datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
IF_multi_constraints_upto5_SFT
Description
This dataset was derived from the allenai/IF_multi_constraints_upto5 constrained instruction-following dataset, adapting it for supervised fine-tuning. Responses were generated with google/gemma-4-31B-it and then filtered to retain only high-quality examples. The final dataset includes only samples with a minimum loose score of 1.0 and a minimum strict score of 0.8 according to the official IFBench evaluator. Maximum response length was limited to 1024 tokens, all… See the full description on the dataset page: https://huggingface.co/datasets/UniLu/IF_multi_constraints_upto5_SFT.IF-multi-constraints-upto5-LFM2.5-prompts
IF_multi_constraints_upto5 → LFM2.5 prompt format (for RLVR / rejection sampling / DPO)
A derivative of allenai/IF_multi_constraints_upto5 (odc-by)
normalized for fine-tuning Liquid AI LFM2 / LFM2.5 models, whose native tool-call format is Pythonic:
<|im_start|>assistant
<|tool_call_start|>[get_weather(location='Paris, France', unit='celsius')]<|tool_call_end|><|im_end|>
Prompt-only rows (prompt_only = true): Tulu-SFT instructions with up to 5 verifiable constraints from IFEval… See the full description on the dataset page: https://huggingface.co/datasets/hungbenjamin402/IF-multi-constraints-upto5-LFM2.5-prompts.asia-owid-legislative-constraints-on-the-executive-index
Legislative Constraints On The Executive Index | Asia (Our World in Data)
🌏 6,167 observations · 47 Asia countries · 1789–2025 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 6,167 observations of Legislative Constraints On The Executive Index data across 47 Asia countries, spanning 1789–2025.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Legislative Constraints On The… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-legislative-constraints-on-the-executive-index.africa-drc-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f
Humanitarian Access Constraints due to COVID-19 Pandemic | Africa (DRC official open data)
52 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from DRC as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Humanitarian Access Constraints due to… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f.eu-delegation-constraints-annotations
Dataset Card
Dataset Details
Description
This dataset provides manually annotated legal sentences identifying delegating and constraining provisions in European Union secondary legislation (directives and regulations, 1958–2019).
Each sentence is labeled according to whether it confers or limits policy authority to four executive actors:
Member States (MS)
National competent authorities (NCA)
The European Commission (COM)
Supranational agencies (AGE)
The… See the full description on the dataset page: https://huggingface.co/datasets/giovannip/eu-delegation-constraints-annotations.africa-drc-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071
Humanitarian Access Constraints due to COVID-19 Pandemic | Africa (DRC official open data)
1,127 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from DRC as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Humanitarian Access Constraints due to… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071.asia-covid-19-constraints-faced-by-people-due-to-covid
Humanitarian Access Constraints due to COVID-19 Pandemic
Publisher: OCHA HQ · Source: HDX · License: cc-by · Updated: 2026-04-27
Abstract
The new and emerging access constraints that people are currently experiencing because of the COVID-19 outbreak.
Each row in this dataset represents geolocated point observations. Data was last updated on HDX on 2026-04-27. Geographic scope: AFG, BGD, BFA, BDI, CMR, CAF, TCD, COL, and 23 others.
Curated into ML-ready Parquet format by… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-covid-19-constraints-faced-by-people-due-to-covid.africa-somalia-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071
Humanitarian Access Constraints Due to Covid 19 Pandemic | Africa (OCHA HQ)
1,127 rows - 1 Africa country/area - 2020 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 1,127 rows from OCHA HQ, covering Humanitarian Access Constraints Due to Covid 19 Pandemic. 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-somalia-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071.africa-south-sudan-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071
Humanitarian Access Constraints Due to Covid 19 Pandemic | Africa (OCHA HQ)
1,127 rows - 1 Africa country/area - 2020 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 1,127 rows from OCHA HQ, covering Humanitarian Access Constraints Due to Covid 19 Pandemic. 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-sudan-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071.africa-chad-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071
Humanitarian Access Constraints Due to Covid 19 Pandemic | Africa (OCHA HQ)
1,127 rows - 1 Africa country/area - 2020 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 1,127 rows from OCHA HQ, covering Humanitarian Access Constraints Due to Covid 19 Pandemic. 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-chad-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071.africa-south-sudan-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f
Humanitarian Access Constraints Due to Covid 19 Pandemic | Africa (OCHA HQ)
52 rows - 1 Africa country/area - 2020 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 52 rows from OCHA HQ, covering Humanitarian Access Constraints Due to Covid 19 Pandemic. 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-sudan-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f.africa-somalia-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f
Humanitarian Access Constraints Due to Covid 19 Pandemic | Africa (OCHA HQ)
52 rows - 1 Africa country/area - 2020 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 52 rows from OCHA HQ, covering Humanitarian Access Constraints Due to Covid 19 Pandemic. 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-somalia-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f.africa-sudan-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071
