Worked on a direct marketing campaigns dataset with 45,212 records and 17 input variables from a Portuguese banking institution to predict if the client will subscribe a term deposit.

  1. Data preparation
library(readr)
library(plyr)
library(caret)  
library(mlbench)
library(foreign)
library(ggplot2)
library(dplyr)
library(scales)
library(reshape)
library(e1071)
library(klaR)
library(caretEnsemble)
library(rpart)
bank <- read_delim("C:/Users/ziddu/Desktop/Study History/winter 2016/6285Data Mining/assignment1/2/bank.csv", ";", escape_double = FALSE, trim_ws = TRUE)
Parsed with column specification:
cols(
  age = col_integer(),
  job = col_character(),
  marital = col_character(),
  education = col_character(),
  default = col_character(),
  balance = col_integer(),
  housing = col_character(),
  loan = col_character(),
  contact = col_character(),
  day = col_integer(),
  month = col_character(),
  duration = col_integer(),
  campaign = col_integer(),
  pdays = col_integer(),
  previous = col_integer(),
  poutcome = col_character(),
  y = col_character()
)
bank$duration<-NULL
sum(is.na(bank))
[1] 0
str(bank)
Classes <U+6188>bl_df? <U+6188>bl? and 'data.frame':    4521 obs. of  16 variables:
 $ age      : int  30 33 35 30 59 35 36 39 41 43 ...
 $ job      : chr  "unemployed" "services" "management" "management" ...
 $ marital  : chr  "married" "married" "single" "married" ...
 $ education: chr  "primary" "secondary" "tertiary" "tertiary" ...
 $ default  : chr  "no" "no" "no" "no" ...
 $ balance  : int  1787 4789 1350 1476 0 747 307 147 221 -88 ...
 $ housing  : chr  "no" "yes" "yes" "yes" ...
 $ loan     : chr  "no" "yes" "no" "yes" ...
 $ contact  : chr  "cellular" "cellular" "cellular" "unknown" ...
 $ day      : int  19 11 16 3 5 23 14 6 14 17 ...
 $ month    : chr  "oct" "may" "apr" "jun" ...
 $ campaign : int  1 1 1 4 1 2 1 2 2 1 ...
 $ pdays    : int  -1 339 330 -1 -1 176 330 -1 -1 147 ...
 $ previous : int  0 4 1 0 0 3 2 0 0 2 ...
 $ poutcome : chr  "unknown" "failure" "failure" "unknown" ...
 $ y        : chr  "no" "no" "no" "no" ...
 - attr(*, "spec")=List of 2
  ..$ cols   :List of 17
  .. ..$ age      : list()
  .. .. ..- attr(*, "class")= chr  "collector_integer" "collector"
  .. ..$ job      : list()
  .. .. ..- attr(*, "class")= chr  "collector_character" "collector"
  .. ..$ marital  : list()
  .. .. ..- attr(*, "class")= chr  "collector_character" "collector"
  .. ..$ education: list()
  .. .. ..- attr(*, "class")= chr  "collector_character" "collector"
  .. ..$ default  : list()
  .. .. ..- attr(*, "class")= chr  "collector_character" "collector"
  .. ..$ balance  : list()
  .. .. ..- attr(*, "class")= chr  "collector_integer" "collector"
  .. ..$ housing  : list()
  .. .. ..- attr(*, "class")= chr  "collector_character" "collector"
  .. ..$ loan     : list()
  .. .. ..- attr(*, "class")= chr  "collector_character" "collector"
  .. ..$ contact  : list()
  .. .. ..- attr(*, "class")= chr  "collector_character" "collector"
  .. ..$ day      : list()
  .. .. ..- attr(*, "class")= chr  "collector_integer" "collector"
  .. ..$ month    : list()
  .. .. ..- attr(*, "class")= chr  "collector_character" "collector"
  .. ..$ duration : list()
  .. .. ..- attr(*, "class")= chr  "collector_integer" "collector"
  .. ..$ campaign : list()
  .. .. ..- attr(*, "class")= chr  "collector_integer" "collector"
  .. ..$ pdays    : list()
  .. .. ..- attr(*, "class")= chr  "collector_integer" "collector"
  .. ..$ previous : list()
  .. .. ..- attr(*, "class")= chr  "collector_integer" "collector"
  .. ..$ poutcome : list()
  .. .. ..- attr(*, "class")= chr  "collector_character" "collector"
  .. ..$ y        : list()
  .. .. ..- attr(*, "class")= chr  "collector_character" "collector"
  ..$ default: list()
  .. ..- attr(*, "class")= chr  "collector_guess" "collector"
  ..- attr(*, "class")= chr "col_spec"
summary(bank)
      age            job              marital           education           default         
 Min.   :19.00   Length:4521        Length:4521        Length:4521        Length:4521       
 1st Qu.:33.00   Class :character   Class :character   Class :character   Class :character  
 Median :39.00   Mode  :character   Mode  :character   Mode  :character   Mode  :character  
 Mean   :41.17                                                                              
 3rd Qu.:49.00                                                                              
 Max.   :87.00                                                                              
    balance        housing              loan             contact               day       
 Min.   :-3313   Length:4521        Length:4521        Length:4521        Min.   : 1.00  
 1st Qu.:   69   Class :character   Class :character   Class :character   1st Qu.: 9.00  
 Median :  444   Mode  :character   Mode  :character   Mode  :character   Median :16.00  
 Mean   : 1423                                                            Mean   :15.92  
 3rd Qu.: 1480                                                            3rd Qu.:21.00  
 Max.   :71188                                                            Max.   :31.00  
    month              campaign          pdays           previous         poutcome        
 Length:4521        Min.   : 1.000   Min.   : -1.00   Min.   : 0.0000   Length:4521       
 Class :character   1st Qu.: 1.000   1st Qu.: -1.00   1st Qu.: 0.0000   Class :character  
 Mode  :character   Median : 2.000   Median : -1.00   Median : 0.0000   Mode  :character  
                    Mean   : 2.794   Mean   : 39.77   Mean   : 0.5426                     
                    3rd Qu.: 3.000   3rd Qu.: -1.00   3rd Qu.: 0.0000                     
                    Max.   :50.000   Max.   :871.00   Max.   :25.0000                     
      y            
 Length:4521       
 Class :character  
 Mode  :character  
                   
                   
                   
CleanDataset <- na.omit(bank)
CleanDataset <- droplevels(CleanDataset)
TrainingDataIndex <- createDataPartition(CleanDataset$y, p=0.5, list = FALSE)
trainingData <- CleanDataset[TrainingDataIndex,]
testData <- CleanDataset[-TrainingDataIndex,]
#TrainingParameters <- trainControl(method = "cv", number = 10)
TrainingParameters <- trainControl(method="cv", number=10, savePredictions=TRUE, classProbs=TRUE)
  1. Train Model : Decision Tree, Na???e Bayes, SVM, Neural Network
###################################DT
DecTreeModel <- train(y ~ ., data = trainingData, 
                      method = "C5.0",
                      trControl= TrainingParameters,
                      na.action = na.omit)
'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 9 for this object. Predictions generated using 9 trials'trials' should be <= 9 for this object. Predictions generated using 9 trials'trials' should be <= 9 for this object. Predictions generated using 9 trials'trials' should be <= 9 for this object. Predictions generated using 9 trials'trials' should be <= 5 for this object. Predictions generated using 5 trials'trials' should be <= 5 for this object. Predictions generated using 5 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 5 for this object. Predictions generated using 5 trials'trials' should be <= 5 for this object. Predictions generated using 5 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 4 for this object. Predictions generated using 4 trials'trials' should be <= 4 for this object. Predictions generated using 4 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 1 for this object. Predictions generated using 1 trials'trials' should be <= 1 for this object. Predictions generated using 1 trials'trials' should be <= 9 for this object. Predictions generated using 9 trials'trials' should be <= 9 for this object. Predictions generated using 9 trials'trials' should be <= 9 for this object. Predictions generated using 9 trials'trials' should be <= 9 for this object. Predictions generated using 9 trials'trials' should be <= 9 for this object. Predictions generated using 9 trials'trials' should be <= 9 for this object. Predictions generated using 9 trials'trials' should be <= 9 for this object. Predictions generated using 9 trials'trials' should be <= 9 for this object. Predictions generated using 9 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 9 for this object. Predictions generated using 9 trials'trials' should be <= 9 for this object. Predictions generated using 9 trials'trials' should be <= 7 for this object. Predictions generated using 7 trials'trials' should be <= 7 for this object. Predictions generated using 7 trials
DecTreeModel
C5.0 

2261 samples
  15 predictor
   2 classes: 'no', 'yes' 

No pre-processing
Resampling: Cross-Validated (10 fold) 
Summary of sample sizes: 2035, 2035, 2035, 2035, 2035, 2035, ... 
Resampling results across tuning parameters:

  model  winnow  trials  Accuracy   Kappa    
  rules  FALSE    1      0.8912011  0.2100969
  rules  FALSE   10      0.8898717  0.2204561
  rules  FALSE   20      0.8885463  0.2285216
  rules   TRUE    1      0.8938560  0.2332722
  rules   TRUE   10      0.8916455  0.2249840
  rules   TRUE   20      0.8898756  0.2275690
  tree   FALSE    1      0.8912011  0.2100969
  tree   FALSE   10      0.8898737  0.2240206
  tree   FALSE   20      0.8885463  0.2216431
  tree    TRUE    1      0.8929710  0.2305902
  tree    TRUE   10      0.8903181  0.2383721
  tree    TRUE   20      0.8912031  0.2442497

Accuracy was used to select the optimal model using  the largest value.
The final values used for the model were trials = 1, model = rules and winnow = TRUE. 
################################NB
NBModel <- train(y ~ ., data = trainingData, 
                 method = "nb",
                 trControl = TrainingParameters,
                 tuneGrid = data.frame(fL=1, usekernel=FALSE, adjust=FALSE),
                 na.action = na.omit)
Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 19Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 52Numerical 0 probability for all classes with observation 54Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 67Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 96Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 101Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 107Numerical 0 probability for all classes with observation 108Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 125Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 130Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 139Numerical 0 probability for all classes with observation 141Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 148Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 165Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 169Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 171Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 177Numerical 0 probability for all classes with observation 178Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 190Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 193Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 195Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 198Numerical 0 probability for all classes with observation 199Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 205Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 218Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 226Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 19Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 52Numerical 0 probability for all classes with observation 54Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 67Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 96Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 101Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 107Numerical 0 probability for all classes with observation 108Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 125Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 130Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 139Numerical 0 probability for all classes with observation 141Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 148Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 165Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 169Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 171Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 177Numerical 0 probability for all classes with observation 178Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 190Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 193Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 195Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 198Numerical 0 probability for all classes with observation 199Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 205Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 218Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 226Numerical 0 probability for all classes with observation 4Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 11Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 19Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 29Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 46Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 53Numerical 0 probability for all classes with observation 55Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 67Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 73Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 84Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 94Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 110Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 117Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 130Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 139Numerical 0 probability for all classes with observation 141Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 160Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 169Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 171Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 177Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 193Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 198Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 204Numerical 0 probability for all classes with observation 205Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 226Numerical 0 probability for all classes with observation 4Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 11Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 19Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 29Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 46Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 53Numerical 0 probability for all classes with observation 55Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 67Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 73Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 84Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 94Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 110Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 117Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 130Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 139Numerical 0 probability for all classes with observation 141Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 160Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 169Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 171Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 177Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 193Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 198Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 204Numerical 0 probability for all classes with observation 205Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 226Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 19Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 29Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 42Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 46Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 52Numerical 0 probability for all classes with observation 54Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 58Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 96Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 101Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 108Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 117Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 130Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 134Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 140Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 148Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 152Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 158Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 165Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 168Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 178Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 190Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 204Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 219Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 19Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 29Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 42Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 46Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 52Numerical 0 probability for all classes with observation 54Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 58Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 96Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 101Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 108Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 117Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 130Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 134Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 140Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 148Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 152Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 158Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 165Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 168Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 178Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 190Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 204Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 219Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 4Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 46Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 53Numerical 0 probability for all classes with observation 54Numerical 0 probability for all classes with observation 55Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 71Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 86Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 94Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 97Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 101Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 110Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 148Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 152Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 160Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 171Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 177Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 195Numerical 0 probability for all classes with observation 197Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 205Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 4Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 46Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 53Numerical 0 probability for all classes with observation 54Numerical 0 probability for all classes with observation 55Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 71Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 86Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 94Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 97Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 101Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 110Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 148Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 152Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 160Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 171Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 177Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 195Numerical 0 probability for all classes with observation 197Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 205Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 4Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 46Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 52Numerical 0 probability for all classes with observation 53Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 71Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 73Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 86Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 94Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 97Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 107Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 110Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 117Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 139Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 152Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 158Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 164Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 168Numerical 0 probability for all classes with observation 169Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 171Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 190Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 197Numerical 0 probability for all classes with observation 198Numerical 0 probability for all classes with observation 199Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 204Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 219Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 4Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 46Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 52Numerical 0 probability for all classes with observation 53Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 71Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 73Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 86Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 94Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 97Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 107Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 110Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 117Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 139Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 152Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 158Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 164Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 168Numerical 0 probability for all classes with observation 169Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 171Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 190Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 197Numerical 0 probability for all classes with observation 198Numerical 0 probability for all classes with observation 199Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 204Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 219Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 11Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 42Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 46Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 58Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 71Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 84Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 94Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 97Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 107Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 125Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 168Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 193Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 195Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 205Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 225Numerical 0 probability for all classes with observation 226Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 11Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 42Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 46Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 58Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 71Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 84Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 94Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 97Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 107Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 125Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 168Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 193Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 195Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 205Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 225Numerical 0 probability for all classes with observation 226Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 4Numerical 0 probability for all classes with observation 11Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 29Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 42Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 54Numerical 0 probability for all classes with observation 55Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 58Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 73Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 94Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 96Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 101Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 107Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 140Numerical 0 probability for all classes with observation 141Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 148Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 164Numerical 0 probability for all classes with observation 165Numerical 0 probability for all classes with observation 169Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 178Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 197Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 218Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 226Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 4Numerical 0 probability for all classes with observation 11Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 29Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 42Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 54Numerical 0 probability for all classes with observation 55Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 58Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 73Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 94Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 96Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 101Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 107Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 140Numerical 0 probability for all classes with observation 141Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 148Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 164Numerical 0 probability for all classes with observation 165Numerical 0 probability for all classes with observation 169Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 178Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 197Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 218Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 226Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 19Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 52Numerical 0 probability for all classes with observation 54Numerical 0 probability for all classes with observation 58Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 67Numerical 0 probability for all classes with observation 71Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 86Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 108Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 110Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 117Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 140Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 152Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 158Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 177Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 198Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 204Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 218Numerical 0 probability for all classes with observation 220Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 226Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 19Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 52Numerical 0 probability for all classes with observation 54Numerical 0 probability for all classes with observation 58Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 67Numerical 0 probability for all classes with observation 71Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 86Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 108Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 110Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 117Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 140Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 152Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 158Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 177Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 198Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 204Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 218Numerical 0 probability for all classes with observation 220Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 226Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 4Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 11Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 19Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 42Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 52Numerical 0 probability for all classes with observation 53Numerical 0 probability for all classes with observation 58Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 96Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 101Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 110Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 117Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 130Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 134Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 152Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 158Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 160Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 164Numerical 0 probability for all classes with observation 165Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 177Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 190Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 197Numerical 0 probability for all classes with observation 198Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 218Numerical 0 probability for all classes with observation 219Numerical 0 probability for all classes with observation 220Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 225Numerical 0 probability for all classes with observation 226Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 4Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 11Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 19Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 42Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 52Numerical 0 probability for all classes with observation 53Numerical 0 probability for all classes with observation 58Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 96Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 101Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 110Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 117Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 130Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 134Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 152Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 158Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 160Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 164Numerical 0 probability for all classes with observation 165Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 177Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 190Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 197Numerical 0 probability for all classes with observation 198Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 218Numerical 0 probability for all classes with observation 219Numerical 0 probability for all classes with observation 220Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 225Numerical 0 probability for all classes with observation 226Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 4Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 29Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 55Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 71Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 86Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 96Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 108Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 140Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 148Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 152Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 164Numerical 0 probability for all classes with observation 165Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 171Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 177Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 193Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 199Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 218Numerical 0 probability for all classes with observation 220Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 4Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 29Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 55Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 71Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 86Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 96Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 108Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 140Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 148Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 152Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 164Numerical 0 probability for all classes with observation 165Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 171Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 177Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 193Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 199Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 218Numerical 0 probability for all classes with observation 220Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 223
NBModel
Naive Bayes 

