simpleml.metrics.classification module¶

Module for classification metrics https://en.wikipedia.org/wiki/Confusion_matrix

Includes base class and derived metrics following the nomenclature:

ConstraintValueMetric

Where:

Constraint is the lookup criteria (ex FPR in ROC curve) Value is desired value (ex TPR in ROC curve)

This module is organized by metric and prediction dependencies:

Base classes with methods and utilities
Aggregate Metrics (single value output)

2a) Single values computed via Predict method (operating points) 2b) Single values computed via proba method (agg over curve)
Curve Metrics (constraint: value)

3a) Threshold: confusion matrix metrics 3b) confusion matrix metrics: threshold or other metrics

class simpleml.metrics.classification.AccuracyMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.BinaryClassificationMetric(dataset_split, **kwargs)[source]¶

Bases: simpleml.metrics.classification.ClassificationMetric

accuracy¶: Convenience property for the Accuracy Rate (TP+TN/TP+FP+TN+FN)

author¶

confusion_matrix¶: Property method to return (or generate) dataframe of confusion matrix at each threshold

create_confusion_matrix()[source]¶: Iterate through each threshold and compute confusion matrix

created_timestamp¶

static dedupe_curve(keys, values, maximize=True, round_places=3)[source]¶

Method to deduplicate multiple values for the same key on a curve (ex multiple thresholds with the same fpr and different tpr for roc)

Parameters:	maximize – Boolean, whether to choose the maximum value for each unique key or the minimum

f1¶: Convenience property for the F1 Score (2*TP/2*TP+FP+FN)

false_discovery_rate¶: Convenience property for the False Discovery Rate (FP/FP+TP)

false_negative_rate¶: Convenience property for the False Negative Rate (FN/TP+FN)

false_omission_rate¶: Convenience property for the False Omission Rate (FN/TN+FN)

false_positive_rate¶: Convenience property for the False Positive Rate (FP/FP+TN)

filepaths¶

has_external_files¶

hash_¶

id¶

informedness¶: Convenience property for the Informedness (TPR+TNR-1)

markedness¶: Convenience property for the Markedness (PPV+NPV-1)

matthews_correlation_coefficient¶: Convenience property for the Matthews Correlation Coefficient (TP*TN-FP*FN/((FP+TP)*(TP+FN)*(TN+FP)*(TN+FN))^0.5)

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

negative_predictive_value¶: Convenience property for the Negative Predictive Value (TN/TN+FN)

positive_predictive_value¶: Convenience property for the Positive Predictive Value (TP/FP+TP)

predicted_negative_rate¶: Convenience property for the Predicted Negative Rate (TN+FN/TP+FP+TN+FN)

predicted_positive_rate¶: Convenience property for the Predicted Positive Rate (TP+FP/TP+FP+TN+FN)

predictions¶

probabilities¶

project¶

registered_name¶

thresholds¶: Convenience property for the probability thresholds

true_negative_rate¶: Convenience property for the True Negative Rate (TN/FP+TN)

true_positive_rate¶: Convenience property for the True Positive Rate (TP/TP+FN)

values¶

version¶

version_description¶

class simpleml.metrics.classification.ClassificationMetric(dataset_split, **kwargs)[source]¶

Bases: simpleml.metrics.base_metric.Metric

TODO: Figure out multiclass generalizations

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

labels¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

predictions¶

probabilities¶

project¶

registered_name¶

values¶

version¶

version_description¶

class simpleml.metrics.classification.F1ScoreMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FdrAccuracyMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FdrF1ScoreMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FdrFnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FdrForMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FdrFprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FdrInformednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FdrMarkednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FdrMccMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FdrNpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FdrPpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FdrPredictedNegativeRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FdrPredictedPositiveRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FdrThresholdMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FdrTnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FdrTprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FnrAccuracyMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FnrF1ScoreMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FnrFdrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FnrForMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FnrFprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FnrInformednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FnrMarkednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FnrMccMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FnrNpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FnrPpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FnrPredictedNegativeRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FnrPredictedPositiveRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FnrThresholdMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FnrTnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FnrTprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ForAccuracyMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ForF1ScoreMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ForFdrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ForFnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ForFprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ForInformednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ForMarkednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ForMccMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ForNpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ForPpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ForPredictedNegativeRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ForPredictedPositiveRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ForThresholdMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ForTnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ForTprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FprAccuracyMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FprF1ScoreMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FprFdrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FprFnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FprForMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FprInformednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FprMarkednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FprMccMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FprNpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FprPpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FprPredictedNegativeRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FprPredictedPositiveRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FprThresholdMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FprTnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.FprTprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.NpvAccuracyMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.NpvF1ScoreMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.NpvFdrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.NpvFnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.NpvForMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.NpvFprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.NpvInformednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.NpvMarkednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.NpvMccMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.NpvPpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.NpvPredictedNegativeRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.NpvPredictedPositiveRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.NpvThresholdMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.NpvTnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.NpvTprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PpvAccuracyMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PpvF1ScoreMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PpvFdrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PpvFnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PpvForMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PpvFprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PpvInformednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PpvMarkednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PpvMccMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PpvNpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PpvPredictedNegativeRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PpvPredictedPositiveRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PpvThresholdMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PpvTnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PpvTprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedNegativeRateAccuracyMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedNegativeRateF1ScoreMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedNegativeRateFdrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedNegativeRateFnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedNegativeRateForMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedNegativeRateFprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedNegativeRateInformednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedNegativeRateMarkednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedNegativeRateMccMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedNegativeRateNpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedNegativeRatePpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedNegativeRatePredictedPositiveRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedNegativeRateThresholdMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedNegativeRateTnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedNegativeRateTprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedPositiveRateAccuracyMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedPositiveRateF1ScoreMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedPositiveRateFdrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedPositiveRateFnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedPositiveRateForMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedPositiveRateFprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedPositiveRateInformednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedPositiveRateMarkednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedPositiveRateMccMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedPositiveRateNpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedPositiveRatePpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedPositiveRatePredictedNegativeRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedPositiveRateThresholdMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedPositiveRateTnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.PredictedPositiveRateTprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.RocAucMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ThresholdAccuracyMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ThresholdF1ScoreMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ThresholdFdrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ThresholdFnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ThresholdForMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ThresholdFprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ThresholdInformednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ThresholdMarkednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ThresholdMccMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ThresholdNpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ThresholdPpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ThresholdPredictedNegativeRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ThresholdPredictedPositiveRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ThresholdTnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.ThresholdTprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TnrAccuracyMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TnrF1ScoreMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TnrFdrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TnrFnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TnrForMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TnrFprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TnrInformednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TnrMarkednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TnrMccMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TnrNpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TnrPpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TnrPredictedNegativeRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TnrPredictedPositiveRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TnrThresholdMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TnrTprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TprAccuracyMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TprF1ScoreMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TprFdrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TprFnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TprForMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TprFprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TprInformednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TprMarkednessMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TprMccMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TprMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TprNpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TprPpvMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TprPredictedNegativeRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TprPredictedPositiveRateMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TprThresholdMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶

class simpleml.metrics.classification.TprTnrMetric(**kwargs)[source]¶

Bases: simpleml.metrics.classification.BinaryClassificationMetric

author¶

created_timestamp¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

model¶

model_id¶

modified_timestamp¶

name¶

project¶

registered_name¶

score()[source]¶

Abstract method for each metric to define

Should set self.values

values¶

version¶

version_description¶