ptosco/Tetherheavy.ipynb

## Tetherheavy.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3446fc184c9f478dbbbd80dacbb89ebd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from rdkit import Chem\n",
    "from rdkit.Chem import ChemicalForceFields\n",
    "from rdkit.Chem import rdForceFieldHelpers\n",
    "import nglview as nv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "e20_molblock = \"\"\"\\\n",
    "E20\n",
    "  CCTOOLS-0619201034\n",
    "\n",
    " 57 60  0  0  1  0  0  0  0  0999 V2000\n",
    "    1.0570   60.0560   71.2400 C   0  0  0  0  0\n",
    "    0.1880   61.0790   71.6280 C   0  0  0  0  0\n",
    "    0.3470   62.4150   71.1710 C   0  0  0  0  0\n",
    "    1.4470   62.7200   70.2700 C   0  0  0  0  0\n",
    "    2.3060   61.6650   69.8810 C   0  0  0  0  0\n",
    "    2.1400   60.3710   70.3620 C   0  0  0  0  0\n",
    "    3.3650   62.0940   69.0160 C   0  0  0  0  0\n",
    "    3.0860   63.5900   68.7400 C   0  0  0  0  0\n",
    "    1.8390   63.9920   69.5580 C   0  0  0  0  0\n",
    "    4.1050   64.5760   69.2450 C   0  0  0  0  0\n",
    "    4.3070   65.8480   68.5330 C   0  0  0  0  0\n",
    "    5.0060   65.6370   67.1950 C   0  0  0  0  0\n",
    "    5.1610   66.9190   66.4250 C   0  0  0  0  0\n",
    "    3.8540   67.6350   66.2370 N   0  0  0  0  0\n",
    "    3.1770   67.9970   67.5350 C   0  0  0  0  0\n",
    "    3.0040   66.7080   68.3900 C   0  0  0  0  0\n",
    "    3.7430   68.9430   65.4830 C   0  0  0  0  0\n",
    "    3.9920   68.8470   63.9880 C   0  0  0  0  0\n",
    "    2.8640   68.6750   63.1260 C   0  0  0  0  0\n",
    "    3.0520   68.4320   61.7230 C   0  0  0  0  0\n",
    "    4.3450   68.3900   61.1950 C   0  0  0  0  0\n",
    "    5.4790   68.5980   62.0460 C   0  0  0  0  0\n",
    "    5.3100   68.8690   63.4400 C   0  0  0  0  0\n",
    "    4.3250   61.3750   68.6150 O   0  0  0  0  0\n",
    "    0.8900   58.7620   71.6440 O   0  0  0  0  0\n",
    "    1.8420   57.6470   71.2650 C   0  0  0  0  0\n",
    "   -0.9250   61.0250   72.3210 O   0  0  0  0  0\n",
    "   -1.4340   59.8620   72.9280 C   0  0  0  0  0\n",
    "   -0.3610   63.1910   71.5050 H   0  0  0  0  0\n",
    "    2.8630   59.5990   70.0490 H   0  0  0  0  0\n",
    "    3.0320   63.6450   67.6270 H   0  0  0  0  0\n",
    "    1.0210   64.4500   68.9530 H   0  0  0  0  0\n",
    "    1.9940   64.8660   70.2320 H   0  0  0  0  0\n",
    "    3.8800   64.8000   70.3130 H   0  0  0  0  0\n",
    "    5.0880   64.0570   69.3280 H   0  0  0  0  0\n",
    "    4.9850   66.4520   69.1780 H   0  0  0  0  0\n",
    "    5.9880   65.1260   67.3290 H   0  0  0  0  0\n",
    "    4.4850   64.8610   66.5860 H   0  0  0  0  0\n",
    "    5.9190   67.5840   66.9000 H   0  0  0  0  0\n",
    "    5.6660   66.7420   65.4470 H   0  0  0  0  0\n",
    "    3.7150   68.8030   68.0850 H   0  0  0  0  0\n",
    "    2.2130   68.5340   67.3760 H   0  0  0  0  0\n",
    "    2.1680   66.0850   67.9910 H   0  0  0  0  0\n",
    "    2.5910   66.9590   69.3940 H   0  0  0  0  0\n",
    "    2.7520   69.4160   65.6780 H   0  0  0  0  0\n",
    "    4.4160   69.7060   65.9360 H   0  0  0  0  0\n",
    "    1.8450   68.7300   63.5440 H   0  0  0  0  0\n",
    "    2.1950   68.2760   61.0450 H   0  0  0  0  0\n",
    "    4.4690   68.1940   60.1160 H   0  0  0  0  0\n",
    "    6.4960   68.5480   61.6220 H   0  0  0  0  0\n",
    "    6.1800   69.0900   64.0800 H   0  0  0  0  0\n",
    "    1.7050   56.5900   71.5940 H   0  0  0  0  0\n",
    "    1.9210   57.6400   70.1520 H   0  0  0  0  0\n",
    "    2.8650   57.9630   71.5750 H   0  0  0  0  0\n",
    "   -2.3790   59.8160   73.5160 H   0  0  0  0  0\n",
    "   -1.5130   59.0880   72.1280 H   0  0  0  0  0\n",
    "   -0.6260   59.4590   73.5820 H   0  0  0  0  0\n",
    "  1  2  2  0  0  0\n",