2261 samples
  15 predictor
   2 classes: 'no', 'yes' 

No pre-processing
Resampling: Cross-Validated (10 fold) 
Summary of sample sizes: 2035, 2035, 2035, 2035, 2035, 2035, ... 
Resampling results:

  Accuracy   Kappa    
  0.8407801  0.2969418

Tuning parameter 'fL' was held constant at a value of 1
Tuning parameter 'usekernel' was
 held constant at a value of FALSE
Tuning parameter 'adjust' was held constant at a value
 of FALSE
 
######################svmPoly
SVModel <- train(y ~ ., data = trainingData,
                 method = "svmPoly",
                 trControl= TrainingParameters,
                 tuneGrid = data.frame(degree = 1,
                                       scale = 1,
                                       C = 1))
SVModel
Support Vector Machines with Polynomial Kernel 

2261 samples
  15 predictor
   2 classes: 'no', 'yes' 

No pre-processing
Resampling: Cross-Validated (10 fold) 
Summary of sample sizes: 2035, 2034, 2035, 2035, 2035, 2035, ... 
Resampling results:

  Accuracy   Kappa    
  0.8942965  0.2309854

Tuning parameter 'degree' was held constant at a value of 1
Tuning parameter 'scale' was
 held constant at a value of 1
Tuning parameter 'C' was held constant at a value of 1
 
####################################################NNT
NNModel <- train(trainingData[,-16], trainingData$y,
                 method = "nnet",
                 trControl= TrainingParameters,
                 tuneGrid = data.frame(size = 5, decay = 0))
Setting row names on a tibble is deprecated.
# weights:  216
initial  value 1184.750127 
iter  10 value 722.401931
iter  20 value 718.700203
iter  30 value 714.416098
iter  40 value 710.932271
iter  50 value 709.955342
iter  60 value 708.249420
iter  70 value 707.387955
iter  80 value 707.000181
iter  90 value 706.465110
iter 100 value 705.425573
final  value 705.425573 
stopped after 100 iterations
Setting row names on a tibble is deprecated.
# weights:  216
initial  value 864.970842 
iter  10 value 719.443612
iter  20 value 715.148643
iter  30 value 711.877912
iter  40 value 696.585522
iter  50 value 692.139495
iter  60 value 687.828908
iter  70 value 686.494726
iter  80 value 685.857318
iter  90 value 685.494555
iter 100 value 683.262234
final  value 683.262234 
stopped after 100 iterations
Setting row names on a tibble is deprecated.
# weights:  216
initial  value 3326.209384 
iter  10 value 782.797761
iter  20 value 718.069894
iter  30 value 696.053443
iter  40 value 695.611507
iter  50 value 695.402220
iter  60 value 695.356309
iter  70 value 695.238503
iter  80 value 694.847330
iter  90 value 694.771287
iter 100 value 694.621796
final  value 694.621796 
stopped after 100 iterations
Setting row names on a tibble is deprecated.
# weights:  216
initial  value 876.189946 
iter  10 value 718.842230
iter  20 value 714.248316
iter  30 value 711.891502
iter  40 value 710.884973
iter  50 value 710.238970
iter  60 value 708.801291
iter  70 value 706.388828
iter  80 value 704.892960
iter  90 value 703.108325
iter 100 value 702.922423
final  value 702.922423 
stopped after 100 iterations
Setting row names on a tibble is deprecated.
# weights:  216
initial  value 1387.608391 
iter  10 value 715.380317
iter  20 value 710.494672
iter  30 value 703.360129
iter  40 value 697.721206
iter  50 value 691.369526
iter  60 value 686.166073
iter  70 value 683.404625
iter  80 value 682.737261
iter  90 value 682.224147
iter 100 value 682.067205
final  value 682.067205 
stopped after 100 iterations
Setting row names on a tibble is deprecated.
# weights:  216
initial  value 1151.850996 
iter  10 value 723.115868
iter  20 value 704.445407
iter  30 value 700.237338
iter  40 value 696.152138
iter  50 value 684.810157
iter  60 value 683.733904
iter  70 value 683.394968
iter  80 value 683.188338
iter  90 value 682.202422
iter 100 value 680.290346
final  value 680.290346 
stopped after 100 iterations
Setting row names on a tibble is deprecated.
# weights:  216
initial  value 2405.118777 
iter  10 value 743.713887
iter  20 value 719.976878
iter  30 value 712.135325
iter  40 value 704.242009
iter  50 value 683.422514
iter  60 value 642.351670
iter  70 value 624.129481
iter  80 value 618.726514
iter  90 value 616.867611
iter 100 value 615.452900
final  value 615.452900 
stopped after 100 iterations
Setting row names on a tibble is deprecated.
# weights:  216
initial  value 923.474821 
iter  10 value 708.214468
iter  20 value 700.306987
iter  30 value 696.569322
iter  40 value 691.379282
iter  50 value 688.291645
iter  60 value 686.106044
iter  70 value 685.788443
iter  80 value 685.657959
iter  90 value 685.518023
iter 100 value 685.424491
final  value 685.424491 
stopped after 100 iterations
Setting row names on a tibble is deprecated.
# weights:  216
initial  value 1965.285621 
iter  10 value 725.887230
iter  20 value 694.941555
iter  30 value 687.744721
iter  40 value 678.574060
iter  50 value 639.733669
iter  60 value 617.548847
iter  70 value 606.183861
iter  80 value 601.699775
iter  90 value 599.427100
iter 100 value 598.313163
final  value 598.313163 
stopped after 100 iterations
Setting row names on a tibble is deprecated.
# weights:  216
initial  value 1398.474261 
iter  10 value 719.450456
iter  20 value 704.504012
iter  30 value 690.900573
iter  40 value 686.957341
iter  50 value 680.424708
iter  60 value 678.039580
iter  70 value 672.139189
iter  80 value 663.246991
iter  90 value 660.639669
iter 100 value 650.435156
final  value 650.435156 
stopped after 100 iterations
Setting row names on a tibble is deprecated.
# weights:  216
initial  value 2152.016153 
iter  10 value 804.949681
iter  20 value 799.033568
iter  30 value 796.223239
iter  40 value 795.816576
iter  50 value 795.405342
iter  60 value 795.195176
iter  70 value 795.116454
final  value 795.110481 
converged
NNModel
Neural Network 

2261 samples
  15 predictor
   2 classes: 'no', 'yes' 

No pre-processing
Resampling: Cross-Validated (10 fold) 
Summary of sample sizes: 2035, 2035, 2035, 2035, 2035, 2035, ... 
Resampling results:

  Accuracy   Kappa       
  0.8823594  -0.004107774

Tuning parameter 'size' was held constant at a value of 5
Tuning parameter 'decay' was
 held constant at a value of 0
  1. Compare their performance in terms of Accuracy, Sensitivity, Specificity and Precision
DTPredictions <-predict(DecTreeModel, testData, na.action = na.pass)
cm <-confusionMatrix(DTPredictions, testData$y)
DT<-c(cm$overall[1], cm$byClass[c(1,2,5)])
NNModel
Neural Network 

2261 samples
  15 predictor
   2 classes: 'no', 'yes' 

No pre-processing
Resampling: Cross-Validated (10 fold) 
Summary of sample sizes: 2035, 2035, 2035, 2035, 2035, 2035, ... 
Resampling results:

  Accuracy   Kappa       
  0.8823594  -0.004107774

Tuning parameter 'size' was held constant at a value of 5
Tuning parameter 'decay' was
 held constant at a value of 0
 
cm
Confusion Matrix and Statistics

          Reference
Prediction   no  yes
       no  1976  221
       yes   24   39
                                         
               Accuracy : 0.8916         
                 95% CI : (0.878, 0.9041)
    No Information Rate : 0.885          
    P-Value [Acc > NIR] : 0.1697         
                                         
                  Kappa : 0.2058         
 Mcnemar's Test P-Value : <2e-16         
                                         
            Sensitivity : 0.9880         
            Specificity : 0.1500         
         Pos Pred Value : 0.8994         
         Neg Pred Value : 0.6190         
             Prevalence : 0.8850         
         Detection Rate : 0.8743         
   Detection Prevalence : 0.9721         
      Balanced Accuracy : 0.5690         
                                         
