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Open Benchmark for Spatial Representations for Artificial Intelligence

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GEO_EDA

Repository Structure

preprocessing/
├─ Forsquare/
│  ├─ forsquare_preprocessing.py
├─ Gowalla/
├─ .../
postprocessing/
├─ Forsquare/
│  ├─ forsquare_hf_loader_postprocessing.py
├─ Gowalla/
├─ .../

Datasets Overview

List of the most popular datasets for geospatial data analysis and machine learning.

Task Dataset Count
Trajectory Prediction Geolife 11
Porto Taxi 10
Foursquare 10
OSM Road Network 4
SIGSPATIAL Cup 2021 4
DiDi GAIA Open Data 4
T-Drive 4
POI Prediction Foursquare 10
Gowalla 9
SafeGraph 4
EV Charging Stations Dataset 2
Beijing-POI 2
US-Accidents 2
Places8 2
Regression House Sales in King County 2
Police Department Incidents Data Set 1
Philadelphia Crime 1
Chicago Crime 1
Zillow 1
PySAL 1
New York City Airbnb 1
Traffic Flow Prediction NGSIM 1
Chengdu 1
Haikou 1
PEMS08 1
PEMSD4 1
PEMSD8 1
Speed Prediction METR-LA 6
PEMS_BAY 1
Los-loop 1
HDD (Honda Research Institute Driving Dataset) 1
Trajectory Similarity GISCUP'17 2
GeeseFlights 1
Traffic Prediction METR-LA 6
Los-loop 1

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