{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Datasets can be downloaded from https://www.dropbox.com/sh/yqlclftyolwqy7y/AADVD-_IOqpXQx8PlWcywMypa?dl=0**  \n",
    "Ref: Olsson, A. et al. Single-cell analysis of mixed-lineage states leading to a binary cell fate choice. Nature (2016)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.3.9'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import stream as st\n",
    "st.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/net/waxman-server/mnt/data/waxmanlabvm_home/kkarri/NASH/data/Chow1/Chow_1_Test/outs/stream/genes.tsv\n",
      "/net/waxman-server/mnt/data/waxmanlabvm_home/kkarri/NASH/data/Chow1/Chow_1_Test/outs/stream/barcodes.tsv\n",
      "Saving results in: /net/waxman-server/mnt/data/waxmanlabvm_home/kkarri/NASH/analysis\n"
     ]
    }
   ],
   "source": [
    "#adata=st.read(file_name='./data_Olsson.tsv.gz')\n",
    "adata=st.read(file_name='/net/waxman-server/mnt/data/waxmanlabvm_home/kkarri/NASH/data/Chow1/Chow_1_Test/outs/stream/matrix.mtx',file_format='mtx', workdir='/net/waxman-server/mnt/data/waxmanlabvm_home/kkarri/NASH/analysis')\n",
    "adata.var_names_make_unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "adata.var_names_make_unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No cell label file is provided, 'unknown' is used as the default cell labels\n",
      "No cell color file is provided, random color is generated for each cell label\n"
     ]
    }
   ],
   "source": [
    "#st.add_cell_labels(adata,file_name='./cell_label.tsv.gz')\n",
    "#st.add_cell_colors(adata,file_name='./cell_label_color.tsv.gz')\n",
    "\n",
    "st.add_cell_labels(adata)\n",
    "st.add_cell_colors(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filter genes based on min_num_cells\n",
      "After filtering out low-expressed genes: \n",
      "4803 cells, 9231 genes\n"
     ]
    }
   ],
   "source": [
    "st.filter_genes(adata,min_num_cells = max(5,int(round(adata.shape[0]*0.001))),\n",
    "                min_pct_cells = None,expr_cutoff = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "462 variable genes are selected\n"
     ]
    },
    {
     "data": {
      "image/png": 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OgN4b6SKMSVTNgSB3vryKv68tD7Vd8qnBzDp7FB6x8Ix3nQaoqv5DRPoDJ7pNH6pq2ZE+Y4zpXJM/yB0vruT9DftCbVecOITbzxyJWHj2CJ2emRaRy4APcc5XXgYsEpFLIl1YotFgkGBVFd1zrc7Eu0Z/gO+9sKJNeE47eaiFZw8TziH8XcCJLb1OESkA/ga8GMnCEokGg9T84hf4V67EN2ECWbNmIXbVtdeqbw7wveeX8+9NFaG2b3z2OG48fbiFZw8Tzr9Sz2GH7PvD/JwJk9bU4F+5Ek1Kch5ramJdkomQuiY/tyxc1iY8r/1ckYVnDxVOD/QvIvIWsNDdvhzntiPTTSQ7G9+ECaEeqGRnx7okEwG1jX5uWriMpdurQm3XnzaMb31uWAyrMscinItIt4vIxcApOEMu56rqnyJeWQIREbJmzUJrapDsbOuJ9EI1DX5ufGYpK3ZWh9puPn0EXz/luBhWZY5VWGPhVfUl4KUI15LQxONBcnJiXYaJgOr6Zq5/eimrdx86NfPdLx/PtJNtLoeersMAFZF/quqpIlJD24k9BOfedzvONKYTlXXNXP90KWv3HAy1ff+sUVx+4pAYVmW6S4cBqqqnuo9Z0SvHmN7jQG0TMxeUsrGsNtR21zmjuXhK/M7UGAiqjX46CuHcBzo/nDZjzCH7DjYyY96h8BTgnq+Nievw3FXVwNqyWnZVNcS6lB4jnNuRxrfeEBEf8KnIlGNMz1dW3ci1T5WyaZ8Tnh6Bn5w/jvMnD4pxZR0LBJWKej+ZyR4q6v0EgjagIxwdBqiI3Ome/5woItXurxpgL4emoTPGtLKnqoFvzVvC1gN1AHhF+PkF4zln4oAYV3ZkXo+Ql+bjYFOQvDSfHcaH6UjnQO8H7heR+1X1zijWZEyPtKuynuvml7Kz0jkE9nmE+y8azxlj+3XyyfgwKCeV/ll2DvRohHMf6J3u8sMjgdRW7e9HsjBjepLtB+q4bkEpe6qcGR99HuHBSybwhdEFMa7s6Fh4Hp1wlvT4FnALzjIbS4GTgQ+A0yNbmjE9w9b9dVw3v5SyGic8k70efnXpBE4dmR/jykykhXMR6Racqey2quoXgWKg/MgfMSYxbCqv5dp5S0LhmeLz8PDlJ1h4JohwRiI1qGqDiCAiKaq6VkRGR7wyY+LcxrKDXDe/lIq6ZgBSkzz8+vKJnDSsT4wrM9ESToDuEJFc4BXgbRGpoIMVM41JFOv21PDtBUuprHfCMz3Zy6NXTmJKYW6MKzPRFM5FpAvdp/eKyLtADvCXiFZlTBxbvbua6xcspbrBD0BmipffXDmZSUNtLoNEc6Sx8NmqWi0irY9HVriPmcCBiFZmTBxasbOKG55exsFGJzyzUn08dtVkJgy2qSES0ZF6oM8A5wIf4UwmIoc9Do94dcbEkaXbK7npmWXUNgUAyEnzMXtqMWMH2nQRiepIN9Kf6z7abK8m4X20tYKbFy6nvtkJz9z0JJ6YOplRAyw8E1k4k4m8KiJXikh6NAoyJt4s2nyAm55ZFgrPvhnJPDm92MLThHUf6EPA54A1IvKCiFwiIqmdfciY3uD/Pt7Prc8up8EfBCA/M5m5Vxczol9mjCsz8aDTAFXVf6jq9TjnPOfiLG18TOvCi8h3RGSViKwUkYUikioiw0RkkYhsEJHnRCT5WPZhzLF6f/0+vvPcchrd8OyfncLvrp7CsPyMGFdm4kVYq2uKSBpwMTATZ1TSU13doYgMBm4GSlR1AuAFrgAeAB5W1ZFABfDNru7DmGP17tpybnthBc0BZ1q3ATkpPHn1FAr72pksc0g450CfA9bgjH1/DBihqjcd4359QJo7t2g6sNv9/pa15p8CLjjGfRjTJX9bXcb3X1qJ350Tc3BuKr+7egpD8tJiXJmJN+GMRPpv4CpVDXTHDlV1p4j8CtgG1AN/xblVqlJV/e7bdgDtTt0tIjOAGQCFhbYol+lef1m5h7tfWUNAnfAs7JPGnOnF9M+20/7mk8I5hH8fuFNE5gKIyEgROberO3SnxjsfGAYMAjKAs9t5a7tTYqvqXFUtUdWSgoKeNVWYiW9vLNvND19ZHQrPor7pPHn1FAtP06FwAvS/gSbgs+72DuBnx7DPLwGbVbVcVZuBl93vznUP6cGZOs/G25uoeaV0F/e8toaWlSxGFGTw5NVTKMhKiW1hJq6FE6AjVPWXQDOAqtbjjEbqqm3AySKSLiICnAGsBt4FLnHfcw22bIiJkhc/2slP3lgbOuQZ2S+TudOL6ZtpN4KYIwsnQJvcq/AKICIjgMau7lBVF+FcLFqCM7beg3N71PeB74rIRqAv8Puu7sOYcD374Xbue3NdaHvMgCzmTC8mL8PC03QunItI9+DMvjRURJ4GTgG+fiw7VdV73O9tbRNw0rF8rzFHY8G/t/HQ2xtD2xMGZfPY1ElkpSbFsCrTk4Qznd3bIrIEZykPAW5R1X0Rr8yYCPrvf23hN3/fFNqeNCSHR6+cRFZqOH0KYxxHms5uymFNu93HQhEpVNUlkSvLmMiZ+/5mnvjH5tB2cWEOj14xiYwUC09zdI70E/Nf7mMqUAIsw+mBTgQWAadGtjRjupeq8vh7m/ndP7eE2kqKcnnk8kmkJXtjV5jpsTq8iKSqX3QXkdsKTHHvvfwUzqJyGzv6nDHxSFV59J2P24TnycP78MgVFp6m68I5Zhmjqi0z0aOqK0VkcgRrMqZbqSoPvb2RpxdtD7WdenxfHrx0Aik+C0/TdeEE6BoR+R2wAOdWpmk4Y+ONiXtBVX75l/U8v3hnqO20Ufn84uIJJPvCmkvHmA6FE6DfAL6Nsz48OEM7H49YRcZ0k6Aq9725jpeXHBrUdsaYAu67aDxJXgtPc+zCuY2pAXjY/WVMjxAIKj95Yw2vL9sTajtzfD9+esE4fB4LT9M97L4N0+v4g0HufW0Nb67YG2o754QB3HPeGAvPBBUIKl7PsYxAb58FqOlVmgNBfvTqat5adWjRhPMnD+SH54yJyD8gE/92VTVQUe8nL83HoJzunVnL/js2vUZzIMgPXl7VJjwvnjKIu8+18ExUgaBSUe8nM9lDRb2fQLDdWTK77EgjkV6ngzk5AVT1vG6txJhj0OQP8v2XVvKP9YdGGV9+4hDuOHMkzqRfJhF5PUJemi/UA+3u/0iPdAj/K/fxImAAzm1MAFcCW7q1CmOOQaM/wG0vrORfG/eH2qZ+eijf/fLxFp6GQTmp9M+K8jlQVf0HgIj8VFU/3+ql10Xk/W6vxJguqG8O8L3nl/PvTRWhtq9/tpCbTh9h4WlCInUKJ5xzoAUiMrxlQ0SGAbaWhom5+qYAtzy7rE14Xvu5IgtPEzXhXIX/DvCeiLTM/VWEu6ibMbFS2+jn5meXUbqtKtT27S8M49rPD4thVSbRHDFARcQDVAMjgTFu81pV7fKM9MYcq5oGPzctXMryHdWhtptPH8HXTzkuhlWZRHTEAFXVoIj8l6p+Bmc6O2Niqrq+mRueWcqqXTWhtu9++XimnWxLXJvoC+cc6F9F5GKxk0omxirrmpm5oLRNeN5x1igLTxMz4ZwD/S7O2u1+EWnAmVRZVTU7opUZ00pFbRMzFyxlQ9nBUNsPvjqaSz41OIZVmUQXzmQiWdEoxJiO7DvYyMz5S9m0rxZw/ge/+2tjuGDyoNgWZhJeWGPhRSQP50JSaCCpqtq9oCbiymsauW5+KVv21wHgEbj3vLGcO3FgjCszJowAFZFv4cwFOgRYirM65wfA6ZEtzSS6PVUNXLeglO0H6gHwivDTC8Zy1oQBMa7MGEc4F5FuAU4EtrprJBUD5RGtyiS8XZX1XDtvSSg8fR7h/ovGW3iauBLOIXyDqjaICCKSoqprRWR0xCszCWtHRT0z5i9hT5Vzu7HPI/zykgmcNtoGwJn4Ek4PdIeI5AKvAG+LyKvArk4+c0QikisiL4rIWhFZIyKfEZE+IvK2iGxwH/OOZR+mZ9q2v45vPXUoPJO9Hh667AQLTxOXOg1QVb1QVStV9V7gbuD3wAXHuN9HgL+o6hhgEs4idbOAd1R1JPCOu20SyKbyWr41bwllNU54pvg8PHz5CZw6Mj/GlRnTviPNB9qnneaW5Y0zgQNd2aGIZAOfB74OoKpNQJOInA+c5r7tKeA94Ptd2YfpeTaWHWTmglIO1DYDkJrk4deXT+SkYe39GBoTH450DvQjnAmVBSgEKtznucA2oKuzNgzHuQj13yIyyd3PLUB/Vd0NoKq7RaRfex8WkRm4k5kUFtoIlN5g/Z4aZi5YSmW9E55pSV4evXIinzrOzuKY+NbhIbyqDlPV4cBbwNdUNV9V+wLnAi8fwz59wBTgcVUtBmo5isN1VZ2rqiWqWlJQYOfFerrVu6uZMb80FJ4ZyV5mT51s4Wl6hHAuIp2oqm+2bKjqn4EvHMM+dwA7VHWRu/0iTqDuFZGBAO5jWQefN73Eip1VzJy/lOoGPwCZKT4en1bMpKE5Ma7MmPCEE6D7ROSHIlIkIseJyF3A/k4/1QFV3QNsb3Ur1BnAauA14Bq37Rrg1a7uw8S/pdsruX7BUg42OuGZnepjzvRiJgy2KRZMzxHOfaBXAvcAf3K333fbjsVNwNMikgxsAr6BE+bPi8g3cc6xXnqM+zBx6qOtFdy8cDn1zQEActOTeGLqZEYNsGkXTM8SzmQiB3Au8nQbVV0KlLTz0hnduR8Tfz7cfIBbn11Ogz8IQJ+MJJ6YVszx/TJjXJkxRy+csfCjgNtwlvIIvV9VbSy8OSoffLyf7z6/gkY3PPMzk5kzvZhh+RkxrsyYrgnnEP4F4Angd0AgsuWY3up/N+zjthdW0BxQAPpnpzBnWjGFfdNjXJkxXRdOgPpV9fGIV2J6rffWlXPHiyvxB53wHJCTwtzpUxiSlxbjyow5NuFchX9dRK4XkYHuePU+HYxSMuYT/ra6rE14Ds5N5XdXW3ia3iGcHmjLrUW3t2pTnBFFxnTorZV7+eErqwmoE55D+6QxZ1oxA3JSO/mkMT1DOFfhbaFtc9TeWL6be19bg9vxpKhvOnOmF1OQlRLbwozpRuEu6TEBGEfbJT3mRaoo07O9snQXP319LW52MqIggyemFdM3MzmmdRnT3cK5jekenFmSxgFvAmcD/wQsQM0nvPjRTu57c11oe2S/TJ6YNpm8DAtP0/uEcxHpEpwb3Peo6jdw5u+04zDzCc9+uL1NeI4ZkMmc6cUWnqbXCidA61U1iLMufDbOJB+97gKSBoMEq6pQ1c7fbD5hwb+38cu3NoS2xw/K4olpxeSmJ8WwKmMiK5xzoIvdJT2exJm78yDwYUSrijINBqn5xS/wr1yJb8IEsmbNQjzh/N9iAP74r608+vePQ9sTh2Tzmysnk5Ua1il2Y3qscK7CX+8+fUJE/gJkq+ryyJYVXVpTg3/lSjQpyXmsqUFybEq1cDz5/mYe/8fm0HZxYQ6PXjGJjBQLT9P7ddrNEpF3Wp6r6hZVXd66rTeQ7Gx8EyYgzc3OY7ZNqdYZVWX2u5vahGdJUS6/vXKyhadJGEdaEykVSAfy3RUyxX0pGxgUhdqiRkTImjXL6XlmZyMinX8ogakqv/n7x/zx/7aF2k4ensd/XTaRtCRvDCszJrqO1FW4DrgVJyw/4lCAVgOPRbiuqBOPxw7bw6CqPPT2Rp5etD3UdurxfXnw0gmk+Cw8TWLpMEBV9RHgERG5SVV/E8WaTJxSVX751gae+8+OUNsXRuXzwMUTSPbZRTeTeML5qd8jIlkA7tIeL4vIlAjXZeJMUJX73lzXJjxPH1PALy+x8DSJK5yf/LtVtUZETgXOxFmz3aa3SyCBoPLTN9by0pJdobavjOvH/ReNJ8lr4WkSVzg//S2TKJ+DsxTxq4ANLUkQgaBy72treHXp7lDbV0/oz88uHGfhaRJeOP8CdorIHOAy4E0RSQnzc6aH8weD/PCVVfzPij2htvMmDeTH543DZwMNjAkrCC8D3gLOUtVKoA9t5wY1caY7hqU2B4Lc+dIq3lpVFmq7aMogfvS1MXg9dpuXMRDeSKQ64OVW27uB3R1/wsRSdwxLbfIHmfXSSt5bvy/UdlnJYO44axQeu0fWmBA7Dutl2huWejQa/QFue3FFm/BipO2TAAAadUlEQVS86tND+b6FpzGfYAHayxzLsNSG5gDfeW4F/9ywP9R2zWcK+d6Xj7fRWca0wwYt9zJdHZZa3xTg1ueW858tFaG2b556HNefNtzC05gOxKwHKiJeESkVkTfc7WEiskhENojIcyJit0p1kXg8eHJywg6+2kY/Ny1c1iY8Z35hGDd8cYSFpzFHEMtD+FuANa22HwAeVtWRQAXwzZhUlWAONvq58ZllLNlWGWq78YvDmfF5W0vQmM7EJEBFZAjOjfm/c7cFOB140X3LU8AFsagtEbTc5lRd38T1C5aybEdV6LXvfOl4/t+pRbErzpgeJFbnQH8N3AFkudt9gUpV9bvbO4DB7X1QRGYAMwAKCwsjXGbv03Kb04HVG5g1+kLWkxl67fYzR3LlSUNjWJ0xPUvUe6Aici5QpqoftW5u563t3gWuqnNVtURVSwoKCiJSY2+mNTXsX7OB24rOaROed549ysLTmKMUix7oKcB5IvJVnHXms3F6pLki4nN7oUOAXUf4DtNFBzyp3DbqYjaTDjj/c/3w3DFcWNyr5sg2Jiqi3gNV1TtVdYiqFgFXAH9X1anAuzhLKANcA7wa7dqiKRargJbXNDJjfmmb8Lz3vLEWnsZ0UTzdSP994LsishHnnOjvY1xPxLSch6z89repuf9+NBiM+D73Vjdw7bwlbNlfB4BH4GcXjONrkwZGfN/G9FYxvZFeVd8D3nOfbwJOimU90RLtVUB3VdYzc0EpOyoaAPCKcN9F4/nyuH4R26cxiSCeeqAJI5qrgO6sqOfaeYfC0+cRHrhkgoWnMd3AhnLGQLRWAd12oI6Z80vZU90IQJJX+OUlJ/CFUfkR2Z8xiSbhe6CxuJgDRz/c8mht2VfLtfOWhMIz2evhocsmWnga040SugfaHXNnxqNN5bVcN7+U/bVNAKT6PDx8+UQ+PbxPjCszpnfp+WlxDI517sx4tH7vQa6dtyQUnmlJXh69cpKFpzERkNABGs2LOdGwdncNM+eXUlHXDEB6spffXjWJkqK8GFdmTO+U0Ifw0bqYEw2rdlVz/dNLqWlwphPITPHy26smM3FI5G6PMibRJXSAgnMxJ5L3YEbD8h1V3PjMUg42OitQZ6X6mD11MuMH9ewetTHxLuEDtKcr3VbJzQuXUdvkhGdOmo/HpxYzZmBWJ580xhwrC9AebPGWCm55djn1zU545qUn8fi0Ykb1z+zkk8aY7mAB2kMt2nSA7zy3nAa/M46+b0Yyc6YXM7wgI8aVGZM4LEB7oH9t3M/3nl9BU8AJz4KsZOZMK6Yo38LTmGiyAO1h3l+/j9tfXEFzwBk5NSA7hSemF1PYJz3GlRmTeCxAe5C/ry1n1ksr8Qed8ByYk8rc6cUMzkuLah2BoOL19NxbvozpLhagPcTbq8v4wcurCLhj9ofkpfLEtGIG5UY3PHdVNVBR7ycvzcegnNSo7tuYeJPQI5F6ij+v2MOdL68MhWdhnzSevHpK1MMzEFQq6v1kJnvYV9tMIBjdCViMiTcJHaCxmonpaLy+bDd3v7qalqwq6pvOk1dPoX929Ht/Xo+Ql+ZjW2UjlfXN7K1pjHoNxsSThD2E7wkzMb1SuoufvrE2tDzp8QUZPD6tmL6ZyTGrqX9WCvtqm8lJ9VJR76d/lp0PNYkrvhIjio5lJqbOeq7d0bN98aOd/KRVeI7qn8mc6bENT3B6ofkZSRxsCpKX5rPwNAktYXugLTMxtfRAw52JqbOea3f0bBd+uJ0H39oQ2h47MIvZUyeTk5Z0VN8TKYNyUq3naQyJHKBdnImpswXhjnXBuPkfbOPhv20MbU8YlM1jUyeRlRof4dlyC5OFpzEJfAgPXVtWo7M5RI9ljtE//HNLm/CcNCSHx6ZOjpvw3FXVwNqyWnZVNcS6FGPigsTzFejOlJSU6OLFi6O+Xw0Gj9hz7ez19sx9fzNP/GNzaHtKYS6PXDGRjJT4OEgIBJW1ZbVkJns42BRkTL8M64WaXktEPlLVks7el9A90CM50oWgznquR9OzVVVmv7upTXieWJTHb66cdEzh2d33aLbcwnT4xSO7F9Qksqh3b0RkKDAPGAAEgbmq+oiI9AGeA4qALcBlqloR7fogerc4qSqPvvMxT32wLdR28vA+PHTZCaQmebv8ve2NFuqO4ZeHXzyyUUkm0cWiB+oHvqeqY4GTgRtEZBwwC3hHVUcC77jbMRGNxeZUlYfe3tgmPE89vi8PX35s4dkyWijNJ1TU+wkE9ajOXXbWo2zd82wZldSyH2MSTdQDVFV3q+oS93kNsAYYDJwPPOW+7SnggmjXFpKZiXf0aGhqishic0FVHvjLep5etD3UdtqofH516Qmk+Loeni38gSBry+vwu9Pd7att7jTojjZoOzqkNyaRxPQKhYgUAcXAIqC/qu4GJ2RFpF8satJgkIMPPEBg3TqSxowh4/bb0epq6KZF54Kq3PfmOl5esivUdsaYAu67aDxJ3mP7/2xXVQP7apupavAztl8Gdc1BdlU1UNXgp7K+mePz25/yrvXnCnNTwh5hZPeDmkQXs4tIIpIJvATcqqrVR/G5GSKyWEQWl5eXd3tdbQ7f163j4H33Ufntb1Nz//1oMHhM3x0IKj95fW2b8DxzfD/uv/jYw7PlkDon1YuIUNMYIDfVS3VjgMLcFHLTkkJX0lv3MFt/TlWpaggcVY/SwtMkspgEqIgk4YTn06r6stu8V0QGuq8PBMra+6yqzlXVElUtKSgo6P7aWt/HOXo0/rVrQ+dCg1VVXR6i6Q8Guee11by2bHeo7ZwTBvDTC8bh68IFqvYOxVsOqUf0TWP8gEwG56aF2vqm+6huDHxiJqWWQ/GqhgDH56czfkCmXRAyJkyxuAovwO+BNar6UKuXXgOuAX7hPr4a7dqg7QglsrI46F6N944fT+3s2fhXrTrqK/PNgSA/enU1b6069H/CeZMGcve5YzrswR3pqnnrq9/9s1LYW9NIRb2f7BTvJ+7PbDnMdn5vjWwor0ME9tY0thuU7e3z8FpsQmVjHLE4B3oKMB1YISJL3bYf4ATn8yLyTWAbcGkMagParhXfEqaqStX11x/1EM3mQJAfvLyKd9YeOt1w0ZRB/OCro+moI9tyTjI/I+kTIdf66vfH++spO9hETWOA9CRha0U9HoHBh80T2hKwTc0Bahr9DMhKDp3nBEKH8K3bOrpVyW5dMuaQqAeoqv4T6Kj7ckY0awlHS5iq6lFPPtLY5GfWC8v4x6aqUNvlJw7h1jNGsKe6sd0gCgSVjfvqCASVyvpm+meltOnttRxy76ttJqhB8tJSqKxvZndNgAGZyVQ2BBjQqofYErjpSR62VtTTLzOJstpmJmUf+t68NF+olpawbendtr5VKT8j2GbbLiCZRBcf4wTjxJGGYIoImXfcQXD3bjyDB3d6Rb6hqZnvPvAa/yYv1Db100M5Y1w/3l6/H1Vl4qCsdoPI+e4gIodOEbQ+bB6Uk0ogqFQ1+Nla0cCoggxUlcqGANkp3nYDt6Lez+DsFHxeDwOzU9v0Ulsf5rcM13TqSmkTrsk+T5ttC0+T6CxAXUcafdQyrPPg7NkEwjgHWt8c4LvPLGVRq/C85lP9mfnF4byz8QD5GT62VjZSUeenX1byJ4JoRN+00CF8IKhtznEOzUsjENTQ1fWKOv+hXmplPZUNAXZVNbTp1ba+3aij85ft9Ua9HvnErUp265Ixh1iAujqahi7o91Pz85/jX7MGmpogM/OI50DrmwLc8twyFm8/NHppuuzgprNOw+PxMDg7hZ3VjYwpyGDCwKw2QdT6/OL4AZms3F3D4u3OVf8hualtznHmpfn4eH89qk7A9s9KobIh0OHhdcvzrtzbefhnLDyNcViAutqbYFmDQQ7+/Of4lywBnw9UobkZ3wkntHsOtLbRz83PLqN026FznjNPHsT/O90JT4BJg7MZ2z9Isq9t77XJ3/b8YnaKjzVltdQ1NVNR76euKcDIgozQOc5PLq2R0m2H1xaQxoTHAtTV3gTLwepq/OvWOeHp9+MrLibz1lvbnWnpYKOfm55ZxrIdh8LzptOHc+aEAawrr2tzsejw8Gy56q6qHGxyhmKuL6ulrKaBvbVNZPi8pCV7SfZ524RjfkbSEQ+3jTGRZQHqau8CUpte6cSJZN59d6gn2VpNg58bnlnKyp2HBlR950vHc9Wnh4Yuyuyr/eQVdWh71d3rEU4cmsM7G/ZzoK6J2qYAfdOTUBVyUpMY0y+jTfiGc7htjIkcC1A6voAUzrIf1fXN3PDMUlbtOnTO8/YzR3LlSUMB56LMxn11qHZ887qIEAgG8bjhd7ApQEayl6wUH3lpSWSm+Bh9WHi2sMA0JnZsQmWOPH3dkSZHrqpvZuaCtuE56+xRofAEZxngoCpBPdTTbNHS68xI9rCvtonq+mYq6psZ0y+d5qBS1Cedzxblcu74fnbTujFxKCED9PDZ5ruyjlFFXRMz55eyds+h8LzrnNFcVjLkE+/1ejyAuj1NZ58tU8eVbq9iV3UjKUlCerKX9eW1oEK/zGQGZCWzprzO1iAyJk4l3CF8R4fr7R2qd3RjfUVtE9ctKGVjWS3gDKu66YwRXDxl8Cf25/UIRXmp7K9tRgQ27KsjO8WZJSk0OigjiRV7GmloCpKVmsSwPmlUNfjZU9PEwOxkqhsDNv7cmDiUeAF62OF6sKrKOd+ZnY2n9fLEHQTt/oNNzFxQysflh8Lz8k8PYcSA7DYzHLXYWVnPx/vr0CCIBwpzU6l2p5qrbAgwMDMZr9fDiL7pHJeXxvbKBqoaAowsSA/dMG+jfoyJTwkXoG2urI8f3+HoovbOi+7zpHLd/FK27K8DwCNw1cmFFB+XRyDoTF7cEo4Dsp2JN/61uZKaxmbSkjw0BJQ91U2M7Z/B4NxMZ+QQkJvqJT8jiX21zqTH+RnJoQtG1vM0Jn4lXoC2urJ+pBmWDr+xvpwUZs4rZeuBQ+H5swvGMXFoLuv21iIe2FLRQJpPWLmnhn6ZSaBCapJQ3ShU1jczKCeV7NQkRIQmfzA0cqhlDDtA+cGmNpOMWHgaE78SLkDBubJOVhZaXY1v/PjQHJ+tLx61DtoykrluQSnbD9QD4BXh5xeO4yvj+7PtQB21zQEGpCZzsNHPrroAKV6hss5PY0BJ83kYVZBObpqPmsYgqkp+RlKbiTlaDuezUrysKatlTEG6zXZkTA+QkAHacn6zecUKvKNHk/Xoo4jHQ7Cqqs0tS+LxsIcUrpu/hB0VzpVwn0e4/6LxfG5kPtsr6lm5t5ZkL2zcV8/A7BQG5/iobghQVtvEyPw0krze0A3wh58jbX0jvLjj4Adnp1DvVzvvaUwPkJgBWlND84oV0NREoLSUmltvRevqQBXPlCnk3nUX4vGwq7KeGfNL2VXphKfXI8w6ezT52am8tbYcBdKTPKwrryfFKzQFfGwob6RfVhIj89NJcYdetpzPPNIsSOHMmGSMiS8JGaCSnY1vzBhnkhBoc+N8cPFiAhUV7Ma5YLSnpglwgu7rpxxHXnYKq/YcxB8MUF7rZ0BWEgOzU0BhbXktqV4PqUke8jNSGJmf3u7ooY6EO2OSMSY+JOSN9CJCxqxZeEaObPf1LTv3c+3s90PhmewVvvG5IkYOzKK6vpm6Jj/lB/30y0hicHYquWk+8tKTKMxJpW9GMg1+ZxG3owlPY0zPk5D/woN+P9UzZhDcsAG83jav7UjJ5foX11FGCgDJQT/fOmkAyUke1u09yMGmAMVDshmYnUxhnzRy05PwigePB3JSk0j2ehidn/6JdYmMMb1PQh7CB3buRCsr3Y2A8+jzsc2Xxe2jLuJAUgbghOd36lfgyR/P8l01iEeobQowKDuVU4flEVRYufcgzYEgWSk+GpqDjOmXQWNA7TymMQkg4QJUg0Hq5s//RPtWXza3j76ICjc8fR7h/PEFrM/8Gp69B2nyKx6vkpaRTECDHKjzU93oZ2BWMhv21dMnXSjISKUxYFfQjUkUCRegwaoq/P/5T5u2zal9uWP0RVQmpQOQGmhmwuBsdkoqaQ0BctN8JPvA5xWOy00nxecjL91HTVOAJK+XU4pyQze9W8/TmMSRcAHaXF/fZntTWj53jLqQKjc80wJNzKxYwqKJFzjvD0CzKsP7OrclnTk6n4p6Z5mNEX3T2l122BiTGBIqQDUYpPbBB0PbqzMG8MOR51Pjc+baTA808u0Di/ngCxeBezO9BzilMJfGAAzNTSUt2Vlew0YJGWMSKkADFRWwaRMAi3KK+Onwr9LoTQIgw9/IuMFZfDDx4jbhOSgniVOH98XrkTa3JVl4GmPi7jYmETlLRNaJyEYRmdWd3920bx8Ab/cZw4+O/1ooPHOa65jQP4Wkgr6h8BRgaE4yJUPz3AXd4u6PyhgTY3HVAxURL/AY8GVgB/AfEXlNVVd3x/fX33EHL/YvZs7Qz4fa+jdWcf/6V3hmzA3UuW3HZfu4dPJg+melkJbsbf/LjDEJL64CFDgJ2KiqmwBE5FngfKBbAvStvmPbhOewun3ct+EVDkgydamZ5KfCVVOGMqIgww7RjTGdircAHQxsb7W9A/h06zeIyAxgBkBhYWHYX9zkDzJv0KGvmlCzk59sfI3dgSaevvou7vnSCPpkJltwGmPCFm8n9tpLL22zoTpXVUtUtaSgoCDsL072eXjkS/0ZVbuXYXX7+PmGV5kdaKLxgSf47cXjKcj+5JrtxhhzJPHWA90BDG21PQTY1V1fPvq0z/LQ/r3sXfgCD4w6h98+8I3u+mpjTAKSlqV944GI+ID1wBnATuA/wFWquqq995eUlOjixYujWKExJhGIyEeqWtLZ++KqB6qqfhG5EXgL8AJ/6Cg8jTEm1uIqQAFU9U3gzVjXYYwxnYm3i0jGGNNjWIAaY0wXWYAaY0wXWYAaY0wXWYAaY0wXWYAaY0wXWYAaY0wXxdVIpKMlIuXA1i58NB/Y183lHAurp3PxVpPVc2TxVg8cXU3HqWqnk2306ADtKhFZHM4wrWixejoXbzVZPUcWb/VAZGqyQ3hjjOkiC1BjjOmiRA3QubEu4DBWT+firSar58jirR6IQE0JeQ7UGGO6Q6L2QI0x5phZgBpjTBclVIBGcs35o6jhDyJSJiIrW7X1EZG3RWSD+5gXxXqGisi7IrJGRFaJyC2xrElEUkXkQxFZ5tbzY7d9mIgscut5TkSSo1FPq7q8IlIqIm/EST1bRGSFiCwVkcVuWyx/jnJF5EURWev+LH0mhj9Do90/l5Zf1SJyayTqSZgAbbXm/NnAOOBKERkXg1L+CJx1WNss4B1VHQm8425Hix/4nqqOBU4GbnD/XGJVUyNwuqpOAiYDZ4nIycADwMNuPRXAN6NUT4tbgDWttmNdD8AXVXVyq3sbY/lz9AjwF1UdA0zC+bOKST2qus79c5kMfAqoA/4UkXpUNSF+AZ8B3mq1fSdwZ4xqKQJWttpeBwx0nw8E1sXwz+lV4MvxUBOQDizBWdp6H+Br7+8yCnUMcf/BnQ68gbN6bMzqcfe5Bcg/rC0mf2dANrAZ96J0rOs5rIavAP+KVD0J0wOl/TXnB8eolsP1V9XdAO5jv1gUISJFQDGwKJY1uYfLS4Ey4G3gY6BSVf3uW6L9d/dr4A4g6G73jXE94Cz3/VcR+UhEZrhtsfo7Gw6UA//tnub4nYhkxLCe1q4AFrrPu72eRArQTtecT2Qikgm8BNyqqtWxrEVVA+ocfg0BTgLGtve2aNQiIucCZar6UevmWNXTyimqOgXnlNQNIvL5KO+/NR8wBXhcVYuBWqJ7+qBd7nnp84AXIrWPRArQiK45f4z2ishAAPexLJo7F5EknPB8WlVfjoeaAFS1EngP59xsrrvsNUT37+4U4DwR2QI8i3MY/+sY1gOAqu5yH8twzu+dROz+znYAO1R1kbv9Ik6gxvpn6Gxgiarudbe7vZ5ECtD/ACPdq6fJOF3712JcU4vXgGvc59fgnIeMChER4PfAGlV9KNY1iUiBiOS6z9OAL+FckHgXuCTa9ajqnao6RFWLcH5m/q6qU2NVD4CIZIhIVstznPN8K4nR35mq7gG2i8hot+kMYHWs6mnlSg4dvhOReqJ9UjeWv4CvAutxzqndFaMaFgK7gWac/7m/iXNO7R1gg/vYJ4r1nIpz+LkcWOr++mqsagImAqVuPSuBH7ntw4EPgY04h2QpMfi7Ow14I9b1uPte5v5a1fKzHOOfo8nAYvfv7RUgL8b1pAP7gZxWbd1ejw3lNMaYLkqkQ3hjjOlWFqDGGNNFFqDGGNNFFqDGGNNFFqDGGNNFFqDGdEJE/igil3T+TpNoLECNMaaLLEBN1IlIkTtv5O9EZKWIPC0iXxKRf7lzNZ7kvi/DnT/1P+4kFee3+vz/isgS99dn3fbTROS9VvNSPu2OtGq977Ei8uFhtSx3n//I3ddKEZl7+Gfd92wRkXz3eYmIvHekWk3vZgFqYuV4nDkkJwJjgKtwRkXdBvzAfc9dOEMnTwS+CDzoDl0sA76szmQalwOPtvreYuBWnDlfh+OMZQ9R1TVAsogMd5suB553n/9WVU9U1QlAGnDuUfx+OqrV9GIWoCZWNqvqClUN4gxHfEedYXErcOZLBWeM9yx3arv3gFSgEEgCnhSRFTjDKFtPjP2hqu5wv3dpq+9q7XngMvf55cBz7vMvijPL/AqcSUPGH8Xvp6NaTS/m6/wtxkREY6vnwVbbQQ79XApwsaqua/1BEbkX2Isz87kHaOjgewO0/zP+HPCCiLwMqKpuEJFUYDZQoqrb3X2ktvNZP4c6Hq1fb7dW07tZD9TEs7eAm1rORYpIsdueA+x2e5nTAe/RfKmqfowTrndzqPfZEob73LlRO7rqvgVnmQiAi8Oo1fRiFqAmnv0U53B9uTiL8P3UbZ8NXCMi/wZG4Uzge7SeA6bhnv9UZ+7RJ3FOIbyCM/1he34MPCIi/4sTwp3Vanoxm43JGGO6yHqgxhjTRRagxhjTRRagxhjTRRagxhjTRRagxhjTRRagxhjTRRagxhjTRf8fSsu4s2C27qwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.select_variable_genes(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "feature var_genes is being used ...\n",
      "28 cpus are being used ...\n"
     ]
    }
   ],
   "source": [
    "st.dimension_reduction(adata,n_components=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.plot_dimension_reduction(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Seeding initial elastic principal graph...\n",
      "Clustering...\n",
      "K-Means clustering ...\n",
      "The number of initial nodes is 10\n",
      "Calculatng minimum spanning tree...\n",
      "Number of initial branches: 4\n"
     ]
    }
   ],
   "source": [
    "st.seed_elastic_principal_graph(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Learning elastic principal graph...\n",
      "[1]\n",
      " \"Constructing tree 1 of 1 / Subset 1 of 1\"\n",
      "\n",
      "\n",
      "[1]\n",
      " \"Computing EPG with 50 nodes on 4803 points and 4 dimensions\"\n",
      "\n",
      "\n",
      "[1]\n",
      " \"Using a single core\"\n",
      "\n",
      "\n",
      "Nodes = \n",
      "10\n",
      " \n",
      "11\n",
      " \n",
      "12\n",
      " \n",
      "13\n",
      " \n",
      "14\n",
      " \n",
      "15\n",
      " \n",
      "16\n",
      " \n",
      "17\n",
      " \n",
      "18\n",
      " \n",
      "19\n",
      " \n",
      "20\n",
      " \n",
      "21\n",
      " \n",
      "22\n",
      " \n",
      "23\n",
      " \n",
      "24\n",
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      "25\n",
      " \n",
      "26\n",
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      "27\n",
      " \n",
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      " \n",
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      "35\n",
      " \n",
      "36\n",
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      " \n",
      "38\n",
      " \n",
      "39\n",
      " \n",
      "40\n",
      " \n",
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      "43\n",
      " \n",
      "44\n",
      " \n",
      "45\n",
      " \n",
      "46\n",
      " \n",
      "47\n",
      " \n",
      "48\n",
      " \n",
      "49\n",
      " \n",
      "\n",
      "\n",
      "BARCODE\tENERGY\tNNODES\tNEDGES\tNRIBS\tNSTARS\tNRAYS\tNRAYS2\tMSE\tMSEP\tFVE\tFVEP\tUE\tUR\tURN\tURN2\tURSD\n",
      "\n",
      "2||50\n",
      "\t\n",
      "0.0002057\n",
      "\t\n",
      "50\n",
      "\t\n",
      "49\n",
      "\t\n",
      "44\n",
      "\t\n",
      "2\n",
      "\t\n",
      "0\n",
      "\t\n",
      "0\n",
      "\t\n",
      "0.0001089\n",
      "\t\n",
      "0.0001064\n",
      "\t\n",
      "0.8693\n",
      "\t\n",
      "0.8723\n",
      "\t\n",
      "8.89e-05\n",
      "\t\n",
      "7.925e-06\n",
      "\t\n",
      "0.0003963\n",
      "\t\n",
      "0.01981\n",
      "\t\n",
      "0\n",
      "\n",
      "\n",
      "23.048 sec elapsed\n",
      "\n",
      "[[1]]\n",
      "\n",
      "\n",
      "\n",
      "Number of branches after learning elastic principal graph: 5\n"
     ]
    }
   ],
   "source": [
    "st.elastic_principal_graph(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.plot_branches(adata)\n",
    "st.plot_branches_with_cells(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimizing branching...\n",
      "[1]\n",
      " \"Constructing tree 1 of 1 / Subset 1 of 1\"\n",
      "\n",
      "\n",
      "[1]\n",
      " \"Computing EPG with 80 nodes on 4803 points and 4 dimensions\"\n",
      "\n",
      "\n",
      "[1]\n",
      " \"Using a single core\"\n",
      "\n",
      "\n",
      "Nodes = \n",
      "50\n",
      " \n",
      "51\n",
      " \n",
      "52\n",
      " \n",
      "53\n",
      " \n",
      "54\n",
      " \n",
      "55\n",
      " \n",
      "56\n",
      " \n",
      "57\n",
      " \n",
      "58\n",
      " \n",
      "59\n",
      " \n",
      "60\n",
      " \n",
      "61\n",
      " \n",
      "62\n",
      " \n",
      "63\n",
      " \n",
      "64\n",
      " \n",
      "65\n",
      " \n",
      "66\n",
      " \n",
      "67\n",
      " \n",
      "68\n",
      " \n",
      "69\n",
      " \n",
      "70\n",
      " \n",
      "71\n",
      " \n",
      "72\n",
      " \n",
      "73\n",
      " \n",
      "74\n",
      " \n",
      "75\n",
      " \n",
      "76\n",
      " \n",
      "77\n",
      " \n",
      "78\n",
      " \n",
      "79\n",
      " \n",
      "\n",
      "\n",
      "BARCODE\tENERGY\tNNODES\tNEDGES\tNRIBS\tNSTARS\tNRAYS\tNRAYS2\tMSE\tMSEP\tFVE\tFVEP\tUE\tUR\tURN\tURN2\tURSD\n",
      "\n",
      "2||80\n",
      "\t\n",
      "0.0001022\n",
      "\t\n",
      "80\n",
      "\t\n",
      "79\n",
      "\t\n",
      "74\n",
      "\t\n",
      "2\n",
      "\t\n",
      "0\n",
      "\t\n",
      "0\n",
      "\t\n",
      "4.135e-05\n",
      "\t\n",
      "3.95e-05\n",
      "\t\n",
      "0.9504\n",
      "\t\n",
      "0.9526\n",
      "\t\n",
      "5.535e-05\n",
      "\t\n",
      "5.498e-06\n",
      "\t\n",
      "0.0004399\n",
      "\t\n",
      "0.03519\n",
      "\t\n",
      "0\n",
      "\n",
      "\n",
      "3.847 sec elapsed\n",
      "\n",
      "Number of branches after optimizing branching: 5\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.optimize_branching(adata)\n",
    "st.plot_branches(adata)\n",
    "st.plot_branches_with_cells(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shifting branching point to denser area ...\n",
      "[1]\n",
      " \"Moving the branching point at node 1\"\n",
      "\n",
      "\n",
      "[1]\n",
      " \"Moving the branching point at node 8\"\n",
      "\n",
      "\n",
      "[1]\n",
      " \"Constructing tree 1 of 1 / Subset 1 of 1\"\n",
      "\n",
      "\n",
      "[1]\n",
      " \"Computing EPG with 74 nodes on 4803 points and 4 dimensions\"\n",
      "\n",
      "\n",
      "[1]\n",
      " \"Using a single core\"\n",
      "\n",
      "\n",
      "0.054 sec elapsed\n",
      "\n",
      "Number of branches after shifting branching: 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.shift_branching(adata)\n",
    "st.plot_branches(adata)\n",
    "st.plot_branches_with_cells(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extending leaves with additional nodes ...\n",
      "Number of branches after extending leaves: 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.extend_elastic_principal_graph(adata)\n",
    "st.plot_branches(adata)\n",
    "st.plot_branches_with_cells(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/restricted/projectnb/waxmanlab/environment/.conda/envs/myenv/lib/python3.6/site-packages/networkx/drawing/nx_pylab.py:611: MatplotlibDeprecationWarning: isinstance(..., numbers.Number)\n",
      "  if cb.is_numlike(alpha):\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.plot_flat_tree(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "st.plot_visualization_2D(adata,use_precomputed=False,nb_pct=0.9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "st.plot_visualization_2D(adata,color_by='branch',fig_legend_ncol=6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "st.subwaymap_plot(adata,percentile_dist=100,root='S5',fig_legend_ncol=6) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mTOCrr77ihx9qNjOFaqCrIJBprM41aNAg9uzZw+bNm1m/fj1fffUVmzdvZvXq1axevZqFCxeycuXKMt/8VLeZa2ZmJjNmzACK+krHxsZy4403MmnSJG666Sag6GW2vIf7lClTiImJqdZ5pW7p06cPXbp04fXXX+eJJ55g3rx5+P3+GjffLlb8b6G8+zQpKankHrTZbFx00UX88pe/5NFHH6Vv375BOb8EV1X7y/Xu3bvc5TabjfHjxzNz5kyWLFnC7bffDsAbb7xBXl4eEydOrNazrWc5UxK2bt0aQDMESIWq8xwsrpWoqKbx2muvZdOmTXz11Vdcc801pdYFep/W5BwSGpV95h08eLDkM69Y27ZtS2ZEKVbRcxOKasb++te/smHDBo4dO0Z+fn6p9eX1o4+OjqZjx45lluvZWD9U9z3t/vvv57nnnmP27NmMHDkSKKrRfffdd7n00ktLPTO2bt0KFL2XlVdbWzzews6dO0syQnkqe2Y1atSIK664gg0bNrBr1y66du3KZ599BsDPfvazgFrRVOWazqf4mnfs2FHuNRd3Mdu5c2eZgF0VCtAXQHGT1/79+wNFD+I1a9Zw99138/HHH/PKK6+UPGjj4uJITEwkOTm53AHEzqdt27bnnRet+JuZcyUkJChANyATJkxg8uTJrFq1ivnz59OjR49yaw2r4+jRowBcdNFFZdYNGDCg3EGgpOFo3rzieVUnTpzIrFmzmD17dkmAnjNnDg6Hg3vuuada5yvvuVTcx/DcVjwiZ6vqc7C4NVlFY5AULy+v21ag92lNziGhERcXx65du8oNsgMHDiwJ2F6vt8Jm0xU9Nz/77DOuvfZavF4vgwcPZvjw4URFRWGxWPj6669Zvnx5mT70UP79Bno21ifVeU9r3749P/vZz1i9ejX79++nQ4cOJa2+zq2pTUtLA+Cdd96p9JjZ2dmVrq/qM6v4z/JabJSnKtd0PsXXXFGf6mLnu+bzURPuEDAMgxtuuIGnn34aoNRATFdffTXAeZtT1ER8fDymaZb50XyvDcudd96J2+3m3nvv5ciRIyVNXmvK7/ezYcMGoOgbVPnxqawWuWXLliUDlOzcubNk8LBf/OIX5X7hIlKbqvocjI6OBv7XZPdcxd2sirerjgtxDgmu4gG/avJuVtFz8+mnnyYvL4+PPvqIDz/8kOeff75kyix9xjZs1X1Pu//++zFNsyQkzps3D5fLxV133VVqu+JnyPLly8t97y/+efLJJys9X1WfWcVf7lQ0A0FNrul8isuwY8eOSq/57IHWqkMBOoQiIyOB0s0ni//xzJkzh+PHj1e6f3nfSIoUi4mJ4ZZbbiE5OZnw8PBy52yujgULFnDo0CHi4uJKpiESOdsDDzwAFD3Hzh087GzF0+SppkRqS1Wfg8W1PxW1oile3r1792qX6UKcQ4IrISEBm83G4sWLgz593r59+4iNjS2Z1ups69evD+q5pG6p7nvasGHDaNOmDfPnz+ejjz5i9+7djBo1ikaNGpXa7sorrwRg48aNNSpnZc+sjIwMvv76a1wuF5deemmp865evRq/3x/QOQK9Jih6d6jovSFY13w+CtC1aNWqVSxduhSPx1NmXXZ2dkk/5LPb9vfr148JEyaQlpbGkCFDyp0P0u/389Zbb3HnnXfWXuGlQXj66ad59913Wb16dckXNtXl9XqZO3cuDz74IIZh8Pe//71kEAiRsw0ePJhLLrmEhQsX8vbbb3PJJZeU+2VL8VR/hw4dutBFlB+RqjwH+/XrR6dOndi0aROLFy8utW7x4sVs2LCBSy65pKS1WHVciHNIcHXo0IEnnniCwsJCbrzxRrZs2VLudtVpdh8fH8+pU6f45ptvSi1/7bXXWL16dbXKK/VHdd7TLBYLEydO5MSJE4wbNw6A++67r8x2N998Mx06dOCll16qcLqqrVu3kpubW+n5xo4di91u55///Cf79u0rte73v/89p0+fZuzYsSXjOfXo0YO+ffvy9ddf8+c//7nM8dLS0sr08w/0mqDo3SE1NZW8vLwy6+655x5iYmKYMWNGuYOM+v3+oHQzVB/oWrRr1y7+7//+j0aNGtG/f38uvvhibDYbycnJvP/++2RkZNCnTx8mTZpUar+XXnoJq9XKq6++yqWXXsrAgQPp2rUrTqeTI0eO8Omnn5KcnMwtt9xSa2XftGlTyfx0xf0E9u7dW2qi8uJh5KXuatOmDW3atKnyfsuWLSvpS5+Tk8OhQ4fYuHEjx44dIzo6mtmzZ3PbbbcFubQSKpVNITVixAi6detWpeMZhsF9993HI488AlQ8gmanTp1o2bIl//nPf3A4HLRp0wbDMLjzzjtp27Ztlc4pUpGqPAcNw2DhwoVcf/313Hbbbdx888107tyZ3bt3s2zZMiIjI/nXv/5Vo+mlLsQ5JPj+8Ic/YJomTz31FP369aNHjx707t2b2NhYMjIyOHjwIB9//DFAlQY9mjJlCqtXr+bqq69m1KhRREdH8+WXX7Jp0yZuueWWMl+ySMNS3fe04gE7jxw5QpcuXbjqqqvKbGO321m6dCk/+9nPGDp0KH379qVbt26EhYVx+PBhvvjiCxITEzl27FilM7TEx8fz/PPP8+CDD9K9e3dGjRrFRRddxPr169m6dSudO3cuE5QXLVrEwIEDmTZtGkuWLCkZK2Dv3r189NFH7Nq1q0zX0UCuCYq+pP/iiy8YMmQI11xzDU6nk65du/Lzn/+cxo0bs3jxYn7xi19w5ZVXMnjwYC6//HIsFguHDh1i69at5Qb4qlKArkVjx44lKiqKNWvWsGPHDjZs2EB2djYxMTF069aNW2+9lfHjx+NwOErtZ7fbeeWVV0hISGDOnDls3LiRzz77DI/HQ9OmTenZsyfPPfdcrQboffv2sXDhwlLLTpw4UWqZAnTDtXz5cpYvX47FYiE8PJyLLrqI3r17c91113H77bcTGxsb6iJKEJU3qGCx+Pj4KgdoKGry+Otf/xq73V5hXyOr1cq7777L1KlTefvtt8nKysI0Ta6++moFaAmZPn368MUXX/D000/z8ccfs2LFCpo0acKYMWP4/e9/X60BPkNxDgkuwzCYPn06Y8aM4dVXX2Xt2rW8+eab5OTkEBkZSYcOHbj//vu58847q9T8fsiQIaxYsYKnn36a//73v1itVnr37s3atWtJTExUgJZyNWvWjJtuuolly5ZVOtDWT3/6U3bs2MHf/vY3Vq5cyfz587FYLMTFxXHFFVcwY8aMknmjK/PAAw/QsWNHnn32WZYsWUJubi6tW7fmN7/5DdOmTSszqF27du3Yvn07f/nLX1i2bBkvvvgiLpeL+Ph4Hn30UZo2bVrta3riiSfIyMhgxYoVbN68GZ/Px913383Pf/5zoChgf/PNNzz77LOsXr2ajRs34nA4aNGiBddee23JSN81YVQ2fcm2bdvMHj161PgkIiLy47Ju3ToGDRrE2LFjeeONN0JdHBERkQbD7/fTsWNHjh8/zrFjx4iKigp1kWqsLl7Ttm3bmDFjxnxg0nvvvVfS1l3tg0REJOj+8pe/AJTpoiIiIiI1s3jxYg4cOMBdd91VJ4JmMNSna1ITbhERCYpvv/2WlStXsm3bNj788EOGDRumaVhERESC5JlnnuHUqVPMmTOH8PBwpk6dGuoi1Vh9vCYFaBERCYpt27Yxbdo0oqKiuPXWW3n55ZdDXSQREZEG4/HHH8dut3PZZZfx17/+tUGMF1Ifr0kBWkREgiIhIaHUSP0iIiISPJWNXVVf1cdrUh9oERERERERkQAoQIuIiIiIiIgEQAFaREREREREJAAK0CIiIiIiIiIBUIAWERERERERCYACtIiIiIiIiEgAFKBFREREREREAqAALSIiIiIiIhIABWgRERERERGRAChAi4jIBWUYBgMHDqzSPgkJCRiGwcGDB2ulTAMHDsQwjFo5toiIiDQctprs/NrOfcEqR6341aUdg3Kc4pcq0zQr3CY+Pp6kpCQOHDhAfHx8qXXvvPMOr732Gtu3byc9PZ2oqCiaNWtG9+7duf7667n77rvLPebnn3/O7Nmz2bRpE0ePHqWwsJDmzZvTq1cvRo0axciRI7FarQAcPHiQdu3aldrfarXSuHFjevbsyaRJk7jxxhsDut6cnByWLVvG+++/z/bt2zl8+DAWi4VOnToxZswYHnroIRwOR0DHqgsSXjwZ6iJUasGkJkE5TvF9ahgGe/fupUOHDuVuN2jQINatWwfA/PnzSUhICMr5G5RVPUNdgsoN+TIoh6lL98z06dOZMWMGa9eurXK4rsjAgQNZv359UI8pIiIiP241CtByfhMnTmTu3Lm43W6GDh1Ku3btyMnJITExkRUrVrBu3boyAdrj8TB58mReffVVrFYrAwYMYOjQoTidTpKTk/n0009ZsmQJI0eOZPHixaX2jY6OZsqUKQDk5+ezY8cOPvjgAz744ANeeOEFJk+efN4yb9y4kbFjxxIbG8ugQYMYMWIEp06dYsWKFfz6179m6dKlfPLJJ7hcruD9oiQobDYbXq+X1157jVmzZpVZv3fvXtavX1+ynUh9uWf+9Kc/MXXqVFq2bFkrx//Xv/5Fbm5urRxbREREGg4F6Fq0efNm5s6dS6tWrdi6dSutWrUqtd7j8ZTU6pztwQcfZO7cuXTp0oV33nmHTp06lVrv8/l46623WL58eZl9Y2JimD59eqll8+fPZ9y4cUybNo3x48cTFhZWabmbN2/OokWLuPXWW0vVNGdlZTFw4EC2bNnCSy+9xKOPPnqe34BcaM2aNSMuLo758+czc+ZMbLbS/8TnzZuHaZoMGzaMZcuWhaiUUpfUl3smLi6OuLi4Wjt+mzZtau3YIiIi0nCoD3Qt2rx5MwAjR44sE54B7HY7119/fallW7ZsYe7cucTGxrJ69eoy4RmKmmaPHTuWRYsWBVSOhIQEwsPDycnJ4fvvvz/v9t26deOOO+4o00w7MjKyJDSXF/ylbpgwYQIpKSmsXLmy1HKPx8PChQvp27cvl19+eYX7nzp1iscff5xLL70Ut9tNdHQ0gwcP5qOPPip3+8zMTKZMmUKrVq1wuVx07tyZv/3tbyQmJmIYhpqI1wM1uWfi4+PLdFspNn36dAzDOO/zIj4+nhkzZgBFzcUNwyj5KRaKPtDr1q3DMAymT5/O119/zdChQ4mJiSEsLIwBAwawZcuWWimLiIiI1F0K0LWocePGAOzZsyfgfWbPng0UNf0+X22L0+mscplqOkiO3W4HKFNLJXXHmDFjCA8PZ968eaWWv/feexw/fpwJEyZUuG9SUhI9evTgmWee4aKLLuK+++7jtttuY+fOnQwZMoS5c+eW2j4/P59rr72WF154gaZNm/Lwww8zcOBA/vjHP6qFQj1Sk3smGKZMmcKAAQMAuPvuu3nyySdLfuqCL7/8kr59+5Kfn8/48eMZNmwYmzZtYvDgwezevTvUxRMREZELSCmoCs5tGn22jIyMMsuGDBlCdHQ0H374IcOHD2f06NH06tWLjh07VhhkN23aBMDgwYODUmYoasKdk5NDeHh4pTWPgXj99deBomuTuikyMpLRo0ezYMECkpOTS1o/zJ07l6ioKEaNGlVuX1coCi9JSUm89dZbjB49umR5RkYGAwcOZPLkyQwfPpxmzZoB8Ne//pXt27czevRo3nzzzZL7+ne/+x3du3ev5SuVYKnJPRMMU6ZMISMjg/Xr15OQkFDnBvx6//33ywyeNnv2bO677z5eeOEFXn755dAVTkRERC4oBegqKG5iGKiWLVvy7rvvMmHCBFasWMGKFSuAopfVvn37MnbsWMaMGVMykjbAsWPHAMpt8h2IjIyMkqCfn5/PN998w4cffgjArFmzcLvd1TouwIsvvsiqVavo1q0b48aNq/ZxpPZNmDCB1157jddff50//OEPJCUlsWbNGu69994K+8Dv2LGD9evXc8stt5QKz1DUt37GjBmMGDGCJUuW8MADDwCwcOFCLBYLf/rTn0p9KdS6dWumTJnCE088UXsXKUFVnXvmx6Jfv35luiKMGzeOSZMm8fnnn4emUCIiIhISCtBVEMg0VucaNGgQe/bsYfPmzaxfv56vvvqKzZv1tnaEAAAgAElEQVQ3s3r1alavXs3ChQtZuXJlmebY1W1qnZmZWRL0rVYrsbGx3HjjjUyaNImbbroJKArZzz//fJl9p0yZQkxMTLnHXbp0KVOmTKF58+YsWbKkpCm31E19+vShS5cuvP766zzxxBPMmzcPv99faVPcrVu3AkX3UHmtLVJTUwHYuXMnAKdPn2b//v20bt263D6wV199dc0vRC6Y6twzoVbefZqQkFBhn+zq6tmz7LRmdrudZs2akZ6eHtRziYiISN2mAH0BWCwW+vfvT//+/YGiIL5mzRruvvtuPv74Y1555ZWSqafi4uJITEwkOTm53AHEzqdt27bnHWQnIyOj3Nr0hISEcgP0smXLGD16NE2bNmXt2rW0b9++yuWSC2/ChAlMnjyZVatWMX/+fHr06MEVV1xR4fZpaWkArFmzhjVr1lS4XXZ2NlAUoIGS5tznqmi51F1VvWdCrbzn2MCBA4MeoCv6YtFms+Hz+YJ6LhEREanbNIhYCBiGwQ033MDTTz8NwKefflqyrrjW7pNPPqm188fHx2OaZpmf8l4633nnHW699VaaNWvG+vXrqxXqJTTuvPNO3G439957L0eOHGHixImVbh8dHQ3ACy+8UO79Ufwzf/58AKKiogA4fvx4uceraLnUXVW9Z6DoC8KK5ocub2yIYCrv/qxr/adFRESkYVGADqHIyEigdNPw4hfWOXPmnDeAFBQU1F7hgDfffJMxY8bQokUL1q9fz8UXX1yr55PgiomJ4ZZbbiE5OZnw8HDGjBlT6fZXXnklABs3bgzo+FFRUbRv354jR46U2+qheEA8qT+qes8ANGrUiOPHj+PxeMqs+/LLLwM+d/FYEKrRFRERkbpMAboWrVq1iqVLl5b7YpmdnV3SD/maa64pWd6vXz8mTJhAWloaQ4YMYe/evWX29fv9vPXWW9x55521VvaFCxdy55130qZNGzZs2KBm2/XU008/zbvvvsvq1atLvrCpSM+ePenfvz9Lly4tGW39XN9++y0nTpwo+ftdd92F3+/n8ccfL/VF0OHDh8vtZy91X1XuGYDevXvj9XpLWiYUW7BgAZs3bw74vMXT/h06dKhqBRYRERG5gNQHuhbt2rWL//u//6NRo0b079+fiy++GJvNRnJyMu+//z4ZGRn06dOHSZMmldrvpZdewmq18uqrr3LppZcycOBAunbtitPp5MiRI3z66ackJydzyy231Eq5165dy7hx4/D7/QwaNKjMizEU1VQV99uWuqtNmza0adMm4O3ffPNNrr32Wn71q1/xj3/8gz59+hATE0NycjLffPMN3333HVu3bqVp06YAPPbYYyxbtoz//Oc/7N69mxtuuIHMzEzefvttrrnmGpYtW4bFou/p6pOq3jMPPfQQ8+fP5/777+eTTz6hdevW7Nixgy1btjBs2DBWrlwZ0HEGDRqExWLh8ccf57vvvqNRo0YAQRnJ/ZlnnmHBggXlrps8ebKmXBMREZGAKUDXorFjxxIVFcWaNWvYsWMHGzZsIDs7m5iYGLp168att97K+PHjcTgcpfaz2+288sorJCQkMGfOHDZu3Mhnn32Gx+OhadOm9OzZk+eee67WAnRSUhJ+vx+gwprItm3bKkA3QK1atWLbtm3885//ZMmSJfz73//G5/PRvHlzLrvsMh566CG6dOlSsr3b7Wbt2rX84Q9/YPHixfz973+nXbt2TJs2jf79+7Ns2bKSvtLSMF122WV8/PHHTJs2jRUrVmCz2ejfvz9bt25l6dKlAQfoSy+9lIULF/Lss8/y8ssvk5+fDwQnQK9evbrCdSNGjFCAFhERkYAZlU3NtG3bNrNHjx4XsDgi0lDMnTuXiRMn8uqrr3LvvfeGujgiIiIiIgHbtm0bM2bMmA9Meu+993KLl6ttpYjUyNGjR8ssO3z4ME899RQ2m41hw4aFoFQiIiIiIsGnJtwiUiMjR47E4/HQo0cPYmJiOHjwICtXriQ3N5c//elPtGzZMtRFFBEREREJCgVoEamRO++8kzfeeIMlS5aQmZlJREREyeB4v/zlL0NdPBERERGRoFGAFpEaeeCBB3jggQdCXQwRERERkVqnPtAiIiIiIiIiAVCAFhEREREREQmAArSIiIiIiIhIAM4boCubJ1pERERERESkIaksA1caoA3DOF1YWBj0AomIiIiIiIjURYWFhfj9/oLy1p0vQK9MS0tTFbSIiIiIiIj8KKSlpZkpKSl7AAPwnb2u0gDt9/ufSklJyTp69KhZUFCg5twiIiIiIiLS4JimSUFBAUePHjWTk5ML16xZ8wWQCpRqkm2cLxRv27at8/Hjx//dpEmTLlar1V6LZRYREREREREJCb/fX5CSkrLnk08+2ZCYmBgF/Oe999774OxtbOc7SI8ePXYNHz78WuARoNWZxb5KdhERERERERGpj2xAOLAFWHPuyvPWQBcbPny4DegAtD9zQBEREREREZGGwgQygT3A4ffee69MWA44QIuIiIiIiIj8mJ13HmgRERERERERUYAWERERERERCYgCtIiIiIiIiEgAFKBFREREREREAqAALSIiIiIiIhIABWgRERERERGRAChAi4iIiIiIiARAAVpEREREREQkAArQIiIiIiIiIgFQgBYREREREREJgAK0iIiIiIiISAAUoEVEREREREQCoAAtIiIiIiIiEgAFaBEREREREZEAKECLiIiIiIiIBEABWkRERERERCQACtAiIiIiIiIiAVCAFhEREREREQmAArSIiIiIiIhIABSgRURERERERAJgC3UBRKTOM0NdABERkQvMCHUBRKRuUg20iIiIiIiISAAUoEVEREREREQCoAAtIiIiIiIiEgAFaBEREREREZEAKECLiIiIiIiIBEABWkRERERERCQACtAiIiIiIiIiAVCAFhEREREREQmAArSIiIiIiIhIABSgRURERERERAKgAC0iIiIiIiISAAVoERERERERkQAoQIuIiIiIiIgEQAFaREREREREJAAK0CIiIiIiIiIBUIAWERERERERCYACtIiIiIiIiEgAFKBFREREREREAqAALSIiIiIiIhIABWgRERERERGRAChAi4iIiIiIiARAAVpEREREREQkAArQIiIiIiIiIgFQgBYREREREREJgAK0iIiIiIiISAAUoEVEREREREQCoAAtIiIiIiIiEgAFaBEREREREZEAKECLiIiIiIiIBEABWkRERERERCQACtAiIiIiIiIiAbCFugAiIvLjcrKggO/SMjiem0eU3U7LiDBahYfRyOnAMIxQF09ERESkQoZpmqEug4jUbXpISNAczs/ny2OpnMovKLMuzGalZXgYLSPCaBkWhstmDUEJRUQA0Ld5IlIuBWgROR89JCQoUgsL2XHyFEmZ2QCYJlRW4dzE5SwK1OFhNHU7sVrU60hELhgFaBEplwK0iJyPHhJSY6ZpsvFUOvtTT4FpkH0khh17Tew2g2axEBPtJyzSgzWsAGy+MvtbDYPmYS7iwsOIC3PTxOXEoubeIlJ79IARkXIpQIvI+eghITX2bXY2KRlZHMrKofBYLP/vB3+F20aFGTSNhehoH85wDxZXIdh8pWqrbRaDZm4XzcPcNA9zc5FLNdQiElQK0CJSLgVoETkfPSSkRkzTZE1aGsmpGUR4I/lgfdX7NrsdBrFREBlu4g4zcTh92Bw+LHYvps2H1WbSNMxZEqibul3YFahFpPoUoEWkXBqFW0REatU3OTm4vH6sFoPdexxA2Sba55NXaHLkJHASit5rbWd+nADYbQaRbgh3Q5g7F5czh9gIK40jbDQJtxIbYSU2zEqU24rDpmAtIiIi1aMALSIitepofj6ns3OJ8kax/1jVw3MgPF6T0zkmngI/mZleCgu85BR4ycnzkpPvo9Br4vWZGIDLYRDpthIVbiPKbSUyzEpUmJXosKL/jnRbiQ63Eem2Eu6yEu6y4XYaOGwGdquB3QoWiyqnREREfowUoEVEpNacLCzE6jfJ8Xg5ccgBeGp8TAMIc/iw4sPr9ZKV5yEts5CMbG9A+2fnmWTn+Tl2KrCyGAZEh9uIibAT7rLhdFix2WxYrFZ8fisWi4HNWhSwrZai2nC7FWxWA5sFrGf+NAywGEV/GtVsHdqtnZ2eHZzV2ldERERqTgFaRERqzWenT9PIZ3KRI4wtBwILuGezWUzcdh/4veTmezh1upATGYVcyOE7TBMysr3lBnQTiAm30SjSToTbhtNuw7Ba8fgt5HusQR9AoFGEhZ4dgnxQERERCZgCtIiI1Jp8v5/DObnYMmPw+isP0BZMwh1+ML3k5hdyMrOAExmekI/kYxjgclhwOSw47UXNuB12C3argdNuwW4rqn122AwcdhO71YfD5sdh8xEVXlRrbbdbsFqKaqsNw8CkqCbdqOJUXB2a62NbREQklPRJLCIiteJgXh6NDAvJPh+HDpcNig6ricvqIa+gkPTThRw7VVCmZjmY4dlmNbgo2k5spI2oM/2eo870e44u+e+iftERbgsRbithTgsuu0V9nkVERARQgBYRkVry/7Ky6GhY8TrCWX+kdO1zbJiXr3anUeCpeD7omoiLdXB5WzedWrnp2MJFm4ucNIuxKwiLiIhIjShAi4hIrcjx+ThWWIjvdAR+838BunG4ny9+OInXF7wewu2aO+naPpwr2ofTtX04TWPsQTu2iIiISDEFaBERCboDeXk0tdk4mZlL4YlooChA26yQnJJRo/BsGNCxhYsrOhSF5W7tw2kUoY8zERERqX164xARkaBbm5FBX3c4uFx8elbz7WYRXn7YW1Dl43WIc9Hj4nB6XBxBt3bhRIZZg1lcERERkYAoQIuISNCd9HjIsBTg9rs4le0DwGmDXUmZAe0fG2mjT+cIel8SQa9LIomN1MeViIiIhJ7eSEREJKgS8/Jo4XBwNCcPa0YMUAhAXLSfb/cUlruP3WbQtX04vS+JoE+nCDq2cFV5iicRERGR2qYALSIiQfVxejqDoqL5LPM4OSf/F4JT03NKbRcTYWVwtxiu7BxB9w4RuJ2WC11UERERkSpRgBYRkaDal5fH4IhImoW5WHW0qP9zq1gL67Znl2xzVecwpt/RlshwfQyJiIhI/aE3FxERCZrEvDxaOp0cy8kjzDyr/7OlEP+ZKZ8vbWXjTwltcTj0ESQiIiL1i9rLiYhI0Hycnk7/6GiO5uSSe7poLmaLYZCcWtR82241+cPoOIVnERERqZcUoEVEJChM0+Tz06dp73CS7/Nz4lRR/+e2TQy+T8oF4LZ+4bRtERPKYoqIiIhUmwK0iIgERWJ+PnFOJ8fz8mke5iIxpaj/s8vqwe8Ht8NkzMCLQlxKERERkepTgBYRkaA4u/l2Y4eLg6lF/Z9PnS4AYEQvB41iokJZRBEREZEaUYAWEZEaM02TdRkZXBUZydGcPLy5DvymSdNoC98nFfV/vrlPdIhLKSIiIlIzCtAiIlJjifn5NLLZ8Pj9eE0/J08Vfbw0izI5leWlT3s/bVqo+baIiIjUbwrQIiJSY2tOnTrTfDuP5m43+870f/Z6PQD8rHs4WDTytoiIiNRvCtAiIlIjpmnycXo618TEcCwnl+ZhLvaneLEYBicz8rFZod+lEaEupoiIiEiNKUCLiEiN7M/Lw2IYxDkcHMvNx+5zcTrPT+vGFr47mMs1F3uJjFbzbREREan/FKBFRKRG1qSnc010NCfzCzAxOZVe9NHSJBIyc3z0v8wNFmuISykiIiJScwrQIiJSbaZpFgXomBiO5uTS3O0umf/Z7yvq/9yzk5pvi4iISMOgAC0iItW2KzeX014vPwkPLxpALLxoADEDSM8qoFsbL41jYkJdTBEREZGgUIAWEZFqW3XqFP1jYvCbJify8om1u0hO89G6iY2dh3Lpe7EBdtVAi4iISMOgAC0iItXiM82iAB0dzfG8fAwDMjOt+E2TVrEGh1ML6dZB4VlEREQaDgVoERGplv93+jRZPh9XRUVxNCeXZmf1f7bixeW00LmlI8SlFBEREQkeBWgREamWd0+e5MqoKNxWa1H/5zAXe48V9X/OyCrg6vZ52NyavkpEREQaDgVoERGpshOFhazPyOCa6GgKfD7S8gto5naReNxL6yY2diXn0S3eCjZ3qIsqIiIiEjQK0CIiUmWLU1MxgWtiYjiWm4fFMPDlO8gp8NOhmZXdyXl0jVd4FhERkYZFAVpERKok1+djcWoql4eFEWu3czQnj2ZhRbXPAHaLF7fTQrtm9hCXVERERCS4FKBFRKRKVqSlcdrrZcCZ+Z2P5uQSF+Zm37GiAJ2VW0j/DnlY1P9ZREREGhhbqAsgIlKbMjwejhQWYpomLZxOYu2qFa2p99PSABgQE0OOx0tmoacoQKfk06aJjT3J2VzXwQv2qBCXVERERCS4FKBFpMEp8Pt57+RJ3j15kj25uaXWtXe7GdGkCb9o0gS31RqiEtZfH6Sl8UNODq2cTtq5XOzNzMJqGLgNB0fTcxjcxcUb3+Yy5Vr1fxYREZGGRwFaRBqMPJ+PpSdP8q+UFNI8nnK3SczL42+HD7Po+HGmtGrF9Y0aYRjGBS5p/XQoP58/JiUBRbXPhmGQnJ1LszAXB0/4AIhy+bHbDFo11seLiIiINDx6wxGRei/b6+Xt1FTePH6cDK83oH1OFBYyLTGRJZGR/KZ1azqGhdVyKes3n2ky8+BBCvx+oGj0bb9pkpyTy08bx7Bvf9HvPS+/kGs65mG42oSyuCIiIiK1QgFaROqtTK+X/5w4wX9OnCArwOB8rm1ZWdy+cye3XnQR97VoQaRNj8XyvHTkCF9nZwMQZbPRLSKClNw8PH4/cWFuPjpWSOvGNnYnZ3FN2zxwNQlxiUVERESCT6Nwi0i9U+j389qxY/z822+Ze/RotcNzMb9p8t8TJ/jl99+z/ORJ/KYZpJI2DAtTUvhXSkrJ3/tFR2M1DJKycrBZDGKdThKPe+nU0s43B3K5tLUrhKUVERERqT2qahGReuWHnBx+f+AASfn5QT92usfDUwcPsiQ1lUdataJbZGTQz1GfePx+nj18mCWpqaWWXxERgWmaHMzKprnbzbFTfvI9Js2iTfymSbNoDc4mIiIiDZMCtIjUG4tPnODZw4fx1nIN8Q85OYzfvZuro6OZ2KIFl4WH1+r56qI0j4fH9u9nx5lm22dr7nCQkpdPrtfH5bFu9h0tagFQUODhmo4FGM7GF7q4IiIiIheEArSI1Hl+0+T55GTePH78gp53U2YmmzIz6RUVxZimTUuaLjd032Zn81hiIqmFhRVusz8zC4C4MDefpXhoGWtj75Fc+rROh7CfXqiiioiIiFxQCtAiUqf5TZOnkpJYcfJkyMrwxenTfHH6NE3sdobExnJdo0ZcFh6OpQGG6XdTU/nzoUOV1vIfzMvDezoXm8WgscvJ3mN5/LStnU+353L3FS5ogL8XEREREVCAFpE6zDRNZoU4PJ/tpMfDouPHWXT8OE3sdgbExDAwJoaekZHYLfV7TMbCM/2dl57T37k8B7Kyae6HVhFhnM41ST3tI/4iF4UeP7ER9fv3ICIiIlIZBWgRqbNePnqUZXUkPJ/rpMfDktRUlqSmEm610i86moExMfSNiiKink2FdaKwkKmJiXxTTn/n8qTm5NPc6SIuzM3eYx4AfD4PV7YrAGdsbRZVREREJKTq11ueiPxoLE1NZf6xY6EuRkByfD4+OnWKj06dwmYYdI+MpG9UFL2joujodtfZpt6mafJJejp/OnSIzACnAnMCFp8Pv2nSIszN6u+9tIy1sf9YHle1Og4R19ZuoUVERERCSAFaROqcLZmZPHPoUKiLUS1e0+Tz06f5/PRpACJtNrqEh3N5eDidw8Lo4HLRwukMeajemZPDS0eO8NmZcgaqEzYMEwoxaexysvNIJp1b2ti+O51RQxxgqAm3iIiINFwK0CJSp+zKyeG3iYn4a3mqqgsly+tlS2YmWzIzS5Y5LBbauVy0d7tp53LR4cyfrWoxWPtNk0P5+XyelcXqU6fKnZ7qfJpjoRFF5Su0GGTnmySneRnWw8WWb00iXXWzpl1EREQkWBSgRaTOSCko4OF9+8jz+UJdlFpV6PezOzeX3bm5pZY7LBbiXa6SUB1/JlQ3cziItFpLhWvTNMn1+0n3eEj3ekn3esk48+epM8uK/57u8ZDm9eLx+6tdZhfQAWvJ31P8PnYeKer/7LT66NoqHxyNqn18ERERkfpAAVpE6oQsr5fJ+/aR5vGEuighU+j3syc3lz3nBGsAwzBwWyzYDAOfaZLv9+O7QLX0dqALtlIfGN8X5HPJsUJaN7ax/1g+feMOQ5T6P4uIiEjDpgAtIiHn8fv5zf79JOblhboodZZpmuRe4Jp5i2EwNCKKZn7I9fo4XliI1zTxAileL18eLODqS9x8n5TF0P4WsNgvaPlERERELjQFaBEJKdM0eSopiS+zskJdFDnLDRFRdLLY8PqKmn1H22y4LBYO5udz0vRBto2ULC+dW9j4fr8ft0ODh4mIiEjDpwAtIiE1++hRPkhLC3Ux5IwB4ZH81GbH6/WXhOdiTouFVk4n+wtyMU46yfP7iXKbXNw4F+zRISqxiIiIyIWjAC0iIbP85Enm1ZO5nuuCxlYbEVYrJpDp9ZLpD16T