; Saved splits file: /tmp_mnt/v/sally/v1/mooney/ml-progs/sample-dna-saved-tests.lisp

; Number of trials: 10,
; Training increment: (10 25 40 80),
; Training start: 0,
; Maximum training examples: 80,
; Number of test examples: 26.

; ID3 parameters:
; *NOISE* = NIL
; *TIE-BREAKER* = RANDOM
; *MISSING-METHOD* = FRACTION-EXAMPLE
; *NEGATIVE-BIAS* = T

; KNN parameters:
; *NEIGHBORS* = 1

; Combined results of /tmp_mnt/v/sally/v1/mooney/ml-progs/sample-dna-results and 
;   /tmp_mnt/v/sally/v1/mooney/ml-progs/sample-dna-knn-results

(ID3 PFOIL KNN)

((0 (100 34.61538461538461 0.01 0.0 1) (100 34.61538461538461 0.0 0.0 0)
  (100 38.46153846153847 0.0 0.0 NIL))
 (10 (100.0 53.84615384615385 0.28 0.0 4) (100.0 80.76923076923078 0.04 0.0 1)
  (100.0 76.92307692307694 0.0 0.28 NIL))
 (25 (100.0 53.84615384615385 0.37 0.0 7) (100.0 84.61538461538462 0.12 0.01 3)
  (100.0 76.92307692307694 0.0 0.71 NIL))
 (40 (100.0 69.23076923076923 0.93 0.01 16)
  (100.0 73.07692307692307 0.26 0.01 6) (100.0 76.92307692307694 0.0 1.11 NIL))
 (80 (100.0 73.07692307692307 1.5 0.0 25) (100.0 69.23076923076923 0.62 0.0 11)
  (100.0 76.92307692307694 0.0 2.15 NIL)))
((0 (100 46.15384615384615 0.0 0.0 1) (100 53.84615384615385 0.0 0.0 0)
  (100 38.46153846153847 0.0 0.0 NIL))
 (10 (100.0 46.15384615384615 0.3 0.0 7) (100.0 69.23076923076923 0.05 0.0 2)
  (100.0 73.07692307692307 0.0 0.26 NIL))
 (25 (100.0 76.92307692307694 0.54 0.0 10)
  (100.0 73.07692307692307 0.15 0.01 4) (100.0 80.76923076923078 0.0 0.67 NIL))
 (40 (100.0 61.53846153846154 0.67 0.01 10)
  (100.0 76.92307692307694 0.26 0.0 6) (100.0 80.76923076923078 0.0 1.07 NIL))
 (80 (100.0 80.76923076923078 1.41 0.0 22)
  (100.0 73.07692307692307 0.67 0.01 12)
  (100.0 84.61538461538462 0.0 2.12 NIL)))
((0 (100 61.53846153846154 0.0 0.0 1) (100 38.46153846153847 0.0 0.0 0)
  (100 50.0 0.0 0.01 NIL))
 (10 (100.0 42.30769230769231 0.28 0.01 7) (100.0 46.15384615384615 0.05 0.0 2)
  (100.0 84.61538461538462 0.0 0.27 NIL))
 (25 (100.0 76.92307692307694 0.38 0.0 7) (100.0 61.53846153846154 0.11 0.01 3)
  (100.0 92.3076923076923 0.0 0.67 NIL))
 (40 (100.0 69.23076923076923 0.91 0.01 16)
  (100.0 65.38461538461539 0.34 0.01 9) (100.0 96.15384615384616 0.0 1.06 NIL))
 (80 (100.0 88.46153846153845 1.73 0.0 28)
  (100.0 80.76923076923078 0.64 0.01 12)
  (100.0 96.15384615384616 0.0 2.13 NIL)))
((0 (100 57.692307692307686 0.0 0.0 1) (100 57.692307692307686 0.0 0.0 0)
  (100 57.692307692307686 0.0 0.0 NIL))
 (10 (100.0 76.92307692307694 0.19 0.0 4) (100.0 76.92307692307694 0.04 0.0 1)
  (100.0 65.38461538461539 0.0 0.26 NIL))
 (25 (100.0 65.38461538461539 0.56 0.0 10) (100.0 73.07692307692307 0.18 0.0 5)
  (100.0 84.61538461538462 0.0 0.67 NIL))
 (40 (100.0 65.38461538461539 0.64 0.01 10) (100.0 73.07692307692307 0.3 0.0 8)
  (100.0 84.61538461538462 0.0 1.08 NIL))
 (80 (100.0 76.92307692307694 1.6 0.0 25)
  (100.0 76.92307692307694 0.74 0.01 14)
  (100.0 80.76923076923078 0.0 2.15 NIL)))
((0 (100 30.76923076923077 0.0 0.01 1) (100 69.23076923076923 0.0 0.0 0)
  (100 46.15384615384615 0.0 0.0 NIL))
 (10 (100.0 80.76923076923078 0.3 0.0 7) (100.0 73.07692307692307 0.05 0.01 2)
  (100.0 50.0 0.0 0.26 NIL))
 (25 (100.0 84.61538461538462 0.52 0.0 10) (100.0 73.07692307692307 0.16 0.0 4)
