From fa9e80c5c7fa2861e8354a8407f8782cc27137e5 Mon Sep 17 00:00:00 2001 From: David Wagner <3349841+davidwagner@users.noreply.github.com> Date: Wed, 9 Sep 2020 22:58:04 -0700 Subject: [PATCH] Fix bug where tests used .scatter(colors=...), which is now deprecated. While I'm at it, change the tests/Charts.ipynb notebook to be pushed to git with cells not run (so no output is included in the notebook), rather than with cells run, so that git diff will work better. --- tests/Charts.ipynb | 766 ++++++--------------------------------------- 1 file changed, 104 insertions(+), 662 deletions(-) diff --git a/tests/Charts.ipynb b/tests/Charts.ipynb index 981211e4..49e9ea8b 100644 --- a/tests/Charts.ipynb +++ b/tests/Charts.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -29,460 +29,207 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "t.with_column('big weight', t['weight'] * 1000).plot('big weight', ['hp', 'displ'])" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "t.select(['cyl', 'displ', 'hp']).group('cyl', max).bar('cyl')" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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6+gUf06lTp8sKCABAS/Hf//3fstvtuu+++9S2bVslJyerqqrqguM7dOigXbt2afny5aqoqFBISIhmzpypu+++2zUmNDRUd955p5KSklReXq6hQ4dq6dKljf5e5s2bp4cffli33367/P39lZKS4lZo3nzzTb377rv66KOPXIezVq5cqWHDhikuLs51lKe+LDab7dIP2qHePOUTG56EfeKO/eHOU/aHd1VRk56E7ed4yqecTgbcJ0e7AUbHqJeKigp17NjRbVtzOVPwpcjIyNDGjRu1Y8cOQ3M0lPN9Xc/g3MkAgBbB2Tq4Uc7cC8/A1bYBAIDpUWgAAGim0tPTm83hpouh0AAAANOj0AAAANOj0AAAANOj0AAAANOj0AAAANOj0AAAANOj0AAA4CESEhI0c+ZMo2OYEmcKBgC0CIcqT+lIlaPJXi+knbe6+7Vqstdr6Sg0AIAW4UiVQ4v32Jrs9ab39afQNCEOOQEA4EHq6ur07LPPqlevXgoPD9fs2bNVV1fnur9///7KyMhQcnKyQkJC1Lt374tePTsjI0M33HCD/vjHP6p///4KCQnR5MmTVVNTo5UrVyoyMlLXXHONZs2a5fZaOTk5Gjp0qLp166bw8HA98MADOnr0qOv+zMxM9e7dW//85z9d2x588EHdfPPNqqmpacC9cnEUGgAAPMi6devk7e2t//mf/9GCBQuUnZ2tvLw8tzHLli1T79699dFHHyk9PV3PPvusNm7c+LPP+/333+udd95RTk6O1qxZow0bNmjs2LH67LPPlJeXp5deeknLly/XX/7yF9djampqlJ6eroKCAuXk5Ki8vFwPPvig6/7HHntMYWFhmjp1qiTpjTfe0DvvvKOVK1eqdevWDbhXLo5DTgAAeJCIiAg9+eSTkqTw8HCtXr1aH330ke666y7XmKioKM2YMcM15rPPPtOyZcv0q1/96oLP63A4lJWVpY4dO6pv374aPny4Pv74Y3399ddq3bq1IiIiFBMTo4KCAiUmJkqS7r//ftfje/bsqRdeeEHR0dE6cuSIQkJC5O3trVdeeUU33nijnnrqKf3+97/Xc889p969ezfGrvlZzNAAAOBBIiMj3W4HBwe7HdKRpOuvv/6c23v37v3Z5+3WrZs6duzout2lSxeFh4e7zaR06dLF7bU+//xzJSUlqV+/furWrZuGDh0qSTp8+LBrTGhoqH7729/qpZdeUmxsrNsMTlOi0AAA4EFatXJfSGyxWOR0OhvleX18fM7ZdmYNjd1u15133ql27drplVde0QcffKDc3FxJOmd9zPbt2+Xt7a1Dhw7p5MmTV5z1clBoAAAwmU8++eSc2xEREQ36GsXFxSovL9ecOXP0b//2b+cs/j1j48aNWrdunTZu3Kgff/xRzzzzTIPmqC8KDQAAJvPJJ5/ohRde0LfffqvVq1frzTff1OTJkxv0Nbp166Y2bdpoxYoVOnDggLZs2aLnn3/ebcyxY8c0bdo0V+lZvny5li9frm3btjVolvqg0AAAYDKTJ0/WV199pZtvvlnPPfecZs2a5VrI21A6d+6s7Oxsbdq0STExMZo/f77mzZvnut/pdColJUUDBgzQlClTJEk33HCDUlNTNXnyZP3rX/9q0DwXY7HZbFd+YA4XVFxcLKvVanQMj8I+ccf+cOcp+8O7qkhtytcaHUPS6bUMvr6+RsfQyYD75Gg3wOgY9VJRUeG2AFZqPmcK7t+/v5KTk/Xwww83+HN7uvN9Xc/gY9sAgBahu18rztzbjHHICQAAmB4zNAAAmMiXX35pdASPxAwNAAAwPQoNAAAwPQoNAKBZaoiz68JzXOzrSaEBADQ7vr6+stlslJpmwul0ymaz/ezpC1gUDABodnx8fNS+fXv98MMPRkdBA2nfvv051576KQoNAKBZ8vHxueBJ2ND8cMgJAACYHoUGAACYHoUGAACYHoUGAACYHoUGAACYHoUGAACY3kULzYoVKxQbG6vu3bure/fuGjFihLZs2eK63+l0KiMjQ3369FFwcLASEhL09ddfuz2HzWZTcnKyQkNDFRoaquTkZNlstoZ/NwAAoEW6aKHp2rWrnnnmGX300Ufatm2bbr75Zt177736+9//LklasmSJsrKyNH/+fH3wwQcKDAzU6NGj9eOPP7qeY8KECSoqKtK6deuUm5uroqIiTZo0qfHeFQAAaFEuWmgSEhI0YsQI9erVS+Hh4ZozZ478/Py0e/duOZ1OZWdnKzU1VYmJierbt6+ys7NVWVmp3NxcSdK+ffu0detWvfjii4qJiVF0dLQWL16sLVu2qLi4uNHfIAAAaP4uaQ2Nw+HQ+vXrZbfbFR0drYMHD6qkpETDhg1zjWnbtq1iY2O1a9cuSVJhYaH8/PwUExPjGjNkyBD5+vq6xgAAAFyJel364KuvvlJcXJyqq6vl6+urtWvXKjIy0lVIAgMD3cYHBgbq2LFjkqTS0lIFBATIYrG47rdYLOrcubNKS0sb6n0AAIAWrF6Fxmq1Kj8/XxUVFdq4caNSUlL09ttvu+7/aVmRTi8UPrvAnO3sMefTXA5JNZf30ZDYJ+7YH+48YX8E+1bIz243OoaL3QOyVHpX6PiRy//aWK3WBkwDuKtXoWndurV69eolSRo4cKA+++wzLVu2TDNmzJB0ehamW7durvFlZWWuWZsuXbqorKzMrcA4nU6Vl5efM7NztubwzV9cXNws3kdDYp+4Y3+485T94V11Qm0cvkbHkHS6zPj6Gp/Fx7+j2nc1/msDnM9lnYemrq5ONTU16tGjh4KCgrRt2zbXfdXV1dqxY4drzUx0dLQqKytVWFjoGlNYWCi73e62rgYAAOByXXSG5umnn1ZcXJxCQkJcn14qKCjQW2+9JYvFopSUFC1atEhWq1Xh4eFauHChfH19ddddd0mSIiIidNttt2n69OlasmSJnE6npk+frpEjR3rEX2EAAMD8LlpoSkpKlJycrNLSUnXo0EGRkZHKzc3V8OHDJUnTpk3TiRMnNHPmTNlsNkVFRSkvL0/t27d3PceKFSuUlpamMWPGSJLi4+OVmZnZSG8JAAC0NBabzeY0OkRz5inrATwJ+8Qd+8Odp+wP76oitSlfa3QMSZ6zhuZkwH1ytBtgdAzgvLiWEwAAMD0KDQAAMD0KDQAAMD0KDQAAMD0KDQAAMD0KDQAAMD0KDQAAMD0KDQAAMD0KDQAAMD0KDQAAMD0KDQAAMD0KDQAAML2LXm0bQMtgqTkur9pSo2Mo2LdC3lUnjI4hOaqMTgDgElBoAEiSvGpLPeLq0n52u9o4jL+ydE3HeKMjALgEHHICAACmR6EBAACmR6EBAACmR6EBAACmR6EBAACmR6EBAACmR6EBAACmR6EBAACmR6EBAACmR6EBAACmR6EBAACmR6EBAACmR6EBAACmR6EBAACm52N0AADwRAdPBevYqZFGx5Ak1XrVyueU8T+urz7pr5B2RqcAzs/4/0MAwAMdOdFKL+6zGB1DkuRweMnb2/gsqdd6KaST0SmA8+OQEwAAMD0KDQAAMD0KDQAAMD0KDQAAMD0KDQAAMD0KDQAAMD0KDQAAMD0KDQAAML2LFpoXXnhBQ4cOVffu3RUWFqa7775be/bscRvjdDqVkZGhPn36KDg4WAkJCfr666/dxthsNiUnJys0NFShoaFKTk6WzWZr2HcDAABapIsWmoKCAj344IPasmWLNm7cKB8fH91xxx363//9X9eYJUuWKCsrS/Pnz9cHH3ygwMBAjR49Wj/++KNrzIQJE1RUVKR169YpNzdXRUVFmjRpUuO8KwAA0KJc9NIHeXl5brdfeeUVhYaGaufOnYqPj5fT6VR2drZSU1OVmJgoScrOzpbValVubq7GjRunffv2aevWrdq8ebNiYmIkSYsXL1Z8fLyKi4tltVob4a0BAICW4pLX0FRWVqqurk7+/v6SpIMHD6qkpETDhg1zjWnbtq1iY2O1a9cuSVJhYaH8/PxcZUaShgwZIl9fX9cYAACAy3XJheaJJ55Q//79FR0dLUkqKSmRJAUGBrqNCwwMVGlpqSSptLRUAQEBslj+7+JqFotFnTt3do0BAAC4XJd0te1Zs2Zp586d2rx5s7y9vd3u+2lZkU4vFD67wJzt7DFnKy4uvpR4Hqu5vI+GxD5x5wn7I9i3Qn52u9ExJEl2D8jhaFcnh8NhdAwXT8hysqbmir5XWV6AxlTvQpOenq68vDz95S9/Uc+ePV3bg4KCJJ2ehenWrZtre1lZmWvWpkuXLiorK3MrME6nU+Xl5efM7PxUc/jmZ43Qudgn7jxlf3hXnVAbh6/RMWS32+Xra3wOb4vXOX+4GcXhcHhEljatW8vas9vFBwIGqNchp7S0NOXm5mrjxo3q3bu32309evRQUFCQtm3b5tpWXV2tHTt2uNbMREdHq7KyUoWFha4xhYWFstvtbutqAAAALsdFZ2hmzJihnJwcrV27Vv7+/q41M76+vvLz85PFYlFKSooWLVokq9Wq8PBwLVy4UL6+vrrrrrskSREREbrttts0ffp0LVmyRE6nU9OnT9fIkSM94i9TAABgbhctNCtXrpQk10eyz0hLS1N6erokadq0aTpx4oRmzpwpm82mqKgo5eXlqX379q7xK1asUFpamsaMGSNJio+PV2ZmZoO9EQAA0HJdtNDU52y+FotF6enproJzPp06ddLy5csvLR0AAEA9cC0nAABgehQaAABgepd0HhqgObHUHJdXrfEndgz2rZB31QmjY0iOKqMTAMBlo9CgxfKqLVWb8rVGx5Cf3e4R53+p6RhvdAQAuGwccgIAAKZHoQEAAKZHoQEAAKZHoQEAAKZHoQEAAKZHoQEAAKZHoQEAAKbHeWgASJIOngrWsVMjjY6hWq9a+Zwy/kfTjz7tjI4A4BIY/1MDgEc4cqKVXtxnMTqGHA4veXsbn+OeCCawATPh/1gAAGB6FBoAAGB6HHJqITzlQowSF2MEADQ8Ck0L4SkXYpS4GCMAoOFxyAkAAJgehQYAAJgehQYAAJgehQYAAJgehQYAAJgehQYAAJgehQYAAJgehQYAAJgehQYAAJgehQYAAJgehQYAAJgehQYAAJgehQYAAJgehQYAAJgehQYAAJgehQYAAJgehQYAAJgehQYAAJiej9EB0DS+P+mvY6dGGh1DklTrVSufU8Z/6119KlhWo0MAABqE8b9V0CSOnPDSi/ssRseQJDkcXvL2Nj5Lav9WFBoAaCY45AQAAEyvXjM0H3/8sZYuXaovvvhCx44dU1ZWlu69917X/U6nU7/97W+1evVq2Ww2RUVFaeHChfrlL3/pGmOz2fT4449r8+bNkqRRo0YpMzNT/v7+DfyWTjtUeUpHqhyN8tyXokLtVV5abXQM2R1tjI4AAECjqVehsdvt6tu3r5KSkvTQQw+dc/+SJUuUlZWlrKwsWa1WZWZmavTo0dq9e7fat28vSZowYYIOHz6sdevWyWKx6JFHHtGkSZOUk5PTsO/o/ztS5dDiPbZGee5LYbfb5etrdArp3p7eRkcAAKDR1KvQxMXFKS4uTpI0efJkt/ucTqeys7OVmpqqxMRESVJ2drasVqtyc3M1btw47du3T1u3btXmzZsVExMjSVq8eLHi4+NVXFwsq5WVDAAA4PJd8aLggwcPqqSkRMOGDXNta9u2rWJjY7Vr1y6NGzdOhYWF8vPzc5UZSRoyZIh8fX21a9cuCg0Mccriq7/WGP/JL0/51NePPu2MjgAAl+2Kf4qWlJRIkgIDA922BwYG6tixY5Kk0tJSBQQEyGL5v0+2WCwWde7cWaWlpRd87uLi4svOVaH2stvtl/34huQJORwOPzkcxq8pOsMTsvzzpEVv7KkzOoZOr803PkdSXy+P+LpInvH9UechOc7whCwna2qu6Ocyf7yiMTXYn4U/LSvS6UNRZxeYs5095mxX8s1fXlrtEWtXTq+hMT6It7eXvL09Yx2Nw+HwiCxekkfkYH+4Y3+cy1P2SZvWrWXt2c3oGMB5XfHHtoOCgiTpnJmWsrIy16xNly5dVFZWJqfT6brf6XSqvLz8nJkdAACAS3XFhaZHjx4KCgrStm3bXNuqq6u1Y8cO15qZ6OhoVVZWqrCw0DUeBd0sAAALUklEQVSmsLBQdrvdbV0NAADA5ajXIafKykrt379fklRXV6fDhw+rqKhInTp1Uvfu3ZWSkqJFixbJarUqPDxcCxculK+vr+666y5JUkREhG677TZNnz5dS5YskdPp1PTp0zVy5EiOqQIAgCtWr0Lzt7/9Tf/xH//hup2RkaGMjAwlJSUpOztb06ZN04kTJzRz5kzXifXy8vJc56CRpBUrVigtLU1jxoyRJMXHxyszM7OB3w4AAGiJ6lVobrrpJtlsFz5JncViUXp6utLT0y84plOnTlq+fPmlJwQAALgIruUEAABMj0IDAABMj0IDAABMz/jzrTcSS51dFscPRsfQVd6nZPGAM3zK2ThXNQcAwBM040JzQl41h42OIW+HQ15O48/wKWcHoxMAANBoOOQEAABMj0IDAABMj0IDAABMj0IDAABMj0IDAABMj0IDAABMj0IDAABMj0IDAABMj0IDAABMj0IDAABMj0IDAABMj0IDAABMj0IDAABMj0IDAABMj0IDAABMz8foAGgaTkmnah1Gx5AkOevqVOc0OsXpfQIAaB4oNC2E0+lU1YmTRseQJDmddbJYjJ8cdDqpNADQXBj/WwUAAOAKUWgAAIDpccgJgCTPWWfFGisAl4NCgxaNX+A/yeEh66xYYwXgclBo0GI5JX6B/zSH0QEA4AoY/1MUAADgClFoAACA6XHICQAuwBPWWEmes86qxkP2B3A+FBoAOA9PWWMlec46q1Onao2OAFxQsy00NbUOj/jrylP+sgIAoDlrtoXm1Klaj/jrylP+sqJTAQCaM+N/0wIAAFwhCg0AADA9Cg0AADA9Cg0AADA9Cg0AADC9Ji80K1eu1IABAxQUFKRbbrlF27dvb+oIAACgmWnSQpOXl6cnnnhCjz32mP76178qOjpav/71r3Xo0KGmjAEAAJqZJi00WVlZGjt2rB544AFFRERowYIFCgoK0qpVq5oyBgAAaGYsNputSc65VlNTo6uvvlqvvvqq7rjjDtf2GTNmaM+ePXrnnXeaIgYAAGiGmmyGpry8XA6HQ4GBgW7bAwMDVVpa2lQxAABAM9Tki4ItFovbbafTec42AACAS9FkhSYgIEDe3t7nzMaUlZWdM2sDAABwKZqs0LRu3VrXXXedtm3b5rZ927ZtiomJaaoYAACgGWrSq21PmTJFkyZNUlRUlGJiYrRq1SodP35c48aNa8oYAACgmWnSNTRjxoxRRkaGFixYoJtuukk7d+7UW2+9pdDQ0KaM0ehWrFih2NhYde/eXd27d9eIESO0ZcsWo2N5jEWLFsnf318zZ840OophMjIy5O/v7/Zf7969jY5lqOPHj+uhhx5SWFiYgoKCFBMTo4KCAqNjGcLhcOi5555znYR0wIABeu6551RbW2t0NMBjNekMjSRNmDBBEyZMaOqXbVJdu3bVM888o7CwMNXV1emNN97Qvffeqw8//FD9+vUzOp6hdu/erdWrVysyMtLoKIazWq16++23Xbe9vb0NTGMsm82mkSNHasiQIXrrrbcUEBCggwcPttj1dS+++KJWrlyp7Oxs9e3bV1999ZVSUlLUunVrPf7440bHAzxSkxealiAhIcHt9pw5c/Tqq69q9+7dLbrQVFRUaOLEiVq6dKkyMzONjmM4Hx8fBQUFGR3DI7z00ksKDg7WK6+84trWs2dP4wIZrLCwUKNGjVJ8fLwkqUePHoqPj9enn35qcDLAc3FxykbmcDi0fv162e12RUdHGx3HUKmpqUpMTNQtt9xidBSPcODAAf3yl7/UgAEDNH78eB04cMDoSIbZtGmToqKiNG7cOIWHh+vGG2/U8uXL5XQ2yXk/Pc6QIUNUUFCgb775RpK0d+9e5efna8SIEQYnAzwXMzSN5KuvvlJcXJyqq6vl6+urtWvXtujDLKtXr9b+/fvd/gJvyQYPHqxly5bJarWqrKxMCxYsUFxcnHbu3Klf/OIXRsdrcgcOHNCrr76qyZMnKzU1VV9++aXS0tIkScnJyQana3qpqamqrKxUTEyMvL29VVtbqxkzZjT7w/XAlaDQNBKr1ar8/HxVVFRo48aNSklJ0dtvv62+ffsaHa3JFRcX69lnn9W7776r1q1bGx3HI5z9l/bgwYN13XXX6Y9//KOmTp1qUCrj1NXVaeDAgZo7d64k6dprr9X+/fu1cuXKFllo8vLy9Oabb2rlypXq06ePvvzySz3xxBMKDQ3Vb37zG6PjAR6JQtNIWrdurV69ekmSBg4cqM8++0zLli3T7373O4OTNb3CwkKVl5frhhtucG1zOBzavn27Vq1apaNHj6pNmzYGJjSen5+f+vTpo/379xsdxRBBQUGKiIhw29a7d28dPnzYoETGeuqppzR16lTdeeedkqTIyEgdOnRIixcvptAAF0ChaSJ1dXWqqakxOoYhEhISNHDgQLdtU6ZMUVhYmB599FFmbSRVV1eruLhYN910k9FRDDFkyBD94x//cNv2j3/8Q927dzcokbGqqqrO+dSbt7e36urqDEoEeD4KTSN4+umnFRcXp5CQEFVWVio3N1cFBQV66623jI5miDPnWfmpdu3aqVOnTi3yEJwkzZ49W6NGjVK3bt1ca2iqqqqUlJRkdDRDTJ48WXFxcVq4cKHGjBmjoqIiLV++XHPmzDE6miFGjRqlF198UT169FCfPn1UVFSkrKws3XPPPUZHAzwWhaYRlJSUKDk5WaWlperQoYMiIyOVm5ur4cOHGx0NHuLo0aOaMGGCysvL1blzZw0ePFjvvfdeszvJZH0NGjRIf/jDH/Tss89qwYIF6tatm2bNmtViF8FmZmZq3rx5euyxx1RWVqagoCA98MADnIMG+BkWm83WMj8XCQAAmg3OQwMAAEyPQgMAAEyPQgMAAEyPQgMAAEyPQgMAAEyPQgMAAEyPQgN4uPz8fPn7+ys/P9/oKADgsSg0AADA9Cg0AADA9Cg0AADA9Cg0QCM6fvy4UlNT1bdvX3Xp0kX9+/fXI488oq+++kr+/v7Kyso65zF79+6Vv7+/li9fbkBiADAnLk4JNJKSkhINHz5cZWVl+s1vfqO+ffvq+PHjevvtt+Xn56eYmBjl5ORoypQpbo/LyclRq1atdOeddxqUHADMh0IDNJKnn35aR48e1aZNmxQbG+vanp6eLqfTqaSkJKWmpmrv3r3q06ePJMnpdGrdunUaPny4AgICjIoOAKbDISegEdTV1WnTpk267bbb3MrMGRaLRaNHj9ZVV12lnJwc1/aCggIdPnxY99xzT1PGBQDTo9AAjaCsrEw//PCD+vbte8ExHTt21O23365169bJ6XRKkt566y116NBBo0aNaqqoANAsUGiARnCmoFgslp8dl5SUpMOHD+vjjz/WyZMntWHDBt1xxx266qqrmiImADQbrKEBGkFgYKA6dOigPXv2/Oy4YcOGKTg4WDk5Oa5ZnbvvvruJUgJA88EMDdAIvLy8lJCQoPfee0+7du065/4zMzje3t769a9/rQ0bNuj1119XaGjoedfcAAB+HoUGaCRz585VcHCwEhMTlZaWptdee02ZmZm66aab9P3337vGJSUl6YcfftD777+v//zP/7zoYSoAwLk45AQ0kuDgYG3dulXz5s1TXl6eKioqFBwcrGHDhrl9JLtv37669tpr9cUXX3C4CQAuk8VmszmNDgG0dCNGjFBdXZ3ef/99o6MAgClxyAkw2J49e7R7924lJSUZHQUATIsZGsAge/bs0eeff66XX35ZR44c0RdffCE/Pz+jYwGAKTFDAxhkw4YNmjJliqqqqvTqq69SZgDgCjBDAwAATI8ZGgAAYHoUGgAAYHoUGgAAYHoUGgAAYHoUGgAAYHoUGgAAYHr/D9e+khzyL0WsAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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ZAAAT69OnjxITEzVr1iyjS/E5Phdw5r654eYbVYHxw/oRcADAx53J/1FnrxRV2XjRAVbF1K5eZePdznwu4AAAUFHOXinS3CP2KhtvfKKNgFNFuAYHAAAvVlxcrBdffFENGjRQfHy8pk2bpuLiYtf6Zs2aKS0tTSNHjlR0dLQaNmx407eDp6WlqUOHDvrjH/+oZs2aKTo6WqNGjVJhYaEyMjKUlJSku+66S1OmTHEba/Xq1erSpYvq1q2r+Ph4Pf744zp37pxr/cyZM9WwYUN9++23rmXDhg1Tp06dVFhYWIFduTkCDgAAXmzNmjWyWq3685//rFmzZik9PV3r169322bhwoVq2LChtm/frpSUFL344ovKzMws9bj/+Mc/9OGHH2r16tVasWKF3n//fT3yyCM6cOCA1q9fr3nz5mnx4sX605/+5NqnsLBQKSkp2rlzp1avXq3c3FwNGzbMtf6ZZ55RXFycxowZI0l699139eGHHyojI0P+/v4V2JWbY4oKAAAv1qhRI02dOlWSFB8fr+XLl2v79u369a9/7dqmVatWmjBhgmubAwcOaOHChXrooYdKPG5RUZEWLFig4OBgJSYmqmvXrtq1a5eOHj0qf39/NWrUSO3atdPOnTvVt29fSdJjjz3m2r9+/fqaM2eO2rZtq7Nnzyo6OlpWq1WLFi3Sfffdp9/97ndatmyZXn75ZTVs2LAyWlMqzuAAAODFkpKS3D5HRka6TQFJUps2ba77fOzYsVKPW7duXQUHB7s+h4eHKz4+3u1MS3h4uNtYX375pQYNGqSmTZuqbt266tKliyTpm2++cW0TGxurV199VfPmzVPHjh3dzvBUJQIOAABerHp194uSLRaLnE5npRzXz8/vumU/X4PjcDjUv39/BQQEaNGiRfrkk0+0du1aSbru+prdu3fLarXqzJkzunr16i3X6gkCDgAAPm7//v3XfW7UqFGFjpGdna3c3Fw999xzuvfee6+7mPhnmZmZWrNmjTIzM3X58mW98MILFVpHWRFwAADwcfv379ecOXP09ddfa/ny5Vq1apVGjRpVoWPUrVtXNWrU0JIlS3Tq1Clt2bJFr7zyits258+f129/+1tXCFq8eLEWL16srVu3VmgtZUHAAQDAx40aNUqHDx9Wp06d9PLLL2vKlCmuC4MrSmhoqNLT07Vp0ya1a9dOM2bM0PTp013rnU6nkpOT1bx5c40ePVqS1KFDB40bN06jRo3Sd999V6H13IzFbrff+kReFRow5pWbb1QFxg/rp/Ytmhhdxk1lZ2crISHB6DJ8Er3zHL3zDH2rPHl5eW4X1P7MDE8ybtasmUaOHKmxY8dW6HF9RUm/tz53m/gbE+81ugRJUmDAZVmvHDS6jJuKDMyT9coPRpdRZsV+4XL6RxpdBoDbREzt6jxZ2KS8JuDMnj1bL730kkaMGFHqS8XqVdtUhVWVouBfX16utsOhGkWBRpdRZldDHlURAQcAcIu8IuDs27dPy5cvv+5efwAAULpDhw4ZXYJXMvwi47y8PI0YMULz58+XzWYzuhwAAGAChgeccePGqW/fvurcubPRpQAAAJMwdIpq+fLlOnHihBYtWlTmfRwORyVWZE6+1LN8a54unM02ugyX7GzvqcXX0DvP3E59q+o7xpxOpywWS5WOicpV2hOdDQs42dnZevHFF7V58+ZyvWE0MNB3Lpj1Bg6Hw6d65mcLVlCUd9wmyy27nqN3nqFvlScwMFB2u102m42QYxJOp1N2u11BQUE3XG9YwNm7d69yc3PVoUMH17KioiLt3r1bS5cu1blz51SjRg2jygMAmIifn5+CgoL0/fffG10KKlBQUNB178/6mWEBp0+fPmrRooXbstGjRysuLk5PP/10uc7qAABwM35+fjd8IBzMybCAY7PZrrtrKiAgQHfccYcSExMNqgoAAJiB4XdRAQAAVDSveNDfzzZtuvlTirdZn6qCSszjas1C1bCWfbovulaxYmvYK7Gi0hX7hRs2NgDAPLwq4JTF7OM+V7KhHI6rCgwse8/GJ9oUfUdsJVYEAEDlY4oKAACYDgEHAACYDgEHAACYDgEHAACYDgEHAACYDgEHAACYDgEHAACYDgEHAACYDgEHAACYDgEHAACYjs+992B8ou3mG8ElL08KDi57z6IDrJVYDQAAVcPnAk778JpGl+BTsvMuKyE80ugyAACoUkxRAQAA0yHgAAAA0yHgAAAA0yHgAAAA0yHgAAAA0yHgAAAA0yHgAAAA0/G55+B89sXRKhknOiJUMVFhVTIWAACoWD4XcOa+uaFKxhk/rB8BBwAAH8UUFQAAMB0CDgAAMB0CDgAAMB0CDgAAMB0CDgAAMB0CDgAAMB0CDgAAMJ1Sn4Oza9cujw567733erQfAABARSg14Pzyl7+UxWIp88GcTqcsFou+++67Wy4MAADAU6UGnD/96U9VVQcAAECFKTXg3HfffVVVR5m9MbFqpr8CAy7LeuVglYxVmSID82S98oPRZRiu2C9cTv9Io8sAAFSRcr2LKiMjQ/3799cdd9xxywOnpaVpxowZbsvCw8N1/PjxUverV23TLY9dJgX/+vJxtR0O1SgKNLoMw10NeVRFBBwAuG2U6y6qiRMnqnHjxho8eLAyMzNVWFh4S4MnJCToq6++cn3t3r37lo4HAAAglfMMzmeffaZVq1Zp7dq1+vDDDxUcHKx+/fppwIABat++ffkH9/NTREREufcDAAAoTbnO4DRq1Eipqak6dOiQMjMz9atf/Urr169X7969dc899ygtLU1ff/11mY936tQpNWnSRM2bN9fQoUN16tSp8tYPAABwHY8f9Hf//fdr/vz5ys7O1rJlyxQfH69Zs2apTZs26tatm5YtW6YrV66UuH/r1q21cOFCrVmzRvPmzVNOTo66d+/OLeYAAOCWWex2u/NWDrB7926tXr1aGzdu1Pfff6+7775b/v7+2rdvn0JDQ/Xmm2+qU6dONz1Ofn6+7rnnHo0bN05jxowpcTvnsdG3Ui5uU/l1BuqCg4uMAW+SkJBgdAkwsXJdg/Oz48ePa/Xq1VqzZo2++eYbRURE6PHHH9egQYPUpEkTSdKRI0eUnJysiRMnas+ePTc9Zu3atdW4cWOdOHGi1O0CA7kjqDwcDgc9k+RnC1ZQVPn+Mc3OzuYfYA/RO8/QN6DilCvgpKena/Xq1Tp48KBq1Kih3r17a86cOXrwwQdVrZr7bFdiYqKeeOIJjR07tkzHLigoUHZ2tu6///7ylAQAAHCdcgWcKVOmqF27dpo7d6769eunOnXqlLp9ixYtNHHixBuumzZtmnr27Km6devq0qVLmjVrlq5cuaJBgwaVpyQAAIDrlCvg7Nq1S0FBQYqJibnh+jNnzigkJEQBAQGSpCZNmrimrP6/c+fOafjw4crNzVVoaKhat26tjz/+WLGxseX8FgAAANyVK+AsWrRIBw4cUFZW1g3XDx48WG3atNHs2bNveqylS5eWZ2gAAIAyK1fA2bp1qwYPHlzi+l/+8pf64x//eMtFlWab9alKPb7ZXK1ZqBpWf0lSdK1ixdawG1yRMYr9wo0uAQBQhcoVcHJychQZWfKtthEREbpw4cItF1Wa2cc9uvHrtuVwXFVg4E89G59oU/QdTAECAMyvXA/6Cw0N1dGjR0tcf/ToUQUHB99yUQAAALeiXAGnW7duWr58+Q2fa7Nv3z4tX75c3bp1q7DiAAAAPFGu+Z6UlBR9/PHH6t27t/7rv/5LiYmJslgsOnz4sP7yl78oIiJCU6dOraxaAQAAyqRcASciIkJbt25VamqqNm3apD//+c+SpKCgIA0YMECpqam8HRwAABiu3FfshoeHKz09XU6nU5cuXZLT6VRYWJgsFktl1AcAAFBuHt+SZLFYFBYWVpG1AAAAVIhyXWQMAADgCwg4AADAdAg4AADAdHzuscDjE21Gl+BT8vKk4OCfehYdYDW4GgAAqobPBZz24TWNLsGnZOddVkJ4ya/XAADAjJiiAgAApkPAAQAApkPAAQAApkPAAQAApkPAAQAApkPAAQAApkPAAQAApuNzz8H57IujVTZWdESoYqJ4oSgAAL7G5wLO3Dc3VNlY44f1I+AAAOCDmKICAACmQ8ABAACmQ8ABAACmQ8ABAACmQ8ABAACmQ8ABAACmQ8ABAACmQ8ABAACmQ8ABAACmQ8ABAACm43Ovanhj4r1VNlZgwGVZrxyssvEqQ2RgnqxXfjC6DJ9kht4V+4XL6R9pdBkAUOV8LuDUq7ap6gYr+NeXD6vtcKhGUaDRZfgkM/TuasijKiLgALgNGTpFdeHCBT355JOKi4tTRESE2rVrp507dxpZEgAAMAHDzuDY7Xb16NFD7du313vvvaeQkBCdPn1aYWG8vRsAANwawwLOvHnzFBkZqUWLFrmW1a9f36hyAACAiRg2RbVp0ya1atVKQ4YMUXx8vO677z4tXrxYTqfTqJIAAIBJWOx2uyGJIiIiQpI0atQoPfzwwzp06JAmTZqk1NRUjRw5ssT9nMdGV1WJgM/LrzNQFxxcZAzvlJCQYHQJMDHDpqiKi4vVokULpaamSpLuvvtunThxQhkZGaUGnMBA376rpao5HA565iEz9M7PFqygqKr/IZKdnc0PLw/QN6DiGDZFFRERoUaNGrkta9iwob755huDKgIAAGZhWMBp3769/v73v7st+/vf/66YmBiDKgIAAGZhWMAZNWqU9u3bp9///vc6ceKENm7cqMWLF2v48OFGlQQAAEzCsIDTsmVLvfPOO9qwYYM6dOigl156SVOmTCHgAACAW2boqxp69OihHj16lGufbdanKqkac7pas1A1rP5Gl1EhomsVK7aGvcrGy7fmyc8WXGXjVYZiv3CjSwAAQ/jcu6hmH/e5kg3lcFxVYKA5ejY+0aboO2KrbLwLZ7MNuQMJAHDrDH0XFQAAQGUg4AAAANMh4AAAANMh4AAAANMh4AAAANMh4AAAANMh4AAAANMh4AAAANMh4AAAANMh4AAAANPxuWf4j0+0GV2CT8nLk4KDzdGz6ACr0SUAAHyEzwWc9uE1jS7Bp2TnXVZCeKTRZQAAUKWYogIAAKZDwAEAAKZDwAEAAKZDwAEAAKZDwAEAAKZDwAEAAKbjc7eJf/bF0Qo7VnREqGKiwirseAAAwDv4XMCZ++aGCjvW+GH9CDgAAJgQU1QAAMB0CDgAAMB0CDgAAMB0CDgAAMB0CDgAAMB0CDgAAMB0CDgAAMB0CDgAAMB0CDgAAMB0CDgAAMB0LHa73Wl0EeXx7entFXaswIBaCgqsWWHH80Z2e55stmCjy/BJ9M5z9M4zvta3Yr9wOf0jjS4DuCGfexdVvWqbKu5gBf/6MrHaDodqFAUaXYZPoneeo3ee8bW+XQ15VEUEHHgpw6aoioqK9PLLL6t58+aKiIhQ8+bN9fLLL+vatWtGlQQAAEzCsDM4r732mjIyMpSenq7ExEQdPnxYycnJ8vf317PPPmtUWQAAwAQMCzh79+5Vz5491atXL0lSvXr11KtXL33++edGlQQAAEzCsCmq9u3ba+fOnTp+/Lgk6dixY8rKylK3bt2MKgkAAJiEYWdwxo0bp/z8fLVr105Wq1XXrl3ThAkTNHz48FL3czgcVVShedAzz9E7z9E7z/hS3/KtebpwNtvj/RMSEiqwGsCdYQFn/fr1WrVqlTIyMtS4cWMdOnRIkydPVmxsrP7nf/6nxP0CA33nDgNv4HA46JmH6J3n6J1nfK1vfrZgBUURUuCdDAs4v/vd7zRmzBj1799fkpSUlKQzZ85o7ty5pQYcAACAmzHsGpwrV67IarW6LbNarSouLjaoIgAAYBaGncHp2bOnXnvtNdWrV0+NGzfWwYMHtWDBAg0cONCokgAAgEkYFnBmzpyp6dOn65lnntGlS5cUERGhxx9/nGfgAACAW+Zz76Lae+4bo0vwKVcLC1XD39/oMnxSZfcuulaxYmvYK+34RvK1dyp5C1/rG++igjfzuXdRzT7ucyUbyuG4qsBAeuaJyu7d+ESbou+IrbTjG+nC2WzurvEAfQMqjmEXGQMAAFQWAg4AADAdAg4AADAdAg4AADAdAg4AADAdAg4AADAdAg7eKg4GAAAGp0lEQVQAADAdAg4AADAdAg4AADAdAg4AADAdn3uG//hEm9El+JS8PCk4mJ55orJ7Fx1grbRjA8DtzucCTvvwmkaX4FOy8y4rIZyX4XmC3gGA72KKCgAAmA4BBwAAmA4BBwAAmA4BBwAAmA4BBwAAmA4BBwAAmA4BBwAAmI7Fbrc7jS4CAACgInEGBwAAmA4BBwAAmA4BBwAAmA4BBwAAmA4BBwAAmI7XB5yMjAw1b95cERER6ty5s3bv3m10SYbbtWuXBg4cqCZNmshms+mdd95xW+90OpWWlqbGjRsrMjJSffr00dGjR922sdvtGjlypGJjYxUbG6uRI0fKbrdX5bdR5ebMmaMuXbooJiZGcXFxGjBggI4cOeK2Db273pIlS9SxY0fFxMQoJiZG3bp105YtW1zr6VnZzZ49WzabTRMnTnQto39A5fDqgLN+/XpNnjxZzzzzjHbs2KG2bdvqv//7v3XmzBmjSzOUw+FQYmKiXn31VdWqVeu69a+//roWLFigGTNm6JNPPlFYWJj69euny5cvu7YZPny4Dh48qDVr1mjt2rU6ePCgnnjiiar8Nqrczp07NWzYMG3ZskWZmZny8/PTww8/rH/+85+ubejd9aKiovTCCy9o+/bt2rp1qzp16qTBgwfrb3/7myR6Vlb79u3T8uXLlZSU5Lac/gGVw6ufg9O1a1clJSVp3rx5rmUtW7ZU3759lZqaamBl3iM6OlozZ87U4MGDJf30v8HGjRtrxIgRmjBhgiTphx9+UEJCgl566SUNGTJEX331ldq1a6ePPvpI7du3lyR9+umn6tWrl/bt26eEhATDvp+qlJ+fr9jYWL3zzjvq1asXvSuH+vXrKzU1Vb/5zW/oWRnk5eWpc+fOev311zVz5kwlJiZq1qxZ/JkDKpHXnsEpLCzUl19+qQcffNBt+YMPPqg9e/YYVJX3O336tHJyctz6VqtWLXXs2NHVt71796p27dpq166da5v27dsrMDDwtuptfn6+iouLZbPZJNG7sigqKtK6devkcDjUtm1belZG48aNU9++fdW5c2e35fQPqDx+RhdQktzcXBUVFSksLMxteVhYmC5evGhQVd4vJydHkm7Yt/Pnz0uSLl68qJCQEFksFtd6i8Wi0NDQ26q3kydPVrNmzdS2bVtJ9K40hw8fVvfu3VVQUKDAwECtXLlSSUlJrh+w9Kxky5cv14kTJ7Ro0aLr1vFnDqg8Xhtwfvaff6mln6Zg/v8yXO9mfbtRD2+n3k6ZMkWfffaZPvroI1mtVrd19O56CQkJysrKUl5enjIzM5WcnKwPPvjAtZ6e3Vh2drZefPFFbd68Wf7+/iVuR/+Aiue1U1QhISGyWq3X/Q/l0qVL1/1vB/8WEREhSaX2LTw8XJcuXZLT+e/Lr5xOp3Jzc2+L3qakpGjdunXKzMxU/fr1XcvpXcn8/f3VoEEDtWjRQqmpqWrWrJkWLlxIz25i7969ys3NVYcOHRQSEqKQkBDt2rVLGRkZCgkJ0Z133imJ/gGVwWsDjr+/v+655x5t3brVbfnWrVvd5qLhrl69eoqIiHDrW0FBgT799FNX39q2bav8/Hzt3bvXtc3evXvlcDhM39tJkyZp7dq1yszMVMOGDd3W0buyKy4uVmFhIT27iT59+mj37t3KyspyfbVo0UL9+/dXVlaW4uPj6R9QSayTJ09+3ugiShIUFKS0tDRFRkaqZs2amjVrlnbv3q033nhDwcHBRpdnmPz8fB07dkw5OTl6++23lZiYqDp16qiwsFDBwcEqKirS3LlzFR8fr6KiIk2dOlU5OTl67bXXVKNGDYWGhmr//v1au3atmjdvrrNnz2r8+PFq2bKlqW89nTBhglatWqW33npLdevWlcPhkMPhkPRToLZYLPTuBp5//nn5+/uruLhYZ8+eVXp6ut577z09//zziouLo2elqFmzpsLCwty+1qxZo9jYWA0ePJg/c0Al8urbxKWfHvT3+uuvKycnR02aNNErr7yie++91+iyDJWVlaVf/epX1y0fNGiQ0tPT5XQ69eqrr+qtt96S3W5Xq1at9Pvf/16JiYmubf/5z39q0qRJ2rx5sySpV69emjlzpuuOIjMq6XubNGmSUlJSJIne3UBycrKysrJ08eJF1alTR0lJSXrqqafUtWtXSfSsvPr06eO6TVyif0Bl8fqAAwAAUF5eew0OAACApwg4AADAdAg4AADAdAg4AADAdAg4AADAdAg4AADAdAg4AADAdAg4AADAdAg4AADAdP4PmOlOf/LvRAQAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "t.select(['weight', 'displ', 'hp']).scatter('weight', fit_line=True)" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "t.select(['weight', 'displ', 'hp']).scatter('weight', fit_line=True, overlay=False)" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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d4Ej9iUzIO08hciQ2g7SuoYnjp+uZMHYMdWebmT55PBO6elTpzCLtbYatRieVPW3yOAodVjbfeQOVFaW8c/Q41932KC2tHXT6AxS47NisVmw2K1MnjOVE3VlCoTAWi8GlF87jm1+8kls2PUl7uw+328WeLespLyvu874fnarjtcPHCIejZVx12YVs3fgdNJq7tu7hwBtHAMXSC+ZyzZd6lj1/9tS0n3f1qhXs2vvsqJthLEY26XlmmfzrdXBGU/2tu28ntQ0ejtScwBcI4vMHcDkduJx25s2ayqRxZWltyhwrx1AKU2smjStDa5LKdjnsTJ1YQfWMKfzo7jUsufqf8Xjb6Oj0EQiEUEphs1kAhcViEImYgKbIXYjDbqWt3YfNZo3fo7y0iMsunt/nfV989R18vgBKKQyLgd1m5X+tvAKt4fm/vk4gFAatcThstLf7sHYr++B/Pp728544fYapk8cnxZGLzaxH08+eyD3peQqRI7EZpKFwGEMpImEz+jkUzmgWaV8zbBPLDobCqIRj7e2+aGNjalAKDUTn42giERPdNTlHAeFwhEAwhMNui5fb1u7r976RiBkvN/Y5djwciaAAlCIUiuAPhijuVnYmz9vW9Szd4xBiOMmEISFyJDaD1Ga1YmqNxWokfU53FmlvM2y7l223WdEJZbrdLkytMQwFWqMApUCpaM9TKYVSoAGrxYLDbku6h9vt6ve+FosRLzf2OXbcarF0NdYam633sjN53tizJMYhxHCz3H777fcOdxCjicfjoby8fLjDGLFGU/0tXljNm0eO4XQ4CARDzJk+CdM0qZ4+OT6LtLDAmXY5wVCYyvJSNq5dxRWXLEoqu3r6JEqLXDxwy3UUFji5fPEC/viX19AaDENRUlxAUWEBJcWFzJ9ZRUSbOB12HHYryy6ez/03XcNfDr1DOByhpLiQPVvW8/lPf7LP+xY4HTR521AqurTkM8su5Ae3XMsVlyzi2Mla6hubsdlsXHbRfB7opeyx5X2/s+z+vD+4+Z+o+eh0Uhzp1FumRtPPnsg9eeeZZfLeZHCk/gZO6m5wpP5EJmTYVgghhMiQTBgSIgtGa8J2IUTvpOcpRBaM1oTtQojeSeMpRBaM1oTtQojeSeMpRBaM1oTtQojeSeMpRBaM1oTtQojeyYQhIbKgsqI0JynjhBD5SXqeQgghRIak8RRCCCEyJI2nEEIIkSFpPIUQQogMSeMphBBCZEgaTyGEECJD0ngKIYQQGZLGUwghhMiQJEkQ573EHVGcDjto8AeDOdkdJXavuoYmjp+uZ+LYMdSebWba5HFMrCxn9ddXsGvfs33uzpLJ7i31jc3c9cgeXnr9MN7WDkqLC5k3s4oPT9bh8wdxu108euf17H/uxXh5q1etYNfevu/fX90lnp9Up3Y7SoEvkJs6FWI4yGbYWSYb6g7OcNTfuvt2UtvgwVCKd44eBwULZ0/H1JpJ48qymjkodq8jNSfwBYL4/AFcTgcuh5151VP56PQZpk0ej6FUr/dPjLX78e51t+6+nTz/4us0elowNRgKwhETq8Wg2F2IqTWhUJilF82Ll3fi9Bmm9nP//uou8fykOn3/OJC7Os0W+d0VmZCepzjvJe6IEo5E6MrvnpPdUWL3CoXDGEoRiZgYShEMRT+3t/v63Z0lk91bPC1thELR51GA1mCaGm2ce75AMJRUXluK+/f1PN3PT/x6KBSh6//KjjNi1JB3nuK8l7gjitViwWazALnZHSV2L5vViqk1FouBqTV2W/Sz2+3qd3eWTHZvKSspwmazoBRoQCkwDEVXO4apNQ67Lam8VPfv63m6n5/4dZvNgtWSuzoVYjhYbr/99nuHO4jRxOPxUF5ePtxhjFjDUX+LF1bz5pFjBENhZlRNoGpiJRpNZXkpG9euorDAmfV7OR0OAsEQc6dPJmyaVE+fxMTKcn5w8z9R89FpgqFwr/dPjLX78e51t3hhNR98VEuTt5VQOEJZaRFLPjGHiGliRjQlxYXs3rSO02fOxstLdf/+6i7x/MSvT588gamTKzF1buo0W+R3V2RC3nlmmbw3GRypv4GTuhscqT+RCRm2FUIIITIkE4aESEMmS0TyTa5iH8l1IsRgSeMpRIK+GoRN2/fFl17UNnjYtGNvzpZbZHvdaTqxD6QhHMo6ESLfSOMpRIK7tu7hpVcPE45EsFos+AMBnth0Y0ZLRGLeOXqc6257lPZ2H263iz1b1jN/9tSU1yU2Sq+/XUPE1FgtBsFQiJdff5ff/uQBNLpHY9eXdGLv3hDe9ehPcTkc/TamA6mTwZCersgnKRvP3bt382//9m+cOnUKgLlz57J+/XqWL18OgNaaH/7wh+zZswev18vixYt55JFHmDdvXrwMr9fLbbfdxnPPPQfA5z//eTZv3kxpqfzgi4HLRRabA28cwRcI0unzY5qa375wkIZGL2UlRUnJAMpKilL+Mb/utkfxeKMNjMfbxjdu+iFXXPKJlH/8Y41SMBiiqaWNYDCE3WalwOWkubWDTTv2ojU9en1rV322R72UlRThtNvxB6LrOX3+AB+equOamzcnxdC9IXzlb0eYM6MKQymOfniaJV/4HgUuZ9I/Anqrk8Hqr06lpyvyScoJQxMnTuS+++7jz3/+M3/605+44oor+MY3vsE777wDwLZt29i+fTsPP/wwL7zwAmPHjuVLX/oSbW3n/hX67W9/m7feeounnnqK/fv389Zbb/Gd73wnd08lzguxP6bBYJiXXj/Mi68dJhgMx/+wDoyio9NHxNRorYlEImzasZeNa1cxaVwZdruViZVlbFy7Kun+vd2ze8KDMw3N/Z4fE1sjWfPRx2jTjMZhajo6fThsVpq8bf32+rrHZRjEY68762FiZXmPGLqv1wQVL/+t9z6k0x8gHIng8bZx7a2PAPRaJ4PVX50OdU9XiP6k7HmuXLky6fP3v/99fvKTn3Do0CEWLFjAzp07ufHGG7n66qsB2LlzJ9XV1ezfv5/rrruOo0eP8vzzz/Pcc8+xdOlSAB577DFWrFghU8PFoOQii83SC+byzP97BaVNlGFQWuymydtGZUVpj15Oqj/mbrcr3vM0tcawGGn98d+4dhWbduzlnfeOM6akGG9rG6apUcpgRtWEeA+vr15f97g6/UGe2HQjANfcvJlgMNwjhtg9m7zRHl9pUSHeto5oFqRwBIvFiF/T1u4D6LVOBqu/Os1FT1eIgcpoqUokEuHXv/41HR0dXHLJJZw4cYL6+nquuuqq+Dkul4tly5Zx4MABAA4ePIjb7Y43nACXXnophYWF8XOEGIhcZLF5cP21VE0cS2lxIWPLSpgzY0qfZaXK9rNny3rKS4uwWiyUlRbxmWUXppW9J9Yofe6KxSyaO53LLprP2PISKitKmT5lPBvXruq319dfXH0di93z54/exrZ71vDg+mvj5TscdlxOR/wat9uVcb2mq7/Yc9HTFWKg0kqScPjwYT73uc/h9/spLCxk9+7dLF++nAMHDrB8+XLefvttpkyZEj9/7dq11NXV8fTTT7N161Z+9rOf8eabbyaVecEFF/BP//RP3HzzzX3et6amZhCPJka7Jm8bT+z9I962Thx2K0op/IEQJUUF3LDqc5SXDqwBTSy3v7LSPW+ozk/nuoGU+cGJOu7Y+kvaOwMUFjj44S3fYNbUCSnjGIiBPvNIIqNto0Nas22rq6v5y1/+QktLC8888wxr1qzht7/9bfy4io2XddFaJ32t+/HezunrviONDEUPTib1Vw1cuuTirMeQbrmZ3j/X58fqrr/rBlJn1dXVrPjsFRldM1C5+p6mQ353RSbSGra12+3MmDGDiy66iHvuuYdFixaxY8cOxo0bB0BDQ0PS+Y2NjYwdOxaAyspKGhsb0fpcB1drTVNTU/wcIYQQYiQZUHo+0zQJBoNMnTqVcePG8ac//Sl+zO/38/LLL8ffcV5yySW0t7dz8ODB+DkHDx6ko6Mj6T2oEEIIMVKkHLa99957+dznPsekSZNob29n//79/PWvf+U//uM/UEqxZs0atm7dSnV1NbNmzeKRRx6hsLCQr371qwDMmTOHz372s9x0001s27YNrTU33XQTy5cvlyESIYQQI1LKxrO+vp7Vq1fT0NBAcXExCxYsYP/+/XzmM58BYN26dfh8Pm699dZ4koSnn36aoqJzL/l3797Nhg0b+PKXvwzAihUr2Lx5c44eSQghhMgt2ZIsy2TSweBI/Q2c1N3gSP2JTMiWZEIIIUSGpPEUQgghMiSNpxBCCJEhaTyFEEKIDEnjKYQQQmRIGk8hhBAiQ9J4CiGEEBmSxlMIIYTIkDSeQgghRIak8RRCCCEyJI2nEEIIkSFpPIUQQogMpdxVRQiRWn1jM5u278PT0kZZSREb166isqJ0uMMSQuSI9DyFyIJN2/dR2+AhGAxT2+Bh0469wx2SECKHpPEUIgs8LW0YSgFgKEWTt22YIxJC5JIM24q8Ud/YzIM7f00EY0BDn8M5dFpWUkRtgwdDKUytKSspSn2REGLEks2ws0w21B24dfft5IPjp3C73ZhaM2lcGT+6e01G1yc2YKmu797Yrv76Cnbte3ZAjW9Do5dNO/bS5B2+d56JP3vyDjZz8rsrMiE9T5E3PC1tqEEMfWY6dBp7T2koRW2Dh2tv28q0yePjnzft2Jt2411ZUZpRQ59r3Z8tk2cRQqQmjacYNt17Ry6HHY+ODoRkMvQZK+fNI8eIRExmTZ2E3W5LeX1iYxsMhjhd10hrWwc2q5XqaZMG9N4yVY9vqHqE8g5WiNySCUNi2HSfoQpQWVaM3W5lYmUZG9euyqicmVMmAnD89Jm0ri8rKcLsaqw/OPExSkEkYuIPhnj/o9MDem+ZatbtUM3KTXw2eQcrRPZJz1MMm+69I18gyN1rvpLxe6dYOXa7jYWzp2O3W9l2T+ohyo1rV8XfU1osBhfOm8nJ2gaCoTAWiyXtxru/Z+re4xuqHmHis8V6uEKI7JHGUwybbM1QHWg5ie8pY5ONFsyehqk1EyvLBjScmiqWoZqVm2/vYIUYbWTYVgybjWtXMWlcWcbDtLkoZ6hiydZ9hBDDS5aqZJlMdx+4+sZmNmx6IuU6z/rGZu56ZA8H3nwP0Fx64Tx+cMu1vZ77ztHjXHfbo7S0duAPBJlVNZ4PTp7BarUQDke4eMEspk4eF79XbEJPXUMTx0/XM23yOCZWlrNx7Soampq57rZHaW/34Xa7eHTj9ex/9sUek38ymRSUzrnplic/e4Mj9ScyYbn99tvvHe4gRhOPx0N5eflwhzEibdzyU07XncVisdLa4ePNI8f4/KeX9Hrenw++hd8fJBQ2qW1oora+qddzV37rbjzeNto7OgmEwnxc7yFimvj9AcIRk/pGL6UlRfF7bdzyU2obPBypOUlbhw9vSztOp4M3jxzj8Z89g8fbhtaaTn+A/b//C8XFbkxTJ8UbK6P71/t65lTnplue/OwNjtSfyIQM24q8ke46T09LG6FQBKUUCgiHI32e297ui75fNHXSRB1TR/8bjkSS7hWb0BMKhzGUIhgKx4/HyoqV4Q+Gep38k8mkoHTOlWUnQuQfaTxF3igrKUKnsbyirKQIm82C1hoNWC2WPs91u12YWmMYKmnphqGi/7VaLEn3ii3xsFmtmFpjt1njx2Nlxcpw2G29LgfJZJlIOufKshMh8o8M22aZDP0M3OKF1bz86tsoi4XK8lI2rl1FYYGz1/M++KiW+iYvNpuFZRfP59511/R67uWLF/DHv7yG1qCUYsGsKto6fBS4nFgMg08uqmbKhLHxey1eWM2bR47hdDgIBENUT58Uf+e5/H8s5o9/eY1wOEJJcSG7N63j9JmzBEPhpHhjZXT/el/PnOrcdMuTn73BkfoTmZAJQ1kmkw4GR+pv4KTuBkfqT2RChm2FEEKIDEnjKYQQQmRIGk8hhBAiQ9J4CiGEEBmSxlMIIYTIkCSGFz1kuudk9/NXf30Fu/Y9m3S9RsdT6kUiEew2G7OmTYwvA8mk/L5S2N21dQ8H3jgCKJZeMJcbr/siu/Y922uqvVzsoSmEOH/IUpUsGw3T3WM7jMR2/pg0rqzfHTq6n//R6TNMmzw+6Xqt4fkXXyfY3yg0AAAgAElEQVQQCNHe4UOjGVtWyrzqqUnl19TUUDymIqmx9PkDNLd29BvPuvt28vxfXycQChMJhwmEwigFpUVuTK0JhsK4HPYe90tsmJ12O4FgkNfersHb1kFJUQGXf3JhUt7codrMurt07jsafvaGk9SfyIQM24oeMk0H1/387mnsmrxtSSn1TK3RmqTUd4m6bxj9yhtH0kphF45EUECnP0goFCYcNgmEwjS3tvdItdfbvV56/TDP//VvNHlbCQRDNDW38eJrh5M2rB6qzay7G477qlATzrqHcZ3aiLPuYVTIk/N7CjFSSOMpesg0HVz387unsSsrKUpKqWcohVIkpb5L1L0xBpVWCjurxYIGtNZYLAYWiwEJ1/V2v8R7hUIRIqYZz4Orte6RN3e48swOx30djU9ihBpRhDBCjTgad+f8nkKMFNJ4ih4y3XOy+/l7tqzvcf3Gtav41OIFFBQ4KS8rZtK4CuZVV/VafvfGeOkFc1PGs3HtKi5fsoAClx2bzUppsZsL583E4bBRXlpEWWlRr/dLvJfNZsFiGPE8uEqpHnlzhyvP7HDcV4VboavBRqnoZyEEIO88s07emwxOTU0NJWPGsmnHXpq80fd7d9+wnEnmUwQ7G3n1yFn+70szsDjG9j1xKI2JSbF3iB+dOsPf3j2Gw2GnsMDBtImVHHjzKD5/EIBCl4Mln5gT3/MTSIotcQ/Pux7Zw0uvH6a5pR2A0mI3n1q8gAfX977XaGIcqd6hNjR6e71v97rL5s+es+5hjFBjtAHVGtNWgX/Chj7PV6EmHI1PosKtaGsxgYrr0bayrMWTLX3FKb+7IhPSeGaZ/AIOTm/1F/sjfrjmJP5AgKZOF9v+tLDPiUOxyUvvHD0OChbOnt5jolHsvCM1J/AFgricdubNmsqJ02fo6PQTCIVpa+8ENGPLS5k3a2q/E6fW3beT5198nUZPC6FQBI3GbrNRUVbM319+cb/XZTI5K9O6GwwV8uBo3J12Y5hpYztc+opTfndFJmSpish7seHDYCgMGBQ7gmntfRmORGKvPHucHzsvNoko1PXftnYfpjZREN8eLdTHxKbu9w2FoveLXhV9ZxoK9b3XaPd4822vTm0ry6jxGynDvCMlTpHf5J2nyHvaWgxdE37ApC1gT2vvS6vFgs1mAXq+J4ydF5tEFNu/0+12xSceqa6JTbFjqfbltNksKAUKoOudqc3W916j3eMdKXt19jULN/Z9in7Q0c95aKTEKfKb7OeZZbIn4OD0Vn8R53wsgfcoKbRz6myEnx2cTUlJRcq9L2dUTaBqYiUa3WMfzNh5DoedYDBE9fTJTKws4wc3/xN1Z5uob2zG6bAzpqSIuTOnxCca9bcv5wcf1dLkbSUciWCzWSkrLeJTixdw74297zXaPd5Ue38OpO5ywdnweHQWrjJRkU4sgfcIF10e/z5hhtG2MQQqrgeLK+fxZKqvOOV3V2RC3nlmmbw3GRypv4EbqrpzndqIIhT/rLHhm/Jgzu+ba/KzJzIh7zyFECklzlA1gsfRlrFgcUSHPW2DH/ZMd6buSJnRK0Y/eecphEgpMWGCtlSiImfR2DBtFdFhzyyW319CBkncIPKF9DyFECklzVC12DEt07M6VJvuDFiZKSvyhTSeQoiUtLUYlbA2MjZUm61h1L7KH+h5QuSaDNsKIVIKVFyPaavoMVSbrWHUvsof6HlC5Jr0PIUQKfWVMCFbw6ix8mM9WeeZrb32ZDNN3CBErkjPUwgxYNlOOCATgsRIIY2nEGLAsj2MKhOCxEiRsvF89NFHufLKK5kyZQozZ87ka1/7Gu+++27SOVprHnroIebOncv48eNZuXIlR44cSTrH6/WyevVqqqqqqKqqYvXq1Xi93uw+jRBiSMWGUX1THsQ/YcOg11xK6jwxUqRsPP/617/yrW99iz/84Q8888wzWK1WvvjFL9Lc3Bw/Z9u2bWzfvp2HH36YF154gbFjx/KlL32JtrZzSa6//e1v89Zbb/HUU0+xf/9+3nrrLb7zne/k5qmEECOSTAgSI0XG6fna29upqqril7/8JStWrEBrzdy5c7n++utZv349AD6fj+rqah544AGuu+46jh49ytKlS3nuuee49NJLAXj55ZdZsWIFhw4dGlUpsUZiiq9095TM1X1rG5r46HQ9EyvL+Oj0GWbPmMLEynK+snwZtzz0JO3tPtxuF3u2rGf+7KnDGnM+G+qfvdGW7Wck/u6K4ZPxbNv29nZM06S0NPqH6sSJE9TX13PVVVfFz3G5XCxbtowDBw5w3XXXcfDgQdxuN0uXLo2fc+mll1JYWMiBAwfkB3aYRRuw6J6StQ0eNu3Yyx3f/XpajVP3Rmz1qhXs2vtsj+t6a+xi9z1ScxJfIEjtmSZsVoMjNScBxTdv3oLNZsVQikZPCyuu3cgVl36CspIifP4Aza0dSTEPdB9Mkb6eafoqwWJHdU3uGQkzYUdboy+GR8aN5+23386iRYu45JJLAKivrwdg7NixSeeNHTuWuro6ABoaGigvL0fFJgIQ3e6poqKChoaGPu9VU1OTaXh5YaTFffJ0HaFwJP75xKkAGzY9wVlPK0opPB4vGzb9K3eu+UqPax/c+euk876x7iEmjSvvcV338zZs+le8bZ2EwhF8fj+mhmA4jN3uxOf34+vsxB8IYrEYmEBHpx+Nprm5BY/Hy/FT9cyoGp8U80ir91zIdR1URX6KqZtBKQq0F007PjUFAJNaPmzP/+9B4jOgmwm2bOWk5VpgaH53pbMwOmTUeN5555288sorPPfcc1gslqRjiQ0jRCcRdW8su+t+Tncj8YdsJA79VE2eEO95mlozsbIMT0sbbrc7fk4Yo9fnimAknRc41dDrdd3PC2PE7+tyOvEFgtitVrRp4ioswFVQgNNhxzAMDBXdWNpms1JYWAiA1e7BVVCQFPNIq/dsG4qfPdcpUES/j4bfiTJDGAWFoDWmrYLqCfn/PUh8BoACwDGlekT+7orhk/ZSlTvuuINf//rXPPPMM0ybNi3+9XHjxgH06EE2NjbGe6OVlZU0Njai9bnXq1prmpqaevRYxdDbuHYVk8aVYbdb4/tWprtJc/fz3G5Xr9f1Vl7svvOqqygvLWLJJ2ZTUlzIvOoqJlaW8e8/2kB5aRFWiwWX08GiOdPj1y+9YG6PmEXuJc6GNW1TMK1FQza5p69NuDMlM3pFNqQ1YWjDhg08/fTT/Pa3v2XOnDlJx2IThlavXs0tt9wCgN/vp7q6mvvvvz9pwtAf/vCH+HvPAwcOsHz5cpkwlKcaGr1s2rGXJm//7zy7n/edVf/Arn2/73FduuX1VX/pXn8+G4qfPRXy4GjcPSzvC511D2Mk5LU1bRUDesfa1zOMlt9dMTRSNp7r16/nV7/6Fb/4xS+YO3du/OuFhYXxYbgf/ehHbN26le3btzNr1iweeeQRXnrpJQ4dOkRRUbTn8dWvfpXa2lq2bduG1pobb7yRKVOm8Ktf/SqHjzf05BdwcKT+Bj6hJdd1lyquXE/EyfUm3PKzJzKRctj2ySefpK2tjauvvpo5c+bE//f444/Hz1m3bh3f/e53ufXWW7nyyis5c+YMTz/9dLzhBNi9ezcLFy7ky1/+Ml/5yldYuHAhTzzxRG6eSogRLF9T1KWKK9dxy3CryCcpJwylkwVIKcUdd9zBHXfc0ec5Y8aMYdeuXZlFJ8R5KF9T1KWKK9dxByquPzfcaiuWBApiWMmuKkLkmXzdszJVXLmOW3ZUEflEEsMLkWfyNUVdqrjyNW4hckF6nkJkYCjSAuZrDytVXPkatxC5ID1PMeTqG5tZd99Orrl5M+vu20lD48jZXSeWUjAYDMfTAgohzj/S8xRDrrdcuiMlL62npQ2ja1KMoRRN3rY+zx1pOVQzjTfd8/OtHvItHjEySc9TDLlMGqB8k27mJcjfJSd9yTTedM/Pt3rIt3jEyCSNpxhymTRA+aa3VIZ9ydclJ33JNN50z8+3esi3eMTIJMO2YshtXLuqR6q9kaKyojTtIeZMl27kajgx3XIzjVdbi1GBOozQKZQZxLQWoUIetK2sz63L8mHpzWCW1MiQr4jJeDNs0b+RmuIr1SzS7htXT588ngldPa9szjYdqfXXm0zzwA42d2tfdZduuZnGq0IeCk5+DyPSjlbWaKJ4x0T8EzYk3zMSQEXOYtqn50WDM5jcttnKrytGPul5CiD1JJ7uG1f7/AE0jKjJPkMt06UbuRpOTLfcTOPVtrJog5iQbzZWdtI9LQ5My/Ss5qEdjMEsqZEhXxEjjacAUk/iiR0PhsIYShHq+u9gJ/t07/Gu+oeljIR+Zy6G73KVoae3crMVf18xD3potP7HWH1vg1KEnYsIjPtePL7hHDrN1+xPYujJhCEBpJ7EEztut1kxtcZmtWZlsk/3dZNP7P3joMobKrmYsZmrDD29lZut+PuKeTDP4mh8EqvvTZTpR5l+rJ1vJMU3nLNlJYuSiJGepwBST+KJHQfNidP1TEt455mO+sZm7tq6hwNvHAEUSy+Yy4Prr+3R4/W2dWb5yXIjF8N3Z1oUm3YV42lRXd8Dg8qKQRfb6zBltuLvawh0sEOjSofj8SnCSfFlPCs4iz1VyaIkYqTxFEDqWaSZzDLtzabt+3jp1cMEQmHQmpdeP8ymHXspKymKv2s1taakqGDA98iWdP7YZjJ8l+4f76FMHtEjfsOBs+7hpBhBD8vwqLYWo5UVZQZBKTTWpO3HMh06jfVUUQrV1VOVBlAMlgzbiiHhaWkjHImgiG5hFwpFaPK29Vg3ecOqzw13qGkNC2YyfJfuMONQJo/oHj/oHjEO1/BooOJ6wq4L0IYTbTgJF1yYVL+ZDp3KJB+RC9LzFEOirKQIq8VCwIz2PO12K2UlRT16tDU1NSnLykVy9sQyv//5N5g3czwOu63PP7aZDN+l+8e7ey88l8kjusfvOrWx9xiHodHRtjL8k+/p/3gms4Jlko/IAel5iiGxce0qLl+ygAKXnYICJ8suXjDg5Ai5SM6eWGZDi+aDjz6OHtA6achwILS1GLomY/VXXibZi7KttxjTjTvfySQfkQvS8xRDorKilCc23ZiVsnIxvJlY5s8Ozua6yz5gPja0rTitP7b9vdeMzm7tWpTfT3mDfa88GH3FmE7c3eVbFh6Z5CNyQRpPMeLkYngzsczmTgf73v4fXPbl9Buy/ialjIQ/3n3F2Ffc/TWQMkFHnA+k8RRJ7/ucDjto8AeDfb5P7O2dY0NTM9fd9ijt7T7cbhd7tqxn/uyp/d5roO8rc5Ebd7Blnm+TUvprIM+3uhDnJ8ltm2X5lps1ncZq3X07472ud44eBwULZ0/H1JpJ48p6DCUmnh8758XX3sXjbYt/rby0iIP/+XiPeHq7tvuEoXyqv3TlQ87Toaw714n1WIIfonQYraxE7DPwTX0E6KUujCKwOPJmGLcvI/VnTwwPmTA0yqUzuSbxfV84EiEUigB9v0/s7Z1je7sv6Wtt7b5e4xnJe3n2ZyRMSlGhJpx1D+M6eSuFx/43rhPro2s7Q56MyzLCtdF1mGiUGcQI18aPpbMMRoiRToZtR7m+GqvEHul7x04xsbIcp8OO1WIhYmoOv/8RwVAIp8POhSvXEPCH4sOxWmv+cuhtIhETi8XgM8suxO12JfU8nU476+7b2aPHG3u3GAyG+ODEx1gsBuvu28nqVSvYtfdZTp6uo2ryhKzv1pJrI+G9Zmyo1Qh8iDIDKNOPqRSOxt0EKr6d0SQf0zYpWoYOoQ07pm1S/Fjay2CEGMFk2DbL8m3op/sw6cTKMrbdsybp6z5/gDNnPcyZOQWXw86ht47S3hnAYbPS6GlBA8XugvhwbCgcoba+Ea2jfxMnjavgF49t4NpbH6Gt653n3BmT8QfDPYZnGxq9bNqxlxdefpNIOMLs6ZOx2qycOH2GqZPH4+vsxFVQ0Otwca4kTn4BMPw1KB1AWwrxTXgAs2DmgMo1Omtw1d2DinT0KOvcsXaUGSDsnIt2TOy10UqanGNqLMFjKO3vUWb3n734daFGjNDHqFArGFaMSCug0cog4piDEW6IXqBNtH0CKlgX/WhxYtomobt60olxpRqmTnx2FelEG06UUmhlJey6oN91nN3lcvZuYtneDnDOvCUvh5RF/pFh21Gur7WDiT1Sl9PBnJlT+Pmjt7HroRtZOGc6Fy+YxYLZ09CA7lrrFxuO9fuDFLsLKSkqpNhdiM8fZP7sqRz8z8c58v+e5NB/Pg5K9drjjS3HuGDeDBbOmY7dbouXO1zDuYmZdKztr2CEG1GYGOFWXHXfH3C5rrp7MMKtvZYVO2aY7Sjtx+p/t88hzcT4bL6DWMINacUXu84S+LArDj9GpAUIAxq0xhJ4H7SJ0sHosKr/KIoQymzBCLdGr02IKzb0q4JnUaGP0V0NZ/dh6sRnhzCG2RI9oCHVn5348PKpjTjrHsZR/+OcDfsm1q1dN8uQskibDNuOcn2tHexvuUfiMYthEDFNILrbitvtAkgaoo19Ld3yezvudrv63dUllxJnhypM4kMxSqEiHQMvN9KRPFyZUFb8mKkBA7oSofc2pJk0e1VHEg70H1/sOqVD0euVEx3pBCygrIAd8GM6pmIET6DMIEpHov9Y0hqMc9fG4orPsjUMdFevtNeNtROfHQALEdfc6DHt77feus/kNQLHMZ0zzj1zFod9ZWawGChpPM9T/S3NSDz22csv4u2jx/EnvPMEkoZoY19LWvJit1NWUkinP5hUfuyc2oam+O4sEyvLuG/dN9m17/ecOBVIK7tOqlnEmSyJSUzfFm04wxBpBxTaOvBtTbSl8NwfZ63R1sI+jkVA2XtNHadCTRjB4xiRdrSyEu21mV2FaLThjCd0r4qACkWHHePXhVvB7OrFKxuaAhR+MFxoZUVTCMqKaa/CCJ4EHUAbdsASbUiN5LhSNTbxYVCzs+u5nNF6RJ2LOUV6vO73iNVfLtLr9UjdN0KzKImhJ+88syzf3nkORqZrMlMtQ0nnnHTrL1U56cQSo0KeeCYdi/8oKuxBodEYhN2X4Zvyg5Tx9MboPIar7vt9vPOMHev/naez7mGMQB1G6BTKDGJiB8OG0j60pZCIdRqGivYOO9rbcZVOxT9hQ/w6i/+d6KQeAOUGQmhVgFImGisR13y0tSj+PjFY8lXsLftRwbMY4doe7zxTveuMHVemD8N3BADTWo7pnA3otN5ZDuVSl8TvvbzzFJmQnqfoU6ZbZKWzDCVbS1VSlZPJfRJnh7pObUQRSjw6oPgAzIKZdMz894yPJVLhVrDYMS0zu6Kx4ZvyYPy469RGoGdPUAXPYoROgo6gsYByESlcgOE7iumanXAH3WPY1V/Q96zhVKkGY71GbSkg4l7cI9509HaPXDVoid/7kzU1VEvDKdIkjafoU6YNXTpp87KVWi+xHH8gyIen6rjm5s047XaUgjePHCMSMZk1dRJ2uy3t++TbDhyp4ulr2DG2DlN1DQtrAtHjlsJBDYGmWpKTjfobCct+hJDGM49lMmxa39jM+gd38cLLb2JGTMZVjuHfH7u93xR5tQ1NfPBRLX5/kNaODkqK3Hxq8QJu/D9fZNfeZ3nzyIdJy0mcjnNrNxPT+MUaLG9rBx+dPsO0yeOYWFnOV5YvY8nV/0xLawf+QJAL589gXEVZr+9CM5X4XvbDU3XMrypk9bK/oUPNNHdYCXV+goNHznL89BmuvPSCtO8TqLgeR/2Psfrf7hoydKNCnl57PgNZQpHpNal6eonHg2oMRtfx2DpMTI3S7aAjqNDHBMZcj6N5d3woOVhxQ8q4Mok53ST42aofIYaLvPPMsmy+88zkvd26+3by1O/+m1AkAlpjGAZTJ1X2myLvSM0Jznq8hMImhhGdWVtRVkyhy8nUyeOTEhlceemFdPoCeNs6eqTxe+f940DPlH5Lrv5nPN42Ojp9hCMmdpuVT31yYb/PMZD6u+bmzdyw7G+UFfhpbe9EoQka5Tz+X4uw2638/NHbMiov3VR7A0nJl600fr01Mu9/1ER1dTUq1ETByX/GCLeB9gH26JpNx8zo8hLbpB737y+uoUw9OJxpDkfTfAWRe7LOM49lMmzqaWkjYpooiC5G1zplirxgKBzdrlFrjK5rQqFIfM2l02Fn4ezpXDBvJtvuWYM/GOw1jV8oFCEc7pnSL5ayzzSj5UfCZk7WcJaVFOF2BAEVHaZUBsWO4ICHhdNdvjCQZQ7ZWhqRuD6x+9pHR+OTaMtYtGHrWtoSwrRXnVva0sv9+4trKJdzyNIRMVLIsG0eS3yv5/MH4u/1Eodw6xubuWvrHl546Q0CwehEF4uhsFqt8fWXsWHauoYm3v/oYxoamzFNjdYQDIUBCIXDWC0WbDYLBS4nZleDGmuA6hubefvocc40eFBdE1SKiwsAsNks8Xk1iQ1WPGWfobp6npacrOHcuHYVH79yAMNojZatNGfb7APeUDrd93YDeb+X6pp0hy1TNnYWB6ZlFob/A5QZgtiSkz7eefYX11C+B863d85C9EV6nnksMTtQ3VkPEyvLeyR437R9Hy+9ehiH3YbNaolfO2FcWXz9ZWzW7Ls1J6mr9xAOR9cJBkNhLIbCYbehUNhsVpZdvIA9W9b3yEq0afs+/P4gWut40oRCpxO7PXrN5UsW9MhitGfLespLiyh2F1LgdPDJRdUDbtD6U1lRysXLH+WCC5ayaN5sFi5cwrL/+WO23bMm7fy4iVltiAQwDXfKJO8DSQaf6pr+epSJtLU42ghCj/WJicdM2xRMa1H8fr4JD/R6//7iGsqk9yMhwb4QID3PvJaYHeiamzcTDEZ7iYlDn56WNsKRCBbDoLTYjVKKpRfNTXrPFxumDYXD8VR7RYUFaN1JSVEhFy2YBYDdbmX3D28E6PFO0tPShmlqit3Rhf6GoVgwZ1qP94n1jc08uH1vfJLTb3/yQLwBi/eqfFvQddmdDDLYGZpJWW3MYFdD03/+1YHcM9U16Q5b9joxp72p5zFHOYGKe5LqubelKP3FNZSzX2WmrRgppPEcIfpa4lFWUoTVYiFghkFr7HZrn6nwbFZr9J0gGg1YDCM65ErqlHhlJUXYbBYCgeiCfKvF0uv5/a0N7W8D5UxlY1PtRGlnzsnxLFBtLUbFkyIEQIdwnViPto9NumfvjUxTr8fi+WgHGLvMgBWiJxm2HSH6SvC+ce0qLl+ygAKXnYICJ8suXtBjWDR27fzqqUwYV0ZFWQkFLjufvfwiPrW453BrX/f/1OIFFBQ4KXDZ+dQne94H+p/klM3JIJu276OzrZYblv2N/3Px83z8yo0D2pcypr9hUEh/OLU/3ROe9xZvoOJ6VKQhmlNWB0AbWIIfDioh+mBjz8azCzHaSM9zhOgrwXtlRSlPbLpxQNdmev9dD/V/H+g/CUI2J4N4Wtq4YdkHlBX4AYVhtA6qJ5tu5pzoh4E1/On0vLWtDNM+HU0Ii+89QKP6SRqfjsHGLjNghehJep4iq/rqIUP2JoOoUBM3XfUuS6oamF7ehtUIY7fZBvVHPTbU6ZvyIP4JG3oMS6bqmabTq0y3EYrdSytb9L9aYfg/wBJ4v8+y+322FLHn+nohRiPpeYqs6q+Xm63JII7GJ1kytxS/txa7CjGtwo+zdEZO/6in6pmm1atMs+cdu5eG6CbWET9oMO2T48OmmdTjYLP+DPZ6IUYjaTzzzDtHj3PdbY/SnrDd1/zZU+PrOQ+8cQRQLL1gLg+uvzY+Sab7BJrVX1/Brn3P9vl5sBNsuhvKSSUq3IrDYccxdkHXNlphwoUTcvpHPRuzZNNthLrfq3uy+kx72IP9R4vMgBWiJ0nPl2WZpPjqbcboym99n0ZPCz5/gEjEpMDp4NAzP+bB7Xt5/q+vEwhFZ9U6HDb+/vKL47287qn8ojlmx8cTLPzt8AcEQyHCXan4HA47yy6ez4SuoVWNTsp3GwxF/1jriKa5rR2ACWPL+MVjG3rky61vbObjV26i0NqK3WZj1tQJ2AoncMK2usfzGZEmjr98L/7Os9R5Itz/dDFen5OLF8xk+pQJrPqHpVy65OJ+6y3dFG6ZzMgdbOOfjbRyfcXQW9mBim/3mZ5PDIyk5xOZsNx+++33DncQo4nH46G8vDytczdu+Sm1DR5MU9Pa4ePNI8c4UnOSto5OIqZGqWhmHm9bO7UNTRw9dhp/IEgwFMZQioqyEr68/FMA/N+n/sCRmpN8fKaRs01e6s82421tx+Nt5aynheaW9mhWITQRUxMKhznT0MyJj+t5+g8vcuSDk5yua+TAG+/R6GmhvTOA3x/E29ZBJBIBpWhta+c/fvvfvH74A/78ylssXlhNYYGTjVt+yuIJ72GoaNq+1nYflWMKuW3XyR7PN03/OzpQTzgcoshpctHUIL85YOGsp4UxJUW8feQ4X1x+eb/1FnHOxxJ4D8ww2jYm2oOzuNKq389/ekmvZTobHo/OKFUmKtKJJfAe4aL+4xhITP3pK4beyo7PgE04tyE4L+2fPdFTJr+7Qsiw7TDqbVmH2+2isbkF1dWDtNssNHnb+Oh0PaZpogHTNPEFgkkzWT86XY8vEM0929zSQTgcxtQafyBIW6cfw4BIRJ9b56npSprgoLm1g1feOIIZ0V05aqN5bsORSFfp0YR8oYjGFwgmZTn60d1r8LS00R6wx2e+BkMhtLW41+ezqw46dCybn6K8KJoqLpb31tvWmbLe0h1GzCQ38GBnlGZjaLOvGHorW2bACjG8ZLbtEKtvbGbdfTu55ubNvHP0I948cow33v2Ad44ex+Ww8+id0fdgoVCYcDiC1WLhvWOnmFRZTvmYYiwWA6vVwphid9JM1umTx+Ny2jEMhaEUpcVunA5b9HyLQVlJEZauhjPGMKKNpMNmBRSBULhr/0eNgng2olhSBQCbNfrvrcTGqKykiJ++MoumTq8kwAAAACAASURBVCfBiKIjHB1GLCspwuwqo9jp46ar3qV6bCvzJ/lxWDUKTVN79H4Wq4GpNSVFBVmr68T7p0oCkQ8zSjOJIR/iFeJ8Jj3PIZaYgafT76et3Ye7wEVXrnX2P/ciyxYv4NW33o++o4xEmFhZzscNTSyYMz3+TnNiZVnS+7sJlWXR2ZlKRbcI07Cgehqm1owpLkQpePHVwzS3tlNY4KLTF8Bht+F02Jk8YSxhfz1rvvAxpa4wnk4L9+0vwtPhYNZEO//y93WMKw4xc5zJSY+DIG/y80OzKSiaCMDdNyzn5KH7sakwQV3E1CXRdHCJe26u+btTLJlbitKFqOb3mTMpxB/ftPGD3xRTWBh95zmxsoxV/7B00HUce3f4+DebeO1IAz95aQYWx9h+k0Dkw4zSTGLoLz2fECL3ZMJQlqWadJCYo/Zvhz9AKbhw/rncsoFAkIYzx1h71ceUuU3a/DYe+8N4aj0wpsTNtMnj45N8YruqxCb6nDhdz7TJ4ykpKsQwSNpwuvtEmYZGb7xhe+/YKbauqqfcHaDDF8BQGsMxgcmX/Yiq0BMcefc1JribsFkidAbgaJ0jfryyojStyTLdZ4xqbPimPJhx/aVjOPeEHE4y4WVwpP5EJqTnOcQSM/AoA9raffzt8AfYbBaWXbyA946dYuPKM4x1RzA1VLgD3LT8DHf9egpTJ49nYreNpGM92WAwTIfPz3sfnuTKSy9MuRQlth6zvrGZv7/mDnS4BW9bNME8hkGhzcctm3bx/c+/QSQcwloCShm4HFDkdnPhgkn4Ygnfu79/C57tWszfiBH6GNM6ESNci7ZUglIYgROgDJx1D+dkSYu8DxRC5Jo0nkMscSizwOnEIDoMiwbDgGmTx1FR9AEWwwKmiTahohhmTp3Y66SX2KSYYydqCQRCWCxGj4Ts/dm0fR+RcIQ2n8nlcwLYrYpQBA5+qCiwtDO2oAmnxYfdAqEwuOyaCyadxdrRivP0/QTGfa/H4n8jXItWCiPwIcoMoEw/pm1KQs7WCGBia/0LtpYXCLsWxROfw8CXjcSus/iPgjYxHVNBWXtNRqBCTTjqt2P1vw1aE3YtIlj2Dewtv+7zvqniipfZ+TeU2Y423IQLLorWUdd5g322dK+TZO5C5JZMGBpisR7fzx+9jYVzpvGJeTO5cP4sFs6ZTqc/yMTKcrCWUFTowmqxAJq65ghHPzyFzx+IT3qJTTx6/e0a/vvAW3xc34SnpY3Wdh/hULjfmaWJPC1tzJ4+mcSJRLGZvv/f0hpONGiCEQNfEAod0YlENqsFlB1r5xs4Gnf3SLtn2iZFe3w61PXfcHRzZvt0IrapKN2BEfGizFaU9vdIfD7QROSx60z7ZFBghE73mQbQ0fgk1s43UKYfZfqx+t7EVXd3v/dNFVesTMNsQekgKtISr6N0y0j1bOleJ8nchcgt6XkOo+5J1LWp+cvBt/nTf4e564udlBdr2vwO7n3KxdlmL+0dPsaPHRN9X9k1XGtqjT8Yis6M1RCJRDjwxntUlJdw/e0/otTl48uL3qbcrameNR9jytqkHkhZSRH+QIhSt4336gwMI/rvqUIHFDmC+HwGR+tcFBUWMKuiBWWAwxWdEasId01YSV5KERuy1cqGMgNowxZPR2fpfLOr53lu5m/3xOcDHXaNX6fsmM5ZaGx9vutU4VYU4XP30GGIdKDt/WxLlmrbsliZWhP9d6mO11G6ZaR8tjSvk6FrIXJLGs8sSMxkY8Fk85039Pm+MXZuXVcmH38wCCishsHH9Y3x5Aird0d7mE6HDa3BYtEUFjhpbu1g04698eFa0zSxWS2YponFYiEUDqMMg+mTx/PS64f54f+qo9RpIxKGj46/zTxXcl7U2DCyspZgt7TgcjqxWS00+1x0hCI4rJ047A5A0xG0UOgEzAiKaL5VI3i8K1G5PjdMqOyYRjHaMSP+zlN39QCddQ9hhM6CDhFtQBVaWZNyvfaVAzbVUGQmu7Zo5YBIB4oIEEFjQykbKtyOCtViRFrQmLjf/9K5oVdrMSpQG91rU4cxLW5UyIO2laFCTdG6iLQDsX8cWNBY48tIYucYkXa0smLapqAdqRflD+S6bO5gI4ToKa1h2xdffJGvf/3rzJs3j9LSUn75y18mHdda89BDDzF37lzGjx/PypUrOXLkSNI5Xq+X1atXU1VVRVVVFatXr8br9WbvSYZR4qSds55WNu3Ym/Lcd2tO0tLeiaEMlILG5lYiZrQndm59JURMTTAUQimFzWqNv/eMrWE0DINQOELENONDqmPHFON02AmFIpQWhIk1UsFQpEcPJDaMfPkXd7Dssr/j4kXzWbhoCZf8wzaW/c8fc9GFy7DZXXj9Lv7/9s48TKryTPS/75xTa29Fr6wN0jSrIkKL0MZoXDDEMZEsGsfcPHFNTK5GbvSiIYLCGFzHXcYxcXSuJhrwZuRmIsZtIgoKjgsICCiLrN100930Uus53/3jVFVX9QLdLLK9v+epB/qc75zvO19X11vv/i/Lz8ETOh2Io7XCMQvQZgm+uqfazYROG1bbJ1jhT9CeYtrKHyM8+P50pxLtKcb2j8axCtFGPlr5sb1Ds8yr3XVf2Z8psnddWzTazEXjtO+1twIj+gXKbgYSKJws06vba3M3yomjlQdtlmaZmrVZ4u4JJhrQZgGJ4Lis9WuzNKmRx1H27h6lxBzIdYeqg40gCF3TI82ztbWV0aNHc/nll/Ozn/2s0/mHH36Yxx9/nMcff5zKykruvfdepk2bxooVK8jLczWoa665hm3btrFgwQKUUtx444389Kc/5cUXXzy0T3QEyKxko/ZTySY1Np5wS+zF4q7p0HacLsdbhoGjFKH8HCqHDEgn+6c0xjXrN+P3etzrFXgsD0PL+wHg8Zg0tlkUh1xh7PVY3SbTd1chRw29neFD3f9PTh5LdFeoXCmM6JfuOa267ACS7hhi5nYTyFLf/VoyTZE6jtWygsDWmVn36WlKitIxnMAIzPBnyRIQCjy56IQfhQY79fvQWeZpx3sS2tv52VVir+vXDVQmr+qciuOO8eKYFekxPQoWOoDrpJi7IBxeeiQ8p0yZwpQpUwD4+c9/nnVOa838+fO56aab+M53vgPA/PnzqaysZOHChVx55ZWsW7eO119/ncWLF3PGGW4S/IMPPsjUqVOPi9yqTN+l3k8lm9RYj2URjsYIeD1oUmXzsikpzGfcmEpCeTnkBH1pjTOVhvLQrOuz8kYBCvxhrj9nCx7VSvh8P6+sm0Bx4QaKcjVDThq9Tw0kbRbNSDFJRcHu0zxq+DCjn2EkmlG6DY0Pbfqz/Zjxenw1j2GFV4F20MqD4x2U1uh6IkQy53W7qYAintUCrKNpN55zHv6a+zDsOsAg7hmF6dRgJOrcm5o5yWfwJnto+lGJeiCB65O1skyv3ZlD08d1HCO6CeW0kbvh+yQCpxAtu8HVuru4tidRsWKCFYSjj4OOtt2yZQs1NTWce+656WOBQIDq6mref/99AJYvX05ubm5acAJMmjSJnJyc9JhjmcwG0CWF+fusZJMaO7pyMIWhPEZVllM9fgylhQX4vB5MQ+GxTHJzAowbM4z+pYXcdfNP0hG6D8++Psuf2rEE3c/O2cqZY0uYOPYkzh7fl9/+OMjk7/6B4VP+iBp6+z6FVMosakY3YiT2doqCTdHRJOiaQEvQhscNAdIxHG95Vtk4X93vsMKfoJwIht2Imajt9v7dkTkvynRTUSBLSHc07QZ3zMRM1KK0g9IxPLEPMRO1oFw/LnYrjpWP7XNNx7Z3GNrIBTyk/JaZptfuzKGp40Zsm+v3VN50FG/q+bq6tidRsWKCFYSjj4MOGKqpqQGgpKQk63hJSQk7d+4EoLa2lqKioiztSilFcXExtbW13d57w4YNB7u8HlPXsJcnX3iN3Xua2Li1hj1NLYCiuE8e98/4McMG98sat71mD2u/2IrHsggGfIw4qT9aQ0FekI2bNvK3/9rF/77v3wlH3EjYgrwguUE/+Tl+1m7c0f6Mm7ZnrcPntQj6vSjD4OPV63njnVaefek1Sgts/umyNgaXKEYOBH/eYPCW8u2vVfO/7v+YoNXCby5p4ozBNk7rHiL0c4NL2MGXe1cw0HmRXNz9bKaSGqZSqt7EooUEuexQ0yjXOzBIENQRFBrtRGiz23DYwcaWjr+L7wJgOY2MdP4JTSIZu+rFJIrdtokWhrPNOI9EywaG2jvI1ZGUOAI0JPbgJGJowG7aQYJcLDVtP793d95y+xm88QZQMdCamOrDlxvceQzaNfE8HaM9Dcd9/2k0tgbw42CwyrkTokAUhtqPYTAA1AAAHCw2hi+HzfVYzhf01/9BIr1n55FoqQfq02sbau8glzDK0e5MToTWpsz9+277o7TUd1pv13vd+br2ObP5Kv9mjke+iv071i1tgsshi7btaHbUWncSlh3pOKYjX+Wb7LE759Matdmyo55ddU0AWKZBXUMzsx9dwPKXH80at+bzbUTjCeIJh7ZIjIamDZw18RR279nLC6+8z/9d/C7hcCz9sd3U3EYkGmd7zZ59rqMgEGXupQ2UFEBtk+aRV/zcODXChWOjFOVpTNMVAW3xzeSHQgxMPMffZ9ZTmhdBo4nGfBR4TSyjDiepTY3iTazmjSgnDjpCkfqIIlZhe4di2DUonaDQ3ITtG4nhNGNE/W6KCSZ5xk7QmnH8BqVjoMwsU6R/5z1YLSbKscFpQ+GglYVXOYSs7XjLh7rjthVhNa9Opoe4/kSlDLy6FY2JmeMDHYO2P+Or7Fy2r7M59rv4dz+AsluTQUchxhrPYMR2o80SMH1gx1BhnYyodXG9mwrTNN0C+FY+lRXt7zP/zv6dSvtV9qtMnrsHIx5ztVYdo8DzRie/on9nf8zmrUm/r2sOzsntn75HR/zbCl2NXCfQyiIROJXKgQf2vj8eXCBHEtk/oTcctNm2rKwMoJMGWVdXl9ZGS0tLqaury4oi1VpTX1/fSWM9UmQG8qTEuUr6MJtbwp3GJWw77ePUWqcDflIBQ9FYvD24JUnm83fHnEtb6d8nQdCnGNDHZsH0Zgb0sSnJ13gt8JpgKMjxREEpTu67jbL8MF7LwWdp/J5I0n+XSJv42vMPI24EqXZQOooZ24ByXM3MSDQDrrCwfUNxrHxQZlJp067p027qZIpUib043nJ3TrdhmitcFBh2S4YZUqONHDQGbqkFA62CoAww/akNx6Kly33paN70734A7RmAExiB0nGs2Gco4mizFGXvdlNP7Foc73A3LcV9SuLe8dhWKRoDx8on3G9u1jz7MpH2JHcyWnwtieBpaMOPNvwkAqfux8yq2hVjDVK3RBCODQ5a8xw8eDBlZWW89dZbjB8/HoBIJMKyZcuYM2cOABMnTqSlpYXly5en/Z7Lly+ntbU1yw96JMkM5El/liVTQXJzA53GWaZJNB53a8FC+t9UwJDP6yEWi2fNsS8tO0VRrqsbGYYrZPIDDh5L4bXc8n1KgaNBa1cz8ppusoXCPeezwDb7onQjKrHXjWxVXjSWG0XqLgSN6RYrUDqZm+jgaXmbRM4ktJGL4z0JM7oexzMQM/pFakfSBQXSvSatfFQ8huMfhhH5HJVodAWi1miMdESsGVmH4z8JDC9G5HNw4tjBURjhz0l/W9GaBLmYXexLJ8GVUdDA/WKQHGh6ccyTCA+6K12M3vaOT67eQ6SLYvSZ7CtKtSeBO9pTSGTg7fucI+u5dBQnMCzj50iPrxUE4cjRo6+5LS0trFy5kpUrV+I4Dtu2bWPlypVs3boVpRTXX389Dz30EIsWLWLNmjX8/Oc/Jycnh+9///sAjBgxgvPPP5/p06ezYsUKli9fzvTp07nwwguPGjPJNyaN5b+Wfcz2mnq3Pis6WXjAYFTFIGrr3JzUVMDP6WOHY5kG0VicaCxOWyTK397+gA8+/Zy33vuE4UP6Y1quGFBAUSiPfmWFjB9dwb5EaGObScDnIS8nQMBr0Rw2GNnfJm67hWscx9U8DU8Ix1OMMn2Ybhqna5JUYMa+cDWwpJYGBongaaAswMAx8nF8I5JBLWHcpP5kQE3LErc2K24NWiO6Ba08ydUlhYZqjz7N1NQSgVOxrRJAuZqoArSTvJfjRsgCjmcQjpXnXhMcRyJwalrT26GmdbkvnfpXJqNkATcaVlnt5zIiYw9lz8vDEbgjfTkF