simulate_data

Functions that generate data sets used in examples

Functions

create_series([n, amplitude, length_scale, ...])	Returns numpy tile with generated seasonality data repeated over multiple years
generate_ancova_data([N, ...])	Generate ANCOVA eample data
generate_did()	Generate Difference in Differences data
generate_geolift_data()	Generate synthetic data for a geolift example.
generate_multicell_geolift_data()	Generate synthetic data for a geolift example.
generate_regression_discontinuity_data([N, ...])	Generate regression discontinuity example data
generate_seasonality([n, amplitude, ...])	Generate monthly seasonality by sampling from a Gaussian process with a Gaussian kernel, using numpy code
generate_synthetic_control_data([N, ...])	Generates data for synthetic control example.
generate_time_series_data([N, ...])	Generates interrupted time series example data
generate_time_series_data_seasonal(...)	Generates 10 years of monthly data with seasonality
generate_time_series_data_simple(treatment_time)	Generate simple interrupted time series data, with no seasonality or temporal structure.
periodic_kernel(x1, x2[, period, ...])	Generate a periodic kernal for gaussian process