datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
handwritten-digit-dataset
Handwritten Digit Dataset
This dataset contains a collection of handwritten digits (0-9) contributed by users through an interactive web-based drawing application. The dataset is continuously updated, reflecting real-world human handwriting variability.
Dataset Details
The images are pre-processed to match the standard machine learning format for digit recognition:
Dimensions: 28x28 pixels.
Format: Grayscale (single channel).
Processing: Each digit is cropped to… See the full description on the dataset page: https://huggingface.co/datasets/zentardev/handwritten-digit-dataset.persian-handwriting-ocr
Persian Handwriting OCR Dataset
Dataset Summary
A standardized dataset of Persian (Farsi) handwritten pages with word-level
bounding-box annotations and transcriptions. The dataset is page-level:
each sample is a full page scan; annotations are one row per word bbox on
that page. This is the most flexible form -- users can train page-level OCR,
word detection (DBNet/PaddleOCR), or derive word/line crops as needed.
Pages: 1115 scanned pages (canonical IDs… See the full description on the dataset page: https://huggingface.co/datasets/MR3z4/persian-handwriting-ocr.ouhd-l-online-urdu-nastaliq-handwriting
OUHD-L: Online Urdu Nastaliq Handwriting — Line Pen Trajectories
Unmodified mirror. This repository re-hosts the OUHD-L v1.0 core release
exactly as published on Zenodo, byte-for-byte. Nothing has been added to or
removed from the data. It exists only to provide an alternative download
endpoint. The canonical source and citation is the Zenodo record:
https://zenodo.org/records/20642162 — DOI
10.5281/zenodo.20642162, version 1.0.0.
Overview
2,403 handwritten Urdu… See the full description on the dataset page: https://huggingface.co/datasets/saad2002/ouhd-l-online-urdu-nastaliq-handwriting.krakow-handover-dataset
FUMD-AI Kraków Vehicular Handover Dataset
AI-ready, per-second traces of vehicles moving through a simulated 5G NR
deployment over central Kraków, with every serving-cell change classified and
every row labelled with an upcoming-handover flag and the cell the vehicle will
settle on.
Each row joins a vehicle's mobility state (position, speed, heading, lane)
to its radio state at the same second (serving cell, SINR, CQI, RLC
delay/throughput, distance to the serving gNB). The… See the full description on the dataset page: https://huggingface.co/datasets/fumd-ai/krakow-handover-dataset.clinical_narrative_negative_evidence_handling_v0.4Clinical Narrative Negative Evidence Handling v0.4
Purpose
Test whether a model handles negative evidence without narrative spin.
This version adds
timeline steps
cross trial negative carryover
suppression pressure prompts
explicit evidence status and submission positioning
Input columns
data_anchor
negative_pressures
draft_narrative
audience
timeline_step
Model task
Return one JSON object
negative_flagslist of short labels
evidence_statusexploratory, mixed, negative… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical_narrative_negative_evidence_handling_v0.4.huskybench-handsThis contains all hands played as of the 2025-09-03 release of Husky Hold'em Bench.
preprocessed_hand_skeletonsalicante-handover-dataset
FUMD-AI Alicante Vehicular Handover Dataset
Per-second traces of vehicles moving through a simulated 5G NR deployment over
central Alicante, Spain, with every serving-cell change classified and every row
labelled with an upcoming-handover flag and the cell the vehicle will settle on.
Each row joins a vehicle's mobility state (position, speed, heading, lane) to
its radio state at the same second (serving cell, SINR, CQI, RLC
delay/throughput, distance to the serving gNB).
This is… See the full description on the dataset page: https://huggingface.co/datasets/fumd-ai/alicante-handover-dataset.india-ctc-to-in-hand-salary-2026
India CTC-to-In-Hand Salary Dataset 2026
This dataset models how annual Cost to Company (CTC) converts into annual net cash and regular monthly net pay for salaried employees in India.