7ivDwulld+H1+vB6Kx5sLNxqpY3bzeFUB55wD3uP5HFViySIHhC0soiIiIjUVQrQIhISn2Vm8sekpFAXo85yGBb6hYfTwebAbYLP66PUkGH2oj7KFqsFnwG5mGT4/ZzweUn2eDjsKcQ8zyBjLsNC//AIOlvteLxevN7AAvllRjRbsjxktcnjqwMWrr/KDzZ39S9WREREpJ5QgBaRC25Pbi6PNaC5noPFZVi4OjycjjYHVq+/6Pfj8eGtYHu/aeI/E3rdZ37isNHVbgO7G5vVgt9ikI9Jlt+kEBMrEGFYiDQMTK8Pvwlerw+DwOdw9p9wYDW8FETncyTVht2i/48iIiLy46AALSIX1PHCQh7et++CjyhdVxWF5gguttmxnAm0eHxUf8bm//H6/OADB9C41Bo/Nfnt7072Em23csTiwR5+CuxRNSqniIiISH2hAC0iF9SS1FRSCwtDXYxKGYbBxQ4HbewOoi1WnIYFAyg0/WSZfpI9HvYVFJBvVi/mus+E5o42O4bXhxnE0FzbcnINDp7w0amZg70pfuJafgeNbg11sUREREQuCAVoEbmg6mJjX5th0M0VxsUOB7GGBYprgk0oqqr9X7RtgoV2Vif9w5zYrBZ8FoMs0yTF5+WAp4DEwsJym6a3dTj5idNFG6utVGiui7+PynzzvZ1Cn0mv1k4+/NxCfvxJTFtEFRqAi4iIiNRfCtAi8qPjMixc4XbTweEkxjTw+84EWq9ZpcbNxU2kI4COWOhoc2PY3FitFjDORErTxO/3FwVyP+Cvf6G52PFUCyknrABERHpp43Ti8+dzqKCAti5XiEsnIiIiUvsUoEXkRyHGauOa8HBaW2yYxTW/npr1BS6PCWXmT24IfD747gc7AAaw93gmv+yQwde2ZuzIzlaAFhERkR8FS6gLICJSm64KC+f+mMaMcUXQ0mfgr4fNpuuC73fZOZ1d9JERE+1n6w9ZjGj6HYnuznyXkxPi0tVtpt+Pr7AA01PReOoiIiJSX6gGWkQuqMvtTq6LiGRdTjbeWprGymIYDImIpIPFXjS3sUcjfleX6YcjB8I5fAiK+4JHRHjZtd9DE+tROkRcy7cK0OXymT68menYj2RgzT8zcF6YC6IjISYS3M7/NfUXERGRekEBWkQuqAgMLjatdI6IIcdisDU/l10F+UE5ts0wuCkyirZY8fr8eP0KztVl+sGTHsGuvXYyc0yiHODxm5wuLORURj5dW6aS5bfTOyqKV48eJdfnI8xqDXWx64xCsxDz2Amcx06XXpGbX/RzLBUc9qIgHRMJEWEK0yIiIvWAArSIXFAOVx4mJj4/uPwmA21OrneFc8T08Ul2FpnVCL0Ow8KwyChamBZ8Pj/eejEhVN1kmuDLjGD3HjunsoqHIi9itxjEOBwcOl7ILy/byjHnZVwREYHfNPkhJ4eeUZoPGsBjevCmniDs3PB8rkIPnDhV9GOzFtVMN4qEqAiFaRERkTpKAVpELigzIpXmcQUcP9YEAAMDr9dHM+AOdyR+u5VvPAVsyck+77HchoWfR0XT1A8+n0n9mEm5bjJN8GeFsW+fkxPppYPz2QoKfZw84aXnFRv4znozN4aHY7dY+FYBGgDTNMnKTSU2OatqO3p9kJZR9GOzQqMoaNKoqMm3iIiI1BkK0CJywWVF7KNJEwcnT5YOXCZgeHx0xUaPqFgyDPiqII8fCvJL5la2GQZdXG5+6nAR6Tfxec2gj6T9Y2Ka4M92c3C/i6NpFQfnom1Nvks8xdUX7cRms3HSjMTj83N5WJj6QZ+RZqYSm5Rb9IutAtOEPNzkepwUZlvxp4HlQCb2iGzCmrsJa+7GsGrcTxERkVBTgBaRCyqMcADyGu0ipvAnZJwOK3c7r89PBNDf6qR/mBOrxSiqrfafqWX2Bn8Kqh8T02dQmB5O0iE7xyupcT7b4ePZpJ8uYEDnLRDbHYBjubl0jYhgRVoapmli/IibHuebebhTC7DkFQa8TyF2ThdEkJlu+f/s3XecJGdh5//PU53z5LSzSburlYSkFUoGJCEkgiREOgzYOMoY39nYh/Fh3/mH/XM6fPgQxjiC4Q5jzj77kA8DNpgoIaIiQmG1QdLmMDn3dK7n/qie3dnZnpmeme7pCd/369Wv7qmqrnq6a6Z6vv0kCtmZczDrXAwVGT42iT+cpmlnhKZdMfwhBWkREZFGUYAWkVW12+xhyAxyzB7F7TxAtHAV05ngos8rudWFPKnMukA+SH4yxNCwnxN9lmIJqn1PxyZzHDoxTnNgjKuijxFo+k0AzqQz7GOfYdoAACAASURBVIvH+du+Ps7m8/SEQnV7DWvdaGmI7r7pRbdzMUyWEoxPBpgec/Fm1l74PBSzLkMH0owcTpPcHqFld4xgQh/hIiIiq02fviKyqowx3Oi8hGl3mgHbT2jLQYrHX0S+oBGcV8q6QCGAmwtQyPrIZHyk04bxKRhLW9xzXcSr/CLCQjRYYng8yw8OjWJsgd/a++dEfFmem76GjtYgZ9IZ7mxvAeDpdHrTBugRO0zzAJS/lagob0KMpGNMjkCpCOVOC0s6jluCsSMZxo9miHWHaNkTI9Ia2NQ1/yIiIqtJAVpEVp3P+LjFuZWvu19hnHGS255j5OiluK6api7EWqDog4KfUt5PPusjk3GYKofkibStEI0XD8vWWiJ+CPqKuG6RTK7I6GSegbH8udDd0+zw+qb/w5Wpg4wUu3n4ZCtvuAS+2zeIsZYd4TBPT01xR0tLjV/12metZbIwTsvA/E23p8NNnHrewS3W6pgwdSbH1JkckZYAzXuiJHrCGEdBWkREpJ4UoEWkIYImyK3ObXzV/TLTzhjt24/Rd3QnZok1cuuJtYDrYEoO1nXAdXBLDrboUHLBLRpKJYdiEYpFh0IBCkXI5rypg9NZi1sxD1dbo2zpiE3RER4nEUjjs1kK+QLj6RITWYfpQpBMIcB0wU8h7yfoBMi6PhK+Sd7Q/k/c3vxVSq7h2cnLOJgv8s5QEgOcLTfj3qwDiZ2yJ+kZDEOp8nzmxdYWzux3cIv1GSU+M1Ig8/A4gegkTZdEadoRxad+0iIiInWhAC0iDRMzcW51buMbpa8x6R+ge2uYsye7132ItpZz/Y3Tkz7GpwwTUzCZsUsYnHl5/b2j/iy7kgPsiJ2hJ9xHu/8szeY0MfcsweIADoWLn9S2UCkMhaLLWLrIyAT4HDg0sY1Sq8vhUy7dsQhnpjNcE4/zxeFh8q5L0Nk84S1v8xSLeQKD8/R9TsYYGolQzGbqXpbCtMvgM1MMH5gi0RumaWeUcIuad4uIiNSSArSINFSLaeVlvpv5dulBJsIn6OoK0d/X2uhiLZl1De5khJGhICf7DOns7ABcu8HPfMalMzLGttggvdF+ukL9tPtOkzJniJVO4S+OcC4vWaiUl5fCYAn6DR2pANGQj9NDOfpy3UykCzxxNM+tN8R4YmiUm1u6KFrLwelpro7HV/oy140j9gX2DDZDaeTilT6HQnsn40+PrWqZ3BKMH88yfjxLKOWnaUeE5NaIaqVFRERqQAFaRBpui+nleudGHnUfZjLxHG2FIEPDiUYXa1G26FCYiDI0EOB4HxRLXlB2jEtvYoKrUs+zI3KMFl8/CWeUAGkcSkuoX7c4lHBsHj8Z/O4kvtIEZnYgd8u3GXWsbIyHHba2h0ichmmT56njeX785Qm+XxoiYRyaAwGeSac3TYAet2NEiyF8g/ME5O52Rk/klzoldE3lxov0PznJwNOTxHvCpLZHiHUGVSstIiKyTArQIrIm7Hb2kGaKZ939ZFsOkCpcxfhEpNHFuogt+MiNRunr93Nq0GuSHfC5xAN59rUd4vrkI+x0HiVWOu5lWQssaeAoA4EuCG2DUBsEEhCIQiAExgFjwc1BMQ2FcciPnr8VxsCtfg7i5YiGHO6+fJAPPzlNJBrjzBA0BQP0TWe4OhbbNP2grbUctUfYN7ilct/nYAC3pYnxR4ZWv3AVWBcmT2WZPJUlEHFIbo+Q2h4hGNe/ASIiIkuhT04RWTOuNteQNmmO22M4nc8SLVzNdCbQ6GIB4GaC9J+I8cJpS9BxCflyJJ001zY9zY2pR9ntf5SAO+YF5nlnMjIQ7IHQdghsAX8n+FrAn4BQ0ruFmyEShXAI/Euc2staKGXKgXqkfD/m3ecGYfJ5GHtqxSH7tvaHuNe9g5aoyw+O5NlzWZSz095AYp8ZGFjRvteLU/Yk3aUuzOBo5Q26Wpnqz1PKr725ywsZl+GDaYYPpom2BUhtjxDvCeMLqom3iIjIYhSgRWTNMMbwI85LybjTDNgBQlsOUDx+BflC4y5VtuBj8HiCIyctIWcaMz3Cy7uf4Ob2J+jlcXy2XPs4d4BlE4bETRDZB75esClwIhAOQzgIkZAXkpcTlOdjDPij3i26pfI2pSz0fxOO/wOM71/WYUK5o7zrlhG+dybJE0eDvOLaKN8828++7nb+LJ9nMJ+nPRhc/utY44q2SD99XD+wHUoVRtYO+KG1iclHxle/cEs0PVRgeqiAeWKCWEeQWHeYWEeQQMynZt4iIiIVKECLyJriMz5uLs8RPcEEiW2HGD+xl2IDQnRxLM7T+/24hWmC08f4pSu+ymW+B/DZXOVxwUKXQOq14L8cSgmIRiAeg1jEuwXWwCXXF4aeO6H7Dhj8Nhz4EGTOLHk3r9vyXT7zZCddHTHy6QAl19Lp8xN0HJ5Jp7ltAwfog/YAe4q7YGCw8gZtzbglSPflVrdgK2BdmOrLM9XntU4IRBzCrUHCTX5CqQChpB9/xFGoFhGRTc/YRo5uIiLrQUMuElN2iq+5XyZrs0TcJBMnLqWwSiHaujB6oomTJwsMD53l16/+F/b5v4RTqW127DpIvAqc3WCjkEpAKg7JGPhqVLNcT8VpOPDHcPrzS3ueP8FHpz/FWD7K5dtiRLrG2BKP8icDfeyLx3l3b299yttgU3aKQ/YA153ZBv3DF29ggCv3MDlY4vRDqzv6dr35AoZg0k8o6SeU8hNKBggm/fg1urdsTPq2SEQqUoAWkcU07CIx7A7xjdLXKZkiYRsjc2ovmWx9azZt0eH4gSTDQ9Ps8j/Gr+z8OKHS7IGgHEjdDtFbgG3gi0BTHFJJiEdgvdbQnfoC7P8A2OrnvRrd9fvc+72r8YcSvO01cDad4YAp8Uw6zcf37q1jYRvne6XvcE1pH9H9p8Gt0Hy7KQG7ttL3+Dhjx+o/9/Na4AsaAjEfgagPf9iHL+TgCxocv4PxgeMYjN9gfMZ77DM4PjA+49VoO+eTirXlm2uxJe/mliy2RPnenl9n8a5OxvuzMz6D4zc4AQdf0MEJGO/et07/JtcQ17oU3SK5Yo5cKUe2mGW6ME06nyZdSJ+7n8pPVVw+8zhXylF0vVEVfcZH0BckGoiSCCZoCjfRFG6iOdLs3YebL/g5FUrhc1b1S0n94ohIRWugPaGISGWtThs3l27lW6UHyfrSBLY+Q2jgMsbGo/U5YN7P4afi9A+M8u93f5aXBe/DzFQ6h/dA89vBXgKhqBeUmhJeH+b1Gppn630DxHfBE78BueoGAmse/zLR4NVMFFziNkrf9Aj7Opr5zMAAJWvxbYT3ZZbT9hRJkyQ6kK4cngFam7DWku5fP823V6qUt5TyRbKj1Q03n3HS9AVOcZaT9NuzDBcHGSuOMVWaJF/KU7IlHOMQdIIEnSABJ0jIBAk5Ye8xoXP3YSdCiDAREyVChCgxIm6MqBsn4sYIlSL4/TOBuhzsgw6+ctA+F+Yd48WlKn5lrbXkyJI1Ge/eZsm6GfLkyLre44LNk3Wz5Et5Crbg3ZcKlGzp3OOiW6Tglu9LBQpu4dz9zLrZPxfdIiW3RMmWcK2La13qXQlisatynGoYY0gEE16gDl0YtN+w9w1sTW1tdBFFZJNQgBaRNa0n0M0tudv4TvFbFP056HiKrtgl9J1pA2rXdNROh9j/VJiRgT7ef83H2Gof8lZEr4ame8B0QWsztKYgtEH79za9CF72d/DD/wKjTyy+/dBDvPLyPPc/F+bIGUsg4rDVHyDrujyfybA3WqcvOhqgaIscdJ/l1uLLYfBo5Y38PkjGyE+VKGTmCdibSIE8A8EznHGOc8o9wYncUY5NH2UwO0/f8TpwjEM8kCAZSBL3xUkEkkSdKBEnRtAE8Rs/ppyai7ZI3ubJ2gzZUqYchrNkStPefXGaTDFDvs5TxUll1lomchNM5CY4zvEL1l3debUCtIisGgVoEVnztoQ6uXX6NXwn/V0KsREmYkdo3TVEcXBnTeaKLo1HeeYZP9OjR/nTaz9CU+kwBLqh/VcheAl0tnm1zRusRrWiUAvc8FE4+GE48ZlFNrbcEH2Ar+Tv5ImjIX7khihT+QLbw2GenpraUAF6v32GS8xu/P2j4M5TG9ecBMdhemBzNN2eLW8ynAwc47jzAkfzz3Ek8wIn0ydwbWO/SHCty0R+nIn8OI5xSIaSJEIJ4sE4UX+UsD9MyB8i4ATwOT58xiFOhDhLv67Ycm+XmRrbki2dqzEuuaV5a5gXeiyVJUPJ802+w810xDoaXSQR2UTUB1pEFrNmLhJj6TwPjuxnqv0Ajt/7xzxR6GSyv3fZ80VnBxIcOuwSSB/g/S/6MJFSH7S/E2KvhO5ubzCwzRCcKzn9r7D/vy08b3S0l49NfJQTY2F+9i4/x6YnebiUp2gtf7Bz5+qVtY7G7RgPuw/x6sJtmGePeJ10K7l0OyRinH5olMnTG7sJ95RvnBcCBzhY2s/B6f2cyZymLdZGR7SD5kgziWCCWDDmBVRfiJA/dNF90Bc8F1wd47Ummelrmy/lz/W3nXufLWbPBUyLxTEOfsd/rj9tPBgnEUyQCqdIhpLnbrFAbF2NIm6tvaCZ98xtpvn2ajbhnvkCIF/Kky1mz/WBni5MM5WfurjP85y+z+lCmunCdMXyhv1hEqFyH+hZTbNnwvHsptrNkebV7Au9fn5ZRGRVKUCLyGLW1EXCdS0PPjfAUXuM8I4jGH8JgyGR3cpQX0fV011ZC2MnmjhxIs8W+yjv3fkn+IPd0P4e6NzrNdVeR/9s1834s/D4eyA/Mu8mz/X+Kf+4fw+vuTbBYXuWRHOCT/f389krr1zFgtbPt0rfZK9zGZ1HizA6UXmjYACu3I0FXvjiIMXcxmrCPeYf4jnfs5x1TpIJTBOKBNjVvItdLbvYntpOS6RlXYVTWX3WWgpugZJbwmLxGR8BX+DclydrkH6hRaQiNeEWkXXFcQy37e3kitFmvvLwTgaLY7TuGsTtOUZkxxlikzvp72/G2vn/KXNLcOZwiv6+aV6WvJ+faPs4Tts7oP1Or9bZvw6mn1otqSvgxk/AI78wb4je7X6NgNnJMydKdO4O0usPcCKbZbxYJOVf3x8zg9YbUK0znYTRY/Nv2JwEYyhMFjdEeJ7yjzOdHMdN5MnFMsRjUe5ofQXt0XYFZVkWYwxBXxB0eRWRdW59/2cjIptWZ3OQn7m1g/6xJr7wcBMHv72Njt4cbXtOkdp5Gv/EdoaGksyuRHCtxZmOcGB/iPGxSX52+2e5pfmHmJ4/g96rIBJq3Atay+LbYd8fwaO/BBXmwjb932B76z0cHi7w4qsjUHJJ+f08k05zUyq1+uWtkbRN82DpAV7u3Aqn+hfeuMV7nZnhdTzAVKxEqMvga4ctbT0kQhtzKjIREZGVUIAWkXWtsynIL9zRwdBEgX/69giPffESIrG9bNkxTXP3GCG/n2I2zORIlOMnwkxOlBga7Of3Xvz37O2+BLb9KTS3qLn2YlqvhZ33wNH/efG6Uobbe37A4YGbcNNxBpwx9sXj6zpAW2t51H2YAgWiwwVILzAwWDh07suXzEj182ivBf6wQ6I3RHxriEhTEMdZs81pRURE1gQFaBHZENqSAX7x7k7Gpor844NDPPIYxCKdGMeHtWDdIgOjo1yZPMQfvPxJmne8DXr2gQJD9Xa9Awa+A+lDF63qTH+FVORlHDsLpfYCV8diPDY52YBC1sYR+wJn7RlvBIC+IWCB1gkt5/vLZ0fXfoA2DsS7QqS2R4h1hbw5kEVERKQqCtAisqE0xf384t1d/NR0ke88M8zzJ8cwhQm2Jaa45sY0vV1dmPa7IKDL35L5Q3D1f4WHfhrsnFGmRx5nb8sQ+wfCXLctjC8Q4FPptNdsfp3V7k/ZKX7gPgYWLjvTgpvPsXCATgLgFl1y42t36qFQ0k9qR4Tk1jD+sDqiioiILIf+gxSRDSke9XPnjZ1wY2eji7KxpC6Btptg8P6LVt3U/F0eOvUm4jaMsSVy1nIsm+WSyMrn6l4t1loedr9HkSLdozG2DSYoUsQ1Lg4VWivEIhAKApAdK847w1Wj+AKGRG+Y1I4I4eaABgATERFZIbVdFBGRpem+u+Li5Oi/0dNkGBgMMJjJcnk0yg+npla5cCtzyB5kwA4Qzfm54nQr4M2Fm2eeptkt5/t4r6Xm2+FmP93XJdn12na6rk0RaQkqPIuIiNSAArSIiCxN500Q2XPx8ulT7Gs6wOnBEkXXcnUstq4C9Jgd4yn3CRzXsO9YO77S+cCZJ3fxEwze9FVljQ7QxoHUtjDbb29lx+1tpHZEcfz6mBcREaklfbKKiMjS+PzQ++aKq14c+Sb9o1laAmF2B4LrJkCXbInvu9+hZF1uPbWXrdkO4iaOKU+DVrRFXObM75yIXdCXvlEB2hcytF0eY9dd7XTf0ESkOdCQcoiIiGwGCtAiIrJ0Pa8BX+KixaGhb7CzLc/kaIgUDmdyOc7kKtTerjFP2ScZs2PcMnAFXaNRfPgIESJlUhhMuRn3nDmem8833y7lXfJTF8+RXU/BhI+uFyfZdVcHbVckNDCYiIjIKlCAFhGRpYukoOOOi5eXprk29jBDI5ApFNgeDq/56az6bR8H3We5ZnQXW/rCF6zz4SNkvBG4LwjQjoHm818gZMdWr/Y52hag96VN7Hx1G02XRHF86tssIiKyWhSgRURkeTpfXXHxXvN1+oazODi8OB7n4YmJVS5Y9XI2x/fd77FrqpvLTqaoFEXDhDEYCrZwvhl3Mg6+8zW+9Q7QxkCy1+vfvO3WVuI9YQ0KJiIi0gCaxkpERJan7WoIXwLZIxcs9o0+xp6WEYrpDvYmLB8b7F+z80E/7j5KMhvm+mM9mHnmoPLhI2iC5GyOPHnChC8YfRsgO1KfAO0LGlI7ojTvihKIqom2iIhIo6kGWkRElscfgPZKtdCW68L3MzXmo9UYxotFDkxPr3rxFnPMPcpoYYCXH9mJU1p4AucQs5px+xxIxS9Ynx0r1qxcxkCsI0j3DSl2vbaDjqsSCs8iIiJrhAK0iIgsX8fNFRdvyX2N0fECuLArEuHBsbFVLtjC0naKp4s/5FVHLsefXzg8A/gJ4BiHgi2Qb4qAc/7js5hzKaRXPoBYuNlPx1UJLrmzna23tJDaFlH/ZhERkTVGTbhFRGT5mvZA5HLIHLhgsZk+wZ7YQbKZS7kxFuebY2O8a8uWBhXyQtZaHi49xG3H9xLKLB6ewZvyOUiILBnONE2yY9a63DKnrzIORNuCxHtCxHvCBCKqZRYREVnrVAMtIiLLF/BD260VV13t/zoTo372BIIcyWQ4ksmscuEqe7b0FFef6iC+xLHNggTIB0o8Fz91wfKlDCDm+A2JLSG6b0ix++4Ott7SQvOumMKziIjIOqEALSIiK9P2koqLm6fux83kiFmI+Xx8eWRklQt2sX7bR6q/SNvw0htg+Qkw0JRliCGm7fk+3ZkqaqB9AUPXdUl2v66DLS9pJrUtgi+oj2AREZH1Rp/eIiKyMk2XQnj3RYtNKc3l/u+QmfZxUyLJvw4PU5pnpOvVMGknyfUfZUtfZFnPN0CpxRs87KQ9fm75Yk24fQHD1pe30LRDczaLiIisdwrQIiKyMqEgtNxWcdVl7r+SGfVzbTjCQD7Ptxs0mFjGZpg6+whbT1ee67kq4RDJaAcAJ+wJAIrZEoWMu+DTOq9NEm4KLPeoIiIisoYoQIuIyMq13lhxcSj9DG2F50i6hoTfz//q78euci101k2TO/YvdPV3LT88A7Sk6HC6ABiyg0zb6UXnf453h0j2Lq/GW0RERNYeBWgREVm55ssguLXiqmud/8vEiI87kymenJrikcnJVStWNnsGnvlLmsZehHFX2Hy6JUmCBBHjBeJT9sSCA4gZA+1XJVZ2TBEREVlTFKBFRGTlImFoeXXFVamJB2jNnuUKfxCAe0+cIO8u3Ox5pazrUjzzJYKP/TZh9y5YaXiORyEUxBhDB52A14w7u0D/50RvmFBCs0WKiIhsJArQIiKycsZAy/XzrLRcW/wU+UkftySSHMtm+aMTJ3Dr0ZTbWhh+DB75BfwH/gIn8atQqsEUUS3Jcw87jBegB90B0qO5+Z+yJ7by44qIiMiaoq/GRUSkNpovh0AHFAYuWpWa+jaXhO6G9sv4ztQkXxgaYrJU4l09PeyM1KCPsLUw9H144X/A2FMYXxN03guFGgzeZQw0nw/Q7cYbSMyXCZDN5QgRvugpkZYA4WYNHCYiIrLRqAZaRERqIx6H5rvmXX3VxIcJT2T5d6kmAB4YHeWt+/fzjoMH+efBQdKl0tKPaV3ofxC+/zPw+Lth7Clw4tD5R1AILfeVXCgZA//575uTJAmZEKGxGHkq10CndmjgMBERkY1IAVpERGrDGGi+bt7V/sIAr5i4l715w4uj55s3PzU1xR8eP85rnnyS3z16lB9MTi46Urd1S3D2q/Ddn4An3gsTB8plCEPXB6EQrclLAqApecGPXj/oDoJjUQoUcbmwP7fj8/o/i4iIyMajJtwiIlI7TZeDrwlKled7jk09zp32jwi0/AovSrXwXCHHQLHI2UKBrOvyxeFhvjg8zJZQiDtaWrgxkWBnJELMcUi7Lvn0WZqHvkHo9Ocgc/rCnZsA9NwL+XhtX1P84trkDtNJftR7jQXyFzTjjnWF8AX0/bSIiMhGpAAtIiK1k0pB890w9PfzbhJL/4DXZX6Z0dRLSQfaKZkQRV+AohMga0JkjJ80AdIjDmeG86RLo3QXz9CTOURL+gim4oDaPui+F/Kp2r+mQhHCFzYHb6ODgfE8AHku7Aed2KLaZxERkY1KAVpERGrHcaDpugUDNIDjZmgdvZ/Wpe6/Yng20PPfodCy1L1VZ3wSEheOqB1LJ/AX/LhYChSxuBgcjOPVQIuIiMjGpDZmIiJSW6nLvYG8VkvPB6DQUb/9D4/DnHmrc2NF/JwfZTuPVxsd6wiq+baIiMgGpk95ERGpraZmaH7t6hyr+79Coae+xyiWYGzygkXZ0QL+WY24zgXoTtU+i4iIbGQK0CIiUlsBPySvr/9xuv9/KG6v/3EAhi4cFC07WiAwqwa6SAGLq+bbIiIiG5wCtIiI1F7qcjB1DJNdvwnFPfXb/1yTach6cz5ba8mOFfHhw5Q7ZVugEMsRjGtoERERkY1MAVpERGqvqQWa6tSMu+s/Q+mK+ux7IeVa6PxkCbdoAXNBM+7J9pHVL5OIiIisKgVoERGpvXAIkjfUfr/d74PSlbXfbzWGx8B1yY4Vzi2a3Yx7qP0sGTvdiJKJiIjIKlGAFhGR+kheRu1mSzTQ/QdQvKxG+1uG8mBi2ZHzAfp8DbQl2zbJCXu8MWUTERGRVaEALSIi9ZFqq9Fo3H7ouReKO2qwrxUaGr2gBtqPHwPkmzK4wRJH7dHGlU1ERETqTgFaRETqIxaB+M0r24evCXr+rL7zPC+BnZgmN5KftcTgJ0CmfQKAUTvCqFVfaBERkY1KAVpEROrDGEhc6oXg5YjshY4/hkK8tuVagVzO4OaLFyzz4yfTcX6e6Ofsc6tdLBEREVklCtAiIlI3tqkZWt++9Cc23QXJ90ExsPi2qyibcby+0Nhzy4L+ALmW9Lmfj7lHyNlcA0onIiIi9aYALSIi9ROPYMMvYUkfN52/BoG3g2vqVqzlymQcsBZK7rllidYojnO+rCVKPGcPN6J4IiIiUmcK0CIiUjfGcaCpvbpaaCcOPR8G98X1L9gyZaZ93oPi+Wbc8c4wLab1gu0O2QPkbR4RERHZWBSgRUSkvtqascFXgQnPv01kL3R+BAptq1euJSoWIZ8v1zSXXLBeLXSsI0iHuXCQs7zN86x9ZrWLKCIiInWmAC0iInVlggFINkPX+ypv0HR3ub9zcHULtkTTad+FC4ol/GGHYNJPh+m8aPtD7kHG7OgqlU5ERERWgwK0iIjUX2cbtrgDOt89a6GBrvdC4Mcq9nd2rWHKjTOQbebURCsnRls5Nd7KQLaFSTeOy+r2kZ5Oz/nILJaIdQQxxtBGO2ZOeVxcvud+h6ItICIiIhuDv9EFEBGRjc9Ew7itzZjh66Hno2DPgtkKhdBF2xbwM5pNkMn5CbeECLb4CPkd3KJLfrLE1ECOkb4gji9IvNmQjOaImjSOsRWOXBvWQnpuDbS1RGMlAAImQLNpYcQOX7DJuB3nW+6D3OLcSsCsrRHFRUREZOkUoEVEZFWYLe24k2mcPMDui9ZnbYjxQhwTCZO8Ikp7kx9jLq5lttaSHS0wcjjN5JkcE0NBfIEg8WZIRrwwXeu66ULeUChcvNcYacAbQKzDdF4UoAH6bR9fcb/EFeZKOk0XUaIVX5eIiIisfcba+n1jLyIbgi4SUjOlySy8cBJfyWvWbC1MEyMXiONviRLvCeP4qg+XuYkiw4emmDyZZebjzB+ERDOkwmnCpjbzMQ8P+RkcuLAGORRy2bk7B1fugWCA0/YU3yp9c9F9BQiQMilSppkmUqRME000EVpokDURWW36lktEKlKAFpHF6CIhNVVMFyj2jeHmXEqRCOHOGIGob/EnLiA/VWTkUJrxE5mZwbEBSyTp0JzKkfBNrei/4eNHQ94c0LO0tBTp6CpAdzv0tJOzOT5bum/Zx4gSo9N0sYXt9JgufI6GKRFpIAVoEalIAVpEFqOLhKwbhekSw4emGD82O0hDMGpobS2Q9E0s+b/iQt7wwvMX1w73bssRj7sQDMCVu8EYvlL6EiN2ZGUvAoiTZJd9EXucHQR8K/tyQUSWRQFaRCpSgBaRxegiIetOIV2k74kJ0v35C5aHYoaOtiwxk656X8ODfgYHL2y+bQzs2ZvhXCXx7m2QivND9wcccJ9dafHPSdo2Lrc3cEmwtWb7FJGqKECLSEVqHyYiIhtOIOan96ZmOq5KMHu8rlzacvJ4kFMTreSpblTsycmLa4AjEZcLWlgPefM9jy23OAAAHwBJREFUd5qulRT7IhNmiEedr/Kt6QPkXXfxJ4iIiEhdKUCLiMiGZIyh5dIYW17ShHNBBjZMjViOnkgwmGtecD7pTMaQzV78URmLly5cMD4FhSIddOKjtk2uXUqcDj7OV3Lf52w+W9N9i4iIyNIoQIuIyIYW7wnT85JmzJxPPOvC8FnD0bMtTLgJ5vZoKpXgzKmL56kGiMbm1AZbC8Nj+IyPTtNZw9KfNxU4yvfsN3l8auV9rEVERGR5FKBFRGTDi3eF6L4+VXFdIWc5cyLAybFWcniB2S2H50pzP/t8lnC4QnPqoTGwlh7TW9Oyz5b3DfFC8EH+eeQYJY1hIiIisuoUoEVEZFNIbo3Qdnls3vXT45Zjx6Oc6E9y5IUw6XTlj8ho1L2gX/U5uTxMpumtY4AGKDlp8smH+NvhpxnK5xd/goiIiNSMArSIiGwarZfHiXUG511vrWE646do5h9g7KL+z7MNjBAxUdpN+0qKuSiXIpGmp/j89GM8MjFe12OJiIjIeQrQIiKyaRhj6L4+hT+8yMdfwA++ytvE5vZ/nm18CrI5tpudKyhl9aLxIxz2PcKn+07jqkm3iIhI3SlAi4jIpuIP++i6NrnIVgaCwYtmgg0GLYHgIkG1b4htZjvOKn3E+kL9hJsf57+dPMRYobAqxxQREdmsFKBFRGTTiXeHaboksvBGphyiZ4nFFmi+PWNknFAOtpptKyjh0pR8E+zpfooPnX2ap6amVu24IiIim40CtIiIbEodVyUJJhaZs9nnA+d8NXQ8UUWAtsCpAS519q6sgEvkmjxX9hzkS+mn+XRfn5p0i4iI1IECtIiIbEqO39BzQ9NF80NfxOf37nyWaHSB/s+zjU/SNh6mw3SsrJBLZHHZ3voCxeizvOf5w/RrlG4REZGaUoAWEZFNK9wcoO3y+MIbBbxa6niitHjYnu3EWfaVrl5+4VYgEj3DzdsO8b7jz/AvQ0NY1UaLiIjUhAK0iIhsai17Y0Ra55+2Cgz4faSaqmi+PVuhSNuxLLvZvaLyLVfJN8Grdx7imeIhfuW5w5zMZhtSDhERkY3E6FtpEVmELhKy4RXSRY5+fRi3WPnXPRQ17GgfxpiKqxfkJqM8sP0gA87QCku5AoVWPn+8nVsT3dzT1UXEt0jfbxFZxl+7iGwGCtAishhdJGRTGD+e4exj4xXXdV+XJJU+C9ncsvbtBn0c65zkQPIEE/7plRRz2QwOA+O9fONMil/o3sJrW1txlvONgMjmoD8OEalIAVpEFqOLhGwK1lrOPDzG5OkLQ3Io5WfH7a2Y/mE4M7CyYwDFkMNEvMBAbIrj8X5GA6s77ZTPjfD0YA/HJlL8Wu9Wrk0kVvX4IuuEArSIVKQALSKL0UVCNo1izuX4A8MU0uf7O2+9pZlYRwhyeXjm+dofM2iYjJUYTExxJN63aoHaFJu4/3QHKVp595YtbA2HV+W4IuuEArSIVKQALSKL0UVCNpVCusjAU5OU8i7Nu2MktswKlgePQjpTt2NboBA2DKWyHG46y9nwSN2ONaOY7eQLJ5p5aaKTd3Z3k/T7635MkXVAAVpEKlKAFpHF6CIhMqNvCE6vrBn3UuQjhtMtaZ5qPsq0b3n9r6thcBid3MK/nUryU51beHNbG35HE3XIpqYALSIVKUCLyGJ0kRCZkcnBsy+s+mGtA6NNLvvbTnEqUr/RvB0b4vnhLTw5nOQ/bunl5lQKo4HGZHPSL76IVKQALSKL0UVCZIa1XoDO5htzeCAXMxxpHeXp1FFcpz5/nr5Sgu+e7SKTa+I9vb1cEYvV5Tgia5gCtIhUpAAtIovRRUJktlN90F//vsmLKfkNfW1Znmw5xnggXZdj2HwrXz7VxlZ/K+/u7aUzGKzLcUTWIAVoEalIAVpEFqOLhMhsk2k4fLzRpTjHGphIWQ62neVItK8u//bnMt08P9zD+3dcXvudi6xNCtAiUpECtIgsRhcJkdmshScPQ6m0+LarLB8xHG+b4KnUUfK+Yk333UYnr/a/uqb7FFnDFKBFpCLNVSEiIrIUxkAqBiMTjS7JRYIZy56TCXad3sdYU5Hnmwd5IXamNlHAuDXYiYiIyPqmAC0iIrJUqcSaDNAzHNfSMuLjxpEurvN3M54scTo5ytF4P2lfttHFExERWbcUoEVERJYqGfdqdddBBwdf0dIy4tAy0sqVtFIMGyZiRYZjaU5GhxgIjqmxqoiISJUUoEVERJbK74N4FCanG12SJTFAIGtpzfpoHU5yKUlcn2E6ZhmNZTgbHedkZKDm/adFREQ2CgVoERGR5Ugl1l2ArsQpWeITEJ+IsJUIN5gu8mHDRKzAUDTNqdgQQ4Fx1VKLiIigUbhFZHG6SIhUks3B/hcaXYpVUQo4jO+M05LobXRRRFaLvjISkYpUAy0iIrIc4RCEg5DNN7ok9ZVK4OvtoCUcanRJREREGk4BWkREZLlScciONLoU9RGLwJYOSMQaXRIREZE1QwFaRERkuVIJ6N9gAToYgJ4OaEl6c16LiIjIOQrQIiIiyxWPgs8HpVKjS7JyjgNdbdDZ4j0WERGRiyhAi4iILJcxkIrByESjS7J8Bmht8mqdA/q3QEREZCH6pBQREVmJVGL9BuhkDLZ0QjTc6JKIiIisCwrQIiIiK5GMe7W462nCt3DQC86puPo5i4iILIECtIiIyEr4fV5f6MnpRpdkcX4fdLdDe7OCs4iIyDIoQIuIiKxUKrH2A3RbkzctlV8f/SIiIsulT1EREZGVSsXhVH+jS1FZOAjbe7xachEREVkRBWgREZGVCoe8oJrNN7ok5xmgoxV62jUtlYiISI0oQIuIiNRCKg7ZkUaXwhMMwI4eSMQaXRIREZENRV9Ji4iI1EIq0egSeFIJuPwShWcREZE6UA20iIhILcSj3ijXxVJjjm/wpqbqaNEI2yIiInWiGmgREZFaMKZxtdABP1y6AzpbFZ5FRETqSAFaRESkVpoaEKCTMa/JtkbZFhERqTs14RYREamVZGz1mnEboKsduttU6ywiIrJKVAMtIiJSK44Dzcn6H8fvg93bvCmqFJ5FRERWjQK0iIhILbU113f/8ajXZDsZr+9xRERE5CJqwi0iIlJL0TDEIzCVqf2+O1thS4dqnUVERBpENdAiIiK11tla2/35fLBrK/R2KjyLiIg0kGqgRUREai2V8Gqip7Mr31ciBtu7IRRc+b5ERERkRYy1ttFlEJG1TRcJkeWYTMPh48t/fjDgDRLWklKts8jq0x+diFSkAC0ii9FFQmS5TpyFwdGlPScW8QYia0l6o3qLSCMoQItIRWrCLSIiUi+9nZAvwPhU5fV+H0RCEAl7t2TMq3kWERGRNUk10CKyGF0kRFbCWq8WejLtBeZw6Hxo9vvUPFtkbdIfpohUpAAtIovRRUJERDYbBWgRqUidq0RERERERESqoAAtIiIiIiIiUgUFaBEREREREZEqKECLiIiIiIiIVEEBWkRERERERKQKCtAiIiIiIiIiVVCAFhEREREREamCArSIiIiIiIhIFRSgRURERERERKqgAC0iIiIiIiJSBQVoERERERERkSooQIuIiIiIiIhUQQFaREREREREpAoK0CIiIiIiIiJVUIAWERERERERqYICtIiIiIiIiEgVFKBFREREREREqqAALSIiIiIiIlIFBWgRERERERGRKihAi4iIiIiIiFRBAVpERERERESkCgrQIiIiIiIiIlVQgBYRERERERGpggK0iIiIiIiISBUUoEVERERERESqoAAtIiIiIuvOQw89xNmzZxtdDBHZZIy1ttFlEJG1TRcJERFZU6y17N27l+eee47u7m5e9apXcdddd3HrrbfS09NTi0OYWuxERDYeBWgRWYwuEiIisuYMDw/zxje+kYcffphisUgikSCfz9PS0sIrX/nKc4F6y5Yty9m9ArSIVKQALSKL0UVCRETWpFKpxG/8xm/w13/910xPT1+wbiZQNzc3nwvUr3jFK6oN1ArQIlKRArSILEYXCRERWdM+85nP8HM/93MXhejZ4vE4xWKRpqYmbr/99nOBure3t9LmCtAiUpECtIgsaHx83Lqu2+hiiIiILGj//v286U1vYnJyknw+v+j2M4E6lUpx++2389rXvpZbb72VrVu3ggK0iMxDAVpE5mWMeSnwvUaXQ0REpN4cx8F1Xd7ylrdw3333KUCLSEX+RhdARNa0H3zsYx+jWCw2uhwiIiILKhQKfPCDH2R8fHzBptyzBYNBQqEQhUKB66+/nrvvvpu77767ziUVkfVMAVpE5mWtzTW6DCIiIosZGBjg7rvvXjQ8zw3Mr3vd67j99tt58YtfjN+vf4tFZHG6UoiIiIjIuvXoo49y1113MT4+flGLqVAoRDAYpFAocMMNN5wLzNdcc40Cs4gsi64cIiIiIrIufeITn+A973nPuVrn2YH5xhtv5PWvfz233XYb11xzDT6fr8GlFZGNQIOIichidJEQEZE1xVrLz//8z/M3f/M3+Hw+gsHgBYF53759Kw3MGkRMRCpSDbSIiIiIrCvGGJLJJB/60IdqFZhFRKqiGmgRWYwuEiIistmoBlpEKnIaXQARERERERGR9UABWkRERERERKQKCtAiIiIiIiIiVVCAFhEREREREamCArSILMbU8maM+Q+13qduOgfr7aZz0PibzkHjb2v8HIiIVKQALSKr7d83ugCic7AG6Bw0ns5B4+kciMi6owAtIiIiIiIiUgUFaBEREREREZEqKECLyGr7eKMLIDoHa4DOQePpHDSezoGIrDvGWtvoMoiIiIiIiIiseaqBFhEREREREamCArSIiIiIiIhIFRSgRWRFjDG9xphPGmPOGGNyxphjxpiPGGOal7iflvLzjpX3c6a83956lX2jWOk5MMbEjDE/aYz538aYg8aYtDFm0hjzmDHmvcaYYL1fw3pXq7+DOft8uTGmZIyxxpj317K8G00t339jzFXGmE8bY06W9zVgjHnQGPMz9Sj7RlHDz4KbjTGfLz8/a4w5YYz5kjHmznqVXURkKdQHWkSWzRizC/ge0AF8HjgI3AjcBhwCbrLWDlexn9byfi4F7gceBS4D3ggMAC+11h6px2tY72pxDsr/mP4bMAI8ADwPtACvB7rK+3+ltTZbp5exrtXq72DOPhPAU0AbEAf+0Fr727Us90ZRy/ffGHMP8D+AaeBfgWNAE3AlcMZa++M1Lv6GUMPPgl8C/gpIA/8MnAJ6gTcDUeC3rbV/WI/XICJSNWutbrrpptuybsBXAAv8xznLP1xe/rEq9/PX5e0/PGf5u8vLv9zo17pWb7U4B8A1wE8CwTnLE8Dj5f28t9Gvda3eavV3MOe5n8T7QuN95X28v9Gvc63eangdeglQBH4IdFVYH2j0a12rtxpdhwLAGJAB9s5ZdzmQxftiI9To16ubbrpt7ptqoEVkWYwxlwAv4NXQ7LLWurPWJYCzgAE6rLXpBfYTAwYBF+i21k7OWueUj7GjfAzVQs9Sq3OwyDF+Avh74F+tta9fcaE3mHqcA2PMG4HPAT8N+IG/QTXQFdXy/TfGfAu4BbjKWvtM3Qq9wdTws6AT6AOestbuq7D+KeAqoM0usUWHiEgtqQ+0iCzX7eX7r87+hwmgHIK/i9fk7iWL7OelQAT47uzwXN6PC3y1/ONtKy7xxlOrc7CQQvm+uIJ9bGQ1PQfGmA7gE8DnrLV/V8uCblA1ef/LYy3cAjwG7DfG3GaM+fXyGACvLH+ZJ5XV6m9gAO/L1EuNMXtmrzDGXArsAX6o8CwijaYPBBFZrr3l+8PzrH+ufH/pKu1nM1qN9+4d5fsvr2AfG1mtz8HH8T6bf3ElhdpEavX+3zBr+/vLt3uBDwFfB35ojNm9gnJuZDU5B9ZrEvnLeL//jxtj/tYY8wFjzKfxupLsB95ag/KKiKyIv9EFEJF1K1W+H59n/czyplXaz2ZU1/fOGPMrwJ14fUI/uZx9bAI1OwfGmHfgDZz3Y9ba/hqUbTOo1fvfUb5/GzCEN2jVN4B24HfxmtN/0RhzlbU2v/zibkg1+xuw1t5njDkD/AMwe9TzfryuDOrGIyINpxpoEakXU75f6UALtdrPZrTs984Y82bgI3h9En/UWltY5ClSWVXnwBizA+/9vs9a+5k6l2kzqfZvwDfr/p3W2n+21k5Ya18AfhavafelwI/Wp5gbWtXXIWPMT+HV+H8bb+CwaPn+G8BfAP9YpzKKiFRNAVpElmumViE1z/rknO3qvZ/NqC7vnTHmTXj/qA4Ar9DgbQuq1Tn4JN7ow++qRaE2kVq9/6Pl+xzwpdkryk2LP1/+8calFnATqMk5KPdz/iReU+2fttYetNZmrLUH8VoAPA681RjzipUXWURk+RSgRWS5DpXv5+vXNjMIzHz94mq9n82o5u+dMeatwH14TSZvtdYeWuQpm12tzsG1eM2IB40xduaG12wV4LfKyz63suJuOLW+Dk3OHQirbCZgR5ZQts2iVufgNXhTWT1YYTAyF/hW+cfrllNIEZFaUR9oEVmuB8r3rzHGOBWmLrkJr0btoUX281B5u5uMMYkK01i9Zs7x5LxanYOZ5/wE8GngNHCbap6rUqtz8Gm85qpz7QFejtcP/XHgiRWXeGOp1fv/FF7f5zZjTGeFPuhXlu+PrbzIG06tzkGofN8+z/qZ5eqDLiINpRpoEVmWct/Ar+LN0fzLc1b/PhADPj173k9jzGXGmMvm7GcK+F/l7X9vzn5+pbz/ryjMXaxW56C8/GfxzsMJ4OV6v6tTw7+Dd1tr3zn3xvka6C+Wl/1l3V7MOlTD978I/HX5xw/OnrbKGHMVcA/eVG7/VOOXsO7V8Dr07fL9W4wxV89eYYy5BngLXj/q+2tXehGRpTNe1x4RkaUzxuwCvofX9PTzwAHgR/DmbD4MvGz2nJ3lJqlYa82c/bSW93Mp3j9Hj+ANHPNGvH64Lyv/kyZz1OIcGGNuwxu4x8Hrg3iywqHGrLUfqdPLWNdq9Xcwz77vwQvRf2it/e2aF34DqOF1KIo3WNVL8Gr6v4lX6/mjeE2332ut/XCdX866VMNz8Eng5/Bqmf8ZOI4XzN8EBIGPWGt/rc4vR0RkQQrQIrIixpitwB/gTXfUCpwFPgf8vrV2ZM628wYHY0wL3nQxbwK6gWHg34DfsdaequdrWO9Weg5mhbSFHLfW7qhdqTeWWv0dVNjvPShAL6qG16Eo8J+BHwd2AlngUeCPrbX/Vs/XsN7V4hwYYwzeqOf3APuABDCB94XGJ6y1GoVbRBpOAVpERERERESkCuoDLSIiIiIiIlIFBWgRERERERGRKihAi4iIiIiIiFRBAVpERERERESkCgrQIiIiIiIiIlVQgBYRERERERGpggK0iIiIiIiISBUUoEVERNYIY4wt317RgGPvmHX8Hat9fBERkfVAAVpERBrGGPN7s0Lb7FvWGHPKGPMFY8zbjDGm0WVdz8rv8+8pGIuIiKyMv9EFEBERKeuf9TgFbCnfXg/cY4z5d9baXENKtv79bvn+m8CxebYpAIdmPRYREZE5VAMtIiJrgrW2a+YGxIArga+VV98FvL9hhdsErLWnrbWXlW+nG10eERGRtUgBWkRE1hxrrWut3Q+8AXi+vPg/GGPUckpEREQaRgFaRETWLGttFriv/GMCuGxmnTHmDmPMZ8t9pfPGmAljzBFjzFeNMb9ujGmptE9jTNgY825jzIPGmKHyc/uMMZ8zxtw5z3OqGmDLGHOsvM0986xvNsbca4x5odzP+6wx5j5jzHXVvB/GmJQx5neMMT8ov96MMeY5Y8xHjTGXVNj+U8YYO2vRA3P6mh+r5jUaY14xs67889XGmH8wxpwpl+FA+T33z3rOTeX39Gz5tT5jjPnlxfqzG2N2GWP+vLzPKWPMdPnxR4wx26p5n0REROpF3+SLiMhad2rW4ySAMeZ3gN+ftXwaMMDO8u3VwGN4fX7PMcbsAb4I7CkvssAE0Am8EXijMeaj1tp31fpFlEPpN4Ht5UV5IAq8BXiDMeatizz/RcCXgd7yoixeX+Xd5dvPGWN+0lr7f2c9bRyvb3ln+efR8nFnDC7jddwFfBYIl/cfwvti417gOuDtxph3Ah/D+6J+orzNi4C/ALYCvznPvn8B+EsgUF6UA9zy/i8rv8a3WGu/Vun5IiIi9aYaaBERWet2zHo8YozZzvlBsT4MbLHWxqy1CaAJuAX4K2By9k6MMU3AV/HC8/3Ay4GItbap/Lz/BEwBv2SM+dVavgBjjA+vJn07Xoh9GxCz1qbwguXDwN8u8PwE8C944fk0cHf5+UngGuAhvJD698aYfTPPs9b+arlP+Yw3z+5rbq29YRkv538Dnwe2l9+7FPCB8rofN8b8Jt77/1dAV3mbFuBT5W1+wxhzaYXX+Cbg4+Uf/wjvvEfw+sNfhvf+JYF/Uk20iIg0igK0iIisWcaYJPCT5R9HgMPAj+B9fh221r7XWntmZntr7bi19jvW2l+21j4+Z3e/hRfK7gfusNZ+e2ZU7/Lz/gT4mfK2v13j/tY/ClxffvxWa+191tpi+djPAncCwws8/114NesF4E5r7ZestW75+U8Cr8EbXTsE/GENy13Jo8DbrbUnyseftNa+D/h2ef0HgL+11r7bWjtQ3mYUeGe5jA7eFwjnGGOCeLXTAL9orf3/rLXH7XmHrLVvA76AF6L/U31fooiISGUK0CIisuYYY5qMMa/EC7s95cV/Wg6NY+WfE8aYWJX7M8A7yj/+8Ux4reBzeE2O2/CaI9fKj5fvv2ut/cbcldbaaeCDCzz/x8r3/2StfabC8ydnPf8uY0xqJYVdxH+31toKy78y6/EH5q601paAr5d/vHrO6rvwpizrB/5mgWN/unx/R3VFFRERqS31gRYRkTVhzmBXc/0d52tWHwGGgG7gYWPMx/CC2aF5gh3AFXjNiAE+ZYxxFzhWvHy/Ha9pdS3M1D7fv8A2FdeVa2dnAufXK21TNtMv2AGuBR5YSgGX4JF5ls/M4z1irT2yyDbNc5bfPGv52QXGGQuW77fPt4GIiEg9KUCLiMha0T/rcQ4vJD8B/L219lwYtNaOGWPejtcX90XAn5dXjRtjvgV8Bvg/1trCrP31zHrcXmV5okss/0I6yvcLza98ap7lLYBvic/vmHerFSrXdlcyU6s/3/rZ2wTmLJ85P0HOD3i2kEgV24iIiNScArSIiKwJcwa7WmzbrxtjdgJvBl4JvAxvcLDXl2+/aYy5w1o7Ezh9s57eZa3tpzEWqmVfaN1Sn1/NvtaSmfPzZWvtXQ0tiYiIyALUB1pERNYla23aWvv/2rufUKuqKI7j358FFkZF0CDSgRBBlBBBA8NBf8kmTawmoomDgkYhlIMaBDUxKAiKJCKIihSUosLnPJ1ERIrUKI3+kEj5B9TM/qwGe7/e5fLufVcH7/Hs+5nsc94965xz3x2ts89e672q2lRVN9MqVG+ltXcanJkGODqwveoiLje4ZvqKMceNWnt8rI/LR3w+7rPjwN99e8WY+MHPLrg91QKb/n0u5reRJGnemEBLki4JVfVzVb0MvNL/9MDAx4doxcFgpqDXhTgxsD1rEttbM107Iv7LPt4z5hr3zvbHqjoPHOy7942Jv7+P/wBfDZ9m+jbHxC+k/X28McmasUdKkrSATKAlSYtKkqVzHPJ7H6dnbelVt9/pu4/PlaQluW5wv6rOAN/13XUjwp4bc8qdfVyT5O5Zrncl8MyY+B19fCTJbbPEXwU823f3VNWpoUOmHx6MSvAX2qfAL337tSRj158P/z6SJM0XE2hJ0mKzNclUkg1J/nvtOcnSJI8xk4juGYp7kZYEXw7sTbIlyfUD8dckWZvkXWZ6Gg/6sI+bkzzVk16SrEjyNq3V1NkR97ybmVnh3UnWJbmsx98CTDG+8NebwBFa8a2pJA8lWdLjV9FaSK0EzgPPzxI/3fpq/VzJ6UKoqnO0XtdFqyC+P8mDvQI5AElWJnkyyRf9WEmS5p0JtCRpsVkCrKX1BP4xydkkv9FmnnfS1iF/C2wZDKqq47TXug8Ay2iveh9LciLJKVp/6SlgIzPtkgZtA76hJbFvAKeTnAB+6DGbGLH2uM+APwr8SKuqvQs4k+RkP+fqfo5Z9crXD9OqcC+nPRw40+/7IK2I2h/A+qo6MMsptvdxHXAyyU9Jvk+yb9Q151tVfQxsoD2EuB3YS/uOvyY5BxymfY87WXxF0iRJlwgTaEnSYvMW8ARtRvgQLeG6mrZO+XPgaeCOqjo6HFhVR2g9mTcCn9FeG15GS5iPAB8Bm2kJ7XDsaVq/4lf7sX8Bf9Jml1dX1Y7hmKH4w7TEcDo+tIJnu4C7quqTOeIP0YqjvQB83a+/lDarvh24tap2jYh9n5ac7qP9v26g9VIeV9Rs3lXVB8BNwEu0deOnaa+dn6N959dpa723LdQ9SpL+31LlQ1xJkiRJkubiDLQkSZIkSRMwgZYkSZIkaQIm0JIkSZIkTcAEWpIkSZKkCZhAS5IkSZI0ARNoSZIkSZImYAItSZIkSdIETKAlSZIkSZqACbQkSZIkSRMwgZYkSZIkaQIm0JIkSZIkTeBfluaHZRMN8WEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.stream_plot(adata,root='S5',fig_legend_ncol=6,fig_size=(8,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.subwaymap_plot(adata,percentile_dist=100,root='S5',fig_legend_ncol=6,preference=['S2','S1','S4']) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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66aWMHz+eL7/8ku+/r9vKFGqBrgFvlrE628CBA9m7dy9btmxhw4YNfPnll2zZsoXk5GSSk5NZsGABK1eurPDLT227uWZlZTFt2jSgZKx0TEwMN954IxMnTuSmm24CSr7MeqrcJ0+eTFRUVK3uK41L79696dKlC3PnzuWJJ55gzpw5uN3uOnffLlX6b8HTe5qamlr2DgYEBNC8eXN+/etf88gjj9CnTx+f3F98q6bj5Xr16uVxe0BAAHfffTfTp09n8eLF3HbbbQC89dZbFBQUMGHChFrVbT08LEnYpk0bAK0QIJWqTT1Y2ipRWUvjNddcw+bNm/nyyy+5+uqry+3z9j2tyz3EP6r6zEtJSSn7zCvVrl27shVRSlVWb0JJy9jf//53Nm7cyJEjRygsLCy339M4+sjISDp27Fhhu+rGc0Ntv6fdd999PP/888ycOZPhw4cDJS2677//Pp07dy5XZ2zbtg0o+V7mqbW2dL6FXbt2lWUET6qqs6Kjo7n88svZuHEju3fv5rLLLuPTTz8F4Be/+IVXvWhq8kzVKX3mnTt3enzm0iFmu3btqhCwa0IBugGUdnnt168fUFIRr1mzhjvvvJOPP/6Y119/vayiTUhIYP/+/aSlpXmcQKw67dq1q3ZdtNJfZs6WlJSkAN2EjB8/nkmTJrF69WrmzZtH9+7dPbYa1kZ6ejoAzZs3r7Cvf//+HieBkqYjPr7ydVUnTJjAjBkzmDlzZlmAnjVrFoGBgdx11121up+neql0jOHZvXhEzlTTerC0N1llc5CUbvc0bMvb97Qu9xD/SEhIYPfu3R6D7IABA8oCttPprLTbdGX15qeffso111yD0+nk2muvZejQoURERGCxWPjqq69YtmxZhTH04Pl9A9WN55LafE+74IIL+MUvfkFycjI//vgjHTp0KOv1dXZL7alTpwB47733qrxmbm5ulftrWmeV/q+nHhue1OSZqlP6zJWNqS5V3TNXR124/cAwDG644QaeeeYZgHITMV111VUA1XanqIvExERM06zwR+u9Ni1jx44lODiYe+65h8OHD5d1ea0rt9vNxo0bgZJfUOX8U1UrcqtWrcomKNm1a1fZ5GG/+tWvPP7gIlKfaloPRkZGAv/rsnu20mFWpcfVRkPcQ3yrdMKvunw3q6zefOaZZygoKOCjjz5i1apVvPjii2VLZukztmmr7fe0++67D9M0y0LinDlzCAoK4o477ih3XGkdsmzZMo/f+0v/PPXUU1Xer6Z1VumPO5WtQFCXZ6pOaRl27txZ5TOfOdFabShA+1F4eDhQvvtk6T+eWbNmcezYsSrP9/SLpEipqKgoRowYQVpaGqGhoR7XbK6N+fPnc/DgQRISEsqWIRI50/333w+U1GNnTx52ptJl8tRSIvWlpvVgaetPZb1oSrd369at1mVqiHuIbyUlJREQEMCiRYt8vnzeDz/8QExMTNmyVmfasGGDT+8ljUttv6cNGTKEtm3bMm/ePD766CP27NnDyJEjiY6OLnfcFVdcAcCmTZvqVM6q6qzMzEy++uorgoKC6Ny5c7n7Jicn43a7vbqHt88EJd8dKvve4Ktnro4CdD1avXo1S5YsweFwVNiXm5tbNg75zL79ffv2Zfz48Zw6dYpBgwZ5XA/S7XbzzjvvMHbs2PorvDQJzzzzDO+//z7JycllP9jUltPpZPbs2TzwwAMYhsELL7xQNgmEyJmuvfZaLrroIhYsWMC7777LRRdd5PHHltKl/g4ePNjQRZTzSE3qwb59+3LxxRezefNmFi1aVG7fokWL2LhxIxdddFFZb7HaaIh7iG916NCBJ554guLiYm688Ua2bt3q8bjadLtPTEzk9OnTfP311+W2v/nmmyQnJ9eqvHLuqM33NIvFwoQJEzh+/Djjxo0D4N57761w3M0330yHDh149dVXK12uatu2beTn51d5vzFjxmCz2Xj55Zf54Ycfyu178sknyc7OZsyYMWXzOXXv3p0+ffrw1Vdf8de//rXC9U6dOlVhnL+3zwQl3x1OnDhBQUFBhX133XUXUVFRTJs2zeMko2632yfDDDUGuh7t3r2b3/72t0RHR9OvXz8uvPBCAgICSEtL44MPPiAzM5PevXszceLEcue