CL-USER> (load "boot.lisp") ;../lib/deftest.lisp ../lib/macros.lisp ../lib/lib.lisp ../lib/hash.lisp ../lib/bestof.lisp ../lib/random.lisp ../lib/profile.lisp lib1.lisp bestof.lisp structs.lisp data.lisp which2d.lisp defstructs.lisp angle.lisp 3will.lisp 3cristin.lisp ../lib/mann-whitney.lisp ../lib/ntile.lisp ../lib/line.lisp T CL-USER> (!learn3) Given that: $SEPALLENGTH is in (less-than-6.82-and-more-than-6.46) $SEPALWIDTH is in (less-than-3.44-and-more-than-3.2) Score: 6.1465435 Utilities: (5.7 2.3) Given that: $SEPALLENGTH is in (more-than-7.54) Score: 6.9096746 Utilities: (6.566666 2.1499999) ( ) CL-USER> (!learn4) Given that: FORECAST is in (SUNNY) WINDY is in (TRUE) Score: 111.38335 Utilities: (77.5 80.0) Given that: FORECAST is in (SUNNY) Score: 111.939445 Utilities: (76.2 82.0) Given that: WINDY is in (FALSE) Score: 112.395645 Utilities: (75.375 83.375) Given that: CLASS is in (NO) Score: 113.998245 Utilities: (74.6 86.2) ( ) CL-USER> (!learn5) Given that: NAME is in (ORG.W3C.DOM.ENTITYREFERENCE) Score: 2.0 Utilities: (0 2.0) Given that: NAME is in (ORG.APACHE.XERCES.FRAMEWORK.VERSION) Score: 14.56022 Utilities: (-14.0 4.0) ( ) CL-USER> (print "discrete") "discrete" "discrete" CL-USER> (!learn2) Class: IRIS-VIRGINICA Given that: $PETALWIDTH is in (less-than-0.34) Score: 2.2566667 Utilities: (0.0 0.59000003 0.27333334 0.0 1.0 0.39333335) Class: IRIS-VIRGINICA Given that: $PETALLENGTH is in (less-than-1.59) Score: 2.2966666 Utilities: (0.0 0.63 0.24666667 0.0 1.0 0.42) Class: IRIS-VIRGINICA Given that: $PETALLENGTH is in (less-than-4.54-and-more-than-3.9500003) Score: 2.4341202 Utilities: (0.02 0.75 0.17333333 0.03846154 0.94565874 0.50666666) Class: IRIS-VIRGINICA Given that: $PETALWIDTH is in (less-than-1.3000001-and-more-than-1.0600001) Score: 2.4566667 Utilities: (0.0 0.79 0.14 0.0 1.0 0.52666664) Class: IRIS-VIRGINICA Given that: $SEPALWIDTH is in (less-than-3.2-and-more-than-2.96) Score: 3.1171248 Utilities: (0.42 0.7 0.34 0.4117647 0.63869333 0.6066667) Class: IRIS-VIRGINICA Given that: $PETALLENGTH is in (less-than-5.13-and-more-than-4.54) Score: 3.3130572 Utilities: (0.3 0.86 0.19333333 0.51724136 0.7691491 0.67333335) Class: IRIS-VIRGINICA Given that: $SEPALLENGTH is in (less-than-6.46-and-more-than-6.1000004 less-than-7.1800003-and-more-than-6.82) Score: 3.5821683 Utilities: (0.34 0.90999997 0.17333333 0.65384614 0.78498894 0.72) Class: IRIS-VIRGINICA Given that: $SEPALLENGTH is in (less-than-6.1000004-and-more-than-5.7400002 less-than-6.46-and-more-than-6.1000004 less-than-7.54-and-more-than-7.1800003) Score: 3.6188524 Utilities: (0.52 0.79 0.31333333 0.5531915 0.74232775 0.7) Class: IRIS-VIRGINICA Given that: $SEPALLENGTH is in (less-than-6.46-and-more-than-6.1000004 less-than-7.54-and-more-than-7.1800003) Score: 3.7190156 Utilities: (0.36 0.93 0.16666667 0.72 0.8023489 0.74) Class: IRIS-VIRGINICA Given that: $PETALLENGTH is in (less-than-5.7200003-and-more-than-5.13) Score: 4.2666664 Utilities: (0.36 1.0 0.12 1.0 1.0 0.7866667) Class: IRIS-VIRGINICA Given that: $PETALWIDTH is in (less-than-2.02-and-more-than-1.7800001) Score: 4.2869067 Utilities: (0.44 0.99 0.15333334 0.95652175 0.94038504 0.8066667) Class: IRIS-VERSICOLOR Given that: $PETALWIDTH is in (less-than-0.34 less-than-2.02-and-more-than-1.7800001) Score: 1.846515 Utilities: (0.02 0.37 0.42666668 0.015625 0.76089 0.25333333) Class: IRIS-VERSICOLOR Given that: $PETALWIDTH is in (less-than-0.34) Score: 