data=breastcancer measure= pd #key, ties, win, loss, win-loss knn, 3, 1, 0, 1 cnn, 3, 1, 0, 1 cliff, 3, 1, 0, 1 psc, 4, 0, 0, 0 mcs, 1, 0, 3, -3 measure= prec #key, ties, win, loss, win-loss psc, 4, 0, 0, 0 mcs, 4, 0, 0, 0 knn, 4, 0, 0, 0 cnn, 4, 0, 0, 0 cliff, 4, 0, 0, 0 measure= pf #key, ties, win, loss, win-loss mcs, 1, 3, 0, 3 psc, 4, 0, 0, 0 knn, 3, 0, 1, -1 cnn, 3, 0, 1, -1 cliff, 3, 0, 1, -1 measure= pd psc 19.4, 35.0, 50.0, 68.4, 86.7, [ -------- | ++++++++++ ] mcs 33.3, 46.3, 51.2, 57.9, 68.8, [ ------- | ++++++ ] knn 20.0, 41.7, 58.1, 64.7, 80.0, [ ----------- | ++++++++ ] cnn 10.0, 38.1, 58.8, 72.2, 88.9, [ --------------- | +++++++++ ] cliff 16.7, 40.0, 61.0, 73.7, 91.5, [ ------------ | +++++++++ ] measure= prec psc 12.5, 34.1, 43.3, 73.7, 92.6, [ ----------- | ++++++++++ ] mcs 16.1, 31.2, 50.0, 69.0, 85.2, [ -------- | +++++++++ ] knn 11.1, 35.0, 57.9, 76.5, 86.8, [ ------------ | ++++++ ] cnn 9.1, 35.0, 60.0, 73.8, 91.4, [ ------------- | +++++++++ ] cliff 14.3, 38.5, 62.5, 72.7, 89.2, [ ------------- | +++++++++ ] measure= pf cliff 8.5, 25.6, 37.5, 59.1, 83.3, [ --------- | +++++++++++++ ] cnn 11.1, 27.5, 40.0, 57.9, 90.0, [ --------- | +++++++++++++++++ ] knn 20.0, 34.0, 41.7, 53.3, 80.0, [ -------- | ++++++++++++++ ] psc 13.3, 30.4, 47.1, 63.8, 80.6, [ --------- | +++++++++ ] mcs 31.2, 41.2, 48.6, 53.3, 66.7, [ ----- | +++++++ ] ********************************************************************************************* data=ecoli measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 2, 1, 1, 0 knn, 3, 0, 1, -1 cnn, 3, 0, 1, -1 psc, 2, 0, 2, -2 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 2, 1, 1, 0 knn, 3, 0, 1, -1 cnn, 3, 0, 1, -1 psc, 2, 0, 2, -2 measure= pf #key, ties, win, loss, win-loss psc, 2, 2, 0, 2 knn, 2, 2, 0, 2 mcs, 3, 1, 0, 1 cnn, 1, 1, 2, -1 cliff, 0, 0, 4, -4 measure= pd cnn 0.0, 0.0, 0.0, 40.7, 100.0, [ ++++++++++++++++++++++++++++++ ] knn 0.0, 0.0, 0.0, 33.3, 100.0, [ ++++++++++++++++++++++++++++++++++ ] psc 0.0, 0.0, 0.0, 18.8, 100.0, [ +++++++++++++++++++++++++++++++++++++++++ ] mcs 0.0, 0.0, 10.0, 36.4, 100.0, [ | ++++++++++++++++++++++++++++++++ ] cliff 0.0, 0.0, 64.3, 85.7, 100.0, [ | ++++++++ ] measure= prec cnn 0.0, 0.0, 0.0, 50.0, 100.0, [ ++++++++++++++++++++++++++] knn 0.0, 0.0, 0.0, 33.3, 100.0, [ ++++++++++++++++++++++++++++++++++ ] psc 0.0, 0.0, 0.0, 18.8, 100.0, [ +++++++++++++++++++++++++++++++++++++++++ ] mcs 0.0, 0.0, 15.0, 50.0, 100.0, [ | ++++++++++++++++++++++++++] cliff 