9+uqrWK1W3njjDTp37syAAQO47LLLsNvtHD58mLVr15KWlsaIESPqreybN28uW5+udJzAvn37yi1UXjqNvDRebdu2pW3btjU+b+nSpWVj6fPy8jh48CCbNm3iyJEjREZGMnPmTG699VYfl1b8paolpIYNG0bXrl1rdD3DMLj33nt5+OGHgcpn0Lz44otp1aoV//nPfwgMDKRt27YYhsHYsWNp165dje4pUpma1IOGYbBgwQKuv/56br31Vm6++WY6derEnj17WLp0KeHh4fzrX/+q0/JSDXEP8b0//elPmKbJ008/Td++fenevTu9evUiJiaGzMxMUlJS+PjjjwFqNOnR5MmTSU5O5qqrrmLkyJFERkbyxRdfsHnzZkaMGFHhRxZpWmr7Pa10ws7Dhw/TpUsXrrzyygrH2Gw2lixZwi9+8QsGDx5Mnz596Nq1KyEhIRw6dIjPP/+c/fv3c+TIkSpXaElMTOTFF1/kgQceoFu3bowcOZLmzZuzYcMGtm3bRqdOnSoE5YULFzJgwAAef/xxFi9eXDZXwL59+/joo4/YvXt3haGj3jwTlPxI//nnnzNo0CCuvvpq7HY7l112Gb/85S+JjY1l0aJF/OpXv+KKK67g2muv5dJLL8VisXDw4EG2bdvmMcDXlAJ0PRozZgwRERGsWbOGnTt3snHjRnJzc4mKiqJr167ccsst3H333QQGBpY7z2az8frrr5OUlMSsWbPYtGkTn376KQ6HgxYtWtCjRw+ef/75eg3QP/zwAwsWLCi37fjx4+W2KUA3XcuWLWPZsmVYLBZCQ0Np3rw5vXr14rrrruO2224jJibG30UUH/I0qWCpxMTEGgdoKOny+Lvf/Q6bzVbpWCOr1cr777/PlClTePfdd8nJycE0Ta666ioFaPGb3r178/nnn/PMM8/w8ccfs2LFCpo1a8bo0aN58sknazXBpz/uIb5lGAZTp05l9OjRvPHGG6xbt463336bvLw8wsPD6dChA/fddx9jx46tUff7QYMGsWLFCp555hn++9//YrVa6dWrF+vWrWP//v0K0OJRXFwcN910E0uXLq1yoq2f//zn7Ny5k3/84x+sXLmSefPmYbFYSEhI4PLLL2fatGll60ZX5f7776djx44899xzLF68mPz8fNq0acPvf/97Hn/88QqT2rVv354dO3bwt7/9jaVLl/LKK68QFBREYmIijzzyCC1atKj1Mz3xxBNkZmayYsUKtmzZgsvl4s477+SXv/wlUBKwv/76a5577jmSk5PZtGkTgYGBtGzZkmuuuaZspu+6MKpavmT79u1m9+7d63wTERE5v6xfv56BAwcyZswY3nrrLX8XR0REpMlwu9107NiRY8eOceTIESIiIvxdpDprjM+0fft2pk2bNg+YuHz58rK+7uofJCIiPve3v/0NoMIQFREREambRYsWceDAAe64445GETR94Vx6JnXhFhERn/jmm29YuXIl27dvZ9WqVQwZMkTLsIiIiPjIs88+y+nTp5k1axahoaFMmTLF30Wqs3PxmRSgRUTEJ7Zv387jjz9OREQEt9xyC6+99pq/iyQiItJkPPbYY9hsNi655BL+/ve/N4n5Qs7FZ1KAFhERn0hKSio3U7+IiIj4TlVzV52rzsVn0hhoERERERERES8oQIuIiIiIiIh4QQFaRERERERExAsK0CIiIiIiIiJeUIAWERERERER8YICtIiIiIiIiIgXFKBFREREREREvKAALSIiIiIiIuIFBWgRERERERERLyhAi4hIgzIMgwEDBtTonKSkJAzDICUlpV7KNGDAAAzDqJdri4iISNMRUJeT39z1g6/KUS9+07mjT65T+qXKNM1Kj0lMTCQ1NZUDBw6QmJhYbt97773Hm2++yY4dO8jIyCAiIoK4uDi6devG9ddfz5133unxmp999hkzZ85k8+bNpKenU1xcTHx8PD179mTkyJEMHz4cq9UKQEpKCu3bty93vtVqJTY2lh49ejBx4kRuvPFGr543Ly+PpUuX8sEHH7Bjxw4OHTqExWLh4osvZvTo0Tz44IMEBgZ6da3GIOmVk/4uQpXmT2zmk+uUvqeGYbBv3z46dOjg8biBAweyfv16AObNm0dSUpJP7t+krO7h7xJUbdAXPrlMY3pnpk6dyrRp01i3bl2Nw3VlBgwYwIYNG3x6TRERETm/1SlAS/UmTJjA7NmzCQ4OZvDgwbRv3568vDz279/PihUrWL9+fYUA7XA4mDRpEm+88QZWq5X+/fszePBg7HY7aWlprF27lsWLFzN8+HAWLVpU7tzIyEgmT54MQGFhITt37uTDDz/kww8/5KWXXmLSpEnVlnnTpk2MGTOGmJgYBg4cyLBhwzh9+jQrVqzgd7/7HUuWLOGTTz4hKCjId/+hxCcCAgJwOp28+eabzJgxo8L+ffv2sWHDhrLjRM6Vd+Yvf/kLU6ZMoVWrVvVy/X/961/k5+fXy7VFRESk6VCArkdbtmxh9uzZtG7dmm3bttG6dety+x0OR1mrzpkeeOABZs+eTZcuXXjvvfe4+OKLy+13uVy88847LFu2rMK5UVFRTJ06tdy2efPmMW7cOB5//HHuvvtuQkJCqix3fHw8Cxcu5JZbbinX0pyTk8OAAQPYunUrr776Ko888kg1/wWkocXFxZGQkMC8efOYPn06AQHl/4nPmTMH0zQZMmQIS5cu9VMppTE5V96ZhIQEEhIS6u36bdu2rbdri4iISNOhMdD1aMuWLQAMHz68QngGsNlsXH/99eW2bd26ldmzZxMTE0NycnKF8AwlXbPHjBnDwoULvSpHUlISoaGh5OXl8d1331V7fNeuXbn99tsrdNMODw8vC82egr80DuPHj+fo0aOsXLmy3HaHw8GCBQvo06cPl156aaXnnz59mscee4zOnTsTHBxMZGQk1157LR999JHH47Oyspg8eTKtW7cmKCiITp068Y9//IP9+/djGIa6iJ8D6vLOJCYmVhi2Umrq1KkYhlFtfZGYmMi0adOAku7ihmGU/SnljzHQ69evxzAMpk6dyldffcXgwYOJiooiJCSE/v37s3Xr1nopi4iIiDReCtD1KDY2FoC9e/d6fc7MmTOBkq7f1bW22O32GpeprpPk2Gw2gAqtVNJ4jB49mtDQUObMmVNu+/Llyzl27Bjjx4+v9NzU1FS6d+/Os88+S/Pmzbn33nu59dZb2bVrF4MGDWL27Nnlji8sLOSaa67hpZdeokWLFjz00EMMGDCAP//5z+qhcA6pyzvjC5MnT6Z///4A3HnnnTz11FNlfxqDL774gj59+lBYWMjdd9/NkCFD2Lx5M9deey179uzxd/FERESkASkF1cDZXaPPlJmZWWHboEGDiIyMZNWqVQwdOpRRo0bRs2dPOnbsWGmQ3bx5MwDXXnutT8oMJV248/LyCA0NrbLl0Rtz584FSp5NGqfw8HBGjRrF/PnzSUtLK+v9MHv2bCIiIhg5cqTHsa5QEl5SU1N55513GDVqVNn2zMxMBgwYwKRJkxg6dChxcXEA/P3vf2fHjh2MGjWKt99+u+y9/uMf/0i3bt3q+UnFV+ryzvjC5MmTyczMZMOGDSQlJTW6Cb8++OCDCpOnzZw5k3vvvZeXXnqJ1157zX+FExERkQalAF0DpV0MvdWqVSvef/99xo8fz4oVK1ixYgVQ8mW1T58+jBkzhtGjR5fNpA1w5MgRAI9dvr2RmZlZFvQLCwv5+uuvWbVqFQAzZswgODi4VtcFeOWVV1i9ejVdu3Zl3Lhxtb6O1L/x48fz5ptvMnfuXP70pz+RmprKmjVruOeeeyodA79z5042bNjAiBEjyoVnKBlbP23aNIYNG8bixYu5//77AViwYAEWi4W//OUv5X4UatOmDZMnT+aJJ56ov4cUn6rNO3O+6Nu3b4WhCOPGjWPixIl89tln/imUiIiI+IUCdA14s4zV2QYOHMjevXvZsmULGzZs4Msvv2TLli0kJyfApw/lAAAgAElEQVSTnJzMggULWLlyZYXu2LXtap2VlVUW9K1WKzExMdx4441MnDiRm266CSgJ2S+++GKFcydPnkxUVJTH6y5ZsoTJkycTHx/P4sWLy7pyS+PUu3dvunTpwty5c3niiSeYM2cObre7yq6427ZtA0reIU+9LU6cOAHArl27AMjOzubHH3+kTZs2HsfAXnXVVXV/EGkwtXln/M3Te5qUlFTpmOza6tGj4rJmNpuNuLg4MjIyfHovERERadwUoBuAxWKhX79+9OvXDygJ4mvWrOHOO+/k448/5vXXXy9beiohIYH9+/eTlpbmcQKx6rRr167aSXYyMzM9tqYnJSV5DNBLly5l1KhRtGjRgnXr1nHBBRfUuFzS8MaPH8+kSZNYvXo18+bNo3v37lx++eWVHn/q1CkA1qxZw5o1ayo9Ljc3FygJ0EBZd+6zVbZdGq+avjP+5qkeGzBggM8DdGU/LAYEBOByuXx6LxEREWncNImYHxiGwQ033MAzzzwDwNq1a8v2lbbaffLJJ/V2/8TEREzTrPDH05fO9957j1tuuYW4uDg2bNhQq1Av/jF27FiCg4O55557OHz4MBMmTKjy+MjISABeeuklj+9H6Z958+YBEBERAcCxY8c8Xq+y7dJ41fSdgZIfCCtbH9rT3BC+5On9bGzjp0VERKRpUYD2o/DwcKB81/DSL6yzZs2qNoAUFRXVX+GAt99+m9GjR9OyZUs2bNjAhRdeWK/3E9+KiopixIgRpKWlERoayujRo6s8/oorrgBg06ZNXl0/IiKCCy64gMOHD3vs9VA6IZ6cO2r6zgBER0dz7NgxHA5HhX1ffPGF1/cunQtCLboiIiLSmClA16PVq1ezZMkSj18sc3Nzy8YhX3311WXb+/bty/jx4zl16hSDBg1i3759Fc51u9288847jB07tt7KvmDBAsaOHUvbtm3ZuHGjum2fo5555hnef/99kpOTy36wqUyPHj3o168fS5YsKZtt/WzffPMNx48fL/v7HXfcgdvt5rHHHiv3Q9ChQ4c8jrOXxq8m7wxAr169cDqdZT0TSs2fP58tW7Z4fd/SZf8OHjxYswKLiIiINCCNga5Hu3fv5re//S3R0dH069ePCy+8kICAANLS0vjggw/IzMykd+/eTJw4sdx5r776KlarlTfeeIPOnTszYMAALrvsMux2O4cPH2bt2rWkpaUxYsSIein3unXrGDduHG63m4EDB1b4YgwlLVWl47al8Wrbti1t27b1+vi3336ba665ht/85jf885//pHfv3kRFRZGWlsbXX3/Nt99+y7Zt22jRogUAjz76KEuXLuU///kPe/bs4YYbbiArK4t3332Xq6++mqVLl2Kx6He6c0lN35kHH3yQefPmcd999/HJJ5/Qpk0bdu7cydatWxkyZAgrV6706joDBw7EYrHw2GOP8e233xIdHQ3gk5ncn332WebPn+9x36RJk7TkmoiIiHhNAboejRkzhoiICNasWcPOnTvZuHEjubm5REVF0bVrV2655RbuvvtuAgMDy51ns9l4/fXXSUpKYtasWWzatIlPP/0Uh8NBixYt6NGjB88//3y9BejU1FTcbjdApS2R7dq1U4Buglq3bs327dt5+eWXWbx4Mf/+979xuVzEx8dzySWX8OCDD9KlS5ey44ODg1m3bh1/+tOfWLRoES+88ALt27fn8ccfp1+/fixdurRsrLQ0TZdccgkff/wxjz/+OCtWrCAgIIB+/fqxbds2lixZ4nWA7ty5MwsWLOC5557jtddeo7CwEPBNgE5OTq5037BhwxSgRURExGtGVUszbd++3ezevXsDFkdEmorZs2czYcIE3njjDe655x5/F0dERERExGvbt29n2rRp84CJy5cvzy/drr6VIlIn6enpFbYdOnSIp59+moCAAIYMGeKHUomIiIiI+J66cItInQwfPhyHw0H37t2JiooiJSWFlStXkp+fz1/+8hdatWrl7yKKiIiIiPiEArSI1MnYsWN56623WLx4MVlZWYSFhZVNjvfrX//a38UTEREREfEZBWgRqZP777+f+++/39/FEBERERGpdxoDLSIiIiIiIuIFBWgRERERERERLyhAi4iIiIiIiHih2gBd1TrRIiIiIiIiIk1JVRm4ygBtGEZ2cXGxzwskIiIiIiIi0hgVFxfjdruLfvpruTRdXYBeeerUKTVBi4iIiIiIyHnh1KlT5tGjR/cBLqBci3KVAdrtdj999OjR7PT0dLOoqEjduUVERERERKTJMU2ToqIi0tPTzbS0tOLk5ORvgZ3Lly93nXlcletAd+/efff27duv2Lt37z9DQkIGWK1WW72WWkRERERERMQP3G530dGjR/clJyd/c/DgwTzgg7OPMbxtVR46dGgP4EbgAkr6gas5WkRERERERJoSE/gGWLF8+fL9Z+/0OkCXGjp0qB0I9E3ZRERERERERBqNwuXLlzsq21njAC0iIiIiIiJyPqp2HWgRERERERERUYAWERERERER8YoCtIiIiIiIiIgXFKBFREREREREvKAALSIiIiIiIuIFBWgRERERERERLyhAi4iIiIiIiHhBAVpERERERETECwrQIiIiIiIiIl5QgBYRERERERHxggK0iIiIiIiIiBcUoEVERERERES8oAAtIiIiIiIi4gUFaBEREREREREvKECLiIiIiIiIeEEBWkRERERERMQLCtAiIiIiIiIiXlCAFhEREREREfGCArSIiIiIiIiIFwL8XQARafRMfxdARESkgRn+LoCINE5qgRYRERERERHxggK0iIiIiIiIiBcUoEVERERERES8oAAtIiIiIiIi4gUFaBEREREREREvKECLiIiIiIiIeEEBWkRERERERMQLCtAiIiIiIiIiXlCAFhEREREREfGCArSIiIiIiIiIFxSgRURERERERLygAC0iIiIiIiLiBQVoERERERERES8oQIuIiIiIiIh4QQFaRERERERExAsK0CIiIiIiIiJeUIAWERERERER8YICtIiIiIiIiIgXFKBFREREREREvKAALSIiIiIiIuIFBWgRERERERERLyhAi4iIiIiIiHhBAVpERERERETECwrQIiIiIiIiIl5QgBYRERERERHxggK0iIiIiIiIiBcUoEVERERERES8oAAtIiIiIiIi4gUFaBEREREREREvKECLiIiIiIiIeEEBWkRERERERMQLCtAiIiIiIiIiXgjwdwFERESaMrfp5ihHyDFzCCGESCOKcMIxDMPfRRMREZEaUoAWERGpJ5lmBlvcm8k2s8ptt2IhwogikkiijCgijSiizWiCLSF+KqmIiIh4wzBN099lEJHGTZWESC2cNk+x1vUxDhxenxNpRNGadrSnA+FWhWkRP1IXERHxSAFaRKqjSkKkhgrNQla7P6TAzK/V+RYstDUvpJNxKdEBCtIifqAALSIeKUCLSHVUSYjU0GbXRg6ZB+t8HRtBtHdezuX2C7BozLRIQ9I/OBHxSAFaRKqjSkKkBtLNw2xwrfPpNaOdF9DD2p1mNrtPrysilVKAFhGPtIyViIiIj5imyVfuHT6/bkbAfja51/JtfobPry0iIiLeU4AWERHxkYNmKllnzbjtK4XWU3xvW8uqzFTc6j0mIiLiFwrQIiIiPmCaJt+b39brPVxGAVlhW3k74xsyHN7P7i0iIiK+oQAtIiLiA8c4SqaZWe/3MXFhjfia5XmfsTM3p97vJyIiIv+jAC0iIuIDe9y7GvR+gWEH+M7YxnvH09GEoCIiIg1DAVpERKSOss1s0s30Br+vYT+OO/Jznj+8lxyns8HvLyIicr5RgBYREamjveZuv93bbc2hTdxOXjj6Nbvz8vxWDhERkfOBArSIiEgdFJvFHHDv92sZ3EYxF8bvYmXeThYdP64u3SIiIvVEAVpERKQO9ps/4KQxdJ82aRWzn+ygb/lTyn516RYREakHCtAiIiK15Dbd7DX3+LsY5QSHpPOzhO95+MB3fJ6d7e/iiIiINCmGunmJSDVUSYhU4pD7IJvdG/1dDI8spo0vjyYS5Y5nUuvWhFit/i6SyLnE8HcBRKRxUgu0iIhILe0xG3bpqppwGw4uS9hHXMyP3LXnO9ZnZGhstIiISB2pBVpEqqNKQsSD0+Ypkl2r/F0Mr1jNID4/0oaiohh+27o17YOD/V0kkcZOLdAi4pECtIhUR5WEiAfbXFtIMQ9UeUyMM5ILsxMILQrEYXFxMjiHlJCjFAQUN1Apy3MXN2f5wVi6h7RgQkICUTabX8ohcg5QgBYRjxSgRaQ6qiREzlJg5rPctRQ3bo/7Q80Q+h29hKgTJsZZn7Mm4Ag2yAwr5lhoNimhx8kNKGiAUpcwsJCV25IPD0UwskUrbmnenECLRnSJnEUBWkQ8UoAWkeqokhA5yzfunXzr/sbjvpbOOK460B5rvnetzCbgDDLICnWSHp7JD2HpFFkdPiytZxYzkJTTrfi/ExFMbNWagVFRGIYyg8hP9I9BRDxSgBaR6qiSEDmDy3SxzL2EIrOowr6Wrnj6/ZCIpbD2XbRNA/LC4XBUFt9FHKz3MG11h/HZkXiyC6P5bevWdA4Nrdf7iZwjFKBFxCMFaBGpjioJkTPsd//I/7m3VdgeTRQ3/HgJltxCn93LtEBWpMme2KPsDzlSv1/pHbF8eKgZF9ia8UCrVrQIDKzHm4k0egrQIuKRArSIVEeVhMhPTNNktfsDMs3Mctvthp3B6b2xH8+tt3sXBxmkNs/m68gDFFud9XafgvwEVhyKZlB0PGPj4rR+tJyvFKBFxCMFaBGpjioJkZ8cNY+wzvVJuW0WLPwi5yqi9tdfeD6T22pwMsbB17GpnLBn1cs9DKwcy2zNJ0cjSIpryc3NmmHV+Gg5v+iFFxGPFKBFpDqqJER+st61liNmerltfRy9aLfHDS7PM3LXFxPIi4C9zU6wJ+xQvXzdt5pB7D7Zim9PhzOlbTu6hYf7/iYijZMCtIh4pAAtItVRJSECZJoZrHJ9UG5bJzpx+Q+xkNdwy1B54rAbpDXLY2fU/npZY9riCufw6Q48nPAzn19bpJFSgBYRjxSgRaQ6qiREgG2uLaSYB8r+nmC0pP/hzhgnMvxYqvLcFsiIdvFd7GEOB5/06bWbGc243jrIp9cUacQUoEXEowB/F0BERKSxyzFzSDVTyv4eYUTQN+syjBPH/FcoDyxuiD1l5epTbSkObseR6Hx2R6ZxOjDHB1dXnhAREVGAFhERqcb35reYP3XGCDQC6V/cF9vBE34uVdUCC0zaFQTTNv1CHMEGp8OLOByWQWrI8XpfW1pERKSpUoAWERGpQq6ZwwH3fgAMDPrSj7CUrAafNKy2DErCdHxBIPHH4+hmxOEIMsgOdXAiJI9DoSc4ZctWA7OIiIgXFKBFRESq8L35fVnrcw9LL+IPmZBf6OdS1Z5hlgTqZgUBNCOSzkTiCjDID3VzOrSQ9JDTHA4+icPi8ndRRUREGh0FaBERkUo4TQcH3SkAXGzpTMfTzeFketUnnYOsTpPwLIPwrGDa0QrTaEVRcGkrdQ5pISch0N+lFBER8T/Nwi0i1VElIeetz9yf8qP7B1oarbi68AqMvSngPg//SdgCKG7fgsDwKH+XRKShaFCDiHikFmgREREP0s3D/Oj+gSgjij7uKzEOpJ1/4dlqgbhYaBFLoNXi79KIiIj4nQK0iIjIWVymix3uLwDoafTClnocior9XKoGZADNoiGhOdj0VUFERKSUPhVFRETOssv8nhyzZO1k+7E8yCrwc4kaUGQYtIqDYLu/SyIiItLoKECLiIicIdvM4jv3NwCEFdgIOJoJnAdhMtheEpwjw/xdEhERkUZLAVpEROQnbtPNp+5tuHETVmCj1w/xON3FNOkAHWCFli2gWRQYmjdJRESkKgrQIiIiP9llfs8p8ySBDgvdDsQR4LLgwIFpNMEpeS0GtIiB+GZgtfq7NCIiIucEBWgREREgwzzNt+6vsbgNuqXEEVwcgPnT/zlxYMPm7yL6TnQEtGoBdi3uLCIiUhMK0CIict5zmk62urfgNt1cf+hSYvMDMQ0opIACswBHUwnQocHQOg7CQvxdEhERkXOSArSIiJz3dppfkm1mMeDYz2iWWdIqawAhhOAyXDhw+LeAdRVgLWlxjtU4ZxERkbpQgBYRkfNaunmYve499Dh9IfHHKnZpDiGULDMTl+HGisUPJayj6AhoE6/1nEVERHxAn6YiInLeKjIL+T/3Ni7KaU3HtHCPE4VZsRBkBOHAgfVcmo07wFoSnGMi/V0SERGRJkMBWkREzkumafKZ+/+IzQ/j8pQ4DNOs9Ngggsgnn3NmOavwUEhsCYFNYNy2iIhII6IALSIi56UD5o/kFmdww4GLsbgrD88AFiwYGJg08uWsDCChecnSVBrrLCIi4nMK0CIict7JMXP43vE1N+zvjNVRdXguFUhg417OyhZQ0uocEebvkoiIiDRZCtAiInJecZtuPndu45rUzgQWeheeAQKwUURh4wzQYSHQvpW6bIuIiNQzBWgRETmvfOvayeWHEgjJ8T48Q0nvaKMxduCOiy1ZokpdtkVEROqdArSIiJw30s3DND9iEp1hrdX5Fiy4aCTLWQVYoV1LiAr3d0lERETOGwrQIiJyXsgys3AfOUir47Vf1ikAG8UUY6XietENKjS4pMu23c/lEBEROc8oQIuISJOX786jKP0LWh1LqFMn7EbRSbp5NLSOA0sjaAUXERE5zyhAi4hIk1bgysaZsooWWT/zyfUM8M9yVlYLtE2AmNq3oIuIiEjdGKZZs0lUROS8o0pCzlmFBakYe/+D3T0E3L6JvG7cuHBja8jfoIOD4IJWEGRvuHuKnN8aRYcTEWl81AItIiJNjul24Tq8jMDUD7GETfZZeIaSicScOH12vSoZQItYaNlcXbZFREQaAQVoERFpOkwTTmyBH2YSUJgNsU+D8xwNnpFh0CoOgtXqLCIi0lgoQIuISINymSafZGRwrLiYnuHhXBwSglHXNYxNNxxbDz++CTl7MAKaQfNnwVk/H3MWLLhxY/H1cla2gJJlqZpHl3TbFhERkUZFAVpERBpMrtPJQz/8wM7c3LJtF4aEMDQ2lhtjYoiy2Wp2QbcLjq6B/XMhd3/JNmsUtJgBjvpb4slKAA4cBNYlQAcGlITkIHtJK3NIMAQFQl1/TBAREZF6o0nERKQ6qiTEJ9ymyYP79vF/2dke9wcYBldHRXFzs2ZcERGBtYog6XYWYRxZjXFgPuQf+t8OSxjEPweOEB+XvqJiHATiReA3KAnKocEl/xtsLwnNAdZ6L6OI1Jp+yRIRjxSgRaQ6qiTEJ949fpy/HTwIgM0w6BEcQoBhcNLp5JjTyWnX/ybmah4YyPXR0fQKD6d9cDChFgu5LhfWvENEn/wYe/pyjKIT5W9gBEHCP8AR1iDP48BBADbP37INICIMoiNKxjIHqMOXyDlGAVpEPFKAFpHqqJKQOst2Orn522/JcTrpYLczzB5M14INRDqP4jZsOI1AXEYgRYaNAoudfALINy0YZhERriziHWnEF+zBXni4ksBq+yk8N9wayW5M3LgIOHM0lNVSMn65eQwE1rA7uog0JgrQIuKRfhIXEZF695/jx8lxOokNsDHcHs6Np14gPGuLj65uhYS/N2h4BrBg4Cr9fcligRYxEBerrtkiIiJNmAK0iIjUqyK3m/8cPw7AXdEx9M5c68PwbIGWfwVHjI+uV0OGUdLaHN+sZAZtERERadL0aS8iIvUq+fRpsp1Oro6IJKrQSevj83138ZYzwNHCd9fzlgHERlEQb8cdGIbd0MepiIjI+UCf+CIiUq+WnTwJwIDgUC47uRqrK8c3F054GhwtfXOtmoiOgJbNIchOuGlyipPYad7w5RAREZEGpwAtIiL15lBhITtzc+kbEUFAgYVmmSt8c+GEP4GznW+u5a2o8JLgHBxUtskwDAxTcw2JiIicLxSgRUSk3qzJyADg6uBQ2mbvx1Z0qJozvJDwJDg71v063goPhVYtStZx9sDAwDRNjCrWrRYREZGmweLvAoiISNP1cUYGcbZAIkwrCbkb6n7BhKngvLDu16mJFjGVhmeACCLIwUfd0kVERKRRU4AWEZF6cbioiL35+dwYFYVZYCWyTgHaAi3/As4LfFY+rx06Ck5XpbsDDBsuKt8vIiIiTYcCtIiI1IsNmZkAdAiwEV98iADHydpdyAiClv8ARysflq4Gih1w8AiYZqWHGKj7toiIyPlAAVpEROrF+sxMOgQFEYRBTMHntbuIrQUkvOi/dZ5LZWTDqcxKd9uw4TAdDVggERER8QcFaBER8bksp5OvcnO5OjwCV0EgsUWf1fwiwV2g2bPgCPF9AWvj0FEoKPK4K9QIpYCCBi6QiIiINDQFaBER8bnNWVm4TZOOtkDsDjdB+d/X7AIxv4aI34GzES0W4TbhQBq43f4uiYiIiPiJArSIiPjc+sxMmtlsBJnQrGg3htfdmw2I/wNYh4G7EY4rLiiCtGMed5UuZyUiIiJNlwK0iIj4VJHbzbasLPpEROByGYQXfuXdidYoaPkSuC6t3wLW1YkMyMyusDmEEPLJ90OBREREpKEoQIuIiE99lp1NodvNz4OCochOtPO76k8K7gIt/gGOqPovoC+kHimZnfsMVsOKiVqgRUREmjIFaBER8akNmZlYDYNYLNjdFoLzd1V9QsyIxjfeuTpOF6SkV1jaqhF2OhcREREfOoe+rYiISGPnNk02ZmXRNSyMYpeLqMJDWNy5lZ8QPwVcl4CHebncpoVcM5T8IhuOIgO3GwwLBAaaBNudhFlysRp+nNArJw+OnYL4ZmWbArFTZBZhN+z+K5eIiIjUGwVoERHxmW/z8jjtcHBb8+ZYXAahBVW0PrecDo7ECpuLsZFREE6RM4CgWDvBza2EBlhwO90U5bjIP15E5nEwLFGERhlEhBYTZs3F4o/u0+knIDwUQoMBsBk28k2NgxYREWmqFKBFRMRn1mdmAnCRzU5RgZUWlj2eD4wZUSE8F5jBZDtCsYQHEXVRCPbwyj6iwinKcnB6bx7ZhwrJPW3DYo0mLNogPKSIUCMPi9FAYdo04cBh6NwerNaGuaeIiIj4jQK0iIj4zIbMTOIDA3E7nQQTRFDB3ooHWYLBPgScYAJ5ZhjF9jACY4