MLchartDataset catalogue

Dataset · MLC-0503 · [SAMPLE]

Materials properties

1Description

Property data for engineering materials, from alloys to polymers and ceramics: density, tensile and yield strength, elongation, hardness, modulus, thermal conductivity and expansion, melting range, composition and corrosion indicators. Every value carries its unit, condition or temper and a reference, so grades can be compared like for like. Design engineers use it for material selection, manufacturers for supplier qualification, and ML teams for materials informatics and property prediction.

Subsets

  • Alloys
  • Polymers
  • Ceramics
  • Thermal properties
  • Tensile strength
  • Hardness
  • Corrosion resistance

2Schema

Table 1. Fields
FieldTypeDescriptionExample
materialstringMaterial and gradeAluminium alloy 6061-T6
uns_numberstringUnified Numbering System designationA96061
familystringMaterial familyWrought aluminium alloy, 6000 series (Al-Mg-Si)
conditionstringTemper, heat treatment or processing conditionT6: solution heat-treated and artificially aged
density_g_cm3numberDensity, g/cm32.7
tensile_strength_uts_mpanumberUltimate tensile strength, MPa310.0
yield_strength_mpanumberYield (proof) strength, MPa270.0
elongation_at_break_pctnumberElongation at break, %10.0
brinell_hardnessnumberBrinell hardness, HB93.0
elastic_modulus_gpanumberYoung's modulus, GPa69.0
shear_strength_mpanumberShear strength, MPa210.0
fatigue_strength_mpanumberFatigue strength, MPa96.0
thermal_conductivity_w_mknumberThermal conductivity, W/m-K170.0
thermal_expansion_um_m_knumberCoefficient of thermal expansion, µm/m-K24.0
specific_heat_j_kg_knumberSpecific heat capacity, J/kg-K900.0
solidus_cnumberMelting onset (solidus), °C580.0
liquidus_cnumberMelting completion (liquidus), °C650.0
electrical_conductivity_pct_iacsnumberElectrical conductivity, % IACS (equal volume)43.0
prennumberPitting resistance equivalent number (stainless steels)
composition_wt_pctobjectPermitted composition range by element, % weight{"Al": "95.9 to 98.6", "Mg": "0.8 to 1.2", "Si": "0.4 to 0.8", "Fe"...
related_standardsarray<string>Product standards covering the material["ASTM B308", "ASTM B247", "ASTM B483", "ASTM B211", "ASTM B210"]
source_urlstringReference page for the valueshttps://www.makeitfrom.com/material-properties/6061-T6-Aluminum

3Sample records

Sample record 1

Table 2. Sample record 1, fields
materialAluminium alloy 6061-T6
uns_numberA96061
familyWrought aluminium alloy, 6000 series (Al-Mg-Si)
conditionT6: solution heat-treated and artificially aged
density_g_cm32.7
tensile_strength_uts_mpa310.0
yield_strength_mpa270.0
elongation_at_break_pct10.0
brinell_hardness93.0
elastic_modulus_gpa69.0
shear_strength_mpa210.0
fatigue_strength_mpa96.0
thermal_conductivity_w_mk170.0
thermal_expansion_um_m_k24.0
specific_heat_j_kg_k900.0
solidus_c580.0
liquidus_c650.0
electrical_conductivity_pct_iacs43.0
composition_wt_pct.Al95.9 to 98.6
composition_wt_pct.Mg0.8 to 1.2
composition_wt_pct.Si0.4 to 0.8
composition_wt_pct.Fe0 to 0.7
composition_wt_pct.Cu0.15 to 0.4
composition_wt_pct.Cr0.040 to 0.35
composition_wt_pct.Zn0 to 0.25
composition_wt_pct.Mn0 to 0.15
composition_wt_pct.Ti0 to 0.15
related_standardsASTM B308; ASTM B247; ASTM B483; ASTM B211; ASTM B210
source_urlhttps://www.makeitfrom.com/material-properties/6061-T6-Aluminum
{
  "material": "Aluminium alloy 6061-T6",
  "uns_number": "A96061",
  "family": "Wrought aluminium alloy, 6000 series (Al-Mg-Si)",
  "condition": "T6: solution heat-treated and artificially aged",
  "density_g_cm3": 2.7,
  "tensile_strength_uts_mpa": 310.0,
  "yield_strength_mpa": 270.0,
  "elongation_at_break_pct": 10.0,
  "brinell_hardness": 93.0,
  "elastic_modulus_gpa": 69.0,
  "shear_strength_mpa": 210.0,
  "fatigue_strength_mpa": 96.0,
  "thermal_conductivity_w_mk": 170.0,
  "thermal_expansion_um_m_k": 24.0,
  "specific_heat_j_kg_k": 900.0,
  "solidus_c": 580.0,
  "liquidus_c": 650.0,
  "electrical_conductivity_pct_iacs": 43.0,
  "composition_wt_pct": {
    "Al": "95.9 to 98.6",
    "Mg": "0.8 to 1.2",
    "Si": "0.4 to 0.8",
    "Fe": "0 to 0.7",
    "Cu": "0.15 to 0.4",
    "Cr": "0.040 to 0.35",
    "Zn": "0 to 0.25",
    "Mn": "0 to 0.15",
    "Ti": "0 to 0.15"
  },
  "related_standards": [
    "ASTM B308",
    "ASTM B247",
    "ASTM B483",
    "ASTM B211",
    "ASTM B210"
  ],
  "source_url": "https://www.makeitfrom.com/material-properties/6061-T6-Aluminum"
}

