{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6e5fcf01",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021.03.1\n"
     ]
    }
   ],
   "source": [
    "import math\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import Draw\n",
    "from rdkit.Chem.Draw import IPythonConsole\n",
    "from rdkit.Chem.MolStandardize import rdMolStandardize\n",
    "IPythonConsole.drawOptions.comicMode=True\n",
    "from rdkit import RDLogger\n",
    "RDLogger.DisableLog('rdApp.info')\n",
    "import rdkit\n",
    "print(rdkit.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5e281ff",
   "metadata": {},
   "source": [
    "# MolStandardize pieces"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4dd8d094",
   "metadata": {},
   "source": [
    "## Cleanup (normalizing functional groups)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "168d2754",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "smis = ('C[S+2]([O-])([O-])CC','CC[S@](=O)C','C[P+](CC)(N)N','CN=N#N','C=N#N','[N-]=[C+]C','[nH]1c(=[N+](C)C)cccc1','NC=C-C=[N+](C)C')\n",
    "ms = []\n",
    "for smi in smis:\n",
    "    m = Chem.MolFromSmiles(smi,sanitize=False)\n",
    "    m.UpdatePropertyCache(strict=False)\n",
    "    Chem.SanitizeMol(m,sanitizeOps=(Chem.SANITIZE_ALL^Chem.SANITIZE_CLEANUP^Chem.SANITIZE_PROPERTIES))\n",
    "    cm = rdMolStandardize.Normalize(m)\n",
    "    ms.extend([m,cm])\n",
    "Draw.MolsToGridImage(ms,molsPerRow=4,legends=['before','normalized']*(len(ms)//2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce2a3b02",
   "metadata": {},
   "source": [
    "## Neutralizing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "75076577",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uncharger = rdMolStandardize.Uncharger()\n",
    "\n",
    "smis = ('c1ccccc1C(=O)[O-]','c1ccccc1C(=O)[O-].[Na+]','CC[NH+](C)C','CC[N+](C)(C)C',\n",
    "       '[O-]CC(C(=O)[O-])C[NH+](C)C','[O-]CC(C(=O)[O-])C[N+](C)(C)C')\n",
    "ms = []\n",
    "for smi in smis:\n",
    "    m = Chem.MolFromSmiles(smi)\n",
    "    cm = uncharger.uncharge(m)\n",
    "    ms.extend([m,cm])\n",
    "Draw.MolsToGridImage(ms,molsPerRow=4,legends=['before','after']*(len(ms)/## /2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19dec22a",
   "metadata": {},
   "source": [
    "## Reionization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "b8bff917",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "smis = ('c1ccccc1C(=O)[O-]','c1ccc([O-])cc1C(=O)O')#,'c1ccc(O)cc1C(=O)O.[Na]')\n",
    "ms = []\n",
    "for smi in smis:\n",
    "    m = Chem.MolFromSmiles(smi)\n",
    "    im = rdMolStandardize.Reionize(m)\n",
    "    ms.extend([m,im])\n",
    "Draw.MolsToGridImage(ms,molsPerRow=4,legends=['before','reionized']*(len(ms)//2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "508a8b56",
   "metadata": {},
   "source": [
    "## Finding the parent fragment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "edeb13a8",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "smis = ('c1ccccc1C(=O)[O-].[Na+]','O=C1[C@H](CC[C@H](O)c2ccc(F)cc2)[C@@H](c2ccc(O)cc2)N1c1ccc(F)cc1.c1ccccc1')\n",
    "ms = []\n",
    "for smi in smis:\n",
    "    m = Chem.MolFromSmiles(smi)\n",
    "    im = rdMolStandardize.FragmentParent(m)\n",
    "    ms.extend([m,im])\n",
    "Draw.MolsToGridImage(ms,molsPerRow=2,legends=['before','parent']*(len(ms)//2), subImgSize=(350,300))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf5c0f00",
   "metadata": {},
   "source": [
    "## Combining neutralization with the parent fragment identification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "855cb28f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uncharger = rdMolStandardize.Uncharger()\n",
    "smis = ('c1ccccc1C(=O)[O-].[Na+]','O=C1[C@H](CC[C@H](O)c2ccc(F)cc2)[C@@H](c2ccc(O)cc2)N1c1ccc(F)cc1.c1ccccc1')\n",
    "ms = []\n",
    "for smi in smis:\n",
    "    m = Chem.MolFromSmiles(smi)\n",
    "    im = uncharger.uncharge(rdMolStandardize.FragmentParent(m))\n",
    "    ms.extend([m,im])\n",
    "Draw.MolsToGridImage(ms,molsPerRow=2,legends=['before','uncharged parent']*(len(ms)//2), subImgSize=(350,300))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "962260bf",
   "metadata": {},
   "source": [
    "## Breaking bonds to metal atoms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "639ed789",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "md = rdMolStandardize.MetalDisconnector()\n",
    "smis = ('CCO[Fe]','CCO[AlH2]','C[Hg]C','Br[Mg]c1ccccc1CCC(=O)O[Na]')\n",
    "ms = []\n",
    "for smi in smis:\n",
    "    m = Chem.MolFromSmiles(smi)\n",
    "    im = md.Disconnect(m)\n",
    "    ms.extend([m,im])\n",
    "Draw.MolsToGridImage(ms,molsPerRow=4,legends=['before','disconnected']*(len(ms)//2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62b03de0",
   "metadata": {},
   "source": [
    "# Applying this to a real molecule"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "7758a04d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f3c5595e5e0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "IPythonConsole.molSize = 700,300\n",
    "esomeprazole = Chem.MolFromMolBlock('''\n",
    "  Mrv1921 04212108402D          \n",
    "\n",
    "  0  0  0     0  0            999 V3000\n",
    "M  V30 BEGIN CTAB\n",
    "M  V30 COUNTS 49 52 0 0 1\n",
    "M  V30 BEGIN ATOM\n",
    "M  V30 1 C 8.7797 0.8405 0 0\n",
    "M  V30 2 O 7.446 1.6105 0 0\n",
    "M  V30 3 C 6.1123 0.8405 0 0\n",
    "M  V30 4 C 6.1123 -0.6995 0 0\n",
    "M  V30 5 C 4.7786 -1.4695 0 0\n",
    "M  V30 6 C 3.445 -0.6995 0 0\n",
    "M  V30 7 N 1.9803 -1.1754 0 0\n",
    "M  V30 8 C 1.0751 0.0705 0 0\n",
    "M  V30 9 S -0.4649 0.0705 0 0 CFG=1\n",
    "M  V30 10 O -1.2349 1.4041 0 0\n",
    "M  V30 11 C -1.2349 -1.2632 0 0\n",
    "M  V30 12 C -2.7749 -1.2632 0 0\n",
    "M  V30 13 N -3.5449 -2.5969 0 0\n",
    "M  V30 14 C -5.0849 -2.5969 0 0\n",
    "M  V30 15 C -5.8549 -1.2632 0 0\n",
    "M  V30 16 C -7.3949 -1.2632 0 0\n",
    "M  V30 17 C -5.0849 0.0705 0 0\n",
    "M  V30 18 O -5.8549 1.4041 0 0\n",
    "M  V30 19 C -5.0849 2.7378 0 0\n",
    "M  V30 20 C -3.5449 0.0705 0 0\n",
    "M  V30 21 C -2.7749 1.4041 0 0\n",
    "M  V30 22 N 1.9803 1.3163 0 0 CHG=-1\n",
    "M  V30 23 C 3.445 0.8405 0 0\n",
    "M  V30 24 C 4.7786 1.6105 0 0\n",
    "M  V30 25 C 29.3542 0.8405 0 0\n",
    "M  V30 26 O 28.0205 1.6105 0 0\n",
    "M  V30 27 C 26.6868 0.8405 0 0\n",
    "M  V30 28 C 26.6868 -0.6995 0 0\n",
    "M  V30 29 C 25.3532 -1.4695 0 0\n",
    "M  V30 30 C 24.0195 -0.6995 0 0\n",
    "M  V30 31 N 22.5549 -1.1754 0 0\n",
    "M  V30 32 C 21.6497 0.0705 0 0\n",
    "M  V30 33 S 20.1097 0.0705 0 0 CFG=1\n",
    "M  V30 34 O 19.3397 1.4041 0 0\n",
    "M  V30 35 C 19.3397 -1.2632 0 0\n",
    "M  V30 36 C 17.7997 -1.2632 0 0\n",
    "M  V30 37 N 17.0297 -2.5969 0 0\n",
    "M  V30 38 C 15.4897 -2.5969 0 0\n",
    "M  V30 39 C 14.7197 -1.2632 0 0\n",
    "M  V30 40 C 13.1797 -1.2632 0 0\n",
    "M  V30 41 C 15.4897 0.0705 0 0\n",
    "M  V30 42 O 14.7197 1.4041 0 0\n",
    "M  V30 43 C 15.4897 2.7378 0 0\n",
    "M  V30 44 C 17.0297 0.0705 0 0\n",
    "M  V30 45 C 17.7997 1.4041 0 0\n",
    "M  V30 46 N 22.5549 1.3163 0 0 CHG=-1\n",
    "M  V30 47 C 24.0195 0.8405 0 0\n",
    "M  V30 48 C 25.3532 1.6105 0 0\n",
    "M  V30 49 Mg 0 -5.6769 0 0 CHG=2\n",
    "M  V30 END ATOM\n",
    "M  V30 BEGIN BOND\n",
    "M  V30 1 1 1 2\n",
    "M  V30 2 1 2 3\n",
    "M  V30 3 2 3 4\n",
    "M  V30 4 1 4 5\n",
    "M  V30 5 2 5 6\n",
    "M  V30 6 1 6 7\n",
    "M  V30 7 2 7 8\n",
    "M  V30 8 1 9 8\n",
    "M  V30 9 2 9 10\n",
    "M  V30 10 1 9 11 CFG=3\n",
    "M  V30 11 1 11 12\n",
    "M  V30 12 2 12 13\n",
    "M  V30 13 1 13 14\n",
    "M  V30 14 2 14 15\n",
    "M  V30 15 1 15 16\n",
    "M  V30 16 1 15 17\n",
    "M  V30 17 1 17 18\n",
    "M  V30 18 1 18 19\n",
    "M  V30 19 2 17 20\n",
    "M  V30 20 1 12 20\n",
    "M  V30 21 1 20 21\n",
    "M  V30 22 1 8 22\n",
    "M  V30 23 1 22 23\n",
    "M  V30 24 1 6 23\n",
    "M  V30 25 2 23 24\n",
    "M  V30 26 1 3 24\n",
    "M  V30 27 1 25 26\n",
    "M  V30 28 1 26 27\n",
    "M  V30 29 2 27 28\n",
    "M  V30 30 1 28 29\n",
    "M  V30 31 2 29 30\n",
    "M  V30 32 1 30 31\n",
    "M  V30 33 2 31 32\n",
    "M  V30 34 1 33 32\n",
    "M  V30 35 2 33 34\n",
    "M  V30 36 1 33 35 CFG=3\n",
    "M  V30 37 1 35 36\n",
    "M  V30 38 2 36 37\n",
    "M  V30 39 1 37 38\n",
    "M  V30 40 2 38 39\n",
    "M  V30 41 1 39 40\n",
    "M  V30 42 1 39 41\n",
    "M  V30 43 1 41 42\n",
    "M  V30 44 1 42 43\n",
    "M  V30 45 2 41 44\n",
    "M  V30 46 1 36 44\n",
    "M  V30 47 1 44 45\n",
    "M  V30 48 1 32 46\n",
    "M  V30 49 1 46 47\n",
    "M  V30 50 1 30 47\n",
    "M  V30 51 2 47 48\n",
    "M  V30 52 1 27 48\n",
    "M  V30 END BOND\n",
    "M  V30 END CTAB\n",
    "M  END\n",
    "''')\n",
    "esomeprazole"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f136c5a",
   "metadata": {},
   "source": [
    "## Cleanup (standardizing functional groups)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "13ca951f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f3c5595e8e0>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rdMolStandardize.Cleanup(esomeprazole)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bab68a0",
   "metadata": {},
   "source": [
    "## Removing fragments:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f903ee0e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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eTXsyw1epaCCEHDpUtgb2wYPKRUNxMVMx6XPnzh0/Pz8OhwMAPB7Pz8+PkVWRQqEwPDycmnEJAB4eHtu3b5fq+HS/q1dJ797/jhRs3EhfuVBRdjaJiirbMo66shw5wkCMejD6ooEQEhVV9u83YcK/MyIVCnLpUtmLjMsl722jhupm9uzZADBavy6x1LptPp8sX04yM8v+UiIhhw6RZs3KZkpWnFuutx2Puub9ooH8MyNy6NDKRUOTJqRFC+LnR2JiyM2bRB87zlW4evXq4MGDqYu0mZnZt99++/r167o9lKYmMxYXF2/evLl58+ZUqiq3m9QJyclk7FjCYpX9V123jvkCU6kkp0+Tbt3KXsGjR1exCkNXYdFACCFk9WrC5Zb9+zk4kJYtiZVV2R+trfH4AE1JSUnh8/kcDufhw4dMZ6mNkpJ/9yZks0njxsTNjQgEZX/TsiWp+Gnvr79ImzYkPZ25uIajyqIhKansZ79q1b9FQ0bGv/8g1C97ezJiBFmzhly8qN8FhFAonDlzJpvNBgArK6tFixZllleutZSbm+vv78/hcI4dO6apeKWlpXv27KEOtgCA8ePHv6ty50RG5OWR4OCyV4aZGQkO1q1l8woFiYsru9aYm5OICL0YacOi4R9PnpCZM0nLlmUzGAQC0rEjWbqUZGczncxwTJw4EQC++uorpoPUSWIi8fUlzs5lH1ksLcmAAWTTpn87OUUi4u9PGjeueiAD1V6VRQMhJCys7F+gYk+DVEquXCHr15PPPydOTv8pIDw8SEyMXh45t3fvXkdHR2owIiQkRFjX70Eul2/evLlBgwYAwOfzN2zYoNmc1AEWFhYWAGBtbR0TE8PwRAep9D9bL/j4kJQUJvOokJ5O/PzKXqmdOun+ETZYNFTl/ckpV64wkcOg3L9/n81m8/n8ly9fMp2lfuTyKro3T5wgTZuS6dOJSMREJsNUXdEgkZSdLapiIuTLl2TPHjJ7dtmcE+qz3LRp5O5dGoJrQFJS0tChQ6mP7717935Qj/0Drl+/3q1bN+qhPvroI+3186WlpX3++efUE3Xq1OnatWtaeiIVFArFnj17VpbvkTBkiH78kx85Qs3ylbRsOdffPy8vj+lA1cKiQQ0jRhAWi5w7x3QO/ebt7Q0A8+bNYzqIpt25Qz79lLi5VXsOHqqr6ooGQsiff9ZQNJRTKEhiIvH2LushAiBdupC4OObHtasjk8kiIiKotZS2trYxMTF13s4kPT2d/mOojh496urqSq3smD59uojGMjoxMbFz584AwOVynw8dWsMGPLqmsJAEBCzo2hUA7OzstmzZopvLUrBoUMPy5WW7fxjKll70u3DhAgBYWFjUeThWFz18SPz8iKMjiYjQ3UuQPlNRNBBCPvusdksunz0jAQHExubfSQ9+fmT/ft0atjh37pynpycAsFgsPz+/rKysuj2OTCZbu3YttemTqanp8uXLi2l8iRYVFYWFhfF4PABwcnKioVh59OiRj48P1cnRuHHjuLg43bzi1ujJkycff/wx9Y20bt36pDa2nKofLBrUIJEQDw/cvac++vTpAwBhqjfR0iOpqcTHhzg5kQ0bsFzQnowMkpxMquupFYtJcjJJTq7dY4rF5IcfSMeO/3ZUcLmkf38SFUUePap/5LrLzc2dPn061StQz5UIv/32W6tWragLz+jRo1MYGs6/e/dujx49yodFtLQF9Zs3b6ZPn04tQ7WwsAgLC6OzPNKSo0ePtmjRgvrReXt7J9f2Va5NWDSo5/Tpsvm3OjubRoclJCQAgIODQ4HqzZj1SHo6WbuWFBUxncMwKZWEhiMOnjwh0dFkwICyqc/l2wOGht46evQona9VpVIZHx9vb29P9QqEhYVJ6rqFwI0bN/r27Vv+OfVP6nBn5igUii1btlCbQZmZma1evVqD2zkolcrNmzebmZlRszsDAgJycnI09eCMKykpWb16NTW3VCAQBAYGZuvGrHwsGtQ2ZgwBIJ9/znQOPVNcXNysWTMAiIuLYzoLjWQysmUL+fRTpnPopU2bCJ9PYmNpejqxmBw9SqZPJ87OBID06TOVOiWyS5cuwcHBiYmJdb6Eq+Pu3bs9e/akLvMff/xxUsVzPGuD+sBNrcxs0KBBRESE7uy29O7duy+++IL6Hlu2bHnw4MH67z+dkZExbNgw6jHHjRunU5/FNejt27eTJk2i+p+srKyWL19O5xyRKmHRoLb09LIFtX/8wXQUfbJ06VJqKrWeDjHWxdGjxN2dDBpEbt1iOor+efmy7FThQ4fofmqFgly9SqKiNvfu3Zsaj6dYWFgMHz58w4YNL1680ODTvX379uuvv6Yu805OTnU+8VUsFoeFhVGnQvD5fH9//zqvzNSqxMTE8u0cevbsWZ89YU+dOuXk5AQANjY2e/fu1WBI3fTgwYPyGRt2dnYREREMDsFg0VAba9cSAOLmxsz+o3ooOTlZIBCwWKzz588znYUWt26R7t1J586qDrhC1VMoSL9+ZbuzMquwsPDYsWNz585t27ZtefXAYrH69++/e/fukvptKl9YWLhs2TJzc3PqMj9v3rz8Om06pFAo4uPjqY0cdHDw+33vB65tHVZcXOzv70998h44cOCbN2+0FFUHXbhwgZocRk323LZtm4yJuflYNNRGaWnZYWXbtjEdRT98+umnAODn58d0EO2jdnZydCS7dun3BoSMio0tO8cyN5fpKBWkp6fv3r174sSJ1AAztRJyzpw5d2u/AQB11aQ+JdftqkkRi8WbNm1q2bIl9Ti9evXSo+OqxWJxREQEdQYNj8ebPn26mouqLl68SE3wFAgE69ev18szNuvtxIkT1LJSAPD09Dx79izNAbBoqKWEBAJAXF1x+WWNEhMTAcDS0vJtxXMZDNKff5ImTcjUqbp1rdM35QMTv/7KdJRqFBcXJyQkDBo0qLzvwdPTMyIiIle9f/fExMQOHTpQX9i1a9dzddr65e3btyEhIdTejhqcIkC/t2/fVlr1UF3/jVKpPHHiRP/+/alvuX379vfv36c5rU5RKpUJCQnu7u7UD8TX15fO91gsGmpJoSDt2uFJ2TWSyWStW7cGgChjWKd6+za5dInpEPqtfGBi4kSmo6jh/v37c+fOLb9y8/n8nj17hoSEHD9+vMp5ao8ePRo+fDjV2NXVNT4+vg6X+bt3706fPp3a9AkAunTpEh8fX1paqolviDGPHz8uH61v0qRJXFxcxZ2sqIMtvLy8qAY2NjahoaH1HBsyGDKZLCYmhuqwMTc3DwsLo2fqKxYNtffzz2XHFBnPzL7ai46Opj4GaXXmOTIYGzaUHVmsR501JSUl+/btGzhwIPVxmcLhcDp37jx37tzffvstKyur4udpW1vbiIiI2l7zlEplYmKit7c3NZDPZrO9vb0vXryopW+KEYmJiZ06dSovhs6ePSuRSOLj48s/TDdq1CgsLEw3J3gyKy0tzc/Pj/optWrVioZFtlg01J5cTtzdCQD55Remo+iojIwMa2trADh+/DjTWXTAvn1kyxamQ+i05OSygYnffmM6Sp2IRKITJ06EhIT06tWLz+eXFxDm5uYVR+7rsL3jkSNHylccWFpaBgQE6P3RLdVQKBS7du1q0qQJAFhZWS1ZsoT6rtu0abNz507dWT6qm06dOkXN9rC3ty98/+wkjcKioU5++IEAEE9PUtc94Q3bl19+CQAjR45kOgjT0tLI6NGkfXs88EwFhYL07UsAyKRJTEfRhOLi4rNnzy5fvtzNzY1acOHj41OH3RdSUlJGjhxJXThdXFyioqLqtsJCvxQVFX333XexsbHZ2dkDBw78/fff63zuhrGRSCTh4eE/aX/cHIuGOpHJSNOmBIAcPsx0FJ1z+fJlFovF5/OfP3/OdBbm5OWRkBBib09Wr8Y5s6pFRhIA4uxc7XbReoo6b6V169a1/UKpVBoeHk5tdGhtbR0bG8vIyjoGnTt3DgAGDBjAdBBUBTagOuDxICgIACA0FGQyptPoEKVSGRAQQAgJCgoqH480Olu2gIcHCIVw9y4sWgQVtglClZw/D0uWAIsFP/4ItrZMp9EoahsGas8l9Z07d65z585LliwpLi729vZ+8OCBv78/zyhfQgqFgukIqApYNNTVlCnQqhU8fAgrVjAdRYfs3Lnz+vXrTZo0WbRoEdNZmOPhAVeuwLZt0Lgx01F0WmYmjB8PcjksWgT/7AhsOKitHpVKpZrtMzIyJk2aNGDAgEePHrm7u586derYsWMuLi7azKijqHmjWDToJiwa6koggPh44HAgKgquXWM6jU4oKioKDQ0FgOjoaOpjlpEaOBDc3JgOoevkchg7FtLTYcAAWLmS6TRaUKsr35YtW1q3br17925TU9Pw8PCHDx8OHTpUywF1F5fLBQC5XM50EFQFLBrqoXt3CAwEuRwmT4aSEqbTMO/777/PyMjo2rXruHHjmM6CdN2iRXD+PDg6wt69UGHFouGoVU9DUlKSSCTy9vZ++PDh4sWLKy7BMELY06DLsGion5UroX17ePoUQkOZjsKw/Pz8tWvXAsCaNWuoBeWoEqHwkETyhOkUOuHoUVi3Dng8SEiAf7ZUNjS1KhpWrFhx7NixY8eONW/eXMu59ABVNGBPg27CoqF+TEwgPh54PNiwAc6dYzoNk6KiovLy8vr16zdw4ECms+gcuTz71asZb98uJgSnzUJSEkyaBIRAdDT8c/6OAapV0WBpaent7a3lRHqDGp7AngbdhEVDvXXqBCEhoFTCV1+BWMx0GmZkZ2dv2rQJACIiIpjOonPevPn24UMPFovXps0tU9MOTMdhWEkJjB0LIhGMGgX+/kyn0SbsY68z/NHpMiwaNCE0FDp2zLS3/+H775mOwoyVK1cWFhaOGjWqe/fuTGfROZaWg9q1e+bquonDsWQ6C/NmzYI7d6BVK4iPB8Mexart6gkjUVRU5Obm1qJFCxVtcCKkLmMRQpjOYAiSrl/36NGDx+M9efLE2EYlX7165eHhUVpaevv27fJD/BB63/79uePH25mbw7Vr0LYt02m07NWrV82aNWvatGlqairTWXSIXC7n8XgcDkdFTZCcnNyyZUs3N7ekpCQ6syF1YE+DZrTs1s3Pz08qlYaEhDCdhW7U6WoTJkzAigGp8PLly2nTmvXq9csPPygNvmIA7GOvBpfL5fP5CoVCKpWqaAPY06CrsGjQmPDwcHNz84SEhIsXLzKdhT7Pnj3bu3cvj8cLCwtjOgvSXUql8uuvvxaLxc2bn/jiC6N428HhiepQO2QXFxdX1wDrLV1mFP976dG4cePAwEAAWLBggfEM+ixevFgul0+bNs0NtzNSDyGy3NxdhBjXG+L3339/7tw5Jyen2NhYprPQBIuG6qhZNGBPg27CokGTgoKCnJycrl27duDAAaaz0OHmzZuHDx82NTVdvHgx01n0g1ye/fixl1D4q0KRz3QW+rx8+ZLaKnTz5s0NGjRgOg5NsGioTo1FAy651GVYNGiShYXFqlWrAGDRokUSiYTpOFq3ePFiQsjcuXMb4yEL6uFyHZo23dGy5R9crh3TWWiiVConT54sFosnT548evRopuPQB/vYq6Nm0YA9DboJiwYNmzx5cocOHVJTU2NiYpjOol3nz59PTEy0trYOog78ROqxsOjFdARarV+//sKFC87OzuvXr2c6C62waKhOjUVDaWkp/FM6IF2DRYOGcTicdevWAUB4eHh6ejrTcbSFEBIcHAwAQUFBxtPhjGrr4sWLy5YtA4Dt27fbGtjR1zXBoqE6NRYNJSUlUPtTxRE9sGjQvIEDB3722WdisdiAl1/++uuvV69edXR0nDt3LtNZkI66dOnSsGHDSkpKZs2a9cknnzAdh27Yx14dLBr0GhYNWrFhwwYzM7M9e/YY5PLL0tJSaubj8uXLLSwsmI6DdNGVK1eGDRtWWFg4bty4741yp1TsaagOVQ2UVH8yMBYNugyLBq1wdXWdP38+NUnQ8KZPb9u27cWLFyjyBkEAACAASURBVB4eHlOmTGE6C9JFt2/fHj58eEFBwdixY/fs2cMxyKOva4LrBqtDbetkYmJSXQOqaKA6JJCuwaJBWxYvXty0adPbt2/Hx8cznUWTCgsLw8PDASAyMhJnKqH33b59e/DgwUKh0MfHZ+/evUb7IuFwOCwWS6lUGs+uLWoSi8UAoKKTEnsadBkWDdpiamq6Zs0aAAgJCRGJREzH0ZiIiIjMzMwePXqMHDmS6SwGRSZ7lZv7c0ZGREbGmry8PSUlj95vk5Q0Mjt7K/3Z1Hfnzp3Bgwfn5eWNGTNm3759RlsxUHCEokqFhYUAYGlZ7fltWDToMqP+L61tvr6+W7ZsuXjx4qJFi7Zs2cJ0HA1IT0+nlpKuXbuWZdhnFNJIoSh8/XpWXt4+gP+MZAkEHi1bnjQx+ff8M5ksRS7PpT2gunJycoYNG5aXl+fj44MVAwBQxzIpFAr8UVRUY08DNUcSiwbdhD0NWsRisTZv3mxiYrJt27Zjx44xHUcDQkNDi4uLfXx8evbsyXQWw5GS4puXtweAWFsPd3Ze5eIS27BhgKlph9LSDD6/CdPpamHmzJkZGRkDBgww5lGJinABRZWwp0Gv4X9s7fLy8lq9enVgYOCUKVPu37/v6OjIdKK6e/Lkyc8//8zj8ag5DUgjxOKLItEJAGjefG+DBuMr3iWXZ7NYPAB48+bbkpIHACCVpuTk7CgsPAMAdnZf2tl9xUTkqu3du/fQoUPW1tY//fQTj8djOo5OwOGJKuGcBr2GPQ1aN2/evE8++SQ7O3vy5Ml6PSUqMDBQLpfPnDnT3d2d6SyGQyy+AAA8nlOligEAuFwH6oaV1TA7u8l2dpO5XFszs87UbVPTTnRnrV56erq/vz8AxMbGurq6Mh1HV2DRUCUsGvQaFg1ax2Kxtm/fbm9v/+eff27atInpOHX0999/nzx50tLSEs+m0ixCZABAiKLShIaKrK0/oQoFDsfGzKwTddvMrCONMVUhhEydOjUvL2/kyJFffvkl03F0CA5PvK+kpEQul5uYmKjojsKiQZdh0UAHZ2fnH3/8EQCCgoLu37/PdJxaI4QsWLAAAEJCQho1asR0HINiYuIOAHJ51rt3awD0siMqLi7u5MmT9vb2cXFxTGfRLdjT8D6qm0HFhAbAokG34ZwGmowaNWry5Mk//fTTN998c/nyZc0+eGlpqVgsNjEx0dJ2KPv27bt161bjxo0DAgK08fjGzMZmFJ/vIpO9SU9fKhIdsbP7ytZ2HJdb9XEeDg5zTE3blv9RJDqZn/8rl2vH5dpzOHZcbgMu147DacDl2nG5dtR8iPcRIlMqiwhRKhQiAMjPlxYXC2xsbGxsbOqwIiY3N5c6sWzr1q3qTNmRy+UFBQVGcl4J9jS8j5oFqXonWdzcSZdh0UCT9PT0P/74w8HBoWHDhjNmzDA1NRUIBObm5nw+39LSksvlWllZcTgcGxsbNptN/S4QCPLz80UiUfnvQqGw4h+p3/Pz8yvu4m5jYyMQCMzMzKytramnsLKyEggEFhYWlpaWpqam1A1CCFXyA4BEIinf0rWoqEgmk1G3RSKRUqls2bJlQkICAKxcuRL/G2scm23m7n7q5UvfkpIHRUU3iopupKXNt7H5zMFhpoVF70qNHRxmVPxjcfGNnJwd1T0yh2PJ4dixWGwAUCgKCZETUqJUVj6x/dixgStW/EXdtrS0tK7AysrK2tq6/KCpgoKCih+aqZcHAHzzzTcikWjMmDE1frPPnj3z9fV1cnI6ceJEjY0NAG4K+T51CgKqjUAgoCkTqg0sGmgSEhKSk5NjY2Nz5MgRjT84h8OxsrIqKSmRSCT5+fmaffAPPvhg0KBB6enpgwcP1uwjI4pA4Onpea+w8Hxe3s9C4a8KhSgvb19e3i9OTkucnVep+EIbm1E8nrNcniOX5yoUeXJ5rlyeK5fnKRTU74UKReH7X8Vi8dhsCxaLxeHYAICpqVXTpk2pArSwsLCwsDAtLa1W+T09PYVC4Zs3b1xcXFS3tLOzS0tLu3v37v79+319fWv1LPqIqr/5fD7TQXQIVWiqs7M47gSjm7BooMOtW7f27t3L5/M3bNjAZrMlEklxcbFUKhWLxaWlpdQHOOpzm1AoVCqVIpFILpdLJBIbGxtra2ubCqg/Vvq94gChUCikeg7y8/NLSkqoG9QzikQiiURSVFRUUFDAYrHKv6riuAbV+UHdLu/82Lp1a0lJSWho6E8//UTvT854sCwt+1la9nNx2SwSHX/3bmVJyf13776zsOhjZTWkuq8xNfUyNfWq7l6FokAuzwVQArA4HAsWi8diCdjsyuPE7dpBcHDZbdF/FRQUUDeoe6nXQ/kXWltbs9lshUKxYcOGx48fjxw58sKFC6q7ne3t7SMiIqZOnRoQEDB06FCDPyyb6gLE/rmKqBVkqgsCao5kaWkpTZlQrRCkZUqlslevXgCwePFiprPUUXJyskAgYLFY165dYzqLUVAoCh88cLt5E5KTxzGdpWZ5eXmtWrUCgGHDhsnlctWNlUrlwIEDAWDq1Kn0xGMQdfGTyWRMB9Ehd+/eBYAOHTqoaBMYGAgA0dHRtKVC6sPVE1q3Z8+eS5cuNWrUKLj8A52+adGiRUBAACFk7ty5RJ+3mtAXbLaFjc1IAJDJUpjOUjNbW1tq9cSJEyeWLFmiujGLxdq6datAINixY8fZs2fpScgImUxWWlrK5XJxq6uKiNo9DTgXRDdh0aBdxcXFS5cuBYDIyEgrKyum49TdkiVLnJ2dr169unfvXqazGIXS0iwAYLGqPT5Yp7Ro0eLXX3/l8/mRkZE//PCD6sbu7u5Ur9vMmTMlksoTMw0GNTZhbm7OdBDdok7RQK06weEJ3YRFg3atWbPm9evXnTt39vPzYzpLvVhYWFC7R4eEhBQVFTEdx3BIpS+l0qRKfymRPM3PPwIAFhY9mAhVF3379qX2Lvv2228vXLigunFwcHDbtm2fP3++YsUKWtIxACc0VImaCMlmq7r0YE+DLsOiQYvevHmzfv16FosVGxur+j+JXvjyyy+7dev29u3byMhIprMYjqysmIcPWz192uPduxW5ufG5ufFpafOfPu2mVIq53AYNG85lOmAtTJs2bd68eTKZbNKkSeWLeKvE5/N/+OEHDocTGRn5+++/05aQTtjTUCX1exqwaNBNen8l02WBgYHFxcVffPFF796VF9zrIxaLFRMTw2KxoqOjU1NTmY5jILjchjyeU1HR1fT05ampk1NTJ2dmblAoCgUCT3f3MzyeM9MBayc6OrpTp06pqamrV69W3bJnz54RERGEED8/v4cPH9ITj05Uhxz2NFSi/pwGHJ7QTVg0aMulS5cOHTpkampa47unHunRo8f48eMlEon+TurUNU5OS7283nh4nG/cOLJhwwAHh9nOzt+1avVX27YPzMx06EgqNXE4nLi4ODabHRUV9ezZM9WNFyxY8NVXX4nF4pEjR+bm5tKTkDY4PFEl7GnQd1g0aIVSqaSWGyxatEgXDv2TyWTCf1BjinUWFRVlbm6ekJBw7tw5TcUzTnJ5Tmrq1xLJUwC2hUUfR8eFLi4bXF03OTktsbT8SH//b3bt2nXy5MkymYw691K1LVu2dO3aNSUlZfz48QZ2RgMWDVXCngZ9h5s7acWOHTtu3rzp4uJCLTiuLaFQWPBf1B47HA6H2jyH2lenfFMm6tQAqVSanZ2dkZGRmZmZnZ2dmZlZfiMvL+/9ZzEzMzMxMQEAHo83fPjwnTt3qpOtcePGCxcuDAsLCwgIuHnzpjo7u6EqZWauz83dpVDkurlpfpNQZkVFRR05cuT06dOHDx8ePXq0ipYCgeDQoUNdu3ZNTExcsmRJREQEbSG1Dec0VKmgoABqOrAKV0/oMiwaNK+goCA0NBQAoqOja/U5Y+zYsadOnaIOdNEsLpdb/r+0/MiA4uLi8kMratU5HBQUtGvXrrt37+7cuXPatGkaT2sM5PK87OxNAODouJTpLJpnZ2e3cuXK2bNnz507d8iQIaovnK6urgkJCYMHD46Kivrww+6jR4+iLadW4ZyGKuXk5ACAvb29ija4ekKXYdGgeevWrcvMzOzdu/fYsWNr9YUymYyqGKizgiqytbW1srJSKBTUO1F+fj4hpPygKaFQCAB8Pt/BwaFRo0aNGjVq2LChg4ODk5OTwz/ef7rys6nKT6hSk6mpaUREhK+v79KlS8eOHWttbV2rL0cAkJW1XqEotLYeZm7eleksWjFjxoydO3feunUrPDy8xmk9/fr1W79+/a5dx0NC+nXtCk2a0JNRu3B4okrZ2dkAUOU7UjkcntBlWDRoWH5+/vfffw8A4eHhtT1wZefOnRwOh7ZrsLm5eZ37TseOHbt58+YLFy4sW7YsNjZWs8EMnkIhysraDACOjouZzqItHA5n8+bNPXv2jIyM7NixY40F9Jw5c86cmXXkCPubb+CPP+jJqF1YNFRJnZ4GnAipy/R1spXOioyMzM/P//jjj/v27Vvbr23QoIG+fGpnsVhbtmzh8XibN2++c+cO03H0TGbmeoUi38pqqIVFL6azaNGHH34YERGhVConTZr0v//9r8b2W7eybWzg+HE4eJCGdFpH9QKamlY+IczIqT88gT0NugmLBk3KycnZvHkzACxfvpzpLFrXrl272bNnKxSKGTNm1HNFhlFRKERZWRsBwMnJAGczVBIUFDR//nypVDpq1Kgai0snJ6DmQc6aBTk5dMSjAZ7vXIk6wxPUVnj4rqKbsGjQpNWrVxcWFo4cOfLDDz9kOgsdVq5c2bhx4xs3buzatYvpLHojIyNKoRBaWQ2ysDCELb9qtHbt2kmTJhUUFAwfPrzGPcGmT4eBAyEnBxYupCWcNuHH5Sqp09NAVVp4Np5uwqJBY969excXF8disQx4O/1KLC0t165dCwALFy7MMZjPhtokEh3PyIgAYDs5GcuLhMVibd++fciQIe/evRs8eHBWVpbKxrB1K5iawq5dcPo0bRm1AtcNVkmdngYsGnQZFg0aEx4eXlxcPGbMmI4dOzKdhT6+vr4DBw7My8ur8UxkJJE8S0mZCKBs3HiVhUVPpuPQh8fjHTx4sGPHjklJSePG+Uqlqhq7u8OyZQAAM2eCFlYf0wfXDVYJexr0HRYNmvH69evt27ez2WxqhwajsnXrVhMTk+3bt1+5coXpLLpLoShMTv5Moci3sfnM0XER03HoZmVldfr06Y4du4lEKxYsqKHxggXQqRO8fAlffQX6e+HA4Yn3EUJyc3NZLJadnZ2KZlg06DIsGjRj1apVUql0/Pjx7du3ZzoL3dzd3efPn69UKufMmWNgOwFrjjIl5QuJ5LGpaYfmzX8GMMbJcQ4ODjt3Xn30qM/mzXD8uKqWXC4cOAA2NvDrr6C/J6riusH3yeXy0NDQwMBAqqKqDk6E1GVYNGhAamrqzz//zOFwjLCbgRIaGtq8efPbt29v27aN6Sy66O3bpSLRH1xuAze339hs491XuFMn1sqVQAh8/TVkZqpq6e4O+/cDhwNLlsDJk3Tl0yjsaXgfj8dbtmxZdHS06mbY06DLsGjQgLCwMJlM9uWXX3p4eDCdhRmmpqbr168HgMWLF797947pOLolP/+3jIwIFovbosUhE5MWTMdhWFAQDBgAWVkwY0YNLYcOhdBQUCphwgRITqYlnEZhT0OdYdGgy7BoqK/nz5/v27ePx+MZ+UzAUaNGeXt7FxQU4KnZFcnluampXwGQJk3WWVoOYDoO89hs+PlnsLWFI0dgx44aGi9bBp99BkIhfPYZFBXRkk9zatXTcOfOnTFjxiTrY3GkBVg06DIsGupr2bJlcrl8ypQpLVoY+4fITZs2mZmZ7dmzR53t/4xEVlasQlFgZTW0YcOaz4k2Ek2awMaNAABz58Lz56pasljw00/Qpg3cvw96dzJarZZcLl269Ndff23btu3ChQtFIpGWo+k6LBp0GRYN9XLr1q2DBw8KBAIj72agNG3aNCQkhBDy7bff4lAuACgUBVlZm8A4Nn+slQkTYPx4KCqCCRNA9SvF0hIOHQJra/D01LOVFLVacrl9+/bp06fL5fLo6Gg3N7fY2FhjnlOMRYMuw6Kh7ggh/v7+1KqBJoZxMF+9LVy40N3d/dGjR+vWrWM6C/OysjYqFEJLy4+MZPPHWtmyBVxd4eZNWLOmhpaenpCUBEuXgn7tyFyrngYnJ6e4uLjr16/369cvNzc3ICCgffv2J/V0Cmi9YdGgy7BoqLvdu3dfvny5UaNGS5fi58gyJiYmP/zwA4vFWrly5cuXL5mOwySlsigrKxawm6EaNjawZw9wOLBqFVy9WkNjlVsB6ag6bO7UuXPnv//+++jRoy1atHjy5MmwYcMGDx786NEjrWXUUbjkUpdh0VBHhYWFixYtAoCoqCh9OZqSHv379/f19S0pKZk9ezbTWZiUnb1NLs82N++O8x+r06cPBASAXA6TJoFYzHQajZLJZHl5eVCnJZcjRox49OjRmjVrrKyszpw507lz57CwMONZhaFUKiUSCWBPg65i4T9M3SxcuDA6OrpHjx6XLl3Cg+wqyczMbNOmjVAoPHTo0Oeff850HAYQIn3woEVpaXrLliesrT9hOo7ukkrhww/h3j3w84Off2Y6jSakpaVt375969atLVq08PLyatSo0cqVK+v2UJmZmUuXLt25c6dSqezVq9e+fftcXV01m1bXpKSkTJkyRSAQuLi4tG7det68eUwnQu8hqPZevHhhYmLCZrOvXbvGdBYdRR0R7uTklJ+fz3QWBjx/vvHmTXj8uAshSqaz6Lrnz4mlJQEgP/3EdJR6KC0t/e2334YMGUJ1rQNAp06d7t27Z2Fh4e/vX1BQUOdHvnLlSvPmzQHA2tp6//79GsysUxQKRUxMjJmZGfW+8e7dO6YToaph0VAXw4YNA4Bp06YxHUR3KRSKHj16AEBAQADTWeiWk5NjZ2fn798tK+sU01n0w65dBICYm5PHj5mOUnupqamhoaHOzs5UrWBmZvbVV19dvXqVELJx40aqhnBxcTl48GCdnyI/P9/Hx4d6fD8/v6KiIs3F1wnJycn9+/envkEfH5+cnBymE6FqYdFQa0eOHAEAKysrrIVVu3//Po/H43A4t27dYjoLraZMmQIAgwYNYjqIPvHzIwCkXTtSXMx0FDWkp6fv27dv+vTprVq1Ku+19fT0jI2NFQqFFVveunWre/fuVIMBAwY8evSozk8aHx9vampKPdH9+/fr/U3oBKVSGRcXZ25uDgCOjo6HDx9mOhGqARYNtSOVSqm3idjYWKaz6AFqSPKDDz6Qy+VMZ6HJ9evX2Ww2n89/8uQJ01n0iVhMWrcmAGT2bKajVOPdu3e//PLLjBkzWrduXXGE18rKasKECefOnavuC5VKZXx8vIODAwDweLz6jFY8fPiwXbt2ACAQCGJiYur6reiKpKSkfv36YQeDfsGioXa+++47qtKXyWRMZ9EDRUVFzZo1A4BNmzYxnYUOcrm8U6dOALB06VKms+if+/eJqSkBIL/8wnSUCqRS6S+//NK/f/+K850tLS2HDRsWFRV1/fp1NQvivLw8f39/DocDAI0bN46Pj69bnsLCwi+//JKKMW7cuNzc3Lo9DrMUCkXFDobff/+d6URIXVg01EJaWpqFhQUA/Pnnn0xn0Ru//fYb9WksLS2N6Sxat2HDBgBwdXUVi8VMZ9FL339PAIiNDXn5kukohCQlJQUHBzds2JC6Qpubm3/yySeRkZFXr14tLS2t22NqarRiz549lpaW1BX3119/rduDMCUpKalv377lHQx6WvcYLSwaasHX15d6lTMdRM+MHDkSAHx9fZkOol3v3r2jduw4evQo01n02KhRBIB060aY6stTKBSJiYk+Pj5UrwAAtGnTJiIiIi8vTyOPr6nRikp9+5mZmRqJp1VUB0P5EokjR44wnQjVGhYN6rp48SKLxTI1NU1JSWE6i5559eoV1UPzxx9/MJ1Fi6ia8tNPP2U6iH7LzSWurgSA0D/C8+QJCQkhXbqMf38dhMZlZ2dPmzaNWlvh6uq6Z88ehUJR2wehZhFSXQ62trZxcXHaiKop165d69KlCwCwWKypU6ca52JsA4BFg1oUCkXHjh0BYPny5Uxn0UtRUVEA4O7ubqhzQU6dOkVdZlJTU5nOoveuXiUffkieP6fp6YRCEh9PBg0iLBYBIAMGXPbw8IiIiKBhXt61a9c++OADqkZp37593T55p6amDhkyhHqQYcOGvXnzRuM56yknJ6e8QmratCkO7+o1LBrUsmvXLuoDQbFeLAjTPTKZjJpz/v333zOdRfOKi4vd3NwAIDo6muksBkKp/T2xSkvJsWPEx4eYmBAAAkCsrcm0aeTSJVrrWoVCsXPnzqZNm1JX/e7du//11191eJyEhIQGDRpQe0DFxcUpafgJquH9sZjCwkKmQ6F6waKhZsXFxS4uLgCwZ88eprPoMWp/iwYNGhjevKeFCxcCgJeXl6H2ozBl714SHEyCg0mVL5k3b8rurVW/vlhMjhwh06eTRo3KagUOhwwdSvbtY3KLCJlMFhcX5+TkRJUOvXr1On/+fG0fJC0tzdvbm3qEQYMG3b17VxtR1Xf79m1qh7f671GBdAcWDTVbvnw5AHTq1KkOg46oooEDBwJAcHAw00E06d69ezwej81mX7lyhekshmbs2LLrepWbr16/XnavOmseX74kGzeSoUOJQFD2VQDE05NERBDdWdYjFosjIiJsbW3LL/x37typ7YPs3r3bzs4OANhs9oQJE14ysRCl4vpSZ2fnOq8vRToIi4YaZGRkUPOMVGzegtR0584dNpstEAgMZuDfmHfLpkF50cBikYsXK99bY9EgkZC//iJBQcTT899Cgc0m3buTVatI7S/HNCkoKIiIiLCysqIu/D4+Pi9evKjVI+Tk5AQGBgoEAgDg8/lz587NysrSUtpKqPEIap1qPXeyQroJi4YafP311wAwevRopoMYiAkTJgDAxIkTmQ6iGTExMdRkF3xn1AaqaHB2LtthutLgT5VFg1JJ7t0ja9eSoUOJmdm/tYKNDRk7lsTHE7qunvWVnZ0dHBxMXfh5PN706dPfvn1bq0d48+bN9OnTqY/75ubmwcHBIpFIS2kpd+7c6dmzJ9VN0r9//4cPH2r16RAjsGhQ5d69exwOh8fjPXv2jOksBuLNmzempqYsFuvGjRtMZ6mv169fU71QuDGDllBFQ0gIcXMjACQy8j/3ViwaxGKyaxeZMOHfmQpU/0THjiQoiJw9S+q6GxPDUlJSvvzyS+rCb2ZmFhoaKpFIavUIjx8/Lj/syt7ePiIioraPoI68vLxZs2aV73dpwKdxIiwaVKEWMs2dO5fpIAaFmjbYr18/poPU16RJkwBgzJgxTAcxWFTRsGwZSUgoOwaz4rhWxaJBKCQcTtkfHR2Jjw+Ji9OhyQr19Pjx488//5zax7pNmzaXLl2q7SNcuHChvA9As0Npcrl827Zt9vb2VI9IUFAQro8wbFg0VOv48eMAYGNjg8eoaJZQKKTeYvT6A/rTp0+5XC6Px0tOTmY6i8EqLxoIIYMHEwDyySf/3ltpeGLBArJxI3n6lJmoNLh48SK1bpnNZvv7+9dhq/LDhw937NhRg1Mjz58/Tx22AgAfffQRro8wBlg0VE0ul1Onya1bt47pLAYoNjYWADw8POq8hz/jRo8eDQBz5sxhOoghq1g03L9PuFwCQMpPWqjV6gnDIJPJIiIi+Hw+ADRr1ozBXZLevn3r5+dHdX40adIE10cYDywaqrZ161YAaN68uTbG/5BMJnN3dweArVu3Mp2lLm7cuEHtKW4Mp3AxqGLRQAgJCCAAxMmJUBsQG2HRQLl37175PpL0nygtlUpjYmKo2TympqbBwcE4HmFUsGioQkFBgaOjIwAcPHiQ6SwG69ChQwDQsGFDbc/o1obBgwcDQEhICNNBDFylokEkKltJERhIiBEXDYSQ0tLSmJgY6uSnRo0a0fZOdfTo0RYtWlD1ire3Nx7EY4RYhBAwUCKRSCgUCoXC/Px8hUKhoqW1tTW1LzoA8Hi8AwcOrF69unv37pcvX6b635A29OnT5+LFi0uXLl21ahXTWWomkUhKSkpEItGlS5cmTpxobW398uVLauNepCXjxkFCAixbBitWlP3N/v0wfjzwePDgARQUQLduAAByOfxzIKVxSU5OnjZt2v/+9z8A8Pb23rZtW+PGjbX0XM+fPw8ICDh58iQAtG7dOiYmZujQoVp6LqTLuNp+gpcvXwqFQuq2mZmZiYlJpQY2NjaVLswymayoqEj1balUWlxcLPxHfn6+sALqj0qlsg6BHR0dfX19ORxOVFQUVgxaFRUV1a9fv6SkpIMHDxYUFIjF4qKiooKCApFIRN0uLCzMz8+nbovFYqFQaGNjw+fzLSwsqNeSjY0Nj8eztLSk/mhtbc3n8y0tLU1NTakF7uXkcnlhYWHFvykqKpLJZOV/LC4ulkqlQqGQemkVFBRIpdLCwsKioiKpVJqfn18pfFBQEFYM9PP1hR074MwZWLAAli1jOg3T3Nzc/vrrrx9//HHBggV//PFHu3btIiMjp02bptk3rvz8/IiIiA0bNshkMltb27CwsNmzZ3O5Wr92IN2k9Z6Gzz777PDhw1p9iupYW1vb2tra2NjY2tpyVH4SEYlE5RWGvb29VCr9+++/o6OjFyxYQEtSg1JUVGRubq5OS5lMZm1tLZFItB1JI0xMTMzMzCwsLPLy8gghmZmZ1HnfSHve72kAgBcvoH17kEohPByWLAEw4p6Gcq9evZoxY8aff/4JAB9//PGmTZuoE9TqiRCye/fuhQsXZmZmUptSr1u3jjp9ChktrVeLzZs3p85Qh/c+21GoU9Ur/g2Pxyt/O654m8/nl1+NqNu2trblqbMZWgAAECtJREFUZUG58j+WjzjU1l9//fX333+vWrXKz8+vUaNGdXsQ4/T27dv27dtPnTo1MjKyxo87mzdvlkgktra2gwYNsviHtbW1paUlddvKysrKyoq6bWlpaW1tLRKJqA4n6rUkFApLS0uprgiZTJafny+TycRiMdVtUPG5uFwuNXWrXKV+L4FAYGpqam1tbWJiQj2jQCCwsrKimpUfB0DJzs7GioEp7u4QGAirV0NUFNNRdEbTpk1PnToVHx8/f/78U6dOtW3bdv78+YsXL67Pq/TGjRv+/v5Xr14FgH79+sXGxnbo0EFzkZHeYnRGhe765JNPAGD27Nk1tnzy5El4eDgNkfTC1KlTAcDX17fGlkKhkDpW5+TJkzQEQ/qo0kTIcsXFpHnzf3d+NMKJkNXJyMiYPHkyVa83btx4z549dTgju+JyysaNG8fHx+vIQdtIF2DRULXHjx/zeDwOh/PgwQMVzYqKiqiB7dOnT9OWTWc9e/aMy+VyudwnT57U2Jga+hkwYAANwZCeqq5oIIT8/jsWDdW6efNm+f6PXbt2Vf/8VZlMFhMTQ52VhcspUZWwaKjWrFmzAGDYsGGqm0VGRgJAmzZtZJWO0zE+Y8aMAYBvvvmmxpYpKSkCgYDNZt+8eZOGYEhPqSgaCCEjRmDRUC2lUpmQkODi4gIALBbLz88vIyND9ZckJia2adOGKjW8vb0ZOVMb6T4sGqqVlZVlbW0NAKdOnVLRTCqVUnu7rl27lrZsOqh8v6M3b97U2Jg669LPz4+GYEh/JSeTmzdJdYc75uWRmzfJzZsE+86rIxaLw8LCqLk7FhYWYWFhVe5W9/z58+HDh1PlgoeHB44YIhWwaFAlKiqK6kVQvdtxYmIiAFhaWtb27FpDMmjQIABYtGhRjS3v3LnDZrMFAkFqxdOHEELa8eLFi/KDLlu1avXHH3+U31WxqrCxsYmIiJBKpQxGRboPiwZVpFJpy5YtAWDbtm2qW1InERjtR2dqexkbG5vc3NwaGw8YMAAAFi5cSEMwhBDlzJkzbdu2pUqHQYMGPXr0KD4+ntr6ls1m+/n5ZWZmMp0R6QEsGmpw8OBBAGjYsCG1NLQ6r169MjMzY7FY586doy2bjpDL5R07dgSANWvW1NiY2rTD3t5eKBTSkA0hVE4qlUZHR1PzHIODg6n15H369Ll9+zbT0ZDewKKhZn369AE1DhoICwsDgPbt2+vvyY11s3nzZgBo1qxZcXGx6pZSqZQ6p2rLli30ZEMIVZKRkTFv3ryioqKEhIR9+/bhckpUK4Z89oSm3Llz54MPPuByuY8fP1axz1pJSUnbtm1TUlK2bNkyc+ZMOhMyKC8vr1WrVrm5uYcPHx41apTqxlFRUcHBwZ6envfu3cNtaBFCSO/Ucc9Eo9KpU6cJEybIZLIl1Ka11TA1NV2/fj0AhIaGVjrmwIAFBwfn5uYOHjy4xoohKytr9erVALB+/XqsGBBCSB9h0aCW1atXm5mZJSQkXLlyRUWzUaNG9enTJzc3d8eOHbRlY9CtW7d27tzJ5/M3btxYY+PQ0FCRSDRixAg8HA8hhPQUFg1qadKkyfz58wkhwcHBqlsGBQUBwLp160pLS2mJxhilUjl79mylUjl//nwPDw/VjR89erRz504ejxcdHU1PPIQQQhqHRYO6qMnGFy5cOHbsmIpm3t7enp6eaWlphw4doi0bI3bu3Hnt2rXGjRurHrWBf8oLuVw+e/bsGssLhBBCOguLBnVZWFgsXrwYABYuXCiXy6trxmKx5s2bBwCRkZEGPMlUJIJDhz5q1Kjz2rVrazxJLyIi4ty5c46OjsuWLaMnHkIIIW3A1RO1UFpa6unpmZSUtGPHjq+//rq6ZlKptHnz5u/evTtz5szAgQPpTEiboCBYuxaGDFH8+SdHdcvr16/37t1boVCcOnVq8ODB9MRDCCGkDdjTUAs8Hm/lypUAEBoaWlxcXF0zExOT2bNnA8DatWvpC0ej5GTYuBHYbFi9uoaKIT8/f9y4caWlpcHBwVgxIISQvsOioXZ8fX27dOmSnp6uer3ArFmzLCwsTp06de/ePdqy0Wb+fJBK4euvoUuXGlrOnDkzNTW1W7duK1asoCUaQgghLcKioXZYLBbVfxAREZGbm1tdM1tbW2r8YsOGDfSFo8XZs3D0KFhawsqVNbTcsmXL/v37bWxs9u/fz+PxaEmHEEJIi7BoqLX+/fsPGTIkPz9/zZo1KpoFBARwudxffvnl7du3tGXTNoUC5s0DAFiyBJycVLV8+PDhggULAGDLli3NmzenJR1CCCHtwomQdXH//v1OnTpxudwnT560aNGiuma+vr4HDhz46quvdu7cSWc87dm2DWbOhObN4fFjEAiqbaZUwpgxktevw7t2zdm6dSuNARFCCGkRFg11NHHixL17906aNCk+Pr66NsnJye3atZNKpZcvX+7evTud8bRBJIJWrSArCw4dgs8/V9Vy1y74+mtwcYGHD6VWViZ0BUQIIaRdODxRR999952JicmePXvu3LlTXRs3N7fAwEBCyJw5c5RKJZ3xtGHZMsjKgn79aqgYxGKgdnuKjASsGBBCyJBg0VBHzZo1mzlzplKpVL0f4pIlS5o2bUqd0UBbNm24fx+2bAEuF2Jiami5ejW8ewc9eoCvLy3JEEII0QWHJ+ouJyenZcuWIpHof//7X//+/atrlpCQMG7cODs7u2fPntnZ2dEYUGOUSujdG65cgcBAUL33xJs30Lo1lJTA1avQrRtd+RBCCNECexrqzt7enjqeatGiRSqajR07dsiQIbm5ucuXL6cpmab9+CNcuQJOThAaWkPLwEAoLgY/P6wYEELIAGFPQ70UFRW5ubllZmYePXp0xIgR1TV7/Phxx44dlUrlrVu3OnToQGfC+svNhdatIScHDh6EMWNUtbx8GXr3BoEAnj4FV1e68iGEEKIL9jTUi7m5OdXNsHjxYhVTHT09PWfPnq1QKGbPnq13VVpgIOTkwJAhNVQMYjFMnQqEQEgIVgwIIWSYsKehvmQyWevWrVNSUvbu3fvFF19U10wkEnl4eGRmZqpupmsuXoS+fYHPh/v3oVUrVS19feHAAWjXDq5fB1NTuvIhhBCiEfY01Befz6cWUISFhZWWllbXzNraOiIiAgCCg4NVHHala7ZuBUJg0aIaKobYWDhwACwsICEBKwaEEDJYHP2dnac7OnTocPDgwefPnzdp0qRL9Yc4dejQ4cSJE0+fPuXz+SpWW+iUUaPAxQVmzQIut9o2167BF1+AUgl790K/fjSGQwghRC8cntAMal2ls7NzUlKSafWfta9cudKrVy+BQPD06VNXgxj5z8qCLl0gLa3m1ZgIIYT0HQ5PaIaPj0/nzp3T09NVH7XQo0ePMWPGlJSUhNa4eFEfKJXg5wdpadCjB6xezXQahBBCWoY9DRpz4sSJ4cOH29vbJycnW1lZVdcsJSXF09NTKpVevXq1m57vZrByJYSFQaNGcPs2ODsznQYhhJCWYU+DxgwbNqxfv345OTkbNmxQ0ax58+Zz584lhAQEBOh1xfbuHURGAosFv/yCFQNCCBkF7GnQpIsXL/bp08fCwiI5Oblhw4bVNSssLGzVqlVGRkZCQoKPjw+dCTVozhzYvBnGjIGDB5mOghBCiBbY06BJvXv3/vjjj8Vi8VqVcwItLS1XrFgBAMHBwRKJhK50mvTqFWzfDhwOrFjBdBSEEEJ0waJBw8LDw1ks1qZNm96+faui2ZQpU7y8vFJSUmJjY2nLpkErV4JUChMmgKcn01EQQgjRBfdp0DAnJ6dHjx7du3cvKyvrs88+q64Zm812d3fPy8vz9/e3t7enM2H9vXgB06cDhwMHD0KDBkynQQghRBec06B5r1+/9vT0LCoqOnv27IABA5iOo3njx8P+/TBjBmzbxnQUhBBCNMLhCc1zdXUNDg4GgDlz5qjYWFpPPXwICQkgEMDSpUxHQQghRC/sadAKmUzm5eX17Nmz6OjoBQsWMB1Hk0pLYdcuyMmBxYuZjoIQQoheWDRoS2Ji4pAhQ8zMzB4/fty0aVOm4yCEEEL1hcMT2jJ48ODPP/+8uLg4KCiI6Sy1IJXCjBkwYwZERlbdYN8+mDEDfvqJ1lQIIYR0AfY0aFFaWlqbNm3EYvGJEyc++eQTpuOoRSwGS8uy28ePw7BhlRvMmgVbt8KXX2LdgBBCRgd7GrSoSZMm1MFU/v7++riJ09y5oIepEUIIaQsWDdo1f/58Ly+vpKQk1XtE6qDmzSEpCc+uRAgh9C8sGrSLy+Vu2rSJxWKtXv3/9u7Ytak1DODwexJtpWJzQm1DhXav011EF/0D7CROughukkEQHTp2ERyMjgqOioOCg4sIDi4OirPiIF2UELBpo0ZSSHIHhestXu/Xa2+P1ecZDslJ+PJmyg+Sk+/i69evix5nAy5ejCyLS5fixYuiRwHg5yAa/neHDx8+efLkp0+f6vV60bNswKFDcfx4rK3FmTPhdy8AhGjYGpcvX87z/MGDB/fv3y96lg1oNGJsLB4/jps3ix4FgJ/AjqIH+C3UarXFxcWzZ8+eOnVqbm6u1+tFRLvdjoher9ftdiMiy7Kpqampqanp6elarVar1fbt2zc5OTk9PZ3neUT0+/1Op/P1ssPhsFz+YzDYkeeRZVGtRpZFnm/a2DMzceFCLC7G+fMxP2+bCYDfnWjYIvV6fWlp6dGjR0+ePPmn5ywvL798+XJDy05MLL97V113slSKSiXGxqJSifHxL8dq9cuNnTsjIlZWYjiMdjuGw1hZicEgsizu3Fm//sJC3L4dr17FwkJcv76h0QD41YiGLVIulxuNxrNnz9bW1nbt2hUReZ5nWTYyMrJ79+6I6Pf7rVar1Wq9ffu21Wo1m81ms/n57vv37yOiVCpVKpV1y46Olnu9v332r67GYBDtdrTb8d3dudcbH//GydHRuHIl5ufjxo04fToOHvyv7x+A7U80bKkDBw5859G9e/fu37//x1+l349OJz58iNXV6HT+Orbb0elEvx8RMT4e5XJUKlEqxedvNyYmvr3a0aNx7Fjcuxf1ejx9+uPTAbBdiYZfULkc1WpUqzEzszkLXr0aDx/G8+dx69bmLAjAduTqCf7d7OyXjbAXFqLbLXoaAAoiGkhy7lzMzcWbN3H3btGjAFAQ0UCSkZG4di2yLD5+LHoUAAoiGkh15EicOFH0EAAURzSwAY3GZv55FADbSza0rwBfGQxiaSkiYnY2dnzr2ppmM7rd2LMnJie3djIAiiYaAIAkvp4AAJKIBgAgiWgAAJKIBgAgiWgAAJKIBgAgiWgAAJKIBgAgiWgAAJKIBgAgiWgAAJKIBgAgiWgAAJKIBgAgiWgAAJKIBgAgiWgAAJKIBgAgiWgAAJKIBgAgiWgAAJKIBgAgiWgAAJKIBgAgiWgAAJKIBgAgiWgAAJKIBgAgiWgAAJKIBgAgiWgAAJKIBgAgiWgAAJKIBgAgiWgAAJKIBgAgiWgAAJKIBgAgiWgAAJL8Cd9Th0zNni0SAAABg3pUWHRyZGtpdFBLTCByZGtpdCAyMDIxLjAzLjEAAHice79v7T0GIOABYkYGCJAAYikgbmBkY0gA0kxMAgxqIHkmZg4GJSDjPyObgwaQZmaB0ewQmhkhngHmIxSCTWKEK+BgANNMcHEoDTOI3UELZBFQAZpNSCZjMrCbzQ30GSMTCxMjMwMDCwMLawYTC1sCK3sCB1sGExsnAztXBhMXRwIHtwIXDwM3LwMfcwYTM3+CAF8Cv2CCkEAGk4BggqBwBpOIUIKocIKoSAaTmKiCuBiDCDMbKzsXBxsLKx8zv6AAm5CIqLCggDgsFBkktm6f5di1YeF+EGfVgwWOfkkTbEFskHjPzs32IPY0o7Vw8ZOpfXD1l206HOcYqx2AsWFqLlwth4uD2Mh6YWY+ac6GmwNiw8R5HwTBxUF6ZS30HUDs/IItjk3F0/bD2K01K8DqP6gfcMwXMt4PYzNph4PFoy+fcpwssWc/jH1X5RxYfGLdVbh6EBum/o/mA7ia9Kuv4OJiADtKd//TY+MCAAABj3pUWHRNT0wgcmRraXQgMjAyMS4wMy4xAAB4nK1VW2rEMAz8zyl0gQhLfup7U1oo3UILvUP/e38qJRvHsF3YtRtCoslYw1iWnQns+lhev3+gXrxME3AATgDuz1tE4Iudc5MOJ0HvJWs0E3LybBoOlXVwglsS7W0q7JDcqmK52cVG5fNulcMLEAYXqFF5v98LYQo3vNw/I8qYZbguquJ4U2GMkqRROXeoDM0oYig3vPSo/E91r1f6AZWAmcbXqKqMdB15pDzu5aguY/a59O1GXd8YZPNCOYaurjtUtC6eku9TCehIrEtmh0mkr18OFc0tobPrOKKP68poXULq9VJVtC6Jer0kTCWV0bpUlaG6FD1fttyrGT1w7urpHQOPedHNx+vTgEZ+BWkDoTL6ihVolFbyAnIF+rlUIC2TgVwVKEC0MxZJk0PVjjLkK2A9NyqIa8IlJwBVO5R30kACqnZIjGyGHUzR3+kOmGzkDrhl2MgdeMMXO/bz342+AZxentc6WgXto8Wzvs3lTDbi6bxMvwT8SaswAWJbAAABjHpUWHRTTUlMRVMgcmRraXQgMjAyMS4wMy4xAAB4nGWRy0oDQRBFf8XlBJOib/W73Aj5gAguQwih40IwifhABT/emjBmJt2boe/p2/W4s1wVlFL4WLr14/397aZbrxab2bLYYyndcla6lX7scrY+LjaFC25+O85kveO5oeSMn99xIsN6AAWcdaCQQhrvB70wFHLugdcClucLkAtn4MhAD6ODyXuXeweidwq0uMtRa5p4rmkIZqKhM1nVWtE4jFoLcNBWd4gUcwUM90Bb5ZAVeHLpCjiKuHpidZorMDy5TDG8uEwx3DNFG9PY8+Ifhvr3/68Nsgh2zOWS5BDckPRsvvs4HR7eTq9i6O1pVz62Pdg+77/JCGoE4Rqx2BpZcTVy4mvkJdQoSKTTy3572L0eT/om1oao6Gv3vt1/Hg4/Ok2a2FlVZU+SJwarqjJkgZk40Mt6ZdPDaVO0sShsggELmmhgBU04cIImHnhBExCCoAkFUdCsjiRo1kUWbhZkI9xsxPqn21/Nws1GbH//AEk0JSa6m5XzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f3c558da820>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rdMolStandardize.FragmentParent(esomeprazole)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9aca2afc",
   "metadata": {},
   "source": [
    "## Neutralization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "4075c51d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "RDKit INFO: [08:27:55] Initializing MetalDisconnector\n",
      "RDKit INFO: [08:27:55] Running MetalDisconnector\n",
      "RDKit INFO: [08:27:55] Initializing Normalizer\n",
      "RDKit INFO: [08:27:55] Running Normalizer\n",
      "RDKit INFO: [08:27:55] Rule applied: Sulfoxideto-S+(O-)-\n",
      "RDKit INFO: [08:27:55] Rule applied: Sulfoxideto-S+(O-)-\n",
      "RDKit INFO: [08:29:32] Initializing MetalDisconnector\n",
      "RDKit INFO: [08:29:32] Running MetalDisconnector\n",
      "RDKit INFO: [08:29:32] Initializing Normalizer\n",
      "RDKit INFO: [08:29:32] Running Normalizer\n",
      "RDKit INFO: [08:29:32] Rule applied: Sulfoxideto-S+(O-)-\n",
      "RDKit INFO: [08:29:32] Rule applied: Sulfoxideto-S+(O-)-\n",
      "RDKit INFO: [08:29:52] Initializing MetalDisconnector\n",
      "RDKit INFO: [08:29:52] Running MetalDisconnector\n",
      "RDKit INFO: [08:29:52] Initializing Normalizer\n",
      "RDKit INFO: [08:29:52] Running Normalizer\n",
      "RDKit INFO: [08:29:52] Rule applied: Sulfoxideto-S+(O-)-\n",
      "RDKit INFO: [08:29:52] Rule applied: Sulfoxideto-S+(O-)-\n",
      "RDKit INFO: [08:30:46] Initializing MetalDisconnector\n",
      "RDKit INFO: [08:30:46] Running MetalDisconnector\n",
      "RDKit INFO: [08:30:46] Initializing Normalizer\n",
      "RDKit INFO: [08:30:46] Running Normalizer\n",
      "RDKit INFO: [08:30:46] Rule applied: Sulfoxideto-S+(O-)-\n",
      "RDKit INFO: [08:30:46] Rule applied: Sulfoxideto-S+(O-)-\n",
      "RDKit INFO: [08:32:50] Initializing MetalDisconnector\n",
      "RDKit INFO: [08:32:50] Running MetalDisconnector\n",
      "RDKit INFO: [08:32:50] Initializing Normalizer\n",
      "RDKit INFO: [08:32:50] Running Normalizer\n",
      "RDKit INFO: [08:32:50] Rule applied: Sulfoxideto-S+(O-)-\n",
      "RDKit INFO: [08:32:50] Rule applied: Sulfoxideto-S+(O-)-\n",
      "RDKit INFO: [08:32:50] Running LargestFragmentChooser\n",
      "RDKit INFO: [08:32:50] Fragment: [Mg+2]\n",
      "RDKit INFO: [08:32:50] New largest fragment: [Mg+2] (1)\n",
      "RDKit INFO: [08:32:50] Fragment: COc1ccc2[n-]c([S@@+]([O-])Cc3ncc(C)c(OC)c3C)nc2c1\n",
      "RDKit INFO: [08:32:50] New largest fragment: COc1ccc2[n-]c([S@@+]([O-])Cc3ncc(C)c(OC)c3C)nc2c1 (42)\n",
      "RDKit INFO: [08:32:50] Fragment: COc1ccc2[n-]c([S@@+]([O-])Cc3ncc(C)c(OC)c3C)nc2c1\n",
      "RDKit INFO: [08:32:50] New largest fragment: COc1ccc2[n-]c([S@@+]([O-])Cc3ncc(C)c(OC)c3C)nc2c1 (42)\n",
      "RDKit INFO: [08:33:55] Initializing MetalDisconnector\n",
      "RDKit INFO: [08:33:55] Running MetalDisconnector\n",
      "RDKit INFO: [08:33:55] Initializing Normalizer\n",
      "RDKit INFO: [08:33:55] Running Normalizer\n",
      "RDKit INFO: [08:33:55] Rule applied: Sulfoxideto-S+(O-)-\n",
      "RDKit INFO: [08:33:55] Rule applied: Sulfoxideto-S+(O-)-\n",
      "RDKit INFO: [08:33:55] Running LargestFragmentChooser\n",
      "RDKit INFO: [08:33:55] Fragment: [Mg+2]\n",
      "RDKit INFO: [08:33:55] New largest fragment: [Mg+2] (1)\n",
      "RDKit INFO: [08:33:55] Fragment: COc1ccc2[n-]c([S@@+]([O-])Cc3ncc(C)c(OC)c3C)nc2c1\n",
      "RDKit INFO: [08:33:55] New largest fragment: COc1ccc2[n-]c([S@@+]([O-])Cc3ncc(C)c(OC)c3C)nc2c1 (42)\n",
      "RDKit INFO: [08:33:55] Fragment: COc1ccc2[n-]c([S@@+]([O-])Cc3ncc(C)c(OC)c3C)nc2c1\n",
      "RDKit INFO: [08:33:55] New largest fragment: COc1ccc2[n-]c([S@@+]([O-])Cc3ncc(C)c(OC)c3C)nc2c1 (42)\n",
      "RDKit INFO: [08:33:55] Running Uncharger\n",
      "RDKit INFO: [08:33:55] Removed negative charge.\n",
      "RDKit INFO: [08:34:09] Initializing MetalDisconnector\n",
      "RDKit INFO: [08:34:09] Running MetalDisconnector\n",
      "RDKit INFO: [08:34:09] Initializing Normalizer\n",
      "RDKit INFO: [08:34:09] Running Normalizer\n",
      "RDKit INFO: [08:34:09] Rule applied: Sulfoxideto-S+(O-)-\n",
      "RDKit INFO: [08:34:09] Rule applied: Sulfoxideto-S+(O-)-\n",
      "RDKit INFO: [08:34:09] Running LargestFragmentChooser\n",
      "RDKit INFO: [08:34:09] Fragment: [Mg+2]\n",
      "RDKit INFO: [08:34:09] New largest fragment: [Mg+2] (1)\n",
      "RDKit INFO: [08:34:09] Fragment: COc1ccc2[n-]c([S@@+]([O-])Cc3ncc(C)c(OC)c3C)nc2c1\n",
      "RDKit INFO: [08:34:09] New largest fragment: COc1ccc2[n-]c([S@@+]([O-])Cc3ncc(C)c(OC)c3C)nc2c1 (42)\n",
      "RDKit INFO: [08:34:09] Fragment: COc1ccc2[n-]c([S@@+]([O-])Cc3ncc(C)c(OC)c3C)nc2c1\n",
      "RDKit INFO: [08:34:09] New largest fragment: COc1ccc2[n-]c([S@@+]([O-])Cc3ncc(C)c(OC)c3C)nc2c1 (42)\n",
      "RDKit INFO: [08:34:09] Running Uncharger\n",
      "RDKit INFO: [08:34:09] Removed negative charge.\n",
      "RDKit INFO: [08:41:00] Initializing MetalDisconnector\n",
      "RDKit INFO: [08:41:00] Running MetalDisconnector\n",
      "RDKit INFO: [08:41:00] Initializing Normalizer\n",
      "RDKit INFO: [08:41:00] Running Normalizer\n",
      "RDKit INFO: [08:41:00] Rule applied: Sulfoxideto-S+(O-)-\n",
      "RDKit INFO: [08:41:00] Rule applied: Sulfoxideto-S+(O-)-\n",
      "RDKit INFO: [08:41:07] Initializing MetalDisconnector\n",
      "RDKit INFO: [08:41:07] Running MetalDisconnector\n",
      "RDKit INFO: [08:41:07] Initializing Normalizer\n",
      "RDKit INFO: [08:41:07] Running Normalizer\n",
      "RDKit INFO: [08:41:07] Rule applied: Sulfoxideto-S+(O-)-\n",
      "RDKit INFO: [08:41:07] Rule applied: Sulfoxideto-S+(O-)-\n",
      "RDKit INFO: [08:41:07] Running LargestFragmentChooser\n",
      "RDKit INFO: [08:41:07] Fragment: [Mg+2]\n",
      "RDKit INFO: [08:41:07] New largest fragment: [Mg+2] (1)\n",
      "RDKit INFO: [08:41:07] Fragment: COc1ccc2nc([S@@+]([O-])Cc3ncc(C)c(OC)c3C)[n-]c2c1\n",
      "RDKit INFO: [08:41:07] New largest fragment: COc1ccc2nc([S@@+]([O-])Cc3ncc(C)c(OC)c3C)[n-]c2c1 (42)\n",
      "RDKit INFO: [08:41:07] Fragment: COc1ccc2nc([S@@+]([O-])Cc3ncc(C)c(OC)c3C)[n-]c2c1\n",
      "RDKit INFO: [08:41:07] New largest fragment: COc1ccc2nc([S@@+]([O-])Cc3ncc(C)c(OC)c3C)[n-]c2c1 (42)\n",
      "RDKit INFO: [08:41:12] Initializing MetalDisconnector\n",
      "RDKit INFO: [08:41:12] Running MetalDisconnector\n",
      "RDKit INFO: [08:41:12] Initializing Normalizer\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f3c56565520>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uncharger = rdMolStandardize.Uncharger()\n",
    "parent = uncharger.uncharge(rdMolStandardize.FragmentParent(esomeprazole))\n",
    "parent"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ef7bbef",
   "metadata": {},
   "source": [
    "## Tautomers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "bc9e1597",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f3c558dadc0>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "te = rdMolStandardize.TautomerEnumerator()\n",
    "parent_taut = te.Canonicalize(parent)\n",
