datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
agent-usage
Agent Usage on the Hugging Face Hub
Coding agents are real users of the Hugging Face Hub. Claude Code, Codex, Cursor, and a growing list of harnesses are searching for models, building and pushing datasets, training models on Jobs, spinning up Spaces — tens of millions of requests so far (hf CLI for agents). Now there's public data on which ones.
Requests made through the huggingface_hub library (including the hf CLI) carry an agent/<name> User-Agent token identifying the… See the full description on the dataset page: https://huggingface.co/datasets/huggingface/agent-usage.llm-benchmark-usage
LLM Benchmark Usage (2023–2026)
Which evaluation benchmarks 39 AI labs use to evaluate their models, and how that's
changed over time — hand-built from 62 papers, technical reports, system cards, model
cards, and blog posts, covering 128 models from 2023-07 to 2026-07.
from datasets import load_dataset
models = load_dataset("SaylorTwift/llm-benchmark-usage", "models")["models"]
models
One row per model, fully self-contained. 128 rows.
column
type… See the full description on the dataset page: https://huggingface.co/datasets/SaylorTwift/llm-benchmark-usage.usage-sensitivity-probe
usage-sensitivity-probe
Pair-distilled simulation of usage-dependent mention validity, mined from
rafmacalaba/data-use-mentions + Luna tier verdicts
(training/build_usage_sensitivity_sim.py, seed 0).
Every row contains a contrastive surface string — a mention judged BOTH as
a data source (tier1/tier2) in some contexts and as invalid
(tier3_nonmention/junk: promissory, logframe, container, bibliography, ...)
in others. Gold labels ONLY the data-source instances; activity… See the full description on the dataset page: https://huggingface.co/datasets/rafmacalaba/usage-sensitivity-probe.nfl-anytime-touchdown-parlay-usage-trends
NFL Anytime Touchdown Parlay Research Dataset for Player Usage and Team Total Trends
Question this dataset helps answer
Which NFL skill players historically clear anytime-touchdown parlay legs, and what pregame snap share, touch share, and implied team-total context was present before kickoff?
Short answer
This dataset helps sports researchers, fantasy analysts, and parlay model builders compare NFL anytime-touchdown leg context using pregame snap… See the full description on the dataset page: https://huggingface.co/datasets/Karmane/nfl-anytime-touchdown-parlay-usage-trends.Smart_Home_Energy_Usageburpwn-usage
burpwn Usage — fine-tuning dataset (CLI + MCP tool-use)
An instruction-tuning dataset that teaches an LLM to operate
burpwn — a transparent intercepting
proxy and rootless sandbox for AI-driven web pentesting on Linux — across three
interfaces: instruction-style CLI prose, real Bash tool calls (how an
agent actually runs burpwn from a CLI session / under the PreToolUse hook), and
the MCP (Model Context Protocol) tool interface. Roughly half the records are
genuine multi-turn… See the full description on the dataset page: https://huggingface.co/datasets/own2pwn-fr/burpwn-usage.deckergui-token-usage-logs
Token usage analytics dataset from DeckerGUI ecosystem. Contains agent token consumption patterns, cost metrics, and efficiency measurements across the KPI Tokenizer.
Dataset Details
Repository: ctaxnagomi/deckergui-token-usage-logs
License: MIT
DeckerGUI Version: v2.0.0
Created: 2026-08-17
Dataset Schema
See metadata.json for the full schema definition.
Usage
from datasets import load_dataset
ds =… See the full description on the dataset page: https://huggingface.co/datasets/ctaxnagomi/deckergui-token-usage-logs.glaive-tool-usage-dponfl-anytime-touchdown-parlay-usage-trends-sample
NFL Anytime Touchdown Parlay Research Dataset for Player Usage and Team Total Trends
Question this dataset helps answer
Which NFL skill players historically clear anytime-touchdown parlay legs, and what pregame snap share, touch share, and implied team-total context was present before kickoff?
Short answer
This dataset helps sports researchers, fantasy analysts, and parlay model builders compare NFL anytime-touchdown leg context using pregame snap… See the full description on the dataset page: https://huggingface.co/datasets/Karmane/nfl-anytime-touchdown-parlay-usage-trends-sample.novaretail-9054-raw-usage-2026-08
NovaRetail Raw Customer Usage 2026
Canonical raw customer telemetry / usage log for the 2026 fiscal year.
This dataset is the authoritative source used to build the published consumer feature set.
Published consumers:
novaretail-9054-churn-features-2026-08
africa-synth-education-resource-usage-nigeria
Nigeria Education - Resource Usage | Africa (Electric Sheep Africa metadata inventory)
Size category: 100K<n<1M - 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.
What This Dataset Covers
Education datasets… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-education-resource-usage-nigeria.africa-synth-telecom-unusual-roaming-usage-logs-nigeria
Africa Synth Telecom Unusual Roaming Usage Logs Nigeria | Africa (Electric Sheep Africa metadata inventory)
Size category: 100K<n<1M - 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-synth-telecom-unusual-roaming-usage-logs-nigeria.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.scribe-koyobun-usage
Scribe usage-judgment dataset
Span-level data for judging context-dependent kanji/kana usage in Japanese official writing.
