datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
africa-drc-congo-dem-rep-environment-9b29113f
Congo, Dem. Rep. - Environment | Africa (DRC official open data)
4,653 rows - 1 Africa country - 1960-2025 - 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: Congo, Dem. Rep. - Environment
Publisher: World Bank Group… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-congo-dem-rep-environment-9b29113f.africa-drc-congo-dem-rep-economic-social-environmental-health-educati-31d990f8
Congo, Dem. Rep. - Economic, Social, Environmental, Health, Education, Development and Energy | Africa (DRC official open data)
67,652 rows - 1 Africa country - 1960-2025 - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-congo-dem-rep-economic-social-environmental-health-educati-31d990f8.audios-lingala-annotatees
Annotated Lingala Dataset – Full Version
Description
This dataset gathers annotated Lingala audio data, intended for open-source automatic speech recognition (ASR) research and for fine-tuning Whisper-type models.
It includes:
the original audio files (viewable directly in the Hugging Face viewer)
text transcriptions
Mel spectrograms
tokenized labels
Overall statistics
Metric
Value
Total volume
5 h 0 min 18 s
Number of audio segments… See the full description on the dataset page: https://huggingface.co/datasets/Congo-digital-service/audios-lingala-annotatees.ipfs_congobrazzaville_laws
Republic of the Congo / Congo-Brazzaville Laws and Journal Officiel (sgg.cg / Primature / Présidence / AN)
Research snapshot of official national legislation from *SGG (sgg.cg) + Primature (primature.gouv.cg) + Présidence (presidence.cg) + Assemblée nationale + Finances + Gouvernement / Justice / JO (.cg / *.gouv.cg)**.
Not legal advice. The official gazette / authentic source prevails over this corpus.
Snapshot
Field
Value
Snapshot date
2026-09-18… See the full description on the dataset page: https://huggingface.co/datasets/endomorphosis/ipfs_congobrazzaville_laws.audios-lingala-annotatees-v2
Annotated Lingala Audio — canonical corpus
Annotated Lingala speech for open automatic speech recognition research and for
fine-tuning speech models.
This release is a full reconstruction of the corpus from its source
recordings and annotations. It supersedes
Congo-digital-service/audios-lingala-annotatees,
which is deprecated — see Relationship to the previous release below.
What this dataset contains
Each row is one annotated speech segment, carrying the audio… See the full description on the dataset page: https://huggingface.co/datasets/Congo-digital-service/audios-lingala-annotatees-v2.africa-congo-congo-rep-economic-social-environmental-health-education-d-041b7c19
Congo, Rep. - Economic, Social, Environmental, Health, Education, Development and Energy | Africa (Congo official open data)
74,669 rows - 1 Africa country - 1960-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Congo 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:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-congo-congo-rep-economic-social-environmental-health-education-d-041b7c19.africa-congo-congo-rep-environment-d7f214d3
Congo, Rep. - Environment | Africa (Congo official open data)
4,896 rows - 1 Africa country - 1960-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Congo 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: Congo, Rep. - Environment
Publisher: World Bank Group
Resource:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-congo-congo-rep-environment-d7f214d3.qwen-vl-lingala-dataset-augmented
Augmentation
This dataset derives from dataset-qwen-vl-lingala-qlora-vf (417 train / 50 test) through an augmentation step applied to the training image-text pairs, bringing the training volume to 884 examples.
Augmentation method: the 467 additional training examples compared to the source (417 → 884) are obtained mainly through controlled degradation of the input image — noise, brightness/contrast variation, light blur — rather than through synthetic content generation or text… See the full description on the dataset page: https://huggingface.co/datasets/Congo-digital-service/qwen-vl-lingala-dataset-augmented.dataset-qwen-vl-lingala-qlora-vf
Qwen-VL Lingala OCR Dataset
Description
Image/text pairs for training a Qwen2-VL model to perform OCR on Lingala text, including the two special characters absent from the standard Latin alphabet: ɔ (U+0254) and ɛ (U+025B).
