Molecular data & research tools

PUBLIC DATA · RESEARCH TOOLS

Before comparing model scores, I need to check whether the same molecule appears more than once and how the training and evaluation data are separated. Here are eight previews I prepared from public molecular datasets, with structures, identifiers, sources and split information.

Each preview contains 150 or 200 rows for inspecting the columns and workflow. They are not the full datasets or performance benchmarks; the original measurements and calculations come from the cited researchers and providers.

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What the tables add

SMILES represents a molecular structure as text; InChIKey is a structure identifier. A scaffold describes a shared molecular framework. Splitting by scaffold lets me examine how closely related structures are distributed between training and evaluation data.

The processing differs by dataset. Each linked data card explains the original sources, changes, split columns and terms of use. The licenses listed below apply to the public previews; check the source citations and notices as well.

Eight molecular-data previews

01AqSolDB · 200-row previewAqueous-solubility data: standardized structures, merged duplicate structures, and retained value-spread and conflict flags alongside split columns.CC BY 4.0 02FreeSolv · 150-row previewHydration free-energy data: original experimental and calculated values are retained, with structure identifiers, scaffolds, duplicate checks and split columns.CC BY 4.0 03QM9 · 150-row previewComputed properties of small molecules: original properties and converted-unit columns are distinguished, with structure identifiers, scaffolds and splits.CC BY 4.0 04Biogen ADME · 150-row previewData covering six assays related to drug absorption, distribution, metabolism and excretion, organized with measurements, structures, identifiers, scaffolds and splits.MIT 05OpenADMET CYP · 150-row previewPublic training data from a CYP-enzyme inhibition prediction challenge, with per-enzyme observations and uncertainty, structure information and split labels.Apache-2.0 06PubChem hERG · 150-row previewScreening-assay data from PubChem AID 588834, with repeated observations combined and conflict flags, repeat counts, structures and splits. These are not clinical-risk estimates or patch-clamp measurements.CC BY 4.0 07ASAP Antiviral ADMET · 150-row previewDrug-property data from antiviral research, preserving the official training/test assignments, transformed values and exclusion flags, with an additional scaffold split within the training data.CC BY 4.0 08B3DB BBB · 150-row previewBlood–brain barrier classification and logBB data joined by structure identifier, retaining source IDs, structures, scaffolds and random/scaffold split labels.CC0-1.0

Tools for reading and comparing records

TrialTrace is a locally runnable tool for exploring version dates and changed fields in frozen records from 400 clinical trials. Uibang Seongdo preserves source identifiers from Korean traditional-knowledge records so readers can explore same-named formulas separately and compare their ingredients.

I also published example code for AqSolDB and FreeSolv ↗. Use the individual Hugging Face cards for the other previews.

Sources and use

These previews do not imply affiliation with or endorsement by the original authors or providers. Cite the source data as well as the preview. In particular, hERG screening signals are not clinical-safety findings, and the small previews should not be used to rank model performance.

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