3d/Emvv3oBgD+vj2Th3c4Gl3LFFhvPWE4F084iWEDcvj7jnu4fOo1jCs4kdqGRnKzuq6GNzPDj/w9dsBYTh9zetSxo/VH2XZkW5u+2luPbKW6oTqp6/X0dF8r963k7lV3AzT/yJFIUB0elf3uVXcnNRe7iIiIiPRuqZqH+ukEkz4M3G5mnwe+DXzUOfeh7iuZSM9wzvGuiR/BaqZxYNdYPvziC6zeWR6VptFFN+p4/PX9PP76fmAqmfmf5J51E7nn708AkJedQXF+dvMyMC94zI9+bD6en9W8np+dmfD0WAXZBcwYOoMZQ2e0eT77j+6Pbj4eBNu7K3d323RfEwe2DbY7O93XvBHzmD/gQ7xU8QCQWFDdeoqz+QM+pGBaREREpB9Ky77JzrnvmtmpwAfM7B/Oud/1dJlEjkVpRS1rdh1m1Y5y1uwqZ/XOcsoqa4OjbWtm42msnhi1XVPfRE19LfuO1MY+oQPZmdYmAG8ddLcXpA/IzSIjwzAzRhSOYEThCE4ddWpU/rWNtWw/sj0q2I7UblfUVXS6vBA93dfTRP9eNyB7QJu+2h1N97Vi60GeenFmVB/1SLB8xdQr2qRvHUzX7r+Ap9bNZMW8gyyYOCSp5yMiIiIivVNaBtSBXwLvAT4OKKCWXuPw0brmoHn1zsOs2VnO7vKani5Wu+obHQeq6jhQ1fmByDIMBuTFDsIHhoLw4vxCivNPYsHgBZw32u8bkJvJkfrDzQH2tiPbumy6rzVla1hTtiZqf7vTfQ2bxH++7Xi+8y+fLhxU19fXM4pRzXnECqbrDizmCxdMVzAtIiIi0g+lc0C9PXic1aOlEOlAZW0Da3f5wHn1Tl/7vO3A0S7JO8scDaFm32MH51OYk0V5dT3l1fVU1/f88AJNjubyJKMwJzMIvodRnD+a4vwzOT4/m/mDDcs+REPGPqrYTUXDbg7U7WJf9Q7K6w4lda14031Nmj2SPWUDaKicQlaRbzVw15q7OD/vfM7MO5P7193PXWvuaj4nHExft3hKUmUSERERkd4tnQPqEcGjJq+VtFBd18jre4401zqv2nmYLWVVuGQnhAMG5mUxe+wgGpqaWL6lZV7oS8Y3ct4Yx7aC45tH+d55qDoqeKtraOJITX1zQFteXc+RYIne1xC9XVNPRU1ytb9draqukaq6xg5q8AuB44IlkFFNRk4pufkHyCs4QGZuGS57P/W2H2fJPa/qhmqqeZPsGIOKP1bzGE/UPEHT4abmfQqmRURERATSO6C+Pnjc3mEqkW5Q19DEhr0VrAoFzxv3V9LYlHz0XJCTycwxxcweU8ysscXMGTuICUML+PHTW/j2oy3zNn/m3ClMOOpH+/7Y6RPIzs5uPh55vG7xFHKyMigpyqWkKLfTZWlsclTUxA64I0F3e0H6kZqGY3odjllTPk0146muGU91VGV1E5Z9mIycUr/klrWsZx85tkvSFLWdPehFZk6sYsDwQ6wurWL6kOnkZOYc0zVEREREpPdJq4DazAYD84GbgQsAB/ylRwslfV5DYxMb91eyZmc5q3f5ptvr91RQ19gU/+R25GRlcOLogcweU8zssYOYPbaYycOKyMyIHn367iWbo4LpL1wwnatPHc1jj21o3hepAY0VVCcrM8MYVJDDoILOB4HOOarqGn2AfTQ6CD/Sqra8vFUgXl5dT11D8q9rxzJw9UNorB9CY9Xx0YesNjrAzinzS24plpFE3/Gcg2w8+gzfXvEM4OfSnjFkBrOGzWJ2iZ/be0zRmE6NNi4iIiIivU9KAmozS7az50b89FkiXaKpybGlrIo1QeC8emc5r+0up6Y++SAvK8OYPmoAs8YMYs5YX/s8bcQAsjMzOjwvVjB93eIpVFe3nc+5O4LqZJkZRblZFOVmMWZQfqfPr6lvbD/ojtE8PZzmaF2SHyUul6aaMTTVjGl9AMs60hJk57YE3JZ9kETj4fqmelaXrWZ12Wp+za8BGJQzmNnDZzFn2BxmlcxiZslMBuQMSK78IiIiIpKWUlVD3dlqmgbgj8DNzrnyeIlFYnHOseNgNat3tTTbXrvrCJW1yfcfzjA4bviAoMl2MbPGDmL6yAHkZWd2Kp8VWw/GDKY7Eiuonj9xcK8bXTovO5O87ExGDGw7hVU89Y1N7dZ8H2m3ZtzXpFfUNsTo7264hmIaG4ppPDq1eW/O0CXNo30DuKYsLKNz75vDdYdYunMpS3cubb7WiLzxzCqZxcIxczlp+BymDppKZkbn3jsiIiIikj5SFVB/PYE0TUAF8CbwvHOutHuLJF1pxdbk5uBN9rzWnHPsPVLjR9oOguc1u8o5fDS50acjJpcUMmtsS7PtE0cPpCDn2P9sFkwcwqfPPY47ntzYqYGtwkH1p889rtcF08cqOzODoUW5DE2y33hlJPiOMZhbZH1N5V95s6klmI4MQNY6yG6sHgMZ9WTm7k+wBI59NdvYt3MbT+z8BwAZ5DI8ZyrHFZ/IglEnce7k+YwvHhUnHxERERFJFykJqJ1ziQTU0kv94PE3Oh0YQkuT50+fexw3v3Vap65ZVlnr+zwHcz2v3lVOaUVtZ4seZezgfGZHgucxxZw4ppji/OxjyrMjN791GqcfV9LpoPi6xVN6Zc10T8vMMIoLsikuaP+e3rvmXv628g/N25FguiDTcfTAYqBlnurM/F3UlV7I0YOnkJm/k8y87WTm7yAjfwcZWVUJlamJWvbWvcbe0td4pvQPfH81WMNgijOmMr5wOrOHzeYtY2dzwqihDCnMUZ9sERERkTSTVoOSSe+zYutB7nhyI9C5fr3h/sN3PLmxw8Cy/Gg9a3YFA4bt8HM97zrctp9xZ4wYmBvV53nWmOKkaj2PVbJBsYLprnfvmnu5feXtzduRYDp6CjN/LBJU5wx7hI+eNpHZRZezaX8lm0sr2VhawZaD26nP3kZmfhBk5+0m0aEkXNYhDrOCw9UrWL0dfrUtg6aa0WTVT2BE7jSOHzST2SOmcNyIAUwZVsTYwflkZCjQFhEREekJCqjlmCyYOIQvXDC9U4NlxRqMKxIgVtY28NouHzSv2lnOmp2H2Xrg6DGVcUhhDrPGtPR5nj22OKn+u9J3tRdMx57CzKeJBNUPvHE3N83L5cZzr2k+v6nJsedIDZv2V7JpfyVv7D/I62Xr2XF0HTUZW8nM305GTtScX+0yayIzfycufyd7eY691bBkUwGNa8fRWD2OjLoJTCiawXElw5g6vKh5mTi0sNN9+0VERESkc1I1ync+cGmw+Ui8/tFmNgy4MNj8rXPu2DrCSrfqzAjUrYPpDy0cT352Bp/5w6us2VnOptLKGANHJW5AXhazQlNVzR5bzJhB+WoqK+1auW9lzGC64ynM/HYkqL595e3MHT6XeSPmAZCRYYwZlM+YQfmcNW0YMAk4GYBDVXVsLq3k1d07WLl3FRuPvE5Z3RvUZ23HMhPrtmBZR8kq2kBWkS/bbmBH5TCeKB1H40vjaaweB3UjGTdkAFOHFTFleFHwWMjUYQM6bPYuIiIiIolLVQ31ZcAvgF3AbxJIfwi4DRgN1AG/676iSVeIF1TXNTTxvw+v477ntzafk2HwwPLtSV8zPzuTmWMGhoLnQUwYUqDmr9Ip80bMY37x5bxU/vuoYDr+FGZ+O3f4o8wvvrw5mI5ncGEO8wuHMH/iEGBO8/6q2jqe2fY6y3auZO2BNew6up4qtwsssV+YMnNLycwtJXvQSgBcUzb7a8aw9+B4nt41jsbq8biGYgBKinKZMqwwqkZ7yrAiRhXn6ccnERERkU5IVUB9SfD4e+dc3LlnnHMNZvY74LPAu1BA3SvECqofe20vTcDaXeU0NkUHBk2dqInOycrghFEDmR30d54zbhBThhWRqeBZjtGKrQd5avlcMvMH01g9sZNTmEHj0Yk8VT2RFScd24j1hbk5XDDtJC6YdlLzvqr6KtaUruWZHS/zyr5VbD7yOkcbDyeUn2XUk1WwFQq2Nu9rqh9IY/U4yqvH89LecbywdSy4nJYy5GQyJQiufZDtg+4JQwvjzqsuIiIi0h+lKqCeBzhgabyEIUvxAfXJ3VIi6Ratg+pXdhzudB5ZGcbxIwcEwbOvfZ42YgA5WfpCL12vZQqzxOYDjwgH1d01hVlhdiELR5/KwtGnAn56uD1Ve1hduprVpat5ed8q3ji0joYEe8VkZB8hI/s1sge+FuSXQVPtCBqrfTPx6urxrN5Zwuqd5VHnZWUY44cWMHVYdI32lOFFFOVqKA4RERHpv1L1TSgyseqOTpyzM3gc3cVlkW523eIp/GP1bl7bfSRuWjM4bnhRc+A8e2wxM0YN1GBKklK9ZQozM2N00WhGF43mgkkXAFDfWM+GQxt8kF22mjWla9hekVhXCrMmMvP2kJm3Bwa/AIBrzKOxelywjKexZhwNjYVsKa1iS2kVj72+LyqPUcV5LTXaoVrtYUW5aj4uIiIifV6qAurIfDGdmZco0g5R38h6oUtPHstru19vs39SSWEwaJjv83zi6IEUqoZL0kBvncIsOzObmSUzmVkykyu4AoBDNYdYU7aG1aWrWVO2hjWla6ior0goP8usIatoI1lFG5v3NdUNbQmwq8fRVDOKyL+PPeU17Cmv4dlNZVH5DMzLCg2GVtRcuz1uSIG6aoiIiEifkapIZh8wEZgJLE/wnFnBY4cjgkt62lRaGXP/ZfPHJdykVkSSMzhvMGeOPZMzx54JQJNrYmv51uYa7NVlq9l4aCONLrG5sTNyDpCRc4Ds4lcBcE1ZNNWMbg6w/YBngwj//nmkpoFXth/mle2Ho/LKycxgUklhcx/tKUET8sklReTnqGWKiIiI9C6pCqifx88b8zHgngTP+QS+33WiAbikibuXbI4avXtQQTaHj/o+nonMUy0iXSvDMpg8aDKTB03mXVPfBcDR+qO8fuD15prs1aWr2V+9P6H8LKOBzILtZBa0/J03NRTRWD2epuam4mOhqW2jpLrGJjbsq2DDvugaczMYMyi/uX92uK/2kMKcNvmIiIiIpINUBdS/AT4IzDezO4CbnIs927D5Tne34wcjcyQ2zZakidbzTEcGeQrvV1At0vMKsguYP3I+80fOb963t2pvVID9+oHXqWmsSSi/jKxKMga8DgN8Vw/nLBjwbBxN1eN9sF03DIg9uKBzsPNQNTsPVbNkQ3TDpCGFOUwamk9OTQYj8h35mw4wY8wQxgzK1zR5IiIi0qNSElA75x4xs38D5wA3AIvM7P+AZ4A9QbJRwJnAjbQE00udcw+looxy7NoLpiH+PNUi0vNGFo5kZOFI3jrhrQDUN9Wz8dDG5mbiq0tXs/XI1oTyMnNk5u0lM28vDF4BgGvMpbFmXPOgZ03V43GNRXHzOlhVx8GqOiLB+F+3rQL8XPSThxW2qdGeWFJAbpaaj4uIiEj3S+VoUJcBS/D9qE8G7u8grQFrgPd2f7GkK3QUTEcoqBbpXbIzsjlh6AmcMPQELudyAMpry1lbtrZlVPGyNZTXlsfJybPMWrIKN5FVuKllX8MQ6qpaRhVvqh0NLrF/TdX1jby2+0ibGQUyM4zxQwpa+mhHBkYbXsTAvOwEn72IiIhIfCkLqJ1zB83sVOA24ONAQTtJq4CfAF9xzlWnqnySvESC6QgF1SK9W3FuMaeNOY3TxpwG+Lmxt1dsb24mvrpsNW8cfIMG15BQfi7rINnFB8ku9rXOGWRRyHiaasZz+NAoaqvG4uqH0JkJHxqbHG+WVfFmWRVPrIvuFz58QG5UP+3I44iBmuZLREREOi+l8xUFAfJnzOzr+Obfc4GS4HAZsBJ4yjmXWHWH9LgVWw8mHExHxAqqUzmXr4h0HTNjwsAJTBg4gUumXAJATUMN6w6uaw6y15StYU/Vnjg5eU00UMEWyNtC9ijIBgqzihmaNZXqA4OpqZpARdVEKmqSq2neX1HL/opant98IGp/UW5W1KjjkUB7wpACsjJj9/sWERER6ZEJgIOA+cFgkV5swcQhfPrc47jjyY0JBdMR4aD60+cep2BapA/Jy8pj7vC5zB0+t3lf6dHS5n7Ya8rWsLZsLdUNiTVCqmoop6rhZSgECsEwZg6YyJj84yliCg3V4yg7OJjN+6vZeySxQdRaq6xtYNXOclbtjP49NzvTmDC0sHke7SnDC5k6bABThhdSkNMj/0JFREQkjejbgByzm986jdOPK+l0UHzd4imqmRbpJ4YVDOPc8edy7vhzAWhoamDz4c0tc2OXrmZL+RYcMSeAiOJwbKt4k20Vbzbvy8/P58R5J/LuwTMZmn0cWXUT2Xc4h837K9lUWsm2A0dpbIqfd2v1jY5N+yvZtL8SXos+Nro4r02N9tThRQwtzFHzcRERkX4iZQG1mY0PVvc552rjpM0DhgM457Z3lFbSQ7JBsYJpkf4pKyOL44ccz/FDjufSaZcCUFFXwdqytc1Td60pW8PBmoMJ5VfdUM1L+17ipX0vNe8bWTiS2eNnc9XJs5kxeCaFNoEdB+rZtL+SzaVVwWMlR+sak3oOu8tr2F1ewzMby6L2F+dn++B6WFCjPbyIqcMGMGZwPpma5ktERKRPSUlAbWbnA48AlcBEoMOAGj9g2WtAvpmd55xb0q0FFBGRHjcgZwCLRi9i0ehFgB/wbGflTtaUrmHl3pU8t+U59jTuoZHEAuC9VXvZW7WXx7Y9BkCWZTFtyDRmlczinPlz+HTJLMYVjWdfRW1zLfTm0pbHssq6pJ5HeXU9L287xMvbDkXtz83KYFJJYZsa7UklheRla5ovERGR3ihVNdSX4odo/atz7lC8xMGI4H8GrgQux0+3JSIi/YiZMW7AOMYNGMfZo85mVuksGlwD4+ePZ8ORDc19sndV7koovwbXwOsHXuf1A6/z+w2/B/yo5TNLZjKnZA6zJs3ivQtmUZxbDMDho3WhALuqOejecegorvOtx6ltaGL93grW761o9Txh3OCCINAujJpTe1BBTucv1EVWbD2YVCuiZM8TERHpjVIVUC8CHPBYJ875Fz6gXtQtJRIRkV4ny7KYOXQmC8YuaN53oPpAczPx1WWrWVu2lqr6qoTyK68t57ldz/Hcruea900cOJHZw2Yzq2QWs4fN5j3jjiM7o2VU8Zr6Rt4sq4qq0d60v5ItZVXUNTR1+jk5B9sPHmX7waP8e330sZKiHKZE5tFuHhitiNHFed3aT/sHj7/R6cEmoWUaxU+fexw3v3Vat5VPREQkXaQqoJ4YPL7RiXM2BY+TurYoIiLSlwzNH8ricYtZPG4xAI1NjbxZ/iZrytawqnQVa8rWsOnwJppcYsHu1iNb2XpkK3/b/DcA8jLzOGHoCc0B9uxhs5k+cgQzRg2MOq+xybHrUDWbSivYvD+o0Q4C7vLq+qSeW1llHWWVB3nhzei+5AU5mT7QblWjPWFoITlZxzbN14qtB7njyY1Ay/SGiQTVkWAa4I4nNyY1WKWIiEhvk6qAOnKdzoz8Ekmb18VlERGRPiwzI5Opg6cydfBU3n3cuwE4Wn+U1w685gPs0jWsLltNWXVZnJy8msYaVu5fycr9K5v3Dc8fzqxhs5prsk8ceiIF2QWMH+qXc6a3nO+c40BVXdsa7dIqdh1ObOqw1o7WNbJmVzlrdkVP85WZYUwYWtDSRzuo3Z4yrJABeYnN3b1g4hC+cMH05uA4kaA6HEwDfOGC6QqmRUSkX0hVQF0GjAImAyvjpI2YHDwmNsSriIhIOwqyC1gwcgELRvqm4s459lbtZVXZquZpu9YdXEdtY7wxM7391ft5cvuTPLn9SQAyLZOpg6Y2B9hzhs1hYvFEMiwDM6OkKJeSolwWTh4alU9VbQNbSquiAu3NpZVsPVBFfWPnO2o3Njm2lFaxpbSKx1/fF3Vs5MC8YB7t6Km+hg3IbdN8PBI8tw6qrz51dJtrxgqmO9NMXEREpDdLVUD9Kj6gvhz4U4LnvD94XNsdBRIRkf7LzBhVNIpRRaO4YOIFANQ31vPGoTeaBztbU7aGbUe2JZRfo2tkw6ENbDi0gT++8UcABmQPYGbJTGYN8wH2rJJZDM4bHHVeYW4Ws8YWM2tscdT++sYmth882jyPdmRgtM37K6msbUjqOe89UsPeIzU8t+lA1P4BeVlRo45H1j92hu9xFQ6q6+vrmRA6V8G0iIj0d6kKqB8CLgLeY2aXOuf+2FFiM7sMeA9+ILO/dn/xRESkv8vOzObEkhM5seREPjD9AwAcrjnsBzwrW93cVLyiriJOTl5FfQXL9ixj2Z5lzfvGDRjX0he7ZDbTh0wnO7NtU+zszIygj3QR54f2O+fYd6Q2anqvSM32/orEatfblLOmgVd3HObVHYej9udkZjCxpIDjRxaxYW8lAN9/cjMXjTXeNs7xs2e38f0nNzenVzAtIiL9UaoC6vuBL+EHJ/uNmZ0K3OGc2xFOZGbjgJuBG/HB9A7gnhSVUUREJMqgvEGcMfYMzhh7BgBNroltR7Y112CvLl3NG4feoNElNkTIjood7KjYwcNvPgxATkYO04dOZ3bJ7OYBz0YXjm53BG8zY2RxHiOL8zhtaknUsSM19b5GO6jV3rzfNyXfdqCKpiSm+aprbOKNfZVt9j+8M5NHdjocCqZFRERSElA75+rM7D3AUqAIHzTfbGbbgT1BslHA+GDdgErg3c655H5yFxER6WIZlsGk4klMKp7EO6e+E4DqhmpeP/B6cw326tLV7Du6L05OXl1TnZ/uq3Q1rPP7huYNjWomPrNkJoXZhXHzGpiXzdzxg5k7PrpZeW1DI9sOHPU12lFNyCupqe/8NF8AjpaA/0MLxyuYFhGRfitVNdQ4514NaqYfAOYGuycQHURHvAx82DnXakZOERGR9JKflc/JI07m5BEnN+/bV7Uvam7s18peo6axJqH8DtQcYMmOJSzZsQQAw5gyaEpzM/FZw2YxpXgKmRmZCeWXm5XJtBEDmDZiQNT+pibH7vLq5v7ZkYB7c2klB6rqEsob4NcvbKfJwRfeNp3igsRGEhcREekrUhZQAzjn1gEnm9lbgYvxgXWkzVoZfgTwvzvnnkxluURERLrSiMIRjCgcwXkTzgOgoamBTYc3NddGry5bzZvlbyaUl8Ox6fAmNh3exF82/gWAgqwCZpXM8lN3BUF2SX5JnJyiZWQYYwcXMHZwAYuPjz52qKqOhzc9T2bt5OYm5K9sP0R5ddsB0ZyD37ywncde28stb5/B+FH7OHnkyW3SiYiI9EUpDagjnHOPA4/3xLVFRERSLSsji+lDpjN9yHQuO/4yAMpry3mt7LWoUcUP1x5OKL+jDUd5Ye8LvLD3heZ9Y4rGNA94NqtkFjOGziA3Mzep8v524z3cvepubpp3E1+++BruXrKZJRtKm48bLqrZN0BZZR1feOIOcoc/yuVTr+HLp92U1LVFRER6kx4JqBNhZlnAJcCVzrl393R5REREulJxbjFvGfMW3jLmLYAfwXtHxY6WALt0DesPrqfBJTZN1q7KXeyq3MWjWx8FgiB+8HQfYA+bxZySOYwdMLbdAc8iVu5byd2r7gbg9pW3s3zLQR5fdkLz8UvGN3L2KMdfD4xgaWgKrpyhS8gd7q/9+033UnFoEl9/28XkZSfWNF1ERKQ3SruAOuhnfSV+zurBcZKLiIj0CWbG+IHjGT9wPBdPvhiA2sZa1h1Y19xMfE3pGnZX7U4ov4amBtYeWMvaA2shGJFkcO5gZg2b1VyTPbNkJgNzBkadN2/EPG6adxO3r7wdgOWHf0nO0AuoO7CYz5w7hQlHNwDwkw/O4f+e3sbdSzZHBdMAtfsv4Pfrsli+bin/886ZnDlt2LG9OCIiImkqLQJqMxsPfDhYjovsDh6TmOxDRESk98vNzOWk4Sdx0vCTmveVVZc198VeU7aGNWVrqG6oTii/Q7WHWLpzKUt3Lm3eN7l4csvc2MNmM3XQVK6ZdQ3Ltxxk+eFf+nIMf5Szpg3nY6efw2OPbWg+9wsXTGdT7d9Zfjg6mK47sBiAbQeOcuXPX+Ti2aP46sUnMHxg3jG8GiIiIumnxwJqMysCLsXXRp+BD6DDQfSLwJ+AP/dIAUVERNJQSX4J54w/h3PGnwNAY1Mjm8s3R82NvfnwZlyCv0dvKd/ClvItPLT5IcCPWj44czJv7iohI3su2cWvAL6m+v51AxjFqOZz711zb3PQDdHBdNg/Vu/h6Q2lfP6C4/ngqRPIzOi42bmIiEhvkdKA2nzHrbfhg+h3APmRQ8HjK8AvgT8753amsmwiIiK9UWZGJtMGT2Pa4Gm8b9r7AKisq2TtgbV+buygufjBmoMJ5VfdUE11w2vkxhg0/K41d7EgZwEX5l/I/evu5641dzUfWzjoSh5fd0LbkwIVtQ189aHX+NPLO7ntXbOYNba4c09UREQkDaUkoDaz2fgg+gpgRGR38LgOmIGvlf62c+4PqSiTiIhIX1WUU8TCUQtZOGoh4Ac82121O2rarnUH1lHfVN/pvFfUrWBF3QpY07Lvpnk3cc2sa7i7eDPffnQ9/3HOVEYPyuebj6ynvDr6Gqt3lvPOu57lykUT+ez50xiQp7mrRUSk9+q2gNrMRgAfxPeLnh3ZHTzuBX4HPOCcW2lmTd1VjmSY2beB/wztOts5tyTOORcCHwcWAMOAUmAF8FPn3CPdVFQREZG4zIwxRWMYUzSGCyddCEBdYx0bDm5oHlV8delqdlZ2vnHYhIETmFUyC+cc1y2ewvyJg1kwcQgAbz1hBP/78Hr+vDI63yYH9z2/lYfX7OFrl5zIRbNGxh19XEREJB11eUBtZu/H10afB2TSEkRXAX8FHgAed86lVRAdYWYnAZ/pRPoM4KfANa0OjQmWd5nZPcAn0vU5i4hI/5OTmeNH/B42iw/O+CAAB2sO+mbiQZC9tmwtlfWVHeaz7cg2rnnsGk4ceiIfmfkRzht/XvOxoUW5fO+yObzv5LF8+a9r2FxaFXXu/oparv/NSs6aNoz/fueJTBha2PVPVEREpBt1Rw31b/DNtw1oBJ4EfgU86Jw72g3X6zKh4DgL2A8MT+C022gJpl8BvgNsBqbga7nnAtfia6z/q4uLLCIi0mWG5A3hrHH/n737Do+q2P84/p70RoCEXqUqCEq1gQQsoKKCAoqKioJYuCq26/159Yr1Wq6Kil0EKaL0ooD0KkpHkCq911DSy87vj02WTXZTSSP5vJ5nn5w9U86cTAj57syZiSKqdhQADutg1+ld/HnsT8ZtG8fG4xuzLPvXib94ftHz1AqrxYOXPki3ht0I9nMulXJ1g0hmPt2Bb5bs5JN520lMyfj58qJtx+j80WKevK4hj3SoT6Cf9q4WEZELg08h1n0WeBToaq0dU9KD6TRP4ZyyvQUYllNmY0xj4Pm0t6uAdtbaH621K621PwLt084DvGCMaVgIbRYRESkUPsaHBhUacDLhZIZg2i+bz+P3x+znrT/eosuELnyx/gtOJZwCIMDPh4GdGjLnmSiivOxLnZji4H+zt3HLx0tYvuNEgd+LiIhIYSisgNoAYcA3wEFjzCfGmCsL6VoFIm0v7DfS3j4GJOWi2CDOjfI/aa3NsBFo2ocIT6a99QOeOf+WioiIFJ1hG4YxZM0Q1/vOQZ0ZXGEwj176aLblohOj+Xzd53Se2Jn//vFfDsQcAKBOZAgjHmrL5/e1omp4oEe5Hcdiueeb33l23DqOxyQW6L2IiIgUtMIIqOsBg3FOezY4F+gaCPxmjNlmjPmPMaZBIVz3fH2G80OA7621i3LKnLYFWLe0t1ustb97y5d2fmva225Gq66IiMgFInMwPbD5QDoEdQCg36X9GNRqUI51xKfE88OWH+g6qSv/XPxPNp/YjDGGW5pXZ+6zUfS95iK8bUs9ac0Brv9gEWNX7MXhyN2e2iIiIkWtwANqa+0ea+3r1trGQDuczySfwhlcNwReBbYZY5YbY54wxkQWdBvyyhhzF3ArcJJzU7hzUg+okXacUwCenl4TuCiv7RMRESlqmYPpQa0G8WCTBzPk6dfcM6iuG17Xa32pNpWZu2Zy1893MWD2AJYfXE5YoB+Db7+Uaf9oz2Ve9qU+HZ/M/03aQM8vf2PzoTPnfU8iIiIFrTCfocZau9xa+xhQHegFTAdScAbXVwKfAgeLqj3eGGMqAB+nvX3RWns8l0Wbuh1vySGve3qTXNYvIiJSLLwF0/2aZ97MwilzUL3nzB7ua3Ift9a/FT/j/Vnr5YeWM2DOAO7++W5m7JzBJdVDmfxEO97odinlAj3LrNl7ils/XcrbMzYTm5hyXvcmIiJSkAptH2p31tokYCIw0RhTCbgX5/7UrQF/nKuCA3xnjLkHmABMs9aeLoLmvQdUA5aRi4XI3NRyO85p4859bse183ANjDG1cshSLf0gPj6e+Pj47PJmKyEhweuxFC31Q8mhvig51BdFZ92xdR7TvO9teC/x8fFZ9sO9De8lOTmZzzZ8BsCYzWP4utPXDGgygLHbxzJl5xTiUzz/f9p8cjMvLnmRIWuGcG/je7m92e10aHAl787ezoyNRzPkTXVYvl68k+nrDvDvmxtz/SWeC5uVJfo3UTKoH0oO9UXJUVL74nzipOwYa4vvuSRjTFPgQZwBds200+kNSgbmAxOstd8V0vWvxTkdOxVoaa3d6JY2GOf0dIBO1tqFmcq+gDMYB7jZWjsrm+vcDMxIe/u8tfaDPLQx1x307bffUqlSpdxmFxER8Wpe/DwWJC6gc1Bn1zPTubE4YTGzE2bTKbAT1wdf7zof74jnj6Q/WJ64nFgbm2X5YBPMVQFXcVXgVew7E8b4nT4cT/S+9Eizig561HMQ4bmumYiIiIfjx4/Tv3//9Le1rbU5DYrmSpGMUGfFWrsJeNEY8y/geuAB4A4gFAgAbgI6AwUeUBtjAnA+322Aj9yD6VwKcjvOaUVw92VKg/N4HRERkSJ1ffD1NPBvwEV+F+WpXIegDtTxq+NRLtgnmI5BHWkX2I51SetYmriUEw7PrbHibTwLEhewJHEJrQNaM+Cya1hzqDJzDhhSbcbAemO0D9tOG26q5aBjdYtvkT80JiIiUswBdTrrHCafC8w1xoQCPXAG1x1xBryF4SXgEmAv8Fo+yrvPXwjIIa/75+d5nWuQ0xTxasBKgA4dOlCrVk4zxLOWkJDA4sWLSa8rKCgohxJSGNQPJYf6ouRQX5QMBdEPXelKqiOVxQcXM3LLSP46+ZdHnhRS+CPpD1Ymr+S6ptcx5LqejFli+H1XdIZ8SQ7DtL2+bE4IZXDXi2lVp0K+7utCpH8TJYP6oeRQX5QcJbUv9u8vkAFpDyUioHZnrY0FRgIjjTG1gfsK+hrGmEuA/0t7+2TaNfPqrNtxWA55Q92OY/JykZymIrjvwhUcHExwcMEMgAcFBRVYXZJ/6oeSQ31RcqgvSobz7YdbGt3CzQ1vZvWR1Qz/aziL9y/2yOOwDubum8vcfXO54qIrGNjkdn5cHMyJmOQM+bYfjeW+4Wvo3bY2L950CRVDc/qcu3TRv4mSQf1QcqgvSo6S1BeF1Y4SF1C7s9buA94phKqfwTmqvBMIMcb09pKnmdvxdcaY9MW/pqcF4O6Bbk7Dwu6jzPuyzCUiIlKGGGNoU60Nbaq1YXv0dkb8NYIZO2eQYj1X8l5xeAUrWEGDZo1olnQji9fWxFrfDHl+XLmP2ZuO8NItTejRqmaGD51FREQKQ4kOqAtR+hTs+sDYXOR/xe24HhALbHI7d0kO5d3TN+fieiIiImVKo4qNeKv9WzzZ8klGbxrNhO0TiE32nEC24/R2YDt1L69Kyqlr2b+nOdhzT1adjE3i+fHrGb9qH2/d0YyGVcoV4V2IiEhZoyU88m8X5/bQjsohb/oSqQeA3YXVIBERkQtdtdBqPN/2eWb3nM2gVoOoFOx994oTiUc4HTyBSk3fJ7TaHIzv2Qzpf+w6yc0fL+H9X7cQn5RaFE0XEZEyqEwG1NbavtZak92LjAuVdXJL251WhwWmpqVfYoy5ytu10s6nj1BPtcW5T5mIiMgFIjwgnH7N+/Frj1957ZrXuCj8Iq/5Eh0x+FScR7nG7xJYbTLG/7grLTnV8tmCHXQesogFW496LS8iInI+ymRAXYCG4NzDGuBTY0yGJ93T3n+a9jYlLb+IiIjkUoBvAHc2upOp3afycaePubzy5V7zWVIIqPgHYQ0+IKjmaHyCzi1Zsu9kPA8NX8kTY1Zz+HSC1/IiIiL5oYD6PFhrtwHvp71tAywzxtxtjGljjLkbWJZ2HuB9a+324miniIjIhc7H+HBdnesYfctoRt48ko61O3rPaCz+4RsJrfcZwXW+wjd0C+CcHDZjw2Gu/2Ah3y3dRUqqo8jaLiIipVdZXZSsIP0bqAI8DLQEfvSSZxjwclE2SkREpLRqWaUln173KTtP7WTEXyOYvnM6KQ7PlcH9QnfhF7qL1ISqJJ3sQMrpy4lNgtd/3sSktft5q3tzLq9doehvQERESg2NUJ8na63DWtsP6IrzmeqDQFLa16nALdba/tZafRQuIiJSgOpXqM/r7V7n1x6/8nCzhwnzD/OazzfoCME1xhPa8D38IxaDTwIbD5yh++fLeGXKRk7HJ3stJyIikhMF1Fmw1g52W4hsYS7yz7DWdrfW1rTWBqZ97W6tnVkEzRURESmzqoRU4ZnWzzCn5xyea/0cVYKreM3n43+GoKozCGv4DgGVZ4HvGUb9vofrP1jE1HUH0LqhIiKSVwqoRUREpFQICwijb7O+zOoxizfavUGD8g285jO+CQRWWkhog3cJrDaRE0n7efrHdTzw3Qp2Hffc+1pERCQrxf4MtTGmLnAf0AIoD5wB1gE/WGt3FV/LRERE5ELk7+tP94bdub3B7SzZv4TvNn7HmqNrPPIZn1QCKq7Ev8IqUmKasGx/FF2GnGRgx4Y81rE+gX6+xdB6ERG5kBRrQG2MeRZ4G/AHjFvSncB/jDH/ttb+r1gaJyIiIhc0H+NDVO0oompHse7oOkb8NYL5e+djyTi12xiLf7lN+JfbRErcRXzyewemrGvNm90vo13DSsXUehERuRAUW0BtjLkL+B/OvSx+wbnF1CmgNnA30AB41xiz11o7rrjaKSIiIhe+FlVaMKTKEHad3sX3f33PtB3TSHZ4LkbmF7Ibv5DdHEmcyYPjO3DzRbfwn1svp3K5wGJotYiIlHTF+Qz1cziD6R7W2tutte9aa7+y1r4MXIwzyDbAs8XYRhERESlF6pWvx+BrBjO752z6N+9PuYByXvP5Bh4juMZE5scO4rpvX2XYsk04HFq0TEREMirwgNoY0ymXWZsBu6y1UzInpG0x9WHa2+YF1DQRERERACoFV+LpVk8zp+ccXmjzAlVDqnrN5+N/FiJ+4aOtDxA17DmW7Py7iFsqIiIlWWGMUM8zxvxgjKmeQ74kIDyb9PJu+UREREQKXKh/KA9c+gAze8zk7fZv07BCQ6/5jG8ipwLm8Pjintz245NsOLq1iFsqIiIlUWEE1HuA3sAWY8xzxpislshcBkQaYz40xvi7JxhjLgLewTklfGkhtFFERETExd/Hn9sa3Mak2yfx+fWf06JSa6/5jElld+JC7p3Zk7unPMLqw6u1f7WISBlWGAF1E5wrdwcA7wHrjTEdveR7Fefo89PAPmPML2kj24uBbUBjIDEtn4iIiEihM8Zwba1rGdV1BD/c8gOtIqPAGq95N53+nb6/9uXu6fcxb+88HNZRxK0VEZHiVuABtbU2IW1hsWbAbKAp56aB13DLtxq4CdgFVAFuxjmy3R7n6uM7gZustZ4bR4qIiIgUsuaVm/P9rUOZ3G0qTUK7YB3eN0fZHL2BQQsGcfvk25m4bSKJqYlF3FIRESkuhbbKt7V2h7X2ZqAnsB9nsLzZfRq4tXYR0AjoADwFvJL2NQpoZK1dXFjtExEREcmNhhXrMa7n/xjdeRpVHbdiU4O95ttzdg+Dlw+my4QufLvhW04nni7iloqISFEr9G2zrLWTgEtwPhMdSKZp4NZpqbV2qLX2rbSvS6weSBIREZESpEXN2szp+zaDW4zF79QdOJIreM13IuEEH6/5mM4TOvP+yvc5HHu4aBsqIiJFpkj2obbWxltrXwIuA+Zybhr4WPdp4CIiIiIlmTGGnq0asOjRV7iz0qckHOxNaoL3jU3iUuIYuWkkN0+8mX8v/Tfbo7cXcWtFRKSwFUlAnc5au81a2wW4CzgA3I1zNfDns1kNXERERKRECQ/y543uLZjQZyD1kl4mbu/DpMR633IrxaYwbcc07px2J0/MfYKVh1dqZXARkVKiSAPqdNbaCTingb+Pcxr4uzingXcqjvaIiIiI5MfltSswbeC1vHJdd3yPPEbsrn+QfPoybBYrgy85sISHf32Y+2bcx5w9c0h1pBZxi0VEpCAVWkBtjLnaGPO1MWaFMWZr2tevjTHtAKy1cdbaF4HLgQU4p4HP1TRwERERuZD4+hj6tqvHvOeiuLlxWxIO3kvsjudJOnk11uHvtcyG4xt4duGz3D7ldsZtHUdCSkIRt1pERApCoQTUxpgPgKVAP6ANzpW826S9X2yM+Sg9r7V2i7X2BuAe4BAZp4F7359CREREpISpGh7EZ/e2YsRDbaldrjaJR7oR+/eLJB67HkdKiNcye8/u5Y3f36DLxC58tf4rrQwuInKBKfCA2hjTH3gGMMAc4CGce0w/lPbeAE+l5XOx1v4EXAx8gKaBi4iIyAWq48VVmP1MB/7RqSF+lCPp+I3E/v0vEg53w5EU4bXMyYSTDF03lBsn3Mi7K97lYMzBIm61iIjkR2GMUD8OWOA7a+1N1trvrbW/pn29CRiGM6h+InNBa22stfYFoCWwCGiCMwgXERERuWAE+fvyfJeLmfn0tVxVPwJsAMnRVxO74zni999DanxNr+XiU+IZvXk0t0y6hX8t+RdbT24t4paLiEheFEZA3STt64gs0r9P+3pJVhVYazdZa68D7gO0eaOIiIhckBpWKcfYR67ig16XExEaAPiScvZy4nb/g7g9/UmJaeS1XKpN5Zedv9Bzek8em/MYfxz6QyuDi4iUQIXxjHICzinbkVmkR7rly5a1dqwxZnpBNUxERESkqBlj6NG6Ftc3qcK7s7YwdsU+wJAa15D4uIb4BB4kIHIx/uF/gnF4lF92cBnLDi6jSUQTHm72MDfUvaHob0JERLwqjBHqpTindP/XGFPLPcEYUx14E+eU8KW5qcxaG1PgLRQREREpYhVCAvjvnZcx8fGruaRaOdd5R2INEg72JmbH8ySdvAZjA7yW33xyMy8sfoFbJ9/K+O3jSbJJRdV0ERHJQmGMUP8HuB7nAmN/G2N+w7l6dzXgGpyj1wnA4EK4toiIiEiJ1rpuBNOfbM/wZbv4aM524pOde1Hb5AgSj9xO4vHrCY5YQViV5SQ4zniUPxBzgPfXvk+ICeGqwKu4IvEKgoODi/o2RESEQhihttauA7oAO4EAoCPOLbE64QymdwG3WGvXFPS1RURERC4E/r4+DOjQgLnPRXFj06oZE1NDiT/WiWObXiDkzF1UCqzhtY44G8f8hPnc9vNtvP3H2+w/u78IWi4iIu4KZZ9na+1SY0xjoB3QAigPnAbWA0utVtUQERERoWaFYL55oA2z/zrM4Gl/cfC02xIz1p8jB1rBgRZc2ewgqeXmsfXUZo86ElMTGbtlLD9t/YkudbvQt1lfmkY2LcK7EBEpuwoloAZIC5qXkstnpUVERETKqs6XVqNdw0p8Mm873y7dRarDfezBhz821qJc4MPcdW0yB+wMlh30/PPKYR3M3D2TmbtnclX1q3io2UNcXf1qjDFFdyMiImVMYSxKJiIiIiJ5FBrox//d0oRfnmpP67oVPdLPJqYybK4PB7bcx+stv6aFfwt8svhT7vdDv/PonEe56+e7mLFzBimOlMJuvohImaSAWkRERKQEuaRaOOMfvZp37mxO+WB/j/QNB07z3NiTmKN38UTIs9zT+B6C/bwvSrbl5BZeXPIiXSd1ZczmMcQlxxV280VEyhQF1CIiIiIljI+PofcVdZj/XBQ9WtXySHdYWHzYh8/+jOQS/3uZ02MOT7V8isigSK/1HYw9yDsr3qHzxM4MXTuUE/EnCvsWRETKBAXUIiIiIiVUZFggH9x1OWMfuYoGlUM90s8kG56d8BdP/bCVzjXv5deev/Lq1a9SN7yu1/pOJ57mqz+/osvELrz5+5vsPbO3sG9BRKRUU0AtIiIiUsJd3SCSmU934IUuFxPo5/nn26Jtx+j80WK+WbSX2+rfwdRuUxnScQiXVbrMa32JqYn8tPUnbptyG88tfI6NxzcW9i2IiJRKCqhFRERELgABfj4M7NSQOc9EcW3DCI/0xBQH/5u9jVs+XsKKXae4vu71jL5lNCNuGkFUrSivdTqsg9l7ZnPPL/fQ79d+LD2wFO1uKiKSewqoRURERC4gdSJD+Orey3mocSrl/T2D3x3HYrnnm9959qd1nIhNonXV1gy9fiiTb59Mtwbd8PPxvmvqisMreHzu4/SY3oPpO6aT7Egu7FsREbngKaAWERERucAYY2gRaXmpRSr3X1kLHy9bTU9ae4DrP1jE2BV7cTgsDSs25M32bzLzzpn0vbQvof6ez2QDbI/ezktLX+KWSbcw8q+RxCbHFvLdiIhcuBRQi4iIiFyggvzgpZsaM+0f7bmsVnmP9NPxyfzfpA30/PI3Nh86A0C10Go81+Y55vScwzOtn6FycGWvdR+OPcz7q97nxgk38smaTzgef7xQ70VE5EKkgFpERETkAtesZnkmP9GON7pdSrlAzynda/ae4tZPl/L2jM3EJqYAUC6gHA83e5hZPWbx+jWvU698Pa91n006yzcbvqHLhC68tvw1dp/eXZi3IiJyQVFALSIiIlIK+PoY7r/6IuY9F8Xtl9fwSE91WL5evJMbP1zE7L8Ou84H+AZwR6M7mNJtCp90+oSWVVp6rT/JkcSEbRO4fcrtPLPgGf489meh3YuIyIVCAbWIiIhIKVIlPIhP7mnJqH5XcFFkiEf6wdMJDBi1mv7fr2J/dJzrvI/xoVOdToy8eSQjbx5Jp9qdvNZvsczdO5f7ZtxH31l9WbRvEQ7rKLT7EREpyRRQi4iIiJRC1zaqzKxBHXj6+kYE+Hr+yTd38xFu/HAxXy3aQXJqxoC4ZZWWfHLdJ0ztPpU7G92Jv4+/12usPrKaf8z/B3dOvZMpf08hOVUrg4tI2aKAWkRERKSUCvL35ZkbGzNr0LW0axjpkR6fnMp/Z27h1k+Wsmr3SY/0+uXr89o1r/Frj1/p16wf5fzLeb3OjtM7eGXZK9w06SZGbBxBTFJMgd+LiEhJpIBaREREpJSrXzmM0f2u5OPeLagUFuCRvvXIWXp+uZx/TfyT6Ngkj/TKIZUZ1HoQs3vO5vk2z1MlpIrX6xyNO8oHqz/gxgk38tHqjzgWd6zA70VEpCRRQC0iIiJSBhhj6NaiJvOe7Uifq+pgvOxd/ePKfVz/4SImrN6PtdYjPSwgjAcvfZBZd87izXZv0qB8A6/XikmO4buN39FlYhde/e1Vdp7eWdC3IyJSIiigFhERESlDyof482b35kx6/BqaVg/3SD8Zm8Tz49fT++vf+fvoWa91+Pv6061hNyZ1m8Rn139G66qtveZLdiQzafskuk3pxlPzn2Ld0XUFeSsiIsVOAbWIiIhIGdSyTkWm/aMdr9zalNAAX4/0P3ad5OaPl/D+r1uIT0r1WoeP8aFDrQ6MuGkEo28ZzQ11bsDgZegbWLBvAffPvJ8HZj7Agr0LtDK4iJQKCqhFREREyig/Xx/6ta/H3OeiuLlZNY/05FTLZwt20HnIIhZsPZptXZdXvpyPOn3EtO7T6Nm4JwE+ns9qA6w9upanFjxF96ndmbR9Ekmpns9si4hcKBRQi4iIiJRx1csH80Wf1nzXtw21KgZ7pO87Gc9Dw1fyxJjVHD6dkG1dF5W/iFevfpVfe/7KI80foVyA95XBd53exau/vcpNE29i2IZhnEk6UyD3IiJSlBRQi4iIiAgA111SlTnPRPFExwb4+XhO3Z6x4TDXf7CQ75buIiU1+ynblYIr8VSrp5jTcw7/bPtPqoV6joADHIs/xpA1Q+g8oTMfrPqAw7GHC+ReRESKggJqEREREXEJDvDlnzddwoynr+WKiyI80mOTUnn95010+2wZ6/adyrG+UP9Q7m96PzPunMHb7d+mUcVGXvPFJscy4q8R3DzpZl5e+jJ/R/99vrciIlLoFFCLiIiIiIfGVcvx06NX8X7Py6gY4u+R/tfBM9zx+TJembKR0/HJOdbn7+PPbQ1uY+JtE/nihi+4otoVXvOlOFKYumMqd0y7g3/M+werj6z2uoWXiEhJoIBaRERERLwyxtCrTW3mP9eRu9rU8ki3Fkb9vofrP1jE1HUHchX4GmNoX7M9w7oMY2zXsXSu2xkf4/1P0kX7F9F3Vl/6zOzD3D1zSXV4X21cRKS4KKAWERERkWxVDA3gvZ6XM+7Rq2lcNcwj/XhMIk//uI77h61g1/HYXNfbrFIzPuj4AdO7T+fui+8m0DfQa74/j/3JMwufodvUbozfNp7E1MR834uISEFSQC0iIiIiuXJFvQh+fvJaXrzpEoL8Pf+MXPr3cboMWcyQudtISM79aHKd8Dq8fNXL/NrjVx67/DHKB5b3mm/PmT28vvx1ukzowjd/fsPpxNP5vhcRkYKggFpEREREci3Az4fHOzZgzjNRXH9JFY/0pBQHQ+Zu5+aPl7B0+/E81R0ZHMnAFgOZ3WM2/7riX9QIreE134mEE3yy9hNunHAj7618j0Mxh/J1LyIi50sBtYiIiIjkWe2IEL59sA1f9mlN9fJBHum7jsfSZ9gfPP3jWo6ezX7v6sxC/EO4r8l9/HLnL7x77btcEnGJ13zxKfGM2jSKWybdwktLXmJb9LZ83YuISH4poBYRERGRfDHGcFOzasx5Nor+7evh62Xv6qnrDnL9B4sY9fseUh15W63bz8ePW+rfwrhbx/HVjV9xVfWrvOZLsSlM3zmdHtN68Pjcx1lxaIVWBheRIqGAWkRERETOS1igHy/f2pRp/2hHi9oVPNLPJqTwypSN3PnFb2w8kPfnno0xXFPjGr7p/A0/3foTN190c5Yrgy89sJR+s/tx7y/3Mnv3bK0MLiKFSgG1iIiIiBSIS2uUZ9Lj1/DWHc0ID/LzSF+/7xS3D13KGz9vIiYxJV/XaBrZlPei3uOXO37hnkvuIcjXc7o5wMYTG3lu0XPcNuU2ftryEwkpeZt2LiKSGwqoRURERKTA+PgY7ruyLvOe68gdLWt6pDssDFu6ixs+WMTMDYfyPTW7VrlavHTlS8zuOZsnLn+CCoEVvObbd3Yfb/7xJl0mduHL9V9yKuFUvq4nIuKNAmoRERERKXCVywXy0d0t+KH/ldSvFOqRfvhMAo+PWcPDI1ay72Rcvq9TMagij7d4nNk9Z/PvK/9NzTDPIB7gZMJJPlv3GZ0nduadFe9wIOZAvq8pIpJOAbWIiIiIFJprGlZi5qBrefbGxgT4ef7puWDrMW78aBGfLfibpBRHvq8T7BdM70t68/MdP/N+1Ps0jWzqNV98SjxjNo+h66SuvLj4Rbac3JLva4qIKKAWERERkUIV6OfLU9c3YvagDlzbqJJHekKyg/d/3UrXT5bwx84T53UtPx8/brroJn7s+iPfdv6WdjXaec2XalOZsWsGvab3YsDsAfx+6HetDC4ieaaAWkRERESKxEWVQhn58BV8ek9LKpcL9EjffjSGu7/+nRfGr+dkbNJ5XcsYw5XVr+TLG79kwm0T6Fq/K77G12ve5YeW88jsR7j757uZuWsmKQ7PBdPWHFmTr3bkt5yIXBgUUIuIiIhIkTHGcNvlNZj3XBQPXl0X47l1NeNX7+e6Dxby08q9OPK4d7U3F0dczDvXvsOMO2fQp0kfgv2CvebbfHIz/1z8T26dfCs/bP6BuGTns92fr/ucB2c9yLANw/J03WEbhvHgrAf5fN3n530PIlIyKaAWERERkSIXHuTPa92aMXVgO5rVDPdIPxWXzIsTN3D318vZevhsgVyzRlgNXrziReb0nMOTLZ8kIijCa74DMQf474r/0mViF15Z+gpfrP8CgCFrhuQ6qB62YRhD1gwB4Iv1X2ikWqSUUkAtIiIiIsXmsloVmDqwPYNva0pYoOfe1St3R9P1kyW8M3MLcUn527s6s/KB5Rlw2QB+7fErr1z1CnXK1fGa71TiKabsmIKfOdeu3ATV7sE0wKBWg2hVtVWBtF1ESpYyGVAbY8KNMb2NMR8YYxYZY/42xpw2xiQZY44aYxYaY/5pjInMZX3XGGNGG2P2GGMSjDGHjTG/GmPuKex7EREREbnQ+foY+rarx7znouh6WXWP9BSH5ctFO7jxw8XM23ykwK4b5BfEXRffxbTu0/iw44c0i2zmNV+KzRjIZxdUewum+zXvV2BtFpGSpUwG1MAVwFjgWaAD0AAIB/yBykAU8C6wxRjTJbuKjDGDgSXAfUAdIBCoCnQGfjDG/GyMCSqc2xAREREpPaqGB/HZva0Y8VBb6kSEeKQfOBVPv+9X8eioVRw8FV9g1/X18eXGujfyQ9cf+K7Ld1xb89ocywxZM4Q3Vr6RYWVwBdMiZY/nvJqyYx+wAFiddnwI5wcMtYCewJ1AJWCaMeYKa+36zBUYYx4FXk17uwN4G9gA1ACeBjoBXYHvgHsL82ZERERESouOF1dh9jORfLbgb75ctIPk1IwLk/361xGWbD/Oszc2pu81F+HnWzBjRMYY2lZrS9tqbdkWvY3v//qeGTtneIxQp5u+azoLzAJuCr6J7X9u5/st37vSFEyLlA1lNaBeYK31/rCM0zhjTHdgMhCAM2i+0z2DMSYC5yg2wF7gKmvtcbf0n9PK3wbcY4z52lq7sMDuQERERKQUC/L35bnOF9OtRU1enrKB33eezJAel5TKm79sZuKaA7x1RzNa1alYoNdvXLExb7V/iydbPsmoTaOYsG0CcSlxHvlibAwT4ibAlnPnKgVXYuXhlew6vYvKIZWpFFyJysGVMxwH+WkCo0hpUCYDamttai7yTDHGbAUuBrzN++kPlE87ftE9mE6/hjHmCeAWwBd4AVh4Pu0WERERKWsaVglj7CNXMXntAd76ZTMnMu1PvfnQGXp88Rv3XFGHF7tcQvkQ/wK9frXQarzQ9gUGXDaA8dvGM3rTaE4knMi2zPH44xyPP55tnnL+5agU4gyuMwfcVUKquM6F+odivO0tJiIlQpkMqPMgfY8Gbx8hdk/7egaY5K2wtXa/MWYu0AW43hhTzlpbMPs+iIiIiJQRxhjubFWL6y6pwruztjJ2xd4M6dbCD3/s5deNh3n51iZ0b1GzwIPQ8oHl6d+8P/c3vZ+fd/zMiL9GsPvM7nzXdzb5LGdPn2XX6V3Z5gv2C3YF15WCK2Uc8Q6u7ArKKwRWUOAtUgwUUGfBGHMx0CLt7ZZMaQE4FzYDWG6tzfhRaUaLcAbUgUAbnM9ti4iIiEgeVQgJ4L93Nqdn65r8e/JGtmTan/pEbBLP/LSecSv38+YdzWhQOazA2xDoG0iPxj2ITozm4zUfF3j9mcWnxLPv7D72nd2XbT4/H7+MgbdbsO1+HBEUgZ+PQgCRgqJ/TW6MMSFATZzPPf+Tc9+fIZmyNsY5jRsyBdteuKc3QQG1iIiIyHlpXTeC6U+2Z8Sy3Xw4ZxvxyRmf5lu+8wQ3D1nCY1H1eaJTQ4L8fbOoKX+GbRiWIZgONsHE23Orjt9Y90aaRjblWNwxjsUf43j8cY7FOb8mpCYUaFvSpThSOBx7mMOxh7PN52N8qBhY0ePZ7syBd6XgSgT4BhRKW0VKkzIfUBtj+gLDs8nyDvBDpnO13I7353AJ948Ta+e+ZU7GmFo5ZKmWfhAfH098fP63kEhISPB6LEVL/VByqC9KDvVFyaB+KDnUF0592lbnusYVeXvWNuZtyfjMclKqg0/m/82UtQd45ZbGtG8YWSDX/H7z93y24TPX+85BnekQ1IF91ffx1eavAJizZw6Nwxsz6LJBGcpaa4lNjuV4wnHnK/44JxJOOJ+5Tjt3Iv4ExxOOE5McUyDtzcxhHZxIOJHjc+AA4QHhVAqqRKXgSkQGRbqOKwVVIjI47X1QJUL8Pbc4K2r6N1FylNS+OJ84KTvGfe+8siibgHodMMBau9JLmV7AuLS3j1trv8ym/ibAprS3Q621T+axfbnuoG+//ZZKlSrlpXoRERGRUmHDScPEXT5EJ3l/jrhlpIM7LnJQ/jwGXRcnLGZ2wmzX+/RgOrfpeZFkk4hxxHDWnuWs46zn17TjOOu58nhRCyCAcj7lKGfKOb+mHYf5hJ07Z8oRbIL1nLcUm+PHj9O/f//0t7WttTkNjOZKmR+hBqYAq9KOg4EGwF3AHcBYY8wga+3Pmcq4L1KW3fPTAIlux8Hn0U4RERERyULzCEvj8qn8ut+HBYcMDpsxcFt7wofNpwxdaztoX83ik8e4LjfBcvr79HzpX/MTVAeYACJ8I4ggItt8KTaFGBuTMfj2EoDH2lgcOPLcjtxIIokTjhOc4ARks5eOH36EmbAMQbe3ryEmBB9TMHuLixS2Mh9QW2tPAafcTq0EfjTG3A98D0w1xvSz1o5wy+M+dyGnzzkD3Y7zM88gp2ni1XC2mQ4dOlCrVk4zxLOWkJDA4sWLSa8rKEj7IxYH9UPJob4oOdQXJYP6oeRQX2TtNmDbkRgG/7KVtftOZ0hLSDVM3O3LlsRyvHbrxVxaIzxXdX6/+XtmbzgXTA9sPpAHmzzotR8605lGmxu5poXPTphNo0aNeLDJgwVzg/mU6kjlVNIp15Ty9Gnm3qacJzlyGi/KnxRSOGVPcSr1VLaBt6/xJSIownOaeVCk6zh9Gnr6Amv6N1FylNS+2L+/QAakPZT5gDor1tpRxphbcY5WDzXGTLPWnkxLdl9SMqflI0PdjvP8MExOUxHcp80EBwcTHFwwg+BBQUEFVpfkn/qh5FBflBzqi5JB/VByqC88XX5RMBMfr8T41fv478wtnIpLzpD+16Gz3PXtKh64+iKe7dyY8KCs965ec2RNhmemB7UaRL/m/TzyuffDY60ew9/fnyFrhgDw2YbPuKLmFbSq2qoA7i7/wkLDqFUx+8EXay1nks44F1KLP+ZaTO1Y/DGOxx3naPxR1yJrcSmFM9081aY6rx1/LMe8FQMrUimkEhEBESTFJlHOpxzRe6OpXr56hoXWgv30b6Q4lKTfT4XVDgXU2ZuKM6AOBW7i3OJk7kFuTkPC7iPM2e93ICIiIiIFwsfHcHfbOtzQpCr/nbmFCaszjlE4LIz4bTczNhziP7c1pWvz6l6f721VtRWPX/44X6z/Istg2pv0fEPWDOHxyx8v9mA6t4wxlA8sT/nA8jSo0CDbvHHJcR5Bd3rg7VrdPP4YpxNPZ1vP+YhOjCY6MTrDucXrFnvkK+dfLsMK5umrm2feYizMP0zPeUueKKDOnvvHYnXdjrfhnKjiC1ySQx3u6ZsLqF0iIiIikguRYYH8r9fl9Gxdi5enbOTvoxknDB49m8g/fljLuMb7eaPbpdSNDPWo44kWT3BV9avyHBT3a96PllVaXjDBdF6F+IdQ178udcPrZpsvKTUpwyi3K/B2207sWPwxTiacxGEL5znvs8lnOXv6LLtO78o2X5BvkDPIDski8E5LqxBYQc95C6CAOic13Y5dv32ttUnGmBXA1cDVxpgAa21WD5tEpX1N5NziZyIiIiJShK6qH8mMp67lmyU7+WTedhJTMgZui7cdo/NHi/lHp4YMiKpPoF/GvavzGxSX1mA6LwJ8A6gRVoMaYTWyzZfiSCE6ITpDsJ1+fDTu6LmgPP44KY6UQmlrQmoC+2P2sz8m++dt/Xz8iAyKzDC6nX5cJbiK61xEUITrOe/SaM2RNfn6Gc9vuZKo9PZuwejldrwhU9oUnAF1OHAn8GPmwml7SN+Q9naetfZs5jwiIiIiUjQC/HwY2Kkht11Wg/9M28jCrRmf0U1McfDBnG1MXneAN7s345oG2o60KPn5+FE5xDkinB1rLacST2UY8T505hBrtq7hrD2Lb3lfTiae5Hj8ceJTCmfv4RRHCkfijnAk7ghks6W3wRARFOF1lNv9uFJwJQJ9A7OuqAT6fN3neX4UAmDYhmGuRyGeaPFEIbawaJTJgDpt7+kfrbVZ7jRujHkGuCXt7S5gSaYs3wIvAeWBd4wxc6y1J9zK+wKf45wWDvB+wbReRERERM5HncgQhvdty6yNhxk8/S+OnEnMkL7zWCz3fvMHd7asyUtdm1ApLJCVu0/S9qLst7DyJr/lJGvGGCoGVaRiUEUaV2wMQHx8PNX3VQeg83WdCQ4OxlpLbHKs1xHvzNPPzyYVzriXxXIi4QQnErKJutOEB4R7jnh7mX4e6u/5WEJRW3NkDV+s/wLAtfheboLq9GAa4Iv1X+TrUYqSpkwG1MBg4ANjzERgKbAD55TuckBz4D6gXVreJGCAtTbD4v7W2pPGmBeBL3E+X/2HMeYtnCPZNYBBQKe07GOttQsL8X5EREREJA+MMdzcvDrtG1Xiwznb+P633ThsxjyT1h5g3pajtK5bkflbjvLiTZfweMfsF+py98XCHbw7awtPX9+IZ25sXMB3IDkxxhAWEEZYQBj1ytfLNm9CSoJz+zAvq5u7B+InE05mW8/5OJN0hjNJZ9hxeke2+YL9gl3BdpWQKp4j3mmBd3hAeKEtsNaqaisGtRrkCo5zE1S7B9PgXDH/Qg+moewG1AARwCNpr6zsBx621s71lmit/coYUwN4BWgAfOcl2wzg4fNsq4iIiIgUgnJB/rx626X0aFWLf0/ewPr9GVekPh2fzPwtRwF4d9YWgFwF1enBNMDH87bTvlEljVSXYEF+QdQqV4ta5bLfwCfZkezcyzuHEe8T8SdItdlstn0e4lPi2Xt2L3vP7s02X4BPgHPf7mxWN68cUpmKgRXx9fHNti5v3Feyd/96b8N7PfJ6C6bzMk28JCurAXUXoCvOUeiGQFUgEogHjgLrgJ+BcdbabDfYs9a+aoz5FRgIXJtW1ylgPTDcWju2cG5BRERERApKs5rlmfREO374Yw/vzdrK2UTvi169O2sLSSmpPH1D1iPO7sE0wIs3XaJgupTw9/GnWmg1qoVWyzafwzqIToj2vp93pmA8MTUx27ryK8mRxMHYgxyMPZhtPl/jS0RQhNeR7szTz/19M+7Z7i2oTk5OpjrVXXlKczANZTSgttZuBbYCHxZQfb8BvxVEXSIiIiJSPHx9DPdffRFdmlXjrV82M3Wd90Dko7nb2XMijrduv9gjzVswnZdp4lI6+BgfIoMjiQyO5GI8f07SWWs5m3w243ZicZ5TzY/FHyM2ObZQ2ppqU13X3nwy+11+KwZW9DrifUu9W5ixawYAn234jM5BnekQ1IHvN3/PZxs+c5UvbcE0lNGAWkREREQkK1XKBfFx75b0bF2LV6ZsZPcJzwmLk9YeYN2+aO6vAxFpizMrmJa8MsYQHhBOeEA49SvUzzZvXHLcuRFvt8A784j3qcRThdbe6MRoohOj2R69Pdt8sxNmMydhDvbUuYUJSmMwDQqoRURERES8urZRZWYN6sAXC3fwxcIdJKVm3Lt65/E43jzhS9faDrYv2sXQhbtcaQqmpaCF+IdQx78OdcLrZJsvOTU568Dbbfr5iYQTOKwj27rOh6X0B9OggFpEREREJEtB/r48c2NjurWowStTN7Ls74zbH6Vaw7S9vrD3XDB9aY1wEpJTmbRmP3UjQ6gTEUqlsIBCW3FZxJ2/rz/Vw6pTPax6tvlSHalEJ0ZnnFqedpz5me9kR3K+21M+sHypDaZBAbWIiIiISI7qVw5jdL8rmbb+IG/8vInjMUlZ5v3r4Bn+Ongmw7nQAF9qR4RQNzKEupGh1Ek/jgilRoUg/Hx9CvsWRDLw9fF1rgIeXIkmNMkyn7WW04mnz414pwXe3hZci0+J9yh/OvE0wzYMK7VBtQJqEREREZFcMMbQrUVNOjauwvuztzD69+y3LXIXm5TKlsNn2XL4rEean4+hZsXgDEF2nciQtNHtEEIC9Ce7FB9jDBWCKlAhqAKNKjbKMl/m1bwDCCAJ5wdPudmn+kKlf50iIiIiInlQPsSfmhVCCqy+FIdlz4k49pyIY4mXtZ4qlwukbkSIM8iOCHUG2pEh1I0IISJUU8ml+GUOptNX+T5U+5Brle/SGlQroBYRERERyYPMq3mH+FriUs8Fta3qVCA82J+9J+LYFx1Hcqr1Vk2uHTubyLGziazaE+2RFhbo5xrZzhBwR4RQo0Iwvj4KtqVwZQ6mBzYfSPV9zue3H2zyIP7+/hn2qYbSFVQroBYRERERyaXMwfRtdVK5oaZlT8jFfDhvBwBr9p7ixZsuYcRDV5DqsBw6Hc/eE3HsOekchd57Mtb59UQcZxNTzqs9MYkpbDp0hk2Hznik+fsaalUMORdwRzif304/DvL3Pa9ri2QOpge1GsS9De9l9r7ZrnPpwXNpDaoVUIuIiIiI5ELmYPrZ6xtQN24rAI+0r4u/v78rPf3r4x0bUKtiCLUqhnBNpvqstUTHJbPnRCx704Jt94D76NnE82pvcqpl1/FYdh2P9ZpeNTzw3PPa6VPKI0OpGxFChRB/TSWXbHkLpvs170d8vOfCZKU5qFZALSIiIiKSg8zB9Is3XULfK2swe/ZW17n0fae9BdXeGGOICA0gIjSAlnUqeqTHJ6WmBdpuAffJOPaeiGV/dDwpjvObSn7kTCJHziSyYvdJj7RyQX4ZF0hzC7irhwfho6nkZdqaI2u8BtPZ8RZUt6zSklZVWxVWM4uEAmoRERERkWx4C6Yf79jA60hcXoPq7AQH+HJxtXJcXK2cR1pKqoNDpxPSguxY55Ryt4A7Nik1z9dzdzYhhY0HzrDxgOdU8gBfH2pFBFM3ItMWYJHOkXhNJS/9WlVtxeOXP84X67/IVTCdzj2ofvzyxy/4YBoUUIuIiIiIZGnl7pNeg+nseAuq21xUkbYXRRRYu/x8fagdEULtiBDaUylDmrWWE7FJHs9rpz/DfTzm/KaSJ6U62Hkslp3HYoFjGdKMgWrhQW5BdsY9t8uH+J/XtaXkeKLFE1xV/ao8B8X9mvcrFSPT6RRQi4iIiIhkoe1FETx9fSM+nrc9V8F0Oveg+unrGxVoMJ0TYwyVwgKpFBZI67qeU8ljE1NcU8hdAXfa+wOn4kk9j6nk1sKh0wkcOp3AH7s8p5KXD/Z3WyAt457bVctpKvmFJr9BcWkJpkEBtYiIiIhItp65sTHtG1XKc1D8eMcGBT4yXRBCA/1oUj2cJtXDPdKSUx0cPBWfYfq4e8Adn3x+U8lPxyfz5/7T/Ln/tEdaoJ9z1P3cnttpI9yRIdSqGEygn6aSS8mjgFqw1hIbG8vJkyeJiIjAGMPevXvx8fEp7qaVSQ6Hg8jISAD1QzFTX5Qcpb0vfH19CQoKIjw8nNDQUK2sK1IC5TcoLmnBdE78fX3SttYK9Uiz1nIsJtHjeW3n1zhOxCad17UTUxz8fTSGv4/GeKQZAzXKB3vfczsyBE0kl+KigLqMczgc7N27l/j4eBwOB8HBwRhjSE1NxeFwFHfzyiRrLcHBwQDqh2Kmvig5SntfpKSkkJiYyOnTpwkODqZOnTql7kMDEbnwGWOoUi6IKuWCaOPlg4KzCcnsPRnndc/tg6fiOZ9Fya2FA6fiOXAqnuU7T3ikVwj2p7yvL5GBls1+O2lQNdy153aVcoH6oFIKjQLqMsxa6wqmwflLMigoCB8fH/z99TlfcUr/pe/np3+ixU19UXKU5r5ITU3FWudfmvHx8ezdu5e6devqD0ARuaCUC/Ln0hrlubRGeY+0pBQHB07Fe91ze+/JOBKSz++D0lPxyZzCsCfGsGbJ7gxpQf4+1IkIoU7aiPa5Z7hDqVkhmAA/fYAp+Vf6/iqRXIuNjXUF076+vlSpUgVrLcYYwsPDNTpSTBwOB2fOOLeoUD8UL/VFyVHa+8LhcBATE8Phw4dJTU0lPj6e2NhYwsLCirtpIiIFIsDPh3qVQqlXyftU8qNnE9OCbM89t6Pjks/r2gnJDrYdiWHbEc+p5D4GalQITguy0wJutz23wwIVLkn29BNShqX/cQpQrVo1wsLCMpwTEZGi4ePjQ3i4c3GgAwcOAHD27FkF1CJSJhhjqBoeRNXwIK6o5zmV/ExCsttz2+f23N57Mo6Dp+Ox5zGV3GFhf3Q8+6PjWYbnVPLI0ADXAml1IkPTFkpzBtyVwzSVXBRQl2kJCQmA85eY/mgTESl+YWFhGGOw1rpmEImIlHXhQf40q1meZjU9p5InpqSyPzqe7YeimfPbWo4nGEx4ZfafSmTvyTiSUs5vKvmJ2CROxCaxdu8pj7SQAN+0qeTpQfa5gLtmhWD8fEvXbCrxTgF1GZaa6tz2wNfXFx8fn1K3yI+IyIXGx8cHX19fUlJSXL+jRUQka4F+vjSoHEaNMF8Sd1nA0rnz5QQHB+NwWI6cTXCOZqeNbrtvAXY6/vymksclpbLl8Fm2HD7rkebrY6jpmkoeknFKeWQIIQEKw0oL9aSIiIiIiJQ6Pj6G6uWDqV4+mKvqR3qkn45LzhRknzs+dDrhvK6d6rDOFc9PxnlNrxQWmOl57XMBd2RogKaSX0AUUIuIiIiISJlTPsSfy0IqcFmtCh5pCcmp7I92X408LeA+Gcf+k/EkpZ7fzM7jMYkcj0lk9Z5oj7TQAF+P57XT99yuXj6oRE0lX7n7ZL72Ws9vuZJIAbWIiIiIiIibIH9fGlYpR8Mq5TzSUh2Ww2cSnCuSu1YjPzel/GxCynldOzYplc2HzrD5kOdiwX4+hloVgzMG3GlbgNWJCCE4wPe8rp0XH83ZxsfztvPiTZfweMcGuS73xcIdvDtrC09f34hnbmxciC0sGgqoRUREREREcin9+eiaFYK5JlMcaa3lVFwye9JGtDMH3EfOJJ7XtVMclt0n4th9wvtU8irlAj2e104PuCuG+BfYVPKVu0/y8bztALw7awtAroLq9GAa4ON522nfqNIFP1KtgFpERERERKQAGGOoGBpAxdAAWtSu4JEen5TKPtdU8nN7bu89Gcf+6DiSU89jDzDg6NlEjp5NZOVuz6nk5QL9PJ7XTn+Gu3r5YHx9ch9st70oghdvusQVHOcmqHYPpgFevOmSCz6YBgXUIiIiIiIiRSI4wJfGVcvRuKr3qeQHT8W7guzMe27HJJ7fVPKziSn8dfAMfx30nEoe4OuTNpXcc8/t2hEhBPl7TiVPD54zB9V9r6zhkddbMJ2XaeIlmQJqkUK2e/du6tWrd971WHt+n1gWBYfDwZYtW1ixYgUrVqxg5cqV/PnnnyQlJQGwYMECOnbsWCjX3r17N/Xr13d9n8aMGcO9995bKNcSERERKWi+PobaEc4Atl3DjGnWWk7GJp2bPu4ecJ+M49jZ85tKnpTqYOfxWHYej/WaXi08yBVsu++5fc8VtYGMQXVycjJ13cqW5mAaFFCLSAEaNWoUffv2LZZrjxw5MsOHDiNHjlRALSIiIqWCMYbIsEAiwwJpVaeiR3pcUsq56eOZ9tw+EB1PiuP8BmYOn0ng8JkEVuw66ZEWHuRHtfAgDp9xbjX24bwdXF3Fhy61HHy9dDcfzdvpylvagmlQQC3FrCwstV+zZk02bNiQZXrz5s0BaNOmDcOHD8fhcBATEwNAWFgYPj4lZ2uEnLgHtP7+/jRv3pzk5ORs77+gjBo1CnB+z2JiYpg7dy6HDh2ievXqhX5tERERkeIUEuDHJdXCuaRauEdaSqqDg6cSstxzOy4p9byufSYhhTOZVjZfftSH5Ud9gNIdTIMCailGZWWpfX9/f5o1a5ZjvtDQUJo1a4bD4eDMGeezLeHh4RdUQN20aVM++eQT2rZtS4sWLQgKCmLw4MGFHlD/9ttv/P333wB89NFHPPbYY6SmpjJmzBief/75Qr22iIiISEnm5+tDnbT9rK9tlDHNWsvxmCT2pgXb7gH33pNxHI9JKpA2lNZgGhRQSzHRUvul0xVXXMEVV1xR5NcdOXIkAJUqVeLBBx9k/PjxzJ49m1GjRimgFhEREcmCMYbK5QKpXC6Q1nU9/6aOSUxh74m4cwG32xZgB6Ljyc1M8goh/qU2mAa4cIa+pFRJX2o/3buztvDFwh3ZlimtS+3nxOFwMHr0aG655RaqVatGQEAAlStXplOnTnz++eeuBb+8GTx4MMYY156Dp06d4tVXX+XSSy8lLCyMiIgIOnXqxNixY4vqdgpcYmIi48aNA+Cuu+7C39+f+++/H4A///yTdevW5bqer7/+mq5du1KzZk0CAwMpV64cV199NU899RS//vprtgvDzZgxgz59+lC/fn1CQ0MJCgqiXr169OjRgxEjRhAXl3G/yMx9k5WFCxe68i1cuNAjvWPHjhhjXIu9bd++nX/84x80atSIkJAQjDHs3r3blf/QoUN8/vnn9OzZk0aNGhEaGkpgYCA1a9akW7du/PTTTzgcjlx9z3bv3s2LL75I69atiYyMxN/fn0qVKnHttdcyePBgdu48N83rk08+cd3H77//nmPdPXr0wBhDREQECQkJuWqPiIiIFKywQD+a1gjnpmbVeTSqAW/f0ZzR/a9kyT+vY+ubN7Pw+Y58//AVvNHtUvq3r0fDKmEedZyKS87x7/wLmUaopdhktdS+t0+wSvvqgFk5efIk3bt3Z9myZRnOHz9+nIULF7Jw4UKGDh3KzJkzqVu3bha1OO3atYsbb7yRHTvO/UKLjY111TNlyhTGjBmDn9+F9Wth+vTpREc791rs06cPAHfccQehoaHExsYycuRIWrRokW0d69at484772TXrl0ZziclJbFlyxa2bNnCqFGj2LVrFxdddFGGPCdOnODuu+9m3rx5HvXu3r2b3bt3M2nSJIBCX7Bt6tSp3HfffcTGel+hMzU1lVq1ankNmA8ePMi0adOYNm0aw4YNY9KkSYSFef6nmO5///sfL730EsnJyRnOnzhxgqVLl7J06VLXzxY4++af//wniYmJjBgxgquuuirLuo8fP8706dMBuPfeewkKCsp1kC8iIiJFw9/Xh4sqhXJRpVCgMl8s3MHfR2Nc6cG+lvhU58BBXmakXmg0Qi3F6vGODXIcqS6rwXRqaiq33367K5iOiopi/PjxrFq1imnTptG9e3cANm/ezPXXX+9ayCwrd999N7t27eKxxx5j7ty5rFy5kmHDhtG4sfM59HHjxvHCCy8U6j0VhvTp3g0aNODqq68GnM+jp39/fvjhB1JTs15sY/PmzVx77bWuYPqOO+7gp59+YuXKlfz222988cUX3HXXXYSGhnqUjYuLo1OnTq5gunXr1nz11VcsW7aMVatWMXnyZJ555hlq1PDcj7Gg7d27lz59+hASEsI777zDsmXL+P333/n0009dgXH6CPt1113H+++/z6xZs1i9ejULFy7ku+++c33/5syZw8CBA7O81htvvMELL7xAcnIyFSpU4KWXXmLOnDmsWbOG+fPn87///Y9rrrkmw+h7REQEd955JwA//vgj8fHxWdY/ZswYV6D+8MMPn983RkRERApd5r/Xb6uTyjtXpPLs9ef+Zs/NjNQL0YU1FCVFzuGwRMcVzGIEWbmrTS3iklL4dL5zUal3Z20hLimFvtdcxIjfdrvOAzx5XUPualOLEzHnt9dediqGBODjk/003KLw3XffsXz5cgAeeOABRowY4QpQWrduzW233ca///1v3n77bXbs2MEbb7zBu+++m2V9K1eu5IcffuCee+5xnWvTpg29evXi2muvZf369XzyySf069cvV4uolQTHjh1j1qxZANx3330Z0vr06cOYMWM4cuQIv/76K7fccovXOvr06UNMTAw+Pj6MGTOG3r17u9IcDgdNmjShd+/eJCcne4zYvvzyy64F1wYOHMinn36aIYhs3bo13bt355133nGNoheWXbt2UaNGDZYvX06dOnVc56+88krXsa+vL1u3bqVhw4Ye5aOionjooYd49dVXef311xk1ahQvv/wyjRplXL1k7dq1DB48GIDGjRszb948atWqlSFPp06deO6559i3b1+G8/3792fs2LGcPn2ayZMnZ7mt2fDhwwG4/PLLadWqVe6/CSIiIlLkMgfTz17fgLpxWwF4pH1d/P39czUj9UKlgFqyFR2XROs35xb5dT+d/3eGQDqn8wVp9cs3EBkWWKjXyI1hw4YBULlyZYYOHer1WdvXXnuNSZMmsWXLFr755htef/11AgO9t/3WW2/NEEynK1euHF9//TVXXnklDoeDL7/8kqFDhxbszRSSsWPHukYy06d7p7vxxhupVq0ahw8fZuTIkV4D6tmzZ7NmzRoAnnrqqQzBdGaRkZEZVlw/deoUX331FeAMnD/++OMsn4cOCAigatWqebu5fHjnnXcyBNOZGWO8BtPu/vOf//D5559z/Phxpk2bxnPPPZch/f3338fhcGCM4ccff/QIpt3Vrl07w/tOnTrRoEEDduzYwfDhw70G1GvWrGH9+vWARqdFRERKOm8zSfteWYPZs7e6zuXlMc8LkaZ8i5RAhw4dYutW5y+iu+66i3LlynnN5+fnx0MPPQRAdHS0Kzj0Jj2fN1dccQWXXnopAHPnFv0HKPmVPt37iiuu8BhJ9fX1dQXI06ZNc21F5u7nn392HQ8aNChP154/f75robGnnnoKX1/fPJUvaAEBAfTq1StPZRwOBwcPHmTr1q1s3LiRjRs3snnzZleQnB7YuuefOXMm4FwMrWXLlnm6njHGFSTPnz+fvXv3euRJH50OCAjwmHUgIiIiJUdeHsvMzWOeFyoF1CIl0ObNm13H7lN2vXFP37hxY5b52rZtm2096dtdbdu2LcPK4emBlrdXVotfFYW//vqL1atXA56j0+nSz8fHxzN+/HiP9LVr1wJQp06dHBd1y6oswLXXXpunsoWhUaNGBAUF5ZjPWsvo0aPp1KkTYWFh1KxZk0suuYTmzZu7Xukrox8/fjxD2V27dnHq1Ckg//fct29ffH19cTgcfP/99xnSEhMT+eGHHwDo1q0bkZGR+bqGiIiIFK6Vu0/meY0jb0H1yt0nC62NRUUBtUgJ5P68bZUqVbLNW61aNdfxyZNZ/1LKqZ70KcnW2gzXdw+0Mr9WrlyZbZ2FKX102s/PL8up2q1bt6ZJkyYZ8rtLDxirV6+e5+u7B5v5KV/QKlasmGOehIQEunbtyv3338/ChQuzXRgM8EgviHuuUaOGa/r9iBEjMmxFNnXqVNfPsKZ7i4iIlFxtL4rg6eudswPzsmCwe1D99PWNSsUWuHqGWrJVMSSA1S/fUCTXyrwAWflgf07Hn9uS58nrGtL3mosKvR0VQwIK/Rp5kdM+xUVdT0ngcDgYM2YMACkpKTl+WACwZMkSdu/e7bHtVWmRmynnb731lmvKdlRUFAMHDqRVq1ZUq1aN4OBg1zPiHTp0YMmSJdnuu30++vfvz/Tp09m5cyeLFy8mKioKODfdu1atWnTu3LlQri0iIiIF45kbG9O+UaU8B8WPd2xAm4sqlopgGhRQSw58fEyRLND1xcIdGYLp9E+63J/N+HT+34QE+JWaBQyy4z7aeOTIkWzzHj582HUcEZH1L6YjR454LBKVOR2cgbf79QsrqDof8+bN48CBA3kqY61l1KhRvPLKK65zlSpVApzPrOdVetn08vXq1ctTefcFzhwOR4b37gpqWr21lm+//RZwTteeP39+ltfMaqZD5nvOr65du1K9enUOHTrE8OHDiYqK4sCBA8yePRuABx98MMu2iYiISMmR36C4tATToCnfUgJkt6BBaV7AIDvp05QB/vjjj2zzrlixwnWc3XZXOU3PTk9v1KgRAQEla5Q+s/Tp24GBgYwZM4axY8dm+0pfPGvUqFEZ6knfkmnv3r3s2bMnT21w385p8eLFeb4H94XmsttSa9u2bXmu25uTJ0+6Pnzp1atXlgFrTEyMa0G8zOrVq0eFChWA/N1zOl9fX/r27QvAhAkTiImJ4fvvv3etHp7dAnoiIiIiJYkCailWuVkdsCwG1dWrV+fiiy8GYNy4ccTExHjNl5qayogRIwDnqHZ2e/ZmXgDK3cqVK10Lmt1wQ9FM8c+vmJgYJk+eDDi3xrr33nvp3bt3tq8HHngAgO3bt7v29ga47bbbXMcfffRRntrRqVMnQkNDAfj0009JTU3NU3n3Ee1Vq1Zlme/HH3/MU71ZSUlJcR1nN+r97bffZsjrzsfHh65duwKwaNGiDAuz5VW/fv0wxhAbG8tPP/3k+jnu0KEDDRqU/lkoIiIiUjoooJZio6X2s9evXz8Ajh07xlNPPeU1z2uvvcamTZsAeOSRR7LcgxqcW0eNGzfO43xMTAyPPvoo4AyY0o9LqokTJ7oCwp49e+aqTI8ePVzPkLsvTnbDDTfQunVrwBkUZxe8njhxIsMiXRUqVHB9r1avXs2gQYOynB6fnJzM0aNHM5y75ppr8PNzPnXz0UcfeS37/vvvZ5iBcD4qV67sGl0eO3YsiYmJHnlWrlyZYUq8N88//zw+Pj5Ya+nduzf79+/PMm92aQ0aNKBjx44AvPzyy2zfvh3QYmQiIiJyYdEz1FIs8rvUPmTcFL40LWiQ2cMPP8zkyZNZvnw5w4cPZ8+ePTzxxBPUq1ePQ4cO8d133zFp0iTAGZzkFAi1adOGe++9l0WLFtGzZ0/Cw8P5888/effdd11TfAcOHMhll112Xu1OH2lMl74FE8CsWbPYvXu3633Dhg1p3759nupPD4j9/f25/fbbc1Wmdu3atG3blhUrVvDTTz/x8ccfu6a1jxo1iiuuuIKYmBjuuecexo8fT+/evalfvz7Jycls2LCBBQsWMG3aNDZu3JhhUbM33niDOXPmsGHDBoYOHcry5ct59NFHad68OQEBAezfv58lS5YwduxY3nzzTdc0Z3Cuut6rVy/Gjh3Lr7/+yu23387AgQOpWrUqe/fuZdSoUUycOJFrrrmG3377LU/fI298fHy47777+Oyzz/jzzz9p3749zz77LI0aNeL06dPMmDGDzz//nLCwMGrUqJHlVPMWLVrw2muv8corr7Bt2zaaN2/OwIED6dSpE5GRkZw6dYp169YxadIkfH19WbBgQZZt6t+/PwsWLHBNRQ8PD8/1hyQiIiIiJYK1Vq8L+AXUAixg9+3bZ/Ni27ZtdtOmTXbbtm3WWmtTU1NtdHS0jY6OtqmpqXmqKz8+nL3V1n3xZ/v5gr/zVO7zBX/bui/+bD+cvbWQWla00vsvKirKWpuxH44dO2bbtWvnyuPt1aRJE7t7926vdb/66quufDt37rT16tXLsp4ePXrY5OTkAruf3LwefPDBPNW9d+9e6+PjYwHbpUuXPJV97733XNedMGFChrRVq1bZ2rVr59jeXbt2edR77Ngx26FDhxzLDh8+3KPs4cOHbaNGjbIs07t3bzt37lzX+wULFnjUERUVleHnJzunTp2yLVq0yPJ6ERERdtGiRbmq86233rJ+fn7Z3nNObYqPj7cVK1Z05X/kkUeyzFvUv5+KU+bfzSVJXFycnTJlip0yZYqNi4sr7uaUaeqLkkH9UHKoL0qOktoX+/btc/87pZYtoHhMU76l2DxzY2PGP3Z1nlftfrxjA8Y/djXP3Ni4kFpWckRERLB48WJGjhzJTTfdRNWqVfH39ycyMpKOHTsydOhQ1q1bR926dXOsq169eqxevZqXXnqJJk2aEBISQvny5enQoQOjR49mwoQJrinIJdXo0aNxOByAcxp3Xrjnz7wndevWrdm6dSuffPIJ1113HVWqVMHPz4+wsDCaNm3Kgw8+yJw5c7xuuVWpUiUWLVrEpEmT6NmzJ7Vq1SIwMJCgoCDq169Pr169GDNmDPfcc49H2apVq/LHH3/w4osv0qhRIwIDA4mIiHD1ydixY3O1HVZulS9fnmXLlvHGG2/QvHlzgoKCCAsLo0mTJjz//POsX7+eDh065Kqul156iU2bNjFo0CCaNWtGeHg4fn5+VK5cmaioKN58802PReAyCwoKolevXq73mu4tIiIiFxpjbcnbEkdyzxhTC9gHsG/fPmrVqpXrstu3byclJQU/Pz8aNWqEw+HgzJkzgHPqpbatKR4F2Q+DBw/mtddeA0rm9lclnf5NFL527drx22+/0bRpU/76668s85Wlvsj8u7kkiY+Pd21v1rlzZ4KDg4u5RWWX+qJkUD+UHOqLkqOk9sX+/fvdt5Ctba3NerGXPCi9f5GIiEiJtnXrVtfz4RqdFhERkQuRAmoRESkW7777LuCc+u2+YJuIiIjIhaJkPzApIiKlRnx8PAcOHCAuLo4pU6a4VoQfMGAAkZGRxds4ERERkXxQQC0iIkXijz/+oFOnThnO1a5dm8GDBxdPg0RERETOk6Z8i4hIkTLGUKNGDfr06cPSpUupWLFicTdJREREJF80Qi1Sig0ePFijf1JidOzYUavNi4iISKmiEWoRERERERGRfFBALSIiIiIiIpIPCqhFRERERERE8kEBtYiIiIiIiEg+KKAWERERERERyQcF1CIiIiIiIiL5oIBaREREREREJB8UUIuIiIiIiIjkgwJqERERERERkXxQQC0iIiIiIiKSD2U2oDbGtDHG/McYM9sYs98Yk2iMiTHGbDPGDDfGtM9jfTcbYya71bU/7f3NhXUPIiIiIiIiUnz8irsBxcEYsxi41ktSANAo7dXXGDMSeMRam5RNXT7A10C/TEk1017djTHfAo9aax0F0X4REREREREpfmV1hLpG2teDwMdAT+AK4GrgWeBAWvoDwIgc6nqLc8H0WuCetLruSXsP0B94swDaLSIiIiIiIiVEmRyhBrYALwETrbWpmdJ+N8aMApYBjYF7jDFfWmsXZ67EGNMYeD7t7Sqgg7U2Pu39SmPMNGAR0AZ4wRjznbX270K4HxERERERESliZXKE2lp7q7V2nJdgOj39OPCc26meWVQ1iHMfSjzpFkyn1xMHPJn21g94Jt+NlgvW7t27Mcbk+uXr60vFihWpWLEivr6+rvMXghEjRuT6PkeMGFGg1969ezc+Pj6u+n/44YcCrV9EREREJLMyGVDn0gK34waZE40zwumW9naLtfZ3b5Wknd+a9rabuVAiI5ELzMiRI7HWZngvIiIiIlKYyuqU79wIdDv2NpJdj3PPYi/Koa5FwMU4Fym7CNh1vo0rNfYsh7pXF125YlCzZk02bNiQZXrz5s0BaNOmDcOHD8fhcBATEwNAWFgYPj4X5udev/76KzVq1MgyvVatWgV6vVGjRgHO71lMTAxz587l0KFDVK9evUCvIyIiIiKSTgF11qLcjjd7SW/qdrwlh7rc05uggNppwX9h0Ttww2Bon4fZ8Es/grmDIepf0On/Cqt1Bcbf359mzZrlmC80NJRmzZrhcDg4c+YMAOHh4RdsQN24cWMuuuiiIrnWb7/9xt9/O5cn+Oijj3jsscdITU1lzJgxPP/88zmUFhERERHJHwXUXqRthfUvt1PjvGRzH17bn0OV+9yOa+exLTkN41VLP4iPjyc+Pj67vBk4HA7XFFmHw4HD4ciQVqj2Lsdn0TvO47mDcVgL7QblXG7ZEHzmveY8XvQOjnodoM6FMVKdG0XeDwUsc9uLqv3ff/89AJUqVeL+++9n3LhxzJkzh1GjRvHss8/mu94LuS9Km7LWF9ZaHA5Hnn6nF4WEhASvx1L01Bclg/qh5FBflBwltS8K6/9UBdTePYNz6yuASdba1V7ylHM7jsmhvli347A8tmVfzlmcFi9eTKVKlXJdcWRkJMHBwRhjXCOi6dKnHBeaCpcS2O5fBC9zBtU+814jPiGRxLaPZ1kkcOUXrvwA8e3+RWKFSyFT2y9UKSkpXvvB4XAwfvx4JkyYwJ9//kl0dDTh4eE0adKEbt268cADDxAQEOC1znfeeYd3330XgOjoaE6fPs3nn3/OtGnT2Ldvn2v0/MEHH6Rnz6zW3ss991+aMTExHvdTGBITExk3zvmZV7du3YiPj6dHjx7MmTOHP//8k2XLlrmm1edUz9ixY5kxYwYbN27kxIkT+Pn5UadOHdq2bUu3bt247rrrslwgbvbs2UyYMIEVK1Zw7NgxUlNTqVq1Kpdffjk33XQT3bt3JyQkxJU/c99kZenSpdx2220ATJ8+nfbt22dIv/XWW1m2bBnt2rXj559/ZseOHXz55ZfMnz+fQ4cOER8fz/r166lTpw4Ahw8f5ueff2bJkiVs3LiRw4cPk5KSQmRkJC1atKBnz5507949VzMj9u7dy7Bhw1i0aBF79+7l7NmzhIeH07hxY6Kioujdu7drlsJXX33Fv/71L9f3qm3bttnW/cADDzB9+nQqVKjA5s2bCQoKcqUV+u+nYpaSkuL6gHTLlpwmQBWfxYs9Nr+QYqK+KBnUDyWH+qLkKEl9cfz48UKpVwF1JsaYKCA9ajsKZBXhBbkdJ+VQbaLbcXA+m1bqpAfP6UFy+ldvQbXXYDqb4Lu0iI6O5p577uGPP/7IcP7EiRMsXbqUpUuX8u233zJu3DhXwJSVPXv2cMcdd7BrV8YnDtLrmTFjBl9//TV+fhfWr4VZs2Zx6tQpAO666y7AGWSGhoYSGxvLjz/+mGNAvWHDBu6//3727NmT4XxSUhJbtmxhy5YtjBo1KkNgmu7kyZM8/PDDLFrkuZTC3r172bt3L9OnTwfg3nvvze9t5sqMGTMYMGAAsbGxXtNTU1O59NJLvY7wHjp0iEOHDjFz5kxGjx7NyJEjCQvL+vO/Tz/9lDfeeIPk5OQM50+ePMnvv//O77//ztKlS/n5558BZ9+8+uqrJCYm8sMPP2QbUJ84cYJZs2YB0LNnzwzBtIiIiEhJcmH95VzIjDGXApNxfl8SgF7W2qNZZHefv+B9ePAc9wXO8jrXIKcp4tWAlQAdOnTI00JPe/fuJTU1FT8/P8LDw4tnMazrX8QRFOiaxh287B0CgwIzTv9eNgQft2Dacf2rBLYblOGbWhpk7ofU1FTuvfdeVzAdFRXFE088Qb169Th48CDDhw9n6tSpbN26lTvvvJM1a9Z4BECBgee+S4888gh79uzh0UcfpUePHpQvX54///yT999/n23btjF58mTq1KnDhx9+mO97cA98nn76abZu3crx48cJDw+nYcOGXH/99Tz22GPUrFkz39fIbMKECQA0aNCAG264AXA+e96tWzd++OEHJk6cyJAhQ/D19fVafvPmzdxyyy2un/3u3btz9913U79+fZKTk9mwYQMLFizgl19+ISwsjPDwcFfZuLg4unfv7lp0rnXr1vTv359mzZoRGBjIvn37WLJkCePGjSMoKChDWfe+cT+fmfuodkhIiEfe9A9ADh48yKOPPkpISAgvv/wy7du3x9fXl1WrVlGtWjXCw8NJSUkB4LrrruOmm26iWbNmVK5cmbNnz7Jz506GDRvG8uXLWbBgAS+99FKWW5u9+eabvPrqqwBUqFCBxx9/nI4dOxIZGcmpU6dYu3YtkydPxt/f39Xe8PBw7rjjDn788UcmT57M0KFDCQ72/vniiBEjXIH6o48+Wny/n4rJsWPHCA4OJiwsjNatWxd3czJISEhwjTZ06NBBH3YUI/VFyaB+KDnUFyVHSe2L/ftzeko3n6y1ejmfI64HHAAskAJ0yyH/Y2l5LdAzh7w93fI+WsDtrpVe9759+2xebNu2zW7atMlu27bNWmttamqqjY6OttHR0TY1NdWmnbQ25ljhv+a9ae2r4ede897M/nxhvtLvvYik919UVFSGfnjvvfdcaQ888IB1OBweZV966SVXnn/+858e6a+++qp1+9mzP/zwg0eeM2fO2Msvv9wC1sfHx27YsCHf9zJ8+PAM1/P2CgoKsl9++WW+r+Hu6NGj1t/f3wL2P//5T4a0mTNnuq75yy+/ZFlHq1atXPc+duzYDGnu/yaOHj1q4+LiMqQ/88wzrmsMHDjQax9Za21iYqI9fPhwhnPufZOdBQsWuPItWLDAIz0qKsqVXqNGDbtnz54s63I4HHb79u3ZXu8///mPBawxxvW7wd2aNWusj4+PBWzjxo2z/b2zd+/eDO/nzZvnauuYMWOyLJf+83j55Ze7znn9/VRKZf7dXJLExcXZKVOm2ClTpnj8e5Cipb4oGdQPJYf6ouQoqX2xb98+979Ja9kCisc0Qg0YY2oAc3Fug2WBh621U3Mo5v4RR07Dwu6jzLl+JrpEiD8J73tsw134Fr/nfOX2fEF6YQeE5v5Z9MIybNgwACpXrszQoUO9Prv72muvMWnSJLZs2cI333zD66+/nmHk092tt97KPffc43G+XLlyfP3111x55ZU4HA6+/PJLhg4dmu92169fnzvvvJOrr76a2rWdP/o7d+5k4sSJTJgwgYSEBB577DGMMQwYMCDf1wEYO3asaySzT58+GdJuvPFGqlWrxuHDhxk5ciS33HKLR/nZs2ezZs0aAJ566il69+6d5bUiIyMzjIqeOnWKr776CnCOTH/88cdZPl8dEBBA1apV83Zz+fDOO+9kO/XfGEPDhg2zreM///kPn3/+OcePH2fatGk899xzGdLff/99HA4Hxhh+/PHHbGfFpPd/uk6dOtGgQQN27NjB8OHDvU6BX7NmDevXrwfg4YcfzratIiIiIsWt9M6ZyyVjTCVgDlA/7dST1tqRuSi6ye34khzyuqd724JLJINDhw6xdetWwPnsably5bzm8/Pz46GHHgKcz1unB4fepOfz5oorruDSSy8FYO7cufltNnfccQd///0377//PnfeeSdt27albdu23H333YwbN45p06bh7+8PwDPPPMPhw4fzfS2AkSNHutrfqFGjDGm+vr6uAHnatGleF0hLf74XYNCgQXm69vz584mLiwOcwXhWU8qLSkBAAL169cpTGYfDwcGDB9m6dSsbN25k48aNbN682RUkpwe27vlnzpwJQMeOHWnZsmWermeMcQXJ8+fPZ+/evR55hg8f7rqf++67L0/1i4iIiBS1Mh1QG2PKA79ybk/pf1lrP8tl8V3AwbTjqOwyAh3Svh4AdueljVI2bd587nOXK6+8Mtu87ukbN27MMl9OqypfcYVzYftt27aRlHRunb30QMvbK/PiV+XLl89ylBaco+T/+c9/AOfzx+mj8Pnx119/sXq1cwH+zKPT6dLPx8fHM378eI/0tWvXAlCnTh3q1q2bp+unlwW49tpr81S2MDRq1ChXzyhZaxk9ejSdOnUiLCyMmjVrcskll9C8eXPXa926dYDnapi7du1yLQCX33vu27cvvr6+OBwO13Zn6dIXLAPniu2RkZH5uoaIiIhIUSmzAbUxJgT4BWiVduota+27uS1vrbVA+rTwS4wxV2Vxnas4N0I9Na2cSLbct1GqUqVKtnmrVXNtRc7JkyezzJdTPelTkq21Ga7vHmhlfq1cuTLbOr0ZMGCAK+j2tjJ2bqWPTvv5+WU5Vbt169Y0adIkQ3536QFj9erV83x992AzP+ULWsWKFXPMk5CQQNeuXbn//vtZuHBhjvsxZk4viHuuUaOGa/r9iBEjcP+VOHXqVNfPsKZ7i4iIyIWgTD5DbYwJwLmad7u0Ux