rhino_health.lib.metrics.statistics_tests

Module Contents

Classes

ChiSquare	A metric that calculates the Chi-Square test for multiple Datasets.
Pearson	A metric that calculates the Pearson Correlation Coefficient for multiple Datasets.
ICC	A metric that calculates the Intraclass Correlation Coefficient for multiple Datasets.
Spearman	A metric that calculates Spearman's Rank Correlation Coefficient for multiple Datasets.
Wilcoxon	A metric that calculates the Wilcoxon signed rank test for multiple Datasets.
TTest	A metric that calculates the T test for multiple Datasets.
OneWayANOVA	A metric that calculates the T test for multiple Datasets.

class rhino_health.lib.metrics.statistics_tests.ChiSquare(**kwargs)

Bases: rhino_health.lib.metrics.base_metric.AggregatableMetric

A metric that calculates the Chi-Square test for multiple Datasets.

variable: rhino_health.lib.metrics.filter_variable.FilterVariableTypeOrColumnName

variable_1: rhino_health.lib.metrics.filter_variable.FilterVariableTypeOrColumnName

variable_2: rhino_health.lib.metrics.filter_variable.FilterVariableTypeOrColumnName

class rhino_health.lib.metrics.statistics_tests.Pearson(**kwargs)

Bases: rhino_health.lib.metrics.base_metric.AggregatableMetric

A metric that calculates the Pearson Correlation Coefficient for multiple Datasets.

variable_1: rhino_health.lib.metrics.filter_variable.FilterVariableTypeOrColumnName

variable_2: rhino_health.lib.metrics.filter_variable.FilterVariableTypeOrColumnName

class rhino_health.lib.metrics.statistics_tests.ICC(**kwargs)

Bases: rhino_health.lib.metrics.base_metric.AggregatableMetric

A metric that calculates the Intraclass Correlation Coefficient for multiple Datasets.

variable_1: rhino_health.lib.metrics.filter_variable.FilterVariableTypeOrColumnName

variable_2: rhino_health.lib.metrics.filter_variable.FilterVariableTypeOrColumnName

class rhino_health.lib.metrics.statistics_tests.Spearman(**kwargs)

Bases: rhino_health.lib.metrics.base_metric.AggregatableMetric

A metric that calculates Spearman’s Rank Correlation Coefficient for multiple Datasets.

variable_1: rhino_health.lib.metrics.filter_variable.FilterVariableTypeOrColumnName

variable_2: rhino_health.lib.metrics.filter_variable.FilterVariableTypeOrColumnName

class rhino_health.lib.metrics.statistics_tests.Wilcoxon(**kwargs)

Bases: rhino_health.lib.metrics.base_metric.AggregatableMetric

A metric that calculates the Wilcoxon signed rank test for multiple Datasets.

variable: rhino_health.lib.metrics.filter_variable.FilterVariableTypeOrColumnName

abs_values_variable: rhino_health.lib.metrics.filter_variable.FilterVariableTypeOrColumnName

class rhino_health.lib.metrics.statistics_tests.TTest(**kwargs)

Bases: rhino_health.lib.metrics.base_metric.AggregatableMetric

A metric that calculates the T test for multiple Datasets. The methods used is the Welch’s t-test (equal or unequal sample sizes, unequal variances).

numeric_variable: rhino_health.lib.metrics.filter_variable.FilterVariableTypeOrColumnName

categorical_variable: rhino_health.lib.metrics.filter_variable.FilterVariableTypeOrColumnName

class rhino_health.lib.metrics.statistics_tests.OneWayANOVA(**kwargs)

Bases: rhino_health.lib.metrics.base_metric.AggregatableMetric

A metric that calculates the T test for multiple Datasets. If the numeric variable data column has nans, they will be ignored.

variable: rhino_health.lib.metrics.filter_variable.FilterVariableTypeOrColumnName

numeric_variable: rhino_health.lib.metrics.filter_variable.FilterVariableTypeOrColumnName

categorical_variable: rhino_health.lib.metrics.filter_variable.FilterVariableTypeOrColumnName