0.0, 0.0, 75.0, 91.7, 100.0, [ | +++++ ] measure= pf cliff 0.0, 0.0, 1.8, 4.9, 23.9, [ ++++++++++ ] cnn 0.0, 0.0, 5.3, 13.2, 57.9, [ | +++++++++++++++++++++++ ] mcs 0.0, 0.0, 5.3, 15.4, 62.3, [ | ++++++++++++++++++++++++ ] knn 0.0, 2.1, 7.1, 17.5, 65.1, [- | ++++++++++++++++++++++++ ] psc 0.0, 1.8, 7.3, 17.7, 62.5, [ | +++++++++++++++++++++++ ] ********************************************************************************************* data=glass measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 2, 1, 1, 0 knn, 2, 1, 1, 0 cnn, 2, 1, 1, 0 psc, 0, 0, 4, -4 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 2, 1, 1, 0 knn, 2, 1, 1, 0 cnn, 2, 1, 1, 0 psc, 0, 0, 4, -4 measure= pf #key, ties, win, loss, win-loss psc, 0, 4, 0, 4 mcs, 2, 1, 1, 0 knn, 2, 1, 1, 0 cnn, 2, 1, 1, 0 cliff, 0, 0, 4, -4 measure= pd psc 0.0, 0.0, 7.1, 40.0, 100.0, [ | +++++++++++++++++++++++++++++++] mcs 0.0, 0.0, 30.0, 50.0, 100.0, [ | ++++++++++++++++++++++++++] cnn 0.0, 0.0, 33.3, 64.7, 100.0, [ | ++++++++++++++++++ ] knn 0.0, 0.0, 33.3, 50.0, 100.0, [ | ++++++++++++++++++++++++++] cliff 0.0, 33.3, 52.9, 80.0, 100.0, [---------------- | +++++++++++] measure= prec psc 0.0, 0.0, 11.1, 27.3, 100.0, [ | +++++++++++++++++++++++++++++++++++++ ] knn 0.0, 0.0, 25.0, 55.6, 100.0, [ | +++++++++++++++++++++++ ] mcs 0.0, 0.0, 27.3, 54.5, 100.0, [ | +++++++++++++++++++++++ ] cnn 0.0, 0.0, 33.3, 62.5, 100.0, [ | +++++++++++++++++++ ] cliff 0.0, 15.4, 66.7, 90.9, 100.0, [------- | +++++ ] measure= pf cliff 0.0, 0.0, 3.3, 8.8, 53.7, [| +++++++++++++++++++++++ ] cnn 0.0, 0.0, 6.1, 22.0, 65.4, [ | ++++++++++++++++++++++ ] mcs 0.0, 0.0, 10.0, 26.1, 52.5, [ | ++++++++++++++ ] knn 0.0, 2.7, 10.8, 20.6, 53.6, [- | +++++++++++++++++ ] psc 0.0, 5.0, 15.0, 24.0, 70.0, [-- | ++++++++++++++++++++++++ ] ********************************************************************************************* data=heart-c measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 cnn, 0, 3, 1, 2 knn, 0, 2, 2, 0 mcs, 0, 1, 3, -2 psc, 0, 0, 4, -4 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 cnn, 0, 3, 1, 2 knn, 0, 2, 2, 0 mcs, 0, 1, 3, -2 psc, 0, 0, 4, -4 measure= pf #key, ties, win, loss, win-loss psc, 0, 4, 0, 4 mcs, 0, 3, 1, 2 knn, 0, 2, 2, 0 cnn, 0, 1, 3, -2 cliff, 0, 0, 4, -4 measure= pd psc 11.4, 25.0, 35.1, 46.4, 87.1, [ ------- | +++++++++++++++++++++ ] mcs 33.3, 46.2, 52.0, 56.2, 72.7, [ ------- | +++++++++ ] knn 32.3, 50.0, 60.0, 65.5, 87.5, [ --------- | +++++++++++ ] cnn 39.3, 62.9, 