    "parent_taut"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d0fb5383",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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X+/r6GhoaAoCmpubChQuzs7Mr0pSQENKjx4fxFR8fkpPzBW9XKsm9e2TatKKJ+/btSURERZrBIzXug2/evBGLxRKJhJlJ4dJ9MDeXbN2qzn3Q15e0bl3066mjQ0aPJnfuMFORUqn09/evW7cuvZgNHTo0Kiqq+AsePXrUvn17ANiwYUPpt4eEhPTq1Yu+t0aNGrt375ZV9J5V+fAhad++6EO2bk2+dLpDqST/+x/p1q2ohF69SHR0xVrCGzXug0uWLAGAWrVqZWVlMVBc6T6YnExWrlTzPtixY9EvFwCxsyPu7uTlSwYqUiqVR48erf7+XIPOnTsXjztjY2MnTZokFotr1apVxrzQ+fPnbWxs6OrSRYsWVfDO8OlT0q9f0Sc0NCSzZpEvCnsSE4mbG9HUJABEQ4NMn04SEirSjP/iNhglhCgU5NYtsmMHuXSJVP4OmyFSqZTumFmzZg1jhcpk5OpVsm0buXqVnDhBatYkw4aRuDjGyq802gkJIadPE6GQbNhAduwgjRp96If0Pysr4ulJKhb7paenu7m50WGVunXrXv3YtnSZTLZq1SpNTU0AGDVqVBmlJSQkjBs3jpZWrVq1gwcPln+3WVBQkLOz8+pOnQgAMTYmXl6kMhPBgYHE1pYA+HXu7Ovry+SkCQeK98GEBOLjw/Y2yXKiUxOTJk1irMTiffDlS9K1K/n+e/LfIIxfJfqgry+JiiLe3qRDh6JFkgCkcWOyeXOlLt+BgYFt27all8BGjRqV6IYJCQljxoyhKSxsbGxOnz79qXKuXbvWsmVL1ab7Xbt2Scu9fFOhUFy7dm348OEraCRqbU38/Cr1i3fsGDE1JQC7fvxx//79FS+HF6Wvg2qwEDYoKEgikQiFwk8NzlWEqg9euUK2bSNWVsTJiXCZpeFzSvfBhARy5Ahxcfkwdk/vmw4erPi0YXBwcMf3WSzbtGlz8+ZN1Y9kMtmSJUt0dHRUG5jKvhPIysqaPn06vQ7Wq1fv1q1b5W+GXC53d3ff06cPASD6+mT5clLhu47ISOLiQsdlfHv12r17dyU3f3MejKoolcTbmzRsSNLSeGvDe6tXr6Zf0+X/bi2v0FDSpQtp0YJ8yW8MN7p2/fDnsWPJ8eOEEKJUkqtXiZsbGTCANGtGDAyKuqKpKVmzhqSmfsHc4ZEjRywsLOhY5rJlyz56t3flyhV7e3s6aOrq6ppZjt2yxXt169at//rcBN///ve/Dh060Nfb2tgoFi5kZrw3LS18zhxabKdOnf79918GyuSYUklatCAARRsneRUaGkqHRcOZm/cpEhFBRo0i5ubEy0t9UiI8f06Uyo/3QSoqiixZQqytPywM6dGD7NtH8vO/4Dvq1atXw4cPp7+lZmZmvr6+JZbHBAQEmJubA4CWlpa7u3vO5yYKFArF8ePHVTuf7Ozs/Pz8Pvu1eerUqXr16tG31LKzUy5dWvFLYHEJCWFTp9JiBw0alKhO421fICGBDB9Ohg/ntxWFhYX0n3Xu3LnMl/7qFWnXjnz/PXnyhPnCKyoriwQGltUHFQpy+zaZMIEYGX2YNty4URkbm1T+WlJTU93c3GjOJlNT0xKDF2lpad27d6dXwOHDh5fewPQpwcHBDg4O9I3Ozs7lWc8dGRlJL4X6enppbm4kObn8n+KTXryIHjOG9sGePXtGVeJWn79glBDSs2fRFmZeJSUl0aXBxW9WGBMVRXbuVJ9LIHXjBnFyKu/I4N27RXNitravtLW1hw8ffu3atbLvgaKjo1Vbcbt06fLq1asSL1AoFGfPnqWLkwCgTp06X3R7p1QqDx06VK1aNQAQCoWTJk1K/9huhnv37nXp0oVWYWpqumTJEsYvV2fOnLG2tqbfCB06dPDx8WE9ERWz9uwhAKRWLX4HZpRKJf2FmTx5MvOlR0aSjRuZiX4YEhFB9PVJly6fXyQik5HTp8mAAURDgwCQunXDTExMFixYkPa5e/i8vLz58+erUhWuWLGiRKCZm5v766+/qq4iX3QPoFAoTpw4oVrJbWtre+jQoY9+J+Tk5Pzyyy9FYWitWhs3bvxsy7/UoUOH6H5kU1NTPz+/r2yaghASHV20CI/X1JuHDx+mX8Ws5C2JiiJ796rVAt+8PNKlC9HULNpHX7b8fLJ/P2nShF4HQwQCQYsWLWbPnn3p0qUyrikKhWLnzp10l5KGhsbcuXNLjLa8efOmYcOGAGBlZVV85Wg5SaXSlStX0klFa2vrI0eOfOqXPy0tbenSpXSdm42NzR2mVv+8d/z4cbr5W1tbe+bMmQkVmrXnNRi9datoB8kXrdtjmpubGwD0U7NMb+wJCir66tu+/QvedeMGmTZtO53LA4CGDRsuWLDgzp07JQZaFArFtm3b9PX1AcDY2Hjfvn2lL1EBAQFNmjSh5VhaWq5fvz63Qps1srOzFy1apOqKp06dUv0oOjp62LBhqjB048aNnx3yqbD09HRXV1c6yUKj0rFjx6YyMvjKgcLCopUZW7bw2AovLy/6LxWnTutYWKJUFt2GjxjxBe9KSyN79pCRIz3pr5mhoeGcOXNu3Ljx0dAhMDCwfv36ACASiSZPnlz62vDgwYMGDRrQAVEfH5+Kza8pFAp/f/9mzZrRJnXo0CE4OLj4C65fv06vtdra2tu3b2cvTIyOjlYtaW3Tps2ff/7JUkVs8fUtytTB0y1TYWEh/X34+hY8VIhMVrRmsnp1Uv4F6koluXSJLFjgT3fiqlSvXr1///5r164tfkjE8+fPVTNyffr0KTEio1Qqz5w5Y2pqCgAtWrSozIDiv//++/3339OKmjdvXiI5RnZ2toeHBx1uA4AhQ4YwnBPjvYSEBEdHR7p4QEdHZ968eV9aEa/BKCFF2Tr69+drYCYiIkJTU1MoFD7hZvogP59s3VrBBZhMCA0lFhYEgIweXZH1WmFhYYsWLaJjgZSxsfHAgQNXrFhx4cKFP//8s1u3bvT5/v37l86IFh4ePmDAAPoCOzu7rVu3Vn5n7ps3b1SV9uvX7+3bt8UTlHp4eGRkZFSyivLIyck5efLksGHDaCZ/S0tLBhKEceP8+aJ7Qp4WzDx8+FBDQ0MgEHCR1Znw3wf9/AgAsbAgSV8w1/fB7du36bwepaOj06tXr23bttF9gbm5uQsWLKCXhKZNmz548KDE26VS6eLFi+mIabNmzZ5VesOwQqE4cOCAlZWVapoiISHh5MmTrVq1oi1s1qwZA5mby+HUqVN0bwcAODg47N27l4GN/9xQKIo2dc2cyUv9hw4dosOizKT4/Sy5nPj58dgH584t6oMVW12Vn59/8+ZNDw+Pzp070+FGSiKRODo63rx5c9myZfRkQSsrq4MHD5Z4++XLl1u3bk3fMmDAgApuxi1GqVTu37/fzs6OltmxY0c6znrz5s1atWrRJ3v16vXZJW2V9/Tp08GDB9NBK0NDw5UrV5b/0/EdjL54UZS5auBAVlIKfQ7dMzFmzBguKrt4kdjakoED+drGFBdHatUiAKR370r9Zcvl8uvXr8+ePZveTKvQo1ysra1LJ6grKCgokdqpwrtxS1MqlTt37qRTdbq6unR1zvDhw9nKD1ym0NBQujbA1ta2YiO+PKAZBvi4EKanp9Ovyzlz5nBRH999MCeHWFkRAFLJW5X79+/PmzfP3t5eNVkhFAodHBxoH9TQ0Fi2bFnppZyPHz+mCbRFItG8efMYPGMwMzNzzpw5EomEdnAa7FpZWa1du5bLkwyzs7OXLFlCV8ECwEd3TKqpkBAiFhORiJmd219CNSx64MABLuq7do00akR69CA8rWiKjCSamkQoJKXu1CpCqVSGhYWdPHly6NCh9Nee/l8oFE6dOrXEUMiDBw9Uo5jVqlXbvn07MyddEUIIKSgo8PX1Vf3y165dm345ODg43Lt3j6layuPx48eqs6PKP8TAdzBKCAkJoZsiyfjxHNf87NkzoVCooaHB4vkiKkolcXTkcRtTRkZRbs02bZi8Iw0PDz9+/Pj8+fO///7777//vlevXqXXhJ07d65OnTrw/silj6Z2qrx37945OztraGh07NhxxYoVbFRRTkqlcteuXVeuXOGxDV/m6VMiEhGJhPsL4ZAhQwDgu+++Y37vYGl890FCyMqVRX2QqeVziYmJhw4dGjhwIB2SB4BGjRqVmC4nhLx588bFxYVeJuvXr8/SGEloaGjfvn0lEknr1q2nTJnC6YHaxRQUFBw6dGjUqFHMnO3MmSlTCABxdOS42oMHD3I3LKpUkpEjyYULrFf0ac7OBICwMQAVHR1Np/6MjIxKxH/5+fkLFiygAyXm5uabNm1iadg+Jydn3bp1dG5QKBQuWLCAi6/WjwkMDJw8eXL5+6AaBKOEkOBgoqVFhELGc/qXrXfv3gAwY8YMLivly8CBRWliVAs5wsKYPMTk7t27dIKg+JPPnz9XTSk2bdr0i3YpVYynpycAjOf8xuar5+palDmVw812O3bsoF/czO+gV0txccTQkAAQVeYcd3eybBkzmbWysrLoHoISf5nFw1CJRDJz5ky2B+xXrVoFTJ1cUKVERxcN2XF4HczIyKDTu6Vnk79J9+4RoZBoarKVIXrr1q0A4OrqWvzJBw8e0EwFIpFo/vz5lZ+X/6y9e/cCQN++fdmuiEHqEYwSQqZPJwCkzDSTzLpy5QqdUUpmJMGBertypSi7rSo/dHIyqVOHNGrE2FTJP//8Q0dlij/p6OgIAKamplu3buVmNZK3tzcAzORp6dVXLDOTZk4lGzdyU2FSUhLdZ+rv789NjfzKyyPffVe0Qp4KCCACARGLGTvohebTLrE6Zdy4cTQMnTBhAjdBP92ONmvWLA7q+tbQwdHRozmrcNSoUXRqgqPVorxKTSV2dgSALFjAVhX0TszDw6P4k/TkpEaNGt2/f5+tiv/r1KlTADBs2DBuqmOEENTE/PmgqQkBAbFPnnBQm0KhmDt3LgC4u7vT4QQuEVKYmnqYEDk31SkUMHcuAMCSJVCjBgCATAbDh8Pbt6CjA+9Px60sujEwLS2t+JPr1q2bMWNGaGjo1KlT6dgM40JCQiIiIggh9GFWVhYA0O386AsYGICfHwgEZMOG+LAwDip0d3dPT0//8ccfVYkwOZadfYOQQm7qIgQmTIBHj6BmTdi3DwAgPBxcXIAQ8PSE9/vRK0uhUAAA3b2ksnjx4okTJ75+/Xr37t2q3QzMioqKevLkCa0dALKzswFAtYEXfYGFC0FTE86dS3v9moPa9u/ff+LECT09vSNHjrD0/Vy2zMzfObsOEgLjx0NUFLRpAytXslVLeno6ABj/97K6bds2Dw+Px48fq86eYFxkZOTz58+VSiVL5XOB72j4g4j169tVr96+fXsGl/R+yu7duwGgZs2avKxqSkzc/Pp1F5mMlaWTpW3efKpx4+y6dT9kLJg2rSiRCIMHYchkMoFAIJFIuFynpVAohEKhUChUZY2ZM2cOfOJIQ/RZUXPmtKtWrXv37mxXFBwcLBKJNDQ0+DosICVl3/Pn9QoKOFoesH//KXv7TAMDotpWTveMDR7MZO5FesYE97nf6a4pVQKpmTNnAsCmTZs4bsa34Z+lS9tWq/bzzz+zXdGbN2/oTfvhw4fZruujkpP9/vmnuVTK0Ylou3adbN48y9SU3SPYxo4dCwD79u1jsY6PoZv6VfulTp8+DQBDhw7luBmVoUbBaGZmZo0aNTj4FsvOzqbJiY4XP2yBQ0qljBCOIrZXr15pa2uLROJbt4qOdggJISIREYuZPwuDfrUxc6hx+dCBWGNjY9UzkyZNAoCdO3dy1oZvSWpqKt2MeeLECfZqUSqVnTp1AoB58+axV0vZFIo8pZKjecno6Gh9fX2hUMvfv6gPXrtGAIiRETNnganQSR7u1x3RZKKq+4rx48cDwO7duzluxrchOjpaQ0NDJBKVPiuEQTKZjI7SjfiibLeMUijylUqOVqi/fftWV1dXJNK8cIHdzcoDBw6EL9lCzhT6vZ30Pl3c1xiMqs00Pe3i/z8AACAASURBVICBgcHOnTsBwMPD482bN+xV5OXl9e7duzZt2owcOZK9WsogEEgABBxUpFQqJ0yYkJ+f7+zs1KVLXfrkjBmgUMC0aWBvz3B1dG6ixEw9q0rPidApQpymrxgTE5O1a9cCwOzZs3Nycliq5fDhw3fv3rW0tHR3d2epis8SCrUFAo7mJadPn56dnT1kSP/hw+sCACGwcCEAwMKFYGLCZEV0gr6wkKO1Byq0A9LOCO+XyuA0fcXUqFFj7NixCoWC9kSWLF269MGDB3Xq1NmzZw97tZRNKNQSCEQcVEQIcXV1zc3NdXQcPmBAbVbryszMBD5++WlWNZlMRh/S+XpV3revghoFowDQt2/fMWPG5Ofn052YbFQRFRW1ceNGgUCwadOmr+ufqgL8/Pz+/PPP6tWr+/j40GfOnLmWl5dsYQHLljFfXUZGBnDbD1Ujo6pn6PWYpV+eqmD8+PFt27aNj4/ftm0bG+VLpVIag27YsKF4vuhv1dmzZwMCAgwMDHx9fekz/v5XAZKrVYPp0xmuS7WBieFyP6fEXSj9BqDfBqgCFi1aJJFIjh49Ghoaykb5cXFxvr6+QqHw6NGjVeG+fcWKFdeuXbOwsFBdB9lDg0K5nKOFsCo0x76qXr5i4spQr2AUAHx8fKytre/evXvhwgU2yp85c2ZeXp6jo6Mq9+y3Kjs7e/ny5QCwZcsWmhA+Pz9/zpyJjx5ZbNp008iI4eqSkpKysrKMjIyMmdoSVQ65ubkAoKenp3qmxCAN+lJCoXDlypUA4OXlxcbg6P79+2NjY1u0aOHs7Mx44eomOTmZnjbs6elJI8WcnJw5c8YHB1t4ed14f4IsY2iOnsjISIbL/Rx6U0GvfwBAt0lFRERw3IxvRs2aNeng6IoVK9gof82aNQUFBcOGDWNvP4362L59+4oVK8Ri8b59+zjYrEzPhc7Ly2O7oo9SbWCit4JGjF/m2aR2waiJicnChQsBgI1JimvXrp0/f15fX3/Dhg2MF15hMll0Rsb5rKzrSmUBAOTnP5PL4ytf7Pr165OSktq3bz9o0CD6zKZNm6Kiouzt7UeP7lL58ksIDw8HAJrcnjP0dlAqlaqeod0PR2Uqo2fPnu3atUtJSfHz82O2ZLlcTrueh4eHWs1LsNEH5XL58OHD4+LiOnbs6OrqSp9cu3ZtXFxcq1atRo7sWtlGl1KzZk0AiIqKYrzksmlqakKxKULaDAxGK2PJkiWamponTpygKfMYFB0dvW/fPpFIRIcq1AcbffD06dPTp08XCAR+fn79+vVjopmfQYPR/Px8DuoqLjk5GQDoFkZ4f2f4dU09qV0wCgATJkywsLB4+PDhzZs3GSxWJpNNnz4dAJYtW0ZHKdRBdvaN0NBueXkhmZkXMzMDZLLYzMw/srPvyOWJlSn26dOn3t7eAoHAx8eHXvXpoe0A4OPjUyL5CyPevn0LnAej9HzRgoIC1TMYjDJi6dKlAODl5cXsLf7hw4cjIiIaNWpED15SEyz1wRkzZty5c8fKyurkyZO0xz179oz2ym3btrHRB+nIKPfBaIn1anRklPsB2m9JjRo1Jk6cqFQq58+fz2zJK1eulEqljo6OjRo1YrbkymCjD4aEhLi4uCiVyrVr19JNdRyglySOR0ZzcnJyc3O1tbVVk4RfYzDKQ2qxz9LR0XFzc/Pw8PD09OzWrRtTxXp5eb1+/bpx48Z04kxNpKUdt7ScZW4+lT7MywspLEwWCDQUijShUEMo1BUIND71XqlUGhkZGRERERsbKxQKTU1NTUxMTE1NxWLx4MGD8/PzJ0yYQCdi4uLievTokZOTM3z4cHpyOuNoMFq7NrvLw0ugRyAWvw3FYJQRffr0adOmzcOHD/38/GiyEnifN0T1GkKI6u9ZLpdnZWVlZmZmZmZmvaehoWFubm5mZmZqampmZmZsbLxu3ToA8PDwYCMUq7BP9cHCwlShUKOwsGjJh0KRIRIZicXmItHnl9nt3bt3x44dWlpa58+fp7e+kZGRffr0kUqlql7JOL6m6UusV8NpekYsX778+PHjf/zxx6VLl/r3789ImW/fvj106JBIJPLw8GCkQKZ8+jqYLhIZCoVaZby3sLAwLi4uOjo6MjJSU1PTyMiIXgVGjBiRl5c3ZswYOtcKALm5ufScTPbwMk2fmJgIAFZWVqpnvsZpenUMRgFg6tSpGzdufP369cqVKzU1NTU0NOjvkJaWllgsLnspm1AoNDQ0pBdOpVJJbxEKCwsDAwMBYMuWLfQ+Xk1oazdPTNwskVQzNOwnEGjo6NgTki8WWwkEopCQoq22AoFEKNQDALHYCEAgFOr8+6/VjBn/xsfHf3SnjqGhYWZmZtu2bbds2QIAKSkpPXv2jIiIaNu27T6acZsFvEzT09vQ4sEorhllioeHx08//eTp6Tl79mwGi7WyshoxYgSDBVbep/oggFLVB4sTCDTEYrP09IbLlyvpImkjIyNDQ8O0tLTIyMjo6OioqCg6c71z504adyYnJ/fu3Ts+Pr5Lly60V7KBr2l6GoyqRkatra21tLSSkpJycnKKr+dGX8TU1HTJkiUzZ86cNm1aUFCQtra2rq6uhoaGjo6OpqamWCxW7T0SCATFww6FQkETGsD7O0apVJqXl5eTk/P48WOJRDJy5MgGDRrw8JE+7VN9UCjUevJEWyjUEYmMxWITkchYKNQAAELkCkXO69cWbm4v4uPjVQcuFCcUCtu3b79r1y768N27d7179x4xYgSrSTx4CUaTkpKg2Bw9vM9ogSOjDNDX169fv35+fv4y5nZ9d+/efcaMGQwOtTLCwsJNIqmekrIvOnp6nTpndHXb6uq2BwCpNFwkMlYqcwiREyJXKNIBgP4fALS0IC4uTiKR1KhRo3bt2jQ/a2pqalpaWmpqKh2T8PT0pAOHgYGBr1+/btGixeXLl9m7NtA1KzSBK2fMzMwEAkFiYqJSqaSDbfSmhb20RFVHnz59LCwsOnbsePv2bfqMoaFh8RHN4pdAkUhkYGBgbGxsYGCgr69vYGBgYGAgl8uTk5NTUlJSU1NTUlLevXuXkZGRkJAQFBTUrl077j/Rp3yqD8pksSKRMb0DBACRyLCwML2wMEWpzJHL4xMTTW7ffvGpMg0NDceMGePi4kIf3rlzJywszMHBISAggPZK9nC/GDclJQWKXfkEAoGJiUl8fHxWVhYGo5VRt25dAMjNzWVwJ9P3339vwmxGMSZ8qg8WFLwSCrWUyjylMk8ujyvxLomkUUxMjFAorF69es2aNe3s7AoLCzPe09XVzcvLk8vl9M7w4cOH//zzz5IlSywsLCZOnMjSB+FlzSg9PUt1NwhfZ4pDNQ1G9+/f/+jRI3Nz87lz54pEIplMRvdN5+fnFxYWlv1XTO8L6YVTdb2Mjo4+fvz4w4cP586da2Njw9HHKB9j46HGxkNTUvbExy+rV+9/9ElNzdr29kWpUgiRKZW5AEBnDJXK3AYNhBERujY2Nh89w23q1Knbt2/fsWNH165dAWDIkCFnz55t27Ytq/vc6b0px2fK6erqWlpaJiQkxMXF0Yj8a5yeUE+HDx9OSkp68uTJu3fv6Ld55bm7u69du9bT0zMgIICRApny0T6ooWGj6oPFESItLEyxs0u/dSslIyMjPT2dXvyMjY1tbW1tbW3fvHnj5OR09OjRUaNG9enTBwCGDRt2/vz5Nm3asJpsJT4+Hji/IYT3syLFl+hgN6y8zMzMyZMnA4Cbm1tBQYFCocjJyZHL5bm5uTKZrLCwkAYcAKCaAKTo3KDqobGxsUQi0dPT09XVTUxMPHHixP3794cNG6ZWN4TwiT6opdWwZct8pTKvsDBNoUgvLEyjx4cKBBKRSK9+fUl4uL6NjU3p2U6lUtmhQ4cHDx4sX77cy8sLAAYOHLht2zZXV9fJkydbWFjQ7PSMK72nlgPVqlUDgHfv3qmeodEwnTn8avCXb/+T8vLyaGDB7AlJQ4cOBYDhw4czWGblFRSEKZVSQkhios/btyMZKTMuLk5bW1sgENy/f5+RAsujR48eAHD16lXOaqQ6dOgAALdv36YPt27dCgBTpkzhuBnfmPz8fFtbWwA4evQog8WmpKTo6ekJBIJnz54xWGwlsdEHV61aBQBGRkZhYWGMFFgeNIH52LFjOauRoovVot4fs0ivxBoaGhw34xtD12q3a9eO2fOx582bBwC1a9fm8qi8z2KjD4aEhIjFYpFIFBwcrHqS5q2ztLRUnZzJLG9vbwCYOXMmG4V/ilwuF4lEQqFQLi86Va5FixYA8ITxUxbZpEbbCFS8vb1jYmLs7e2ZXVvm6+urp6d36tSpP/74g8FiKykj49y//7Z5+bJFRsal6tU9GSmzWrVqbm5uhBBHR0fOVk/SDGfcb0yh4zF0+xQApKamAoCpqSnHzfjG/Pbbb9HR0S1atBg1ahSDxZqamtLzLOhOJjXBRh90d3cfOnRoRkaGs7PzRxe0sSEhIQE4HxnNy8tLTEzU1NRUpSgpfS4a+lLXrl07ePCgpqbm3r17RaIvPqZIKpWmv0f+u69g1apV9vb24eHhc+bMYa69lcVGH2zRosX06dMVCsWvv/6q6oMeHh4//PBDYmIijUoZRxfhFE/wwgGxWGxubq5UKulOJng/MqrDeCpjNqndNH1KSsrGjRsBwMvLq3hkc/DgQfpVq6Japp2RkUEn5Y2MjOjUfEREBN1mrlQqX716RV9vY2OzdOnS+fPn05WjbK/cKo+MjPPm5pMtLecyXvKqVasCAwPv3bs3ZsyYCxcucLCMjK9glF4CVTMUGIxWXkZGBs0CtmHDhuL/oH379g0LC6tdu3bt2rXt7OzkcnlKMaqXpaenm5ub0330lpaWQ4cO/e6771Q/nTt37o4dO06ePLl8+fJ69epx+bk+KjnZj40+KBAI9u7d++jRo3v37nl6enKzeZl+Q1paWnJQlwrdRlmtWjVVzIRz9JWUkZExbtw4QsiaNWsaN25c/EdxcXFHjhwxMDBQ/W3n5+cXFBRIpdLs7Oy4uLioqKjIyMh3794Vj0H37t2rym2kqal59OjR1q1b7969u2fPnsOGDePsc31UdvZNoVDb0nIuG9fBlStXnj17NigoaOXKlXTdrUAg8PX1/e6773777bdx48Y1bdqU2RppXMHxND0AWFhYJCQkpKSk0Asi3UGF0/SVQvMu9enTp8TzrVq1qsCno+tNVYXIZLImTZoAwOrVq7n9WB+Rl/csKEjw7JmdUin7/Ku/XFRUFI3JNm7cyEb5JXTu3BmKTZdzZsKECQCwc+dO+nD06NEAcOTIEY6b8S2ZO3cuAHTv3r3E8xXL27V3794S5fzyyy+gHgtmUlMPBwXBy5etCFGyUf6NGzeEQqFEIrl79y4b5ZdAA4sTJ05wUJdKdHQ0ANjY2KieuXfvHgC0bduWy2Z8S2g6+g4dOigUihI/ojlhPksikRi/JxAIDhw4UKIcejCmhYUFv5P1cnny06dWwcHi7Ow/Wari+vXrIpFIIBCcOXNG9aSrq2vr1v0mTw5nvLpjx44BgKOjI+Mll41mjf3nn3/oQ3rpT0lJ4bgZlaFeI6Nv3rzZuXOnSCSiAzPFubi4/Pjjj8WfUS3TppmM6CLuwsJChUJRq1atWrVq1axZs1atWsWXNkskki1btnTr1s3Hx2fGjBn87vRMSFgHQIyMBgkErKSasrW1PXjw4IABAxYtWtSuXbtv9fhTummDruCG9wdkq+F20a9FSEgIPbe6dB988eJFREREeHh4RERERESEjo6OmZmZKo2oagzV0NAwJSUlOTk5OTk5ISGhdE5NDw8Pf3//U6dO7d+/f9y4cVx8qo8pLEyJiZkNABYW0+l+ecZ169Zt9uzZXl5egwcPvnfvHt0czR46JMnx/DjNX0E3mFJ0Y83XdS62+pBKpTt37gSAdevWlZ5oql69+oIFC+j1jj6jpaWlra2toaGhp6dnbW1dq1YtOzu74gPVHzVjxozTp0//9ddfv/32G6upjsoWHT1ZLk/Q0+ukq8vWbqru3btv2LBhzpw5Li4u9erVa9asGQAsWfJbvXqS4GBwdYXmzZmsrnTqa27QhQGqoVA6NMvUxlOO8B0N/8fgwYMBYOLEiazW0rFjRwDw9vZmtZay5ee/DA4WBwdrSKXRrFZEl6vb2NgkJSWxWtFPP/0EAAEBAazWUpq9vT0APHr0iD6kMTc3A1HfHrlcTqcgZs2axWpFBw4cAABdXd1Xr16xWlEZIiKcg4IgNLQnq7UUFhbSjOX169dPTU1ltS56rtXp06dZraUEetmTSCSqZ37//XcA6Nu3L5fN+GbQVNAODg5sV3Tjxg0AMDExyczMZLuuj0pO3hUUBE+eGEmlUWzXRWdjatasmZhYdB2cOZMAkFGjGK6I5gn56aefGC73c+gmQrpmhhBCMw6p1R61z1KjDUz37t07f/68np4egznVPmrBggUA4O3tXTwvF5cIkUVEOBFSaGY2XkOjBqt1rV27tlOnTra2XX79VedjCfIZQwcj6ZJNLtHRINWmDfpvSvNroC/l5eUVHBxsZ2fH0up+FRcXl59//jk3N3f06NG8dMPc3IepqUeEQi1b252sViQSiU6ePNmmTRsTk5YuLjqs7mWifZDjEx80NDQkEolcLlf9O/K1fPzbsHnzZgCYNWsW2xV169atc+fOaWlp7J3CUAaZLIbOS9ja7tDQsGW7uq1bt7Zt27Z69faOjrp0PefcuaCpCadOwf37bFfOhRK5nGjvUw2ffxXU5fuCEDJ37lxCyLx589jeDdq/f/+mTZvGxsYePXqU1Yo+JS7OIy/vsaZm7erVS86EMk4sFh87djk09PC5c7o+PixWRBep0FlylaCgILaXckdERGRkZGAwWnmhoaE0Bt21axcHK1h27txZr169x48f83EyIYmNnQNALCxma2rWYrsyHR2dU6euvn17/NIlrbVrWayIBqMl+mBkZCRh9Tb0/Tmxqk5Hdy5jMFoBN2/efPr0qbW1NTenlNEzZby8vLg/Pzkp6TelMsfYeJiJCZP5Oj5FS0srIOBadPSxmzd1xo8HQqB6dZg2DRQKGDwYYmLYrV0mk4WEhLBaRUZGRn5+viq/LF2kwVkeD0aoy/fF8ePH//7772rVqnGQb0IgEMyfPx8A1q9fz/2tQ05OYFKSt0AgrlXriEjExbIqGxvdQ4dAIICFC+HBA7ZqKX0hzM3N7dOnj62t7fLly4vnZGZc8ZOB6AHZanXi61eBEDJx4sT8/Pxx48b17NmTgxr19PQOHjwoFos3bdp08+ZNDmpUSU09nJPzp0RiZWW1kJsabW0NjxwRCIWwYgWw91lLn4WbkpLSvn37nj17xrB5vS2RQYZ+qVYgIRHy9fUFgKlTp3JzO921a9fOnTtnZGTQ9MycUSpzUlL2AICV1QLOKrW01L98GQwN4dgxoAc7rlsHP/4ICQnw00/A6pl9e/bscXBwGDBgwJMnT9irRUtLS5U2B0dGK6iwsHDp0qUAsGrVKrocnm2jRo2ys7N7/fr12bNnOahORaFIj4hwJkRhbb2MHnfGjT59wM0N5HL4+Wd4f2oxw0pP08fGxtra2iYlJa1YsaJOnTpr167l4EYNR0YrZtu2bYGBgVZWVps2beKs0vbt2y9dulSpVLq6unKWmU8uj4+JmQkA1atvEIm4Oy6vZ0/w8ACFApycICmJlSpoMFr8hjA0NFShUFy/fr158+ZHjhxhpdZScJq+Yv7+++/ff/9dW1t70qRJnFVKd+5v2rQpNjaWs0pTUvYrFBn6+p11dFpzVikANGkCJ06AWAyrVsGBAyAWg78/NGgAhYXA6tBwdna2trb2pUuXWrdu7ejoSBNQsOprHBlViw1M9OCQevXqqc4P4MCOHTsAoHbt2gUFBZxV+vbtiKAgePWqo1LJ5KEa5VFQQBwcCAAZM4b5wrOysjw8PPT19UsfffTHH3+oNvIPGDAgOzub+eqL1UUHaSIiItir5dsTHh5O5+WLZz/hhlwup4eFLFu2jJsaw8IGBQXBmzf9uamuOIWCdO9OAEivXqRU0p5KKSwsvHbtWvv27XV0dEb9d1NGQkIC3VwIAJ07dz5y5EheXh6Tdf+XQqHw8vIyNjZ2cXFhr5Zvj1QqpWkHlyxZwnHV9Neja9eupTNJsUP54kWDoCBITz/LSXUl+fkRAKKvT+LiCCEkIoIwtYMrLy+Prnxo2rRpiWDm3bt3bm5udK+9iYnJhQsXmKnyE+rWrWtsbEzTzX4t+A9GZTIZzV947NgxLustLCxs3rw5AKxdu5abGvfv33vsWJeQEFOpNIKbGkt4/Zro6hIA4u/PQGlyufzmzZuzZ89u2bIlvQ/T09OrV6/elStXSr/46tWrdFGpg4NDHP0OYFR0dDTdSgwAgwcP/rp2EfJLoVDQHLFOTk68NODu3bsCgUBDQ+Ply5ds13XhwvlTp7o/eWIukzH/S1gecXHE3JwAkE2bGCgtPDz88OHDkydPpntpAcDMzAwA+vfv/+bNm+Kv3Ldvn2o9mZGR0ZQpU9g4kfXatWstW7aUSCRcHoL6baDbduvXr5+fn89x1UlJSXTN/bp16zio7tixvadPd3jxohn3IzIqgwcTAMLUF15WVtZff/01ZcoUIyMjgUBA58qbNWt2586dEq+MjY0dMGAAAAgEgtmzZxdPgs6UjIyMSZMmaWpqvnjxgvHCWcV/MLpr1y7aCZk9gbc8aG4LPT09NsKjEkJDQ+ng0x9/nGS7rjLs3EkAiJERiapoMo28vLyzZ8/+/PPPxXN5amhotGzZ0tzcnHYzJyenhISEEm988+YNPXGnRo0aZ8+eZWp4RiaT+fr60kwWOjo6y5Ytk0qljJRcRdBlatbW1mwnHioDTbzSuXNnpZKV5POUTCajv4EHD+5gr5bPunSJABADA5KcXMESXr58OW3atBIbPRs3buzt7b1+/Xo6OaChoTF79uy0tDTVuzIzM/38/Nq0aUNfLxKJPDw8mLocXrp0SXUuia2t7a1btxgptop4/fo1XfB348YNXhpw5coVgUAgkUju37/PakXx8fF0McnZs1xPwhQXFUV0dIhAQEqFi+X19u3bxYsX//DDD6r7QKpNmzZbtmxp2LAhfdi/f//o6P9kb1QqlZs2baK7Gtq0acNsbrvLly/TlNu6urrcT3NVEs/BqEwmq1WrFnB+aogKzWzK9oySXC6nqb/5GnwqbsAAAkB+/PHLJgqlUnL58hNHR0ca9lENGzacP3/+7du3aWRJ40IacxsaGvr6+pa4wUhJSenUqRN9r56