Bathymetry Metrics

sensingpy.bathymetry.metrics provides the ValidationSummary dataclass for storing and reporting error statistics from bathymetry model validation.

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ValidationSummary

ValidationSummary dataclass

ValidationSummary(model: ndarray, in_situ: ndarray)

Class to estimate error and metrics from true and pred values.

Attributes:

Name	Type	Description
model	ndarray	Predicted/modeled depth values
in_situ	ndarray	In-situ (ground truth) depth measurements

Attributes

model instance-attribute

model: ndarray

in_situ instance-attribute

in_situ: ndarray

error property

error: ndarray

error = pred - true

MSD property

MSD: float

Mean Sample Differences = pred - true

MAE property

MAE: float

Mean Absolute Error

MedAE property

MedAE: float

Median Absolute Error

RMSE property

RMSE: float

Root Mean Squared Error

RMedSE property

RMedSE: float

Root Median Squared Error

Abs_std property

Abs_std: float

Absolute std error

N property

N: float

Number of errors