73.1, 81.1, 93.1, [ ------------ | +++++++ ] cliff 57.7, 71.4, 81.5, 89.7, 96.8, [ ------- | ++++ ] measure= prec psc 9.7, 29.2, 35.3, 46.7, 63.6, [ ---------- | +++++++++ ] mcs 37.5, 45.2, 51.7, 58.8, 73.0, [ ---- | ++++++++ ] knn 38.7, 53.3, 60.0, 66.7, 80.0, [ -------- | +++++++ ] cnn 46.2, 66.7, 71.4, 79.4, 90.5, [ ----------- | ++++++ ] cliff 66.7, 76.9, 81.8, 86.5, 95.7, [ ------ | +++++ ] measure= pf cliff 3.2, 10.0, 17.1, 27.6, 42.3, [---- | ++++++++ ] cnn 6.9, 18.8, 26.9, 34.4, 60.7, [ ------ | ++++++++++++++ ] knn 12.5, 32.3, 40.0, 48.5, 67.7, [ ---------- | ++++++++++ ] mcs 27.3, 42.3, 47.6, 53.3, 66.7, [ -------- | +++++++ ] psc 12.9, 50.0, 64.7, 74.1, 88.6, [ ------------------- | ++++++++ ] ********************************************************************************************* data=heart-h measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 cnn, 0, 3, 1, 2 mcs, 0, 2, 2, 0 psc, 1, 0, 3, -3 knn, 1, 0, 3, -3 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 cnn, 0, 3, 1, 2 mcs, 0, 2, 2, 0 psc, 1, 0, 3, -3 knn, 1, 0, 3, -3 measure= pf #key, ties, win, loss, win-loss psc, 1, 3, 0, 3 knn, 1, 3, 0, 3 mcs, 0, 2, 2, 0 cnn, 0, 1, 3, -2 cliff, 0, 0, 4, -4 measure= pd psc 5.3, 28.0, 42.9, 52.6, 90.9, [ ------------ | ++++++++++++++++++++ ] knn 21.2, 40.0, 45.9, 52.2, 62.5, [ ---------- | ++++++ ] mcs 19.5, 37.2, 51.4, 69.6, 92.0, [ --------- | ++++++++++++ ] cnn 27.3, 52.2, 66.7, 81.1, 94.7, [ ------------- | +++++++ ] cliff 53.6, 70.6, 83.8, 89.5, 97.1, [ --------- | ++++ ] measure= prec knn 15.6, 33.3, 40.0, 58.6, 73.3, [ --------- | ++++++++ ] psc 12.9, 22.7, 40.7, 54.8, 88.2, [ ----- | +++++++++++++++++ ] mcs 20.6, 36.4, 54.8, 66.7, 89.5, [ -------- | ++++++++++++ ] cnn 26.1, 58.8, 69.6, 79.5, 90.0, [ ----------------- | ++++++ ] cliff 64.3, 77.3, 81.6, 86.4, 95.3, [ ------- | +++++ ] measure= pf cliff 2.9, 9.5, 15.8, 27.8, 46.4, [---- | ++++++++++ ] cnn 5.3, 16.7, 33.3, 44.4, 72.7, [ ------ | +++++++++++++++ ] mcs 8.0, 27.8, 47.6, 58.3, 80.5, [ ---------- | ++++++++++++ ] knn 37.5, 47.1, 53.7, 59.5, 78.8, [ ----- | ++++++++++ ] psc 9.1, 45.2, 56.5, 70.3, 94.7, [ ------------------- | +++++++++++++ ] ********************************************************************************************* data=hepatitis measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 knn, 1, 2, 1, 1 cnn, 1, 2, 1, 1 psc, 1, 0, 3, -3 mcs, 1, 0, 3, -3 measure= prec #key, ties, win, loss, win-loss cliff, 1, 3, 0, 3 cnn, 2, 2, 0, 2 knn, 1, 2, 1, 