yamasakih/Fragmentation_of_molecules_by_RECAP.ipynb

## Fragmentation_of_molecules_by_RECAP.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.RDKitのRECAPクラスを用いて分子のフラグメント化を行ってみる"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RDKit version 2017.03.3\n"
     ]
    }
   ],
   "source": [
    "from rdkit import Chem\n",
    "from rdkit.Chem import Recap\n",
    "from rdkit.Chem import Draw\n",
    "from rdkit import rdBase\n",
    "from rdkit.Chem.Draw import IPythonConsole\n",
    "import copy\n",
    "print('RDKit version %s' % rdBase.rdkitVersion)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "IPythonConsole.molSize = (300, 300)\n",
    "mol = Chem.MolFromSmiles('O=c1nc([nH]c2NCC(Nc12)CN(c1ccc(cc1)C(=O)NC(CCC(=O)O)C(=O)O)C=O)N')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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THg4ODgBeeOEFoyUPjulEcQjbtGkDICkpaenSpQDGjBmjS7E//vgjgNatW4tI7969AURE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\nSUVORK5CYII=\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x2b3d046cf9e0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mol"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 1.1RECAPルールでフラグメント化、結果は木構造で得られる。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<rdkit.Chem.Recap.RecapHierarchyNode object at 0x2b3d043eafd0>\n"
     ]
    }
   ],
   "source": [
    "node = Recap.RecapDecompose(mol)\n",
    "print(node)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 葉ノードを取得し、画像で表示してみる"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<rdkit.Chem.rdchem.Mol at 0x2b3d046c78c8>,\n",
       " <rdkit.Chem.rdchem.Mol at 0x2b3d046c7df0>,\n",
       " <rdkit.Chem.rdchem.Mol at 0x2b3d046c7d98>,\n",
       " <rdkit.Chem.rdchem.Mol at 0x2b3d04e02190>,\n",
       " <rdkit.Chem.rdchem.Mol at 0x2b3d04e02088>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "leaves = [leaf.mol for leaf in node.GetLeaves().values()]\n",
    "leaves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JydK7d299cIuMjFStZnpw+fn5EhISIk5OTgJAbGxsxN/fX27evKlZTTk5ObJgwQKpX7++\nABB7e3sJDAyUzMxMzWoqqzgjQ2TWLBFraxFApEEDkcWLRWrBiCwDFhFVy549ewSA9OvXT+tSasTY\nI0AxMTESGBgoTZo00QctCwsLGThwoISFhVV5ou+BAwfEzc1NAIi7u7ucOXPGoHVT9WzdulXat29f\nbrTo3LlzWpeld/ny5XLzn5o3b67JqFqlEhJEJkxQQhYg0rGjSHi41lU9kBoFrJUrV8rZs2fVroWI\nzMD169cFgNSrV8903pyrKCkpqdwI0P0ms6upqKhIIiIixNfXVxwcHPQfxPb29jJhwgTZunVrpZOR\ny05mHzFiBCezm5DY2Fj529/+pv//6enpKT/99JPWZVXq8OHD8sgjj+jr7du3r0RFRWld1m0RESLd\nut0OWsOHi5w6pXVVNVLlgJWfny85OTkiIvLFF1/ok7mp3AZKRMaRmZkp9evXFxsbG5k8ebIcOHBA\n65Kq5M7J7FqOAGVkZMiaNWvE29tbP6JQeldVYGCgfqJ96aXM0mM4md10pKenl7tjz9XVVUJCQlS9\n1GwoJSUlsmbNGv2IaOmdjZcuXdK6NEVBgUhYmEijRkrIsrIS8fMTuXZN68qqpcoBKz4+Xj744AP5\n6quvZOnSpbJhwwZZunSpfP7554asj4hMyPnz56V79+76+SVlu0i///77JttA0JRHgBISEmTevHl3\ntXx4+OGHpU+fPvpLmZ999pn+l1zSTmFhoYSFhUmjRo30/2/8/Pzkmpl9+IuI3Lp1q1xvrnr16qnW\nm0sV6eki/v4ilpZK0HJ1FQkJETGRthP3U61LhDk5ObJnzx4JCgqS5cuXS3JysqHqIrq/5GSRv/1N\nxM5OpGVLkf/85/ZzKSnKP8iUlNv7nnlGZPp049dZS9w5ArR9+/ZKe0GFhYVpOrG3lLm1Mzh69Kj4\n+/tLw4YNBYB0795dXFxcZOPGjdKyZUtp3bq11iXWaREREdKtWzf936fhw4fLKTO9fFXWnd3lW7Vq\nJWvWrNG6rNtiY5X3+tLLhp07i5jwZdhS1QpYxcXFsmrVKvn1119lyZIl1eoXQ6S6oUNFRo0SiY8X\n2bRJxNZWpLTHDAOWqu7VzuBevaBK5xZpEWrunMy+bNkyo9dQXW+88YZ4eHhIVFSUbNiwQc6cOSOJ\niYlSXFws9erVE51OZ1Kjb3VFQkKCTJgwQf93u2PHjhJu5hOwK7Jz507p0aOH/uccOnSonDhxQuuy\nbtu6VaR9+9tBy8dHxIRuJLhTtQJWbGysrF69WkpKSuTcuXPyn7IjBkTGlJys/ANLSLi975lnlOv0\nIgxYKqluO4OyvaBK56aU9gHy9/eXo0ePGqXu5ORk8fLyMrt2Bs8//7wAkC+//PKu50p/HpOakFzL\n5efny65duyQgIEAAiKOjo8yfP98kF/tWS2l/qsaNG+vvePX19ZWrV69qXZoiP1+5TFi/vvIeb2Oj\nXEY0gRHzO+lERFANxcXFsLS0LPf4xIkT+P7776tzGgLQvkED+M6cqXUZ5qd7dyA4GHjhBeD69dv7\nQ0KAjRuBAweA1FSgWTMgJQVwc1Oef/ZZwNkZ+M9/tKja7Ny6dQu+vr74/vvvYWVlhaVLl+K1116r\n8vdfvnwZ3333HVavXo0TJ07o93fp0gWTJk3C5MmT4Vb6/0ZFBw8exLhx45Camgp3d3ds27YNnp6e\nqr+OIXz88cd46623MGvWLCxevLjcc1OmTMF///tf/Oc//8H06dM1qrBuEBH8/vvv2LlzJ7Kzs6HT\n6VBQUAB/f380adJE6/KMIiMjA8HBwVi6dCkKCgrg4uKCwMBAzJw5EzY2NlqXB1y5Arz7LvD550BJ\nCdC8OTB/PvDSS4CFhdbVAQCqXUVpuLrzMZFR/fnn7eBUqlkz4OrV8vs6dVJClbMzsHmzUUrbsmUL\nbty4YZTXMpTk5GQMGTIE33//PVxdXfHzzz9XK1wBQIsWLRAQEIDjx48jJiYGgYGBaNKkCWJjYzFn\nzhy0aNECI0aMwNq1a5Gdna1K3Rs3bsSwYcOQmpqKESNG4PDhw2YTrgCgW7duAICYmJi7nuvatWul\nz5F6Ll++jC+++ALbtm1DdnY2WrRogWnTpuGDDz6oM+EKAFxcXLBgwQKcPHkSTz75JDIyMjBnzhz0\n6NEDP/74o9blKYEqLAw4dAgYMEAJXNOnA/36AVFRWlen0HgEjahmwsJEevUqv+/770WaN1cel14i\nPHxY5Px5ZfPxMeglwjNnzkh0dLRs3LhRYmNj5ZdffjHLRUwN2c6gbC+o0rv6AIiTk5P4+vpKRERE\njf7Maks7gz/++EN/SfVOO3bsEADy2GOPaVBZ7Xfz5k3ZvHmzBAUFSVBQkCxZskSOHz9ulv+GDSEi\nIkK6dOmi/zfr7e0tp0+f1rosRUmJ0pS0dWvlfV+nU5qWXryoaVmmMY5GVF22tkB+fvl9eXnK/rJa\ntQLatlW2evUMWlLLli1RWFiI+Ph4HDlyBO7u7gZ9PUP45ptvMHz4cFy9etUgI0CWlpbw9vbG2rVr\nceXKFaxZswbe3t7IysrCunXrMGLECLRu3Rpz5sxBQkJClc6ZnZ2Nv//973j33XdhaWmJ0NBQhIWF\nwdraWrW6jaVt27ZwcnJCSkoK0tLSyj1XOrp18uRJLUqrtQoLC7F7924sX74cJ0+ehLW1NQYOHIhX\nX30VPXv2hE6n07pEk+Dt7Y3jx48jJCQEDRo0QGRkJB566CEEBATg5s2b2han0wETJgBnziiXCW1t\ngW+/BTp3BoKClM8GDTBgkXlq0kSZZ1VWSgrQtKk29QBwdHREYWEhBgwYgPz8fLi5uZnNm7OIICgo\nCM899xxyc3Ph5+eHH374Ac7OzgZ7TWdnZ0yaNAkRERE4f/48FixYgA4dOiA5ORnBwcHo1KkT+vTp\ng9DQUFy7dq3Cc1y+fBlDhgzBli1b4OLigh07dsDf399gNRuaTqdDly5dAACnT58u91yLFi3QsGFD\nXL9+HSkpKVqUV6uICGJjY7FixQrs2bMHRUVF8PDwwKuvvgpvb2/TmGdkYqytrREQEIBz587B398f\nJSUlWLZsGTp06IDQ0FAUFxdrW6CDgxKoEhIAX18gJ0eZp+XhAaxda/x6NB0/I6qp0rsIyy7Z9Oyz\nmt9FWHpJ4cKFC3L9+nWDvpZabt26ZVLtDEp7Qbm6uuovR9ja2oqPj4+Eh4dLfn6+iNTetfleeukl\nAVDhGomDBw8WAPLLL79oUFntceXKFfnyyy/1lwPDwsLkosaXk8xRdHS0DBo0SP/vtHfv3rJ3716t\ny7pt1y6Rnj1vt3V47DGR48eN9vIMWGS+hgwRGT1aadWwZYvSB6v0H7eJtGm4du2abNq0SRITE01y\nLkfZdgYuLi4m1c4gJydHvv76a3niiSfKtXxo1KiRjBw5UmxtbfVzQcwlzFZFSEiIAJDpFfxdfeWV\nVwSALFmyRIPKzF9WVpZs27ZN3n33XQkKCpJFixbJ0aNHTfLfpjnZunVruYbDPj4+cv78ea3LUhQX\ni6xZI9KkifKZYGEh4usrYoS2E7xESOZr3TplHlb37sBrrwFLlgCDBmldVTknT57EqVOn8NVXX2HJ\nkiXYsWOHyVzeOXjwIPr06YPo6Gi4u7vjt99+w/Dhw7UuS8/e3h7PP/88fvzxRyQlJSEkJAReXl5I\nS0vDoUOHAAB+fn748ccf4eLionG16unevTuAiu8WvNddhlS5kpISHDp0CJ9++imio6Oh0+nQr18/\nvPbaa/Dy8jKbS/mmavTo0Th9+jTmz58PBwcHbN++HV27dsWWxYuVy3RasrAAJk0C4uOBwEDAykr5\n7OjUSWn3c+dcXhVVuw8WEVXdzZs3cfLkSZw4cQLp6en6/W5ubujZsye6desGR0dHo9e1ceNGTJky\nBbm5uRgxYgQ2btxoNiHlxIkTuHDhAjw8PNC5c2ety1FdWloaGjdujAYNGiAjI6Pch/++ffswePBg\n9O3bF4cPH9awSvORkJCAHTt2ICMjAwDg4eGBkSNHms3fd3Nz+fJlzJ07F9+sX48MDw/Uy8wEPvpI\nmRNlCkE2IQGYNQv44Qflaw8PYPFiwMdH9ZdiwCIykmvXruHEiRM4fvy4vu+TTqdDu3bt0KNHD3Tp\n0sXgd76JCN5991289957EBH4+fnh008/Ncs77mqzpk2b4s8//8SlS5fQqlUr/f4bN27A1dUV9vb2\nyMrKgoWJNFQ0RWlpafj555+RmJgIAGjYsCFGjhxplnf3mqMLBw6g7WuvAceOKTsefVRpBu3lpWld\nepGRwIwZQOnNJN7eSn1/9ZtTAwMWkZEVFxfj3LlzOHHiBOLj4/V33tja2qJTp07o2bMn2rVrp/pl\ni+zsbPj6+mLLli2wtLTEkiVLzPqOu9rM29sbv/76K3744Qc8+eST5Z5r1aoVkpOTkZiYiA4dOmhU\noenKy8vD7t27ceTIEZSUlMDOzg6PPfYY+vbty0BqbCLK5bjAQOWub50O+Mc/gIUL724UrYXCQuCz\nz5TWDjdvAtbWwMsvA++9BzRo8MCnZ8Ai0lBubi5iYmJw4sQJXL58Wb/f2dkZjo6OGDJkiCq/cV++\nfBlPPfUUoqOj4eLigvDwcHh7ez/weckwZsyYgdDQUAQHB+PNN98s91zMK6+gVVQU7N9/HzZjxmhU\noekpKSnRL2+Tk5MDCwsL9OrVC8OGDYODg4PW5dVt2dnAJ58ACxYoc57q1QNmzwbmzr27d6EW0tOV\nULViBVBcDDRsCMybp8ztfYAVaxiwiExEeno6Tp06hZMnTyI/Px///ve/UVhYCC8vL/j6+uL5559H\n48aNq33eO9fm27p1a62cu1SbHP76a2DVKrTy8kKzO9YkxJtvKh9W778PvP22NgWamPPnz2PHjh34\n888/AQDt2rXDyJEj69TSNmYhMRF46y2lCSgAuLsr87MmTNC2rlK//65cNty7V/m6Vy/lsuHgwTU6\nHQMWkYmRvxogLl68GN999x2ysrIAKJcQfXx8MGnSJDzxxBNVmjdVdjL7oEGDsHnzZjRq1MjQPwI9\nqIMHgUceUd7gS+ewlFq7Fpg8GXjmGeCbb7Spz0Rcv34dv/76K2JjYwEArq6uGD58uL5ZK5moX38F\nZs4ETp1Svh42TAkyf91Bq7lt24CAAOD8eeVrHx9g2TKgXbtqnYYBi8iE5eXlYdu2bVi7di127NiB\noqIiAMpCrBMmTICvry8effTRu76Pk9nN3K1bgJMTYGOjPLayuv3csWPKROGuXYE62q6hsLAQUVFR\n2L9/P4qLi2FtbY0BAwbg0UcfhVXZPysyXUVFwJdfKqOw164pf8enTgU++ACowUi96nJzlZHi4GCl\n1cTUqcAXX1TrFAxYRGYiJSUF4eHhWLt2LY6VGdXw9PTEM888g8mTJ6Ndu3bIy8vDtGnTsH79elha\nWuLDDz9EYGCghpVTjbRvr/wGfeYMUHY9yLw8wNFRmTB865ZpzGExEhHByZMnERkZiVu3bgEAevTo\ngREjRmjS7oRUcP26spzNZ58pocvFRZl0/uqr5X+x0EpysjIf68MPgebNq/WtDFhEZuj48eNYu3Yt\nNmzYgNS/1mS0sLDAwIEDkZKSgsTERDg7OyM8PByPPPIIP3zM0ZgxyqWKb78Fxo8v/5ynp9I48cQJ\noEcPbeozssuXL2PHjh1ITk4GADRv3hxPPPEEWrZsqXFlpIq4OKU/1U8/KV97eirNo594Qtu6HgDv\nWSUyQw899BCWLFmCy5cvIyIiAr6+vrC3t8e+fftgbW2NDh06YPny5XjmmWcwwVQmkFL1/NW1vcLL\ngPd6rpbJysrCli1b8PnnnyM5ORn169fH2LFj8dJLLzFc1SaensCPPwJbtwIdOiiB68kngdGjgXPn\ntK6uRkxg/I2IasrCwgKffvopjh07hoSEBPz000/6yyUZGRnIyMjgsirm6n4Ba9OmWh2wioqKcOjQ\nIezduxcFBQWwsrJCv379MHjwYNjY2GhdHhnK6NHAyJHKJcN33gG2bwd+/lnpT/X++8rcRDPBESwi\nM3fhwgUkJSUhKSkJ06ZNQ+vWreHq6op27dqhXr16SE5OxvXr17Uuk6qrNGCV3mlV1edM3KpVq/Td\n1SuTkJCAFStWIDIyEgUFBfDw8MCrr74Kb29vhqu6wNpauYsvLg7w81N6Uy1bpoxyrVypfG0GGLCI\nzFxliwNbWFjob1cvvY2dzIinp3IX4blzyh1NZZXezm4mI1gFBQXI/etnsLS01HdUv3nzZrnjUlNT\nsXr1amzYsAE3btyAm5sbXnzxRTz33HNwdnY2dtmktWbNgLAw4PBhZamdlBRg+nSgXz9g/36tq7sv\nBiwiM9ftr9GMii4FloavU2Y40lHn2dgAHTsqv62fOVP+OXd3wN4euHgRyMzUpr5quHDhApYsWYKv\nv/4amZmZOHz4MEJCQvDdd98BUFY02LFjB1auXIlLly7B3t4eI0eOhJ+fH9q0aaNx9aQ5Ly+l+Wd4\nONCmDRAdrTT/nDhR+TdgohiwiMzcvQJW178WLuU8LDNV2TwsS0tlhEsEMIPRSQ8PD8yaNQutWrXC\nzZs3kZaWhgkTJmDatGk4evQoQkNDcejQIVhYWGDAgAEICAhAv379VF+Pk8yYTqd0fI+NVdo42Nkp\nd9h26QLMmaO0LFHT5cvKXDB7e6BVK2UkrZoYsIjM3L1GqSq7fEhm4l4T3UsvE5rJ6KStrS0SEhIw\naNAgFBYW6vtYFRcXIz8/H+3bt8f06dMxYsQI2Nah3l5UTQ4OQFAQkJAA+Poql8+Dg4HOnZVVDtTq\nPOXrq/ThOnECCA1V5oRFRVXrFAxYRGauVatWcHZ2xtWrV3Ht2rVyz5WObvESoZm6V8D6a3TSXOZh\nxcfHw8rKCkOHDsVTTz2F3bt3AwD69u2LyZMnw9fXt0ZrbVId1bKlEqh27QIeekhpCDp5srLE1KFD\nD3buy5eV8y5dCnh4AE8/DYwdq7xeNTBgEZk5nU6nn8x+50hVs2bN0LhxY2RkZODy5ctalEcP4l6j\nVEOHAm+8oayTZgY6d+4MX19f6HQ6tG/fHi+99BIA5WaMtm3balscma8hQ5Q5WWvWAE2bKuFqwABg\n0iTg6tWanfPkSaWjfMeOt/f176/srwYGLKJa4F4jVZyHZcbatQO8vZXeQHfemt63L7BwITBihDa1\n1YClpWWFj4keiIWFEqgSE5X5WdbWwLp1ys0gQUFAfn71zvfnn4CbW/l9zZpVO7AxYBHVAvea6H6v\n58jEWVgAERFK00UGEqJ7c3RUAtWpU8qE+Fu3lHUOu3dXJsRXVX6+Mom+LDu7agc1BiyiWuBek9kZ\nsGqROXOA3r2VSyBxcVpXQ2SaOnZUWjpERCjzGM+eVVo6eHtXbc6ire3dYSovr9oLqzNgEdUCZUPU\nneu3c6J7LbF3L3D8OHDsGPDJJ8C//qV1RUSmzdtb+fcSFgY0agT8+ivQq5fSrDQtrfLva9IESE0t\nvy8lRZnjVQ0MWES1QKNGjeDm5oasrCxcvKPxXrdu3aDT6RAbG4tiM1ligipw4AAwZozyeOBAjmAR\nVYW1tbLcTnw84O+vtHFYuRLo1Elpv1DRe2KPHsD168qcrlKHDin7q4EBi6iWqOwyYYMGDRDr44O0\ntm2hM9NV6QnAtWvKb9alnJyA7Gzt6iEyJ66uSqCKjgYee0wJUDNmAC++ePexLVoodyfOmqVcXvz+\ne2DLFuAf/6jWSzJgEdUSc4cMwenBg/HI+fN3PedZXAyHM2dgwXlYRFSX9eyp9LjauhVo3x745z8r\nPm7dOmUeVvfuwGuvAUuWAIMGVeulGLCIaomhzZqhy969aFhRkz0zWxyYKtC4sXL7eKmsLKBePe3q\nITJno0crl9kHD674+VatgJ9/Via3JycDr7xS7ZdgwCKqLUq7flc0mf1eHcHJPPTvD2zbpjz+7Tel\nwzQR1Zy1tUFPb2XQsxOR8XTtqvRNiosDCgvLv3kwYJm/IUOA7duVu6Ds7IAvvtC6IiK6B53ceU83\nEZkvd3fg3Dng9GlllflS+flKEz5AubR0ZxM9IiJSFS8REtUmlV0mtLVVmu8VFfH2fiIiI2DAIqpN\nSieznz5993O8TEhEZDQMWES1CSe6ExGZBAYsotrkXiHqXuGLiIhUxYBFVJt06qTMt/rjj7u7fLMX\nFhGR0TBgEdUmVlZKf6SSEiA2tvxzHToADg5AUhJw44Ym5RER1RUMWES1TWUjVRYWQOfOymKnd4Yv\nIiJSFQMWUW1zr3lYpeGL87CIiAyKndyJapt7BaynnwbatAEefti4NRER1THs5E5U2yQlAX5+yiKm\nc+dqXQ0RUZ3EgEVERESkMs7BIqrt5swBevcGBgzgMjlEREbCgEVUm+3dCxw/Dhw7BnzyCfCvf2ld\nERFRncCARVSbHTgAjBmjPB44kCNYRERGwoBFVJtduwY0aXL7ayenuzu8ExGR6hiwiIiIiFTGgEVU\nmzVuDPz55+2vs7KAevW0q4eIqI5gwCKqzfr3B7ZtUx7/9puyTiERERkcO7kT1WZDhgDbtwO9egF2\ndsAXX2hdERFRncBGo0REREQq4yVCIiIiIpUxYBERERGpjAGLiIiISGUMWEREREQqY8AiIiIiUhkD\nFhEREZHKGLCIiIiIVMaARURERKQyBiwiIiIilTFgEREREamMAYuIiIhIZQxYRERERCpjwCIiIiJS\nGQMWERERkcoYsIiIiIhUxoBFREREpDIGLCIiIiKVMWARERERqYwBi4iIiEhlDFhEREREKmPAIiIi\nIlIZAxYRERGRyhiwiIiIiFTGgEVERESkMgYsIiIiIpUxYBERERGpjAGLiIiISGUMWEREREQqY8Ai\nIiIiUhkDFhEREZHKGLCIiIiIVMaARURERKQyBiwiIiIilTFgEREREamMAYuIiIhIZQxYRERERCpj\nwCIiIiJSGQMWERERkcoYsIiIiIhUxoBFREREpDIGLCIiIiKVMWARERERqYwBi4iIiEhlDFhERERE\nKrPSugAiIjJbOq0LIDJVHMEiIiIiUhkDFhEREZHKGLCIiIiIVMaARURERKQyBiwiIiIilTFgERER\nEamMAYuIiIhIZQxYRERERCpjwCIiIiJSGQMWERERkcoYsIiIiIhUxoBFREREpDIGLCIiIiKVMWAR\nERERqYwBi4iIiEhlDFhEREREKmPAIiIiIlIZAxYRERGRyhiwiIiIiFTGgEVERESkMgYsIiIiIpUx\nYBERERGpjAGLiIiISGUMWEREREQqY8AiIiIiUhkDFhEREZHKGLCIiIiIVMaARURERKQyBiwiIiIi\nlTFgEREREamMAYuIiIhIZQxYRERERCpjwCIiIiJSGQMWERERkcoYsIiIiIhUxoBFREREpDIGLCIi\nIiKVMWARERERqYwBi4iIiEhlDFhEREREKmPAIiIiIlIZAxYRERGRyhiwiIiIiFTGgEVERESkMgYs\nIiIiIpUxYBERERGpjAGLiIiISGUMWEREREQqY8AiIiIiUhkDFhEREZHKGLCIiIiIVMaARURERKQy\nBiwiIiIilTFgEZFRfPop8PbbymNvb+W/ixYBkZHK48ce06QsIiKDYMAiIqPZtEnrCoiIjIMBi4iM\npm1b4MgRrasgIjI8BiwiMppx44Dvvy+/78MPgWefBf74Q5OSiIgMwkrrAoio9rp6FVi3DrCzU752\ncgKysoCSktvH/PvfypwszsEiotqEI1hEpKqSEmXi+sSJQKtWwBtvKKNUpaFq0CDgzBltayQiMrQq\nB6wrV65g/fr1hqyFiMzY2bPAW28poWrECODbb5X9Y8cCK1cCOp3ytY/P7RGtimzfDogYvFwiIoPS\nidz7rSwtLQ25ubmwtrbGnj17MGbMGFy8eBGenp7GqpGITFReHrBtmxKgfv31djDy8ACmTgVefBFo\n2rTq51u8GJg9G3jmGeCLL4B69QxSNqlHp3UBRKbqvgHr4sWL2LNnD65du4bCwkI4ODjAw8MDI0eO\nNFaNRGRioqOjsXbtWhw/7oK9e4MAKKNSo0cDfn7A8OG3R6yq48cfgRdeAG7cAHr2BLZsAdq1U7Py\n6vn0UyA1FfjgA2WeWGSk0rvroYduzxvbvVu7+kwAAxZRJe57ibBNmzbw9fWFi4sL7Ozs8OSTTzJc\nEdVBaWlpCAkJQffu3dGnTx8sW7YM+/a9Dx+fXHz+OfDnn0B4uBI8ahKuAODJJ4FDh4DOnYETJ4C+\nfZWRMS2xdxcR1USV5mDt27cPjRo1gq+vL3744Qfk5uYaui4iMgElJSWIjIzEpEmT0Lp1a8ycORMx\nMTFwcXGBn58ffv/9GLZts8e0aUD9+uq8poeHErKeegpITwdGjgSCg9U5d02wdxcR1cR9LxECQGZm\nJuzs7GBjY4Nr166hcePGxqitVsjNzcXs2bORkpKidSkVWr16NRo0aKB1GWRirl+/jpCQEPz3v/9F\nUlISAMDS0hJPPPEEpk6dCh8fH1hbWxu0BhFg4UJg7lzl8QsvAKtWAfb2Bn1ZAEBUFPDzz0CTJoCN\nDXDxohL6Si8R/vCDMrfst9+AS5cMX48J4yVCokpUqQ+Wk5OT/jHDVdWdPXsWjzzyCAAgPT1d42oq\ndvDgQaxatQqjRo3SuhQyIf/73//wySefIC8vD61atcLzzz+Pl19+GW3atDFaDTodEBiozMGaOhX4\n+msgMRHYvPkGmjd3Vv31rl8HvvsOWLECOHlS2ffmm0CvXuzdRUTVx0ajBvT6668jPT0dI0eOxD//\n+U+ty7nL9u3bsXr1asyYMQPe3t6wtbXVuiQyAenp6Zg6dSrs7Oywa9cuDBkyBLqaTqpSwcSJgKen\n0u7B2vq/eOihN/Htt99iyJAhD3zuoiLgp5+AL79URqUKC5X9zZsDkybdvotx0KDbbScqEhMDuLvf\nu/0EEdUxQgYRGRkpAKR+/fpy5coVrcupUGFhoXTt2lUAyKJFi7Quh0zEvn37BID07dtX61LKuXat\nRB5/fKQAEFtbW1m1alWNz5WQIDJ/vkibNiLKBUgRS0sRb2+R8HCRggLluOXLRTZsEMnJEWnbVtn3\nySciERHK4yFDRC5cEGncWKRXL5GLFx/kJzRL4MaNW8UbpAbS09PlwoULNfnWOqGwsFC6desmAGTh\nwoVal3NPERER+iCYkpKidTlkAlatWiUAxNfXV+tS7lJUVCSBgYECQACIn5+f5OfnV+l7s7OzZc2a\nNTJs2EhxcSnRBytPT5GFC0VSU2tWU0yMSLt2yrnc3ESiomp2HjUsXy7y738rj4cPV/57ZyBUmeYf\nYty4mepW7aVyrly5gs8++wybN29GYel4OpWzYsUKxMTEoEOHDvD399e6nHvy9vbGqFGjkJWVhXfe\neUfrcsgExMfHA4BJNhO2tLTEggULsH79ejg4OGDlypUYNmwYUlNTK/2eQ4cOYfr06WjWrBkmT56M\nnTt3oE+f3zF1KrB/v7JszxtvVK8hallduwJHjyrd61NTgSFDgGXLavgDqoBtJYhMQ7UDVrNmzeDm\n5obMzExERUUZoiazdv36dbz//vsAgKVLl5rFvKaQkBDY2triiy++wNGjR7UuhzQWFxcHwDQDVqnn\nnnsO+/fvR5s2bRAVFYU+ffrg8OHD+uczMjKwcuVK9OrVC/3798fKlSuRmZkJLy8vhIWFYdOmjvji\nC2DgQHXqcXVV5nIFBirzugICgOnTgYICdc5fHWwrQWQaqh2wdDqdvtFoVFQUbty4oXZNZm3evHlI\nT0/H8OHDMXr0aK3LqRJ3d3e8+uqrKCkpwYwZMyDCheDqMnMIWADQq1cvHD16FI899hguX76MIUOG\n4PXXX8eECRPg5uaG6dOn4/jx42jatClmz56N2NhYHD16FH5+fqivVtOuMiwtgQULgPXrAQcHZfmg\nYcOUUS1jGjcO+P778vs+/BB49lngjz+MWwtRXValPlgV2bRpE2JiYtC1a1eMHz9e7brMUmxsLHr2\n7AkAOHbsGLp3717psYWFhWjdurWxSsPPP/+MHj16VPp8ZmYmOnXqhNTUVGzcuBETJ040Wm1kOgoK\nClDvr1vnbt26ZRYjsAUFBfD390dYWBgaNWqEtLQ0WFhYYNiwYfDz88PYsWMN3rPrTkeOAE8/DSQn\nK4tff/99IXr3NkwNUVHKuo1jxyo9uRo1UvpzxcQAO3cafGkf9sEiqkSN2zSMGDEC8fHxOH36NPr2\n7WvU/jimaubMmSgqKoK/v/89wxUAiMg9542o7X7z5ZycnPDuu+9i+vTpmD17Nnx8fODg4GCk6shU\nJCQkoKioCB4eHmYRrgDAxsYG//nPfxAVFYWYmBhMnjwZH330EZo3b65ZTX37Ar//rrSYOH06FU8/\n/SiCgt7Giy++qMr5U1OBjRuV9hKlPbtSU5WlhoD7t5WIjFSWNXJ0BJYsUaUkIrpDjQOWk5MTBg4c\niN27d2PHjh3w8/PTtFeO1jZv3oxffvkFrq6uVZosbmNjgytXrhihMkVVGsS+9NJLWLVqFY4ePYpF\nixZx0nsddObMGQCmf3mwIhkZGQCAd955R9NwVapRI2DHDmD+/PVYsOAcpkyZglOnTiE4OBhWVtV/\n6y0pUUakVq5ULgGW/s7UrJnSs2vaNKX7PAD4+ChNUiszeLAyovXSS9X/uYioiuQBFBYWSkhIiAQF\nBUl0dPSDnMqs5efnS8eOHQWArFixQutyHsj+/ftFp9OJvb29XKyDTX3quvfee08AyJtvvql1KZW6\nevWqXL9+vdy+zMxM0el0YmdnJ0VFRRpVVrmwsDCxsbERADJ48GC5evVqlb83Pj5ePvzwqjRrJvrW\nEtbWIuPGiWzbJvIgP+6LL9b8e/+i+a3w3LiZ6lbtSe5lWVlZwdvbGwCwc+dO5OfnP3jiM0OLFy/G\n2bNn0aVLF/j5+WldzgMZOHAgxo8fj9zcXLz11ltal0NGVtqioVOnThpXUrkPP/wQrq6uWFamF0Jc\nXBxEBB4eHrC0tNSwuor5+flh165daNasGfbu3Ys+ffogOjq60uPz8vLw7bffYsSIEfD09MRPP21F\nSgrQqZMykT4pCdi8WRmpqumPu2cP8NdKXkRkAA8UsACga9euaNOmDbKzs7F37141ajIrV69exYIF\nCwAobRlqMvRvahYvXgwHBwesX78e+/bt07ocMqLSOwg7d+6scSWVK62xffv2d+0z5UubAwYMwNGj\nR9GvXz8kJSVhyJAh+O6778odc+jQIfj5+aFp06aYOHEiIiMjUa9ePXTvHoeoKCAuTmkFUdOeXaWK\ni4E1a4ApUx7sPERUuQcOWAAwcuRI6HQ6HDp0yGQXNTaUwMBAZGZmYty4cXj88ce1LkcVrVq1wuuv\nvw4RwYwZM1BSdpVbqrVExCxGsCoKU6V1m3IwBIDmzZtjz549mDp1KrKzszFx4kTMmDEDYWFh+p5d\nq1atKtezS2nuvAgDBqhXx9dfK5Pi33tPvXMSUXk1btNwp23btuHYsWPw8PDAc889p8YpTV50dDQe\nfvhhWFlZISYmBh07dtS6JNXk5ubC09MTly5dwpdffokp/FW31ktKSkLr1q3RtGlTo97hWh3Z2dmo\nX78+rK2tkZ2drR8xHj9+PDZt2oT169ebzftPSEgI3njjDVhbWyM3NxcA4OrqivHjx+PVV1+9Z1sV\nE1J372wiug9VRrAAYNiwYbC1tUVCQgISExPVOq3JKju68/rrr9eqcAUA9vb2+OijjwAAc+fORWZm\npsYVmYe8vDzs2LFD6zJqxBwus5Wda1X2crw53v04Y8YM+Pv7Izc3F23atMGWLVuQmpqKsLAwcwlX\nRHQPqgWsevXqYfDgwQCUppa1/bLS119/jf3796Np06aYM2eO1uUYxPPPP49HH30UV69exccff6x1\nOSbv6NGjiIyMxJUrV/Dtt9+a3U0f5hKwgPI1FhUV4dy5c9DpdGb7i8706dM1aYhKRIajWsACgH79\n+qFhw4ZIS0vDkVq8GFZOTg7+/e9/AwAWLFgAJycnjSsyDJ1Oh9DQUFhYWGDJkiU4e/as1iWZtD59\n+sDBwQGFhYUYNWqU2TTqLFUaXkx5/lVFC1H/8ccfyM/PR+vWreHo6KhVafeUkZGBiRMn6m+IKWUO\noZaIakbVgGVpaamf6H306FGkpaWpeXqT8fHHH+PSpUvo3bs3Jk2apHU5BlX6MxYUFODNe3UuJJSU\nlMDS0hLjx483y8vk5vBhX1EINIe6Y2Nj8e2332LTpk3l9ptD7URUM6oGLAD6uRGvvfZarewEnpSU\nhCVLlpQb3antSkfpvv/+e/xc2iqa7mJhYYEhQ4agYcOGZjmHxhw+7Cuq0VzrzsvLw8WLF2FtbY0O\nHTpoVRoRGYhB0sHTTz8Na2trrFy5EidLF8qqJWbNmoWcnBy88MILePTRR7UuxyiaNm2KuXPnAlB+\n/qKiIo0rIrVlZmYiJSUF9vb2JruuaElJCc6ePQudTgcPDw/9/oouG5qaimpMSEhAcXExOnToABsb\nG61KIyIDMUjA6ty5M15++WUUFxdjxowZhngJTURFRWHTpk2wt7fHhx9+qHU5RjVr1ix07NgRsbGx\nCAsL07ocs/Hjjz+axS8ZpXfnderUyWRHZc+fP4+8vDy0aNGi3LxHcx3BMoe6iajmDPZOGhQUhEaN\nGmHXrl3YvHmzoV7GaEpKShAQEAARwdy5c9G6dWutSzIqGxsbBAcHAwDmzZtX5xrK1sSFCxdw5MgR\nbNmyxeTvrDWHD/vKusybwwhWRW0kzOHPnIhqzmABy8XFBe+++y4AYPbs2cjLyzPUSxnFqlWrEB0d\nre9yXheVdqvPyMjQ/7+lyrVt2xbjxo2DlZUVDh48iLVr1yI7O1vrsipkrh3c//zzT6Snp8PZ2Rlu\nbm5alXZPBQUFuHDhAiwtLeHu7q7fbw53bRJRzRn0WsD06dPRo0cPnD9/HkuWLDHkSxlUZmYmgoKC\nANxep6+uKl1v8bPPPsOpU6e0Lsfk9ejRA5MmTYKjoyMuXryIlStXIiUlReuy7mIOjTorCoHmUPfZ\ns3+gqKgI7du3L9e6gyNYRLWbQQOWpaUlQkJCACitDa5cuWLIlzOYoKAgpKamYuDAgRg/frzW5Wiq\nS5cumD59eq2bX2dIrVq1gp+fH1q0aIHMzEx8+eWXJjcvyxw+7M11HlNcnCecnG5g0KDt+n0iQEGB\nBaytrU26diKqOYPPZh06dCjGjRuHW7du4a233jL0y6kuMTERn332GSwsLBAaGgqdjktvvf/++2jY\nsCF27tyJrVu3al2OWahfvz6mTJmCXr16oaioCFu2bEFkZCRUWgq0xqKjozF9+nQkJyfD0tLSpLvP\n32uRZ1O+zHbmDJCZ2QANG96+8/HSJeD06aNo0iQbzs7O2hVHRAZjlNuFFi1aBDs7O6xduxaHDh0y\nxkuqJiAgAPn5+XjppZfg5eWldTkmwcXFRd/jbNasWSb9oWxKLC0tMWbMGPj4+MDCwgJRUVFYv369\n0ecnXr16FYsWLUKXLl3Qp08frFy5Erdu3UJxcTGGDx+O8PBwo9ZTFenp6bh27Rrq16+P5s2b6/eb\nwwjWXxkQZUv8q2x4eHBpHKLayigBq3379pg5c6Z+gWStf2uvqoiICPz4449wcnLipO47vPLKK+je\nvTvOnTuH0NBQrcu5pytXrmD9+vVal6Hn5eUFX19fODg4IDExEYsXL9YHBUMpKSlBZGQkJk6ciFat\nWuGNN97AmTNn4ObmBn9/fxw5cgTTpk1DdnY2nn32WcyZMwfFxcUGrak6ys61KjuKXNmdhaak9H9t\nRQHLhHMhET0oMZKsrCxp3ry5AJC1a9ca62VrrLCwULp27SoAZPHixVqXY5IiIyMFgNSvX1+uXLmi\ndTl3uXbtmly6dElSUlLkm2++kZycHDlz5ozWZellZGRIaGio1K9fX5ycnGTr1q2qv8alS5dkwYIF\n0qZNGwEgAMTS0lK8vb0lPDxcCgoKyh0fFhYm1tbWAkBGjhwp169fV72mmrh165ZERUXJ7t279fty\ncnLEwsJCrK2t7/o5TEVJiYiTkwggkpZ2e//LLyv7QkK0q00l4MaNW8UbxIj++9//CgBp0aKFZGVl\nGfOlq23JkiUCQNzd3SUvL0/rckzWmDFjBIBMnTpV61LucuHCBVmzZo0sWrRIPv74YwkNDZWffvpJ\n67LKyc3NlUmTJgkA0el0EhgYKMXFxQ98zvDwcPH29hadTqcPVh4eHjJ//ny5ePHiPb9/79690rRp\nU/3f/5iYmAeqx1COHz8uAKRz585al1KppCTlXbZJk/L7hw5V9u/YoU1dKtL8Q4wbN1PdIEYSHR0t\n2dnZ8vDDDwsAefvtt4310tWWnp4urq6uAkB++OEHrcsxaYmJiWJraysWFhZy+PBhrcu5S0lJiXzx\nxReydOlSOXv2rNblVCokJEQsLS0FgPj4+MiNGzeqfY6jR4+Kv7+/NGzYUB+q7OzsZMKECRIRESEl\nJSVVPldSUpL07dtXAIijo6Ns3ry52vUY2jfffCMAZNy4cVqXUqmICOVddvDg8vubNVP2X7igTV0q\n0vxDjBs3U90gRnDjxg1p0qSJtG3bVrZu3So6nU5sbW1N9gNv+vTpAkC8vb21LsUsvPHGGwJAHnnk\nkWp9iBvDnj175H//+5+kpaVJSEiI5OTkaF1SpXbs2CEuLi4CQDp16lSly5kZGRkSFhYmvXr10ocq\nAOLl5SVhYWGSmZlZ43qys7Pl2WefFQBiYWEpS5cmiyn9750/f74AkLlz52pdSqUiI0X69xd5/fXb\n+27cUN55HRxEHnCw0hRo/iHGjZupbjoRMfiM81mzZmHp0qUYOHAg9u3bh0mTJmH9+vUmu3RIvXr1\nkJ+fj5MnT5r05FlTkZmZiXbt2iE3Nxe5ubkPfL63334bVlZWD3QOZ2dnBAQEIDMzE3Z2drCxscG1\na9fQuHHjB67PkBITEzF27FicPn0arq6u2LBhAx5//PFyx5SUlGDnzp1Yu3YtvvvuO/2fuYuLCyZM\nmIBXXnkFPXv2VKUeEcEnn3yCHTu8sGvXcPj4AF99BTRooMrpa+TWrVsIDw/HvHnzkJKSAn9/f32/\nPXNw6BDQvz/Qqxdw7JjW1Tww9q0hqoTB7yKsqI9UcHAwvvrqK0O/tMHl5OQgNTVV6zIM6tatW7h2\n7ZrWZdSYk5MTbGxsAMDkwxUAuLu74+DBg3j66adx/fp1PPnkkwgODoaIIDk5GcHBwXB3d8eIESOw\nbt065Ofnw9vbG+Hh4UhNTUVYWJhq4QoAdDod3nzzTQQGDoeLC7B9O9Cv3+274Izpt99+w7Rp09Cs\nWTNMmzYNV65cgbW1NZYvX4733nsPRvhdURW8g5CojhADe/LJJwWA+Pn5VXpMRXczaen//u//7nuJ\n8ODBg9KqVSvx8fExYmXGN3fuXHF2dpaNGzdWeszs2bMFgAwYMMDkLhGaq5KSEpk/f75+knrr1q3F\nwsJCfwnQ3d1dPvzwQ0lOTjZaTYmJIt26iQDKnXEGuOnxLunp6RIWFiY9evSo8BLosmXLxMrKSgDI\nqFGjajR3zdjmzFH+DIOCtK5EFZpfhuHGzVQ3iAH98ssvAkCcnJwkJSWlwmO2bt0qAKR///4m8+Gc\nnp6unyi8ffv2Co+5evWqNGjQQACY3J1pajl37pzY2dmJTqeTQ4cOVXiMqU9yN3fbt2+Xxo0bS58+\nfWo8YV1NWVkif/+78s5haSmyYIGoPi+rsFBk+/YfZezYsfqWEQCkWbNmMmfOHImPjy93fE3mrmnp\nzTdFnJ1FvvlG60pUofmHGDduprpBDKQqfaTy8/PFw8NDAEhoaKihSqmRpUuX3rdNw8KFC/W3iZvS\nCJxaxo0bJwBk8uTJlR4zevRoASDTpk0zXmF1TFZWlpw9e9ZkRmdKSpRgZWGhvIM884xIdvaDnzch\nQWT+fJE2bUT69Xvqvj27ykpMTJRu3brpf6H73//+9+AFGVhRkdYVqELzDzFu3Ex1gxhIVfpIBQcH\nm2xAKRsQFy1aVOExZQNiSC3oGFjWr7/+qr9F//LlyxUeY+qNRsmwvv9epH595V2kd++ahazsbJE1\na5Q2Bjqdci5AZMyYnbJw4UJJTU2t8rmysrLk73//uz6YLViwwGRGxUVEli8X+fe/lcfDh2tbi4o0\n/xDjxs1UN4gBlO0jZc6X2CIiIvQB4n6XOF1cXOTatWtGrtAwioqK9HNePvroowqPKSws1I8YLFy4\n0MgVkqmIjxfp3FkkIKB633f0qIi/v4irq+hDlZ2dyIQJSu+omuaikpISWbBggX6+2jPPPCPZagyv\nqWD5chFPT+UxAxY3brV/gxhAVfpITZs2TQDI6NGjDVGCakaNGiUA5J///Gelx4wcOVIAyMsvv2zE\nygxnxYoVAkDat28vubm5FR4TEhIiAKRDhw7sdF/HZWQo86aq4quvbk+UL90GDBD5/HORB2jZdZcf\nfvhB/wtcz5495Y8//lDv5DW0fLnIyJEihw8zYHHjVhc2iMpiYmLEyspKrKysKl1i49ixY2JhYSE2\nNjZ3TVg1NWfPntVP4j5y5EiFx8TGxoq1tbVYWlrKiRMnjFyhuq5fvy6NGjUSAJV27y57E4Ah1s8j\n81TRJbBPPlFGpEREhgwR+egj5V3HxUXEz0/k+HHD1RMfHy+dO3cWANKwYUOJjIw03ItVIitL5Isv\nlBsDli0TCQsTeestBixu3OrCpnofrJkzZ6KoqAivvfYaunbtWuExM2bMQElJCQICAuDh4aF2Capy\nd3fHq6++ipKSEsyYMQMid/fa6dy5M15++WUUFxdjxowZxi9SRUFBQUhLS8PQoUMxbty4Co+ZN28e\n0tPTMXz4cIwePdrIFZIp27Tp3s9PmQJs3gxcvQqEhQEqtuy6i4eHBw4ePIinnnoK6enpGDlyJIKD\ngw33gmVERwPTpwPNmwPTpil/LvHxgJMTkJUFmGiPZSJSk6jo22+/FQDi6uoqaWWXji9j/fr1AkCa\nNGliMndF3c/NmzfFzc1NAFTaD6rsyM+mTZuMXKE6qjISd/r0af0I5cmTJ41cIZmyii6B3TmCpYXS\neVmlPcVeeOEFgyyZlJ6ujFD16CHlLoF6eSn7Fy0S2bBBJDxcxM1N9ZfXiuajBNy4meoGUUleXp64\nu7sLAPl//+//VXhMTk6OtGnTRgDI559/rtZLG0VYWJgAkFatWlU6abZ07lK7du0qnbtkykrnkr3y\nyiuVHvP4448LAPH39zdiZWQOli+/+xLYJ5+IPPaY0sqhVStt69u4caPUq1dPAEjv3r3l4sWLD3zO\n4mIlQE6YIGJtLfpQ5eamTOI/der2scuXKwErJ0ekbdsHfmlTofmHGDduprpBVHJx2TLp17y59OjR\nQ4oqafBSujhrr169pNjMVjktLi6WPn36CAB59913KzymKnffmaqq3A25adOm+45QUt1VGiD+9S+R\noUOVfaYwglXWiRMnpF27dgJAGjduLLt3767ReRISEmTBgm3SvLnoQ5W1tcjYsUqH+6pO+q8FNP8Q\n48bNVDeIGi5fFnF0FHFwkPN791Z4SFJSkv63xz179qjyssa2f/9+0el0Ym9vX+lvvzt37rxv/yhT\nU5WGr/n5+dKxY0cBICtWrDByhWQOSgNW2UtgphawRETS0tLE29tbAIiNjY2sWrWqSt+Xm5sr4eHh\n4u3tLTqdTmxsHKVhw2Lx8FAar1ajZVdtovmHGDduprpB1ODrq5zq73+v9JBnn31WAMizzz6ryktq\nZcKECfp5HJWpSgd0U1KVjvQfffSRAJAuXbpIYR369ZyqrqJLYKYYsESU0ebAwED9Mjx+fn6Sn59f\n4bEHDx4UPz8/cXJy0h/v6OgoU6dOlQMH6nyDXc0/xLhxM9UN8qAOHFBaMNvaipw9W+EhUVFR+pGf\nCxcuPPBLaunSpUvi4OAgOp1O9lYyWld2Db+DBw8aucLqqUrD19TUVP2Hy88//2zkCokM5+uvvxZ7\ne3sBIAMHDtQ3FL5+/bqEhYXJQw89VOEi05lqNu0yb5p/iHHjZqob5EGUlIj066ecprQBzp2KiyXu\n+eelW+PG8s477zzQy5mKefPm6SfKVjaXbO7cuSa3iHVFqtLwdfLkyQJAxo0bZ8TKiIzj8OHD0rJl\nSwEgbm5u4u3tLTY2NvpQ1bRpU5k9e7bExsZqXaop0vxDjBs3U910InJ3Y6eqWrMGePFFwM3tdpOX\nO335JTBtGko6d0b+0aOwd3Co8cuZitzcXHh6euLSpUv48ssvMWXKlLuOuXXrFjp16oQrV65g3bp1\n+Mc//qFBpff2+++/o2/fvrC0tMSpU6cq7EkWHR2Nhx9+GFZWVoiJiUHHjh01qJTIcJ566ilkZGSg\noKAA586dQ3p6OnQ6HYYNGwY/Pz+MHTsW1tbWWpdpqnRaF0BksqSmsrJEfwvN2rUVH5OZKdKsmXLM\nhg01filT9NVXX+l/u71582aFx6xevVoASIsWLSQrK8vIFd7f4MGDBYDMnj27wudLSkrk0UcfFQAy\nd+5cI1dHZBwuLi4CQJKSkiQ+Pl5Wr14tU6dOFUdHR1mzZo3W5Zk6zUcJuHEz1Q1SU3Pnir6LXmUt\nF954QznmkUdqvnqriSobPubMmVPpMQ8//LAAkLffftvIFd7bhg0b7tvwdd26dfcNkUTmLCUlRQCI\ns7Nzuf0jRoy452L1pKf5hxg3bqa6QWrijz9E7OyUye2VTeJOTFQmvltYKK2da6Ho6Gj9mooJCQkV\nHnPgwAHR6XRiZ2dnEgvOipRv+FrZLerZ2dnSunVrASCrV682boFERrJr1y4BII888ki5/a1atRIA\nkpiYqFFlZkPzDzFu3Ex1q9lahLNnA3l5gK8v0K9fxcfMnAnk5yuLj/XtW6OXMXW9e/fGpEmTUFBQ\ngDfffLPCY/r3748XXngBeXl5lR5jbAsXLsTFixfRq1evCuePAcDHH3+MS5cu6X9GotooLi4OgLKe\naKlbt24hOTkZtra2aNu2rUaVEZHZk+rauVMEUBqLVtZIMzJSOaZ+fZErtbtPTNkWBjt27KjwmOTk\nZH2T1V27dhm3wDtUpeFr2VYU+/btM3KFRMYzY8YMASDBwcH6fUeOHBEA0r17dw0rMxuajxJw42aq\nW/VGsIqLgRkzlMdz5ypLxd+pqOj2MfPmAc2a1TT7mYWmTZti7ty5AIBZs2ahqKjormNatGiBwMBA\nAMCMGTNQXFxs1BrLevPNN5GdnY1nnnkGgwcPrvCYWbNmIScnBy+88AIeffRRI1dIZDylI1ienp73\n3EdEVF3VC1hhYcDJk0C7dsCsWRUf89lnQEwM0KED4O+vQommb9asWejYsSNiY2MRFhZW4TFvvPEG\n2rZtixMnTuDzzz83coWKAwcO4JtvvoG9vT0WLFhQ4TFRUVHYtGkT7O3t8eGHHxq5QiLjqihMxcfH\n37WPiKi6qh6wMjKA+fOVx4sWAXZ2dx9z/Trw3nvK46VLAVtbFUo0fTY2NggODgYAzJs3D+np6Xcd\nY2dnh4ULF8LV1RU2NjbGLhEAkJOTg7Zt22L27NkVzi0pKSlBQEAARARz585F69atjV8kkZHk5ubi\n0qVLsLa2Rrt27fT7OYJFRGqoeqPR8+eVpqIWFsCuXRUf8+qrygjW8OFAZKR6VZqJv/3tb/jll1/w\nr3/9C8uWLavwmBs3bsDZ2dm4hZWRl5cHQAl8dwoLC8P//d//oVWrVoiLi4NDLWgKS1SZ48ePo1ev\nXujSpQtOnz6t39+9e3fExMQgOjoavXv31rBCs8BGo0SVqH4n95s3gQYN7t4fGwv07Kk8PnYM6N5d\nhfLMS2xsLHr27AkRwe+//47uZvRnkJmZiU6dOiE1NRXh4eGYMGGC1iURGdQ333yD5557Dk8//TQ2\nbdoEACguLoajoyPy8/ORmZkJR0dHjas0eQxYRJWofpuGisIVoLRlKCoCXnmlToYrAOjSpQumT5+O\n4uJizCid6G8mgoKCkJqaioEDB2L8+PFal0NkcH8/dw7Znp5YUqbVTMqFC7ARQcuWLRmuiOiB1KwP\n1p02bwZ++QVwdQXeeUeVU5qr999/Hw0bNsTOnTuxdetWrcupksTERHz22WewsLBAaGgodDr+Ukq1\nn/WpU3CIi0MbNzf9vpZnzuBmURHi+/fXsDIiqg3UCVgtWwJ9+igT3Bs2VOWU5srFxQXv/BUyZ82a\nhfz8fI0rur+AgADk5+fjpZdegpeXl9blEBnHX5PZUXYy+5kzQHEx7Gt5exkiMryqBayffwbat1cu\nD77wgtKhvayHHwYOHQL+7/8MUKL5eeWVV9C9e3ecO3cOoaGhWpdzTxEREfjxxx/h5OSEd999V+ty\niIyjpAQ4e1Z53KnT7f1/tWgot4+IqAbuH7BycpRQtWYNcO2a0q5h6dIKzmQBWFoaoETzY2VlhaV/\n/Rl98MEHSElJ0biiihUVFWHmzJkAgPnz58OtzKUSolrt4kXlva1Fi/LzSisa1SIiqgGr+x4RFaU0\nFh00SPn6lVeAjz8G5swxcGnmbfjw4RgzZgy2bt2KKVOmwM/PT+uS7rJt2zacPn0a7u7uePXVV7Uu\nh8h4KgtSDFhEpJL7B6yzZ4EyC6Gic2cgMdGAJdUeixYtQlRUFI4ePYqff/5Z63Iq1KxZM4SEhMC2\njjSFJQJQcZC6dg1ITwecnGr9El9EZHj3D1iZmcobTiknJ2Uf3VfHjh2RlJSE2bNnm+xlwtWrV6NB\nZa03iGqr0oBVdq5V2dDFO2mJ6AHdP2DRA7G3t8eKFSu0LoOIyqpoBKt0X9kReyKiGrr/JPc7R6zu\nHNEiIjI3FQUs3kFIRCq6f8Dq2PH2mxGgPHZ3N2BJREQGdP068OefgKOj0sOvFCe4E5GK7n+JcOBA\n4I8/lLsJ+/ZVFnMePdoIpRERGUCDBsqNOpcvl59rdfWq8l+OYBGRCqq22POOHUp7hvR0YNQoYPVq\ngHedEVFtk5YGuLiwp1/V8W4AokpULWAREdUmN24A06YpC9Q//TQwebLWFZkrBiyiSjBgEVHdExqq\nzL96+mngsceA3bvZmqFm+IdGVAl1FnsmIjInZ84AXl5KqGrTRpn0TkSkIgYsIqp7cnIABwflcb16\nytdERCpiwCKiusfB4Xaoys6+HbaIiFTCgEVEdY+nJxAdrTy+eBFo0kTbeoio1uEkdyKqezIylDsH\n8/OBZ58FpkzRuiJzxUnuRJVgwCIioppiwCKqBC8REhEREamMAYuIiIhIZQxYRERERCpjwCIiIiJS\nGQMWERERkcoYsIiIiIhUxoBFREREpDIGLCIiIiKVMWARERERqYwBi4iIiEhlDFhEREREKmPAIiIi\nIlIZAxYRERGRyhiwiIiIiFTGgEVERESkMgYsIiIiIpUxYBERERGpjAGLiIiISGUMWEREREQqY8Ai\nIiIiUhkDFhEREZHKGLCIiIiIVMaARURERKQyBiwiIiIilTFgEREREamMAYuIiIhIZQxYRERERCpj\nwCIiIiJSGQMWERERkcoYsIiIiIhUxoBFREREpDIGLCIiIiKVMWARERERqYwBi4iIiEhlDFhERERE\nKmPAIiIiIlIZAxYRERGRyhiwiIiIiFTGgEVERESkMgYsIiIiIpUxYBERERGpjAGLiIiISGUMWERE\nREQqY8AiIiIiUhkDFhEREZHKGLCIiIiIVMaARURERKQyBiwiIiIilTFgEREREamMAYuIiIhIZQxY\nRERERCpjwCIiIiJS2f8Hlk/prlmBc24AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=600x400 at 0x2B3D046D48D0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToGridImage(leaves, molsPerRow=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### すべてのノードを取得し、画像を表示してみる。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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TpkzBmjVrYPCMZ91VCcfBgwdx6NAhHDhwALm5udL+ogmHm5sbBg4cWO6X4WuvvYaCggL4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Li7u8sdVqW0aSP+17UDeVXcupY4VZVOJiBAYSF6bGyszJGwanPgAHDqFBATI3q7v/ee3BHVStqa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\nREREmmECQkR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gUru2EiznzokUF4s4OYnY2Zmt43LfffcJABk1apS0bNnS2KkCIJ06dZJZ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\nEwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=800x1200 at 0x2B3CEC2BA550>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_nodes = [node.mol for node in node.GetAllChildren().values()]\n",
