def evaluate(path):
G = resources[path]
pred = [int(has_sense_path(G, *pair)) for pair in union]
tn, fp, fn, tp = confusion_matrix(true, pred).ravel()
return {
'tn': tn,
'fp': fp,
'fn': fn,
'tp': tp,
'precision': precision_score(true, pred),
'recall': recall_score(true, pred),
'f1': f1_score(true, pred),
'scores': scores(G)
}
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