Sample record 2

Table 3. Sample record 2, fields
materialAISI 316L stainless steel
uns_numberS31603
familyWrought austenitic stainless steel
conditionAnnealed
density_g_cm37.9
tensile_strength_uts_mpa530.0
yield_strength_mpa190.0
elongation_at_break_pct42.0
brinell_hardness190.0
elastic_modulus_gpa200.0
shear_strength_mpa370.0
fatigue_strength_mpa170.0
thermal_conductivity_w_mk15.0
thermal_expansion_um_m_k16.0
specific_heat_j_kg_k470.0
solidus_c1380.0
liquidus_c1400.0
electrical_conductivity_pct_iacs2.3
pren26.0
composition_wt_pct.Fe62 to 72
composition_wt_pct.Cr16 to 18
composition_wt_pct.Ni10 to 14
composition_wt_pct.Mo2.0 to 3.0
composition_wt_pct.Mn0 to 2.0
composition_wt_pct.Si0 to 0.75
composition_wt_pct.N0 to 0.1
composition_wt_pct.P0 to 0.045
composition_wt_pct.C0 to 0.030
composition_wt_pct.S0 to 0.030
related_standardsASTM A493; ASTM A473; ASTM A479; ASTM A666; ASTM A182
source_urlhttps://www.makeitfrom.com/material-properties/Annealed-316L-Stainless-Steel
{
  "material": "AISI 316L stainless steel",
  "uns_number": "S31603",
  "family": "Wrought austenitic stainless steel",
  "condition": "Annealed",
  "density_g_cm3": 7.9,
  "tensile_strength_uts_mpa": 530.0,
  "yield_strength_mpa": 190.0,
  "elongation_at_break_pct": 42.0,
  "brinell_hardness": 190.0,
  "elastic_modulus_gpa": 200.0,
  "shear_strength_mpa": 370.0,
  "fatigue_strength_mpa": 170.0,
  "thermal_conductivity_w_mk": 15.0,
  "thermal_expansion_um_m_k": 16.0,
  "specific_heat_j_kg_k": 470.0,
  "solidus_c": 1380.0,
  "liquidus_c": 1400.0,
  "electrical_conductivity_pct_iacs": 2.3,
  "pren": 26.0,
  "composition_wt_pct": {
    "Fe": "62 to 72",
    "Cr": "16 to 18",
    "Ni": "10 to 14",
    "Mo": "2.0 to 3.0",
    "Mn": "0 to 2.0",
    "Si": "0 to 0.75",
    "N": "0 to 0.1",
    "P": "0 to 0.045",
    "C": "0 to 0.030",
    "S": "0 to 0.030"
  },
  "related_standards": [
    "ASTM A493",
    "ASTM A473",
    "ASTM A479",
    "ASTM A666",
    "ASTM A182"
  ],
  "source_url": "https://www.makeitfrom.com/material-properties/Annealed-316L-Stainless-Steel"
}

4Uses

  • Material selection and substitution in design
  • Supplier and mill certificate checks
  • Materials informatics and property prediction models
  • Simulation and CAE material libraries
  • Cost and sustainability comparisons across grades

5Citation

@misc{mlchart_materials_properties_2026,
  title     = {Materials properties},
  author    = {MLchart},
  publisher = {MLchart},
  year      = {2026},
  version   = {2026.10},
  url       = {https://mlchart.com/datasets/materials-properties/}
}

MLchart. (2026). Materials properties (Version 2026.10) [Data set]. https://mlchart.com/datasets/materials-properties/

6Access

The full Materials properties dataset (MLC-0503), records on request. Delivered as JSONL, CSV or Parquet under a commercial licence.

Request the full dataset