datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
press-release-benchmarks
TechBullion Press Release Builder 📰🚀
TechBullion Press Release Builder helps businesses create professional press releases, technology announcements, startup news, fintech updates, AI stories, and blockchain content ready for publication. Built by GetOnTechBullion.com.
Features
Press Release Quality Score — evaluates structure, clarity, and journalistic standards
Publication Readiness Score — checks formatting and editorial compliance
SEO Optimization Score —… See the full description on the dataset page: https://huggingface.co/datasets/get-on-techbullion/press-release-benchmarks.clinical-quad-data-cut-timing-database-lock-pressure-query-backlog-csr-narrative-drift-v0.1Clinical Quad Data Cut Timing Database Lock Pressure Query Backlog CSR Narrative Drift v0.1
Each row is a trial monthly snapshot.
Core quad
Data cut timingDatabase lock pressureQuery backlogCSR narrative drift
Target
label_regulatory_issue_next_90d
Files
data/train.csvdata/tester.csvscorer.py
Evaluation
Run model on data/tester.csvReturn predictions row alignedScore with scorer.py
License
MIT
This dataset identifies a measurable coupling pattern associated with systemic instability.
The sample… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-data-cut-timing-database-lock-pressure-query-backlog-csr-narrative-drift-v0.1.raised-blood-pressureby-sex-for-african-countries
Raised Blood Pressureby Sex for African Countries | Africa (World Health Organization)
Size category: n<1K - Formats: csv - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/raised-blood-pressureby-sex-for-african-countries.clinical-constraint-pressure-v0.1
What this dataset does
This dataset tests whether a model can estimate how close a patient is to a treatment boundary.
The task is not to predict diagnosis.
The task is to classify pressure on the patient system.
Core stability idea
A patient may be stable at the present moment while operating close to a boundary.
Constraint pressure increases when support needs rise and reserve capacity falls.
The model must classify whether pressure is low, medium, or high.… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-constraint-pressure-v0.1.distribution-benchmarks
PressRelease Distribution Engine Benchmarks
Benchmark dataset of 20 press release distribution cases with individual scores for release quality, media match, distribution reach, publication rate, syndication, and AI visibility across 6 distribution channels.
Built by PressRelease.fyi.
Dataset Description
This dataset contains benchmark data for the PressRelease Distribution Engine — a software toolkit for preparing, organizing, and managing press release… See the full description on the dataset page: https://huggingface.co/datasets/pressrelease-fyi/distribution-benchmarks.F1-aero-pressure-coherence-mapping-v0.1What this dataset tests
Whether a system can detectlocalized aero coherence lossfrom pressure sensor fields.
Focus
Platform coherencezone asymmetryvortex integritylocalized collapse zonesbalance shift risk
Required outputs
platform coherence score
zone pressure asymmetry index
vortex system integrity flags
localized collapse zones
balance shift risk score
All scores0 to 1
Higher coherencemeans unified platform.
Higher asymmetry and balance riskmean localized collapse is likely.
microfluidic-pressure-drop-benchmark
Microfluidic Straight-Tube Pressure-Drop Benchmark
This small, deterministic engineering dataset contains 420 straight-tube pressure-drop cases spanning tube internal diameter, length, volumetric flow rate, and dynamic viscosity. It is intended for equation verification, unit-conversion tests, engineering education, tabular regression experiments, and first-pass fluid-path screening.
Why this dataset exists
Small changes in tube internal diameter can dominate a… See the full description on the dataset page: https://huggingface.co/datasets/AlexHu2026/microfluidic-pressure-drop-benchmark.infrastructure-temporal-5node-pressure-buf-lag-cpl-grid-stress-blackout-v0.1
What this repo does
This dataset tests whether a model can detect a power grid stress cascade forming over time and predict whether blackout lock-in occurs by the final step.
Core quad
pressurebufferlagcoupling
Prediction target
label_cascade_state
Row structure
One row represents a short time window (t0–t3) of grid stress conditions including demand pressure, reserve buffer margin, response lag, and interconnect coupling tightness. The label marks… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/infrastructure-temporal-5node-pressure-buf-lag-cpl-grid-stress-blackout-v0.1.clinical-temporal-5node-pressure-buf-lag-cpl-safety-escalation-reg-hold-v0.1
What this repo does
This dataset tests whether a model can detect a safety signal escalation forming over time and predict whether the program crosses into regulatory hold lock-in by the final step.
Core quad
pressurebufferlagcoupling
Prediction target
label_cascade_state
Row structure
One row represents a short temporal window (t0–t3) across program months. It includes time-series values for safety pressure, pharmacovigilance buffer, governance… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-temporal-5node-pressure-buf-lag-cpl-safety-escalation-reg-hold-v0.1.premier-league-linkage-stress-degradation-under-pressure-v0.1What this dataset tests
Whether an intelligence system can estimatehow functional linkages degrade under pressure and fatigueand identify pressure-specific failure points.
