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PatWalters/lookup_chemical_name.ipynb

Created November 13, 2025 15:53
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Lookup chemical names using the PubChem PUG service
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lookup_chemical_name.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 8,
"id": "8c5be203-6816-4c66-8296-51a8bcc29187",
"metadata": {},
"outputs": [],
"source": [
"import requests\n",
"from rdkit import Chem"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "0ed9fe1c-990d-4e77-ac0e-418ba23007d6",
"metadata": {},
"outputs": [],
"source": [
"def get_smiles_from_name(chemical_name):\n",
" \"\"\"\n",
" Retrieves the canonical SMILES string for a given chemical name using PubChem PUG REST.\n",
" \"\"\"\n",
" url = f\"https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/name/{chemical_name}/property/CanonicalSMILES/TXT\"\n",
" try:\n",
" response = requests.get(url)\n",
" response.raise_for_status() # Raise an exception for HTTP errors (4xx or 5xx)\n",
" smiles = response.text.strip()\n",
" return smiles\n",
" except requests.exceptions.RequestException as e:\n",
" print(f\"Error retrieving SMILES for {chemical_name}: {e}\")\n",
" return None"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "841faba9-2641-44ae-b3cf-f2a7e144bd8b",
"metadata": {},
"outputs": [],
"source": [
"name_list = [x.strip() for x in \"omeprazole, esomeprazole, lansoprazole, dexlansoprazole, pantoprazole, rabeprazole\".split(\",\")]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "36845039-8fe3-47ec-ae49-0ce93f27900b",
"metadata": {},
"outputs": [],
"source": [
"smi_list = [get_smiles_from_name(x) for x in name_list]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "93a459c7-3a66-448c-88b1-d3b17c6e9095",
"metadata": {},
"outputs": [],
"source": [
"mol_list = [Chem.MolFromSmiles(x) for x in smi_list]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "5a5e2496-6abd-4284-a577-1c43a46d8b94",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Chem.Draw.MolsToGridImage(mol_list,subImgSize=(300,300),legends=name_list)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b7296cce-ed91-49ad-9aa6-47f37493d3c1",
"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": "3.11.14"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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