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Time series datasets

archive 2025-07-28

294 datasets carry the modality tag "Time series", ordered by the archive's paper count. Page 1 of 7: 48 shown of 294. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Time series datasets 1–48 of 294

ETT (Electricity Transformer Temperature)

The Electricity Transformer Temperature (ETT) is a crucial indicator in the electric power long-term deployment.

Time series Time Series Forecasting Multivariate Time Series Forecasting Time Series GLinear Univariate Time Series Forecasting Multivariate Time Series Forecastingm

321 papers · 20 benchmarks

HAR (Human Activity Recognition Using Smartphones)

The Human Activity Recognition Dataset has been collected from 30 subjects performing six different activities (Walking, Walking Upstairs, Walking Downstairs, Sitting, Standing, Laying).

Time series Image Clustering Human Activity Recognition Recognizing And Localizing Human Actions

307 papers · 3 benchmarks

Exchange (Exchange Rate Multivariate)

Daily exchange rates of eight countries’ currencies against the US dollar, spanning from 1990 to 2010 with 7588 timesteps in total.

Time series Time Series Forecasting

192 papers · 0 benchmarks

PAMAP2

The PAMAP2 Physical Activity Monitoring dataset contains data of 18 different physical activities (such as walking, cycling, playing soccer, etc.), performed by 9 subjects wearing 3 inertial measurement units and a heart rate monitor.

Time series Human Activity Recognition

176 papers · 1 benchmark

SMAP (Soil Moisture Active Passive)

Soil Moisture Active Passive (SMAP) dataset is a dataset of soil samples and telemetry information using the Mars rover by NASA.

Time series Unsupervised Anomaly Detection Time Series Anomaly Detection

127 papers · 2 benchmarks

The M4 dataset is a collection of 100,000 time series used for the fourth edition of the Makridakis forecasting Competition.

Time series Time Series Forecasting Meta-Learning

110 papers · 0 benchmarks

NAB (Numenta Anomaly Benchmark)

The First Temporal Benchmark Designed to Evaluate Real-time Anomaly Detectors Benchmark The growth of the Internet of Things has created an abundance of streaming data.

Time series Anomaly Detection

66 papers · 1 benchmark

Shifts

The Shifts Dataset is a dataset for evaluation of uncertainty estimates and robustness to distributional shift.

Texts Time series Machine Translation Weather Forecasting Self-Driving Cars

55 papers · 1 benchmark

PeMSD8

This dataset contains the traffic data in San Bernardino from July to August in 2016, with 170 detectors on 8 roads with a time interval of 5 minutes.

Time series Time Series Forecasting Multivariate Time Series Forecasting Traffic Prediction Correlated Time Series Forecasting

44 papers · 1 benchmark

UK-DALE

UK-DALE is an open-access dataset from the UK recording Domestic Appliance-Level Electricity to conduct research on disaggregation algorithms, with data describing not just the aggregate demand per building but also the ground truth'…

Time series

43 papers · 0 benchmarks

UCR Time Series Classification Archive

The UCR Time Series Archive - introduced in 2002, has become an important resource in the time series data mining community, with at least one thousand published papers making use of at least one data set from the archive.

Audio Time series Time Series Classification Audio Classification ECG Classification Time Series Clustering Time Series Averaging

42 papers · 2 benchmarks

Argoverse 2 Motion Forecasting

The Argoverse 2 Motion Forecasting Dataset is a curated collection of 250,000 scenarios for training and validation.

Graphs Time series Autonomous Vehicles Trajectory Prediction Autonomous Driving Motion Forecasting 3D Object Tracking Self-Driving Cars+1 tasks

39 papers · 0 benchmarks

PeMS04

PeMS04 is a traffic forecasting benchmark.

Time series Time Series Forecasting Multivariate Time Series Forecasting Traffic Prediction Fine-Grained Urban Flow Inference Correlated Time Series Forecasting

37 papers · 2 benchmarks

METR-LA

METR-LA is a dataset for traffic prediction.

Time series Time Series Forecasting Multivariate Time Series Forecasting Traffic Prediction Multivariate Time Series Imputation Correlated Time Series Forecasting

36 papers · 3 benchmarks

stocknet (stocknet-dataset)

stocknet-dataset This repository releases a comprehensive dataset for stock movement prediction from tweets and historical stock prices.

Texts Time series Time Series Stock Market Prediction Stock Prediction Text-Based Stock Prediction

36 papers · 1 benchmark

MotionSense

This dataset includes time-series data generated by accelerometer and gyroscope sensors (attitude, gravity, userAcceleration, and rotationRate).

Time series Activity Recognition Imputation Self-Supervised Learning

35 papers · 0 benchmarks

PEMS-BAY

PEMS-BAY is a dataset for traffic prediction.