9ba1/OR1VDgAGAL/CpMaaDtdb1F6gxJhj4NO1tSlr+C0twhPOZ4qLwx1cZn48OqgAJp8697/BPuPLRwm9HcEThXyMPshvxLY56zleVKlWIjIzk+PHjHDhwIF91OBwOxowZAzj37M3pwwKAJUuWsHv3bte+yKVNbqacv/XWW64p21FRUQwcOJBWrVpRrVo1goODXc+Id+jQgSVLllBYn//179+f6dOns3PnThYvXkxUlHOST/p071q1atG5c+dCubaIiIhIQSqTATUwFkj/a20+MMwY0yyb/EnW2m2ZT1prtxlj3gf+BbQBlhlj3gV2AA2AF4H0hwzft9ZuL6gbKDI+PkWzQNfSjzIG0zcMhvbPOM/PHew8t/g9CAhxni/l3Ecbjxw5km1e9+eQIyKy/jDgyJEjHotEZU4HZ+Dtfv3CCKrON7ifN29enoNxay2jRo3ilVdecZ2rVMn5s33o0KE8tyG9bHr5evXq5am8+wJnDocjy22gstpTOq+stXz77beAc7r2/Pnzs7xmVjMdMt9zfnXt2pXq1atz6NAhhg8fTlRUFAcOHGD27NkAPPjgg6V6WywREREpPcpqQH2n2/F1wJ855N8DXJRF2r+BKsDDOIPnH73kGQbkZwS8bHAPmuFcMA3nvqanp38t5UF1+jRlgD/++IP7778/y7wrVqxwHTdrlvXnQitXrsw2oE6fvt2oUSMCAnLaWj3/jh075po6XKNGjXzVkT59OzAwkO+++y7H4Ou9995j7dq1HgF1q1atWLp0KXv37mXPnj15eo66VatWruPFixfnOaB2X2guOjo6y+eFt23z+CwvX06ePOn68KVXr15Zfs9iYmJcC+JlVq9ePSpUqMCpU6dc+0vmh6+vL3379uW///0vEyZMYOjQoXz//feu1cOzW0BPREREpCTREMB5stY6rLX9gK44n6k+CCSlfZ0K3GKt7W+tdRRjM0uu7ILpdO2fcZ5PN3ews1wpVr16dS6++GIAxo0bR0xMjNd8qampjBgxAnCOarsHeZllXgDK3cqVK10Lmt1www35bHXufP31165R7/SpvnkRExPD5MmTAefWWPfeey+9e/fO9vXAAw8AsH37dpYvX+6q67bbbnMdf/RR3n6mOnXqRGhoKACffvopqampeSrvHoCvWrUqy3w//ujtM7q8S0lJcR1nN+r97bffZsjrzsfHh65duwLO59/dF2bLq379+mGMITY2lp9++sn1c9yhQwcaNCiGrfpERERE8qFMBtTWWpPH10W5qHOGtba7tbamtTYw7Wt3a+3MIrilC1Nugul0ZTCo7tevH+Ac0X3qqae85nnttdfYtMm5g9sjjzyS5R7U4Nw6aty4cR7nY2JiePRR57PpPj4+ruO82r17d44B1s8//8zrr78OQHBwcL5GIidOnOgKCHv27JmrMj169HBNM3dfnOyGG26gdevWgDMozi54PXHiRIZFuipUqOD6Xq1evZpBgwZlOT0+OTmZo0ePZjh3zTXX4OfnnCT00UcfeS37/vvvZ5iBcD4qV65MhQoVAOf+3YmJiR55Vq5cmWEE35vnn38eHx8frLX07t2b/fv3Z5k3u7QGDRrQsWNHAF5++WW2b3c+EaPFyERERORCUiYDaikB9izPfTCdzltQvWd5VrkveA8//DBXX3014Fys6frrr2fixImsWbOGX375hR49evDGG28AzuAkp0CoTZs23HvvvQwcOJAFCxawevVqhg8fTps2bVyB8MCBA7nsssvy1d7du3fTqlUrrrnmGv773/8yY8YMVq1axapVqxg3bhx33XUXt99+u2tLrv/973/UrFkzz9dJD4j9/f25/fbbc1Wmdu3arm3Dfvrppwzbgo0aNYqwsDAcDgf33HMPPXr0YPz48axevZoVK1Ywfvx4nnjiCerVq+fxPPsbb7xB8+bNARg6dCht27blm2++4ffff2fNmjVMmzaNF154gXr16jFjxowMZatUqeLaN/rXX3/l9ttvZ9asWaxdu5apU6fSs2dP/vnPf3LNNdfk+XvkjY+Pj2tf5z///JP27dszduxYVq1axbx583juuefo0KEDQUFBNG7cOMt6WrRowWuvvQY4p6M3b96cl19+mXnz5rFu3ToWLlzIkCFD6NChQ7aPKoBzcTI4tw5AeHh4rj8kERERESkRrLV6XcAvoBZgAbtv3z6bF9u2bbObNm2y27Zts9Zam5qaaqOjo210dLRNTU3NU135Mv9ta18Nt3bJh3krt+RDZ7n5bxdOu4pYev9FRUVZazP2w7Fjx2y7du1ceby9mjRpYnfv3u217ldffdWVb+fOnbZevXpZ1tOjRw+bnJyc7/tYsGBBtu1Mf4WEhNivvvoqX9fYu3ev9fHxsYDt0qVLnsq+9957rjZMmDAhQ9qqVats7dq1c2z7rl27POo9duyY7dChQ45lhw8f7lH28OHDtlGjRlmW6d27t507d67r/YIFCzzqiIqKyvDzk51Tp07ZFi1aZHm9iIgIu2jRolzV+dZbb1k/P79s7zmnNsXHx9uKFSu68j/yyCNZ5i3y30/FKPPv5pIkLi7OTpkyxU6ZMsXGxcUVd3PKNPVFyaB+KDnUFyVHSe2Lffv2uf+dUssWUDymEWopPp3+Dx6alfcFxto/4yzX6f8Kp10lSEREBIsXL2bkyJHcdNNNVK1aFX9/fyIjI+nYsSNDhw5l3bp1uVpMq169eqxevZqXXnqJJk2aEBISQvny5enQoQOjR49mwoQJrinI+dG6dWtGjx7NwIEDufLKK6lTpw4hISEEBARQtWpVrrvuOt566y127drFgAED8nWN0aNH43A4lyPo0aNHnsq658+8J3Xr1q3ZunUrn3zyCddddx1VqlTBz8+PsLAwmjZtyoMPPsicOXO8brlVqVIlFi1axKRJk+jZsye1atUiMDCQoKAg6tevT69evRgzZgz33HOPR9mqVavyxx9/8OKLL9KoUSMCAwOJiIhw9cnYsWNztR1WbpUvX55ly5a5RtaDgoIICwujSZMmPP/886xfv54OHTrkqq6XXnqJTZs2MWjQIJo1a0Z4eDh+fn5UrlyZqKgo3nzzTUaNGpVtHUFBQa5RetB0bxEREbnwGGsLZ59RKRrGmFrAPoB9+/ZRq1atXJfdvn07KSkp+Pn50ahRIxwOB2fOnAGcUy+1bU3xKMh+GDx4sGt6rv6t553+TRS+du3a8dtvv9G0aVP++uuvLPOVpb7I/Lu5JImPj3dtb9a5c2eCg4OLuUVll/qiZFA/lBzqi5KjpPbF/v373Xe8qW2tzXqxlzwovX+RiIhIibZ161Z+++03QKPTIiIicmFSQC0iIsXi3XffBZxTv/v27Vu8jRERERHJh/w/MCkiIpIH8fHxHDhwgLi4OKZMmeLae3rAgAFERkYWb+NERERE8kEBtYiIFIk//viDTp06ZThXu3ZtBg8eXDwNEhERETlPmvItIiJFyhhDjRo16NOnD0uXLqVixYrF3SQRERGRfNEItUgpNnjwYI3+SYnRsWNHrTYvIiIipYpGqEVERERERETyQQG1iIiIiIiISD4ooBYRERERERHJBwXUIiIiIiIiIvmggFpEREREREQkHxRQi4iIiIiIiOSDAmoRERERERGRfFBALSIiIiIiIpIPCqhFRERERERE8kEBtYiIiIiIiEg+KKAWERERERERyQcF1CIiIiIiIiL5oIBapIQbMWIExhiMMezevbu4m5Ot9HYOHjy4uJtyXgYPHowxBl9f3+JuioiIiIiUYAqoRYrIwoULXQFndi9fX18qVqzIDz/8UNxNLjKPPvqo6/7nz5+fp7KzZ892lX366acLqYVFw1pL/fr1XfczYMCA4m6SiIiIiGRDAbWIFLsHHnjAdTx69Og8lR01apTXei5ES5YsYdeuXa7348ePJyEhoRhbJCIiIiLZ8SvuBoiURY8//jhPPPGE1zSHw0FMTAw1a9YEoG/fvvTt27cIW1f02rVrR4MGDdixYwcTJ07ks88+Izg4OMdysbGxTJ48GYBLL72U1q1bF3ZTC9XIkSMBCAsLIyYmhlOnTjFt2jTuuuuuYm6ZiIiIiHijEWopVmuOrCnSciVFlSpVaNasWZavpk2bUr58+eJuZpG6//77AThz5gxTp07NVZlJkyYRGxubofyFKiEhgQkTJgDOKfBNmzYFzgXZIiIiIlLyKKCWYvP5us95cNaDDNswLE/lhm0YxoOzHuTzdZ8XUsukONx///0YY4DcT/tOn+7t4+NDnz59Cq1tRWHKlCmcPn0agPvuu891P7/++itHjx4tzqaJiIiISBYUUEuxWHNkDV+s/wKAIWuG5DqoHrZhGEPWDAHgi/VfXPAj1bmR0yrfHTt2xBhDx44dAThw4ADPPvssDRs2JDg4mMjISLp06cLMmTOzvU50dDTDhw+nT58+NG3alLCwMAICAqhWrRpdunTh66+/JikpqRDu0Kl+/fq0a9cOyF0QefDgQebNmwfAdddd55oiD/D777/z8ssv07FjR6pVq0ZAQADh4eE0bdqUxx9/nE2bNhXafeRX+kh006ZNadmyJffddx/GGFJSUvK0QN2MGTPo06cP9evXJzQ0lKCgIOrVq0ePHj0YMWIEcXFxWZbduHEjTz75JM2bN6dixYr4+/tTrVo1brjhBt577z0OHTqUIb/7QnsLFy7Mtl3ZrQCfvqp6+gcqp0+f5o033qBly5ZUqFABYwwjRoxw5Y+NjeWnn36if//+tGjRgvLly+Pv70/lypWJiorif//7HzExMbn6fp09e5YPPviA6667LsPPSsuWLXnyySdZtmyZK++ff/7pauc777yTY92ffvqpK/+KFSty1R4RERG5sOgZaikWraq2YlCrQa7gOP1rv+b9sizjHkwDDGo1iFZVWxViKy88y5Yto3v37hw/ftx1LiEhgdmzZzN79mzef/99nn/+ea9lW7ZsyZ49ezzOHzlyxFX+yy+/ZMaMGVSrVq1Q2v/AAw+wdOlSUlJS+PHHH3nqqaeyzPvDDz/gcDhc5dKNGDGChx56yCN/cnIymzdvZvPmzXzzzTd88sknWT7HXtTSv8eAa2S6Tp06dOjQgUWLFjFy5EgGDRqUbR0nTpzg7rvvdn3I4G737t3s3r2bSZMmAXg8k5+amsoLL7zAkCFDsNZ6tO3IkSPMmzePTZs2ZQhsC8P27dvp3LlztlvE3XbbbSxatMjj/PHjx1m8eDGLFy/m888/Z8aMGVxyySVZ1jN37lzuueeeDP9ewPmzsm7dOtatW8fQoUNd35PLLruMtm3bsnLlSr7//nv+9a9/ZXsvw4cPB5zP919xxRXZ5hUREZELkwJqKTbpwXNugmpvwXR2wXdZdOjQIbp3746Pjw/vvPMO7du3JyAggKVLl/L6669z6tQp/u///o+bb76ZSy+91KN8amoqV155JbfeeistW7akatWqJCUlsWvXLkaPHs2sWbNYu3YtvXv3znE0Mr/uuusunnrqKRISEhg1alS2AXX6dO+wsDDuvPNO1/mUlBQqVqxIt27d6NChA40aNSI0NJSDBw+yZs0aPvnkE44fP84//vEPLrnkEq677rpCuZe8GDNmDKmpqRhjuO+++1zn+/Tpw6JFi1i7di1//fWX134DiIuLo1OnTmzYsAGA1q1bM2DAAJo1a0ZgYCD79u1j8eLF/PTTT17LDxgwgO+++w6A6tWr849//INrrrmG8uXLc+zYMVasWOF6vruw9ezZkwMHDvDkk09y++23U7FiRbZv307t2rVdeVJSUmjevDm33347bdq0oUaNGlhr2bNnD5MnT2bcuHHs2rWL7t27s27dOoKCgjyus2DBAm6++WZSUlLw9fXl/vvvp1u3btSpU4eEhAQ2bdrEzJkzmT59eoZy/fv3Z+XKlWzZsoXly5dz9dVXe72P9evXs3btWgAefvjhAvwOiYiISIlirdXrAn4BtQAL2H379tm82LZtm920aZPdtm2btdba1NRUGx0dbaOjo21qamqe6jof3/75rW02opnr9e2f3+Yp/UKxYMECm95Xjz/+uN2wYYPX1/r16+22bdtc/TB8+HBXuV27dnnUGxUV5UqvW7eu3b9/v0eeJUuWWGOMBexTTz3ltX3pPwdZ+e6771zXmTt3rtc86emvvvpqjt+PrNx1112uerZs2eI1z/r16115HnjggQxp+/fvt7GxsVnWf+rUKXvZZZdZwLZv395rnldffdVVf1H8m7j88sstYDt06ODR1sDAQAvYF154IcvyzzzzjKu9AwcOtA6Hw2u+xMREe/jw4Qznpk6d6ip79dVX2+jo6Cyvs3fv3gzv3X+mFyxYkO09Zvez4f799vHxsb/++qtHHvffT1n9XKSbM2eO9fHxsYD99lvP3xfx8fG2Ro0aFrAhISHZtj3zPZ85c8aGhoZawD7yyCNZlnvqqacsYP39/e3Ro0ezbW9mmX83lyRxcXF2ypQpdsqUKTYuLq64m1OmqS9KBvVDyaG+KDlKal/s27fP9fcGUMsWUDymZ6glWw7r4GTCyUJ93dHoDh697FHXNYesGcLQtUM5mXCSoWuHZhiZfvSyR7mj0R2F2h6HdRT69/WLL76gefPmXl+XX345w4blbaG2dJ9++mmGZ4nTtW/fniuvvBJw7nXsTaNGjbKt+6GHHqJFixaAcwGtwuI+fdt9j2l32e09XbNmTUJCQrKsv3z58rz++usALF26lBMnTpxPc8/bhg0bWL9+PYDHwmrly5fntttuA5yj2OlT3N2dOnWKr776CnCOTH/88ceuZ5EzCwgIoGrVqhnOpT8LHBISwoQJE6hQoUKWbXUfJS4sffv2pXPnztnmyeln9YYbbuD2228HvP+sjhw5koMHDwLw9ttvu9Yf8CbzPZcrV861jdlPP/1EfHy8R5mkpCTGjBkDwK233krlypWzba+IiIhcuDTlW7J1KvEUUT9FFfl1v/rzK77686tcny9Ii+5eRERQRKFeozBUqFCBrl27ZpneunVrfv/9d3bu3JljXdZajhw5wpkzZzIsRFazZk3WrVvnCgALQ5cuXahatSpHjhxhzJgxvPHGGxkCRIfD4Vqkq1atWnTq1Cnb+mJjYzl27BixsbHpszrw9/d3pa9fv75Yp31///33AAQGBtKrVy+P9D59+jBhwgTXImw33nhjhvT58+e7Fhp76qmn8PX1zfW1T5w4we+//w7A3XffTY0aNfJ7GwXGfcp7bh07doxTp06RmJjoOpcexHr7Wf35558BCA0N5ZFHHsnz9fr378/w4cM5c+YMEydO9PggZPr06a4PajTdW0REpHRTQC1SDF599VWvqx2DM2A8c+ZMnuts1KgRPj5ZTzqJiHB+SHD27Nks8/zyyy988cUXLF68ONt8mRdxKkh+fn7ce++9fPTRR+zevZulS5dy7bXXutLnzZvnGl287777vN7z8ePH+fDDD5k4cSLbt293BdLeFOa95CQ1NdU1ktm1a1evo8O33HILERERnDx5kpEjR3oE1OnP6QIZvk+5sW7dOtf3Jq9lC8tll12Wq3zLli3jk08+Ye7cuZw8eTLLfN76N/171rp162xnM2TlmmuuoWnTpmzatMm1Mr679MXIqlevzs0335zn+kVEROTCoSnfIqVEToFBeuDpbdqwtZb+/ftz66238ssvv2QbTANep7kWpOymfWc33Rtg9erVXHLJJfz3v/9l27Zt2QbTUPj3kp3Zs2dz+PBhwHO6dzp/f3/uvvtuACZPnuyxHZR7wFi9evU8Xf98yhaWihUr5pjntddeo3379owbNy7bYBq892/6fZ/PPffr51wUccGCBRlWJD906BCzZs0CnD+feZkxICIiIhceBdQiwnfffed6brtFixaMGDGCzZs3c+bMGVJSUlyLLtx///0AOQap56tFixY0b94cgPHjx7um8sbGxrq2fmrdujVNmzbNUC4pKYm77rqLEydO4O/vz7PPPsuiRYs4dOgQCQkJrvvYsWOHq0xh30t20veeBrjzzjtdexZnfn3xhXPP9tjYWCZOnFhczS0SOQWgixYtcj0DX79+fT7//HP+/PNPTp06RXJysquPX3nllUJt5wMPPEBAQADWWte0fXD2aWpqKqDp3iIiImWBpnxLtioEVmDR3Z77vRaGHzb/kOH56PCAcM4knZv6/Ohlj3Jvk3sLvR0VAisU+jVKmm+++QaAhg0b8ttvvxEcHOw1X06jgQXpgQce4IUXXuDUqVNMnz6dnj17MnnyZGJjY13pmc2fP9/1jPjnn39O//79vdZdlPeRlTNnzjB16tQ8lxs5ciQPPvig632lSpVcx4cOHaJevXq5ritz2bxyn27vbeZDuvQ+KwjpwWvFihX5/fffs1zwK7s+rlSpEvv378/XPbvX0a1bN8aPH8/333/Pf/7zH4wxrn2627VrR+PGjfNdv4iIiFwYFFBLtnyMT5Es0DVsw7AMwXT6PtPu+09/9edXBPsFa//pQvDXX38BcPvtt2cZTFtrWbNmTZG16b777uNf//oXqampjB49mp49e7qme/v7+3PPPfd44k1U9wAAKoNJREFUlEm/D8A1TdqbVatWFXyD82j8+PGu6civv/56jitX//zzz4wZM4aFCxeyb98+1+rTrVq1cuVZvHhxngLqli1bYozBWsvixYt56KGH8nQP5cqVcx1HR0dnmW/btm15qjc7W7ZsAaBTp07Zrp6dXR+3atWK/fv3s2rVKuLi4vL1HDU