It covers CTC bands from ₹5 lakh to ₹50 lakh under:
0%, 50% and 100% target-variable payout scenarios
capped and full-basic-wage provident-fund models
the Income-tax Act, 2025 provisions applicable to tax year 2026–27
Why this dataset exists
CTC, recurring monthly bank credit and… See the full description on the dataset page: https://huggingface.co/datasets/PaisaSamajhResearch/india-ctc-to-in-hand-salary-2026.Ambiguity-Handling-in-User-Queries
Ambiguity-Handling-in-User-Queries Dataset
Dataset Description
Dataset Summary
The Ambiguity Handling in User Queries Dataset contains advice-seeking Reddit posts paired with two clarifying responses: one human-written and one generated by an LLM (ChatGPT). The dataset is intended for studying how clarifying questions resolve ambiguity in open-domain advice settings. It supports multiple tasks: identifying clarification type (objective), assessing the… See the full description on the dataset page: https://huggingface.co/datasets/razbit96/Ambiguity-Handling-in-User-Queries.clinical-handover-task-ownership-coherence-risk-v0.1What this repo is for
Detect when
handover contains tasks
but ownership and completion
do not lock in
Common breaks
tasks listed with no owner
no deadlines
task not completed
task completed but no update
handover unclear so tasks vanish
Examples you can use
weekend plan with no named clinician
night shift jobs list missing deadlines
task done but not documented so day team repeats
You use it to flag
missed task risk
overnight safety risk
handwritten_multihop_reasoning_data
Dataset used to better understand how to:
Correct Multi-Hop Reasoning Failures during Inference in Transformer-Based Language Models
This is a handwritten dataset created to aid in better understanding the multi-hop reasoning capabilities of LLMs.
To learn how the dataset was constructed please check out the project page, paper, and demo linked below.
This is the link to the Project Page.
This repo contains the code that was used to conduct the experiments in this paper.… See the full description on the dataset page: https://huggingface.co/datasets/msakarvadia/handwritten_multihop_reasoning_data.clinical-handoff-integrity-v0.1
Clinical Handoff Integrity v0.1
This dataset tests whether a model can determine whether an escalation handoff preserves the patient trajectory.
The task is not diagnosis.
The task is not choosing an intervention.
The task is assessing whether the receiving system inherits the constraint geometry needed to continue safe recovery control.
Core idea
When local control collapses, the patient may need to be handed off.
But a handoff can fail if:
the blocking… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-handoff-integrity-v0.1.poker-gto-strategy-and-hand-rangesBridge-specified-handspublic-health-QA-handouts-instruct-Llama-2kclinical-discharge-summary-gp-handover-coherence-risk-v0.1What this repo is for
Detect when
a patient leaves hospital
but the discharge summary
fails to support safe community care
Examples you can use
blood test follow-up not specified
med change not explained
diagnosis unclear
summary not sent
You use it to flag
handover gap risk
before readmission
username-scarcity-and-handle-markets
NameSniper open datasets
First-party data on username scarcity and handle markets, published by NameSniper, a name checker and handle monitor. Study pages, methods and the latest figures live at https://namesniper.pro/research.
Everything here is free to reuse under CC BY 4.0: quote it, chart it, republish it, commercially or not. The one condition is a credit to NameSniper with a link to https://namesniper.pro/research or to the study you used.
Dataset
What it is
Period… See the full description on the dataset page: https://huggingface.co/datasets/NameSniperPro/username-scarcity-and-handle-markets.legal-file-handover-knowledge-action-deadline-coherence-risk-v0.1What this dataset does
You receive
handover summary
key facts
strategy
tasks
deadlines
new actions
You decide
coherent
or
incoherent
Daily use
transfer QC
missed deadline prevention
strategy drift detection
clinical-handover-information-continuity-coherence-risk-v0.1What this repo is for
Detect when
handover information
and
actual followthrough
lose continuity
before
missed care
and avoidable deterioration.
clinical-handover-risk-ownership-coherence-break-v0.1What this repo is for
Detect when
handover names risks
but fails to attach
ownership and time bound action
Common breaks
no named owner
no next action
no deadline
plan implied not explicit
Examples you can use
high potassium noted but nobody assigned repeat bloods
sepsis risk noted but no escalation plan
overnight review requested but no time bound
You use it to flag
missed task risk
overnight safety risk
EEG-fNIRS-based-Handwriting-Trajectory-Dataset
Overview
This dataset contains the raw multimodal signals and metadata.