e3ogRI/z9/XNycir8WYKCglTH5Y0YMSI2NrbCRVVNb9++pf9eZ8/yM2VGpaamWlhYAMChQ4fYq4UmzWnYsCGXy4E+qm9fAkBmz/6yd8nl5MKFe926dVNtUzAzMxswYMC6desePnyoellsbOzYsWPpkk0TExMfH58SEefz588nT55MZzO+++67Sl4Ob9261a5dUcbyatWqbd26Fe8Gv4hSqezWrRsATJo0icdmzJgxAwDq1q3L6rQSveD269ePvSrKaelSAkBatiRfNAiWk0NOn37Ys2fP4kuitbW1mzdvPmvWrOfPn9OX5efnr1y5kiZaMjAw8Pb2LvGdc//+fTs7O/peX1/fyi+QyM3NdXNzo98M7dq1e/36dSUL5J6AsJz1o2w7duyYMmVKkyZNnj17xsuC9/Dw8CZNmkil0vv376vGDFQ2b94sk8nqvpeRkREbGxsbGxsTE5OZmWltbW1lZWVtbW1tbV38EFhdXd0SG2i2bNni5uZWs2bNkJAQ1WQZX5KSoHlzGDAAtm6F8hzQ8O+/cPAg7N8PtWsn3L9vDQBt2rQZNmzYoEGDPnq2eGRkpJub28WLFwGgUaNGCxcuHD16tFhcdNaXVCrdtm3byZMnaZp6ADA3N9+zZ49qWVs5EUK2bNkyf/58qVRav379rVu39ujR44tKQADQs2fPa9euOTs7Hzp0iN+WHDx4cOzYsdbW1m/fvi3em4KDg+lZUKpN4pqamjo6OgYGBpqamkqlUrVjVCgUWllZ1axZ09bW1s7OrsThpenp6fXr109JSblw4QKdKePR06fg4ACamhATA6amn399RgYcPAg+PmBtHX//fnU9PT0nJ6dff/2VnvjwUU+ePJk7dy5NU9CkSZPt27f/8MMPxV8QGBjo4uISGRmpo6Ozdu3aKVOmfGkOin///XfBggW0p1tYWCxcuNDV1fUrOw5bDezZs2fixInW1tYvX740MjLiqxkFBQVt27Z99uzZ5MmTt2/fXuJH0dHRqampqampKSkp6enpBQUFmZmZeXl5NHNfYWEhPXaruNmzZ6vuUqijR486OTkZGhq+ePHCxsaG7U9Utrw8aNIEunSBLVvgs4nsUlLg1Cm4eBFu3YJmzRIePbLW1tYePnz46NGjGzdubGNjo7o/LC4yMnLWrFnnz58HgObNm2/fvp0euENlZGTMnDnz4MGDANClS5fdu3dX7IS2wsLCI0eOLF++PCoqSlNTc9WqVbNnz/4qc1nwGAjHxsbSvsfxkSElLFy4EAAcHBxKj5dU7DDuEh9HKpXWqFEDAM6dO8fhxyoLPYzJ358kJhY98/w5CQ398IK4OHL0KJk0iTRoQACK/nNwUK5fv6mce4POnz9Px7wBoFatWjt27CixUSwqKsrHx+e7774DAIFAMGXKlPJP3KelpQ0aNIi+cfr06VxuQfuW3Lp1CwCMjIx4nKBXUSqV9Jdh039XU16+fLkCfdDQ0LBE+dOnTweArl27cviZyrJxIwkOLqsPEkKUSnL7NnFyIlpaRX2wcWPltm17yn9kzsWLF+kdo0AgGDNmTInFMxkZGc7OzvRvrGHDhuXfVJGQkODq6krvMPX19VevXl2Z+Y2qLDc3ly634GtusLjnz59LJBKRSFRisLxibk014QAAIABJREFUOWdOnTpVvJDMzEy6oHnv3r3cfqxPokPAZffB/Hzi6UkMDIo6oFBIunVTbtu2rfgCmLL9/vvvNJAQCATjx49P/u/qnICAAEtLSwAQi8VOTk6qw+XLQ6FQHDlypH79+vQvvFWrVl/dOtHi+BwZHTRoUEBAQP/+/em9NV9ycnKaN28eERGxatWqEvm3d+3a9erVqzdv3oSFhYWHhxsZGdnY2NjY2NjZ2enp6b179y4pKSkuLi4xMbF4avf9+/cPHDhQ9XD37t2TJk1q3Ljx8+fP1SrdiVAIw4aBvz8AgIcH6OhAjRpw5w4EBsKbNx9eZmICjo4wbhy8XxJWXnK5/NixY+vWrXv16hUA0CSyrq6uxbMSEkJ8fX0XLVpEN5NevnyZBu5lCAoKGjlyZHh4uIGBwe7du7nJDv1N6ty5c2Bg4Jo1axYvXsx3WwAA/vjjj379+pmZmUVERKiy7icmJgYGBgIA3RwAAAUFBfn5+RkZGVKpVCwWq/pUYWFhfHx8dHR0ZGSknp7eH3/8oSr5n3/+sbe3J4Q8fvy4ObNnUVdOiT5obg4zZoBCAY8fw5UrcPgwhIYWvaxfP5g2DXr0gI8NwZRFLpdv377d3d09NzfXyMho+fLl06ZNKz5wcvHixblz54aGhgJA9+7dT548afrp0dqcnBwfH5+NGzdmZ2eLxeKJEycuX76cLrFAFbB+/fqFCxe2bt364cOHHx1d49ivv/66a9eu0aNHFz8R5t69ey4uLqampqampmZmZsbGxlpaWkZGRtra2nR7uFgsLr58i2rfvn3x4c8NGzYsWLCgU6dOd+7cUYdPqvLRPggAYWFw/TqsWwdRUQAAvXrBqFHQrx+Ym39xFfn5+Z6enhs2bJBKpSYmJp6enuPHj1fNFqakpCxcuPDQoUNyuVwoFA4aNOjAgQOl/z6LI4RcunRpyZIlT58+BYBatWotXLjwl19++SoHRFX4ioLpCbxGRkbqsM7v1q1bdD8v4ztMCwoK6F3R8ePHmS258kxMSI8e5I8/CCHE3Z38+uuHQVA9PfLjj2TZMnLtGqnkAjCFQuHv76+aT6xWrZqfn1+JQegXL140a9asVatWZa82i4uLmzVrFp1MbNu2LeZvqoxLly4BgJmZmVplHqDzehs2bGC22N69ewPA9OnTmS228kr0QV9fMn06MTH50BNr1CBLl5LIyMpWFBYW1rdvX9oH7e3tL168WPynMpnMz8/P3Ny8ZcuWn1q+VlBQ4Ovrq4o7Bw4c+O+//1a2WVVbRkYGjfuvXr3Kd1uKREdHa2pqCoXCp0+fMlhsQUEBHQD+aK4VfpXug3PmEGvrD33Q3p4wsq8sNDRUdZ5I3bp19+/fX/w6GBUV5ebmpq2tbW9vX/Y+zmfPntFJJACoXbt2iXK+XvwEo3FxcXRL3ZEjR3hpQGmTJ08GgJYtWzKbbWHt2rUA0LRpU+5zBXyWiQl58YLUr0/y8oi7O1m/nvz0E9m0iQQFfdma7vJQKpWXLl1Srcpt0KDBmTNnine53NzcmJiYT709MjJyypQp9C5cIBDMmTOHjaQYVYdSqWzZsiUA+Pj48N2W/7hy5QrjIXJISIhAINDT01OH1QgllOiDvr7kl18IAKlTh7i6kj/+YLgnnj171ta26Bzwdu3aXb9+vfhPU1NTP7qZSS6X7969WzVl0aFDh9I5a1AF0Im4Tp068d2Q/5g2bRoADBs2jMEyt23bRu+CWE2XUTGf6oMWFmToUHL4MMMpgf39/VUT63Xq1Nm3b1/xa1l8fHxISMin3iuTyVasWEF3pNSoUWPXrl3f0nWwvNP0586de/nyZfXq1S0sLGxsbCwtLS0sLBQKBZ0Xi46OjomJiYmJiY6OphEDFDukUU9Pz8LCwsLCwuy92bNnX7p06aeffgoICCjX+C37cnNzW7Ro8fbt2169etFtblR+fn5BQYGxsbGhoaGhoaGRkRH9g56eHt1CoaOjo6Ojo6mpaWBgUGKQPDY2tlGjRjk5OTdv3uzatSvnn+kzTE0hNRXmzgX6L6aanmAPIeTs2bOLFy+mc4Lt2rVbv359iX0VJURERPj6+vr5+UmlUqFQ2Ldv32XLlrVuzem5HepDKpXm5eWV/RqhUPjZTXKnT58ePny4jY3NmzdvVB1WTXz//fd//fVX586de/TooaWlpa+vr6+vT/9Q+sV0xlBbW5tOGn5094yTk9PRo0dnzZrl7e3NfvO/TOk+SPdWVWixernIZLIDBw4sX7783bt3ANCxY8fVq1d36dLlU68/deqUu7v7mzdvAMDe3n7VqlX9+/dnq3Fqb+/evQ8fPvzsy7KysujhN6otPnl5eXK5nHZMemUUiURnz56VyWR//fVXhw4d2G55+b17965u3br5+fl0dZmxsbGJiQn9v0wmS0pKSkxMTElJSU5OTkxMLPucZ4lEoqenRwg5c+ZMWlra6dOnhw4dytkHKafSfbBPH1AooFEjtmpUKBTHjx9fs2YNXcBWu3btJUuWjBkzpuxVfM+ePRs/fnxwcLBAIJg4caKXl1fZU/lfn3IGrY6OjiXeKBaLK7xAwcjIqHnz5hxk9/wi165dA6aPVBaLxSNGjOD7k32ciQkhhGRlkbp1yc8/E19fjuqVy+U7d+5UZUns06fP48ePS78sNzd3zpw59J9DLBY7OztzkBRdnY0ePbr8v3VWVlZNmjTp3LnzkCFDJk2aNH78+EGDBv3www9NmzatVq2alpZWx44dzczM1DADyIkTJ8wrsCzrPb1SO2N1dHTEYnFk5ae6WcBXH8zJyfH09FSlCh4yZEjp5VLh4eF9+vShL2jQoMGJEyfUcFiLYz///HOFfzNLEwgEurq6ZcwI8aVmzZoMfkwAaNiwoYuLC1cnPH0ZvvpgYWHh0aNHG72Pedu1a/fR6yAhJDs7e/HixXR9Wp06db7VJL7lHRk9e/bso0eP4uPjExIS6P9TUlJEIpGVlZWdnV2N92xtbeVyOX1LRkYGLTw7OzsxMTE5OTklJSUlJSUpKSktLS0jI+Po0aPlv75y4Pfffx8wYIBAIHBzc1P9imhpaWlqamZmZqanp2dmZmZkZGRmZmZmZubm5mZnZ9O9FLm5uTKZLDMzU5VlRuXYsWM//PBD9erVOf80n0fvCAHg1ClwdIRNm1gfGS0uNzfX19d3w4YNWVlZAoFg5MiRK1euVOWKun379sSJE8PCwsRi8dixYxcuXFinTh3uGqeWnJ2d/f39dXV1y36ZQqHIysr6bGldunS5fft2586d6YJpACCEnDt3rlGjRo3YGxMoh0GDBl24cGHIkCENGjSgnSsrK6ugoCAnJ6fEKwkhGRkZ+fn5dD8TncQoXWCbNm22b9/e6kv333GC3z6YmZnp4+Pj7e2dnZ1tYGCwdu3ayZMnC4VCuVzu4+OzYsWKvLy80vstqrKbN2+GhYV99mWqWTLVFh9tbW2JREI7Jr0y5uTkbN269fHjx+PHj9+7dy/bLS+/v//+u2PHjvr6+jNnzszMzExLS0tPT6f/l0gk5ubmlpaW5ubmZmZmFhYWxY8+KU0mk+Xm5gKApaVl8U29aoXfPqhUKo8fP75gwYK4uDiRSDR16tSVK1eqprZkMtnOnTvXrFmTlJQkFAqnT5++du3a4juAvykVDmOlUmmF1yvQvle9enVWTyr/IlFRUbRfeXp68t0WjhTPcjNmDOFlh1VqauqCBQvo7Cod/nz+/LmbmxudsGjatOmDBw94aNZXTiaTxcfHP3/+/NatW6dOnfLz89uzZ8/Zs2dv37797Nmz2NjYvLy81NRUmlJElWll9erVAMDvQP6ZM2cAwMDAoML7GtVqP9ZnqUMfjI+PHzZsGL0cODg4HDlyRLUMZvjw4YmqtDeIaeHh4XS30JMnT/huyweTJk0CgPnz5/PdEI6oQx/MyclZtmwZXQxqZWV18OBBuVx+4MAB1RB1hw4d/v77bx5axiF+NjApFAp6ItGiRYt4aUBpdNV2//79q8hUVG4u+e23Dw/v3SM8jv3HxMRMmjSJDr3QnW0aGhorVqz4llZnq6Fjx44BgImJCU0/GR8fr6WlJRQKVeeIcCwvL4/mgtm2bRsvDeCYWvXBs2fP0gkceh9Yp04dNdz4/O1xc3MDgL59+/LdkCKJiYkGBgYA8EUJLxEjnj59SrPi16tXT3WyYLNmzcqfAPirxltqp6CgIKFQqKGhoQ6r1vLy8mgMpFZ3qKxKTCQ2Nh8ebtxIFi/mrzWEEEJev37t5ubWsWPHli1bfmr1DGIW3YwyevRo+pDmlPj55595aQw9rtPBwUE915YxTt36YE5OzoIFCzQ0NFxdXct/AgWqjOTkZDone+3aNb7bQsj7RbHqExxXNUqlcu/evXfu3GnXrp2tra2fn58a5uFhCZ8nMI0bNw7U45hamvS0ffv2fDeEO+p2IVRJTEysOt2PdxEREXQRKl0UHxUVpaGhIRKJGE+4+1kFBQV0ZC4gIIDjqvminn1Q3faVfvPWrFkDAK1ateJ9Uo4uH9fW1n779i2/LUFRUVFlZ93+9vB5IJCnp6ehoeHvv/9OT1jhS2Fhoa+vLwBMnDiRx2ZwLycHfHyK/rt7l+/WvGdhYfF1HyPxValZs+b8+fMBgJ5GbWtr++uvvyoUigkTJtDcNJzZunVrXFycvb097wfHc0kN+2C1atX4bkLVMnPmzOrVqwcHB587d47HZhQUFEycOJEQsmzZsoqdg40YZGtrS5eQVh18BqOWlpazZ88GAHd3dx6b4evr++zZs1q1ao0aNYrHZnBPKART06L/vtX9eeiz6CFyAQEBKSkpAODp6Vm7du2HDx9ymZXzwYMH9EjSVatWqdVRgWzDPoh0dHToFXDp0qWl87FwZsOGDWFhYU2bNqUXZYS4xu/AbGZmJt3DzlfqrKioKJqYsMT5eN889ZwiRLyg6SS3bNlCH16/fl0gEGhqanKT2DUlJYVuGp0xYwYH1akP7IOIkslkdDDy6NGjvDQgLCxMS0tLIBDcvHmTlwYgxOfIKPyfvfsOa+p64wD+JhA2hI2AIu5VrfWHVq11b61aq23ds+4tiqPuVtFWa61Wce9RtWq1rXVUq1ar4sCBGxDKCDMQCCPj/P44GCk4Ibk3yvfz+PiQm+SccyEn571nXSInJ6eJEycSEb8xmsC0WpoyRWJnV7FXr16l+bYiUMrx2dubNm3iD1u1ajVgwIDc3Fxh+ki+/TZLrXb64IMPvvnmGwGyAzA3Mpls1qxZRDR37lytVitw7ozRV19JnZyq9uvXzwzvFAilhdjRMFOpVPyGKydPnhQ464kTGRF77z1tUlKywFmLLj2dDRv29OGhQ2znTvFKA6LKzc11d3enArtJJCcn8x1e/vnnH5NmfeYMvw20Lioq3qQZmSHUQTDQarX8ZhPr168XOOsff2RErGpVXWJiqWsHwXxYzJ07V9RgmKysrLRa7cmTJ+/fvz948GDBZoxt305Tp5KVFf30k7RatVI3XcvamgouFKlWjWrXFq80ICoLC4t///330qVLMpmsY8eORGRnZ6dSqc6dO5eQkGDS26T17k0xMRQUJOnSpfBtPN96qINgIJVK3d3d9+3bd/369eHDh/N7PwogIoI++YTy8mj1akn9+qWuHQTz8aq3AzUplUpVrVq1+Pj4b7/9dvLkyQLkmJtL3t6UlkZr1tDw4QJkCGDWbt68WbduXSsrq9u3b/PpaykpKRUqVFCpVJcuXapfv74pMt25k/r0oTJl6OFDetldTgHecnq9vn79+levXp0+ffrChQsFyZGaNaNz56hvX9q2TYAMAZ5L5DmjnKOj4+bNmyUSycyZM2/evClAjkePUloavfceIlEAIqLatWv3798/JycnMDCQH3FzcxsxYgQRzZgxwxSXrMnJNHEiEdHChYhEAUgqla5Zs0YqlS5duvTOnTsC5Lh+PZ07R97e9MMPAuQG8CJmEYwSUdu2bb/44ovc3Nz+/fvn5eWZOrtdu4iIevUydT4Ab4zg4GC5XH7gwIE//viDH5kyZYq7u/uJEyfWrFlj9OwmTKDERGrRggYONHraAG+k+vXrDx06NC8vb8SIEaYetFQoaNo0IqIVK8jZ2aRZAbycuQSjRLRs2bIqVapcv359/vz5Js0oJoaOHCGJhD791KT5ALxJvLy8+GafkyZN0mg0ROTh4bFu3ToiCgwMvH//vhHzOneOduwgOztav55K076iAC+xaNEiDw+PM2fO7OJdJiYzdSqlpVGnTtSjh0nzAXglZhSM2tvbb9q0ycLCIjg4+OLFiwWfys3NVSgUr55UWtpzn8rJoe7dKSuLunSh8uWLXViAt9CECROqVq0aHh4eEhLCj3Tr1q1v375qtXrgwIFGvCfTnDlERFOnEm71AlCQq6vr4sWLiWjy5Mnp6enPe1kJt8ePjKSdO0kmo5UrS5IMgNGYxQKmgoKCgpYsWdKiRYs///zTcPD48eNt27aVyWSenp7e3t68zFlZWW5ununpf3l5UZky5OFBajXdvUvh4ZSaSpmZZGv7jPSHDKGNG8nfny5fJnd3wU4L4M1w+PDhLl26uLq63r9/383NjYjS09MbNGgwePDgKVOmSKVGuHw9d44+/JCcnSkyEuODAIUxxj788MO///575MiR/D693Pnz5xcvXhwXFxcbG5uQkMAYs7a2trOzK1vWPyfnqpMTOTqSnV3+DGwHB5LJ6JtvyMnpGVmMHk0//kgDB9KTzYUBxCbitlLPZLgn019//WU4eODAAd4uFuLp6UPEiv5zcmL37j0jcb2ezZnDHB1ZWJhwZwTwZmnbti0RjRo1ynAkLy/PiOlfuMDef58tWGDEJAHeKnfu3LG2tpZKpWfPnjUcPHLkyDMb8XLlKjyzHSRiyc/aOVSlYg4OTCJht28Ld0YAL2Z2PaNENH/+/Dlz5rRu3fr48eMFj+fm5iYmJsbGxvI92Ozs7Cwt7bKzyyckkEJBSUlkZUXVq1P16lS27NN3paXR3r3Ur19+R+nx4+ThQXXrCnpGAG+QO3fuvPvuu3q9/urVq3Xq1Cl5gkXrYM2a9Ndf1K1b/g3ZExLo6lXq2LHkWQG8JebOnTtv3rxq1apdv37dxsaGiBQKxblz53x8fPz8/Ly8vCwtLbOzs3NyclSqnOxs78xMysggtZrUaiIilYq0Who4kKysiIrUwc2bKTaWZs4U8fwA/kvsaPgZlEqli4sLEZ05c6bkqd2+zaTSpzd97t6dHTtW8lQB3mbjxo0johYtWhgltWfWQX9/Fhubf+TMGdaqlVGyAnhL5Obm1qpVi4hmzZpV8tTQDoKZM6MFTAZyuZy3hbNnzw4PD7948eKJEyfOnDmTmZlZvAQDAujQIQoPN2opAd5ec+fOdXd3P3Xq1Pr16w118MSJE3fu3FHzjpfXhDoI8FqsrKw2bNhgYWGxaNGi69evlySpnBwi1EEwb5ZiF+DZxo8fv3z58qtXr/JLQ87CwuKdd95p3Lixp6dnQkJCfHy8TOYQFbVDIslfBuHuTp6e5OlJHh7EGCmVlJtLFSuSTEbBwTRyJJ0+LdYJAbxJXFxc5s+fP2rUqHHjxmVnZxd61s3NTS6XE5G9vb23d1m1+jdPT/L2Jg8P0mhIpSKVijIzSSoluZysrKhu3WfXwYMH82vuvXuCnRnAG+P9998fOXLk2rVrx44da2Vl9fjxY4VCUbFixdq1a9epU6dMmTIRERGPHj1izOru3Q3OzmRjkz/vhcvNpehoevyY3Nzo0CG0g2DWzDQYdXFxuXz58vfff3/y5ElHR0e5XK5UKsOeMLzM1dUjNfUlSfG7vHTuTOvW0datpiw0wFtk2LBhR44c0Wg0MTExvA5qtdq4uLjo6OiUlJSUlBT+spSU9Li4lyQ1aRLRs+pgfDxlZRERJSWZ5BQA3nQLFy7s0qULX1PI3bhx48aNGzt27DAccXZ2VSo3vDgdvjYE7SCYLTMNRomoSpUqK/+7B1p2dvaVK1f++ecflUrl6enp6+vr6uplb096PaWnE2OUlESJiaRQEI9QnZ3J2pqqVqVLl4iIvv+eWrWiypXFOBmAN42FhcWvv/76zKcUCkVWVhYRZWVl5eRQTg4lJFBCAiUlkUxGjo7k6EhOTqTTUUYG5eZSmTLENw4uVAdHjiQfHyKis2dp3jxBzgrgjeLo6Ni8efO1a9eWL1++fPnyHh4ejx49CgsLu3nzZkpKSvny5StVqlSuXCUXF6ZUSnJyqOAwhkxGZctS+fLk4fF0dB7tIJgn8w1Gi7K1tW3SpEmTJk1e612GSujvT0OG0KxZ9OTm2wBQHF5eXq/1etRBgGKTyWRffPGF4aGrq2v9+vWLnRrqIJinNykYLR57ewoIyP85MJCuXqVn7VgKAKbyzDpYvz5ZW+cflMupdm2xSgfw9kM7CGbOHPcZBQAAAIBSwhy3dgIAAACAUgLBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiAbBKAAAAACIBsEoAAAAAIgGwSgAAAAAiMZS7AIAEZFerw8NDY2Li/Px8alXr56lZf7f5c6dO2q1uuAr69WrJ5FIkpKSoqOjCx738/Pz8PAolGx0dPT169dlMlmjRo2cnZ1NegoAb7SkpKSrV68yxmrWrOnn58cPqlSq+/fvF3yZl5dX2bJlCx5JTU2NjIwkotq1a1tZWRVKVq1Wnz9/PjMzs2bNmlWrVjXlGQC82dAOlmoMxBYWFlajRg0isrW1JaLKlSvzRpExVqFChYJ/LLlczo8vWrSo0N9x9+7dBdPU6/Xjx4+XSCRWVlZSqdTW1nbTpk0CnxfAG0Gv18+ZM8fGxkYmk1laWkql0mHDhul0OsbYvn37ClW0BQsWFHpvy5YtLSwsiOjx48eFUv7tt99cXV2JyMbGhoh69uyZm5sr3IkBvDnQDpZyCEZFplarvb29P/3008TERMbY7du3/fz8atSowZ+1tbWdPXt26hNKpZIfHz9+fPny5VMLyMvLK5hsSEgIEU2aNCk3NzctLa1bt24WFhbXrl0T+OwAzN+6devs7e3379+v0+ny8vK++uorItq4cSNjbOXKlRKJRKFQGCpaTk5OwfeuX7/ewsJi1KhRRYPRuLg4BweHOnXqxMbG6nS6kJAQiUQyffp0Qc8N4E2AdhAQjIrv77//VqvVhocTJ04kIpVKlZKSQkRbtmwp+paePXt+8MEHL0izRo0aVatW1ev1/KFCobC0tBw8eLBxSw7wFsjKyjp//rzhYV5enlQqHTFiBGNsxowZnp6ez3tjfHy8i4vLxIkT169fXzQYnT9/PhFdvnzZcKRt27bOzs7oHAUoCu1gKYcFTOJr3LgxH5ggIsbY5cuX/fz87O3t4+PjicjHx6foW+Li4ry9vZ+XoEqlunPnTteuXSUSCT/i6enZuHHjixcvmqD4AG82Ozu7Ro0aGR6Ghobq9Xo+YvjiijZmzBgHB4d58+Y989mLFy+WK1cuICDAcKRbt25KpfLevXvGKzvAWwLtYCmHYNRcnDp1auXKlW3btn3w4MG2bdskEgmvhPPnz/f29nZxcWnXrl1oaCh/cUJCwvXr12vVqiWXy2vUqLF8+XK9Xm9IKjY2logMizA4Pz8/fhwAikpJSdm+ffuXX37ZtWvXHj16DBs2jIgSEhIUCkVAQIBcLq9QocLMmTNzcnL4648cObJ///4ffvjB0dHxmQnGxsYWqoPlypWjJ9UTAIpCO1hqYTW9udi+ffvff/8dGRnZpEkTT09PIqpRo8akSZPeeecdf3//6OjohQsXNm/ePDQ0tHr16uPGjVOpVP/73//0ev3u3bsnTpyYkpKyYMECnlRaWhoROTk5FUzfyckpPT1dp9PxxRYAUFBsbOyyZcvi4uLUavV7773H18UPGjTo2rVrH3zwgZWV1fHjx4ODgx89erR79+6MjIyRI0d269ata9euz0swLS2tTJkyBY/I5XIi4sOOAFAU2sHSS+x5AvAfCoWiYcOGPj4+WVlZhZ6KjIyUSCRjx44t+q527do5ODgY5m4/ePCAiL777ruCr/n88889PDxMVGyAt8ZPP/0klUoLrZrnxowZI5FIHj9+/MUXX9jb20dGRvLjz5wzGhAQ8P777xc8cuDAASI6ceKEycoO8DZAO1gKYZjevHh6eo4bNy4uLu7ChQuFnvL39/f09OQ7GhaRMwJTAAAgAElEQVTSoEGDzMzMpKQk/tDHx0cikRR6ZWRkpK+vr4mKDfDW6NmzZ926dX/++eeiTzVo0IAxdurUqfXr18tksh49egQEBAQEBPDOmM6dO2/atMnwYl9f36ioqILjhlFRUfy4yc8B4E2GdrAUQjAqvgcPHjDGDA9zc3P5D3l5eVlZWYbjCoUiKSnJ39+fiFJTUwumcOvWLTs7Oz6oQUR2dnYBAQEHDhzQarX8SHR09OXLl5s1a2bK8wB4I2k0mkItFt+/iZ5V0SQSSaVKlaZOnTp8+PDWT9SsWZOImjRpwqsn17RpU4VCcfbsWcORffv2+fj4YOt7gKLQDpZ24nbMQlJSkqOjY+/evR89eqRWq8+cOePv7+/j45Odnd2/f/9333338OHDCoXin3/+4YsNb926dfr0aUdHx4ULFz58+DAqKoov5g0KCmKMrVmzhm/qu3//fiLq1atXTExMeHh4kyZN7OzsIiIiRD5bAPOzYMECuVy+e/fu9PT0xMTEL7/8koi+/vrrBw8eODs7T5o06datW7GxsWvWrLG2tu7evXvRFAoO0589e3b+/Pnp6elpaWmenp7ly5e/dOlSfHz8rFmziGj58uWCnx+AuUM7CAhGxXf48GG+zJZ75513+K68t27datGihWFbimrVqp06dYoxlpubO3XqVMMaXjs7u2nTpmm1WsZYrVq1GjVqxJNdtmyZvb09f42vr++xY8fEO0UA85WZmTlkyBDDvQdlMtm4ceO0Wq1er1+6dKnh7oIymWzQoEEqlapoCgWDUb5nPv85NDS0WrVq/O3W1tZBQUGGLQ8BoCC0g6WchBXoGAex6PX68PDwpKQkHx8fQ+vFJSUlRUVFubi4VK5cueDx3Nzc+/fv63S6qlWr2tnZ8YMJCQlSqdQwTqFWq+/du2dlZVW9enUsHgR4gdTU1Lt37xJRzZo1C97AWqfT3bt3Lzs7u3Llynw5fFEqlSopKcnPz8/S0lKlUimVSh8fH17jGGP379/PzMysUqVKoYW9AFAQ2sHSDMEoAAAAAIgGC5gAAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgEAAABANAhGAQAAAEA0CEYBAAAAQDQIRgHg2S5fvpydnS12KQBKr99//z0rK0vsUgCYnPkGoydPnvz444/v3bsndkEASqPs7Oy2bdv6+PgoFAqxywJQGt27d69r1641a9ZUq9VilwXAtMw0GNXr9UFBQQcPHjx06JDYZQEojQ4ePKhUKqtUqeLl5SV2WQBKo2nTpmk0mk6dOtnZ2YldFgDTMtNgdMeOHVeuXClbtuyYMWPELgtAabRhwwYiGjhwoNgFASiN/vrrr4MHDzo4OMyePVvssgCYnDkGoykpKUFBQUT09ddf44oQQHizZs06efKkvb39559/LnZZAEqdzMzMwYMHE1FQUFCZMmXELg6AyZljMDpy5Mj4+PhmzZr17dtX7LIAlDorVqz46quvLCwstmzZ4urqKnZxAEqdSZMmRUREvPfee1OnThW7LABCkDDGxC7Df+zYsaNv375OTk5hYWH+/v5iFwegdPntt986d+4skUi2bNmCq0EA4Z0+fbply5bW1tahoaG1atUSuzgAQrAUuwD/oVAoxo0bR0TfffcdIlEA4a1cuZIxNm/ePESiAKJYtWoVYywoKAiRKJQe5tUz2rNnz3379nXo0OG3334TuywApU5iYqKvr69EIomLi3N3dxe7OAClTmpqqo+Pj0ajefz4cdmyZcUuDoBAzGjO6LFfftm3b5+jo+OaNWvELgtAabRr+3atVtuhQwdEogCi2LFjR25ubrt27RCJQqliNsP0SmWrMWO+adbM+fPP/fz8xC4NQOmTm9tv9Wrrli2rjRwpdlEASql++/fLmjatMnSo2AUBEJTZDNMPGUIbN1KjRnTuHEnNqL8WoLRYtowmT6YaNejGDbI0m8tUgNLj1i2qXZvkcoqPJ1tbsUsDIBzzCPtOnqRNm8jGhjZtQiQKIIK0NFq4kIjom28QiQKIY9MmIqI+fRCJQmljBpGfXk+TJhFjNHs2VasmdmlKC42Gzp9/+jAmhiIixCsNiIsxGjKEUlKoRQvq1Ens0gCUSnFxtHkzERFueyYUtIPmwwyC0T176MYN8vOjSZPELkopkpZGn3329OGePbRhg3ilAXEtX04HDpCzMz4EAOJgjAYNotRU6tCB6tcXuzSlBdpB8yF2MKrT0fz5RESzZ5O1tciFASiFbt6koCCSSGjzZqpQQezSAJRK339Px46RuzuiISidxJ4cFhJCd+9SlSo0YIDIJSl98vLo4sX8n6OjydFR1NKYj5gYunKF7O2pfn1ydha7NKb33Xek0dDIkdS1q9hFASCi0lcHY2Npxgwiog0byNtb7NKULmgHn03wOihqz6hCQV9+SUQUHIw1E8LLyqKNG/P/Xb4sdmnMxMqV1KYNXbtGR49S7dp04YLYBTKxtDTas4ekUpoyReyiABBR6auDRLRgAWVnU8+e1KWL2EUpddAOPoMYdVDUEHDKFEpLo3btqHt3MYtRWrm4UEhI/s/ffktpaaKWxhzEx9PChXTzJrm5ERG1a0djxtCVK2IXy5R+/pnUaurYEQP0YBZKYR188IA2biQLi/wZayAstIOFiVQHxesZZYw8PMjRkVatEq0MYDYYY4cOHWrbtu3ChQu3bdsmTiEuXaKGDfNrIBG1bUuPHlF6ujiFEcaQIXTuHFpBMLh161ZUVJRo2ZfCOqhSUe3aNHgwVa8udlHALNy/f//7778/cOCAONmLVAcFD0bPnqXOnalePWrViurWpagoqlRJ6DII48gRateO6tWjdu3o8GGxS1OYhQV5ej59aG8v2lwZxtjhw4cDAgK6det2/Pjx2bNn9+/fv2vXrgkJCUIXRakkB4f/HHFyIqVS6GKYmqEOtmxJ27bRBx/Q//4ndplMw7zroLn5+++/W7duXadOnSpVqowfP16lUolQiFJYB2/fptBQ+u47sctkGuZdB82nHeTu3r376aef1qhRY/Lkyd27dx89enROTo7QhRCrDjIhRUezsmXZ+fOMMRYRwWrVYr//LmgBBHPtGqtYkd26xRhjN28yf3929SoLDmZTp7JDh8QuXL6QEBYXl//zpUvs5k0RynD8+PH6T/Yx8fT0DA4O3r59u6urKxE5OzuHhIQIUQidju3fz06fZmfOsIYNnx5PT2cODkyrFaIMgkEdRB0s4uzZsy1btuTV0MbGRiKREFG5cuX27NkjXCF0OrZnz7PrYHIyO3JEuJKYGuog6mARsbGxX3zxhYWFBRE5OjqOGjXK1taWiGrWrHnjxg3hyqHXi1UHhQ1G58xhM2Y8fbhvH+vUSdACCOaLL9jKlU8f/vADGzpUvNI8m0TCunfP/3nmTLZ8uaC5R0VFtWrVird/3t7ey5cvz87O5k/FxMS0b9+eP/Xxxx9HRkaaqhBaLdu6ldWsyYjY++8znY7VqcN27sx/asQINnYsY4x9+ikLDmY6namKISTUQXMibh1kjF25cqV169a8rjk7O8+bN0+pVP7zzz8BAQH8YMuWLW/xYMKkEhJYu3aMiK1a9Yw62KsXI2L9+jGVyuQlEQDqoDkRvQ6qVKovv/zS3t6eiGQy2ahRoxISEhhjV69erVq1KhHZ2dmtX7/e5OWIj2f9+uW3dGLUQWGD0b592datTx+Gh7Nq1QQtwMvEx8dfvXrVCAm1bMlOnHj68M8/WfPmRkjWqFxdWbt2+Vc7AlfC9evXOzk5EZGHh8eyZcvUanWhF+j1+nXr1vHXyGSy/v3737lzx8iFSElhrVszIkbE/P3ZqlVMp2MPH7KuXVnt2uzdd9no0Swri50+nf+adu2eXkG/ucy+DkZHR5/nnUYlhDr4Qnl5ebNnz7a0tCQiuVw+Z86ctLQ0w7M6nW7t2rXu7u5EZGFh0a9fv/v375ukHHo927mTubszIlamDDt2rHAdzMxky5czGxtGxKpWZWfOmKQYQjLvOqjVaps3b7506dLc3NySpoU6+EI6nW7z5s3e3t5EJJFIunfvfu/evYIvUKlUA57setm+ffuHDx+apBx5eWzVKiaXMyLm4cGysl5SB0+dMkUphA1GR41iq1Y9fXjx4n96g83AgAEDLCwsjDA63K0bO3Dg6cODB9nHH5c0TWNzdWW3b7MqVVhWlnCVMCEhoeuT/Sw7deoU98Lw7vHjx/379+ftpVQq7dGjh3EuFRhjt2+zypXz27/Nm1le3otefPBgfmNpa8u++EK0gRyjMO86qNfr27RpY2FhsX379pKmhTr4fDdv3qxXrx6vVhMmTEhNTX3my1JSUkaPHi2TyXhI2r9/fyOHpL/8wt59N/9ir317plC8oMSsTh1GxCQS1qcP+/dfYxZDYOZdB/fs2UNElSpV0pZ8hhLq4POdP3++QYMGvCls2LDhC67At2/f7uLiQkS2trZfffWVES4SDHJzWUgIq1Ahvw5+9BF7/Pi5LzbUQf7K8HCjFYMxJnQwumsX69Dh6cOZM9mUKYIW4IVCQ0OlUqm1tbURvnCXLmVDhjx9OHgwW7aspGkam6srY4xNmcKmT8+vhI8esagoU2Wn1+t37NjB54O6uLjs2LGj4LMxMTHPCzQjIiJGjhxpbW3NLx87deoUERFR/HJotWzVKubkxIhYvXosOvqV3hUXxz7+mEml+c1h+/bs+vXil0FE5l0HV65cSUTu7u58oKpE3sA6uGQJ++gjdvgw0+tNlaNOp1u+fDmvTf7+/n/++afhKb1ev3v37qJNXWRk5NChQ3lIamlpOWDAgEePHpW0HKdOsYYN8xu2cuXY+vUvP+ecHDZnDrO1ZUTMwYHNncueE0ObO/Oug++//z4RGWe+/htYB5cuZQcOsEePTFgHY2Njhw0bJpVKicjHxyckJET3sjlgKSkpw4YN45O5q1SpcuzYsZIWQq9n27axcuXy62CNGuznn1/+rpwc9tVXzNGRETFLSzZsGIuJKWlJnhA2GNXpWOvWrHt3tmYNGzWKVa/OkpMFLcDz6fV6XglnzpxphOTUalavHhswgK1ZwwYMYAEBLDubrVv3okt/wfFKqFKxypVZr15s+XI2ZAgjYnXrslmz2KVLxpwkefjw4f89WbLdoUOH2NjYgs/u3bvXzc2tQoUK6enpz0shLi5u8uTJDg4OfH53SEiIvhjfFpcusYCA/Or3+ecsK+v13n7vHhs9mjk4MCJmYcGGDmXx8a9dBnGZcR189OgR//v+9NNPRkiuaB1Uq9maNeZcB3v0yP9s1qrF1q5l4eFMozFaXjqd7siRI/xbTiKRDB8+XFVg+tfVq1c/+OADIlqyZMkz3x4RETFkyBAektra2i5ZskRTvMJdv846dMg/zzJl2Pffs5yc13h7ZCTr3j3/7U5ObPp0lphYnGKIyIzr4MmTJ/la0qJTp4qjaB28eZNNnmzOdXDKlPwPl6Mja9yYrVhh5EmSa9eudXR05CsFZ86cmZmZaXgqNTU1KCgoMDDwee/9888/q1Wrxutvnz59oorddRQayho3zj/POnXYnj2v19grFGzkSGZpyYiYjQ2bMMEof1Bhg1HGmE7HTp1iq1ezI0eYWs0KzFIS1+bNm4nI19dXZayPXl4eO3aMrVrFjh1j8fHs009ZvXrMdGtxXh+vhIyxffuYVMqWL2ejRuVf8/B/Xl5s4EC2d2+JauORI0cM6+W9vb03bNhQMIhUKpV9+/blz3bu3Dn5ZV/KiYmJn376qWEOTaGg9gU0Gs3MmTPXt2nDiJiPD9uypfinlJLCJkxgVlaMaEXbtuvWrStOWCyiQnXQPLYL0Ol0TZs2JaK+ffsaLdGCdfDxY/bRR6x+fRN2/r++QnVw8WL23XfMz+9pHbS2Zu+9x4YNYxcuFD+XzMzMVatW8cUQRFS2bNmjR48ano2LizP00/j6+u7du/cFSUVERBgqbEBAQFhY2KsXIzs7OzAwMIQvVHJwYEFB7PkXny9x5gxr25b/jr5q1mzOnDnGCZ4EU7AOJiSwpUvNZH1ku3btiOjrr782WoqGOrh/P+vWjZUpw6ZPZ0lJRku/xArVwcBA1q4d8/F5WgflchYYyEo+XTMuLq5jx4687nTv3r3gwlyNRrNq1So3NzcepCqeH9vl5OTMnz/fxsaGv3Ly5MkpKSmvXoaYmJhhw4Z926wZI2Le3iwkpPgfvHv3WK9efLTwh06dSj6xSvBgtKB9+5hc/p8JziLJyMjw8fEhIiPMVCvk8WM2dChzcWETJrxeB4DptWjx9OeBA9muXYwxlpPDjh5lo0Yxf/+ntdHWlnXtyrZsYWp19qunf/ToUd4NQ0RlypT57rvvCjYYycnJ8+bN8/DwICJ7e/s1a9a8ekj3008/8aUVcrn8VYaToqKiGjduTESODg6pQUGswMVo8d2//3jwYH52bdu2ffyCqTbm7McfWfnyRhxqKbZvvvmGB0PPm79YfFFRbOBA5urKZsx4yeRgAeXlsQcPnl0H8/LY1q2sa1dWsSKTSJ5Ww3ffZT/8oI2Ofo3O+Ojo6KlTp/IJZ3xc/ttvvzWMP9y8eXPQoEF8yN7Kymrq1KmveCl+9OjR8uXL81H7oKCgnFf4Zrty5UqtWrWISO7kpBw/3jjhyMWLiifLO/z8/ATdiMqI6tVjRCW6PDaSsLAwiUTi4OBg/DoYFsYqVGCBgcyI8x1LjE/RemYdZIwlJ7N9+xgP2/i/SpXYsGHsp59YMX4/e/fu5W1WoS0L1Wp1SEhI9Sf3O2jZsuWrbOQUGRnZt29ffgHp4uKyZMkSw140z5OamhoYGMijWC9Pz9wZM1hGxuuexTPcuBHVpw8vfO/evZVKZbFTEjUYnTGDETFXV2aidZqvbPr06UTUqFEj43dxRUSwr782q4EknY4NHcouXXr5K2/dYosXsw8+yJ8qWaXKfblcPmzYsLt37774jXfu3OnQoQP/gHp5eS1dujSrwIB4VFTUuHHj+E4WRPThhx8WWkL4KuLi4jp37sxTaNOmzbVr1575srCwsGHDhvG8ypUr99dff71uRi+2a9cu/hVjb28/derUJHO64n8lPXvmb9ghKqVS6ezsTES//fab8VOPjGSLFpnb/MKFC5mNDVu79iUvU6nYhQssKIh5efFdH64SUcWKFfv27bt27doXRIE5OTmzZs3io+pE1KRJk3379hmWpFy8eLF9+/Z8CpqFhUXPnj1fWqmLFEw1duxY3hzWqFFj9+7dz1vvkpaWNmnSJF6S6tWrX7x48bUyeqlTp0699957/DSHDh360lbZ7GzdyoiYr+9rzxoyKr1ez/eanThxovFTj45mBw8aP9kSyMpi3t6sUaOXXxZducL692cuLvkhabVqNywsLJo2bbpkyZJX2eMlISGhV69eRaeoJSQkzJ49m3fH8Eq9f//+1zqFq1evtmnTxnAxtnPnzmcGMHl5eStWrODdrlKptE+fPkbfLXH9+vV8hlXZsmX37dtXvEREDUZ1OtatW/7kWfF6DSMiIvg+z0b/ljRP8+blrxl49V95XBz78UfWp89y/rm3sLBo37793Llzf/nll0ID5ampqePHj+cNj7Oz85IlS7L++w176NAh/qmVSCSdO3cuYXS4YcMGviJKKpUOGDAgusBqpDNnzvBhX55Xz549X2s449UpFIrPPvuMt+uOjo5ffvnlCwZZzE5EBLOxYRLJK12dmMzChQuJqEXBPoq32oMHzNaWSSTs+PFXfUtuLtuzhwUFHXAscIuYWrVqXXrWH+78+fM1a9bk9aJ3796XL182PJWVlTVx4kS+t7aDg8PYsWNLshrp3Llzhk6dypUrr1u3rmB8rNFoVq9ebdgfavz48SYaTNfpdGvWrOGbhNerV+91A2uR6XT5naOLFolYinXr1hGRu7t7ojl1nZjOkiWMiP3vf6+6UEmrZZcusUWL2NChO6ysrAx1sFKlShMmTDh+/HjRlX+JiYmBgYF2dna8rhlG/zQazbJlywwVuX79+rt27SrmDGzG/vjjj7p16xp6dgr1y/z+++8Fu12Nth1NEffv32/YsCHPqH379sVYBS5qMMoYU6lYjRqMSIStZp/o0aMHEQ0YMECIzPgSNvG2bj55kllYMKmU/fFHcd5+/fr1gQMH8nE9g/r16+/ZsycvL2/Lli2enp68CezXr1/RmOybb77hXSndu3c31k7afNI3H32wsrIaN27ctWvX+N+UiORy+bhx4wRonC5fvmzoDLa2tu7fv3/BCMCsTZvGiFjTpmLln5WVxT82J4SZsZOby1avFrEO6vWsZUtGxAYOLM7btVrt9evXV61axdsYS0vLadOmGS7DsrKygoKCeKxZuXLlgovlGWOnTp2qVKmS4V1GGY3Nzc1du3Zt5cqV+Yff19d36dKl6enpu3fv5ost+GXG88YujOj69eu8GFKptFWrVjt27HhjeklPnGBEzM3NOCOnry8+Pp7P5RBoqoNGw0JCRKyD6en5m/UV79ZXGRkZe/fuHTBggKFfk4hcXV2DgoL4fK3k5ORp06YZul0+/vhjwyXf2bNn69Spw9/SuXPns2fPlvx0dDrdxo0bvby8+FXfiBEjkpOTHzx48NFHH/GMqlatesj0t7zS6XSrV6/mHyQrK6vAwMDXGrUXOxhljB0+zIiYu3vxJ7OXwLlz5yQSiZ2dXfQrbvFTEufPs+bNWf36Yi1jio9nZcowIrZgQYnSUSgUu3fvnjJlSqtWreRyOf+4ly1blm8I2qpVq6KzXnJzc4cOHcprpjFnxz8RGRnZq1cv3j3JRy7s7e3nzp1rtOVor+bvv//++OOPeShQq1atN2NhU0ZG/hiwSDfoW758ORE1aNBAiMyOHmVVqrD27UXcqHLpUkbEPD1LuoSarwfiHzZeATt06ODr60tEMpls5syZBUOxlJSUoUOH8gpSt25do3eQaLXaXbt2vfvuu7ww/v7+/IcqVaq87uBjSaSlpQ0dOpT3RRFRoVjcrDVtyojYwoWiZN69e3ci6tixoxCZHT/OatRgbdqIOFV90CBGxD78sKTp6HS68+fPz5gxwxBfWlpa1q9fn/d6SiSSjz76yFDXUlJSBg8ezOtgpUqVfv3115Jm/19KpdIwH8bV1bVt27a8O2bp0qV5As6VT0xMHDRoEO918vDwOP7Koz9mEIwyxpo0YURs7lyBs9XpdPyudwtKGJ29ok8+YevXi7V4Wa9nLVrk7y1txIWbOTk5W7ZsqVGjBq+Kz1xOdOjQoSpVqhCRnZ1dsSeUvIpLly7xXtuBAwf+K160ERkZOWXKlK0Fb7Ji5n74IX+2jBF3Eno1eXl5fn5+RCTAhTvT69nnn4t7H/CbN/OnRRjrdM+fP9+5c2fDEiVXV9cKFSqEhoYWfM22bdt437O1tfWCBQtM1zLp9fpff/21QYMGLi4uvr6+ISEhxR58LAmlUrl69eru3bu/GVeD3MmT+Z2jJVgCUjyHDx8mIicnJyF6ZPR69tln7JdfTJ7R8x08mL8lkXHvXhIaGjps2DCZTMYXQ7du3dow8U+v12/dupV3o1pbW8+ePdt0mz/cu3evY8eOvGOoatWqRtiwuViuXLnStGlTW1vbV99/yjyC0bNn8/f1EvYXx2fJ+Pn5vWHbghQLjzfKlDHJrho6nY6PERRaVH7z5k3Dna9r1qxZqI00RTGkUqlEIhGlCXyD5eWxKlUYEZs0SeCcV61aRUS1a9d+k+KG4lIq8ycljR6dfyQnh/Xpw0o+gq3X62/fvj1o0CAiGjRoUMGn+vXrZxgrL8ZKwWLg3aJv2MRNc8BXbn/2mZB5ZmVl8eDpxx9/FDJfscTGMk9PE04M5F2k27ZtK3jQsBuaYHVwzpw5RDR8+HAB8nqB27dvv/qLzSMYZYx17cqI2MiRgmUYFxfHuxN2794tWKZiiYjI36nddCNmZcuWJaKY/4688FWErq6uK1asECBAVCqV/BLf1Bm9hf7+m++cygTcHycqKsrJyYmITNpfbiby8ljr1oyIvfMOM1z8fv11/p5NRgnFv/rqKyKaPn16wYN79+51dXUt5k0iioVPFUUw+toePsy/M9z69YLl+e233/JJMi+9CdBbQK1m9eszIta6talusMQnif3x3zUZe/fudXFxEbIO8j/rJME7F0rCbILRO3eYpaXewSHWSOtaXkrQWTJFqFRn9XqBeu90uvz5SCbdwIdfXhcaHH/8+PG4ceNeupV9Sfz77783b97k97GIiooionLlypkuu7cZ7zwvXz5TkF2Q9Ho9n9XUtWtXAbIrQpeaukevF2gqlV7PBg5kRMzDgz14kH8wJib/ErF4qwmLGj9+PBEtK3LHxRfc2MwooqOjr169atjaqXbt2kT0KpHKTyEAACAASURBVNslQmHbtjEinbf3Y0H6z7KysviI1u8izV0Rsh3U61nv3nx/NBPutfjZZ58R0S7DbqVPmLoOhoWFPXr0yHBFMXfuXCKaPXu2STM1LimZierVo2bPbiyX9x49mjFm6tz27dv3888/Ozk5rVmzxtR5FZWSsi0ysk9eXqQw2f344+7UVJWPD33/vQlz4X81Pm3ZwM/P7/vvv+c7nJnIxo0ba9euzfuEeM8o37ESXtuYMXd79WqUlzd34UIBcluxYsWxY8c8PDxCQkIEyK6QpKQ1CsV3Wm2SMNnt3Hnwxg2VvT399hvxdec6HQ0fTpmZ1LMntW1rnFySkpKIiE8PLYh3P5tOgwYN6tWrl5iYyB/yjW/y8vJMmunbqW/fhAkTmkgkPfr21Wq1ps7txx9/VCgUDRs2bN++vanzKkrgdnDFig3h4RlOTnTkCBVYBG9kfKvB1NTUQsdNXQcDAgIqVapk+MxkZWURkWEz7zeC2QSjRC7jxkUz9tdff23atMmkGaWnp0+YMIGIFi9eXK5cOZPm9UwuLp+8885Da+sqAuR1+/btKVMG3b3rsWVL1JNFDiah1+upSDAqgMjISCKqUKECIRgtsbSxY/+Jj9+5c6dOpzNpRo8ePfryyy+JaPXq1bxvRmDu7kOrV/9bJvMRIK+kpKSxYwdfv+4VEnIvIICIiDEaPpx++41cXenbb42WEQ8HPUzX0j4Hv9pMSUnhDxGMloTDggWJtraXL1/mF9imo1ar+WAun18oPCHbwb/++iswcER4uO+uXfG1apkwIx6MpqWlmTCPInQ6nUajkUqlhg1QEYyWiFwu53VjypQpycnJpsto4sSJsbGxTZs2HTZsmOlyeQGp1E4ikQmQkUajGThwYE5OzpAhA1u39jdpXrxnlO9bISQejFasWJGI1Go1ERk2doHX1bBhw8qVK8fFxZ06dcp0uej1+r59+2ZmZvbv3/+TTz4xXUYvIJFYCfbtN2PGjLS0tFatmvTpk7/v5rRptGED2dnRoUPk52e0jHjPqPDBKN/W3vClzVvE3NxcgYvxdnBwcNiwYYNUKl24cOH169dNl5G43aIkYDuoUCh69eql1WoDA8d17Oht0rz4QpSiPaMmlZOTQ0T8pg9cdnZ2oSPmz4yCUSLq1atXmzZtUlNTf/jhBxNlceHChc2bN9va2q5bt074bjwhMcZGjRoVGhpauXLlb43Y/fIcfHsz4btDIiIi6EnPKN/dTaVSCVyGt4ZEIuELPwMDAzMzM02Uy7Zt2/7555+yZct+b9KJI+Zh//79GzdutLKyMnynHTt24uLFeJmM9u2jJk2MmVdGRgaJMTJQqGdUrEGSt0azZs3GjBmj0WiCg4NNlIVKpfrmm29IvG5RwfBL3/j4+ObNm8+fP9/U2Wk0GiIy7P4rDB568ju/cLw5FmCmhxGZ3ffFrFmziGjlypW8n9m4GGMTJkxgjE2ZMqVq1apGT9+sTJ8+ff369XZ2djt27OC3gjApXhOE7w5RKBRExJdP8WaYD9ZD8YwfP7569ephYWG9e/fmUYVx5eTkzJ49m4iCg4Pf+gkVhw4d6tWrl16vnzt3Ll9jrtVqx44d/ddfZb/++q8nd+wyGv6dKfzIQKFglF+RFrpPG7yWoKAgmUy2f//+mJgYU6QfHBycmJjYpEkTsbpFBbNo0aITJ054eXnt2rVLgBgxNjaWnrRHginaD/omjk6YXTD64Ycf1q9fPzU1dfv27UZPfPv27ZcuXfL19Z06darREy+2vLxopfJgRsYJvT6HiLKzb2g0cSVMc+nSpYsXL5bJZHv37m3QoIExivkSPBjl4wVC4t8vPGxCMFpyzs7Ohw8fdnNzO3z48MyZM42e/sqVK6Ojo+vUqcO3/TITpqiDR48e/fTTTzUazbRp06ZPn84Pbty48f79+1WrVp448YOSFroIscbm+NCkod7xYLTg/bvhdfn4+HzyySdarXb16tVGT/zff/9dvny5RCJZvHix0RMvNlPUwbNnz86dO1cqlW7durVMmTLGKOZLxMfHk+DBKG92C/aM8kvBN2vettkFo0Q0efJkIpo/f77hUtsosrOz+ZqJhQsXms/EXpXq5P37LdXq6+nph9PTD+Xl/Zue/ptK9ZdGoyh2mjdu3Jg2bZpUKt28eXPHjh2NWNoX4J9+4YPRgqslEIwaReXKlfft22dpabls2TL+3WosSqWSjzwuWbLEfIZxTVEHNRrNiBEj8vLyAgMDFy1axA9GRUXxUdEFCxbwW6QYFw9Ghe8ZLVTvEIwaxbhx44ho5cqVfMc6I5o2bZpare7Vq1fjxo2Nm3KxmaIOPnr0iAf0U6dObWusHSteJi4ujtAzWizm0h4U1KNHjw8//DAuLu6LL74wYrKLFy+Ojo6uV6+e4XYI5iA1dZeX10Qfn7nlyn3v4vKZVpus1SZpNPE6nVKvV+t0aQX/vTS1tLS0lJSUESNGaLXasWPH9u7dW4BT4MQapi94Cejg4GBpaalWq9+sK0Iz1Lx5848//jgvL4/fIclYgoODU1JSmjVr1q5dOyMmW0IvqIPFTnPz5s2PHz+uVauWofMpISGhTZs2CQkJrVq16tmzp5HK/lReXp5Wq5XJZKYIc1+M94waVhAjGDWKRo0affrppyqVavDgwS/e7lCtVkdGRl6/fj0yMvKl67ivXbu2a9cuGxubhYLs4PaKXtwOajTxubkRubkR2dk3c3LuarUv76VKTU3t1KlTUlJShw4dFixYwA+aepMQEikYLbqA6U3c0ULor61XYWFhsW3btlq1ah04cKBr166GqzdLS0tHR8fs7OzExMT4+PikpKSkpKSEhISMjAw3Nzc/Pz8/P7/y5cuXL1/ez8/PyspKrVZnZGRkZGSo1Wq1Wv37779LJJIVK1aYT5cMEdna1lEovpfJfOTyThKJlZ1dXcayLS3LWFtXiImZkJhYeIWHhYWzhYVzTEyFGTNSVSqVWq3Ozc0t+gXk4+NTcLJ2Xl5eaGioSa+DxRqmL3QJKJfLU1JS0tPThV9T/JaZOHHi3r17V6xYIZPJ3NzcHB0dnZycHB0dXVxcLCwskpOTExISEhMTY2NjExMTExMTLS0t3dzc3Nzc3N3d3d3dPTw8nJyc+OczPT09Ly8vIyPj119/lUgkfOWE+XheHZRKrWJixms0Cq02QaNJ1GqTGNNJpTZSqa1EYh0b6z9jRv7OmmlpaZaWlq6urm5ubq6uri4uLgcOHCCi2bNn828bvV7fpUuXhw8fBgQE/Pzzz6bYdEKsblFCz6jJrFy58vTp06dOnbKwsHB1deUfLVdXVycnp5ycHN78JSYmFl1fIZfL5XK5s7Ozg4ODnZ2dXC63tbW1s7Nzdnb+9ddf9Xr9hAkTypcvL8pJPdML28GxiYkrC71eIrG0tPRQqWrOmyf19vb28fHx9vb28vKSSqVZWVk5OTmhoaERERF169b96aef+OVZZGRknz59xowZY7o+GsZYQkICEXl7m3bNfiFFh+nF6hsqCXMMRolIIpHk5ubKZLJffvnll19+eenr09LSHj58+NI069Wr98EHxp+qVRKenuNkMt/k5I3R0WMrVdpvb/++vX0j/pRUamthUXBrUJ1Ol6HTKXU6ZV6eQ1jYraKpOTs76/V6qVT64YcfGnbZzcjICAgIiI2NvXfvHr9ppymIdSnGT5OvI6Yn174CL2Z8KzVq1KhWrVq3b9/mN/MwChsbG8YY34HLfDyvDubmRiYmrij0YkPfSmam5MqV8Oel+fnnn//++++GDmCpVLpkyZLAwMAjR46YaPtr3vCIEgLyRbuGHtlCD6HYPDw8hg0btnjxYo1Gk5KS8rx5a7a2th4eHs7Ozunp6UqlMv2J6Ojooi+WSCQODg5TpkwxcdlfzwvaQQsLuUxWRiq1IyKp1I4xjUaTqNOlaTTxMTGux4/ffl6acrm8V69ehsW7J0+evHDhQnh4eOPGjf39/U1xFpmZmbm5ufb29gLP2y5a4/jlrgD3DzIiM/2+WLx4sVar7dmz5zvvvGNourRarUqlsrGx8fDwKFOmjKenp4eHh5eXl4uLS2JiYvQTUVFR0dHRGo3G3t5eLpfzS0OZTLZly5YrV64cPHiwW7du4p5dIS4un7i4fJKcvD4ubk6VKkcNx319F/n6Lvrva5lOp9Rq0ypXVl+7pnVycrK1tbWxsZHL5Ybu3j/++KNTp04//fRTz549+SaOTk5O77333oMHD6ZPn75t2zYTnYWhB8hE6T8P7wHlOyzq9fqMjAyJRCKXywUuxtsnJSWFN2b9+/d3cHBQqVQqlSojIyM9PT03N9fDw8PHx4f/7+Xl5enpqdPpeHuZnJyclJSUnJysUqn459PJyUkmk8nl8rCwsKNHj86cOfPcuXNin99/PLMOWln5lCu33NLSQybztrT0lMk8JBKZXp+t1+cwllOxYl5oaH5k6uzsrNVqU1NTU1JS+P+7d+9OT0+fPXu2Yfuq5s2bX7582XQb8fI+UVECfb6rIt/uG4xIq9UeOHBAo9EsW7asX79+aWlpqampaWlpSqWSB6Cenp5lypQpullKWloaD0yzsrKys7PT0tKys7NzcnISExPXrl0bExOzfft2PifVfDyvHfTx+crHp/D+/4xptNokP7+UX3+NSUxMjImJSUxMjIuLs7CwsLOzs7GxSUhIOHTo0IIFC7p37165cmUiGjp06IkTJ/bs2dO3b9/Tp0+b4mLJwcFBJpPxeWLijgy8kduriXUf0heIi4uztbWVSqU3b940YrIrV64koooVK+bk5Bgx2RLKyXmo1+cyxhSK7x49+swoaS5dupSI7O3tb926xY9ERkba2NhIJJI///zTKFkU1blzZyI6fPiwidJ/nh49ehDRnj17GGN8uoKTk5PAZXgrzZgxg4g6depkxDRVKhW/eDh58qQRky0hU9TBGzduyGQyqVR67tw5oyT4UnxIRCKRGO5PLRi+KmvOnDn8oa+vLxH9+++/Ahfj7bN8+XIiqly5cm5urrHS/O2334jI0dExJibGWGmWnCnqYJ8+fYioUaNGht9eSkoKHxucPn26UbIoig/QC/zhP3nyJBG1bNnScOTrr78mohkzZghZjBIyx8A5ODg4Ozubd4saMdkRI0a88847ERERxl2TUQKMiJTKA3fuNAgPf1epPFKkH7SYJk2aNHDgwKysrFGjRjHGiMjf3z8oKIgx9sknn4SHP3dssSTE7Rnld3/B7UCNRalU/vjjj/Rk39/nYYwlJSXdvXs3LCzsVfa+cHBw4HfifXGyAjNFHaxdu/bUqVP1ev3QoUOFmbklkUjs7OwYY6bYofnF+EUgekaNKy0tja+8+e677wre5vHRo0fnz58/dOjQ+vXr161bt3fv3l9//ZWPQZ84ceLnn3/esWPH2rVrt23b9scff9y4cSM+Pr7g5ucdOnT45JNPVCoVr4mi0+vVRMwUdXDlypXlypW7cOFC7969+fQtV1fXHTt2WFpaLl68mAflRufp6UlPbswrIvSMGkF8fLytra1EIgkLCyt4vGnTph4eHtWrV//ggw+6dOnSuXPnJk2a1KpVy9fX18XFxd3dvWLFivXq1WvWrFnr1q3r169fuXJld3d3Hx+fgonwz5+zs3NSUpKwp/UMcXHz7t9vm5l50RSJp6en80u0nTt38iM6nY6P2pcvXz42NtboOfLJDwcOHDB6yi8WFBRERAsXLmSM8bvn1alTR+AyvH34Jmjt27cvePD999+XyWQuLi6enp4VK1Z0d3cvNOjs4OBQq1atTp06dejQoUGDBv7+/g4ODrt37y6YSGZmJv++PnbsmLDn9AxZWVfU6usmSjwnJ6d69epExG+0IQBe5U1Ru19s0KBBRLRhwwb+ED2jRjF27Fj6b3cXY4x/ol7XDz/8UDCRf//9l09c/uWXX4Q9p2eIjOx3927TnJxHpkj8xo0b/Bqpf//+hhEDvo2Ai4tLZGSk0XNs06YNER09etToKb/A6dOniahZs2aGI3z58qxZs4QsRgmZ3ZzRGTNmZGdnd+/evU6dOgWPJz3xvDc+83b2heZtdOjQoX379kePHg0MDNy8ebORilwcjGmSktZqNLFlykw3RfpOTk4LFy4cNGjQlClTWrRoUaZMGalUun37doVCkZlpPWqU/f79ZNxFPmL1jPJrUN4/yntGMWG0hOLj4/m9K/mtkgyys7M1Gg3vBjNc+ru7u7u5uVlZWUVHR6enp9++ffv27f8sKShUMe3t7SdPnhwUFDRt2rQWLVqIusyFRUePysq6XKnSPmfnj42eurW19ebNm5s1a7Z8+fKAgAA+aGhSfO6g6e7j+jwiTld9W926dWvNmjWWlpaFbpnr7++fnZ3t7e3t4eHh4eEhkUgyMjL4xFC1Wu3o6Ojo6Ghra+vg4JCVlaVQKBQKRWJiYqGdhnx9fb/66qtx48aNGTOmRYsWAtyf73kyMo6mpGyTSu2ITNJw1K5d+8iRI23atNm6dWvFihX5fJJp06ZdvHgxKipj8mSbvXvJuL2H/Er7BYGKKfAmLz093XDkTewZNa9g9NChQ5s2bbK1tS26BdrNmzdTCpBKpS4uLi4uLs7OznZ2dhqNRqVSKZXKjIwMnU4nl8v5U3wDvIJWrFhRt27dLVu2fPLJJx999JFQZ1ZYWto+jSbW1raWo2MzE2UxYMCADRs2nDt3rnXr1qdPn3Z3d7exsdm793BAgP3167JFi+jLL42ZnVjBKN+VnfcJ8eZQlN1t3ibDhw9PT0/v0qVLo0aNCh4PCwvLy8vLysrKzc3lLZ+bm1vB7zulUvn48ePo6GgLCws3NzfeXjo6OhZKf8yYMatXr7569ery5csDAwOFOKVnUSoPZWVdtLT0dHRsbaIs3n///ZCQkIEDBw4dOrR69er/+9//TJQRx3/VKpXKpLk8L1/DjhZQQlqtdtCgQRqNZvTo0YXmqv3+++9GyWL06NG7du26cOHCl19+yWemCk+vz3r8eAQR+fjMs7aubKJcGjVqtH///k6dOi1YsKBZs2bNmzeXSCRr126vW9cuLEy6ahWNHWvM7Hi3iMDD9IU2+qUnu8q8WcGoGQ3TJyYmenl5EdGKFStMmhG/1vTw8FAoFCbN6Pn04eEBoaGUmLjapNkkJSXx77L33ntPqVTyg6dPM6mUWVqyCxeMmVfXrl1JjGH6d999l4iuXLnCGDt79iwRNW7cWOAyvE34iIFcLjfp+oaTJ0/yOY4PHz40XS4vpLt9+93QUFIofnj5a0tm2LBhRFS+fPnExESTZsRv/Hvxoklm/rwAXy0xbdo0/hDD9CXEp4r6+/tnZGSYLhfDGrvz58+bLpcXiI9fHBpK4eH/0+u1ps6LT1L38vKKj4/nR375hRExOzt2/74xM+JX10uWLDFmoi/D+0QdHR0NR/gcj+XLlwtZjBIyo8B5xIgRCoWidevWY8aMMWlGY8aMad68eVJSklgzuJXKX9TqUJnM282tv0kzcnd3P3nyZM2aNW1sqvfta8+3SGzWjCZOJK2WhgwhjcZoeRXdd1cYvB7y+w7jdqAlFBcXN3HiRCL64YcfTLclLRG1bNmyb9++arX6iy++YGJshpeaujM7O8zKyt/DY5ip81q5cmWTJk3Klv2gVy97k+7DK9Ymu3yUUPjpAW+l8PDwr7/+WiKRhISEFB1VMKLatWtPmjRJr9cPHz5cY8SW4NXo9VkKxVIi8vUNlkhM/omdO3duy5YtK1VqO2dO/pyEjz6iPn1Irabhw8mI30B8fMBEewk/j6Ojo6WlZU5OjuEWU7xZfMPW8oodDedbu3YtETk7O0dHRwuQXWRkJK/nP/30kwDZ/Zc+PLxuaCgpFKbtADZ49CjJ01NHxAz7POTksCpVGBFbtsxouTRv3pyITp06ZbQUX5lSqeST02NiYoio0Ko1eHV8FVrnzp0FyCs5OZnPr9q4caMA2RWk06lu3CgXGkrJyZuFyTEuTuXtzYjY2LEmzIWPEly/bqolWc+Tk5OTl5dneIie0WLTaDQBAQFENHr0aAGyU6vVfA/O4OBgAbIrKCHhm9BQunOnkWA5PnyYZW/PiJhh5WRKCvP0ZERs0yaj5fL5559TgXXDnEajCQ8PN1oez6JSqQo+7NKlC4kxUFkSZhGMxsbG8tCw0J/QpFavXk1EHh4eKSkpgmXKGEtO3hgaSjdulNPrhdvu9NQpZmnJJBK2b1/+kT/+YETM0ZHFxRkni4YNGxLRhf+O/T98+HDw4MFRUVHGyeNl+Gw5vsENvC4+QO/i4iLYcuydO3cSkaurq2HsTBj//js1NJTCwwMYE25LzgsXmLU1I2Jr15oqCz4np9D2zMHBwQKHpwhGi40vgq5QoUKh2MJ0jh8/LpFIbG1tIyIihMmRMabX54SFeYeGUnq6oKvOg4MZEatalRm2Gt+2jRExNzdmrCl7HTt2JKIjR44UPLhy5UqpVNqvXz9TT9QxaNq0qVh9Q8VmFsHozJkziahr165CZqrX61u0aEFE48ePFyzTvLx/r11zDg2llJTtgmXKffMNI2Jy+dMpMp07s5o12X930Cq+unXrEtHVq1cLHuzbty8RWVtbjxs3LiEhwTg5vZBMJiMis7qvwRshIyODz9jeunWrkPl26tRJsL5YLjv73pUr1qGhUhPtqvYCmzYxImZtzUw0SY/v+3Pnzh3DER5qWFlZBQcHa7Umn5nHIRgtngf/b+++45q89j+AfxNGwjKgMkQZghMHte5q3VrrqNY9e7UqSutPq3XUVRTxXrXO66iK49qLba/r6tUOR9VKVVTcgCIOUFaQHZKwkvP742BMAS1KkifC5/3y1Vc4SZ7zPNbD833O+J64OL41iYljiPHjxxPRqFGjTFbjs2ehkZEUHe3PmNZklTLGCguZnx8jYiNGMF1r6N2bNWvGnu8PU1mdO3cmot9//12/cMmSJTxtSM2aNTdt2lRUVGSYyl6OD5KUuh2bOeGD0fz8fH4XNNlWJTrR0dGWlpaWlpbR0dGmqfHBg0GRkRQXZ7pbr45Wy4YNY0SsffuSdpiezvTG1t5cQUHB3r17+Rr2OXPm6AeCDx48GDt2LF/TZ2dnZ+wB2fT09Bo1ajg5OZm4t7sK4BP8O3TooNWa9PaQlJTEEwHu3LnTNDXGxvaIjKSEhEDTVFfKzJmMiPn4MJXKYMeMiYnZtGnT+PHjeSa7U6dO6d5SKpXTp0/n6WA7d+4cGxtrsFpfQq1W165d29bWNtlQYy7VBu9U+/TTT01cb2Jioq2trUgkMtVKJm1UlF9kJGVkmG4gVOfGDeboyIjYhAmMJx5NS2MG2d8qKipq/vz5Eomk3GAmKiqqV6+SrB2dOnUyRopTHZVK5eHhYWtr+/ChUbK3GonwwSgfHGzVqpUgtfOFrgMHDjRBXadOnTh8uM+NG86FhcL8ms7JYR4ejIh9841hDpiamrp+/XrdShd+z/P19T18+LD+x+7cucPX2hPRwoULjRHuFBYWrlu3jme4cHFxUavVBq+iCpPL5XyejOkfCBlj+/bt488qcXFxxq7rl1+OHTrU4+ZN9+LiTGPXVa6iIubvz4jY86XnlfLo0aMxY8boJ3CpXbu2WCwOCAjIy8vTfezEiRO8t1IsFvfp0+fgwYOFBnkMLeP8+fONGzfmkz1MNtBcNRw6dIj/vZlsJFcf3/u3S5cuJqhr+/aN//lP+6ioZlqt0TsIy3XhArO3Z0Rs3jwDHK2goCA0NLRp06a6Nsizvc6YMaPs7KMjR47w26VMJvvhhx8MUH0Zp0+f5vOAa9as+Xa1QeGD0bZt2xLRHgNOIX4dcrmcLwU9ceKEsevq1KkTEW3ZYqBI8I2cOsVEIiaRsMpMp46Pj9+8eXO3bt1063Zbtmy5f//+06dP67Yq6N69+40bN/S/tWvXLj6GPnToUJUB+4UYO3XqVLNmzXi9PXv2vGWomQfVxtSpU4no448/FuoERo4cyTsMjDqUrNVq+WSS7dtNtHawXFeuMAsLZmnJ/tw+Xk90dPQXX3zBu2GkUun48eO//fbbGzduhISE8FbZpEmTCxcu6D6fkZExefJkXbILNze3BQsWGHCqrlKpnD9/Pg+LmzVrdsmweeOqOqVS6e3tTUTffmvcZH8vo5ulc/ToUaNWFBkZyf/Rnjpl9BvuK/z2G7O0ZFZWrDIdlGlpaevWreOPeUTk6uo6c+bMX375hc/XJCJ7e/vZs2eXmoKfkZExZMgQ/oHx48cbcEFFVlZWQEAA7xJq0aJFRESEoY5sGgIHoxcvXuRP8wJ2Za1cuZKI/Pz8jDqTg6fANIeHlQkTGBHr2JFpXmfxRlERO3Mm6vPPP2/UqJHuEVAqlX700UdHjhzRdXYWFRVt3bq1du3aRGRhYfH555/rX+/Jkyd56N+oUaMVK1YkJCRU8lquXbvWo0cPfjJNmjT56aefKnnAaig2NtbKysrCwsJkk1XKSk9P59sWrF271ni1HD58mIjq1Klj2GehNzB9OiNi7dqx14q98/LYzz9HT5061cvLi/+bF4vFn3zySal2dOPGDR5zi0SigIAA/QaYmZm5ceNG3ZObVCqdNm1a5cfy/vvf/3p4eBCRtbV1UFBQgUFGPauTBQsWEFHr1q1NNq+3rM2bNxNR48aNjdRrzhjLzs728fEhos8++8xIVVTcJ58wIhYQ8HrfUqnYyZN3Z8yY0aJFC91myP7+/j/88IN+/PDHH3/079+ff0AikZS6DzLGduzYYWdnR0RWVlbjxo27fft2Za6lqKho9+7dPDkJ3zPIeP8TjUfgYHTYsGGkly1ZEGq1un79+uX2zkZERAwaNKhbt27vvvuuj4+Pr6/v0KFDV69effbs2ZelIy4uLs7JySlbznd7+vrrrw1+/q8rM5O5u7NJkyo6ay05ma1cyTw9WceOKbztOTo6Dh06NCwsrNwrZYxlZWXNmjWL94N6HYxBOgAAIABJREFUe3v/9ttvurfu3LnDfx/xW2nXrl2/++67Nxi4j4+P181GrVWr1j//+c+3sfmZA/6YHvC6v5UN7fjx43yw3khbUWi1Wp40Z/PmzcY4/mvJyWH16rGJE5lS+dcfTkxkW7eyDz9kUilr1y5V1w0zYcKEly2Tz8/PX7hwIV8z4e3tvXv37lJP2hcuXBg6dChvPpaWluPGjXuzJ8Pw8HA+4ENE7du3L7WQHyriwYMH1tbWYrHY9LsV6CssLOQdDcZrILNnz+YxtzksML1/n1lYMGtrVpFpEXI527ePDR3KbG1Z+/YlbdDW1rZv377Hjx9/2f3rxo0bI0eO5K2sSZMmpSLO+/fvjxs3jt8lRSJRv379brz+WIlard6yZQvvVieiHj16mGCyk5EIGYyeOnWK/x816l4vFREWFkZEPj4+pQKaX3/9lV5Ctx+pi4uLj4+Pj4+Pk5MTH4CoX79+qeNHRUXx9BmCzAcqiy/v2b//RT6LO3f+tBGFWs3OnGFLlrBOnZiFBSNiRKx5c01QUMilS5cq+Ph+584dvv+hSCQKDAzUPRoWFRX99NNPo0ePtrGx4X+Zffv2rfiIYWZm5pw5c/hftUQi+fLLLzMzhZn/VwX88ccfIpHIzs7OHJab8InF8+fPN8bB+Zy8evXqmcONkDHGN0R7RRtUKllYGOvdm4nFJQ3QwoJ17168YsWKa9euVeT5LTIyki+qJSJfX989e/aUCknv3r07YcIEfjt0dHT897//XfHzv3379oABA/jBXVxcNm3aJGCv3ltt7NixRDRx4kShT4QdPXqUiJycnIzxQPjo0SOJRCIWi/lueeZg40YWGVl+G9Rq2dmz7MsvWe/ezNW1pAESMZGIde5cHBS09Pz58xUcAYiKimrRogXvswwNDS31bnx8/MyZM3kvqVgs/vTTTyv4qzg3N3fVqlV8txciatq0aVhYmImXnxqWYMFofn4+T0Ri+nS7ZRUXF/MJyKWW9D579uzw4cO//fZbZGTkgwcPbt++vWfPns8++6xNmzb8N3i5QWrDhg31D6LRaHjnwfTp0017WX9BJGLDh5e8XrSI8Z3DoqLYtGkl87v5H2trNmoUO3fuTaooKioKCQnhi3zr16+v30XKGMvNzQ0NDeVj+i4uLseOHXv10TQazYYNG/gqJbFYPHbsWJNlMK2StFot/5cZFBQk9Lkwxti1a9dEIpG9vf2zZ88Me2SFQsGHtrdu3WrYI1dS2TZYXMxOnWITJrAaNUoaoFTKhg5le/dWqAunFI1Gs3//fv6blveSbt++vVRImpCQ8PHHH/MPDB8+PD09/dXHfPTo0fjx43l/j4ODw9KlS426a2XVdvv2bbFYLJVKKz9nySB4qjVjRMajR48mor/97W8GP3IllWqDS5eyZcuYj8+LOyBPidizJ/vnP9mb9Zup1eoZM2bwJjZ06FDd1tw66enps2fP5jdKe3v7V3dOq1Sq4OBgfh8kojZt2hw6dEjzWrPuzJJgwejSpUuJqFmzZmYyuvrDDz8QkZeXVwUfdwoKCjIzMzMzM1NTUx8+fPjw4cOMjIxyZ76uXr2aiNzd3c2tA69mTda7N/v5Z8ae3wgHDnzx/NeqFZs9mx07xl4yFP8a9LtIR48eXWqTreTk5N69e/PhwldMX0tKStKlxujZs6f5PF6/vX788Uf+GGA+wUTfvn3JCLNZ+B6nbdq0Mbfeu1JtcOpU5u7+4hbYsSPbto1lZVW2luLi4n//+9+62d4NGzYMCwsrdffas2cP38Nw2LBhLzvO48ePJ0+ezJ/DJRLJzJkzzWSo5+3F0znNnj1b6BMp8eDBA57r9NybdT+8BB+BsbGxEXwUtKxSbXDixJLW5+XFFi1i//tfpRY56du3bx9PWtKoUaPz58+X/UBCQsL48eNFItHevXtfdpAjR47wWYVE1K1bNxMsvDYZYYJRXXbfM2fOCHICZWk0Gr4SfNu2bQY87N27d/lg9M/8H7s5qVmTRUWxRo2YSlUSjE6dyuztWUAAq9x06nIUFRWtWLGC5yK1tbX9+uuv9VPPaLXatWvXLl++/GVfP3LkCO9AdXV1NfZ6z2qioKCAZwDZYbwdgV7fpUuXiEgmk2VVPgR77ubNmzydsBk+wJRqg199xYhYw4YsKOhPQ/YGUVxc/N133zVs2JDfyfz8/Pbv368/rvf48eP+/fuXuxNPQkLC1KlTec+NpaXlhAkTjJoosZrgq1rt7e2NNE/6zQQFBRFR8+bNDbWiV6PR8Jw55rBkoqxSbXDtWjZ5Mjt9+vUW+FZQbGysbubMiBEjym1EERER5XZzxsbG8md1IvL39zfs04I5EDHGyh1uLld+fr5arX71Z7KzsxMSEuLj4+Pj4/kLuVxua2tra2srkUhkMpm1tXVERMTjx48nTpy4e/fuitdubAcPHhw+fHjdunXHjh1bt25dV1dXd3d3FxcXd3d3/kBTFmOMd7lnZ2frCi0tLfnnLSwsPvjgg4iIiMmTJ4eGhproMiqsVi3KyKA5c4jne3F2plGjyMaGatQwVo1JSUkLFiwICwtjjLm7uwcFBU2ePFk/S2JZ+fn58+fP37RpE2OsV69ee/fudXd3N9b5mTe1Wq1UKnNzc3NycvKe42/xIRuZTMaH/NLS0p4+ffrkyZOkpCT+QqlUWltb29nZyWQy3hjT0tLOnTvXtGnT27dv85UuZqJ79+7nzp179913fX19i4uLFQoF/6+Tk5Obm5uLi0udOnVcXFxcXV1lMll2dnZ2dnZWVlb2c3Z2dnXq1HF1deUt19nZecCAAdevX58zZ84333wj9MWVVrYNdutGz+9WRsF7SZcvX/748WMi8vf3X7Zs2UcffaRbGlxKcnJySEjIrl27CgsLLSwsxowZs2TJEl1EW90UFhYuWLDA0dHR0dFRJpPxF3zCX0FBgUql4h8rKCjg/1zr1KmjmxlfVpcuXcLDw5cuXcrjPzOhVqubN2/+6NGjVatWDRs2TKlUqtXq3NzcvLy8oqIiGxsbXYIwCwuLGjVqyGSyOnXq8L+Ecu3cuXPKlCmenp53797l/RFmpWwbnDnTiNXl5+evXr169erVSqVSKpV++eWXX331lb29/Su+kpeXt2LFinXr1hUWFjo5OQUHBwcGBuryKlYdFQxa5XK5ASuVSqUNGjQw+MywStJqtb17916/fv0rztzKysrpuYpc6datW3v16vWyVefCqlmTMcZyc1mDBmzs2JI5oyZw4cKFdu3a8b+f9u3bR0ZGvuyTZ8+e9fPz4/9gNmzY8FbPzq48nnrCUPgdRfBkWHl5efpdcQqFwtvb29HR0YBXum7dug8//FBZkYXrJidUGywsLNy2bRvPx0REHTp0KDtuqFKpQkJC+G2ST9G+d++eic7PXL3BfdDBwaFJkyZdunTp1atX27Zt/fz8PD09nZycxGLxmjVr3n///VKTZDQajQm2i9Q3ffr0kydP6pfMmDGD94JXnJ2dna+v73vvvTd48OCxY8cOGDCgc+fOzZs39/DwcHBwcHd3P3jwoCkvquIEaYOJiYnjxo3jT4Du7u5lFxdyxcXFO3bs4GnvxGLxpEmTqvDEmIr2jKanpzs7O0skkr98srG3t/f29vb29vby8vLy8vL29nZ1dS0sLFQqlYWFhVlZWXfv3l26dKlUKr1//75u8574+Phz585NmDDhtRqAYcXFxfn5+Xl4eIwfPz4rKys5OVkul6empqakpCiVypd9y9HRUSQS6cemvCOHvzh9+rQu8DI3/ImQiA4coNGjae1a4z4R6mOMhYWFLViwICkpycLCIiAgYMWKFfp/h9euXVu0aNGJEyeIyM/P74cfftCl06+2AgMDDxw4IJPJatSoYWdnZ29vzyf5secd87yTXqlUuri4eHp6enh41K1bl7+oUaMG77nJyspSqVSXL19evXq1l5fXvXv3dN2i8fHxly5d4usMTGbSpEmHDh36/vvv+eS5JUuWhISENG7ceO7cuTVq1OBdL2KxWCaTpaeny+XytLS05OTkZ8+epaam5uXlOT7n5OTEXygUiuTk5LS0NLlcnpKS8uzZs9OnTzdv3tyUF1VxArZBIiooKNixY8ff//731NRUIho4cOA//vEPnoX0wIED8+bNi4+PJ6KhQ4cuX75cf4+ZakuhUGzfvp33wefk5PAXfLSQjzzwj1laWubk5CQlJaWlpeXn57/saE2bNr179+7Zs2e7devGSw4cOLBo0aJ58+ZNnjzZ+FdDRHTy5MkPPvjA2dk5Pj6e39zz8vIaNWqUkpJiZ2fn6upqY2NjY2Pj6OjIxzbVarXuijQaTW5ubkZGhlwuf/WQacuWLW/dumWK63l9ArbBy5cvf/HFFxEREUTk4+Mzb968CRMm8EQxRPTLL7/MnTs3OjqaiDp06LBx40azjSUMQ5AQmKc2nDJlCv8xIyPD1tbW0tLyvsHnSb2O8ePH018lXNStW8rMzHzbO+q6d3/x+pNPmHE2J3sVpVIZFBTE217NmjU3bNig0Wju3bs3fPhw/sjo6OgYEhIieIryqkelUvn6+hLR6tWreUlaWppEIpFIJKX2CzGq/fv3E5FUKuX5Mp8+fcr3yA4PDzfZOQhL8DbIGFMqlStXruS7UYjF4l69eunueX5+fr/++qsA51SFZGZmxsTEnDt37tSpUxEREVFRUY8fP87MzCwqKgoODiainj176j7Mt8b19/c32el16NCBiL7R2yGaZ+Dv2LHja93gFApFbGxseHj4wYMHv/vuu6NHj/7+++83b96Mj4834PxvYxC2DWq12n379vFNdInI3d19zZo1V69e5WkNiMjT03Pv3r1ve7BREcIEo7pNX6KiongJfxAcM2aMIOfDGIuOjrawsLC2tka2IBOLiYnR7aLk4eHBO+psbGzmzZuXwROighHwXmdbW1tdBoMRI0YQ0dy5c01zAvHx8TwA0i0Z5LuSjho1yjQnIDilkv1Tb1/SS5fY2bOCnUx6evr8+fN1vTK1atXasGGDuSUfqGKys7P5jJQ//viDlxQUFPBtOS9evGiCEzh27BgRubm56SaxXLt2TSKRiEQiYTPwVzc8BVurVq146+PN0MnJaeXKlQJuTmligqV2+vzzz4lowIAB/MfExEQbGxuxWPyyPUWMjcdDn3/+uSC1w//+9z9PT8+ePXtaWVkFBAQkJiYKfUZVHx+R79u3L//x5s2bPAH+X2aaNAge+w4ZMoT/KJfLbWxsRCJRTEyMCWo3B3I5q1fvxY/ffMMWLhTubBhjjMXFxU2dOnX+/PnmOc296lm8eDER9evXT1eycOFCIho3bpyxq9ZqtXyR+4bn0yQVCgXP/2VuKbGrj/Dw8AEDBohEok8//dTcckEam2DBqFwu50vOzz7vDeBZYfv06WP6Hunvv/+edwaY25qqaiU3NzczM7PyO2VDBcnl8po1axLRD8+HpnjqkCVLlhi76gsXLvC8g7pc34sWLSKiwYMHG7tq82GGwSiYWEZGBr8PXrlyhZckJCTwMbrY2FijVs33JKtTp45uHtTf/vY3ImrZsmX16Y0zT9HR0UKfggCE3A50+fLlRPTuu+/yrFpyuZznkly3bp0pTyM3N5dnC9q1a5cp6wUQ3M6dO4nI2dk5NTWVPc9NLZFIjLrJuEbDOnXqQUTLli3jJRkZGXz5mm68sjqQy5mjI1u3ruTPRx8hGK2O5s2bV6pzdMqUKUTUu3dv41Wq0bB33ulCRFu2bOElPOmpra1t9RmaALMiZDCqUqn4Hn179uzhJT/99BO/F16/ft1kpzF//vw3mK8NUAVotdoPP/yQiAYOHMhLpk2bRkStWrUy3tZo+/axunWL+/YN1c1UmzlzJhH16tXLSDWaJ7mc1azJ9u4t+TNqFILR6kgul/PJ07rtPNLS0vhcUuNlXlu/nrm5FQ8dukO34yAfFVm6dKmRagR4NSGDUcZYWFgYEbm6uupyrQUGBhJRw4YNFQqFCU7gwYMHEolELBZjvjZUT4mJiXywnj8T5uXl+fj4ENGqVauMUV1hIWvQgBGx50+g7N69e3w5461bt4xRo9nCMD1wGzZs4OumdY9n69atI6IGDRrk5+cbvLrHj5m9PSNiR46UlFy/fl0kEtWoUaO6zVME8/GqzW9MYMyYMZ06dZLL5brNUdauXdusWbO4uLhVq1YZu3atlpYssZDJGk+cOLGKZ/ACeIm6detu3LiRiGbOnJmQkGBnZ7d161aRSBQUFHT9+nWDV7dzJz14QI0b07hxJSWbN2udnJpOmjQJqWShepo+fbq/v/+TJ09Wr16tK2nSpMmDBw82b95s2LoYo4AAysujsWNp0KCSwu++I2fnFp999lkFN3MBMDyho2F26dIlvpRBl1PpwoULRGRnZ5eSkmLUqpctY0SsefPi9HSkEIJqbfjw4UT0/vvv8wncfLC+Xr16hm2DajWrW5cRMd1uLL//zoiYm5s2NbXadcnk5DD9pMZHj7LvvxfubEBQuunaumTbp06dIiIHB4fk5GQDVvSf/zAi5uzMdIt1791jYjGTyZhcborRSIByCR+MMsZGjRpFRCNHjtSVDBo0iIycaOnsWWZhwcRi9ueN0ACqo7S0NJ7gkC/jKyws7N69OxG1bt3agBtpbt7MiFirVoxPz9ZqWceOjIiFhBiqBoC3Fd91RZfukDE2YMAAIpo8ebKhqigoKJkkExr6onDyZEbEpk0zVCUAb8IsgtH4+Hi+kdq+fft4Cd+l0MrKKi4uzhg1arWsYUNGxDBdG4DjCc48PDx4Ype0tLT69euT4VIeFhQwLy9GxA4fLinZt48RMXd3Zpb7xgOYVEpKCl/JdOzYMV6iW9KgS/xUSRs3MiLWpAnTbYR+5w6TSplYzIycSArgL5hFMMoYCw0NJSKZTPbo0SNewvepHz16tDGq44ODHh4MO4wAcFqtlm8Bsn79el5y584dngRRd3esjGvXWM2arGXLkm7RzEzm5vanlUwA1dz69euJyNfXV5fpc86cOUTUo0cPgxx/xAhGxJ6v2mcxMczVlRGxTz4xyOEB3py5BKOMsZEjRxJRu3bteE6ZJ0+e8B1Zrl69avC6JkxgRGzRIoMfGOAtxrcHrF27ti67BV/V6+/vz+eSVlJuLtMlMZw6lRGx999nyKgGwBUVFfn7+xNRcHAwL8nOzubJLk6fPm2QKsLDS17cv8/q1GFErG9fZoQl+wCvx4yC0aysLE9PTyIKCgriJV999RURde3a1bAVPXnC7O2ZSMSezxQHgBJdunTRvxeq1WreKnW7NBnE1atMLGbW1gwJtgH0hYeH8xW9ukHCv//970TUtm1bw2bC7tCBEbFevdjzDZgAhGRGwShj7Pz58xYWFmKx+Ny5c4yx3NxcFxcXIjp+/LihqlCrWZs2jIh99JGhDglQdZw7d45PmMnIKEkxwafQNGzY0IBp8MeMYURszhxDHQ+g6hg7dizpbY2bl5fn5uZGREd0eUEr7dgxRsRcXZlJ0nkD/DWLpUuXGjNz1Ovx8vLKz88PDw+/cuXKtGnTpFKptbW1tbX1yJEj+U6hlTd1Kv30E3l70/HjZGtrkEMCVB3e3t4RERHR0dHZ2dkDBw4kopYtW/72229jx45t166dpaVl5atISaGAACKisDBydKz88QCqlI4dO4aGht66datt27aNGjWytraWSqUSiWTEiBHOzs6VPz5jNH48JSdTSAh16VL54wEYgIgxJvQ5/ElhYWHTpk0fPXq0Z88evobJgBijZcto3Tr64w9Cgm2AcsXGxr7zzjsFBQWnT5/u0aOHwY+/ahV99RUNGUKHDhn82ABVwfr162fPnu3l5RUdHc1TzRiQWk0LF9KxYxQVRVKpYY8N8IYE3oGpLGtr6+DgYCJaunRpQUFB5Q+YlUU7dpBaTUQkElGnTnT+PN29SypVyQdSU+nnnytfD0AV0bhx4/nz5zPGAgMD8/PzK39A/TZIRP7+tH07LVxY+QMDVE0zZsxo3bp1QkJCUFCQQQ6o3wZtbKhfP/rtN0SiYEbMLhglotGjR7/zzjsJCQnbt2+v/NFSUigwkEJCSn7cto2ePaOvvqLs7JKSuDhat67y9QBUHQsXLmzWrNn9+/dXrFhR+aOVaoOhoVS/PrVuXfkDA1RNFhYWu3btsrS03LBhw7Vr1yp/wLL3wfv3K39UAIMxx2BULBbzztGQkBCFQlH5A7ZpQ0ePUkxM5Y8EUC1YW1vv2rVLLBavXLny8uXLpd4tKChIS0vTaDT6hXl5FBdHly7R8eO0dy+tX0//+hf9/DPdvEk5OWiDAK/H39////7v/zQazaRJk7J1fSeVgDYI5swAyxGMYeDAgZ06dbpw4ULXrl2dnJwSEhJSU1MdHR3d3d3d3Nzs7e1VKpVCoZBKZXL5Yf4Va2tq0ID8/MjPj1xdKS2NkpNJq6WuXcnKilaupMBAOnfuRRVHjpQsnoiNFeACAcxc+/btAwMDQ0NDO3bsWK9ePV9f37p166akpDx48CAxMVGr1RJRrVq16tb1ycm5kpb2YhS+rMDA8tsgALxCcHDw4cOHb9265eTkJJVKa9euXbt2bQsLi1Ifc3R0S0w8XlhI2dlUXEwuLtS8Ofn5UdOmpNFQbi4pFFS/PtogmDUzDUaJaMWKFWvWrDl+/LiuRKlUJiUl6X/GxaVOWtqLHy9dKn0QV1c6c4aIaMAACg2l77578VZKCimVRETPnhn4zAGqhn/84x89evQYOXLk06dPnz59qiu3tLR0dHTMzs7OyMhwcHBMSCAisrMjNzdydqZatahWLXJ0pOxsksspOZk8Pen27XLaIAC8gr29/ZYtW9asWXPlyhWVSpWYmJiYmFj2Y+7uHsnJL35UKOjhQzp69E+fmTWLqLz7IICZMN9gtGvXru+9996//vUvLy8vLy8vNze33NzcxMTEtLS03Nxce3t7BwcHmay2+PlEA5WK7t2jmBiKiaGsLHJxITc38vB4ccCNG6lnT2rQoOTHwEBydyciCg+nZctMe20AbwMHB4chQ4ao1eqEhIRHjx4lJSXVqVPH19fXy8vLysqKiNLT0xUKJWPk