    "Draw.MolsToGridImage(all_nodes, molsPerRow=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 1.2 smilesキーにしてみる"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[*]NC(CCC(=O)O)C(=O)O',\n",
       " '[*]O',\n",
       " '[*]NC(CCC(=O)O)C([*])=O',\n",
       " '[*]NC(CCC([*])=O)C([*])=O',\n",
       " '[*]NC(CCC([*])=O)C(=O)O',\n",
       " '[*]C(=O)c1ccc(N(C=O)CC2CNc3[nH]c(N)nc(=O)c3N2)cc1',\n",
       " '[*]C=O',\n",
       " '[*]C(=O)c1ccc(N([*])CC2CNc3[nH]c(N)nc(=O)c3N2)cc1',\n",
       " '[*]C(=O)c1ccc([*])cc1',\n",
       " '[*]CC1CNc2[nH]c(N)nc(=O)c2N1',\n",
       " '[*]N(CC1CNc2[nH]c(N)nc(=O)c2N1)c1ccc(C(=O)NC(CCC(=O)O)C(=O)O)cc1',\n",
       " '[*]C(=O)C(CCC(=O)O)NC(=O)c1ccc(N([*])CC2CNc3[nH]c(N)nc(=O)c3N2)cc1',\n",
       " '[*]C(=O)CCC(NC(=O)c1ccc(N([*])CC2CNc3[nH]c(N)nc(=O)c3N2)cc1)C([*])=O',\n",
       " '[*]C(=O)CCC(NC(=O)c1ccc([*])cc1)C([*])=O',\n",
       " '[*]C(=O)C(CCC(=O)O)NC(=O)c1ccc([*])cc1',\n",
       " '[*]C(=O)CCC(NC(=O)c1ccc(N([*])CC2CNc3[nH]c(N)nc(=O)c3N2)cc1)C(=O)O',\n",
       " '[*]C(=O)CCC(NC(=O)c1ccc([*])cc1)C(=O)O',\n",
       " '[*]c1ccc(C(=O)NC(CCC(=O)O)C(=O)O)cc1',\n",
       " '[*]C(=O)CCC(NC(=O)c1ccc(N(C=O)CC2CNc3[nH]c(N)nc(=O)c3N2)cc1)C(=O)O',\n",
       " '[*]C(=O)CCC(NC(=O)c1ccc(N(C=O)CC2CNc3[nH]c(N)nc(=O)c3N2)cc1)C([*])=O',\n",
       " '[*]C(=O)C(CCC(=O)O)NC(=O)c1ccc(N(C=O)CC2CNc3[nH]c(N)nc(=O)c3N2)cc1']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "smiles = [Chem.MolToSmiles(mol) for mol in all_nodes]\n",
    "smiles"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 切断したところに水素が存在しないsmilesになっている"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ugJiYGO2RadOmAfjqq68kViVutYqKdGa0vIU+OnXqlJiYGBkZ2dDQMH/+/PDwcGXis/KU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\nkowhJJKMISSSjCEkkuz/ARdfjputZd0RAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x2b3d0541e8a0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fragment = Chem.MolFromSmiles('[*]C(=O)C(CCC(=O)O)NC(=O)c1ccc([*])cc1')\n",
    "fragment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 少なくとも*はちゃんと出力だけでなく入力時にもRDKitでは認識されているようだ。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 逆に言えば保存するときはちゃんと水素を付加する必要がありそうだ。次にそれを調べてみる。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 2.保存時に水素を付加する必要があるのか調べるために、部分構造として認められるのか調べて見る。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 2.1部分構造検索してみる"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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K86Zu374tL7/8sgAQe3v7Yn/oyMnJkXXr1knfvn3F0dHR9Hvn4OBgCv9t27aVmzdvqvQK\nSpeDBw+aJpqLiHz//fcCQHr27GnWOurVqycA5Pjx42bd70MsfhBjY7PWZvF1sK5cAe7dA+7fBwYP\nBkaOBOrWffrzPv30U0yZMgV5eXkYOnQoZs2a9djHXr8OLFumXAVGowEuXLDOJZiio6Nx4sQJbNmy\nBcHBwdi4cSNiY2ORmpoKT09PDBs2DGvXrjUtNKnRaDBjxgx89NFHyMnJQZ8+fbBs2bIn7iMzMxNb\ntmzBDz/8AFdXV+Tl5QEAXnrppWJdWHb79u0AgPbt2xd5G2VOpUrAiBFAhQr5769du2CLuhaQi4sL\nfv31V7z99tvIzs7GwIED8f7778NgMBRqO4mJiXj//ffh7u6Obt26YcWKFcjOzkZgYCDmzp2La9eu\n4cCBA/Dw8MCOHTvQokULnDx5UrXXUVpYw8r66enpOH/+POzt7Z+6UjwRWYbFl+79+Wdg4kRg0KDC\nPzciIgI2NjaYMGEC3nnnHej1eowZMwZ5eXnYv38/YmK2Y8OGD3HokAbGY824cYCNjbIMk16vhK8q\nVVQ93hVJSkoKzp49i4oVK6JNmzawtbXFqVOnEBwcjODgYDz33HOPfe5nn30GnU6HiRMnYvDgwdDr\n9Rg8eLDp+7///js2btyIjRs3YufOncjMzDR9z/jv4q6JExsbCwBo165dsbZTZrm5KRfIdnMrkc3r\ndDp888038PPzw6hRozB16lScO3cOixYteuLilykpKVi5ciUWLlyY71JHPj4+6NOnDwYOHJhvQdPG\njRtj79696NGjBw4ePIiWLVvixx9/RNeuXUvkdVkjawhYx48fh8FggLe3d7E+GBFRCRIL69lTBBB5\n+22RefNE/vij8Nv4+uuvRaPRiEajkebNm4urq6tpWMPb+4g4OooEB4t8/bXIpUt/Pe/SJWW+8YAB\nypmLlrRkyRIBIN26dSvyNqZMmWI642jkyJHy1ltviaen5yMnyX/yySeyd+9eWbNmjdjb2wsAGTFi\nhBgMhkLvNysrSxwcHESr1T6zw0bW5Ndff5WKFSua1kF6+Iyy1NRUWbx4sXTs2DHfGbqurq4ybNgw\n2bVr11P3kZmZaVqaw8bGRr7++uuSejlWp2PHjgJA1q1bJyIiHh4eAkBOnTplthrmz58vAOT11183\n2z4fw+LDMGxs1togFmQwiFSpolTx4ovK7apVRdvW7NmzxdHR0XTaspeXl4wZM0a2bDktGRmPfs7O\nnSLlyin7tXTIGjp0qACQr4p5Jt/UqVNNB0vjgbNy5coSFhYmc+fOlcuXL//tOevXrxcHBwdp23al\nDBtW+OlB27dvFwDSpEmTYtVO6klISDCdgVq7dm05cOCAxMTESHh4uJQrVy7fvKqQkBD56aefCj0H\nz2AwSGRkpCmkDRs2rMQW/x0+XJm6Nnly/nMHLMG42GdycrKkpqaKRqMRR0dHs55hOXr0aAEgU6dO\nNds+H8PiBzE2NmttEAtKSEgTe/ss8fAQcXRU1ros6glou3btEgBSp04dOXv2bCGeJ1KhgvKTGD36\nzFMPEHl5eXLgwAGZOHGihIaGypo1a1TptTEeDIt6qvXNmzdly5Ytkp6ebuq9GDNmjBw4cKBAC1Fu\n2ZIkTk7Kz2HIEJGCHivOnj0rXbp0EQAyatSoItVOJeP69esSGBhoWmX/wV7MDh06yMKFC+XevXvF\n3s/y5ctNk+H/8Y9/yJ07d4pf/J/i40VOnRL5+GNlGZfJk/OfO2Bu169fFwBSsWJFMRgMpved5s2b\nm7WOdn8uSLtx40az7vcRLH4QY2Oz1gaxoBkzZoijo6P07fuutGs3SUJDi37K+qRJkwSAhIWFyeTJ\nkyU+Pr7Az923T+Tll5NFp3OQ0NBQycrKyvf9mzdvyk8//STDhg2TWrVq/W3Izd/fX65du1bk2i9e\nvGhaRLWon4KXLl0qAKR9+/YCQNzd3Qu9jW3b/urRe/PNRz8mI0Nk06Y8GTt2rDRo0MD0c6hRo4Z4\ne3tziNDKZGVlyT//+U/54IMPxMfHRyIjI+VcQU7TLaS9e/dK9erVTWe5Fme47PJlkRkzRAIClN/F\noUOV3qqFC5VbS/ZgxcTECAAJCgoSEZFZs2YJABk6dKhZ6zCuf5aSkmLW/T6CxQ9ibGzW2iAWZFzH\nxXg7duzYIm/LuMhlt27dBIB8/PHHhXr+kSNHpEqVKgJAOnXqJLGxsfLJJ59IixYtRKvV5gtVnp6e\n8tZbb8mSJUukYcOGAkAaNGhQ5De7RYsWmX4ORWUcYnz11VcFgAwcOLBI29m9Wxm23bDhr/vS05X5\na507Kz2NgEiDBk0EgLi4uEhISIgpeDZr1owhywqZY/jq0qVL0rRpU9Ow9Pbt2wv83Pv3RRYvFvnH\nP0RsbMS0Hl7lyiLvv6+EqT/+EBkx4q+A9dprIv37y2OnAJSEadOmCQAZOXKkiIiMGDFCAMj06dPN\nVsPly5dN0wCsgMUPYmxs1togFpKXlyeVK1c2TcQFUOjFMo0eXOTS399fAMi2bdsKvZ34+HipWrXq\n3wKVg4ODdOrUSWbMmCFJSUn5nnPt2jXTPps2bSsXLxZ+kvjgwYMFgMyYMaPQzzUyDjEag2ZxLgSc\nlpZ/vbBly/4aRtVqRZo3F/nyy00SFxdnOnBfuXLFdI00Hx8f+aMoZytQqXf//v18F6R+0hp1er1e\nNm7cKIMHj8h3xSB7e5FevURWr378pTEzM0Vq1hTT/E2VrrP8VMYrScyePVtERPr16ydarVZiYmLM\nU4AoJzHgz7XIrIDFD2JsbNbaIBZw7tw5+fDDD00TcOfPny+9e/eW27dvF2l7xkUuGzVqJDY2NmJv\nby8ZRfxYO3v2bNNw3TvvvCMbNmx46nXhbt68KUFBr0iTJnelTh2RM2cKvr/bt2+ben+OHj0qd+/e\nLdBZXA96cIjR2AtX3GEg4+Kv06eLfPnlX4uQP2kk9OrVq6ZrshWlR4+XYSkbnnZB6uPHj0tERITU\nrFnT9JiWLS9LQIAyNFjQeZgJCSLPPae8i9WuLXL4cAm9oAcYL1H14N9oenq6WVe2/+KLLwSwmmt+\nWvwgxsZmrQ1iBpmZIr/+KjJp0sV883Zq1aolOp1OVhX11ME/ffrpp/mGB4vzyW78+PFFGmJMTf3r\nTEh3d5Hff3/04wwGkUOHDslnn30mgYGBYmNjIy4uLuLs7Cxr166VwMBAcXBwkF9++aXA+zYOMRon\nvnp4eBSq9keJilIWHS/sivfXr1+Xxo0bCwCpW7fuU4Pe+fPnTReyrl69ukycOLFYl+wh6zF//nyx\ntbUVAPLyyy/LxIkTpVGjRvl6hxs0aCCTJk2S8+eLNrx+44ZImzbK352zs9LrVRKuXbsm06dPFzs7\nO9FoNHLx4sWS2VEBGC8APXfuXIvV8ACLH8TY2Ky1QUqQXi/StauYzk6rVMkgOp2DuLi4SJ8+fUxn\nn+l0Olm2bFmR92MMFsaAFVmM2a/GS8ds3bq10M+9d0/kpZeU11qzpojx2rs3b4r89JPIsGHKJ+16\n9XxNBxg7OzupU6eOABBHR0fTfLTCXPrGOMRonH81ePDgQteupjt37piGfevUqSNnHujSy8zMlE2b\nNsm4cePE29s738HW2MqXLy87d+604CsgtWzdulUqVaqU75I7Li4upvW2irLu2sMyM5VlVgBl/ta0\naepchigzM1PWrl0rYWFhpqBonD7QsGHDEjlZoCCaNFHmP+7du9ci+3+IxQ9ibGzW2iAqerC3wziH\n54UXlHk7AQEi//63yN69CfmGgoxDCdWq+cqKFZmP3vATZGZmmha5NE44j42NLVL9d+7cKfYQY3q6\nMlG3Rw+RTz9VQtWDk3YBkR49psiIESNk9erVcv/+fTEYDKZ1bezs7KR3795iXMCxINeVa926db4e\nrEWLFhWpdjWlpqbKiy++aBoG/uSTT6RLly7i5OSUL0xVqlRJwsLCZMGCBXLx4kUZNGiQABAnJyez\nzmuhkjNjxgwBIG5ubrJ27doSWSvLYBCZMkV5r2nb9l154403ijRsl5eXJ9u3b5chQ4ZIhQoVTL+n\ntra20q1bN/nvf/9rmmtYuXLlIr/XFFVubq44ODiIRqORu3fvmnXfj2Hxgxgbm7U2iIqM83VE/prD\nc/Tok+ftiIhMnvyFeHtniI2Ncip2YWzevFmMi1z27dtX3N3dJTOz8EFNRGT16tWqTB7NzFQm5371\nlbJCvU4nEhioHAAOHVIOBg8zGAwybtw4U49ez549TSGrIBezTkpKMp00cMHYdWZh9+7dk5deeulv\nocrX11ciIiIkJibmbwfBvLw80xmR9vb2smbNGgtVT2r56KOPBID8+9//LvF9rVlz3vT71r59e7l1\n61aBnnfixAmJjIz825UPfH19ZcqUKXL1gVn09+7dM/WW29vbl9gHmoSEBImIiMi3rlhiYqLpTGYr\nYfGDGBubtTaIiow9WNu2KeHq888L/typU5VqNBqRmTOf/NgrV67I4sWLJSwsTMqVKyfVq1eXZs2a\nFXu4YezYscUeYnxQVJTIZ58pvVoF9fHHH5uClTFkabXaxw5Z3rlzR6KioqR3796i1Wqlbt26qtSu\nlrS0NDlw4ICMHDlSFi9enO9A9TgGg0HeeecdU49edHR0wXe4ZIly2mNhJ49RiTGeVbhixQqz7O+3\n334Td3d3ASD16tWTEydOPPJxt27dkrlz55oWYzU2d3d3iYiI+NsZww962kT+orp58+bfapo/f77p\n+8uXLxcA0r1792LvSyUWP4ixsVlrg5SAhASRhy5/ViBffaUErI4d81+uJTdXWXE9IkIZamzU6MW/\nLaMAQN58881ivckZ5zao0e3fpo1IeLhIURa1Nl5TUKvVSp8+faRXr16S+8B1fI4fPy5TpkyRjh07\nip2dnenn4O/vX6gFVq3Zgz16tra2EhUV9egHXrmiLKAUFibSoYMSrKKi8nenkkUZlxB5XNApCZcv\nXzad8efi4iJbtmwRkUfPqwKUldnDw8MlJiamUB/U5s2bZ9pOz549JS0trdC1pqeny7JlyyQ4OFhs\nbGxMNbm6usqIESPk6NGjpsd+8MEHZusNLCCLH8TY2Ky1QUrAN98oE7uLIipKmatlXIPpxx9F6tSR\nfHOYgoOnSe/eveXbb7+VlJQUiYmJMQ0LDBo0uMCXeXnQrVu3RKvVioODQ5GHGI0uXpQ/J/UX/JIz\nDzNeU1Cj0cjnn38uP/74owwaNMi0WvaDc0Pat28vU6dOlWPHjhWrbmv0YI/e4sWLJSsrS2JiYmT8\n+PGyqFev/L8YWq3IrFnswbIi9+7dE41GI/b29vk+JJhDWlqa6cQPnU4nQUFB+eZV2dnZSWhoqERF\nRRXrbz4mJkZcXFwEgDRu3FiSk5Of+py8vDzZtWuXDBs2TMqXL5+vppCQEFm8eHG+5WEOHToko0eP\nlnLlyombm5vZegMLwOIHMTY2a20QK/TwGkyvvSbi66v0YMXEPHrxwV27dkmFChWlTZtj0qePSGHn\n0a5atco0b6O4Fi9WfrLF7cWfNm2aaDSafG/AgHJZmvDwcPnpp58kNTW12PVaO+NQjFarzXc2Wj1X\nV2UF1JAQkblzRQpwYCPz2rNnjwCQpk2bWmT/ISEh4uXlJfb29qbLy/j4+MiUKVOKdXmrh50+fdp0\nVmzNmjXlwIEDj3zcuXPnZMKECVK7dm3T77FGo5HWrVvL7Nmz880ZO336tERGRkq9evXy/f3PfNoc\nCvOy+EGMjc1amw5WyMMDOH0aqF8f0OuBsWMBG5snPycoKAgxMafxyitVsXMnkJsLLF8O2Nk9+Xm5\nubnYvXs3/vOf/wAA2rVrV+z6Y2OV27Zti7edcePGwdXVFenp6YiOjkZwcDA6d+4MX1/fYtdYmlSp\nUgVarRYNGjTAyZMn4eXlhV69eiE4OBiG1q2h1VnlrzEBOHbsGADA39/f7PvW6/XYsmULsrOzkZCQ\ngEOHDmHw4MHIyMhARESEqvt6/vnnERcXh7CwMGzbtg1t2rTBggULMGDAgHyPO3PmDL744gsAgIeH\nB/r374833ngD9evXBwCkpqZiyZIlWLp0KbZu3QoRAQDUqlULvXv3xqBBg9CsWTNVayeiEiJlzMGD\nIq6uIoDI45aDSk4WmT8/W1599dV8vUPjxo174sTWgurWbawEBS2U334z3+rOZZlxvbTu3bsLAJkw\nYYKlS6ICGjVqlACQLy0wH+7EiRMCwHTih/Es4U6dOpXYPnNzc+Wtt94y9UxFRkbmm9Ol1+vlX//6\nl8TFxZnuz8rKkrVr10p4eHi+HlpHR0cJCwuTtWvXmn14tRAs3kvAxmatDVIGJSaK+PiIHDny1313\n7oi8+64y1GicsuPlpVxD0M/PTyZMmCCJiYnF3ndycrJpgqoaZxU963Jzc03zZoyTltevX2/psqiA\n2rRpIwBk06ZNZt/3ihUr8p1xN2nSJLMF9BkzZpgmrPft2/eR6+oZ51UZhy7x5zB4YGCgzJ07V+7f\nv1/idarA4gcxNjZrbWVybMXXFzh+HPjPf4DkZGWYMSsLmDcPuH8fqFgR6NgRePXV+Wjbthbc3NxU\n2/e2bdsAAG3atIFWq1Vtu8+qI0eO4N69e6hfvz6OHTsGnU6HoKAgS5dFBZSYmAgA8PPzM/u+ExIS\n8u374a9L0pgxY9CgQQP069cPK1asQHJyMlavXo3s7Gz8+OOPWLBgAU6fPm16vK+vLwYOHIiBAwei\nZs2aJV4fEZW8MhmwAECrBcqVAy5cUL7OywNmzQLq1AFatwaUaTstVN9v7J8TsEQE2dnZsLe3V30f\nz5LmO3finp8fDjVpgk3ly+NouXKoUKGCpcuiAkhJScGtW7dQpUoVi4QG4/wvSwQsAAgODsbOnTsR\nGhqKffv2wdvbG6mpqabvu7m5YcCAAQgPD0ejRo3MUhMRmU+ZDVjA3yfL9+tX8vusXr06nJ2dsWbN\nGnTv3h3R0dFwdHQs+R2XUdqtW1E+IQHtPT3R/sgRQOXJyVRyzB1onrT/7OxsnDlzBjqdDt7e3mar\nwd/fH4cOHUJYWBjc3NywcuVKhISEIDw8HJ07d4aOJ2gQlVll+q+7d2/z7k9EcPfuXTRt2hRnzpzB\npk2bEBwcjF9++QXly5c3bzFlgV4PxMUp/750SblV4SxPMg9jwLHEGYRpaWm4cOEC7O3tTcPLer0e\nvr6+cHBwMGstVapUwbZt23D//n3MnTsXTk5OZt0/EVkGJwmp6NKlS1i1ahV27dqFunXrombNmti5\ncyfmDBsG3Ltn6fJKn4MHlUlzDRoACQnKuG5goKWrogKyZA+W7YkTuNiyJTb26gWdToeLSUnQabUW\nG4rTaDSoUKECwxXRM4QBS0UeHh7YuXMnatWqhT179qB27doY16YNJmzYALzyCvDA/AsqgNq1gcmT\ngZAQJVw1bw6wJ7DUeHgOlDnZHz0Kt3370P7PIbgev/2GXEdHzGvZ0uy1ENGziQFLZd7e3ti+fTvc\n3Nzw3L17+F+9HprKlYH9+4EOHYCbNy1dYunh4aGcldC0KXDnjrJyLJUKer0ep06dglartczCuH/2\nnsEY7o4dA9LTUfH5581fCxE9kxiwSoCXlxd27NiBH8uVg27PHqBCBaBePeC335SeLL3e0iWWHo6O\ngL290urUsXQ1VEBJSUnIzs5G3bp18e233yIvL8+8BfzZewbj/K+HvyYiKmEMWCXE09MTutWrgeef\nB+LjlaDg4wOMHGlcI4IKIjMTyM62dBVUSBs2bACgXIpq3Lhx6NatG+6Zcx7in+tvwc9P6TW+elUZ\nXmZIJyIz0YiIWLqIMu3yZWVV01OngKVLAYNBWaTrtdcsXRmRqv744w9ERUUhKioKcXFxaNu2Ldq3\nb485c+bg2rVraNiwIdatW4e6deuWbCEpKYC7O1C5shKutm0DXn5ZWQDPeFYqqUVj6QKIrBV7sEpa\n7drK1Z+XLFFClXHIi6gMSEtLw9KlS9GpUyd4eHhg7NixiIuLg7OzM+rUqYPIyEjs3bsXDRs2RGJi\nIl544QXs2LGjZIsyzr8yDgc+PB+LiMgMGLDMoXp14PXXlX9zyItKORHB2bNn8eabb6JGjRoYOHAg\nNm/eDJ1Oh549e2L27NnIy8vDsmXL8OWXX6Ju3brYt28funXrhlu3bqFTp05YvHhxyRX48HwrBiwi\nsgBOBjK38HBLV0BUJDdu3EBiYiLi4+ORmpqKlJQUpKenIyAgAOHh4RgwYACqVq0KAMjJycH48eMx\nYcIEnDx5EnPmzEF0dDTGjx+PmTNnYvDgwbh27hzei4xUhszV9NJLwHvvKWftAgxYRGQRnINFRI91\n//59JCQkID4+HtevXzfd7+rqCk9PT/j4+MDT0/ORz121ahXCw8ORkZGBwMBArFq1CtWqVcP8+fPx\n7pgxOO/jg8rPPacMn5crV3Iv4vZtpVfrhRdKdj/PJs7BInoMBiwiMrl69SpOnz4NT09PbNu2DefP\nn4fxLcLR0RGNGjWCv78/3NzcCrS9+Ph4hIaG4uLFi/D09MQvv/wCHx8f3IiNRdWePZX1zZo1A9au\nVeYrqmXpUmWCe5Uq7DUuWQxYRI/BOVhEZGIwGJCUlASNRoOMjAxotVp