Time series Time Series Forecasting Multivariate Time Series Forecasting Traffic Prediction Correlated Time Series Forecasting

34 papers · 2 benchmarks

Electricity (Individual household electric power consumption Data Set)

Abstract: Measurements of electric power consumption in one household with a one-minute sampling rate over a period of almost 4 years.

Time series Time Series Analysis Multivariate Time Series Forecasting GLinear Core set discovery Multivariate Time Series Imputation Correlated Time Series Forecasting+1 tasks

32 papers · 6 benchmarks

Appliances Energy (Appliances Energy Prediction)

This dataset details the energy consumption of appliances in a low-energy building over 4.5 months.

Time series Time Series Forecasting Time Series Regression

27 papers · 0 benchmarks

PeMSD7

PeMSD7 is traffic data in District 7 of California consisting of the traffic speed of 228 sensors while the period is from May to June in 2012 (only weekdays) with a time interval of 5 minutes.

Time series Time Series Forecasting Multivariate Time Series Forecasting Traffic Prediction Correlated Time Series Forecasting

26 papers · 2 benchmarks

LargeST (LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting)

In this work, we propose LargeST as a new benchmark dataset (see Figure 1), with the goal of facilitating the development of accurate and efficient methods in the context of large-scale traffic forecasting.

Time series Traffic Prediction

25 papers · 1 benchmark

PeMS07

PeMS07 is a traffic forecasting benchmark.

Time series Time Series Forecasting Multivariate Time Series Forecasting Traffic Prediction Correlated Time Series Forecasting

25 papers · 1 benchmark

BEAT2 (BEAT-SMPLX-FLAME)

We propose EMAGE, a framework to generate full-body human gestures from audio and masked gestures, encompassing facial, local body, hands, and global movements.

Texts Audio 3d meshes Time series 3D Face Animation Gesture Generation

23 papers · 2 benchmarks

WeatherBench 2

WeatherBench 2 is an update to the global, medium-range (1–14 day) weather forecasting benchmark proposed by raspweatherbench2020, designed with the aim to accelerate progress in data-driven weather modeling.

Time series

23 papers · 0 benchmarks

Weibo

Time series Information Cascade Popularity Prediction

23 papers · 0 benchmarks

EasyCom

The Easy Communications (EasyCom) dataset is a world-first dataset designed to help mitigate the cocktail party effect from an augmented-reality (AR) -motivated multi-sensor egocentric world view.

Images Videos Audio Time series Speech Dialog RGB Video Speech Recognition Speech Enhancement Face Clustering Active Speaker Localization

22 papers · 4 benchmarks

rounD Dataset (The Roundabout Drone Dataset)

The rounD dataset introduces a fresh compilation of natural road user trajectory data from German roundabouts, gathered using drone technology to navigate past usual challenges such as occlusions inherent in traditional traffic data…

Time series Tracking Trajectory Prediction Trajectory Forecasting Trajectory Planning Trajectory Modeling Trajectory Clustering

19 papers · 0 benchmarks

Traffic (Traffic Flow Forecasting Data Set)

Abstract: The task for this dataset is to forecast the spatio-temporal traffic volume based on the historical traffic volume and other features in neighboring locations.

Time series Multivariate Time Series Forecasting GLinear

16 papers · 2 benchmarks

MMPD (Multi-Domain Mobile Video Physiology Dataset)

The Multi-domain Mobile Video Physiology Dataset (MMPD), comprising 11 hours(1152K frames) of recordings from mobile phones of 33 subjects.

Images Videos Medical Time series Heart rate estimation Photoplethysmography (PPG) heart rate estimation

14 papers · 0 benchmarks

UCR Anomaly Archive

The UCR Anomaly Archive is a collection of 250 uni-variate time series collected in human medicine, biology, meteorology and industry.

Time series Anomaly Detection Time Series Anomaly Detection

14 papers · 2 benchmarks

4D-OR

4D-OR includes a total of 6734 scenes, recorded by six calibrated RGB-D Kinect sensors 1 mounted to the ceiling of the OR, with one frame-per-second, providing synchronized RGB and depth images.

Images Videos Graphs 3D Point cloud Medical Time series RGB-D RGB Video 3D Object Detection 3D Human Pose Estimation Panoptic Segmentation 2D Panoptic Segmentation Scene Graph Generation Video Panoptic Segmentation+2 tasks

11 papers · 3 benchmarks

DeepWriting

A new dataset of handwritten text with fine-grained annotations at the character level and report results from an initial user evaluation.

