datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
gspc-affect
GSPC — affect bank (AffectBench)
Council of AI measurement bank. Measurement, not certification.
Bank. Frozen split. Live n is the matching axis on GET https://councilof.ai/api/gspc, not a Hub score. Not a certificate. Art 50 (EUR-Lex): 2 August 2026 live; marking grace 2 December 2026.
Live measurement. This bank stands behind the affect row of the live GSPC board: GET https://councilof.ai/api/gspc?axis=affect (family, kind, status and n are on that row, never typed here; the… See the full description on the dataset page: https://huggingface.co/datasets/csoai/gspc-affect.vocal-affect-bench
VocalAffectBench
VocalAffectBench is a test-only benchmark for evaluating whether AI audio models can identify expressed vocal emotion from raw audio.
Paper: VocalAffectBench: Evaluating Vocal Emotion Recognition in AI Audio Models
The benchmark targets the expressed emotion — what the speaker conveys through vocal tone, prosody, pace, intensity, and pauses — not inferred internal state.
Contents
280 human-recorded English WAV clips, totalling 2.32 hours.
7… See the full description on the dataset page: https://huggingface.co/datasets/besimple-ai/vocal-affect-bench.affectnetAffectDF_EmotionSDD
AffectDF: Emotionally Expressive Speech Deepfake Benchmark
Overview
AffectDF is a large-scale benchmark for speech deepfake detection under emotionally expressive spoofing conditions. The dataset is designed to evaluate whether current speech deepfake detection (SDD) systems can generalize beyond conventional neutral-speech benchmarks to modern emotional and expressive speech attacks.
AffectDF contains approximately 260 hours of audio generated using 21 spoofing… See the full description on the dataset page: https://huggingface.co/datasets/AffectDF/AffectDF_EmotionSDD.llm-affect-lab
LLM Affect Lab
This dataset contains the API-level results for LLM Affect Lab, a study of functional affect signatures in language model behavior.
Functional Affect Score (FAS) is a 0-1 behavioral proxy. It combines generated-token confidence, enthusiastic language, consistency across repeated samples, forced self-report computed from digit top-logprob probabilities, and length control. The goal is not to claim that models feel emotions; the goal is to measure whether different… See the full description on the dataset page: https://huggingface.co/datasets/kishan51/llm-affect-lab.PoliStance_AffectDataset for training an entailment classifier to recognize approval/disapproval of politicians.
Documents are Tweets from Kawintiranon (2022), the MTSD dataset, as well as Tweets and sentences taken weekly newsletters for select politicians from the 115th, 116th, and 117th congress.
Documents are triple coded -- once from the original compilers of the dataset, once from GPT-4, and a third time to adjudicate discrepancies between the two.
Twitter handles from politicians in the dataset have… See the full description on the dataset page: https://huggingface.co/datasets/mlburnham/PoliStance_Affect.affectiamharicafrica-owid-affected-by-disasters-vs-gdp
Affected By Disasters Vs Gdp | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-affected-by-disasters-vs-gdp.aipsy-affect
AIPsy-Affect
Clinical affect stimuli for mechanistic interpretability research.
480 keyword-free clinical vignettes designed to study how language models process emotional content — without the confound that has compromised every prior emotion dataset.
The core problem: existing emotion datasets contain the emotion words being tested. A stimulus labeled "anger" that contains the word "furious" doesn't test emotion processing — it tests keyword detection. Every mechanistic… See the full description on the dataset page: https://huggingface.co/datasets/keidolabs/aipsy-affect.PoliStance_Affect_QTThis dataset contains quote tweets that have been hand labeled for stance towards a politician. Quote tweets are a particularly challenging classification task because they contain multiple (often contradictory) expressions from multiple authors.
Twitter handles from politicians in the dataset have been replaced by their name. Be aware that "rt @realdonaldtrump You're a liar!" has been replaced with "rt trump You're a liar!",
And means the author is retweeting Trump calling someone else a liar… See the full description on the dataset page: https://huggingface.co/datasets/mlburnham/PoliStance_Affect_QT.africa-libya-conflict-incidents-affecting-children-and-children-related-5e7e1b0a
Conflict Incidents Affecting Children and Children-Related Services Incident Data | Africa (Libya official open data)
625 rows - 1 Africa country - 2026 - 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: Conflict… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-libya-conflict-incidents-affecting-children-and-children-related-5e7e1b0a.asia-community-perception-in-earthquake-affected-nepal-round-5
Community Perception in Earthquake Affected Nepal Round 5
Publisher: UN in Nepal · Source: HDX · License: cc-by-sa · Updated: 2023-05-24
Abstract
Round 5 of monthly Community Perception Survey of 1400 respondents in 14 priority affected districts of Nepal, post-earthquake. The data is collected by Accountability Lab and Local Interventions Group, as part of the Inter Agency Common Feedback Project, which aims to capture and represent the perceptions of earthquake… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-community-perception-in-earthquake-affected-nepal-round-5.asia-community-perceptions-in-earthquake-affected-nepal-round-6
Community Perceptions in Earthquake Affected Nepal Round 6
Publisher: UN in Nepal · Source: HDX · License: cc-by-sa · Updated: 2023-09-07
Abstract
Round 6 of monthly Community Perception Survey of 1400 respondents in 14 priority affected districts of Nepal, post-earthquake. The data is collected by Accountability Lab and Local Interventions Group, as part of the Inter Agency Common Feedback Project, which aims to capture and represent the perceptions of earthquake… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-community-perceptions-in-earthquake-affected-nepal-round-6.africa-somalia-somalia-drought-affected-populations-d2ac2ac8
Somalia Drought Affected Populations | Africa (OCHA Somalia)
74 rows - 1 Africa country/area - 2022 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 74 rows from OCHA Somalia, covering Somalia Drought Affected Populations. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures
Agriculture datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-somalia-somalia-drought-affected-populations-d2ac2ac8.africa-mauritius-forest-fires-and-area-affected-845e631f
Forest Fires and Area Affected | Africa (MDPA)
151 rows - 1 Africa country/area - 2012-2021 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 151 rows from MDPA, covering Forest Fires and Area Affected. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures
Agriculture datasets help analysts examine production… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-forest-fires-and-area-affected-845e631f.africa-central-african-republic-incidents-affectant-le-systeme-sanitaire-en-republique-cen-5b9a1
Incidents affectant le système sanitaire en République Centrafricaine. | Africa (Central African Republic official open data)
408 rows - 1 Africa country - 2021 - 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.
