validated_datasets#

Validated dataset classes for time series forecasting.

Specialized dataset classes with domain-specific validation for different stages of the forecasting pipeline. These datasets inherit from TimeSeriesDataset and add validation to catch data quality issues early.

Classes#

EnergyComponentDataset(data[, ...])

Time series dataset for energy generation by component type.

EnsembleForecastDataset(data[, ...])

First stage output format for ensemble forecasters.

ForecastDataset(data[, sample_interval, ...])

Time series dataset containing probabilistic forecasts with quantile estimates.

ForecastInputDataset(data[, ...])

Time series dataset for forecasting with validated target column.