datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
vietspeech-train-streamingdynamic_systems_pretrain
Example Code for Using the Dataset
import numpy as np
from torch.utils.data import Dataset
from datasets import load_dataset
class PretrainDataset(Dataset):
def __init__(self, window_size=4096, nvar=11):
self.window_size = window_size
self.nvar = nvar
# init dataset
self.ds = load_dataset("mosaic-laboratory/dynamic_systems_pretrain")
def __len__(self):
return sum([len(self.ds[k]) for k in self.ds.keys()])
def __getitem__(self… See the full description on the dataset page: https://huggingface.co/datasets/mosaic-laboratory/dynamic_systems_pretrain.Long-RVOS
Long-RVOS: A Comprehensive Benchmark for Long-term Referring Video Object Segmentation
GitHub Repository: https://github.com/iSEE-Laboratory/Long_RVOS
Project Page: https://isee-laboratory.github.io/Long-RVOS/
Paper: arXiv:2505.12702
Dataset Description
Dataset Summary
Long-RVOS is the first large-scale long-term referring video object segmentation benchmark, containing 2,000+ videos with an average duration exceeding 60 seconds. The dataset addresses… See the full description on the dataset page: https://huggingface.co/datasets/iSEE-Laboratory/Long-RVOS.feasibility-cn-en
Feasibility Chinese → English
Full CoVoST 2 zh-CN → en subset, packaged for diffusion-speech-recognition.
Split
Examples
Audio hours
train
7,085
10.44
validation
4,843
7.90
test
4,898
8.24
Schema
id: string, unique WAV filename; equals audio.path for the project's ID-to-audio mapping.
chinese: original Chinese transcript, preserved without normalization.
english: official English translation, preserved without normalization.
audio: Hugging… See the full description on the dataset page: https://huggingface.co/datasets/aiai-laboratory/feasibility-cn-en.E3.H2-Synthetic_Hospital_Operations_Environment
Auric Grid Synthetic Hospital Operations Environment
Dataset Descriptor
Dataset ID: E3.H2
Dataset Title: Auric Grid Synthetic Hospital Operations Environment
Dataset Version: E3.H2.v1
Organization: Auric Grid Laboratory
Domain: Hospital operations, patient-flow, and capacity analytics
Population: 50,000 unique synthetic patients
Synthetic operational period: 2031-01-01 to 2031-12-31 (365 days, arbitrary calendar year, not tied to any real events)
Files:… See the full description on the dataset page: https://huggingface.co/datasets/AuricGrid-Laboratory/E3.H2-Synthetic_Hospital_Operations_Environment.laboratory-reagent-supply
Laboratory Reagent Supply (Reagent Availability, Equipment, Diagnostic Access, Stockouts) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/laboratory-reagent-supply.OK_VOS
OK-VOS: A Video Object Segmentation Benchmark Requiring Outside Knowledge
Existing language-guided segmentation benchmarks always assume that the user inputs already provide all necessary evidence for identifying the target objects. While reasoning segmentation benchmarks emphasize world knowledge, they tend to involve only basic common sense (e.g., "which food is rich in Vitamin C"). These simplified settings fail to reflect the real-world scenarios that often involve up-to-date… See the full description on the dataset page: https://huggingface.co/datasets/iSEE-Laboratory/OK_VOS.asia-who-medical-and-pathology-laboratory-technicians
Medical and Pathology Laboratory Technicians (number) | Asia (WHO GHO)
🌏 221 observations · 32 Asia countries · 1983–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 221 observations of Medical and Pathology Laboratory Technicians (number) data across 32 Asia countries, spanning 1983–2024, covering 1 distinct indicators.
About the source
Source: WHO Global Health Observatory
Publisher: World Health Organization
License:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-who-medical-and-pathology-laboratory-technicians.africa-synth-hematology-laboratory-services-all
Hematology Laboratory Services | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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-hematology-laboratory-services-all.VietSpeech-testLaboratoryThis dataset is divided into two subsets: real_data and synthetic_data.
Real data:
The real_data subset is further divided into three splits {simple, moderate, challenging}, corresponding to three different videos. Each split contains the following:
A folder with the images of each frame of the video: imgs_{simple, moderate, challenging}
A folder containing a .txt file for each frame, where each row corresponds to an object of interest with its bounding box annotation in YOLO… See the full description on the dataset page: https://huggingface.co/datasets/jjldo21/Laboratory.africa-synth-laboratory-workforce-training-all
Laboratory Workforce & Training | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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-laboratory-workforce-training-all.africa-synth-laboratory-information-systems-all
Laboratory Information Systems | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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 Dataset Covers
Public datasets… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-laboratory-information-systems-all.africa-synth-tuberculosis-tb-laboratory-diagnostics-all
TB Laboratory Diagnostics | Africa (World Health Organization)
Size category: 10K<n<100K - Formats: csv - 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 help analysts inspect… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-tuberculosis-tb-laboratory-diagnostics-all.europe-who-medical-and-pathology-laboratory-technicians
Medical and Pathology Laboratory Technicians (number) | Europe (WHO GHO)
🇪🇺 28 observations · 13 Europe countries · 2000–2024 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 28 observations of Medical and Pathology Laboratory Technicians (number) data across 13 Europe countries, spanning 2000–2024, covering 1 distinct indicators.
