Datasets

A few popular time series datasets.

Overall usage of this package:

from darts.datasets import AirPassengersDataset
ts: TimeSeries = AirPassengersDataset.load()

Univariate Datasets

• AirPassengersDataset - Monthly air passengers (1949-1960)

• AusBeerDataset - Quarterly beer production in Australia (1956-2008)

• HeartRateDataset - Heart rate measurements (1800 evenly-spaced points)

• MonthlyMilkDataset - Monthly milk production (1962-1975)

• MonthlyMilkIncompleteDataset - Monthly milk production with missing values (1962-1975)

• SunspotsDataset - Monthly sunspot numbers (1749-1983)

• TaylorDataset - Half-hourly electricity demand in England and Wales (2000)

• TaxiNewYorkDataset - Taxi passengers in New York (2014-2015)

• TemperatureDataset - Daily temperature in Melbourne (1981-1990)

• USGasolineDataset - Weekly U.S. gasoline product supply (1991-2021)

• WineDataset - Monthly wine sales in Australia (1980-1994)

• WoolyDataset - Quarterly woollen yarn production in Australia (1965-1994)

Multivariate Datasets

• AustralianTourismDataset - Monthly tourism numbers by region/reason in Australia

• ElectricityDataset - Electric power consumption (370 households, 15-min sampling)

• ElectricityConsumptionZurichDataset - Electricity consumption in Zurich with weather (2015-2022)

• EnergyDataset - Hourly energy consumption/generation/prices (2014-2018)

• ETTh1Dataset - Electricity transformer temperature (hourly, 2016-2018)

• ETTh2Dataset - Electricity transformer temperature (hourly, 2016-2018)

• ETTm1Dataset - Electricity transformer temperature (15-min, 2016-2018)

• ETTm2Dataset - Electricity transformer temperature (15-min, 2016-2018)

• ExchangeRateDataset - Daily exchange rates (8 countries, 1990-2016)

• GasRateCO2Dataset - Gas rate and CO2 measurements

• IceCreamHeaterDataset - Monthly sales of heaters and ice cream (2004-2020)

• ILINetDataset - Influenza-like illness patients (weekly, 1997-2022)

• TrafficDataset - Hourly road occupancy rates (862 sensors, 2015-2016)

• UberTLCDataset - Uber pickups by location (14.3M records, 2015)

• WeatherDataset - Weather indicators (21 components, 10-min, 2020)

• Datasets