Untitled.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "78620a57-6a88-4fca-bf4f-fe2add3eeee5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pickle\n",
    "import pandas as pd\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import Draw\n",
    "from PIL import Image\n",
    "import img2pdf\n",
    "from reportlab.graphics import renderPDF\n",
    "from svglib.svglib import svg2rlg\n",
    "from IPython.display import SVG\n",
    "from reportlab.lib.pagesizes import letter\n",
    "from reportlab.pdfgen import canvas\n",
    "from IPython.display import display, Image\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import Draw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "12900191-cd2d-41f6-8778-7d7170e12506",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "thiothixene_rediscovery\n",
      "median2\n",
      "albuterol_similarity\n",
      "drd2\n",
      "zaleplon_mpo\n",
      "valsartan_smarts\n",
      "celecoxib_rediscovery\n",
      "median1\n",
      "amlodipine_mpo\n",
      "scaffold_hop\n",
      "mestranol_similarity\n",
      "troglitazone_rediscovery\n",
      "jnk3\n",
      "gsk3b\n",
      "ranolazine_mpo\n",
      "osimertinib_mpo\n",
      "deco_hop\n",
      "isomers_c9h10n2o2pf2cl\n",
      "isomers_c7h8n2o2\n",
      "sitagliptin_mpo\n",
      "qed\n",
      "perindopril_mpo\n",
      "fexofenadine_mpo\n"
     ]
    }
   ],
   "source": [
    "for filename in os.listdir('saved/mols'):\n",
    "    mols = []\n",
    "    for i,sm in enumerate(pd.read_pickle(f'saved/mols/{filename}').SMILES):\n",
    "        mols.append(Chem.MolFromSmiles(sm))\n",
    "        if i == 4:\n",
    "            break\n",
    "            \n",
    "    img = Draw.MolsToGridImage(mols, molsPerRow=5, returnPNG=False)\n",
    "    img = img.convert('RGB')\n",
    "    img.save(f'saved/img/{filename[:-13]}.pdf')\n",
    "    \n",
    "    print(filename[:-13])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "6de973f3-a78a-44c1-8d4c-1e6815df9b6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "sms = ['C12=CC=CC=C1[P-1]=[P-1]=[P-1]=[O+1]C[O+1]=P=P=P=P=P=P=P=P#[P-1]2', 'C12=CC=CC=C1[P-1]=[P-1]=[P-1]=[O+1]C[O+1]=P=P=P=P=P=P=P#[P-1][P-1]2', 'C12=CC=CC=C1[C+1]=[O+1][O+1][O+1][O+1][O+1][O+1]=C=C=P=C=C=C=C=C2'] \n",
    "mols = [Chem.MolFromSmiles(sm) for sm in sms]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "d2a3d4c4-d2bc-47f8-bdc0-098895ee2813",
   "metadata": {},
   "outputs": [],
   "source": [
    "img = Draw.MolsToGridImage(mols, molsPerRow=3, returnPNG=False)\n",
    "img = img.convert('RGB')\n",
    "img.save(f'saved/img/hack.pdf')\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "4c796490-9f17-48e7-886c-159f59784c8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=600x200>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "25e5bdf5-b4b9-418b-8896-ceff51fd5040",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}