datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
ai-compensation-2026
AI Compensation & Salaries 2026
AI engineer salaries, compensation data. Updated daily via automated collection pipeline.
Part of the Legion Data Factory — historical AI ecosystem datasets 2026.
Methodology
Automated collection from public sources (HackerNews, RSS feeds, APIs).
Updated daily via cron job. Raw data, minimal processing.
License
CC BY 4.0
🔑 API Access — Updated Daily
Live data via Legion AI API
Free: 100 req/day · Pro… See the full description on the dataset page: https://huggingface.co/datasets/gemmozero/ai-compensation-2026.stability-compensation-vs-recovery-v0.1
What this dataset does
This dataset tests whether a model can distinguish compensation from recovery.
The task is simple:
Given a scenario and a compensation claim, predict whether the claim is supported.
Core stability idea
A system can remain functional without actually recovering.
Compensation occurs when visible performance is maintained through temporary workarounds, manual effort, hidden strain, deferred cost, or masking.
Recovery occurs when the underlying… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/stability-compensation-vs-recovery-v0.1.clinical-compensation-vs-recovery-v0.2
What this dataset does
This dataset tests whether a model can distinguish genuine physiological recovery from compensated stability.
A patient may show normal blood pressure, heart rate, and lactate while still depending on external support.
The task is to classify whether the patient is genuinely recovered or merely compensated.
What changed in v0.2
v0.2 adds counterfactual twin cases.
Many rows are intentionally similar across visible observations.
The key… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-compensation-vs-recovery-v0.2.africa-worldbank-teaching-staff-compensation-as-a-percentage-of-total-expenditure-in-lower-secon
Teaching staff compensation as a percentage of total expenditure in lower secondary public institutions (%) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-teaching-staff-compensation-as-a-percentage-of-total-expenditure-in-lower-secon.africa-worldbank-all-staff-compensation-as-of-total-expenditure-in-post-secondary-non-tertiary-p
All staff compensation as % of total expenditure in post-secondary non-tertiary public institutions (%) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-all-staff-compensation-as-of-total-expenditure-in-post-secondary-non-tertiary-p.africa-worldbank-all-staff-compensation-as-of-total-expenditure-in-tertiary-public-institutions
All staff compensation as % of total expenditure in tertiary public institutions (%) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-all-staff-compensation-as-of-total-expenditure-in-tertiary-public-institutions.africa-worldbank-current-expenditure-other-than-staff-compensation-as-of-total-expenditure-in-pu
Current expenditure other than staff compensation as % of total expenditure in public institutions (%) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-current-expenditure-other-than-staff-compensation-as-of-total-expenditure-in-pu.africa-mauritius-average-compensation-of-employees-labour-productivity-and-a7000e5c
Average Compensation of Employees Labour Productivity and | Africa (MDPA)
99 rows - 1 Africa country/area - 2009-2019 - 9 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 99 rows from MDPA, covering Average Compensation of Employees Labour Productivity and. 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-average-compensation-of-employees-labour-productivity-and-a7000e5c.africa-worldbank-teaching-staff-compensation-as-a-percentage-of-total-expenditure-in-primary-pub
Teaching staff compensation as a percentage of total expenditure in primary public institutions (%) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-teaching-staff-compensation-as-a-percentage-of-total-expenditure-in-primary-pub.africa-worldbank-teaching-staff-compensation-as-a-percentage-of-total-expenditure-in-tertiary-pu
Teaching staff compensation as a percentage of total expenditure in tertiary public institutions (%) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-teaching-staff-compensation-as-a-percentage-of-total-expenditure-in-tertiary-pu.africa-mauritius-average-compensation-of-employees-labour-productivity-and-4800ec4b
Average Compensation of Employees Labour Productivity and | Africa (MDPA)
72 rows - 1 Africa country/area - 1994-2019 - 6 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 72 rows from MDPA, covering Average Compensation of Employees Labour Productivity and. 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-average-compensation-of-employees-labour-productivity-and-4800ec4b.africa-worldbank-current-expenditure-other-than-staff-compensation-as-of-total-expenditure-in-te
Current expenditure other than staff compensation as % of total expenditure in tertiary public institutions (%) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-current-expenditure-other-than-staff-compensation-as-of-total-expenditure-in-te.africa-mauritius-average-compensation-of-employees-labour-productivity-and-04eb8dd3
Average Compensation of Employees Labour Productivity and | Africa (MDPA)
72 rows - 1 Africa country/area - 1994-2019 - 6 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 72 rows from MDPA, covering Average Compensation of Employees Labour Productivity and. 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-average-compensation-of-employees-labour-productivity-and-04eb8dd3.africa-mauritius-average-compensation-of-employees-labour-productivity-and-4c0a498e
Average Compensation of Employees Labour Productivity and | Africa (MDPA)
