Datasets

The package provides easy access to many time series datasets.

List of Datasets

Dataset Name

API

Description

UCR Dataset

tsgm.utils.UCRDataManager

https://www.cs.ucr.edu/%7Eeamonn/time_series_data_2018/

Mauna Loa

tsgm.utils.get_mauna_loa()

https://gml.noaa.gov/ccgg/trends/data.html

EEG & Eye state

tsgm.utils.get_eeg()

https://archive.ics.uci.edu/ml/datasets/EEG+Eye+State

Power consumption dataset

tsgm.utils.get_power_consumption()

https://archive.ics.uci.edu/ml/datasets/individual+household+electric+power+consumption

Stock data

tsgm.utils.get_stock_data(ticker_name)

Gets historical stock data from YFinance

COVID-19 over the US

tsgm.utils.get_stock_data(ticker_name)

https://github.com/AlexanderVNikitin/covid19-on-graphs

Energy Data (UCI)

tsgm.utils.get_energy_data

https://archive.ics.uci.edu/ml/datasets/Appliances+energy+prediction

MNIST as time series

tsgm.utils.get_mnist_data

https://en.wikipedia.org/wiki/MNIST_database

Samples from GPs

tsgm.utils.get_gp_samples_data

https://en.wikipedia.org/wiki/Gaussian_process

Physionet 2012

tsgm.utils.get_physionet2012

https://archive.physionet.org/pn3/challenge/2012/