Count the confusion cells at threshold five sixths.

highlighted = computed this step

Move to threshold five sixths

At threshold 5/6, only A is on or above the marker.

t=5/6t=5/6
Precision and Recall ExactlyExact precision and recall denominators for two thresholds.same scored rows with precision and recall denominatorsthreshold 1/2score line, threshold 1/201t=1/2A5/6B2/3C1/2D1/3E1/6predictions at 1/2rowyscorepredA15/61B02/31C11/21D01/30E11/60confusion and denominators at 1/2itemexact valueTP2FP1FN1TN1precision denominator TP+FP3precision2/3recall denominator TP+FN3recall2/3threshold 5/6score line, threshold 5/601t=5/6A5/6B2/3C1/2D1/3E1/6predictions at 5/6rowyscorepredA15/61B02/30C11/20D01/30E11/60confusion and denominators at 5/6itemexact valueTP1FP0FN2TN2precision denominator TP+FP1precision1recall denominator TP+FN3recall1/3same rows; precision uses TP plus FP; recall uses TP plus FNdoes not claim: NOT best metric; NOT threshold policyNOT future performance; NOT accuracy; NOT calibrationNOT fairness; NOT safety; NOT generalization; NOT probability truth

Count the new grid

The grid is TP=1, FP=0, FN=2, TN=2.

(TP,FP,FN,TN)=(1,0,2,2)(TP,FP,FN,TN)=(1,0,2,2)
Precision and Recall ExactlyExact precision and recall denominators for two thresholds.same scored rows with precision and recall denominatorsthreshold 1/2score line, threshold 1/201t=1/2A5/6B2/3C1/2D1/3E1/6predictions at 1/2rowyscorepredA15/61B02/31C11/21D01/30E11/60confusion and denominators at 1/2itemexact valueTP2FP1FN1TN1precision denominator TP+FP3precision2/3recall denominator TP+FN3recall2/3threshold 5/6score line, threshold 5/601t=5/6A5/6B2/3C1/2D1/3E1/6predictions at 5/6rowyscorepredA15/61B02/30C11/20D01/30E11/60confusion and denominators at 5/6itemexact valueTP1FP0FN2TN2precision denominator TP+FP1precision1recall denominator TP+FN3recall1/3same rows; precision uses TP plus FP; recall uses TP plus FNdoes not claim: NOT best metric; NOT threshold policyNOT future performance; NOT accuracy; NOT calibrationNOT fairness; NOT safety; NOT generalization; NOT probability truth

Only the marker moved

The row scores and true labels stayed fixed. Only the stated threshold changed.

same rows; moved threshold\text{same rows; moved threshold}
Precision and Recall ExactlyExact precision and recall denominators for two thresholds.same scored rows with precision and recall denominatorsthreshold 1/2score line, threshold 1/201t=1/2A5/6B2/3C1/2D1/3E1/6predictions at 1/2rowyscorepredA15/61B02/31C11/21D01/30E11/60confusion and denominators at 1/2itemexact valueTP2FP1FN1TN1precision denominator TP+FP3precision2/3recall denominator TP+FN3recall2/3threshold 5/6score line, threshold 5/601t=5/6A5/6B2/3C1/2D1/3E1/6predictions at 5/6rowyscorepredA15/61B02/30C11/20D01/30E11/60confusion and denominators at 5/6itemexact valueTP1FP0FN2TN2precision denominator TP+FP1precision1recall denominator TP+FN3recall1/3same rows; precision uses TP plus FP; recall uses TP plus FNdoes not claim: NOT best metric; NOT threshold policyNOT future performance; NOT accuracy; NOT calibrationNOT fairness; NOT safety; NOT generalization; NOT probability truth