NpER+EYal+JLE90kZCzyiaXeLk1J48slILyD5pkk0gVlsg4dEQGVxAEAUY9T0wuagYDh2DxJYlZVM3bhERkSZLAVpERHwipaCA1MJChjdvTmaRg9A8J8GFP1Q8sPk4cFooDAjFGRlDUHwIYUG1a721hQYQ3y2S2E5hnN6bR1ZKPi4HZB6HTIIJCgshOtpBhCUHoz5bpU9lQkQoxERiNaw4zOL6u5eIiIj4jQK0iIj4xIasLAB6hIZhLXJgKzqIYRaddZQFLD1x2MKwXdiKILtvuj3bQqzEdY0gtlMop/flkbm/ALfTpDDX5EhuACeDYoht5iQyIKv+Zso+eKRkLLQ9ECsBuEwXVkPdukVERJoSLWMlIiI+sSEzE5vFQrzFShh2olw/VjwoZihutw1L+3isPgrPZwoIstKiSwTtb2hGeMv/daF2FJocTbNy4FgsOe6ws1ef8g2XG/angduNzbDhxFkPNxERERF/UoAWEZE6O+1w8E1eHt3DwjhRUEhxfiAJAR4CdMhAzOaxWEMD67U8tmArLa+IIv7yCIwzPumKC0wOHwwkLSuWIuphjHJ+Ydn60BYsuE0/LrMlIiIiPqcALSIidbYxMxPTNOkTEUFGYREBpoXA/H3lD7LF4HY1w4iLbpAyGYZB1AUhtO4TjeWsxu68TJOU1BCOF8bg8vVHYUY2HDqKjQBcuHx7bREREfErBWgREamz0vHPPw8OISLQRmaOk5DisyYQi74ZoqOw2Bp2XHBonJ3WfWMqhGjTNDh9FA6kR5HlivBtt+4TGXDwCFbTgstUiBYREWkqFKBFRKRO8l0u/i87mzZBQeBy0zwoCHfhCazOzHLHmYHdoFmUX8oY0jyQhJ5RHpe0chbDkUMBHMyIpcAM8t1NT2Zi+eEQFDsw62XQtYiIiDQ0BWgREamTT7OzKXa76RMRweG8fMwiO61tZ41/tgRBYAKWEP+tjRzeKohml4RVur8g2+TgwWCO5sfgxEet5Dn5WHelwJGTmA5NKiYiInKuU4AWEZE62ZBZ0tLcJyKCkwVF5OZYibOcFaCjroPICD+UrryYi0MJS6g8xJumQeZxOJAWyWlHJG5fLHrlcmMcOQHf7oMfDsHJTHAqTIuIiJyLFKBFRKTWnG43m7KysFsstA2wERMUiMsNgYXlJxAzg3tDVLifSvk/hmGQ0D2SgOCqP/5cTjh+2MqPh6PJdoX7ZHy04TYhKwdS0+HrvbA3BY6dgqLiul9cREREGoQCtIiI1NqO3FyynU56hodzoqCI+JBgMnKdhBaf1QIdnIhht/mnkGex2i0k9Ij06liXA9IP2TiYEUu+Gey7QphATj6kHYNvf4Dv90P6CSgo8t09RERExOcUoEVEpNY+zsgA4KrISNLz8omwBOEqyiawOO1/B9lbQkgzP5XQs9AWdmIuDPH6+IJsk4OpQaRlxVKIDycaK7tBIRw5Ad//WBKmj50CjZkWERFpdAL8XQARETk3uUyTtT8F6F7h4azLSCc7y0qHkBTIP+PAiAEQEeqPIlap2aXh5B0rpijb26BqkJthkpsRTHhsKM3DcwjEd92vHQSQ7wqhONOK+7QDw3KSwMhAQhJCCIy243EKcREREfl/9u48TrK7rvf/63POqb2qt5np2TP7ZJLJMlkIIQmQCEIQckVZBBVFH9yrolf9KV78iQ/F+xDhpz8RL+hF7w8uouAVRBYVCLKEHRLCkmTIMpmtZ+npfe9az/n+/jjVMz2dnume7uqp7p73k8fhVGk/LyUAACAASURBVJ0659S36mSq+l3f7bJSgBYRkQV5cHSU4VqNnZkMFkZ0pFL0DEVcZ+c333bp/ZBdglrbRfJ8Y+NtrRz/4gAuupQjjbEBx/hgnpZ1sDY7RoLqgsoQOY/RKM/ISILiaAQzBy3rrsATZdJtCdp3Z2nZksF8BWkREZFmUYAWEZEF+feBAQDubG3l1MQkG7Jp+gYhVTx/ADHy2zBvefYYSrcmWLe/QO+jY5d8rHMw0gujXoG2dY41mVECwnkdVyTLSDHN2ABEIcSdoi8UjI3ScI3u74zSd3Cc9l1Z2nZk8ZPL8z0VERFZzRSgRUTkko3VanypPn3VnS0tdPUPc8u6Do4Ua+Sq02qgE+2Q7WxSKeenfU+WiZ4yE70La47tIhjqMUb8VtrWQWt6gqQrP6PFdZUEo5UcI0M+leLChvWuFSP6Hhtn4IkJWrdn6NidJZHTV7mIiMjlom9dERG5ZJ8ZHKQcReR9n6vTaR4pV3ClFF40QqZy9NyOLXdAtoGjVy8BM2PDra0c+3w/YWXh81VFIQyegUFyJNJ5UhnwfIgiqJSgMjnVRHvxc2JFNcfQ05MMH56ksDlN+54smY7kos8rIiIiF6cALSIil8Q5xz/39QHwnNZWeotl2tNJuvpCtudOYRPnanJdej9kUs0q6rwlMj7rD7Rw+sGRhpyvWnJUSzO3Nr7vsnMwerLE6MkSmTUJ2ndlKWxOY576SYuIiCwFBWgREbkkD46NcaRYBOC5ra2cnpxkYzbDqZ6Im5Mz5n9exv2fZ2rZmmH8TJnRrmck3xWhOFClODBCkB6jbUeG1h1ZEhm/2cUSERFZVVbGXzUiIrJs/Gt/PxA3fb69UODURJEN2QzOOZIzBhCz/LZmFHHB1t/YQiKzsr8aa6WI/scnOPKZPk5+Y4jx0yVctPhm4yIiIqIaaBFZxXoqFR4aHeVUpYJzjk2pFLcWCmxKLf8mxcvVYLXKV0biZs7X5XJ4DiaqNVr9NNVakXz49LmdMzshmW9SSRfGT3psuKWVE18banZRFs05GO8uM95dJkh7tFyVoXVbhlSLvvpFREQWSt+iIrLqPDI+zvu6u/n6yOz9WZ/V0sKvbNrEDfmVFe6azTnHHx07xmQYT9V0V336qrZkgu4BR2A1CrVpTbjzz4Lc8pv/eS659Snad2UZOjzZ7KI0TK0UMfjUBINPTZDpSNC6LUNhaxo/sbJr20VERC43BWgRWRWcc3xnbIz3dXfznbGLz+n70OgoD42O8mNr1vDrmzezNqnRi+fj04OD5/0ocVdrK0f7h1mfzXD4VJWt+UG88dFzB+R2Q7Ayv2bW7c8zfqZMdWLueZ1XmuJgleJgld5HRilsTtOyLUN2XRKbOe+WiIiIPMPK/MtGRKTOOcc3Rkd5X3c3j4yPX9Kxnx4Y4IHhYf7zxo28prOTxAoZ7KoZeisV/vzEibP31yWT7Eil+OZkkedu7OTIRMTewvn9n8mtrP7P03kJj423tHDiq0O4Vdp9OAphpKvESFeJIO2R35QivzFNdm0SL1CYFhERmY0CtIisSM45vjw8zPvOnOHxiYkFn2cyDPnLkyf5RH8/v7N1K7e3tjawlKtDOYp485EjjNZqZ7fd1drK6ckioXOsz6RxrkyqND1Ae5C76vIXtoGy61Ksu65A76MXb9GwGtRKEcNHigwfKWIepNsTZNYkSLclSLUmSOZ9TY0lIiKCArSIrEBPTk7yjq4uHr3EGueLOV4q8WuHDnF3Wxu/tXWrBhqrmwhDfufw4We813e1tnJsbIKWZILJokc+DbnStP7Pud2QyFzm0jZe+54sI8eLlEdrc++8Srhoakqs6tlt5kGyEJBqqS+t8TrI+mr6LSIiVxQFaBFZMSLn+MCZM7z39GmiJWpX+8DwMN8YHeW1nZ28fsMGCiu0D28jdJVKvOnw4bNzPk9JeB435/J8vGeQHS05nu6u4RPS7qYH6Fsgu/IGEJvJzFh7bZ5T3xpudlGaykVQHqlRHjn/hwQvMJJ5n0TOJ5H1CdI+fsrDTxhewsN8MN/wPMOC+tq3ePscwdtFjih0uNDhQoiiqdsOFzlcBDjAwDzDvLg8XiJ+fgtM4X6JhFHIRHWCyeokE5UJJqoTc64nq5OUaiXCKB5XwDOPVJAiE2QopAq0pdtoT7fH60y8nloyQUbXUkSWjSv3L0MRWVEmw5C3HD3KV4eXPshUooi/O3OGf+nv57WdnfxUZyetV1iQ/trwMG85epSJ8JmDaN2Sz9NfLFGNIjZmM3zzqSrbW8cIhrvP7ZTfDb5/GUu8dOK+wSnGu8vNLsqyE9UcpeEapeH519A75xhNDNKTOEWvnWHQ9TMSDTNeG6MSlQldiOGRIEHKS5GwJCk7fx3/L0XK0qRdhhRpMi5LJsqRieK17/n4yXqYT3rn364HbM+PFzzDDDCm/m9eryO0GmVKlKIiJYpUXJlSVKLiKpSjEuWwQs1VqYQValGNalSN12GValQ9u56+7WK3QxcSRiGRi4hctKBrNl8Oh3OOyEWELqQaxq+jHJaphtW5T9BAST9Je6b9XMCeEbTvuuouOnOdl7VMInLlurL+IhSRFWmwWuW/HjrEk5OXd1qhsVqNvz19mr87c4YfW7OGn1i7lmuy2VVdExI5x/u7u/mb7m7cBWr5by0UODwa9wvekM0wXirRmj96/k75HUtd1MvGzFh/YwuTff1EtVU6otgSKfrjnA66OEUXJ8PjdJWPc2ziKOPVpe9XnkvkKSQKFIICeb9AIWgh7+XJeXnSliFJCt98DIvDMCFVKpRcibIrUXLFOBhHRYpRiXJYohgWKYaTFMMSxdokoVt9o7QvR5WwQs94Dz3jPbM+/hcv/gsFaBG5bBSgRWRZG6xW+S9PPsmxUqlpZShHER/v6+PjfX1sT6d5QXs7d7e1sW+VhemJMOQPjx7lgTlq+bckk3T1DpFPBAQuIPAhVX763A7mQ3ZlDyA2UyLns2Zfjr7HGtfvfjVxzjGSGKDLP8xxd4Qj5UMcnTxCf6m/aWWaqI4zUR3nDN3nbQ+8gHwyTzaRJR2kSQUpEl6CwAuwqdrnqdro+sD8CXwS5MiTu+hzOuIfWKZqiKdqjWtR7Wxt8lRN9PRa6KWuTV6NEn7ibE10a1qDP4rI5aMALSLL1mitxhufeqqp4XmmY6US7+vu5n3d3XQmk9zd1sbdbW3cnM8TrOBpsI6XSvz200/P670eL5ZxxLXPR3trbGrzyI9P7/98NSRW3yBsHbtzjBwvUhlTrWNEyKnkMQ7ZD3my8kMeHz/IeG2cdbl1tKfbacm1cFPbTaSCFCk/RSpIxWG1fntqHXjB2eDqqDcXjsKzTYXLtTLlsEypVoq31e9PNYl2zuGZR+AFJP0k2USWfDJPIVWgJdVCS6qF1lRrvE63UkgWSAfpZffD11TYvlgz7tmacE8F9qXinDv7nLWodva6FKvFuP/zbH2ep90er4xTrs2v60M+mT/XLDt1fj/o9nT7eU2429JtZBOr6wdMEVk5FKBFZFmqRBFvOnyYp2cMYLWc9FYqfKS3l4/09lIIAp7b2srz29p4TksL2RXU//eLQ0O89dgxJmfp7zyb0xOTpICN2QxPHKqS9ELWMq0GOn8zZFZfgDbfWH8gnhv6SlOlwonUEZ7mcQa8XsqJEptaNrKrfRfPa3sOmwubaUu3KdAskGceST9J0k82uygNN33Asek/fPieT9JPnh1ELPD0J6mIrAz6tBKRZSdyjrceO8Z3x1bO/LtjtRqfHhjg0wMDBGbcmM9zW0sLN+fz7M/lSC7D2umhapV3nTzJvw8MzPuYVoyRUoXOZJIN2Qz/dqbIzVsrpMrHzu2U3wXL8PU2Qq4zRWFLmrGTy6dVxFKoWZX+zGmqhRLVXJFapsq2tqt4XsfryCfzzS6erCC+559tDSAishooQIvIsvPXp07xucHBZhdjwWrO8fDYGA/XfwAIzNidybAvm2VXJsOuTIYd6TRrE4mm1NgNVqv8c18fH+7pYXyetc4APrAPn1IUkQ18Mp5PuerI1o6DmzYKc25n4wu9jHReX2Ciu0S0ylpyR0GNYF1EstPD7zCubX8Wnq3OH0JEREQWSgFaRJaVf+nr4wNnzjS7GA1Vc44nJid5YsYo4oUgYEc6zc50mp2ZzNn1ugYF69A5hms1hqpV+qpVni4WeWhsjAdHR6ktYB7t7fikMYpRxPpMhmN9IZs7fNKlQ+d2sgTkti667MtZIuvTcXWe/h+u/AHFzIPchiT5rSly61MkEvqzQERE5GL0TSkiy8bXR0Z4R1dXs4tx2YzVajwyPs4j4+cHsZzvs7NeS70llaIzkaAtCMj6PoEZoXMUo4jRWo2h+jI8dbtaZbB+f7Q2/7l559KBsaU+JHHoHIlkwMFjVbas8cj3TxtArLAPgkTDnne56tgbDyhWnViZ1dDptoDWbRlatmbwU6plFhERmS8FaBFZFp6YmOB3jxwhWkDN6GozEYY8Oj7Oo+PLo4Zzi+ez03lMH/C3N6rxxIkqd+71WO8fOfdA/mZIr74BxGbyfKPz+gKnvnXxKb+WEz9ptGzN0Lo9Q7pt9f/IISIishQUoEWk6brLZX7j6acpXkJ/XFl6e1MpXpjJE1VrhA5Ol8uMhyFV4OBYiZ7BJJVKjez0OaBzq3cAsZnym1LkOpNM9FaaXZQLMoNsZ5LW7VnyG1N4vkbJFhERWQwFaBFpqrFajd94+mkGqtVmF0XqtiVT3JvN41VDXDXEMAKDLakUXeUyx8MqXccrPHuNT7LShYUT5w4u7G5ewS8zM6PzxhaOfaEfFzW7NOcLMh5t2zO0bs+SyK6cKdVERESWOwVoEWmaShTxO4cPc2QZz/V8JdkYJHhpvoVENYTqM1sDeGZsSaU4XArpPgVbd3kki9MGEPPTkNl0GUvcfKmWgPZdWQYPTc6982WQXZugfVeO/KYU5qm2WUREpNEUoEWkKZxz/PHx43xnBc313CwbggS7Uik6PJ9kfXTuknP0hzVOVqucqi6uCfFaP+C+QguZaoSbJThPF5hxdTbH4f4EpWsqdEwfgbtwLQRX3tfKmmvyjJ4oUSs1pxraPGjZmqZ9d059m0VERJbYlfeXjogsC+89fZpPDww0uxjLkm/G7dkc1yZSpCNHLawHs/PymXGVJbg5mcBSWXzPI/KMIjAShfSFISdrFboqlVmnrEqbx7OyWa5JpAhqIa4aMd/h27YWW6FW5PHhUV6dfAqmBvvO3XhFDCA2k5/wWLc/T/fDo5f3eZNG244s7buyBBk10xYREbkcFKBF5LL7ZH8/7+vubnYxlpXAjOdkc1yTSJGoRfFo5NWQ+UxE5RxxyA4hBXQCnfjsDzIQZAh8D2eGq7fo9aaH8mo47+A8ZeiMRyZjHOwZo7D+qXMPFPbEo1ZdgVq2ZRg6MklpqHFTh11IIufTsTtL6/YMXnBlDNgmIiKyXChAi8hl9eDoKG87frzZxVgWAjPuzObZl0iSCCPCKA7NjW4IfDYs1y3m/M7BEydr7NuQ4OjAYVg3rf96YdcizryymRnrD7TQ9cAgSzUTW6YjQceeHPnNKewK/aFCRESk2RSgReSyemhsbFnP9Zw2jxszGbYHSVo9jyRg9eI6i1srj7mIM2GNo5UKR6sV3CW8nkQ9NF+dSBJMq2leKRN4nT7j0zca8rK9WWzoCaqRI+kZ+FnIbGx28Zoq05GkbWeWocONG1DMPChsStO+O0tmTbJh5xUREZGFUYAWkStawfM5kMmwM5Gk4IywVo+yoYPwmcHWgBagBZ+9iQyWzOD7PmWDYRfRXavSXasyVIubRhd8nw1BwJYgQafn400Lzcts5qM5hSE8+sMENeeISlWe13aYYhSS9AJo2Q+e+uGu259noqdMZXxxP4kk8z6t2zK0bsuof7OIiMgyogAtIleUjHncls2xM5Eg74zaVGCuRguqBXYOarUQH1gDrCHguiB45qdrCIQrLzRPd/hYQLEUNx1+8swob2w/TDGKaAUoHICUaki9hMem29voemCQqHZpLS2CtEdhc5qWrWnSHQk10xYREVmGFKBFZNVLmsc9uTy7gsS5QbOq0bwG6JLYZNF48lA8RVI2E3H62CE2rR3hTKX+k0B+9xU7gNhM6dYEW+5o4+Q3hucM0cm8T35TmsKmlEKziIjICqAALSKX1aX0F16sbckUP5LJkYscYeTmnONYZlerwYMPJ5mqrDersC/3CGnfo4YjcuAVdje3kMtMdl2KbXd30P3wyDNG5k63BxQ2pclvSpMs+ArNIiIiK4gCtIhcVrcl0yTb1vDdconvFCeW5Dn2pdLcnclh1RBqC2uaLTFXTPH4Y2kqExGehUTOMTJW5ua1jxI5R9bzmPByFNIbml3UZSfVmmDbPWsoDlQpj1TxEh7ZdUkS6tMsIiKyYilAi8hl5WH41ZBneQme09JBvzkemBinu1Zd9LmvT2d4bjpLVK3F4VkWrpSg+3iep0/GLQYygU/K9xmtVBgdGWX/1kepRkbO9zmd3sPVnmpRZ2NmZNcmya5V/3AREZHVQAFaRC6rVOsg3lBEFPnUwog24OWpHF7e58lalQcmxqhdYjPvW7I5bk+mCas1XDXEUJhbsHJA34k8Tx4Hx/nXwTNIOY+t4Q9IBzWqoU82CDga7ObqZKJJBRYRERG5fBSgReSyihLjrNvWS8/RnTAt6EbVkD14XJ1vo+h7fLM4wePl0kXPdXs2x62JNLVajUjBeXGqPoMnC/zwaDyy+IU8dWKY13U+RhAY1ciRN+NwsFUDiImIiMgVQQFaRC67saCPDVel6e7a9IzQG0WOVBTy/CDFC9M5Bog4UasyUKthZqzzA7YGCdqIp6AKawrOi1IJGDqd54ljnB0k7EKGxsqcGShyYO9TeB6EzhHiqBX20l+psDapZsoiIiKyuilAi8hltd428jg/ZDR1gg0bU/R0r511P6sH5FaglQCCaR9XNU1BtSiRURvL0tud5Mhpd9Ea57OHRI4njw9zoPUxNqdPk/Z9irWQUrCG7a1beGxigrsVoEVERGSVU4AWkctqg23gNu/ZfDv6FmP5p1m7Nkl/f0uzi7VquQisGhCVkxQnAoaGfE72QbXmgPn1NXfO8cTxIcYnJvmVA3+Pc5A0nyIhA8k9XFvI8dnRUe5ub1/aFyMiIiLSZArQInLZ7fR2M84EB6NHKbY/QVv1OoZHss0u1orlIoNKgqgcUCn5FIs+4xPGyDiMTMysYZ47NDvnSAeOVBDhohqHTk3QM1jkpRu+wLbsSTwvoFyFhGf0Bru5KZfjaG/vkr0+ERERkeVCAVpEmuJ6u4EJG+eYO0rU+Ti56vVMTKoJ8EwuAkIfaj5RLSCseFTKPsVJY3wyDsljxdlC8fxqlxOeI50IMRdSLtcYmajQO1yhVInO2+/W9d284aqPAPF4YZOViJacT39yO8OVKoEZkXN4GkxMREREVjEFaBFpCjPjNu92JqNJel0PqU1PUD1+LZXq6vtYcmFcQ+yqAbWahwuNMDTCmlGrGbUaVGpGtQrVGlSqUK5CuermGNhrfiE55VXZUehhS66ftclBCsEoKcYhLOGiiNAZ1ShBOUpSChOUwoBSLUmxlqRYS1AZO8XdmQ+T88txeRwUK461BZ+x1HZOTxbZnclwpFhkd1YtCURERGT1MneJ862KyBVnST8kKq7C56P7GXEjZKM2Bo/uJYq8pXzKJeUcUEpRHEkxPOzTNwSjk0v/OduamGBXSw9X5c6wMdVNZ+I0bZwmF50kUevHFnEZnYOh8Ro9w1UAfN8nEXh0dG7jwb3vJgoC2tvynC6Xefm6dY16SSIizaTmNCIyq9VX1SMiK0rSkjzf+xH+I/osk94w67Ydo+foDlbU3y6REY5nGO5PcrzbmChNhdVzodW5iIxfJeFHs59jFoYj8CLSfoVCskRrYpy1yRHWpAZZk+hnjd9NK6fJhqfxw+Fz75gDKo16cXGT7Y5CQOSgb6SKZ/HrOlHZz6aWAg/1D3LHpk4+PzTEyxv3tCIiIiLLjgK0iDRdznI837uHz4efYyzoZcPWFN0nnjlH9HLiah7V0SwDfQm6zkClFofKVBCyr72Hm9sOsj11iHV2jGzUTSIcxGvk5FthfbmM1hQCJkohpUqE7/s8PrqHF+azhH0DTFaqVNWiSURERFY5BWgRWRbarYM7/efylfABRtMn2LAhTc+ZNc0u1nlcaFSHc5w5k+BEjyOMHJlESMarcMvaQ9zW+iB7gm+RC0/E0f9S8rLfAqntkNwKyXWQaoF0GyRbIFmAIA1+ADhwFagVoTYClaEZy3B9PQjVURrZAt8MNq1JcqS7RODB05M7ePaYRz4RcHqySMH3mQxDsr7fsOcUERERWU4UoEVk2dhkm7nVu42Hom8zVjjE2mqS/oFCs4tFFBrFnhYeP+zhooiEVyIdTXBj62Pctfa77AkeJBkNxjvPWitskN4J6b2Q2AL+WvDawM9DMheH5VQOMilIpyARxGl18QWH6ghUh6HUC2OHYeBBGPg2uIXVhid8I5/2cWacCXfyg+NVNm/OcnpikusLOQ5OTPCsFs3rLSIiIquTBhETkblc9g+JH0Tf44fRQQyPRG9z54iujeR47GACC6sMjoxy59rvce+mB7mKh/BdcfaD/AK03APpA2CbIMpCOgOZ9LmQnElB4DcmKF+qyhB0fQyO/QPUxi/58LHJkENju3l/5b10tvm87sUBD5w+w73bt/DZoSF+YePGJSi0iMhltXz7EIlIU6kGWkSWnRvsABM2wXF3jLDzIK3uOkZGM5e1DC4y+o+0crK7Rv9AL6/Z+VXu3fFJ0mHv7D8ppLZB649BcB2ELZDLQksO8lnIpsFbRiOLJ9th9xvgqlfCk/8DTn3qkg7PZ3yO9Gxj/44E3366Qs5yOAdRGDFUa2A/bxEREZFlRgFaRJYdM+PZ3nMoRpP0ul5Y/xjttp+hy1QT7coJnng0x/joBNu87/OOWz9APjzxzObZ2Ruh8CLw94DLQUse2gpxcF4J/YCTbXD9H0Dnc+HRt0JtYl6HmUHrhusYT8TTWj3eFbI2l6J7oohvhnMOa0bNuoiIiMgSUxNuEZlL0z4kylGZz4efZ9SGMDwyQ/vo71/a/rVuMs1jP0jR29vLm677GDf5nzq/lXXhDsj/KLANvEwcmFsLUMg2pzl2o0x0wffeBONH5rFziqM73sNHHunk6GCaa7cmuPNZVU5NFKnmUtzR0sLGVGrJiywisoRW8Ae6iCylZdSmUETkfCkvxd12D4WwDUfEZPsP2bDlDDD/uZQvRW0ozw++m2By4DB/dcvbuTmoh2cvC52/DBvfB+2/Aetuhz174brdsHVDXOO8ksMzQO4quP0DsP5H5t7XS7J993WcGaqw/6okB09U6Uxn6C+W2J/J8NjE/GqyRURERFYaBWgRWdZyQZZ7vBdQKG8AYDRzjLU7nyKXrTTsOZyDyTMtHDzoyE0+yrsPvJX28AmwNKz/TdjwXljzUti9F67ZCZvWxf2aV3poninIwoF3wJ43ctHKl/xOzE+wY32aTW2OctUxNOjje0baQVe5fNmKLCIiInI5KUCLyLKXS2R4YeJu1gzvw0Uw6Q/D5u+xYfMZfH/WeaPmzUUwdKyNQ4eq7OCbvG3fH5EK+6H9lbDpvbDhxXDt1bBtI+Qyqy80z2Qe7PpFuOVdEMw2hVgGWq8G4LnXtTA2EYflR4/X2JjN0DNZUrtHERERWbUUoEVkRUgnA17QfjPbe+8hHFyDwzGaPUZ+5w/oXD/IQpp1u8g4+UQbR45O8tzCZ/jNre/AT6yBzX8JW34RrrkGNq6Lp5u60qy7E57zQcjvnLYxACqQ3wbA9duzHO8psaHN5/vHKmzKZjg9MUna86hFS9PMXkRERKSZFKBFZMXwfY87tmzmzugeqt+7ndKJq6hEFcZbnqJj90HWdIzh5jnmmav6PP2DVrq6hvm5rf/IK9vfi637Odj+Ttj7LNjceWUG5+lyW+N+0R3PJv66iIAQslsACPy4rvnqTQF9oyFBNc1gucKuVIqnixeYI1tERERkBdM0ViKy4uzYkGb7+l188/H1fOOzu/Fbx1iz5zTBuoN0tnVQ6r2KsfH0BY93kykOPppmoLeHP7zh/exKHYeN/wM23RBPRSXnBFm45S/gO78GQ9+Nt9m5Hxau256lWI3nfj562pErBLTj8cPJSfblcs0osYiIiMiS0TRWIjKXZf0h4Zzj20+M8R/fH2cyiti4fZKOPcdoy/kUhzoZGUtjGA5H0oy+4y0cPe6YHD7Fn970btauuRU2/wR0blz9/ZsXozwI3/hpKPfD/rfA1p8A4GhPiU9+c4hHTiW5elPAHbeX8M3jtOd4ZWdnkwstIrJg+kIQkVmpBlpEVjQz4/ZrWnj2vgLfOzzBx74e8dSj11BoTbB2Q4l0pkpYTjAwkKKn14ewSK5yiLc/+98oXPVLsOVWSOijcE6pDtj/+/Dd34TB75wN0Ns7U5zoK7NtXYYnT9d4WSLD4yND+C3ZJhdYREREpPH0V6OIrApmxs2789y8O8+jxyb4hy/28vBDVfKZJA7H2MQYfrWPXz3wA27bmSfY9geQb292sVeWzrvgqlfB6U9DWAE/iZmRTXtctdbjaG+Nof4EI67KVWaM1mq0BPqaERERkdVDTbhFZC4r9kNiaKTIoa5BaqURNmbHuKrDx2+/FtKqHV2wsAJfeTns/704UAMf+/oAQ+OOrx2CO69OsW73MNta8pQCj+e0tja5wCIiC6Im3CIyKwVoEZmLPiTkfE/8JVRH4Po/AOBwd4kPfamPruEs6aTxuvtCymFEKZ3gRR0dTS6siMiCKECLyKw0jZWIiFyaq14FfV+DKB59e8f6FE93l9i1wWe8FBFNpumeLBJoUDYRERFZZRSgRUTk0mQ3wZrbYDCe1srzjE0dSdbm48YKp84Yh2rZOAAAHR9JREFUxVpILYxQKycRERFZTRSgRUTk0m17LfR84ezdAztzTBQrADxyvMbGbIZ0GHGiXG5WCUVEREQaTgFaREQuXdt+KPWAiwC4eVeO4z2TpBNGV3+NgmUIayFdpVKTCyoiIiLSOArQIiKyMJ3Pg6EfALB7U5rD3SV2b4inrRocSNA9WdQoPCIiIrKqKECLiMjCbHwx9H0diPtB79mUIR3EA4sdPhVhQCUMm1hAERERkcZSgBYRkYUJckB0thn3gV05RsfjPs8HT1TpTGcIKzUGqtUmFlJERESkcRSgRURk4dpvguHHALhpZ45DpyZoyXhUao7yaJpatcYx9YMWERGRVUIBWkREFm7t7TD4MAD7tmbo6quwbW381XKm1+PMZIkoippZQhEREZGGUYAWEZGF8xLx2jkC39i/LYu5eDqrH54IaU0mGS1VNB+0iIiIrAoK0CIisjit