4dikRy3JlixZwsUXX9zp+OWXX878+fPRWnP33XfzzDPP0NjYyIQJE7j//vsZPXp0emxDQwMzZszglVdeAWDq1Knce++9hELdd/74Kimv/hFtkWhGqTyHvqWFxOM2Ho/JmRPG8K/zbqKmroGb7/pX3lz2Ca1tXWsJHsukuLAAQylMy+SMcSNBQ1NzCyr8OQ/94yZy/Zq2mMldr55G1Cwn4HdTUUrzbS4bt4agJ4LHMjm1PIaH3W4AD14wgyQcL7/6j6+xpTbBzAs/4vTybRkC2YMmjlJeHCMPx3cS2ggSHnQXKr6nvQek8qJ0DKv1PdBRVDKUB2y08mIHxmJENqGcvaSEqyuevWiVC6Y3qblm+0Az50hprhgecOIY8W3YvuFoK59YwfeyirCnfm5t2kFOQf+slI2ui7j/CG/TwuSz+MCOuKZbuxlt5JEInko8/x/a/aJmDuF+c3GCFVm/qyxfajICV+nYV1ZMPet3cpBzis/u4JD9E3qD9PNMUlZ1WZZPMhZPUNwnP+33DAb9rHzlX/jlnfNZ8J9vE7dt4vFEt/cL+LwEAj7C4SgOmn4hh7mXtfHt05rwWmCZaesfq3YUMfqUaqLF13Ljb19M54w++cP/ok9OnDy/K7w0JnZgHO982sS8VyoxlCLfH+bB739AvwIFtLoBO2hXGCoPjhEikXcG0eJrsgJusCMYTgtGdCNGopZUKA3Jq8GLKzDj6Xtp7QbfuCbgWHK8hWMWkMib3Dl4Ztsct/g6cbDb3Io7eWe4KRo1jyXPJZKaowft6YcT3ojH0DhWHuF+c/A2vYTV+gFo201/UR4cIw9MX5bA8dU9hdX8flagjsaD0nF3Dq3Qht+teZshpDJ7f6ZMyI5/WDpY6FgqNCAf/geH7J/QGyQ6IYnP68nKl1RJJ6Jt2zS3htld38gv75zPjtr6dCm8fRGNxWlsasHWDtrRzLykicJgBMsCryfpv8T9d2TfxnSOX67axlP/+DbP/fgNBoTa8FsJ3F+TSpaL283TS4emKxrtjQS4ddFkHCsPldQOUyXXtXZQTjMqtpvglzdgRHemTblWeBUo5Qb74MmIWbGS94ihlEond6DjyapCOqO6ULKwu92U9m26ReH3tJ9XgNOWvIedfk4rsqrdNGw3YiR2YEY+xSCWDjZKdzlxoign5pp9lcKKrOqUG9lVoXfDrkuv2XCa0z9n5lNm+lIVCbdAfOoeUkxdEIRuEOGZ5A8PzSDH70MpRdDv4+yJp+DzWoQjbh5hKD+XHbV72LKtBtMw0oK2OxytcbQmFksQTyQIBW1sR2PbdBK8Po+R/rC+bcqH5PujmKZ7f8tMaYQmGi/KiXHjOWu54eyVFAQiOFpj+kpQyqE9sT8VWGOhjTyUYWDYLRjxrcnjql3tRYOZm7EaA4wCUF60kdPFk3V8bg0k0r7NtDCL12NFPnWDiwCMAErpdqGktVtg3mkG3IhfpSOYtIDd7Ka9xJuSPUFbUbrNTZXR2n11iHrVVn5S8JP2y4LR7k/Eaf9/hmDM9Dl28p0qL/6d93TxpUAQhBMdMdt2Q21dI7994o+8+vf/xjQNKocMwOt1TZcBn4f/fGsFtuPsN/2ktMBm7qWtXDA2hqE0W+th8vB27VAZCpQP238yyq7FiO3AcRK4mS8Ky9K4QtFIXYGt8lm3U7Gtwc9f11fxTz/YQ27s7aTm6aIx0GYRjm8IoDHDn4K20UZ+UraaaNOPSoTdvpo4pEzD7sypridOUlx6cEvWmcnjKZO1B5SBHTjF9W3iRrVqKx+r5X2UE0PpNtcMavXB8VW4VYnsCJ6WJSgdpbNANly/qm4DIxfQKKcNrSziBeenTc6ZuZiuKfhxrMjKtF8UO4YVW5tsN9aGNnJwgiOyTLLZfuBsnyd2FMNpzprnaDbjitnx4JD9E3rDCS08M1uJZdaMzcQ11bb33OxfWsjDs9tryr79/sp0WzEFaY1UJT9w51+7l0FFmpyAxUnFbSRsg1VbfYwZGCU34FAaCmL7R6HsWrRZghX+CLKEoJ946AKslhUYiT1oI0AqmtX2j3KFVPP7GHYDEHeNtspHPPcsMP0Y8bpkp5AIEAPtJrbYwbGgLLcOq46BtlE6nPwy0C4kXZ+kBzu3CuLNmLGNaMOHcqIkfCPQ/gFdChmV2ItyWjFiX7r3d6JuVG2yVi5AzpafYiT2uMURksFKqS8IriDzugI+WUDA9g4lPPj+HgfZ7Esw9iQwJ9ChAH5Xxd6PJuTD/+CQ/RN6wwndzzPVHsxQih21e/jtE3/koVnXZ41JdS9JFWWf9bML8e+8h9u/+TG1TZptW32s2RxPyo0O30MUlOSDx+PB5wvy2U5IJBLsjXhYt8ugTyiP4iLD7QPptGEbfXCFiJO+gTZzifSbQWDrTIh85goicAWKlZ/29WkjiNLhZLpDH2KFV+Dd87wrHO0mtJGH4xvRnrOZ1BJRCq0tlNJogmjTi7KbwHAbXmttg9OCEV6HtsOsq82hOWzg9fgZclIJqqP25mkP4Enlf3antSVyqjCiOzEjq1Ha9U1qDJSyQPlBx3F8FRl5lcXumvaRi9mTQus9RQqyC4LQHSe08NxZW8/aDV8STyTwWBaKrrXRTIGais6sHFRA/9zPWPS/NG+s8jLrTznsanRdyF6PhVIKyzLwBosxjUaaW1qxTMWogRY79/rwejyc0r8OI+G4vkzCmJFP0vNovKD8KKeVwNaZbmEBO4bCNYHaVkl7ey+yhV8ipwpv00sYTguOf6h7rQYMT7LxdGoSTcJ/SjJl5X3QybVoA2y3tq8bXevFCYygpfZDCv3NNLXmE4nG2fD5GoYP7VqYpQVohkDtSHr9ysJI7EDFm9A6jGEE3XQZayg6qcV2d4+OpCoRoVRWt5UDYX/PcCgFtSAIxxYntPDctK2GcDSGoRThaIxN23btVxtNRWcmWjfiNTWmggGFDnf8oJVfPluIdhwMQ1Hev5S//H4uj/zuab5ZsYL8QIy9EQ91bTanjTnJvVdLqqRhm/tz8icNoAKgo2gjx227ZUdQhN0Sd8rCDoxGewrdD3Q7luXrixZfi3/XA+mgGsdbjhHbli5kAAZKR7K0RDs4zk3XiHyO1n4UYVe7BWz/CADitsIy29Nz6lu6jznuST/JjmP8O+8h3LiFnEBuWtPsreDrSQm9ntLVM2QKTCO2KV1H92AFtSAIxxbHrfDsiT9zyMAywuEosXiCgNfDkIFlWY2tjS4aW6dMeQY2Npq4baA1FOW6wUM5OQE8lsWIikGUFdhcNPwDcjwxmqNeXl5ZzuxvfYTZ+t9ugYFk0E2mCEqHEukWwEY5EcyWZcmzOdiBke41drMbAZrUeloHP9l9z03lIZF7enuuZ2Q7VnSd24ez7ROcVCF1XHMwhsIOuCXtjOgmMF0Tbm1rHnmeFuK2Ym/Ey+IvqtINsg8F0eJriTU9QBD2q2l2p/UdblNrpmZrJJrRTgTHHCapLYJwgnHcCs+e+DP7lxYBKisYCMgKEOrY2DqlqSW0RSxu8/kuC5/HZmipwx9v3MPeiMWDr/Z169vW/Y6+BQkiUYfCYISZF35MwOugtIaMTh+ZpOvPZp1PpVIkC9RrjZHYgU6mnHSl9XRlcvTVPZXs17nGLR7gxNHawYjXJwOIlGvWdWyMyBcoJ4ZjBHGMXJSOMXDwacxakMPmmkT6C8mhRHsK+dL8Cb5B+w/a6M482xNz8cGQqdlqw5v01SI+UUE4wTjuhGdK4/zb29kpJh01SOgcDJQSBl0dS5Ey5bUYl/LFslnEEvVUlobZ1eQjL2iQH3C4/8c2Q752OSp8H8OGDODzzTuIxRPkBRzycwJoA7BbsiI5s8ky4GbgYEQ2kgicgvIMaC80nxQg/m1zskrYpUrmpe+a+uDXNm4OpIOiza0cFN+OY/UnETgVM7wGQ4fd5taevmD6CfebjQLmHiVWSRWvc3NAddytTpQ83hNz8b7vu28/ZqZm63gGuVHSeA6LoBYE4ejFvPXWW+840os4lMy87xl21O6hvmEv4WiMva1tFBcWUFoUYuo5p2eNzQn6OW3MMD5YuYE9Tc18sHI935gwgGmj3uPkwlVU9PmS516r4eSRo8gJum2zVLwef+2jFMSXMbh8EAOq7qLYu5HBRW0MLVMMLLEYMngIvn7fxmr7AA8RSotD9Cvpg99ro9BuTqWOZ/WZ7BHKjxNw01Mwgyi7LW2eNOLbMWPbUDqWrq5jJGpI5H0tfbnV9gHKbsNI1CTnThZJUB4c/3C0t4TIgJlYbR8nTaCFYFjgJEgUnHeQv5mesWfPHoqKivY7zlf3DIbdBgq3+lB8F2b4M6y2D7D9o8EM7PceXeGvfdStXqQclN2GGf0saw9t/2jM6GfgJNDeYiL9bife5x/cMQc456Gip3sndI3sn9AbjrsKQ050Nzd941P+zy928/D/qCPkj9K/tLBbE2PKvBuLJdhRu4cvV8xh86ZPsRMRQv4w36xYwW+f+GN6vK/ud5iRLVit7+Ft/H/kfv5trNb3XIFkN2OxFyPqVvKJFl+Lo72YrR9htn0IdoyIXYQTawAnhnbS4isL3eXLi+MfSTSeYOWqj7nm0SjvfLKbSAwcTzGO1R9FAsdxaG6L0NjUxMpVH6e7waTX4ykm4RuNVn40phvV6hvebdWdo7XTh2P1T/YQVbj5q2an0nsHwv4CjlKabXjQXUT6zZDoWkE4QTnuzLZXVm8kYIQBg4r+Fo9coxh/8fXdju8YIORRLVp+9gAAErpJREFUrcTiDpbhMKhPKxXFTTTu/U/+5693Y/pKePRH9eTE17fnWwLt4i/u1gFKbCO48ecou95NwcAt/WbYrXgTNdiAmfzaoh3c9pcAWChsFIbbBkz5QRlu2TkF2gzy+RebqW0y2L3XYt7iSgZ8VMhDs67Hv/MedHQjreFWHMchYRvUNmmeyPD1dhXdanQRXHO4/YZw8Gke2luCk/T5muHP2tumJQXegd5fcjsFQegJx53mWTWqFL/Ph2Eo/D4fVaNL9zm+sCAPR2tCgQg3nL2SytK9DC1uprywGa9lE407lOXH+eH4teyo3cN/r61NFg/vvjCTAszoasxEbToAyPVvRlGGxsrY9cz+2EoZoJKl+LSdDODx4PgGgzLReNjVZPHvy4cD2dHA0eJrSQRPIxwziMQtVu0o5N+XD+/S15uiu/6UX4V2lQr4OVBtMWvtZi6OZ5B7IqkpH+j9D0fPTkEQjj+OO83TGyxiTKXOKBVXRNddN11m/exCvlwxhxEl2/GYECyowJPYgXIaSNiKaBzGlscxVC03feNTFnw4lK8P29nefaMbXJ9iyqfZHkFrkC0ws9COW4xdR5IapyfZhssikVNFpN8MXnh6Pg1tezCUWwpwSKmVlbJy11tTWbc1nBFBnNfNZAcfXHMwHGw+Zubau6pwlJnn2pv7H8k9EQTh2OG40zx7qzkMcBZw5tgSyvoEKMz342M3huXBMDx4ffn0yYGCQBwbRWEwzPdP205r+RNoAvvQPbvDcftMZl6YFqRetyi7jqHNAuKBiSSCp6GNYNZzzPzF5QwoK8TrtehfWsicS1uzNKy5l7ZmnT/U6SSHikPpV+1KUz4W/LaCIBy7nNCF4aG9+LcR+RzlxJIOSI12NEpF3Co/DqzZ1QebABVDBuNU3OtqO9vuwhN5v0ORg84tx9zjPrQKuK21cJtbu7VcTbRZRCJ4KqB63cXjWCtenqK74u6Hqjh3T4vHH09IYfODQ/ZP6A3Hndm2N6h4PUZsE4bd4mqRTjL1AzPZGNkt0K4Mk9HlHhxfedoMrD2FRE56AHPDZZiJVJm9lC801SEkhemaYT35qFgrqebWWlloq48b7Wr62wNVoMemxmM1wOVwm0fF/CoIwuHkuDPb9gZfzeOoRKvbOstuABSOf2SyiEAMVwAaSXNqokszsO0d5mqPyZ/jBLKT9jHdl5FLuN9cUF7AbdasCbitwJImVyO+vdemRglwEQRB+Oo5oTVPK7IKpRy0CqJsx024j+9C4SRrzBqgTFBBEnnVXWoyygA7N1kHNvIFKhHGzjkZI7zO7Uxi5qCxSATH4QQraKn4Y9qcaEbW4XgHJm+k3NzFXnYREQ1LEAThq+eEFp5o7b5SplKt22uVYqIxkr7HvG4FWcdybYnENiw8JILjSXcvsfI7pYFARp5lcm7tLRFBKAiCcAxwQgvPROAUrPAnbustIwecvWA3oFFo8lCGgWPl0Vb+WLfBJlkFBXxFrI/+iJMGVfVo/n0VI5BekYIgCEcvx63w7InwiZbdAEnhZbV+AOQkA28iKBUjnn/+foWW21PzmvRc/fWfMdpCeJte6nbujmuL9P1VpzkOZVNnQRAE4dBy3AYM9aTCTGZ+oDb8YFpgmK6f0gj2uLpO5lxe3UBg56x9zt2TtR3Kps6CIAjCoeX41Tx7KXy0mZPRskujrRz30h5osJ3mslvR3u7n7snajtUUFEEQhBOB41Z49lb4hPvNJbDzdlfwWTluWgk9M59q5cNsW4siQUBrtAq2ByJpjTa8WSX0tPIlCzJ0vzbxhwqCIBy9HLfCs7edQZxgBa0VfwAyhFP9XszoehzPQLdge4aWmCnAjMgG3IpBAArbOww8+em5saNZAtgxcnH2k5KyrxQU8YcKgiAcWY5b4Xkw+Y+ZwgltY0S34ASGZWmJmWMMHUErD7Z/OOHWVoIGhDPmDmydmW2m1THC/WYf8LOJP1QQBOHIctwGDB0MmcLJ7WpidKrgkzlGK8s1w0KXlYEOdZFyKXouCIJwZBHh2QVZwkl5SOSe3qm3ZeYYxzMIx8pD4yGm+nQywx7qEnpSkk8QBOHIctyabQ+GnvhLOxZHiBbPRnsK+XLDBio7BO8c6hJ6UpJPEAThyCLCswt6IpxEgAmCIJy4iNlWEARBEHqJCE9BEARB6CUiPAVBEAShl4jwFARBEIReIsJTEARBEHqJCE9BEARB6CUiPAVBEAShl4jwFARBEIReIsJTEARBEHqJCE9BEARB6CWqsbFRH+lFCIIgCMKxhGiegiAIgtBLRHgKgiAIQi8R4SkIgiAIvUSEpyAIgiD0EhGegiAIgtBLRHh24J//+Z/5xje+waBBg6ioqOCyyy5jzZo1WWO01sybN4+RI0fSt29fLrroItauXZs1prGxkeuuu47y8nLKy8u57rrraGxszBqzevVqvvWtb9G3b19GjRrFPffcg9bHbvDzU089RXV1NYMGDWLQoEFccMEFvPrqq+nzsm8954EHHiAUCnHLLbekj8n+dc+8efMIhUJZr+HDh6fPy94JhxoRnh145513uPrqq3n11VdZtGgRlmVxySWX0NDQkB7z8MMP8/jjj3PPPffw5ptvUlJSwrRp02hubk6Pueaaa1i5ciULFixg4cKFrFy5kp/+9Kfp83v37mXatGmUlpby5ptvcvfdd/Poo4/y2GOPfaXPeyjp378/d955J3//+9956623+PrXv84VV1zBp59+Csi+9ZQVK1bw7LPPMmbMmKzjsn/7prKyknXr1qVfS5cuTZ+TvRMONZLnuR9aWlooLy/n+eefZ+rUqWitGTlyJNdeey0333wzAOFwmMrKSubOncuVV17JunXrOOOMM1i8eDGTJk0CYNmyZUydOpUVK1ZQWVnJ73//e+644w7Wr19PIBAA4L777uPpp59mzZo1KKWO2DMfSoYMGcLs2bP5yU9+IvvWA5qamjj77LN5+OGHuffeexk9ejT33XefvO/2w7x581i0aBHLli3rdE72TjgciOa5H1paWnAch1AoBMCWLVuoqanh3HPPTY8JBAJUV1fz/vvvA7B8+XJyc3M544wz0mMmTZpETk5O1pjJkyen/wgBzjvvPHbu3MmWLVu+ikc7rNi2zUsvvURraysTJ06UfeshN910E9/5znc4++yzs47L/u2fzZs3M2rUKMaOHctVV13F5s2bAdk74fAgwnM/3HrrrZxyyilMnDgRgJqaGgBKSkqyxpWUlFBbWwtAbW0tRUVFWd9ElVIUFxdnjenqHqlzxyqrV69mwIABlJaWMn36dJ577jnGjBkj+9YDnn32WTZu3MjMmTM7nZP92zdVVVU88cQTLFiwgEceeYSamhqmTJnCnj17ZO+Ew4J1pBdwNPPrX/+a9957j8WLF2OaZta5jiYarXWnP7yO7G9MKvDgWDb/VFZWsmTJEpqamli0aBHXX389f/nLX9LnZd+6ZsOGDcyZM4dXXnkFr9fb7TjZv6654IILsn6uqqpi3Lhx/OEPf+D0008HZO+EQ4tont1w22238dJLL7Fo0SKGDBmSPl5WVgZ0/qZZV1eX/hZaWlpKXV1dVhSe1pr6+vqsMV3dAzp/Qz6W8Hq9DB06lNNOO43Zs2dzyimn8MQTT8i+7Yfly5dTX1/P5MmTKSoqoqioiHfffZff/e53FBUVUVhYCMj+9ZTc3FxGjhzJxo0b5b0nHBZEeHbBjBkzWLhwIYsWLcoKdwcYPHgwZWVlvPXWW+ljkUiEZcuWpf0lEydOpKWlheXLl6fHLF++nNbW1qwxy5YtIxKJpMe89dZb9OvXj8GDBx/Ox/tKcRyHWCwm+7YfLrroIpYuXcqSJUvSr9NOO43vfe97LFmyhGHDhsn+9YJIJMKGDRsoKyuT955wWDBvvfXWO470Io4mbr75Zl544QWeeeYZBg4cSGtrK62trYCrVSmlsG2bBx98kGHDhmHbNjNnzqSmpoaHHnoIn89HcXExH3zwAQsXLmTs2LFs376d6dOnM378+HToe0VFBf/2b//GqlWrqKysZNmyZcyaNYubbropK2jhWOKOO+7A6/XiOA7bt29n/vz5/OlPf+KOO+6goqJC9m0f+P1+SkpKsl4LFiygvLycK664Qt53++E3v/lN+r33+eefc8stt7Bx40YefPBBQqGQ7J1wyJFUlQ6komo7MmPGDG677TbANefcfffdPPPMMzQ2NjJhwgTuv/9+Ro8enR7f0NDAjBkzeOWVVwCYOnUq9957b9b9V69ezc0338yHH35IKBTiyiuvZMaMGces/+T6669nyZIl1NbWkp+fz5gxY7jxxhs577zzANm33nLRRRelU1VA9m9fXHXVVSxdupT6+nqKi4upqqpi5syZjBw5EpC9Ew49IjwFQRAEoZeIz1MQBEEQeokIT0EQBEHoJSI8BUEQBKGXiPAUBEEQhF4iwlMQBEEQeokIT0EQBEHoJSI8hROSJUuWEAqFWLJkyQFdHwqFmD59+iFelSAIxwoiPAXhMLJmzRrmzZsnLasE4ThDhKdwQnLmmWeya9cuzjzzzMM6z9q1a7nnnnv48ssvD+s8giB8tUhLMuGExDAM/H7/kV6GIAjHKKJ5Ckcln376KaFQiD//+c/pY5s2bSIUCnHyySdnjZ0+fXpW95uPPvqIyy67jPLycvr27cu5557L4sWLs67pzuf5l7/8herqasrKyqiqquK5555j3rx53dY8fu211zjrrLMoKytj/PjxLFy4MH3u+eef5+qrrwbg4osvJhQKEQqFeP755w9sUwRBOGoQ4SkclYwZM4ZQKMS7776bPvbuu+9iGAbbtm3L8iEuXbqUyZMnA/DOO+/wzW9+k9raWm655RbuvPNOvF4vl19+OYsWLdrnnK+//jo//vGPsW2b3/zmN1x66aXMmTOHv/71r12OX7FiBb/4xS/41re+xdy5cwkGg1x33XWsW7cOcE3D1157LQC/+tWvePLJJ3nyyScPu6lYEITDj5hthaMSpRSTJk1i6dKl6WPLli3j3HPP5f3332fZsmUMHjyY+vp61q9fz1VXXYXWmunTpzNx4kRefvllDMP9bnjttddy4YUXMmvWLL797W93O+fs2bMpLi7mb3/7GwUFBQBMmzYtLZg78tlnn/Huu+8yYsQIAC655BJOPvlknnvuOebOncuQIUOYNGkSTz31FOeccw5nnXXWodoeQRCOMKJ5Ckct1dXVrF27loaGBsDVMM866ywmTpyYFqrvvvsuWmsmT57MqlWr2LBhA5deeikNDQ3U19dTX19PQ0MD559/Pps3b+42cGfnzp2sXr2aH/7wh2nBCVBZWZluqdaRs846Ky04AUpLS6msrGTz5s2HaAcEQThaEc1TOGqprq5Ga83SpUuZMGECmzZtorq6mkQiwQsvvAC4AjU/P5+TTz6Zl19+GYAbbriBG264oct71tXVUV5e3un41q1bAbfhcUe6OgYwaNCgTsdCoVBa2AuCcPwiwlM4ahk3bhw5OTksXbqUaDRKMBhk3LhxxONx5s6dy+7du9P+TsMwcBwHgDvuuINx48Z1ec9hw4b1eh1ad93y1jTNXo0XBOH4QYSncNRiWRZVVVUsXbqUWCzG6aefjsfjYcKECfh8PhYvXszq1av57ne/C8BJJ50EQG5uLuecc06v5kppkV988UWncxs3bjzgZ1BKHfC1giAcvYjPUziqqa6uZuXKlbz++utUV1cD4PP5GD9+PI888gi2baePjxs3joqKCh599FGampo63auurq7befr168eYMWN48cUXs67dsGEDb7zxxgGvPxgMAtDY2HjA9xAE4ehDNE/hqGby5MnYtp32d6Y488wzuf/++wkEAmkTrWEYPPbYY3zve99j0qRJXHHFFZSXl7Nr1y5WrFjB1q1bee+997qda/bs2Vx22WVMmTKFH/3oR0QiEZ566ilGjRrFqlWrDmj9p556KoZh8OCDD9LU1EQgEGDChAkMGTLkgO4nCMLRgWiewlHN6aefjtfrxev1UlVVlT6eSh+pqqrC6/VmHX/jjTeYNGkSzzzzDDfffDPPPvsshmFw22237XOuKVOmpMfOnTuXF154gVmzZnH22WcfcDWifv368dBDD9HY2Mgvf/lLrr766qzcVUEQjk1UY2OjRDcIwj64/PLLWbduHR9++OGRXoogCEcJonkKQpJ4PE4ikcg6tn79el577TW+/vWvH6FVCYJwNCKapyAk2bJlCxdffDE/+MEPGDRoEFu2bOHpp5/GcRzefvvtdDSvIAiCBAwJQpJQKERVVRUvvPACu3fvxu/3M3nyZG6//XYRnIIgZCGapyAIgiD0EvF5CoIgCEIvEeEpCIIgCL1EhKcgCIIg9BIRnoIgCILQS0R4CoIgCEIvEeEpCIIgCL3k/wNpkqadWVlb7wAAAABJRU5ErkJggg==\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "t.with_column('big weight', t['weight'] * 1000).scatter('big weight', 'hp')" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Check that grouping in scatter works just like grouping in histograms and that the legends are the same format\n", "t.scatter(\"weight\", \"hp\", group=\"origin\")" @@ -490,200 +237,90 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "f = t.hist('mpg', normed=False)" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "f = t.with_column('mpg2', t['mpg'] * 10000).hist('mpg2')" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "f = t.with_column('mpg2', t['mpg'] * 10000).hist('mpg2', bins=100)" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "bins = np.append(np.arange(0, 200, 20), np.arange(200, 501, 50))\n", "t.hist('displ', bins=bins, unit='cc')" @@ -691,60 +328,27 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "t.with_column('displ-µm3', t['displ'] * 10000).hist('displ-µm3', bins=bins*10000, unit='µm3')" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "t.with_column('weight-1000', t['weight']-1000).hist(['weight', 'weight-1000'], unit='kg', width=4, height=3)" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "two_cats = t.with_column('cat', t['hp'] > 100)\n", "two_cats.hist('mpg', group='cat')" @@ -752,20 +356,9 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "more_cats = t.with_column('cat', [str(c) for c in (t['hp'] > 100).astype(int) + (t['hp'] > 120).astype(int)])\n", "more_cats.hist('mpg', group='cat')" @@ -773,150 +366,65 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "more_cats.hist('mpg', group='cat', overlay=False)" ] }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/ahemani/Development/data8/datascience/datascience/tables.py:2642: UserWarning: pivot_hist is deprecated; use hist(value_column_label, group=pivot_column_label), or with side_by_side=True if you really want side-by-side bars.\n", - " warnings.warn(\"pivot_hist is deprecated; use \"\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "more_cats.hist('mpg', group='cat', side_by_side=True)" ] }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "more_cats.hist_of_counts('mpg', group='cat')" ] }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "more_cats.hist_of_counts('mpg', group='cat', overlay=False)" ] }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "label_t = Table().with_columns(\n", " 'Value', make_array(2, 3, 9),\n", @@ -928,20 +436,9 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Test numerical labels aren't showing error term\n", "t = Table().with_column(\"val\", np.random.uniform(size=100))\n", @@ -950,22 +447,11 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": { "scrolled": false }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Testing histogram shading\n", "t = Table().with_column(\"val\", np.random.uniform(size=1000))\n", @@ -974,60 +460,27 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "bins = np.arange(0, 1.1, 0.2)\n", "t.hist(bins=bins, left_end=0.4)" @@ -1035,20 +488,9 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "t.hist(bins=bins, left_end=0.5)" ] @@ -1071,7 +513,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.1" + "version": "3.7.9" } }, "nbformat": 4,