Images Time series Handwriting Recognition Style Transfer Handwriting generation

10 papers · 0 benchmarks

ECG Heartbeat Categorization Dataset

This dataset is composed of two collections of heartbeat signals derived from two famous PhysioNet datasets in heartbeat classification, the MIT-BIH Arrhythmia Dataset and the PTB Diagnostic ECG Database.

Time series Time Series Classification ECG Classification

10 papers · 0 benchmarks

PLAsTiCC (Photometric LSST Astronomical Time-Series Classification Challenge)

The PLAsTiCC dataset is a collection of simulated light curves from the Photometric LSST Astronomical Time-Series Classification Challenge.

Time series Time Series Classification Astronomy

10 papers · 0 benchmarks

UEA time-series datasets (UEA time-series datasets for series-level anomaly detection)

Five datasets used in NeurTraL-AD paper: \textit{RacketSports (RS).} Accelerometer and gyroscope recording of players playing four different racket sports.

Time series Anomaly Detection

10 papers · 1 benchmark

UI-PRMD (University of Idaho – Physical Rehabilitation Movement Dataset)

UI-PRMD is a data set of movements related to common exercises performed by patients in physical therapy and rehabilitation programs.

Biomedical Time series Actions Action Quality Assessment Action Assessment

10 papers · 2 benchmarks

EXPY-TKY (Expressway-Tokyo)

EXPY-TKY contains the traffic speed information and the corresponding traffic incident information in 10-minute interval for 1843 expressway road links in Tokyo over three months (2021/10∼2021/12).

Time series Traffic Prediction

9 papers · 1 benchmark

TSSB (Time Series Segmentation Benchmark)

The time series segmentation benchmark (TSSB) currently contains 75 annotated time series (TS) with 1-9 segments.

Time series Semantic Segmentation Time Series Analysis Change Point Detection

9 papers · 1 benchmark

VISUELLE

VISUELLE is a repository build upon the data of a real fast fashion company, Nunalie, and is composed of 5577 new products and about 45M sales related to fashion seasons from 2016-2019.

Images Texts Time series New Product Sales Forecasting

9 papers · 1 benchmark

Zenseact Open Dataset

The Zenseact Open Dataset (ZOD) is a large-scale and diverse multi-modal autonomous driving (AD) dataset, created by researchers at Zenseact.

Images Videos 3D Time series LiDAR

9 papers · 0 benchmarks

Wiki (Web Traffic Time Series Forecasting)

Context There's a story behind every dataset and here's your opportunity to share yours.

Time series Node Classification Link Prediction Node Clustering

8 papers · 3 benchmarks

WorldStrat (The WorldStrat Dataset: Open High-Resolution Satellite Imagery With Paired Multi-Temporal Low-Resolution)

Nearly 10,000 km² of free high-resolution and paired multi-temporal low-resolution satellite imagery of unique locations which ensure stratified representation of all types of land-use across the world: from agriculture to ice caps, from…

Images Time series Satellite Image Classification satellite image super-resolution

8 papers · 0 benchmarks

BCI Competition IV: ECoG to Finger Movements

Prediction of Finger Flexion IV Brain-Computer Interface Data Competition The goal of this dataset is to predict the flexion of individual fingers from signals recorded from the surface of the brain (electrocorticography (ECoG)).

Biomedical Medical Time series Brain Decoding

7 papers · 1 benchmark

ChangeSim

ChangeSim is a dataset aimed at online scene change detection (SCD) and more.

Images Videos Point cloud Time series RGB-D Change Detection Scene Change Detection

7 papers · 2 benchmarks

KITTI Odometry Benchmark

The odometry benchmark consists of 22 stereo sequences, saved in loss less png format: We provide 11 sequences (00-10) with ground truth trajectories for training and 11 sequences (11-21) without ground truth for evaluation.

Images Time series Pose Estimation Camera Pose Estimation

7 papers · 1 benchmark

NASA C-MAPSS (Turbofan Engine Degradation Simulation Data Set)

Engine degradation simulation was carried out using C-MAPSS.

Time series Decision Making Remaining Useful Lifetime Estimation reinforcement-learning

7 papers · 2 benchmarks

SEN12MS-CR-TS

SEN12MS-CR-TS is a multi-modal and multi-temporal data set for cloud removal.

Images Time series Hyperspectral images Image-to-Image Translation Image Reconstruction Image Denoising Image Dehazing Video Reconstruction Cloud Removal

7 papers · 1 benchmark

Tennessee Eastman Process

This dataset contains simulations of a complex, large-scale chemical plant proposed by Downs and Vogel (1993).

Time series Multi-Source Unsupervised Domain Adaptation

7 papers · 0 benchmarks

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.

Time series datasets

Filter 39 modality tags shown of 39, by dataset count; the full filter by modality, task and language is on /datasets

Time series datasets 1–48 of 294