Binclass-tools 0.2.2
0.2.2 release of package Binclass-tools.
Features three new graphic tools:
- curve_ROC_plot: plots the Receiver Operating Characteristic (ROC) Curve with Plotly and returns the value of the area under the curve.
- curve_PR_plot: plots the Precision-Recall (PR) Curve with iso-Fbeta curves (representing all points in the precision-recall space whose F-beta scores are equal) with Plotly. The function allows us to choose the value of the beta parameter and displays ISO curves associated with F-beta score values of 0.2, 0.4, 0.6 and 0.8. Returns, as in the ROC curve case, the value of the area under the curve:
- predicted_proba_violin_plot: (interactive Plotly plot with slider) displays, through violin plots, the distribution of the predicted probabilities grouped by the relative true class. For each threshold, it allows to see whether the predicted probability for each data point generates a correct prediction or not.