４月１２日.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from rdkit import Chem\n",
    "from rdkit.Chem import AllChem\n",
    "from IPython.display import Image\n",
    "from rdkit.Chem import Draw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "rxn1 = AllChem.ReactionFromSmarts('[C:1](=[O:2])-[OD1].[N!H0:3]>>[C:1](=[O:2])[N:3]')\n",
    "substrates1 = ['OC(=O)CC(N)C(=O)O', 'OC(=O)c1ccc(N)c(C(=O)O)c1']\n",
    "substrates2 = ['NCC(=O)N', 'NCN']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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LuXq1Wo02bdqYVfIBlI3/YPJBRERkWExADCArKwv+/v4YPnw4vvzyS6Ney93dHe7u7ggK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\nRK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms1 = [Chem.MolFromSmiles(substrate) for substrate in substrates1]\n",
    "#for m in ms: tmp=AllChem.Compute2DCoords(m)\n",
    "img=Draw.MolsToGridImage(ms1,molsPerRow=4,subImgSize=(200,200), legends=substrates1)\n",
    "img.save('grid1.png')\n",
    "Image(filename=\"grid1.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms2 = [Chem.MolFromSmiles(substrate) for substrate in substrates2]\n",
    "#for m in ms: tmp=AllChem.Compute2DCoords(m)\n",
    "img=Draw.MolsToGridImage(ms2,molsPerRow=4,subImgSize=(200,200), legends=substrates2)\n",
    "img.save('grid2.png')\n",
    "Image(filename=\"grid2.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "all_products = []\n",
    "for m1 in ms1:\n",
    "    for m2 in ms2:\n",
    "        all_products.append(rxn1.RunReactants((m1,m2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "smiles_products = []\n",
    "for all_ps in all_products:\n",
    "    for all_p in all_ps:\n",
    "        for m in all_p:\n",
    "            Chem.SanitizeMol(m)\n",
    "            smile = Chem.MolToSmiles(m)\n",
    "            if smile not in smiles_products:\n",
    "                smiles_products.append(smile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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BTkBYPu3aJT70BgzI/d/s3ClaTP/8E2jZUnmxsTz4808xCeGXrhwpQ4sWYoD7iBEZk5/O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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms_products = [Chem.MolFromSmiles(product) for product in smiles_products]\n",
    "img=Draw.MolsToGridImage(ms_products, molsPerRow=4, subImgSize=(200,200), legends=smiles_products)\n",
    "img.save('grid.png')\n",
    "Image(filename=\"grid.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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nn994ZwIA4DM+ggXH5yNYAAANqEn9HhAAAKB5EyAAAEA2AgQAAMhGgAAAANkIEAAAIBsB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\nQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sms = ['C=CC=CN']\n",
    "ms = [Chem.MolFromSmiles(sm) for sm in sms]\n",