4eXkhLCwM7777Lrp06VLg\ncAUAjRs3xt69exEQEIBz586hdevWOLV9O6q2awccOAB4ewNHjii9SwcPqvdCUlKAceOUWyIiC+Ac\nLCIyqVixIoYMGYLs7Gy8+uqrqFChQrEvjlyrVi3s3r0bb7zxBp47dQoNOncG/vd/gdGjlWUTwsKU\npRTatAEWLAAGDFDp1RARWQ6HCInILEQE+kmTYDtxIiACvPMOMG2a8s2xY4FZswCNBvjkEyAyUvl3\nUS1dCty4AVStyiHCksUhQqLHYMAiIvNasQIYMkRZsuSVV5SvK1VSwtZ77wEODsqk9MdMnierwoBF\n9BgMWERkfvv2AT16ANeuAfXrA7/8Anh5Kbd5eUD37paukAqGAYvoMRiwiMgyUlKA0FDlIuiVKwM/\n/wy0a8czAEsXBiyix+BZhERkGW5uwI4dQJcuwK1bwA8/KPfzDEAiKgN4FiERWU758soaWLNnA8OH\nW7oaIiLVcIiQiKwLzwAsTThESPQYDFhERFRUDFhEj8E5WEREREQqY8AiIiIiUhkDFhEREZHKGLCI\niIiIVMaARURERKQyBiwiIiIilTFgEREREamMAYuIiIhIZQxYRERERCpjwCIiIiJSGQMWERERkcoY\nsIiIiIhUxoBFREREpDIGLCIiIiKVMWARERERqYwBi4iIiEhlDFhEREREKmPAIiIiIlIZAxYRERGR\nyhiwiIiIiFTGgEVERESkMgYsIiIiIpUxYBERERGpjAGLiIiISGUMWEREREQqY8AiIiIiUhkDFhER\nEZHKGLCIiIiIVMaARURERKQyBiwiIiIilTFgEREREamMAYuIiIhIZQxYRERERCpjwCIiIiJSGQMW\nERERkcoYsIiIiIhUxoBFREREpDIGLCIiIiKVMWARERERqYwBi4iIiEhlDFhEREREKmPAIiIiIlIZ\nAxYRERGRyhiwiIiIiFTGgEVERESkMgYsIiIiIpUxYBERERGpjAGLiIiISGUMWFbs4sWLCAoKQo0a\nNbBo0SJLl0NUYKtWrYK3tzfat2+PO3fuWLqcR9Lr9ahSpYqlyyCiMooBy4p5eHhg9+7dCAkJsXQp\nRIUSHR2NKVOmYPv27XBxcbF0OUREZseAZUZBQUEYPnw4GjVqhIkTJyIgIABTp04FAHzxxRdo1qwZ\nmjVrhi+//NLClRIVze3bt9GqVSts3LgRH3zwAVq1aoXbt28DAHr06IHZs2cjMDAQLVq0QHJyMgAg\nJCQErVu3xgsvvIARI0aYthUREYG6deuiW7du6N69O3799dcn/g198803aNGiBZo2bWq6LykpCU2b\nNsWAAQPQtWtX9OzZEyKCxMREBAUF4e7du2jVqlW+OomI1KCzdAHPGn9/f7i5uSEpKQkLFizA+PHj\n0aNHDyxcuBBHjx6FiKBp06YIDQ2Fl5eXpcslKhRXV1fs27cP/fr1w+DBgxEcHJzv+wsWLMDmzZtR\nuXJl031LliyBq6srAMDHxwc3b97E1atXER0djcTERNy8eRM+Pj4YOXIkgEf/DfXv3x/fffcdDh06\nBBGBr68v3njjDQBAfHw8lixZAj8/P7Rr1w5Hjx5F06ZNsXv3btSoUQP79u0z00+HiJ4lDFhm5ufn\nhwMHDqBevXpwcHBATk4ODh8+jFatWsHOzg4A0LJlSxw+fJgBi8qckSNH5gtXgBKA5syZg9zcXFy/\nfh23bt3CsWPH0KFDBzg5OcHDwwOBgYGmxz/qb+j48eO4evUqunbtCgBwcHDA9evXodVq4eXlBT8/\nPwBA7dq1cePGDfO9YCJ6ZjFgmVn58uUBwBSmiJ4lderUyff15cuX8fbbbyM2NhZVq1ZFQEAARAQi\nAo1GY3qcjY2N6d+P+hvSarVo2LAhfv3113zbT0pKQqVKlUxfazQaGAwGNV8SEdEjcQ6WmT140DAK\nCAjAvn37kJOTg5ycHOzfvx8BAQGm79va2iI3N9ecZRKViId//5OTk+Hl5YWqVasiJSUFJ06cAAA0\nadIEMTExSEtLw5UrV7Bnz57HbsP4+MOHD+PSpUsAUKBeKhsbG+Tl5SEvL684L4mI6JHYg2UFGjRo\ngCFDhqBVq1YAgKFDh+YbHnz55Zfx0UcfYcmSJfj+++/h4eFhqVKJVNWiRQtoNBr0798fTk5OpqG8\nhg0bon///mjUqBEaNWqEgIAA2NraPnY7NWrUwMyZM9GlSxfY29ujfPny2L59+xP3rdFo0LdvX7Rs\n2RLOzs6IjY1V86UR0TNOIyJi6SKIiB5mHCbMzs6Gv78/Nm/e/LchRrK4v3cnEhEA9mARkZXq378/\nkpOTkZGRgTfeeIPhiohKFfZgERFRUbEHi+gxOMmdiIiISGUMWEREREQqY8AiIiIiUhkDFhEREZHK\n/h94u+Q425MaAgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=600x200 at 0x2B3CEC2BAA20>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToGridImage([mol, fragment], legends=['mol', 'fragment'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mol.HasSubstructMatch(fragment)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Falseと言われてしまった。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 2.2 fragmentの切断部分に手作業でHを付加してみる。smilesキーの*のところをHにしてみた。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UsWPH/vjjj3rsxyg8POjyZdI8H3/xBY0dS9OmcVWkk4KCgqamJhcXF+m3TCLb9ye0vnzc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\nTkSuQmCC\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x2b3d0541ee40>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "added_fragment = Chem.MolFromSmiles('[H]C(=O)C(CCC(=O)O)NC(=O)c1ccc([H])cc1')\n",
    "added_fragment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 無事Hを付加できた。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'O=CC(CCC(=O)O)NC(=O)c1ccccc1'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Chem.MolToSmiles(added_fragment)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 2.3 Hを付加したフラグメントの部分構造検索を行う"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vT4GBgaLWU1rl5uZSgwYNaMqUKZoOpXRT072gsLCQgoKCyNDQ8J1JgUKhoKio\nKBo+fDhZWlqSvb09jR07lqKiot5Z/u7du8nc3JyGDx+ush4SVXxx/hCrV68mZ2dnIhL+Tubm5nT8\n+HHVVfj/kpKSCECpafl/G61JsJYsERIIMXoZ9uzZQ2ZmZpSbm1vywkqJvXuF4QoDBhDFxr54I3p5\nEY0YQTRwYPHfiHK5nPz9/cnOzk6nxhqIrX379vRr0Td1Ejan/frlZQs0KCQkhCwsLOjJkyeilHf6\n9GmSSCR06qVZYN9++y05OTlR5geMoSnLZsyYQdWrV9eZ6y0rdu3aRWZmZjR8+PBXvuy8PK7K1NSU\nevfuTQcOHPigL0SXLl2iatWqkUwmU8kMYbG/OH+oUaNGkb+/PxEJSw8BUMuEMlUNphebRD3rxave\nhAkAESDGlkKdO3eGvr4+oqOj0UHLtpeYOBFYsgQo2vd58GBhF42EBCAo6P3PVygUGDp0KMLCwnD0\n6FHUL9pMln0wR0dHBAcHY8CAAQCAqlWrYsOGDejTpw+8vLzUGsvz58+xYsUKTJs2DUZGRujVqxfm\nzZuHAQMGoF69erCwsICJiQlMTU1hYWEBQ0NDWFtbw8DAAFZWVjAyMoK5uTnMzMxgbGwMS0tLSCQS\n2Pz/5sIXL17E+PHj4e7uDkDYA3HRokXYvXs3zM3N1XqtmnD9+nUsXLgQu3bt0onrLUt69uyJatWq\nwc/PD3fu3EG7du0QEhKCq1evwtvbG3PnzkWPHj0+6t/N2dkZp0+fRvfu3fHJJ5/g4MGDqFu3rqjx\ny2TAkSNAu3YvjgUHA6dPCzspWVmJWt0rYmNj0aVLFwDAlStXULVqVZQvX151Fb5Ub5MmTVS2h6BY\ntCbBAsRJrgDAyMgIbdq0QVhYmNYlWK6uwjZl79K/P1C3LuDtDbi7A4aGwvHCwkIMGzYMoaGhOHbs\nGBo0aKD6gLXY3LlzUa9ePURERMDb2xs1atTAsGHDMH36dJw8eVKtsUyaNAlXr17FjBkzAADZ2dlI\nTU1FlSpVkJOTg6SkJOTl5SE7OxtZWVnIz89/ZY+8goICZGZmvrFsiUQCS0tLGBsbIz8/H7NmzcIX\nX3yBXr16oXPnzuq8TI0gInz99dfo0aOH8sOIlS4tWrTAmTNnMHXqVOzevRuDBg1Cv379YG9vX+Ky\nq1SpgsjISHz++edo3bo1du3aVaIvUAkJQEgIMGbMi2Ml/eL8seLi4jB16lQAQtLTtGlT1VX2kqIE\nq7TTqgRLTD4+Pti1a4+mwxCNn9+Ln7duff28gwOwciVQWAg4OwPh4cDChUCTJj6oUMEQ3t7eOHXq\nFKKionD06FFOrkRQvXp1DB8+HFOnTsWZM2egp6eHmTNnonbt2jh06JDako8TJ05g27ZtOHPmDAwM\nDAAAs2fPhqmpKfbv3w8TE5Nil5Wbm4ucnBxkZmaioKAAqampUCgUSEtLQ15eHiZNmoTc3Fw8evQI\nu3fvVtUlfbTCwkIcPHgQAGBmZgZzc3MYGRmhXLlykEgksLa2hqGh4QdtaLthwwbExMTg2rVrqgqb\nicDBwQFb33RzFIGJiQl+/fVXzJkzBx07dsTq1asxZMiQYj8/IwPYvVu4dx8/Ltyje/Z8cb44X5zF\nlpCQgOTkZGWio86k58qVKxg8eLBa6ioRTfdRFpe6B/NdvZpFRkYF9PSpeGWWNcJaoMdo6tSp1KxZ\nM6pRo4ZyOi4TR1JSEllaWtLevXuVx6ZMmUJNmjRRy4rEbxp4ffnyZTI0NKQIFQwu3r9/P5mamtK9\ne/dEL7uk5HI5eXp6kpOTEzk4OJCNjQ0ZGxsTgDf+Z2JiQjY2NuTo6Eg1a9YkV1dXatGiBUmlUurU\nqRP17t2bBg4cSJUqVaK1a9dq+vJYKbFjxw4yNTWlsWPHvvM9XlBQQKGhj6h/fyIzMyJHR2GVm9Jy\nCz506BDZ2toqf69duzZtVcM+ouocTF9SZaoFy90dWLsWUMcX+4YNzVCpEhARAfTtq/r6SiMTE6BD\nBy906OCFmTNnwtbWFsnJyZoOS6tUrFgR48aNQ2BgILp06QKJRIKpU6di/fr12LFjB/r376/S+ufP\nn4/s7GzMnDkTgNCC89VXX8Hf318l3ePdunWDi4sLFi5ciJUrV4pefkmsWLEC//zzD+Lj41GhQoVX\nzmVkZEAulyMlJQUKhQLp6enF6jLNzc3F+vXruWuQKfXt2xfVq1eHn58f/v33X2zfvh3lypVTno+J\nicHWrVuxfft2ODr2QOPGv+CPPwAvL0BfX3Nx/9fLXYJyuRzW1tZq6SK8desWsrKy0LhxY5XXVWKa\nzvCKS8xZcMU1eDDR55+LW2ZZJpPJSvUG2mVVamoqlS9fnjZv3qw89v3331ONGjVUtqUHEdH169fJ\nxMSE/vjjD+Wx5cuXU/ny5empCptuIyMjydDQ8MPXTlOh+/fvk6WlJW3btk3ToTAd8eDBA3JxcaGm\nTZvS6dOnadmyZeTi4kIGBgYklUopODj4lf1cS5MzZ86Ql5cXde/eXe1179q1i6pWrar2ej9GKcqH\ni6doMF+RwYOB1auBH34Qvy6ZDPjrL/HLLatkMhlCQ0M1HYbWsbKyQkBAAGbNmoW8vDwAwLhx45CT\nk4MNGzaopE76/4HXfn5+ytaVR48eYebMmVi2bNlrLThiatOmDTp06IDZs2errI4PNWbMGLRq1Url\nLYaMFXFwcMCJEydgY2OD3r17Y+vWrRg8eDASExMRFhaGQYMGfdBYv7dZuBDYvr3k8d69exffffcd\n6tevD09PTygUChw5cgTTp08HEZW8gmJS52D6kipzCZY6B/N9+ikwaxYgl6unvtJOJpPh/Pnz3E2o\nAmPGjEFhYSHWrFkDADA3N8f06dMxb948ZGdni17fhg0bcOHCBSxevFh5bOTIkXBxcVEuG6FK8+fP\nx+nTMYiLy1F5Xe+zZ88ehIaG4pdfftF0KEzHWFpawsfHBzVr1sT58+cxbtw4VK5cWdQ6KlQAhg4F\nAgOFSUwfIi0tDVu2bIFMJkPNmjWxfft2DB06FA8ePEBkZCSOHj2KdevWoXfv3iq5T71JWZlBCKDs\ndBEyzSssLCQ7OzvatWuXpkPRSmvWrKGKFStSeno6ERHl5+dTrVq1KCgoSNR6nj59ShUqVKA1a9Yo\njx08eJCMjY3pn3/+EbWud+nTR0Fdu6qtujdKS0sjBwcH0f/GjBVXv379aNy4cSqt4/hxovLliQYO\nzHzvRu5yuZzCwsLI39+fzM3NycHBgQICAt56b7h16xY1bNiQnJ2dRZ288vK2RC/vOVinTh21DKYX\nAydY7IMMGDCARowYoekwtJJcLqf69eu/cjPZsmULWVtb0/Pnz0Wrp3///tSyZUvlDKb09HRycHCg\n+fPni1ZHcdy4QWRoSBQdrdZqXzFq1Chq0qQJb/bONKZx48a0fv16ldfz779Efn7jqUWLFvTwDZtl\nx8XFUUBAAFWqVImsrKzI39+fwsLCirVaenp6OnXp0oXs7e3p7NmzHx2jXC6nI0eO0MCBA8nc3Jyq\nVq1KkydPpqtXrxIRUVZWFunr69OlS5c+ug514gSLfZDNmzeTk5OTpsPQWtu3bydLS0vlFjUKhYKc\nnZ1p6tSpopT/119/kZGR0SvLbYwdO5YaNWqkkSTjyy+J2rRRe7VERHT27FmSSCQUrckMj+m0vLw8\nMjIyojNnzqilvvT0dOrcuTPZ29vT+fPn6f79+xQUFET16tV7ZXB9VlbWB5ctl8spICCATExM6Lff\nfvug5xYld1WqVHnrtkSFhYW0fv16kkgkZWYbuzKZYKWnE/XoQfT4serr0vRmmqVNYmIi6enplaoZ\nYNqksLCQXF1dadKkScpjRWtHJSQklKjs7OxsqlWrFk2fPl157Ny5c2RoaEgnT54sUdkfKzFRWOPn\nzz/VW29BQQG5uLjQyJEj1VsxYy+5fPky6evrq3V/yt9++426detG1apVIz09PWrZsiWtWLFCtJnD\na9euJSMjI5o1a9Y7W78SExNp2bJl5OrqSvr6+uTh4UFr1qx5bebkzZs3adasWVS7dm0yMjKidevW\niRKnOpTJBIuIqFo1InXMqNb0ZpqlUaNGjWjVqlWaDkNrHT58mExMTOj+/fvKY61bty5xMhAYGEi1\na9emnJwcIhKSDFdXV/rqq69KVG5JTZpE1LSpOBu1F9eCBQvIzs5OJRvwMlZcW7dupdq1a6u1zrZt\n29KCBQvozp07tGLFCmrVqpXodYSFhZG1tTX17dv3tTFf4eHh5O3tTfr6+tSsWTNavHjxa12WKSkp\nFBwcTFKplPT09MjNzY2WLVtGSUlJoseqSmVuFmERqRQIC1NPXTIZcOoU8PJWa8HBwFdfAf+/DZNO\nkclkCFPXH18H+fr6olWrVpg3b57y2Pz58xETEwP5R05pjYuLw5IlS7Bq1Srl1jfLli3Dw4cPMX/+\nfFHi/liBgcDz50B8vHrqu3fvHubOnYuVK1fC2tpaPZUy9gaamBF39epVNG3aFE5OTnj27BmsVLAb\ntFQqxblz53Dp0iV4e3vjyZMnynM5OTlwc3PD5cuXcfHiRUycOBFVqlRBXl4e/vjjDwwaNAj29vaY\nMWMG3NzccP36deUMy4oVK4oeq0ppOsP7WNu3E9nbExVj/F2JFC1weuEC0dCh3IJFJGyRYG1t/Ur/\nOBPXmTNnSCKRUHx8vPJYcQabvs3jx49p9erVyt/v3btHFhYWtHPnzhLFKRZ1Dv/q0qUL+fr6qq9C\nxt7C19eXZs2apbb6Hjx4QACUww169OjxyjZZYnv+/Dm1b9+eHBwcKCYm5o2POX/+PI0dO5YqVqxI\n1tbWHzS4vrQr0y1YlSpFIj7+oVrq08RmmqWVl5cXcnJycO7cOU2HorU++eQTdOzY8ZXFOPX09D66\nvMqVK2PEiBHK30ePHg1PT0/06dOnJGGKxtBQPfVs374dR48exc8//6yeChl7B3W3YMXGxsLGxgZV\nq1ZVS/22trYIDQ1Ft27d0LZtW/zxxx8AgPv372PBggWoW7cuPDw8cPv2bSxatAgPHz7Eli1bIJVK\nS3S/KzU0neGVhKurKy1dulT0cu/dI1qwQPRitYqXlxfNmTNH02FotStXrpBEIqEDBw7Q3bt3KTk5\nWZTBsDt37iQzMzO6deuWCFGWHampqWRvb09LlizRdCiMUXJyMgGg69evq63OBQsWULt27YhImPRi\nYGCgtiUPfvzxRzI0NKSmTZuSnp4eeXh40KpVq0Rdgqa0KVObPf+Xj48PwsLCMH78eNHKvH8faN8e\naNpUWMFdUqb/Qqrj4+ODkJAQuLq6ol27drC0tNR0SFqnSZMmWLhwIbp37/7aVhRmZmYwNjaGpaUl\nJBIJbGxsIJFIYGlpCWNjY5iZmcHc3BxGRkawsrKCgYEBrK2tQURYunQp5syZg5o1a2royt5s3z4g\nIACIiwMSE4GVKwFPTyA1FRgyBEhIAIKChOMfY/LkyahYsSLGjBkjYtSMfZzY2FiYmpqiVq1aaqvz\nf0+fon379gCAf+PjYWhggPr166ul7kmTJqFNmzb4559/4Onpqdbr1pQynT7IZDL89NNPyMvLg7Gx\ncYnLS0gAOnQA6tUDduzg5Opdxo8fj6SkJAwePBjp6elo2bIlvL29IZVK4e7uDkN19flouQkTJmDY\nsGFQKBRITU1FQUEBMjMzkZOTg9zcXGRmZqKgoACpqalQKBRIS0tDfn4+srKykJ2djby8PCQkJEAu\nlyMlJQVyuRwBAQEYO3aspi/tjdzdgbVrgc6dxS339OnT2Lx5M06dOgUJv7FZKXDlyhU0atQIBgYG\naquzWmgoqo0aBQBocvkysho0gL4In53F1bJlS7Rs2VJt9Wlamb7TeHh4gIgQFBSEUaNGlWiD2gcP\nFGjf3gCNGgG//w4YGYkYqBYyNTXF0qVLsXjxYly8eBEnT55EdHQ0li5dCoVCgdatW0MqlUIqlcLF\nxQX6+mV2uJ/GFc3ysbW11XAkqieTAUeOAO3avTgWHAycPg1kZQFFE542bQKuXxfep+bmgKkpYGIC\nVKx4AXL57Vda9PT19TFs2DCMHj0abm5umrkwxv5D7TMI5XLhTVNU55Ur0G/QQH3166AynWCtXLkS\nhoaGWL16NebOnYtmzZopW1E8PT1hZmZWrHISExPRqZMfvL33YsUKB06uPoC+vj7c3Nzg5uaGcePG\nQS6X4/LlywgPD0d4eDhmzJgBa2treHl5QSqVwsfHB05OTpoOm5ViEycCS5YARfnk4MGvdhECQF4e\ncPu28JmRkQHk5gI5OYCdXSji49cjLS0NcrkcaWlpAIAaNWogMDBQMxfE2BvExsaid+/e6qvwn3+A\n/HygUSPh9ytXAG9v9dWvg8pss8KyZcvw7bffYtu2bXj06BFu3ryJESNG4O7du+jbty+srKzQvHlz\nBAYGIjw8HAVvmQL4+PFjyGQyODhUwPLlFTi5KiGJRAI3NzcEBAQgLCwMT548werVq1GxYkUsXrwY\nNWrUQKNGjXD37l1Nh8pKqeLM2P3qKyAkBNizR1gPLyoKOH8eOHhwKm7duoVnz54hNTUVRISsrCwY\nGhpi3bp16rkAxt6DiHD16lW1jX8CAMTGAjVqAOXKCb/HxQmDjZnK6NF/R8+WAcuXL0dAQAB+//13\ndO3aFSkpKTA1NVUuoKhQKHDp0iVlK0pUVBQMDQ3h7u6u7LZydXVFUlIS2rdvj2rVqmHfvn3K5zPV\nuX//PiZOnIj8/HwcOHBA0+EwHbF9+3Z8/fXXuHXrFsqXL6/pcJiOu3PnDmrWrIk2bdrAzc0NixYt\nUv1YrGnTgGvXhNkkjx8DVaoAd+8C1aurtl4dVuYSrDVr1mDcuHHK5AoApk6diuXLl8PDw0PZRejq\n6qoc95OVlYXIyEiEh4cjIiICV65cQdWqVWFubo6aNWti7969ogySZ8UTFhaGnj174vnz5zwYnqkF\nEcHNzQ0ymQwLFizQdDhMR6WmpuLAgQNYu3YtKleujBkzZqBbt25o2LAhdu7cqZJV1ZWuXRMGMrZo\nAZw7B/TqJSRY2rDeVCmlmgSroACYMAEwMABSUoBhwwAvrxIXu3btWowdOxYhISHo1q2b8vh/W6wi\nIyNhZGT0SovVy4Nbk5KS8Oeff+LLL7/EyZMn8cknn5Q4NlZ8ubm5sLW1xZEjR9C2bVtNh8N0xOHD\nh9GzZ0/cvHkTDg4Omg6H6Yi8vDwcPnwYW7ZsweHDh1GtWjW4ublh3rx5qFOnDh4+fIju3bsjNzcX\nBw4cQI0aNTQdMhOJahKstWuFaT3+/oBCAXz6KRAeXqIi161bhzFjxryWXL1JRkYGTpw4gYiICISH\nhyMuLg7VqlWDVCqFt7c3OnfuDCsrK7i7u6Nnz56YPHlyiWJjH87HxwctW7Z8Zb89xlStffv2qFev\nHlavXq3pUJgWIyIkJCTgjz/+wIwZMwAAffv2xcCBA+Hi4oLmzZvDzMwM+/fvh729PbKysuDv74/o\n6GhEHziA2jq0lIE2U80g97g4oRkSEFqxKlcWWrLOnwfs7YE+fYQkLDGxWMUVJVc7d+58b3IFAJaW\nlujSpQuWLl2K2NhYPHr0CPPnzwcRITAwELdv3wbwYqFSpn68YTTThHnz5mHDhg34559/NB0KK6MU\nCgUiIyNBRK8tAJycnIzjx49jxYoVCA4Ohrm5OTZs2IBHjx7hl19+QevWrWFqaorTp0/Dzs4OLVq0\nwPnz52Fubo5du3Zh2bhxqC2TAVu3iht0QQEwejQwbhwwaBBw/Li45bM3Uk0L1urVgKUlMGAAUFgI\n+PgILVipqcCBA0BEhPDfw4eAszPW9OyJ6s2bo02bNjA3N3+lqPXr12P06NHYsWMH/Pz8RA0zKioK\nPj4+SE5Ohqmpqahls3e7fPky3NzckJSUpBPrO7HSo0uXLrC0tMT27ds1HQorg+Li4hAdHY1q1aqh\nXbt2MDIywsWLF3HlyhUkJCTA0dERTZs2RaNGjd75uaJQKDBx4kRs2LABW7duxWeffSac2LEDGDoU\nGD4cWLoUEGMNQRX0KrFiUMkGPPn5RCNHEo0ZQ+TvTxQRIRzPyHj1cdeuEa1YQf369CErKysyMjKi\ndu3a0bx58yg2NpbWr19PxsbGtHfvXhWFmU9S6UYKC8tWSfns7QoLC6lKlSq0a9cuTYfCdEzRHo8X\nLlzQdCisDEpNTaUTJ07QiRMniIiooKCA1q5dS8ePH6fk5OQPLm/lypVUt2JFyl68+MXB6GiiSpWI\nevYkysoqedBjxhDFx7/4vX9/oo+IlX0Y9c0izM0FKlQQpoR6egJSKdCxo9DSBSGbP3funHKmX6VK\nlbB//35s3779RWavAt26AfXrAwsXqqwK9hYDBw6EhYUFj4dhajdgwACkpKTg8OHDmg6FlVFEBD2R\nZuBlRUTAvGdPwM8PWLMGMDYWVtLt2lVYcTcysmSz/d7Wq8RUSr3LNMTFCV2D4eHAiRNAQQE2+fvj\nkZOTcqafgYEBHjx4gMaNG2PTpk3o0aOHSkNasQLYsAG4dEml1bA3CA4OxuzZs3Hnzh1Nh8J0zJ07\nd1C/fn0cOXJEufktYxp18+aLhGrfPqBSJSAtDYiJAUr6Gi0oAMaPF8ZEF+2e3qFDyWNm76S5dbDk\ncuDMGWw6dQqbDhzA6dOnYW5ujvbt28PBwQHbtm3D06dPVb6H3fXrQIMGwnj7KlVUWhX7j8ePH8Pe\n3h43btxA7dq1NR0O0zEjR47EhQsXcPr0adFaIhgrkeRkoGdP4N494I8/Xmxrw8okzW2VI5EAHh4Y\nOmkSIiMjkZycjG3btinXAMnIyMDFixdVHka9eoCvr7CwLVMvOzs7NGzYkGcTMo2YMWMG4uLicOjQ\nIU2HwpjA1hb46y9h3chly4RjPAOwzCq1K7l7enqiS5cuvEGrlps4cSLu3r2LPXv2aDoUpoOmTp2K\nQ4cO4dKlSypvLWfsgxQUAIaGPAOwDCu1dxReJ0k3yGQyREREYM+ePYiMjER+fr6mQ2I6JCAgAImJ\nibxkAyt9irYRe9u6kqzUK7UJVseOI5CYeBhZWZqOhKlSu3btkJeXh40bN6Jjx46wtbWFr68vFi9e\njPjLl4HS2cDKtIS1tTUmTZqE6dOnIysrC7dv38bDhw+RkpLCyT4rHRo2BC5cEH4uLASePAFsbDQb\nEyuWUttFqFAAFSsC27YJY6RUad8+ICBA+KKQmAisXCmsJFE02SIhAQgKEo4zcd27dw9dunTB+vXr\n4ebmhsuXLyv3lBwml6NfXJwwg0YqBWQygPfpYiLLyclBnTp1MGTIEHz//fevnbeysoJEIoGVlRVu\nWlpCXyIRumxMTISp7xIJYG0t/H/SJKBmTfVfBNNePAOwzJJoOoC3MTAA2rUDwsJUn2ABgLu70NXd\nubPq62KCBw8eoEOHDqhSpQqioqJgZmYGV1dXuLm5ISAgQJiifOyYMN5g6VJgxAigdm3gyhXhA44x\nEZiammLatGn47rvvkJCQAIlEgqysLGRnZyMvLw/p6emQy+VITU2FnlwOZGQI6/rl5ABZWUB+vvBa\nlcuFD0MVbXbPdJShIfDzz5qOgn2EUptgAUKDxapV6qvryBEhqSsSHAycPi3cQ62s1BOHrnjw4AHa\nt2+PBg0aoE+fPlixYgUCAwNRoUIFeHt7w0cqxWBvb2HhvaItkhISgLNnheSKP8SYiL788kskJSXB\n0tIS5cqVK1lha9cCLVu+OiiZX5uM6ZxS20UIAHfuAD/+CPz0k9D6rir79gGZmUJX98qVwkxZ7iJU\nHXrwAO27doW1kxNCQkJgZGQEQNgo9dixY4iIiIDxzZtYGh4O1KkjdA96ewtdhUX7FvLMGiaytLQ0\nPHv2DBKJBOXKlYORkdFre6MWy9ixwMiRwhYRgLB69sqVPG6GMR1TqluwatQAfvlFffW5ugoNI0yF\nHjyAXvv22N2+PSx//lmZXAGAra0tevbsiZ49ewoH7t8XkqaICGDUKODZM2ENGE9PYcDcyJHC416e\nWcMfYuwjRUREvHjtvcTU1BQmJiZwd3LC4bS0F+OtypUDjIwAc3PAzEzY3mTBgheDkuvX50HJjOmw\nUt2CpWqxsUCTJpqOQockJAitUHXqAHv3Ch9IxUUkJFW1awstV7y3FlOBtLQ0KBQKpKamoqCgAJmZ\nmcjNzUVOTg70c3LQITf3xXirtDThG1lmpjAeKzcXWLxYeF3zoGTGdJ7OJlhbtwJffCF80WzcWNPR\n6IDHj4UPmerVheTKxKRk5fHMGsYYY6VYqe4iBN68hMKiRcK5pUuFRhFvb2FwenGHS4SECMnVhg2c\nXKnNnTuAszOwefOHtVy9Dc+sYYwxVoqV2oVGX1a0hMJ/OTgIn9sDBghjn318sjB37lz8/fffkMvl\nbywrJEQYF71+PTBwoIoDZy+0agVs3y5OcsUYY4yVcmUiwZLJgFOnhKEOgDDWOTsb6N0b2LNH+D0y\nEujcOQnHjx9Hhw4dYGtri65duyI6OlpZzvbtO7FwYSo2bBCSLFZC+/YJLVKA0JQ4ejRvTMoYY4yh\nDHQRFpk4EViyRGipWrhQWLrB3f3FDP4WLYCWLWtg3LijyMnJwcmTJxEeHg7D/9/PaceOHRgyZDDW\nr9+IgQMHaPhqtNimTbwGEGOMMZ1XZhKsl5dQmD8f6N5dmL0fFgbMmyeMme7VawJcXGrB29sbMpkM\nMpkMALBr1y4MGjQIK1euhL8/J1ei+u9qrLx8AmOMMaYdswizsoDISMLRowEIDw/D5cuXYW9vD29v\nb1SuXBnLly/H6tWrMXToUE2Hql327Xt9NdbGjXn5BMYYYzqvzLRgvYu5OeDrqwdf34UAgKdPn+Lo\n0aMIDw/Hn3/+iS+//JKTK3X5/HNh+YQzZ4Tka9o0TUfEGGOMqZ1WtGC9y+jRo/Hs2TPs2LFD06Ew\nxhhjTEeUiVmEJSGTyRAeHo7CwkJNh8IYY4wxHaH1CVaHDh2Qnp6OixcvajoUxhhjjOkIrU+wLC0t\n8cknn+DYsVOaDoUxxhhjOkLrEywA6NIlFIcPj9Z0GIwxxhjTETqRYLVta4bo6BcrwTPGGGOMqZJO\nJFgtWwpLOURFaToSxhhjjOkCnUiwDAyE3VrCwjQdCWOMMcZ0gU4kWADw2WeAnp6mo2CMMcaYLtD6\nhUYZY4wxxtRNZ1qwGGOMMcbURWcSrH37gHr1gIIC4O5dYNIk4djmzcL5hARgNK/kwBhjjDER6EyC\nBQDu7sDatZqOgjHGGGPaTqLpANRJJgOOHAHatXtxLDgYOH0ayMoCrKw0FxtjjDHGtIdOtWABwMSJ\nwJIlL34fPBhYvRr44QfNxcQYY4wx7aJzCZarqzAOizHGGGNMVXiZBsYYY4wxkenUGKziCA8HLlwA\nbt4Eli8XtthhjDHGGPsQOtdF+D5SKRAQAFSsKAx8Z4wxxhj7UJxgvcHGjcIG0ZUqaToSxhhjjJVF\nnGD9x/r1wP79wmKkjx9rOhrGGGOMlUU8yJ0xxhhjTGTcgsUYY4wxJjJOsBhjjDHGRMYJFmOMMcaY\nyDjBYowxxhgTGSdYjDHGGGMi4wSLMcYYY0xknGAxxhhjjImMEyzGGGOMMZFxgsUYY4wxJjJOsBhj\njDHGRMYJFmOMMcaYyDjBYowxxhgTGSdYjDHGGGMi4wSLMcYYY0xknGAxxhhjjImME6wyyt3dHevX\nr9d0GEzLPH78GHp6enj27NlHnS9p+S9LT09Hp06dUL58ebRu3fqj6mNMU/j1yzjBYoyVSps2bUJ2\ndjaSkpLw999/azocUTVv3hybN2/WdBhMhfj1yzjBYoyVSnfu3EH9+vVhYGDw1sfk5+erMSLGio9f\nv4wTLDVo1qwZvv/+e3h5ecHU1BTOzs64du0agoOD4eTkBCsrK4waNQpEpHxOUlIS+vfvDzs7O1Sp\nUgVDhgxBcnKyBq+ClUU//fQTGjRoAEtLSzg6OmLy5MkoKChQnn/06BG6dOkCGxsb1K1bF3/++ecr\nz3/f+czMTIwbNw5OTk4oX748unTpgnv37hX7+W8zfPhwbN68Gdu3b0ft2rWxdOlSAMJ7KSAgAF5e\nXmjQoAH279//3mtMTExEp06dYG1tjXr16mHjxo2vdFN+zPvzfdfdrFkzTJs2DTKZDI0bN0aTJk0Q\nFRUFABg/fjzi4uIQEBCA2rVro3fv3sX6m7Cyg1+/DABATOWcnZ2pZs2aFBMTQ9nZ2eTv70+1atWi\noUOHUkpKCt24cYPKly9P+/btUz6nXbt25OfnRykpKfTs2TP69NNPqVOnTsrzLVu2pHXr1mniclgZ\nsnPnTvr333+psLCQ4uPjqXbt2rRs2TLl+TZt2lD//v0pKyuLnjx5Qm3atCEA9PTp02Kd79GjB3Xu\n3JkeP35MeXl5FBgYSC4uLqRQKIr1/HcZNWoUjRgx4pVjzs7OVKtWLXr48GGxr7F169Y0dOhQys7O\npqdPn1L79u1fieFj3p/vu25nZ2dq0KABJSUlERHR5s2bqVq1asrnu7m50aZNm97/D8jKLH79Mk6w\n1MDZ2ZkWLFig/D08PJwAUEpKivLY//73P5o+fToREd26dYsA0L1795Tn4+LiCIDyjckJFvsYS5Ys\noa5duxIR0b///ksA6PHjx8rzYWFhypv3+84/ePCAAND9+/eV5+VyOVlYWNDly5ff+/z3edsH1A8/\n/FDsa7x58yYBoOfPnyvPHz9+/LUPqA95f77vuovKXLp0qfJ8cnLyK38L/oDSfvz6ZRK1NZXpOHt7\ne+XP5ubmMDc3h7W19SvHMjIyAAAPHjyARCJBtWrVlOdr1aqlPFelShX1BM3KvEOHDmHRokW4ffs2\nACArKwt16tQBACQkJMDCwgKVK1dWPr527drKn993/s6dO9DT04NMJnulTjMzMzx69AgmJibvfP7H\nqlq1arGvMTExERYWFrC1tVU+vnr16q+V+SHvz/ddd9OmTQEAFSpUUJ4zNTUFAGRkZLzy92C6h1+/\nuoMTrFLI0dERcrkcCQkJcHBwAADlm8/R0VGTobEy5OnTp/Dz88O+ffvg6+sLfX19LFu2DDt27AAA\nODg4ICsrC5mZmbCwsAAgLKNQ5H3ni270UVFRqFix4mv137p1653P/1h6enrFvsaqVasiMzMTycnJ\nyg+pl8eafIz3XXdx6Ovz8Fddxa9f3cF/pVKoZs2aaNu2LSZOnIi0tDQkJydj0qRJ8PX15dYrVmyZ\nmZkoLCxEs2bNoK+vj+fPn7+ydlqtWrXQunVrBAUFAQAUCgUWLVpU7PPVqlVD9+7d8cUXX+DBgwcA\ngJSUFISEhEAul7/3+eq4xtq1a6NVq1aYNGkScnJy8OzZM8yZM6dEdb7vuoujSpUquH79eoniYGUf\nv361GydYpdTOnTthYGCAunXromHDhqhQoQK2bNmi6bBYGVKjRg0EBQWhffv28PDwwMCBA+Hj4/PK\nY3bu3ImYmBi4uLigTZs2cHd3/6DzW7ZsQd26deHl5QVLS0u4uLjg0KFDym/p73u+uq7x0aNHqFKl\nCjw8PNC3b18AgLGx8UfX+77rfp8pU6Zg3759sLGxea2rhukOfv1qNz2il+ZuMsaYljt69Ch69erF\ny56wMolfv2UHt2AxxrTahQsXcOPGDQDCoOFvv/0W/fr103BUjBUPv37LLh7kzhhTu4SEBHh6er7x\nXK9evUQdq/X48WP06tULKSkpsLS0RNeuXZXjwhgr7fj1W3ZxFyFjjDHGmMi4i5AxxhhjTGScYDHG\nGGOMiYwTLMYYY4wxkf0fQZZJognRTvIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=600x200 at 0x2B3CEC22E828>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToImage([mol, added_fragment, fragment], legends=['mol', 'added_fragment', 'fragment'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n",
      "False\n"
     ]
    }
   ],
   "source": [
    "print(mol.HasSubstructMatch(added_fragment))\n",
    "print(mol.HasSubstructMatch(fragment))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 今度はTrueとなった。Hの付加は必要であり、かつ部分構造検索中にはHは無視されるようだ。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[*]C(=O)C(CCC(=O)O)NC(=O)c1ccc([*])cc1'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Chem.AddHs(fragment)\n",
    "Chem.MolToSmiles(fragment)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 小括：フラグメント化されるとアスタリスクで表示され、部分構造検索の際にも認識されている。部分構造検索を行うためにはHなどに置換する必要がある。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 3.フラグメントのアスタリスクをHに置換する方法を探す"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "##### 3.1combineMolsメソッドを使って水素の付加を試みる"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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sWYNDhw7Bzs4OEydOxKJFizBmzBiGq44qIkK5tJNOp3yKy8wERoxQllP46QQb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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=600x200 at 0x2B3D05415CF8>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mol1, mol2 = all_nodes[2], all_nodes[6]\n",
    "Draw.MolsToGridImage([mol1, mol2], legends=['mol1', 'mol2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*]C=O.[*]NC(CCC(=O)O)C([*])=O\n"
     ]
    },
    {
     "data": {
      "image/png": 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GW0JnGDAAn3+OzZsxeDD27cPYsXjtNbS2yi6LXANbQqeqrcWrr+LTTyEExo3D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\nEBJJxhASScYQEknGEBJJxhASSfb/1MDX+aGYTeAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x2b3d1058ce90>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_mol = Chem.CombineMols(mol1, mol2)\n",
    "print(Chem.MolToSmiles(combined_mol))\n",
    "combined_mol"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 期待していたのと違う。この方法では無理そうだ。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 3.2 直接原子を編集してみる"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 分子から原子を取り出す"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "copy_mol2 = copy.deepcopy(mol2)\n",
    "atoms = copy_mol2.GetAtoms()\n",
    "len(atoms)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### *がどう表示されるか試しに書き出してみる"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "*\n",
      "C\n",
      "O\n"
     ]
    }
   ],
   "source": [
    "for atom in atoms:\n",
    "    print(atom.GetSymbol())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### アスタリスクで保存されているようだ。*をHに書き換えてみる。SanitizeMolを忘れないようにする。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[H]C=O'"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mol2.GetAtomWithIdx(0).SetAtomicNum(1)\n",
    "Chem.SanitizeMol(mol2)\n",
    "Chem.MolToSmiles(mol2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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RRYTRdv1GDqE8S93R0TFr1ixxajsNNjMPERHq6MWWRjt37nz11VedmHzk6n69SohQk6ub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\n/wElHVBB1qLGDwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x2b3d046c7d98>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mol2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 正しく書き直すことができた！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "##### 3.3 3.2を参考に化合物中のアスタリスクをHに置換する関数をつくってみる。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 3.3.1 atomの変更がmolに自動で影響するかの検証"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/PwICYG2N2w8GoLaBV0LZGhrwP/+DVaugUuFf/0JkJLQbQmg0uHIFvXpJrY+M\njiE0DytX4rXX0NiImTOxbh06dgQ4wOWPgrej5iE8HNu3w84OCQnw80NhIQBs2QJPTyQkwNMTX38t\nu0QyFobQbEyciH370KsXDh9uel6vVuOxxwBg5MimSfHUFjGE5sTbG0eOYP58LF0KcIDLHwX3ojAz\nDz6Ijz9u+u9OnZqyV1XVlEZqi3glNGMc4PLHwN5RM8YBLn8MDCGRZLwdJZKMISSSjCEkkowhJJKM\nISSSjCEkkowhJJKMISSSjCEkkowhJJKMISSSjCEkkowhJJKMISSSjCEkkowhJJKMISSSjCEkkowh\nJJKMISSSjCEkkowhJJKMISSSjCEkkowhJJKMISSSjCEkkowhJJKMISSSjCEkkowhJJKMISSSjCEk\nkowhJJKMISSSjCEkkowhJJKMISSSjCEkkowhJJKMISSSjCEkkowhJJKMISSSjCEkkowhJJKMISSS\njCEkkowhJJKMISSSjCEkkowhJJKMISSSjCEkkowhJJKMISSSjCEkkowhJJKMISSSjCEkkowhJJKM\nISSSjCEkkowhJJKMISSSjCEkkowhJJKMISSSjCEkkowhJJKMISSSjCEkkowhJJKMISSSjCEkkowh\nJJKMISSSjCEkkowhJJKMISSSjCEkkowhJJKMISSSjCEkkowhJJKMISSSjCEkkowhJJKMISSSjCEk\nkowhJJKMISSSjCEkkuz/ARdfjputZd0RAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x2b3d1059e3a0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "copy_fragment = copy.deepcopy(fragment)\n",
    "copy_fragment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 *\n",
      "6 C\n",
      "8 O\n",
      "6 C\n",
      "6 C\n",
      "6 C\n",
      "6 C\n",
      "8 O\n",
      "8 O\n",
      "7 N\n",
      "6 C\n",
      "8 O\n",
      "6 C\n",
      "6 C\n",
      "6 C\n",
      "6 C\n",
      "0 *\n",
      "6 C\n",
      "6 C\n"
     ]
    },
    {
     "data": {
      "image/png": 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kpNFolCHfpUuXPvjgA2MkUHJycjp8+PDkyZNv3bo1ceLEmJgYI+0oPZ0WLaLcXBoyhDIy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\nYII=\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x2b3d1059e3a0>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "atoms = copy_fragment.GetAtoms()\n",
    "for atom in atoms:\n",
    "    print(atom.GetAtomicNum(), atom.GetSymbol())\n",
    "    if (atom.GetAtomicNum() == 0):\n",
    "        atom.SetAtomicNum(1)\n",
    "Chem.SanitizeMol(copy_fragment)\n",
    "copy_fragment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### アスタリスクは原子番号が0と登録されていた。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### ちゃんとatomを変更したのがmolに反映されていた。atom側の変更の方が楽そうなのでatom側で変更する。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 3.3.2 関数の作成"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def replace_asterisk_to_hydrogen(mol):\n",
    "    atoms = mol.GetAtoms()\n",
    "    for atom in atoms:\n",
    "        if atom.GetAtomicNum() == 0:\n",
    "            atom.SetAtomicNum(1)\n",
    "    Chem.SanitizeMol(mol)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 試しに使ってみる"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['[*]C(=O)C(CCC(=O)O)NC(=O)c1ccc([*])cc1', '[H]C(=O)C(CCC(=O)O)NC(=O)c1ccc([H])cc1']\n"
     ]
    },
    {
     "data": {
      "image/png": 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GAVQtWt54tezNZmNjY0v9bg4GgwGffPIJPDw88Pbbb2P27NlITEzEf//7X9jb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\nJlhEREREKmOCRURERKSy/wf9C49gP4K8ewAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=600x200 at 0x2B3D11865470>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "copy_fragment = copy.deepcopy(fragment)\n",
    "replace_asterisk_to_hydrogen(copy_fragment)\n",
    "print([Chem.MolToSmiles(mol) for mol in [fragment, copy_fragment]])\n",
    "Draw.MolsToGridImage([fragment, copy_fragment], legends=['before', 'after'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### アスタリスクをHに置換することができた。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### さらに別の例として複数のsmilesキーの化合物を一括で変更してみる"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[*]NC(CCC(=O)O)C(=O)O',\n",
       " '[*]O',\n",
       " '[*]NC(CCC(=O)O)C([*])=O',\n",
       " '[*]NC(CCC([*])=O)C([*])=O',\n",
       " '[*]NC(CCC([*])=O)C(=O)O',\n",
       " '[*]C(=O)c1ccc(N(C=O)CC2CNc3[nH]c(N)nc(=O)c3N2)cc1',\n",
       " '[*]C=O',\n",
       " '[*]C(=O)c1ccc(N([*])CC2CNc3[nH]c(N)nc(=O)c3N2)cc1',\n",
       " '[*]C(=O)c1ccc([*])cc1',\n",
       " '[*]CC1CNc2[nH]c(N)nc(=O)c2N1',\n",
       " '[*]N(CC1CNc2[nH]c(N)nc(=O)c2N1)c1ccc(C(=O)NC(CCC(=O)O)C(=O)O)cc1',\n",
       " '[*]C(=O)C(CCC(=O)O)NC(=O)c1ccc(N([*])CC2CNc3[nH]c(N)nc(=O)c3N2)cc1',\n",
       " '[*]C(=O)CCC(NC(=O)c1ccc(N([*])CC2CNc3[nH]c(N)nc(=O)c3N2)cc1)C([*])=O',\n",
       " '[*]C(=O)CCC(NC(=O)c1ccc([*])cc1)C([*])=O',\n",
       " '[*]C(=O)C(CCC(=O)O)NC(=O)c1ccc([*])cc1',\n",
