iwatobipen/stoned_example.ipynb

## stoned_example.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rdkit import Chem\n",
    "from rdkit.Chem.Draw import IPythonConsole\n",
    "from rdkit.Chem import Draw\n",
    "from rdkit.Chem import AllChem\n",
    "import selfies as slfs\n",
    "AllChem.SetPreferCoordGen(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f6bf69625d0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "troglidazone = 'CC1=C(C2=C(CCC(O2)(C)COC3=CC=C(C=C3)CC4C(=O)NC(=O)S4)C(=C1O)C)C'\n",
    "trg = Chem.MolFromSmiles(troglidazone)\n",
    "trg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "mols = []\n",
    "scores = []\n",
    "with open('./20_runs_data_Troglitazone.txt', 'r') as f:\n",
    "    for line in f:\n",
    "        if not 'RUN' in line:\n",
    "            line = line.rstrip().split()\n",
    "            slf = line[1]\n",
    "            score = line[-1]\n",
    "            m = Chem.MolFromSmiles(slfs.decoder(slf))\n",
    "            mols.append(m)\n",
    "            scores.append(score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2408"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(mols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToGridImage([trg]+mols[:10], molsPerRow=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToGridImage([trg]+mols[100:110], molsPerRow=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToGridImage([trg]+mols[2000:2010], molsPerRow=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToGridImage([trg]+mols[2400:], molsPerRow=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}