datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
Additive-Manufacturing-Benchmark
Additive Manufacturing Benchmark
A benchmark dataset for evaluating knowledge of additive manufacturing (AM) processes, derived from graduate-level coursework at Carnegie Mellon University.
Configurations
general_knowledge_multiple_choice
Multiple-choice questions covering various AM processes with explanations.
Column
Description
source
Source homework assignment (e.g. cmu_24_633_2023/homework_1_exone)
process
AM process type (e.g. Binder Jet… See the full description on the dataset page: https://huggingface.co/datasets/ppak10/Additive-Manufacturing-Benchmark.IndustryCorpus2_other_manufacturing
IndustryCorpus2: Manufacturing
This repository contains the IndustryCorpus2: Manufacturing domain subset of BAAI/IndustryCorpus2.
Refer to the parent dataset card for data construction, intended use, limitations,
and licensing details.
Citation
If you use this dataset in your work, please cite IndustryCorpus2:
@misc{shi2024industrycorpus2,
title = {IndustryCorpus2},
author = {Xiaofeng Shi and Lulu Zhao and Hua Zhou and Donglin Hao},
year = {2024}… See the full description on the dataset page: https://huggingface.co/datasets/BAAI/IndustryCorpus2_other_manufacturing.vynfi-ocel-manufacturing
VynFi OCEL Manufacturing (v5.29 SOTA mode)
Manufacturing-focused OCEL 2.0 event log: production-order
lifecycle + quality-inspection + cycle-count + BOM-driven material
movements. Distinct seed from
VynFi/vynfi-supply-chain-ocel
so the two are non-overlapping showcases of the same v5.29 generator
applied with different process emphases.
Why four configs
OCEL 2.0 is a multi-table schema by design. Selecting just one
"default" split would lose 90 % of the signal. The… See the full description on the dataset page: https://huggingface.co/datasets/VynFi/vynfi-ocel-manufacturing.manufacturing-cost-optimization-2026Q3
Manufacturing Quarterly Cost Optimization Dataset (2026Q3)
Unified quarterly cost-analysis dataset for the manufacturing group, merged from
the China / Japan / India factory datasets hosted on Hugging Face.
Contents
11,100 records (>= 10,000) covering 9 plants across 3 regions.
Source datasets:
toolathon123/manufacturing-cn-energy-2026Q3 — China energy & raw material (4,200 rows)
toolathon123/manufacturing-jp-maintenance-2026Q3 — Japan maintenance & downtime (3… See the full description on the dataset page: https://huggingface.co/datasets/toolathon123/manufacturing-cost-optimization-2026Q3.Manufacturing-Task-SO101This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"shape": [
6
],
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"… See the full description on the dataset page: https://huggingface.co/datasets/Schisttherock/Manufacturing-Task-SO101.Manufacturing-Task-SO101-20260805_125000This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"shape": [
6
],
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"… See the full description on the dataset page: https://huggingface.co/datasets/Schisttherock/Manufacturing-Task-SO101-20260805_125000.manufacturing-in-labor-2026Q3asia-ilo-sdg-b922-noc-rt-sdg-indicator-9-2-2-manufacturing-employment-as-a
SDG indicator 9.2.2 - Manufacturing employment as a proportion of total employment -- 19th | Asia (ILOSTAT)
🌏 147 observations · 26 Asia countries · 2014–2025 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 147 observations of Employment data across 26 Asia countries, spanning 2014–2025, covering 1 distinct indicators.