About the source
Source: WHO Global Health Observatory
Publisher: World Health Organization… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-who-medical-and-pathology-laboratory-technicians.Scientific-Laboratory-Instrument-Readout-Recognition-Dataset
Scientific Laboratory Instrument Readout Recognition Dataset
In modern scientific research, laboratory instruments are key sources of data acquisition, while manual recording of instrument readouts is inefficient and prone to errors. Traditional solutions such as manual transcription and basic OCR technology often prove inadequate when dealing with complex backgrounds, reflections, and multiple fonts of scientific instrument readings. This dataset aims to solve the problem of… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Scientific-Laboratory-Instrument-Readout-Recognition-Dataset.E1.S1-Synthetic-Sports-Cardiology-Arrhythmia
Dataset README
This README documents the structure of the four original source files, exactly as provided. No columns, values, or records have been altered — this is a structural reference only.
Important note: these four files represent two separate, non-overlapping patient cohorts (verified: zero shared Patient_ID values between the two groups):
Cohort A — Lipid/CVD cohort: static_features-2.csv + dynamic_features-2.csv
Cohort B — Sports Cardiology cohort:… See the full description on the dataset page: https://huggingface.co/datasets/AuricGrid-Laboratory/E1.S1-Synthetic-Sports-Cardiology-Arrhythmia.E3.H3-Hospital_Revenue_Cycle_Claims_Environment
E3.H3 — Auric Grid Synthetic Hospital Revenue Cycle & Claims Environment
Dataset ID: E3.H3
Dataset Version: E3.H3.v1
Dataset Title: Auric Grid Synthetic Hospital Revenue Cycle & Claims Environment
Owner: Auric Grid Laboratory
Population: 50,000 unique synthetic patients (AGP00000001–AGP00050000)
Data window: 2023-01-01 through 2026-07-15 (snapshot / extraction date)
This dataset consists entirely of synthetic healthcare and financial data. It does not represent real patients… See the full description on the dataset page: https://huggingface.co/datasets/AuricGrid-Laboratory/E3.H3-Hospital_Revenue_Cycle_Claims_Environment.africa-synth-laboratory-quality-management-all
Laboratory Quality Management | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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 help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-laboratory-quality-management-all.love-r1-trainThis repository contains the dataset of the paper LOVE-R1: Advancing Long Video Understanding with an Adaptive Zoom-in Mechanism via Multi-Step Reasoning.
Code: https://github.com/HumanMLLM/LOVE-R1
If you find our work helpful for your research, please consider citing our paper.
@article{fu2025lover1,
title={LOVE-R1: Advancing Long Video Understanding with an Adaptive Zoom-in Mechanism via Multi-Step Reasoning},
author={Fu, Shenghao and Yang, Qize and Li, Yuan-Ming and Wei, Xihan and Xie… See the full description on the dataset page: https://huggingface.co/datasets/iSEE-Laboratory/love-r1-train.billiard-real-to-simulateafrica-who-medical-and-pathology-laboratory-technicians
Africa — WHO GHO: Medical and Pathology Laboratory Technicians (number) | Africa (World Health Organization)
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.
What This Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-who-medical-and-pathology-laboratory-technicians.africa-who-medical-and-pathology-laboratory-scientists
Africa — WHO GHO: Medical and Pathology Laboratory scientists (number) | Africa (World Health Organization)
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.
What This Dataset Covers
Health… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-who-medical-and-pathology-laboratory-scientists.vietspeech-validation-translatedweekly-rates-of-laboratory-confirmed-rsv-hospitali
Weekly Rates of Laboratory-Confirmed RSV Hospitalizations from the RSV-NET Surveillance System
Description
The Respiratory Syncytial Virus Hospitalization Surveillance Network (RSV-NET) is a network that conducts active, population-based surveillance for laboratory-confirmed RSV-associated hospitalizations in children younger than 18 years of age and adults. RSV-NET, along with the Coronavirus Disease 2019 (COVID-19) Hospitalization Surveillance Network (COVID-NET) an the… See the full description on the dataset page: https://huggingface.co/datasets/HHS-Official/weekly-rates-of-laboratory-confirmed-rsv-hospitali.africa-who-laboratory
Africa — WHO GHO: Laboratory | Africa (World Health Organization)
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.
What This Dataset Covers
Health datasets help researchers examine disease… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-who-laboratory.asia-who-medical-and-pathology-laboratory-scientists
Medical and Pathology Laboratory scientists (number) | Asia (WHO GHO)
🌏 141 observations · 28 Asia countries · 1983–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 141 observations of Medical and Pathology Laboratory scientists (number) data across 28 Asia countries, spanning 1983–2024, covering 1 distinct indicators.
About the source
Source: WHO Global Health Observatory
Publisher: World Health Organization
License:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-who-medical-and-pathology-laboratory-scientists.europe-who-laboratory
Laboratory | Europe (WHO GHO)
🇪🇺 125 observations · 42 Europe countries · 2021–2023 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 125 observations of Laboratory data across 42 Europe countries, spanning 2021–2023, covering 1 distinct indicators.
About the source
Source: WHO Global Health Observatory
Publisher: World Health Organization
License: cc-by-4.0
Topic: Laboratory
Geographic coverage
42 Europe… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-who-laboratory.rates-of-laboratory-confirmed-rsv-covid-19-and-flu
Rates of Laboratory-Confirmed RSV, COVID-19, and Flu Hospitalizations from the RESP-NET Surveillance Systems
Description
The Respiratory Virus Hospitalization Surveillance Network (RESP-NET) is a network that conducts, active, population-based surveillance for laboratory confirmed hospitalizations associated with Influenza, COVID-19, and RSV. The RESP-NET platforms have overlapping surveillance areas and use similar methods to collect data. Hospitalization rates show how… See the full description on the dataset page: https://huggingface.co/datasets/HHS-Official/rates-of-laboratory-confirmed-rsv-covid-19-and-flu.Robotic_Vision_Laboratory_ur5_v30