Humanitarian Access Constraints due to COVID-19 Pandemic | Africa (Sudan official open data)
1,127 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Sudan as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Humanitarian Access Constraints due… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-sudan-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071.IF-multi-constraints-upto5-SFT-LFM2.5
IF_multi_constraints_upto5_SFT → LFM2.5 chat format
A derivative of UniLu/IF_multi_constraints_upto5_SFT (odc-by)
normalized for fine-tuning Liquid AI LFM2 / LFM2.5 models, whose native tool-call format is Pythonic:
<|im_start|>assistant
<|tool_call_start|>[get_weather(location='Paris, France', unit='celsius')]<|tool_call_end|><|im_end|>
SFT-ready precise-instruction-following pairs: the allenai IF-RLVR prompts answered by Gemma-4-31B-it and filtered with the official IFBench… See the full description on the dataset page: https://huggingface.co/datasets/hungbenjamin402/IF-multi-constraints-upto5-SFT-LFM2.5.verifiable-constraints-v2africa-judicial-constraints-on-the-executive-2021
Judicial Constraints on the Executive, 2021 | Africa (original)
Size category: 1K<n<10K - Formats: parquet - Sector: governance_security - 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 Covers
Public datasets help analysts… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-judicial-constraints-on-the-executive-2021.africa-chad-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f
Humanitarian Access Constraints Due to Covid 19 Pandemic | Africa (OCHA HQ)
52 rows - 1 Africa country/area - 2020 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 52 rows from OCHA HQ, covering Humanitarian Access Constraints Due to Covid 19 Pandemic. 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-chad-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f.africa-constraints-faced-by-people-due-to-covid-19-outbreak
Humanitarian Access Constraints due to COVID-19 Pandemic | Africa (original)
Size category: n<1K - Formats: parquet - Sector: humanitarian_development - 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 Covers
Public datasets… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-constraints-faced-by-people-due-to-covid-19-outbreak.asia-owid-constraints-on-the-executive-score
Constraints On The Executive Score | Asia (Our World in Data)
🌏 4,915 observations · 46 Asia countries · 1800–2018 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 4,915 observations of Constraints On The Executive Score data across 46 Asia countries, spanning 1800–2018.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Constraints On The Executive Score
Geographic… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-constraints-on-the-executive-score.africa-burundi-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f
Humanitarian Access Constraints due to COVID-19 Pandemic | Africa (Burundi official open data)
52 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Burundi as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Humanitarian Access Constraints due… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-burundi-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f.africa-judicial-constraints-on-the-executive-2021-for-select-african-countries
Judicial Constraints on the Executive, 2021 for select African Countries | Africa (original)
Size category: 1K<n<10K - Formats: parquet - Sector: governance_security - 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 Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-judicial-constraints-on-the-executive-2021-for-select-african-countries.africa-burundi-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071
Humanitarian Access Constraints due to COVID-19 Pandemic | Africa (Burundi official open data)
1,127 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Burundi as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Humanitarian Access Constraints… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-burundi-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071.africa-niger-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f
Humanitarian Access Constraints due to COVID-19 Pandemic | Africa (Niger official open data)
52 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Niger as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Humanitarian Access Constraints due to… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-niger-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f.africa-libya-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f
Humanitarian Access Constraints due to COVID-19 Pandemic | Africa (Libya official open data)
52 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Libya as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Humanitarian Access Constraints due to… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-libya-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f.africa-eritrea-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071
Humanitarian Access Constraints due to COVID-19 Pandemic | Africa (Eritrea official open data)
1,127 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Eritrea as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Humanitarian Access Constraints… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-eritrea-humanitarian-access-constraints-due-to-covid-19-pandemic-6ca89071.IF_multi_constraints_upto5_filtered_sft_0625_filterafrica-eritrea-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f
Humanitarian Access Constraints due to COVID-19 Pandemic | Africa (Eritrea official open data)
52 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Eritrea as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Humanitarian Access Constraints due… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-eritrea-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f.verifiable-constraints-v6smol_datasets_translated_constraintsafrica-owid-legislative-constraints-on-the-executive-index
Legislative Constraints On The Executive Index | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - Sector: other_unclassified - 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-owid-legislative-constraints-on-the-executive-index.