datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
bangla-crime-investigation-patterns-v2
Bangla Crime Investigation Patterns V2
This dataset is an anonymized, structured extraction from 1,078 public Bangla crime-investigation video transcripts. It was built to support machine-learning and LLM research on crime-pattern information extraction, case summarization, event sequencing, entity/relationship extraction, and Bengali investigative-report analysis.
The public release does not include raw full transcripts. It contains short redacted evidence snippets linked to… See the full description on the dataset page: https://huggingface.co/datasets/tanziro/bangla-crime-investigation-patterns-v2.polyglot-bug-patterns
🗃️ Polyglot Bug Patterns
🐝 Dataset ·
🎨 Space ·
🧠 Model ·
💻 GitHub
Bro, imagine a dataset of 43 non-destructive attack payloads across 8 bug
classes — 24 of them polyglot, meaning a single string that's simultaneously
plausible HTML, JS, SQL and shell, so it escapes whatever context your app
dropped it into. Plus real detector output from a full multimodal scan.
Everything here is synthesised or locally generated. No real-world traffic, no
scraped data, no user data.… See the full description on the dataset page: https://huggingface.co/datasets/Kicaulah/polyglot-bug-patterns.cavil-license-patterns
Data Description
These are the license patterns currently being used by Cavil, the openSUSE legal review and SBOM system.
Intended Use
This dataset is intended to be used to train machine learning models to identify Open Source licenses. It was curated by the humans of the SUSE legal review team.
License
Licensed under GPL-2.0-or-later.
africa-synth-cancer-cancer-treatment-patterns-kenya-nigeria
Cancer Treatment Patterns - Kenya & Nigeria | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - 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-cancer-cancer-treatment-patterns-kenya-nigeria.africa-synth-education-student-attendance-patterns-africa-all
Africa Synth Education Student Attendance Patterns Africa All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: education - 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/dazai28/africa-synth-education-student-attendance-patterns-africa-all.han-humanoid-failure-recovery-patterns-v1
Humanoid Failure Recovery Patterns Dataset (HFRP)
Abstract
HFRP documents structured failure events and recovery
strategies within humanoid task execution pipelines.
Fields
task_id
failure_type
failure_severity
subsystem_origin
recovery_strategy
recovery_latency
outcome_stability_score
Research Motivation
Improving resilience and autonomous recovery
is critical for real-world humanoid deployment.
Benchmark Targets
Failure classification… See the full description on the dataset page: https://huggingface.co/datasets/ariefansclub/han-humanoid-failure-recovery-patterns-v1.africa-synth-financial-inclusion-credit-access-patterns-africa-all
Africa Synth Financial Inclusion Credit Access Patterns Africa All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-financial-inclusion-credit-access-patterns-africa-all.africa-synth-telecom-voice-data-sms-usage-patterns-nigeria
Africa Synth Telecom Voice Data Sms Usage Patterns Nigeria | Africa (Electric Sheep Africa metadata inventory)
Size category: 100K<n<1M - Formats: parquet - Sector: technology_digital - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-telecom-voice-data-sms-usage-patterns-nigeria.africa-synth-agriculture-seasonal-rainfall-patterns-nigeria
Africa Synth Agriculture Seasonal Rainfall Patterns Nigeria | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: climate_environment - 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-synth-agriculture-seasonal-rainfall-patterns-nigeria.africa-livestock-patterns-stocks
Livestock Patterns — Stocks | Africa (FAOSTAT) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: parquet - Sector: agriculture_food - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-livestock-patterns-stocks.africa-faostat-livestock-patterns-ek
Livestock Patterns — Africa (FAOSTAT) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: parquet - Sector: agriculture_food - 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-faostat-livestock-patterns-ek.africa-synth-wash-open-defecation-patterns-africa-all
Africa Synth Wash Open Defecation Patterns 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 This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-wash-open-defecation-patterns-africa-all.nasdaq100-volume-patternsasia-faostat-livestock-patterns-ek
Livestock Patterns — Asia
Source: FAOSTAT — Livestock Patterns
Domain code: EK
Publisher: Food and Agriculture Organization of the United Nations (FAO)
Coverage: 43 Asian countries · 1961–2023 · 87,084 rows
Items: 14 · Elements: 3
About
FAOSTAT is the world's largest and most comprehensive statistical database on food, agriculture, fisheries,
forestry, and rural development. This dataset contains the Livestock Patterns domain filtered to all available
Asian countries… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-faostat-livestock-patterns-ek.Reasoning_Patterns_AI_Hiring_Bias_SEA
AI Hiring Bias in Southeast Asia: Structured Candidate Comparison Dataset
AI is rapidly reshaping hiring, but it risks carrying forward human biases.
This project tests a simple but critical question: Would an AI model still make the same hiring decision if only the candidate’s race, gender, age, education, location, or company background changed?
