===================================================
wrapper on ripper

          8( 80 %)    1 beeper
           7( 70 %)    3 booleanWeightSensor           
           6( 60 %)   11 spanishDisplayPrompts
           5( 50 %)    2 turntable
           4( 40 %)   13 italianDisplayPrompts
           3( 30 %)    6 microwaveOvenSystem
           3( 30 %)    7 ovenTimer
           3( 30 %)    9 displayPrompts
           3( 30 %)   12 germanDisplayPrompts
           2( 20 %)    4 oneLineDisplay
           2( 20 %)    5 multiLineDisplay
           0(  0 %)    8 tODTimer
           0(  0 %)   10 frenchDisplayPrompts           
           0(  0 %)   14 minutePlus
  
-----------------------------------------------------
using all
           
           
TP Rate   FP Rate   Precision   Recall  F-Measure   Class
  0.375     0.344      0.353     0.375     0.364    a
  0.472     0.483      0.37      0.472     0.415    b
  0.179     0.162      0.313     0.179     0.227    c

-----------------------------------------------------
using 1, 2, 11 ,2, 13  
  
TP Rate   FP Rate   Precision   Recall  F-Measure   Class
  0.406     0.172      0.542     0.406     0.464    a
  0.722     0.6        0.419     0.722     0.531    b
  0.143     0.088      0.4       0.143     0.211    c


-----------------------------------------------------
just using 1,3,11
  
TP Rate   FP Rate   Precision   Recall  F-Measure   Class
  0.188     0.234      0.286     0.188     0.226    a
  0.694     0.65       0.391     0.694     0.5      b
  0.107     0.118      0.273     0.107     0.154    c
  
-----------------------------------------------------
just using 1,3
  
  TP Rate   FP Rate   Precision   Recall  F-Measure   Class
  0         0.047      0         0         0        a
  0.972     0.967      0.376     0.972     0.543    b
  0         0          0         0         0        c

-----------------------------------------------------
just using 1

TP Rate   FP Rate   Precision   Recall  F-Measure   Class
  0         0          0         0         0        a
  1         1          0.375     1         0.545    b
  0         0          0         0         0        c
  
===================================================
wrapper on prism


           8( 80 %)    1 beeper
           8( 80 %)    3 booleanWeightSensor
           8( 80 %)   13 italianDisplayPrompts
           7( 70 %)   11 spanishDisplayPrompts       
           5( 50 %)    9 displayPrompts                    
           5( 50 %)    2 turntable
           4( 40 %)    5 multiLineDisplay                     
           4( 40 %)    7 ovenTimer          
           3( 30 %)    4 oneLineDisplay
           3( 30 %)    6 microwaveOvenSystem
           3( 30 %)   12 germanDisplayPrompts
           3( 30 %)   14 minutePlus         
           2( 20 %)   10 frenchDisplayPrompts        
           1( 10 %)    8 tODTimer

-----------------------------------------------------
 using all
 
 TP Rate   FP Rate   Precision   Recall  F-Measure   Class
  0.464     0.5        0.31      0.464     0.371    a
  0.4       0.353      0.438     0.4       0.418    b
  0.174     0.127      0.333     0.174     0.229    c

-----------------------------------------------------
using 1,2,13,11

TP Rate   FP Rate   Precision   Recall  F-Measure   Class
  0.968     0.556      0.462     0.968     0.625    a
  0.457     0.153      0.64      0.457     0.533    b
  0.143     0          1         0.143     0.25     c

-----------------------------------------------------
using 1,2,3,9,11,13

TP Rate   FP Rate   Precision   Recall  F-Measure   Class
  0.742     0.355      0.511     0.742     0.605    a
  0.6       0.241      0.6       0.6       0.6      b
  0.148     0.136      0.308     0.148     0.2      c

=== Confusion Matrix ===

  a  b  c   <-- classified as
 23  4  4 |  a = a
  9 21  5 |  b = b
 13 10  4 |  c = c