train: original + augmented images (noise, brightness/contrast, light blur), with targeted oversampling of lines containing ɔ/ɛ.
test: original, non-augmented images only, held out before any oversampling to avoid data leakage.… See the full description on the dataset page: https://huggingface.co/datasets/Congo-digital-service/dataset-qwen-vl-lingala-qlora-vf.Lingala-Alpaca-Dataset-Augmented
Lingala Alpaca LLM Dataset (Augmented)
This dataset is an augmented version of the original dataset available at Congo-digital-service/Dataset-Lingala-Alpaca-LLM, with a larger and more diverse training set than the source, while preserving the original dataset's purpose and structure.
Dataset Structure
Same fields as the source dataset: instruction, input, output, source_project, split into train and test. See the source dataset card for the category/domain… See the full description on the dataset page: https://huggingface.co/datasets/Congo-digital-service/Lingala-Alpaca-Dataset-Augmented.Dataset-Lingala-Alpaca-LLM
Lingala Alpaca LLM Dataset
This dataset contains human-generated instruction-following data in Lingala, inspired by the Alpaca dataset format, covering five task categories (formal, pedagogical, summary, urban, translation) across five public-interest domains, with a balanced representation of stylistic categories and instruction types.
General Statistics
Total volume: 6,664 lines in total.
Number of unique source texts: 1,772.
Structure: The dataset is divided… See the full description on the dataset page: https://huggingface.co/datasets/Congo-digital-service/Dataset-Lingala-Alpaca-LLM.africa-drc-republique-democratique-du-congo-presence-operationnelle-5e3d8cfa
République Démocratique du Congo : Présence Opérationnelle | Africa (DRC official open data)
5,434 rows - 1 Africa country - 2025-2027 - 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: République Démocratique du Congo… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-republique-democratique-du-congo-presence-operationnelle-5e3d8cfa.africa-drc-congo-dem-rep-health-08a1859d
Congo, Dem. Rep. - Health | Africa (DRC official open data)
9,533 rows - 1 Africa country - 1960-2025 - 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: Congo, Dem. Rep. - Health
Publisher: World Bank Group
Resource:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-congo-dem-rep-health-08a1859d.africa-drc-democratic-republic-of-the-congo-subnational-displacement-8985262e
Democratic Republic of the Congo - Subnational Displacement Forecasts | Africa (DRC official open data)
612 rows - 1 Africa country - 2026 - 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: Democratic Republic of the… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-democratic-republic-of-the-congo-subnational-displacement-8985262e.africa-drc-republique-democratique-du-congo-acces-humanitaire-296dd0bb
République Démocratique du Congo : Accès Humanitaire | Africa (DRC official open data)
110 rows - 1 Africa country - 2025 - 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: République Démocratique du Congo : Accès… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-republique-democratique-du-congo-acces-humanitaire-296dd0bb.africa-drc-democratic-republic-of-the-congo-displacement-returnees-si-dd48c402
Democratic Republic of the Congo: Displacement - [returnees] - Site Assessment [OCHA] | Africa (DRC official open data)
9,829 rows - 1 Africa country - 1900-2025 - 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:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-democratic-republic-of-the-congo-displacement-returnees-si-dd48c402.africa-drc-democratic-republic-of-the-congo-displacement-returnees-si-ac3100ca
Democratic Republic of the Congo: Displacement - [returnees] - Site Assessment [OCHA] | Africa (DRC official open data)
144,497 rows - 1 Africa country - 2022-2024 - 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:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-democratic-republic-of-the-congo-displacement-returnees-si-ac3100ca.africa-drc-democratic-republic-of-the-congo-greenhouse-gas-and-air-po-d6b488f2
Democratic Republic of the Congo: Greenhouse Gas and Air Pollutant Emissions | Africa (DRC official open data)
16,866 rows - 1 Africa country - 2024-2026 - 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: Democratic… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-democratic-republic-of-the-congo-greenhouse-gas-and-air-po-d6b488f2.africa-drc-republique-democratique-du-congo-presence-operationnelle-3a2d134a
République Démocratique du Congo : Présence Opérationnelle | Africa (DRC official open data)