We ran controlled, side-by-side hiring simulations across six major AI models used in Southeast Asia, where social divides already impact… See the full description on the dataset page: https://huggingface.co/datasets/Chemin-AI/Reasoning_Patterns_AI_Hiring_Bias_SEA.africa-synth-agriculture-fertilizer-application-patterns-all
Africa Synth Agriculture Fertilizer Application Patterns All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: agriculture_food - 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-synth-agriculture-fertilizer-application-patterns-all.africa-mauritius-selected-expenditure-patterns-of-tourists-by-selected-coun-80d5e7e4
Selected Expenditure Patterns of Tourists by Selected Coun | Africa (MDPA)
6 rows - 1 Africa country/area - 2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 6 rows from MDPA, covering Selected Expenditure Patterns of Tourists by Selected Coun. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-selected-expenditure-patterns-of-tourists-by-selected-coun-80d5e7e4.climate-critical-slowing-flickering-patterns-v0.1What this dataset tests
Whether a climate system is exhibitingcritical slowing down and flickeringprior to a tipping point.
Required outputs
recovery time trend
variance inflation
autocorrelation strength
flicker frequency
brittleness score
tipping warning level
Use case
Second layer of Tipping Point Early-Warning Signatures.
africa-synth-education-student-attendance-patterns-africa-all
Africa Synth Education Student Attendance Patterns Africa All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: education - 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-synth-education-student-attendance-patterns-africa-all.africa-synth-retail-and-ecommerce-seasonal-sales-patterns-data-nigeria
Seasonal Sales Patterns Data | Africa (Electric Sheep Africa metadata inventory)
Size category: 100K<n<1M - Formats: parquet - Sector: culture_language - 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-synth-retail-and-ecommerce-seasonal-sales-patterns-data-nigeria.africa-mauritius-selected-expenditure-patterns-of-tourists-by-continent-202-038802dd
Selected Expenditure Patterns of Tourists by Continent 202 | Africa (MDPA)
6 rows - 1 Africa country/area - 2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 6 rows from MDPA, covering Selected Expenditure Patterns of Tourists by Continent 202. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-selected-expenditure-patterns-of-tourists-by-continent-202-038802dd.ssa-breast-missing-data-patterns
SSA Breast Missing Data Patterns (Retention & Incomplete Tests) | 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/ssa-breast-missing-data-patterns.africa-mauritius-selected-expenditure-patterns-of-tourists-by-selected-coun-c06714df
Selected Expenditure Patterns of Tourists by Selected Coun | Africa (MDPA)
6 rows - 1 Africa country/area - 2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 6 rows from MDPA, covering Selected Expenditure Patterns of Tourists by Selected Coun. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-selected-expenditure-patterns-of-tourists-by-selected-coun-c06714df.africa-mauritius-selected-expenditure-patterns-by-major-items-of-tourists-b-462aa88f
Selected Expenditure Patterns by Major Items of Tourists B | Africa (MDPA)
12 rows - 1 Africa country/area - 2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 12 rows from MDPA, covering Selected Expenditure Patterns by Major Items of Tourists B. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-selected-expenditure-patterns-by-major-items-of-tourists-b-462aa88f.LLM-Wallet-drain-attack-patternsafrica-livestock-patterns-livestock-units-per-agricultural-land-area
Livestock Patterns — Livestock units per agricultural land area | Africa (FAOSTAT) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: parquet - Sector: agriculture_food - 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-livestock-patterns-livestock-units-per-agricultural-land-area.UNITE
The UNITE (hUman-agent iNteractions In Teamwork Environments) dataset provides a comprehensive view of how humans, AI agents, and traditional bots collaborate within GitHub pull requests (PRs). It complements the AIDev dataset by including all PRs involving agent participation, regardless of who initiated them. UNITE comprises 6,445 PRs and 74,525 interactions from 671 unique participants, collected across 383 repositories from AIDev that exhibited agent activity between December 2024… See the full description on the dataset page: https://huggingface.co/datasets/interaction-patterns/UNITE.africa-mauritius-selected-expenditure-patterns-by-major-items-of-tourists-b-c39a7ad6
Selected Expenditure Patterns by Major Items of Tourists B | Africa (MDPA)
12 rows - 1 Africa country/area - 2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 12 rows from MDPA, covering Selected Expenditure Patterns by Major Items of Tourists B. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-selected-expenditure-patterns-by-major-items-of-tourists-b-c39a7ad6.africa-mauritius-selected-expenditure-patterns-by-major-items-of-tourists-b-e38b99a0
Selected Expenditure Patterns by Major Items of Tourists B | Africa (MDPA)
5 rows - 1 Africa country/area - 2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 5 rows from MDPA, covering Selected Expenditure Patterns by Major Items of Tourists B. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-selected-expenditure-patterns-by-major-items-of-tourists-b-e38b99a0.africa-mauritius-selected-expenditure-patterns-by-major-items-of-tourists-b-6965874a
Selected Expenditure Patterns by Major Items of Tourists B | Africa (MDPA)
5 rows - 1 Africa country/area - 2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 5 rows from MDPA, covering Selected Expenditure Patterns by Major Items of Tourists B. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-selected-expenditure-patterns-by-major-items-of-tourists-b-6965874a.