datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
cleangov-local-settlements
지방재정365 결산 통계 Open API (세입·세출결산, 재무제표, 지방세, 지역통합재정통계, 공공시설·청사·채무)
지방재정365 재정데이터개방 허브의 "결산" 분류 33 서비스. 세출결산(기능별·성질별·회계별·구조별 단체별), 세입결산(재원별·성질별), 기금결산, 교육비특별회계 결산, 투자적경비 순계, 재무제표(재정상태표·통합재정운영표·순자산변동표·복식부기 수익·비용·자산·부채), 지방세(징수율·세목별 비중·세수신장률·체납 누계), 지역통합재정통계 (세입·세출·자산·부채·인건비·업무추진비·행사경비 비율), 공공시설운영현황, 청사면적, 채무현황. 자치단체 재정의 결산 기준 정본이며 FISCAL-LOC-002(세부사업별 세출 XLSX) 보다 집계 수준이 높고 분류 축이 다양하다. 비교군·기관 개요 화면의 결산 수치를 여기서 낸다.
출처: https://www.lofin365.go.kr/portal/LF5100000.do
이용 조건: 허브 명세 이용조건… See the full description on the dataset page: https://huggingface.co/datasets/eddmpython/cleangov-local-settlements.x402-settlement-census
x402 settlement census — 2026-09-06
We paid 316 conformant x402 hosts as an ordinary buyer and recorded what came back.
Not a survey of what hosts advertise — a record of what they did when real USDC arrived.
outcome
hosts
share
REFUSED
213
67.4%
DELIVERED
100
31.6%
NO_CHALLENGE
2
0.6%
MISMATCH
1
0.3%
Two in three conformant hosts refused a correctly-signed payment. Being listed in a Bazaar index
and answering a valid 402 is not the same as taking money and… See the full description on the dataset page: https://huggingface.co/datasets/csoai/x402-settlement-census.polymarket-settlement-quality-register
Polymarket settlement-quality register
Frozen summaries of 123,499 settled UMA requests, window 2023-12-05 to 2026-08-12. Among settled disputes, 7.12% changed the proposal. Group summaries cover category and rule-text features.
Files and viewer
The viewer loads the canonical aggregate snapshot only. The dated files preserve export history and are not independent observations.
Method and source
See the embedded metadata and repository inventory.… See the full description on the dataset page: https://huggingface.co/datasets/ailinsun/polymarket-settlement-quality-register.allpanel-settlementus-settlement-catalog
US Class-Action & Refund Settlements (Verified)
A continuously-updated catalog of verified United States class-action and government
refund settlements — each field traced to an official source (a court order, the
settlement administrator's site, or a government refund page) and re-checked on a schedule.
Live feed (always current): https://settlesignal.com/data/settlements.json
Human catalog: https://settlesignal.com/settlements/
Maintainer: SettleSignal — verified settlement… See the full description on the dataset page: https://huggingface.co/datasets/katana957/us-settlement-catalog.asia-settlements-syrian-arab-republic-populated-places
Syrian Arab Republic populated places
Publisher: OCHA Syria · Source: HDX · License: hdx-other · Updated: 2025-04-25
Abstract
Syrian Arab Republic populated places
Each row in this dataset represents subnational administrative unit observations. Temporal coverage is indicated by the date, validon column(s). Geographic scope: SYR.
Curated into ML-ready Parquet format by Electric Sheep Africa.
Dataset Characteristics
Domain
Humanitarian and… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-settlements-syrian-arab-republic-populated-places.porqsport-settlement-sftChat SFT rows for Indian-exchange settlement grading. The production grader is still the rules engine + official scorecards.
payments-authorization-settlement-coherence-risk-v0.1What this repo is for
Detect when payment approvals no longer match settlement reality.
Focus
approval vs settlement
funding gaps
latency mismatches
Why it matters
Payments systems fail when authorization and settlement drift apart.
africa-sudan-settlement-26-july-2020
Sudan: Settlements | Africa (original)
Size category: 10K<n<100K - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-sudan-settlement-26-july-2020.africa-settlements-togo
Togo - Settlements | Africa (original)
Size category: 1K<n<10K - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-settlements-togo.africa-settlements-nigeria
Africa Settlements Nigeria | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - 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.
What This Dataset Covers
Public datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-settlements-nigeria.allpanel-settlement-goldafrica-settlements-congo-rep
Congo - Settlements | Africa (original)
Size category: 1K<n<10K - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-settlements-congo-rep.asia-settlements-state-of-palestine-admin-level-2-boundar
State of Palestine - Palestinian Communities in the West Bank and the Gaza Strip
Publisher: OCHA occupied Palestinian territory (oPt) · Source: HDX · License: hdx-other · Updated: 2025-02-25
Abstract
Palestinian Communities in the West Bank and the Gaza Strip
Each row in this dataset represents subnational administrative unit observations. Data was last updated on HDX on 2025-02-25. Geographic scope: PSE.
