atmospy.air_sensor_stats

atmospy.air_sensor_stats(actual, predicted)

Compute the statistical measures required by EPA for Air Sensor NSIM evaluation per their guidebooks.

Parameters:

actualnp.ndarray

An array of numeric types with the reference values (i.e., y_true in sklearn language).

predictednp.ndarray

An array of numeric types with the air sensor values (i.e., y_pred in sklearn language).

Returns:

results: SensorStatsResults

An instance of the SensorStatsResults dataclass with fit data results including slope, intercept, MAE, RMSE, NRMSE, NOBS, and Pearson-R2.