14,242 rows - 1 Africa country - 2024 - 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: République Démocratique du Congo :… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-republique-democratique-du-congo-presence-operationnelle-3a2d134a.africa-drc-republique-democratique-du-congo-presence-operationnelle-0581a561
République Démocratique du Congo : Présence Opérationnelle | Africa (DRC official open data)
1,333 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: République Démocratique du Congo :… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-republique-democratique-du-congo-presence-operationnelle-0581a561.africa-drc-congo-democratic-republic-risk-assessment-indicators-068df9c1
Congo Democratic Republic - Risk Assessment Indicators | Africa (DRC official open data)
189 rows - 1 Africa country - not-applicable - 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: Congo Democratic Republic - Risk… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-congo-democratic-republic-risk-assessment-indicators-068df9c1.africa-drc-republique-democratique-du-congo-presence-operationnelle-2ca80d9c
République Démocratique du Congo : Présence Opérationnelle | Africa (DRC official open data)
42,945 rows - 1 Africa country - 2021-2027 - 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: République Démocratique du Congo… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-republique-democratique-du-congo-presence-operationnelle-2ca80d9c.africa-drc-congo-democratic-republic-risk-assessment-indicators-55e8a86b
Congo Democratic Republic - Risk Assessment Indicators | Africa (DRC official open data)
189 rows - 1 Africa country - not-applicable - 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: Congo Democratic Republic - Risk… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-congo-democratic-republic-risk-assessment-indicators-55e8a86b.africa-drc-republique-democratique-du-congo-presence-operationnelle-9a1aa764
République Démocratique du Congo : Présence Opérationnelle | Africa (DRC official open data)
4,203 rows - 1 Africa country - 1900-2025 - 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: République Démocratique du Congo… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-republique-democratique-du-congo-presence-operationnelle-9a1aa764.africa-drc-republique-democratique-du-congo-presence-operationnelle-638dc7e2
République Démocratique du Congo : Présence Opérationnelle | Africa (DRC official open data)
41,247 rows - 1 Africa country - 2023-2027 - 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: République Démocratique du Congo… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-republique-democratique-du-congo-presence-operationnelle-638dc7e2.africa-drc-democratic-republic-of-the-congo-displacement-returnees-si-038f0307
Democratic Republic of the Congo: Displacement - [returnees] - Site Assessment [OCHA] | Africa (DRC official open data)
75,567 rows - 1 Africa country - 2021-2022 - 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:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-democratic-republic-of-the-congo-displacement-returnees-si-038f0307.africa-drc-democratic-republic-of-the-congo-displacement-deplace-site-6dc09d0b
Democratic Republic of the Congo: Displacement - [Déplacé] - Site Assessment | Africa (DRC official open data)
393,115 rows - 1 Africa country - 2017-2023 - 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: Democratic… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-democratic-republic-of-the-congo-displacement-deplace-site-6dc09d0b.africa-drc-congo-the-democratic-republic-of-the-most-likely-fews-net-faac5453
Congo, The Democratic Republic of the Most Likely FEWS NET Acutely Food Insecure Population Estimates Data | Africa (DRC official open data)
798 rows - 1 Africa country - 2023-2026 - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-congo-the-democratic-republic-of-the-most-likely-fews-net-faac5453.africa-drc-congo-democratic-republic-risk-assessment-indicators-765678e1
Congo Democratic Republic - Risk Assessment Indicators | Africa (DRC official open data)
189 rows - 1 Africa country - not-applicable - 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: Congo Democratic Republic - Risk… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-congo-democratic-republic-risk-assessment-indicators-765678e1.africa-drc-congo-dem-rep-climate-change-c945e5e5
Congo, Dem. Rep. - Climate Change | Africa (DRC official open data)
1,545 rows - 1 Africa country - 1960-2025 - 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: Congo, Dem. Rep. - Climate Change
Publisher: World Bank… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-congo-dem-rep-climate-change-c945e5e5.