About the source
ILOSTAT is the ILO's central statistics database, the leading global source for labour statistics. It… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-ilo-sdg-b922-noc-rt-sdg-indicator-9-2-2-manufacturing-employment-as-a.africa-egypt-capmas-price-index-for-manufacturing-and-extractive-industries-349d0492
Price Index for Manufacturing and Extractive Industries | Africa (CAPMAS Egypt Open Data)
15,778 rows - 1 Africa country/area - 2013-2026 - 8 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 15,778 rows from CAPMAS Egypt Open Data, covering Price Index for Manufacturing and Extractive Industries. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-egypt-capmas-price-index-for-manufacturing-and-extractive-industries-349d0492.europe-owid-total-manufacturing-value-added-from-high-tech
Total Manufacturing Value Added From High Tech | Europe (Our World in Data)
🇪🇺 478 observations · 37 Europe countries · 2008–2022 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 478 observations of Total Manufacturing Value Added From High Tech data across 37 Europe countries, spanning 2008–2022.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Total Manufacturing Value Added… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-owid-total-manufacturing-value-added-from-high-tech.europe-ilo-sdg-0922-noc-rt-sdg-indicator-9-2-2-manufacturing-employment-as-a
SDG indicator 9.2.2 - Manufacturing employment as a proportion of total employment (%) | Europe (ILOSTAT)
🇪🇺 969 observations · 40 Europe countries · 2000–2025 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 969 observations of Employment data across 40 Europe countries, spanning 2000–2025, covering 1 distinct indicators.
About the source
ILOSTAT is the ILO's central statistics database, the leading global source for labour statistics.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-ilo-sdg-0922-noc-rt-sdg-indicator-9-2-2-manufacturing-employment-as-a.asia-owid-gdp-vs-manufacturing-gdp
Gdp Vs Manufacturing Gdp | Asia (Our World in Data)
🌏 3,785 observations · 45 Asia countries · 1–2022 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 3,785 observations of Gdp Vs Manufacturing Gdp data across 45 Asia countries, spanning 1–2022.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Gdp Vs Manufacturing Gdp
Geographic coverage
45 Asia countries · top… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-gdp-vs-manufacturing-gdp.africa-mauritius-quarterly-producer-price-indices-manufacturing-sector-1st-1da48f5b
Quarterly Producer Price Indices Manufacturing Sector 1st | Africa (MDPA)
107 rows - 1 Africa country/area - 1998-2019 - 1 indicator - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 107 rows from MDPA, covering Quarterly Producer Price Indices Manufacturing Sector 1st. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-quarterly-producer-price-indices-manufacturing-sector-1st-1da48f5b.manufacturing-jp-maintenance-2026Q3africa-mauritius-gfcf-in-the-manufacturing-sector-buildings-and-other-const-d0461e0b
Gfcf in the Manufacturing Sector Buildings and Other Const | Africa (MDPA)
51 rows - 1 Africa country/area - 2006-2022 - 1 indicator - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 51 rows from MDPA, covering Gfcf in the Manufacturing Sector Buildings and Other Const. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-gfcf-in-the-manufacturing-sector-buildings-and-other-const-d0461e0b.africa-uganda-ppi-manufacturing-and-utilities-tables-september-2021-c028a071
Ppi Manufacturing and Utilities Tables September 2021 | Africa (Uganda Bureau of Statistics)
2,314 rows - 1 Africa country/area - 2020-2021 - 1 indicator - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 2,314 rows from Uganda Bureau of Statistics, covering Ppi Manufacturing and Utilities Tables September 2021. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-uganda-ppi-manufacturing-and-utilities-tables-september-2021-c028a071.africa-uganda-producer-price-index-manufacturing-and-utilities-march-202-1b81238f
Producer Price Index Manufacturing and Utilities March 202 | Africa (Uganda Bureau of Statistics)
180 rows - 1 Africa country/area - 2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 180 rows from Uganda Bureau of Statistics, covering Producer Price Index Manufacturing and Utilities March 202. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-uganda-producer-price-index-manufacturing-and-utilities-march-202-1b81238f.europe-unsdg-manufacturing-value-added-constant-2020-united-states-d-nv-ind-manfafrica-owid-gdp-vs-manufacturing-gdp
