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
| Field | Type | Description | Example |
|---|---|---|---|
| part_type | string | Component type | Deep groove ball bearing |
| designation | string | Manufacturer or standard designation | 6205 |
| manufacturer | string | Manufacturer, null for a standard part family | SKF |
| standard_reference | string | Governing standard and national equivalents | |
| dimensions_mm | object | Key dimensions in millimetres, named as in the standard | {"bore_diameter_d": 25.0, "outside_diameter_D": 52.0, "width_B"... |
| ratings | object | Load, speed, pressure or electrical ratings | {"basic_dynamic_load_rating_C_kN": 14.8... |
| properties | object | Material, cage, sealing, property class and other attributes | {"performance_class": "SKF Explorer", "cage": "Sheet metal"... |
| net_weight_kg | number | Net weight of one piece | 0.125 |
| classification | object | eCl@ss and UNSPSC codes | {"eclass": "23-05-08-01", "unspsc": "31171504"} |
3Sample records
Sample record 1
| part_type | Deep groove ball bearing |
|---|---|
| designation | 6205 |
| manufacturer | SKF |
| dimensions_mm.bore_diameter_d | 25.0 |
| dimensions_mm.outside_diameter_D | 52.0 |
| dimensions_mm.width_B | 15.0 |
| dimensions_mm.shoulder_diameter_d1 | 34.35 |
| dimensions_mm.recess_diameter_D2 | 46.21 |
| dimensions_mm.chamfer_r12_min | 1.0 |
| ratings.basic_dynamic_load_rating_C_kN | 14.8 |
| ratings.basic_static_load_rating_C0_kN | 7.8 |
| ratings.fatigue_load_limit_Pu_kN | 0.335 |
| ratings.reference_speed_rpm | 28000.0 |
| ratings.limiting_speed_rpm | 18000.0 |
| properties.performance_class | SKF Explorer |
| properties.cage | Sheet metal |
| properties.sealing | Without |
| properties.radial_internal_clearance | CN |
| properties.material | Bearing steel |
| net_weight_kg | 0.125 |
| classification.eclass | 23-05-08-01 |
| classification.unspsc | 31171504 |
{
"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
| 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 |
| dimensions_mm.pitch_P | 1.0 |
| dimensions_mm.thread_length_b_ref | 24.0 |
| dimensions_mm.head_diameter_dk_max | 10.0 |
| dimensions_mm.head_diameter_dk_max_knurled | 10.22 |
| dimensions_mm.head_diameter_dk_min | 9.78 |
| dimensions_mm.head_height_k_max | 6.0 |
| dimensions_mm.socket_size_s_nominal | 5.0 |
| dimensions_mm.socket_depth_t_min | 3.0 |
| dimensions_mm.shank_diameter_ds_max | 6.0 |
| properties.property_classes_steel | 8.8; 10.9; 12.9 |
| properties.stainless_grades | A2; A4 |
| properties.thread_tolerance | 6g, 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.