1 psc, 1, 0, 3, -3 mcs, 1, 0, 3, -3 measure= pf #key, ties, win, loss, win-loss psc, 1, 3, 0, 3 mcs, 1, 3, 0, 3 knn, 1, 1, 2, -1 cnn, 1, 1, 2, -1 cliff, 0, 0, 4, -4 measure= pd mcs 0.0, 39.1, 52.0, 60.0, 100.0, [------------------- | +++++++++++++++++++++] psc 16.7, 40.0, 52.0, 66.7, 100.0, [ ------------ | +++++++++++++++++ ] knn 20.0, 57.1, 66.7, 77.8, 100.0, [ ------------------- | ++++++++++++ ] cnn 20.0, 57.1, 71.4, 83.3, 100.0, [ ------------------- | +++++++++ ] cliff 50.0, 70.8, 83.3, 88.5, 100.0, [ ----------- | ++++++ ] measure= prec mcs 0.0, 20.0, 41.2, 80.0, 100.0, [---------- | +++++++++++] psc 4.5, 18.8, 55.6, 81.0, 100.0, [ -------- | ++++++++++ ] knn 8.3, 35.7, 75.0, 87.5, 100.0, [ -------------- | +++++++ ] cnn 8.3, 42.9, 78.3, 88.0, 100.0, [ ------------------ | +++++++] cliff 25.0, 50.0, 84.0, 91.7, 100.0, [ ------------- | +++++ ] measure= pf cliff 0.0, 10.5, 16.7, 26.9, 50.0, [----- | ++++++++++++ ] cnn 0.0, 12.5, 28.0, 41.7, 80.0, [------ | ++++++++++++++++++++ ] knn 0.0, 20.0, 33.3, 40.0, 80.0, [---------- | +++++++++++++++++++++ ] mcs 0.0, 37.5, 48.0, 60.0, 100.0, [------------------ | +++++++++++++++++++++] psc 0.0, 33.3, 48.0, 57.7, 83.3, [---------------- | +++++++++++++ ] ********************************************************************************************* data=iris measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 cnn, 0, 3, 1, 2 mcs, 0, 2, 2, 0 psc, 1, 0, 3, -3 knn, 1, 0, 3, -3 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 cnn, 0, 3, 1, 2 mcs, 0, 2, 2, 0 psc, 1, 0, 3, -3 knn, 1, 0, 3, -3 measure= pf #key, ties, win, loss, win-loss psc, 1, 3, 0, 3 knn, 1, 3, 0, 3 mcs, 0, 2, 2, 0 cnn, 0, 1, 3, -2 cliff, 0, 0, 4, -4 measure= pd psc 0.0, 0.0, 28.6, 54.5, 100.0, [ | +++++++++++++++++++++++ ] knn 0.0, 9.1, 37.5, 62.5, 100.0, [---- | +++++++++++++++++++ ] mcs 0.0, 30.0, 57.1, 72.7, 100.0, [--------------- | ++++++++++++++ ] cnn 0.0, 46.7, 69.2, 90.0, 100.0, [----------------------- | ++++++] cliff 78.6, 90.0, 100.0, 100.0, 100.0, [ ------ |] measure= prec psc 0.0, 0.0, 25.0, 50.0, 100.0, [ | ++++++++++++++++++++++++++] knn 0.0, 12.5, 35.7, 55.6, 100.0, [------ | +++++++++++++++++++++++ ] mcs 0.0, 36.4, 50.0, 72.7, 100.0, [------------------ | ++++++++++++++ ] cnn 0.0, 45.5, 72.7, 100.0, 100.0, [---------------------- | +] cliff 70.0, 90.0, 100.0, 100.0, 100.0, [ ----------- |] measure= pf cliff 0.0, 0.0, 0.0, 4.8, 13.6, [ +++++ ] cnn 0.0, 0.0, 9.5, 29.2, 71.4, [ | ++++++++++++++++++++++ ] mcs 