Gdp Vs Manufacturing Gdp | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - Sector: economics_finance - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-gdp-vs-manufacturing-gdp.asia-owid-manufacturing-share-of-total-employment
Manufacturing Share Of Total Employment | Asia (Our World in Data)
🌏 641 observations · 46 Asia countries · 2000–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 641 observations of Manufacturing Share Of Total Employment data across 46 Asia countries, spanning 2000–2024.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Manufacturing Share Of Total Employment… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-manufacturing-share-of-total-employment.asia-owid-manufacturing-value-added-to-gdp
Manufacturing Value Added To Gdp | Asia (Our World in Data)
🌏 1,803 observations · 45 Asia countries · 1960–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 1,803 observations of Manufacturing Value Added To Gdp data across 45 Asia countries, spanning 1960–2024.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Manufacturing Value Added To Gdp
Geographic coverage… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-manufacturing-value-added-to-gdp.asia-owid-total-manufacturing-value-added-from-high-tech
Total Manufacturing Value Added From High Tech | Asia (Our World in Data)
🌏 362 observations · 36 Asia countries · 2008–2022 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 362 observations of Total Manufacturing Value Added From High Tech data across 36 Asia countries, spanning 2008–2022.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Total Manufacturing Value Added From High… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-total-manufacturing-value-added-from-high-tech.africa-uganda-ppi-manufacturing-and-utilities-november-2025-excel-tables-f09cf524
Ppi Manufacturing and Utilities November 2025 Excel Tables | Africa (Uganda Bureau of Statistics)
67 rows - 1 Africa country/area - 2025 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 67 rows from Uganda Bureau of Statistics, covering Ppi Manufacturing and Utilities November 2025 Excel Tables. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-uganda-ppi-manufacturing-and-utilities-november-2025-excel-tables-f09cf524.africa-ilo-sdg-0922-noc-rt-sdg-indicator-9-2-2-manufacturing-employment-as-a
SDG indicator 9.2.2 - Manufacturing employment as a proportion of total employment (%) | Africa (ILOSTAT) | Africa (United Nations SDG data)
Size category: n<1K - Formats: parquet - Sector: economics_finance - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-ilo-sdg-0922-noc-rt-sdg-indicator-9-2-2-manufacturing-employment-as-a.africa-owid-manufacturing-value-added-to-gdp
Manufacturing Value Added To Gdp | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - Sector: economics_finance - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-manufacturing-value-added-to-gdp.africa-mauritius-quarterly-producer-price-indices-manufacturing-sector-1st-86cb280d
Quarterly Producer Price Indices Manufacturing Sector 1st | Africa (MDPA)
86 rows - 1 Africa country/area - 1998-2019 - 1 indicator - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 86 rows from MDPA, covering Quarterly Producer Price Indices Manufacturing Sector 1st. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-quarterly-producer-price-indices-manufacturing-sector-1st-86cb280d.manufacturing-cn-energy-2026Q3africa-macro-indicators-share-of-value-added-total-manufacturing-us
Macro Indicators — Share of Value Added (Total Manufacturing) US$ | Africa (FAOSTAT) | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: agriculture_food - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-macro-indicators-share-of-value-added-total-manufacturing-us.africa-uganda-ppi-manufacturing-and-utilities-april-2026-excel-tables-7d3ba37f
Ppi Manufacturing and Utilities April 2026 Excel Tables | Africa (Uganda Bureau of Statistics)
279 rows - 1 Africa country/area - 2026 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 279 rows from Uganda Bureau of Statistics, covering Ppi Manufacturing and Utilities April 2026 Excel Tables. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-uganda-ppi-manufacturing-and-utilities-april-2026-excel-tables-7d3ba37f.africa-uganda-ppi-manufacturing-and-utilities-january-2026-excel-tables-5e896c61
Ppi Manufacturing and Utilities January 2026 Excel Tables | Africa (Uganda Bureau of Statistics)
67 rows - 1 Africa country/area - 2026 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 67 rows from Uganda Bureau of Statistics, covering Ppi Manufacturing and Utilities January 2026 Excel Tables. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-uganda-ppi-manufacturing-and-utilities-january-2026-excel-tables-5e896c61.