Curated into ML-ready Parquet format by Electric Sheep Africa.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-settlements-state-of-palestine-admin-level-2-boundar.India-Population-Urban-and-Rural-Settlement-Dataset
India Population - Urban and Rural Settlement Dataset
This dataset was published on Kaggle by Samyakraj Bayar and mirrored here.
Download
The dataset is available as a ZIP archive: India Population - Urban and Rural Settlement Dataset.zip
License
MIT
africa-synth-urbanization-informal-settlement-profiles-africa-all
Africa Synth Urbanization Informal Settlement Profiles Africa All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: infrastructure_transport - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-urbanization-informal-settlement-profiles-africa-all.africa-settlements-burkina-faso
Africa Settlements Burkina Faso | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - 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.
What This Dataset Covers
Public datasets… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-settlements-burkina-faso.africa-settlements-cape-verde
Cabo Verde - Settlements | 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-settlements-cape-verde.asia-settlements-iraq-populated-places-2021
Iraq - Populated Places (Cities, Villages, Towns)
Publisher: OCHA Iraq (inactive) · Source: HDX · License: cc-by-igo · Updated: 2025-02-02
Abstract
Settlement locations representing cities, towns, villages, and neighborhoods P-coded in accordance with Iraq - Subnational Administrative Boundaries (COD-AB).
The "Iraq populated places 2021 P-coded.xlsx" spreadsheet contains two tables . Table "IRQ populated places master" contains all 12,494 available records. Table '"RQ… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-settlements-iraq-populated-places-2021.asia-refugees-informal-settlements-refugees-living-in
Informal Settlements (Refugees living in informal settlements)
Publisher: OCHA Lebanon · Source: HDX · License: cc-by · Updated: 2025-05-05
Abstract
In Lebanon Syrian refugees are scattered all over the country, mostly living in the cities and villages with host communities renting or occupying abandoned or unfinished building, however over 30% of the refugees are living in tents in Informal Settlements. Informal Settlements are collections of tent (not more than 20… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-refugees-informal-settlements-refugees-living-in.africa-sudan-sudan-settlements-89bd468b
Sudan: Settlements | Africa (Sudan official open data)
95,832 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: Sudan: Settlements
Publisher: OCHA Sudan
Resource:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-sudan-sudan-settlements-89bd468b.africa-settlements-cameroon
Africa Settlements Cameroon | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - 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.
What This Dataset Covers
Public datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-settlements-cameroon.africa-somalia-somalia-iom-dtm-settlements-9c07f461
Somalia Iom Dtm Settlements | Africa (International Organization for Migration (IOM))
9,587 rows - 1 Africa country/area - 2018-2022 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 9,587 rows from International Organization for Migration (IOM), covering Somalia Iom Dtm Settlements. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-somalia-somalia-iom-dtm-settlements-9c07f461.legal-settlement-authority-limit-offer-acceptance-coherence-risk-v0.1What this dataset does
You receive
authority limit
offer
counteroffer
acceptance wording
approval notes
confirmation record
You decide
coherent
or
incoherent
Daily use
authority breach detection
unqualified acceptance detection
approval gap detection
africa-synth-urbanization-displacement-informal-settlements-all
Africa Synth Urbanization Displacement Informal Settlements All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-urbanization-displacement-informal-settlements-all.africa-settlements-chad
Africa Settlements Chad | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - 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.
What This Dataset Covers
Public datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-settlements-chad.asia-settlements-winter-needs-in-northern-syria-camps-201
Winter needs in Northern Syria Camps 2018
Publisher: Assistance Coordination Unit · Source: HDX · License: cc-by · Updated: 2024-09-13
Abstract
The IMU of the ACU, issues its fourth edition of the “Winter Needs in the Northern Syrian Camps” report, addressing 234 camps in the governorates of Aleppo and Idleb. The report brings to light the most important items that IDPs are in need for in terms of type and quantities, according to international standards for humanitarian… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-settlements-winter-needs-in-northern-syria-camps-201.africa-settlements-ethiopia
Ethiopia: Settlements | 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-settlements-ethiopia.africa-settlements-central-african-republic
Africa Settlements Central African Republic | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - 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.
What This Dataset Covers
Public… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-settlements-central-african-republic.africa-settlements-congo-dem-rep
Africa Settlements Congo Dem Rep | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - 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.
What This Dataset Covers
Public datasets… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-settlements-congo-dem-rep.