Dataset · MLC-0504 · [SAMPLE]
Chemicals
1Description
Compound records with identifiers and properties in one row: CAS number, PubChem CID, IUPAC name, formula, molecular weight, SMILES, InChI and InChIKey, computed descriptors and GHS hazard classification. Reactions, safety data and supplier catalog entries link to the same compound key. Chemists and EHS teams use it for substance lookup and hazard screening, distributors to standardize catalogs, and ML teams to train property prediction and molecular models.
Subsets
- Compounds
- CAS numbers and identifiers
- Molecular properties
- Reactions
- Safety and GHS classifications
- Supplier catalogs
2Schema
| Field | Type | Description | Example |
|---|---|---|---|
| name | string | Common name | Acetone |
| pubchem_cid | integer | PubChem compound identifier | 180 |
| cas_number | string | CAS Registry Number | 67-64-1 |
| iupac_name | string | Systematic IUPAC name | propan-2-one |
| synonyms | array<string> | Other names in use | ["2-propanone", "propanone", "Dimethyl ketone", "Pyroacetic ether"... |
| molecular_formula | string | Hill formula | C3H6O |
| molecular_weight_g_mol | number | Molecular weight, g/mol | 58.08 |
| exact_mass | number | Monoisotopic mass, Da | 58.041864811 |
| smiles | string | SMILES string | CC(=O)C |
| inchi | string | IUPAC International Chemical Identifier | InChI=1S/C3H6O/c1-3(2)4/h1-2H3 |
| inchikey | string | Hashed InChI key for exact matching | CSCPPACGZOOCGX-UHFFFAOYSA-N |
| xlogp | number | Computed octanol-water partition coefficient | -0.1 |
| tpsa_a2 | number | Topological polar surface area, square angstroms | 17.1 |
| h_bond_donors | integer | Hydrogen bond donor count | 0 |
| h_bond_acceptors | integer | Hydrogen bond acceptor count | 1 |
| rotatable_bonds | integer | Rotatable bond count | 0 |
| heavy_atoms | integer | Non-hydrogen atom count | 4 |
| ghs_signal_word | string | GHS signal word: Danger or Warning | Danger |
| ghs_pictograms | array<string> | GHS hazard pictograms | ["Flammable", "Irritant"] |
| ghs_hazard_statements | array<string> | H-statements with codes | ["H225: Highly Flammable liquid and vapor", "H319: Causes serious eye... |
| ghs_classification_source | string | Authority behind the classification shown | Regulation (EC) No 1272/2008 of the European Parliament and of the... |
| source_url | string | Compound page | https://pubchem.ncbi.nlm.nih.gov/compound/180 |
3Sample records
Sample record 1
| name | Acetone |
|---|---|
| pubchem_cid | 180 |
| cas_number | 67-64-1 |
| iupac_name | propan-2-one |
| synonyms | 2-propanone; propanone; Dimethyl ketone; Pyroacetic ether; Methyl ketone |
| molecular_formula | C3H6O |
| molecular_weight_g_mol | 58.08 |
| exact_mass | 58.041864811 |
| smiles | CC(=O)C |
| inchi | InChI=1S/C3H6O/c1-3(2)4/h1-2H3 |
| inchikey | CSCPPACGZOOCGX-UHFFFAOYSA-N |
| xlogp | -0.1 |
| tpsa_a2 | 17.1 |
| h_bond_donors | 0 |
| h_bond_acceptors | 1 |
| rotatable_bonds | 0 |
| heavy_atoms | 4 |
| ghs_signal_word | Danger |
| ghs_pictograms | Flammable; Irritant |
| ghs_hazard_statements | H225: Highly Flammable liquid and vapor; H319: Causes serious eye irritation; H336: May cause drowsiness or dizziness |
| ghs_classification_source | Regulation (EC) No 1272/2008 of the European Parliament and of the Council |
| source_url | https://pubchem.ncbi.nlm.nih.gov/compound/180 |
{
"name": "Acetone",
"pubchem_cid": 180,
"cas_number": "67-64-1",
"iupac_name": "propan-2-one",
"synonyms": [
"2-propanone",
"propanone",
"Dimethyl ketone",
"Pyroacetic ether",
"Methyl ketone"
],