       " '[*]C(=O)CCC(NC(=O)c1ccc(N([*])CC2CNc3[nH]c(N)nc(=O)c3N2)cc1)C(=O)O',\n",
       " '[*]C(=O)CCC(NC(=O)c1ccc([*])cc1)C(=O)O',\n",
       " '[*]c1ccc(C(=O)NC(CCC(=O)O)C(=O)O)cc1',\n",
       " '[*]C(=O)CCC(NC(=O)c1ccc(N(C=O)CC2CNc3[nH]c(N)nc(=O)c3N2)cc1)C(=O)O',\n",
       " '[*]C(=O)CCC(NC(=O)c1ccc(N(C=O)CC2CNc3[nH]c(N)nc(=O)c3N2)cc1)C([*])=O',\n",
       " '[*]C(=O)C(CCC(=O)O)NC(=O)c1ccc(N(C=O)CC2CNc3[nH]c(N)nc(=O)c3N2)cc1']"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "smiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[H]NC(CCC(=O)O)C(=O)O\n",
      "[H]O\n",
      "[H]NC(CCC(=O)O)C([H])=O\n",
      "[H]NC(CCC([H])=O)C([H])=O\n",
      "[H]NC(CCC([H])=O)C(=O)O\n",
      "[H]C(=O)c1ccc(N(C=O)CC2CNc3[nH]c(N)nc(=O)c3N2)cc1\n",
      "[H]C=O\n",
      "[H]C(=O)c1ccc(N([H])CC2CNc3[nH]c(N)nc(=O)c3N2)cc1\n",
      "[H]C(=O)c1ccc([H])cc1\n",
      "[H]CC1CNc2[nH]c(N)nc(=O)c2N1\n",
      "[H]N(CC1CNc2[nH]c(N)nc(=O)c2N1)c1ccc(C(=O)NC(CCC(=O)O)C(=O)O)cc1\n",
      "[H]C(=O)C(CCC(=O)O)NC(=O)c1ccc(N([H])CC2CNc3[nH]c(N)nc(=O)c3N2)cc1\n",
      "[H]C(=O)CCC(NC(=O)c1ccc(N([H])CC2CNc3[nH]c(N)nc(=O)c3N2)cc1)C([H])=O\n",
      "[H]C(=O)CCC(NC(=O)c1ccc([H])cc1)C([H])=O\n",
      "[H]C(=O)C(CCC(=O)O)NC(=O)c1ccc([H])cc1\n",
      "[H]C(=O)CCC(NC(=O)c1ccc(N([H])CC2CNc3[nH]c(N)nc(=O)c3N2)cc1)C(=O)O\n",
      "[H]C(=O)CCC(NC(=O)c1ccc([H])cc1)C(=O)O\n",
      "[H]c1ccc(C(=O)NC(CCC(=O)O)C(=O)O)cc1\n",
      "[H]C(=O)CCC(NC(=O)c1ccc(N(C=O)CC2CNc3[nH]c(N)nc(=O)c3N2)cc1)C(=O)O\n",
      "[H]C(=O)CCC(NC(=O)c1ccc(N(C=O)CC2CNc3[nH]c(N)nc(=O)c3N2)cc1)C([H])=O\n",
      "[H]C(=O)C(CCC(=O)O)NC(=O)c1ccc(N(C=O)CC2CNc3[nH]c(N)nc(=O)c3N2)cc1\n"
     ]
    },
    {
     "data": {
      "image/png": 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AEu56vz7//PMy5O73q41i/8H+I9+spf/QENsH20e+Wbh9WGUCEhYWJgBkzJgxeodiNoUt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\njw9w/jxw9ixQurTxs/h4p1yBE7kZxYfkOfHxwIIFx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EAuXgSCg4HRo4GJE1WFKy9K/Ts9\ndQqoVcs4Slhn+ObI2bPHcccdf6B27d2WtekYYJUoYVmTeZ/iwyXyQ3y4PQGx2+3YvHkzAKB+/fpu\n7o2I5DmFCwOzZwPPPANcvow9MTF4/fXXwUx8QB46dAijRo3CI+3aAY0aGQXY9+0DatYE3nwT2L0b\nWL3a2OxepAhw5ozLn4640bRpxu988GAgJMTYayTZcuTIb1i3rj2AlyxrUzMgLqb4cJr8EB9uT0B2\n7dqFixcvolKlSihWrJi7uyMiVkhJuVadKnXlKlfx8QE++QTnJkzAnWvXYsSIEXj00UeRmJh4w00v\nXLiAyZMno1OnTqhcuTKGDh2K75YsweF27YBnnzWWdW3bBrz2GnD77cA//xgJSKVKwLffuv65iLUc\nr08vL+P3HxdnXCKcOxeoW9eYCXOW1Adp5vHjuk9cXWNS0sINGWfO2AFoBsSprIyPq/LDwdX5IT7c\nnoBo+ZVIPrRsmTEz0a+fsW64e3egbNlrl2BcpMh//oPp33+PoKAgxMXFoVWrVjhw4ADsdjuWLl2K\ngQMHoly5cujbty8WLVoEX19fhISEIC4uDiXnzQPGjQNatAB27TJmQ2rUAJo2NUr+Hj9uPKfwcO3/\nyEvCwoBevYD33jP2DzVpYizH69rVOAQzLAzo2RM4fTpn7SQkpF3OkseP6z55NdZLWTgdcexYRxQs\nWAqlSy+1rM08z6L42LFjBwYMGIBff/01XxxcnR/iw+0JiCpg5V2HDh3CJ598gt27dyMhIcHd3RFP\nsn69UUHK19f4e1wccO+9wNtvu7zpTp06YdWqVahZsybWrl2LFi1aYPDgwWjbti0mTJiAixcvmn8+\nevQofvzxR4SGhuLChQu48vnnQJs2RuIxfDiwcydQoQLwv/8Zz2ntWiAw0OXPQSy2bx/g5wcsX24M\nsObONYrlf/opUKgQ8N13eCU0FAsXLsz6Y2/YAPTpA9Srl/bMmjx+wKZjgFXCwumIEydOICHhJEqW\nLGpZm/mCC+Nj3bp1ePTRR1GnTh188cUXeOedd/LFwdX5IT7cnoBoBiRvSUxMxMyZM9G1a1fcdttt\neO6559C+fXu0atUK+/fvd3f3xFNcjXs44v76v7tYjRo1sHz5crRv3x6HDx/GF198gQoVKuDNN9/E\nrl278Oeff+I///kPChYsiB9//BF9+vRBpUqVsD821pi9KVAACA0F5swxyvuOGmVZ38UNWrUCtmwB\nnnjCmJF46imjsEG3bsDatVgaFoZ3Fi9G586d8dxzz2Xugsvy5cY6+TvuMJZcHTkCXL6c55fw2e12\nzJw5EwevFmqw8gqvY1Bn5bKWfMEF8bFs2TJ07doVjRs3xjfffANvb2+EhYVh/PjxFjwh98lX8UE3\nq1GjBgFw/fr17u6KZFNycjLnz5/P3r17s1ChQgRAACxQoAC7dOnCSpUqEQArVKjA1atXu7u74gla\ntiQBcvFi4+8NGhh/X7XK0m5cvnyZffv2JQB27tyZJGm327l06VIOGjSIxYsXN1/P3t7eHPvkk+SU\nKeSFC5b2UzzIlClkUJDxei1dmhd/+IEpKSkcPXo0/f39CYC33347//zzz3TvvvfXX8m77jLuD5CF\nCpFDhpAHD1r7PCx25coVxsbGsk6dOgTAKlWqEAAXLlxoSft2u52+vr4EwMuXL1vSZr6Uw/hYsmQJ\nQ0JCzPfdQoUKMSIiggcOHLD4iVgrP8aHWxOQhIQEent709fXV28IudDGjRsZGRnJcuXKmW8WABgc\nHMzRo0fzxIkTJMlTp07x7rvvNpOSadOmubnn4lZ2O1mkiPEBdfw4eeUK6edHenm5bWBfu3ZtAmDv\n3r1ZrVq1NK/nRo0a8YMPPuDhw4fd0jfxQEeOkA88QPr7s0fNmgwNDeXp06e5YcMGNm7c2ExYIyMj\nefnyZaakpHDOnDls3rw5ywUG0h4UZMRARITxWHlYQkICx4wZw8qVK5sxVbVqVbZr145BQUHs378/\nr1y54vR2//77b77yyivm38+cOUMALFq0qNPbkuvkID4cr5EiRYowIiKCRxQfeTY+3JqArFq1igDY\noEEDd3ZDsuDQoUMcPXo0mzRpkmaQVqVKFUZGRnLHjh3p3i8pKYnPPPMMAdBmszEqKop2u93i3otH\n2L3bSD7KlTP+vn698fcaNdzWpVKlShEA/fz8zNm6iIgI/vPPP27rk3g4u51rJk1iwYIFCYCVK1fm\nr7/+ykuXLjEyMpLe3t4EwGeeeca8qgmAZcuW5YZPPyXPnXP3M3Cts2c55+OPWbp0afO516tXj1On\nTmVSUhJ//PFH2mw2AmCLFi24bds2pzTruILueGzHlfbt27cTAKtVq+aUduQWMhkfgwcPZt26dc3X\nSOnSpRkVFcUzZ864+xm4luLDvQnIF198QQB8/PHH3dkNuYWEhATGxcUxJCSEPj4+ZrAUK1aM4eHh\nXLJkyU2TiZ9//tnM4EePHk0vLy8CYK9evZiQkGDV0xBP8cMPRsJx773G36dONf7+yCNu6c7hw4cJ\ngMWLF+fYsWO5aNEipqSkuKUvkvvs2rWLbdq0MS+uhIeH88KFC5wxYwYLFy5svl/edttt/OSTT5iY\nmOjuLrvWiRNkVBRZrBhPBAebs4ixsbFMTk7munXrGBYWRm9vbxYuXJgVK1YkAAYEBDA6OjpbsWe3\n2/njjz+yVatWaa6gR0ZG8tixY7xw4QIjIiLMiwtnz551/vOWdCk+rqP4MLktATlx4gQHDx5MAHz3\n3Xfd1Q3JQEpKCpcsWcLw8HAGBgaaL1p/f3+GhIQwLi4uU8vmZs2aRS8vL7Zp04bHjx8nSc6dO5dF\nihQhALZs2ZJHjx512fO4ePEiR4wYQZKMiopyWTuSBSNGGAnH//5n/D0y0vj78OFu6c78+fMJgHfd\ndZdb2pfcLykpiSNGjDDXUNeuXZsPPfQQg4KCWLVqVcbExLhkGYVH2b/fWFJWsOC1/S333MPlv/5K\nkvzzzz953333mVde/f39OXDgQO7evZvh4eHmZ0zHjh25f//+TDXpWLrTtGlT8/4lS5ZkVFQUT506\nxbNnz3L06NEsW7YsAZhX42+77Tb+/vvvrvzfkFQUH1R8pMPSBCQxMZFz5sxhaGgofX192axZMwLg\nzz//bGU35BaSkpIYFxdnvmBtNhvbtWvHiRMnZnladM2aNeYm9OrVq3PLli0kyfXr15ubrCpWrMh/\n//3Xaf0/ffo0Y2Ji2Lp1a7Zq1YovvvgiP/30Uw4ZMsRpbUj2ff3CC1zcvj2Pzphh/OD++40342+/\ndUt/Ro0aRQB87rnn3NK+5B3r169no0aNzPdNb29vJiUlWdP45Mnkhx8a36108CD51FPGPi6AtNnI\nbt3Iv/4i7Xae+uUX8wo4AAYGBvLFF1/koUOH0jzMzz//bO4nLFq0KGNiYjJs8vLly4yNjWWtWrXM\nxy1TpgyjoqJ49uxZHjt2jFFRUQwKCjL/vXXr1vzkk0945513prkaf/HiRVf/D8lVig/FR2ouT0BS\nUlL466+/sl+/fmmm2/z8/Myr4JnN5sQaK1euJAAGBQVxxIgR3LNnT44e79ChQwy+OtVYrFgx/no1\n4z9x4gTbtm1rBt2cOXOy3UZiYiLj4uLYtWtX8yqLI1BffvllkpoB8RSO9fCOpLNBjRrsXacOT2Sw\nf8jV+vTpQwA3fUMXyazExER+8skn5oe+Zd55J+13qxw4cK2IREgIuXo1mZJCzplD3nknabPxwerV\nzSUfJ0+ezPChjh07xu7du5vv3z169DCLmaT21FNPmbepXr06J06cyMuXL3Pv3r2MiIhgQEBAmoFV\n6s+WpKQkDh8+3PycqFu3Llevdt4FMLk5xYfiw8FlCci+TZsYGRlprl9zfLVs2ZLjxo3j0aNHGRkZ\nyYIFC2oJloeZOHEiATAsLMxpj3nhwgUzcHx8fDhu3DiS5KVLl9i7d286qmJER0dn6XFXr17NiIgI\nlixZ0nyNeXt7s2PHjoyNjeWFCxe0BOuqixcv8uuvv+bSpUvdtrn60qVL9PHxoY+PDxMTE3nmzBna\nbDYWLFjQbfsuHFVZli9f7pb2Je/ZsGGDuanUMu4YYDmuKg8cSO7caVS0mzSJrFXr2jKT8uW597PP\neP78+Uw/bFxcHIsVK2YOUn/44Yc0/75q1So2aNCAsbGxTEpK4s6dOxkeHm4Omry8vBgSEsIVK1Zk\n2Ma6devYsGFDenl5sUmTPxgZaXRfXE/xofggnZ2AnDxJxsSQrVsz/o47zAFhpUqVGBkZmWYX/5Ur\nV/j000+b690GDhyY99cA5hKOzUjvvfeeUx/XbrczKirKfF2Eh4czKSmJdrud0dHR5ub0AQMG3PS1\nsHXrVkZFRd1QLrVu3bqMjo526Z6S3Cb1Xh7HDGTNmjXTJIFW+vfffwmAderUIWmsewXAO++80/K+\nkMbVngIFCtBms2ljqjjNb7/9Zt2+osuXyWPHyNhY8oMPrF1iknpQ98knZOXK1wZWVauSn31GXrqU\nrYfeu3evWb7dcUHs3HWVw9auXWtu2HUMrEJDQ7lp06ZMtZGQkMC33/6JXl5Gl5s1I7duzVZ3JQsU\nH4oP0hkJyMWLRhWbLl1Ib+9r/7nFi/P1F164oUKS4+yIMmXKmC9Ax8aXtm3bpjudJNZq3749AXDe\nvHkkyffee48TJkzIUoZ+M9OmTWOBAgUIGIe/xcfHkyRnzpxpvhbatGmT5rWQel+HI2l17B+JiIjg\nmjVrnNK3vGLDhg0cOnRoujOQ9913n/n3wYMHMzk52bJ+xcbGEjAqoJHkuHHjCID9+/e3rA+pbd68\nmYBxMJaIs8ycOZMA+IgVld3+/NP4zG3Txvh7q1Zk69bk1fdVl0o9wOrZ0+hHvXrGYM8Ja/vtdjtj\nYmLSbI797bffbigl6ufnx7CwMG7fvj1b7SxdSlarZnS/QAEyOtpYJSOuofhQfJA5SUB++43s04cs\nXPha0uHnR3bvbmwmTZXV7dmzhyNGjEizIcYx/TZ27Fj++++/5kAp9UZlcQ/HmQgHDx5kSkoKCxUq\nRJvN5tS63MuWLTPrX9evX9/cZ7JmzRrztVCtWjV++OGHDAkJuWFfR//+/fn777+rXGoqJ0+eNJO0\n1HGW3gxkRkmgq/3vf/8jAL711lskyYEDBxIAR48ebUn71/vmm28IgA8++KBb2pe8afz48QTAQYMG\nub6x774zPn+7dzdGBd7exkZXKzb3Tp587aryxo3k7NnGQaNOtnHjRvPsKcdMOQAWLlyYQ4cOdcqs\n99mzZL9+14YzOh3AdRQfzpVb4yP7Ccijj17rSXAwOXq0caqxw5kzvDxpEtu1a5fminXZsmU5ZMiQ\nG6oeHTx40NyoXLx4cXOjsljr0KFD5u+AJLdt20bAOETI2Xbt2mUeQFSyZEn+8ccfJMn9+/eblTIc\n545cv69DDI7N99cnaUFBQQwLC+PChQszPKMloyTQle69914CMNesOuqSuyveX331VQLgq6++6pb2\nJW968803rXtdTZhgfA4PGGAsg766AiGvuXLlCgcMGMBixYoxMDDQLCXqbHPnkuXLkz/+6PSHlqsU\nH86XG+Mj+wnIH38Yh6mkrlyTnEwuXEiGhZGFCpEAn6pXjwUKFGBoaCjnzJlz07X9GW1UdpXjx49z\n+vTpPHDggKXLUDzZ9WcizJo1iwD4wAMPuKS9+Ph4du7cmQAYEhJi/vzo0aO02Wz08fHhRx99ZJ4h\nIunv63BMs4aEhDA2NvampfM2b95sbkJPnQSWKFHCTAJdxVFGcPfu3bTb7WYlvGPHjrm03Yx069aN\nAPjNN9+4pX3Jm1544QUC4EcffeT6xt5+2xhUDRtmLNAGyJo1Xd+uG8yePZsA2LVrV5e2c/68sW/4\n4EHj2KKrdUyYz+uYOI3iwzVyW3z4IKumTAFOngRKlgSGDzd+tnIlMHUqMGOG8W8A4OUFdOiAqPBw\njL7vPhQuXPiWD12oUCF89913eOONN/DGG2/gueeew/r16/HJJ5/AxyfrXU3P5cuX8csvv2DKlCn4\n4YcfcOXKFVSuXBl16tTBN998g6JFizqlndxq/fr1AICGDRsCADZs2AAAaNCggUvaK1q0KH766SdE\nR0fjueeeM3++e/dukESDBg0wePBgl7Sd22zevBlxcXGIjY3F3r17zZ8HBwcjLCwMjz/+OEqVKnXT\nxzh16hRCQkJw7NgxTJ48GQ8//DBWrFiBxx9/HD/99BPuvfdeTJgwAX369HF6/y9duoQKFSogISEB\n8+fPBwCcO3cOZcuWRenSpZ3eXma4+vUt+dOJEycA4Jbx6BSnThnfS5YErraLkiVd364bnLw6vnD1\n/2tgIFC6NPDLL8bf4+OBzz4Dzp1zabP5huLDNXJbfHhlueWDB4EhQ4zvv/wC1K4NtGgBjBtnJB/1\n6wMjRwL79gGLFqFyz56ZSj4cbDYbhg8fjmnTpqFAgQKYMGECunbtirNnz2a5qw4k8eeff2LAgAEo\nU6YMunXrhpkzZ8Jut6NNmzY4d+4cFixYgDZt2qQZ2OVH1w/IrBig+fj44NVXX0VQUFCG/cjvDhw4\ngO7du+ONN97A3r17UblyZURGRmL79u1YvXo1XnjhhUy96RQtWhSdO3fGxYsX0aNHDwwfPhyBgYGY\nPXs2IiMjcfnyZfTt2xcvvPAC7Ha7U/p+5coV/PjjjwgPD8fmzZtx9uxZDBs2DM888wzq1KmD//zn\nP05pJ6vOnz+PvXv3wt/fHzVq1HBLHyRvcgwESlox0HFc9CtZ8tqfrRjYuYFj4GrF/6uXF2CzAcnJ\nQFAQMGgQUKSIy5vNFxQfrpHb4iPrCUhqxYsD27YBJUoA4eHAkiXAhg3A0KFAxYo5eujHHnsMv/76\nK0qXLo358+dnKznYunUrhg8fjho1auCuu+7CF198gbNnz6Ju3bqIjo7GwYMHsWTJEvzzzz+oW7cu\nNm7ciKZNm+KPP/7IUd9zs+sH/tfPiLirH/ld9+7dsXv3boSGhmLZsmXYu3cvoqOjszxw9vHxwfjx\n4zF69GjYbDa88cYbePzxx3HlyhVER0cjJiYGvr6+GDNmDHr27ImEhIRs9Zckli9fjmeeeQblypVD\nt27dMGXKFFy+fBmdO3dGREQESpYsiS1btuCHH37A/v37s9VOTmzcuBEkUbduXafNsMotTJkCfPSR\n8R0APv4YWLfOvX1yASsHWMkXLuBqY2kHW3nQqatXsy0ZuALo3BnYutW4wpuSYkGDig+nU3y4To7j\nI8uLv1Lv6ifJxYuNvR8uktFG5Yzcqlzr2rVr073fuXPnGBISQgD09/dnbGysK56OR7v+TISLFy/S\ny8uLvr6+vHz5sqV9adeuHQFwwYIFlrbriZKTkxkQEOD0syrmzp1r7sFo2bKlWSlj4cKFDAoKIgDe\ncccd3LdvX6Yfc9++fYyOjmaNGjXSVOKqW7cuo6KiuHfvXvO2O3bsYO3atQmA5cqV46pVq5z23DIj\nJiaGANinTx9L283XUpelXLrUOB3Yz8/4ex7ah1e5cmUCSPN6d5VmzZqxgI8P/1m5ktNGj2bEHXfw\nJ6tPe7ZIv379CICTJk2yrM3bbjO2DezebUFjig+nU3y4Vk7iw2UnoTvTrZKDS5cucc6cOQwNDb2h\nXKujElBmyrUmJyczMjLSvH9ERES+KvO6adMmAmDVqlVJkitXriQANmzY0PK+lChRggB4+PBhy9v2\nNK48q2L9+vWsUqWKmaQ7qtNt377dLJtdvnz5myYHZ86cYWxsLDt27Jgm6S9fvjwjIiJueur6qVOn\neM899xAACxQowK+//trpzzEjzz33HAFw1KhRlrWZ76UeYCUkkJGRNE+5at6cTFUq2llOnDjBxMRE\npz/uzTjq8ltRse/2228nAO7atYsvvvhinn5NP/DAAwTAHy0sURUYaLw8rzvjzTUUH06n+HCtnMRH\nrkhASCM5cJzQDYDPP/88//jjD0ZERJiDVTipXGtMTIyZyDzyyCM3rSiUE55WZWPGjBlpzkT4/PPP\nCYBPPPGEpf04ePCgWZVJrp1V0a1bN5LkokWL+Oqrr3LFihVOefwTJ06wbdu2BMDAwEDOmTOHpJEc\nOE5avT45cCT9YWFhDAgIMOMvICDArHiXlMk6647ygQBos9k4ZswWV5RKv4Fm2dzAMYPevr0xuLp0\nyaicWKmS8SkWEOC0U642bNjAsLAw+vv7895772WPHj0sOej2woULZixYwVEJ7+zZs+zbty8B8Msv\nv7Skbat1736WjRuf5sqVzi8vmp7ERONl6e9vSXOKDxdQfLhOTuMj1yQgDuPGjaOPj0+aK60A2KxZ\nM44ZM8Zp5VpzsgzlVuLjyc8/N6rCTZpkJB8vvkh++ik5ZIjTmsmyV155hQD42muvkbxWKi86OtrS\nfsydO5cAePfdd1varqdynFXxyiuvkCQHDx5MAHz33Xed1salS5fYu3dvM4l3/M6TkpL4zDPPmMnB\ngAEDOHDgQBYrVixN0t+lSxdOnTo1R8n6Bx98wPbtJxMwDo1NSHDWs0vr4MGDHDlypHkVbs2aNa5p\nSNK3datxGBhANmpEbthAnjlD9u5tni21PTycBw8ezNbDr1ixgt26dTM/I3x9fc0kuVy5cvzpp5+c\n+3yus3fvXpednXS9S5cumSW47XY777//fsuvgFrJcRpz6ur/rnTggNFehQrWtEdS8eFEig/Xyml8\n5LoEhCQXLFjA999/n7Vr1+arr77qspPTd+zYYS5Dyeka9XSOSOEjj5BffmnMeqSeAbHi6m96unbt\nSgCMi4sjSXNpzM8//2xpP0aOHGkugRPywQcfJADOmDGDJNmhQwcCcPoHhd1uZ3R0tHmS6oABA8xz\ne0aNGkUvL680s41169ZldHS0U5fJzZtHFi1qxEeLFqQTDnAlSSYkJJgHNjoOt3R8Va5cOcO9YeIi\nf/1l1OIHSF9f440vOZmcNYtX6tXj7UFBLFq0KGNiYjL9kEuWLDGX6jqW64aHh3P//v3cu3evOZsH\ngGFhYTzngjU1e/bsYe/evRkYGMjixYtz69atTm8jNcdscfny5Uka690BOG121NM43hvOnLGmvTVr\njPbuuMOa9kyKD6dQfLhWTuMjVyYgVrrZMpTMWLmSfP55slSpawfHe3mR99xD9ulDHj5MDhqUNgF5\n7DFj9tXqROS2224jADOhK1WqFAHwwIEDlvbDcSV+4sSJlrbrqRxrWDdv3kyS5unl+/fvd0l7M2bM\nYEBAAAsXLpzmA8KRkHbu3JkbNmxwSdukccHPsbGtYkXyJltIbio5mZw7dx6feOIJc7bDEcehoaH8\n+uuvzWVYgYGBnD17tnOfiNxcQgIZEUHabMYvu2VLcvt2Hj1yJM1AqWfPnjx58mS6D2G32zlnzhy2\naNHCvH3hwoUZERFxQ2Jst9sZExNjvhZuu+02/v777055Kps2bWJYWJiZ3DqW8BYsWJBjxoyh3UVv\n5mvXrmXqfXpVq1YlAO7cudMl7bnTlSvGS8XXhesU7AAASfZJREFU17rPxoULjZdmhw7WtJeG4iPH\nFB+uldP4UAKSCdcvQ4mKirppwOzZs4cjRoxgjx6bzKQDIOvVM5Zv3mw8v3TptdnXxx831thZ4dy5\nc7TZbCxQoACTkpIYHx/P0qVLMygoyGVvDhm544478vRViqw4f/48bTYb/f39mZSUxKNHj9JRYMGV\nv5eVK1dy3rx5aX7WqFEjAuBff/3lsnYdTpwg27Uz4iAwkPzhh8zfd+NGI4EvV46sX//aB29wcDBH\njx6dZp3zpUuX2KdPnzSxLRabN48sX54EuK5TJ06YMIEkGRsba67fLlOmDH9I9SJISUnhnDlz2KRJ\nE/P3W6pUKUZFRfH06dM3bW7Tpk0MDg42f+cRERG8dOlStrq+Zs0ahoWF0dvb2xxYhYWFcdWqVQwP\nDzf71rFjR5dcMFi8eDEBsEqVKvz111/NwWN8fLzT23K3w4eN94OyZa1rc9asCyxXLplPPOHGClSK\nj2xTfLhWTuNDCUgWjB492gykXr16MSHVIvX4+PgbKgHVr/8flihBhoeTS5Zkvp3589MuQzlyxPnP\n5XrLli0jADZp0iTNz89YNZd3VVJSEv39/enl5cXz589b2rYnWr58OQGwcePGJMlffvmFANi2bVtL\n+3F9iWYrJCYaSThgJOVLl2Z82wMHjOS+Xr1rCT9A9ujxDUeMGME9e/bctK3Ro0ebS8+eeuopy8tO\n53unTvF8eDhLXh0gPPDAAzxy5Ah3795tzlLZbDa+8847jI2NZc2aNdMsoRs9enSW9h8lJSUxOjra\nvBJbr169m1Zru55jOYvjvd7f359hYWHccd3i6++//96csQwKCuL06c4reLB3715GRESYg6pSpUrR\nZrOxQ4cOefK9c/16I6br17euzTFjxhAAn332WesaTY/iI8sUH66X0/hQApJF8+bNM89OaNGiBSdP\nnszQ0FAWKFDADPiCBQvyiSee4Ny587Jdujv1MpQKFbK/DCVzbW3gvffea16JcKeNGzcSAKtVq+bW\nfniK68+q+OCDDwiAzzzzjKX9uL5Es1XsdiOx6NEj/cIvixYZyxkdlSoBY7nj888byx+zYtasWeaH\nVevWrZ1W0EIyLy4uztxnFBQUxClTptBut/OTTz5hQECAOVgBwFq1anHSpEnmPqXsWLlypbnPz8fH\nh1FRUUy+yZv2woUL2bJlS7MPgYGBjIiI4KFDhzK8z/Hjx/nQQw/R378Ia9RI5COPGDN82bVlyxb2\n7dvXHBx6eXmxe/fufP755+nn50cArFOnDv/+++/sN3IL8fHxXLZsGTdt2uSyNq73669GfLdvb1mT\njIqKIgCPmRlVfNya4sOyJnMcH0pAsmHt2rXmQTqODN/Ly4utW7dmTEyM0zZvXb8MxZlL1E+ePGke\n2Oh4syhZsiS9vLzcWiN72rRpBMCHHnrIbX3wJNefVeE4aOjTTz+1tB/Xl2i2mt2eftnqRx65VgYw\nJISMiyNzMnmROrarVatm7rtxtq1btzIqKor16tXjqFGjVAo4laNHj5oFMQAwNDSUv/zyCytWrGiu\n546Njb3pQCgrEhISGBkZac6ANW/enNtSnbfgWM7StGnTNO+VmVnOktr06btYpMi1ZRJXq11n2j//\nkD162Hn77dcGhGFhYWkGOevXrzeXsPr4+DAyMtKps3knTpxgVFQUixUrxqCgIAYEBLBLly43HWA6\ny5kzxuqArKwmyKlnn32WADh27FjrGr0FxUf6FB+5Lz6UgGTTmjVrzNmOkSNHZrsk3q1cumRsVgfI\ndu2eztGVmIsXL3Lq1Kns0qWLuZQMAIsVK8aBAwdyyJAhbl+G8tJLLxEAX3/9dcvb9kR33XUXAXD+\n/Pkkaa7NXXqz9UgucH2JZnd47bUby1Y//7xR0tqZS3oPHTrEO++8k44Nm86qNnb8+HGOGTPGrMTi\n+LLZbPTx8eG4ceOc0k5eYLfb+emnn7JQoULmexQAfvzxxy7b+7Rw4UJWqlSJgHFGwdtvv82vvvrK\nvALsWGsfHR2d7TOm9u0zZuwcs3WhoeStxmh//EF26XLtPu3bx/Lpp5/m7gyOHk5MTGRkZKT5Hn/n\nnXfmuFLk/v370yxnAcBGjRqxaNGi5vKWb7/9NkdtZMSd52X17NmTwLUKhJ5C8XGN4iP3xocSkGya\nN28eAbC9BfNddjs5ZswKc7YldXnUW0lJSeGSJUsYHh5ublgDjLrYISEhjI2NTbM29PplKMeOHXPJ\nc0pOTua8efNuWFfqqO4xc+ZMl7Sb26Q+ET45OZkBAQG02WyW7825vkSzO0RFpV+22hUSExP5+OOP\nEzDOOfn444+z9TiOAxtDQ0PNJQEAWKRIEYaFhfGHH37g66+/bsZ2eHh4jpZM5DU7duxg586dWb58\neQLg3r17XdremTNnzCp8josxAFi9enVOnDjRKRdlUlLIjz4yzpTDTSrI/Pwz2br1tYFV4cLk//1f\n5vcELlu2jNWrVydgVH6Ljo5mShYPsNu1axcjIiLMJcY2m40hISFmIYoj11VkCg0N5alTzj0ELb0L\nD1adl+Wo/Ldo0SJrGswixYfiIzfHhxKQbHLHWRWpk4M2bdrcdI36pk2bGBUVZZZwdXw5KgHd7L6p\nl6FUrVrVqesYN27cyMjISJYrV46AsZk/tSpVqhCAy+uD5waOGubFixcnaSzbAYyKHla7vkSzO0RF\npV+22lXsdjujoqKylRysXr2aERERac5N8fb2ZseOHRkbG3vDFcJvvvnGPAysU6dOlieYns7xvpfd\nK6tZNWvWLL799tvs1KkTp0+f7rTlLKlt3kw2a2ZcwU1P27bGwKpECeN1np1xy9mzZ9NUG2rdunWm\nSpCuW7cuTfUiLy8vhoSE8J9//mFKSkqaCoWO8q2BgYEEjDOznHl21M0uPLi6QGPDhg0JwOPPCVJ8\nKD5yY3woAckmd51VsWbNGnMa9Po16ocPH+bo0aPT7OsAjCoYkZGR3L59e6bbceYylAMHDnDkyJGs\nX79+mn7VqlUrzX6Ts2fP0mazMSAgwCVvaLnN9bNscXFxBMCuXbta2o/rSzTnN45zUQDw3nvvzTA5\n2LJlC6OiolitWrU0r3PHgY1Hb3Gq4l9//cUyZcoQAGvUqOHaJDw5mVy82HWP70QJCQnmVcq8JqO9\nTVFRxq/ngw9IZxTsmTdvnnmVvEiRIhkeYLd06dI01Yv8/PwYFhbGbdu28cqVK4yNjWWdOnXo7e19\nw0Bt9+7dbNu2rXklODw83CkD4owuPHz/vXk0htMlJiZy/PjxLFKkCH19fS0/CysrFB85b0fxkTXO\nig8lINnkzrMqDh06ZG74KlasGIcNG8bOnTun2ddRvHhxPv3001y2bFm214TmZBlKRidPFytWjOHh\n4VyyZInZL7vdzmXLljE0NJTe3t43lALOr66fZXvttdcIgC+//LKl/cioRHN+snz58jTJgWMT5qlT\np8xiDo4PJQCsWLEiIyIisnxl6MCBA2bt/uLFi/O3335z7hNJfUgKQK5eTU6eTH74ofHdA+3bt48A\nWKlSJXd3xSWsWkJx/PhxPvzww+Zr9P777zcPo7v+lOxChQoxIiKCBw4c4MWLFzlmzBhzVtwxM/7n\nn3/e0EZycjKjo6PNakNVq1blEhfsirXbyYYNry29uXo0Ro6dO3eOo0aNMmfoAaQ5X8MTKT6cQ/Fx\na86ODyUg2eAJZ1W89tprrFOnDgGYG538/f3NfR2pzyjJiawsQ0m938Qx3Zi6X3FxcWnWiO7bt4/R\n0dGsUaOGedtq1apx3759Tul7bnf9LNv//vc/FixYkNOmTbO0H5999hkBsG/fvpa262n27NljzuIF\nBQWxTZs2aZLrokWLsn///vzjjz9ytBH0/PnzfPDBB80rbJMmTcpZxw8cIEeONArEOxZMA2StWuSC\nBeQ77xi3c3z3MKtXr87TCbCVe5tI4wA7x2dG8eLF02wiLl68OF9//XWePHmS586d4+jRo9MMNurV\nq8fY2NhbzoRu2LDBPLjUFdWGSKPqT1jYtZdz587GlfLsOHv2LKOjo1m8eHHzud5xxx1OrSblKooP\n51J83MhV8aEEJBs84awKR73vTz/9lOPHj2fRokXZtGlTJrro6PTUy1AyWqMeGxtrvjhtNhvbtWvH\niRMnprntmTNnbjiwEQDLly/PiIiILB12lNelN8uWkpJi+TIoR6m9999/39J2PdH58+fZrVs3VqxY\nkTab7ab7OnIiOTmZkZGRZnxERERkaYPkuXPnuO+bb4wdnKkPSSlZknzuOTL1zK2HJyDz5883l7/l\nRVbvbSKN5br33XcfCxYsSH9/f5YuXZpRUVE8c+ZMmlKijtdf48aNszzYuHLlCqOiosyZ+QYNGrhk\nL8X06WTx4tde3j/8kPl9aseOHWNUVJQ54HTsA5gzZ47Lqkk5m+LD+RQfBlfHhxKQbJg+fToBsHv3\n7m5p//jx4+YVV7vdzp07dxIAK1So4NJ2r1+jnroWOGlkyY0bN77h5GlHJaCwsDAziQGMUn6hoaGc\nM2dOvtxbkJHjx4/zo48+oo+PD2022y33DriaY93qL7/84tZ+eIrk5GQeOHCA06dPd/lhhZ9//rk5\nXX/ffffd9BT662cgBzhmPDI6JGXHDuOT/JVXjMXUHroEa+rUqQTAxx9/3N1dyVMOHTpkXtV1XLj6\n6KOP0pQSveeee3JcAWr58uXmLHd2qw3dytGjZNeuZMOG8fTy8rlltaE9e/YwIiIizedR69atPbba\n1c0oPlxD8eH6+FACkg0vv/wyAfedVbFw4UICRiUskvz+++8JgF26dHF52wcOHGDjxo0JgCVKlLjp\nGnVHJaBSpUqZL+LUBza6a/maJ0qvXKvjykijRo24f/9+t/XNMe16JLP1DcWplixZYsZQgwYNbii1\n+e+//3LIkCEsW7bsDTOQlydNMubiHc6cIWNjyY4dSZvNSFAee8zS55NVH330kTkLJM6zfv16AmD9\n+vXNn82YMeOGUqLOcPHiRUZERNBms7FRo0YuKe9ut5Offx5nno1RsWLFGw743LBhA8PCwsylk47q\nRatWrXJ6f6yi+HANxYfr40MJSDY4zkRw11kVH374IQHw6aefJkm++eabBMChQ4da0r5jGYpjjfqX\nX35p/lt6+zqAa5WAHJu6xLhi/fvvv7N///5ppjh9fX0ZEhLCMWPGsHbt2gSM0n0rV660vI/79+8n\nYJxsK+6zc+dOc8+X47UwduxY1qtXL02c1apV64YZSF66RH77Ldm9O+nnl7Zwfp8+pLM3ujvZq6++\nSgB888033d2VPGXx4sUE0p5llZyc7NSy69dzFDXJyYG6t7J79262a9fOTMTDw8O5dOlShoWFmWdX\n+Pr6MiwszK1lxZ1F8eEaig/Xx4cSkGxw91kVTz75JAFw/PjxJMnQ0FAC4JQpUyzrQ3JyMgcPHmwO\nfO677z62bNkyzWCoYsWKHDp0KDds2GBZv3KDrJRrPX36NDt06EDHZn5X/o43btx4Q/nBn3/+2Zxq\nFve6/rXQpk0bAhlXlluyZAlff+GFawuAAdLb2zg2eOpUMtUBpJ5s0KBBad7vxDkcZb179Ojh0nZS\nFy1x7CcbO3asS9tMTk7mu+++ay5fdAysChYsyIiICLfOKDub4sM1FB+upwQki1KfieCu6hjBwcEE\nwKVLl5KkWaXBHYclTZw4kb6+vqxZs6b2ddxETsq1JiUl8bnnnjOvWERGRjptjWjqfjneiFLX9I6O\njiYADh482CntSc5cuXKFAwcONF8LTz/9dJoPsL179zI6Oto84RcA4xs2JOvWJaOjM39MsAd55JFH\n3DrjnFd98sknaWbSXcXPz49FihTh5cuX2atXLwLg9OnTXdqmw7p161iwYEEWLFiQgwcPdsnSFndT\nfLiG4sP1fCBZsn79epBEvXr14O3tbXn7KSkp2LJlC2w2G+rVq4fExETs3LkTPj4+qF27tuX9GTBg\nAJo0aYLExETs27cP3bt3R8GCBS3vhye6dOkSFi5ciClTpmD27NlISkoCABQtWhTdunVDnz590KFD\nB9hstps+jo+PD8aOHYsGDRrg2WefxciRI7F792589dVX2fq/TkhIwOzZszF16lT88ssvSElJAQAU\nK1YMPXv2hN1uN2+7YcMGAECDBg2y3I44n6+vLz777DM0btwYQ4YMQWBgIE6fPo1Zs2bh66+/xl9/\n/WXetmLFinjiiSdwtk8fFK1b1429zpmTJ08CAEqWLOnmnuQtVvy/nj17FleuXEGBAgXg5+dn+e+y\nQYMGSEpKQnJyMkaOHAk/Pz9L2rWS4sM1FB+upwQki9w9IDuzZw8erlIF65KTERQUhH/++QcpKSmo\nV68e/P393dKnJk2aAABat27tlvY9yVtvvYVXX30VkZGRiImJwdmzZwEYA8euXbsiLCwMXbt2RYEC\nBbL82OHh4ahSpQp69eqFmTNnYv/+/Zg9ezbKli17y/va7XYsX74cU6ZMwfTp03H+/HkAgLe3Nzp2\n7IiwsDD06NHDTGj27t2LqVOn4ueffwYA1K9fP8v9Fdfp0qULBg0ahJiYGHz88ce4cuUKAKBw4cJ4\n5JFHEBYWhvbt28PLy8vNPc25kiVLokKFCihVqpS7u5KnnDp1CgBQokQJl7Vx4sQJANcGVI6/W/W7\njI+PR1JSEoKCgvJk8gEoPlxF8eF6SkCyyN0JSMm1azFlyxYgJAQAUHHnTixu3x5H7rjDLf2RtOLj\n4/HZZ58hKSkJdevWxdmzZ9GnTx/069cPZcqUyfHjd+7cGUuXLkW3bt2wcuVKNG3aFD/88AOCg4PT\nvf3mzZsRFxeHyZMnY8+ePebPg4ODERYWhsceewylS5c2+z5t2jRMmTIFS5YsAUkAQFxcnJlkimdw\nvA/Vq1cPq1atMpPIhx9+GIGBgW7unXPNmjXL3V3Ik64f/LiC44quY0Bl9RXe/DA7oPhwDcWH6+X+\ny2MWc3cCgqvt42r7ZVatwt2//47Hrw4ixb2CgoIwaNAgFClSBIsWLcKmTZsQGRnplOTDoX79+vj7\n779x11134dChQ2jfvj1mz559w+2SkpJw11134Y033sCePXtQrVo1REVFYceOHVi9ejVeeOEFlChR\nAosWLUKfPn1QsWJF/Oc//8Gff/4Jf39/hIaGYs6cOejevTt8fHStwpOsX78eANCyZUscPXoUCxcu\nRJ8+ffJc8vHWW28BAIYPH+7ejuRB1w9+XNmGY4BjxVXlm7Wf1yg+XEfx4XoaVWSC3W7Hb7/9hi1b\ntmDjxo0AgIYNG7qnM9clILg6EIG7+iMZcuVemBIlSmDBggUYOHAgYmNj8fDDD+P1119P80Hk6+uL\n8PBwnD59Gr1790arVq3M/SabNm3ClClT8OWXX+L48eMAAC8vL7Ru3Rp9+vTBY489hsKFC7us/5Iz\nqS+E5NXBFXBtRvHcuXPu7kqeY8XgI3Ub586dw+XLl1G4cOFsLUHNaft5keLDdRQfrqcE5CauX77i\n6+uLpKQklCxZ0qlXtLPk+oTj+oRE3OrVV18FYM0VKX9/f3z11Vdo3Lgx/vvf/+KNN97AgQMH8Omn\nn5rrOd9++23z9gcOHMC0adPw5ZdfYtu2bebP69ati9DQUPTt2xe33367y/stOef2mViLOGYUdYXX\n+awYfKRe0+6OwY7Va+qtpvhwHcWH6ykBuc6RI0cwffp0TJkyBWvXrjV/Xq1aNbRs2RJTp05139WU\nixeBPXsAPz+gRg3gxAng2DGgSBGgcmX39Enc7oUXXkClSpUQFhaGSZMmYdu2bfjuu+9QunRpnD17\nFj/88AOmTJmCX3/91dzXUaJECXOzcps2bdz8DCQrrly5gh07dsDb2xt16tRxd3ckl7JiwJN6SYk7\nBjvuvsIruZfiw/WUgADGwP777zFu8WIMnjzZLEtavHhx9OzZM83ylRMnTmDBggXo168fJkyYYG3l\ngI0bAbsdqFPHSEIcsyENGgC3KOUqedvDDz+MKlWq4MEHH8SyZcvQtGlT1KtXD7///jsuXboEAChU\nqBAeeugh9O7dGx07dnRLGWnJuS1btuDKlSuoVatWni95beWMYn5y4cIFJCYmomDBgi59DaUe4Lhj\nsGP1mnqrKT5cQ/FhjfybgNjtwPLlwJQpwPTpwPnz6NymDXx8fHDfffchNDQUoaGhCAgIAHBt+cqm\nTZsQGBiI2NhY7NixA99//71ZRcjlrl9upeVXkkpwcDBWrVqF7t274+DBg5g/f772deRBSTt2oEfN\nmijQqJG7uyK5VEYbbO12u1NLN3vKEhPNgEhWKD6skf+qYG3YAPzf/xlLltq2BSZMAC5cAFq3RpW+\nfXH48GH8+OOP6NOnDy5fvoyJEyeiXbt2qFKlCoYNG4aDBw+if//+qFy5MpYvX46WLVti06ZN1vUd\nUAIiGSpfvjx+//13LF26FOPGjcP+/fuxdOlShIeHK/nII5r+/Tdmbt+OKbn4cEFxr/QGO0uWLMEd\nd9yB1atXu6QddwywrKhkJHmP4sMa+ScBuXABaNTI2Lz9/vvAoUNA9erA8OHAjh3A0qXwGzAARYsW\nNcuSVqhQAeHh4ViyZEmasqSjRo3CihUr0KxZM+zevRstW7bETz/95Prn8NprwC+/AD16GH9PSQEC\nAgAdEiepFCxYEFWrVsWzzz6LChUquLs74myqfCc55Bh4nD59GhcuXAAAvPPOO9i4cSNatWqFESNG\nIDk5Ocft9OzZEwMHDkTlypXdOsDSDIhkheLDIsxP7ryTDAoiw8LIhQtJu/3av/31F/nsszx0zz0E\nQAD08vJix44dGRsby/Pnz9/wcAkJCezZsycBsEShQjw7YYLrn8PkyeSHHxrfSTI52fgSkfyhQgUS\nIHfudHdPJBfr27cvAbBq1apcsmQJExMTGRkZSS8vLwLgnXfeyS1btjitvQEDBhAAJ1jxOXlVjRo1\nCIDbtm2zrE3JGxQfrpc/EhDHoP3DD8nLl6/9fPdu8s03yZo1jQ90gPTx4cNt2/K9997jwYMHb/nQ\ndrudr732Gne3bm3c/5lnyKQk1z2Xd95J+11E8o9Tp4z3mUKFyJQUd/dGcrFNmzYxODiYAGiz2RgR\nEcFLly5x6dKlrFatGgGwQIECjI6OZkoOX2sXLlxgo0aNLB9gBQUFEQBPnTplWZuSNyg+XC9/JCCp\nB+3x8WRsLNmxI2mzXUs8ypUjIyLIJUuy18Y335ABAcZjdexInjnjtO6noQREJP/6/XfjPaZ5c3f3\nRPKApKQkRkdH09fXlwBYr149/vPPPzx79izDw8PN1QAdOnTg/v37s/z4Z8+e5ejRo1m2bFljpUCJ\nEixcuDBjYmJc8GzSSkpKos1mo4+PT44HiJI/KT5cK/8lIN27X0s6ChUie/cm5893zjKmv/4iy5Y1\nHrt6dXLr1pw/5vUmTyY/+ODaEiwRyT/GjjXeXwYMcHdPJA9ZuXIla9WqRQD09fVlVFQUk5OTOXfu\nXJYrV44AWKRIkUwPjI4cOcKhQ4eycOHC5iCtWbNmbNu2rfn3Rx55hCdOnHDZc9q/fz8BsEyZMi5r\nQ/IHxYdr5I8EJPWgfeZMslMnYxYknX0dOXbwINmkiTFIKF6cXLzY+W2ISP4UHm68t3z8sbt7InlM\nQkJCmjXuzZs357Zt23js2DF2797dHBiNGjUqw8fYu3cvIyIiGBAQYN6+devWnDNnjnmbuLg4FitW\njABYunRpzp4926nP49KlS4yJiWGFChVYunRpvvzyy059fMmfFB/Olz8SEKudO0d27WoMFAICyMOH\n3d0jEckLWrQw3ld++83dPZE8auHChaxUqRIBMCAgwFzjHhcXx5o1a/Lo0aM33Gfnzp0MDw83l6p4\neXkxJCSEK1asSLeNvXv38u677zYHYRERb/DcuZz1+8yZM3zrrbdYqlQp83EbNGjA48eP5+yBRVJR\nfDiPEhBXSU4mX3yRHDPG3T0Rkbzi4EFy7lzm+NNI5Cbi4+PTrHHv1KkTDxw4wOTrliqvXbuWYWFh\n9Pb2NgdWoaGh3LRp0y3bsNvtjImJYcGCBdmixUFWqZK9vPrYsTMcNmwYixQpYva3RYsW/OGHH2hP\nXelSxEkUH86hBMQKqUvnjhhh/Cwqyq1dEpFcRO8h4gazZs1iyZIlCYBFixY117gvWbKEISEhtNls\nBEA/Pz+GhYVx+/btWW5j69ajDA42Jva8vMj//Y9MTLz1/fb9f3t3HtVlnf///wECgoKiAmq55JYF\n5VaWS3ZGq7EmzOZTZlOBM9aA1kRqJ3HmV0GnJrWyXI7mMlMRlY1ZnVxqqrHvJFhulaillhlugwIu\nuCGyPH9/XPJOK03h/b7eLPfbOc/zVpbr+XqTV+d68Hq9rmu7c9+YCy7YZ+HhEb+4nAXwJc6P6iGA\nuOHUTfAPP2z24otmY8f6d0wAag/+HwI/ycvLs/j4eM9vTy+88ELPnyMiImz8+PGWl5dXrR6lpWaT\nJpmFhDgXWrGxZmvX/vLXbt5s9sc/mgUH/3hR9tBDr9rq1aurNQagKjg/qq7+PAm9poiMlEaNkpo0\n8fdIANRG/D8ELmrVqpUWL16sjIwMNWnSRF26dFFUVJTS0tKUm5uryZMnq1WrVtXqERQkpaZKWVnS\nJZdI33wj9e0rTZ7849esXy8lJkpxcdIrr0jl5dKwYc7Hp05NUO/evav3RoEq4PyougAzM38Pos7L\nzJQKCqToaGn7dunRR6X0dKcA4Nfw/xDUAAcOHFBJSYkiIiLUuHFjn/Q4ftz5Z/3ss9IVV0jvviu9\n/LL0r39JGzdKoaHSH/8ojR8vdejgkyEAVcL5cX4IIAAAoEb57DPp/felTp2k3bulrl2l1aulceOk\n1q39PTrAv+rC+cESLAAAUKP06+csPQkIkMrKnOUkzz5bey6uAF+qC+cHAQQAANRIgwdLe/f6exRA\nzVSbzw8CCAAAqHFiY51NtUFB/h4JUPPU9vODAAIAAGqcggLpwAGposLfIwFqntp+fhBAAABAjVNY\n6LxGRfl3HEBNVNvPDwIIAACocWr7BRbgS7X9/CCAAACAGqe2X2ABvlTbzw8CCAAAqHEKCpzX2nqB\nBfhSbT8/CCAAAKDGqfwNb3S0f8cB1ES1/fwggAAAgBqnrKyHOnaMVVRUvr+HAtQ4tf38CDAz8/cg\nAAAAThUaGqqSkhIVFxcrNDTU38MBapTafn4wAwIAAGqUw4cPq6SkROHh4bXy4grwpbpwfhBAAABA\njVJwcodtdG1d4A74UF04PwggAACgRsnNzZUkRdXWW/wAPlQXzo8gfw8AAABAkrKzs5Wenq6dO3dK\nqt0XWIC31aXzgwACAAD8pqKiQgsXLtTEiRO1bt06SVJ4eLik2n2BBXhDXT0/CCAAAMB1paWlmj9/\nviZOnKjNmzdLkmJiYjR69Gjdd9992rFjh1q2bOnnUQL+UdfPD/aAAAAA95SUSHPnKqBXL42//35t\n3rxZF110kaZOnarc3FyNHDlSzz77rG644Qbl59fOZxwAVVZPzg9mQAAAgO8VFUkzZ0rTpkn5+QqS\nlDl8uPKHDNHw4cO1detW3X///Xr99ddVWlqqwMBAZWVlqW/fvv4eOeB79ez84EGEAADAdwoKnAur\n6dOlAwecj/XsKY0ZI91zj3I2bNCUKVP0xhtvqLy8XIGBgbrtttuUnp6u2NhYvw4d8Ll6en4wAwIA\nAHznxhulL790/nzdddLf/iYNGiRlZ0tDhyqnqEiZWVkKCQnRXXfdpccee0xdunTx75gBt9TT84MA\nAgAAfGfMGOntt50Lq969pQ8+kK65RlqxQpI0PDZWGx95ROPGjVOrVq38O1bAbfX0/CCAAAAA78vM\nlAoLpago6Z13pKVLpauvltascT7fooX0l7+oYUqKnmne3L9jBdxWz88P7oIFAAC8b9cuaexY5zUj\nQ7rlFufi6oILpClTpNxcKT1dqoMXV8CvqufnBzMgAADAt+68U/rHP6QRI5xq2NDfIwJqjnp4fnAX\nLAAA4H2Zmc4dfqKjpYQEf48GqFnq+flBAAEAAADgGvaAAAAAAHANAQQAAACAawggAAAAAFxDAAEA\nAADgGgIIAAAAANcQQAAAAAC4hgACAAAAwDUEEAAAAACuIYAAAAAAcA0BBAAAAIBrCCAAAAAAXEMA\nAQAAAOAaAggAAAAA1xBAAAAAALiGAAIAAADANQQQAAAAAK4hgAAAAABwDQEEAAAAgGsIIAAAAABc\nQwABAAAA4BoCCAAAAADXEEAAAAAAuIYAAgAAAMA1BBAAAAAAriGAAAAAAHANAQQAAACAawggAAAA\nAFxDAAEAAADgGgIIAAAAANcQQAAAAAC4hgACAAAAwDUEEAAAAACuIYAAAAAAcA0BBAAAAIBrCCAA\nAAAAXBPk7wEANVyAvwcAAABQlzADAgAAAMA1BBAAAAAAriGAAAAAAHANAQQAAACAawggAAAAAFxD\nAAEAAADgGgIIAAAAANcQQAAAAAC4hgACAAAAwDUEEAAAAACuIYAAAAAAcA0BBAAAAIBrCCAAAAAA\nXEMAAQAAAOAaAggAAAAA1xBAAAAAALiGAAIAAADANQQQAAAAAK4hgAAAAABwDQEEAAAAgGsIIAAA\nAABcQwABAAAA4BoCCAAAAADXEEAAAAAAuIYAAgAAAMA1BBAAAAAAriGAAAAAAHANAQQAAACAawgg\nAAAAAFxDAAEAAADgGgIIAAAAANcQQAAAAAC4hgACAAAAwDUEEAAAAACuIYAAAAAAcA0BBAAAAIBr\nCCDwi1GjpN27paeeckqS0tP9OiQAAAC4gAACv4iJkT76yPnzwYPS7NnSoUN+HRIAAABcQACBXwQG\nSgEBUlmZFBnpzIg0aeLvUQEAAMDXCCDwm8GDpb17/T0KAAAAuCnI3wNA/VS53+PCC6VZs6QWLZyP\nrVolbd8u3XGHP0cHAAAAX2EGBH61e7eUl/fj33v1koKD/TceAAAA+BYBBH5VWOi8RkU5ry++6GxQ\nBwAAQN3EEiz4VUGB8xod7bympPhvLAAAAPA9ZkDgVz+dAQEAAEDdRgCBXxFAAAAA6pcAMzN/DwL1\nk5kUEiKVl0slJTV283mAvwcAAABQlzADAr8pKjqo6Oir1KvXyJoaPgAAAOBlbEKH3+Tn5ysvb43C\nww/6eygAAABwCTMg8JvCkxtAotgAAgAAUG8QQOA3BBAAAID6hwACvyGAAAAA1D8EEPgNAQQAAKD+\nIYDAL4qKirRkyRJJ0v79+/08GgAAALiFAAJXFRYWKj09XR06dFBWVpZatGihl156ScnJyTp69Ki/\nhwcAAAAf40GEcMWOHTv03HPP6Z///KeOHTsmSRo4cKDi4uI0b948lZSUqGPHjnrllVc0YMAAP4/2\nNDyIEAAAwIuYAYFPbdkijR//qjp37qwZM2aouLhYQ4cO1cqVK/XJJ59oxowZWrt2rXr27Klt27Zp\n0KBBmjBhgk6cOOHvoQMAAMAHCCDwifXrpcREKS5OWrYsXuXl5YqPj9fatWv1zjvvaMeOHfrHP/4h\nSbrsssu0atUqpaWlycz08suvatCgI1q3zr/vAQAAAN7HEix4VXa29PTT0r//LZlJDRtKf/qTNH78\nLrVp01Lz58/XxIkTtXnzZjVt2lTbt29X06ZNT/n+bE2ceELvvz9IoaHSU09JY8dKgf6LyizBAgAA\n8CICCLzi66+l0aOlrCzn7+HhUnKyNG6cFBkpvfFGvp