Required outputs
stressed linkage loss percent
pressure-specific failure points
fatigue sensitivity index
press exploitability map
time to linkage failure
dominant stressor signature
clinical-quad-pvalue-margin-secondary-endpoints-language-publication-pressure-spin-event-v0.1What this repo does
This dataset models statistical spin formation in clinical trial narratives. It predicts when the interaction between weak p-value margin, many secondary endpoints, high language intensity, and publication pressure indicates a high probability of a spin event where the narrative frames a weak result as strong.
Core quad
pvalue_margin_index
secondary_endpoint_count
language_intensity_index
publication_pressure_index
Prediction target
label_spin_event
Row structure
Each row… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-pvalue-margin-secondary-endpoints-language-publication-pressure-spin-event-v0.1.humanoid-elevator-button-press-dataset-v1Dataset for precise elevator button pressing manipulation.
Description
Arm extension, finger force, and panel distance signals mapped to button pressing actions.
Task Description
Teaches humanoid robots to approach control panels, extend the arm accurately, and press buttons safely using precise manipulation.
legal-oral-argument-coherence-pressure-v0.1What this dataset is
You get
a legal issue
a judge question
a counsel answer
context
You decide
Does the answer hold structural coherence under pressure
Task
Answer
coherent
or
incoherent
Only output one word.
What it tests
argument integrity under judicial pressure
concession detection
contradiction detection
structural collapse moments
Why this matters
Most legal analytics looks at outcomes.
This dataset looks at the live failure moment.
The point where an argument breaks in court.
That is… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/legal-oral-argument-coherence-pressure-v0.1.legal-statutory-interpretation-drift-pressure-v0.1What this dataset is
You receive
statutory text
claimed intent
interpretation move
context signals
legislative history
You decide
Does interpretation stay inside text and intent
Answer
coherent
or
incoherent
Why this matters
When text and intent diverge
courts split
appeals rise
amendment pressure builds
This dataset measures statutory coherence decay before doctrinal fracture.
Do full repo ClarusC64/legal-statutory-age-obsolesce
f1-quad-pit-duration-crew-fatigue-race-pressure-weather-variability-pit-error-v0.1What this repo does
This dataset models pit stop failure risk in Formula One. It predicts when the interaction between stop duration strain, cumulative crew fatigue, race pressure intensity, and weather variability produces elevated probability of pit execution error.
Core quad
pit_duration_s
crew_fatigue_index
race_pressure_index
weather_variability_index
Prediction target
label_pit_error
Binary forward label predicting unsafe release, delayed wheel fit, or procedural error during the pit… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/f1-quad-pit-duration-crew-fatigue-race-pressure-weather-variability-pit-error-v0.1.clinical-quad-shipment-delay-visit-window-pressure-staff-load-backup-supply-deviation-v0.1What this repo does
This dataset models protocol deviation risk driven by supply chain stress in clinical trials. It predicts when the interaction between shipment delays, visit window pressure, staff load, and limited backup supply increases the probability of protocol deviations and workaround behavior.
Core quad
shipment_delay_days
visit_window_pressure_index
staff_load_index
backup_supply_availability_index
Prediction target
label_protocol_deviation
Row structure
Each row represents a site… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-shipment-delay-visit-window-pressure-staff-load-backup-supply-deviation-v0.1.ai-temporal-5node-pressure-buf-lag-cpl-alignment-goal-drift-v0.1
What this repo does
This dataset tests whether a model can detect an alignment cascade forming over time by reading a short ordered window of signals and predicting whether goal drift lock-in occurs by the final step.
Core quad
pressurebufferlagcoupling
Prediction target
label_cascade_state
Row structure
One row represents one short time window (t0 to t3) for an AI system under alignment pressure. It includes time-series values for optimization… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/ai-temporal-5node-pressure-buf-lag-cpl-alignment-goal-drift-v0.1.football-latent-cross-coupling-pressing-fatigue-breakdown-v0.1
What this repo does
This dataset detects hidden instability in high-press football systems before visible breakdown occurs.
It identifies when pressing intensity and fatigue are interacting in a way that will lead to structural collapse.
Core structure
This dataset models:
latent instability under sustained pressing
fatigue accumulation
transition exposure
cross-coupled breakdown risk
Prediction target
Binary:
1 → pressing system likely to break down due to… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/football-latent-cross-coupling-pressing-fatigue-breakdown-v0.1.clinical-temporal-5node-pressure-buf-lag-cpl-program-lockin-v0.1
What this repo does
This dataset tests whether a model can detect a drug development program entering composite instability across recruitment, safety, manufacturing, and competitive pressure over time, and predict whether the program crosses into lock-in by the final step.
Core quad
pressurebufferlagcoupling
Prediction target
label_cascade_state
Row structure
One row represents a short temporal window (t0–t3) across program quarters. It summarizes… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-temporal-5node-pressure-buf-lag-cpl-program-lockin-v0.1.clinical-quad-pressure-buffer-lag-coupling-hemodynamic-shock-v0.1
What this repo does
This dataset models the transition from pressured but recoverable circulation to hemodynamic shock using a four-variable coupling structure.
