Published November 30, 2019 | Version 1.0.0
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Temperature and rainfall datasets for the paper "STConvS2S: Spatiotemporal Convolutional Sequence to Sequence Network for weather forecasting"

Description

This page includes spatiotemporal datasets used in the paper STConvS2S: Spatiotemporal Convolutional Sequence to Sequence Network for weather forecasting.

ARIMA and deep learning models use datasets, as follow:

  • ARIMA models

baseline-chirps-1981-2019.nc (rainfall data)
baseline-ucar-1979-2015.nc (temperature data)

  • Deep learning models:

5-step ahead:

dataset-chirps-1981-2019-seq5-ystep5.nc (rainfall data)
dataset-ucar-1979-2015-seq5-ystep5.nc (temperature data)

15-step ahead:

dataset-chirps-1981-2019-seq5-ystep15.nc (rainfall data)
dataset-ucar-1979-2015-seq5-ystep15.nc (temperature data)

Files

Files (14.8 GB)

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md5:dc726eea447b63b38460d0a09a56c5a7
139.8 MB Download
md5:a1698932eb1bacdea16ef31fed443cb0
221.6 MB Download
md5:938a66e45fed012e20dba128809a861a
4.2 GB Download
md5:3b1ae5c16b83e08e45ce021c3a2e1052
1.4 GB Download
md5:6ec5315b9cb8dd5729ee1a87dbff82e7
6.6 GB Download
md5:f5f1816b692fde89d2827115656089a5
2.2 GB Download