datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
cryoem-acquisition
Cryo-EM Autonomous Acquisition Dataset
Data for training agents that decide which grid square and foil hole to image next during a cryo-EM session, so a sample reaches its target in the fewest acquisitions and the least instrument time.
Four EPU sessions derived from public EMPIAR depositions. Every acquisition carries what a live cryoSPARC Live session reports about 70 s after the exposure (particles, CTF fit, ice, 2D-class orientation profile), plus pre-acquisition hole… See the full description on the dataset page: https://huggingface.co/datasets/xkronosx/cryoem-acquisition.English-Age-of-Acquisition
English Age-of-Acquisition (AoA)
This is the dataset provided by Kuperman et. al (2012) https://link.springer.com/article/10.3758/s13428-012-0210-4.
ForgisThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": null,
"total_episodes": 5125,
"total_frames": 829182,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 10,
"splits": {
"train": "0:5125"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/Lior-ACQU/Forgis.acquire-valued-shoppershttps://www.kaggle.com/c/acquire-valued-shoppers-challenge
eu-digital-acquis
EU Digital Acquis: a provision-level dataset of EU legislation, 1979-2026
One row per provision (recital or sub-article) of every EU regulation, directive, and decision adopted between 1979 and April 2026 in the analysis universe of Mapping Europe's Digital Acquis (Seidl & Kosti, 2026): provisions of at least 50 characters, individual enforcement decisions (State aid, merger, antitrust) excluded. Built with eurlex-builder (https://doi.org/10.5281/zenodo.21496963).… See the full description on the dataset page: https://huggingface.co/datasets/tseidl/eu-digital-acquis.nadac-national-average-drug-acquisition-cost-2024
NADAC (National Average Drug Acquisition Cost) 2024
Description
National Average Drug Acquisition Cost (NADAC) weekly reference data for the calendar year.
Dataset Details
Publisher: Centers for Medicare & Medicaid Services
Last Modified: 2024-12-23
Contact: Medicaid.gov (Medicaid.gov@cms.hhs.gov)
Source
Original data can be found at: https://healthdata.gov/d/3tha-57c6
Usage
You can load this dataset using:
from datasets import… See the full description on the dataset page: https://huggingface.co/datasets/HHS-Official/nadac-national-average-drug-acquisition-cost-2024.africa-south-africa-capital-acquisition-2013-3fa8893d
Capital Acquisition 2013 | Africa (National Treasury, South Africa)
2,620,689 rows - 1 Africa country/area - 2013-2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 2,620,689 rows from National Treasury, South Africa, covering Capital Acquisition 2013. 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-south-africa-capital-acquisition-2013-3fa8893d.africa-south-africa-capital-acquisition-2011-2f6efe24
Capital Acquisition 2011 | Africa (National Treasury, South Africa)
327,819 rows - 1 Africa country/area - 2011-2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 327,819 rows from National Treasury, South Africa, covering Capital Acquisition 2011. 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-south-africa-capital-acquisition-2011-2f6efe24.africa-south-africa-capital-acquisition-v2-2024-19cbe7dc
Capital Acquisition V2 2024 | Africa (National Treasury, South Africa)
419,225 rows - 1 Africa country/area - 2024-2026 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 419,225 rows from National Treasury, South Africa, covering Capital Acquisition V2 2024. 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-south-africa-capital-acquisition-v2-2024-19cbe7dc.africa-south-africa-capital-acquisition-2019-23a6ac89
Capital Acquisition 2019 | Africa (National Treasury, South Africa)
2,371,065 rows - 1 Africa country/area - 2019-2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 2,371,065 rows from National Treasury, South Africa, covering Capital Acquisition 2019. 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-south-africa-capital-acquisition-2019-23a6ac89.africa-south-africa-capital-acquisition-v2-2023-5569ea9a
Capital Acquisition V2 2023 | Africa (National Treasury, South Africa)
402,508 rows - 1 Africa country/area - 2023-2026 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 402,508 rows from National Treasury, South Africa, covering Capital Acquisition V2 2023. 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-south-africa-capital-acquisition-v2-2023-5569ea9a.first_acquisition25This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "so_follower",
"total_episodes": 5,
"total_frames": 3520,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:5"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/khalilb130/first_acquisition25.africa-south-africa-capital-acquisition-v2-2022-7e3c7105
Capital Acquisition V2 2022 | Africa (National Treasury, South Africa)
430,485 rows - 1 Africa country/area - 2022-2026 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 430,485 rows from National Treasury, South Africa, covering Capital Acquisition V2 2022. 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-south-africa-capital-acquisition-v2-2022-7e3c7105.africa-south-africa-capital-acquisition-v2-2025-6549e6c1
Capital Acquisition V2 2025 | Africa (National Treasury, South Africa)
206,049 rows - 1 Africa country/area - 2025-2026 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 206,049 rows from National Treasury, South Africa, covering Capital Acquisition V2 2025. 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-south-africa-capital-acquisition-v2-2025-6549e6c1.africa-south-africa-capital-acquisition-2015-0d92d74f
Capital Acquisition 2015 | Africa (National Treasury, South Africa)
2,809,998 rows - 1 Africa country/area - 2015-2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 2,809,998 rows from National Treasury, South Africa, covering Capital Acquisition 2015. 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-south-africa-capital-acquisition-2015-0d92d74f.africa-south-africa-capital-acquisition-2014-679757bd
Capital Acquisition 2014 | Africa (National Treasury, South Africa)