Prism rules
----------
If spanishDisplayPrompts = true
   and turntable = true
   and booleanWeightSensor = true
   and displayPrompts = false
   and italianDisplayPrompts = true then a
If italianDisplayPrompts = false
   and beeper = false
   and booleanWeightSensor = true
   and displayPrompts = false
   and turntable = true then a
If spanishDisplayPrompts = true
   and turntable = true
   and beeper = true
   and displayPrompts = false
   and italianDisplayPrompts = true then a
If italianDisplayPrompts = false
   and beeper = false
   and turntable = false
   and spanishDisplayPrompts = false
   and displayPrompts = false then a
If spanishDisplayPrompts = true
   and turntable = true
   and booleanWeightSensor = true
   and beeper = false
   and italianDisplayPrompts = true then a
If spanishDisplayPrompts = true
   and turntable = true
   and beeper = true
   and displayPrompts = false
   and booleanWeightSensor = false
   and italianDisplayPrompts = false then a
If spanishDisplayPrompts = true
   and booleanWeightSensor = true
   and turntable = true
   and italianDisplayPrompts = false
   and beeper = true
   and displayPrompts = false then a
If displayPrompts = true
   and beeper = true
   and spanishDisplayPrompts = false then a
If spanishDisplayPrompts = true
   and displayPrompts = true
   and booleanWeightSensor = true
   and italianDisplayPrompts = false
   and beeper = false
   and turntable = true then a
If spanishDisplayPrompts = true
   and beeper = true
   and italianDisplayPrompts = true
   and booleanWeightSensor = true
   and turntable = false
   and displayPrompts = true then a
If spanishDisplayPrompts = true
   and beeper = true
   and italianDisplayPrompts = true
   and booleanWeightSensor = true
   and turntable = false
   and displayPrompts = false then a
If spanishDisplayPrompts = true
   and italianDisplayPrompts = false
   and beeper = false
   and turntable = false
   and displayPrompts = false
   and booleanWeightSensor = false then a
If spanishDisplayPrompts = true
   and displayPrompts = true
   and beeper = true
   and booleanWeightSensor = false
   and italianDisplayPrompts = true
   and turntable = true then a
If spanishDisplayPrompts = true
   and booleanWeightSensor = true
   and beeper = false
   and italianDisplayPrompts = false
   and turntable = false
   and displayPrompts = false then a
If spanishDisplayPrompts = true
   and italianDisplayPrompts = true
   and beeper = true
   and displayPrompts = true
   and turntable = false
   and booleanWeightSensor = false then a
If booleanWeightSensor = true
   and beeper = false
   and turntable = true
   and displayPrompts = false
   and spanishDisplayPrompts = false
   and italianDisplayPrompts = true then a
If spanishDisplayPrompts = true
   and booleanWeightSensor = true
   and beeper = false
   and displayPrompts = false
   and turntable = false
   and italianDisplayPrompts = true then a
If booleanWeightSensor = false
   and spanishDisplayPrompts = false
   and italianDisplayPrompts = true
   and turntable = false
   and beeper = true then b
If booleanWeightSensor = false
   and spanishDisplayPrompts = false
   and turntable = true
   and beeper = false
   and italianDisplayPrompts = false then b
If displayPrompts = true
   and spanishDisplayPrompts = false
   and beeper = false then b
If booleanWeightSensor = false
   and beeper = false
   and displayPrompts = true then b
If booleanWeightSensor = false
   and spanishDisplayPrompts = false
   and italianDisplayPrompts = true
   and turntable = false
   and beeper = false
   and displayPrompts = false then b
If booleanWeightSensor = false
   and spanishDisplayPrompts = false
   and italianDisplayPrompts = true
   and beeper = false
   and turntable = true
   and displayPrompts = false then b
If italianDisplayPrompts = false
   and beeper = true
   and turntable = false
   and booleanWeightSensor = false then b
If italianDisplayPrompts = false
   and beeper = true
   and turntable = false
   and spanishDisplayPrompts = true
   and booleanWeightSensor = true
   and displayPrompts = false then b
If booleanWeightSensor = false
   and turntable = true
   and beeper = false
   and italianDisplayPrompts = false then b
If beeper = true
   and italianDisplayPrompts = false
   and turntable = false
   and booleanWeightSensor = true
   and displayPrompts = false
   and spanishDisplayPrompts = false then b
If booleanWeightSensor = false
   and displayPrompts = false
   and italianDisplayPrompts = true
   and beeper = false
   and spanishDisplayPrompts = true
   and turntable = true then b
If booleanWeightSensor = false
   and spanishDisplayPrompts = false
   and beeper = true
   and displayPrompts = false
   and italianDisplayPrompts = false then b
If booleanWeightSensor = false
   and italianDisplayPrompts = true
   and beeper = false
   and turntable = false
   and displayPrompts = false
