datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
Fragility-Conflict-and-Violence-Indicators-For-African-Countries
Fragility Conflict and Violence Indicators For African Countries | Africa (World Health Organization)
Size category: 1K<n<10K - Formats: csv - Sector: governance_security - 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/Fragility-Conflict-and-Violence-Indicators-For-African-Countries.clinical-diagnostic-logic-fragility-atlas-v0.1What this dataset tests
Diagnostic reasoning as an unfolding narrative with branching choices.
The model must identifywhere the diagnostic manifold bifurcatesand how small inference errors amplifyinto different outcome basins.
Required outputs
critical logic junctures
irreversibility flags
branch entropy score
inference error map
amplification factor
outcome basin divergence report
harm gradient
recoverability index
market-structural-fragility-spike-detection-v0.1
What this dataset tests
Detect structural fragility spikes before regime breaks.
The system must evaluatecross-asset relationshipsvolatility distortionsliquidity stresspositioning crowding.
Required outputs
fragility score
spike flag
time-to-break estimate
crowded trade pressure index
liquidity thinning index
Why it matters
Crashes are structural events.They occur when relationships compressand liquidity withdraws simultaneously.
This dataset trains… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/market-structural-fragility-spike-detection-v0.1.rag_fragility_business_v01RAG Fragility: Business Safety Benchmark v0.1Models fail in ways retrieval cannot prevent.
This diagnostic test identifies structural reasoning failures where RAG produces harmful
or fabricated business conclusions even with correct retrieval.
Measures 5 core risks:
invention_of_evidence
assumed_clause_fabrication
contradiction_smoothing
ethical_context_mismatch
template_projection
Expansion sets for healthcare, finance, and legal domains available via collaboration.
coordination-fragility-detection-v0.1
What this dataset does
This dataset tests whether a model can detect coordination fragility.
The task is simple:
Given a scenario and a coordination-fragility claim, predict whether the claim is supported.
Core stability idea
Some systems fail because individual components are weak.
Other systems fail because coordination requirements are too strict.
Coordination fragility occurs when:
success requires perfect synchronization
timing tolerance is low
dependencies are… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/coordination-fragility-detection-v0.1.clinical-quad-population-shift-protocol-deviation-site-variance-endpoint-fragility-v0.1
Clinical Quad Population Shift × Protocol Deviation × Site Variance × Endpoint Fragility v0.1
What this is
A quad-coupling dataset for trial collapse that happens when:
the enrolled population drifts from the intended cohort
protocol deviations rise
site-to-site variance widens
the primary endpoint is fragile to measurement or baseline imbalance
Task
Input: one row describing the quad stateOutput: label
0 — Stable1 — Drift2 — Collapse
Why it matters… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-population-shift-protocol-deviation-site-variance-endpoint-fragility-v0.1.stability-fragility-exposure-v0.1
What this dataset does
This dataset tests whether a model can detect fragility exposure.
The task is simple:
Given a scenario and a fragility-exposure claim, predict whether the claim is supported.
Core stability idea
Fragility exposure measures how much damage can result from a small disturbance.
Fragile systems show:
single points of failure
low redundancy
narrow margins
disproportionate consequences
poor fault isolation
Robust systems absorb local failures without… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/stability-fragility-exposure-v0.1.clinical-fragility-buffering-mechanism-mapping-v0.1Resilience-Enhancing Pharmacopeia
Index README
Core premise
Some drugs work across diseases
because they increase system capacity, not because they hit a target.
This collection defines, measures, and deploys that class of drugs.
Not pathology-first.
Resilience-first.
What this pharmacopeia tests
Does a drug broaden the healthy basin
Which fragility axes it buffers
Who should receive it based on systemic vulnerability
These datasets do not ask
“Does this drug treat condition X”
They ask
“Does… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-fragility-buffering-mechanism-mapping-v0.1.clinical-quad-population-shift-protocol-deviation-site-variance-endpoint-fragility-v0.2Clinical Quad Population Shift Protocol Deviation Site Variance Endpoint Fragility v0.2
What this dataset does
It tests whether a model can detect when clinical trial endpoints lose credibility under quad coupling.