0.0, 10.5, 20.0, 33.3, 52.9, [----- | ++++++++++ ] knn 0.0, 15.8, 29.4, 39.1, 86.4, [------- | ++++++++++++++++++++++++ ] psc 0.0, 18.2, 31.2, 43.5, 87.0, [--------- | ++++++++++++++++++++++ ] ********************************************************************************************* data=labor measure= pd #key, ties, win, loss, win-loss knn, 3, 1, 0, 1 cnn, 3, 1, 0, 1 cliff, 3, 1, 0, 1 mcs, 4, 0, 0, 0 psc, 1, 0, 3, -3 measure= prec #key, ties, win, loss, win-loss knn, 3, 1, 0, 1 cliff, 3, 1, 0, 1 mcs, 4, 0, 0, 0 cnn, 4, 0, 0, 0 psc, 2, 0, 2, -2 measure= pf #key, ties, win, loss, win-loss psc, 1, 3, 0, 3 mcs, 4, 0, 0, 0 knn, 3, 0, 1, -1 cnn, 3, 0, 1, -1 cliff, 3, 0, 1, -1 measure= pd psc 0.0, 42.9, 62.5, 88.9, 100.0, [--------------------- | ++++++ ] mcs 0.0, 60.0, 75.0, 100.0, 100.0, [------------------------------ | +] cnn 25.0, 71.4, 80.0, 90.0, 100.0, [ ------------------------ | ++++++] knn 25.0, 66.7, 80.0, 100.0, 100.0, [ --------------------- | +] cliff 0.0, 50.0, 85.7, 100.0, 100.0, [------------------------- | +] measure= prec psc 0.0, 50.0, 66.7, 88.9, 100.0, [------------------------- | ++++++ ] mcs 0.0, 57.1, 77.8, 100.0, 100.0, [---------------------------- | +] cnn 25.0, 60.0, 80.0, 87.5, 100.0, [ ------------------ | +++++++ ] knn 25.0, 66.7, 80.0, 100.0, 100.0, [ --------------------- | +] cliff 0.0, 60.0, 85.7, 100.0, 100.0, [------------------------------ | +] measure= pf cliff 0.0, 0.0, 14.3, 50.0, 100.0, [ | ++++++++++++++++++++++++++] cnn 0.0, 0.0, 16.7, 28.6, 75.0, [ | ++++++++++++++++++++++++ ] knn 0.0, 0.0, 20.0, 33.3, 75.0, [ | +++++++++++++++++++++ ] mcs 0.0, 0.0, 22.2, 37.5, 100.0, [ | ++++++++++++++++++++++++++++++++ ] psc 0.0, 0.0, 28.6, 57.1, 100.0, [ | ++++++++++++++++++++++ ] ********************************************************************************************* data=lymph measure= pd #key, ties, win, loss, win-loss cliff, 2, 2, 0, 2 knn, 4, 0, 0, 0 cnn, 4, 0, 0, 0 psc, 3, 0, 1, -1 mcs, 3, 0, 1, -1 measure= prec #key, ties, win, loss, win-loss cliff, 2, 2, 0, 2 knn, 4, 0, 0, 0 cnn, 4, 0, 0, 0 psc, 3, 0, 1, -1 mcs, 3, 0, 1, -1 measure= pf #key, ties, win, loss, win-loss psc, 1, 3, 0, 3 mcs, 3, 1, 0, 1 knn, 3, 0, 1, -1 cnn, 3, 0, 1, -1 cliff, 2, 0, 2, -2 measure= pd psc 0.0, 0.0, 33.3, 60.0, 100.0, [ | +++++++++++++++++++++] mcs 0.0, 0.0, 50.0, 66.7, 100.0, [ | +++++++++++++++++ ] cnn 0.0, 0.0, 56.2, 78.6, 100.0, [ | +++++++++++ ] knn 0.0, 0.0, 60.0, 77.8, 100.0, [ | ++++++++++++ ] cliff 0.0, 0.0, 69.2, 