datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
stablecoin-flows
Chainticks Stablecoin Flows
USDC/USDT mint, burn, and bridge flow rows derived from public ERC-20 transfer logs.
import pandas as pd
DATE = "YYYY-MM-DD"
URL = "https://huggingface.co/datasets/Chainticks/stablecoin-flows/resolve/main/flows/date={DATE}/part-0000.parquet"
df = pd.read_parquet(URL)
print(df.head())
Layout
flows/date=YYYY-MM-DD/part-0000.parquet
_schema.json
_manifest.json
LATEST_DATE.txt
Provenance
Rows must have source_kind in… See the full description on the dataset page: https://huggingface.co/datasets/Chainticks/stablecoin-flows.africa-synth-aid-flows-brain-tumor-mri-colorized-ehr-all
Brain Tumor (MRI) Detection Colourized with EHR | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: not declared - Sector: health - 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
Health… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-aid-flows-brain-tumor-mri-colorized-ehr-all.import-export-route-hs2-year-flows-v1
Global Import-Export Route HS2 Flows (1995-2024)
Dataset coverage and release
Coverage: 1995-2024 annual observations where available
Release version: 1.0.0
Stable repository identifier: yugalinks/import-export-route-hs2-year-flows-v1
Data format: Parquet
Zenodo archive: 10.5281/zenodo.22886866
License and use
Provider terms apply. Yugalinks prepares these files for analysis but does not relicense the underlying OECD observations or any CEPII… See the full description on the dataset page: https://huggingface.co/datasets/yugalinks/import-export-route-hs2-year-flows-v1.import-export-country-hs4-year-flows-v1
Global Import-Export Country HS4 Flows (1995-2024)
Dataset coverage and release
Coverage: 1995-2024 annual observations where available
Release version: 1.0.0
Stable repository identifier: yugalinks/import-export-country-hs4-year-flows-v1
Data format: Parquet
Zenodo archive: 10.5281/zenodo.22886790
License and use
Provider terms apply. Yugalinks prepares these files for analysis but does not relicense the underlying OECD observations or any CEPII… See the full description on the dataset page: https://huggingface.co/datasets/yugalinks/import-export-country-hs4-year-flows-v1.import-export-route-hs4-year-flows-v1
Global Import-Export Route HS4 Flows (1995-2024)
Dataset coverage and release
Coverage: 1995-2024 annual observations where available
Release version: 1.0.0
Stable repository identifier: yugalinks/import-export-route-hs4-year-flows-v1
Data format: Parquet
Zenodo archive: 10.5281/zenodo.22886869
License and use
Provider terms apply. Yugalinks prepares these files for analysis but does not relicense the underlying OECD observations or any CEPII… See the full description on the dataset page: https://huggingface.co/datasets/yugalinks/import-export-route-hs4-year-flows-v1.iran_welfare_financial_flows
جریان مالی سرانه به تفکیک دهک رفاهی — پایگاه رفاه ایرانیان
پولِ خانوارهای ایرانی چطور جابهجا میشود: خرید با کارت، کارتبهکارت، ساتنا و پایا، و موجودی حساب — برای هر دهکِ درآمدی، هر استان، و جداگانه برای شهر و روستا. سریهای خرید کارتی از ۱۳۹۸ تا ۱۴۰۲ ادامه دارند.