2,808,012 rows - 1 Africa country/area - 2014-2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 2,808,012 rows from National Treasury, South Africa, covering Capital Acquisition 2014. 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-south-africa-capital-acquisition-2014-679757bd.africa-south-africa-capital-acquisition-v2-2026-d9a49da8
Capital Acquisition V2 2026 | Africa (National Treasury, South Africa)
117,717 rows - 1 Africa country/area - 2026 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 117,717 rows from National Treasury, South Africa, covering Capital Acquisition V2 2026. 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-south-africa-capital-acquisition-v2-2026-d9a49da8.africa-south-africa-capital-acquisition-2016-3e21d5bd
Capital Acquisition 2016 | Africa (National Treasury, South Africa)
2,720,007 rows - 1 Africa country/area - 2016-2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 2,720,007 rows from National Treasury, South Africa, covering Capital Acquisition 2016. 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-south-africa-capital-acquisition-2016-3e21d5bd.africa-south-africa-capital-acquisition-v2-2018-6ea32bf1
Capital Acquisition V2 2018 | Africa (National Treasury, South Africa)
22,429 rows - 1 Africa country/area - 2018-2026 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 22,429 rows from National Treasury, South Africa, covering Capital Acquisition V2 2018. 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-south-africa-capital-acquisition-v2-2018-6ea32bf1.africa-south-africa-capital-acquisition-v2-2019-8ae2387c
Capital Acquisition V2 2019 | Africa (National Treasury, South Africa)
40,072 rows - 1 Africa country/area - 2019-2026 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 40,072 rows from National Treasury, South Africa, covering Capital Acquisition V2 2019. 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-south-africa-capital-acquisition-v2-2019-8ae2387c.africa-south-africa-capital-acquisition-v2-2021-b589fae6
Capital Acquisition V2 2021 | Africa (National Treasury, South Africa)
415,266 rows - 1 Africa country/area - 2021-2026 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 415,266 rows from National Treasury, South Africa, covering Capital Acquisition V2 2021. 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-south-africa-capital-acquisition-v2-2021-b589fae6.africa-south-africa-capital-acquisition-2012-2d2e82e6
Capital Acquisition 2012 | Africa (National Treasury, South Africa)
1,903,848 rows - 1 Africa country/area - 2012-2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 1,903,848 rows from National Treasury, South Africa, covering Capital Acquisition 2012. 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-south-africa-capital-acquisition-2012-2d2e82e6.africa-south-africa-capital-acquisition-2017-23dc127a
Capital Acquisition 2017 | Africa (National Treasury, South Africa)
2,570,166 rows - 1 Africa country/area - 2017-2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 2,570,166 rows from National Treasury, South Africa, covering Capital Acquisition 2017. 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-south-africa-capital-acquisition-2017-23dc127a.africa-south-africa-capital-acquisition-v2-2020-fe960697
Capital Acquisition V2 2020 | Africa (National Treasury, South Africa)
224,712 rows - 1 Africa country/area - 2020-2026 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 224,712 rows from National Treasury, South Africa, covering Capital Acquisition V2 2020. 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-south-africa-capital-acquisition-v2-2020-fe960697.africa-south-africa-capital-acquisition-2018-bbc8d3f8
Capital Acquisition 2018 | Africa (National Treasury, South Africa)
2,420,464 rows - 1 Africa country/area - 2018-2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 2,420,464 rows from National Treasury, South Africa, covering Capital Acquisition 2018. 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-south-africa-capital-acquisition-2018-bbc8d3f8.africa-south-africa-capital-acquisition-2020-b2402020
Capital Acquisition 2020 | Africa (National Treasury, South Africa)
10,971 rows - 1 Africa country/area - 2020-2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 10,971 rows from National Treasury, South Africa, covering Capital Acquisition 2020. 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-south-africa-capital-acquisition-2020-b2402020.africa-south-africa-capital-acquisition-2009-3c3997be
Capital Acquisition 2009 | Africa (National Treasury, South Africa)
180,828 rows - 1 Africa country/area - 2009-2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 180,828 rows from National Treasury, South Africa, covering Capital Acquisition 2009. 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-south-africa-capital-acquisition-2009-3c3997be.africa-south-africa-capital-acquisition-2010-f8e0431b
Capital Acquisition 2010 | Africa (National Treasury, South Africa)
272,727 rows - 1 Africa country/area - 2010-2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 272,727 rows from National Treasury, South Africa, covering Capital Acquisition 2010. 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-south-africa-capital-acquisition-2010-f8e0431b.africa-tunisia-acquisition-des-magazines-tunisiens-et-etrangers-e8dd78da
Acquisition Des Magazines Tunisiens Et Etrangers | Africa (Tunisia Open Data)
30 rows - 1 Africa country/area - 2015-2020 - 5 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 30 rows from Tunisia Open Data, covering Acquisition Des Magazines Tunisiens Et Etrangers. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-tunisia-acquisition-des-magazines-tunisiens-et-etrangers-e8dd78da.africa-tunisia-acquisitions-des-tableaux-d-arts-f28719ef
Acquisitions Des Tableaux D Arts | Africa (Tunisia Open Data)
245 rows - 1 Africa country/area - 2018 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 245 rows from Tunisia Open Data, covering Acquisitions Des Tableaux D Arts. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures
Official statistics datasets… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-tunisia-acquisitions-des-tableaux-d-arts-f28719ef.