spatiotemporal-data

tsl: a PyTorch library for processing spatiotemporal data.

PAMI is a Python library containing 100+ algorithms to discover useful patterns in various databases across multiple computing platforms. (Active)

[KDD 2024] "ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation"

Given a shapefile with time-annotated vector objects (e.g., building footprints + construction year), this script will automatically create an animated GIF illustrating the dynamics for a user-specified period of time

Repository for ''Contextualizing MLP-Mixers Spatiotemporally for Urban Data Forecast at Scale''

Laplacian-enhanced tensor learning for large-scale spatiotemporal traffic data kriging (estimation)

Conditional Latent Autoregressive Recurrent Model (CLARM) for learning spatiotemporal dynamics

Bayesian spatial regression with Meshed Gaussian Process

Official repository for the paper "Back to the Future: GNN-based NO2 Forecasting via Future Covariates" , IGARSS 2024

"Evaluation procedures for forecasting with spatio-temporal data" -- Mathematics (MDPI) 2021

A unified Python workflow for POD, MPOD, DMD, SPOD, PSD-POD, BSMD, and ST-POD on spatiotemporal data

Applied data science research adapting UK Met Office rain-cell tracking to Taiwan radar and 2.8M rain-gauge observations

Interactive benchmark for comparing trajectory embeddings through intrinsic and extrinsic evaluation for location prediction.

Pattern specifications: evolving phase-aware observers for agnostic structure discovery in spatiotemporal fields (JSA submission) — code, experiments, results

This is the GitHub repository for the preprint https://arxiv.org/pdf/2502.07111.

Reproducible pipeline for cleaning Kansas crash records (KCARS/KORA, 2013-2024) into ML- and geospatial-analysis-ready data for traffic safety research. Includes sample dataset, full documentation, and an interactive filter tool.

Reproducible soccer tracking-data research on off-ball movement and localized defensive reorganization across Metrica, IDSSE/DFL, and SkillCorner data.

🖼️ SpatioTemporal Visual Storyteller (STVS) 🖼️