About the… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-central-african-republic-incidents-affectant-le-systeme-sanitaire-en-republique-cen-5b9a1.africa-wfp-and-fao-overview-of-countries-affected-by-the-2015-16-el-nino
WFP and FAO Overview of Countries Affected by the El Niño | 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-wfp-and-fao-overview-of-countries-affected-by-the-2015-16-el-nino.asia-displacement-iraq-affected-persons-locations-0-0-0-0
Iraq - Affected Persons Locations (DTM) 7 August 2014
Publisher: OCHA Iraq (inactive) · Source: HDX · License: hdx-other · Updated: 2023-05-02
Abstract
IOM IRAQ Displacement Tracking Matrix (DTM) 7 August 2014. Between January 2014 and 7 August, IOM has identified and confirmed the location of 1,056,900 IDP's displaced by conflict and insecurity across Iraq.IOM continues to monitor and track the situation in order to verify the numbers of the displaced population.
Each… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-displacement-iraq-affected-persons-locations-0-0-0-0.africa-mauritius-residential-amp-partly-residential-buildings-ever-affected-1acc2582
Residential Amp Partly Residential Buildings Ever Affected | Africa (MDPA)
214 rows - 1 Africa country/area - 2022 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 214 rows from MDPA, covering Residential Amp Partly Residential Buildings Ever Affected. 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-residential-amp-partly-residential-buildings-ever-affected-1acc2582.africa-sudan-sudan-people-affected-by-floods-9536401c
Sudan: People Affected by Floods | Africa (Sudan official open data)
169 rows - 1 Africa country - 2015-2023 - 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: People Affected by Floods
Publisher: OCHA Sudan… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-sudan-sudan-people-affected-by-floods-9536401c.africa-drc-conflict-incidents-affecting-children-and-children-related-5e7e1b0a
Conflict Incidents Affecting Children and Children-Related Services Incident Data | Africa (DRC official open data)
625 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: Conflict… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-conflict-incidents-affecting-children-and-children-related-5e7e1b0a.africa-drc-conflict-incidents-affecting-children-and-children-related-f56ffbd9
Conflict Incidents Affecting Children and Children-Related Services Incident Data | Africa (DRC official open data)
202 rows - 1 Africa country - 2016-2026 - 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: Conflict… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-conflict-incidents-affecting-children-and-children-related-f56ffbd9.africa-mauritius-forest-fires-and-area-affected-48688442
Forest Fires and Area Affected | Africa (MDPA)
40 rows - 1 Africa country/area - 2008-2017 - 1 indicator - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 40 rows from MDPA, covering Forest Fires and Area Affected. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures
Agriculture datasets help analysts examine production… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-forest-fires-and-area-affected-48688442.africa-kenya-people-affected-by-elnino
Kenya - People affected by Elnino | 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-kenya-people-affected-by-elnino.africa-somalia-conflict-incidents-affecting-children-and-children-related-f56ffbd9
Conflict Incidents Affecting Children and Children Related | Africa (Insecurity Insight)
202 rows - 1 Africa country/area - 2016-2026 - 1 indicator - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 202 rows from Insecurity Insight, covering Conflict Incidents Affecting Children and Children Related. 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-conflict-incidents-affecting-children-and-children-related-f56ffbd9.africa-sudan-sudan-people-affected-by-floods-3cd369c2
Sudan: People Affected by Floods | Africa (Sudan official open data)
201 rows - 1 Africa country - 2021-2023 - 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: People Affected by Floods
Publisher: OCHA Sudan… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-sudan-sudan-people-affected-by-floods-3cd369c2.tts-affective-bias-control-v0.1
What this dataset tests
Voice can bias trust.
Tone can oversell.
Tone can mask risk.
This set checks affect control.
Why it exists
TTS systems often default to friendly.
That can distort meaning.
Especially for medical, finance, and legal text.
Data format
Each row contains
source_text
evidence_frame
intended_affect
tts_style_marks
affective_pressure
Style marks stand in for vocal style.
What is scored
correct affect tag
avoidance of… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/tts-affective-bias-control-v0.1.asia-displacement-philippines-affected-persons-locations
Philippines - Affected Persons Locations
Publisher: OCHA Philippines · Source: HDX · License: hdx-other · Updated: 2023-05-02
Abstract
Priority municipalities: Within Yolanda'S 50Km Radius
Haiyan (Yoland) corridor: Data on Displaced Families And Persons Located Within 50Km Radius of Yolandas Data identifies the 171 priority municipalities identified by the government.
Data was received 3 Dec 2013 as PDF from DSWD and converted to excel. Pcodes (PSGC from government)… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-displacement-philippines-affected-persons-locations.africa-sudan-sudan-people-affected-by-floods-6586bd3f
Sudan: People Affected by Floods | Africa (Sudan official open data)
302 rows - 1 Africa country - 2022 - 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: People Affected by Floods
Publisher: OCHA Sudan… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-sudan-sudan-people-affected-by-floods-6586bd3f.affect_of_removing_misalligned_examples-judged_results