       'Positive' Class : no             
                                         
NBPredictions <-predict(NBModel, testData, na.action = na.pass)
Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 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1213Numerical 0 probability for all classes with observation 1215Numerical 0 probability for all classes with observation 1217Numerical 0 probability for all classes with observation 1218Numerical 0 probability for all classes with observation 1219Numerical 0 probability for all classes with observation 1220Numerical 0 probability for all classes with observation 1222Numerical 0 probability for all classes with observation 1223Numerical 0 probability for all classes with observation 1225Numerical 0 probability for all classes with observation 1226Numerical 0 probability for all classes with observation 1228Numerical 0 probability for all classes with observation 1229Numerical 0 probability for all classes with observation 1230Numerical 0 probability for all classes with observation 1231Numerical 0 probability for all classes with observation 1232Numerical 0 probability for all classes with observation 1234Numerical 0 probability for all classes with observation 1238Numerical 0 probability for all classes with observation 1239Numerical 0 probability for all classes with observation 1240Numerical 0 probability for all classes with observation 1242Numerical 0 probability for all classes with observation 1246Numerical 0 probability for all classes with observation 1247Numerical 0 probability for all classes with observation 1249Numerical 0 probability for all classes with observation 1250Numerical 0 probability for all classes with observation 1251Numerical 0 probability for all classes with observation 1252Numerical 0 probability for all classes with observation 1253Numerical 0 probability for all classes with observation 1254Numerical 0 probability for all classes with observation 1255Numerical 0 probability for all classes with observation 1257Numerical 0 probability for all classes with observation 1258Numerical 0 probability for all classes with observation 1260Numerical 0 probability for all classes with observation 1263Numerical 0 probability for all classes with observation 1267Numerical 0 probability for all classes with observation 1268Numerical 0 probability for all classes with observation 1278Numerical 0 probability for all classes with observation 1287Numerical 0 probability for all classes with observation 1290Numerical 0 probability for all classes with observation 1293Numerical 0 probability for all classes with observation 1294Numerical 0 probability for all classes with observation 1297Numerical 0 probability for all classes with observation 1299Numerical 0 probability for all classes with observation 1302Numerical 0 probability for all classes with observation 1303Numerical 0 probability for all classes with observation 1305Numerical 0 probability for all classes with observation 1307Numerical 0 probability for all classes with observation 1308Numerical 0 probability for all classes with observation 1309Numerical 0 probability for all classes with observation 1311Numerical 0 probability for all classes with observation 1312Numerical 0 probability for all classes with observation 1313Numerical 0 probability for all classes with observation 1314Numerical 0 probability for all classes with observation 1316Numerical 0 probability for all classes with observation 1317Numerical 0 probability for all classes with observation 1318Numerical 0 probability for all classes with observation 1320Numerical 0 probability for all classes with observation 1321Numerical 0 probability for all classes with observation 1323Numerical 0 probability for all classes with observation 1324Numerical 0 probability for all classes with observation 1325Numerical 0 probability for all classes with observation 1327Numerical 0 probability for all classes with observation 1328Numerical 0 probability for all classes with observation 1330Numerical 0 probability for all classes with observation 1331Numerical 0 probability for all classes with observation 1332Numerical 0 probability for all classes with observation 1333Numerical 0 probability for all classes with observation 1335Numerical 0 probability for all classes with observation 1337Numerical 0 probability for all classes with observation 1338Numerical 0 probability for all classes with observation 1339Numerical 0 probability for all classes with observation 1340Numerical 0 probability for all classes with observation 1341Numerical 0 probability for all classes with observation 1346Numerical 0 probability for all classes with observation 1349Numerical 0 probability for all classes with observation 1351Numerical 0 probability for all classes with observation 1352Numerical 0 probability for all classes with observation 1353Numerical 0 probability for all classes with observation 1354Numerical 0 probability for all classes with observation 1355Numerical 0 probability for all classes with observation 1356Numerical 0 probability for all classes with observation 1358Numerical 0 probability for all classes with observation 1360Numerical 0 probability for all classes with observation 1361Numerical 0 probability for all classes with observation 1363Numerical 0 probability for all classes with observation 1365Numerical 0 probability for all classes with observation 1366Numerical 0 probability for all classes with observation 1367Numerical 0 probability for all classes with observation 1368Numerical 0 probability for all classes with observation 1369Numerical 0 probability for all classes with observation 1371Numerical 0 probability for all classes with observation 1373Numerical 0 probability for all classes with observation 1374Numerical 0 probability for all classes with observation 1375Numerical 0 probability for all classes with observation 1377Numerical 0 probability for all classes with observation 1379Numerical 0 probability for all classes with observation 1380Numerical 0 probability for all classes with observation 1383Numerical 0 probability for all classes with observation 1384Numerical 0 probability for all classes with observation 1385Numerical 0 probability for all classes with observation 1388Numerical 0 probability for all classes with observation 1389Numerical 0 probability for all classes with observation 1391Numerical 0 probability for all classes with observation 1392Numerical 0 probability for all classes with observation 1397Numerical 0 probability for all classes with observation 1398Numerical 0 probability for all classes with observation 1403Numerical 0 probability for all classes with observation 1404Numerical 0 probability for all classes with observation 1405Numerical 0 probability for all classes with observation 1406Numerical 0 probability for all classes with observation 1407Numerical 0 probability for all classes with observation 1408Numerical 0 probability for all classes with observation 1409Numerical 0 probability for all classes with observation 1411Numerical 0 probability for all classes with observation 1413Numerical 0 probability for all classes with observation 1415Numerical 0 probability for all classes with observation 1416Numerical 0 probability for all classes with observation 1418Numerical 0 probability for all classes with observation 1421Numerical 0 probability for all classes with observation 1423Numerical 0 probability for all classes with observation 1424Numerical 0 probability for all classes with observation 1425Numerical 0 probability for all classes with observation 1426Numerical 0 probability for all classes with observation 1427Numerical 0 probability for all classes with observation 1428Numerical 0 probability for all classes with observation 1430Numerical 0 probability for all classes with observation 1432Numerical 0 probability for all classes with observation 1433Numerical 0 probability for all classes with observation 1434Numerical 0 probability for all classes with observation 1436Numerical 0 probability for all classes with observation 1437Numerical 0 probability for all classes with observation 1439Numerical 0 probability for all classes with observation 1440Numerical 0 probability for all classes with observation 1441Numerical 0 probability for all classes with observation 1444Numerical 0 probability for all classes with observation 1445Numerical 0 probability for all classes with observation 1447Numerical 0 probability for all classes with observation 1449Numerical 0 probability for all classes with observation 1451Numerical 0 probability for all classes with observation 1452Numerical 0 probability for all classes with observation 1454Numerical 0 probability for all classes with observation 1457Numerical 0 probability for all classes with observation 1458Numerical 0 probability for all classes with observation 1459Numerical 0 probability for all classes with observation 1461Numerical 0 probability for all classes with observation 1464Numerical 0 probability for all classes with observation 1466Numerical 0 probability for all classes with observation 1467Numerical 0 probability for all classes with observation 1468Numerical 0 probability for all classes with observation 1469Numerical 0 probability for all classes with observation 1470Numerical 0 probability for all classes with observation 1472Numerical 0 probability for all classes with observation 1479Numerical 0 probability for all classes with observation 1481Numerical 0 probability for all classes with observation 1486Numerical 0 probability for all classes with observation 1487Numerical 0 probability for all classes with observation 1489Numerical 0 probability for all classes with observation 1490Numerical 0 probability for all classes with observation 1491Numerical 0 probability for all classes with observation 1495Numerical 0 probability for all classes with observation 1501Numerical 0 probability for all classes with observation 1502Numerical 0 probability for all classes with observation 1503Numerical 0 probability for all classes with observation 1505Numerical 0 probability for all classes with observation 1510Numerical 0 probability for all classes with observation 1512Numerical 0 probability for all classes with observation 1513Numerical 0 probability for all classes with observation 1515Numerical 0 probability for all classes with observation 1516Numerical 0 probability for all classes with observation 1517Numerical 0 probability for all classes with observation 1518Numerical 0 probability for all classes with observation 1519Numerical 0 probability for all classes with observation 1520Numerical 0 probability for all classes with observation 1521Numerical 0 probability for all classes with observation 1522Numerical 0 probability for all classes with observation 1525Numerical 0 probability for all classes with observation 1526Numerical 0 probability for all classes with observation 1527Numerical 0 probability for all classes with observation 1528Numerical 0 probability for all classes with observation 1531Numerical 0 probability for all classes with observation 1532Numerical 0 probability for all classes with observation 1533Numerical 0 probability for all classes with observation 1534Numerical 0 probability for all classes with observation 1535Numerical 0 probability for all classes with observation 1536Numerical 0 probability for all classes with observation 1540Numerical 0 probability for all classes with observation 1542Numerical 0 probability for all classes with observation 1543Numerical 0 probability for all classes with observation 1544Numerical 0 probability for all classes with observation 1546Numerical 0 probability for all classes with observation 1547Numerical 0 probability for all classes with observation 1548Numerical 0 probability for all classes with observation 1549Numerical 0 probability for all classes with observation 1550Numerical 0 probability for all classes with observation 1553Numerical 0 probability for all classes with observation 1556Numerical 0 probability for all classes with observation 1557Numerical 0 probability for all classes with observation 1558Numerical 0 probability for all classes with observation 1560Numerical 0 probability for all classes with observation 1561Numerical 0 probability for all classes with observation 1566Numerical 0 probability for all classes with observation 1567Numerical 0 probability for all classes with observation 1572Numerical 0 probability for all classes with observation 1573Numerical 0 probability for all classes with observation 1575Numerical 0 probability for all classes with observation 1577Numerical 0 probability for all classes with observation 1580Numerical 0 probability for all classes with observation 1582Numerical 0 probability for all classes with observation 1584Numerical 0 probability for all classes with observation 1585Numerical 0 probability for all classes with observation 1586Numerical 0 probability for all classes with observation 1587Numerical 0 probability for all classes with observation 1588Numerical 0 probability for all classes with observation 1590Numerical 0 probability for all classes with observation 1592Numerical 0 probability for all classes with observation 1594Numerical 0 probability for all classes with observation 1595Numerical 0 probability for all classes with observation 1596Numerical 0 probability for all classes with observation 1597Numerical 0 probability for all classes with observation 1601Numerical 0 probability for all classes with observation 1602Numerical 0 probability for all classes with observation 1603Numerical 0 probability for all classes with observation 1605Numerical 0 probability for all classes with observation 1606Numerical 0 probability for all classes with observation 1611Numerical 0 probability for all classes with observation 1612Numerical 0 probability for all classes with observation 1613Numerical 0 probability for all classes with observation 1614Numerical 0 probability for all classes with observation 1616Numerical 0 probability for all classes with observation 1619Numerical 0 probability for all classes with observation 1623Numerical 0 probability for all classes with observation 1624Numerical 0 probability for all classes with observation 1625Numerical 0 probability for all classes with observation 1627Numerical 0 probability for all classes with observation 1628Numerical 0 probability for all classes with observation 1630Numerical 0 probability for all classes with observation 1631Numerical 0 probability for all classes with observation 1633Numerical 0 probability for all classes with observation 1634Numerical 0 probability for all classes with observation 1635Numerical 0 probability for all classes with observation 1636Numerical 0 probability for all classes with observation 1637Numerical 0 probability for all classes with observation 1641Numerical 0 probability for all classes with observation 1643Numerical 0 probability for all classes with observation 1644Numerical 0 probability for all classes with observation 1645Numerical 0 probability for all classes with observation 1647Numerical 0 probability for all classes with observation 1648Numerical 0 probability for all classes with observation 1649Numerical 0 probability for all classes with observation 1650Numerical 0 probability for all classes with observation 1651Numerical 0 probability for all classes with observation 1654Numerical 0 probability for all classes with observation 1657Numerical 0 probability for all classes with observation 1659Numerical 0 probability for all classes with observation 1662Numerical 0 probability for all classes with observation 1663Numerical 0 probability for all classes with observation 1667Numerical 0 probability for all classes with observation 1668Numerical 0 probability for all classes with observation 1669Numerical 0 probability for all classes with observation 1671Numerical 0 probability for all classes with observation 1672Numerical 0 probability for all classes with observation 1673Numerical 0 probability for all classes with observation 1674Numerical 0 probability for all classes with observation 1675Numerical 0 probability for all classes with observation 1676Numerical 0 probability for all classes with observation 1678Numerical 0 probability for all classes with observation 1679Numerical 0 probability for all classes with observation 1681Numerical 0 probability for all classes with observation 1682Numerical 0 probability for all classes with observation 1688Numerical 0 probability for all classes with observation 1690Numerical 0 probability for all classes with observation 1691Numerical 0 probability for all classes with observation 1692Numerical 0 probability for all classes with observation 1693Numerical 0 probability for all classes with observation 1694Numerical 0 probability for all classes with observation 1700Numerical 0 probability for all classes with observation 1701Numerical 0 probability for all classes with observation 1702Numerical 0 probability for all classes with observation 1703Numerical 0 probability for all classes with observation 1704Numerical 0 probability for all classes with observation 1705Numerical 0 probability for all classes with observation 1706Numerical 0 probability for all classes with observation 1708Numerical 0 probability for all classes with observation 1709Numerical 0 probability for all classes with observation 1710Numerical 0 probability for all classes with observation 1713Numerical 0 probability for all classes with observation 1714Numerical 0 probability for all classes with observation 1719Numerical 0 probability for all classes with observation 1720Numerical 0 probability for all classes with observation 1721Numerical 0 probability for all classes with observation 1723Numerical 0 probability for all classes with observation 1725Numerical 0 probability for all classes with observation 1726Numerical 0 probability for all classes with observation 1727Numerical 0 probability for all classes with observation 1728Numerical 0 probability for all classes with observation 1729Numerical 0 probability for all classes with observation 1730Numerical 0 probability for all classes with observation 1731Numerical 0 probability for all classes with observation 1732Numerical 0 probability for all classes with observation 1733Numerical 0 probability for all classes with observation 1736Numerical 0 probability for all classes with observation 1738Numerical 0 probability for all classes with observation 1739Numerical 0 probability for all classes with observation 1743Numerical 0 probability for all classes with observation 1744Numerical 0 probability for all classes with observation 1748Numerical 0 probability for all classes with observation 1750Numerical 0 probability for all classes with observation 1751Numerical 0 probability for all classes with observation 1753Numerical 0 probability for all classes with observation 1756Numerical 0 probability for all classes with observation 1757Numerical 0 probability for all classes with observation 1758Numerical 0 probability for all classes with observation 1759Numerical 0 probability for all classes with observation 1760Numerical 0 probability for all classes with observation 1761Numerical 0 probability for all classes with observation 1764Numerical 0 probability for all classes with observation 1765Numerical 0 probability for all classes with observation 1768Numerical 0 probability for all classes with observation 1770Numerical 0 probability for all classes with observation 1772Numerical 0 probability for all classes with observation 1773Numerical 0 probability for all classes with observation 1774Numerical 0 probability for all classes with observation 1776Numerical 0 probability for all classes with observation 1779Numerical 0 probability for all classes with observation 1780Numerical 0 probability for all classes with observation 1781Numerical 0 probability for all classes with observation 1784Numerical 0 probability for all classes with observation 1786Numerical 0 probability for all classes with observation 1787Numerical 0 probability for all classes with observation 1789Numerical 0 probability for all classes with observation 1790Numerical 0 probability for all classes with observation 1792Numerical 0 probability for all classes with observation 1794Numerical 0 probability for all classes with observation 1795Numerical 0 probability for all classes with observation 1796Numerical 0 probability for all classes with observation 1797Numerical 0 probability for all classes with observation 1799Numerical 0 probability for all classes with observation 1800Numerical 0 probability for all classes with observation 1802Numerical 0 probability for all classes with observation 1803Numerical 0 probability for all classes with observation 1805Numerical 0 probability for all classes with observation 1808Numerical 0 probability for all classes with observation 1815Numerical 0 probability for all classes with observation 1817Numerical 0 probability for all classes with observation 1819Numerical 0 probability for all classes with observation 1820Numerical 0 probability for all classes with observation 1821Numerical 0 probability for all classes with observation 1826Numerical 0 probability for all classes with observation 1827Numerical 0 probability for all classes with observation 1828Numerical 0 probability for all classes with observation 1830Numerical 0 probability for all classes with observation 1831Numerical 0 probability for all classes with observation 1832Numerical 0 probability for all classes with observation 1836Numerical 0 probability for all classes with observation 1838Numerical 0 probability for all classes with observation 1840Numerical 0 probability for all classes with observation 1842Numerical 0 probability for all classes with observation 1845Numerical 0 probability for all classes with observation 1846Numerical 0 probability for all classes with observation 1847Numerical 0 probability for all classes with observation 1848Numerical 0 probability for all classes with observation 1849Numerical 0 probability for all classes with observation 1850Numerical 0 probability for all classes with observation 1851Numerical 0 probability for all classes with observation 1852Numerical 0 probability for all classes with observation 1853Numerical 0 probability for all classes with observation 1855Numerical 0 probability for all classes with observation 1858Numerical 0 probability for all classes with observation 1859Numerical 0 probability for all classes with observation 1860Numerical 0 probability for all classes with observation 1864Numerical 0 probability for all classes with observation 1865Numerical 0 probability for all classes with observation 1866Numerical 0 probability for all classes with observation 1867Numerical 0 probability for all classes with observation 1869Numerical 0 probability for all classes with observation 1872Numerical 0 probability for all classes with observation 1874Numerical 0 probability for all classes with observation 1878Numerical 0 probability for all classes with observation 1879Numerical 0 probability for all classes with observation 1881Numerical 0 probability for all classes with observation 1882Numerical 0 probability for all classes with observation 1885Numerical 0 probability for all classes with observation 1886Numerical 0 probability for all classes with observation 1887Numerical 0 probability for all classes with observation 1888Numerical 0 probability for all classes with observation 1889Numerical 0 probability for all classes with observation 1892Numerical 0 probability for all classes with observation 1895Numerical 0 probability for all classes with observation 1896Numerical 0 probability for all classes with observation 1897Numerical 0 probability for all classes with observation 1899Numerical 0 probability for all classes with observation 1901Numerical 0 probability for all classes with observation 1902Numerical 0 probability for all classes with observation 1903Numerical 0 probability for all classes with observation 1907Numerical 0 probability for all classes with observation 1909Numerical 0 probability for all classes with observation 1912Numerical 0 probability for all classes with observation 1913Numerical 0 probability for all classes with observation 1916Numerical 0 probability for all classes with observation 1918Numerical 0 probability for all classes with observation 1919Numerical 0 probability for all classes with observation 1922Numerical 0 probability for all classes with observation 1925Numerical 0 probability for all classes with observation 1926Numerical 0 probability for all classes with observation 1929Numerical 0 probability for all classes with observation 1930Numerical 0 probability for all classes with observation 1933Numerical 0 probability for all classes with observation 1934Numerical 0 probability for all classes with observation 1935Numerical 0 probability for all classes with observation 1936Numerical 0 probability for all classes with observation 1938Numerical 0 probability for all classes with observation 1939Numerical 0 probability for all classes with observation 1941Numerical 0 probability for all classes with observation 1942Numerical 0 probability for all classes with observation 1943Numerical 0 probability for all classes with observation 1944Numerical 0 probability for all classes with observation 1946Numerical 0 probability for all classes with observation 1948Numerical 0 probability for all classes with observation 1953Numerical 0 probability for all classes with observation 1957Numerical 0 probability for all classes with observation 1959Numerical 0 probability for all classes with observation 1960Numerical 0 probability for all classes with observation 1961Numerical 0 probability for all classes with observation 1962Numerical 0 probability for all classes with observation 1964Numerical 0 probability for all classes with observation 1965Numerical 0 probability for all classes with observation 1966Numerical 0 probability for all classes with observation 1967Numerical 0 probability for all classes with observation 1969Numerical 0 probability for all classes with observation 1970Numerical 0 probability for all classes with observation 1972Numerical 0 probability for all classes with observation 1974Numerical 0 probability for all classes with observation 1975Numerical 0 probability for all classes with observation 1977Numerical 0 probability for all classes with observation 1978Numerical 0 probability for all classes with observation 1980Numerical 0 probability for all classes with observation 1981Numerical 0 probability for all classes with observation 1983Numerical 0 probability for all classes with observation 1984Numerical 0 probability for all classes with observation 1987Numerical 0 probability for all classes with observation 1990Numerical 0 probability for all classes with observation 1993Numerical 0 probability for all classes with observation 1995Numerical 0 probability for all classes with observation 1996Numerical 0 probability for all classes with observation 1999Numerical 0 probability for all classes with observation 2002Numerical 0 probability for all classes with observation 2003Numerical 0 probability for all classes with observation 2004Numerical 0 probability for all classes with observation 2006Numerical 0 probability for all classes with observation 2009Numerical 0 probability for all classes with observation 2010Numerical 0 probability for all classes with observation 2013Numerical 0 probability for all classes with observation 2015Numerical 0 probability for all classes with observation 2016Numerical 0 probability for all classes with observation 2018Numerical 0 probability for all classes with observation 2019Numerical 0 probability for all classes with observation 2020Numerical 0 probability for all classes with observation 2021Numerical 0 probability for all classes with observation 2022Numerical 0 probability for all classes with observation 2023Numerical 0 probability for all classes with observation 2027Numerical 0 probability for all classes with observation 2028Numerical 0 probability for all classes with observation 2030Numerical 0 probability for all classes with observation 2031Numerical 0 probability for all classes with observation 2032Numerical 0 probability for all classes with observation 2034Numerical 0 probability for all classes with observation 2035Numerical 0 probability for all classes with observation 2036Numerical 0 probability for all classes with observation 2039Numerical 0 probability for all classes with observation 2040Numerical 0 probability for all classes with observation 2041Numerical 0 probability for all classes with observation 2043Numerical 0 probability for all classes with observation 2045Numerical 0 probability for all classes with observation 2046Numerical 0 probability for all classes with observation 2048Numerical 0 probability for all classes with observation 2051Numerical 0 probability for all classes with observation 2052Numerical 0 probability for all classes with observation 2055Numerical 0 probability for all classes with observation 2056Numerical 0 probability for all classes with observation 2057Numerical 0 probability for all classes with observation 2062Numerical 0 probability for all classes with observation 2063Numerical 0 probability for all classes with observation 2068Numerical 0 probability for all classes with observation 2069Numerical 0 probability for all classes with observation 2070Numerical 0 probability for all classes with observation 2072Numerical 0 probability for all classes with observation 2074Numerical 0 probability for all classes with observation 2076Numerical 0 probability for all classes with observation 2077Numerical 0 probability for all classes with observation 2082Numerical 0 probability for all classes with observation 2083Numerical 0 probability for all classes with observation 2086Numerical 0 probability for all classes with observation 2088Numerical 0 probability for all classes with observation 2089Numerical 0 probability for all classes with observation 2090Numerical 0 probability for all classes with observation 2092Numerical 0 probability for all classes with observation 2093Numerical 0 probability for all classes with observation 2094Numerical 0 probability for all classes with observation 2096Numerical 0 probability for all classes with observation 2097Numerical 0 probability for all classes with observation 2100Numerical 0 probability for all classes with observation 2101Numerical 0 probability for all classes with observation 2102Numerical 0 probability for all classes with observation 2104Numerical 0 probability for all classes with observation 2108Numerical 0 probability for all classes with observation 2109Numerical 0 probability for all classes with observation 2115Numerical 0 probability for all classes with observation 2116Numerical 0 probability for all classes with observation 2117Numerical 0 probability for all classes with observation 2118Numerical 0 probability for all classes with observation 2121Numerical 0 probability for all classes with observation 2122Numerical 0 probability for all classes with observation 2123Numerical 0 probability for all classes with observation 2124Numerical 0 probability for all classes with observation 2127Numerical 0 probability for all classes with observation 2129Numerical 0 probability for all classes with observation 2131Numerical 0 probability for all classes with observation 2134Numerical 0 probability for all classes with observation 2136Numerical 0 probability for all classes with observation 2137Numerical 0 probability for all classes with observation 2140Numerical 0 probability for all classes with observation 2141Numerical 0 probability for all classes with observation 2142Numerical 0 probability for all classes with observation 2143Numerical 0 probability for all classes with observation 2144Numerical 0 probability for all classes with observation 2145Numerical 0 probability for all classes with observation 2148Numerical 0 probability for all classes with observation 2149Numerical 0 probability for all classes with observation 2152Numerical 0 probability for all classes with observation 2153Numerical 0 probability for all classes with observation 2154Numerical 0 probability for all classes with observation 2155Numerical 0 probability for all classes with observation 2156Numerical 0 probability for all classes with observation 2158Numerical 0 probability for all classes with observation 2159Numerical 0 probability for all classes with observation 2162Numerical 0 probability for all classes with observation 2163Numerical 0 probability for all classes with observation 2164Numerical 0 probability for all classes with observation 2166Numerical 0 probability for all classes with observation 2168Numerical 0 probability for all classes with observation 2169Numerical 0 probability for all classes with observation 2170Numerical 0 probability for all classes with observation 2171Numerical 0 probability for all classes with observation 2173Numerical 0 probability for all classes with observation 2174Numerical 0 probability for all classes with observation 2175Numerical 0 probability for all classes with observation 2176Numerical 0 probability for all classes with observation 2179Numerical 0 probability for all classes with observation 2180Numerical 0 probability for all classes with observation 2183Numerical 0 probability for all classes with observation 2184Numerical 0 probability for all classes with observation 2185Numerical 0 probability for all classes with observation 2186Numerical 0 probability for all classes with observation 2188Numerical 0 probability for all classes with observation 2191Numerical 0 probability for all classes with observation 2192Numerical 0 probability for all classes with observation 2195Numerical 0 probability for all classes with observation 2197Numerical 0 probability for all classes with observation 2198Numerical 0 probability for all classes with observation 2201Numerical 0 probability for all classes with observation 2202Numerical 0 probability for all classes with observation 2204Numerical 0 probability for all classes with observation 2206Numerical 0 probability for all classes with observation 2208Numerical 0 probability for all classes with observation 2209Numerical 0 probability for all classes with observation 2210Numerical 0 probability for all classes with observation 2212Numerical 0 probability for all classes with observation 2213Numerical 0 probability for all classes with observation 2214Numerical 0 probability for all classes with observation 2215Numerical 0 probability for all classes with observation 2216Numerical 0 probability for all classes with observation 2218Numerical 0 probability for all classes with observation 2219Numerical 0 probability for all classes with observation 2222Numerical 0 probability for all classes with observation 2224Numerical 0 probability for all classes with observation 2225Numerical 0 probability for all classes with observation 2227Numerical 0 probability for all classes with observation 2229Numerical 0 probability for all classes with observation 2232Numerical 0 probability for all classes with observation 2234Numerical 0 probability for all classes with observation 2235Numerical 0 probability for all classes with observation 2237Numerical 0 probability for all classes with observation 2238Numerical 0 probability for all classes with observation 2240Numerical 0 probability for all classes with observation 2241Numerical 0 probability for all classes with observation 2243Numerical 0 probability for all classes with observation 2244Numerical 0 probability for all classes with observation 2249Numerical 0 probability for all classes with observation 2250Numerical 0 probability for all classes with observation 2251Numerical 0 probability for all classes with observation 2252Numerical 0 probability for all classes with observation 2254Numerical 0 probability for all classes with observation 2255Numerical 0 probability for all classes with observation 2258Numerical 0 probability for all classes with observation 2259Numerical 0 probability for all classes with observation 2260
cm2 <-confusionMatrix(NBPredictions, testData$y)
NB<-c(cm2$overall[1], cm2$byClass[c(1,2,5)])
NBPredictions
   [1] no  no  no  no  no  no  no  yes no  no  no  yes no  no  no  no  no  yes no  no  no  no 
  [23] yes no  no  no  no  no  no  yes no  no  no  no  yes no  no  no  no  no  no  no  no  yes
  [45] no  no  no  no  no  yes no  no  no  no  no  no  yes no  no  no  no  no  no  yes no  yes
  [67] no  no  no  no  no  no  no  no  no  no  yes no  no  no  yes yes no  no  no  no  no  yes
  [89] no  no  no  no  yes no  no  no  yes yes no  no  no  no  yes no  no  no  no  no  no  no 
 [111] no  no  no  yes yes yes yes no  yes no  no  no  no  no  no  no  no  no  no  yes no  no 
 [133] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [155] no  no  no  no  no  no  no  yes yes no  no  yes no  no  no  no  no  no  no  no  no  no 
 [177] no  yes no  no  no  no  no  yes no  no  no  no  no  yes no  yes no  yes no  no  no  no 
 [199] yes no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  yes no  yes no 
 [221] no  no  no  no  no  no  no  no  no  yes yes no  no  no  no  yes no  no  no  no  no  no 
 [243] no  yes no  no  no  no  yes no  no  no  no  no  yes no  yes no  no  no  no  no  no  no 
 [265] no  no  no  no  no  no  no  no  no  yes no  yes no  no  no  yes no  no  yes no  no  no 
 [287] no  no  no  no  no  no  no  no  yes no  no  yes no  no  no  no  yes no  no  no  no  no 
 [309] yes no  no  no  no  no  no  no  no  yes no  yes no  no  no  no  no  no  no  yes no  no 
 [331] yes yes no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  yes
 [353] no  yes no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  yes
 [375] no  no  no  no  no  no  no  yes no  yes no  no  no  no  no  no  yes no  no  no  no  no 
 [397] no  no  no  yes no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [419] no  no  no  no  no  no  yes no  yes no  no  no  no  no  no  no  no  no  yes yes no  no 
 [441] no  no  no  no  no  no  no  yes no  no  no  no  no  no  no  no  no  no  yes no  no  no 
 [463] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  yes no  no  no  no  no 
 [485] no  no  yes no  no  no  yes no  no  no  no  no  yes no  no  no  no  no  no  no  no  no 
 [507] no  no  no  no  no  yes no  no  no  no  no  no  no  no  no  no  yes yes no  no  no  no 
 [529] no  yes no  no  no  no  yes no  no  no  no  no  no  no  yes yes no  no  no  no  no  no 
 [551] no  no  no  yes no  no  no  no  no  yes no  no  no  no  no  no  no  no  no  no  no  no 
 [573] no  no  no  no  no  no  yes no  yes no  yes no  no  no  no  no  no  no  no  yes no  no 
 [595] no  no  no  no  no  no  no  no  no  no  no  no  no  no  yes no  no  no  no  no  no  no 
 [617] no  no  no  no  no  no  no  yes no  no  no  no  no  no  no  no  no  no  no  no  yes no 
 [639] no  no  no  no  no  no  no  no  no  no  no  no  no  yes no  no  no  no  no  no  yes no 
 [661] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  yes yes no  no  yes yes
 [683] no  no  yes no  no  no  no  no  no  no  no  no  yes no  no  no  no  yes no  no  no  no 
 [705] no  no  no  no  no  no  no  yes no  no  no  no  no  yes yes yes no  no  no  yes no  no 
 [727] yes no  yes yes no  no  no  no  no  no  no  no  no  no  no  no  yes no  yes no  no  no 
 [749] yes yes no  no  no  yes no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [771] yes yes no  no  yes no  no  yes no  no  no  no  yes no  yes no  no  no  no  no  no  no 
 [793] no  no  yes no  no  no  no  no  yes no  no  no  yes no  no  no  no  no  no  no  no  no 
 [815] no  no  no  no  no  no  no  no  yes no  no  no  no  no  yes no  no  no  no  no  no  no 
 [837] no  no  no  no  no  no  no  no  no  no  no  yes no  no  yes no  no  no  no  no  no  no 
 [859] no  yes no  yes no  no  yes no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [881] no  no  no  no  yes no  no  no  no  no  no  no  no  yes no  no  no  no  no  no  no  no 
 [903] no  no  no  no  no  no  no  no  no  no  no  no  yes no  no  no  no  no  yes no  no  no 
 [925] no  no  no  no  no  no  no  no  no  yes no  yes no  yes no  no  yes no  no  no  no  no 
 [947] no  no  no  no  no  no  no  no  no  yes yes no  no  no  no  no  yes no  no  no  no  yes
 [969] yes no  no  no  no  no  no  no  yes yes yes no  yes no  no  no  no  no  no  no  no  no 
 [991] no  no  yes no  no  yes no  no  no  no 
 [ reached getOption("max.print") -- omitted 1260 entries ]
Levels: no yes
cm2
Confusion Matrix and Statistics

