MLchartDataset catalogue

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

Table 1. Fields
FieldTypeDescriptionExample
namestringCommon nameAcetone
pubchem_cidintegerPubChem compound identifier180
cas_numberstringCAS Registry Number67-64-1
iupac_namestringSystematic IUPAC namepropan-2-one
synonymsarray<string>Other names in use["2-propanone", "propanone", "Dimethyl ketone", "Pyroacetic ether"...
molecular_formulastringHill formulaC3H6O
molecular_weight_g_molnumberMolecular weight, g/mol58.08
exact_massnumberMonoisotopic mass, Da58.041864811
smilesstringSMILES stringCC(=O)C
inchistringIUPAC International Chemical IdentifierInChI=1S/C3H6O/c1-3(2)4/h1-2H3
inchikeystringHashed InChI key for exact matchingCSCPPACGZOOCGX-UHFFFAOYSA-N
xlogpnumberComputed octanol-water partition coefficient-0.1
tpsa_a2numberTopological polar surface area, square angstroms17.1
h_bond_donorsintegerHydrogen bond donor count0
h_bond_acceptorsintegerHydrogen bond acceptor count1
rotatable_bondsintegerRotatable bond count0
heavy_atomsintegerNon-hydrogen atom count4
ghs_signal_wordstringGHS signal word: Danger or WarningDanger
ghs_pictogramsarray<string>GHS hazard pictograms["Flammable", "Irritant"]
ghs_hazard_statementsarray<string>H-statements with codes["H225: Highly Flammable liquid and vapor", "H319: Causes serious eye...
ghs_classification_sourcestringAuthority behind the classification shownRegulation (EC) No 1272/2008 of the European Parliament and of the...
source_urlstringCompound pagehttps://pubchem.ncbi.nlm.nih.gov/compound/180

3Sample records

Sample record 1

Table 2. Sample record 1, fields
nameAcetone
pubchem_cid180
cas_number67-64-1
iupac_namepropan-2-one
synonyms2-propanone; propanone; Dimethyl ketone; Pyroacetic ether; Methyl ketone
molecular_formulaC3H6O
molecular_weight_g_mol58.08
exact_mass58.041864811
smilesCC(=O)C
inchiInChI=1S/C3H6O/c1-3(2)4/h1-2H3
inchikeyCSCPPACGZOOCGX-UHFFFAOYSA-N
xlogp-0.1
tpsa_a217.1
h_bond_donors0
h_bond_acceptors1
rotatable_bonds0
heavy_atoms4
ghs_signal_wordDanger
ghs_pictogramsFlammable; Irritant
ghs_hazard_statementsH225: Highly Flammable liquid and vapor; H319: Causes serious eye irritation; H336: May cause drowsiness or dizziness
ghs_classification_sourceRegulation (EC) No 1272/2008 of the European Parliament and of the Council
source_urlhttps://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

Table 3. Sample record 2, fields
nameToluene
pubchem_cid1140
cas_number108-88-3
iupac_nametoluene
synonymsmethylbenzene; toluol; Phenylmethane; methacide; methylbenzol
molecular_formulaC7H8
molecular_weight_g_mol92.14
exact_mass92.062600255
smilesCC1=CC=CC=C1
inchiInChI=1S/C7H8/c1-7-5-3-2-4-6-7/h2-6H,1H3
inchikeyYXFVVABEGXRONW-UHFFFAOYSA-N
xlogp2.7
tpsa_a20
h_bond_donors0
h_bond_acceptors0
rotatable_bonds0
heavy_atoms7
ghs_signal_wordDanger
ghs_pictogramsFlammable; Irritant; Health Hazard
ghs_hazard_statementsH225: 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_sourceRegulation (EC) No 1272/2008 of the European Parliament and of the Council
source_urlhttps://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.

Request the full dataset