   and spanishDisplayPrompts = true then b
If beeper = true
   and italianDisplayPrompts = false
   and booleanWeightSensor = true
   and turntable = true
   and displayPrompts = false
   and spanishDisplayPrompts = true then b
If displayPrompts = true
   and booleanWeightSensor = true
   and italianDisplayPrompts = true
   and spanishDisplayPrompts = true
   and beeper = true
   and turntable = true then b
If booleanWeightSensor = false
   and beeper = true
   and spanishDisplayPrompts = false
   and displayPrompts = false
   and turntable = true
   and italianDisplayPrompts = true then b
If turntable = false
   and displayPrompts = true
   and beeper = false then b
If booleanWeightSensor = false
   and beeper = true
   and displayPrompts = false
   and turntable = false
   and spanishDisplayPrompts = true
   and italianDisplayPrompts = true then b
If italianDisplayPrompts = false
   and beeper = true
   and booleanWeightSensor = true
   and turntable = true
   and displayPrompts = false
   and spanishDisplayPrompts = false then b
If booleanWeightSensor = false
   and turntable = true
   and italianDisplayPrompts = false
   and displayPrompts = false
   and beeper = true
   and spanishDisplayPrompts = true then b
If turntable = false
   and beeper = false
   and italianDisplayPrompts = true
   and spanishDisplayPrompts = true
   and booleanWeightSensor = true
   and displayPrompts = false then b
If italianDisplayPrompts = true
   and booleanWeightSensor = true
   and spanishDisplayPrompts = false
   and beeper = true then c
If italianDisplayPrompts = true
   and turntable = false
   and spanishDisplayPrompts = true
   and displayPrompts = false
   and beeper = false
   and booleanWeightSensor = true then c
If italianDisplayPrompts = true
   and displayPrompts = false
   and booleanWeightSensor = true
   and spanishDisplayPrompts = false
   and turntable = false then c
If italianDisplayPrompts = true
   and displayPrompts = false
   and booleanWeightSensor = true
   and spanishDisplayPrompts = false
   and beeper = false
   and turntable = true then c
If italianDisplayPrompts = true
   and beeper = true
   and turntable = false
   and spanishDisplayPrompts = true
   and displayPrompts = false
   and booleanWeightSensor = true then c
If italianDisplayPrompts = true
   and booleanWeightSensor = false
   and displayPrompts = true
   and beeper = true
   and spanishDisplayPrompts = true
   and turntable = true then c
If turntable = false
   and spanishDisplayPrompts = true
   and displayPrompts = false
   and italianDisplayPrompts = true
   and booleanWeightSensor = false
   and beeper = true then c
If turntable = false
   and spanishDisplayPrompts = true
   and displayPrompts = false
   and italianDisplayPrompts = true
   and beeper = false
   and booleanWeightSensor = false then c
If turntable = false
   and spanishDisplayPrompts = true
   and displayPrompts = false
   and beeper = false
   and booleanWeightSensor = true
   and italianDisplayPrompts = false then c
If beeper = true
   and spanishDisplayPrompts = false
   and booleanWeightSensor = true
   and turntable = true
   and displayPrompts = false
   and italianDisplayPrompts = false then c
If italianDisplayPrompts = true
   and booleanWeightSensor = false
   and displayPrompts = true
   and beeper = true
   and turntable = false
   and spanishDisplayPrompts = true then c
If italianDisplayPrompts = true
   and booleanWeightSensor = false
   and turntable = true
   and spanishDisplayPrompts = false
   and beeper = true
   and displayPrompts = false then c
If turntable = false
   and displayPrompts = false
   and spanishDisplayPrompts = true
   and beeper = false
   and booleanWeightSensor = false
   and italianDisplayPrompts = false then c
If turntable = false
   and beeper = true
   and booleanWeightSensor = true
   and spanishDisplayPrompts = false
   and displayPrompts = false
   and italianDisplayPrompts = false then c
If italianDisplayPrompts = true
   and beeper = false
   and booleanWeightSensor = false
   and spanishDisplayPrompts = true
   and displayPrompts = false
   and turntable = true then c
If turntable = false
   and displayPrompts = false
   and spanishDisplayPrompts = true
   and beeper = true
   and booleanWeightSensor = true
   and italianDisplayPrompts = false then c
If beeper = false
   and italianDisplayPrompts = true
   and booleanWeightSensor = false
   and displayPrompts = false
   and turntable = true
   and spanishDisplayPrompts = false then c
If beeper = false
   and italianDisplayPrompts = true
   and booleanWeightSensor = false
   and turntable = false
   and displayPrompts = false
   and spanishDisplayPrompts = false then c
If displayPrompts = true
   and booleanWeightSensor = true
   and italianDisplayPrompts = false
   and spanishDisplayPrompts = true
   and beeper = false
   and turntable = true then c