91.7, 100.0, [ | +++++ ] measure= prec psc 0.0, 0.0, 37.5, 63.6, 100.0, [ | +++++++++++++++++++ ] knn 0.0, 0.0, 50.0, 81.8, 100.0, [ | ++++++++++ ] mcs 0.0, 0.0, 50.0, 71.4, 100.0, [ | +++++++++++++++ ] cnn 0.0, 0.0, 52.9, 75.0, 100.0, [ | +++++++++++++ ] cliff 0.0, 0.0, 60.0, 83.3, 100.0, [ | +++++++++ ] measure= pf cliff 0.0, 3.3, 6.9, 13.3, 46.7, [- | +++++++++++++++++ ] knn 0.0, 3.4, 10.0, 20.0, 58.8, [- | ++++++++++++++++++++ ] cnn 0.0, 3.3, 10.5, 25.0, 60.0, [- | ++++++++++++++++++ ] mcs 0.0, 6.2, 12.5, 25.0, 61.9, [--- | +++++++++++++++++++ ] psc 0.0, 6.7, 18.8, 27.6, 80.0, [--- | +++++++++++++++++++++++++++ ] ********************************************************************************************* data=vote measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 cnn, 0, 3, 1, 2 knn, 0, 2, 2, 0 mcs, 0, 1, 3, -2 psc, 0, 0, 4, -4 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 cnn, 0, 3, 1, 2 knn, 0, 2, 2, 0 mcs, 0, 1, 3, -2 psc, 0, 0, 4, -4 measure= pf #key, ties, win, loss, win-loss psc, 0, 4, 0, 4 mcs, 0, 3, 1, 2 knn, 0, 2, 2, 0 cnn, 0, 1, 3, -2 cliff, 0, 0, 4, -4 measure= pd psc 4.8, 18.4, 28.6, 37.0, 59.2, [ ------- | ++++++++++++ ] mcs 24.2, 39.6, 52.2, 56.9, 81.6, [ -------- | +++++++++++++ ] knn 48.1, 61.8, 66.0, 75.8, 91.5, [ ------- | ++++++++ ] cnn 62.5, 78.2, 85.7, 89.8, 100.0, [ -------- | ++++++ ] cliff 77.2, 84.2, 90.6, 96.3, 100.0, [ ---- | ++ ] measure= prec psc 2.7, 15.1, 31.8, 41.2, 60.0, [------- | ++++++++++ ] mcs 17.8, 37.8, 51.2, 61.7, 82.5, [ ----------- | +++++++++++ ] knn 40.6, 55.6, 71.7, 78.0, 87.7, [ -------- | +++++ ] cnn 61.8, 75.0, 82.9, 90.5, 100.0, [ ------- | +++++ ] cliff 60.6, 79.1, 91.3, 97.7, 100.0, [ ---------- | ++ ] measure= pf cliff 0.0, 3.3, 9.1, 15.5, 22.8, [- | ++++ ] cnn 0.0, 10.0, 14.3, 20.6, 37.5, [----- | +++++++++ ] knn 8.5, 23.7, 33.9, 37.0, 51.9, [ -------- | ++++++++ ] mcs 18.4, 40.4, 47.6, 57.9, 75.8, [ ------------ | +++++++++ ] psc 40.8, 62.5, 70.3, 77.8, 95.2, [ ----------- | +++++++++ ] ********************************************************************************************* data=spectra3 measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 1, 2, 1, 1 cnn, 1, 2, 1, 1 psc, 1, 0, 3, -3 knn, 1, 0, 3, -3 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 0, 3, 1, 2 cnn, 0, 2, 2, 0 psc, 1, 0, 3, -3 knn, 1, 0, 3, -3 measure= pf #key, ties, win, loss, win-loss psc, 1, 3, 0, 3 knn, 1, 3, 0, 3 mcs, 1, 1, 2, -1 cnn, 1, 1, 2, -1 cliff, 0, 0, 4, -4 measure= pd knn 0.0, 