4FycbP348u3btYuHChQQGBrrap9FpERGRskFTvqXYuQfNcC6YBujXvB+DWg1ypQ1ZM4RhG/K3pZRkLSUlBch+JHHq1KnnNaKXV9WrV+eGG24AYMaMGWzcuJF58+YBcNNNN3kNptLvA7K+F4fD4RqRL07p070rVqzIv/71L3r37p3t6/nnnwec7R89erSrnk6dOhEaGgo4t01Ln26cGxEREVxzzTUAjBs3zrXYW25ddNFFruPsAtixY8fmqd7spN9fdj+ra9eu5Y8//sgyPX0rsri4OL7++ut8t+WGG26gbt26gHMhsvTFyMLCwlxba4mIiEjppoBailV2wXQ6BdWFL310dPr06V6nyu7YsYOBAwcWdbNc07qTk5Pp3bu3K5jyNt0bMu5PnD71NrP/+7//O++R9hEjRrieb85qtfbs7N6927UfeLdu3TJs45WVFi1a0KBBAyDjwmwVKlTg0Ued+7ivXr2aQYMGZflceHJyMkePHs1w7sUXXwScwWWvXr04ffp0lm3Yv39/hvcVK1Z0rco9fPhwrz87S5cu5eOPP87p9nKtfv36rnr//vtvj/Rjx465nvXPSp8+fVz7tf/73/9m0aKsH2vJfM/ufHx8XCPREydO5KeffgKgV69ehIWFZX8jIiIiUioooJZik5tgOp2C6sKVHqAePHiQq6++mu+++44VK1awePFiBg8eTOvWrTl58mSG6cVF4Y477nBNK06fzl2xYkXXCGNmXbp0oUqVKgC8/PLLPPbYY/z666+sXr2an376iRtuuIH33nuPdu3aFc0NZGHUqFGuoLdHjx65Lpeed/PmzaxcudJ1/o033nAt4jZ06FDatm3LN998w++//86aNWuYNm0aL7zwAvXq1WPGjBkZ6rzttttcK1b/9ttvNG3alP/+978sXryYdevWMXfuXN555x1atmzJyy+/7NGm9A9ajhw5wrXXXsuPP/7I2rVrmTdvHs8++yw33HADbdq0ycN3J3u9e/cGnCPUUVFRfPrpp/z222/89ttv/O9//+Pyyy9n06ZNXH311VnWERQUxKhRo/Dz8yMuLo4bbriBhx9+mGnTprFmzRqWL1/O8OHD6dWrl+tDjKw8/PDD+Pj4EBcX51odX9O9RUREyg49Qy3FYs2RNbkOptOlp6eXG7JmCC2rtKRV1aIN8kqjp59+mjlz5jB79my2bdvmCrDSBQcHM3LkSH755ZcifY46ODiYnj17uqbSAtx1110EBgZ6zR8aGsrIkSPp3r07CQkJfPXVV3z11VcZ8nTs2JGhQ4fSrFmzQm17dtJHmMPDw+ncuXOuy/Xs2ZP33nsPcE4Zb9u2LeDcMm3+/Pn06NGDxYsXs3r1agYMGJDrer/66iuCg4P57LPPOHjwIC+99JLXfJdffrnHuf79+zNz5kymTJnCpk2bPJ5tb968ORMnTiywbbm6detG3759GTFiBAcPHuSpp57KkO7r68tHH31EdHQ0y5cvz7KeTp068fPPP3PPPfcQHR2dYcp2XtSqVYsuXbowc+ZMABo3bkz79u3zXI+IiIhcmDRCLcWiVdVWPH7540Dugul07iPVj1/+uILpAuLv788vv/zCJ598Qps2bQgJCSE4OJiGDRvy2GOPsWbNGnr16lUsbXNf0Rqynu6drkuXLqxatYo+ffpQo0YN/P39qVy5MlFRUXz99dfMmzfP9cxxcVi+fDnbt28H4NZbbyUgICDXZdu2bUudOnUA+PHHH0lOTnalVapUiUWLFjFp0iR69uxJrVq1CAwMJCgoiPr169OrVy/GjBnjdTE3X19fPv30U1atWsWAAQNo3LgxoaGh+Pv7U61aNTp37syHH37I//73P4+yPj4+TJgwgc8++4y2bdsSGhpKaGgol112GW+99RZ//PEH1apVy+u3KVvDhg1j1KhRXHvttZQrV47AwEDq1q3L/fffz2+//cbTTz+dq3q6dOnCzp07efvtt7nmmmuIjIzE19eX8PBwWrVqxaBBg1ixYkWO9bhPMc/rwm4iIiJyYTPFuQernD9jTC1gH8C+ffuoVatWrstu376dlJQU/Pz8aNSoEQ6HgzNnnNtUhYeHZ9gSp7CsObImX0FxfstdCIqjH8Q79UXJUZL74t///jdvv/02vr6+7Nu377xH4zP/bi5J4uPjmT17NgCdO3fOclcAKXzqi5JB/VByqC9KjpLaF/v373ftkgLUttZmvVBKHpScv0ikTMpvUFxag2kRubCkpqa6Vmy/+eabC2xqu4iIiFwYFFCLiIjk05gxY1wrgT/22GPF3BoREREpalqUTEREJA/+/vtvkpOTWbVqFc888wzgXLDtlltuKeaWiYiISFFTQC0iIpIHmZ9r9vf354svvsAYU0wtEhERkeKiKd8iIiL5ULFiRa6//noWLlyY7b7XIiIiUnpphFpERCQPtDuGiIiIpNMItYiIiIiIiEg+KKAWERERERERyQcF1CIiIiIiIiL5oIBaREREREREJB8UUIuIiIiIiIjkgwJqERERERERkXxQQF2G+fg4uz81NVXbwIiIlADWWlJTU4Fzv6NFRESk5NL/1mVYQEAA4PwDLjExsZhbIyIiiYmJrg84039Hi4iISMmlgLoMCw0NdR2fOXOmGFsiIiKQ8Xex++9oERERKZkUUJdhYWFhruMTJ05w4sQJHA5HMbZIRKRsSk1Ndf0eTuf+O1pERERKJr/iboAUn4CAACpXrsyxY8cAOHbsGA6HAx8fH9c5KR4pKSkA6ocSQH1RcpTWvnB/bjpd5cqVNeVbRETkAqCAuoyLjIwkKSmJ06dPY60lISEBYwyA66sULWst8fHxAAQHB6sfipH6ouQoS31Rvnx5IiMji7sZIiIikgsKqMs4Yww1atQgIiKCY8eOcfLkSYwxhIWFaYXZYuJwOFyBg/qheKkvSo7S3he+vr6EhIRQoUIFgoKCirs5IiIikksKqAWAoKAgKlWqxJo1awBo3bo1wcHBxdyqsik+Pp4tW7YA6ofipr4oOdQXIiIiUhKVro/488AYU8UYc6sx5nVjzExjzHFjjE17jchHfTcbYyYbY/YbYxLTvk42xtxcCM0XERERERGRYlaWR6iPFEQlxhgf4GugX6akmmmv7saYb4FHrbVaQltERERERKSUKLMj1JnsBWbns+xbnAum1wL3AFekfV2bdr4/8Ob5NFBERERERERKlrI8Qv06sBJYaa09Yoy5CNiVlwqMMY2B59PergI6WGvj096vNMZMAxYBbYAXjDHfWWv/LpDWi4iIiIiISLEqsyPU1tpXrbU/W2vPZ+r3IM59KPGkWzCdfo044Mm0t37AM+dxLRERERERESlBymxAfb6McxPUbmlvt1hrf/eWL+381rS33Uxp3jxVRERERESkDFFAnX/1gBppx4tyyJueXhO4qLAaJCIiIiIiIkVHAXX+NXU73pJDXvf0JoXQFhERERERESliZXlRsvNVy+14fw5597kd187LRYwxtXLIUjP9YNeuXcTHx2eXN1uJiYkcP34cgB07dhAYGJjvuiT/1A8lh/qi5FBflAzqh5JDfVEyqB9KDvVFyVFS++Lw4cPub30Lql4F1PlXzu04Joe8sW7HYXm8zr6cszh16NAhj1WLiIiIiIiUOZWBPQVRkaZ851+Q23FSDnkT3Y6DC6EtIiIiIiIiUsQ0Qp1/CW7HATnkdZ/nkNc52TlNEQ8ALgGOAseA1DzW764azr25AdoCh7PJK4VH/VByqC9KDvVFyaB+KDnUFyWD+qHkUF+UHCW1L3xxjkwDbCioShVQ599Zt+OcpnGHuh3nND08A2ttTs9nA+zMS51ZybSj1+FcXlsKmPqh5FBflBzqi5JB/VByqC9KBvVDyaG+KDlKeF8UyDRvd5rynX/uPxg5LRzmPsqc62eiRUREREREpORSQJ1/m9yOL8khr3v65kJoi4iIiIiIiBQxBdT5tws4mHYclUPe9OW3DwC7C6tBIiIiIiIiUnQUUOeTtdYCU9PeXmKMucpbvrTz6SPUU9PKiYiIiIiIyAVOAfX5GcK5VbU/NcZk2BIr7f2naW9T0vKLiIiIiIhIKVBmV/k2xrQHGrqdquR23NAY09c9v7V2ROY6rLXbjDHvA/8C2gDLjDHvAjuABsCLQMu07O9ba7cX2A2IiIiIiIhIsSqzATXQH3gwi7R2aS93I7LI+2+gCvAwzuD5Ry95hgEv572JIiIiIiIiUlKZsvpIrzFmBFkH1B6stSa7dGPMLcAAnJuXVwKO49zQ/Ctr7cz8t1RERERERERKojIbUIuIiIiIiIicDy1KJiIiIiIiIpIPCqhFRERERERE8kEBtYiIiIiIiEg+KKAWERERERERyQcF1CIiIiIiIiL5oIBaREREREREJB8UUIuIiIiIiIjkgwJqERERERERkXxQQC0iIiIiIiKSDwqoBQBjTF1jzAfGmC3GmFhjzEljzEpjzAvGmJDibl9pZ4yxuXwtLO62XqiMMVWMMbcaY143xsw0xhx3+76OyEd9NxtjJhtj9htjEtO+TjbG3FwIzS9VCqIvjDF98/Dvpm/h3tGFyRjTxhjzH2PMbLef4xhjzDZjzHBjTPs81qd/E/lUEH2hfxPnzxgTbozpnfb30CJjzN/GmNPGmCRjzFFjzEJjzD+NMZG5rO8aY8xoY8weY0yCMeawMeZXY8w9hX0vF7KC6AdjTMc8/HsYXIS3V2oYY97N9H3smIsypfP/CWutXmX8BdwGnAZsFq+tQMPibmdpfmXzvc/8Wljcbb1QXzl8X0fkoR4f4Nsc6vsG8Cnuey6pr4LoC6BvHv7d9C3uey5pL2BxLr933wMBOdSlfxMloC/0b6JA+uKGXH7/jgFdcqhrMJCaTR0/A0HFfc8l8VUQ/QB0zMO/h8HFfc8X2gtoASRn+j52zCZ/qf5/wg8p04wxLYGfgGAgBvjv/7d353GTFPUdxz9f9oBd5FhcQA5hQSQIiwFFFBFYVCAJIDchiYEVkENFQEkEFVmDGA0YIGBQDgFRUUBuNHIIBHCJQEC5lBu5wiEsx3Isxy9/VA3TO/T0zDPH8+zzzPf9evVruqerq6unpp55qqu6Crgyb+8CfBpYHbhE0noR8fxIpXVAnAD8Z8X+ucOVkDHuT8AfgM07OPYIYI+8fjPwb8C9wLuAfwbWBfYk/dB/ueuUjn3d5EXNFsCjFfsf7iLusWr5/PoocDZwDSkvxgEbAF8EVgB2BSYAf18Rl8tEd3qZFzUuE517iPR/0E15/TFSZWBFYEdge2AqcKGk9SPid40RSNobOCxv3gt8E7iVlNf7A5sCWwI/oL38HERd50PB7sANFfuf6EmKB4SkhYATgfGkz26ZNg4b278TI12j9zKyC/U7468CG5Ts/yd8B2848sGfcf8/468DWwHL5u1phc/9tDbjWJ36HdkbgEkN+yfn92tlyj07+pcXMwvHTBvpaxptC6l1bGdgXJP9U0m9k2qf8cZNwrlMLDh54TLRfV6U5kFDmG0Ln/O5JfuXAubk/Q8CUxvPAVxYiGPGSF/3grb0KB9m+DPuW/4ckD/XO0k3iyo/50H4nfAz1ANM0vrARnnzlIiYXRLsO6QCA7C/pAnDkjizHouIwyLi4oh4vItoDoA3e/bsFxEvNZzjRWC/vDkeOLCLc41ZPcoL60JEbBURZ0XE6032P0VqGa3ZsUlUB+Ay0ZUe5oV1qVkeNIQ5n3SDA+r/QxXtCSyR17+U86/xHJ8hdQeH1HBhBT3KB+sDSSsBh+fNfYB5bRx2AGP8d8IV6sG2bWH91LIAEfEG8MO8uSSpm5LZwJEkYJu8+YeIuL4sXH6/9iO/TT7ObDS6srD+rsadLhPDqjIvbNjVHn9bpGTftvn1OeDcsoMj4mHg8rz5MUmL9TR1g6MqH6w/vgu8DTg9Iq5uFXhQfidcoR5stVFD55KeUWmmWGA27F9yzBZoq1B/1rHVj0ht/wqk7sxmo9HChfWyFiOXieHTKi9smEj6C9KATJDGfyjumwisnzdnR0RV612tTCwMrNfLNA6Cqnyw/pC0M+lxraeBg9o8bCB+J1yhHmzvya/3RMRrFeGKf6je0zSU9cJOku6Q9KKk5yXdLel0Se4ZMPLWLKy3+vF2mRlep0p6NE+p8pSk6yV9Q9IKI52wUW6TwvqdJftdJoZPq7xo5DLRQ5ImS3q3pC+Q/umvdV89piHo6qRnpMFloueGkA+NjshTl70i6RlJN0s6WtLqfU3wGCJpSeDYvPmWRxkqDMTvhCvUA0rSIqSBTqDFaJ8R8Qz10aXf2c90GWuS/ohMInWpWY00suuv8zx9S1QdbH21YmG91Qi5DxXWXWb6bwawHGkE5LcDHwS+AtyTR9u1IcqjuB5ceOuskmAuE8OgzbxoNAOXia6oMK836X+gu0jjyiybg3wL+EnDYS4TPdZhPjT6MLASMJH0+OI6pOd675Q0a7R1Lx4h/wa8A7gOOGUIxw1EmfC0WYOr+LzOC22EnwssSqrkWe+9SBr18wrSHboXgKVJrRL7kP4h2ha4QNJmEfHqCKVzkA2lzBSnN3OZ6Z/7SM8ozqb+Q7wqsANp4KZFgO9Jiog4cWSSOGodSL3r6rkRUfZYkMvE8GgnL2pcJvrvFmCviCibhsllYvjcQvN8qHmMVB6uJZWN10gV662oT0N3GKmiPfqmahomkjYiDbb3GrBP5KG52zQQZcIV6sFVHMChnRH6Xsmvk/qQFoMVImJOyfuXSToO+CVpjr5NgH2B/xjGtFkylDLzSmHdZaY/ziMNitL4w34D8DNJW5H+kZoAHC3pwoj4v+FO5GgkaRNSqw+kOUb3bRLUZaLPhpAX4DLRa+cDN+b1SaTB4HYGtgPOlHRARFzccIzLRO+dz9DzAdL3fuWSBoj/Bc6XdCJwKWlE9oMl/Syq57IeSHlcgBMBAUdHxG1DjGIgyoS7fA+ulwvrE9sIXxsQ5aXKUNaRJpXp2r7HSS0LtR+F/ZqFtb4aSpkpDiDkMtMHEfFs1V3y/A/Wv+TNycAew5KwUU7SWqSK2XjSd36niHiiSXCXiT4aYl64TPRYRMyJiNvyckNE/DQitie1bK5K6jE2s+Ewl4ke6zAfiIi5Vb35IuK3wOfypgrrNr8vA2sAfwK+3sHxA1EmXKEeXM8X1tvpVrFofm2ne7j1WETcB1yWN1eTtHxVeOuLoZSZRQvrLjMj50SgVsHYpCqggaRVSC02U0gjSe8SEf9dcYjLRJ90kBftcpnoUkScAZxN+h/6eElLFXa7TAyTFvnQrp+SpjcDl4e3kLQGcEje3C8i5laFb2IgyoQr1AMqIl4G/pw3V6wKK2kK9S/5Q1Vhra/uKKx7pNbhVxxMo7LMMP9gGi4zIyS35tX+zrnMVMg36S4nTW8SwO4RcUGLw1wm+qDDvGiLy0TP1PJjUeCvCu+7TAyvZvnQljzDzV150+XhrQ4ktSrfB0yWtEvjAkwvhP9oYV+t3jAQZcLPUA+2O4CNSC2e4yumzlqjsN7OdB3WH0MZBMJ6r3hDY42mod6632VmZLnctCBpKqkHzKr5rf0i4odtHOoy0WNd5MVQuEx078nC+sqF9btIPQrG4TIxHJrlw1C4PDRX64K9KnBmG+EPLayvQhpkbCB+J9xCPdiuza+LAu+vCFfsBnNd/5JjLRTn8nt0xFIxuO6n/rm36hq2cX59BHigXwmyapKWpj49oMtMiTwV36+o/305OCK+2+bhLhM91GVetHsOl4neKLZmvtk1NSLmAb/NmxvkAZ2aqZWZV6gPumVDU5oP7ZI0njR3OLg89MtA/E64Qj3Yzi+sf6osQJ7/cte8OQe4sr9JsjL5ebrN8ua9EfHISKZnEOXBfmrdy9aQ9KGycPn92l3WC4Y4vYT11l6kwWYArh7JhCyIJE0GLgHel986IiK+3e7xLhO9021eDIHLRG/sVFi/tWHf+fl1cWD7soMlrQh8PG9eERHPl4WzlqryoR1/SxrlG1we3iIiZkaEqhbmH6hs08K+B3IcA/E74Qr1AMsjHF6TN/eQtEFJsC8C78nrx3r+496TtHW+S9ps/7LAz6mPjvifw5IwK3MMqTsfwHGS5pvWIW8flzdfy+GtxyRNk7RuizBbAV/Lmy8Bp/Y9YaNIbjk7D9gwv3VsRHy1g6iOwWWiK73IC5eJ3pA0U9IiLcIcCPxN3ryf+v9RNScDz+b1b0l6e8Px40i/4+PyW0d2legxqNt8kDRF0owWx68PHJ83Azih0/RaS8cwxn8n/Ay17U/qxj0JuFTSN0mt0JOAXUh3syE9F/SdEUnh2HccMEHSz4HZpG4uL5G65c0A9qbeRe9aoKddAAeFpI8AqxXemlpYX61x2o2IOK0xjoi4S9KRwMHAesB1kr4N3EuaG/NLpPnCAY6MiLt7dgFjSA/yYhpwpaTZwEXA70hz9EJ61mvHvNRa4g5yr463OBPYPK//GjhF0vSK8PMi4q7GN10meqIXeTENl4lemAV8J/8eX0v6Hr8ALAasDfwD9Rsf84C9IuL1YgQR8bSkLwHfIz3X+z+SjiC1oC4PHABsmoOfGRFX9fF6RqtZdJcPS5DKw+9JPQZuAh4jVepWArYC/pF6Q8VREXFTH69noA3C74RGWYu69YGkrYEfkbonlbkL2DIi7hm+VA0OSQ/Q3mAaPwf2rJqz2pqTdBqwW7vhc1emsngWAk4Cdq84/BTSD/wbQ0njoOg2L3LLQzuPn7wIHBgRJw4heQNB0lB//B+MiGlN4