"molecular_formula": "C3H6O",
"molecular_weight_g_mol": 58.08,
"exact_mass": 58.041864811,
"smiles": "CC(=O)C",
"inchi": "InChI=1S/C3H6O/c1-3(2)4/h1-2H3",
"inchikey": "CSCPPACGZOOCGX-UHFFFAOYSA-N",
"xlogp": -0.1,
"tpsa_a2": 17.1,
"h_bond_donors": 0,
"h_bond_acceptors": 1,
"rotatable_bonds": 0,
"heavy_atoms": 4,
"ghs_signal_word": "Danger",
"ghs_pictograms": [
"Flammable",
"Irritant"
],
"ghs_hazard_statements": [
"H225: Highly Flammable liquid and vapor",
"H319: Causes serious eye irritation",
"H336: May cause drowsiness or dizziness"
],
"ghs_classification_source": "Regulation (EC) No 1272/2008 of the European Parliament and of the Council",
"source_url": "https://pubchem.ncbi.nlm.nih.gov/compound/180"
}
Sample record 2
| name | Toluene |
|---|---|
| pubchem_cid | 1140 |
| cas_number | 108-88-3 |
| iupac_name | toluene |
| synonyms | methylbenzene; toluol; Phenylmethane; methacide; methylbenzol |
| molecular_formula | C7H8 |
| molecular_weight_g_mol | 92.14 |
| exact_mass | 92.062600255 |
| smiles | CC1=CC=CC=C1 |
| inchi | InChI=1S/C7H8/c1-7-5-3-2-4-6-7/h2-6H,1H3 |
| inchikey | YXFVVABEGXRONW-UHFFFAOYSA-N |
| xlogp | 2.7 |
| tpsa_a2 | 0 |
| h_bond_donors | 0 |
| h_bond_acceptors | 0 |
| rotatable_bonds | 0 |
| heavy_atoms | 7 |
| ghs_signal_word | Danger |
| ghs_pictograms | Flammable; Irritant; Health Hazard |
| ghs_hazard_statements | H225: Highly Flammable liquid and vapor; H304: May be fatal if swallowed and enters airways; H315: Causes skin irritation; H336: May cause drowsiness or dizziness; H361d: Suspected of damaging the unborn child; H373: May causes damage to organs through prolonged or repeated exposure |
| ghs_classification_source | Regulation (EC) No 1272/2008 of the European Parliament and of the Council |
| source_url | https://pubchem.ncbi.nlm.nih.gov/compound/1140 |
{
"name": "Toluene",
"pubchem_cid": 1140,
"cas_number": "108-88-3",
"iupac_name": "toluene",
"synonyms": [
"methylbenzene",
"toluol",
"Phenylmethane",
"methacide",
"methylbenzol"
],
"molecular_formula": "C7H8",
"molecular_weight_g_mol": 92.14,
"exact_mass": 92.062600255,
"smiles": "CC1=CC=CC=C1",
"inchi": "InChI=1S/C7H8/c1-7-5-3-2-4-6-7/h2-6H,1H3",
"inchikey": "YXFVVABEGXRONW-UHFFFAOYSA-N",
"xlogp": 2.7,
"tpsa_a2": 0,
"h_bond_donors": 0,
"h_bond_acceptors": 0,
"rotatable_bonds": 0,
"heavy_atoms": 7,
"ghs_signal_word": "Danger",
"ghs_pictograms": [
"Flammable",
"Irritant",
"Health Hazard"
],
"ghs_hazard_statements": [
"H225: Highly Flammable liquid and vapor",
"H304: May be fatal if swallowed and enters airways",
"H315: Causes skin irritation",
"H336: May cause drowsiness or dizziness",
"H361d: Suspected of damaging the unborn child",
"H373: May causes damage to organs through prolonged or repeated exposure"
],
"ghs_classification_source": "Regulation (EC) No 1272/2008 of the European Parliament and of the Council",
"source_url": "https://pubchem.ncbi.nlm.nih.gov/compound/1140"
}
4Uses
- Substance lookup and identifier resolution (CAS, CID, InChIKey)
- Hazard screening and SDS authoring
- Standardizing chemical supplier catalogs
- Training property prediction and molecular models
- Regulatory and EHS compliance checks
5Citation
@misc{mlchart_chemicals_2026,
title = {Chemicals},
author = {MLchart},
publisher = {MLchart},
year = {2026},
version = {2026.10},
url = {https://mlchart.com/datasets/chemicals/}
}
MLchart. (2026). Chemicals (Version 2026.10) [Data set]. https://mlchart.com/datasets/chemicals/
6Access
The full Chemicals dataset (MLC-0504), records on request. Delivered as JSONL, CSV or Parquet under a commercial licence.