پوشش: 1398 تا 1402 · سطح: کشور و ۳۱ استان · تفکیک: دهک رفاهی × شهری/روستایی
تعداد مشاهده: 14,764 · تعداد شاخص: 6
منبع: وزارت تعاون، کار و رفاه اجتماعی — پایگاه رفاه ایرانیان
روش و محدودیتها… See the full description on the dataset page: https://huggingface.co/datasets/Farmaanaa/iran_welfare_financial_flows.asia-aid-flows-iati-palestine
State of Palestine - Current IATI Aid Activities
Publisher: International Aid Transparency Initiative · Source: HDX · License: hdx-other · Updated: 2026-05-06
Abstract
List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from http://www.d-portal.org
Each row in this dataset represents country-level… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-aid-flows-iati-palestine.africa-aid-flows-djibouti
Djibouti - Current IATI Aid Activities | Africa (original)
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 Covers
Public datasets help analysts inspect… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-djibouti.africa-aid-flows-sao-tome
Sao Tome and Principe - Current IATI Aid Activities | Africa (original)
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 Covers
Public datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-sao-tome.africa-aid-flows-comoros
Comoros - Current IATI Aid Activities | Africa (original)
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 Covers
Public datasets help analysts inspect… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-comoros.africa-aid-flows-nigeria
Nigeria - Current IATI Aid Activities | Africa (original)
Size category: 10K<n<100K - 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 Covers
Public datasets help analysts inspect… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-nigeria.africa-aid-flows-guinea-bissau
Guinea-Bissau - Current IATI Aid Activities | Africa (original)
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 Covers
Public datasets help analysts… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-guinea-bissau.africa-aid-flows-cameroon
Cameroon - Current IATI Aid Activities | Africa (original)
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 Covers
Public datasets help analysts inspect… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-cameroon.africa-aid-flows-rwanda
Rwanda - Current IATI Aid Activities | Africa (original)
Size category: 10K<n<100K - 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 Covers
Public datasets help analysts inspect… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-rwanda.ai-traffic-flows
Dataset Card for "ai-traffic-flows"
More Information needed
africa-aid-flows-kenya
PEPFAR Funding | 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 help analysts inspect structured evidence… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-kenya.africa-aid-flows-egypt
Egypt - Requirements and Funding Data | Africa (original)
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.
What This Dataset Covers
Public datasets help analysts inspect… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-egypt.Unicauca-dataset-April-June-2019-Network-flows
Dataset Card for "Unicauca-dataset-April-June-2019-Network-flows"
More Information needed
africa-aid-flows-malawi
Malawi: Integrated Context Analysis (ICA), 2014 | 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 help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-malawi.africa-aid-flows-niger
Niger: Integrated Context Analysis (ICA), 2018 | 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 help analysts… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-niger.africa-aid-flows-central-african-republic
Central African Republic - Current IATI Aid Activities | Africa (original)
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 Covers
Public datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-central-african-republic.africa-aid-flows-namibia
Namibia - Current IATI Aid Activities | Africa (original)
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 Covers
Public datasets help analysts inspect… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-namibia.africa-aid-flows-eritrea
Eritrea - Current IATI Aid Activities | Africa (original)
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 Covers
Public datasets help analysts inspect… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-eritrea.africa-aid-flows-gambia
Gambia - Requirements and Funding Data | Africa (original)
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.
What This Dataset Covers
Public datasets help analysts inspect… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-gambia.africa-synth-mental-health-e-waste-flows-all
African E-Waste Flows | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: parquet - Sector: health - 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
Health datasets help researchers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-mental-health-e-waste-flows-all.africa-aid-flows-burundi
Burundi - Current IATI Aid Activities | Africa (original)
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 Covers
Public datasets help analysts inspect… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-burundi.africa-aid-flows-zambia
Zambia - Current IATI Aid Activities | Africa (original)
Size category: 10K<n<100K - 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 Covers
Public datasets help analysts inspect… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-zambia.asia-aid-flows-financial-tracking-private-sector-nepal2
Financial tracking of private sector contributions Nepal 2015
Publisher: OCHA HQ · Source: HDX · License: cc-by-igo · Updated: 2023-05-02
Abstract
Information on the private sector cash and in-kind contributions to humanitarian relief efforts in Nepal earthquake.
Each row in this dataset represents tabular records. Temporal coverage is indicated by the unnamed_11, unnamed_12 column(s). Geographic scope: NPL, NEPAL-EARTHQUAKE.
Curated into ML-ready Parquet format by… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-aid-flows-financial-tracking-private-sector-nepal2.asia-aid-flows-iati-kyrgyzstan
Kyrgyzstan - Current IATI Aid Activities
Publisher: International Aid Transparency Initiative · Source: HDX · License: hdx-other · Updated: 2026-05-05
Abstract
List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from http://www.d-portal.org
Each row in this dataset represents country-level aggregates.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-aid-flows-iati-kyrgyzstan.asia-aid-flows-iati-tajikistan
Tajikistan - Current IATI Aid Activities
Publisher: International Aid Transparency Initiative · Source: HDX · License: hdx-other · Updated: 2026-05-05
Abstract
List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from http://www.d-portal.org
Each row in this dataset represents country-level aggregates.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-aid-flows-iati-tajikistan.