alterlab-datamol

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Wraps RDKit in a high-level, pandas-friendly datamol interface with sensible defaults for everyday drug discovery — SMILES/SDF loading into DataFrames, molecule standardization, descriptors, fingerprints, Butina clustering, 3D conformer generation, scaffold analysis, and parallel batch processing, returning native rdkit.Chem.Mol objects. Use when running standard cheminformatics pipelines on molecule tables with minimal boilerplate; for low-level control, custom sanitization, or specialized algorithms prefer alterlab-rdkit. Part of the AlterLab Academic Skills suite.

AI & Automation 68 stars 13 forks Updated 3 days ago MIT

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Skill Content

# Datamol Cheminformatics Skill ## Overview Datamol is a Python library that provides a lightweight, Pythonic abstraction layer over RDKit for molecular cheminformatics. Simplify complex molecular operations with sensible defaults, efficient parallelization, and modern I/O capabilities. All molecular objects are native `rdkit.Chem.Mol` instances, ensuring full compatibility with the RDKit ecosystem. **Key capabilities**: - Molecular format conversion (SMILES, SELFIES, InChI) - Structure standardization and sanitization - Molecular descriptors and fingerprints - 3D conformer generation and analysis - Clustering and diversity selection - Scaffold and fragment analysis - Chemical reaction application - Visualization and alignment - Batch processing with parallelization - Cloud storage support via fsspec ## When to Use This Skill Use this skill when the user wants to: - Load, standardize, and de-duplicate molecule tables (CSV/SDF/Excel/Parquet, local or cloud) with little boilerplate - Compute datamol's descriptor set, fingerprints, and Tanimoto distance matrices for a compound set - Cluster, pick diverse subsets, extract Murcko scaffolds, or fragment (BRICS/RECAP) a library - Generate and cluster 3D conformers, or render aligned molecule grids for SAR review ### Does NOT Trigger | Scenario | Use Instead | |----------|-------------| | Low-level control: custom sanitization flags, atom-mapped reaction details, specialised fingerprint/descriptor algorithms | `alterlab-rdkit`...

Details

Author
AlterLab-IEU
Repository
AlterLab-IEU/AlterLab-Academic-Skills
Created
6 months ago
Last Updated
3 days ago
Language
Python
License
MIT

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