5vaqRGkxMcQfKku1QQB4tf79+/fv35+I1Gp1enp6eno6H5TQZ2FhLZWStTU5OZFIRMnJFB1N0dEUF0dWVuTgQA4O1LQpXblChDYI5sp8g1EisrKymjJliu5HmUzmoR9dlvH+++UU6qbIeHvTpEm0ZAnNmWPIkwSo2iwtLX19fX19fcu+xccNK34otEGAN2NjY+Ph4fHqOyDn6Eh+fjR8+J8KcR8EM2fWwahB2NlRmzYlr+fMoevXqVYtatuWJJKSQpmMWrQQ6uwAqr5y2yAAmAzaIJg5s0t6DwAAAADVhzmmdgIAAACAagLBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACAbBKAAAAAAIBsEoAAAAAAgGwSgAAAAACMZS6BMAIqJnz55dv36dMebn5+fp6ckLFQrF/fv39T/m6upar149/ZLMzMzHjx8TUYsWLaytrUsdVqVSXbx4MS8vz8/Pr1GjRsa8AoCqICYmRq1W16pVy9vbm4jy8/Ojo6P1P+Dk5OTj46NfkpeXFxsbS0SNGze2t7cvdUCNRnP16tXs7GwfHx+0QYC/hDZYTTEQlFarDQoKkkqlVlZWlpaWYrE4ICBAo9Ewxg4ePFjqf9by5ctLfbdHjx4WFhZElJCQUOrIP//8c82aNYlIKpUS0fDhwwsKCkx3YQBvm4sXL4rFYrFYPGHCBF5y+fLlUm1w6tSppb41adIksVhMRBcuXCj11rVr1+rXr6/7br9+/RQKhSmuBODthDZYbWGYXmC7du1as2bNvn378vPzVSpVcHDwjh079u7dS0SpqakikUgul2c+N3fuXP3v7t69+/fff586dWrZw6akpIwYMaJevXpJSUlKpXL79u0HDx5cunSpaS4K4K1TWFg4ZcqUPn36eHh46ApTUlKI6MaNG7o2uH79ev1vnTt3bvfu3eW2QZVKNXjw4MLCwlu3bmk0mu+///7kyZMzZ8409oUAvKXQBqs1oaPh6k6pVF68eFH3Y2FhoVgsnjZtGmNs4cKFLi4uL/tiSkqKk5PTrFmzdu7cSWV6RoODg4no6tWrupI+ffo4OjqicxSgXEFBQba2tg8fPvTy8tL1ymzZskUkEqnV6nL5S3DXAAAFqUlEQVS/olKpGjRoMHjw4F9//ZXK9Mrs2bOHiA4dOqQr+eSTTywtLZ89e2a8qwB4e6ENVmfoGRWYra1tx44ddT9GRkZqtdqmTZsSUXJycp06dV72xenTp9vb2y9btqzcdy9fvuzh4dGmTRtdyeDBg7Ozs/nEGgDQd+/evZUrVwYFBZWai8Yf+fhEl7K+/vrrlJSUUv00OhERERKJpF+/frqSIUOGFBcXX7161YBnDlA1oA1WcwhGzUJGRkZYWNjixYsHDRo0bNiwgIAAIkpNTZXL5W3atJHJZPXr11+0aFF+fj7//PHjxw8dOrRp0yYHB4dyD5iUlKRbCMXxgY+kpCQjXwrAW0ar1U6ePLlhw4azZs0q9VZKSopGo+nRo4ebm5uvr+/cuXPz8vL4W7du3dq4cWNISAhfZlFWUlKSm5ub/k3Uy8uLiJKTk41yGQBvLbRBwGp6s5CUlLRu3brk5GSVStWqVSu+Ln7ixIk3btzo1KmTtbX1qVOnVq5c+fDhwx9//DE3NzcwMHDw4MGDBg162QGzsrLc3Nz0S2QyGRFlZGQY+1oA3i6bN2++dOlSeHi4lZVVqbc+/vhjqVTauXNnBweH8PDwDRs2XLt27cyZM8XFxZ9++mnTpk2nT5/+ssNmZmbWqFFDv4S3wfT0dGNcBcDbC20QEIyahZYtW16/fp2IDhw4MGrUKK1Wu3jx4hEjRowYMYJ/oE+fPvn5+Vu2bFm9enVISEhWVtbLBiY4Z2fnrKws/RIehpaKUAGquSdPnixevDggIOC9994r+27//v379++ve21vb79kyZLLly+fOXPm5s2bFy5csLR86a9QZ2fnp0+f6pdkZmYSkaurq0GvAODthjYIhGDU3AwfPnzlypWHDx9evHhxqbfatWu3efPms2fP7ty5UyaTDRs2jJfzh7wBAwbMmjVr4sSJvLBu3boRERFarZYnvCCi+Ph4Xm6aCwF4KyxYsEChUFy/fr137968RC6Xnzhx4oMPPjhx4kSpD/Ob5c2bN4ODg/lNkZfzJ70vvvhi3LhxM2bM4IXu7u6//PKLSqWytbXlJQkJCYQ2CPBnaINACEYFV1RUlJiYqJ8ILT8/nw/TZ2Zm8kShXFRUlEgk8vX1nTdvnv4Rbt++nZCQ0LlzZ/15M126dDl69Gh4eHjXrl15ycGDB93d3ZHyF0Bf9+7d9fPIENGVK1dq167dunVrIlIoFPrTsu/du0dE9erVK5Ud5vHjxzdu3GjcuLH+RO3333//22+/PXbs2MiRI3nJoUOHJBJJ+/btjXc5AG8dtEEgQmonoS1fvlwmk/344485OTlpaWm8Q3TFihVxcXGOjo6zZ8+OiopKSkratm2bRCIZMmRI2SPop3YKDw8PDg7OycnJyspycXHx8vK6cuVKSkoKf3zcsGGDya8P4C2jSyuTnp7u4eERGBh49+7dzMzMw4cP16pVq3Xr1lqtttRX9NPKREVFrV69OikpKT8/39fX18XFhe+CtmPHDgsLi5kzZwpwSQBvFbTBagjBqMDy8vImTZqkm/ViZWU1Y8aM4uJirVa7du1aZ2dnXfnEiRPL3TpCPxgNCQnRvY6MjGzcuDH/ukQimT9/ftkGDACl6Oc43LZtm256mUgk6tevX3Jyctmv6N8IeWpD/jomJqZZs2a6r48ZMyY/P9+U1wLwNkIbrIZEjDEj9rtCxWRmZvLRBz8/P0dHR125RqOJjY1Vq9UNGjTgywDLUigUz5498/T0tLS0VCgU2dnZ7u7ufI9Qxtj9+/fz8vIaNmxYalEhAJTryZMnNjY2uudAjUYTHR2dlZXVoEGDl001U6vVKSkp7u7uUqlUoVCkpqZ6eHjwhDKMsZiYmPT09Fd8HQD0oQ1WQwhGAQAAAEAwSHoPAAAAAIJBMAoAAAAAgkEwCgAAAACCQTAKAAAAAIL5fwZ/+roM6gwHAAABkXpUWHRyZGtpdFBLTCByZGtpdCAyMDIxLjAzLjEAAHice79v7T0GIOABYkYGCJAAYikgbmBkU6gA0syMLEwCDGogFUzMHAxKQMZ/RjYHDZAUCxsDhGZXyADRzIwwATYGDIEEkBHMbAoGIJqFAyLOBBeH0uwOFmBLmdkTwAqY4VbBaZjJWBgQJehmcwM9x8jEwsTIzMDAosHEwqrAwqbAyq7BxMGmwcTGycDOxcDFwcDBrcDFw8DNy8DHnMDMn8EkwJfAL5ggJABkCSYICmcwiQgliAoniIpkMImJKoiLMYgws7Gyc3GwsbDyMfMLCrAJiYgKCwqIwwKSQWLr9lmOXRsW7gdxVj1Y4OiXNMEWxAaJ9+zcbA9iTzNaCxc/mdoHV3/ZpsNxjrHaARgbpubC1XK4OIiNrBdm5pPmbLg5IDZMnPdBEFwcpFfWQt8BxM4v2OLYVDxtP4zdWrMCrP6D+gHHfCHj/TA2k3Y4WDz68inHyRJ79sPYd1XOgcUn1l2FqwexYer/aD6Aq0m/+gouLgYA2aF01WGPG80AAAGPelRYdE1PTCByZGtpdCAyMDIxLjAzLjEAAHicrVXbasMwDH3PV+gHKiz5qud2bDDWwQb7h73v/5nkNI6hK7T2Qi4+OfLhWFaUBez4OL1+/0A7+LQswAE4Abg/TxGBL3bOLRpOgt5L1tGBkJNn03CorIMj3JLoT1Nhh+Sqis3NLnYqn3er7F6AMLhAncr7/V4IU7jh5f4VUcYs03lRFcerCmOUJJ3KeUBlakURQ7nhZUTlf7J7vdMPqATMNL9HTWWm6sgj5Xkve3YZs89l7GvU/Y1BVi+UYxiqul1F8+Ip+TGVgI7EquTgMImM1cuuonNLGKw6juhj3RnNS0ijXpqK5iXRqJeEqaQym5emMpWXov1lnXu1ogf6rnbvGHjOi358XO8GdOQrSCsIjdFHXPmljlJjFOQG9HWpYQakMheQgVwLK0C0ARtJYwSIO4Z8A6x9o4FYvYV1TgBKG6C8kQYSUGlAjOzCdqbo73QDTBa5Ae4ZNnID3vDFjv38N6NvAMeX57rsellz81b/xjydT8svsYxIWYnGZzsAAAGHelRYdFNNSUxFUyByZGtpdCAyMDIxLjAzLjEAAHicZZFLSwNBEIT/isddTJrpnndLQJiLJyN4DCGEjQfBPIgRFfLj7YTVHbdvW1Xf9sxUl3nBWWlKW5pZWTzf3y6bxXy6bDvadbbrmnlpu66zi93DktrHWSlYbs4NenApxwlBtDFN7tBBRNEIzjgU3ecGTDRedARD/3XMNd/rKQIFS2JksLY2yACaekIP/E4ghOCqnAi8d1lyi8GKdmAwe8mTu+YerJfB8htedYCQQhryJDeWj79czvOOhrznpwZCztVAubELV6M/cSD6KwmB0buhlakEOeShtsHoex16sfJvZbST9Wm/fTruD2zg+LLuTquLsXrdfAEmRuVFJuUFtsrL7MYeGfaKQw6wf9ustuvDbg8XNSaMeJ/r99XmY7v9FiJWPIka8YlTBVhRIyBzrgAnagREseoDUTVDYqpqiBhVN2QZVTkCqnJkoirHMKo6ZJ56smNUr/SM6mGBSS+ZmPSWLZNes2PSe/bnHz+BJKT4fZFbAAABjnpUWHRyZGtpdFBLTDEgcmRraXQgMjAyMS4wMy4xAAB4nHu/b+09BiDgAWJGBgiQAGIpIG5gZFOoANLMjCxMAgxqIBVMzBwMSkDGf0Y2Bw2QFAsbA4RmZ8gA0UyMMAE2iAAzkkACyAhmGJ8DQjMhxCE0u4MF2FJm9gSwAma4VXAaZjIWBnazuYGeY2RiYWJkZmBg0WBiYVVgYVNgZVfgYNNgYuNkYOfSYOLiUODgVuDiYeDmZeBjTmDmz2AS4EvgF0wQEgCyBBMEhTOYRIQSRIUTREUymMREFcTFGESY2VjZuTjYWFj5mPkFBdiERESFBQXEYQHJILF1+yzHrg0L94M4qx4scPRLmmALYoPEe3ZutgexpxmthYufTO2Dq79s0+E4x1jtAIwNU3PhajlcHMRG1gsz80lzNtwcEBsmzvsgCC4O0itroe8AYucXbHFsKp62H8ZurVkBVv9B/YBjvpDxfhibSTscLB59+ZTjZIk9+2HsuyrnwOIT667C1YPYMPV/NB/A1aRffQUXFwMAoFt0zgiIovcAAAGPelRYdE1PTDEgcmRraXQgMjAyMS4wMy4xAAB4nK1VW07EMAz87yl8gbVix3n4m0UgIRYJJO7AP/cXdkrTSrDSklD1kenEo4njugv48Xp++viEfvB5WYAFOAOEX09VhXcOISw2nRRj1GKjEyHnyK4R0NgAd3BN4ni6Cgek0FQ8toR0UHm7WWX3AoQShA4qL7d7IcxyxcvtK6KCRafzYiqBVxXGpFkPKpcBlakVJZR6xcuIyv9k9+dO/0FFsND8HnWVmaqjiFTmvezZZSyx1LGv0fY3ia5eqCQZqrpdxfISKccxFcFA6lVyCphVx+plV7HYKoNVxwljajtjeZE86qWrWF4yjXrJmGuus3npKlN5qdZf1tgfK/pD37XunYTnvNjHx+3uwEaxgbwC6Yw90sovbZQ7Y6B0YK9rB9oYXkEBCp2pQLQxPtJDDHU7xlDsgK1vdJCaN1ljBChvgMpGOshAtQN18jBtZ6r9TjfA5DM3wEeGndxAdPxtx3/+m9FngLvHh7a4dnlzi17/ztxfzssXsWVIWQfk59EAAAGIelRYdFNNSUxFUzEgcmRraXQgMjAyMS4wMy4xAAB4nGWRS0sDQRCE/4rHXUya6Z53S0CYiycjeAwhhI0HwTyIERXy4+2E1R23b1tV3/bMVJd5wVlpSluaWVk8398um8V8umw72nW265p5abuus4vdw5LaxzIrWG7ODXpwKccJQbQxTe7QQUTRCM44FN3nBkw0XnQEQ/91zDXf6ykCBUtiZLC2NsgAmnpCD/xOIITgqpwIvHdZcovBinZgMHvJk7vmHqyXwfIbXnWAkEIa8iQ3lo+/XM7zjoa856cGQs7VQLmxC1ejP3Eg+isJgdG7oZWpBDnkobbB6HsderHyb2W0k/Vpv3067g9s4Piy7k6ri7F63XwBJkblRSblBbbKy+zGHhn2ikMOsH/brLbrw24PFzUmjHif6/fV5mO7/RYiVjyJGvGJUwVYUSMgc64AJ2oERLHqA1E1Q2KqaogYVTdkGVU5AqpyZKIqxzCqOmSeerJjVK/0jOphgUkvmZj0li2TXrNj0nv25x8/hySk8jhMrwAAAZF6VFh0cmRraXRQS0wyIHJka2l0IDIwMjEuMDMuMQAAeJx7v2/tPQYg4AFiRgYIkABiKSBuYGRTqADSzIwsTAIMaiAVTMwcDEpAxn9GNgcNkBQLGwOEZlfIANHMjDABNgYMgQSQEcxsCgYgmoUDIs4EF4fS7BCTgbQF2HJmuFVwGmYyFgZECbrZ3EDPMTKxMDEyMzCwaDCxsCqwsCmwsmswcbBpMLFxMrBzMXBxMHBwK3DxMHDzMvAxZzAx8ycI8CXwCyYICWQwCQgmCApnMIkIJYgKJ4iKZDCJiSqIizGIMLOxsnNxsLGw8jHzCwqwCYmICgsKiMMCkkFi6/ZZjl0bFu4HcVY9WODolzTBFsQGiffs3GwPYk8zWgsXP5naB1d/2abDcY6x2gEYG6bmwtVyuDiIjawXZuaT5my4OSA2TJz3QRBcHKRX1kLfAcTOL9ji2FQ8bT+M3VqzAqz+g/oBx3wh4/0wNpN2OFg8+vIpx8kSe/bD2HdVzoHFJ9ZdhasHsWHq/2g+gKtJv/oKLi4GAJzadLV9lB4mAAABkHpUWHRNT0wyIHJka2l0IDIwMjEuMDMuMQAAeJytVdtqwzAMfc9X6AcqLPmq53ZsMNbBBvuHve//meQ0jqErtPZCLj458uFYVpQF7Pg4vX7/QDv4tCzAATgBuD9PEYEvds4tGk6C3kvW0YGQk2fTcKisgyPckuhPU2GH5KqKzc0udiqfd6vsXoAwuECdyvv9XghTuOHl/hVRxizTeVEVx6sKY5Qkncp5QGVqRRFDueFlROV/snu90w+oBMw0v0dNZabqyCPleS97dhmzz2Xsa9T9jUFWL5RjGKq6XUXz4in5MZWAjsSq5OAwiYzVy66ic0sYrDqO6GPdGc1LSKNemormJdGol4SppDKbl6YylZei/WWde7WiB/qudu8YeM6Lfnxc7wZ05CtIKwiN0Udc+aWOUmMU5Ab0dalhBqQyF5CBXAsrQLQBG0ljBIg7hnwDrH2jgVi9hXVOAEoboLyRBhJQaUCM7MJ2pujvdANMFrkB7hk2cgPe8MWO/fw3o28Ax5fnuux6WXPzVv/GPJ1Pyy+xjEhZqBymUwAAAYp6VFh0U01JTEVTMiByZGtpdCAyMDIxLjAzLjEAAHicZZFLSwNBEIT/isddTJrpnndLQJiLJyN4DCGEjQfBPIgRFfLj7YTVHbdvW18XNdvVZV5wVprSlmZWFs/3t8tmMZ8u2452ne26rpmXtuvsYvewpPZxVgqWm3ODHlzKcUIQbUyTO3QQUTSCMw5F93MDJhovOoKh/zrm2t/rKQIFSwIyWFsDMoCmTugNvwmEEFw1JwLvXb4EYPROgAOD2U+mBkLOF4cH6yVaHC5cQYCQQqocPTCQ3DUzyRbyIU/hVcs/eEfDvE/8m/dP/s37f0KwGOzQylR4DnmobQB9r0MvVtapQDtZn/bbp+P+wAaOL+vutLqA1evmCzAxKhaZFAtsFcvsxowMe+VDDrB/26y268NuDxc1dhhhn+v31eZju/0WR6z8JGrkT5wqgxU1MmTOlcGJGhmioPpBVM0ERtWMZ1TNOEbVjGXUzTDqZhhVF4ZR7UsSqHYkSVR7ETLpIxOTvrJl0md2TPrO/vwDjVEkpCdTyLoAAAGNelRYdHJka2l0UEtMMyByZGtpdCAyMDIxLjAzLjEAAHice79v7T0GIOABYkYGCJAAYikgbmBkU6gA0syMLEwCDGogFUzMHAxKQMZ/RjYHDZAUCxsDhGZnyADRTIwwATaIADOSQALICGYYnwNCMyHEITQ7xGQgbQG2nBluFZyGmYyFgd1sbqDnGJlYmBiZGRhYNJhYWBVY2BRY2RU42DSY2DgZ2Lk0mLg4FDi4Fbh4GLh5GfiYM5iY+RME+BL4BROEBDKYBAQTBIUzmESEEkSFE0RFMpjERBXExRhEmNlY2bk42FhY+Zj5BQXYhEREhQUFxGEBySCxdfssx64NC/eDOKseLHD0S5pgC2KDxHt2brYHsacZrYWLn0ztg6u/bNPhOMdY7QCMDVNz4Wo5XBzERtYLM/NJczbcHBAbJs77IAguDtIra6HvAGLnF2xxbCqeth/Gbq1ZAVb/Qf2AY76Q8X4Ym0k7HCweffmU42SJPfth7Lsq58DiE+uuwtWD2DD1fzQfwNWkX30FFxcDAGOUdK7vUo+1AAABj3pUWHRNT0wzIHJka2l0IDIwMjEuMDMuMQAAeJytVVtOxDAM/O8pfIG1Ysd5+JtFICEWCSTuwD/3F3ZK00qw0pJQ9ZHpxKOJ47oL+PF6fvr4hH7weVmABTgDhF9PVYV3DiEsNp0UY9RioxMh58iuEdDYAHdwTeJ4ugoHpNBUPLaEdFB5u1ll9wKEEoQOKi+3eyHMcsXL7SuigkWn82IqgVcVxqRZDyqXAZWpFSWUesXLiMr/ZPfnTv9BRbDQ/B51lZmqo4hU5r3s2WUssdSxr9H2N4muXqgkGaq6XcXyEinHMRXBQOpVcgqYVcfqZVex2CqDVccJY2o7Y3mRPOqlq1heMo16yZhrrrN56SpTeanWX9bYHyv6Q9+17p2E57zYx8ft7sBGsYG8AumMPdLKL22UO2OgdGCvawfaGF5BAQqdqUC0MT7SQwx1O8ZQ7ICtb3SQmjdZYwQob4DKRjrIQLUDdfIwbWeq/U43wOQzN8BHhp3cQHT8bcd//pvRZ4C7x4e2uHZ5c4te/87cX87LF7FlSFnpoM+yAAABinpUWHRTTUlMRVMzIHJka2l0IDIwMjEuMDMuMQAAeJxlkUtLA0EQhP+Kx11Mmumed0tAmIsnI3gMIYSNB8E8iBEV8uPthNUdt29bXxc129VlXnBWmtKWZlYWz/e3y2Yxny7bjnad7bqumZe26+xi97Ck9rHMCpabc4MeXMpxQhBtTJM7dBBRNIIzDkX3cwMmGi86gqH/Ouba3+spAgVLAjJYWwMygKZO6A2/CYQQXDUnAu9dvgRg9E6AA4PZT6YGQs4XhwfrJVocLlxBgJBCqhw9MJDcNTPJFvIhT+FVyz94R8O8T/yb90/+zft/QrAY7NDKVHgOeahtAH2vQy9W1qlAO1mf9tun4/7ABo4v6+60uoDV6+YLMDEqFpkUC2wVy+zGjAx75UMOsH/brLbrw24PFzV2GGGf6/fV5mO7/RZHrPwkauRPnCqDFTUyZM6VwYkaGaKg+kFUzQRG1YxnVM04RtWMZdTNMOpmGFUXhlHtSxKodiRJVHsRMukjE5O+smXSZ3ZM+s7+/AONVySkUhfoHwAAAYF6VFh0cmRraXRQS0w0IHJka2l0IDIwMjEuMDMuMQAAeJx7v2/tPQYg4AFiRgYIkABiKSBuYGRjSADSTEwCDGogeSZmDgYlIOM/I5uDBpBmZoHR7BCaGSGeAeYjFIJNYoQr4GAA00xwcSjN7mABEgcyEtBNxDAZk4HdbG6gzxiZWJgYmRkYWBhYWDOYWNgSWNkTONgymNg4Gdi5Mpi4OBI4uBW4eBi4eRn4mBOY+TOYBPgS+AUThASALMEEQeEMJhGhBFHhBFGRDCYxUQVxMQYRZjZWdi4ONhZWPmZ+QQE2IRFRYUEBcVgoMkhs3T7LsWvDwv0gzqoHCxz9kibYgtgg8Z6dm+1B7GlGa+HiJ1P74Oov23Q4zjFWOwBjw9RcuFoOFwexkfXCzHzSnA03B8SGifM+CIKLg/TKWug7gNj5BVscm4qn7YexW2tWgNV/UD/gmC9kvB/GZtIOB4tHXz7lOFliz34Y+67KObD4xLqrcPUgNkz9H80HcDXpV1/BxcUAuPp3MAy4By4AAAGMelRYdE1PTDQgcmRraXQgMjAyMS4wMy4xAAB4nK1V22rDMAx9z1foByos+arndmww1sEG+4e97/+Z5DSOoSu09kIuPjnW4VhWlAXs+Di9fv9AO/i0LMABOAG4P08RgS92zi06nQS9l6yjAyEnz6bhUFkHR7gl0Z+mwg7JVRWLzS52Kp93q+xegDC4QJ3K+/1eCFO44eX+FVHGLNN5URXHqwpjlCSdynlAZWpFEUO54WVE5X+ye73TD6gEzDS/R01lpurII+V5L3t2GbPPZexr1P2NQVYvlGMYqrpdRfPiKfkxlYCOxKrk4DCJjNXLrqKxJQxWHUf0se6M5iWkUS9NRfOSaNRLwlRSmc1LU5nKS9H+ssZereiBvqvdOwae86IfH9e7AR35CtIKQmP0ERvQUarkBeQG9HVpQHomA7kmUIBoY2wkXQw1O8qQb4C1bzQQa8AlJgA1O5Q30kACanZIjOym7UzR3+kGmGzmBrhn2MgNeMMXO/bz34y+ARxfnmv26mXNzVv9G/N0Pi2/vZ9IZQrRKgYAAAGPelRYdFNNSUxFUzQgcmRraXQgMjAyMS4wMy4xAAB4nGWRS0srQRCF/4rLCSZFn+p3uRGycRfBZQghdO7igknEByr4460JY2bSvRn6fH26HmeWq4JSCq+PD5vSrZ/u72833Xq12MyWxR5L6Zaz0q30Y5ezY+GCm5+OM1nveG4oOePnd5zIsB5AAWcdKKSQxvtBLwyFnHvgtYDl+QLkwhk4MtDD6GDy3uXegeidAi3uctSaJp5rGoKZaOhMVrVWNA6j1gIctNUdIsVcAcM90FY5ZAWeXLoCjiKunlid5goMTy5TDC8uUwz3TNHGNPa8+Ieh/vx/a4Msgh1zuSQ5BDckPZvv3k+Hx9fTixh6/bcr79sebP/vv8gIagThGrHYGllxNXLia+Ql1ChIpNPzfnvYvRxP+ibWhqjoc/e23X8cDt86TZrYWVVlT5InBquqMmSBmTjQy3pl08NpU7SxKGyCAQuaaGAFTThwgiYeeEETEIKgCQVR0KyOJGjWRRZuFmQj3GzE+qfbX83CzUZsf34BtoolQbmTn48AAAGEelRYdHJka2l0UEtMNSByZGtpdCAyMDIxLjAzLjEAAHice79v7T0GIOABYkYGCJAAYikgbmBkY0gA0kxMAgxqIHkmZg4GJSDjPyObgwaQZmaB0ewQmhkhngHmIxSCTWKEK+BgANNMcHEoDTOIPcECRDMyo9uEZDImA7vZ3ECfMTKxMDEyMzCwMLCwZjCxsCWwsidwsGUwsXEysHNlMHFxJHBwK3DxMHDzMvAxZzAx8ycI8CXwCyYICWQwCQgmCApnMIkIJYgKJ4iKZDCJiSqIizGIMLOxsnNxsLGw8jHzCwqwCYmICgsKiMNCkUFi6/ZZjl0bFu4HcVY9WODolzTBFsQGiffs3GwPYk8zWgsXP5naB1d/2abDcY6x2gEYG6bmwtVyuDiIjawXZuaT5my4OSA2TJz3QRBcHKRX1kLfAcTOL9ji2FQ8bT+M3VqzAqz+g/oBx3wh4/0wNpN2OFg8+vIpx8kSe/bD2HdVzoHFJ9ZdhasHsWHq/2g+gKtJv/oKLi4GALizdzD97hjRAAABjHpUWHRNT0w1IHJka2l0IDIwMjEuMDMuMQAAeJytVdtqwzAMfc9X6AcqLPmq53ZsMNbBBvuHve//meQ0jqErtPZCLj451uFYVpQF7Pg4vX7/QDv4tCzAATgBuD9PEYEvds4tOp0EvZesowMhJ8+m4VBZB0e4JdGfpsIOyVUVi80udiqfd6vsXoAwuECdyvv9XghTuOHl/hVRxizTeVEVx6sKY5Qkncp5QGVqRRFDueFlROV/snu90w+oBMw0v0dNZabqyCPleS97dhmzz2Xsa9T9jUFWL5RjGKq6XUXz4in5MZWAjsSq5OAwiYzVy66isSUMVh1H9LHujOYlpFEvTUXzkmjUS8JUUpnNS1OZykvR/rLGXq3ogb6r3TsGnvOiHx/XuwEd+QrSCkJj9BEb0FGq5AXkBvR1aUB6JgO5JlCAaGNsJF0MNTvKkG+AtW80EGvAJSYANTuUN9JAAmp2SIzspu1M0d/pBphs5ga4Z9jIDXjDFzv289+MvgEcX55r9uplzc1b/RvzdD4tv72fSGV7JN8jAAABj3pUWHRTTUlMRVM1IHJka2l0IDIwMjEuMDMuMQAAeJxlkUtLK0EQhf+KywkmRZ/qd7kRsnEXwWUIIXTu4oJJxAcq+OOtCWNm0r0Z+nx9uh5nlquCUgofS7d+ur+/3XTr1WIzWxZ7LKVbzkq30o9dztbHh03hgpufjjNZ73huKDnj53ecyLAeQAFnHSikkMb7QS8MhZx74LWA5fkC5MIZODLQw+hg8t7l3oHonQIt7nLUmiaeaxqCmWjoTFa1VjQOo9YCHLTVHSLFXAHDPdBWOWQFnly6Ao4irp5YneYKDE8uUwwvLlMM90zRxjT2vPiHof78f2uDLIIdc7kkOQQ3JD2b795Ph8fX04sYev23K+/bHmz/77/ICGoE4Rqx2BpZcTVy4mvkJdQoSKTT83572L0cT/om1oao6HP3tt1/HA7fOk2a2FlVZU+SJwarqjJkgZk40Mt6ZdPDaVO0sShsggELmmhgBU04cIImHnhBExCCoAkFUdCsjiRo1kUWbhZkI9xsxPqn21/Nws1GbH9+AbDhJUGeoQU/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tauts = te.Enumerate(parent)\n",
    "scores = [f'{te.ScoreTautomer(x):.1f}' for x in tauts]\n",
    "Draw.MolsToGridImage(tauts,subImgSize=(300,250),legends=scores)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "12ac9f4c",
   "metadata": {},
   "source": [
    "### An aside in case anyone thinks this is purely of theoretical interest:\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0756e71",
   "metadata": {},
   "source": [
    "We have an alternative allows identical tautomers to be recognized without requiring canonicalization:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c22028d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CO[C]1[CH][CH][C]2[N][C]([S]([O])C[C]3[N][CH][C](C)[C](OC)[C]3C)[N][C]2[CH]1_1_0\n",
      "CO[C]1[CH][CH][C]2[N][C]([S]([O])C[C]3[N][CH][C](C)[C](OC)[C]3C)[N][C]2[CH]1_1_0\n"
     ]
    }
   ],
   "source": [
    "from rdkit.Chem import rdMolHash\n",
    "print(rdMolHash.MolHash(tauts[-2],rdMolHash.HashFunction.HetAtomTautomer))\n",
    "print(rdMolHash.MolHash(tauts[-1],rdMolHash.HashFunction.HetAtomTautomer))"
   ]
  },
  {
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