          Reference
Prediction   no  yes
       no  1757  164
       yes  243   96
                                          
               Accuracy : 0.8199          
                 95% CI : (0.8034, 0.8356)
    No Information Rate : 0.885           
    P-Value [Acc > NIR] : 1.0000000       
                                          
                  Kappa : 0.2188          
 Mcnemar's Test P-Value : 0.0001105       
                                          
            Sensitivity : 0.8785          
            Specificity : 0.3692          
         Pos Pred Value : 0.9146          
         Neg Pred Value : 0.2832          
             Prevalence : 0.8850          
         Detection Rate : 0.7774          
   Detection Prevalence : 0.8500          
      Balanced Accuracy : 0.6239          
                                          
       'Positive' Class : no              
                                          
SVMPredictions <-predict(SVModel, testData)
cm3 <-confusionMatrix(SVMPredictions, testData$y)
SVM<-c(cm3$overall[1], cm3$byClass[c(1,2,5)])
SVMPredictions
   [1] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
  [23] no  no  no  no  no  no  no  yes no  no  no  no  no  no  no  no  no  no  no  no  no  no 
  [45] no  no  no  no  no  yes no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
  [67] no  no  no  no  no  no  no  no  no  no  yes no  no  no  no  no  no  no  no  no  no  no 
  [89] no  no  no  no  no  no  no  no  yes no  no  no  no  no  no  no  no  no  no  no  no  no 
 [111] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [133] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [155] no  no  no  no  no  no  no  no  yes no  no  no  no  no  no  no  no  no  no  no  no  no 
 [177] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  yes no  no  no  no 
 [199] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [221] no  no  no  no  no  no  no  no  no  no  yes no  no  no  no  no  no  no  no  no  no  no 
 [243] no  yes no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [265] no  no  no  no  no  no  no  no  no  no  no  yes no  no  no  no  no  no  no  no  no  no 
 [287] no  no  no  no  no  no  no  no  yes no  no  no  no  no  no  no  yes no  no  no  no  no 
 [309] no  no  no  no  no  no  no  no  no  yes no  no  no  no  no  no  no  no  no  no  no  no 
 [331] yes no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [353] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [375] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [397] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [419] no  no  no  no  no  no  yes no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [441] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  yes no  no  no 
 [463] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  yes no  no  no  no  no 
 [485] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [507] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [529] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [551] no  no  no  yes no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [573] no  no  no  no  no  no  no  no  no  no  yes no  no  no  no  no  no  no  no  yes no  no 
 [595] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [617] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [639] no  no  no  no  no  no  no  no  no  no  no  no  no  yes no  no  no  no  no  no  no  no 
 [661] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  yes no  no  no  no  no 
 [683] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [705] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  yes no  no  no  no  no  no 
 [727] yes no  no  yes no  no  no  no  no  no  no  no  no  no  no  no  yes no  no  no  no  no 
 [749] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [771] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [793] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [815] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [837] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [859] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [881] no  no  no  no  yes no  no  no  no  no  no  no  no  yes no  no  no  no  no  no  no  no 
 [903] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [925] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [947] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [969] no  no  no  no  no  no  no  no  no  yes no  no  no  no  no  no  no  no  no  no  no  no 
 [991] no  no  yes no  no  no  no  no  no  no 
 [ reached getOption("max.print") -- omitted 1260 entries ]
Levels: no yes
cm3
Confusion Matrix and Statistics

          Reference
Prediction   no  yes
       no  1976  221
       yes   24   39
                                         
               Accuracy : 0.8916         
                 95% CI : (0.878, 0.9041)
    No Information Rate : 0.885          
    P-Value [Acc > NIR] : 0.1697         
                                         
                  Kappa : 0.2058         
 Mcnemar's Test P-Value : <2e-16         
                                         
            Sensitivity : 0.9880         
            Specificity : 0.1500         
         Pos Pred Value : 0.8994         
         Neg Pred Value : 0.6190         
             Prevalence : 0.8850         
         Detection Rate : 0.8743         
   Detection Prevalence : 0.9721         
      Balanced Accuracy : 0.5690         
                                         
       'Positive' Class : no             
                                         
NNPredictions <-predict(NNModel, testData)
cm4 <-confusionMatrix(NNPredictions, testData$y)
NN<-c(cm4$overall[1], cm4$byClass[c(1,2,5)])
NNPredictions
   [1] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
  [23] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
  [45] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
  [67] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
  [89] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [111] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [133] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [155] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [177] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [199] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [221] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [243] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [265] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [287] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [309] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [331] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [353] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [375] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [397] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [419] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [441] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [463] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [485] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [507] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [529] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  yes no  no 
 [551] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [573] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [595] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [617] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [639] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [661] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [683] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [705] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [727] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [749] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [771] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [793] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [815] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [837] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [859] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [881] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [903] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [925] no  no  no  no  no  no  no  no  no  no  no  no  no  no  yes no  no  no  no  no  no  no 
 [947] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [969] no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no  no 
 [991] no  no  no  no  no  no  no  no  no  no 
 [ reached getOption("max.print") -- omitted 1260 entries ]
Levels: no yes
cm4
Confusion Matrix and Statistics

          Reference
Prediction   no  yes
       no  1995  260
       yes    5    0
                                          
               Accuracy : 0.8827          
                 95% CI : (0.8688, 0.8957)
    No Information Rate : 0.885           
    P-Value [Acc > NIR] : 0.6443          
                                          
                  Kappa : -0.0044         
 Mcnemar's Test P-Value : <2e-16          
                                          
            Sensitivity : 0.9975          
            Specificity : 0.0000          
         Pos Pred Value : 0.8847          
         Neg Pred Value : 0.0000          
             Prevalence : 0.8850          
         Detection Rate : 0.8827          
   Detection Prevalence : 0.9978          
      Balanced Accuracy : 0.4988          
                                          
       'Positive' Class : no              
                                          
performance<-rbind(DT,NB,SVM,NN)
performance
     Accuracy Sensitivity Specificity Precision
DT  0.8915929      0.9880   0.1500000 0.8994083
NB  0.8199115      0.8785   0.3692308 0.9146278
SVM 0.8915929      0.9880   0.1500000 0.8994083
NN  0.8827434      0.9975   0.0000000 0.8847007

