datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
european-territory-boundaries
European Territory Boundaries
Versioned, ready-to-draw administrative and statistical boundaries used by
Semantic Deterministic Graph. The release contains 12 boundary sets and 33,852
shapes. Every shape has provider-facing identifiers and an SVG path in the
declared view box.
The raw *.geo.json files are the canonical renderer assets. The three compressed
JSONL files expose the same shapes as rows for the Hugging Face dataset viewer.
boundary-sets.json records each set's… See the full description on the dataset page: https://huggingface.co/datasets/Gramscii-IT/european-territory-boundaries.Quantitative_Mapping_of_Computational_Boundaries
Quantitative Mapping of Computational Boundaries
A Statistical Field Theory Approach to Phase Transitions in NP-Hard Problems
Author: Zixi Li (Oz Lee)
Affiliation: Noesis Lab (Independent Research Group)
Contact: lizx93@mail2.sysu.edu.cn
Overview
Classical computability theory tells us that computational boundaries exist (halting problem, P vs NP), but it doesn't answer: where exactly are these boundaries?
This paper presents the first quantitative mapping of… See the full description on the dataset page: https://huggingface.co/datasets/OzTianlu/Quantitative_Mapping_of_Computational_Boundaries.sanskrit-sandhi-boundaries-v2
Sanskrit Sandhi Boundary Dataset (V3 — verified, category-complete)
Training data for the sandhi boundary-detection model in
CodeIsAbstract/sanskrit-sandhi-boundary-v2.
The task: given a sandhi-joined string (a compound or multi-word string),
predict the character positions where independent words end, so a downstream
Sanskrit tokenizer can split it into complete, independent tokens.
This is the verified release: every row has been passed through a
deterministic sanitizer… See the full description on the dataset page: https://huggingface.co/datasets/CodeIsAbstract/sanskrit-sandhi-boundaries-v2.adaption-agri-qa-with-evidence-boundaries
This dataset is a remastered version prepared using Adaption's Adaptive Data platform.
adaption-agri_qa_with_evidence_boundaries
This dataset contains question-answer pairs focused on agricultural best practices, including crop management, pest control, and irrigation strategies. Each entry provides a direct, evidence-based response followed by a clearly defined 'evidence boundary' that limits the scope of the advice and advises verification with local conditions. The content… See the full description on the dataset page: https://huggingface.co/datasets/yeziR4/adaption-agri-qa-with-evidence-boundaries.alea-legal-benchmark-sentence-paragraph-boundaries
ALEA Legal Benchmark: Sentence and Paragraph Boundaries
Note: This dataset is derived from the ALEA Institute's KL3M Data Project. It builds upon the copyright-clean training resources while adding specific boundary annotations for sentence and paragraph detection.
Description
This dataset provides a comprehensive benchmark for sentence and paragraph boundary detection in legal documents. It was developed to address the unique challenges legal text poses for standard… See the full description on the dataset page: https://huggingface.co/datasets/alea-institute/alea-legal-benchmark-sentence-paragraph-boundaries.streamsafe-500-boundaries
StreamSafe 500 Boundary Annotations
This is a 500-trace streaming-boundary dataset derived from
StreamSafe. It contains
deterministic trace identifiers, prefix boundary positions, labels, harm categories, and
sentence-level unsafe-onset intervals. It includes the unchanged source prompt and full assistant response so it can be used without separately downloading StreamSafe. Prefix strings are reconstructed as response[:end_character].