    "for m in ms: tmp=AllChem.Compute2DCoords(m)\n",
    "\n",
    "img=Draw.MolsToGridImage(ms,molsPerRow=4,subImgSize=(200,200), legends=sms)\n",
    "img.save('grid.png')\n",
    "Image(filename=\"grid.png\")\n",
    "#ps = rxn.RunReactants((Chem.MolFromSmiles('C(COC(=O)O)C(=O)O'),Chem.MolFromSmiles('NC')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "rxn = AllChem.ReactionFromSmarts(\n",
    "    '[C:1]=[C:2][C:3]=[C:4].[C:5]=[C:6]>>[C:1]1=[C:2][C:3]=[C:4][C:5]=[C:6]1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pms = rxn.RunReactants((ms[0], ms[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Nny7rYuXqKhvjoalW0pMnid58UzYoT9sdPXqUnJyc6LvvvqvWrGnPKy0tpTNn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\nYLfkvwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "products = []\n",
    "pms_list = []\n",
    "for ps in pms:\n",
    "    for hoge in ps:\n",
    "        pms_list.append(hoge)\n",
    "        Chem.SanitizeMol(hoge)\n",
    "        products.append(Chem.MolToSmiles(hoge))\n",
    "\n",
    "for m in pms_list: tmp=AllChem.Compute2DCoords(m)\n",
    "img=Draw.MolsToGridImage(pms_list,molsPerRow=4,subImgSize=(200,200), legends=products)\n",
    "img.save('grid.png')\n",
    "Image(filename=\"grid.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IEFBGhIAyIgSUESGgjAgBZUQIKCNCQBkRAsqIEFBGhIAyIgSUESGgjAgBZUQIKCNCQBkR\nAsqIEFBGhIAyIgSUESGgjAgBZUQIKCNCQBkRAsqIEFBGhIAyIgSUESGgjAgBZUQIKCNCQBkRAsqI\nEFBGhIAyIgSUESGgjAgBZUQIKCNCQBkRAsqIEFBGhIAyIgSUESGgjAgBZUQIKCNCQBkRAsqIEFBG\nhIAyIgSUESGgjAgBZUQIKCNCQBkRAsqIEFBGhIAyIgSUESGgjAgBZUQIKCNCQBkRAsqIEFBGhIAy\nIgSUESGgjAgBZUQIKCNCQBkRAsqIEFBGhIAyIgSUESGgjAgBZUQIKCNCQBkRAsqIEFBGhIAyIgSU\nESGgjAgBZf8Dc+qu96Lm3e4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = Chem.MolFromSmiles('O=CC(N)CC=O')\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import Draw\n",
    "Draw.MolToFile(m, 'm.png')\n",
    "from IPython.display import Image\n",
    "Image(filename=\"m.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "rxn = AllChem.ReactionFromSmarts('[C:1]=[O,N:2]>>[C:1][*:2]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "products = []\n",
    "for xx in rxn.RunReactants((m,)):\n",
    "    for x in xx:\n",
    "        products.append(Chem.MolToSmiles(x,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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1b98+V53hvSIsLExvvPGG5s+fr/Hjx2v+/Pk+H+PChQvKzMzUY489po4dO2rFBx9I06dL\nhw5J69dL3/se4SOI0R9X+2Pu3LmSrDlSOTk5mj59utq1a6dZs2YpOjpahYWF8ng8SklJIXwAAOAl\nV/4CsmfPHklSly5dHK7EOdOmTVNUVJQmTJigsrIyLViwoM59ioqKlJGRoZUrV8oYo7Fjxyo/P1+9\nevWyoWLYhf6o3h95eXn64osvdPToUY0aNUqrV6/WsGHD6t9K6gAABAlXBhCPx6Po6Gg1bdrU6VIc\n9fjjj2vbtm06e/bsDbc5dOiQVq5cqTfeeEP79+/XsGHD9Nprr2nUqFG3fLcg1E/0h+VKf2RnZ+t7\n3/uevv/97zu/cjoAAA2AawOIGy8vqUlN6zxwjbu70R9Xde3atcGuhQIAgFNcG0AeuJkVvBuwG60D\nUlhYeGvrgCDo0B8AACCQXDkJnTO818vJyVFiYqLKysq0evVqHTx4UIsXLyZ8uBD9AQAAAinEGGOc\nLsJO58+fV4sWLbRz507O8n5LZWWlysrKuMbd5egP+CjE6QIAAMHHdb+A7NmzR40aNXL1HX5q0qhR\nI8IH6A8AABBwrgsgHo9HMTExCg8Pd7oUoN6hPwAAQKC5MoBwfTtQM/oDAAAEGgEEQBX6AwAABBoB\nBEAV+gMAAASaqwLIuXPntH//fr5gATWgPwAAgB1cFUB2796t0NBQxcbGOl0KUO/QHwAAwA6uCiAe\nj0exsbEKCwtzuhSg3qE/AACAHVwXQLi8BKgZ/QEAAOxAAAEgif4AAAD2IIAAkER/AAAAe7gmgJw9\ne1aHDh3iCxZQA/oDAADYxTUBxOPxqEmTJtzhB6gB/QEAAOziqgDSpUsXhYaGOl0KUO/QHwAAwC6u\nCiBcXgLUjP4AAAB2IYAAoD8AAIBtCCAA6A8AAGAbVwSQM2fO6MiRI3zBAmpAfwAAADu5IoB8/vnn\nCgsLU3R0tNOlAPXOt/sjJydHFRUVTpcEAAAaMFcEEI/Ho65du3KHH6AGV/rj8uXLmjhxokaMGKHT\np087XRYAAGigXBNAuLwEqNmV/mjatKlyc3N1+vRp9enTR3v27HG6NAAA0AC5IoCcO3dO4eHhTpcB\n1EuXLl1S7969JUl33nmnNm/erH79+ikhIUHvvvuuw9UBAICGJsQYY5wuItCys7OVlJSkn/3sZ/rN\nb36jRo1ckbuAW7J48WLNnj1bv/rVr5SSkuJ0OaifQpwuAAAQfFwRQCRp27ZtGj16tHr16qXMzEy1\nbNnS6ZKAem/jxo2aMGGCxo0bp1dffVVhYWFOl4T6hQACAPCZa34K6Nu3rwoLC1VaWqpHH31UJSUl\nTpcEOCorK0u7du2qdZvhw4crJydHH330kYYMGaLS0lKbqgMAAA2VawKIJN19993avHmz4uLi1KdP\nH/3tb39zuiTAMVu3btWAAQP0zjvv1Lrdfffdp4KCAoWFhSk+Pl47duywqUIAANAQuSqASFKzZs2U\nlZWlF154QY8//rhSU1OdLglwxKJFizR//nz94Ac/0Jw5c1Tb1ZitW7dWdna2Ro0apYEDB9YZWgAA\nAG7ENXNAapKVlaXJkyfrmWeeUWpqqpo0aeJ0SYDttmzZojFjxmjQoEFKT0/XbbfdVuv2aWlp+slP\nfqJf/vKXeumllxQSwjQAF+N/PgDAZ64OIJK0a9cujRw5UnFxcVq9erUiIyOdLgmwXXFxsZKSkhQW\nFqb169crKiqq1u0/+OADvT57tlb06qUmqalS06Y2VYp6hgACAPCZ6y7BulbPnj1VUFCg8vJyPfzw\nwyy+Blfq3Lmz8vLyFBUVpYSEBG3fvr3W7RMTE7V6zRo1yc2VBg2Sjhyxp1AAABD0XB9AJKlt27bK\nzs7WgAED9Mgjj7D4GlypRYsWWrt2rSZNmqRBgwZp2bJlte8QGyvl50vt2kl9+lj/DgAAUAfXX4J1\nrT/84Q/alZGhFVOnKmTWLKfLARyxatUqTZkyRVOnTtXChQtrX7yzokL6r/+SFi+Wli6VJk2yr1A4\njUuwAAA+I4DU4Jv33lPoU09J48ZJf/6zxOJrcKEri3c+9NBDWrVqVd2Ld2ZmSs89J82cKf3ud1Jt\noQUNBQEEAOAzAsiN7N0rJSVJrVtLa9dal5kALnPgwAGNGjVKly9f1rt//avu7dSp9h1yc6XRo6Xe\nvaVVq6T/+A97CoVTCCAAAJ9xivJG4uKsL1MREVJ8vFRU5HRFgO2ioqK0ZcsWJT38sO5+/HFp8+ba\nd+jXTyoslEpLpQEDpJISewoFAABBgwBSm9tvlzZtss7oDhxo/RICuEyzZs3029dfV+gPfygNGybV\ntXhnhw5WUImNtSan//3vttQJAACCAwGkLqGh1uTaBQukCROkOXMkrlqD24SESCkp0sqV1j+nT5cu\nX77x9s2aSX/5i/TCC9Jjj0mvvmpfrQAAoF5jDogvtmyRxoyx1j1IT5fqWDEaaJB27ZJGjpTuvdcK\nGW3b1r796tXSs89Kv/iF9Ktf2VMj7MIcEACAzwggvioutianh4VJ69dLdawYDTRIJ05YYfzIEasP\nunevffuiIqmsTBo82J76YBcCCADAZ1yC5avOnaW8PCt4JCRIdawYDTRIbdpI2dnWRPOEBGnDhtq3\n792b8AEAACQRQG5OixbWhPRJk6zLsb69YvTFi9LkydY2cXFSZKTUo4d1ZyDJOgscEiIdOFD9mGlp\n1h2EgGARHi797/9Kv/61NHasNG9e7dvX1RsAAMAVQp0uIGg1biz9/vdSt25SQYGUnGw9P3q0FTBK\nSqyzxJL02mvWmeKdO6W773auZiAQZs2SunSRfvAD6dNPpTfesG5ffa26eqNbN3vrBgAAjmAOiD8V\nFFi36923T2rfvvprnTtL3/mO9Mc/Si1bSvv3V58/kpZmTWzPzbW1ZMBvalu805veSEuzt174A3NA\nAAA+4xcQfyoosCbjXvsFS7K+mOXnX32clmZdgnLFtm2Brw8IpLg4aetWadw4aehQ625Zjf59lacv\nvQEAABo0Aog/HT9unf2tSWys9PHHVx8XFVW/jW9JSc2XrQDBpHVra/FOj+dq+JB86w0AANCgEUD8\nqUMH60xuRYU1R+TbcnKsdROuWLq05kuwgGDXpIn04IPVn/OlNwAAQIPGXbD8qXdv6fRp63KTa