3.Model Correlation Results

econtrol <- trainControl(method="cv", number=10, savePredictions=TRUE, classProbs=TRUE)
models <- caretList(y ~., data=trainingData,
                     methodList=c("svmPoly", "nnet", "C5.0", "nb"),
                     trControl = econtrol)
x$savePredictions == TRUE is depreciated. Setting to 'final' instead.indexes not defined in trControl.  Attempting to set them ourselves, so each model in the ensemble will have the same resampling indexes.
# weights:  44
initial  value 1097.887017 
iter  10 value 728.315060
iter  20 value 727.313306
iter  30 value 726.960803
iter  40 value 726.550557
iter  50 value 726.104525
iter  60 value 725.721849
iter  70 value 725.072495
iter  80 value 723.509803
iter  90 value 720.370047
iter 100 value 710.142965
final  value 710.142965 
stopped after 100 iterations
# weights:  130
initial  value 1220.154244 
iter  10 value 724.613959
iter  20 value 722.048886
iter  30 value 720.665595
iter  40 value 717.658930
iter  50 value 715.630358
iter  60 value 715.559852
iter  70 value 715.500860
iter  80 value 715.498182
iter  90 value 715.450128
final  value 715.450004 
converged
# weights:  216
initial  value 1924.686377 
iter  10 value 727.191209
iter  20 value 718.925409
iter  30 value 699.490380
iter  40 value 697.396331
iter  50 value 695.647013
iter  60 value 692.543540
iter  70 value 691.846985
iter  80 value 687.586091
iter  90 value 681.883186
iter 100 value 678.829239
final  value 678.829239 
stopped after 100 iterations
# weights:  44
initial  value 1089.662649 
iter  10 value 728.950886
iter  20 value 712.905975
iter  30 value 685.077645
iter  40 value 664.726029
iter  50 value 657.145806
iter  60 value 653.779004
iter  70 value 651.278681
iter  80 value 641.026025
iter  90 value 631.584046
iter 100 value 609.818801
final  value 609.818801 
stopped after 100 iterations
# weights:  130
initial  value 2034.341164 
iter  10 value 778.743804
iter  20 value 737.179966
iter  30 value 710.873773
iter  40 value 704.458262
iter  50 value 695.393250
iter  60 value 690.997983
iter  70 value 671.777066
iter  80 value 665.093867
iter  90 value 645.775546
iter 100 value 620.899178
final  value 620.899178 
stopped after 100 iterations
# weights:  216
initial  value 1007.180288 
iter  10 value 719.016454
iter  20 value 715.225762
iter  30 value 706.873281
iter  40 value 699.962057
iter  50 value 695.836749
iter  60 value 692.822295
iter  70 value 682.891718
iter  80 value 671.653145
iter  90 value 660.575878
iter 100 value 636.330027
final  value 636.330027 
stopped after 100 iterations
# weights:  44
initial  value 1191.000009 
iter  10 value 728.045911
iter  20 value 727.961914
iter  30 value 727.916407
iter  40 value 727.794204
iter  50 value 727.776184
iter  60 value 727.743987
iter  70 value 727.717382
iter  80 value 723.940510
iter  90 value 723.014759
iter 100 value 722.743698
final  value 722.743698 
stopped after 100 iterations
# weights:  130
initial  value 1080.941256 
iter  10 value 720.539949
iter  20 value 718.388379
iter  30 value 716.233399
iter  40 value 714.858256
iter  50 value 713.170644
iter  60 value 711.889662
iter  70 value 710.783337
iter  80 value 710.179714
iter  90 value 708.973363
iter 100 value 707.222378
final  value 707.222378 
stopped after 100 iterations
# weights:  216
initial  value 2704.417532 
iter  10 value 737.405947
iter  20 value 725.384441
iter  30 value 722.620171
iter  40 value 717.458799
iter  50 value 712.460644
iter  60 value 709.698638
iter  70 value 708.876645
iter  80 value 708.613976
iter  90 value 708.264848
iter 100 value 707.468310
final  value 707.468310 
stopped after 100 iterations
# weights:  44
initial  value 1445.234470 
final  value 728.160656 
converged
# weights:  130
initial  value 2558.439122 
iter  10 value 761.269556
iter  20 value 730.972711
iter  30 value 721.478160
iter  40 value 719.646350
iter  50 value 714.317784
iter  60 value 706.328945
iter  70 value 700.176440
iter  80 value 699.221449
iter  90 value 698.474560
iter 100 value 698.422834
final  value 698.422834 
stopped after 100 iterations
# weights:  216
initial  value 1147.958645 
iter  10 value 723.273641
iter  20 value 718.035173
iter  30 value 715.540384
iter  40 value 710.402545
iter  50 value 706.866268
iter  60 value 700.092979
iter  70 value 689.970266
iter  80 value 687.418130
iter  90 value 678.493808
iter 100 value 670.321078
final  value 670.321078 
stopped after 100 iterations
# weights:  44
initial  value 1513.313810 
iter  10 value 722.573104
iter  20 value 703.384171
iter  30 value 700.074231
iter  40 value 699.245537
iter  50 value 699.139504
iter  60 value 695.421145
iter  70 value 662.258615
iter  80 value 649.227707
iter  90 value 647.819190
iter 100 value 647.708301
final  value 647.708301 
stopped after 100 iterations
# weights:  130
initial  value 1571.223895 
iter  10 value 719.541093
iter  20 value 715.911930
iter  30 value 710.552079
iter  40 value 708.469398
iter  50 value 703.637218
iter  60 value 693.419377
iter  70 value 689.272205
iter  80 value 678.746033
iter  90 value 673.360880
iter 100 value 672.889402
final  value 672.889402 
stopped after 100 iterations
# weights:  216
initial  value 968.887857 
iter  10 value 724.343821
iter  20 value 704.798525
iter  30 value 689.144286
iter  40 value 677.326842
iter  50 value 668.856168
iter  60 value 649.432991
iter  70 value 639.616908
iter  80 value 630.327687
iter  90 value 623.458687
iter 100 value 621.430097
final  value 621.430097 
stopped after 100 iterations
# weights:  44
initial  value 1084.067734 
iter  10 value 728.139710
iter  20 value 725.512185
iter  30 value 725.402617
iter  40 value 725.115347
iter  50 value 724.823503
iter  60 value 724.690342
iter  70 value 724.683632
final  value 724.683592 
converged
# weights:  130
initial  value 1270.750451 
iter  10 value 712.860911
iter  20 value 701.909789
iter  30 value 700.337202
iter  40 value 697.874114
iter  50 value 696.279632
iter  60 value 694.594456
iter  70 value 692.296574
iter  80 value 690.835780
iter  90 value 690.578825
iter 100 value 690.393274
final  value 690.393274 
stopped after 100 iterations
# weights:  216
initial  value 1798.254062 
iter  10 value 727.020301
iter  20 value 719.286093
iter  30 value 714.360628
iter  40 value 703.754438
iter  50 value 681.388230
iter  60 value 672.170550
iter  70 value 670.304837
iter  80 value 670.030581
iter  90 value 669.663357
iter 100 value 669.170046
final  value 669.170046 
stopped after 100 iterations
# weights:  44
initial  value 1140.139930 
iter  10 value 723.907369
iter  20 value 723.489371
iter  30 value 723.096596
iter  40 value 723.086281
iter  50 value 722.739014
iter  60 value 722.702943
iter  70 value 722.685481
iter  80 value 722.572160
iter  90 value 722.397065
iter 100 value 722.294249
final  value 722.294249 
stopped after 100 iterations
# weights:  130
initial  value 1177.880153 
iter  10 value 725.196196
iter  20 value 715.314765
iter  30 value 708.485389
iter  40 value 679.661496
iter  50 value 620.288410
iter  60 value 602.689158
iter  70 value 594.824007
iter  80 value 583.970386
iter  90 value 571.074356
iter 100 value 570.940229
final  value 570.940229 
stopped after 100 iterations
# weights:  216
initial  value 1734.441456 
iter  10 value 734.524152
iter  20 value 717.943834
iter  30 value 712.615815
iter  40 value 707.549993
iter  50 value 697.070510
iter  60 value 694.645096
iter  70 value 693.121908
iter  80 value 689.868412
iter  90 value 683.468088
iter 100 value 676.225889
final  value 676.225889 
stopped after 100 iterations
# weights:  44
initial  value 1553.069995 
iter  10 value 734.993970
iter  20 value 721.133849
iter  30 value 704.339984
iter  40 value 701.305131
iter  50 value 700.607619
iter  60 value 690.858386
iter  70 value 676.312960
iter  80 value 650.428808
iter  90 value 648.263771
iter 100 value 647.968706
final  value 647.968706 
stopped after 100 iterations
# weights:  130
initial  value 2360.669948 
iter  10 value 725.504938
iter  20 value 719.146820
iter  30 value 715.600402
iter  40 value 709.572324
iter  50 value 698.922302
iter  60 value 665.371079
iter  70 value 636.214861
iter  80 value 609.508804
iter  90 value 603.038007
iter 100 value 599.189945
final  value 599.189945 
stopped after 100 iterations
# weights:  216
initial  value 3144.928941 
iter  10 value 729.507966
iter  20 value 719.164029
iter  30 value 715.718397
iter  40 value 713.434143
iter  50 value 708.696736
iter  60 value 707.868808
iter  70 value 704.630549
iter  80 value 702.186738
iter  90 value 698.628226
iter 100 value 671.291681
final  value 671.291681 
stopped after 100 iterations
# weights:  44
initial  value 848.843318 
iter  10 value 715.055338
iter  20 value 713.665842
iter  30 value 702.208291
final  value 702.203098 
converged
# weights:  130
initial  value 2843.663764 
iter  10 value 751.183531
iter  20 value 731.130170
iter  30 value 724.050998
iter  40 value 723.174615
iter  50 value 722.922386
iter  60 value 722.531496
iter  70 value 722.080738
iter  80 value 721.761743
iter  90 value 721.669910
iter 100 value 721.648981
final  value 721.648981 
stopped after 100 iterations
# weights:  216
initial  value 1743.011706 
iter  10 value 724.954026
iter  20 value 720.139928
iter  30 value 716.822304
iter  40 value 712.564474
iter  50 value 707.718811
iter  60 value 705.412572
iter  70 value 704.654864
iter  80 value 703.789592
iter  90 value 702.242323
iter 100 value 701.683775
final  value 701.683775 
stopped after 100 iterations
# weights:  44
initial  value 1059.225285 
iter  10 value 721.979142
iter  20 value 721.120580
iter  30 value 721.023910
iter  40 value 721.020051
final  value 721.019371 
converged
# weights:  130
initial  value 990.936385 
iter  10 value 715.997960
iter  20 value 714.260833
iter  30 value 713.811638
iter  40 value 712.198638
iter  50 value 711.441234
iter  60 value 710.921430
iter  70 value 710.907295
final  value 710.907043 
converged
# weights:  216
initial  value 1059.600023 
iter  10 value 732.301569
iter  20 value 717.436800
iter  30 value 710.988776
iter  40 value 704.975675
iter  50 value 690.971008
iter  60 value 688.022147
iter  70 value 686.518328
iter  80 value 685.212305
iter  90 value 685.046201
iter 100 value 684.564817
final  value 684.564817 
stopped after 100 iterations
# weights:  44
initial  value 1485.670747 
iter  10 value 718.705691
iter  20 value 717.742847
iter  30 value 716.852759
iter  40 value 716.629306
iter  50 value 715.608207
iter  60 value 690.188714
iter  70 value 634.835852
iter  80 value 614.712730
iter  90 value 601.194714
iter 100 value 598.206234
final  value 598.206234 
stopped after 100 iterations
# weights:  130
initial  value 1704.887395 
iter  10 value 728.099329
iter  20 value 716.017164
iter  30 value 714.293897
iter  40 value 708.434627
iter  50 value 692.952126
iter  60 value 677.136346
iter  70 value 672.118968
iter  80 value 662.387917
iter  90 value 640.673998
iter 100 value 608.233114
final  value 608.233114 
stopped after 100 iterations
# weights:  216
initial  value 1373.737544 
iter  10 value 710.932300
iter  20 value 700.967921
iter  30 value 695.341923
iter  40 value 691.483039
iter  50 value 689.585433
iter  60 value 683.335573
iter  70 value 678.635564
iter  80 value 665.840166
iter  90 value 647.396663
iter 100 value 638.018009
final  value 638.018009 
stopped after 100 iterations
# weights:  44
initial  value 1343.155791 
iter  10 value 728.165891
final  value 728.165875 
converged
# weights:  130
initial  value 1189.938638 
iter  10 value 726.599704
iter  20 value 714.694421
iter  30 value 713.078423
iter  40 value 712.612980
iter  50 value 712.294640
iter  60 value 712.226783
iter  70 value 711.243195
iter  80 value 711.128507
iter  90 value 711.118994
iter 100 value 711.031096
final  value 711.031096 
stopped after 100 iterations
# weights:  216
initial  value 845.201742 
iter  10 value 721.391033
iter  20 value 714.555393
iter  30 value 712.042527
iter  40 value 708.672090
iter  50 value 704.352943
iter  60 value 701.091252
iter  70 value 699.352342
iter  80 value 698.819187
iter  90 value 698.586421
iter 100 value 698.506323
final  value 698.506323 
stopped after 100 iterations
# weights:  44
initial  value 1129.189429 
iter  10 value 727.842494
iter  20 value 727.740786
iter  30 value 727.723059
iter  40 value 727.687261
iter  50 value 727.633849
iter  60 value 727.607563
iter  70 value 727.599256
iter  80 value 727.578990
iter  90 value 727.559280
iter 100 value 727.398340
final  value 727.398340 
stopped after 100 iterations
# weights:  130
initial  value 1094.216808 
iter  10 value 716.053419
iter  20 value 698.485896
iter  30 value 692.829698
iter  40 value 690.519800
iter  50 value 689.693336
iter  60 value 689.020799
iter  70 value 688.414318
iter  80 value 686.386082
iter  90 value 686.139687
iter 100 value 684.981845
final  value 684.981845 
stopped after 100 iterations
# weights:  216
initial  value 959.228549 
iter  10 value 732.533179
iter  20 value 722.574445
iter  30 value 719.237394
iter  40 value 718.212328
iter  50 value 718.015479
iter  60 value 717.635255
iter  70 value 717.491712
iter  80 value 716.813193
iter  90 value 716.004693
iter 100 value 715.478500
final  value 715.478500 
stopped after 100 iterations
# weights:  44
initial  value 1952.548047 
iter  10 value 733.553421
iter  20 value 728.193024
iter  30 value 727.709001
iter  40 value 727.676094
iter  50 value 727.670497
final  value 727.670405 
converged
# weights:  130
initial  value 1379.120717 
iter  10 value 726.943621
iter  20 value 719.845967
iter  30 value 715.413199
iter  40 value 704.952359
iter  50 value 701.463822
iter  60 value 698.242569
iter  70 value 692.727855
iter  80 value 690.132806
iter  90 value 687.162377
iter 100 value 660.539439
final  value 660.539439 
stopped after 100 iterations
# weights:  216
initial  value 1453.757172 
iter  10 value 715.824328
iter  20 value 705.856960
iter  30 value 700.081173
iter  40 value 697.319795
iter  50 value 696.690640
iter  60 value 692.349648
iter  70 value 680.488748
iter  80 value 656.655418
iter  90 value 640.192884
iter 100 value 636.579491
final  value 636.579491 
stopped after 100 iterations
# weights:  44
initial  value 976.963364 
iter  10 value 724.489785
iter  20 value 719.126147
iter  30 value 716.608877
iter  40 value 715.596805
iter  50 value 715.517428
iter  60 value 714.265299
iter  70 value 712.526964
iter  80 value 711.624910
iter  90 value 709.858132
iter 100 value 708.282924
final  value 708.282924 
stopped after 100 iterations
# weights:  130
initial  value 1747.849893 
iter  10 value 724.930029
iter  20 value 720.718273
iter  30 value 720.304156
iter  40 value 720.147715
iter  50 value 719.969283
iter  60 value 719.958702
iter  70 value 719.838650
iter  80 value 719.788450
iter  90 value 719.764140
iter 100 value 719.614214
final  value 719.614214 
stopped after 100 iterations
# weights:  216
initial  value 964.077905 
iter  10 value 732.425304
iter  20 value 716.356107
iter  30 value 705.784747
iter  40 value 702.963592
iter  50 value 700.739794
iter  60 value 688.983187
iter  70 value 686.240953
iter  80 value 684.316472
iter  90 value 679.857723
iter 100 value 675.122321
final  value 675.122321 
stopped after 100 iterations
# weights:  44
initial  value 1671.422816 
iter  10 value 726.562899
iter  20 value 726.379376
iter  30 value 726.313179
iter  40 value 726.278843
iter  50 value 726.256877
final  value 726.256454 
converged
# weights:  130
initial  value 885.502352 
iter  10 value 724.340846
iter  20 value 720.768967
iter  30 value 718.815578
iter  40 value 717.417401
iter  50 value 716.799160
iter  60 value 716.468140
iter  70 value 716.084173
iter  80 value 715.973075
iter  90 value 715.933743
iter 100 value 715.919468
final  value 715.919468 
stopped after 100 iterations
# weights:  216
initial  value 957.094003 
iter  10 value 722.208809
iter  20 value 715.259366
iter  30 value 708.702548
iter  40 value 704.893496
iter  50 value 698.850124
iter  60 value 697.485083
iter  70 value 692.089295
iter  80 value 688.360257
iter  90 value 679.351058
iter 100 value 672.787464
final  value 672.787464 
stopped after 100 iterations
# weights:  44
initial  value 1447.441504 
iter  10 value 722.560531
iter  20 value 721.331805
iter  30 value 721.181980
final  value 721.174585 
converged
# weights:  130
initial  value 939.401187 
iter  10 value 722.509738
iter  20 value 717.675432
iter  30 value 712.427646
iter  40 value 695.186153
iter  50 value 659.981239
iter  60 value 641.243175
iter  70 value 637.185953
iter  80 value 626.761041
iter  90 value 615.390068
iter 100 value 602.164404
final  value 602.164404 
stopped after 100 iterations
# weights:  216
initial  value 1153.140697 
iter  10 value 728.705057
iter  20 value 721.324592
iter  30 value 715.602038
iter  40 value 706.027199
iter  50 value 702.688436
iter  60 value 698.636454
iter  70 value 687.432907
iter  80 value 683.281268
iter  90 value 678.451988
iter 100 value 669.225303
final  value 669.225303 
stopped after 100 iterations
# weights:  44
initial  value 1778.867183 
iter  10 value 727.823447
iter  20 value 727.282308
iter  30 value 727.234890
iter  40 value 726.873599
iter  50 value 722.377638
iter  60 value 720.002790
iter  70 value 718.742983
iter  80 value 718.498193
iter  90 value 718.244003
iter 100 value 718.131448
final  value 718.131448 
stopped after 100 iterations
# weights:  130
initial  value 1673.552423 
iter  10 value 713.567651
iter  20 value 709.413075
iter  30 value 703.526655
iter  40 value 700.259081
iter  50 value 698.535514
iter  60 value 698.093394
iter  70 value 697.318831
iter  80 value 696.986616
iter  90 value 695.281233
iter 100 value 694.464882
final  value 694.464882 
stopped after 100 iterations
# weights:  216
initial  value 1804.694618 
iter  10 value 838.863130
iter  20 value 752.439000
iter  30 value 715.281026
iter  40 value 711.758015
iter  50 value 710.855244
iter  60 value 709.895814
iter  70 value 709.098167
iter  80 value 706.163478
iter  90 value 704.786745
iter 100 value 704.467050
final  value 704.467050 
stopped after 100 iterations
# weights:  44
initial  value 1926.029385 
iter  10 value 726.235404
iter  20 value 724.399078
iter  30 value 724.016131
iter  40 value 723.299523
iter  50 value 723.012357
iter  60 value 722.880507
final  value 722.880463 
converged
# weights:  130
initial  value 1347.483630 
iter  10 value 725.422990
iter  20 value 721.372406
iter  30 value 705.642017
iter  40 value 703.394774
iter  50 value 701.955363
iter  60 value 701.757081
iter  70 value 701.717244
iter  80 value 699.414481
iter  90 value 699.064548
iter 100 value 698.910064
final  value 698.910064 
stopped after 100 iterations
# weights:  216
initial  value 1138.382762 
iter  10 value 718.522804
iter  20 value 704.537730
iter  30 value 696.211271
iter  40 value 685.465466
iter  50 value 675.791732
iter  60 value 672.561754
iter  70 value 672.250898
iter  80 value 671.777393
final  value 671.238667 
converged
# weights:  44
initial  value 1374.722553 
iter  10 value 710.206548
iter  20 value 706.529297
iter  30 value 706.112282
iter  40 value 701.408544
iter  50 value 670.139479
iter  60 value 661.914825
iter  70 value 655.475637
iter  80 value 653.430810
iter  90 value 649.695615
iter 100 value 628.075582
final  value 628.075582 
stopped after 100 iterations
# weights:  130
initial  value 966.901719 
iter  10 value 714.193991
iter  20 value 703.357650
iter  30 value 690.218253
iter  40 value 653.775261
iter  50 value 610.952561
iter  60 value 602.808674
iter  70 value 600.178044
iter  80 value 599.628562
iter  90 value 599.556384
iter 100 value 599.547711
final  value 599.547711 
stopped after 100 iterations
# weights:  216
initial  value 2685.890533 
iter  10 value 782.247741
iter  20 value 739.896364
iter  30 value 722.784257
iter  40 value 711.433169
iter  50 value 707.019140
iter  60 value 705.758118
iter  70 value 700.381277
iter  80 value 698.516804
iter  90 value 689.131432
iter 100 value 682.086842
final  value 682.086842 
stopped after 100 iterations
# weights:  44
initial  value 1020.339166 
iter  10 value 724.485998
iter  20 value 724.100109
iter  30 value 723.920403
iter  40 value 723.843251
iter  50 value 723.763456
iter  60 value 723.752071
iter  70 value 723.711288
iter  80 value 723.706731
iter  90 value 723.702692
iter 100 value 722.549281
final  value 722.549281 
stopped after 100 iterations
# weights:  130
initial  value 1689.347695 
iter  10 value 755.828933
iter  20 value 724.475964
iter  30 value 706.803785
iter  40 value 698.516618
iter  50 value 697.648792
iter  60 value 696.799108
iter  70 value 691.809148
iter  80 value 688.055245
iter  90 value 686.229535
iter 100 value 685.648542
final  value 685.648542 
stopped after 100 iterations
# weights:  216
initial  value 1715.903781 
iter  10 value 725.663984
iter  20 value 719.728071
iter  30 value 714.583600
iter  40 value 711.218989
iter  50 value 708.259200
iter  60 value 706.826307
iter  70 value 704.074579
iter  80 value 703.324308
iter  90 value 701.367834
iter 100 value 700.010687
final  value 700.010687 
stopped after 100 iterations
# weights:  44
initial  value 1826.123380 
iter  10 value 727.503212
iter  20 value 727.153746
iter  30 value 727.101875
final  value 727.101834 
converged
# weights:  130
initial  value 1221.843679 
iter  10 value 722.675467
iter  20 value 714.314678
iter  30 value 707.558361
iter  40 value 705.611371
iter  50 value 704.744181
iter  60 value 704.545849
iter  70 value 703.601125
iter  80 value 701.024657
iter  90 value 700.339181
iter 100 value 698.953174
final  value 698.953174 
stopped after 100 iterations
# weights:  216
initial  value 1053.000802 
iter  10 value 718.484383
iter  20 value 714.782843
iter  30 value 710.270937
iter  40 value 696.069129
iter  50 value 685.706363
iter  60 value 677.370280
iter  70 value 674.426066
iter  80 value 667.195162
iter  90 value 663.352471
iter 100 value 647.684282
final  value 647.684282 
stopped after 100 iterations
# weights:  44
initial  value 1420.681591 
iter  10 value 724.176891
iter  20 value 720.488960
iter  30 value 720.013655
final  value 720.008151 
converged
# weights:  130
initial  value 2226.279649 
iter  10 value 726.651727
iter  20 value 718.681194
iter  30 value 711.743788
iter  40 value 708.366930
iter  50 value 703.854822
iter  60 value 702.819422
iter  70 value 699.870957
iter  80 value 695.845950
iter  90 value 681.784559
iter 100 value 673.274457
final  value 673.274457 
stopped after 100 iterations
# weights:  216
initial  value 1559.543177 
iter  10 value 724.953491
iter  20 value 720.519599
iter  30 value 716.265428
iter  40 value 709.343905
iter  50 value 696.387810
iter  60 value 689.748784
iter  70 value 676.958839