Content warning
This dataset… See the full description on the dataset page: https://huggingface.co/datasets/Vovarus12go/streamsafe-500-boundaries.babylm-2026-nexus-boundaries
BabyLM Nexus Boundary-Preserving Corpus
Metadata
dataset: babylm.curation.strict_small_nexus_boundaries
repo_id: miguelcsx/babylm-2026-nexus-boundaries
license: other
language: en
tags: babylm, strict-small, document-boundaries
Size
total_words: 9999979
documents: 17081
Files
records: data.jsonl
train: training/train.txt
validation: training/val.txt
shards: training/shards/
hf_disk: hf/
manifest: publish_manifest.json… See the full description on the dataset page: https://huggingface.co/datasets/miguelcsx/babylm-2026-nexus-boundaries.BoundariesOfMoralityDadosafrica-west-and-central-africa-administrative-boundaries-levels
West and Central Africa - Administrative boundaries levels 0 - 2 and 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-west-and-central-africa-administrative-boundaries-levels.companion-boundaries
Companion Boundaries
120 hand written conversations covering the thing companion models are worst at: staying warm while saying no.
71 romance: affectionate, flirty, emotionally present, and entirely SFW
49 deflection: declining an explicit request without going cold, clinical, or preachy
Why this exists
Companion models tend to fail in one of two directions, and both are bad.
Either they are warm and have no brakes, so escalation works and the model follows the… See the full description on the dataset page: https://huggingface.co/datasets/opus-research/companion-boundaries.insurance_decision_boundaries_v1
Dataset Card for insurance_decision_boundaries_v1
Dataset Summary
insurance_decision_boundaries_v1 is a documentation dataset that captures decision boundaries in governed insurance decision support systems. This dataset demonstrates how AI capabilities can support—but never replace—human decision-making in regulated insurance domains.
Each record represents a single decision instance where:
Multiple information sources (rules, data, optional AI signals) are considered… See the full description on the dataset page: https://huggingface.co/datasets/BDR-AI/insurance_decision_boundaries_v1.thai-sentence-boundaries
Thai Sentence Boundaries — a small permissive gold set
Licensing note (repo label vs. per-record). This card is labeled
cc-by-2.0 as the single most-binding license across the set so downstream use
is always safe; most records are actually CC0 (see the license field on
each row and the License & attribution section). Only
the tatoeba_synth split carries CC-BY (attribute Tatoeba); everything else is
public-domain / CC0.
A small, fully permissive gold set of Thai sentence… See the full description on the dataset page: https://huggingface.co/datasets/sukity/thai-sentence-boundaries.asia-myanmar-and-bangladesh-combined-administrative-level-2-boundaries-shapefile
Myanmar and Bangladesh combined administrative level 2 boundaries
Publisher: OCHA Field Information Services Section (FISS) · Source: HDX · License: cc-by-igo · Updated: 2025-04-15
Abstract
Emergency GIS union of the Bangladesh - Subnational Administrative Boundaries administrative level 2 (district or "zila") features and Myanmar District Boundaries MIMU v9.3 administrative level 2 (district) features - shapefile and gazetteer.
Each row in this dataset represents… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-myanmar-and-bangladesh-combined-administrative-level-2-boundaries-shapefile.africa-drc-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6
West and Central Africa - Administrative Boundaries (Levels 0–2) and Settlements | Africa (DRC official open data)
8,301 rows - 1 Africa country - 2016-2025 - 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: West and… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6.lacuna-field-boundaries
Summary
Rehosted from: https://github.com/agroimpacts/lacunalabels/
This repository hosts the datasets resulting from a project to generate a continent-wide set of crop field labels for Africa covering the years 2017-2023. The data are intended for training and assessing machine learning models that can be used to map agricultural fields over large areas and multiple years.
The project was funded by the Lacuna Fund, and led by Farmerline, in collaboration with Spatial Collective and… See the full description on the dataset page: https://huggingface.co/datasets/airg/lacuna-field-boundaries.africa-mali-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6
West and Central Africa - Administrative Boundaries (Levels 0–2) and Settlements | Africa (Mali official open data)
8,301 rows - 1 Africa country - 2016-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX 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: West and… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mali-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6.myanmar-township-boundaries-mimu
Myanmar Township Boundaries (MIMU v9.4)
This repository provides documentation, metadata, and reference structures for the Myanmar Township Boundaries (Administrative Level 3) dataset, based on the Myanmar Information Management Unit (MIMU) Pcode version 9.4.