23e\nbN0xC3AjegMAAPwbAcSfHnxQSkyU5syR/vUv67nKSum//9s68zt1qqPlAY6hNwAAwL8RQPxt9Wrr\nFqPt21u3Jm3VSnr/fWvxwhYtnK4OcA69AQAAxG14A+fsWeu2pJ06Sbff7nQ1QP1BbzQk3IYXAOAz\nAggA4GYRQAAAPuMSLAAAAAC2IYAAAAAAsA0BBAAAAIBtCCAAAAAAbEMAAQAAAGAbAggAAAAA2xBA\nAAAAANiGAAIAAADANgQQAAAAALYhgAAAAACwDQEEAAAAgG0IIAAAAABsQwABAAAAYBsCCAAAAADb\nEEAAAAAA2IYAAgAAAMA2BBAAAAAAtiGAAAAAALANAQQAAACAbQggAAAAAGxDAAEAAABgGwIIAAAA\nANsQQAAAAADYhgACAAAAwDYEEAAAAAC2IYAAAAAAsA0BBAAAAIBtCCAAAAAAbEMAAQAAAGAbAggA\nAAAA2xBAAAAAANiGAAIAAADANgQQAAAAALYhgAAAAACwjWsDyPHjxxUSEqIf//jH1Z5fsWKFhgwZ\nIkn6+uuvlZycrJYtW6pHjx4KDQ3ViBEjdOzYsWr7zJgxQ7m5uV7tc/HiRU2ePFktWrRQXFycIiMj\n1aNHDxUWFlYd77333tOLL75Y7T3qOq63td6IN3XBPZzqj7rU9TkNVO/QHwAA+I9rA8gVb731lnbu\n3Fnja0899ZQuXLigw4cPy+Px6MSJEwoLC9OkSZOqttmxY4e+/PJL9evXz6t9Ro8erePHj6ukpER7\n9+7VqVOnNGPGDA0YMEB79uyRJI0YMUIffvhh1WNvjutNrbXxpi64j939UZe6PqeB6h36AwAAPzIu\ndezYMSPJLFiwwPTr189UVlYaY4xZvny5GTx4sNmxY4eJiIgwx44dq7bfkSNHzMsvv2wqKiqMMcZM\nnDjRLF++3Bhj6twnLy/PNG3a1Hz11VfX1RMdHW2mTp1a9Tg1NbXqcV3HLSws9KrWG8nPz/e6LriD\nE/3hr8+pv3uH/qiVGAwGg8Hwdbj+F5Dp06fr/PnzysjIqPb8Z599ppiYGLVt27ba83feeafmzJmj\nRo2s/3Sffvqp4uLivNqnqKhI3bt3V/v27a+rIykpSR6Pp+pxXFycsrOzvTqux+PxqtYbKSgo8Lou\nuIud/eGvz6m/e4f+AADAv1wfQEJDQ5Wamqo5c+bozJkzVc+fPn1arVq1qnXfyspK7d27V506dfJq\nn+PHj6t169Y1vhYbG6tz585VPY6JidH+/ft17ty5Oo/rTa1LlizRPffcc92YMWOGT3XBXezsj9o+\no5L3/ePv3qE/AADwL9cHEEnq37+/EhMTNXfu3KrnoqOjtWPHDl26dKnatt98842WLVumixcv6uDB\ng6qoqKg6e1rXPu3atVN+fr4qKiquqyEnJ0f33ntv1eOoqCiFhITozJkzdR63Q4cOddb6/PPP6+DB\ng9eN1NRUdejQweu64D529cfkyZNv+BmV5PXn1N+9Q38AAOBfBJB/mzdvnjIyMvT5559Lkrp166bz\n588rLy+v2nYffvihFi9erIiICDVq1EiXLl3S6dOnvdonISFBp0+fVkFBwXXvv3nzZg0aNKjq8cmT\nJxUeHq727dvXedyePXvWWeuOHTv0pz/96bqxadMm9e7d2+u64E529Mfu3btv+BmV5PXn1N+9Q38A\nAOBnxqWuTLItLy+veu6Pf/yjCQ8PN4MHDzbGGJOcnGwGDx5sTp06ZYwxprS01PTs2dMsWbLEGGNM\nZWWliYyMNAUFBVXHqGufxMREM3DgQHPixAljjDEVFRXmxRdfNO3atTNlZWVVx9m+fbvp2bOn18et\n6/V169aZ0aNHXzcWLlzoU11wByf6o67PqDHefU793Tvevq9LOT6RkcFgMBjBN2RcqqYvWJcuXTLd\nunUzgwYNMsYYc+LECZOUlGRCQ0NNTEyMCQ8PNzNnzjQXL16s2ufJJ580mZmZVY/r2ufkyZNmzJgx\nJjQ01MTFxZkWLVqYPn36mJKSkmr1ZWZmmqefftrr43pTa228rQvu4FR/1MWbz2kgeof+uCHH/xJj\nMBgMRvCNEGOMcfY3mPrvX//6l44cOaKYmBg1bdq02msbNmzQ8uXLtWbNGq/3kaSzZ89WTdC9/fbb\nr3t9/Pjxeu655zRs2DCfjlvX63Wpqy7gWoHoj7rU9jkNZO/QH9cJcboAAEDwIYD4wWOPPaZXX31V\nMTExfjnevn37NHPmTL377rt+OR7gJH/3R23oHdsRQAAAPiOA+ME///lPHT9+XH369PHL8fLz83XH\nHXeoY8eOfjke4CR/90dt6B3bEUAAAD4jgAAAbhYBBADgM27DCwAAAMA2BBAAAAAAtiGAAAAAALAN\nAQQAAACAbQggAAAAAGzz/48xPY0v/g9yAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms = [Chem.MolFromSmiles(m) for m in products]\n",
    "img=Draw.MolsToGridImage(ms,molsPerRow=4,subImgSize=(200,200), legends=products)\n",
    "img.save('molgrid.png')\n",