iter  80 value 668.424895
iter  90 value 659.710504
iter 100 value 636.373387
final  value 636.373387 
stopped after 100 iterations
# weights:  44
initial  value 1971.730648 
iter  10 value 713.952877
iter  20 value 703.674786
iter  30 value 695.355769
iter  40 value 692.014004
iter  50 value 690.315638
iter  60 value 689.574178
iter  70 value 689.399585
iter  80 value 689.178183
iter  90 value 688.648994
iter 100 value 688.479856
final  value 688.479856 
stopped after 100 iterations
# weights:  130
initial  value 2896.393813 
iter  10 value 966.525809
iter  20 value 708.529659
iter  30 value 703.537115
iter  40 value 698.965642
iter  50 value 696.511232
iter  60 value 694.595080
iter  70 value 693.819446
iter  80 value 691.715606
iter  90 value 690.209450
iter 100 value 689.860456
final  value 689.860456 
stopped after 100 iterations
# weights:  216
initial  value 1496.302777 
iter  10 value 724.324798
iter  20 value 713.073603
iter  30 value 704.222863
iter  40 value 696.017764
iter  50 value 692.960293
iter  60 value 689.321338
iter  70 value 688.973559
iter  80 value 688.840800
iter  90 value 688.430764
iter 100 value 688.294604
final  value 688.294604 
stopped after 100 iterations
# weights:  44
initial  value 1933.464932 
iter  10 value 721.982670
iter  20 value 721.409464
iter  30 value 720.910532
iter  40 value 720.859768
iter  50 value 720.669687
iter  60 value 720.645926
iter  70 value 720.561269
iter  80 value 720.007367
iter  90 value 719.820981
iter 100 value 718.741218
final  value 718.741218 
stopped after 100 iterations
# weights:  130
initial  value 1115.427079 
iter  10 value 699.239112
iter  20 value 697.785438
iter  30 value 697.159988
iter  40 value 696.378265
iter  50 value 691.735746
iter  60 value 687.386362
iter  70 value 679.721606
iter  80 value 675.772184
iter  90 value 673.928238
iter 100 value 670.908422
final  value 670.908422 
stopped after 100 iterations
# weights:  216
initial  value 2173.741715 
iter  10 value 733.132564
iter  20 value 718.417732
iter  30 value 714.268405
iter  40 value 711.070292
iter  50 value 708.791293
iter  60 value 703.936548
iter  70 value 701.874528
iter  80 value 700.745569
iter  90 value 700.483767
iter 100 value 700.144503
final  value 700.144503 
stopped after 100 iterations
# weights:  44
initial  value 1070.539039 
iter  10 value 725.068948
iter  20 value 723.114939
iter  30 value 721.858560
iter  40 value 721.481512
iter  50 value 708.077431
iter  60 value 697.279730
iter  70 value 677.274398
iter  80 value 640.539435
iter  90 value 614.825076
iter 100 value 606.830979
final  value 606.830979 
stopped after 100 iterations
# weights:  130
initial  value 1189.752194 
iter  10 value 729.925610
iter  20 value 721.416627
iter  30 value 716.767858
iter  40 value 710.146266
iter  50 value 705.717491
iter  60 value 695.415745
iter  70 value 669.906304
iter  80 value 630.756227
iter  90 value 596.592806
iter 100 value 588.623458
final  value 588.623458 
stopped after 100 iterations
# weights:  216
initial  value 1221.449538 
iter  10 value 730.024072
iter  20 value 722.745569
iter  30 value 716.859046
iter  40 value 712.616187
iter  50 value 708.476420
iter  60 value 706.071082
iter  70 value 704.141883
iter  80 value 703.045461
iter  90 value 693.357361
iter 100 value 687.883278
final  value 687.883278 
stopped after 100 iterations
# weights:  44
initial  value 1956.563473 
iter  10 value 1382.068883
iter  20 value 761.814003
iter  30 value 725.367961
iter  40 value 722.729194
iter  50 value 721.647112
iter  60 value 721.448680
iter  70 value 721.405832
iter  80 value 721.287210
iter  90 value 721.168498
iter 100 value 721.142047
final  value 721.142047 
stopped after 100 iterations
# weights:  130
initial  value 2001.516121 
iter  10 value 723.066602
iter  20 value 719.454488
iter  30 value 717.368901
iter  40 value 716.286729
iter  50 value 715.883226
iter  60 value 715.625506
iter  70 value 715.061173
iter  80 value 714.663437
iter  90 value 713.805084
iter 100 value 713.118243
final  value 713.118243 
stopped after 100 iterations
# weights:  216
initial  value 1777.134406 
iter  10 value 725.440037
iter  20 value 714.247377
iter  30 value 708.596235
iter  40 value 699.977716
iter  50 value 693.135491
iter  60 value 691.301775
iter  70 value 687.330082
iter  80 value 682.225575
iter  90 value 679.636501
iter 100 value 679.537477
final  value 679.537477 
stopped after 100 iterations
# weights:  44
initial  value 1890.886056 
iter  10 value 735.303056
iter  20 value 724.177166
iter  30 value 713.885784
iter  40 value 708.911459
iter  50 value 705.828477
iter  60 value 704.557953
iter  70 value 704.538727
final  value 704.538500 
converged
# weights:  130
initial  value 1081.271956 
iter  10 value 721.037855
iter  20 value 711.007919
iter  30 value 709.317030
iter  40 value 708.995664
iter  50 value 708.349093
iter  60 value 696.301917
iter  70 value 695.441806
iter  80 value 693.839936
iter  90 value 693.378928
iter 100 value 693.265897
final  value 693.265897 
stopped after 100 iterations
# weights:  216
initial  value 1131.045876 
iter  10 value 722.084220
iter  20 value 713.218446
iter  30 value 702.466524
iter  40 value 696.745483
iter  50 value 689.708283
iter  60 value 683.786481
iter  70 value 682.578857
iter  80 value 681.827841
iter  90 value 679.955299
iter 100 value 678.234603
final  value 678.234603 
stopped after 100 iterations
# weights:  44
initial  value 1831.110048 
iter  10 value 722.944821
iter  20 value 722.235877
iter  30 value 721.105160
iter  40 value 714.953214
iter  50 value 691.032033
iter  60 value 675.508160
iter  70 value 656.180203
iter  80 value 614.164543
iter  90 value 602.355855
iter 100 value 600.678299
final  value 600.678299 
stopped after 100 iterations
# weights:  130
initial  value 1217.235979 
iter  10 value 719.351189
iter  20 value 710.477928
iter  30 value 707.742872
iter  40 value 705.146417
iter  50 value 703.406648
iter  60 value 703.044123
iter  70 value 702.293515
iter  80 value 701.418754
iter  90 value 697.334549
iter 100 value 689.990575
final  value 689.990575 
stopped after 100 iterations
# weights:  216
initial  value 1837.383461 
iter  10 value 769.350969
iter  20 value 755.807407
iter  30 value 736.252429
iter  40 value 726.637909
iter  50 value 707.217085
iter  60 value 694.604858
iter  70 value 685.906699
iter  80 value 656.858967
iter  90 value 643.388906
iter 100 value 630.237232
final  value 630.237232 
stopped after 100 iterations
# weights:  44
initial  value 1278.456520 
iter  10 value 722.896919
iter  20 value 722.566916
iter  30 value 722.217514
iter  40 value 722.142472
iter  50 value 722.141824
iter  60 value 722.141193
final  value 722.141018 
converged
# weights:  130
initial  value 1262.618561 
iter  10 value 721.393817
iter  20 value 718.461954
iter  30 value 709.718269
iter  40 value 703.988981
iter  50 value 693.166665
iter  60 value 684.679725
iter  70 value 682.665624
iter  80 value 681.369029
iter  90 value 680.972827
iter 100 value 680.565828
final  value 680.565828 
stopped after 100 iterations
# weights:  216
initial  value 816.335383 
iter  10 value 729.982860
iter  20 value 717.145251
iter  30 value 712.465836
iter  40 value 708.396658
iter  50 value 703.030532
iter  60 value 700.987896
iter  70 value 700.686121
iter  80 value 700.220322
iter  90 value 699.604891
iter 100 value 697.955616
final  value 697.955616 
stopped after 100 iterations
# weights:  44
initial  value 2160.031439 
iter  10 value 803.506349
iter  20 value 802.969788
iter  30 value 798.969619
iter  40 value 788.455254
iter  50 value 766.970628
iter  60 value 702.535025
iter  70 value 682.239192
iter  80 value 672.531312
iter  90 value 671.030186
iter 100 value 671.000983
final  value 671.000983 
stopped after 100 iterations
'trials' should be <= 4 for this object. Predictions generated using 4 trials'trials' should be <= 4 for this object. Predictions generated using 4 trials'trials' should be <= 4 for this object. Predictions generated using 4 trials'trials' should be <= 4 for this object. Predictions generated using 4 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 3 for this object. Predictions generated using 3 trials'trials' should be <= 3 for this object. Predictions generated using 3 trials'trials' should be <= 3 for this object. Predictions generated using 3 trials'trials' should be <= 3 for this object. Predictions generated using 3 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 7 for this object. Predictions generated using 7 trials'trials' should be <= 7 for this object. Predictions generated using 7 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 7 for this object. Predictions generated using 7 trials'trials' should be <= 7 for this object. Predictions generated using 7 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 6 for this object. Predictions generated using 6 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 5 for this object. Predictions generated using 5 trials'trials' should be <= 5 for this object. Predictions generated using 5 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 7 for this object. Predictions generated using 7 trials'trials' should be <= 7 for this object. Predictions generated using 7 trials'trials' should be <= 9 for this object. Predictions generated using 9 trials'trials' should be <= 9 for this object. Predictions generated using 9 trials'trials' should be <= 9 for this object. Predictions generated using 9 trials'trials' should be <= 9 for this object. Predictions generated using 9 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 8 for this object. Predictions generated using 8 trials'trials' should be <= 8 for this object. Predictions generated using 8 trialsNumerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 11Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 19Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 46Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 55Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 67Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 94Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 97Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 107Numerical 0 probability for all classes with observation 108Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 110Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 125Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 134Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 158Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 160Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 168Numerical 0 probability for all classes with observation 169Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 190Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 193Numerical 0 probability for all classes with observation 195Numerical 0 probability for all classes with observation 198Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 219Numerical 0 probability for all classes with observation 220Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 11Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 19Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 46Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 55Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 67Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 94Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 97Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 107Numerical 0 probability for all classes with observation 108Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 110Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 125Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 134Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 158Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 160Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 168Numerical 0 probability for all classes with observation 169Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 190Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 193Numerical 0 probability for all classes with observation 195Numerical 0 probability for all classes with observation 198Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 219Numerical 0 probability for all classes with observation 220Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 4Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 19Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 29Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 46Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 52Numerical 0 probability for all classes with observation 54Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 73Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 94Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 96Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 101Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 107Numerical 0 probability for all classes with observation 108Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 130Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 139Numerical 0 probability for all classes with observation 141Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 148Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 160Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 164Numerical 0 probability for all classes with observation 169Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 190Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 195Numerical 0 probability for all classes with observation 197Numerical 0 probability for all classes with observation 199Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 204Numerical 0 probability for all classes with observation 205Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 219Numerical 0 probability for all classes with observation 220Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 225Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 4Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 19Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 29Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 46Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 52Numerical 0 probability for all classes with observation 54Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 73Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 94Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 96Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 101Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 107Numerical 0 probability for all classes with observation 108Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 130Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 139Numerical 0 probability for all classes with observation 141Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 148Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 160Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 164Numerical 0 probability for all classes with observation 169Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 190Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 195Numerical 0 probability for all classes with observation 197Numerical 0 probability for all classes with observation 199Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 204Numerical 0 probability for all classes with observation 205Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 219Numerical 0 probability for all classes with observation 220Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 225Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 29Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 42Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 54Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 94Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 96Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 107Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 125Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 134Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 140Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 152Numerical 0 probability for all classes with observation 158Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 164Numerical 0 probability for all classes with observation 165Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 171Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 190Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 193Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 204Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 29Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 42Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 54Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 94Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 96Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 107Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 125Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 134Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 140Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 152Numerical 0 probability for all classes with observation 158Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 164Numerical 0 probability for all classes with observation 165Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 171Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 190Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 193Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 204Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 11Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 19Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 46Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 53Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 73Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 84Numerical 0 probability for all classes with observation 86Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 97Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 101Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 107Numerical 0 probability for all classes with observation 110Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 117Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 134Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 158Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 160Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 165Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 168Numerical 0 probability for all classes with observation 171Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 193Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 195Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 197Numerical 0 probability for all classes with observation 198Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 205Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 226Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 11Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 19Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 46Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 53Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 73Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 84Numerical 0 probability for all classes with observation 86Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 97Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 101Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 107Numerical 0 probability for all classes with observation 110Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 117Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 134Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 158Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 160Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 165Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 168Numerical 0 probability for all classes with observation 171Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 193Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 195Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 197Numerical 0 probability for all classes with observation 198Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 205Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 226Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 4Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 11Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 42Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 54Numerical 0 probability for all classes with observation 55Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 58Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 71Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 94Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 107Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 134Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 140Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 160Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 164Numerical 0 probability for all classes with observation 168Numerical 0 probability for all classes with observation 169Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 177Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 197Numerical 0 probability for all classes with observation 198Numerical 0 probability for all classes with observation 199Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 219Numerical 0 probability for all classes with observation 220Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 226Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 4Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 11Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 42Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 54Numerical 0 probability for all classes with observation 55Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 58Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 60Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 71Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 94Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 107Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 134Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 140Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 160Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 164Numerical 0 probability for all classes with observation 168Numerical 0 probability for all classes with observation 169Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 177Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 197Numerical 0 probability for all classes with observation 198Numerical 0 probability for all classes with observation 199Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 219Numerical 0 probability for all classes with observation 220Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 226Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 42Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 52Numerical 0 probability for all classes with observation 54Numerical 0 probability for all classes with observation 55Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 73Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes 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all classes with observation 116Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 130Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 139Numerical 0 probability for all classes with observation 141Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 148Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 152Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 164Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 169Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 177Numerical 0 probability for all classes with observation 178Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 193Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 199Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 204Numerical 0 probability for all classes with observation 205Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 218Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 225Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 42Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 52Numerical 0 probability for all classes with observation 54Numerical 0 probability for all classes with observation 55Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 59Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 73Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 84Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 96Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 101Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 108Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 121Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 130Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 139Numerical 0 probability for all classes with observation 141Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 148Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 152Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 164Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 169Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 177Numerical 0 probability for all classes with observation 178Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 193Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 199Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 204Numerical 0 probability for all classes with observation 205Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 218Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 225Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 4Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 53Numerical 0 probability for all classes with observation 55Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 71Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 84Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 86Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 96Numerical 0 probability for all classes with observation 97Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 117Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 130Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 134Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 139Numerical 0 probability for all classes with observation 141Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 158Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 177Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 190Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 199Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 204Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 218Numerical 0 probability for all classes with observation 219Numerical 0 probability for all classes with observation 220Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 225Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 4Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 8Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 17Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 53Numerical 0 probability for all classes with observation 55Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 71Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 75Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 83Numerical 0 probability for all classes with observation 84Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 86Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 96Numerical 0 probability for all classes with observation 97Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 117Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 127Numerical 0 probability for all classes with observation 130Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 134Numerical 0 probability for all classes with observation 137Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 139Numerical 0 probability for all classes with observation 141Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 158Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 177Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 184Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 190Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 199Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 204Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 218Numerical 0 probability for all classes with observation 219Numerical 0 probability for all classes with observation 220Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 225Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 42Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 52Numerical 0 probability for all classes with observation 53Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 67Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 84Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 97Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 108Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 117Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 125Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 134Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 140Numerical 0 probability for all classes with observation 141Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 148Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 152Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 168Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 171Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 178Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 193Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 198Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 218Numerical 0 probability for all classes with observation 219Numerical 0 probability for all classes with observation 220Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 6Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 20Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 42Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 45Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 52Numerical 0 probability for all classes with observation 53Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 67Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 74Numerical 0 probability for all classes with observation 77Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 80Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 82Numerical 0 probability for all classes with observation 84Numerical 0 probability for all classes with observation 85Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 91Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 97Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 99Numerical 0 probability for all classes with observation 102Numerical 0 probability for all classes with observation 103Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 108Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 117Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 122Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 125Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 134Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 140Numerical 0 probability for all classes with observation 141Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 147Numerical 0 probability for all classes with observation 148Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 152Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 157Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 167Numerical 0 probability for all classes with observation 168Numerical 0 probability for all classes with observation 170Numerical 0 probability for all classes with observation 171Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 175Numerical 0 probability for all classes with observation 176Numerical 0 probability for all classes with observation 178Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 183Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 193Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 198Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 201Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 213Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 218Numerical 0 probability for all classes with observation 219Numerical 0 probability for all classes with observation 220Numerical 0 probability for all classes with observation 221Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 19Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 29Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 46Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 52Numerical 0 probability for all classes with observation 53Numerical 0 probability for all classes with observation 55Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 58Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 67Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 71Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 73Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 84Numerical 0 probability for all classes with observation 86Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 97Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 110Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 125Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 130Numerical 0 probability for all classes with observation 134Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 139Numerical 0 probability for all classes with observation 140Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 160Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 164Numerical 0 probability for all classes with observation 165Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 169Numerical 0 probability for all classes with observation 171Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 178Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 197Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 204Numerical 0 probability for all classes with observation 205Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 218Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 1Numerical 0 probability for all classes with observation 2Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 15Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 19Numerical 0 probability for all classes with observation 21Numerical 0 probability for all classes with observation 22Numerical 0 probability for all classes with observation 24Numerical 0 probability for all classes with observation 25Numerical 0 probability for all classes with observation 26Numerical 0 probability for all classes with observation 27Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 29Numerical 0 probability for all classes with observation 30Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 36Numerical 0 probability for all classes with observation 37Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 39Numerical 0 probability for all classes with observation 40Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 44Numerical 0 probability for all classes with observation 46Numerical 0 probability for all classes with observation 47Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 51Numerical 0 probability for all classes with observation 52Numerical 0 probability for all classes with observation 53Numerical 0 probability for all classes with observation 55Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 58Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 62Numerical 0 probability for all classes with observation 64Numerical 0 probability for all classes with observation 67Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 71Numerical 0 probability for all classes with observation 72Numerical 0 probability for all classes with observation 73Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 84Numerical 0 probability for all classes with observation 86Numerical 0 probability for all classes with observation 87Numerical 0 probability for all classes with observation 88Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 93Numerical 0 probability for all classes with observation 95Numerical 0 probability for all classes with observation 97Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 100Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 110Numerical 0 probability for all classes with observation 111Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 115Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 125Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 130Numerical 0 probability for all classes with observation 134Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 136Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 139Numerical 0 probability for all classes with observation 140Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 145Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 160Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 164Numerical 0 probability for all classes with observation 165Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 169Numerical 0 probability for all classes with observation 171Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 178Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 186Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 196Numerical 0 probability for all classes with observation 197Numerical 0 probability for all classes with observation 202Numerical 0 probability for all classes with observation 203Numerical 0 probability for all classes with observation 204Numerical 0 probability for all classes with observation 205Numerical 0 probability for all classes with observation 207Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 212Numerical 0 probability for all classes with observation 214Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 218Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 42Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 84Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 97Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 101Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 117Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 125Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 139Numerical 0 probability for all classes with observation 141Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 160Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 165Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 168Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 205Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 219Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 226Numerical 0 probability for all classes with observation 3Numerical 0 probability for all classes with observation 5Numerical 0 probability for all classes with observation 7Numerical 0 probability for all classes with observation 9Numerical 0 probability for all classes with observation 10Numerical 0 probability for all classes with observation 12Numerical 0 probability for all classes with observation 13Numerical 0 probability for all classes with observation 14Numerical 0 probability for all classes with observation 16Numerical 0 probability for all classes with observation 18Numerical 0 probability for all classes with observation 23Numerical 0 probability for all classes with observation 28Numerical 0 probability for all classes with observation 31Numerical 0 probability for all classes with observation 32Numerical 0 probability for all classes with observation 33Numerical 0 probability for all classes with observation 34Numerical 0 probability for all classes with observation 35Numerical 0 probability for all classes with observation 38Numerical 0 probability for all classes with observation 41Numerical 0 probability for all classes with observation 42Numerical 0 probability for all classes with observation 43Numerical 0 probability for all classes with observation 48Numerical 0 probability for all classes with observation 49Numerical 0 probability for all classes with observation 50Numerical 0 probability for all classes with observation 56Numerical 0 probability for all classes with observation 57Numerical 0 probability for all classes with observation 61Numerical 0 probability for all classes with observation 63Numerical 0 probability for all classes with observation 65Numerical 0 probability for all classes with observation 66Numerical 0 probability for all classes with observation 68Numerical 0 probability for all classes with observation 69Numerical 0 probability for all classes with observation 70Numerical 0 probability for all classes with observation 76Numerical 0 probability for all classes with observation 78Numerical 0 probability for all classes with observation 79Numerical 0 probability for all classes with observation 81Numerical 0 probability for all classes with observation 84Numerical 0 probability for all classes with observation 89Numerical 0 probability for all classes with observation 90Numerical 0 probability for all classes with observation 92Numerical 0 probability for all classes with observation 97Numerical 0 probability for all classes with observation 98Numerical 0 probability for all classes with observation 101Numerical 0 probability for all classes with observation 104Numerical 0 probability for all classes with observation 105Numerical 0 probability for all classes with observation 106Numerical 0 probability for all classes with observation 109Numerical 0 probability for all classes with observation 112Numerical 0 probability for all classes with observation 113Numerical 0 probability for all classes with observation 114Numerical 0 probability for all classes with observation 116Numerical 0 probability for all classes with observation 117Numerical 0 probability for all classes with observation 118Numerical 0 probability for all classes with observation 119Numerical 0 probability for all classes with observation 120Numerical 0 probability for all classes with observation 123Numerical 0 probability for all classes with observation 124Numerical 0 probability for all classes with observation 125Numerical 0 probability for all classes with observation 126Numerical 0 probability for all classes with observation 128Numerical 0 probability for all classes with observation 129Numerical 0 probability for all classes with observation 131Numerical 0 probability for all classes with observation 132Numerical 0 probability for all classes with observation 133Numerical 0 probability for all classes with observation 135Numerical 0 probability for all classes with observation 138Numerical 0 probability for all classes with observation 139Numerical 0 probability for all classes with observation 141Numerical 0 probability for all classes with observation 142Numerical 0 probability for all classes with observation 143Numerical 0 probability for all classes with observation 144Numerical 0 probability for all classes with observation 146Numerical 0 probability for all classes with observation 149Numerical 0 probability for all classes with observation 150Numerical 0 probability for all classes with observation 151Numerical 0 probability for all classes with observation 153Numerical 0 probability for all classes with observation 154Numerical 0 probability for all classes with observation 155Numerical 0 probability for all classes with observation 156Numerical 0 probability for all classes with observation 159Numerical 0 probability for all classes with observation 160Numerical 0 probability for all classes with observation 161Numerical 0 probability for all classes with observation 162Numerical 0 probability for all classes with observation 163Numerical 0 probability for all classes with observation 165Numerical 0 probability for all classes with observation 166Numerical 0 probability for all classes with observation 168Numerical 0 probability for all classes with observation 172Numerical 0 probability for all classes with observation 173Numerical 0 probability for all classes with observation 174Numerical 0 probability for all classes with observation 179Numerical 0 probability for all classes with observation 180Numerical 0 probability for all classes with observation 181Numerical 0 probability for all classes with observation 182Numerical 0 probability for all classes with observation 185Numerical 0 probability for all classes with observation 187Numerical 0 probability for all classes with observation 188Numerical 0 probability for all classes with observation 189Numerical 0 probability for all classes with observation 191Numerical 0 probability for all classes with observation 192Numerical 0 probability for all classes with observation 194Numerical 0 probability for all classes with observation 200Numerical 0 probability for all classes with observation 205Numerical 0 probability for all classes with observation 206Numerical 0 probability for all classes with observation 208Numerical 0 probability for all classes with observation 209Numerical 0 probability for all classes with observation 210Numerical 0 probability for all classes with observation 211Numerical 0 probability for all classes with observation 215Numerical 0 probability for all classes with observation 216Numerical 0 probability for all classes with observation 217Numerical 0 probability for all classes with observation 219Numerical 0 probability for all classes with observation 222Numerical 0 probability for all classes with observation 223Numerical 0 probability for all classes with observation 224Numerical 0 probability for all classes with observation 226
results <- resamples(models)
results$values
summary(results)