  (100.0 53.84615384615385 0.0 0.67 NIL))
 (40 (100.0 84.61538461538462 0.76 0.01 13)
  (100.0 73.07692307692307 0.32 0.0 7) (100.0 61.53846153846154 0.0 1.06 NIL))
 (80 (100.0 80.76923076923078 1.67 0.0 28)
  (100.0 84.61538461538462 0.71 0.01 13)
  (100.0 65.38461538461539 0.0 2.14 NIL)))
((0 (100 57.692307692307686 0.0 0.0 1) (100 57.692307692307686 0.0 0.0 0)
  (100 34.61538461538461 0.0 0.0 NIL))
 (10 (100.0 50.0 0.28 0.0 7) (100.0 57.692307692307686 0.05 0.0 2)
  (100.0 80.76923076923078 0.0 0.27 NIL))
 (25 (100.0 65.38461538461539 0.55 0.0 10) (100.0 92.3076923076923 0.15 0.0 4)
  (100.0 88.46153846153845 0.0 0.68 NIL))
 (40 (100.0 65.38461538461539 0.83 0.01 16)
  (100.0 76.92307692307694 0.23 0.01 6) (100.0 88.46153846153845 0.0 1.07 NIL))
 (80 (100.0 73.07692307692307 1.49 0.0 22)
  (100.0 76.92307692307694 0.71 0.01 13)
  (100.0 80.76923076923078 0.0 2.16 NIL)))
((0 (100 46.15384615384615 0.0 0.01 1) (100 53.84615384615385 0.0 0.01 0)
  (100 61.53846153846154 0.0 0.0 NIL))
 (10 (100.0 46.15384615384615 0.17 0.0 4) (100.0 76.92307692307694 0.05 0.0 2)
  (100.0 53.84615384615385 0.0 0.27 NIL))
 (25 (100.0 73.07692307692307 0.64 0.0 13)
  (100.0 80.76923076923078 0.16 0.01 4) (100.0 61.53846153846154 0.0 0.67 NIL))
 (40 (100.0 69.23076923076923 0.95 0.01 16)
  (100.0 76.92307692307694 0.31 0.01 8)
  (100.0 57.692307692307686 0.0 1.12 NIL))
 (80 (100.0 76.92307692307694 1.84 0.0 31)
  (100.0 80.76923076923078 0.68 0.0 11) (100.0 73.07692307692307 0.0 2.13 NIL)))
((0 (100 42.30769230769231 0.0 0.0 1) (100 42.30769230769231 0.0 0.0 0)
  (100 61.53846153846154 0.0 0.0 NIL))
 (10 (100.0 46.15384615384615 0.18 0.01 4) (100.0 73.07692307692307 0.03 0.0 1)
  (100.0 80.76923076923078 0.0 0.27 NIL))
 (25 (100.0 57.692307692307686 0.54 0.0 10)
  (100.0 57.692307692307686 0.15 0.01 4)
  (100.0 84.61538461538462 0.0 0.68 NIL))
 (40 (100.0 80.76923076923078 0.86 0.0 16) (100.0 73.07692307692307 0.22 0.0 5)
  (100.0 80.76923076923078 0.0 1.09 NIL))
 (80 (100.0 80.76923076923078 1.57 0.0 25)
  (100.0 84.61538461538462 0.53 0.01 10)
  (100.0 73.07692307692307 0.0 2.14 NIL)))
((0 (100 53.84615384615385 0.0 0.01 1) (100 53.84615384615385 0.0 0.01 0)
  (100 61.53846153846154 0.0 0.01 NIL))
 (10 (100.0 69.23076923076923 0.18 0.01 4) (100.0 73.07692307692307 0.04 0.0 2)
  (100.0 69.23076923076923 0.0 0.27 NIL))
 (25 (100.0 76.92307692307694 0.53 0.0 10) (100.0 80.76923076923078 0.15 0.0 4)
  (100.0 65.38461538461539 0.0 0.67 NIL))
 (40 (100.0 76.92307692307694 0.77 0.01 13)
  (100.0 73.07692307692307 0.31 0.01 8) (100.0 69.23076923076923 0.0 1.08 NIL))
 (80 (100.0 76.92307692307694 1.61 0.01 25)
  (100.0 73.07692307692307 0.72 0.01 13)
  (100.0 80.76923076923078 0.0 2.12 NIL)))
((0 (100 50.0 0.0 0.0 1) (100 50.0 0.0 0.0 0)
  (100 46.15384615384615 0.0 0.01 NIL))
 (10 (100.0 53.84615384615385 0.19 0.01 4) (100.0 53.84615384615385 0.04 0.0 1)
  (100.0 61.53846153846154 0.0 0.27 NIL))
 (25 (100.0 84.61538461538462 0.53 0.0 10)
  (100.0 69.23076923076923 0.16 0.01 4) (100.0 69.23076923076923 0.0 0.67 NIL))
 (40 (100.0 69.23076923076923 0.87 0.0 16)
  (100.0 84.61538461538462 0.33 0.01 8) (100.0 73.07692307692307 0.0 1.08 NIL))
 (80 (100.0 53.84615384615385 1.89 0.0 31)
  (100.0 73.07692307692307 0.66 0.0 11) (100.0 84.61538461538462 0.0 2.13 NIL)))