Examples

General examples

General-purpose and introductory examples for pmdarima. These examples are designed to introduce you to the package style and layout.

Simple auto_arima model

Simple auto_arima model

Pipelines with auto_arima

Pipelines with auto_arima

ARIMA examples

Examples of how to use the pmdarima.arima module to fit timeseries models.

Persisting an ARIMA model

Persisting an ARIMA model

Fitting an auto_arima model

Fitting an auto_arima model

Adding new observations to your model

Adding new observations to your model

Seasonal decomposition of your time-series

Seasonal decomposition of your time-series

Datasets examples

Examples of how to use the pmdarima.datasets module to conveniently load toy time series data for model benchmarking and experimentation.

Dataset loading

Dataset loading

Cross-validation examples

Examples of how to use the pmdarima.model_selection module to fit timeseries models in a cross-validated fashion.

Cross-validation predictions

Cross-validation predictions

Cross-validating your time series models

Cross-validating your time series models

Preprocessing examples

Examples of how to use the pmdarima.preprocessing module to transform your time series or exog features inside or outside of a pipeline.

Modeling quasi-seasonal trends with date features

Modeling quasi-seasonal trends with date features

Utils examples

Examples of how to use the pmdarima.utils module to plot timeseries data, difference arrays, and more.

Array concatenation

Array concatenation

Displaying key timeseries statistics

Displaying key timeseries statistics

Array differencing

Array differencing