wind_validation.ts.metrics.TimeSeriesMetrics
- class wind_validation.ts.metrics.TimeSeriesMetrics[source]
Stores specific timeseries metrics function mappings
There is two suits of metrics available, basic and all. The list of metrics calculated for these are listed below. One can also pick any of the tuples below to calculate only that metric.
“basic”:
(“wind_speed”, “pearson_r”)
(“wind_speed”, “spearman_r”)
(“wind_speed”, “r2”)
(“wind_speed”, “me”)
(“wind_speed”, “mpe”)
(“wind_speed”, “rmse”)
(“wind_speed”, “mae”)
(“wind_speed”, “mape”)
(“wind_direction”, “cme”)
(“wind_direction”, “cmae”)
(“power_density”, “me”)
(“power_density”, “mpe”)
(“power_density”, “mae”)
(“power_density”, “mape”)
(“air_density”, “mpe”)
“all”, all of the “basic” metrics but also including:
(“wind_speed”, “pearson_r_p_value”)
(“wind_speed”, “pearson_r_eff_p_value”)
(“wind_speed”, “spearman_r_p_value”)
(“wind_speed”, “spearman_r_eff_p_value”)
(“wind_speed”, “effective_sample_size”)
(“wind_speed”, “mse”)
(“wind_speed”, “median_absolute_error”)
(“wind_speed”, “smape”)
(“wind_direction”, “crmse”)
(“wind_direction”, “circular_median_absolute_error”)
Methods
__init__()Attributes