===================================================
wrapper on j48


          10(100 %)   11 spanishDisplayPrompts
           7( 70 %)    3 booleanWeightSensor
           6( 60 %)    7 ovenTimer
           2( 20 %)   12 germanDisplayPrompts
           1( 10 %)    1 beeper
           1( 10 %)    2 turntable
           1( 10 %)    5 multiLineDisplay
           1( 10 %)    6 microwaveOvenSystem
           1( 10 %)    8 tODTimer
           1( 10 %)    9 displayPrompts
           1( 10 %)   10 frenchDisplayPrompts
           0(  0 %)   13 italianDisplayPrompts
           0(  0 %)   14 minutePlus
           0(  0 %)    4 oneLineDisplay

---------------------------------------------------
all

TP Rate   FP Rate   Precision   Recall  F-Measure   Class
  0.438     0.297      0.424     0.438     0.431    a
  0.583     0.267      0.568     0.583     0.575    b
  0.321     0.25       0.346     0.321     0.333    c

---------------------------------------------------

just 3,7,11

TP Rate   FP Rate   Precision   Recall  F-Measure   Class
  0.625     0.344      0.476     0.625     0.541    a
  0.639     0.2        0.657     0.639     0.648    b
  0.25      0.176      0.368     0.25      0.298    c
 
 just 11,2
  
TP Rate   FP Rate   Precision   Recall  F-Measure   Class
  0.469     0.297      0.441     0.469     0.455    a
  0.583     0.367      0.488     0.583     0.532    b
  0.357     0.132      0.526     0.357     0.426    c
  
===================================================
wrapper on nb

          10(100 %)   11 spanishDisplayPrompts
           9( 90 %)    3 booleanWeightSensor
           7( 70 %)   14 minutePlus
           6( 60 %)    7 ovenTimer
           3( 30 %)    1 beeper
           0(  0 %)    2 turntable
           0(  0 %)    4 oneLineDisplay
           0(  0 %)    5 multiLineDisplay
           1( 10 %)    6 microwaveOvenSystem
                     0(  0 %)    8 tODTimer
           3( 30 %)    9 displayPrompts
           1( 10 %)   10 frenchDisplayPrompts
           1( 10 %)   12 germanDisplayPrompts
           0(  0 %)   13 italianDisplayPrompts

---------------------------------------------------
all

TP Rate   FP Rate   Precision   Recall  F-Measure   Class
  0.344     0.297      0.367     0.344     0.355    a
  0.472     0.367      0.436     0.472     0.453    b
  0.321     0.265      0.333     0.321     0.327    c

---------------------------------------------------
just 11,3,14,7

 
TP Rate   FP Rate   Precision   Recall  F-Measure   Class
  0.406     0.219      0.481     0.406     0.441    a
  0.611     0.333      0.524     0.611     0.564    b
  0.536     0.176      0.556     0.536     0.545    c
  
  
booleanWeightSensor = true
|   spanishDisplayPrompts = true
|   |   minutePlus = true: a (18.0/8.0)
|   |   minutePlus = false
|   |   |   ovenTimer = true: a (6.0/2.0)
|   |   |   ovenTimer = false: c (7.0/3.0)
|   spanishDisplayPrompts = false: c (19.0/9.0)
booleanWeightSensor = false
|   ovenTimer = true: b (22.0/7.0)
|   ovenTimer = false
|   |   spanishDisplayPrompts = true
|   |   |   minutePlus = true: a (8.0/2.0)
|   |   |   minutePlus = false: c (3.0/1.0)
|   |   spanishDisplayPrompts = false: b (13.0/5.0)

---------------------------------------------------
just 11,3,14

TP Rate   FP Rate   Precision   Recall  F-Measure   Class
  0.406     0.188      0.52      0.406     0.456    a
  0.611     0.4        0.478     0.611     0.537    b
  0.464     0.176      0.52      0.464     0.491    c

---------------------------------------------------
just 11,3

TP Rate   FP Rate   Precision   Recall  F-Measure   Class
  0.531     0.359      0.425     0.531     0.472    a
  0.5       0.317      0.486     0.5       0.493    b
  0.357     0.132      0.526     0.357     0.426    c

--------------------------------------------------------
just 11
TP Rate   FP Rate   Precision   Recall  F-Measure   Class
  0.75      0.484      0.436     0.75      0.552    a
  0.556     0.35       0.488     0.556     0.519    b
  0         0          0         0         0        c