Quad nodes
population_shift
protocol_deviation_rate
site_variance_level
endpoint_fragility
Labels
0 coherent
Stable population
Low deviations
Low site variance
Endpoint robust
1 tradeoff
Some drift exists
Endpoint still usable
Risk is present but not… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-population-shift-protocol-deviation-site-variance-endpoint-fragility-v0.2.predictive_fragility_ledger_v01
Predictive Fragility Ledger (v0.1)
A benchmark for forecast discipline.
PFL evaluates model behavior on prompts that make confident statements about the future.It measures whether a system can avoid:
ungrounded certainty
causation jumps
implicit timelines
collapsing uncertainty into prediction
This dataset prioritizes boundary-aware forecasting:
qualify uncertainty
trace evidence when possible
state scope limits
avoid fabrication
Competence = clarity, not prophecy.
market-narrative-fragility-and-consensus-peak-v0.1What this dataset tests
Whether a system can detectwhen a market narrative reaches consensus saturationand begins to destabilize.
This is late-stage narrative detection.
Required outputs
narrative theme
consensus density score
fragility score
divergence signals
exit risk window
Exit windows
exit_prepare
exit_watch
exit_fast
Constraints
Do not predict price direction.Detect narrative saturation and fragility.
Evaluation focus
High scores requireclear narrative… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/market-narrative-fragility-and-consensus-peak-v0.1.market-position-fragility-amplification-v0.1What this dataset tests
Whether a system can detectwhen a crowded trade becomes structurally fragile.
Focus
Exit alignmentleverage alignmentreversal sensitivity
Required outputs
crowdedness invariant score
exit door narrowness
leverage alignment index
reversal sensitivity
unwind chain probability
fragility amplification score
All scores0 to 1
Highermeans more fragile.
clinical-diagnostic-logic-fragility-atlas-v0.2
Clinical Diagnostic Logic Fragility Atlas v0.2
What this is
A small dataset that tests one question:
Can you detect when diagnostic logic is moving toward fragility, not just carrying ambiguity?
This repo focuses on diagnostic logic breakdown under clinical reasoning pressure.
It models a system where:
diagnostic signal consistency may weaken
hypothesis conflict may rise
evidence may fragment
inference stability may erode before overt decision failure appears… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-diagnostic-logic-fragility-atlas-v0.2.flash-fragility-economics
flash fragility Economics Dataset
Dataset Description
Summary
Synthetic 200-row dataset for flash fragility measurement and computational experiments.
Supported Tasks
Economic analysis
Financial Economics research
Computational economics
Languages
English (metadata and documentation)
Python (code examples)
Dataset Structure
Data Fields
id: Unique event id
episode: Synthetic microstructure episode… See the full description on the dataset page: https://huggingface.co/datasets/EconomicTermDevelopments/flash-fragility-economics.clinical-fragility-amplification-detection-v0.1from dataclasses import dataclass
from typing import Dict, Any, List
@dataclass
class ScoreResult:
score: float
details: Dict[str, Any]
def score(sample: Dict[str, Any], prediction: str) -> ScoreResult:
p = (prediction or "").lower()
words_ok = len(p.split()) <= 520
has_index = "fragility" in p and "index" in p
has_triggers = "trigger" in p or "missed" in p or "dose" in p
has_rebound = "rebound" in p or "withdraw" in p
has_range = "operating" in p or "narrow" in p… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-fragility-amplification-detection-v0.1.clinical-latent-cross-coupling-ventilation-hemodynamic-fragility-v0.2
Clinical Latent Cross Coupling Ventilation Hemodynamic Fragility v0.2
What this is
A small dataset that tests one question:
Can you detect when a ventilation-hemodynamic system is moving toward hidden fragility, not just carrying visible strain?
This repo focuses on latent cross coupling between ventilation stability and hemodynamic buffering.
It models a system where:
ventilation stability may weaken
hemodynamic buffer capacity may erode
latent coupling pressure may… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-latent-cross-coupling-ventilation-hemodynamic-fragility-v0.2.