0.0, 0.0, 8.3, 77.8, [ +++++++++++++++++++++++++++++++++++ ] psc 0.0, 0.0, 0.0, 11.1, 100.0, [ +++++++++++++++++++++++++++++++++++++++++++++ ] cnn 0.0, 0.0, 18.2, 57.1, 100.0, [ | ++++++++++++++++++++++ ] mcs 0.0, 0.0, 18.8, 100.0, 100.0, [ | +] cliff100.0, 100.0, 100.0, 100.0, 100.0, [ |] measure= prec knn 0.0, 0.0, 0.0, 14.3, 100.0, [ +++++++++++++++++++++++++++++++++++++++++++ ] psc 0.0, 0.0, 0.0, 12.5, 100.0, [ ++++++++++++++++++++++++++++++++++++++++++++ ] cnn 0.0, 0.0, 20.0, 55.0, 100.0, [ | +++++++++++++++++++++++ ] mcs 0.0, 0.0, 35.7, 100.0, 100.0, [ | +] cliff100.0, 100.0, 100.0, 100.0, 100.0, [ |] measure= pf cliff 0.0, 0.0, 0.0, 0.0, 0.0, [ ] mcs 0.0, 0.0, 9.1, 48.3, 100.0, [ | ++++++++++++++++++++++++++ ] cnn 0.0, 0.0, 20.0, 65.4, 100.0, [ | ++++++++++++++++++ ] psc 0.0, 18.2, 31.8, 69.0, 100.0, [--------- | ++++++++++++++++ ] knn 0.0, 13.6, 33.3, 72.4, 100.0, [------ | ++++++++++++++ ] ********************************************************************************************* data=spectra5 measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 0, 3, 1, 2 psc, 2, 0, 2, -2 knn, 2, 0, 2, -2 cnn, 2, 0, 2, -2 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 0, 3, 1, 2 psc, 2, 0, 2, -2 knn, 2, 0, 2, -2 cnn, 2, 0, 2, -2 measure= pf #key, ties, win, loss, win-loss psc, 3, 1, 0, 1 mcs, 3, 1, 0, 1 knn, 3, 1, 0, 1 cnn, 3, 1, 0, 1 cliff, 0, 0, 4, -4 measure= pd cnn 0.0, 0.0, 0.0, 100.0, 100.0, [ +] knn 0.0, 0.0, 0.0, 33.3, 100.0, [ ++++++++++++++++++++++++++++++++++ ] psc 0.0, 0.0, 0.0, 33.3, 100.0, [ ++++++++++++++++++++++++++++++++++ ] mcs 0.0, 0.0, 25.0, 100.0, 100.0, [ | +] cliff100.0, 100.0, 100.0, 100.0, 100.0, [ |] measure= prec cnn 0.0, 0.0, 0.0, 28.6, 100.0, [ ++++++++++++++++++++++++++++++++++++ ] knn 0.0, 0.0, 0.0, 33.3, 100.0, [ ++++++++++++++++++++++++++++++++++ ] psc 0.0, 0.0, 0.0, 15.0, 100.0, [ +++++++++++++++++++++++++++++++++++++++++++ ] mcs 0.0, 0.0, 28.6, 100.0, 100.0, [ | +] cliff100.0, 100.0, 100.0, 100.0, 100.0, [ |] measure= pf cliff 0.0, 0.0, 0.0, 0.0, 0.0, [ ] mcs 0.0, 0.0, 3.0, 28.6, 90.9, [| ++++++++++++++++++++++++++++++++ ] cnn 0.0, 0.0, 5.6, 33.3, 88.2, [ | ++++++++++++++++++++++++++++ ] knn 0.0, 0.0, 8.7, 40.6, 92.3, [ | ++++++++++++++++++++++++++ ] psc 0.0, 0.0, 8.8, 38.2, 91.4, [ | +++++++++++++++++++++++++++ ] ********************************************************************************************* data=spectra10 measure= pd #key, ties, win, loss, win-loss mcs, 1, 3, 0, 3 cliff, 1, 3, 0, 3 