Call:
summary.resamples(object = results)

Models: svmPoly, nnet, C5.0, nb 
Number of resamples: 10 

Accuracy 
          Min. 1st Qu. Median   Mean 3rd Qu.   Max. NA's
svmPoly 0.8761  0.8827 0.8938 0.8943  0.9071 0.9075    0
nnet    0.8850  0.8850 0.8850 0.8907  0.8960 0.9119    0
C5.0    0.8761  0.8827 0.8960 0.8947  0.9071 0.9075    0
nb      0.8811  0.8850 0.8850 0.8846  0.8850 0.8850    0

Kappa 
           Min. 1st Qu. Median   Mean 3rd Qu.   Max. NA's
svmPoly 0.03713  0.1625 0.2237 0.2308  0.3310 0.3655    0
nnet    0.00000  0.0000 0.0000 0.1398  0.2948 0.4348    0
C5.0    0.03713  0.1669 0.2605 0.2399  0.3310 0.3655    0
nb      0.00000  0.0000 0.0000 0.0000  0.0000 0.0000    0
mcr <-modelCor(results)
mcr
           svmPoly       nnet       C5.0         nb
svmPoly  1.0000000  0.6058476  0.9663789 -0.3669365
nnet     0.6058476  1.0000000  0.5866622 -0.8073679
C5.0     0.9663789  0.5866622  1.0000000 -0.3578634
nb      -0.3669365 -0.8073679 -0.3578634  1.0000000
splom(results)
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