58srd27NghSerYsaPGjx+vP/3pTwoJCTnt\nWMeOSX/9qzRjhhNi+vWTMjKkzp1dflMOAggAAIAXsQQL1TJqlLR7txMQVq+WmjSRUlOl3FwpLU16\n6y0nOCQlxSgkpJcuu+wyZWRkaMuWLUpOTv5Z+JCkRo2kadOkJUuk1q2lzz6TevWSPvjA/fcHAAAA\n72IGBNXy+ONShw5OCLnqKqlvXykiwvn49OlSUZHzdVdfLT3+eIFuuilKAQHnPqlw8KD04IPS4sXO\nvpJ27XzzPs6CGRAAAAAvYgYE1RIYKAUESGVl0m9/64QPSdq61Qkf/ftLixZJK1dKv/td9HmFD8lZ\nvpWZKeXkOHtLdu929oU89ZTz+fR0r74dAAAA+BgBBNWyfbsUFibt3Hn6x594wgkd2dnSkCHV79O+\nvRQTI330kfP3gwel2bOlQ4eqf2wAAAC4hwCCavnmG+nOO6U///n0j3fp4iy78qZTZ1siI539J02a\neLcHAAAAfIsAgmopLHReo6Pd6Xf99dKuXe70AgAAgPexCR3V0rSpswzq4EHnz762bp3Us6d05ZXS\nmjW+7yc2oQMAAHgVMyCoshMnpMOHpeBg95ZCFRQ4r5GR7vQDAACAdxFAUGWFhc6DAqOinL0ZbqgM\nIFFR7vQDAACAdwX5ewCuyMx0rpajoqSEBGcXc1D9eOu+VBkG3Nr/Ibm/5wQAAADeVT9mQHbtksaO\ndV737ZO6dnUetc32l2opKspX9+6f6pJLtrnWszKAtGjhWksAAAB4Uf0IIKd64w1p2zZpzBgpPl7K\ny/P3iGqtvLz/p5yc30j6q2s9mQEBAACo3epHAGnTRnr+eedBEg88IC1Y4PwK/f33pdhY6bXXvN7y\nqZOP6k6vw4/qLji5BivKxQ0ZBw5USGIGBAAAoLaqHwEkIUEaPlx65hlpwACpVy/p66+dR3QfPOh8\n/o47pP37q9Xmu+++03333adly5bp4MGDmj17tg7V4Ud1F56cjoh2cTpi797r1ahRtGJisl3rCQAA\nAO+pHwFEkrZvl0JCpM8+cwLI++9L770nvfii1Lix9M47+v+GDdPHH3983ofOycnRnXfeqUsvvVT/\n/Oc/9fTTTysyMlKjRo1Skzr8qO7KANLCxemIgoICHTtWqKgoFx46AgAAAK+rPwGkXz9p0ybp7rud\nJ+eNHCndfLN0yy3SunXKTkjQ0598osGDB+svf/mLjh079quHXLFihYYMGaKePXvqX//6lxo0aKCE\nhATNmjXLhTfkPxUVFXrrrbe06+Qjyd2cAakMPW4u+wIAAID31M8nob/2mvTgg87yq5gYHZs3T6Hx\n8ZoxY4ZSU1NVUlKiDh06KCMjQwMGDPjZt2dnZ2vy5MlasmSJJKlx48a699579cgjj6hNmzYuvxn3\nlJaWav78+Zo0aZI2bdqk9u3ba/v27fr44491/fXX+7y/malhw4YqLS1VSUmJQkJCfN5TPAkdAADA\nq+rPDMip7rnHmQ25+WapqEgjHnlEd955pxITE7V27Vr17NlTP/zwgwYOHKgJEyboxIkTqqio0OLF\ni9WnTx8NGDBAS5YsUZMmTZSSkqKtW7dq2rRpdTZ8FBcXa8aMGercubNGjBihTZs2qWPHjmrfvr0i\nIyP15ptvqrS01Ot9165dq0cffdTz96KiIpWWlqpp06ZuhQ8AAAB4m9VnFRX21UsvWaNGjUyStWvX\nzpYtW2bHjx+31NRUa9CggUmyMWPGWGxsrEkySRYTE2NpaWl24MABf78D3yoqskXTpllMTIznvcfF\nxdlrr71mpaWltnjxYgsICDBJ1qdPH9uyZYtX2mZlZVl8fLzn2MuXLzczs2+//dYkWadOnbzS5xyJ\noiiKoiiK8l7JYN9//71dc801JskCAgIsKSnJjhw5Ym+++aZFRER4Lr4vuugimzlzphUXF/t7yL5V\nUGCWlmbWrJkVXHGFSbIePXpYRkaGlZWVWU5OjiUkJFiDBg0sIiLC2rRpY5IsLCzMJk2aZOXl5efd\nsqKiwhYvXmz9+vXz/LybNGliqamptnfvXjty5IilpKSYJLvwwgutqKjI++/7l/n9JKUoiqIoiqpL\nJYOZmZWWltqTTz5pwcHBJskuueQS+/3vf2+RkZHWsWNHmzNnjp04ccLfw/StHTvMUlLMGjVy/mlI\nZoMG2WfLlpmZ2fLly+2mm27yzEw0bNjQkpOTbdu2bZaUlOQJDtdff73t2LHjnFqWl5fbokWL7Mor\nr/R8f1RUlKWlpdm+ffusqKjIpk6daq1atTJJntmqiy66yP773//68qdRye8nKUVRFEVRVF0qGU6z\nfv1669Gjh2c2pEGDBlZaWupO81dfNXv+eefVTbt2mY0caRYS4vyTCAgwu+UWs88/N6uosH0ffeSZ\nIZJk4eHh9vDDD9vu3btPO8zSpUutdevWJsmaNm1qc+bMOWPLkpISy8jIsK5du3qO27JlS0tLS7Oi\noiLbu3evpaWlWWRkpOfz/fv3t5kzZ1rv3r1Pm606evSoL386fj9JKYqiKIqi6lLJ8DPFxcU2c+ZM\nz0Wxa55++vRXt+zc6YSPwECz+HiztWvNysvNFi0y693bLCDAhnbu7FkSVVhYeMZD7d2712699VZP\naLj99tutoKDgZ183cuRIz9d07tzZ5s2bZyUlJZabm2spKSkWFhZ2WvBYtGiR53tLS0stPT3dM1sV\nGxtra9d+6ZMfjdWAk5SiKIqiKKoulQy/aMOGDZ5N167xRwCpnHVJTjbbutXsxAmzl14y69rVPMuw\nLrjAcmfPtsOHD5/zYRcsWGDNmjXzhLj33nvvtM+vXr3aLr/8csvIyLDS0lLbunWrJSUleUJFYGCg\nxcfH28qVK8/YIycnx7p162aBgYHWq9enlprqDN/L/H6SUhRFURRF1aWqn7fhPQeuPvDuxAkpP1+6\n8ELp+eclN2/nu2uXNHas1L699OGHUufOzkMat2yROnaUZs+Wtm1T++RkhYeHn/Nhhw0bpq+++koD\nBw7U3r17NXToUCUmJurw4cOSpN69e2v9+vXq3r27Ro4cqa5du2ru3LkqLy/XsGHDtGHDBi1evFhX\nX331GXt069ZNK1eu1JNPLtK6dddq8mTpmmucoQMAAKBmIoCcgasBZNUqqWVLad48adw456L/mmuk\noiLf9z7Vp59KO3ZIcXFSRoZzJZ+cLDVsWKXDtW/fXsuWLdOcOXPUqFEjZWZmqlu3bvrvf/+r7Oxs\nz1PkMzMzPU+R37x5sxYsWKDY2Nhz6hEWFqa//e1mLV8udeokrV4t9eghTZ4sVVRUadgAAADwoSB/\nD6CmKigokCRFR0f7vtnJsKOoKOeqedUq57VxY9/3btPmx1mXW26R7rrLeQ3wzgPAAwIClJSUpP79\n+ysxMVFffvmlrrvuOlWcTAcREREaPXq0xo0bp5YtW1a5T//+0pdfSg89JL3yijRhgrR+vfT66155\nGwAAAPASAsgZuDoDcmoAOXBAKi+XmjeXglz4z5OQcPrf4+J80iYuLk4rV67U/fffr7ffflulpaV6\n+OGHlZKSoubNm3ulR5Mm0ssvS3fcId13n/SHP3jlsAAAAPAilmCdwb59+yRJLVq08H2zk7Mtioo6\nPYzUMcHBwYqPj9eBAwc0cOBApaeney18nOqmm5zVY0uWSLt3S0895ZQkpad7vR0AAADOAwHkDFxd\ngnUy7Cgq6vQwUgdVziz5+ucaHi7FxEgffeT8/eBBZ2vNoUM+bQsAAIBfQQA5A78twar8sxvBxw8q\ng50bP9fAQGcrS1mZFBkpjRrlLNMCAACA/5x/AMnMlF54wXmVpGnTpJwcLw/L/9wMIGVHjuhkszq9\nBEv6cWmbK8FO0uDB0ubNzgxIebkrLQEAAHAW5x9AKp8bsWuXtGKFc9vYq66SJk6sU1d4bgaQ/rt2\nKSwoSF9GR2v+0aN6qHt3Le3Uyed9/cHNn2t6utS6tXNTsSlTnDsMswcEAADAv6q3BKtXL+mRR5w1\nLn/7m3Mv1G+/9dLQflRYWKjjx497/bi/1lNy50K5oKBAx8vKFBkVpS927tT0nBxtCg72eV9/cHVv\nzUl1fFIJAACgVjn/AFL53IiPPpKeeMKpDz+U2rZ1ftXsxafAbdy4UYmJiWrTpo2GDh2qYcOGeYKB\nLx09elTHjh1TWFiYGrvwLI5Tw46re0/8IDj4DfXsuV8xMf1c6Xf8uHTkiPMsxYgIV1oCAADgLM4/\ngCQkSDffLGVlOUGjTx+pVSvnqW/33CMVF0sTJui70aO1e/fuKg1q1apVGjp0qLp166bMzExVVFQo\nKytLCxcuVLdu3bR06dIqHfdcuXWnJkkqKSnR4cOHFRISooiICFc3afvDhg1N9NVXzXxy+91fwuwH\nAABAzVK1JVhdu0rZ2dLFF0vr1jlLsaZOdR5BvXChSuPiNHjBAsXFxWnu3LnnfNjs7GwNGTJEffr0\n0aJFixQSEqKkpCR9//332rRpkwYOHKi8vDzFx8crMTFRhw8frtLwzyY3N1ePPvqowsPDdeTIEW3Z\nssXrPU516oxHQECAq+HHH9wOBAQQAACAmqXqe0D69HHCR0qKswfkiSekAQOkbt20/z//Udw116io\nqEjJyckaPny45+5HP2VmWrx4sfr27asBAwZoyZIlioiIUEpKin744QfNmTNHbdu2Vfv27bVs2TLN\nmTNHjRo1UmZmprp166ZPP/20ym/hVN98840SExPVpUsXvfbaayopKdH+/fvVq1cvzZgxQ2bmlT4/\n9dMlV3V5CVZpqfMcjuBgqWlTd3oSQAAAAGoY84YPPjC74AIzyXJuuMHmzp1rZmYZGRkWERFhkqxl\ny5b23nvveb6lvLzcFi1aZL169TJJJsmio6MtLS3N9u/ff9Z2X3/9tV1xxRUmyQICAiwlJcWOHz9e\npaF/9dVXlpCQYA0aNDBJFhwcbAkJCbZ69WpLSkryjO3666+3HTt2VKnH2XzyyScmydq3b2/Lli2z\nRo0amSQ7ePCg13v52//+ZyaZtWrlXs+FC49Y69ZldvfdZVU9hCiKoiiKoijvlcxb9u2zw0lJFnXy\nAvrmm2+2vLw827Ztm1177bWesPD0009bRkaGXXzxxZ6L+3bt2tnUqVPt6NGj59yutLTUJk2aZMHB\nwSbJ4uLi7Isvvjjn78/KyrL4+HgLCAgwSdawYUNLSEiw77777rSve/fddy0mJsYkWWRkpM2f/+E5\n9/g1ubm5lpKS4gkd0dHRFhAQYNddd50dPnzYa31qivXrnX9xl13mXs/p06ebJHvggQeqegi/n6QU\nRVEURVF1qWRetmDBAmvRooXngj0zM9MqKips5syZFhYW5rmYl2Rdu3a1l156yU6cOFHlfqtWrbKu\nXbuaJAsKCrK0tDQrKzvzb7s//vhj69u3r2cM4eHhlpKSYrt37z7j9+Tn59vvf/97a9iwiXXpUmy3\n3WZWUFDlIdumTZtsxIgRnvAUGBhot956qz344IMWEhJikuzSSy+1NWvWVL3Jrzh48KCtWLHCvv76\na5/1+Klly5x/cb/5jWstLS0tzSRZWlpaVQ/h95OUoiiKoiiqLpXMB/bs2WNDhgzxXOQPGzbMPvzw\nQ2vTpo1Jsm7dullGRsZZg8L5OHbsmKWmplpgYKBJsquvvtq2bNni+Xzlcq8rr7zSM6aoqKhzWu51\nqvnzv7cmTcyzjGjRovMb5xdfmN1+e4V16PBjYEpISDgtBKxfv966d+/u+XxqaqqVlJScX6OzKCgo\nsLS0NGvWrJlFRkZaWFiY3XjjjWcNYN5y4IDZv/9tlpXl81YeDzzwgEmyGTNmVPUQfj9JKYqiKIqi\n6lLJfKSiosJefPFFa9y4sUmyZs2amSSbNm2aVVRU+KTnxx9/bG3btjVJFhYWZn//+9/tlVde8cyQ\nVO5FmTRpkh05cqRKPbZvNxs0yPnJSWbDhpn9Wob59FOzG2/88Xt+85sMGz16tG3btu0Xv764uNhS\nU1M9+1J69+5tmzZtqtJ4K+3YseO05V6SrEePHta0aVPP8q+33367Wj3OJDnZbNcusyefdMrMrOoT\nEufnjjvuMEn25ptvVvUQfj9JKYqiKIqi6lLJfOy7776zwYMH2wUXXGCSLDc316f9Dhw4YPfcc49n\naVPlxXbnzp1t3rx5XplNKC83e+EFs7Aw5yd43XW//HVLl5r172+e4BERYfbII2Z5eefWZ8WKFda5\nc2eTZKGhoTZp0iQrLy8/r7F+//33lpKSYqGhoZ59OPHx8fb555+bmVleXp7Fx8efNlu1b9++8+rx\nax57zOyll5zw8fDDZi++aDZ2rFdbnNGgQYNMkv3nP/+p6iH8fpJSFEVRFEXVpZK5pPI371WdeThf\nCxcutL///e92ww032Pz587223OtU33xjdtVVzgzHLxkwwPkJt2jh/Ma/Ktf1RUVFp92Nq3///rZ1\n69Zf/b6cnJzT7u4VGBho8fHx9sUXX1h5ebmtXLnS87UVFRU2Z84cCw8PN0nWunVrW7p06fkP9gzS\n0sxeftl5/ekMiI8mwzy6detmkmzdunVVPYTfT1KKoiiKoqi6VDIXHDt2zPNb/LqmouLMS4w++cRs\nyhQzb9zQ6oMPPvDMIjVp0sTmzJnzi1+XnZ192t29QkJCLCEhwbZs2WInTpywjIwMu/TSS61BgwY/\nCzLbtm2zAQMGeGZKkpKSvBIY09KcW/COGnX6z+fdd8369jX79ttqt/iZ4uJimzVrljVp0sSCg4Nt\n586dVT2U309SiqIoiqKoulQyF2zfvt0kWdu2bd1o5zq3lhjl5+fb//3f/3lmQ373u9/Z//73PzP7\n8bbClZ9r3LixpaSk2M6dO+3o0aM2ffp0a9eunefzHTt2tOXLl/+sR1lZmU2aNMlzN66OHTtalg92\njVdUmHXrZp6laScfHVNthw4dsmeffdZat27tea+nPn+mCvx+klIURVEURdWlkrlg7dq1Jsl69uzp\nRjvXnW2JkS9kZGR4No83b978tE32zZs3t8cff9wKCwvt0KFDNnXq1NMuxuPi4iwjI8NKS0vP2mPD\nhg3Wo0cPn92Ny8y5K1ZCgnn2yAwe7MwkVUVRUZFNmjTJmjdv7nmv3bt398bd1vx+klIURVEURdWl\nCjy/56ZXTUhRkf5wySXq17GjG+38YvBgae9ed3olJiZq06ZNuummm3T8+HHl5uYqJiZGaWlp+v77\n7/Xggw9qxowZat++vcaMGaO8vDz17NlTGRkZysnJUWJiooKCgs7a47LLLtPq1auVlpYmM9PkyZN1\n5ZVXKicnx2vvIzJSevVVaf58qXlz6cMPpR49pEWLNp/zMfLz85Wenq527dppwoQJ2r9/v/r3769F\nixbpq6++UmJioho0aOC1MQMAAKCazA2vvWYmmd11lyvt6ovdu3d7Zj2Ki4vNzOyFF1447Va7gwYN\nqs4doMzM7LPPPrMuXbpU625cv2bPHrMhQ8y6dTtogYFBv3o3rh9++MFSUlIsLCzstA361X2vv8Dv\nvyWgKIqiKIqqS+XKDIgKCpzXqChX2tUX+/btkyRdcMEFCg0NlSS1bt1axcXFio+P1+eff65ly5bp\nuuuuq1afvn37at26dUpJSVFJSYnefPNNFRYWVnv8p2rZUnrvPSkl5SOFhTXUW2+9pe7du+ujjz46\n7es2btyoxMREdenSRdOnT1dJSYni4+O1evVqZWdnV/u9AgAAwLfcCSAnL5QJIN5VGQKiTvm53n77\n7dq4caMWL16sPn36eK1Xo0aNNG3aNP3hD3/QunXrNGvWLK8du1JAgHTvvcO0YcMGXXvttdq1a5du\nvPFGJScna8WKFUpMTFT37t2VmZmpgIAAJSQk6Ouvv9bixYvVu3dvr48HAAAA3udOAKn8bTkBxKt+\nKYA0aNBAsbGxXu1TWlrq+XOzZs1+1tPbOnTooE8++UQTJ05UcHCw5s6dq2uvvVaZmZkKDQ1VSkqK\nvv/+e7366qu65JJLfDYOAAAAeJ+7S7Cio11pV18UnPy5Rvv45xoeHq6mTZvqxIkTvxh6fKFBgwaa\nMGGC1qxZo0aNGik0NFRjxozRDz/8oGnTpqlt27Y+7Q8AAADfOPutkLyFGRCfcCMMFBUV6cSJEwoN\nDVVISIhrAaTS5ZdfrtLSUpWVlWny5MkKCQlxpS8AAAB8w50ZkKgo6cILmQHxsspN6C1atPBZj8pZ\nlsrA4dasS6WDBw+qtLRUTZs2JXwAAADUAe7MgCxc6Eqb+uan4cAXKmc8KgOH2zMgbvcDAACAb/k2\ngGRmOsuvoqKk7dulRx+V0tOdQrX9NBz4skdlAHBj1uVs/QEAAFC7+XYJ1q5d0tixzuvBg9Ls2dKh\nQz5tWZ+4cXF+ao9Dhw6ppKREERERnueO+BoBBAAAoG5xZw+IJEVGSqNGSU2auNayrnPj4vzUPR/+\nCANu7zkBAACAb/k2gLRpIz3/vPMKr3MjEJy65MofYYAZEAAAgLrFt3tAEhJ+/jH2f3jFkSNHVFxc\nrEaNGqlRo0Y+63NqAPBHGHB7zwkAAAB8y70lWPCqM21Ar6io8GqfmrIEixkQAACAuoEAUkv9UhjI\nyspS9+7dtXbtWp/08UcAceNOXwAAAHAPAaSWqrww379/v44cOSJJevrpp7Vx40b169dPTz75pMrK\nyqrd54477lBycrLatWvn1wDCDAgAAEDdQACppW688UaNGDFCP/zwg7p3767s7Gy9++67Sk1NVXl5\nuR5//HH169dPmzdvrlafhx56SLNnz1bbtm0JIAAAAKg2AkgtNn78eF1xxRXatm2brr32WqWmpuqJ\nJ57Q8uXL1alTJ61Zs0Y9e/bU5MmTq7035OjRo15d2nWu2AMCAABQtxBAarHY2FitXLlSkyZNUlBQ\nkKZPn64rrrhCYWFh+vLLL5WUlKTjx49rwoQJ+u1vf6udO3eed49Dhw5p2rRp6ty5s9atW6cWLVro\n4Ycf1ty5c33wjk5XVlamoqIiBQUFKTIy0uf9AAAA4HsEkFouKChIqampys7OVteuXfX111+rT58+\nev755zVr1iy9//77at26tZYtW6bLLrvsnIPDnj17lJqaqjZt2mjMmDHas2ePrrrqKsXGxurw4cNK\nTk7W7bff7lki5Qt5eXkyM7Vo0UKBgfxTBQAAqAu4qqsjrrrqKn311VeePSBPPPGE+vfvr06dOmnd\nunW69dZbdejQISUnJ+u5554743G2b9+uhx56SB07dtQzzzyjw4cPq3///lq0aJFWrVql5cuXa8GC\nBWrWrJnefvttxcXF6b333vPqeykpKdHcuXPVt29fxcTE6N577/Xq8QEAAOBHhjrn448/trZt25ok\nCwsLs0mTJll5ebktWLDALr74YtuzZ8/Pvmfr1q2WlJRkwcHBJskCAwMtPj7eVq5c+Ys9cnNzbeDA\ngSbJJFlKyhN26FD1xn3gwAF76qmnLDo62nPcyy+/3PLz86t34OoRRVEURVEU5b0KMDPzZwCCbxQV\nFWn8+PGeJVc33HCDXnrpJbVu3VoNGjTwfF1OTo6mTJmiN954Q+Xl5QoMDNRtt92m9PR0xcbGnrWH\nmWnevHkaO3asunX7Vnl5F+qVV6Tf/Ob8xpqff1AvvDBZs2bN0qFDhyRJffr00V//+lcNGTJEAQEB\n53dA7/JrcwAAgLqGAFLHvf322xo1apQKCwvVtGlTPfPMM0pKSlJ2drYmT56spUuXyswUEhKi4cOH\n67HHHlOXLl3Oq8eWLXt1990t9cUXUmCgNG6c9OSTUmjo2b9vxw5pyhRp4cL9OnToIh054iz3Sk1N\n1ZAhQ6rxrr2KAAIAAOBFBJB6YM+ePfrzn/+sJUuWSJIuvPBC7d69W5IUERGh0aNHa+zYsWrVqlWV\ne5SVOWHi8celEyek2Fjp1VelK674+ddu2SJNmiS9/rpUWuqElgcfzNTdd1+i3r17V3kMPkIAAQAA\n8CICSD3y6quv6sEHH1SvXr20ceNGPfDAA0pJSVHz5s291mP1amnECGnzZik42JkJSU11Prd+vfTc\nc9Ibb0jl5U7wuO02KS1Niovz2hC8jQACAADgRQSQeubAgQMqKSlRRESEGjdu7JMex49L6enSs886\nMyDvviu9/LL0r39JGzc6S7P++Edp/HipQwefDMGbCCAAAABeRACBz3z2mfT++1KnTtLu3VLXrs4M\nybhxUuvW/h7dOSOAAAAAeBHPAYHP9OsnBQVJAQHOHpFhw5xZkVoUPgAAAOBlBBD43ODB0t69/h4F\nAAAAagICCHwqNtbZYB4U5O+RAAAAoCYggMCnCgqkAwekigp/jwQAAAA1AQEEPlVY6LxGRfl3HAAA\nAKgZCCDwKQIIAAAATkUAgU8RQAAAAHAqAgh8qqDAeSWAAAAAQCKAwMcqZ0Cio/07DgAAANQMBBD4\nVFlZD3XsGKuoqHx/DwUAAAA1QICZmb8HgborNDRUJSUlKi4uVmhoqL+HUxUB/h4AAABAXcIMCHzm\n8OHDKikpUXh4eG0NHwAAAPAyAgh8puDkDvRoNoAAAADgJAIIfCY3N1eSFMUtsAAAAHBSkL8HgLon\nOztb6enp2rlzpyQCCAAAAH5EAIFXVFRUaOHChZo4caLWrVsnSQoPD5dEAAEAAMCPCCColtLSUs2f\nP18TJ07U5s2bJUkxMTEaPXq07rvvPu3YsUMtW7b08ygBAABQU7AHBFVTUiLNnauAXr00/v77tXnz\nZl100UWaOnWqcnNzNXLkSD377LO64YYblJ/PM0AAAADgYAYE56eoSJo5U5o2TcrPV5CkzOHDlT9k\niIYPH66tW7fq/vvv1+uvv67S0lIFBgYqKytLffv29ffIAQAAUAPwIEKcm4ICJ3hMny4dOOB8rGdP\nacwY6Z57lLNhg6ZMmaI33nhD5eXlCgwM1G233ab09HTFxsb6dejVxIMIAQAAvIgZEJybG2+UvvzS\n+fN110l/+5s0aJCUnS0NHaqcoiJlZmUpJCREd911lx577DF16dLFv2MGAABAjUMAwbkZM0Z6+20n\nePTuLX3wgXTNNdKKFZKk4bGx2vjIIxo3bpxatWrl37ECAACgxiKA4OwyM6XCQikqSnrnHWnpUunq\nq6U1a5zPt2gh/eUvapiSomeaN/fvWAEAAFDjcRcsnN2uXdLYsc5rRoZ0yy1O+LjgAmnKFCk3V0pP\nlwgfAAAAOAfMgODc3Xmn9I9/SCNGONWwob9HBAAAgFqGu2Dh7DIznTtgRUdLCQn+Ho0/cBcsAAAA\nLyKAAGdHAAEAAPAi9oAAAAAAcA0BBAAAAIBrCCAAAAAAXEMAAQAAAOAaAggAAAAA1xBAAAAAALiG\nAAIAAADANQQQAAAAAK4hgAAAAABwDQEEAAAAgGsIIAAAAABcQwABAAAA4BoCCAAAAADXEEAAAAAA\nuIYAAgAAAMA1BBAAAAAAriGAAAAAAHANAQQAAACAawggAAAAAFxDAAEAAADgGgIIAAAAANcQQAAA\nAAC4hgACAAAAwDUEEAAAAACuIYAAAAAAcA0BBAAAAIBrCCAAAAAAXEMAAQAAAOAaAggAAAAA1xBA\nAAAAALiGAAIAAADANQQQAAAAAK4hgAAAAABwDQEEAAAAgGsIIAAAAABc8/8DHTDBQmff5koAAAAA\nSUVORK5CYII=\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=800x1200 at 0x2B3D11865710>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mols = [Chem.MolFromSmiles(smi) for smi in smiles]\n",
    "for mol in mols:\n",
    "    replace_asterisk_to_hydrogen(mol)\n",
    "print('\\n'.join([Chem.MolToSmiles(mol) for mol in mols]))\n",
    "Draw.MolsToGridImage(mols, molsPerRow=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Hを付加することができたので、今後この関数を使っていく。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 最後にコピー＆ペーストのためにもう一度関数を書いて終わる。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def replace_asterisk_to_hydrogen(mol):\n",
    "    atoms = mol.GetAtoms()\n",
    "    for atom in atoms:\n",
    "        if atom.GetAtomicNum() == 0:\n",
    "            atom.SetAtomicNum(1)\n",
    "    Chem.SanitizeMol(mol)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 以上。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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