whylogs.viz.utils.profile_viz_calculations

Module Contents

Functions

__calculate_variance(profile_jsons, feature_name)	Calculates variance for single feature
__calculate_coefficient_of_variation(profile_jsons, feature_name)	Calculates coefficient of variation for single feature
__calculate_sum(profile_jsons, feature_name)	Calculates sum for single feature
__calculate_quantile_statistics(feature, profile_jsons, feature_name)	Calculates sum for single feature
add_drift_val_to_ref_profile_json(target_profile, reference_profile, reference_profile_json)	Calculates drift value for reference profile based on profile type and inserts that data into reference profile
add_feature_statistics(feature, profile_json, feature_name)	Calculates different values for feature statistics

Attributes

categorical_types

whylogs.viz.utils.profile_viz_calculations.categorical_types

whylogs.viz.utils.profile_viz_calculations.__calculate_variance(profile_jsons, feature_name)

Calculates variance for single feature

Parameters

• profile_jsons (Profile summary serialized json) –

• feature_name (Name of feature) –

Returns

variance

Return type

Calculated variance for feature

whylogs.viz.utils.profile_viz_calculations.__calculate_coefficient_of_variation(profile_jsons, feature_name)

Calculates coefficient of variation for single feature

Parameters

• profile_jsons (Profile summary serialized json) –

• feature_name (Name of feature) –

Returns

coefficient_of_variation

Return type

Calculated coefficient of variation for feature

whylogs.viz.utils.profile_viz_calculations.__calculate_sum(profile_jsons, feature_name)

Calculates sum for single feature

Parameters

• profile_jsons (Profile summary serialized json) –

• feature_name (Name of feature) –

Returns

coefficient_of_variation

Return type

Calculated sum for feature

whylogs.viz.utils.profile_viz_calculations.__calculate_quantile_statistics(feature, profile_jsons, feature_name)

Calculates sum for single feature

Parameters

• profile_jsons (Profile summary serialized json) –

• feature_name (Name of feature) –

Returns

coefficient_of_variation

Return type

Calculated sum for feature

whylogs.viz.utils.profile_viz_calculations.add_drift_val_to_ref_profile_json(target_profile, reference_profile, reference_profile_json)

Calculates drift value for reference profile based on profile type and inserts that data into reference profile

Parameters

• target_profile (Target profile) –

• reference_profile (Reference profile) –

• reference_profile_json (Reference profile summary serialized json) –

Returns

reference_profile_json

Return type

Reference profile summary serialized json with drift value for every feature

whylogs.viz.utils.profile_viz_calculations.add_feature_statistics(feature, profile_json, feature_name)

Calculates different values for feature statistics

Parameters

• feature –

• profile_json (Profile summary serialized json) –

• feature_name (Name of feature) –

Returns

feature

Return type

Feature data with appended values for statistics report