    "  1  6  1  0  0  0\n",
    "  1 25  1  0  0  0\n",
    "  2  3  1  0  0  0\n",
    "  2 27  1  0  0  0\n",
    "  3  4  2  0  0  0\n",
    "  3 29  1  0  0  0\n",
    "  4  5  1  0  0  0\n",
    "  4  9  1  0  0  0\n",
    "  5  6  2  0  0  0\n",
    "  5  7  1  0  0  0\n",
    "  6 30  1  0  0  0\n",
    "  7  8  1  0  0  0\n",
    "  7 24  2  0  0  0\n",
    "  8  9  1  0  0  0\n",
    "  8 10  1  0  0  0\n",
    "  8 31  1  0  0  0\n",
    "  9 32  1  0  0  0\n",
    "  9 33  1  0  0  0\n",
    " 10 11  1  0  0  0\n",
    " 10 34  1  0  0  0\n",
    " 10 35  1  0  0  0\n",
    " 11 12  1  0  0  0\n",
    " 11 16  1  0  0  0\n",
    " 11 36  1  0  0  0\n",
    " 12 13  1  0  0  0\n",
    " 12 37  1  0  0  0\n",
    " 12 38  1  0  0  0\n",
    " 13 14  1  0  0  0\n",
    " 13 39  1  0  0  0\n",
    " 13 40  1  0  0  0\n",
    " 14 15  1  0  0  0\n",
    " 14 17  1  0  0  0\n",
    " 15 16  1  0  0  0\n",
    " 15 41  1  0  0  0\n",
    " 15 42  1  0  0  0\n",
    " 16 43  1  0  0  0\n",
    " 16 44  1  0  0  0\n",
    " 17 18  1  0  0  0\n",
    " 17 45  1  0  0  0\n",
    " 17 46  1  0  0  0\n",
    " 18 19  2  0  0  0\n",
    " 18 23  1  0  0  0\n",
    " 19 20  1  0  0  0\n",
    " 19 47  1  0  0  0\n",
    " 20 21  2  0  0  0\n",
    " 20 48  1  0  0  0\n",
    " 21 22  1  0  0  0\n",
    " 21 49  1  0  0  0\n",
    " 22 23  2  0  0  0\n",
    " 22 50  1  0  0  0\n",
    " 23 51  1  0  0  0\n",
    " 25 26  1  0  0  0\n",
    " 26 52  1  0  0  0\n",
    " 26 53  1  0  0  0\n",
    " 26 54  1  0  0  0\n",
    " 27 28  1  0  0  0\n",
    " 28 55  1  0  0  0\n",
    " 28 56  1  0  0  0\n",
    " 28 57  1  0  0  0\n",
    "M  END\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "e20 = Chem.MolFromMolBlock(e20_molblock, removeHs=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "e20_h = Chem.AddHs(Chem.RemoveHs(e20), addCoords=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "e20_h_after_min = Chem.Mol(e20_h)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "mp = rdForceFieldHelpers.MMFFGetMoleculeProperties(e20_h_after_min)\n",
    "ff = rdForceFieldHelpers.MMFFGetMoleculeForceField(e20_h_after_min, mp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ff.Minimize(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "view1 = nv.NGLWidget()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "eac1a84b5a2947918f5474846d94c2d8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "NGLWidget()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = Chem.CombineMols(e20_h, e20_h_after_min)\n",
    "view1.add_structure(nv.RdkitStructure(s))\n",
    "view1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img 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\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "e20_h_after_min = Chem.Mol(e20_h)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "mp = rdForceFieldHelpers.MMFFGetMoleculeProperties(e20_h_after_min)\n",
    "ff = rdForceFieldHelpers.MMFFGetMoleculeForceField(e20_h_after_min, mp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(e20_h_after_min.GetNumHeavyAtoms()):\n",
    "    ff.AddFixedPoint(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ff.Minimize(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "view2 = nv.NGLWidget()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7820004717c84469915b261dd1792fd3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "NGLWidget()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = Chem.CombineMols(e20_h, e20_h_after_min)\n",
    "view2.add_structure(nv.RdkitStructure(s))\n",
    "view2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"data:image/png;base64,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\">"
   ]
  },
  {
   "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": "3.6.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}