datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
agent-coordination-shape-outcomes
Per-Task Agent Coordination Shape Outcomes
What this dataset is
When you orchestrate LLM agents, you choose a coordination shape before running anything: solve with a
single agent, fan out and vote, decompose into parallel subtasks, chain a draft through critique,
or run an orchestrator-workers topology. Which shape is best changes from task to task, but is it predictable
per task?
This dataset is the evidence to answer that. It runs all five shapes on 159 hard… See the full description on the dataset page: https://huggingface.co/datasets/soren19/agent-coordination-shape-outcomes.africa-gabon-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Gabon official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Gabon 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: HDX HAPI - Coordination & Context: National… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-gabon-hdx-hapi-coordination-context-national-risk-af34bde6.africa-namibia-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Namibia official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Namibia 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: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-namibia-hdx-hapi-coordination-context-national-risk-af34bde6.africa-equatorial-guinea-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Equatorial Guinea official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Equatorial Guinea 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: HDX HAPI -… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-equatorial-guinea-hdx-hapi-coordination-context-national-risk-af34bde6.africa-madagascar-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Madagascar official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Madagascar 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: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-madagascar-hdx-hapi-coordination-context-national-risk-af34bde6.africa-eswatini-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Eswatini official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Eswatini 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: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-eswatini-hdx-hapi-coordination-context-national-risk-af34bde6.africa-cameroon-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Cameroon official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cameroon 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: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cameroon-hdx-hapi-coordination-context-national-risk-af34bde6.africa-togo-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Togo official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Togo 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: HDX HAPI - Coordination & Context: National… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-togo-hdx-hapi-coordination-context-national-risk-af34bde6.africa-sao-tome-and-principe-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Sao Tome and Principe official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Sao Tome and Principe 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: HDX HAPI -… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-sao-tome-and-principe-hdx-hapi-coordination-context-national-risk-af34bde6.africa-lesotho-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Lesotho official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Lesotho 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: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-lesotho-hdx-hapi-coordination-context-national-risk-af34bde6.africa-comoros-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Comoros official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Comoros 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: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-comoros-hdx-hapi-coordination-context-national-risk-af34bde6.africa-mali-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Mali official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Mali 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: HDX HAPI - Coordination & Context: National… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mali-hdx-hapi-coordination-context-national-risk-af34bde6.africa-guinea-bissau-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Guinea-Bissau official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Guinea-Bissau 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: HDX HAPI - Coordination &… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-guinea-bissau-hdx-hapi-coordination-context-national-risk-af34bde6.dual-franka-coordination-Rdual-franka-coordination-L-improved-small-testThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "franka",
"total_episodes": 3,
"total_frames": 585,
"total_tasks": 3,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:3"
},
"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/DorianAtSchool/dual-franka-coordination-L-improved-small-test.dual-franka-coordination-R-improved-small-trainThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "franka",
"total_episodes": 1,
"total_frames": 185,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:1"
},
"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/DorianAtSchool/dual-franka-coordination-R-improved-small-train.dual-franka-coordination-L-improved-small-trainThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "franka",
"total_episodes": 1,
"total_frames": 185,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:1"
},
"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/DorianAtSchool/dual-franka-coordination-L-improved-small-train.dual-franka-coordination-Lafrica-drc-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (DRC official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV 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: HDX HAPI - Coordination & Context: National Risk… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-hdx-hapi-coordination-context-national-risk-af34bde6.dual-franka-coordination-R-improved-small-testThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "franka",
"total_episodes": 3,
"total_frames": 585,
"total_tasks": 3,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:3"
},
"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/DorianAtSchool/dual-franka-coordination-R-improved-small-test.africa-somalia-hdx-hapi-coordination-context-national-risk-af34bde6
HDX Hapi Coordination Context National Risk | Africa (HDX Humanitarian API Data)
1,910 rows - 1 Africa country/area - 2025 - 10 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 1,910 rows from HDX Humanitarian API Data, covering HDX Hapi Coordination Context National Risk. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-somalia-hdx-hapi-coordination-context-national-risk-af34bde6.africa-botswana-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Botswana official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Botswana 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: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-botswana-hdx-hapi-coordination-context-national-risk-af34bde6.africa-eritrea-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Eritrea official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV 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: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-eritrea-hdx-hapi-coordination-context-national-risk-af34bde6.africa-algeria-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Algeria official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Algeria 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: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-algeria-hdx-hapi-coordination-context-national-risk-af34bde6.africa-cabo-verde-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Cabo Verde official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cabo Verde 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: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cabo-verde-hdx-hapi-coordination-context-national-risk-af34bde6.africa-south-sudan-hdx-hapi-coordination-context-national-risk-af34bde6
HDX Hapi Coordination Context National Risk | Africa (HDX Humanitarian API Data)
1,910 rows - 1 Africa country/area - 2025 - 10 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 1,910 rows from HDX Humanitarian API Data, covering HDX Hapi Coordination Context National Risk. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-south-sudan-hdx-hapi-coordination-context-national-risk-af34bde6.europe-who-ihr-coordination
IHR Coordination, National IHR Focal Point functions and advocacy | Europe (WHO GHO)
🇪🇺 125 observations · 42 Europe countries · 2021–2023 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 125 observations of IHR Coordination, National IHR Focal Point functions and advocacy data across 42 Europe countries, spanning 2021–2023, covering 1 distinct indicators.
About the source
Source: WHO Global Health Observatory
Publisher:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-who-ihr-coordination.africa-liberia-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Liberia official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Liberia 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: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-liberia-hdx-hapi-coordination-context-national-risk-af34bde6.africa-chad-hdx-hapi-coordination-context-national-risk-af34bde6
HDX Hapi Coordination Context National Risk | Africa (HDX Humanitarian API Data)
1,910 rows - 1 Africa country/area - 2025 - 10 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 1,910 rows from HDX Humanitarian API Data, covering HDX Hapi Coordination Context National Risk. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-chad-hdx-hapi-coordination-context-national-risk-af34bde6.africa-seychelles-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Seychelles official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Seychelles 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: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-seychelles-hdx-hapi-coordination-context-national-risk-af34bde6.