{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from rdkit import Chem\n",
    "from rdkit.Chem import Draw\n",
    "from rdkit.Chem.Draw import IPythonConsole\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ms = [x for x in Chem.SDMolSupplier('./PBF_egfr.sdf')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcIAAACWCAIAAADCEh9HAAAABmJLR0QA/wD/AP+gvaeTAAAgAElE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\ngg==\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f3e794674e0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcIAAACWCAIAAADCEh9HAAAABmJLR0QA/wD/AP+gvaeTAAAgAElE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\nxwWgb5WljwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f3e79467580>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcIAAACWCAIAAADCEh9HAAAABmJLR0QA/wD/AP+gvaeTAAAgAElE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\nEkKIUv4fCTDpKWolNhMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f3e794675d0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms[3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAPoCAYAAAAC24AdAAEAAElEQVR4nOzdd1xV9RsH8M9lg4og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\npmf/Awp277zYqRFcAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=600x1000 at 0x7F3E794870F0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "legends = [x.GetProp('_Name') for x in ms]\n",
    "Draw.MolsToGridImage(ms[:15],legends=legends[:15])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from rdkit.Chem import AllChem\n",
    "mhs = [x for x in Chem.SDMolSupplier('./PBF_egfr.sdf',removeHs=False)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "ps = AllChem.ETKDG()\n",
    "for mh in mhs[:10]:\n",
    "    AllChem.EmbedMultipleConfs(mh,10,ps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[10, 10, 10, 10, 10, 10, 10, 10, 10, 10]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[x.GetNumConformers() for x in mhs[:10]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "outf = Chem.SDWriter('EGFR_first10_10confs.sdf')\n",
    "for m in mhs[:10]:\n",
    "    for conf in m.GetConformers():\n",
    "        outf.write(m,confId=conf.GetId())\n",
    "outf.flush()\n",
    "outf=None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
