Precision(P) and Recall(R)

Manual Annotation/Oracle/Ground Truth(X Axis)
System Output(Y Axis)

Yes No
Yes True Positive(TP) False Positive(FP)
No False Negative(FN) True Negative(TN)

P= TP/(TP+FP)

R= TP/(TP+FN)

F= 1/(1/P + 1/R)1/2 = 2PR/(P + R)