18DYISCeD7p/JG6y3T8akgkzRNWa5oMWERGRVUEBWkREFqfjVhj8LgA37cpx8Pgkawrx18tAX4Izk0VGarVmllBERESkIRSgRURkcbwAiJto778qw8h4jfUt8UNPnXD4ZoyWKs0rn4iIiEiDKECLiMji5XfCRBfJhMe127JUKnGT7eN9NVpclpHJEv0VhWgRERFZ2RSgRURk8TpuhaHvA3BgZ5Yzg+emrhrsTdM7WaS/ovmgRUREZGVTgBYRkcXz/LM3D+yM+0FvbIu3PXY0Iul5nB6f0GjcIiIisqIpQIuISGOkN0Cpl+u356jVIvKpeOCw3pGQTLlAz9gEpzUat4iIiKxgCtAiItIYHbfA0PfJpDyu3pqhWDzX5/lYV8BkLaRrdLyJBRQRERFZHAVoERFpjGnNuG/amaOrdxLPDIBHj4W0WZbDw6P0lzWYmIiIiKxMCtAiItI4qTVQGebArhyHu0tsao8DdOQcp7sylMOI7/UNEKkvtIiIiKxACtAiItI4bQdg+FFu3JEDIGHnapu/dygiF2bpGpvgu/2DGlBMREREVhwFaBERaZx6M+58xmf3pjQDI+ems4qc48knMhjwg/4hPn+ymxNjE9SiqEmFFREREbk0QbMLICIiq0yiBWqT3Lw7z79+e5BrdxUYLca1zUfPhKxf10aic5iu8Um6xifxzVifTbMll2VzPkt7MonV+06LiIiILCemJnQiMgd9SMiliUIY+h4PnNrD732gixfe2knXoH/eLrff4AjWjjBbTs4GPptzWbbks2zKZUn7/jN3EhFZWvoVT0RmpRpoERFpLM8HMw7sjPtBj4yVgNx5u3zrEWPjmnY2rg/J5KtYpowFcVPuyVrIoZExDo2MAbAmnWJTLsOmbJb12TQJT72PREREpDlUAy0ic9GHhFy6kR9Cfjeve+dxTg1UuH7PBkaKF/9PqaNgrOtwtLSEpPJVLF0G7/xjPIO16TQbsxk2ZDMK1CKyVFQDLSKzUg20iIg0Xss+GHmcW/d2cPjL/RRSVUaKF//KGRxzDI4B+ICPWZo1LcaaNkcuF5HKhvipKmdqZXqLJX4wMIQR11BvzGZYn82wIZsmpSbfIiIiskQUoEVEpPHMAzNu2Z3jn77cz5HTY6Sy7ZfUnME56B9x9I9APGmEByQAyCSNQhZyGehLO46mHMnUOInkCO05j/WtCdYXEqzLpGlNJvA0KJmIiIg0gAK0iIgsDS/JzbvSJALj2JkSd98UcXqkMc2tixVHsQIMT20xpmqunXOkExEpf5JUYpzAj0gHkE4YmYRHPuNRyPi05QIKWZ/WrE8h69OS9cmnfTxPYVtERERmpwAtIiJLI7+T7PgRbtqV48EnxznVN4qXbGtop/rAc2SCEFxIuVJleLxK30iFcmVhc0ubxXNYt+Z82nMB+YxPWz5BSzYglwlIJX18zycReCQCI/Ah4RuBbyR8CHwjGcTrwIvXvgeBZ5jFfbht2nKp8mmP1qz6fIuIiDSLArSIiCwNi4PeXftbePDJcQ6dLPLcG3P0jCUWdLpcMsSnRrVaY3SySt9whfFi2MgS4xyMTYaMTYac7KvMvg/Qng/oKCTIZRIkEz54PrXIp1jxlnTooftuzfKK27NL9wQiIiJyUQrQIiKydPwMz782yTv/Jb773SeHuGbnOkZLF0mZrh6WvRqlUpXB0QpnhspEC6tUbjgDhsdrDI/XgOL5jxl0tCRozyfIpgLSqYAg8HF4ODwiZ0QuDuq2gCro1MJ+exAREZEGUYAWEZGlk93MuugYN+zI8sjRSSZKIUdPDbBjcwejJQ/nHNmkI2E1KpUqg2NxWK7VLt/saZmUR0u9H3TrVF/oTNwfOpPyyKXidTphpJIeCd9IJeIm3Mn6kgi8s7eTgUcyYSR8U39qERGRVUYBWkRElpYZL7m1nUeOTgIwMFJlYKSHjkLARDlacH/l+egoBOzelOaqdSk2rUmyvj3BmkJAS9anJRuvA18hV0RERObHnLt8v/KLyIqkDwlZnLDCxFg/L3vH0JKGZc+DPZszHNiZ48YdWfZvy7KuVW2eRWRB9MuaiMxKNdAiIrK0/CS5pONlt7Xzsa8NNOy0gW/s25rhpl05DuzMccOOLLm037Dzi4iIiMykGmgRmYs+JGTxoipnevp49TsHqYUL+08q8I3927LcvDvHTbtyXLctSzqpKZ1EZEmoBlpEZqUaaBERWXpegg0daV51Z4F//MrovA/bsznNbXvz3Lo3z407cgrMIiIi0lSqgRaRuehDQhqmONrHL/z1IF29s8+x3F4IuG1vntv35XnW3gIdBf3OKyJNoRpoEZmVArSIzEUfEtI4znGmb4jf/fsenjpVI/CNG3Zkefa+ArdfnWf3pvSC5kcWEWkwfRCJyKwUoEVkLvqQkIaLwpBTAxXWtaXULFtEliMFaBGZlQK0iMxFHxIiInKlUYAWkVnpZ38RERERERGReVCAFhEREREREZkHBWgRERERERGReVCAFhEREREREZkHBWgRERERERGReVCAFhEREREREZkHBWgRERERERGReVCAFhEREREREZkHBWgRERERERGReVCAFhEREREREZkHBWgRERERERGReVCAFhEREREREZkHBWgRERERERGReVCAFhEREREREZkHBWgRERERERGReVCAFhEREREREZkHBWgRERERERGReVCAFhEREREREZkHBWgRERERERGReVCAFhEREREREZkHBWgRERERERGReVCAFhEREREREZkHBWgRERERERGReVCAFhEREREREZkHBWgRERERERGReVCAFhEREZEV5/777+fgwYM455pdFBG5gpg+dERkDvqQEBGRZcU5xw033MBjjz1GoVDgjjvu4GUvexn33HMP1157LWa22KdY9AlEZHVSgBaRuehDQkRElp3x8XFe+9rXcv/991OtVslkMnieh+d5jQjUCtAiMisFaBGZiz4kRERkWXLO8Sd/8ie87W1vo1gsnvfY9EB95513ng3U11xzzXwCtQK0iMxKAVpE5qIPCRERWdbuv/9+XvWqVzExMUEURbPuk8lk8H0fM5tPoFaAFpFZKUCLyEWdOnXKhWHY7GKIiIhc1JEjR3j1q1/N2NgYpVJpzv3nqKFWgBaRWSlAi8gFmdldwFebXQ4REZGlZmY457jvvvv41Kc+pQAtIrMKml0AEVnWvv2hD32IWq3W7HKIiIhcVLlc5q1vfSvDw8NMTk7O65jptdB33XUXL33pS3nRi160xCUVkZVMAVpELsg5V212GUREROZy6tQp7r33XoaGhp4xmNh0ixxYTEREAVpEREREVq6vfe1r3HfffYyNjTFzzA4FZhFpNAVoEREREVlxnHO85z3v4c1vfvPZWuepwDxzpO0FzgUtIvIMGkRMROaiDwkREVlWnHP87M/+LB/+8IfxfZ9MJtPowKy0LSKzUg20iIiIiKwoZsaWLVt497vffbZJtud5zS6WiFwBVAMtInPRh4SIiFxpVAMtIrPST3UiIiIiIiIi86AALSIiIiIiIjIPCtAiIiIiIiIi86AALSIiIiIiIjIPCtAiMhdr5GJmv9Toc2rRNVhpi65B8xddg+Yvy/waiIjMSgFaRC63/9LsAoiuwTKga9B8ugbNp2sgIiuOArSIiIiIiIjIPChAi4iIiIiIiMyDArSIXG5/2+wCiK7BMqBr0Hy6Bs2nayAiK44555pdBhEREREREZFlTzXQIiIiIiIiIvOgAC0iIiIiIiIyDwrQIrIoZrbFzN5vZqfNrGxmx8zsXWbWfonn6agfd6x+ntP1825ZqrKvFou9BmaWM7OfMbMPm9kTZjZhZmNm9h0z+20zSy71a1jpGvXvYMY5n2dmoZk5M/vjRpZ3tWnk+29m15vZB83sRP1cvWb2ZTP7uaUo+2rRwO+Cu8zsk/XjS2bWZWafNrN7l6rsIiKXQn2gRWTBzGwX8A2gE/gk8ARwG3AP8CRwp3NuYB7nWVM/z17gi8BDwD7gx4Fe4DnOuSNL8RpWukZcg/ofpp8BBoEvAU8DHcB9wIb6+V/gnCst0ctY0Rr172DGOQvAI8BaIA+8zTn3+40s92rRyPffzF4P/H/AJPBvwDGgDbgOOO2ce02Di78qNPC74FeAvwYmgI8DJ4EtwE8CWeD3nXNvW4rXICIyb845LVq0aFnQAtwPOOC/ztj+zvr2987zPH9T3/+dM7b/en37Z5v9Wpfr0ohrABwAfgZIztheAB6un+e3m/1al+vSqH8HM459P/EPGr9XP8cfN/t1LtelgZ9DtwM14PvAhlkeTzT7tS7XpUGfQwlgGCgCV8947BqgRPzDRqrZr1eLFi1X9qIaaBFZEDPbCRwmrqHZ5ZyLpj1WALoBAzqdcxMXOU8O6AMiYKNzbmzaY179ObbXn0O10NM06hrM8Rw/DXwI+Dfn3H2LLvQqsxTXwMx+HPgE8DogAP43qoGeVSPffzP7CvBc4Hrn3GNLVuhVpoHfBeuBM8AjzrkbZ3n8EeB6YK27xBYdIiKNpD7QIrJQP1Jff276H0wA9RD8deImd7fPcZ7nABng69PDc/08EfC5+t17Fl3i1adR1+BiqvV1bRHnWM0aeg3MrBP4X8AnnHP/0MiCrlINef/rYy08F/gOcNDM7jGzN9XHAHhB/cc8mV2j/g30Ev+YutfM9kx/wMz2AnuA7ys8i0iz6QtBRBbq6vr6qQs8fqi+3nuZznMluhzv3S/W159dxDlWs0Zfg78l/m7+5cUU6grSqPf/WdP2/2J9+TPg/wU+D3zfzHYvopyrWUOugYubRP4q8X//D5vZ35nZ283sg8RdSQ4Cr2pAeUVEFiVodgFEZMVqra9HLvD41Pa2y3SeK9GSvndm9mvAvcR9Qt+/kHNcARp2DczsF4kHzvsp51xPA8p2JWjU+99ZX78a6CcetOoLwDrgD4mb0/+7mV3vnKssvLirUsP+DTjnPmpmp4F/BKaPet5D3JVB3XhEpOlUAy0iS8Xq68UOtNCo81yJFvzemdlPAu8i7pP4CudcdY5DZHbzugZmtp34/f6oc+4jS1ymK8l8/w3409ZvcM593Dk36pw7DPw8cdPuvcArlqaYq9q8P4fM7GeJa/y/SjxwWLa+/gLwHuD/LFEZRUTmTQFaRBZqqlah9QKPt8zYb6nPcyVakvfOzF5O/IdqL3C3Bm+7qEZdg/cTjz78xkYU6grSqPd/qL4uA5+e/kC9afEn63dvu9QCXgEacg3q/ZzfT9xU+3XOuSecc0Xn3BPELQAeBl5lZncvvsgiIgunAC0iC/VkfX2hfm1Tg8BcqF9co89zJWr4e2dmrwI+Stxk8vnOuSfnOORK16hrcDNxM+I+M3NTC3GzVYC31Ld9YnHFXXUa/Tk0NnMgrLqpgJ25hLJdKRp1DV5EPJXVl2cZjCwCvlK/e8tCCiki0ijqAy0iC/Wl+vpFZubNMnXJncQ1at+a4zzfqu93p5kVZpnG6kUznk/OadQ1mDrmp4EPAqeAe1TzPC+NugYfJG6uOtMe4HnE/dAfBr636BKvLo16/x8h7vu81szWz9IH/br6+tjii7zqNOoapOrrdRd4fGq7+qCLSFOpBlpEFqTeN/BzxHM0/+qMh/8IyAEfnD7vp5ntM7N9M84zDvx9ff+3zjjPr9XPf7/C3DM16hrUt/888XXoAp6n93t+Gvjv4Nedc2+YuXCuBvrf69v+aslezArUwPe/BvxN/e6fTp+2ysyuB15PPJXbPzf4Jax4Dfwc+mp9/Uozu2H6A2Z2AHglcT/qLzau9CIil87irj0iIpfOzHYB3yBuevpJ4HHg2cRzNj8F3DF9zs56k1ScczbjPGvq59lL/MfRg8QDx/w4cT/cO+p/pMkMjbgGZnYP8cA9HnEfxBOzPNWwc+5dS/QyVrRG/Tu4wLlfTxyi3+ac+/2GF34VaODnUJZ4sKrbiWv6HyCu9XwFcdPt33bOvXOJX86K1MBr8H7gF4hrmT8OHCcO5i8HksC7nHP/1xK/HBGRi1KAFpFFMbOtwH8nnu5oDdANfAL4I+fc4Ix9LxgczKyDeLqYlwMbgQHgM8AfOOdOLuVrWOkWew2mhbSLOe6c2964Uq8ujfp3MMt5X48C9Jwa+DmUBf4b8BpgB1ACHgL+3Dn3maV8DStdI66BmRnxqOevB24ECsAo8Q8a/8s5p1G4RaTpFKBFRERERERE5kF9oEVERERERETmQQFaREREREREZB4UoEVERERERETmQQFaREREREREZB4UoEVERERERETmQQFaREREREREZB4UoEVERERERETmQQFaRERkmTAzV1/ubsJzb5/2/Nsv9/OLiIisBArQIiLSNGb21mmhbfpSMrOTZvYpM3u1mVmzy7qS1d/ntyoYi4iILE7Q7AKIiIjU9Uy73Qpsri/3Aa83s59wzpWbUrKV7w/r6weAYxfYpwo8Oe22iIiIzKAaaBERWRaccxumFiAHXAf8R/3hlwB/3LTCXQGcc6ecc/vqy6lml0dERGQ5UoAWEZFlxzkXOecOAv8JeLq++ZfMTC2nREREpGkUoEVEZNlyzpWAj9bvFoB9U4+Z2YvN7F/qfaUrZjZqZkfM7HNm9iYz65jtnGaWNrNfN7Mvm1l//dgzZvYJM7v3AsfMa4AtMztW3+f1F3i83cz+zMwO1/t5d5vZR83slvm8H2bWamZ/YGbfrb/eopkdMrP/aWY7Z9n/A2bmpm360oy+5sfm8xrN7O6px+r3bzCzfzSz0/UyPF5/z4Npx9xZf0+766/1MTP71bn6s5vZLjN7d/2c42Y2Wb/9LjO7aj7vk4iIyFLRL/kiIrLcnZx2uwXAzP4A+KNp2ycBA3bUlx8FvkPc5/csM9sD/Duwp77JAaPAeuDHgR83s//pnHtjo19EPZQ+AGyrb6oAWeCVwH8ys1fNcfx+4LPAlvqmEnFf5d315RfM7Geccx+bdtgIcd/y9fX7Q/XnndK3gNfxEuBfgHT9/CniHzb+DLgFeK2ZvQF4L/EP9aP1ffYD7wG2Ar97gXP/Z+CvgER9UxmI6uffV3+Nr3TO/cdsx4uIiCw11UCLiMhyt33a7UEz28a5QbHeCWx2zuWccwWgDXgu8NfA2PSTmFkb8Dni8PxF4HlAxjnXVj/ut4Bx4FfM7Dca+QLMzCeuSd9GHGJfDeScc63EwfLbwN9d5PgC8K/E4fkU8NL68S3AAeBbxCH1Q2Z249RxzrnfqPcpn/KT0/uaO+eetYCX82Hgk8C2+nvXCry9/thrzOx3id//vwY21PfpAD5Q3+d3zGzvLK/x5cDf1u++g/i6Z4j7w+8jfv9agH9WTbSIiDSLArSIiCxbZtYC/Ez97iDwFPBs4u+vp5xzv+2cOz21v3NuxDn3NefcrzrnHp5xurcQh7IvAi92zn11alTv+nF/Afxcfd/fb3B/61cAt9Zvv8o591HnXK3+3D8E7gUGLnL8G4lr1qvAvc65TzvnovrxPwBeRDy6dgp4WwPLPZuHgNc657rqzz/mnPs94Kv1x98O/J1z7tedc731fYaAN9TL6BH/gHCWmSWJa6cBftk593875467c550zr0a+BRxiP6tpX2JIiIis1OAFhGRZcfM2szsBcRhd1N981/WQ+Nw/X7BzHLzPJ8Bv1i/++dT4XUWnyBucryWuDlyo7ymvv66c+4LMx90zk0Cf3qR43+qvv5n59xjsxw/Nu34l5hZ62IKO4f/xznnZtl+/7Tbb5/5oHMuBD5fv3vDjIdfQjxlWQ/wvy/y3B+sr188v6KKiIg0lvpAi4jIsjBjsKuZ/oFzNasPAv3ARuDbZvZe4mD25AWCHcC1xM2IAT5gZtFFnitfX28jblrdCFO1z1+8yD6zPlavnZ0KnJ+fbZ+6qX7BHnAz8KVLKeAlePAC26fm8R50zh2ZY5/2Gdvvmra9+yLjjCXr620X2kFERGQpKUCLiMhy0TPtdpk4JH8P+JBz7mwYdM4Nm9lrifvi7gfeXX9oxMy+AnwE+CfnXHXa+TZNu71unuXJXmL5L6azvr7Y/MonL7C9A/Av8fjOC+61SPXa7tlM1epf6PHp+yRmbJ+6PknODXh2MZl57CMiItJwCtAiIrIszBjsaq59P29mO4CfBF4A3EE8ONh99eV3zezFzrmpwOlPO3yDc66H5rhYLfvFHrvU4+dzruVk6vp81jn3kqaWRERE5CLUB1pERFYk59yEc+7vnXOvd87tJR6h+s3E0ztNr5kGODPt9vULeLrpfabTF9nvQn2Pe+vrLRd4/GKPDQJh/fbWixw//bFLnp6qyaauz0KujYiIyGWjAC0iIquCc+6Uc+5PgT+vb/rRaQ8/Rjw4GJwb0OtSDE27PWuIrU/N1HaB479TX99zkef4kdk2OucqwCP1uy+4yPEvrK8j4LszTzNVzIsc30xfr683m9ldF91TRESkiRSgRURkRTGz1By7FOvrqVpb6qNuv79+9+fnCmlm1jH9vnNuAjhcv/uKCxz2louc8p/q67vM7O5Zni8D/M5Fjv8/9fUrzey6WY7PA/+tfvfTzrmRGbtM/XhwoYDfbP8KdNdv/6WZXbT/+czrIyIicrkoQIuIyErzZjP7jJm9zszONns2s5SZvfr/b+/+XbQ4ozAM348JWAimsgjEQrCREJCAhfkHYhobsRIXsUgglVhbBGJjkypBEZtARIUVRcS1V5tUUSR2rqiFiFEDq2xUOCnOyC4fu+5UK6v31Uzznfnxdc+8857DQhC9MlH3Mx2CPwWuJjmcZNOi+s+S7EryOwszjRc7MxwPJvlxCL0k2ZzkFD1q6uUy93yehVXh80n2JPlkqN8GzPDuxl/HgVm6+dZMku+SrBvqv6JHSG0BXgFHlqh/O/pq30rh9H2oqnl61nXRHcRvJPl26EAOQJItSX5I8ufwW0mSVp0BWpK01qwDdtEzgR8keZnkH3rl+Ry9D/kOcHhxUVU9pT/rvglsoD/1fpzkWZJ/6fnSM8AUC+OSFjsG/E2H2N+AuSTPgPtDzQGW2Xs8rIDvBR7QXbWngRdJng/n3DmcY0lD5+vddBfuL+iXAy+G+75FN1H7D9hXVTeXOMWJ4bgHeJ7kYZJ7Sa4vd83VVlUXgf30S4jtwFX6GZ8kmQfu0s+xg7XXJE2S9IEwQEuS1pqTwPf0ivBtOnBtpPcpXwMOAV9X1aPJwqqapWcyTwGX6c+GN9CBeRa4ABykA+1k7Rw9r/iX4bdvgNf06vLOqjo7WTNRf5cOhm/rQzc8mwa+qapLK9Tfppuj/QT8NVx/Pb2qfgL4sqqml6n9gw6n1+n/63N6lvK7mpqtuqo6DWwFjtL7xufoz87n6Wf+ld7rfex93aMk6eOWKl/iSpIkSZK0ElegJUmSJEkawQAtSZIkSdIIBmhJkiRJkkYwQEuSJEmSNIIBWpIkSZKkEQzQkiRJkiSNYICWJEmSJGkEA7QkSZIkSSMYoCVJkiRJGsEALUmSJEnSCAZoSZIkSZJG+B8Ns756PTt8uwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.stream_plot(adata,root='S5',fig_legend_ncol=6,fig_size=(8,8),preference=['S2','S1','S4'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "st.write(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## mapping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving results in: ./result_mapping/\n"
     ]
    }
   ],
   "source": [
    "adata_new=st.read(file_name='./data_perturbation.tsv.gz',workdir='./result_mapping/')\n",
    "st.add_cell_labels(adata_new,file_name='./cell_perturbation_label.tsv.gz')\n",
    "st.add_cell_colors(adata_new,file_name='./cell_perturbation_label_color.tsv.gz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "st.map_new_data(adata,adata_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.plot_visualization_2D(adata,adata_new=adata_new,nb_pct=0.8,use_precomputed=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Importing precomputed umap visualization ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.plot_visualization_2D(adata,adata_new=adata_new,show_all_colors=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Importing precomputed umap visualization ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.plot_visualization_2D(adata,adata_new=adata_new,color_by='branch')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.subwaymap_plot(adata,adata_new=adata_new,percentile_dist=100,root='S5',fig_legend_ncol=6,preference=['S2','S1','S4']) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_Gfi1_Null = adata_new.obs[adata_new.obs.label == 'Gfi1--' ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_Irf8_Null = adata_new.obs[adata_new.obs.label == 'Irf8--' ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_Gfi1_Irf8_Null = adata_new.obs[adata_new.obs.label == 'Gfi1--Irf8--' ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "adata_new_Gfi1_Null = adata_new[adata_new.obs.label == 'Gfi1--' ].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.subwaymap_plot(adata,adata_new=adata_new_Gfi1_Null,show_all_cells=False,\n",
    "               percentile_dist=100,root='S5',fig_legend_ncol=6,preference=['S2','S1','S4']) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.stream_plot(adata,adata_new=adata_new_Gfi1_Null,show_all_colors=False,\n",
    "            root='S5',fig_legend_ncol=6,fig_size=(8,8),preference=['S2','S1','S4']) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "adata_new_Irf8_Null = adata_new[adata_new.obs.label == 'Irf8--' ].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.subwaymap_plot(adata,adata_new=adata_new_Irf8_Null,show_all_cells=False,\n",
    "               percentile_dist=100,root='S5',fig_legend_ncol=6,preference=['S2','S1','S4']) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.stream_plot(adata,adata_new=adata_new_Irf8_Null,show_all_colors=False,\n",
    "            root='S5',fig_legend_ncol=6,fig_size=(8,8),preference=['S2','S1','S4']) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "adata_new_Gfi1_Irf8_Null = adata_new[adata_new.obs.label == 'Gfi1--Irf8--' ].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.subwaymap_plot(adata,adata_new=adata_new_Gfi1_Irf8_Null,show_all_cells=False,\n",
    "               percentile_dist=100,root='S5',fig_legend_ncol=6,preference=['S2','S1','S4']) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st.stream_plot(adata,adata_new=adata_new_Gfi1_Irf8_Null,show_all_colors=False,\n",
    "            root='S5',fig_legend_ncol=6,fig_size=(8,8),preference=['S2','S1','S4']) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "st.write(adata)\n",
    "st.write(adata_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