    "Image(filename=\"molgrid.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EiBCbNsnPfy7x8dpzGIwnZkw3Zoz87W9SVKQ9h8GIEFJYKOPH8zSpmpgQ//aAKo6EgDIi\nBJQRIaCMCAFlRAgoI0JAGRECyogQUEaEgDIiBJQRIaCMCAFlRAgoI0JAGRECyogQUEaEgDIiBJQR\nIaCMCAFlRAgoI0JAGRECyogQUEaEgDIiBJQRIaCMCAFlRAgoI0JAGRECyogQUEaEgDIiBJQRIaCM\nCAFlRAgoI0JAGRECyogQUEaEgDIiBJQRIaCMCAFlRAgoI0JAGRECyogQUEaEgDIiBJQRIaCMCAFl\nRAgoI0JAGRECyogQUEaEgDIiBJQRIaCMCAFlRAgoI0JAGRECyogQUEaEgDIiBJQRIaCMCAFlRAgo\nI0JAGRECyogQUEaEgDIiBJQRIaCMCAFlRAgoI0JAGRECyogQUEaEgDIiBJQRIaCMCAFlRAgoI0JA\nGRECyogQUEaEgDIiBJQRIaCMCAFlRAgoI0JAGRECyogQUEaEgDIiBJQRIaCMCAFlRAgo+3+kewQT\nn0SOIQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = Chem.MolFromSmiles('O=CC(=N)CC=O')\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import Draw\n",
    "Draw.MolToFile(m, 'm.png')\n",
    "from IPython.display import Image\n",
    "Image(filename=\"m.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "products = []\n",
    "for xx in rxn.RunReactants((m,)):\n",
    "    for x in xx:\n",
    "        products.append(Chem.MolToSmiles(x,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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w6hreH/7QrKjo8o6JqCAfgZEPkI8IvceuXWa//a1Zhw7OE+Huvtts+fKa3SPlb55/yGMw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\nAIBr/j+D0bXVPQvBDwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms = [Chem.MolFromSmiles(m) for m in products]\n",
    "img=Draw.MolsToGridImage(ms,molsPerRow=4,subImgSize=(200,200), legends=products)\n",
    "img.save('molgrid.png')\n",
    "Image(filename=\"molgrid.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "reactions = [\"([C:1]=[C;H2:2].[C:3]=[C;H2:4])>>[*:2][*:1]=[*:3][*:4]\",\n",
    "             \"([C:1]=[O].[C:2]=[O])>>[*:1]=[*:2]\"]\n",
    "rxns = [AllChem.ReactionFromSmarts(reaction) for reaction in reactions]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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SPw09SMWPqcOHU3r//ZRGjEipq9/mQ2XKM8a8AwJAu2X9DAgA3YoAAkC7lfwWLAAAgOME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\nAEA2/wetrvRFVv87sQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "substrates = ['C=CCOCC=C', 'O=CCOCC=O']\n",
    "ms = [Chem.MolFromSmiles(m) for m in substrates]\n",
    "img=Draw.MolsToGridImage(ms,molsPerRow=4,subImgSize=(200,200), legends=substrates)\n",
    "img.save('molgrid.png')\n",
    "Image(filename=\"molgrid.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "products = []\n",
    "for m in ms:\n",
    "    for rxn in rxns:\n",
    "        for xx in rxn.RunReactants((m,)):\n",
    "            for x in xx:\n",
    "                products.append(Chem.MolToSmiles(x,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['CC1=C(C)COC1', 'CC1=C(C)COC1', 'C1=CCOC1', 'C1=CCOC1']"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "products"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fr1y5UlOmTFFMTIxPayqzZcsWvfzyy+X+/f3vf/dpuxERETp58uSZDyn58piD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\nCAAAAADH/D9JQo0u8nw33AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms = [Chem.MolFromSmiles(m) for m in products]\n",
    "img=Draw.MolsToGridImage(ms,molsPerRow=4,subImgSize=(200,200), legends=products)\n",
    "img.save('molgrid.png')\n",
    "Image(filename=\"molgrid.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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9WrdunapXr36jTwWW7dwpvfCC9OSTUseOPjkFBQQAAMCLHC0gixYt0qhRo7R/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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "substrates = [\n",
    "    'C1=CCCCC1', \n",
    "    'C1=CC=CCC1', \n",
    "    'C1=CC=CC=C1', \n",
    "    'c1ccccc1',\n",
    "              'c1ccccc1C=CC(=O)N']\n",
    "ms = [Chem.MolFromSmiles(m) for m in substrates]\n",
    "img=Draw.MolsToGridImage(ms,molsPerRow=4,subImgSize=(200,200), legends=substrates)\n",
    "img.save('molgrid.png')\n",
    "Image(filename=\"molgrid.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "reactions = [\n",
    "    \"[c:1]1~[a:2]~[a:3]~[a:4]~[a:5]~[c:6]1>>[O]=[C:1]/[C:6]=[C:5]\\[C:4]=[C:3]/[C:2]=[O]\",\n",
    "    \"[C:1]=[C:2]>>([C:1]=[O].[C:2]=[O])\",\n",
    "    #\"[C:1]=[C:2][C:3]>>[C:1][C:2]=[C:3]\",\n",
    "   #\"[C:1]=[C:2]>>[C:1][C:2]\"\n",
    "]\n",
    "rxns = [AllChem.ReactionFromSmarts(reaction) for reaction in reactions]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['O=C/C=C\\\\C=C/C=O',\n",
       " 'NC(=O)C=C/C(C=O)=C/C=C\\\\C=O',\n",
       " 'NC(=O)C=CC(=O)/C=C\\\\C=C/C=O',\n",
       " 'NC(=O)C=CC(/C=C\\\\C=O)=C/C=O',\n",
       " 'O=CCCCCC=O',\n",
       " 'O=CC=CCCC=O',\n",
       " 'NC(=O)C=O.O=Cc1ccccc1']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "products = []\n",
    "for rxn in rxns:\n",
    "    for m in ms:\n",
    "        for xx in rxn.RunReactants((m,)):\n",
    "            for x in xx:\n",
    "                nextm = Chem.MolToSmiles(x,1)\n",
    "                if nextm not in products:\n",
    "                    products.append(nextm)\n",
    "products"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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uLCYmJuLq6ioTJ06Ubdu2SXJycpH3fePGDWnYsKEMHDhQMvX4WZeSkiKVKlWS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\nRHrDBISIiIiIiPTm/wBvB5y4SzQboAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms = []\n",
    "names = []\n",
    "for smile in products:\n",
    "    m = Chem.MolFromSmiles(smile)\n",
    "    if m:\n",
    "        ms.append(m)\n",
    "        names.append(smile)\n",
    "img=Draw.MolsToGridImage(ms,molsPerRow=4,subImgSize=(200,200), legends=names)\n",
    "img.save('molgrid.png')\n",
    "Image(filename=\"molgrid.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}