The goal is to detect when a patient is drifting toward circulatory collapse before overt shock is fully established.
Hemodynamic shock often unfolds as a cascade: pressure stability degrades, physiological reserve narrows, treatment delays reduce reversibility, and organ systems begin to amplify one another’s failure.
The… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-pressure-buffer-lag-coupling-hemodynamic-shock-v0.1.clinical-constraint-pressure-v0.2
What this dataset does
This dataset tests whether a model can estimate clinical constraint pressure.
The task is not to identify current illness severity.
The task is to classify how much pressure the patient system is under relative to available reserve.
What changed in v0.2
v0.2 adds counterfactual and adversarial cases.
Some rows have the same oxygen requirement or vasopressor requirement but different reserve states.
Some high-looking cases have preserved… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-constraint-pressure-v0.2.clinical-quad-dose-escalation-toxicity-signal-expansion-pressure-mtd-misestimation-v0.1Clinical Quad Dose Escalation Toxicity Expansion Pressure MTD Misestimation v0.1
Each row is a cohort week snapshot in dose escalation.
Core quad
Dose escalation speedEarly toxicity signalCohort expansion pressureMTD misestimation risk
Target
label_mtd_misestimation_risk_next_30d
Files
data/train.csvdata/tester.csvscorer.py
Evaluation
Run model on data/tester.csvReturn predictions row alignedScore with scorer.py
License
MIT
ai-temporal-5node-pressure-buf-lag-cpl-multiagent-coordination-v0.1
What this repo does
This dataset tests whether a model can detect a multi-agent coordination cascade forming over time by reading a short ordered window of signals and predicting whether coordination lock-in occurs by the final step.
Core quad
pressurebufferlagcoupling
Prediction target
label_cascade_state
Row structure
One row represents one short time window (t0 to t3) for a multi-agent system under coordination stress. It includes time-series… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/ai-temporal-5node-pressure-buf-lag-cpl-multiagent-coordination-v0.1.clinical-temporal-5node-pressure-buf-lag-cpl-icu-deterioration-shock-v0.1
What this repo does
This dataset tests whether a model can detect an ICU deterioration cascade forming over time by reading a short ordered window of signals and predicting whether shock lock-in occurs by the final step.
Core quad
pressurebufferlagcoupling
Prediction target
label_cascade_state
Row structure
One row represents one short time window (t0 to t3) for an ICU patient under deterioration pressure. It includes time-series values for… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-temporal-5node-pressure-buf-lag-cpl-icu-deterioration-shock-v0.1.legal-docket-pressure-signature-detection-v0.1Clarus Docket Pressure Signature Detection v0.1
This dataset tests whether a model can detect when court workload pressure begins to erode procedural fairness.
Courts rarely collapse in a single moment.
They drift into overload.
Caseload rises.
Resources stay fixed.
Delays grow.
Procedures compress.
At some point the system stops serving justice and starts serving throughput.
This dataset detects that threshold.
Core question
Does the court system remain structurally balanced under workload… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/legal-docket-pressure-signature-detection-v0.1.humanoid-foot-pressure-dataset
Humanoid Foot Pressure Dataset
Foot pressure sensor readings mapped to balance adjustment actions for humanoid robots.
clinical-temporal-5node-pressure-buf-lag-cpl-mfg-drift-supply-disruption-v0.1
What this repo does
This dataset tests whether a model can detect manufacturing drift forming over time and predict whether the program crosses into supply disruption lock-in by the final step.
Core quad
pressurebufferlagcoupling
Prediction target
label_cascade_state
Row structure
One row represents a short temporal window (t0–t3) across program months. It includes time-series values for pressure (deviations and schedule stress), buffer capacity… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-temporal-5node-pressure-buf-lag-cpl-mfg-drift-supply-disruption-v0.1.clinical-temporal-5node-pressure-buf-lag-cpl-ph2-drift-ph3-collapse-v0.1
What this repo does
This dataset tests whether a model can detect a drug development program drifting over time from Phase II signal instability into Phase III collapse lock-in by reading a short ordered window of signals and predicting whether the program crosses into cascade lock-in by the final step.
Core quad
pressurebufferlagcoupling
Prediction target
label_cascade_state
Row structure
One row represents one short time window (t0 to t3) across… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-temporal-5node-pressure-buf-lag-cpl-ph2-drift-ph3-collapse-v0.1.passing-lane-recognition-under-pressure-premier-league-v0.1ai-temporal-5node-pressure-buf-lag-cpl-priv-esc-v0.1
What this repo does
This dataset tests whether a model can detect a privilege escalation cascade forming over time by reading a short ordered window of signals and predicting whether the system crosses into cascade lock-in by the final step.
Core quad
pressurebufferlagcoupling
Prediction target
label_cascade_state
Row structure
One row represents one short time window (t0 to t3) for an AI system under security pressure. It includes time-series… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/ai-temporal-5node-pressure-buf-lag-cpl-priv-esc-v0.1.