2.2566667 Utilities: (0.0 0.59000003 0.27333334 0.0 1.0 0.39333335) Class: IRIS-VERSICOLOR Given that: $PETALLENGTH is in (less-than-1.59) Score: 2.2966666 Utilities: (0.0 0.63 0.24666667 0.0 1.0 0.42) Class: IRIS-VERSICOLOR Given that: $SEPALWIDTH is in (less-than-3.2-and-more-than-2.96) Score: 2.6765363 Utilities: (0.28 0.63 0.34 0.27450982 0.63869333 0.5133333) Class: IRIS-VERSICOLOR Given that: $SEPALLENGTH is in (less-than-5.7400002-and-more-than-5.38 less-than-6.82-and-more-than-6.46) Score: 3.383229 Utilities: (0.46 0.78 0.3 0.51111114 0.65878457 0.67333335) Class: IRIS-VERSICOLOR Given that: $PETALWIDTH is in (less-than-1.3000001-and-more-than-1.0600001) Score: 4.366667 Utilities: (0.42 1.0 0.14 1.0 1.0 0.8066667) Class: IRIS-VERSICOLOR Given that: $PETALLENGTH is in (less-than-3.9500003-and-more-than-3.3600001 less-than-4.54-and-more-than-3.9500003) Score: 4.6830244 Utilities: (0.66 0.99 0.22666667 0.9705882 0.95576954 0.88) Class: IRIS-SETOSA Given that: $SEPALWIDTH is in (less-than-3.2-and-more-than-2.96) Score: 2.8024187 Utilities: (0.32 0.65 0.34 0.3137255 0.63869333 0.54) Class: IRIS-SETOSA Given that: $SEPALWIDTH is in (less-than-3.2-and-more-than-2.96 less-than-3.44-and-more-than-3.2 less-than-4.16-and-more-than-3.92) Score: 3.2653203 Utilities: (0.58 0.58000004 0.47333333 0.4084507 0.6435363 0.58) Class: IRIS-SETOSA Given that: $PETALLENGTH is in (less-than-1.59 less-than-2.18-and-more-than-1.59) Score: 5.333333 Utilities: (1.0 1.0 0.33333334 1.0 1.0 1.0) (( ) ( ) ( )) CL-USER> (!learn1) Class: YES Given that: WINDY is in (FALSE TRUE) Score: 3.959836 Utilities: (1.0 0.0 1.0 0.64285713 0.67412174 0.64285713) Class: YES Given that: FORECAST is in (OVERCAST RAINY) Score: 4.247845 Utilities: (0.7777778 0.6 0.64285713 0.7777778 0.7351469 0.71428573) Class: YES Given that: HUMIDTY is in (NORMAL) Score: 4.333037 Utilities: (0.6666667 0.8 0.5 0.85714287 0.79494184 0.71428573) Class: YES Given that: FORECAST is in (OVERCAST RAINY) WINDY is in (FALSE) Score: 4.6269846 Utilities: (0.5555556 1.0 0.35714287 1.0 1.0 0.71428573) Class: NO Given that: FORECAST is in (OVERCAST) Score: 2.198413 Utilities: (0.0 0.5555556 0.2857143 0.0 1.0 0.35714287) Class: NO Given that: HUMIDTY is in (NORMAL) Score: 2.2568467 Utilities: (0.2 0.3333333 0.5 0.14285715 0.79494184 0.2857143) Class: NO Given that: TEMP is in (COOL) Score: 2.6212134 Utilities: (0.2 0.6666666 0.2857143 0.25 0.71883243 0.5) Class: NO Given that: WINDY is in (FALSE) Score: 2.6307373 Utilities: (0.4 0.3333333 0.5714286 0.25 0.71883243 0.35714287) Class: NO Given that: TEMP is in (COOL MILD) Score: 2.8882184 Utilities: (0.6 0.22222221 0.71428573 0.3 0.6945678 0.35714287) Class: NO Given that: TEMP is in (MILD) Score: 2.8992033 Utilities: (0.4 0.5555556 0.42857143 0.33333334 0.6817429 0.5) Class: NO Given that: TEMP is in (COOL HOT MILD) Score: 3.3884075 Utilities: (1.0 0.0 1.0 0.35714287 0.67412174 0.35714287) Class: NO Given that: TEMP is in (HOT MILD) Score: 3.411113 Utilities: (0.8 0.3333333 0.71428573 0.4 0.6634941 0.5) Class: NO Given that: FORECAST is in (SUNNY) Score: 3.7127004 Utilities: (0.6 0.7777778 0.35714287 0.6 0.6634941 0.71428573) Class: NO Given that: HUMIDTY is in (HIGH) Score: 3.910927 Utilities: (0.8 0.6666666 0.5 0.5714286 0.658546 0.71428573) Class: NO Given that: FORECAST is in (SUNNY) HUMIDTY is in (HIGH) Score: 4.671428 Utilities: (0.6 1.0 0.21428572 1.0 1.0 0.85714287) (( ) ( )) CL-USER>