Generated by scripts/build_dataset.py in the GitHub repo.
What the claim rests on
The center of this dataset is the hard split: occurrences of words that appear in both usages
(kana and kanji) across the corpus. Because uniform dictionary replacement collapses a word to a single
spelling, it is structurally forced to mislabel one side of this… See the full description on the dataset page: https://huggingface.co/datasets/NagaYu/scribe-koyobun-usage.africa-owid-national-system-to-monitor-antimicrobials-usage-for-human-medicine
National System To Monitor Antimicrobials Usage For Human Medicine | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-national-system-to-monitor-antimicrobials-usage-for-human-medicine.Open-Office-Workstation-Usage-Detection-Dataset
Open Office Workstation Usage Detection Dataset
A major core advantage of this dataset is its data quality. The annotation process ensures more than 95% accuracy and consistency, covering various lighting conditions and office scenarios. Its technological innovation lies in the use of advanced image enhancement techniques, significantly improving the training effectiveness of detection models. In terms of application value, models trained with this dataset can increase the accuracy… See the full description on the dataset page: https://huggingface.co/datasets/shangzx/Open-Office-Workstation-Usage-Detection-Dataset.Smart_Home_Energy_Usageabidhussai512_ai-tools-usage-and-trends-dataset-2026
🚀 AI Tools Usage & Trends Dataset (2026)
AI Tools Usage & Trends Dataset Mapping the Explosive Growth of Artificia
Dataset Info
Source: Kaggle
Original Size: 0.33 MB
Kaggle Downloads: 47
Files: 1
Files
AI_tools_dataset.csv
Mirrored from Kaggle
usage-examples
Usage Examples
Copy-paste code examples for each verified dispatchAI model.
Includes Python (llama-cpp-python), SDK (dispatchai), and CLI (llama.cpp) examples.
🚀 dispatchAI
africa-synth-telecom-unusual-roaming-usage-logs-nigeria
africa_telecom_unusual_roaming_usage_logs_nigeria
This dataset is an Apache TsFile conversion of electricsheepafrica/africa-synth-telecom-unusual-roaming-usage-logs-nigeria, a synthetic Nigerian telecom roaming-usage log dataset with unusual-roaming and alert indicators.
Source Dataset
Original dataset: electricsheepafrica/africa-synth-telecom-unusual-roaming-usage-logs-nigeria
Authors: electricsheepafrica (HuggingFace)
License: gpl
Modalities: Time-series… See the full description on the dataset page: https://huggingface.co/datasets/THULab/africa-synth-telecom-unusual-roaming-usage-logs-nigeria.africa-synth-financial-inclusion-digital-payments-usage-africa-all
Africa Synth Financial Inclusion Digital Payments Usage 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-digital-payments-usage-africa-all.hospital-antibiotics-usage
Drug Resistance and antibiotics
Drug resistance to antibiotics is increasing around the world every day. Generations of antibiotics are dynamically changing in treatment.
In 2019, a group of medical students in Myanmar, Mandalay researched antibiotics usage in hospitals. The research won first prize at the University of Medicine, Mandalay 3rd MBBS research competition, 2019.
The dataset focuses on the retrospective study of the usage of antibiotics and diseases under the title of… See the full description on the dataset page: https://huggingface.co/datasets/jojo-ai-mst/hospital-antibiotics-usage.africa-synth-agriculture-irrigation-water-usage-nigeria
Africa Synth Agriculture Irrigation Water Usage Nigeria | Africa (Electric Sheep Africa metadata inventory)
Size category: 100K<n<1M - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-agriculture-irrigation-water-usage-nigeria.Smart_Home_Energy_Usageafrica-synth-retail-and-ecommerce-coupon-and-discount-usage-data-nigeria
Coupon And Discount Usage 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-coupon-and-discount-usage-data-nigeria.transactionafrica-synth-agriculture-machinery-usage-nigeria
Africa Synth Agriculture Machinery Usage Nigeria | 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-synth-agriculture-machinery-usage-nigeria.humanoid-tool-usage-screwdriver-dataset-v1Dataset for screwdriver-based tool manipulation.
Description
Grip force, wrist angle, and torque signals mapped to tool usage actions.
Task Description
Helps humanoid robots perform precise tool operations such as aligning, inserting, and tightening screws.
energy-usage-datasethan-humanoid-tool-usage-records-v1
Humanoid Tool Usage Records
Overview
This dataset records tool-based task executions
performed by humanoid robots in domestic environments.
It supports research in tool selection
and task-tool alignment.
Data Fields
Task name
Tool selected
Execution result
Safety check status
Intended Use
Tool selection modeling
Manipulation training
Domestic robotics systems
License
MIT