The goal of the competition is to predict the imagined handwriting class for each test trial using synchronized:
EEG signals
fNIRS signals
The dataset is organized to support an end-to-end competition workflow:
train_meta.csv provides labeled training trials
test_meta.csv provides unlabeled test trials
raw/ contains the corresponding raw EEG and fNIRS recordings
Files… See the full description on the dataset page: https://huggingface.co/datasets/lasfk/EEG-fNIRS-based-Handwriting-Trajectory-Dataset.bruttowertschoepfung-preisbereinigt-handel-gastgewerbe-verkehr-x13
bruttowertschoepfung-preisbereinigt-handel-gastgewerbe-verkehr-x13
Unofficial Notice
This repository is a private open-source project and is not an official repository of the Federal Statistical Office of Germany (Destatis).
Data Explanation
Official dataset label: Bruttowertschöpfung in Handel, Gastgewerbe und Verkehr, preisbereinigt mit Kalender- und Saisonbereinigung nach X13 JDemetra+
Source CSV:… See the full description on the dataset page: https://huggingface.co/datasets/destatis/bruttowertschoepfung-preisbereinigt-handel-gastgewerbe-verkehr-x13.Korean-Youtuber-Channel-ID-Handles
Korean Youtube Channels or Youtube Channel Popular in Korea
Result might not accurate. Use it with caution.
Here are the top 5 rows from the filtered and processed CSV file:
youtube_handle
channel_id
title
subscriberCount
topicCategories
@_movie
UClgRkhTL3_hImCAmdLfDE4g
YouTube Movies
184000000.0
NaN
@blackpink
UCOmHUn--16B90oW2L6FRR3A
BLACKPINK
95100000.0
["https://en.wikipedia.org/wiki/Music_of_Asia"...
@bts
UCLkAepWjdylmXSltofFvsYQ
BANGTANTV
79200000.0… See the full description on the dataset page: https://huggingface.co/datasets/jwywoo/Korean-Youtuber-Channel-ID-Handles.legal-file-handover-summary-nextstep-risk-coherence-v0.1What this dataset does
You receive
posture
facts and issues
deadlines
next steps
risk flags
consistency signals
You decide
coherent
or
incoherent
Daily use
handover QC
missing deadline flag
action gap flag
risk gap flag
atc-handoff-coordination-coherence-risk-v0.1What this repo is for
Detect when inter-sector coordination starts to fail.
Signals:
late handoffs
readback errors
coordination call load
boundary conflicts
rising delays
This flags brittleness before incidents.
clinical-handoff-information-continuity-coherence-risk-v0.1What this repo is for
Detect when
clinical handoff information
and
care continuity
fall out of alignment
before
errors
or deterioration.
healthcare-shift-handover-coherence-risk-v0.1What this repo is for
detect handover failure risk
flag missing critical issues
prevent task loss
reduce safety incidents
stabilise continuity at shift change
humanoid-human-handover-dataset-v1Dataset for safe human-to-robot object handover interactions.
Description
Hand proximity and grip signals mapped to grasp and release actions.
Task Description
Enables humanoid robots to safely receive and pass objects during human interaction.
manual-handling-niosh-lifting-2026
Manual Handling & NIOSH Revised Lifting Equation Reference 2026
Reference dataset for the NIOSH Revised Lifting Equation (1994), multiplier formulas, Lifting Index interpretation, UK MAC risk bands, and key regulatory citations for manual handling risk assessment.
Details
Publisher: SmartQHSE Ltd (https://www.smartqhse.com)
License: CC BY 4.0
Format: CSV (UTF-8)
DOI: 10.5281/zenodo.20446741
Landing page:… See the full description on the dataset page: https://huggingface.co/datasets/SmartQHSE/manual-handling-niosh-lifting-2026.