psc, 2, 0, 2, -2 knn, 2, 0, 2, -2 cnn, 2, 0, 2, -2 measure= prec #key, ties, win, loss, win-loss mcs, 1, 3, 0, 3 cliff, 1, 3, 0, 3 psc, 2, 0, 2, -2 knn, 2, 0, 2, -2 cnn, 2, 0, 2, -2 measure= pf #key, ties, win, loss, win-loss psc, 4, 0, 0, 0 mcs, 4, 0, 0, 0 knn, 4, 0, 0, 0 cnn, 4, 0, 0, 0 cliff, 4, 0, 0, 0 measure= pd psc 0.0, 0.0, 0.0, 100.0, 100.0, [ +] knn 0.0, 0.0, 20.0, 100.0, 100.0, [ | +] cnn 0.0, 0.0, 50.0, 100.0, 100.0, [ | +] cliff 0.0, 100.0, 100.0, 100.0, 100.0, [-------------------------------------------------|] mcs 0.0, 50.0, 100.0, 100.0, 100.0, [------------------------- |] measure= prec psc 0.0, 0.0, 0.0, 100.0, 100.0, [ +] knn 0.0, 0.0, 10.0, 100.0, 100.0, [ | +] cnn 0.0, 0.0, 14.3, 100.0, 100.0, [ | +] cliff 0.0, 100.0, 100.0, 100.0, 100.0, [-------------------------------------------------|] mcs 0.0, 60.0, 100.0, 100.0, 100.0, [------------------------------ |] measure= pf cliff 0.0, 0.0, 0.0, 0.0, 0.0, [ ] cnn 0.0, 0.0, 0.0, 6.2, 61.8, [ ++++++++++++++++++++++++++++ ] knn 0.0, 0.0, 0.0, 6.1, 64.9, [ ++++++++++++++++++++++++++++++ ] mcs 0.0, 0.0, 0.0, 0.0, 20.8, [++++++++++ ] psc 0.0, 0.0, 0.0, 8.1, 68.6, [ +++++++++++++++++++++++++++++++ ] ********************************************************************************************* data=spectra20 measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 0, 3, 1, 2 psc, 2, 0, 2, -2 knn, 2, 0, 2, -2 cnn, 2, 0, 2, -2 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 0, 3, 1, 2 psc, 2, 0, 2, -2 knn, 2, 0, 2, -2 cnn, 2, 0, 2, -2 measure= pf #key, ties, win, loss, win-loss psc, 4, 0, 0, 0 mcs, 4, 0, 0, 0 knn, 4, 0, 0, 0 cnn, 4, 0, 0, 0 cliff, 4, 0, 0, 0 measure= pd cnn 0.0, 0.0, 0.0, 100.0, 100.0, [ +] knn 0.0, 0.0, 0.0, 100.0, 100.0, [ +] psc 0.0, 0.0, 0.0, 66.7, 100.0, [ +++++++++++++++++ ] mcs 0.0, 0.0, 50.0, 100.0, 100.0, [ | +] cliff 0.0, 0.0, 100.0, 100.0, 100.0, [ |] measure= prec cnn 0.0, 0.0, 0.0, 60.0, 100.0, [ +++++++++++++++++++++] knn 0.0, 0.0, 0.0, 66.7, 100.0, [ +++++++++++++++++ ] psc 0.0, 0.0, 0.0, 40.0, 100.0, [ +++++++++++++++++++++++++++++++] mcs 0.0, 0.0, 50.0, 100.0, 100.0, [ | +] cliff 0.0, 0.0, 100.0, 100.0, 100.0, [ |] measure= pf cliff 0.0, 0.0, 0.0, 0.0, 13.5, [++++++ ] cnn 0.0, 0.0, 0.0, 3.1, 34.3, [++++++++++++++++ ] knn 0.0, 0.0, 0.0, 3.6, 30.6, [++++++++++++++ ] mcs 0.0, 0.0, 0.0, 2.8, 17.1, [++++++++ ] psc 0.0, 0.0, 0.0, 5.6, 29.7, [ +++++++++++++ ] *********************************************************************************************