nKZ6EIv8sJlojeG8Hv8MGn09cuaBZD0ddIgTaW/JcAvgB3yrCtW0G0+SJpGarVu5XXgcOBfRlsX4wWFpFnAYXlz02Y3iMb674RbqI2IuEjSe0mt1VuShrWfB9xDmuPv+Ih4cQSTONbtRhqoYQNSS8JU0s2NF0jTBvwGOD0iZo9YCu1N+Q/9HvnO+V7AB0h59hRwA/D9iPjlCCZxENwEfJJUZtYDliPlwXjgGeB24Arg5DxNkPWRy8QCwWWiN7Yg/R+0IakXzbLA20m9xp4AbgEuBs5q9X9RRBwm6VfAZ0kzqixLGovmd8CpEdHOqMmDqtt8eJT0fPUGwPqkwcumAouQuuP/EbiKVB4e6N9lWM1Y/51wC7WZmZmZmZlZBzwomZmZmZmZmVkHXKE2MzMzMzMz64Ar1GZmZmZmZmYdcIXazMzMzMzMrAOuUJuZmZmZmZl1wBVqMzMzMzMzsw64Qm1mZmZmZmbWAVeozczMzMzMzDrgCrWZmZmZmZlZB1yhNjMzMzMzM+uAK9RmZmZmZmZmHXCF2szMzMzMzKwDrlCbmZmZmZmZdcAVajMzMzMzM7MOuEJtZmZmZmZm1gFXqM3MzMzMzMw64Aq1mZmZ2QJI0ixJISlGOi1mZlZu/EgnwMzMTNIM4MqSXa8DzwHPAg8BNwHXAhdFxLzhSp/1XkUl8VXgGeAPwKXASRHxxLAlzMzMbAjcQm1mZguyccAUYBqwEXAAcA7wsKSvSvKN4bFnArAMsDHwDeBOSZv362SSZtRagfONnb6SNLNwvmn9Pp+ZmfWXK9RmZragOQFYu7BsAPwNcDBwGRDA0sDhwHWSlh6hdFpv3Mj8+f1hYFfg+rx/KeBcSauMTPJGTkTMighFhEY6LWZmVs539s3MbEHzRETcVvL+L4FvS1oT+BGwLrA+cJ6kj7oL+Kg1tyS/Z0v6EXAWsCOwKPBF4HPDnTgzM7MqbqE2M7NRJSLuADYEbs5vbQh8duRSZP0QEUHqlVDz8ZFKi5mZWTOuUJuZ2agTES8B/0jq/g1wkKQJzcJLeoekIyTdKOlpSa9IekjSWZLaqqhJ2lXS1ZKekfSCpFslfU3S4nl/7bnYWSXHzjdas6QlJB0q6WZJc/K+mSXHbSvpbEl/kvRyDnujpMMkTWkz3R3HIWl1ScdJuk3S85LmSXpU0i2SfiDpbyUt3E46OnQfMDevv7NFWreWdI6kh3P+/lnSbEkHS3pbSfhpOT+Kg+FdWcjH2jKz4bjp+fn9XxXO9YKkuyWdLulDTdI3I5/v1MLb95ecb0bhmLZG+c7XcrSk23M+vZjT831Ja7c4dr7vraQPSDqzcG2PSDpD0nuq4jEzG1Tu8m1mZqNSRNwu6TJgc2B54APAbxrDSfoH4PukbsNFKwI7ATtJOgXYJyJeKzl+AnA2sE3Drul5+aSkzdpNt6R3k0avnlYRZgpp8LWPNuxaGHh/Xj4jaZuIuL7x+F7EIWknUtf6iQ27lsvLXwKfIj33XNZFv2sREZJqefJqWRhJiwA/AbZr2LUU8KG87Cdpy4i4pZv0qPlo9BOB1fKyq6RvRcQh3ZxrCGnaFTiRlK9FtfTsIenQiPjXNuL6DHAs8/9/uDzwSWB7SX8dEf/dm5SbmY0NrlCbmdlodjmpQg1pFPD5KtSSdgbOAERq7TweuAN4klSh3YM04NkepOm5vlByjmOpV6ZvB44iVSAXJ1Xi9gV+NoQ0nwOsABwHXEiaIurdwIM5zQvn63ofadqwnwC/AO4njYC9cU7nMsAvJK0bEQ82XHdXcUhaltSSOhF4gvS5XQ88BUwiVdQ2AbYdwnUPmaTlgCXy5gNNgp1OvTL9O+A7wJ2kCvUuwExSpfAKSe+NiEdy2EdINwM+APwgv7c7cEND/A8X1seTWswvAX5NmtrrOdLnuBbweWBl4GBJd0VEsTX6hny+bUijlwNsATzacL77m1znW0jaEjiN9P1+IV/75cBrpMHdDgGmAt+UNCciTqiIbgvSmAS3kr7zt5Lyejtgf2AycIakd3u8AjOzgojw4sWLFy9eRnQBZpC6bwcwawjHfaxw3CkN+6YCc2r7gPFN4jgih3kd+IuGfesCb+T9vwEmlRy/YyENpekHZhX2vw5sXnFNtfQ8A7y/SZiVSRWxAH7c6zhIFctaeqdXpHVS2WfSZt7V4r+qIsx/FMJ9tWT/loX9lwMTS8J8uhDmZy2+ezNapHkqsGTF/omk3gdBugEwriTMzML5prU435vfm5J9E0g3BQJ4HlinRR7PBaZW5EOQbhSUfYZfKYTZrpP89uLFi5exuvgZajMzG83+XFhvfB54X1Lr5iPAZ6KkO3d2WA6zEGm6pqK9SK1/AJ+O9Oz2fCLiHOC8IaT5tIi4tGxHfta3NsDaoRFxU1m4SK3Jh+fNnSS92Z29F3EA78ivz0T5iOu1OF4q+0y6IWkxSe+TdCr1Ub3vBr5bErx2na8Cn4qSltOIOIlU2YbUbXm5TtMWEU9FxJyK/fOAf8qbKwPrdHquNmxHankH+EaUdGfPeVxLz2RSF/1mXqbJZ0i6sVF7f6OOUmtmNka5Qm1mZqPZC4X1xRr2fSK/XhwRrzSLIFe0Z+fNDRp21wYsuzkibq9Ixw9bJbTgxxX7NqHexfmcFvHUnmWdQHoeupdxPJZfp0hqfHa81zYpDspF6kJ9E6klF+ACUsvxM8WDJI0nXSvApRHxUMU5Tsqv40kt0j0haWFJK0laMw9WNp36DRhIz5n3S+27GdS7rJc5G3i24Zgyl0XEE2U7IuJ50k0NgFWHkkgzs7HOz1CbmdloVqxEP1dbkTSOeuvg3pL2bjO+WstsbbCr1fJmaStvwY1txg/w+4p96xXWH5PUNGCDdxTWexHHhaTu8kuS5vm+CriIVAG/JSJebzfSLj0KHBMRjc8ZQ6rYTc7r/9MinuL+6d0kKLfkf570fPZawLiK4FO7OVcLteu4PyKebBYoIuZJupl0I6Hq2v/Q4nxP59fGG1dmZgPNFWozMxvNihWWpwvrS9HZb9zkwvqShfWmFZY29xc9U7FvmSHEU1RMd9dxRMSfJX0COJM0gNqmeQF4TtIVwA8i4uIOz1V0I/WuyCJV7DciVVpXAP5L0mYRcU3DcUsV1ktbVgv+r8lxQyJpGmkwslXaPGRSp+dqQ+06Wl071K+/6tpfbBHHG/m16gaCmdnAcYXazMxGs3UL638srBf/6T+ZNGpxO/o+enGL1t1iut9Hk6miShRHou5FHETENZJWA3YgjYS+MWmqsdro5ttJ+hWwfUS0qoxVmdvwnPatwGWSziINBLcY8GNJ0yPiudIY6vOR99sZpMp0bT7pn5JGFH8SmBcRIWkh0sBzMH/3734Zrms3M7MSrlCbmdloVpz/+drCerG1WlUDa1WYU1hfukXYVvvbVRxk7cmIeLhpyP7GAUBEvEx65vvHAJJWIY2svR+wOmmqpSOAAzs9R8W5b5P0ZdL0Yu8kDa51aCFIMY+XbRFdsTv7001DVZC0BvCRvPnNiPhqk6Adt4A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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.plot(rot_results[:, 0], rot_results[:, 1], 'x-', label=\"Top-1 Accuracy\")\n",
    "plt.plot(rot_results[:, 0], rot_results[:, 2], 'x-', label=\"Top-5 Accuracy\")\n",
    "plt.plot(rot_results[:, 0], rot_results[:, 4], 'x-', label=\"Final Val. Accuracy\")\n",
    "\n",
    "plt.ylim(10, 80)\n",
    "\n",
    "plt.title('Accuracy for Rotated Training Data')\n",
    "plt.ylabel('% Accuracy')\n",
    "plt.xlabel('Degrees Rotation')\n",
    "\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('rot-accuracy.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "1d3ecda0",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.plot(rot_batch256_results[:, 0], rot_batch256_results[:, 1], 'x-', label=\"Top-1 Accuracy\")\n",
    "plt.plot(rot_batch256_results[:, 0], rot_batch256_results[:, 2], 'x-', label=\"Top-5 Accuracy\")\n",
    "plt.plot(rot_batch256_results[:, 0], rot_batch256_results[:, 4], 'x-', label=\"Final Val. Accuracy\")\n",
    "\n",
    "plt.ylim(10, 80)\n",
    "\n",
    "plt.title('Accuracy for Rotated Training Data')\n",
    "plt.ylabel('% Accuracy')\n",
    "plt.xlabel('Degrees Rotation')\n",
    "\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('rot-accuracy-256batch.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c75a7fcb",
   "metadata": {},
   "source": [
    "# All\n",
    "\n",
    "Flip, rotate both ways, flip both rotations\n",
    "\n",
    "Expansion Factor: 6\n",
    "\n",
    "## Index\n",
    "0. degrees\n",
    "1. top-1 accuracy\n",
    "2. top-5 accuracy\n",
    "3. last val loss\n",
    "4. last val accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "dd63f155",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_results = np.array([\n",
    "    [5, 53.24, 79.49, 2.69, 55.64]\n",
    "])\n",
    "\n",
    "all_results_ba = np.array([\n",
    "    [5, 26.37, 48.05, 5.07, 27.39]\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "3d6e9057",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "best_results = [standard_res, flipped_res]\n",
    "best_labels = ['Unaugmented\\nE: 1', 'Flipped\\nE: 2']\n",
    "\n",
    "# Clockwise Rotation\n",
    "b_clock = rot_results[np.argmax(rot_results[:, 1])]\n",
    "best_results.append(b_clock[1:])\n",
    "best_labels.append(f'Clockwise {b_clock[0]}°\\nE: 2')\n",
    "\n",
    "best_results.append(all_results[0, 1:])\n",
    "best_labels.append(f'Full {all_results[0, 0]}°\\nE: 6')\n",
    "\n",
    "best_results = best_results[::-1]\n",
    "best_labels = best_labels[::-1]\n",
    "\n",
    "fig = plt.figure(figsize=(6, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.barh(range(len(best_labels)), [i[0] for i in best_results], tick_label=best_labels, label='Top-1')\n",
    "plt.barh(range(len(best_labels)), [i[1] - i[0] for i in best_results], tick_label=best_labels, label='Top-5', left=[i[0] for i in best_results])\n",
    "\n",
    "plt.legend()\n",
    "plt.grid(axis='x')\n",
    "plt.title('Best Accuracy for Data Augmentations')\n",
    "plt.xlabel('% Test Accuracy')\n",
    "plt.ylabel('Data Augmentation Methods')\n",
    "\n",
    "plt.xlim(0, 100)\n",
    "plt.xticks(np.linspace(0, 100, 11))\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('best-barh.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "bcdf6d2a",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "best_results_256 = [standard_res, flipped_batch256_res]\n",
    "best_labels_256 = ['Unaugmented\\nE: 1', 'Flipped\\nE: 2']\n",
    "\n",
    "# Clockwise Rotation\n",
    "b_clock_256 = rot_batch256_results[np.argmax(rot_batch256_results[:, 1])]\n",
    "best_results_256.append(b_clock_256[1:])\n",
    "best_labels_256.append(f'Clockwise {b_clock_256[0]}°\\nE: 2')\n",
    "\n",
    "best_results_256.append(all_results_ba[0, 1:])\n",
    "best_labels_256.append(f'Full {all_results_ba[0, 0]}°\\nE: 6')\n",
    "\n",
    "best_results_256 = best_results_256[::-1]\n",
    "best_labels_256 = best_labels_256[::-1]\n",
    "\n",
    "fig = plt.figure(figsize=(6, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.barh(range(len(best_labels_256)), [i[0] for i in best_results_256], tick_label=best_labels_256, label='Top-1')\n",
    "plt.barh(range(len(best_labels_256)), [i[1] - i[0] for i in best_results_256], tick_label=best_labels_256, label='Top-5', left=[i[0] for i in best_results_256])\n",
    "\n",
    "plt.legend()\n",
    "plt.grid(axis='x')\n",
    "plt.title('Best Accuracy for Data Augmentations')\n",
    "plt.xlabel('% Test Accuracy')\n",
    "plt.ylabel('Data Augmentation Methods')\n",
    "\n",
    "plt.xlim(0, 100)\n",
    "plt.xticks(np.linspace(0, 100, 11))\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('best-barh-256batch.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "pythonjvsc74a57bd0333605e348ea7c6bf4ca805dbc845da062650cb5bf1d8f33f5f4a9d3bca7d68b",
   "display_name": "Python 3.9.3  ('.venv': venv)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.3"
  },
  "metadata": {
   "interpreter": {
    "hash": "333605e348ea7c6bf4ca805dbc845da062650cb5bf1d8f33f5f4a9d3bca7d68b"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}