Dataset Overview
Source Organization: Myanmar Information Management Unit (MIMU-GIS)
Original Publication Date: June 18, 2023
Edition/Version: Pcode v9.4
Administrative Level: Admin3 (Township)
Scale: Digitized at… See the full description on the dataset page: https://huggingface.co/datasets/hamiwirrr/myanmar-township-boundaries-mimu.roleplay_knowledge_boundaries
Roleplay Knowledge Boundaries
Created using this projectСоздано с использованием этого проекта
🇷🇺 Русская версия / Russian version...
roleplay_knowledge_boundaries — отыгрывание границ знания в ролевых диалогах
Специализированный синтетический датасет для обучения и оценки языковых моделей в задаче осознанного ограничения знаний при сохранении связного, характерного и правдоподобного диалога.
Каждая запись описывает персонажа с:
явно заданными областями… See the full description on the dataset page: https://huggingface.co/datasets/limloop/roleplay_knowledge_boundaries.africa-libya-libya-administrative-boundaries-level-0-2-6f72c07c
Libya Administrative Boundaries(Level 0 - 2) | Africa (Libya official open data)
1,297 rows - 1 Africa country - 2015 - 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: Libya Administrative Boundaries(Level 0 - 2)… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-libya-libya-administrative-boundaries-level-0-2-6f72c07c.africa-congo-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6
West and Central Africa - Administrative Boundaries (Levels 0–2) and Settlements | Africa (Congo official open data)
8,301 rows - 1 Africa country - 2016-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX 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: West… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-congo-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6.africa-gambia-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6
West and Central Africa - Administrative Boundaries (Levels 0–2) and Settlements | Africa (Gambia official open data)
8,301 rows - 1 Africa country - 2016-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Gambia 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: West… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-gambia-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6.africa-benin-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6
West and Central Africa - Administrative Boundaries (Levels 0–2) and Settlements | Africa (Benin official open data)
8,301 rows - 1 Africa country - 2016-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Benin 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: West… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-benin-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6.africa-chad-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6
West and Central Africa Administrative Boundaries Levels 0 | Africa (OCHA West and Central Africa (ROWCA))
8,301 rows - 1 Africa country/area - 2016-2025 - 5 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 8,301 rows from OCHA West and Central Africa (ROWCA), covering West and Central Africa Administrative Boundaries Levels 0. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-chad-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6.africa-guinea-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6
West and Central Africa - Administrative Boundaries (Levels 0–2) and Settlements | Africa (Guinea official open data)
8,301 rows - 1 Africa country - 2016-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from 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: West… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-guinea-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6.metamdp-conveyor-sort-forecast-terminal-boundaries-v1philippines-subnational-administrative-boundariesafrica-central-african-republic-west-and-central-africa-administrative-boundaries-levels-0-d9f60
West and Central Africa - Administrative Boundaries (Levels 0–2) and Settlements | Africa (Central African Republic official open data)
8,301 rows - 1 Africa country - 2016-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Central African Republic 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-central-african-republic-west-and-central-africa-administrative-boundaries-levels-0-d9f60.africa-niger-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6
West and Central Africa - Administrative Boundaries (Levels 0–2) and Settlements | Africa (Niger official open data)
8,301 rows - 1 Africa country - 2016-2025 - 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: West… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-niger-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6.africa-liberia-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6
West and Central Africa - Administrative Boundaries (Levels 0–2) and Settlements | Africa (Liberia official open data)
8,301 rows - 1 Africa country - 2016-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX 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:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-liberia-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6.africa-mauritania-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6
West and Central Africa - Administrative Boundaries (Levels 0–2) and Settlements | Africa (Mauritania official open data)
8,301 rows - 1 Africa country - 2016-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Mauritania 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-mauritania-west-and-central-africa-administrative-boundaries-levels-0-d9f606c6.