90 rows - 1 Africa country/area - 2009-2018 - 9 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 90 rows from MDPA, covering Average Compensation of Employees Labour Productivity and. 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-average-compensation-of-employees-labour-productivity-and-4c0a498e.africa-worldbank-current-expenditure-other-than-staff-compensation-as-of-total-expenditure-in-pr
Current expenditure other than staff compensation as % of total expenditure in pre-primary public institutions (%) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-current-expenditure-other-than-staff-compensation-as-of-total-expenditure-in-pr.africa-worldbank-teaching-staff-compensation-as-a-percentage-of-total-expenditure-in-pre-primary
Teaching staff compensation as a percentage of total expenditure in pre-primary public institutions (%) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-teaching-staff-compensation-as-a-percentage-of-total-expenditure-in-pre-primary.africa-worldbank-teaching-staff-compensation-as-a-percentage-of-total-expenditure-in-post-second
Teaching staff compensation as a percentage of total expenditure in post-secondary non-tertiary public institutions (%) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-teaching-staff-compensation-as-a-percentage-of-total-expenditure-in-post-second.africa-worldbank-non-teaching-staff-compensation-as-a-percentage-of-total-expenditure-in-public
Non-teaching staff compensation as a percentage of total expenditure in public institutions (%) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-non-teaching-staff-compensation-as-a-percentage-of-total-expenditure-in-public.pharma-compensation-stabilization-classification-v0.1What this dataset tests
Whether a system can distinguishtrue stabilizationfrom compensatory adaptation.
Short-term improvement often maskslong-term tolerance and rebound.
Required outputs
trajectory_class
compensation_loop_detected
stabilization_score
tolerance_drift_risk
rebound_risk
dominant_system_axis
confidence_score
Use case
Early-phase trial decision making.Identify drugs likely to lose efficacy over time.Detect durable stabilization signatures.
africa-worldbank-current-expenditure-other-than-staff-compensation-as-of-total-expenditure-in-po
Current expenditure other than staff compensation as % of total expenditure in post-secondary non-tertiary public institutions (%) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-current-expenditure-other-than-staff-compensation-as-of-total-expenditure-in-po.clinical-compensation-collapse-sepsis-v1Clinical Compensation Collapse Sepsis Detection
Overview
This dataset tests whether a model can detect when a clinical system is moving from physiological compensation toward collapse.
In many critical illnesses such as sepsis, patients can appear stable for a period of time because the body temporarily compensates for rising stress. During this phase the system absorbs disturbances through physiological reserve.
However, compensation cannot continue indefinitely. Once reserve capacity is… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-compensation-collapse-sepsis-v1.africa-worldbank-teaching-staff-compensation-as-a-percentage-of-total-expenditure-in-public-inst
Teaching staff compensation as a percentage of total expenditure in public institutions (%) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-teaching-staff-compensation-as-a-percentage-of-total-expenditure-in-public-inst.africa-mauritius-average-compensation-of-employees-labour-productivity-and-2b98a66c
Average Compensation of Employees Labour Productivity and | Africa (MDPA)
66 rows - 1 Africa country/area - 1994-2018 - 6 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 66 rows from MDPA, covering Average Compensation of Employees Labour Productivity and. 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-average-compensation-of-employees-labour-productivity-and-2b98a66c.africa-mauritius-average-compensation-of-employees-labour-productivity-and-86c2176f
Average Compensation of Employees Labour Productivity and | Africa (MDPA)
66 rows - 1 Africa country/area - 1994-2018 - 6 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 66 rows from MDPA, covering Average Compensation of Employees Labour Productivity and. 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-average-compensation-of-employees-labour-productivity-and-86c2176f.africa-owid-share-of-employee-compensation-in-public-spending
Share Of Employee Compensation In Public Spending | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: other_unclassified - 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-owid-share-of-employee-compensation-in-public-spending.clinical-compensation-vs-recovery-v0.1
What this dataset does
This dataset tests whether a model can distinguish genuine physiological recovery from compensated stability.
A patient may show normal blood pressure and heart rate while still depending on external support.
The task is to classify whether the patient is genuinely recovered or still compensated.
Core stability idea
Observable stability is not the same as recovery.
A patient can look stable because the underlying system has recovered.
A patient can… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-compensation-vs-recovery-v0.1.clinical-hemorrhage-compensation-collapse-v0.1
clinical-hemorrhage-compensation-collapse-v0.1
What this dataset does
This dataset evaluates whether models can detect hemorrhage-driven collapse before overt shock is visible.
Each row represents a short clinical trajectory where blood pressure may remain temporarily preserved while compensatory strain increases.
The task is to classify whether the trajectory remains compensated or is moving toward hemorrhage-related collapse.
Core stability idea
Hemorrhage… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-hemorrhage-compensation-collapse-v0.1.