MLchartDataset catalogue

Dataset · MLC-0505 · [SAMPLE]

Industrial parts

1Description

Engineering data for industrial components: bearings, fasteners, valves, pumps, sensors, electrical and aerospace parts, with dimensions, tolerances, load and speed ratings, materials and classification codes. Manufacturer designations sit next to the governing standard and its national equivalents, so interchangeable parts from different suppliers can be matched. MRO buyers, distributors and design engineers use it for part substitution and catalog building, and ML teams use it to train part number resolution and spec extraction models.

Subsets

  • Bearings
  • Fasteners
  • Valves
  • Pumps
  • Sensors
  • Electrical components
  • Aerospace parts

2Schema

Table 1. Fields
FieldTypeDescriptionExample
part_typestringComponent typeDeep groove ball bearing
designationstringManufacturer or standard designation6205
manufacturerstringManufacturer, null for a standard part familySKF
standard_referencestringGoverning standard and national equivalents
dimensions_mmobjectKey dimensions in millimetres, named as in the standard{"bore_diameter_d": 25.0, "outside_diameter_D": 52.0, "width_B"...
ratingsobjectLoad, speed, pressure or electrical ratings{"basic_dynamic_load_rating_C_kN": 14.8...
propertiesobjectMaterial, cage, sealing, property class and other attributes{"performance_class": "SKF Explorer", "cage": "Sheet metal"...
net_weight_kgnumberNet weight of one piece0.125
classificationobjecteCl@ss and UNSPSC codes{"eclass": "23-05-08-01", "unspsc": "31171504"}

3Sample records

Sample record 1

Table 2. Sample record 1, fields
part_typeDeep groove ball bearing
designation6205
manufacturerSKF
dimensions_mm.bore_diameter_d25.0
dimensions_mm.outside_diameter_D52.0
dimensions_mm.width_B15.0
dimensions_mm.shoulder_diameter_d134.35
dimensions_mm.recess_diameter_D246.21
dimensions_mm.chamfer_r12_min1.0
ratings.basic_dynamic_load_rating_C_kN14.8
ratings.basic_static_load_rating_C0_kN7.8
ratings.fatigue_load_limit_Pu_kN0.335
ratings.reference_speed_rpm28000.0
ratings.limiting_speed_rpm18000.0
properties.performance_classSKF Explorer
properties.cageSheet metal
properties.sealingWithout
properties.radial_internal_clearanceCN
properties.materialBearing steel
net_weight_kg0.125
classification.eclass23-05-08-01
classification.unspsc31171504
{
  "part_type": "Deep groove ball bearing",
  "designation": "6205",
  "manufacturer": "SKF",
  "dimensions_mm": {
    "bore_diameter_d": 25.0,
    "outside_diameter_D": 52.0,
    "width_B": 15.0,
    "shoulder_diameter_d1": 34.35,
    "recess_diameter_D2": 46.21,
    "chamfer_r12_min": 1.0
  },
  "ratings": {
    "basic_dynamic_load_rating_C_kN": 14.8,
    "basic_static_load_rating_C0_kN": 7.8,
    "fatigue_load_limit_Pu_kN": 0.335,
    "reference_speed_rpm": 28000.0,
    "limiting_speed_rpm": 18000.0
  },
  "properties": {
    "performance_class": "SKF Explorer",
    "cage": "Sheet metal",
    "sealing": "Without",
    "radial_internal_clearance": "CN",
    "material": "Bearing steel"
  },
  "net_weight_kg": 0.125,
  "classification": {
    "eclass": "23-05-08-01",
    "unspsc": "31171504"
  }
}

Sample record 2

Table 3. Sample record 2, fields
part_typeHexagon socket head cap screw
designationISO 4762 M6
standard_referenceISO 4762 (equivalents: DIN 912, CSN 021143, PN 82302, UNI 5931)
dimensions_mm.threadM6
dimensions_mm.pitch_P1.0
dimensions_mm.thread_length_b_ref24.0
dimensions_mm.head_diameter_dk_max10.0
dimensions_mm.head_diameter_dk_max_knurled10.22
dimensions_mm.head_diameter_dk_min9.78
dimensions_mm.head_height_k_max6.0
dimensions_mm.socket_size_s_nominal5.0
dimensions_mm.socket_depth_t_min3.0
dimensions_mm.shank_diameter_ds_max6.0
properties.property_classes_steel8.8; 10.9; 12.9
properties.stainless_gradesA2; A4
properties.thread_tolerance6g, 5g6g for strength 12.9
{
  "part_type": "Hexagon socket head cap screw",
  "designation": "ISO 4762 M6",
  "standard_reference": "ISO 4762 (equivalents: DIN 912, CSN 021143, PN 82302, UNI 5931)",
  "dimensions_mm": {
    "thread": "M6",
    "pitch_P": 1.0,
    "thread_length_b_ref": 24.0,
    "head_diameter_dk_max": 10.0,
    "head_diameter_dk_max_knurled": 10.22,
    "head_diameter_dk_min": 9.78,
    "head_height_k_max": 6.0,
    "socket_size_s_nominal": 5.0,
    "socket_depth_t_min": 3.0,
    "shank_diameter_ds_max": 6.0
  },
  "properties": {
    "property_classes_steel": [
      "8.8",
      "10.9",
      "12.9"
    ],
    "stainless_grades": [
      "A2",
      "A4"
    ],
    "thread_tolerance": "6g, 5g6g for strength 12.9"
  }
}

4Uses

  • Cross-referencing equivalent parts between suppliers
  • Building and cleaning MRO and distributor catalogs
  • Spare part substitution and obsolescence management
  • Training part number resolution and spec extraction models
  • Engineering selection tools and CAD libraries

5Citation

@misc{mlchart_industrial_parts_2026,
  title     = {Industrial parts},
  author    = {MLchart},
  publisher = {MLchart},
  year      = {2026},
  version   = {2026.10},
  url       = {https://mlchart.com/datasets/industrial-parts/}
}

MLchart. (2026). Industrial parts (Version 2026.10) [Data set]. https://mlchart.com/datasets/industrial-parts/

6Access

The full Industrial parts dataset (MLC-0505), records on request. Delivered as JSONL, CSV or Parquet under a commercial licence.

Request the full dataset